diff --git a/notebooks/tutorial/DataLoadingAndStatistics.ipynb b/notebooks/tutorial/DataLoadingAndStatistics.ipynb new file mode 100644 index 00000000..e12a9164 --- /dev/null +++ b/notebooks/tutorial/DataLoadingAndStatistics.ipynb @@ -0,0 +1,898 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "674ef69e-8aa2-4a03-8640-4d2dd8ac2f8c", + "metadata": {}, + "source": [ + "## Loading basic libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "71c98a2f-b44a-4826-943a-3c6164e1147f", + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "try:\n", + " import pandas \n", + "except ImportError as e:\n", + " !pip install pandas " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9ab184f1-cbe4-44ea-8b0d-6ae282eab22a", + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "try:\n", + " import numpy \n", + "except ImportError as e:\n", + " !pip install numpy" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "c021f516-5e5a-485b-9247-70ea51e2bc27", + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "try:\n", + " import matplotlib \n", + "except ImportError as e:\n", + " !pip install matplotlib" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "064de657-b23a-444f-b8b8-77a4112b8a06", + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "try:\n", + " import sklearn\n", + "except ImportError as e:\n", + " !pip install scikit-learn" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "067c2754-5e0d-4194-bd3b-7900265c0575", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "id": "62403ebe-3fb1-4b03-a9db-96dcca05df4c", + "metadata": {}, + "source": [ + "## Load ETTH1 data \n", + "\n", + "The following script fetches the ETTh1 dataset from remote git." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "89a8f83d-cc30-4b9a-9cb6-d51776800629", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('https://raw.githubusercontent.com/zhouhaoyi/ETDataset/main/ETT-small/ETTh1.csv',\n", + " parse_dates=['date'])\n", + "df = df.set_index('date')\n", + "df.index.freq = pd.infer_freq(df.index)" + ] + }, + { + "cell_type": "markdown", + "id": "128dd894-db3d-45ad-9b75-0e4466471f03", + "metadata": {}, + "source": [ + "## Display Data" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "56aeb870-de18-4cda-bcd1-560c3771a893", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " HUFL HULL MUFL MULL LUFL LULL OT\n", + "date \n", + "2016-07-01 00:00:00 5.827 2.009 1.599 0.462 4.203 1.340 30.531000\n", + "2016-07-01 01:00:00 5.693 2.076 1.492 0.426 4.142 1.371 27.787001\n", + "2016-07-01 02:00:00 5.157 1.741 1.279 0.355 3.777 1.218 27.787001\n", + "2016-07-01 03:00:00 5.090 1.942 1.279 0.391 3.807 1.279 25.044001\n", + "2016-07-01 04:00:00 5.358 1.942 1.492 0.462 3.868 1.279 21.948000" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(5)" + ] + }, + { + "cell_type": "markdown", + "id": "857f03ad-4645-47c0-840a-4925ac62f111", + "metadata": {}, + "source": [ + "## Plotting the downloaded Data" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "063b9674-c6cd-444d-a0bc-05f37ee2b83d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = df.OT.plot(color='gray', figsize=(20, 3))\n", + "for s in ['top', 'right']:\n", + " ax.spines[s].set_visible(False)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "16e8ba11-ddda-40ef-ba43-a631ca3a610e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = df[['OT']].plot(color='gray', figsize=(20, 3))\n", + "for s in ['top', 'right']:\n", + " ax.spines[s].set_visible(False)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "fc8c6c35-129c-495c-b978-01f0bf70ba59", + "metadata": {}, + "source": [ + "## Checking the data statistics\n", + "\n", + "`.describe()` provide basic data statistics, this helps user to check and analyze whether distribution is skewed, how noisy is the data, and column wise value range. " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "a1f18222-b8b3-4dd2-87b9-e0caf2641537", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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HUFLHULLMUFLMULLLUFLLULLOT
count17420.00000017420.00000017420.00000017420.00000017420.00000017420.00000017420.000000
mean7.3751412.2422424.3002390.8815683.0660620.85693213.324672
std7.0677442.0423426.8269781.8092931.1645060.5995528.566946
min-22.705999-4.756000-25.087999-5.934000-1.188000-1.371000-4.080000
25%5.8270000.7370003.296000-0.2840002.3150000.6700006.964000
50%8.7740002.2100005.9700000.9590002.8330000.97500011.396000
75%11.7880003.6840008.6350002.2030003.6250001.21800018.079000
max23.64399910.11400017.3410007.7470008.4980003.04600046.007000
\n", + "
" + ], + "text/plain": [ + " HUFL HULL MUFL MULL LUFL \\\n", + "count 17420.000000 17420.000000 17420.000000 17420.000000 17420.000000 \n", + "mean 7.375141 2.242242 4.300239 0.881568 3.066062 \n", + "std 7.067744 2.042342 6.826978 1.809293 1.164506 \n", + "min -22.705999 -4.756000 -25.087999 -5.934000 -1.188000 \n", + "25% 5.827000 0.737000 3.296000 -0.284000 2.315000 \n", + "50% 8.774000 2.210000 5.970000 0.959000 2.833000 \n", + "75% 11.788000 3.684000 8.635000 2.203000 3.625000 \n", + "max 23.643999 10.114000 17.341000 7.747000 8.498000 \n", + "\n", + " LULL OT \n", + "count 17420.000000 17420.000000 \n", + "mean 0.856932 13.324672 \n", + "std 0.599552 8.566946 \n", + "min -1.371000 -4.080000 \n", + "25% 0.670000 6.964000 \n", + "50% 0.975000 11.396000 \n", + "75% 1.218000 18.079000 \n", + "max 3.046000 46.007000 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "markdown", + "id": "d07bf6b0-5787-4d65-85b0-c455ec44aea8", + "metadata": {}, + "source": [ + "### Checking for missing values\n", + "\n", + "`.isna()` checks whether any entry in the data frame is `NaN` or not. If value presents it returns False (0) else True (1). \n", + "Thus summing all checks shows number of missing entry column wise." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "9acf9a02-3e3c-4529-99a1-ef9b03ee7a62", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "HUFL 0\n", + "HULL 0\n", + "MUFL 0\n", + "MULL 0\n", + "LUFL 0\n", + "LULL 0\n", + "OT 0\n", + "dtype: int64" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isna().sum(axis=0)" + ] + }, + { + "cell_type": "markdown", + "id": "7f01bb89-d7c1-4d1d-9beb-3407f69a2184", + "metadata": {}, + "source": [ + "In scenarios where the data contains missing values, pandas `DataFrame` allows few simple methods for such data imputation.\n", + "\n", + "```\n", + "DataFrame.fillna(value=None, *, method=None, axis=None, inplace=False, limit=None, downcast=_NoDefault.no_default)\n", + "\n", + "Fill NA/NaN values using the specified method.\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "dca49c3f-27c1-41d5-8cd6-d669b1212be8", + "metadata": {}, + "source": [ + "## Plotting Correlation across channels" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "82bcb139-9b60-4db1-9fd4-c527875dd277", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1)\n", + "cbar = ax.imshow(df.corr(), interpolation='nearest', vmin=-1, vmax=1, cmap='jet')\n", + "ax.set_xticks(np.arange(df.shape[1]), df.columns)\n", + "ax.set_yticks(np.arange(df.shape[1]), df.columns)\n", + "fig.colorbar(cbar)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "c7fff94f-601a-4165-a150-3c0e2c75dc04", + "metadata": {}, + "source": [ + "## Computing Autocorrelation\n", + "Auto-correlation is the correlation computed between a series and its time-shifted version.\n", + "ACF auto-correlation function takes the series and a lag to produce an autocorrelation number.\n", + "An auto-correlation profile for a sequence, is it's auto-correlation values for a range of lag values." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "3683aaa4-9c47-43ef-ac7f-04a803220397", + "metadata": {}, + "outputs": [], + "source": [ + "def autocorr(x: np.ndarray,\n", + " l: int):\n", + " assert len(x.shape) == 1, f\"Error: expects 1D array, received array size {x.shape}!\"\n", + " assert len(x) > l + 3, f\"Error: not sufficient data points for auto correlation computation!\"\n", + "\n", + " x_ = x[l:]\n", + " _x = x[:-l]\n", + " return np.corrcoef(x_, _x)[0, 1]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "36fa6881-34fd-47d2-825a-d6ef48a73588", + "metadata": {}, + "outputs": [], + "source": [ + "def get_autocorr_profile(x: np.ndarray,\n", + " max_lag: int = 40,\n", + " ):\n", + " c = [1.0]\n", + " for l in range(max_lag):\n", + " c.append(autocorr(x, l + 1))\n", + " return np.array(c).astype(float)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "4aebdbef-d73b-4797-a0af-1507f014f2ee", + "metadata": {}, + "outputs": [], + "source": [ + "max_lag = 1500\n", + "c_prof = get_autocorr_profile(df.OT.values, max_lag=max_lag)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "30a42d6d-2242-4728-8267-adadd81b3d14", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10, 3))\n", + "ax = plt.subplot(1, 1, 1)\n", + "ax.bar(np.arange(max_lag + 1, dtype=float), c_prof, color='gray')\n", + "for s in ['top', 'right']:\n", + " ax.spines[s].set_visible(False)\n", + "ax.set_xlabel(\"LAG\", fontsize=18)\n", + "ax.set_ylabel(\"ACF\", fontsize=18)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "c7e6bb58-6139-430f-8db4-2df1102f3a7d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lags = [50, 250, 1000, 1500]\n", + "fig, axs = plt.subplots(1, len(lags), sharey=True, sharex=True, figsize=(3 * len(lags), 3))\n", + "\n", + "for i, lag in enumerate(lags):\n", + " r = np.corrcoef(df.OT.values[lag:], df.OT.values[:-lag])[0, 1]\n", + " axs[i].scatter(df.OT.values[lag:], df.OT.values[:-lag], s=0.8, color='gray')\n", + " if i == 0:\n", + " axs[i].set_ylabel('$X[T]$')\n", + " axs[i].set_xlabel(f'$X[T+{lag}]$')\n", + " axs[i].set_title(f'Correlation @ lag = {lag}', fontsize=12)\n", + " axs[i].text(x=30, y=5, s=f'$\\\\rho = ${r:.3f}')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "31588b87-cfcc-46fc-8b5b-aba10da8f938", + "metadata": {}, + "source": [ + "## Partial Autocorrelation\n", + "\n", + "Here we demonstrate how using Linear Regression model we can compute the partial autocorrelation score. " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "f91b591e-9b3f-4b06-aa97-3d8fe673f67f", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "\n", + "\n", + "def prepare_pacf_payload(x: np.ndarray,\n", + " lag: int):\n", + " assert len(x.shape) == 1, f\"Error: expects 1D array recieved {x.shape}!\"\n", + " assert len(x) > lag + 3, f\"Error: not enough data for PACF!\"\n", + "\n", + " n = len(x) - lag\n", + " x_ = list()\n", + " for i in range(lag+1):\n", + " x_.append(x[i:(i+n)])\n", + " x_ = np.array(x_).T\n", + " x_, y_ = x_[..., :-1], x_[..., -1]\n", + " return x_, y_\n", + "\n", + "\n", + "def pacf(x: np.ndarray, lag: int):\n", + " x_, y_ = prepare_pacf_payload(x, lag)\n", + " reg = LinearRegression(fit_intercept=True, copy_X=True)\n", + " reg.fit(x_, y_)\n", + " return np.concatenate([reg.coef_, [1.]])[::-1]" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "6a56e581-ed1a-4194-b19d-4514bd880e50", + "metadata": {}, + "outputs": [], + "source": [ + "max_lag = 25\n", + "c_prof = pacf(df.OT.values, lag=max_lag)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "f96fab02-19c7-458b-98b1-200560a80b8c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10, 3))\n", + "ax = plt.subplot(1, 1, 1)\n", + "ax.bar(np.arange(max_lag + 1, dtype=float), c_prof, color='gray')\n", + "for s in [ 'top', 'right' ]:\n", + " ax.spines[ s ].set_visible(False)\n", + "ax.set_ylabel('PACF', fontsize=18)\n", + "ax.set_xlabel('LAG', fontsize=18)\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "3a806c23-1724-41dd-bb5f-8c14bdff1d1c", + "metadata": {}, + "source": [ + "## Stationarity of Time Series\n", + "\n", + "A stationarity time series is a time series, where its statistical property (viz., mean, variance) does not depends on the time. " + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "2cd723e0-bda5-4864-b78a-ef46072ac2b5", + "metadata": {}, + "outputs": [], + "source": [ + "def mark_mean_over_window(x,\n", + " window: int,\n", + " window_stride: int, \n", + " start_index: int = 5):\n", + " n = len(x)\n", + " start_index = min(max(start_index, 0), n - window)\n", + " xs, ys = list(), list()\n", + " \n", + " while start_index + window < n:\n", + " mean = np.mean(x[start_index:(start_index + window)])\n", + " ys.append(mean)\n", + " xs.append([start_index, start_index + window])\n", + " start_index += window_stride\n", + " return np.array(xs), np.array(ys)" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "85eeb433-169c-423a-94b7-54d048139ebb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "x = df.OT.values\n", + "\n", + "fig, ax = plt.subplots(1, 1, figsize=(20, 3))\n", + "ax.plot(x, linewidth=0.5, color='gray')\n", + "\n", + "xs, ys = mark_mean_over_window(x, window=2500, window_stride=4000, start_index=250)\n", + "\n", + "for i in range(len(xs)):\n", + " x_, y_ = xs[i], np.repeat(ys[i], 2)\n", + " ax.plot(x_, y_, color='r', linewidth=5, linestyle='dashed')\n", + " ax.text(x=np.mean(xs[i]), y=ys[i]+5, s=f'{ys[i]:.1f}', fontsize=14, color='blue')\n", + "\n", + "for s in ['top', 'right']:\n", + " ax.spines[s].set_visible(False)\n", + "ax.set_ylabel('OT', fontsize=16)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "632465d5-cd92-4292-b2f6-22fe2b4f9411", + "metadata": {}, + "source": [ + "## Differencing Stationarize the time series data" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "d161ae79-9800-4d85-9eb4-834b1b44403f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "d = np.arange(3)\n", + "x = df.OT.values\n", + "y = np.arange(max_lag + 1, dtype=float)\n", + "c_profs = list()\n", + "x_diffs = list()\n", + "y_label = list()\n", + "for i, d_ in enumerate(d):\n", + " c_prof = get_autocorr_profile(x, max_lag=max_lag)\n", + " x_diffs.append(x.copy())\n", + " c_profs.append(c_prof)\n", + " if i == 0:\n", + " y_label.append('$Y$')\n", + " elif i == 1:\n", + " y_label.append(r'$\\Delta Y$')\n", + " else:\n", + " y_label.append(f'$\\Delta^{i} Y$')\n", + " x = np.diff(x)\n", + "\n", + "fig = plt.figure(figsize=(15, 2 * len(c_profs)))\n", + "counter = 0\n", + "m, n = len(c_profs), 2\n", + "for c_prof, x_, ylab in zip(c_profs, x_diffs, y_label):\n", + " ax = plt.subplot(m, n, counter+1)\n", + " ax.plot(x_, color='gray', linewidth=0.5)\n", + " for s in ['top', 'right']:\n", + " ax.spines[s].set_visible(False)\n", + " ax.set_ylabel(ylab, fontsize=18)\n", + " if counter // 2 == len(y_label) - 1:\n", + " ax.set_xlabel(\"Time\", fontsize=18)\n", + "\n", + " ax = plt.subplot(m, n, counter+2)\n", + " ax.bar(y, c_prof, color='gray')\n", + " for s in ['top', 'right']:\n", + " ax.spines[s].set_visible(False)\n", + " ax.set_ylabel(\"ACF\", fontsize=18)\n", + " if counter // 2 == len(y_label) - 1:\n", + " ax.set_xlabel(\"LAG\", fontsize=18)\n", + " counter += 2\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "59caa0fe-dd91-45ef-af95-f8a375939983", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/tutorial/LongHorizonForecast.ipynb b/notebooks/tutorial/LongHorizonForecast.ipynb new file mode 100644 index 00000000..1c61cd0e --- /dev/null +++ b/notebooks/tutorial/LongHorizonForecast.ipynb @@ -0,0 +1,1031 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 44, + "id": "590aa4e9-cb5f-431c-ac50-c3c84c0528c7", + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "try:\n", + " import pandas\n", + "except ImportError as e:\n", + " !pip install pandas \n", + "\n", + "try: \n", + " import numpy\n", + "except ImportError as e:\n", + " !pip install numpy \n", + "\n", + "try:\n", + " import matplotlib\n", + "except ImportError as e:\n", + " !pip install matplotlib \n", + "\n", + "try:\n", + " import sklearn\n", + "except ImportError as e:\n", + " !pip install scikit-learn\n", + "\n", + "try:\n", + " import scipy\n", + "except ImportError as e:\n", + " !pip install scipy\n", + "\n", + "try:\n", + " import torch\n", + "except ImportError as e:\n", + " !pip install torch\n", + "\n", + "try:\n", + " import tqdm\n", + "except ImportError as e:\n", + " !pip install tqdm" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3c7c61c4-bd34-400f-b596-929e65e0fcd7", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.metrics import mean_squared_error as mse\n", + "import statsmodels.api as sm\n", + "from scipy import stats\n", + "from sklearn.ensemble import RandomForestRegressor" + ] + }, + { + "cell_type": "markdown", + "id": "2fbcb005-e507-498c-9e14-da2342d58ad8", + "metadata": {}, + "source": [ + "## Loading the Data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "4d5068d2-a71c-42cf-b464-615f719966b7", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('https://raw.githubusercontent.com/zhouhaoyi/ETDataset/main/ETT-small/ETTh1.csv',\n", + " parse_dates=['date'])\n", + "df = df.set_index('date')\n", + "df.index.freq = pd.infer_freq(df.index)" + ] + }, + { + "cell_type": "markdown", + "id": "97c40220-3ff4-4066-8736-d29789a70dbc", + "metadata": {}, + "source": [ + "## Training Configuration " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "9686bade-3942-4a19-9a05-69c198ec9d53", + "metadata": {}, + "outputs": [], + "source": [ + "TRAIN_FRACTION = 0.8\n", + "CONTEXT_LENGTH = 512\n", + "FORECAST_LENGTH = 96\n", + "STRIDE=1\n", + "N_SAMPLE_TO_PLOT = 4\n", + "PAST_WINDOW = 100" + ] + }, + { + "cell_type": "markdown", + "id": "4050c2e6-7ac4-4eab-bc8d-d90b5c5505e1", + "metadata": {}, + "source": [ + "## Preparing the Training Data\n", + "\n", + "Data prepared from the data with a history and Forecast length `512` and `96` respectively, in a rolling window fashion." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "5491226d-4378-451f-bab9-e374c4694068", + "metadata": {}, + "outputs": [], + "source": [ + "data = df.OT.values\n", + "\n", + "x = list()\n", + "\n", + "for i in range(1, len(data) - CONTEXT_LENGTH - FORECAST_LENGTH, STRIDE):\n", + " x.append(data[i:(i + CONTEXT_LENGTH + FORECAST_LENGTH)])\n", + "\n", + "x = np.array(x).astype(float)\n", + "\n", + "X, y = x[:, :CONTEXT_LENGTH], x[:, CONTEXT_LENGTH:]\n", + "\n", + "train_length = int(TRAIN_FRACTION * len(X))\n", + "\n", + "trainX, testX = X[:train_length], X[train_length:]\n", + "trainY, testY = y[:train_length], y[train_length:]" + ] + }, + { + "cell_type": "markdown", + "id": "02ea6944-c8c9-4660-ad1e-21b6123badc2", + "metadata": {}, + "source": [ + "## Instantiating the RandomForestRegressor\n", + "\n", + "Please feel free to change the `n_estimators` and `max_depth` parameter, and see their impact on the model forecast." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "f35d0432-2ef8-48d4-bb99-3de719049df7", + "metadata": {}, + "outputs": [], + "source": [ + "rf_model = RandomForestRegressor(n_estimators=50, \n", + " max_depth=5, \n", + " # n_jobs=4, \n", + " verbose=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "8181a5d5-7eaf-4d01-b03e-ef606315ad09", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[Parallel(n_jobs=4)]: Using backend ThreadingBackend with 4 concurrent workers.\n", + "[Parallel(n_jobs=4)]: Done 42 tasks | elapsed: 49.6s\n", + "[Parallel(n_jobs=4)]: Done 50 out of 50 | elapsed: 59.3s finished\n" + ] + }, + { + "data": { + "text/html": [ + "
RandomForestRegressor(max_depth=5, n_estimators=50, n_jobs=4, verbose=1)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "RandomForestRegressor(max_depth=5, n_estimators=50, n_jobs=4, verbose=1)" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rf_model.fit(trainX, trainY)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "d27f8a3f-325c-4ffc-953d-754f6a8ded46", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[Parallel(n_jobs=4)]: Using backend ThreadingBackend with 4 concurrent workers.\n", + "[Parallel(n_jobs=4)]: Done 42 tasks | elapsed: 0.0s\n", + "[Parallel(n_jobs=4)]: Done 50 out of 50 | elapsed: 0.0s finished\n" + ] + } + ], + "source": [ + "predictY = rf_model.predict(testX)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "33219a13-e403-4ca2-a784-1a84213828cf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Prediction RMSE = 2.3637\n" + ] + } + ], + "source": [ + "rmse = np.mean(np.sqrt(np.mean(np.square(testY - predictY), axis=-1)))\n", + "print(f\"Prediction RMSE = {rmse:.4f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "id": "f6126f91-2a05-4b9b-9972-dab64fb2c0ea", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "random_indices = np.random.default_rng(1).choice(len(testY), N_SAMPLE_TO_PLOT, replace=False)\n", + "\n", + "fig, axs = plt.subplots(N_SAMPLE_TO_PLOT, 1, sharex='col', sharey=True, figsize=(20, 2*N_SAMPLE_TO_PLOT))\n", + "\n", + "for i, index in enumerate(random_indices):\n", + " n_history = min(PAST_WINDOW, CONTEXT_LENGTH)\n", + " y_true = np.concatenate([testX[index, -n_history:], testY[index]])\n", + " y_pred = np.concatenate([testX[index, -n_history:], predictY[index]])\n", + " axs[i].plot(y_true, color='green', linestyle='dashed', linewidth=1, label='actual')\n", + " axs[i].plot(y_pred, color='orange', linewidth=1, label='predicted')\n", + " for s in ['top', 'right']:\n", + " axs[i].spines[s].set_visible(False)\n", + " axs[i].plot([n_history-1, n_history-1], [0, 15], linewidth=2, linestyle='dotted', color='gray') \n", + " axs[i].legend()" + ] + }, + { + "cell_type": "markdown", + "id": "b9e8b4d7-3415-4262-bef2-2722ee812b99", + "metadata": {}, + "source": [ + "## Neural Network Example" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "d2444d5c-a8ed-45b4-9e8a-70ce224bbf7f", + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "from tqdm import tqdm\n", + "import torch.nn as nn\n", + "from torch.nn import functional as F\n", + "from torch.utils.data import Dataset, DataLoader\n", + "from sklearn.preprocessing import StandardScaler" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "11509a29-6ff2-4e77-8b4e-3e3377685515", + "metadata": {}, + "outputs": [], + "source": [ + "border1s = [0, \n", + " 12 * 30 * 24 - CONTEXT_LENGTH, \n", + " 12 * 30 * 24 + 4 * 30 * 24 - CONTEXT_LENGTH]\n", + "border2s = [12 * 30 * 24, \n", + " 12 * 30 * 24 + 4 * 30 * 24, \n", + " 12 * 30 * 24 + 8 * 30 * 24 ]" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "cb0f3654-37cb-48d3-9cd7-f751e40c707d", + "metadata": {}, + "outputs": [], + "source": [ + "data = df.OT.values.reshape(-1, 1)\n", + "scaler = StandardScaler()\n", + "train_data = data[border1s[0]:border2s[0],:]\n", + "scaler = StandardScaler()\n", + "scaler.fit(train_data)\n", + "\n", + "data = scaler.transform(data)\n", + "train_data = data[border1s[0]:border2s[0],:]\n", + "valid_data = data[border1s[1]:border2s[1],:]\n", + "test_data = data[border1s[2]:border2s[2],:]" + ] + }, + { + "cell_type": "code", + "execution_count": 196, + "id": "f7bb48c0-67ca-4fdb-b24c-0af2c0cfb022", + "metadata": {}, + "outputs": [], + "source": [ + "train_io_pairs = np.array([train_data[i:(i + CONTEXT_LENGTH + FORECAST_LENGTH)] \n", + " for i in range(1, len(train_data) - CONTEXT_LENGTH - FORECAST_LENGTH, STRIDE)])\n", + "X_train = train_io_pairs[:, :CONTEXT_LENGTH]\n", + "y_train = train_io_pairs[:, CONTEXT_LENGTH:]\n", + "\n", + "valid_io_pairs = np.array([valid_data[i:(i + CONTEXT_LENGTH + FORECAST_LENGTH),0] \n", + " for i in range(1, len(valid_data) - CONTEXT_LENGTH - FORECAST_LENGTH, STRIDE)])\n", + "\n", + "X_valid = valid_io_pairs[:, :CONTEXT_LENGTH]\n", + "y_valid = valid_io_pairs[:, CONTEXT_LENGTH:]\n", + "\n", + "test_io_pairs = np.array([test_data[i:(i + CONTEXT_LENGTH + FORECAST_LENGTH), 0] \n", + " for i in range(1, len(test_data) - CONTEXT_LENGTH - FORECAST_LENGTH, STRIDE)])\n", + "X_test = test_io_pairs[:, :CONTEXT_LENGTH]\n", + "y_test = test_io_pairs[:, CONTEXT_LENGTH:]" + ] + }, + { + "cell_type": "markdown", + "id": "a43a2417-6f68-46da-b84a-61822e916d67", + "metadata": {}, + "source": [ + "## Dataset Class\n", + "This is an important class, as it prepare the data for the model.\n", + "Any online data clearning, reshaping, augmentation implementation, can be incorporated in this `Dataset` class instance." + ] + }, + { + "cell_type": "code", + "execution_count": 197, + "id": "a0147b6d-5ec8-4fee-bc18-62f63083691d", + "metadata": {}, + "outputs": [], + "source": [ + "class Data(Dataset):\n", + " def __init__(self, x, y):\n", + " self.x = torch.from_numpy(x).float()\n", + " self.y = torch.from_numpy(y).float()\n", + " self.len = self.x.shape[0]\n", + "\n", + " def __getitem__(self, index):\n", + " return self.x[index], self.y[index]\n", + "\n", + " def __len__(self):\n", + " return self.len" + ] + }, + { + "cell_type": "markdown", + "id": "23a728ef-d649-4f3c-bab7-cd3d7c22a2ba", + "metadata": {}, + "source": [ + "## Simple 3 layer MLP\n" + ] + }, + { + "cell_type": "code", + "execution_count": 214, + "id": "cd0beac4-8db5-4bb5-ba57-0dc9e867e687", + "metadata": {}, + "outputs": [], + "source": [ + "class CreateModel(nn.Module):\n", + " def __init__(self,\n", + " in_features,\n", + " units,\n", + " out_features):\n", + " super(CreateModel, self).__init__()\n", + " self.l1 = nn.Linear(in_features, units)\n", + " self.l2 = nn.Linear(units, units)\n", + " self.l3 = nn.Linear(units, out_features)\n", + "\n", + " def forward(self, x):\n", + " x = torch.flatten(x, start_dim=1)\n", + " x = F.tanh(self.l1(x))\n", + " x = F.tanh(self.l2(x))\n", + " x = self.l3(x)\n", + " x = x.unsqueeze(-1)\n", + " return x" + ] + }, + { + "cell_type": "markdown", + "id": "8f73e642-2135-4e0b-a650-a718f4109ba1", + "metadata": {}, + "source": [ + "## Preparing the data and model for training" + ] + }, + { + "cell_type": "code", + "execution_count": 269, + "id": "6b2ef578-5535-481c-9f7a-083919bd79fa", + "metadata": {}, + "outputs": [], + "source": [ + "HIDDEN_UNITS = 16\n", + "EPOCHS = 25\n", + "\n", + "torch.manual_seed(42)\n", + "tr_data = Data(X_train, y_train)\n", + "tr_loader = DataLoader(dataset=tr_data, batch_size=64, shuffle=True)\n", + "nn_model = CreateModel(CONTEXT_LENGTH, HIDDEN_UNITS, FORECAST_LENGTH)\n", + "criterion = nn.MSELoss()\n", + "optimizer = torch.optim.Adam(nn_model.parameters(), \n", + " lr=0.001)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "859226f2-1dd8-4cc6-8256-db3756abca54", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch[1 : 125/126]: train_loss 0.4470: 100%|█████████████████████████████████████████████████████| 126/126 [00:00<00:00, 317.26it/s]\n", + "Epoch[2 : 125/126]: train_loss 0.2022: 100%|█████████████████████████████████████████████████████| 126/126 [00:00<00:00, 331.88it/s]\n", + "Epoch[3 : 125/126]: train_loss 0.1697: 100%|█████████████████████████████████████████████████████| 126/126 [00:00<00:00, 324.24it/s]\n", + "Epoch[4 : 125/126]: train_loss 0.1561: 100%|█████████████████████████████████████████████████████| 126/126 [00:00<00:00, 346.47it/s]\n", + "Epoch[5 : 125/126]: train_loss 0.1449: 100%|█████████████████████████████████████████████████████| 126/126 [00:00<00:00, 335.73it/s]\n", + "Epoch[6 : 125/126]: train_loss 0.1372: 100%|█████████████████████████████████████████████████████| 126/126 [00:00<00:00, 330.70it/s]\n", + "Epoch[7 : 125/126]: train_loss 0.1300: 100%|█████████████████████████████████████████████████████| 126/126 [00:00<00:00, 331.79it/s]\n", + "Epoch[8 : 125/126]: train_loss 0.1268: 100%|█████████████████████████████████████████████████████| 126/126 [00:00<00:00, 334.14it/s]\n", + "Epoch[9 : 125/126]: train_loss 0.1179: 100%|█████████████████████████████████████████████████████| 126/126 [00:00<00:00, 313.75it/s]\n", + "Epoch[10 : 125/126]: train_loss 0.1159: 100%|████████████████████████████████████████████████████| 126/126 [00:00<00:00, 323.32it/s]\n", + "Epoch[11 : 9/126]: train_loss 0.1198: 0%| | 0/126 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "step = np.linspace(0, EPOCHS, EPOCHS)\n", + "fig, ax = plt.subplots(1, 1, figsize=(10,2))\n", + "ax.plot(step, np.array(loss_list), marker='*')\n", + "for s in ['right', 'top']:\n", + " ax.spines[s].set_visible(False)\n", + "ax.set_xlabel(\"Epochs\", fontsize=12)\n", + "ax.set_ylabel(\"Loss\", fontsize=12)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 267, + "id": "18de9eab-b93e-4a9e-8809-23af11d598c8", + "metadata": {}, + "outputs": [], + "source": [ + "yp_test = nn_model(torch.from_numpy(X_test).float()).to('cpu').detach().numpy()" + ] + }, + { + "cell_type": "code", + "execution_count": 268, + "id": "294f2b4d-14d2-49e2-8c16-d5d1f409bbbd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Prediction RMSE = 4.9151\n" + ] + } + ], + "source": [ + "y_test_ = np.array([scaler.inverse_transform(y_[..., np.newaxis]) for y_ in y_test])\n", + "yp_test_ = np.array([scaler.inverse_transform(y_) for y_ in yp_test])\n", + "\n", + "rmse = np.mean(np.sqrt(np.mean(np.square(y_test_ - yp_test_), axis=1)))\n", + "print(f\"Prediction RMSE = {rmse:.4f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 264, + "id": "5725369c-ab16-4ca2-bbda-d96fc8031b8f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "random_indices = np.random.default_rng(1).choice(len(y_test), N_SAMPLE_TO_PLOT, replace=False)\n", + "\n", + "fig, axs = plt.subplots(N_SAMPLE_TO_PLOT, 1, sharex='col', figsize=(20, 2*N_SAMPLE_TO_PLOT))\n", + "\n", + "for i, index in enumerate(random_indices):\n", + " n_history = min(PAST_WINDOW, CONTEXT_LENGTH)\n", + " x_hist = scaler.inverse_transform(X_test[index, -n_history:].reshape(-1, 1))\n", + " y_true = np.concatenate([x_hist[..., 0], y_test_[index, :, 0]], axis=0)\n", + " y_true = y_true[..., np.newaxis]\n", + " y_pred = np.concatenate([x_hist[..., 0], yp_test_[index, :, 0]], axis=0)\n", + " y_pred = y_pred[..., np.newaxis]\n", + " axs[i].plot(y_true, color='green', linestyle='dashed', linewidth=1, label='actual')\n", + " axs[i].plot(y_pred, color='orange', linewidth=1, label='predicted')\n", + " for s in ['top', 'right']:\n", + " axs[i].spines[s].set_visible(False)\n", + " axs[i].plot([n_history-1, n_history-1], [-1, 0], linewidth=2, linestyle='dotted', color='gray') \n", + " axs[i].legend()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e1238a7c-fd5e-4ae4-8fca-b2f9a088e741", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/tutorial/StatisticalModels.ipynb b/notebooks/tutorial/StatisticalModels.ipynb new file mode 100644 index 00000000..669369b5 --- /dev/null +++ b/notebooks/tutorial/StatisticalModels.ipynb @@ -0,0 +1,402 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "19bd15c0-98f0-45f4-804a-dcc4bbfa9fe2", + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "try:\n", + " import pandas\n", + "except ImportError as e:\n", + " !pip install pandas \n", + "\n", + "try: \n", + " import numpy\n", + "except ImportError as e:\n", + " !pip install numpy \n", + "\n", + "try:\n", + " import matplotlib\n", + "except ImportError as e:\n", + " !pip install matplotlib \n", + "\n", + "try:\n", + " import sklearn\n", + "except ImportError as e:\n", + " !pip install scikit-learn\n", + "\n", + "try:\n", + " import scipy\n", + "except ImportError as e:\n", + " !pip install scipy\n", + "\n", + "try:\n", + " import statsmodels\n", + "except ImportError as e:\n", + " !pip install statsmodels" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "c8782da1-0a5a-4665-9413-6cf2c7f0921e", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.metrics import mean_squared_error as mse\n", + "import statsmodels.api as sm\n", + "from scipy import stats\n", + "from statsmodels.tsa.arima.model import ARIMA" + ] + }, + { + "cell_type": "markdown", + "id": "ce7dfafc-fa67-4795-920e-3fa7467f17aa", + "metadata": {}, + "source": [ + "## Model Configuration" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "10d56d49-d9e3-4191-ab49-d7e2697ad419", + "metadata": {}, + "outputs": [], + "source": [ + "context_len = 512\n", + "forecast_len = 1\n", + "STRIDE = 3\n", + "ALPHA = 0.9\n", + "NUM_PLOTS = 5" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "50572822-1f9f-4e8a-918e-e7e6ee6b7f49", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('https://raw.githubusercontent.com/zhouhaoyi/ETDataset/main/ETT-small/ETTh1.csv',\n", + " parse_dates=['date'])\n", + "df = df.set_index('date')\n", + "df.index.freq = pd.infer_freq(df.index)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "8efafeb4-96ac-4bc9-a01f-84f59d31aa78", + "metadata": {}, + "outputs": [], + "source": [ + "border1s = [0, \n", + " 12 * 30 * 24 - context_len, \n", + " 12 * 30 * 24 + 4 * 30 * 24 - context_len]\n", + "\n", + "border2s = [12 * 30 * 24, \n", + " 12 * 30 * 24 + 4 * 30 * 24, \n", + " 12 * 30 * 24 + 8 * 30 * 24]" + ] + }, + { + "cell_type": "markdown", + "id": "d89548dc-c769-4f3b-906d-c28fcc7573ee", + "metadata": {}, + "source": [ + "## Loading Data" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "b1eac289-6556-4212-8548-dea30e3a2071", + "metadata": {}, + "outputs": [], + "source": [ + "data = df[['OT']].values\n", + "scaler = StandardScaler()\n", + "train_data = data[border1s[0]:border2s[0],:]\n", + "scaler = StandardScaler()\n", + "scaler.fit(train_data)\n", + "\n", + "\n", + "data = scaler.transform(data)\n", + "valid_data = data[border1s[1]:border2s[1],:]\n", + "test_data = data[border1s[2]:border2s[2]:STRIDE,:]" + ] + }, + { + "cell_type": "markdown", + "id": "352bb629-128a-43c9-949e-9a6631a3a92a", + "metadata": {}, + "source": [ + "## Implements EMA\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "7f706ca9-4bf7-4dc8-b279-7f63a7f22b25", + "metadata": {}, + "outputs": [], + "source": [ + "def get_ema_forecast(context, alpha=ALPHA):\n", + " s_t = context[0,:]\n", + " for t in range(1, context.shape[0]):\n", + " s_t = alpha * context[t,:] + (1-alpha) * s_t\n", + " return s_t\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "79c3e7c8-0204-4131-8af7-a1406cd22cea", + "metadata": {}, + "outputs": [], + "source": [ + "summary = []\n", + "for idx, _ in enumerate(test_data):\n", + " if idx+context_len+forecast_len < test_data.shape[0]:\n", + " context = test_data[idx:idx+context_len,:]\n", + " actual = test_data[idx+context_len:idx+context_len+forecast_len,:]\n", + " forecast = get_ema_forecast(context)\n", + " summary.append((context, actual, np.array([forecast])))" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "87bf79b8-a624-4f42-88ae-3f748dd8f387", + "metadata": {}, + "outputs": [], + "source": [ + "actual = [i[1][0,0] for i in summary]\n", + "forecast = [i[2][0,0] for i in summary]" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "6e1cb99b-e951-4d3d-9081-7882c690b14b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.00956\n" + ] + } + ], + "source": [ + "print(np.round(mse(actual,forecast),5))" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "a292c58c-b6db-4b9c-8fba-dc36a739460c", + "metadata": {}, + "outputs": [], + "source": [ + "random_indices = np.random.default_rng(1).choice(len(summary), size=NUM_PLOTS, replace=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "9bc4fb0c-2b54-421a-8263-1c7b2aeb0378", + "metadata": {}, + "outputs": [ + { + 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "last_pts = 10\n", + "fig, axs = plt.subplots(len(random_indices), 1, sharex='col', sharey=True, figsize=(20,len(random_indices)*2))\n", + "for i, ri in enumerate(random_indices):\n", + " act = np.concatenate((summary[ri][0],summary[ri][1]), axis=0)\n", + " fcast = np.concatenate((summary[ri][0],summary[ri][2]),axis=0)\n", + " axs[i].plot(act[-last_pts:,:], label=\"True\", linestyle='--', marker='*', color='green', linewidth=2)\n", + " axs[i].plot(fcast[-last_pts:,:], label=\"Predicted\", linestyle='-', color='red', linewidth=2, alpha=0.3 )\n", + " axs[i].set_title(f'Example {random_indices[i]}')\n", + " # axs[i].set_ylim(-3, 3)\n", + " for s in ['top', 'right']:\n", + " axs[i].spines[s].set_visible(False)\n", + " axs[i].legend()" + ] + }, + { + "cell_type": "markdown", + "id": "51fcdf02-f133-4f30-8177-0566606da926", + "metadata": {}, + "source": [ + "## ARMA on ETT Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "dd19f23f-bb41-452c-8fab-1617ef86439c", + "metadata": {}, + "outputs": [], + "source": [ + "def get_arma_forecast(context, p=1, r=0, q=0):\n", + " arma = ARIMA(context, order=(p, r, q)).fit(method_kwargs={\"warn_convergence\": False})\n", + " predict_etth1_ot = arma.predict(context.shape[0]+1, context.shape[0]+1)\n", + " return predict_etth1_ot\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "ad29b862-9d36-41ce-9bd2-7ba2fd61db51", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# of forecasts so far 0 -1.2992179488425548 -1.2680389483123822\n", + "# of forecasts so far 100 -1.4755380463287084 -1.4435713803112926\n", + "# of forecasts so far 200 -1.506268754186788 -1.5379047387918552\n", + "# of forecasts so far 300 -1.5906147124974481 -1.5461646291990956\n", + "# of forecasts so far 400 -2.0122355768050104 -1.7900986171689126\n", + "# of forecasts so far 500 -1.3989292610822546 -1.4205858106630265\n", + "# of forecasts so far 600 -1.536890469845495 -1.395570075202583\n" + ] + } + ], + "source": [ + "context_len = 512\n", + "arma_summary = []\n", + "for idx, _ in enumerate(test_data):\n", + " if idx+context_len+forecast_len < test_data.shape[0]:\n", + " context = test_data[idx:idx+context_len,:]\n", + " actual = test_data[idx+context_len:idx+context_len+forecast_len,:]\n", + " forecast = get_arma_forecast(context)\n", + " arma_summary.append((context, actual, np.array([forecast])))\n", + " if idx%100==0:\n", + " print(f'# of forecasts so far {idx}', actual[0,0], forecast[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "5c6dd945-ba3f-4da9-9bde-c9520348d5ef", + "metadata": {}, + "outputs": [], + "source": [ + "arma_actual = [i[1][0,0] for i in arma_summary]\n", + "arma_forecast = [i[2][0,0] for i in arma_summary]" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "eb46fed4-c9d3-473f-8cde-6574a3560f77", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.01027\n" + ] + } + ], + "source": [ + "print(np.round(mse(arma_actual,arma_forecast),5))" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "00b5c6a1-5063-45ea-9c07-6ab5e5d02383", + "metadata": {}, + "outputs": [], + "source": [ + "arma_random_indices = np.random.default_rng(1).choice(len(arma_summary), size=NUM_PLOTS, replace=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "0d68628e-7c02-4747-92c3-32a53eae0cbf", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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ipH3z58/HYrEAMGLECGw2G+vWrdtnSnH1RKGJiIiIiIiIiIiIiMh3kO3MJteVS5GniBnjZvDI149Q4asg25nd30NLmDp1KnfffTdPPPEEkyZN4qmnnmLRokWJ0ltut5urrrqKK664gmg0yqGHHkpTUxMfffQRHo+H888/v59fwfdDoYmIiIiIiIiIiIiIyHdQ6Cmk/LJyrCYrBoOBiyZcRDASxGbefcpaHXPMMdx0001cc801+P1+LrzwQs477zwWLlyYaHP77beTlZXFzJkzWb16NampqYwfP54bbrihH0f+/TLEtixitofz+Xx4vV6amprweHZdPTgRERERERERERER2bP5/X7WrFlDSUkJKSkp/T0c+Y52xr+ncSePSUREREREREREREREZI+k0ERERERERERERERERASFJiIiIiIiIiIiIiIiIoBCExEREREREREREREREUChiYiIiIiIiIiIiIiICKDQREREREREREREREREBFBoIiIiIiIiIiIiIiIiAig0ERERERERERERERERARSaiIiIiIiIiIiIiIiIAApNRERERERERERERERkK6ZPn87JJ5+c2J48eTKXX3759z6OOXPmYDAYaGxs3KXnUWgiIiIiIiIiIiIiIrKHmT59OgaDAYPBgNVqpaysjNtuu41wOLxLz/vCCy9w++2396nt9xV07Ezm/h6AiIiIiIiIiIiIiIhsv2OPPZbHHnuMQCDA66+/zq9+9SssFgvXX399UrtgMIjVat0p50xPT98px9ldaaaJiIiIiIiIiIiIiMgeyGazkZuby4ABA/jFL37BUUcdxcsvv5woqfWHP/yB/Px8hg4dCkBFRQVnnHEGqamppKenc9JJJ1FeXp44XiQS4corryQ1NZWMjAyuueYaYrFY0jm3LM8VCAS49tprKSoqwmazUVZWxiOPPEJ5eTlTpkwBIC0tDYPBwPTp0wGIRqPMnDmTkpIS7HY7Y8aM4bnnnks6z+uvv86QIUOw2+1MmTIlaZy7kkITEREREREREREREZG9gN1uJxgMAvDee++xbNky3nnnHV599VVCoRDHHHMMbreb//3vf3z00Ue4XC6OPfbYRJ8//elPzJo1i0cffZS5c+dSX1/Piy++uM1znnfeefzrX//i//7v/1iyZAl/+9vfcLlcFBUV8fzzzwOwbNkyKisr+fOf/wzAzJkzeeKJJ3jooYdYvHgxV1xxBT/5yU/44IMPgHi4c+qpp3LiiScyf/58fvrTn3LdddftqrcticpziYiIiIiIiIiIiIh09eGHEAh8v+e02eDww3eoaywW47333uOtt97ikksuoaamBqfTycMPP5woy/XUU08RjUZ5+OGHMRgMADz22GOkpqYyZ84cjj76aO677z6uv/56Tj31VAAeeugh3nrrra2ed/ny5Tz77LO88847HHXUUQCUlpYmnt9cyis7O5vU1FQgPjPljjvu4N1332XSpEmJPnPnzuVvf/sbRxxxBA8++CCDBg3iT3/6EwBDhw5l4cKF3HnnnTv0/mwPhSYiIiIiIiIiIiIiIl0FAuD39/coevXqq6/icrkIhUJEo1HOPvtsfve73/GrX/2K0aNHJ61jsmDBAlauXInb7U46ht/vZ9WqVTQ1NVFZWcmBBx6YeM5sNjNx4sRuJbo2mz9/PiaTiSOOOKLPY165ciVtbW1MmzYtaX8wGGTcuHEALFmyJGkcQCJg2dUUmoiIiIiIiIiIiIiIdGWz7RHnnDJlCg8++CBWq5X8/HzM5s6P/J1OZ1LblpYWJkyYwNNPP93tOFlZWds/XuLlwLZXS0sLAK+99hoFBQVJz9n6433fgkITEREREREREREREZGudrBM1vfN6XRSVlbWp7bjx4/nmWeeITs7G4/H02ObvLw8PvvsMw7veP3hcJivvvqK8ePH99h+9OjRRKNRPvjgg0R5rq42z3SJRCKJfSNGjMBms7Fu3bqtzlAZPnw4L7/8ctK+Tz/9tPcXuRNoIXgRERERERERERERkb3cOeecQ2ZmJieddBL/+9//WLNmDXPmzOHSSy9l/fr1AFx22WX88Y9/5KWXXmLp0qX88pe/pLGxcavHHDhwIOeffz4XXnghL730UuKYzz77LAADBgzAYDDw6quvUlNTQ0tLC263m6uuuoorrriCxx9/nFWrVjFv3jzuv/9+Hn/8cQAuvvhiVqxYwdVXX82yZcv45z//yaxZs3b1WwTs4tDkD3/4AwcffDAOhyOxyMv2uPjiizEYDNx33307fWwiIiIiIiIiIiIiIvsKh8PBhx9+SHFxMaeeeirDhw9nxowZ+P3+xMyT3/zmN5x77rmcf/75TJo0CbfbzSmnnLLN4z744IOcdtpp/PKXv2TYsGH87Gc/o7W1FYCCggJuvfVWrrvuOnJycvj1r38NwO23385NN93EzJkzGT58OMceeyyvvfYaJSUlABQXF/P888/z0ksvMWbMGB566CHuuOOOXfjudDLEtraCy05wyy23kJqayvr163nkkUe2mUht6cUXX+TWW2+lpqaGq6++mssvv7xP/Xw+H16vl6ampq1OMRIRERERERERERER8fv9rFmzhpKSElJSUvp7OPId7Yx/z126psmtt94KsN3TZjZs2MAll1zCW2+9xfHHH78LRiYiIiIiIiIiIiIiIpJst1vTJBqNcu6553L11VczcuTI/h6OiIiIiIiIiIiIiIjsI3bpTJMdceedd2I2m7n00kv71D4QCBAIBBLbPp9vVw1NRERERERERERERET2Yts90+S6667DYDBs87Z06dIdGsxXX33Fn//8Z2bNmoXBYOhTn5kzZ+L1ehO3oqKiHTq3iIiIiIiIiIiIiIjs27Z7Ifiamhrq6uq22aa0tBSr1ZrYnjVrFpdffnmvC8Hfd999XHnllRiNnVlOJBLBaDRSVFREeXl5tz49zTQpKirSQvAiIiIiIiIiIiIisk1aCH7v0i8LwWdlZZGVlbVDJ+vNueeey1FHHZW075hjjuHcc8/lggsu6LGPzWbDZrPtkvGIiIiIiIiIiIiIyN4vGo329xBkJ9gZ/467dE2TdevWUV9fz7p164hEIsyfPx+AsrIyXC4XAMOGDWPmzJmccsopZGRkkJGRkXQMi8VCbm4uQ4cO3ZVDFREREREREREREZF9jNVqxWg0snHjRrKysrBarX1eOkJ2H7FYjGAwSE1NDUajMakS1vbapaHJzTffzOOPP57YHjduHACzZ89m8uTJACxbtoympqZdOQwRERERERERERERkW6MRiMlJSVUVlaycePG/h6OfEcOh4Pi4uKkJUC213avabK78/l8eL1erWkiIiIiIiIiIiIiIn0Si8UIh8NEIpH+HorsIJPJhNls/s4zhXbpTBMRERERERERERERkd2dwWDAYrFgsVj6eyjSz3Z8joqIiIiIiIiIiIiIiMheRKGJiIiIiIiIiIiIiIgICk1EREREREREREREREQAhSYiIiIiIiIiIiIiIiKAQhMRERERERERERERERFAoYmIiIiIiIiIiIiIiAig0ERERERERERERERERARQaCIiIiIiIiIiIiIiIgIoNBEREREREREREREREQEUmoiIiIiIiIiIiIiIiAAKTURERERERERERERERACFJiIiIiIiIiIiIiIiIoBCExEREREREREREREREUChyT7ly41fMvXxqXy58cv+HoqIiIiIiIiIiIiIyG5Hock+5IkFTzC7fDZPLniyv4ciIiIiIiIiIiIiIrLbMff3AGTXWtu4ltq2WsxNzaz/75PsZ4C35zzCqzkHk5sziCxnFgNSB/T3MEVERERERERERERE+p0hFovF+nsQO5PP58Pr9dLU1ITH4+nv4fQ7w60GAErrYWQNdP3HDpig3g4XT7ueMcMnM2bo4VgtKf0zUBERERERERERERGRfqbQZC/39DdPM/2/0xlcFaa0AQzbaGs2W8grGsHgsgM5d/JlZBYOBovlexuriIiIiIiIiIiIiEh/UmiyD5hXOY8Jf5+AMQqpfkhvj9/yQymEg/4e+/zr1H/isrnA7Yb0dNYYmiA9nYH5IzAYthW9iIiIiIiIiIiIiIjsmbSmyb7EaKTeEaXRYWQlUb746Yc4AlHmLX6Xpcs/pnz1PJoaqij2FscDE4DmZmhu5uVP/8y7a97D6UpjQMk4hg6exJgRU9hv8KFYLLb+fV0iIiIiIiIiIiIiIjuBQpN9QLYzm1xXLkWeImaMm8EjXz9Cha+CXHcehQWFjCg9MNG2smYNNRuWg6UQ6uuhqQliMZbULgGgtaWBbxe+z7cL3+fFF/6A2WyloHgkZWUHMHrYEUwcOQ2vO7O/XqqIiIiIiIiIiIiIyA5Tea59RCAcwGqyYjAYiMViBCNBbOY+zBCJRIjW1/HgOzNZsfwTKtZ+QzDQvtXm5+73E86Y9FNIS4P0dGJpaeBwqKSXiIiIiIiIiIiIiOz2FJrIdolEwny7+jPmf/s+S1d8TPmqefiaqhPPz5x6B6NyRiW2V9at5MZPfs+A0nEMK5vE2BFTGTX4ECxma38MX0RERERERERERERkqxSayHe2oXoVXy1+h2+XzuXyoeeR0haEji+rV5a9wt/n/SOpvcViI794JIPLDmT0sCOYMOJIlfQSERERERERERERkX6n0ER2vnAYGhuhvp7H3ruXVz97gmBw6yW9DMCw0gO468yHIT09frPbv7fhioiIiIiIiIiIiIiAQhP5HkQiYRav/pT5i99nyYqPWLv6a5qbapLaHFp8KNceck3njpQUHlj5L5y5RYwZPpXRgw/GbLJ8zyMXERERERERERERkX2JQhPpF+urVvDV4ndYvGwuq1Z/wSn5R3LC4OMTzwfCAc587kwisSgQL+lVMGA0gwcdwOjhRzBh5FF4nOn9NXwRERERERERERER2QspNJHdQzgMDQ1QXw8NDSxc+iE3vH3tVpsbDAaycwdROmgiF0z9DXkDRqqkl4iIiIiIiIiIiIh8JwpNZLcUjoRYtPJjFnw7m6XLP2btmq9p9tX22PapU57Em+KNhybp6ayK1dPisjKybJJKeomIiIiIiIiIiIhIn5n7ewAiPTGbLIwdegRjhx6R2FdRtZwvF73Nt8vmsnrVl1RXraLAnR8PTADa22HDBt78/AHeXPUWFmsKhQNGM7jsQPYbdgTjRxyJ25nWT69IRERERERERERERHZ3mmkieyxfaz0b1y5mmCk7UdaLSIRfvf5r1jWt69beYDCQnVdGaelERgw7lANHH0deVkk/jFxEREREREREREREdkcKTWTvEYsRa2riiTn3sWTZR5Svnkdrc/1Wm5896izOOuBCSE+H9HSiaanEXC5MJk3AEhEREREREREREdkX6dNh2XsYDBhSUzn/5N8BEIvFWFe5lK8Wv8u3y+eyauUX1G1aw+aUcHjW8ERJLzZsYG3jGq567zoKB24u6TWZ8SOPxGX39ttLEhEREREREREREZHvj2aayD6lsbmGed++x8IlH/DTkh/hbA1CJALA6yte58EvH0pqbzQYycobRNmgAxgx7FAmjJxGQfag/hi6iIiIiIiIiIiIiOxiCk1k3xaNgs8H9fU88+GDvPjJo9ss6QVQnDeUB875Z6KsF243GAzf04BFREREREREREREZFdRaCLSRSwWY+3GJXy1+B2+XTaX1au/pG5TOV3/k0wqPIgbDruhc4fFwv8tfwpTZhZjhh7BuBFTcdr1tSciIiIiIiIiIiKyp1FoItKLxuYavlr8Lt8smcPKlZ9zXOYkTig7LvF8KBLizOfOJBQNA2A0GsnOH0zZoAMYOewwJow4iryskv4avoiIiIiIiIiIiIj0kUITke3VpaQX9fUsWfYR17x2+Ta7eNNyGVg6noumXUdxyVhwuVTSS0RERERERERERGQ3o9BE5DuKxWKsWb+IeUve49ulHSW9qtf22Pbxk2eRbk8HiwXS0lgRq6PaFmbc8Ck4Utzf88hFREREREREREREpCuFJiK7QL1vE18teodFy/7HipWfUVnxLZkp6fzjxH8ktXvoy4d4bcXrGI1GcvOHUjpoIqOHH8GEkdPIySjup9GLiIiIiIiIiIjInujLjV9yzTvXcNe0u5iYP7G/h7NHUmgi8j0IhvxsXL+EgVFPvKxXQwMEAlz25mWsbljTYx9veh4lpeMZPuQQJu13PCVFo1XSS0RERERERERERLbq0jcu5f7P7+fSAy7lz8f9ub+Hs0faZaHJH/7wB1577TXmz5+P1WqlsbGxT/2WLFnCtddeywcffEA4HGbEiBE8//zzFBf37ap7hSayx2ht5bm5f2fR0g9Zs/or6msqttr0zBFn8JOJF0B6OqSlEUtLw+9KwZ7i+h4HLCIiIiIiIiIiIv0pFovRHGym0d9IkacIg8HA2sa11LbV8nXV11z+5uW0hlrJdmbzxjlvEIvFyHRkMiB1QH8PfY+xy0KTW265hdTUVNavX88jjzzSp9Bk1apVHHDAAcyYMYOzzjoLj8fD4sWLOeigg8jOzu7TeRWayJ6qrrGSLxe/w6KlH7Jq1RdsrPiWSCQMwO+OuIUJ+RMSbSuaKvj1m5eSWziUskEHMHLoYUwcNY3s9KL+Gr6IiIiIiIiIiIj0QSAcoMHfQKO/kRxnDmn2tMRzFU0V3P/5/TT6GxNtGtrj941t9bS0NWKMxLBEYd2vV+E1OSi8Kw9LFMxRsETi9+u90GDvPGfslr2q4NQutcvLc82aNYvLL7+8T6HJj3/8YywWC08++eQOn0+hiewtAsF2Fiz7kAVLZnNW/jG4WoMQDALw9qq3uf/zv3Trk5qRT0npBIYPOYRxI45k6MAJGFTSS0REREREREREZKeJxqL4Ar5EmGG32BmWOSypzXXvXsd63/pE8NHYWk9rWyPNbQ1EAoFEyPHno+7hjCGnQDgMoRArNi3hrH+fHg9AtghCTFt8kv/wif8gx5XDnDVzuO+z+4jEoonnFuRARSqYjWZmnTSLc/Y753t4Z/YO5v4ewGbRaJTXXnuNa665hmOOOYavv/6akpISrr/+ek4++eSt9gsEAgQCgcS2z+f7HkYrsuvZrHYOGH0MB4w+pnNnayvU19PWNo/0zCLqa5NLejXWbeTruo18/cUr/BPI9ubz8PQXMGRkxEt7paaC0fi9vg4REREREREREZHdSSwWoz3cnjSLoznYzLFlxya1e+zrx3hl+Sv4WutpbmugtbWR5rZG2tt9mDuCDEsUjhtwJH85+r5E8EE4TPnLT1DdVIklCqlRSN/K1AXbwiUQGpLYTmtrJq8luY3RYMBpceKyunBanDit8cdGQ/xzvsklkynyFnH5W1ck+lg68pPPfvoZ4/PGf9e3bJ+y24Qm1dXVtLS08Mc//pHf//733Hnnnbz55puceuqpzJ49myOOOKLHfjNnzuTWW2/9nkcr0k+cTnA6OfnMWzj5zFuoadjAV4veYdHy/7Fy5edUrV+aKOkFMMBZgKG6Gqqr4zuMRv68ZBZBr4tRww5n4qijyUor6KcXIyIiIiIiIvL9+3Ljl1zzzjXcNe0uJuZP7O/hiMgOCkfD8RkcXctX+Rs5pPgQ8t358UaxGF+t+5xb37uRltYGWtoaaWtrorW9iVgwlDSbwxqBoy/8BGM4kgg/Qp+9QnDxi9gB+zbG4jZUwZo1SftyI3ZaQ53bdnNKPOywuHBanfEQxOai0FOY1C/VlsrMqXfgtHW0dXix2z0YLBawWMBs7rzv8rit3swXCyFiMhA0xgiYDYBKcu2I7QpNrrvuOu68885ttlmyZAnDhg3bZpueRKPx6Oukk07iiiviidjYsWP5+OOPeeihh7Yamlx//fVceeWViW2fz0dRkdZ1kH1DVloBxx42nWMPmw6AP9jG/KVzWPDtbJat/Ixxnv2S2odDQf634GUCkSAfzp4FQHpGIQNLxzN8yCGMH3kUgweMU0kvERERERER2Ws9seAJZpfP5skFTyo0EelHsViMlmBL93U7/I2UpJVweNGhifAiFgpx8tMn4Guuo6W9kfY2H4FAW6JsVdcyVnmTbyc/78B433CYlOrFxN57Fyfg7GVM7evLcVo7W3mMdjZ/SmYyGHFZXfHZHl3CD5fVRZGn++fRVx1yNUaLFacjFacjFbMtJTnw2Mq92WxmlOXYzlCkj5/TpWVYMOTlUuIpYsa4GTzy9SNU+CrIdvZtrXDptF2hyW9+8xumT5++zTalpaU7NJDMzEzMZjMjRoxI2j98+HDmzp271X42mw2bzbZD5xTZ26RYHRy03w84aL8fdO5saYH6eqivZ+3KLwhEgkl96uvWU1+3nnlfvMzTgN3hoahkDL846gbKBh+gkl4iIiIiIiKyxwiHgzS3NdLc2kBLeyMtrY20tjdRUbeG2uYqJmaN5fM5T1PWDp988BQf2sbxSdXneFPSyHbnYrWmYDFZsVhSsFlSsFhsWM3x+2HZIzCZLfG/kY1GQrEIGI2YzVZdfCj7rGAkmAg7uoYfTa31xMIhfjHuZ/FyVR0lq/7w3u94d/mbtLY30d7uiy9o3kPwcdzAozj8gEsT5zEAjs/nEw214uplTIGGWkjzJ7a7hiBOiyMxw6NruavNQYiho9wVRiOYzfxg7OkcOfZUXM40UlJcGKzWPgUfWCwUmkw78Z3uXaGnkPLLyrGa4t+TLppwEcFIEJtZn51vr+0KTbKyssjKytolA7Farey///4sW7Ysaf/y5csZMGDALjmnyD7B5YrfiosZNHYsj0w9lq8Wv8uipR+yctXnVK1fRjQaSTRvb/OxfPH/8A7aCNUfxX9IpKayLFpDuaGJCaOmkZma348vSERERERERPYqkXgpnA31a6nxVdLaUTqnta2JtnYfbe0+2tubafc34/e3cEDOeI4rmZa4ijwSDHD2M2cQDLYRDoe2earZQDaQBRio5+6HL+jzMJ87/T+Yunz4+O8FT/Lst//BABhNZkwmCyazBaPJjNlsTWwPyxrBNYdflwhbMBr5y5d/pap1EyazFYvFhtlsxWK2YTZZMFtTsJgsWMw2JhTuz355YxP9grEwc9d/nAhyrF2CHZvVjsViw2axY7Wk4ExxYzTtNpX5ZTe15YLmDf4GmlrqaGqpw9dSh6+tngtHnUu+PTsRfLy37E3+MPtW2tt8hEOBROjRNfgwxsBlcfKL0wYlnc+1ZBWuNet6DT7aAs3d9jmtLoLRYHLY0RF+OC0uXFYnTquLQVlDIKVzVkdhRhpP//I9nM5UTFZbnwKPzRcQe3bWG/096RqQGAwGBSY7aJd951y3bh319fWsW7eOSCTC/PnzASgrK8Pliv+3GDZsGDNnzuSUU04B4Oqrr+bMM8/k8MMPZ8qUKbz55pu88sorzJkzZ1cNU2Sfk51exHGHXcBxh8V/MWwPtMZLei2ZzfIVn1KxZgFuYwpZzo6ANBqF+nr+99Vj/Hf5ywCkZxZRMmgCI4YcyriRR1JWNKbbVTWqESsiIiIiIrJ3CoUCNHfM4sizZ2GJGRIBxrKqxXxaPjcRdvj9LfFboAW/v5Wgv5VAoJUMq5c/Tb0zHpjE4jX3H/ngNr7Y+GWv588qawfnmMS2CYgE2glHth2YbBbb4r6vzMbkj9FC0XDiOJFIOL7GaLC9W7/8mCteAaKL5QvnsKaxvNdzusecx34jOv/ebm1v5P+9dF6fxnvfMf+PQemDEoHL/yo+4oGvHsRktmA2WjCaLVjMVoxmC2azFbPJgslixZuSxs1TbkkKed5Y9RbLG1bGw52OkMdqTonfW1MS24VpxYzK3S+p76rGNZhMlnigY40HOpuDnX1hhs6u/nyk64Lmje0NNDbX0tTaEXi01tPS2oCvtZ5Dcg/gqAGTE8FHa2sjP3zqBwTaWzB1zO7YHHxs+a9ycm0m+dmjEtuu9ZU4N9T0WuqqNdRKNBZNLFYO4LZ5cPdQ3iq+uLkLh92Nw+GlIG0ApKcnhRl/vewtrDZH9/U8uoYdJlO3iilm9rzwQ/rXLgtNbr75Zh5//PHE9rhx4wCYPXs2kydPBmDZsmU0NTUl2pxyyik89NBDzJw5k0svvZShQ4fy/PPPc+ihh+6qYYrs8+w2J5PGHM+kMccDEI1G2LRpNYRsibJetLbybe2SRJ/62grqayv46rOXeBJwOLwUlYxh6OBJHDzmREYOnqQasSIiIiIiIruJWCxGm7+Z5rYGWlobaWlvpLWtKb4gcruPkWlDGZJamgg+GppruOuDOwgEWvH7Wwj4WwkG2uK3LWZzPHj8X5MWMS5f+RbPffFAr2OKpqTGz9eF3bKtZZY7tYXaOjc6SuhkZw2kPRbCluIkJcWFLcVFis2J3e7GbnNht7tpjLTy56/+SsQAMUP8SnhjDH5z4OXkOrIJhQLxWzh+Hw4HCYUDRCIhwuEgpuIB8QsLO26eghKK/PsRCcefj0RCRMKhxH04EiIaCWExWbq9hlC0bwGPxZjcN9zHfgDmzX07xtve1kRrc/22OwEZ9nQYsiFp3zefvMTcdVsvn7/ZkSVTGXXQ5Un7bnzuLFpCrT22NxpNmMwWTCYzlx18JYcOOCwRtpT71nHnJ3djMlkSM3fMFmtHwGNNzM4xmS38+qBLsducib6Lar9lUc23WCy2+M3cMSvHbIuXYOvYdqd4GZhRmhTyhGIRTCYzRuPOKa3Ul89HwtEwTW0NNLTU4Osyy6O5tQFfWz2trY00tzWQZnJxxcRfJ/6vEgpx1euX8c36eYnAY2sKhm6CtpzEtj0WxVnfgqMPr6El2JK07bF5yHRkJM34cNpc2FPc2B0enHYvDocXp8NLrKAAuszuuHC//8eFPc3u6MP6HdY+jFVkZ9hlocmsWbOYNWvWNtvEYt0z/QsvvJALL7xwF41KRHpjNJrIyxsc3ygujt8HAhyT9ltyF7/PqtVfUrlhKbFo50/itrYmli3+kGWLP6Rl/ufYhp/E6k+fZJgB5n74FA+GvLg9mQzMHsrYgQficqR+/y9MRERERERkTxKLQThMfXM1mxo30NIWDzra/L7EfVtbvGyVP9BCgT2H80ed0/lhajjMtW/+hhXVywgH23v8DGaz88ecx5ARpyW2jf4mFi14p0/DTAow6D34MAAWqx2j3REvJd3lw9Iho6cQyM/F7vCQYnfjsLlw2D047B6cDi9OuxeXI5VMTy6kFsT7dVxR/tdjlm3zvADzKudx7Yq/YsRIlGjifvJh5zI+b3yfXm9Xpx14IKf13iwuFksKXG468APa/C2EwgECoXZCoQDBkD9+H/YTDgcJBv2MzBoBqaWJfta2Bo4O/ioe6IQChCPBznCnI7wJh4OEIyHsOfngSEvM5jE63bg9mYQ7Qp1oJEwkEur2tbHljBqgz7N4tgx5YNsBUTQaIRqMEAKM/iC0d87UaautZP3aRX06768yjoMuX3sLvnmafy9+ptd+QzOGcM/R9yTtu+Htq1latwyj0RgvsdZRZi1x3/H4h8NP5ofDT06ELf5okNvn/gGTyUIwGiZsiGI2Wflf+TsMCcPcN/7GJV/PIxBo5YqJlzA8tSwx6+O1hc/x8Ff/6HW8Oc4cyP5h0r70sIWU8FY6dNESTA6ujAYjZemDMRjAaXOTYndjT3HH/8854v/XnM74AuZDckeDJzsRcAy3HMRjp/ys+wwPkb2EChuKSO9sNo459HyOOfR8ANr8zXy9ZDbfLJnDipWfsa58AQF//Ifv++Wzeb98NkagDKC+ntfX3p50OIvFhsOVhtOdjtudicedhdebzc8PvpQUlxdsNrDZCJuNmKz7xnRdERERERHZs8ViMdoDLTS3NuA22XEYrInwoqapkneWvxEPOfzNiaCjvb05MZsjGGjDH2jlkeMewoYp/iE58FrHuhm9GZYxFDKPTNoXbWsjFGjbSo9O7aHkklJbBh8mkxmL1Y41xYHN5sRmc5KS4sSa4sI8oBSyS+MfmJrNlA5I44KhRTjt8ZAjEXY4U3E70nDaPVu9gv+k/ffnpF5Hu+OyndnkunIp8hQxY9wMHvn6ESp8FWQ7s3fhWTsYDPH3qOOD5fzsQb106JkXuGT0jlVzOGryZI762R3d9kciYQKhdoIhP4FgO9FIGJw5SSHPKWV3c0hzVXwWTsdMnGCoI9wJ+wmH4iHO8IyhMGBwZ9m1SIRR448jEG4nEoqHOZuDnc2zcjZvp3jS4p8HdJwz3GX91d5Ytgh6wtE+pAiwzVlA0WiUaDT+Wnviz6iE7LrEdjDg45t5b3Zr1zkPK0B5bXy2zjUrLuSVs15OPOMy92W+B7RuMeMDYGD6IOpjbTjsHuz2zlkeLkc88HA703A508hLLYLMkqTZHfcevTBp/Q4RiVNoIiLbzZHi5pBxP+SQcfGrG6LRCMvKv+LR9+5hztcv4GmN4NjGRSihUICmhiqaGqoS+wzAr1OPhi6/PD89/3FeWvEyDmcaLncGLncGHk88YEnz5pKWmktGaj6FWYMYkDMk/oNeRERERET2KP25HmI4EqK5tYGWtsbEbfMsjmxbOhOzxybN3PjD+7fR1FqLP9BKoL2FYLCNgL+VQKCNcNBPNBYPOq6a9BuOGHhE4jwNdSv419s39GlM7W1N2FJSE9t9LlkV3mItDbOZ9PR80mnFkuLAluLEZnNhT3Fit7lJsXeU0rG7GVEwAYonJGZ8WEwm/nLAt7g6PnC1WlL6NAaAQsooZPcss17oKaT8snKsJisGg4GLJlxEMBLc5xdKNpnMOExuHCnurbYZkXYYI3bw+L8b89IO9duPH/DSBdfEw5yOUCcY9Mfvw36C4QDBQDuhcABz/gHxkKYjqBmTa8AyfmI8zAknl1zbfAuFAgzwFEFBQVJAlFU8jHZ3SjzUSQQ7ISLhYGJ2TiQcwrxF4NLXkmsAZ444I/6gI8DIzh3E0MEHdcys6ggbO4JGlzMNjzMdtysdrzMDssqSgo9zTjyRc3boHRaRrVFoIiLfmdFoYnjpAdxd+izzKucx4e8TsIbB64eUMNgicHLJcZhCYZqba2nx1dHWUo+/vfMKCbfNjWmLq40a/I2EwyF8TdX4mqq3ev798/fn5iNuil8ZYbWCzcYfv/h/tBujeD3ZpKXmkp6aR0ZqPpnpBWSlFZLmyd5p9UlFRERERGTHbfd6iJEIbe0+Khsq4iFHe8faHG2+zpJVHbM5DJEIVx90ZaIEDuEwD332AO+veJtQoJ1wOLjV0xxWfCgTD7kmad/yBe9R72/odYjtWwQYjj4EH0ajCYvNjt9qBI8n/qGoyUTBkImMtzZiT+kMOuJXkntwpHSWrUp1ZUL2kEQ/DAauP+64Xs/bEwMwwOvdob67u64BicFg2OcDk92dyWTGbnJhT3FtV7+xBQWM5YQdOudvD3qtT+0SZcsjEYhG8UZC/HnShHiYE/azuGohv3r1lxhj8f9TEQOETPDiOS8zefA0sNgS63eM5iju4ZIdGq+I7HwKTURklwibjdS4OmvEnvXj33erERsM+alp2EBNw3raWxoheywEAombLTefzLaBtDU30N7WxNYq8KZtvgorGgW/H/x+FnzzzlYXmgMwGo3Ynan88pDLOXzo0YmSYI2xdt7f8BEZqXlkphWQlV5IZmq+AhYRERERkR0UiYRpbmvAFInhNtkhHKaibg01TZV8uPp93v/8EcoC8OHbf+eqb5cRCrQRC4cgEumYxdHKDQdd07lQeSzG1+s+4o8f3dnruS1GMxSdmbQv1tJCe2tTr323DD6gY9ZHl9DEYk3BanNgszri9ynx0lWukqEwYEBi5kZqZADnpN6Jo2OB5HjZHC8ue2qibJXN2nOwMomDmKQPU0V2O4bNJa067s3YKHWMTjwfdjlocNBtDZ309ALM1r7P3hKR759CExHZqbanRqzVkkJB9iAKtlLL9Rfjn+AXHY/DkRC1jRuprq+gtn4D9U2VNDRW0di0iWFpwyErKxG2hNpbtxmYQLw2aWtzPbbWAFR3zmLZUL2Yx967PqmtwWDA7vDG12DxxNdg8XiyuPTwq7E5PYnApd0YxWJ3dpuiKyIiIiKyJ4nFYvgDrTS3NdDS2khzWwOt7U20tjVhjRk5oujQeHjRMXvj8S8fYWn1YgL+zrU5AoFWgv42QsH2xHoAPxp2KtPHTQfgl//qXMi4JPHIz7JNb/U4ppamGnAWJbbt5r6VrApFw4QjYcymjo8/jEY8rgw83mxsKU6sKU5SbE5sKU5SbK7EbA6H3cPAzDIYOi5pofLrx72N2ZoSXyPA7u3zxVUu4MfD9+tTWxHZO/TrGjoi8p0oNBGRnWpX1Yg1myzkZgwgN2NA722jUR45bB019eupbdhAXWMlDU3xgKXJV43PV0NLcx0tzXWkOdKT+jb6G7sdLxaL0dbaSFtrIzVVqwEwGgz8JudkMHQulvavrx/lpaUvYXd4cbjTcLkz8XSELKnenMQaLMXZgxmcPypeSkyLrYmIiIjIzhCLEQ76qWpYT0t7Iy2t8bJVre0+2tqbaG1vor2tmfaOxcd/Nf7neM3ORMmqN5e+yhNfPUow0EYo0J5Ym2NLhe4CjjjhwaR95Qs/ZNHGr3odYteZG7856Eru++w+Ils5T1cWi42AxQBOZyK8SLMOY7TvmHjIkeLCbnfjSPHE7+2exEwOp92LMX8MWKzxvkYj5xx//A7X/x+QmrqDPUVkX6M1dET2XApNRGSn6+8asQajkez0IrLTi3pvHIvFr5DrmKWSV5LKKblmGhvjAUtzcy3NvlpaW+ppbWkgGo0A4LF5MRqSA49GfyMxoK2tiba2Jmo3lfd4yoMKD+S3h/02vmGxgM3GbZ/eid8Uw+PJItWTk1iHJTMtvgZLVnrhVqfri4iIiMieJxaLEQjGAwq3yR6vid8xe+OdZW9Q01xFe3szbe0+/P6W+H2gJWk2x9nDzmBq8eHxfpEI1c0b+cWrF/fp/Od5D8PrKezc0dxMc1NNr/16LFm1xawPg9GYKFdlTXFg65jJkTZwBBQVgdnM5MGDyZp4OMc/ezJhI0m3Wac9yf7Fk3A703CmeDCZun90UQLcccyZ3faLiOxO+vvzERHZMQpNRGTfZjDEZ3xYreB2U5p5GKWjDuuxaSwWo7G5hur6CtpaGiB9RNIaLK6KQeSFq2hprqetpZ5IJNzjcVI3r8EC8cAmFGLRkg97/AO0K1uKk0sPu5rDh05LlASri7Tw1vo5ZHjjC91npReSnV603YvkiYiIiEjvIpEwLW2NNLc30traGF+EvK2JVr+PYwcehWFz8BEO8/ay15m7ek485Ai0xIMOfxuBQBuhQBvBYBvRaJRxuWO5bcptSed56fWbWddU0et4GrLWQ04gsW03O/r8WtpDyb97uu2pOF1p8aDD1hl02O1uUmyuxGyOVFcmjBmTVLLqnHF/53RDFJcjFbczDZvFjqFjceNtCVS2sTate73/4oIRWy3hKyIiIrKrKTQREekjg8FAmiebNE/P9UcvGvMwF3U8jsVi+FrqqG7YXCJsI/UN8TJhI9OGQW5uImwJtPp6DUwAAv5WHMEo1NUl9m3Y9A3/ev/Gbm2tNjtOVzoudwZudyYeTxZXT7kRq9OdCFx8BDClOHDaPTv0foiIiIjsESIRapoqO8OOtqbE+hxt7b74bA5//P7kshMY7C1JBB9LKhcyc87tBANt8bJVocBWT3PkGc9hNVkT21ULP+Hrb1/pdXhbhhfQt/U6jAYjAWMM7PZEeOFI8zBi9NR42NFRtsph9yTdnHYvToeX/NxR4PDG+5pMHGI4kUP4Q6/n7UlBenrvjXqgev8iIiKyO1JoIiKyCxgMBrzuTLzuTAYXj91mWxvwr6MaqK6roLZxA7UNG2horKK+sZKmpmp8zTX4mmtpaa4j3ZX8B2RPa7AABAPtBAMbaKjbAIDZYMJSdHZ8Zk2HZ796mP8ufxmLxYbTlZ600L3Xk016ah7paXkMzB7KiKJx8bDFrB8bIiIi+4IvN37JNe9cw13T7mJi/sTv9dzRaIT29macppREeEE4zLx1n7OmdkU87OgIOfz+Ftr9zQT8rfH7QCsH5x7A+aPO6ewbi/HLZ0/HH9l64LHZQYEsBg/oDD5MzS2J36d60x5qTwpNHJbusz4sFhsWq72zZJXNSXZmGRQUJM3cOMp6GePDvs61OTqCDpc9FZczFbcjjRSro9tsDhtw56Hv9Wm8uwPV+xcREZHdkT79EhHZDbgcqbgcqZQWje69cSSSmKVSXJbFWQPTaWisoslXHV+HxVdLa3M9rS31BAJtAHhTvN3+qG4INAAQCgVobKiksaGyx9MdXDSJEYdeH98wmcBm44a5txIwg7cjYElNzSHdm0dGWj6ZqQVkZxThdWX2qSyDiIiI7H6eWPAEs8tn8+SCJ/sUmgSC7TS3NdDc2hAvWdUxk2P/7HF4zI5EgLFww9e8tOg52v3xwCPgbyUQaE3M5Ng8myM1JZUnT3ki6Rzvf3wPH6z9sNexVBsyYFDy7A27xd6n0KQt1Ja07bDGS1RZbU5sXdbnSEmJl6tKscVLVtntboz7jQFnWmLmxuHjhjLyjF/jcqTicaThcqT2uDZHT44dMqRP7fYGqvcvIiIiuxuFJiIiexqTCRwOcDgYmHYQA4cftNWm/mAbNfXraW6uBc+gpDVYUitHUmxspqWljrbmBvz+lh6PkZaS1rkRiRBrbWX5ys8IRIK9DNPMlZOv5/AhnWuwVIebeH3de6R5c5MCljR39ncOWPrziljZN+lrTkT2SNFo/AKMSISK+nIaW+to97fgD7RS0VBOfUsNoaCf9756hEF++PDtv/PvRjf7ZYwgzeImz55Fa1sTv37lYoL++LocoUA7kWikx9PdPe0uPJnDEttN6+bx+SfP9TrM9i3CC4gHH30RJNI5Q7bjNnzkZJqj7YmQY3PZKrvdjSvFi8PpxWn3UpY9DDy5iX6FJhPPnd23hdW3lE0WKjIlIiIisudRaCIishdLsTooyh0Cud2vVvzZqAeTtoMhP9UN66mp30Bd44b4GiyNlYxKHQI5BYmwxd/S2GtgAvGFUt0RMzQ2JvZtqPya5+fc1q2t0WjC4UyNlwhzZ+L2ZHLjtNuxOtxJi95HrRYyvLkYjaZux9jeK2JFvit9zYnIzhKLxQiG/LT5m2nzN9Pub6E90EK7v4VAsI32QDzU8AdaOansBGwGcyL4+GjNh7y74i2CoXaCwfgtFPTHb6H4fTgUYIC7kLumzkw671/fu55F1Yt7HFNp4pGfp1/5A093bL1y1stYIyFqN5X36bVtuV5HT2t1GAyGxOLjXRcgj+bmYLRYEwHGBOc5uMdPwuHw4kjx4OxYn8PtTMPp8OLexmyO6w9+sU/jFRERERFRaCIiIgBYLSkUZpdRmF22zXZ24IVj/NQ0bqCmfj11jRupa9hIQ1MVjY2bEmuwNPtqSU/NS+q7tTVYotEILc11tDTXsYkVWE0WLIN+mrQGy3Nf/o1XV7yG0WDE7vTicmdgsbuwOFw4XenMWfsuRVF4/8PHWZh5NDEgPSWNQm8hzy1+jlA01Ot7cEjxIRR7ixPbNa01vLv63V77AfxoxI+S6ph/s2khi6sX9dov05HJtEHTkva9vfJt6trreu07KnsUo3M6S7oFwgFeWPJCn8Y7bdA0Mh2Zie21Tev4eN1Hvfazmqz8aMSPkvZ9tv4zVjes7rVvkbeIQ4sPTdr30tKXelwAd0sHFBzAoPRBie1GfyNvrHij134AJw09CYe1s6780pqlfF31da/9vDYvPxjyg6R9/1n8H9Y2rgXg3fmPUhiCtz58lAdDXkxmC2n2DPJTCylMLWZAegkYjYnbprYarJYUbFY7VksKZpOlT+MXkf4Ti8UIhQM9hhkes5OhaWWJ8IJIhH/Of5KGllqCwXYCwbZEiNH1Fgr6mT76XA4pOCjRb03dKi5749I+jenIkzKwOTIS29VLPuPL+b0HAi1md7d9NlPfyyCZDEYuP/ByACwmC3abE8zmeMiR4kyUrLKlOLHbOstWpY48BLIGx2fKms0MDo/i95OnJkqTup1p2G2uPs04PWjYMLY+v1ZEREREZOdQaCIiItvNYrGRn1VKflZp741jMQgGIRBg0PB8Lhg+kPqGShp9m2jyVePz1dDiq6O1pZ721iaisSipttTua7D442uwRGNRWlsaaG1pSHp+QMcNmrjh/52Q2P/KWS/z7H9+S3vY3+tQiw+5luLiQxLbtTVL+Oe71/X+GoGTTivB2qVsyMJvnubfi5/ptd+wjKFMOzq5eMdbb9/F8roVvfY9e9RZjB59VmI7FGzhn8/3bbzjp5nIzBya2F639n/88+O7e+3ntDj40WnJwdqnn/6Nd9f0vujsocWHcughyR/avfTSrdS11/faN/OASxjUJVxqalzLP9/o22s9+qQcHF0+YFyy5EX+Of+xXvsVe4v5wQ8KkvY98a+rEo87I5wWXl97e1K7Hw45kZ9N+FliOxaL8bN/n0SsSxuDwYDRZMZksmAyWzCbLBjNFq4+5BrG5I9LhC1LG1by93l/x2y2YjJZMFusmE1WLBYbJpMFi9mG2Rzf/vkBv8BoMif6Lq5dQrlvXXzhYbMNqyUlfm9NwWpJwWqO37vsHtKdmZ0hj9Yjkt1c1zCj3d9CmtVDisGSCCGqmjbwxbpP8QdaCQbb47M0Qu0EA23xMCMQDzSM0Ri3HX5LvF9H2ap/fP4Q76x4k3AoQDgUIBaL9TiGg4smcf3mNb86vPvq/1HTVtvr+JvyN0B6Z2CcYrRuo3WyQDh5XY6trf9gNBgxW2yYLTYs1hTs3mxITY2HFx23IftNxTigJL5Wh9WOzeagIejj7wseJWKAiBHCHbfZM+YwtnBiYtbHsyf2XNazNx5gDCU71FdERERE5Pug0ERERHYtgyFRYqvYM4HisglbbRqNRqhrqqLZVwvOgqQ1WLJrJ1DmiNHcHF/ovq21gWg0utVjdb0iVmRnGeAtZm3Tul7bmY3Jv2JFY1G2/Ng1FosRCYeIhEPQ5TPQWEsz+HyJ7eYNq1ix9ONez2kALnZNTgo8Pv7qH7y8/JVe+47PHcetU25N2nfZ21ewvqUSc0eoY+pybzZb44/NVn404jQmD5qaCFyags385cu/YjZb42GO2YbZEr/fHN5sfnzkoGl4HKmJvjXtdaxvqcRmjYc7Nosdi8WWmJ1jM6dgNlu/8xpIe6I9ag2dLmtmEImwumYF9S01+AOttAdbCQTbEqWmAoE2/B0hxoScsRxeeEiiXyjo57LXfp1UYmrzfTgUIBrr/Blwx9Q/JM28W7v+M/7+vz/0OlSTwQjDf5m0L9bWSntrU699twwvYOsBRlcGg4GgIRr/2dgRXthteRSVjMFqtXfeLHasNjs2a7xkVYrVgc3mwDHsEHBlxPsajRwwbhgDfngedpsLe4oLR4obe4oLi9nW6/+Vsyd2/1qaVzmPG9c+ihEjUaKJ+6jLCfa+rSkiIiIiIrInU2giIiK7DaPRRFZaAVlpBd2eu3D4/yVtR6MRGnzV/G/Fu/z0P+dhi4CpS4by2tkvJz5AO9NyB6FI7+W5iooPhi7luTJb8zkn584+jd08Yjx0Kc+1X64R09jxvfbLdGTCoDFJ+451Xcv+bb2X5xqZPRK6fEhoCQc4J6Vv480YNBW6lOcqHpjGOSWZ2+jRcQ6TBUYkj/egjJ+T03B0r32LvEVQnNz3FNvv+lSea1DhAZDWObPJ6x/AOel9e632oQdBl/Jcw/NtnDNy2DZ6dJwjxQuDk8d7mvd2vtrwFX/+PP71aIx13s4ZdRbpVi/hSIhBeROgaGDiw+NIKMDQkYcTDgcJh4NEwiHCkWAiNOn62GK1x0OEjlAwHA336XWajeZuH5D2pSwddPy7bqE90Bq/Gr+Xvi3e8eAckdhua67k0496n2UFcMDxD+LxdP5//3LFG/z1ywe30SMeDuV68vn7SQ8nlT+7/4sHmF/9TXzWTkeoYzZZE9sWsw2T2cL+hQdy/LATk/o+tuBxDCYTZrMVa0cwY+0IbjYHPDZLCoOzhpHmSI9/WG0wEIyFaQ63YbOkJGbx7KpAZ2esoRONhGlpb6Kto7xUe5f7zSHG5tspg3+I05SSCDDmrvmQN5e9mlRmanOI0TXUKHDm8n/H/jnpvI/Nvon5VQt6HZ976A85PFKY2DbHYlSs6b0fQHCLtbb6El4ARGJRwpEwZpM5HjiaTLjcGXjScrBYUrBYU7BYUjpCjJTOQMPmoDRzMAwblggvMJk4K+MeAoQ7ylM5sae44o9TnDhS3DhS3D1+naQBfz36h30a85YyySSTwTvUtyfZzmxyXbkUeYqYMW4Gj3z9CBW+CrKdWtJcRERERPYNCk1ERGSPZDSayEjNo7hwJHVOul0RGyrMg7x4APKj4it26BxZFPPj4VufGbMto4uLGc3xO9R3WvGMHepnA35ces0O9R1AMQNGH9p7wx4cWFzMgTvUE04qvmSH+qVSzI+H7LdDfYcVFzOM3kOenkwuPg9P5SiuWv5/3b7mTjrxKsbn9RyUWYF7Dvxg+08YjTIxdBSzzr6EQKidUChAIBT/kDoY8hMKBwgG/QTDAaKREJRMjIctHbf9PGdjGTWGYDh+Zf7m0CYU7nwcDgcpzhgG2dlJfb1ZRQTslkSYE4l0uY90BjkWY3Lg0teQp6e+fQk3Y8RDKsLJ56mvXUd11ape++fWB8E6Mmnff1+cSSS29Zlrm9142G85sLDzq33ppm/47fs3JrUxdSm5ZjSZEwHOwyc9isViSwQ1r618g9nrPsBktmLpKL1msdg6Z+eYrbRHA7hTvBxRMpmP5v6T4jb45MOnuauqjaa2ekwxsMSM3dfM6Agxzht1DlOKD08EHxsa1/HL13/V6+sEOOrEHJyunMR2w7KvWTDv9V77+a3dQ9C+rpsRiCTP3DAYDNhMVgKRIBZrSqLMlHlzqTlrZ4hhG1Aa/55vjpeny8n3cJL3OlJsTmy2+AyNFJuzW5hhT3Fh8hYm+gGcfdxxnN2nEXd3eNGPd7Dn7qPQU0j5ZeVYTfFZXRdNuIhgJNjnIEpEREREZE+n0ERERPZouiJWvm/f69ec0YjFZifDtmMlcQ4dcC47FoXB3Yd9vtXnYrEY4XCQQKgdi8EMBnN8/aJolMxAK7dNHEkw1J4IdULhQPwW6rh1bDuH7Q9meyKoybFO4iBHM6FwgEg4FL+PhAiHgoQjISIds3SyHVngciWFPJjNmM3xkKfnFSjitgxqorFonwKTnvqGI90DokgkHA+VgsnhgamlFQyd+6pWf8OyZR/26bxv8v8oAPIBA3X8b+3DferX0lgNOZ1BxPYs+h2M9L5uhgHiQYalM9DwuHMgPT1p3Yxh44/GXDo4sWaGzeroMcwoSCuGzMFJfZ8+phGrJWW7Z/DkMZyfTjhiu/pIp67/3gaDQYGJiIiIiOxTDLGtrWy4h/L5fHi9XpqamvB4PP09HBER+R4EwoHEFbGxWExXxMoup6+53VcsFiMSDRMIthMItRMM+eOzcUJ+gmE/qRYP+a7cRNgSjYR5Y9lriZk7oY4ZOcGQPz4rp2M7FA5w5ojTGegpTvT9tmoRD3/1d0LhYCLQiURC8Rk8kRDRcIhwJIQhFuOZU/8V79fxq/dDXz7Eayt6n7lhgG2GQFvrY7bYOHfcdE4ZdVoigPCFW7npw98lr5mxeabGFmHGtMHHkubKTPRtDDVT629IWjPDZrHvk+vLiIiIiIjI3k2hiYiIiIjI96VjRk6rv5lmf1O85FowPitncwm2YMgfvw/7aWip48q3roiXJAMiBogY4c6j72ZE7uge18xQmCEiIiIiIrLjVJ5LREREROT70rHYuNOZitOZ2mvzeZXz2PhJ93Wb9hs1datr6IiIiIiIiMiOM/b3AEREREREpGeb19CZkD+Bh45/iAn5E8h15WrdJhERERERkV1E5blERERERHZjWkNHRERERETk+7PXlefanAH5fL5+HomIiIiIyM4RILDNbREREREREemd2+3udQ3IvS40aW5uBqCoqKifRyIiIiIiIiIiIiIiIruLvlSo2uvKc0WjUTZu3NinxGhf4/P5KCoqoqKiQqXLRGSvo+9xIrI30/c4Edmb6XuciOzN9D1OZPeyT840MRqNFBYW9vcwdmsej0ffpEVkr6XvcSKyN9P3OBHZm+l7nIjszfQ9TmTPYezvAYiIiIiIiIiIiIiIiOwOFJqIiIiIiMg+bc6cORgMBubMmdPfQxERERERkX6m0GQfYrPZuOWWW7DZbP09FBGRnU7f40Rkb9af3+NmzZqFwWDY6u3TTz/93se0u6uoqODWW2/lgAMOIC0tjczMTCZPnsy7777brW1lZSXXXXcdU6ZMSdRXVngj+xr9HiciezN9jxPZ8+x1C8GLiIiIiMjOM2vWLC644AJuu+02SkpKuj1/7LHHkpmZ2Q8j23nmzJnDlClTmD17NpMnT/7Ox/vLX/7CNddcw8knn8whhxxCOBzmiSeeYN68eTz66KNccMEF3c49ePBgMjMz+eSTT3baOEREREREZPvtdQvBi4iIiIjIznfccccxceLE/h7GHmHKlCmsW7cuKUy6+OKLGTt2LDfffHNSaDJhwgTq6upIT0/nueee4/TTT++PIYuIiIiISAeV5xIRERERke/slltuwWg08t577yXtv+iii7BarSxYsACAYDDIzTffzIQJE/B6vTidTg477DBmz56d1K+8vByDwcA999zDAw88QGlpKQ6Hg6OPPpqKigpisRi33347hYWF2O12TjrpJOrr65OOMXDgQE444QTefvttxo4dS0pKCiNGjOCFF17o02v67LPPOPbYY/F6vTgcDo444gg++uijXvuNHDmy2+wbm83GD37wA9avX09zc3Niv9vtJj09vU/jERERERGRXU+hiYiIiIiI9KqpqYna2tqkW11dXeL5G2+8kbFjxzJjxoxEKPDWW2/xj3/8g5tvvpkxY8YA4PP5ePjhh5k8eTJ33nknv/vd76ipqeGYY45h/vz53c779NNP89e//pVLLrmE3/zmN3zwwQecccYZ3Hjjjbz55ptce+21XHTRRbzyyitcddVV3fqvWLGCM888k+OOO46ZM2diNps5/fTTeeedd7b5et9//30OP/xwfD4ft9xyC3fccQeNjY1MnTqVzz//fIfew6qqKhwOBw6HY4f6i4iIiIjIrqfyXCIiIiIi0qujjjqq2z6bzYbf7wfAYrHwxBNPMGHCBK688kruvvtuZsyYwcSJE7nuuusSfdLS0igvL8dqtSb2/exnP2PYsGHcf//9PPLII0nn2LBhAytWrMDr9QIQiUSYOXMm7e3tfPnll5jN8T9pampqePrpp3nwwQeTFlpdvnw5zz//PKeeeioAM2bMYNiwYVx77bVMmzatx9cai8W4+OKLmTJlCm+88QYGgwGAn//854wcOZIbb7yRt99+e7vev5UrV/LCCy9w+umnYzKZtquviIiIiIh8fxSaiIiIiIhIrx544AGGDBmStG/LD/9HjRrFrbfeyvXXX88333xDbW0tb7/9diLY2Nxnc79oNEpjYyPRaJSJEycyb968buc9/fTTE4EJwIEHHgjAT37yk6TjHnjggfzrX/9iw4YNlJaWJvbn5+dzyimnJLY9Hg/nnXced955J1VVVeTm5nY75/z581mxYgU33nhj0mwagCOPPJInn3ySaDSK0di3ifttbW2cfvrp2O12/vjHP/apj4iIiIiI9A+FJiIiIiIi0qsDDjigTwvBX3311fz73//m888/54477mDEiBHd2jz++OP86U9/YunSpYRCocT+kpKSbm2Li4uTtjcHKEVFRT3ub2hoSNpfVlaWmCmy2ebwp7y8vMfQZMWKFQCcf/75Pb9I4uXK0tLStvr8ZpFIhB//+Md8++23vPHGG+Tn5/faR0RERERE+o9CExERERER2WlWr16dCB0WLlzY7fmnnnqK6dOnc/LJJ3P11VeTnZ2NyWRi5syZrFq1qlv7rZWy2tr+WCz2HUYfF41GAbj77rsZO3Zsj21cLlefjvWzn/2MV199laeffpqpU6d+57GJiIiIiMiupdBERERERER2img0yvTp0/F4PFx++eXccccdnHbaaYn1RACee+45SktLeeGFF5JmgNxyyy27ZEwrV64kFoslnWv58uUADBw4sMc+gwYNAuKlvHpay6Wvrr76ah577DHuu+8+zjrrrB0+joiIiIiIfH/6VoRXRERERESkF/feey8ff/wxf//737n99ts5+OCD+cUvfkFtbW2izeYZIl1nhHz22Wd88sknu2RMGzdu5MUXX0xs+3w+nnjiCcaOHdtjaS6ACRMmMGjQIO655x5aWlq6PV9TU9Pree+++27uuecebrjhBi677LIdfwEiIiIiIvK90kwTERERERHp1RtvvMHSpUu77T/44IMpLS1lyZIl3HTTTUyfPp0TTzwRgFmzZjF27Fh++ctf8uyzzwJwwgkn8MILL3DKKadw/PHHs2bNGh566CFGjBjRY0DxXQ0ZMoQZM2bwxRdfkJOTw6OPPsqmTZt47LHHttrHaDTy8MMPc9xxxzFy5EguuOACCgoK2LBhA7Nnz8bj8fDKK69stf+LL77INddcw+DBgxk+fDhPPfVU0vPTpk0jJycnsf373/8egMWLFwPw5JNPMnfuXABuvPHGHX7tIiIiIiKy/RSaiIiIiIhIr26++eYe9z/22GMMGDCA888/n8zMTO67777Ec4MHD2bmzJlcdtllPPvss5xxxhlMnz6dqqoq/va3v/HWW28xYsQInnrqKf7zn/8wZ86cnT7uwYMHc//993P11VezbNkySkpKeOaZZzjmmGO22W/y5Ml88skn3H777fzlL3+hpaWF3NxcDjzwQH7+859vs++CBQuA+ILy5557brfnZ8+enRSa3HTTTUnPP/roo4nHCk1ERERERL5fhtjOWClRRERERERkNzNw4EBGjRrFq6++2t9DERERERGRPYTWNBEREREREREREREREUGhiYiIiIiIiIiIiIiICKDQREREREREREREREREBNCaJiIiIiIiIiIiIiIiIoBmmoiIiIiIiIiIiIiIiAAKTURERERERERERERERACFJiIiIiIiIiIiIiIiIsBeGJrEYjF8Ph9aqkVERERERERERERERLbHXheaNDc34/V6aW5u7u+hiIiIiIiIiIiIiIjIHmSvC01ERERERERERERERER2hEITERHZK3y58UumPj6VLzd+2d9DERERERERERGRPZRCExER2Ss8seAJZpfP5skFT/b3UEREREREREREZA9liO1lK6b7fD68Xi9NTU14PJ7+Ho6IiOwi7f4WPlz8OktWf0511SrmLH6VWDhMzGrh8CHTcLrSOX70qUwsOQRstvjNagWjrhcQkT3Plxu/5Jp3ruGuaXcxMX9ifw9HRERERERkr2Xu7wGIiIhsSywcxtDaCs3N0NzMhg1LufalX+Grr6Rr6p+x+UFbiCWfvw7Al+8/xStnvZxo80nFJ9z71f04Xem43Bm43Zl4Pdl4vdmkeXNJT8sjIzWf7PQiirLLFLCIyG6j62w6hSYiIiIiIiK7jkITERHZLbT7W1i+dh6r1s2nvGIRGyqXsqlyJacUHc2PRvwo0S4zHOkWmGzNT8fNSNpu8Dfgb2/B395CXc26rfZLTfHy5ClPgsUSn51is/Hsyv+ysrUCryebtNRc0r15ZKTlk5VWSHZGEY4U946+dBHZxwWC7dQ1VdLQtCl+822iyVfD+rrV1DVV4m/1sbxyEQcG4Jump1iUOpU2i4FmS5SDhx6FPcXV3y9BRERERGSPF4vFCIfDRCKR/h6K7CCTyYTZbMZgMHyn4yg0ERGR71ckAq2tzPnmFb5e8SHrNy5hU+VKmuore2y+1rM2adtmtlGcXkLAYSUvbwhmbxoPLHmCZiuETGCNgC0Mvz/4Ro4d+ROIAIEABAKEq91403Jpa2kgFApsdYipttT4g1AofmttZfGCd5lX9fVW+1isKThcaRw74iR+sv+FnSXBbDbeXDebtNRcMtMKyE4vwuVI/c4/wEVk9xQM+alrrKS+qSoRgPiaa2lsqWVs2nAOyZkIwSCEQrS2NHDeMz8mGGzv9bhWIAswtNVz/f0nJ/bfB7g9maRnFpGVNZDcnEEU5g1lQMEISgpG4bSrXK2IiIiISG+CwSCVlZW0tbX191DkO3I4HOTl5WG1Wnf4GApNRERkl/AH21i+dh4ry7+mtnoNFw05K15iq60NYjHmf/oY7695b5vHsFhstDqtUFgIbnfidv/xKzF0lM6aVzmPWyqewIiRKFGiJiNt1igHHXAKtryhScf74f7788MZdwHQ0tZIdV0FtY0bqG3YSH1TJQ2NVTT5qsk2eyE9PRG2EA7TGGjc5lhDQX88+Kmvh6qqxP5gJMgDz16Y1NZstuJwp+FyZeDyZOB1Z+H1ZHPauHMoyCpNhC0Rixmj1aaARaSfdA1AGn3VNDRXYwpFOG7AkfHgo+N2z5w7mL/uc9pbm7YZgNiG/JBDJuQlth0xiGwjwO3J5ll2RoOBaMfShM2+Wpp9taxd3T3Y9XiyePInz2N0e8DhAKeT6lgr9tRM3M607Tq3iIiIiMjeKBqNsmbNGkwmE/n5+VitVv0dvgeKxWIEg0FqampYs2YNgwcPxriDZdcVmoiIyHeyORxZtXY+5RUL2bBxKdVVq2is30gs1llE61z7Qdgt9sR2sbc48dhisZGZPZDcvMEUFgynpGg/hgycQFHuEIxGU7dzdv3VJduZTa4rlyJPETPGzeCRrx+hwldBtjN7m+N2OVJxOVIpLRrd+4uMRLhm/2FU1a2lrmEjdU3xD1GbGjfR1FxDs6+G1uZ6WlvqSbMnfwjZ5G/qdrhwOIivYRO+hk1J+3/AYMhoSGx/vG4uf/r0XhyuNJzudNzuTNzuTFK9OaR6sklP7ViDJaOIIfmj46XERKRHoVCAOl9VYgbIuIyROGLmRPDx8co5/Gf+07S2NtDW2kh7WxPBQPcAJMeZzXE/LEg+dn0NTQ1V3dpuyRf0dW4YDBisVooKhhM2GXG60nC50nG7MvC4MzvC1Cxqwz4uevsSgh3fCp1BcIbgnkm3sHjt59TUlNNQu572Nl+P53RFzRgbGqGhMbFv1kd38b91c3E4U+MzVLIHkpMziMKcwRQXjKS0YCRed2avr0dEREREZG8QDAaJRqMUFRXhcDj6ezjyHdjtdiwWC2vXriUYDJKSkrJDx1FoIiIifeIPthH2NeIKxBKLsq9c+zVXvnhxUjiyNRW+CoZkDweXC9xuJuSdg+vQKQwZMIHivKE9hiN9UegppPyycqym+JUgF024iGAkiM1s26Hj9chkoiB3MAW5g3ttGotE4h/CdsxSMTVWcnz0Shqbq2nyVdPsq6WluY7W5nr87c1JfVNTUpO2G9sbiETCNDfV0NxUQxXLejxnekoaj5/yOBgMiVkqTy39D8tb1+L1ZJPqzSHNm0tGah6ZaQVkpReSmZq/w++5SH/bHIBYI5BuciWCj5aWeh6Y+/9oaamntbWB1pZ4ANLW1tgtAPm/4/5MSWpJYjuwdhUrl33S67l9ge7hhDcllRS7G4czFYczdasByIDswZC/XzzgNJvBYOD+Y47Z5vnmVc6jbQ6J2XTNdiNN9ihDDzmRs067JdGusbmGNRu+Zd3Gb1lftZxNm1ZRU13OAEtWt2NWNsfLIba1NtLW2sj6tQu7tbE7PJw0/mzOmXQROJ2JW70xQLonp9f3SURERERkT7OjsxJk97Iz/h0VmoiISBJ/sI0Va79m5dqvWbt+ERs2xhdkb6zfyPQx0zl1+CmJtvnG1B4DE4vFRkbWAHLzB1OYP5yS4v3IGXYUpOXGP9gHBnTcdoauAYnBYNi5gcl2MphMYLfHb0B6Tg4XDx3bY9tQKEBN4wZq6tdT17iR1JwDIBxNBC6G+mwyc0pobakn0OZLlOLZUmJ2SywGfj/4/Sxd8iELNn2z9XEaDNgdXk4Y/SPOPeCnSWuwvLD6NVI9OWSmF5CVGg9ZzCbLd3pfRLYmGgljDEeSyl29sfi/rK1ega+5lubWOlpbugYgTQQD8TrDZ486i7NGn5U4ljHUztwPnuzTebcMPzy2+NofBsDWJQBxuFJxOdPxuDNxu+Pl9GJjJ2LY/H/GauUXxx/PL3fRH1h9nU2X6s5i3LAjGDfsiO4HCYehtTVxy113AIGNLuprK2htru/xvO1tPlytIVi/PrGvOdDM+S+cQ0qKi7TMQjKzBpCbPYiCvCEU5Q2jpHAUman5KmUgIiIiIiJ7NIUmIiL7qmgUWlqguZl/f/IP5i3/gE2VK2mo37DVmSPrmtYlbTtSXIwYdBDW1Ix4Wa3i/b7zzJF9icViIz+rlPys0h6fP2H8eE44//cARCJhahs3UtOwntr6DdQ3VVLfUEmjb1N8DZasrHjY0jHLpdHfuM1zx2Ix2lobMbe0QU1NYr8/5Oex5y5LamsAUhwenK50XJ4M3O5MvJ5szp54AUXZZYmwJWg2gNWK1bJj019lLxCNQigEwSDralayaP08Gn3V+Hy1yQFIayOtrQ20tzZR5MjlvmPvSzrMR+8/uM3Qb7PmYPJsLbs5BYvRTCgaBuJfu1a7qzMAcabhdqXjdmfgGr0/5A6Pz/qwWhlpnMSsM39OqjsLk2n7fkXelRHBTplNZzaD1xu/AdcO/mfiqZb2Jso3LGbthm9ZX7mMqk2rqKkpp762gjx3ftJhKlviM1T8/hYq1y+lcv1StpyjYrE5SM8o4A8n3kdOTmlihkooxYrZ7lSgIiIiIiIiuz2FJiIie7lAsJ0V675mZXl85kh7fTXXjf1VYkF2gA1fzWHJ2g+2egyz2UpG9gDsA8tg+PDORdntdu78wQ++r5eyTzOZzORkFJOTUdx741iMWw+dQHV9BbUNG6jrWOi+sXFTvERYc3zR6NaWetKdyesW9LTgfYz4VeftbT5qq8sT+0+3T4CNLYntT8o/4J5P/kRKiiux0L3bEw9YvN5s0ry5pKfmkZNezNiBB8bDFk1/3n3FYoTaW1m1aQkNTZto8FXT2FyNr6mG5pY6mlvrE2Ww2lobuXfKH8mypCa6L1j2Cn+f949eT+MzdS935e6Y9dFVfAaIC4cjFbsrXgIrfeAYGDQoEXwYrFZuKHkNtzuDjNQ80tzZfQ5AUjpuu6NdOZvOZfcyquxgRpUd3P3JSCT+s6JjhkpgtY+BZROpr1lHc1M1PcXroUAbmzauILW+DXwrEvtfWPQMzyx7nvSMQjKyisnNKSM/p4yi/GEMLBhJXmaJAhURERERke3Q2+/Pt9xyC7/73e++n8HsZRSaiIjsJYIhf7cF2auqVtJYlzxzxAAESs5K+tBtQOoAWAtms4WMLguylxbuR9mAcQzIH77dV15LPzIYyEjNIyM1r2/tQ6FESTBrYyWnpdxCQ1MVTU3V+Hw1tDTX0dJcR1trA+FwKNGt2xosHbNb/P4W/P4W6msqejxdliOTR096NL5hNoPNxiOLn2J5y1o8nqykgCUjNZ/s9CKyM4pwpLi3952QDpFImPqmKuqaqmjwbaKhaRNNzTU0NdfQ3FxHc0sdLS31nDDwGKYWHBKfsRQK0dhaw9Uvz+jTOXzNdWSlpya2PT0EH12lpLiwO724PNmQk5MIPrBamZp5OfuFLyTNm0OaJ2e7ApCJubl9Gq/0gcnUGZIDowcN4v5p5wDxUo7lG75l7cZv2VC5nI2bVlBdvYb62gqswUi3YKeypZJQ0M+mypVsqlzJt7yf9LzFYsObns+BQ6dy8RG/ic9QcTjA5SJmtWJQwCoiIiIie4gvN37JNe9cw13T7mJi/sRddp7KysrE42eeeYabb76ZZcs610J1uVyJx7FYjEgkgtmsz3b6Qu+SiMgeJhBsZ+W6+WRFU8iOOToXZS//guvfubbX/jFgfctGBg0Ym1iU/YgRVzH+7KsUjuyrLJb4zeUiPSOD8weN6rFZLBajubWe6vr11DZuwJuxH4TCicDF4iuioG4krc31tLbUEwoFejxOakpa50Y4DOEwK1d9zrfVi7c9TGsKJ+13BucfeFH8w3WbjZjVyj+XP09aai4ZqflkphWQnV6Ey5G61161HomEqfdtoq6xkgbfJhp91TT6qhMBSJbFy/QRZyetEfKbV37FqobVvR670lgIqWMT270FH5ulpLhosxogLS0RfBSnT+GELAMedyapnmzSvDmkurPjAYgne5vr5OxfVtan80r/SbE6GFYykWEl3f8IjIRDEAgmraNiXJNLqi8fX30V0Vi0W59QKEDtpjUEHWth5cqk5376ys+IOFLIzBpATnYpebll8TVUCkZRkD1IP7dEREREZLfyxIInmF0+mycXPLlLQ5PcLheMeb1eDAZDYt+cOXOYMmUKr7/+OjfeeCMLFy7k7bffZtasWTQ2NvLSSy8l+l5++eXMnz+fOXPmABCNRrnzzjv5+9//TlVVFUOGDOGmm27itNNO22WvZXejvzBERHZTwZCflevms2Lt14mZI5uqVtJYu4FoLMrPxv2UHw77YaJ9saeo2zHMZkt8Qfa8zgXZBw8Yz4D84dDlQ6asjpvIthgMBjyuDDyuDMqKx3R7/gf77ccPuCWx3drWlCgRVtu4kfrGSuobK+NrsOTlJcKWvqzBAhAK+kkJRKC+c+HqtmAr/37+xm5tzWZrokSY052B153JhQf9ImkNljZjhKDZgNeVuUMBy864eigSCdPQXN0ZgDR1BiDnDf8x9pgpEXy8uOAZ/vnVLAL+lh7LIm1WkjqQ6RlHJu3ra/jhCzTHA7SO4MNmtTLxgJNxOFNxuzPiAYi7IwDxxAOQdE9OjwFICWP5Ocdvz9shewmT2QJmS3y2SIdLRz0NxMORdVXLWLvxWyoql1K5aRXV1Wuoq1lHY/1G8tzJM+TaQ+1Ut2yCFqirXsuyxR8mn8tkxpueR2bmAH52+OUMGzAhsY4KdjvspeGpiIiIiOxe1jaupbatFoPBwDOLnwHg34v/zfljzycWi5HpyIxX+fieXXfdddxzzz2UlpaSlpbWewdg5syZPPXUUzz00EMMHjyYDz/8kJ/85CdkZWVxxBFH7OIR7x4UmoiI9LdoNH4lbseMkT+/83vmrfggEY5szTpfl0XZjUZcmfkcfOBppGYVUVK0H4MHjmdg/ghdgSv9xunwUuLwUlLY88yVru6dspTq+gpq6tdT17iRuqZKGpo24Wuqjq/D4qulpaWOzNTkham3FraEw0F8DZvwNWxK7JuePhWq/YntT9e8z//79D5MJjMOVxpOdzpudyZudyapHaFAemoeORnFHDToiHjYYrUm+m959VBPAcgwbykDHfmJ4GNjXTm3vXsT7S2NtLU1EmjfegByUmwodldOYtvqD+H3t2yldSdfoMsaIR0BSPHAMbSkOXG50nE50+PhlzcrEYCkebJJ9+aS7s2FLQKQWw54sddzivSVxWJjUNF+DCrar9tz4UiIUIsPgtHEDJWGqhVkZBXTWL+RSCTcrU8kEqa+poL6mgrMRaeCr/P/6OeVX/KXhY+QmTWA7KwS8nLLKMwbyoD8EQzIG4bFsvPWhhERERGRvdO9n9zLvZ/c22u7Dc0bEo8NxC/cqW6tZsLfJyT2F7gLeux75aQruXLSld9xpD277bbbmDZtWp/bBwIB7rjjDt59910mTZoEQGlpKXPnzuVvf/ubQhMREdm5giE/KysWsKJ8HmsrFrFh41KMLa3MnHRjYkF2gOCGtVtdC8JkMpOZPZCcvDIKh0yF/feP15p3OMBg4Pp95IeX7H3sKS4G5A+Pz4LqTTSamKHiaKzi3LS7aWiqis/Q6FjovsVXR2tLPf42XyKU8KZ4kw7T2N4IxD90bW6qobmphiqWsaVcVw4HnRhf0Ly6tYZG2nlu5SvMW/cuB0fg2zV/4dT/PEzI39at70/HzWDgsJMS27a2RjasXdSn96Q54CO3S2iS5snGm56H05mG05WG05mK2xmf/REPQLLisz+8eZA/Oh7wdFxl/9OpU/t0TpH+ZDZZMHsz4htZ8fmP+SNHMuvIk4lEwmysWU35hsWs27iEjVUrqK5ZQ23NWhrrNhAOh8h1J69ns75hHQ11G2io28CKpR8nPWc0GHGn5ZCZWUxJwSguO/KGzhkqDgdoDRURERERIX5RWtdAZGvK0ssobywnHA0T28qlcVs7TtKFbzvZxInbVxVh5cqVtLW1dQtagsEg48aN25lD260pNBER2dmiUepq1vHRt29Svm4hGyqXsqlyJQ1164lGk2eOmAxGQvsHsXS5srvIU5QcjuQPp6QoviB7ScFIzRwRMRrjZXfsdtJSUzlj4LCtNg2Hg9Q0bKCmYT0e72AIdi5672gbTEnb/rQ019HaXE97WxOxWPdfblNtqYnHM7osit45sTlKiO6BCXT/5ddtiy+obbU5sDu9OB2pHQFIGi5XOh53Jl5PFl53FpmDJoO3Y4F0i4WDjSdyMLf15R0S2euYTGaKcodQlDsEJpyS9Fw0GmFj7RpcprSkdVR8q+IzW3paXykai9JUX0lTfSWmunrI7Qw3MRi4a979rI80kJ1dQl5OGYW5QxhQMIKBBSNJsTp29csVERERkd2Ex+bZ6gyRroZnDueZ055JmlmyWZYjC6vJ2kOvznPsKs4uJXMBjEZjt797Q6FQ4nFLS7y6wWuvvUZBQfLrttn2nZna+uRNRGQHBUN+VlV8w8q1XzPWOYgiY2q8xFZrK5VVC/nH+zf0fhCjkU3GdgoLBsZnjLjd/PCwgzjd/bjCEZGdwGy2kpdVQl5WSbfnjh05kmPp/H8aiYSpbdxITcN6aus3UN9USX1DJZkmNxQWQiDApUf9lj99MBNzKMrmlRLCRgia4rcBWWWUZA9NBCBDB0yC0omJNUKsVivPH9+O1ZLyPb0DIns/o9FEYXZZfCMjI7F/+sTHOD/2KFW15ZRv/JaKjUvZULWcqurV1NWspaF2PcFgO/mu5LJ/xGIsr1jAptZNrFnxRdJTBsDlzSYjq4iszIH8YNzpTBx8ROcMFZNpF79aEREREfk+bU/prHmV8wAwYiRKNHH/5k/eZHze+F05zD7Lyspi0aLk6gfz58/HYolfzDtixAhsNhvr1q3bZ0px9USfyImI9KJrOFJesZD1G5ewqWoVDbUViZkjF0/4OUVDOhc8LvImL8puMplJzyqOL8heMJyBhaMZPHA8JQUjuy2grOtXRfqHyWQmJ6OYnIzirbaZdtBBZBx3KhP+NgFzFCIGiHVU8fnqoq/69Ivw1q8vEpGdzWAwJILTSWOOT3ouFotR07CekK8RTKnxGSptbYSbfTRFW3s8Xgxobqqmuama8pVfcUisEBo7f3JXhhr4/Vf/j6zsgeTmDKIobxjF+cMpKRiJy5G6y16niIiIiPS/bGc2ua5cijxFzBg3g0e+foQKXwXZzuz+HlrC1KlTufvuu3niiSeYNGkSTz31FIsWLUqU3nK73Vx11VVcccUVRKNRDj30UJqamvjoo4/weDycf/75/fwKvh8KTUREOsQiEQxtbfHZIi0t0NzMb/97KYtWf9qtrNaW1jV1rEFiNILLhbeggB/+8GoK8odtNRwRkT2YAaImI7EuVw+JyJ7FYDCQnV4E6ckXOpiBZw/3UddUyZr1i6ioXMqGyuVUVa+itnot9XUV+NvjZQvy3HlJfTfWrGbdmvmsWzO/2/lcrnTSMgvJyooHKjMOuxSrJy0+S8WsP8tERERE9nSFnkLKLyvHarJiMBi4aMJFBCNBbObdp6zVMcccw0033cQ111yD3+/nwgsv5LzzzmPhwoWJNrfffjtZWVnMnDmT1atXk5qayvjx47nhhj5UVNlLGGI9Fe/eg/l8PrxeL01NTXg8u64enIjsuUKhAKvXL2TFuq9Zs+4bNmyMrzniDhv5v2PuS2o7c+5MPq74pNsxNs8cyckro7BgBBMGH85Bw6fFP/gwGLq1F5G9x3rfevb/x/7drh764mdfUOgp7O/hicj3oN63ifL1ixlmL8IRiiXWUXl9/n948OP/67V/isnGs6c/i2Hz7ww2G8+tfZMFzcvJzR5EYd7Q+AyVwlGkurN28asRERER2bf5/X7WrFlDSUkJKSkqpbyn2xn/nrqkSUT2XtEotLWxeu0CXv/6GdZvWMKmypXU11YQjUa6NW80mAhHwpi7rCVSmlHG8mAVubllFBYMp6R4P8qKx1FaNFozR0T2UXvC1UMismule3JIH5HTbf8PDj2UQ86/iTUbF7N2w7fxNVQ2raKmupz62graWhuB+AwVQ9eLLAIBliyby/yNX3Q7ZordTXpmEZlZA8jNGcTEwUcwaeiR8Qs1rCr4JyIiIiKysyk0EZE9XigUYNX6haxaN581Fd9wfO7hlJgz41d9RqP4qubz1uz7t3kMo9FEalYRDel2snJLE4uyn3nCCZypmSMisoWuAYnBYFBgIiIJXncmY4cewdih3RfObG5tYM3GxQSa6iF1eGKGCq2tVLZU9ng8f3szGyu+ZWPFt3wDONdsYFJNx/cci4Wow87Nn99JVtZACvKGUJQ3jJLCUWSlFiQHMyIiIiIi0icKTfYhX278kmveuYa7pt3FxPyJ/T0cke0WDgdZtX5h54LsG5ZQVbWC+prkmSNl+0coKTs2sV3s7VzU2Wg0kZ5VRG5ux4LsRaMpGzCOQYWjMZt1taaIiIjsOm5nGvsNPrTH5+4+dDHlGxazduO3rK9cRtWmVVTXxGeoNDfVJNrlu7qsoxIKUbdxIwvmvdHteFabnbSMQjKzBpCTXUpB3hCOHn0KqZkFYOs96NXfDiIiIiKyr1Josg95YsETzC6fzZMLntQfPrJbC0dC1NWsIyfmiC/K3nG75NnzWN9Y0Wv/dU3r4guyO53gdpPmGsIvch9mUPFYhSMiIiKyW3LaPYwsm8TIskndnmv3t7C2cgnl6xczylUCprTOGSqbep6hEgy0s2njCjZtXMHijn2Hn+gFVw6YTOB08kXjt/yvdh75uYMpyh/GwIKR5GeVYjAY9LeDiIiIiOyzFJrs5dY2rqW2rRZLbT2L3nqSMX745LWHuHLhYgxGIzZzCl57KkajKel25ugfk+vOiy9obTCwumENH6z7EKPRhMlkjt8bO+9NRhNGkxmbOYWjy46O9zMaAVhRv5Jaf328jSHe32S2YOp4vHmfO8VDtisncU4MBnzB5s5zmMyJc6rUwO6vL1cnhiMhVlcsZGWXBdkrK1fQUFvBAE8Rfz72z0ntC5353UITo9FEemYROXllFOQPo6R4P0YPOhjyhye+Bg3AD4YO3SWvU0RERGRXs6e4GFayP8NK9u/23LDQodx95DGs3fgtGyqXU7lpJdU1a6ivqaCpsYpYLAaA2WAiy5EZ7xSJgM/HkoXvM/vb55KOZzSbcaXmUB6sZj8DfPz63/hLZZApg44k1ZFOQWoRGI3859vn8MdCWM02LJYULGYrVksKFosNqzkFqzUFi9nGgLQS0l2Z8d/LjEYixGiPBuJtzTb9Xi8iIiIiux2FJnu5gX8eCMCgOhhRC04Agqyof2+b/Y6LDSI3Y0hiu6L8A1745E+9ns9lcXL0af9K2vfap/fx3pr3e+17WPGhXHPINUn7fv3ieTT4G7u1NRqMGIxGDB33vz7wEqaWHpkIW9b5Krj+/RviIZDBhMFoTARCiccd+2ce9Ue89tRE3zlrP+D1Fa9jMJkxGo2YDPFAyGAwJoIfo8lMjjuXGeNnJAVELy37LxuaN8bDHdPmth1BkSG+z2Q0MyxrOGPyxibOGQPeWvV24vnNIZHRaMJssiQFR6Xpg3CneBJ928Lt1Lc3dPbtCJfMJkvi8eb77/OP0qSrE/MmxK+GbG5m/sq5PPPpw1RtjIcjkUi4x/7rfeuJRCOYjKb4DoOB4SUH4Mt0U9gRjgwuHkdp4WgsFq0lICIiIvsmqyWFYSUTGVbS/SKVYMjP2sqlrN34LY11GzANKOtcR6WtjY3NG7v1iYbD+Go3kA6kAxDgrXcf4q13HwLglbNeBuDVF++k3t/Q6/guPeASpg2althe37iWX79xSWLbZDJjMlkwbr6wymzBbLJiNJn507H/rzNwMRj4oGIur696A4vZhslsxWKyYrJYsZitmM1WLGYbFouNLFcOp4z8USKowWjky8p5NIWaewx2bBY7VmsKVksKrhQPKVZH4vd7EREREdn3KDTZyz11ylNM/+90DISJbUc/k8GUtB2NRfvUz9jDHxeRLmtNbLOvoXvfrZ03GotCpPM5QygMwWBiO9Tiw9ewqU/njdbUgD2U2K5dvYgli+b02q8kdSCkTkna9/nsp1hYvajXvj8adipjxk1PbIcjIR549oI+jff3U25nTO6YxPai9Z9z+/9+32s/k8HIS2f9N2kmzyNfP8pbq96CjiDJ1BEkkQiLTBgMRsbmjePSgy5LCohu+/B2atrr4kGSMd4uGAsRiUUxGIx8VTWP8RFY/d/HWFlbCpEoHpuHiK+CRV+/vdVxGo1G0jKLyMkbTGtpIZ6M/Pii7E4npxpP4NQ+vUsiIiIiYrWkMLh4LIOLx3Z/MhrlnPFlHFCxgPWVy6jctJKFaz5lQ9UKHCEwbvHHg8lg5PIDL09sh6Ih+sJsTP6TMxRJ7heJhLd6EY3R54Ng598INasX8u03vV+MVZI6kFOiQ5L2vfjeb/mmemGvfU8ddgoXjOv4vdxoJByLcvaL52A0WzouSooHOyaTBZPFitlkwWy2YjJZ+MUBv6Isa0giqFnVuIYXlr2ExWLrDHU6gh3zFjNzjh36g6SQp7J1E03BZmxWOxZLPNixWe1YLSlYzTaMRtO2X8geRmvoiIiIyO5Eocle7pz9zmF41nAOfHACG91giMVLFRli8PCJf6csdRCRaDh+i4SJRiOEIyGy8yaA1QWxGMRilJVlM2PEIKKxSOIPm2gsQjQSSfSPRiLYTFYYNizRj1iM4bETiZaWEI1GiEWjSf2i0QjRWHz/gOz9IC8vqW9x2QRaAs3xdtEI0ViUWCT+OBaLJu5TvBnx9Sui0XjflBTsTi9Eo0Q62nR9vLlMAYBpi6AnGu1jQLQdIU+3vlues4/9oIdAi+0Y7+b3tkPA30J7e3OvfZtMmdDUlLSvYs18qlq2HkxlJR41c8Ublye2Hv3hI/HxbA5HcgdRmB9fkH3wwPEMKtxPM0dEREREdjWjkaL8YRTlD0vaPa9yHhP+NoGUMJij8fDEGIM5577DmOzR8d+3o1HOdt1De6CVUDgQvwUDhMNBQuGO+1CAcCRI9uCJkFkY/x00EsFkbaNk8P6EQwHCkRDRcIhQOEgkEorfwvFbNBLGYkpeh27LwGVrLCZLt307FPJEo4RD/j79vgwQyD8egs7EdnXFZ3w4d1av/SxGM8ee+ULSvhe/+CtvrHxzq302l0c+oOggrjv8hqTA5YbZN1IfaIyHOR0zd8xmK2ZLPNyxmOOhzTGDj+P/s3ffcVJV9//HX9O3zs72vsDSewdBpCiKNYqxxQZKoibGxBJbfrEbERMTTeLXiiKWiLHFiKKogCKg0kUBaQsLbO916v39MTAw7C4syLKU9/PxmMfuvfecez93dh3Zec85Z1DWkFC/am8t761/H5stGOzsDnl2j8ix2yJCQU+PlF7YrY7g+jgmEx7Dhx8Dhz3ykAIdraEjIiIiRxOFJicInwUCFjMBApgJfu3SaTCD0ge1qn92ejrZPYcf0rXP7tGDsw+pJzwy/MCfJGtOZ07nzUtvaPG4YRihoMhutu3eCYbB2WNHMqrxAQL+YIC0u93e4ZLf78NhcUByz7CQ56Lsv3BafTmBgD8siNr7+0DAT8+kHpDaJ9TP7PNw9rm37AmHdj12h1EBAgT8we9ju/YGV04oIIqxdadX1akYgQD+XQGUEfDj3+s8RiCA1WwBlyvYb9f9RrqScSVm7Am09mofCqUCAaw2R3CUyV6BS2vDJQOos0NDhIU/nj2VpMETeGzY13TO7ofdFnFIP18RERERaUMm8NjMNO71t4M/wQXJez4Wc2769Yd06k4M5R8TLm19B8MIBTXnjhnBKfUP4PY24PW5cXsa8HrdeHyNwa/eRrw+N7HWaMgeEApqMAyGByaRXb0Dn8+Dz+sOBjU+D16/J7hv1yO5Y29ITAxd099oJi4hnYDfh8/nIeD3hUKdfT/4tO+oGl+g+RE0+2ou5PG1MPpmN/+uf+8bXg+43WHHCnaso7S+7IDXHdQYDw1xoe2qqnz+8+F9rap5+nkvkBKTEtqes+59nl/xAhD8sNbu0TjBadfsWHdtZ7qyeXj8I6HRNJWeat7f+AHfrP8v/QxYMPd5/lZlwpWQTm5GH4Z1GU1URGyrahIRERE5XBSanABSolNIi0kj25nNlIFTmL5iOvnV+aREpxy483HKZDIFh9I38wdKjD2RmNjEQzrvkORDi4dswK+7/+2Q+vZhENPOvPqQ+l4zdiytmxRsL7uCnqfO2ILP7w0GS7tCJZ/fy+rCVVz4xoXsXj2lwQqGGZZd900opOtJ5iHVKyIiIiJt66j728FkCo5msFiItSUR60w6pNP8PPeuQ+oXDbx6RtO1XyA4tZjH24jb24DH24jL7gSTNfThpp7VPfjjKWPweBrw+j14PI34vG48fjde766Hz43FMEH37qGghkCA7PpRDEyKDAt0fD4Pfp8Xn98TGpHjSsiEyMiwvv5WjmI/1JAHwGrZZ9q1vUbyBIwAgV33t69odwAqgmvhXPfvPRPvhuK4qgbmvf9kWJ/IKCdOVyrje53HZcOuCd7vrsdOXwWpCTlYLHprQ0REpC1NnjyZyspK3nvvPQDGjh3LgAEDeOKJJ45oHfPnz2fcuHFUVFTgcrna7Dr6l8UJIMuZRd7v87Bb7JhMJq4bfB0evweHVVMgySHYtR5KhCO62cOFvkoa7IQ+lWjGjNHKKcREREREpH3pb4fWs1isRFpiiIyIafZ4ktNJUlbXQzr3xD59mHiIdc08uzwY6PjceDwNwVDH58bj3vV118icDrHZEJkQCltcdblMTnsCj7cxNMXa7unXQlOu7QpvIjp1BUtEqG9MVSc61AzcE+7sNdVa6Hu/Nzil1y63nXQrT3z9xAFDnob6ahrqq/G5tsOWLaH9Xr+X69/8OWaTmWhnEq74NOITMkiIzyQlqQMpSR3ISOlMZmoX4mNTMJlM+7mKiIjIsWny5Mm8/PLLANhsNnJycrj66qv54x//iNXadm/9v/POO9hsTT+M3pwjFXQcTgpNThB7/5FjMpn0R4+0maPu04kiIiIiclD0t8OxLxjoWIls4YNOzYknjZ937n1I15swbBgTaN3UXrtHro8NnEXc+Zcw4vmTMBvBNXQifRDphV90Ph+z201F+U4qKwqpqy4lOTo57DRlDcEpyAJGgJqqYmqqisnPW93sJf9y1t/okTUgNEJlU+NOllX8QHpybihYibBHHdK9i4iItLczzzyTl156CbfbzYcffsiNN96IzWbj7rvvDmvn8Xiw2+0tnOXgJCQkHJbzHK0UmojIYaVPJ4qIiIiISIt2jVzHbMaw23DbgqPUGwhQt2u0+sUX3Ru2/qbf78PfWA9uHzQ2QkMDnkIL3XuPprKigKqKQhobalq8ZLIjHmprgw/gh/X/45Xlz4e1iYyOIy4+jfj4DBISMklOzCEnrTun9z4vGLY4dq3zKCIicpRxOBykpaUB8Otf/5p3332X999/n/Xr11NZWcnQoUN56qmncDgcbNmyhfz8fG677TY++eQTzGYzp5xyCk8++SQdO3YEwO/3c/vtt/Piiy9isViYMmUKxl7rHEPT6bncbjf33nsvr7/+OsXFxWRnZ3P33Xdz2mmnMW7cOADi4+MBmDRpEjNmzCAQCDBt2jSee+45CgsL6datG/fccw8XXXRR6DoffvghN998M/n5+Zx00klMmjSpjZ/NIIUmInLY6dOJIiIiIiJyIK0dpW6xWLFEO4OLzOyS07kzfz15z5qS9Y01bC/cwM7iTRSV5lFcupXS8u1UVhYE137xeMHvB6CkvrRJLQ11VTTUVVG4fX1oX+f4XE4/M/gGD2YzRETw1HcvUuCvJDEhi5SkDqQmdwyOVknpQlzMoa2NKSIicjhFRkZSVhYckfnZZ5/hdDqZO3cuAF6vlwkTJjBixAi+/PJLrFYrDz/8MGeeeSarV6/Gbrfz+OOPM2PGDF588UV69uzJ448/zrvvvsupp57a4jWvvvpqFi9ezD/+8Q/69+/Pli1bKC0tJTs7m7fffpuf//znrF+/HqfTSWRkJABTp07l1Vdf5ZlnnqFr16588cUXXHnllSQnJzNmzBjy8/O58MILufHGG7nuuutYunQpt912W9s/gSg0EREREREREZF2cDhHqUdFxNKt4yC6dRzUciOPBxoaGJhlxdK3H8WlWykv30FFxU6qKgqpqy0P+yRtUlTSnr6BANTX8/26L8iv3t7s6e2OSJxxqbji0zl/4GWM7XlWaEqwQIQDn92K3RZx0PcmIiLt5IsvwO0+std0OGD06EPqahgGn332GR9//DE33XQTJSUlREdH88ILL4Sm5Xr11VcJBAK88MILofW+XnrpJVwuF/Pnz+eMM87giSee4O677+bCCy8E4JlnnuHjjz9u8bo//vgjb775JnPnzmX8+PEA5Obmho7vnsorJSUltKaJ2+3mkUce4dNPP2XEiBGhPgsXLuTZZ59lzJgxPP3003Tu3JnHH38cgO7du/Pdd98xbdq0Q3p+DoZCExERERERERFpF0d0lLrdDnY7AweexcCBZzU57PW6KSjNY2fJJgqKN5NsioGUjtDQAA0NGPX1lNSVtHh6j7uB0uI8SovzcDsHgalT6FhxbSHX/e86omITcLpSiY9PJzE+i+SkHFKTO5KenEtmaheS47O0aL2IyNHC7Q5OC3mU++CDD4iJicHr9RIIBLj88su5//77ufHGG+nbt2/YOiarVq1i48aNxMbGhp2jsbGRTZs2UVVVRUFBAcOHDw8ds1qtDBkypMkUXbutXLkSi8XCmDFjWl3zxo0bqa+v5/TTTw/b7/F4GDhwIABr164NqwMIBSxtTaGJiIiIiIiIiJzwbDYHOendyUnv3uxxE/Di6AJ2FG9kZ/FmCku3UFKylbKKHZSX76CyooDaqhL8fl/4KBWgpK4EA6irKaeuppyC/LXNXsNisfLSZW8Qn5ARGqXyY10+271lZKR0Jiu1CzFRrsN74yIi0jxHO0w3fwjXHDduHE8//TR2u52MjAys1j1v+UdHR4e1ra2tZfDgwbz22mtNzpOcnHzw9UJouq2DUbtrnbHZs2eTmZkZdszRHs/7PhSaiIiIiIiIiIi0Qmx0PD06DaVHp6HNHg8E/JRU7MAZsIGP0CgVj7GTjKyeVFUVUVdT3uL5TQGDOL8VSvesu7JwxUu8u+7d0HZERAxOV3AasISETJISs0lN6kjnzD707TgMIiK0aL2IyOFwiNNkHWnR0dF06dKlVW0HDRrErFmzSElJwel0NtsmPT2dr7/+mtG77t/n87Fs2TIGDWp+Csy+ffsSCARYsGBBaHquve0e6eLftbYYQK9evXA4HGzbtq3FESo9e/bk/fffD9u3ZMmSA9/kYaDQRERERERERETkMDCbLaQm5jTZP7h3b5792fUAuD0N7CzZzM7iTRSWbAkuWl+WT0XFTqxuL2abHXy+UN+S+vApwRoba2ksrKW4cFPY/pMyh9N39P8LBiYOB0RF8bcV/4ffYQ8uWp/UkfSU4DRgiXHpmgZMROQEdMUVV/CXv/yF888/nwcffJCsrCy2bt3KO++8wx133EFWVha///3vefTRR+natSs9evTgb3/7G5WVlS2es2PHjkyaNIlrr702tBD81q1bKS4u5pJLLqFDhw6YTCY++OADzj77bCIjI4mNjeUPf/gDt9xyC4FAgFGjRlFVVcVXX32F0+lk0qRJ3HDDDTz++OPcfvvt/PKXv2TZsmXMmDHjiDxPCk1ERERERERERI4Qhz2STpm96ZTZu+VGXm9wlEpjIwOirsK+rRdl5dupKN9JVWUhNVXFBAKBsC7J0bumVTEMaGzEaGhg0ddv4fZ7mpzearXjdKUSF59GfHwGlwyZRO+cwcEpwaKigqNVLJbDedsiInIUiIqK4osvvuDOO+/kwgsvpKamhszMTE477bTQyJPbbruNgoICJk2ahNls5tprr2XixIlUVVW1eN6nn36aP/7xj/zmN7+hrKyMnJwc/vjHPwKQmZnJAw88wF133cU111zD1VdfzYwZM3jooYdITk5m6tSpbN68GZfLxaBBg0L9cnJyePvtt7nlllv45z//ybBhw3jkkUe49tpr2/x5MhktreByGPz5z39m9uzZrFy5Ervdvt9Eqjk33HADzz77LH//+9+5+eabW9WnurqauLg4qqqqWhxiJCIiIiIiIiJyrPL7fRSVb2Nn0SYKSjZTVJJH37iuDE/oGwpbaqpLufydK1p1vgfG3M+gjD3TrnxX9B0PLZkWmgYsMSGLpMRsUpI6hBatT0vsgMWiz+KKyLGvsbGRLVu20KlTJyIiItq7HPmJDsfPs03/7+bxeLj44osZMWIE06dPP6i+7777LkuWLCEjI6ONqhMREREREREROfZYLFYyknPJSM5tsU2U18MTw/uwszgYrBSXbqWsbDvlFcFF62sqi/F63cBeo1R2KakvoaG+mob6aop2bmj2/GazmXhXOi9d9gamqKiwhes9DguZKV1wxSZrGjARETnmtGlo8sADDwAc9FxjO3bs4KabbuLjjz/mnHPOaYPKRERERERERESOXxabnc7Z/eic3a/Z44ZhUFFTzPaiDaRGdwCPP7RwfWNZNLFxKdRVlxIwAs32DwQCWN0+TBUVUFER2v/uV4+xcNtCAGz2COJcqcS50khIyCQxIYuUpA6kJXeic0YfMlI7g9l8+G9eRETkJzjqxlEGAgGuuuoqbr/9dnr33s/8nru43W7cbndou7q6ui3LExERERERERE55plMJhKcqSQ4U5scO3vQIM6e/DB+v4+C0i3BReuLt1BUtpWS0m2h0SpZtqQmfUvr9ixc7/U0Ulq8ldLirWzap9153c7lusHXBRetj4zEiIjgryueIiEhk9TkjqQndSIjpTOpiTmYzVpfRUREjpyjLjSZNm0aVquV3/3ud61qP3Xq1NCIFhEREREREREROTwsFitZqV3JSu3aciP/nhEqNDTQu24iUQU/UFGxk6qKQqqrivD5vE26JUXuClzcbnC7qXFX88X8l5u0M5stOONScLpSg6NVErO4dMhk0lNyQ1OCYT24t7eW7lzKHXPv4LHTH2NIxpCD6isiIse/gw5N7rrrLqZNm7bfNmvXrqVHjx4HXcyyZct48sknWb58eavnvLz77ru59dZbQ9vV1dVkZ2cf9LVFREREREREROQgWSwQExN8AJNzpoYdNgyD0sqd7CjeSEHxZopK8ygp3UbnjFMgLj60cH1pfWmzpw8E/FRWFFBZUcC2LSsB+Lm1H8TtGdHyxY5FvLT+DeLjM0iIDwYrqckdSU3qSGZKFzJScrHb9iwGPHPVTOblzeOVVa8oNBERkSYOOjS57bbbmDx58n7b5Oa2vBDZ/nz55ZcUFxeTk5MT2uf3+7ntttt44oknyMvLa9LH4XDgcDgO6XoiIiIiIiIiItJ2TCYTyfGZJMdnMqD7mOYbBQKk1pTzx/5dKCjeTHHZVkrL8ikvD04DVl1ZhLuxLtQ8KSp8WrCCinxKi/IoLcprvgbAER1HekouvznlVlZ+9hoZBvxn9b+ZNGAShmGQFJVEB1eHw3TXInIsMgyjvUuQw+Bw/BwPOjRJTk4mOTn5J1+4OVdddRXjx48P2zdhwgSuuuoqrrnmmja5poiIiIiIiIiItCOzmei4JEb0P6fFJjV1Fewo3khhyRYi006C+vrQKJVam4HFYsXv9zXb1wAa66rYsmUFt2+5ChcwCAgUlvDL+wez3Qkl0WDcrzdMRU5ENpsNgPr6eiIjI9u5Gvmp6uvrgT0/10PRpmuabNu2jfLycrZt24bf72flypUAdOnShZhdwzZ79OjB1KlTmThxIomJiSQmJoadw2azkZaWRvfu3duyVBEREREREREROUrFRsfTo9NQenQa2uTYlBEjuCYwk5KKHewo2khh6RYKS7bsWbS+vIDi0q34G+sxCIYoAGYDMmuCD2tEFI8+exUTRl/LgB5jWz1tvIgc+ywWCy6Xi+LiYgCioqL0GnAMMgyD+vp6iouLcblcWCyWQz5Xm4Ym9957Ly+/vGcRr4EDBwIwb948xo4dC8D69eupqqpqyzJEREREREREROQ4ZjZbSE3MITUxp8U2y7Z/yylPDyPaC+k1kFEDtkDwmK+xnq8WvMpXC14lISmbYSf9nHPG/IqOmb2O0B2ISHtKS0sDCAUncuxyuVyhn+ehMhnH2WRt1dXVxMXFUVVVhdPpbO9yRERERERERETkKLC8YDmDnxuMGTMBAlgCJpLqDCbGDKFg08pmp/fK7tiPk0dcys/H30REZGw7VC0iR5Lf78fr9bZ3GXKIbDbbTxphslubjjQRERERERERERE5GqREp5AWk0a2M5spA6cwfcV08qvz+X+/epcYk4OPvniRhYveYNuWlaE++Xmr+bBgC5cavSE9A7KyIDUVzOb2uxERaTMWi+WwvOkuxzaNNBERERERERERkROC2+fGbrFjMpkwDAOP34PD6ghrk1/4I7PnP8eSJW9RVryVc7uew/VDrt/TwGbj9dJ5dOh9MiP6n4PZrDdYRUSOJwpNRERERERERERE9mEYBt9t/Ir40jqya83Q2AhAZWMlk9+bjN8IEBuXzJAh53PWuF/RM3dYO1csIiKHg0ITERERERERERGR/TEMKC2F7dt5f8FzPP/NM02apKZ3YcSISzhrzBQyknPboUgRETkcFJqIiIiIiIiIiIi0Ul1DNXO/eoUvFr3OpvVLCBiBsOMmk4mOXYZwyshfcNGpv8Vks7VTpSIicigUmoiIiIiIiIiIiByC4vJ8PlownUWL32Tn9rVhx3okducvZ/0N0tKCC8gnJWkBeRGRY4BCExERERERERERkZ9ow7aVfDTveb795l0qKwq4YfD1nNPtnNBxw2bjqZ3vMeKkixnU81RMJlM7VisiIi1RaCIiIiIiIiIiInKYGIbBt2s+oXtjNHFlteD1ArCudB23z70DgPjETIYNv5Czx/yK3Oy+7VmuiIjsQ6GJiIiIiIiIiIhIWwgEoLgYduzgmf/dz+wfP2jSJDOnNyePuJSzxkwhyZXRDkWKiMjeFJqIiIiIiIiIiIi0saqaUuZ8+RJfLn6DbZuWs+8bcmazmS49T+aMU65hwslXg8XSLnWKiJzoFJqIiIiIiIiIiIgcQdsLN/DhgudZvOQ/lBblhR07rdOp3DzqD5CRAZmZkJgIWv9EROSIUWgiIiIiIiIiIiLSTtZsXMSc+S+w9Nv/UldTzkPjHmRA2oDQ8Tqzn2cKP+DMMVPo3WVE+xUqInKCUGgiIiIiIiIiIiLSzvx+H4tXfsAIUzaWomLw+QD4bPNnPPH1kwAkp+Uy4qSLOWvsL8lK6dKe5YqIHLcUmoiIiIiIiIiIiBxN/H4oKoLt27l31g2sKFgRdtgEdOgymFNG/IIzR1+DMzqhfeoUETkOKTQRERERERERERE5SpVU7OCjBdP5asksdm77oclxq9VG995j+Nmpv2Hk4PPBbG6HKkVEjh8KTURERERERERERI4BG7et4qMFL/D1129TVV4Qduzqfldx8cArggvIZ2VBfHw7VSkicmxTaCIiIiIiIiIiInIMMQyDpd/PZe4XL7Fi2WwaG2qYft4LpMSkhNrk+8p5t/obzh53HV1y+rdjtSIixxaFJiIiIiIiIiIiIscor9fN8tUfM5xMKCyEQACAmatm8p8f3gIgI7sXI0dczNljfkVyfGZ7lisictRTaCIiIiIiIiIiInI88PmgoAAjP59fvXQhRXVFYYfNZjOdu49gzMlXcPrIK4mKiG2nQkVEjl4KTURERERERERERI4zO4o38eH851my5C2KCzc1OW63R9K7/3guPuMW+vYaCybTkS9SROQopNBERERERERERETkOPb9xsXMWTCdZd/+l5rq0rBjfxx1NyO6joPMzOAC8no/TUROcApNRERERERERERETgCBgJ/FKz9g7pcz+G7lx9gDZmZOnInNYgu1WV67gW9NBZwz9jqy0rq2Y7UiIu1DoYmIiIiIiIiIiMgJpqGxlg0/LKSfPxGKimDXW4SPfPkIi7cvwQTkdB7EKSMu48xTriEuNql9CxYROUIUmoiIiIiIiIiIiJzIPB7YuZP6LRu4cvrZeAO+sMMWi5XufcZy6slXMm74pdhtEe1UqIhI21NoIiIiIiIiIiIiIgBszv+Ojxa8wNdfv01F2Y4mxyMiY+g/6GyuPOtOOuYOaocKRUTalkITERERERERERERCWMYBivWzuPjBdNZuWw29fVVYcf/dda/6JDRI7h4fFYWREe3U6UiIoeXQhMRERERERERERFpkdfrZsGyt/n8y5ms/W4eObGZPHnmk2FtPi77hoI4M2eP+SUpCdntVKmIyE+n0ERERERERERERERapaaugoKNK+jWEAWlpWAYGIbBbz/6Lduq8jGbzHTufhKjR17OGaOuJioitr1LFhE5KApNRERERERERERE5OA1NsLOneStWchNb0xqcthmj6B3v9M4bdQkThk8EYvF2g5FiogcHIUmIiIiIiIiIiIi8pOs3fwNcxZM59tv3qOmqrjJ8ejYBAYNOpdrz7uXpIzO7VChyHHI54P6eqithbq68MfAgZCc3N4VHpMUmoiIiIiIiIiIiMhhEQj4WbL6Qz79YgarVszB464PHXNY7MycOJOohFTIzAwuIB8Z2Y7VihwD/P6mgcjuR2Njy/369oWOHY9YmccTjYkTERERERERERGRw8JstjBywHmMHHAejZ56Pl/yb+YvfJX1P3zJ8KzhRNmioKYG1q2Ddet4dcdHmLNzOOuUa4l3prR3+SLtIxBoPhSprd1/MNKSiAg4vsZKHFEaaSIiIiIiIiIiIiJtqry6iPq8jWTVAOXlALh9bq569yoafI1YLFa69xrN2FFXcurwy3DYNQJFjjOBQHAqreaCkYaGgz+fwwHR0eGPmBiIigKrxkr8FApNRERERERERERE5Mipr4cdO/hq0Swe/fieJocjImLoN/BMTh9zDcP6TMBstrRDkSKHwDCaBiO71xtpaDj40R82WzAIaS4Ysdna5h5EoYmIiIiIiIiIiIgceYZhsHL9F3yyYDrLl/6P+rrKJm2c8akMHXoBN1zwMBGupCNfpMi+DCMYgDQ3YqS+/tCCkX1HjOwORxSMtAuFJiIiIiIiIiIiItKufH4vXyx9h88XzuSH1Z/h9bpDx9Jj0nj23GcxuVzBxeMzM4NTE4m0FcMIriXSUjASCBzc+azWloMRu71t7kEOmUITEREREREREREROWrU1lfyyVcz+eKr19m84Rsu630pl/e9fE8Dk4knN75Gdu+RTBg1iehIvQcoh2jfYGT3VFp1dQcfjFgszYci0dEK+Y4xCk1ERERERERERETkqFRYthVbQTGJ5Q1QVQXAzpqdXP/BDQDYbA569TuNU0ddzeghF2K1aDoj2Yfb3XIw4vcf3LnM5uZDkehoiIhom/rliFNoIiIiIiIiIiIiIke/2lrYvp03P/4br3z9fJPDUdEuBg05jzPGTGFA99GYTKZ2KFLahcfTfChSVwc+38Gdy2wOLrTeUjCi36vjnkITEREREREREREROWYEAn6+WfMxcxe8xOoVc2hsrG3SJiE5m5NPupTrzn8g+Aa4HPu83paDEa/34M5lMu0JRvYORaKjITJSwcgJTqGJiIiIiIiIiIiIHJPcngY+//oN5i98lfU/fIHfv2dUwZCMwdw35j5ISAguIJ+RATZN33VU8/lankrL4zm4c5lMwQCkuREjkZHBESUizWiz0OTPf/4zs2fPZuXKldjtdiorK1vVb+3atdx5550sWLAAn89Hr169ePvtt8nJyWlVf4UmIiIiIiIiIiIiJ56K6mLmfPkSCxe9wbYtK/nDiNsY03FM6LjPCPDQumcZNvxCThtxORF2jUBpF35/yyNG3O6DP19LwUhUlIIROSRtFprcd999uFwutm/fzvTp01sVmmzatIlhw4YxZcoUfvGLX+B0Ovn+++856aSTSElJadV1FZqIiIiIiIiIiIic2LYVrCelwkNEUWnwjXlg6c6lPLDgQQAcEdH0GzCB8aMnc1K/szGbLe1Z7vHH74f6+uaDkcbGgz9fRETzwUh0tIIROezafHquGTNmcPPNN7cqNLnsssuw2Wy88sorh3w9hSYiIiIiIiIiIiISUlUF27fzxNt38Nm6D5scjo1LYeiwCzhr7C/p0WloOxR4jAoEgsHIvqFIXR00NBz8+RyO5kOR6GiwKNSSI+eoCU0CgQBxcXHccccdLFy4kBUrVtCpUyfuvvtuLrjgglZfT6GJiIiIiIiIiIiI7Mvv9/Hlsnf5bOHLfL/qU7zeplNBpWZ0ZcKYKVx8+u+DoxtOdIFAMABpKRg52LeW7fbmQ5HoaLBa2+YeRA7SUfObWFxcTG1tLY8++igPP/ww06ZNY86cOVx44YXMmzePMWPGNNvP7Xbj3muuu+rq6iNVsoiIiIiIiIiIiBwjLBYrY4ddzNhhF1PXUM3cr17hi0Wvs2n9EgJGAICinRuoWr4ITL0hKSm4gHxa2vH9hr5hBAOQ5qbSqq8/+GDEZms5GLHZ2uYeRA6jg/qv/a677mLatGn7bbN27Vp69Ohx0IUEAsEXpvPPP59bbrkFgAEDBrBo0SKeeeaZFkOTqVOn8sADDxz09UREREREREREROTEFB3p5ILxN3LB+BspKtvGR19MZ9HiNynYvo5xHccFg4KSEigpodxdxeN5r3HqqKsZM/QirJZj8I1/wwiuJdLciJH6+uCIkoNhtTYfjMTEKBiRY95BTc9VUlJCWVnZftvk5uZit9tD262dnsvj8RAdHc19993Hn/70p9D+O++8k4ULF/LVV18126+5kSbZ2dmanktEREREREREREQOyqZtq8itd2DasSMYJgD/XfdfXlgxHYCo6DgGDjqXM8Zcy8Ce4zCZTO1ZbjjDALe7+WCkru7ggxGLpeU1RhyOtrkHkaPAQY00SU5OJjk5uU0KsdvtDB06lPXr14ft//HHH+nQoUOL/RwOBw79RyoiIiIiIiIiIiI/Ueec/sFvevSA8nLYsYPFC5aGjtfXVfHVl6/x1ZevkZCYxbDhF3L2uOvolNn7yBXZ2Nh8KFJXB37/wZ1rdzDS3ENrusgJqs0m49u2bRvl5eVs27YNv9/PypUrAejSpQsxMTEA9OjRg6lTpzJx4kQAbr/9di699FJGjx7NuHHjmDNnDv/73/+YP39+W5UpIiIiIiIiIiIi0lRCAiQk8ODUJcz7ehbzFr7Cuu8X4Pf7ACgv286cD//BnA//QWaHPlw4/ibOOGVycLHzXZbuXModc+/gsdMfY0jGkNZf2+1uGojU1gZHv/h8B3cfZnPzoUhMTHDEyNE0WkbkKNBmocm9997Lyy+/HNoeOHAgAPPmzWPs2LEArF+/nqqqqlCbiRMn8swzzzB16lR+97vf0b17d95++21GjRrVVmWKiIiIiIiIiIiItMhui2DCqElMGDWJqppSPvriRRYufoOtm1eE2uzYuobAqlXQOBdSUiAzE1JTmblqJvPy5vHKqleahiYeT/PBSF3doQUjUVHNByMREQpGRA7CQa1pciyorq4mLi5Oa5qIiIiIiIiIiIhIm8kv/JEP5z/PkiVvUVmSz8yJM4l1xFJcW0y1u5q82u38cd2/2BrpIdnu4tUznsXu9pLgs5NmjgWv9+AuaDI1DUZ2rzcSGalgROQwUWgiIiIiIiIiIiIicogMw2Bb/ho61Fpgxw7Oe+mMA/bpEt8Zp8OJ0+FkUPogxnUaFzxgMkFkJFs8xUS5knElZuJwJe4JRszmNr4bEWmz6blEREREREREREREjncmk4kOOX2DGz17Msn+NI/O+i3J1X6sgeb7fFeziTo31NmgrmtHxg0bFgxGoqIwTCa6P+zAGwiORImxx5AYmUhSVFLosXv78r6X0zmhc+i8Xr+XgBHAYXW09W2LHLcUmoiIiIiIiIiIiIgcDiYTF425gdxuwxj6zGDSasHVCG4L1NohKTmHUuopcZcTMIKJykWdcyE1NXSKGnd1KDABqPXUUuupZWvV1iaXG5UzKiw0mbt5Lue8fg6x9lgSo5oPWnZ/f1GvizBpSi+RJhSaiIiIiIiIiIiIiBxmATMUOs3sdAYwYyZAgA+vfpdB6YMIGAGqGqsorS/F6QhfYsAf8PPLgb+ktKGU0vpSyurLgl8bykJBy25JUUlh26X1pQDUeGqo8dSQV5nXbG2x9lgu7n1x2L5b5tzCe+vfCwtakiJ3hSx7BTAdXR3p6Or4054ckaOYQhMRERERERERERGRwyglOoW0mDSyndlMGTiF6Sumk1+dT0p0CgBmk5n4yHjiI+Ob9I2PjOf5nz3fZP/eQcvuR258blgbV4SLUTmjQsfLG8qbBC3QNGwB2Fa9jbzKvBaDlt2u6ncVMyfODNt35qtnYjaZg+FKM0HL7tEtydHJWM16S1qObvoNFRERERERERERETmMspxZ5P0+D7vFjslk4rrB1+Hxe37SWiN7By1dE7s22+Zn3X/Gz7r/LLQdMAJUNlaGQpTdo1YsZkuTvlG2KJKikiirL8PAaLGOfQOXgBHg082f4jf8B7yHty95mwt7XhjaXle6jke+fKTZKcR2By+JkYnYLLYDnlvkcFFoIiIiIiIiIiIiInKY7R2QmEymdlmc3WwykxCZQEJkAt0Su+237SsTXwGC04NVNlZS1lAWNqpld+hySodTwvpVu6ubHc3SnH0Dl43lG3ll9SsH7OeKcFFye0nYKJUPfvyA1UWrmw1bEiITFLTIIVNoIiIiIiIiIiIiIiIAWMyW4AiPqMQDBi0QDDS893jDR7TsFbjsHt1S2lBKljMrrO/uNVhaY99pvd5b9x7TV0xvsX2cI46kqCTO734+j094POzYrDWzsFlsYYGLghbZTaGJiIiIiIiIiIiIiByyvYOW7nRvdb+Le13MSVkn7QlWmgtdGsqItkU36XugwKXKXUWVu4qyhrImx2788MZm97siXGGjVm4feTtjOo4JHa92V7OqcFVovZaEyASt0XIc0k9URERERERERERERI64aHs0PZJ6HFLfB8c9yDUDrmkxbNn9SI5KDuvnD/gpbyhv9pyVjZVUNlayqWITAL8c9Muw498VfcfoGaPD9rkiXE0WvE+KSuLhUx8mwhoRaldWX4bf8Ld50LJ051LumHsHj53+GEMyhrTZdY5nCk1ERERERERERERE5JjSL7Uf/VL7HbCdYYQvah8wAjx33nNh04aFTSNWX0pFYwXQdA2W5ka37A5aNpZvDO0zYWLa+Glh7R5d+Ch/XfxXAOIj4kOjVUKPyODC931S+nBut3Ob1Gw2mQ94rwAzV81kXt48Xln1ikKTQ6TQRERERERERERERESOSyaTKWzbZrE1GUGyL1/AR0VDBU6HM2x/R1dHbhtxW7OjWiobK0PtEiITsJgtYX1LG/YELhWNFVQ0VoQFLbud3/38JqFJz6d6UlJXsmc0y+7AZVfQYsKE1WylZ3JPZn0/C4A3vn+DSQMmYRgGSVFJdHB12O89yx4KTUREREREREREREREdrGarSRHJzfZ3z+tP/3T+jfbxxfwUd5QTml9KXWeuibHB6QO4Nxu57YYtOy27+gWgOK6YiobK6lorGBD+Yb91m4iGBKV1JUw+LnBof3GfUZLXWQfJmPf8UnHuOrqauLi4qiqqsLpdB64g4iIiIiIiIiIiIjIEeb1eylvKA8btZIZm8nwrOGhNoZhMPLFkZTUlVDWUNZs0LI/VrOVGefP4Ip+Vxzm6o9fCk1ERERERERERERERI4Bu4OWfacIW120mqe+fapJ+2XXLWNQ+qB2qPTYpem5RERERERERERERESOATaLjdSYVFJjUsP2Ly9YzlPfPoUZMwECoa9y8MztXYCIiIiIiIiIiIiIiBy6lOgU0mLSGJwxmGfOeYbBGYNJi0kjJTqlvUs75mh6LhERERERERERERGRY5zb58ZusWMymTAMA4/fg8PqaO+yjjmanktERERERERERERE5Bi3d0BiMpkUmBwiTc8lIiIiIiIiIiIiIiKCQhMRERERERERERERERFAoYmIiIiIiIiIiIiIiAig0ERERERERERERERERARQaCIiIiIiIiIiIiIiIgKAtb0LONwMwwCgurq6nSsREREREREREREREZGjRWxsLCaTab9tjrvQpKamBoDs7Ox2rkRERERERERERERERI4WVVVVOJ3O/bYxGbuHZhwnAoEAO3fubFVidKKprq4mOzub/Pz8A/5iiIgca/QaJyLHM73GicjxTK9xInI802ucyNHlhBxpYjabycrKau8yjmpOp1Mv0iJy3NJrnIgcz/QaJyLHM73GicjxTK9xIscOLQQvIiIiIiIiIiIiIiKCQhMRERERERERERERERFAockJxeFwcN999+FwONq7FBGRw06vcSJyPNNr3OEzf/58TCYT8+fPb+9SRGQXvcaJyPFMr3Eixx6FJicQh8PB/fffrxdpETku6TVORI5nR+o1bsaMGZhMphYfS5YsadPrHw8WLlwYer5KS0ubbTNr1ixGjBhBdHQ0LpeLkSNH8vnnn4e1aeln8Oijjx6J2xA5ovTvOBE5nuk1TuTYc9wtBC8iIiIiIj/Ngw8+SKdOnZrs79KlSztUc+wIBALcdNNNREdHU1dX12yb+++/nwcffJCLLrqIyZMn4/V6WbNmDTt27GjS9vTTT+fqq68O2zdw4MA2qV1ERERERIIUmoiIiIiISJizzjqLIUOGtHcZx5znnnuO/Px8fvnLX/Lkk082Ob5kyRIefPBBHn/8cW655ZYDnq9bt25ceeWVbVGqiIiIiIi0QNNziYiIiIjIQbnvvvswm8189tlnYfuvu+467HY7q1atAsDj8XDvvfcyePBg4uLiiI6O5pRTTmHevHlh/fLy8jCZTPz1r3/lqaeeIjc3l6ioKM444wzy8/MxDIOHHnqIrKwsIiMjOf/88ykvLw87R8eOHTn33HP55JNPGDBgABEREfTq1Yt33nmnVff09ddfc+aZZxIXF0dUVBRjxozhq6++avVzUl5ezp/+9CcefPBBXC5Xs22eeOIJ0tLS+P3vf49hGNTW1h7wvA0NDTQ2Nra6DhERERER+WkUmoiIiIiISJiqqipKS0vDHmVlZaHjf/rTnxgwYABTpkyhpqYGgI8//pjnn3+ee++9l/79+wNQXV3NCy+8wNixY5k2bRr3338/JSUlTJgwgZUrVza57muvvcb//d//cdNNN3HbbbexYMECLrnkEv70pz8xZ84c7rzzTq677jr+97//8Yc//KFJ/w0bNnDppZdy1llnMXXqVKxWKxdffDFz587d7/1+/vnnjB49murqau677z4eeeQRKisrOfXUU/nmm29a9Zzdc889pKWlcf3117fY5rPPPmPo0KH84x//IDk5mdjYWNLT0/nXv/7VbPsZM2YQHR1NZGQkvXr14vXXX29VLSIiIiIicug0PZeIiIiIiIQZP358k30OhyM04sFmszFz5kwGDx7Mrbfeyl/+8hemTJnCkCFDuOuuu0J94uPjycvLw263h/b96le/okePHvzzn/9k+vTpYdfYsWMHGzZsIC4uDgC/38/UqVNpaGhg6dKlWK3BP19KSkp47bXXePrpp8MWVf3xxx95++23ufDCCwGYMmUKPXr04M477+T0009v9l4Nw+CGG25g3LhxfPTRR5hMJgCuv/56evfuzZ/+9Cc++eST/T5fq1ev5tlnn+XDDz/EYrE026aiooLS0lK++uorPv/8c+677z5ycnJ46aWXuOmmm7DZbGGBy8iRI7nkkkvo1KkTO3fu5KmnnuKKK66gqqqKX//61/utR0REREREDp1CExERERERCfPUU0/RrVu3sH37hgF9+vThgQce4O6772b16tWUlpbyySefhIKN3X129wsEAlRWVhIIBBgyZAjLly9vct2LL744FJgADB8+HIArr7wy7LzDhw/n3//+Nzt27CA3Nze0PyMjg4kTJ4a2nU4nV199NdOmTaOwsJC0tLQm11y5ciUbNmzgT3/6U9hoGoDTTjuNV155hUAggNnc8iD93/3ud5x11lmcccYZLbbZPRVXWVkZb7zxBpdeeikAF110EX379uXhhx8OC032nRrs2muvZfDgwfzxj39k8uTJREZGtngtERERERE5dApNREREREQkzLBhw1q1EPztt9/OG2+8wTfffMMjjzxCr169mrR5+eWXefzxx1m3bh1erze0v1OnTk3a5uTkhG3vDlCys7Ob3V9RURG2v0uXLqGRIrvtDn/y8vKaDU02bNgAwKRJk5q/SYLTlcXHxzd7bNasWSxatIg1a9a02B8IhRw2m42LLrootN9sNnPppZdy3333sW3btibPwW52u53f/va33HDDDSxbtoxRo0bt93oiIiIiInJoFJqIiIiIiMgh2bx5cyh0+O6775ocf/XVV5k8eTIXXHABt99+OykpKVgsFqZOncqmTZuatG9paquW9huG8ROqDwoEAgD85S9/YcCAAc22iYmJabH/7bffzsUXX4zdbicvLw+AyspKAPLz8/F4PGRkZJCQkEBERAQul6vJ/aSkpADBEKil0AT2hEfl5eWtuTURERERETkECk1EREREROSgBQIBJk+ejNPp5Oabb+aRRx7hoosuCq0nAvDWW2+Rm5vLO++8EzYC5L777muTmjZu3IhhGGHX+vHHHwHo2LFjs306d+4MBKfyam4tlwPJz8/n9ddfb3aR9kGDBtG/f39WrlyJ2WxmwIABfPvtt3g8nrB1Xnbu3AlAcnLyfq+1efPmVrUTEREREZFD1/LEvCIiIiIiIi3429/+xqJFi3juued46KGHGDlyJL/+9a8pLS0Ntdk9omLvESFff/01ixcvbpOadu7cybvvvhvarq6uZubMmQwYMKDZqbkABg8eTOfOnfnrX/8aWndkbyUlJfu95rvvvtvksXu9kpkzZ/L3v/891PbSSy/F7/fz8ssvh/Y1Njby2muv0atXLzIyMlq8Zk1NDU888QRJSUkMHjx4vzWJiIiIiMih00gTEREREREJ89FHH7Fu3bom+0eOHElubi5r167lnnvuYfLkyZx33nkAzJgxgwEDBvCb3/yGN998E4Bzzz2Xd955h4kTJ3LOOeewZcsWnnnmGXr16tVsQPFTdevWjSlTpvDtt9+SmprKiy++SFFRES+99FKLfcxmMy+88AJnnXUWvXv35pprriEzM5MdO3Ywb948nE4n//vf/1rsf8EFFzTZt3LlSgDOOusskpKSQvuvv/56XnjhBW688UZ+/PFHcnJyeOWVV9i6dWvYNZ566inee+89zjvvPHJycigoKODFF19k27ZtvPLKK2GjVERERERE5PBSaCIiIiIiImHuvffeZve/9NJLdOjQgUmTJpGUlMQTTzwROta1a1emTp3K73//e958800uueQSJk+eTGFhIc8++ywff/wxvXr14tVXX+U///kP8+fPP+x1d+3alX/+85/cfvvtrF+/nk6dOjFr1iwmTJiw335jx45l8eLFPPTQQ/zrX/+itraWtLQ0hg8fzvXXX3/Y6ouMjOTzzz/njjvu4MUXX6Suro4BAwYwe/bssBpPPvlkFi1axAsvvEBZWRnR0dEMGzaMF198kVNPPfWw1SMiIiIiIk2ZjMOxeqKIiIiIiEg76tixI3369OGDDz5o71JEREREROQYpjVNREREREREREREREREUGgiIiIiIiIiIiIiIiICKDQREREREREREREREREBtKaJiIiIiIiIiIiIiIgIoJEmIiIiIiIiIiIiIiIigEITERERERERERERERER4DgMTQzDoLq6Gs06JiIiIiIiIiIiIiIiB+O4C01qamqIi4ujpqamvUsREREREREREREREZFjyHEXmoiIiIiIiIiIiIiIiBwKhSYiIiIiIiIiIiIiIiIoNBEREREREREREREREQEUmoiIiIiIiIiIiIiIiAAKTURERERERERERERERACwtncBIiIiIiIiIiIiIiLtze/34/V627sMOUQ2mw2LxfKTz6PQREREREREREREREROWIZhUFhYSGVlZXuXIj+Ry+UiLS0Nk8l0yOdQaCIiIiIiIiIiIiIiJ6zdgUlKSgpRUVE/6Q13aR+GYVBfX09xcTEA6enph3wuhSYiIiIiIiIiIiIickLy+/2hwCQxMbG9y5GfIDIyEoDi4mJSUlIOeaouLQQvIiIiIiIiIiIiIiek3WuYREVFtXMlcjjs/jn+lLVpFJqIiIiIiIiIiIiIyAlNU3IdHw7Hz1GhiYiIiIiIiIiIiIiICApNRERERERERERERESOKSaTab+P+++/v71LPGZpIXgRERERERERERERkWNIQUFB6PtZs2Zx7733sn79+tC+mJiY0PeGYeD3+7FaFQe0hkaaiIiIiIiIiIiIiIgcBkt3LuXUl09l6c6lbXqdtLS00CMuLg6TyRTaXrduHbGxsXz00UcMHjwYh8PBwoULmTx5MhdccEHYeW6++WbGjh0b2g4EAkydOpVOnToRGRlJ//79eeutt9r0Xo42ipZERERERERERERERA6DmatmMi9vHq+seoUhGUPatZa77rqLv/71r+Tm5hIfH9+qPlOnTuXVV1/lmWeeoWvXrnzxxRdceeWVJCcnM2bMmDau+Oig0ERERERERERERERE5BBtrdxKaX0pJpOJWd/PAuCN799g0oBJGIZBUlQSHVwdjnhdDz74IKeffnqr27vdbh555BE+/fRTRowYAUBubi4LFy7k2WefVWgiIiIiIiIiIiIiInKi+tviv/G3xX87YLsdNTtC35swAVBcV8zg5waH9mfGZjbb99YRt3LriFt/YqXNGzLk4Ea6bNy4kfr6+iZBi8fjYeDAgYeztKOaQhMRERERERERERERkX1Uu6vDApGWdEnoQl5lHr6ADwOj2TYtnafaXf2Tatyf6OjosG2z2YxhhNfn9XpD39fW1gIwe/ZsMjPDQx6Hw9FGVR59FJqIiIiIiIiIiIiIiOzD6XC2OEJkbz2TejLrollhI0t2S45Kxm6x7/caR0pycjJr1qwJ27dy5UpsNhsAvXr1wuFwsG3bthNmKq7mKDQREREREREREREREdnHwUydtbxgOQBmzAQIhL7OuXIOg9IHtWWZrXbqqafyl7/8hZkzZzJixAheffVV1qxZE5p6KzY2lj/84Q/ccsstBAIBRo0aRVVVFV999RVOp5NJkya18x0cGQpNRERERERERERERER+gpToFNJi0sh2ZjNl4BSmr5hOfnU+KdEp7V1ayIQJE7jnnnu44447aGxs5Nprr+Xqq6/mu+++C7V56KGHSE5OZurUqWzevBmXy8WgQYP44x//2I6VH1kmY99JzI5x1dXVxMXFUVVVhdN55IY2iYiIiIiIiIiIiMixpbGxkS1bttCpUyciIiJ+0rncPjd2ix2TyYRhGHj8HhzWE2ctkKPB4fh5aqSJiIiIiIiIiIiIiMhPtHdAYjKZFJgco8ztXYCIiIiIiIiIiIiIiMjRQKGJiIiIiIiIiIiIiIgICk1EREREREREREREREQAhSYiIiIiIiIiIiIiIiKAQhMRERERERERERERERFAoYmIiIiIiIiIiIiIiAig0ERERERERERERERERARQaCIiIiIiIiIiIiIiIgIoNBERERERERERERERkRZMnjyZCy64ILQ9duxYbr755iNex/z58zGZTFRWVrbpdRSaiIiIiIiIiIiIiIgcYyZPnozJZMJkMmG32+nSpQsPPvggPp+vTa/7zjvv8NBDD7Wq7ZEKOg4na3sXICIiIiIiIiIiIiIiB+/MM8/kpZdewu128+GHH3LjjTdis9m4++67w9p5PB7sdvthuWZCQsJhOc/RSiNNRERERERERERERESOQQ6Hg7S0NDp06MCvf/1rxo8fz/vvvx+aUuvPf/4zGRkZdO/eHYD8/HwuueQSXC4XCQkJnH/++eTl5YXO5/f7ufXWW3G5XCQmJnLHHXdgGEbYNfednsvtdnPnnXeSnZ2Nw+GgS5cuTJ8+nby8PMaNGwdAfHw8JpOJyZMnAxAIBJg6dSqdOnUiMjKS/v3789Zbb4Vd58MPP6Rbt25ERkYybty4sDrbkkITEREREREREREREZHjQGRkJB6PB4DPPvuM9evXM3fuXD744AO8Xi8TJkwgNjaWL7/8kq+++oqYmBjOPPPMUJ/HH3+cGTNm8OKLL7Jw4ULKy8t5991393vNq6++mn//+9/84x//YO3atTz77LPExMSQnZ3N22+/DcD69espKCjgySefBGDq1KnMnDmTZ555hu+//55bbrmFK6+8kgULFgDBcOfCCy/kvPPOY+XKlfzyl7/krrvuaqunLYym5xIRERERERERERER2dsXX4DbfWSv6XDA6NGH1NUwDD777DM+/vhjbrrpJkpKSoiOjuaFF14ITcv16quvEggEeOGFFzCZTAC89NJLuFwu5s+fzxlnnMETTzzB3XffzYUXXgjAM888w8cff9zidX/88UfefPNN5s6dy/jx4wHIzc0NHd89lVdKSgoulwsIjkx55JFH+PTTTxkxYkSoz8KFC3n22WcZM2YMTz/9NJ07d+bxxx8HoHv37nz33XdMmzbtkJ6fg6HQRERERERERERERERkb243NDa2dxUH9MEHHxATE4PX6yUQCHD55Zdz//33c+ONN9K3b9+wdUxWrVrFxo0biY2NDTtHY2MjmzZtoqqqioKCAoYPHx46ZrVaGTJkSJMpunZbuXIlFouFMWPGtLrmjRs3Ul9fz+mnnx623+PxMHDgQADWrl0bVgcQCljamkITEREREREREREREZG9ORzHxDXHjRvH008/jd1uJyMjA6t1z1v+0dHRYW1ra2sZPHgwr732WpPzJCcnH3y9BKcDO1i1tbUAzJ49m8zMzLBjjvZ43veh0EREREREREREREREZG+HOE3WkRYdHU2XLl1a1XbQoEHMmjWLlJQUnE5ns23S09P5+uuvGb3r/n0+H8uWLWPQoEHNtu/bty+BQIAFCxaEpufa2+6RLn6/P7SvV69eOBwOtm3b1uIIlZ49e/L++++H7VuyZMmBb/Iw0ELwIiIiIiIiIiIiIiLHuSuuuIKkpCTOP/98vvzyS7Zs2cL8+fP53e9+x/bt2wH4/e9/z6OPPsp7773HunXr+M1vfkNlZWWL5+zYsSOTJk3i2muv5b333gud88033wSgQ4cOmEwmPvjgA0pKSqitrSU2NpY//OEP3HLLLbz88sts2rSJ5cuX889//pOXX34ZgBtuuIENGzZw++23s379el5//XVmzJjR1k8RoNBEREREREREREREROS4FxUVxRdffEFOTg4XXnghPXv2ZMqUKTQ2NoZGntx2221cddVVTJo0iREjRhAbG8vEiRP3e96nn36aiy66iN/85jf06NGDX/3qV9TV1QGQmZnJAw88wF133UVqaiq//e1vAXjooYe45557mDp1Kj179uTMM89k9uzZdOrUCYCcnBzefvtt3nvvPfr3788zzzzDI4880obPzh4mo6UVXA6DP//5z8yePZuVK1dit9v3m0g154YbbuDZZ5/l73//OzfffHOr+lRXVxMXF0dVVVWLQ4xEREREREREROTEtHTnUu6YewePnf4YQzKGtHc5ItLOGhsb2bJlC506dSIiIqK9y5Gf6HD8PNt0pInH4+Hiiy/m17/+9UH3fffdd1myZAkZGRltUJmIiIiIiIiIiJyIZq6ayby8ebyy6pX2LkVERI5CbboQ/AMPPABw0HON7dixg5tuuomPP/6Yc845pw0qExERERERERGRE8XWyq0U1hZQXVXC+9+8Sowb/rPyNa7qdyUmk5mkqCQ6uDq0d5kiInIUaNPQ5FAEAgGuuuoqbr/9dnr37n3A9m63G7fbHdqurq5uy/JEREREREREROQo4fE2UlyxnZLyHfSP747Z4wW3G9xuPlzzLh99/x611WXsLMvD7g/26RvqXcb9tw/DbQWPBRZcvxgcDnA4WFCwhLJALQlx6SQlZJIcn0WSKwOL5ah7K01ERA6zo+6Vftq0aVitVn73u9+1qv3UqVNDI1pEREREREREROQYFwiEgo+KykLmfP9fKqoKqaoqpqq6mJrqUmpry6ivqaCxsTbU7ZWJM3FFuELbjXmbyNu4DAB7C5cyARE++H9DboWSktD+T+f9g5WFq8LbmkxERDmJjkkg1pmEMzaJ0d3O4Ixe54bCFhwOCjzlJLkysNkch+sZERGRI+igQ5O77rqLadOm7bfN2rVr6dGjx0EXs2zZMp588kmWL1+OyWRqVZ+7776bW2+9NbRdXV1Ndnb2QV9bRERERERERETaRl1DNcXl+ZSUb6escifllQWhIKS6uoSamlJqa8qY1OMyTssZE+pXX72D12ff1aprVDZWhoUm8ZHxAFitNqKi47FERrGuJg+3FUwGOPzg8MEpqUMZmzsODGPPuRoqm5zfMAwa6qpoqKuitGgLAL08cWDqHGrT6G3kurcuASAiMpbo2ARiYhOJdSYR50zBFZtCvCuNBFc6w3JPIS4uJRi2mNt02WERETkIBx2a3HbbbUyePHm/bXJzcw+pmC+//JLi4mJycnJC+/x+P7fddhtPPPEEeXl5Tfo4HA4cDiX3IiIiIiIiIiJHimEY1NRXUFyWT2nlDsoqdgUhlYWkWOO4rNvE0GgR3G5uf/968qu3H/C8pdWFYdt7hyB7s9sjiIqOJzp296iPZCzde0JKl9CIj5NOGcFrU/5EbFQ8JpOJ5QXLGfzcYMyYCRAIfX3iumcgbSB490ztda7zXnaWbqGyupjKqiJqakqpqSmlrqac+toK/H5fs/VVuqtC3zc21NDYUENZ8dZm7+GJCX8nLmFX4GKzsaRkBTPXzSLWmUxcbDJxrlTi41JJjEsn0ZVBckIWKQnZREbEHPB5FJGDZ+wVnMqx63D8HA86NElOTiY5OfknX7g5V111FePHjw/bN2HCBK666iquueaaNrmmiIiIiIiIiIgE32iqrCmhuDyf0oodDE8egNXrDwUJs797h/dX/4famjLq6yrw+bzNnqdrQhcuc44I2xcXEXfA0MThiMIdYYWEhFDwEWW3c7ljKvFxaSTGZ5Acn0VyQhbRkc4D3k/krsduKdEppMWkke3MZsrAKUxfMZ386nxSolPAZAK7PfiIjWXCmGv3+zxV1ZZSXJZPoiUGLDGh58hfYqFb71OorS4LTSHm83maPY8r0rVnw+ulqHAT+VtWNdt2bxmubJ69aEbYlGAf58+nxF8dXIMlPoMkVyYpidnERLkOcDYRsdlsANTX1xMZGXmA1nK0q6+vB/b8XA9Fm65psm3bNsrLy9m2bRt+v5+VK1cC0KVLF2Jigql4jx49mDp1KhMnTiQxMZHExMSwc9hsNtLS0ujevXtblioiIiIiIiIicvwxjLARFBWVhby76g0qK4uC64PUlFJTXUpdbTn1dZWhERQAMy54icTIPe/T+Ap2sHP72gNesrKxcs+GzQYOB127noSRnk6cM4W4uBTi44JTVCXFBxdZT0nIIsIR3eRcJuAX3Vs3PdeBZDmzyPt9HnaLHZPJxHWDr8Pj9+CwHtwMJiaTCVdsMq7Yph8qzuzRg8dPOTu0bRgGtfWVoSCqrHIn5RXBqcmcXfuCLwAeD7jdVPvrW3X9aLMD6uqCj10WfPYc3xWvadLWZnMQFbNrRE5sEqf1OJuz+lwQClsMu51NddtJjs/EGZPY6unyRY4nFosFl8tFcXExAFFRUfpv4RhkGAb19fUUFxfjcrmwWCyHfK42DU3uvfdeXn755dD2wIEDAZg3bx5jx44FYP369VRVVTXXXURERERERERE9mUYlFTsoKh8G6XlOyivKqC8ooDK6qI9C6XXlFFbW841PS9nQuczQl3dtYW8+78/t+oylQ2VYaGJK8IVXDh912LoMc5EYmOTQkFIQlw6CfHpJMdnQYdhwVEbu9bquHbcuMP6FByqvQMSk8l00IHJwTKZTMRGxxMbHU/n7H77bXvVqadyYcMzlJRvp6Rie3DKs6rglGdV1cWhn212dE4wjPLuGekTFlTtxet1U1VRSFVFcNqzoeZssPcKHW/w1nPLW5cBe9Z+iYlNJCY2EaczORRwxbvSGN31dFyu1GDg8hM+wS1yNEpLSwMIBSdy7HK5XKGf56Fq09BkxowZzJgxY79tDjTHWHPrmIiIiIiIiIiIHE+8Pg8lFdspqdhBacWO0ELplZVFpFrjmNTrF3vWCPF4eGD2jWyt2nbA85bVl4ZtuxyuJm1MJhORUXGhRcudzmTinCnY+w4IWyNk5KljOfk3U7Fa9IZ5W4mOdBKd2YuOmb0O3DgQCP1OXJryOAWleVRUFVJVVRwaRVRbU0ZdbTmNDbVAM2uw7LXgvc/npbqqmOqq5t807nfWP3C5OgY3zGYWFn7DjLX/JjY2KbTQ/e6AZfcaLMkJWSQ4UzGbD/0T3yJHgslkIj09nZSUFLze5qcelKOfzWb7SSNMdmvT0ERERERERERE5ETl9jRQXLGd0l1ByNj0Edh8e97o/t/qt3h75evU1ZTT2FDT4nly4zsxKTl8DVhXhGu/oYnZbCYy2oUvNhpSUkLBR4TDwRTnv4iPSw1OjZWQRWJcOhbLgd8iUlRylDGbITISIiMZM/yS/Tb1eBspqdhBjGEDU0TodzBQbKffoDOpri6ltqaU+poKGuqraO4jznF7B26BAMVl+RTt3EARG/Z77fTYdJ77+YywNVje3/Ixxb4qEuLTg+uwJASnaUtyZbTqd1GkrVgslsPyprsc2/QqJCIiIiIiIiLSSobfj2nXGhS43ZRXFvDvZS9TVVlEVU0JNdUl1NWUU1dbjruxLqzvgJ9NJzl6r3UwSkspK956wGuGRgOYzaE3nXv0HoOlQydccam4nCkkuNJJdGWE3nyOd6a0+On+C3JvPNTbl2OU3RZBZkrnJvuzunThzyMnhO3z+b2UVu6kpHx7aNRTeWUBzl4DwOsL/e7XmbyYTKYDziITZ3fuGSW1y1cLZvJDSdP1ccwmExFRTqJi4omJTeLMXj/jnL4Xhq3BsrpyfXAUiysTm61tp1cTkROTQhMRERERERERObH5/eQXb6SgNC+4UPfuqbGqiqiuLgmuEVJbRn1NBZP7XMl53c/b07WuhDkfPNGqy1Q2VoaFJq7IeKxWO1Gx8cTEJBLjTCQuNjg1lsuVSkJcOonxGcE1QjL6hK0jceUppxy22xfZm9ViIy2xA2mJHfbb7qoxY7jc/xJl1YWhgKWsYieVVUXBacJ2rcHSMTobInaNbtkVsOw9LdjeAoZBfV0V9XVVlBblUR/VE6I3h47Xumv40ztXhLYjI2OD08rFJBLrTMLpTMblTCXelcbpPc8lIT59zwiXXevriIgciEITEREREREREWk3S3cu5Y65d/DY6Y8xJGPIYTmnYRjU1FdQXJZPaWXwjdzyyj0LaqfaXFzXZ9KeT7/7/fx1zu/ZXLHlgOfed8HtuIi4Jm1s9ohdn5RPxBmbhDM2uKB25IBhkNw59CbuyfYJjPrNo5hMpsNy3yJHmsViJSU+i5T4rAM3Nozg4vVuN9dmP09R2bbgQvdVRVRVF1NdXUJtTRm1NeXU15bj9/uarsGyz39/DQ01NDTUUNrMiK0RZ0eREJcT2p6/4yte+v41omMTQmuwuOJSiY9LC43USk7IIiUhm8iImEN5OprVFq9xItK2FJqIiIiIiIiISLuZuWom8/Lm8cqqV/b7hqJhGFTWlFBcnh/8RHvlTiZkjcXhJxR+vL/6P8xaNpP6ugp8vpYX8u0QlwOZPwvb19wC6XuzO6KIiUnAnJgE6Xs+vW53OLgp6WVccamhN1yjI52tund97l1OKCYT2O1gtzN8wDn7bWoYBtW1ZcE1gAKW0H/j5pIohpX/PDgVXk1pcCq8mnJ8Pk+Tc+wbuJRWFVBetp3ysu37vXZGTDrPTpy+Z4SK3c5bm/5HoaeCeFdwofuk+EySXJmkJGYTE+Xa7/la+xonIkcPhSYiIiIiIiIickRtrdxKaX0pJpOJN797gxg3fPLN63yXehbV1SV8unY2/sZ6aqpLQ2+M1tdVEgj4w84z7LznSYtJDW1bq2uprio+4PVDn1a32UJvjPYZMIHIul7ExaUEP3ken06SK7hQenJCFhH2qBbPd0aHqw/peRCR5plMJuJik5rsz+zUiXuGnRa2zzAMausrwwLV8ooCYroPAk9wZAseD40OCzZ7BF5P436v7Ypwgc8XfNQF1yX6+qs3WVe2vtn2NpuDqJh4omMTOLfPzzmv78/Z4S6lPFBHwG7jg8UvE+2Dd5e9ys87nIXDFkFaTDod4jsEg6TmHsEnYc/3InJEKTQRERERERERkSMq9+8dSa6D9FoYUAu2AJgo5Y/rzzqo81Q2VISFJgmRCURFxQXXCIlNwukMTo0VmoInPp1EVyYpCVmQ1ClsjYOLR448bPcnIkeOyWQiNjqe2Oh4Omf3a7HdlSefzJW8SH1jDcVl+ZRUbA9O3Ve1Z+q+qupiukRlQ3Q0eDzB6cSASndli+f1et1UVRRSVVGIN34YxG3jhn/vGcnWe9cDyvnLD3te4yIsDhxWB45dX+8ZfQ/psemh42uK1jAvb16wjTUCu9WB3erAYYvAYY0I7Y92xNAnte/uJwNMJhr9bsxmCzazDZPZvP9QpqV9zbU5mP2tucbh6n+472fvfXJCUmgiIiIiIiIiIm2uuq6ceUveYNG3b3PuFisBny/suLHrq8Vkxm8EQvtNJhORUXHBxZ5jE3E6k0NrETj7jIHkTqHRIifZz2WW6c9H8K5E5FgTFRFLx8xedMzsdeDGgQC43fy26yyKyrdRXlEQXOS+Khiw1NSUUltTRl1tOY0NtbgiXQDcdtKtPPH1E2GvZftq9Ltp9LtD2/uubZRXlccnm+cesMS0mFSeP+/5sH2Pf/Fnluz4GrPJhMPiwG6xh8KZvb8OzxrO2V3PDuv71g9vYTFZmrR1WHedZ9d2YmQiDqvjgPUd835qKNPWoc7+9qWmgsvVpk/P8UqhiYiIiIiIiIi0ibLKAj5b9BpLlr3H5h+/xu/3NWnjM0NxNNTbwG2B/06aTTXu0Bohic40LBa9fSEi7cBshshI+vcYc8CmHm8jhtsNfhg7fDiJI09j4sxzcPjB7gfTrmS4Z2J3rCYLbl8jjd5G3L5GPN5GbKkZEJkAhgGGQVWUhYoIMBHsuztS2f397q9GRARERob6YRjU4cFrBhMGXn8jJn9jWN/dsp3ZYfdgGAYzV80Mhdj7c+/oexiaOTS0vaZoDdMWTWsatJjtTQKYawdei8VsCfXdVL6JwtrCsFCmSVhjcWA1W5uES23OMMK/HkscDoUmh0j/6hARERERERGRw6exEQoKeH3u35i14P8INPNJ64jIWDK7Deb10vmUR5nwmw3MmAkQwJuewsnpg9qhcBGRQ2e3RYAtIrTt9aexKZHQa9vury9c9zqDWvEad+bAHvS78NfUe+vDHg2+hrDt+Ih4GDY+rK/HNJeGnbHh/bzBfnXeOgKBACYD+p/cG049OxS2uH2NzPk2PJTZHfbsu69h5DDocEqo7/Yfa5i9oar5vgaYvMGHBRO/HPx/wZEQu/q+8vm7vLjxpQNed2zOaJ4/77nggV19b51zC2X1pURYI4i0RBBpjSDSHPzqsDqItEQQYXEwLGMo3RO7hcIPj9fNj6XribA6iDA7iLAG20VYHFh3Bzp7BVGhR2v3N9du9742tqFsAzNWzuDS1D/Tr2PHNr/e8UihiYiIiIiIiIj8JFu2ryG52k9MeQ1UVADQ3UgMC0xiYhPp2/8MRo+4lJP6nU1hXRGznh/KIGc2UwZOYfqK6eRX55MSndJetyEictikRKeQFpNG9iG+xiVGJZIYlXhI1/7rGX9t8ZhhGHgDXuq99VjNVrDsGfFhtZh496oP9hvS7H6kZXaDuLi9Ck4gLqNjWJvmQvMYezSmrKywfTviLeS7DnxffbMToXv3sH3vfrKePF8eNB3IGOap3k/RffDg0Pa28o30/WRUs20tJgtRtqjQ4/NJn9PR1TF0/JNNn/DK6leIskaFtYu0RYZtJ0YmMq7TuLBzVzZWYjIgyhqJzWJrk1Dmxbnv84L9OxoL5vA45+3/iZFmKTQRERERERERkYNiGAbrtnzL54teY/ny2RQXbuLm4b/ntNzTQm36pfYjM60rXXqfwtjhlzGo16mY95qOJcuZRd7v87Bb7JhMJq4bfB0ev+fEmCNfRI57R+trnMlkwm6xY7fYmxyzmq2c0+2cQzrvmV3OZMvvt4S29w5n9n54/d4mfS/tcyk9knrsN6Rp8DXQO7l3k76NvsZW1RdliwrbrvfWt9jWb/ip8dRQ46kBgs/L3r4v/p5XV796wGt2T+zOut+uC9t3+duX89HGj0Ln3Ttk2ftxSa9L+PXQX4f1vefze4iwRjTbvtpdjdvvJtIayfT8/1IaDa9ueIsrCqZgGAZJUUl0cHU4YM0SpNBERERERERERA7IMAxWrpvPvEWvs2rlHMrLtocdX7x9cTA0cTohLQ1bejrPXPDjfs+595uHJpOp3d9MFBE5nE7k17i9wxlXhGu/bcfnjmd87vj9tmnJzlt34vF7Djg6ZmjG0LB+8RHx/G7Y7/Yb1Ox+HEzgsrd9++3b1xfwUe2uptpd3aTdsIxhYdtev5eHv3y4VdfdraSuhMHP7RldY9x3DK7L0k4UmoiIiIiIiIhI8wyDVT/M46MvX2T1qk+oqSpptllGVk8yh46HU0+F6OgjXKSIiJyododRDquD+Mj4VvfLjsvmybOePKRr3jjsRi7pfUmLI2J2f58Y2XR6tWGZw3BYHU37eff0MzCaBC4NvoaDrtMgGJJYzVZmnD/jkO71RGUyjCOw+swRVF1dTVxcHFVVVTidzvYuR0REREREROTYEghAWRns3AmFhby18nVeXjUzrInJZCK7Y3+GDvkZ40dcSVZa13YqVkRE5PhhGAZuvxuACGtEaL/X7+WLrV/sN6TJq8xj1vezmpxz2XXLGJQ+6Ijdw/FAI01ERERERERETnD1jTUs+PYtFn3zNtekn01ubHbo2Miskby8aiZms4VOXYcybMj5jB9xBSkJ2fs5o4iIiBwsk8kUFpbsZrPYwtYNa87yguXM+n4WZswECIS+ysFTaCIiIiIiIiJyAqquLePzJW+weOk7bFj7FV5v8JOtX/WKIrf/VcFGFgsZ3QdzY9YLnDToZ7hik9uxYhEREWlJSnQKaTFpZDuzmTJwCtNXTCe/Op+U6JT2Lu2Yo+m5RERERERERE4QpZU7+WzRa3y99D02b/gGv9/XpE3n5G48MenfkJ4OKSlgsbRDpSIiInKw3D43dosdk8mEYRh4/B4cVkd7l3XM0UgTERERERERkeNZYyMUFPDynGm8vfA5mvvsZGSUk959T2PU8IsZNegCsEce+TpFRETkJ9k7IDGZTApMDpFCExEREREREZHjzOb870ivhciyKqioAKCrER8WmMTEJtJvwAROOekSTup3NlaLrb3KFRERETlqKDQREREREREROcYZhsHazV/z+eLXWbH8Q4oLN3HHyXdwSs6oUJvB6YNJS8mlR99xjDnpMgb1HIfZrKm3RERERPam0ERERERERETkGGQYBivWzmPe4tdZtXIOFWU7wo4vzl8UDE2cTkhPx5GWxvMTL2qnakVERESODQpNRERERERERI4VhsGK7z/j4y9nsHrVx9RUlzbbLD27J2lDxsGpp0J09BEuUkREROTYpdBERERERERE5GgWCEBpKRQUQGEh65a9zFdr/h3WxGQykd2xP8OGnM+pI68gO7VrOxUrIiIicmxTaCIiIiIiIiJylKlvrGH+N/9h0TdvcX32hWRHpYaOjcgewetr/o3ZbCG36zCGDTmf00ZeQUp8VjtWLCIiInJ8UGgiIiIicgiW7lzKHXPv4LHTH2NIxpD2LkdERI4DVTWlfP71Gyz59l02rPsKr9cNwGJfItm9Lwk2sljo0OMkbsh6lpOHTMQVm9yOFYuIiIgcfxSaiIiIiByCmatmMi9vHq+sekWhiYiIHLKSih18uuhVvln6XzZv+IZAwN+kzbclK7kk61ZIT4fkZEwWC+cwtB2qFRERETn+KTQRERERaaWtlVsprS/FZDIxa80sAN74/g0mDZiEYRgkRSXRwdWhnasUEZGjXmMjFBTwwgcP8f6SGRiG0aRJVFQcvfudxqjhFzNq0AVgizjydYqIiIicgBSaiIiIiLSG281JD3ckoQESGmBoY3C3YSrmjysHEzCBYYJUZzpWi417x91PbmIXMJvBYmF5wQreWPsmFosNq82OzerAarVjtdixWu3YbA5sVgfREbFcNXBSsN+ux6riNRQ3lGCzOrDbI4JfbRE47JHYrA4ctkjs9giiHbFER8QG+5lM7ft8iYhImE35q8mqs+AoKYfKSgC6khAWmMQ6k+jXfwKjR1zK8L5nYbHoT3YRERGRI03/AhMRERHZRyDgZ13eUmJrvWT7o6G8HOrr+b/Ua3hxxUthbU0GmPf6gHBVeUFwf3UNWCpD+8u3rWftmvkHvLYrIo6rbIPD9s1d9FcWbP3igH3HdRzLrSNu3VWYCcxmrv3fL6n11WO12rFYbcHQZp/vrVY7V/S/isFZQ0NBTWFdMa+seS10fHeoY7M6sNrs2G0Roe3TupyOwxYBFguYzZQ0lFHWWIHd6sDuiAwGPNYIHI4o7FYHZrPlgPci4bSGjsixxzAMfti0hM8Xv87y5bMpLdrCPaf8iWFZw0JthmQMITm5A336nc7YEb9gYM9xmBR6i4iIiLQrhSYiIiJywqtvrGHF2nmsXjufDRu/ZlveKtyNdVzU8+dMGjAp1O6C7hfw5po3qfXWUWsHnzkYmJgNSI5IwGyA3+fF7/diszrCruELeFtVi81sa7LPeyh9DQP8fmrrKmnwNRywb33CyWDKCG1Xlq7ji3kzWnXd0Re+jsMRE9r+bM0bvPbd6y22N5vNWCw2uiX34NEzHgsbVTNt0V/YXJ0XHIFjs2Ox2EJBTeh7q51RHUdzSqcxoX5ew8+sH/6D1WrHbo8IfrVGYLMFR+XYbI7QduekrkQ5YkJ9fQQImMBmdRy1b1ZqDR2RY0Mg4Gf5D5+z4OtZrFz5EZVlO8OOL9q+OBiaOJ2Qnk50ejov/vyydqpWRERERJqj0EREREROOMXl+Sxd8wlr1n7Bps1LKdixDiMQaNLuh9Ifgt+YzeByYUpI4OeTp3H557/FbzUTIICZ4Ndl181lUPqgphcLBCAQYIx7NP2uvA2v143b04DH14jX68bjbcTjbcTrc+PxNGIzWaDjwFA/AgEGWi/HWTYUn8+D1+fG5/WEvvf7vaF9aRl9ITExFJgQCOBMSMPmrsMf8OH3efD7ffh93iYLDdvM4f8s9AV8rX4+bZbwoMfr33/IEwgECATcGB4PuN1hx4p2bmBn+YYDXrNTJeDbE/K4PbXMevueVtX7l9Mfo0dSj9D24m0LeeyrxwCwWKyYLVasFhtmqw2rJTgix2y1ERMRyz/P/b/QKB7MZt5e9y4rileFplnbe+o1m23XV6uD3MQujMkdFxYQLdq+hICJsCnXbFZHcNo1m4OS+jKqfDVE2qOZ9b3W0BE5ahkGy7//lI+/nMF3qz6hprq02WYZ2b1IHjIaTj0VoqOPcJEiIiIi0loKTUREROS4Fgj4MdfVQ0VFcJqt8nLe/+JJ/vvj+y32iYqKIyd3AL26j4ZRoyAuLvhGN3BSZiyJyx8m25nNlIFTmL5iOvnV+aREpzR/sl1vkEda44iMjjukezgz97eH1A/ghbGbm90fCPjx+jy4vQ24PQ3E2qLBbA8FNdn1/fh/Q/s3CXZ2b/t8HrxeN16fG2vP3oAp1DfNN5yB0Y34/V583j3hjs/rCX71efD7vLgSMiEyMiwgCtA0vGqOdZ+Qx+s/iJBnn9E8vr1CHr/fh9/vw0tjk34ee2zwd2gvW9ctYVXe/ANec0yH0YwZmRC27+l3r6GysbJVNQ8HPGaotxcz5YHB1Nqh1g6f3rCIzjn9ibBHteo8InKYBAJQWgoFBVBYyHffPM+itW+HNTGZTOTkDmTo4PM4beSVZKV0aadiRURERORgKDQRERGR40qDu46V6+az6od5/LhxCflbVvF/ZzxJcnRyqE3P5J5hoUlCcjadcgfTq9soBvY+jS7Z/VucpinLmUXe7/OwW+yYTCauG3wdHr8Hxz7TcR3tzGYLDnskDnskNPOB5zink5PSDm0Uw+l9+nA6tx1S3yfOPptAwI/H2xgckeNtxO1rxONuwOtzh77PiEmH6NTgqJpAgIjGWia5/h4McnaFOT6vG4/Pjc/nCYU8fp+HmM49ISo5FNRENGaT3ak/fr8Xv29XqLPr+93Trfl9XuzN/Iy9rRyRY21m2jXfAUbk7M0AbAGIaww+drvr3pGYAGd8GkkpHUlP60pmRnc6ZvWhc3Z/0hI7HLVTjokca+oaqlnw7X/46pu3+F2HS0mNSAwdG5E9grfWvo3ZbKFzt+EMG3w+p428guT4zHasWEREREQOhckwDOPAzY4d1dXVxMXFUVVVhdPpbO9yREREpI0VV2xn2Zq5rFn3BRs3fUPh9vVNpp66feQfGN1hdHDDbKbcHuClbf+lT/dTGNzndJJcGc2cWaQZu0Ka3Y+SmiKqGyqDgY6nITgSx9eIx7NrZM6uadeyYzMZnBY+7drTXz9Fg7tuzzRrXjc+vydsRE5VQwXritdiNsDuh6jW5ywA/PvSN4lJSIOYGIiJYYu3hIYIC7lZfTU6RaQVKmtK+HzJv1ny7btsWLcIn88DwJSB13JBjwuCjSwWjORkPqhZzuihPycuNqn9ChYRERGRn0wjTUREROTYUlsL5eUYZWVcP/NiCoo27bd5RGQspbFW6NkTEhLA5SLBbOY2zjtCBctxxWQCiyX4AJIdOSSTc0in+nXXJw7YZnnBcgY/Nzi0do41YCLSYzD1pP8HdXUUFPxIUdEmyou34fE0hPV1RbiIMUdAZWXwAXz4zVPM2fQxJpOJOFcayamdSE3tTFZGj+DolJz+pCbkaHSKnNCKy/P5dPFrfLP0v2zZ8G2TIB7g25KVXDD+t5CeDsnJmCwWzmNoO1QrIiIiIoebQhMRERE5ajV66lm1bgGr1s7DVlnDNR0vAE/wU74mINmIomCfPgmJWXTKHUzP7iczsNdpdO0wUG8AyzErJTqFtJi0JmvonD/uBrKcWaF2hmFQULqFzdtWs3XH9+QXrCPGbUBUFNTXh9ptr9keal9ZUUBlRQEb1i0Ku6bNEcVZAy7iV6NvDo1QISYGb0RwcXuR41JDAxQW8n/v38Ocb16nuQkZIqPj6NN3PKOGX8yoQeeDLaIdChURERGRtqbQRERERI4aJRU7glNtrf+CjZu+pXD7Ovy7Fvh22mOZnH5WWADSN70/ZREBunQZRp/uoxnc53TNHy/HldauoWMymchIziUjOZdRgy8IP4nfD3V1UFtLz8YLsGzNobhoM6UlW/F6mi5473XXE1Pnhe3b9+zze7nk7UuJjksmJTWXtJTOZGX1pGNmb7rkDCA5PkvhpBxzNm5bRYcGO7bi0tBorC5GfFhgEhuXTL8BExgz/FKG9T0Ti0V/QouIiIgc7/QvPhEREWk/tbVs3rSUl+c9Qd7m5ZSX5rfYtNpTw/aGIrI79Q9Os5WQwGXnnMNlZvMRLFjkyNs7IDGZTE0CkwOyWMDpBKeTqy9+OLR79+iUTdtWsXX792zfuY7Coo2UFG0hKy477BQFtQX4/D6qyguoKi9gw9qvwmuMiCYxpQOpqZ359djbSU/vGhyhEhUF+m9UjhKGYfD9psXMW/Q6y1fMprQoj4fGPciAtAGhNsMzh/PvpPfp2/8Mxo28nAE9xioQFBERETnBKDQRERGRI8LtaWDV+gWkeR3k+GOgvBw8HmxV+Sz/5r/N9olPzKRj7iB6djuZQb3Hk5UzUG/Aihwme49OOWXwxPCDe41OobaWms2VpGZ0pbxkG16vu8m53I117Nz2Azu3/UBU1iWwvXL3Rfi0YBEfFn5BelrX0NopXXIGkOTK0JvR0uYCAT/Lf/ic+Uv+zcqVc6gqD5/UcXH+4mBo4nRCejpx6em8dPGV7VOsiIiIiBwVFJqIiIhImyirLGDp93NZs+4LNm36lp35P+D3+7i01yVc2X/PG1KZzkxi7THU+RpIy+pOl87D6NNjNIN7jyclIXs/VxCRNrPX6BSA3t268cKZV2EYBjtKNoVGp+woWE9B4QZKi7dSU1VMjC0ap8O55zyGwcbtq9iw4asmo1MiImJISMkhNbUzGend6Js7gpN7TdDoFPnpDIOl333MJwtn8t2qT6itKWu2WWZObxIGj4JTT4Xo6CNcpIiIiIgcrdosNPnzn//M7NmzWblyJXa7ncpdc8QeyNq1a7nzzjtZsGABPp+PXr168fbbb5OTk9NWpYqIiMhhsHXHD3z93UesXf8VWzYvo6xkW7Pt1pauDX5js0FCAub4eO69aw4dOvYnMiLmCFYsIgfLZDKRldKFrJQuMOTnYcfqGqopKNqIyZYaNkqloKG42XM1NtaGRqesACqzR3JykR1MpmBwEhPD9B9nERWfQqfsvnTO7q/RKdKyQABKS6GgAAoLWb74KRb/+EFYE7PJTE7ngQwd9DNOG3kFmSmd26lYERERETmatVlo4vF4uPjiixkxYgTTp09vVZ9NmzYxatQopkyZwgMPPIDT6eT7778nIiKircoUERGRQ+D1urHV1gen2Covh4oKPvrqSWZv+LDFPnEJ6XTKHcSAnqfCqLHB9Q52vfnZg65HqHIRaSvRkU66dBzUZP99o5aws3gzm/JXkbdjDTt2/khh0UZKi/OoqSoJtcuMzQx+YxhQV4e/ppoPPnoSn+EPtYmIjCEhuQNpu0andMjsTafsvuRm9sFmO8i1XuSYV9dQzfxv3mTRt29zW6crSbDvGeU0Mmsk//vxAywWK7ndhjN88PmcNvIKklwZ7VixiIiIiBwLTIZhGG15gRkzZnDzzTe3aqTJZZddhs1m45VXXjnk61VXVxMXF0dVVRVOp/PAHUREROSAKqqLWbrmE9as+4ING7+mYPtaXjz3BeIj40NtFuQt4K+LHwfAbDaTltGd3M5DglNt9TmdtMQO7VW+iByl6hqq2bhtJVvyv6NHRBY9IrOCI1Tq6thZkc/1s29o1XkePvVh+nceGQxjY2IoMmrZ6i+jc3Z/El3pbXwXciRV1pTw+ZJ/s+Tbd9mwbhE+nweA3wz5NWd1PSvYyGLBn5TI7JrljD3pUpzRCe1YsYiIiIgca46aNU0CgQCzZ8/mjjvuYMKECaxYsYJOnTpx9913c8EFF7R3eSIiIicMwzDYsn0Ny3/4lB/WL2Tz5mWUFW9t0m5tyVpG5owMbths9O49jrMTA/TrOZaBPccRFRF7hCsXkWNNdKST/t1H07/76PADhkFcdRm3dU1g647da6dspKw4j5rq0ibnyXJmhqYDA1ixYQ5PLf0/ACKjnCQmdyA1rTOZ6d3JyehJbk5/Oqb31OiUY0RxeT6fLn6Nb759jy0bvyUQCDRp803xCs4a9ytIT4fkZCwWCz9jeDtUKyIiIiLHuqMmNCkuLqa2tpZHH32Uhx9+mGnTpjFnzhwuvPBC5s2bx5gxY5rt53a7cbvdoe3q6uojVbKIiMjxIRCAqiqoqCBQVsrkF39GRVXRfrvExadRmRQD/fpBQgLExJBkMvFrzjlCRYvIcc1kIjouibHDLgYuDjtUW1/JxvxV5OWvYduOHygtySMhpWNwHZVdb6Zvr9keat9QX832rd+xfet3LNvrPGazmZ4dhvDoBf8KjVAhJoYGh4XIKI1Yb3cNDVBQwD/++0c+XfomzU2QEBkdR99+pzNq+MWMGng+KAQTERERkcPgoEKTu+66i2nTpu23zdq1a+nRo8dBF7L700Lnn38+t9xyCwADBgxg0aJFPPPMMy2GJlOnTuWBBx446OuJiIicqCqqi1n2w6d8t3YBzjofU3J/Dv7gmgFmIN2WQAV7QhOzyUxKZlc6dx4anGqr13jSkzu1U/UicqKLiXIxoPsYBnTf5+8Dw4DGRqitpWNUISclRVJYtInSoi3U1pQ1OU8gECDGAxQWhu2/86PfUegpJymlIympucHRKZm96Jzdn46ZvbBabG14dye2jdtW0akxAktRMeya3rmT3xkWmMTGpdB/wATGjLiMob3PwGI5aj4HKCIiIiLHiYP6F+Ztt93G5MmT99smNzf3kApJSkrCarXSq1evsP09e/Zk4cKFLfa7++67ufXWW0Pb1dXVZGdnH1INIiIixxvDMMjb+QPLv9891dZSyory2P32kyvCxbU552PatSA7wICsITQmOOnWbQT9u49hYK9TiY7Up65F5ChnMkFkJERGMv60XzH+tF+FDtXUVbAxfzV5279j244fKCjcQHHRZjomhP/tEjAC7KzZidvvIT9vNfl5q/cZnWIhPjGT5NROXH7SdQzsesqeUSo2hSkHyzAM1mxcxLxFr7Ni5YeUFuUxbfyj9Ere8zfhiOwRvL1tDv0HnsW4k35B/x5jwv6fJSIiIiJyuB1UaJKcnExycnKbFGK32xk6dCjr168P2//jjz/SoUPLC8c6HA4cDg3DFhERAYJT01RXs+7HRbz0+eNs27yS2tryFptXNlZSGKgmPadXcJqthAR+ce65/EJvSInIcSQ2Op6BPcYwsEczo1MaGkLrodSW7SStYx9Ki/Ooq2n62hkI+Ckr2UZZyTaMxHFQt2ftph9rt/LEd8+Tmrpr7ZSs4OiUDhk9NTplL4GAn2U/fMaCJW+wcuUcqsoLwo4vzl8cDE2cTkhPJyl9LDMuvaadqhURERGRE1GbjWXetm0b5eXlbNu2Db/fz8qVKwHo0qULMTExAPTo0YOpU6cyceJEAG6//XYuvfRSRo8ezbhx45gzZw7/+9//mD9/fluVKSIickyrqill2Q+f0tmIp0MgNjidid+Po3ILP6z+vEl7s8lMSnoXOnceSq8eoxjc+3TSUzof+cJFRI4GJhNERQUfKSk4c3P519Dg2JLqunI2bl1J3o41e41O2UJFaT5+v49MZ2bYqbYVbQiNTlm6136z2UJ8UhYpKZ1IS+tKh8xe/HzYpBNrdIph8M3qj/j0q1f4btXcZqdLA8jq0AfXoJFw2mnBn4mIiIiISDtos9Dk3nvv5eWXXw5tDxw4EIB58+YxduxYANavX09VVVWozcSJE3nmmWeYOnUqv/vd7+jevTtvv/02o0aNaqsyRUREjhmGYbCtYB1Lv5/L2nUL2bR5KWVFWzCAK/peToc+l4Xa5jhziLJF4jNBVse+dO0ynH49xjKo16nERLna7R5ERI4VzugEBvU6lUG9Tg3b7/f72Fa4nmRrItTVh0apFK6vaPY8gYCfsuKtlBVvZe2a+aRGp/Jzz66w2uGAmBjezZ9LmdlNh6ze5Gb1PT5GpwQCUFoKBQVQWMg3C59k8aZPwpqYTWZyOg9i2OCfcdrIK8hIPrSpnkVEREREDieTsfeqeseB6upq4uLiqKqqwunU/OsiInIMMwzWbvqar1d/yNoNi9m6eXmz08UADEwbwIPjHgzO579rmq0tpipysnprkVwRkSOkqqaUTfmr2bL9O/J3rqWgYAPFxZupKN2O3+8DYHD6IO4fe39Yv1s/vpUN5RtD2xaLFVdiJimpuaSndSU7sycdM/vQvcMgYmMSjuQtHZS6+irmf/sfFn37Nnd2nozTume0yLKdy7h/wQNYLFZyuw3npCETOW3E5SS60tuxYhERERGRphSaiIiIHCVq6yuJqfNCeXnwUVHBU4v/wZxNHzfb3mQykZLehdzcIQzqM54zh10OERFHuGoRETmQ3aNTNuWvIsYDJ7n6hEaoGI2NXPrWpTT4Gg94nmsGXMOFAy4LLT7f4LCwqGI1udn9yEnr3i4heUV1MZ8v+TdLlr7LxnWL8Pm8APx++O8Zn3tasJHFgjcpgY9qVjD2pEtxRh+9wY+IiIiIiD56KiIi0g4MwyC/8EeWfT+XH9YvZNOmbykt2sKrE1/B6dgT+vdM7hkKTWz2CLI67J5qawyDep1GbHR8e92CiIi0ksVipVNmbzpl9m5yzPC4ubPz/9iyYw35O9ZSULiBkqItVJTtGZ2yW1ZsJrjdwUdZGdvLNvDEJ7eFrhGflBUanZKT2YuOmX3o0mHAYQ8pisq28dni1/hm6X/ZsvFbAoFAkzbfFC9n/OhJkJ4OycnYLBZ+xkmHtQ4RERERkbag0EREROQI8Pm9rNm4iFU/zGPdj4vI27y82YVw15asZXjW8OBGRAR9Bkzgopw4BvQ8ld5dRhz7c9yLiEgYs93B4N7jGdx7fNh+v9/H1p1r2ZS/im0717Jz53pyOg8EHMHQBNhevT2sfWlRHqVFefyw+vOwc0XHJjDzirexuxJCo1RqbAZRzsQWR6cs3bmUO+bewWOnP8aQjCHQ0AAFBfztnduZv/wdmpuuICraRd9+pzNq+MWcPPBnYHP8pOdGRERERKQ9KDQRERFpCz4fVFRAeTm+0hIun34WDY21LTY3mUykpHWmLjMZBg0KrksSGUkKMIkzj1zdIiJyVLBYrORm9yU3u2/Tg14v1NaSlG5hXHQNhUUbKS7aTEXZDgIBf5PmkX4T9qoaqKoJ7XtxyZPM27aA+KRsUlI7kZHWjezMnnTK6kuXnAHMXDWTb9bP4yPvPxjS/VdQWQlAR78zLDBxxqXQb8AExoy4jKG9z9A6WiIiIiJyzNO/aEVERA6D7YUbWPb9XL5fv5Bkt4Vfdb0Udi0bZgWyo9P5sXFDqL3N5iCzQ1+6dh5G355jGNx7vOZ4FxGR1rHZID6evkPOpu+Qs0O7fX7vntEp239gZ+GPFBZuJMvsanKKHTU7do1O2UJp0ZYmo1N8ZhgXgB92vMMm2yAMw8DpcHJS9kn8d8dnDBh4FmNHXM6A7qMxmUxtfcciIiIiIkeMFoIXERE5SH6/j+83L2Hl95+zdsNXbN28gpqqktDxxMgEXjr/pbA3kV7f8C6rvfn06DaS/j1PpW/XkZpqS0REjpxdo1N2Px6cfQeb8ldRWbaj2TVJ9lXlgIJY2PDnaoiNPQIFi4iIiIi0D4UmIiIiB+LzQWUlq9fO54VPH2PH1jV4PA0tNjcBL171FklZ3YLTbO2aaktERORo4/W6yStYy+b81Xy44k0WfD+baA9EeaHeBoUxUBAD3ggrM86fwRX9rmjvkkVERERE2pRCExERkX3sKN7Esu/n0t+WTYdALFRXg2GwsWwjt3xya5P2NpuDjJzedOsynD49xjC412nExSa1Q+UiIiI/zfKC5Qx+bnCT/cuuW8ag9EHtUJGIiIiIyJGlNU1EROSE5vf7WLvlm9BUW3mbllNdVQzApP5X06HXRaG2neI7EWFxYImKpmOngXTvOoIBvU6lT5eR2GyO9roFERGRw86MmQCB0FcRERERkROFQhMRETmx+P0s/+Ezlqz+kB83LCF/62o87uan2vqh5IfgN7GxkJCAJSGBf41YS0pyRy16KyIix6WU6BTSYtLIdmYzZeAUpq+YTn51PinRKe1dmoiIiIjIEaHpuU4gS3cu5Y65d/DY6Y8xJGNIe5cjxzn9vsmR1tLvXElZPsluC1RUQHk5VFXx5OIn+HTLZ82ex2q1k5Hdiy5dhjGkzxmcMuBnYNOC7SIicuJw+9zYLXZMJhOGYeDxe3BYNaJSRERERE4MGmlyApm5aibz8ubxyqpX9Ca2tDn9vsmRNnPVTOZtmccznz3GWFd/1v24iLzNy6muKOT1n79OjD0m1LZncs9QaBIdE0+HXVNt9e81jn5dR2mqLREROaHtHZCYTCYFJiIiIiJyQtFIk+Pc1sqtlNaXYt9ZxP+bfjmVjVVYzBaynJlAcK5im6XpJ6j/NPpPdHR1DG0v2b6EF5a/cMDrxdhjeOLMJ8L2vbj8RRZtX3TAvsMzh/Orwb8K23fbx7dR5a46YN9rBlzDyTknh7bzq/J5YMEDB+wH8Ncz/oorwhXanrNhDm+tfeuA/bKcWdw/9v7wcy36K+tK1x2w74TOZ3Jx7z3rJPj8Pm6YfUOr6r1txG30TO4Z2l5VuIp/fvPPA/azmC08e+6zYfte/+51Pt/y+QH79kvpx+9O+l3Yvv/3+f+jqLYobJ/X7w3Neb29egf+gJ9oexRPnvkkhmEQ54jDYrZw92d3H/CaAA+Pe5i02LTQ9vy8+by6+tUD9kuKSuLR8Y+G7Xvqm6dYUbjigH3HdBjDVf2vCtv3m9m/weP3HLDvb4b+JmyB1B/LfuSxrx47YD+Ap85+KuwNiXfWvsuHG2YfsF/XhK7cOerOsH0PLXiIrVVbD9h3Yo+JnNPtnNB2jaeGW+bc0qp6j5bXiN/O/i1VnuBrxPaqHTg8fmzNTLt+/5j7GJyxa1Hb2FiK7F6+rP2ewb3G0zGzt6baEhERERERERERQCNNjnsdn+wIQOcy6FUFcQD4qWzYtt9+3vJSMMWHtt1lxRTt3HDA69XbY6AqPOSoKtnWqr5VtvQmfYsLNlLZWHnAvo3ZRRC3p6+voqxV1wQwKishcs8bpnWlO1vVN6re26TeyqKtFBUduG+ts094X7+v1fV6ykvAnhHadpeXtKqvxWRuUm9N8fZW9a0krknf0p2bKKotaLFP6DP97npu+8+eN7qfP+/5Vt+rv7IcApGh7YbSwtb1ja5q+rMp3tqqvtVRuU1/D3duwN2K0MRdVgxRe/p6y0tbfa9UVcFeoUldyY5W9U30WpvUW164haKKTQfsW5e4E1L39DXc1a2u92h5jdia/13o+5h9OwABE3To2J+GTlnQfxgkJIDNRipwEacf8JoiIiIiIiIiInJiUWhynHt14qtM/u9kDJMPfzMfpLaYzJho5oDZAmbzXg3NmM2WA17PbLGG9wNMZsv/Z+++46Oq8v+Pv2YmmUmdJKT3QoBQlBIUUaQJim0VV7CsCoqLbV0rWL425Ley1sVVV3RFEXDXrmtHVLA3QFDpLaR3kkmdSWbm98fAwJBAAiSE8n4+HrPJvfecez93ZpyFeXPOaVdfjMYWfY2m9vU17FmvsX31tnZdQ3uvaTK1vNcD7es+iHrbea/GPZ+j/am3lb5GP78Wfd24cbpb+Wf+eN5rt5x0CxgNB3yvtLPe1t6HRlPLelvT2r0aTCaM7gN4D+/H+9B9gO9Do7GV/+ba2RfTgdd7uHxGBFtCqHHUerebjLA9ECoDoTrIyOMTXmDSoCvbPreIiIiIiIiIiAianuuYsKJoBdnPZ7fYv3zqcp+phEQ6gt5vcqjpPSciIiIiIiIiIh3F2HYTOVoYd7zcRr3scgjo/SaHmt5zIiIiIiIiIiJysPTN0jEgJjiGuJA4shOymXP2HLITsokLiSMmOKarS5OjkN5vcqjpPSciIiIiIiIiIh1F03MdI+zNdswmMwaDAbfbjcPpwLLbotMiHUnvNznU9J4TEREREREREZGOoIXgjxG7f3loMBj0ZaJ0Kr3f5FDTe05ERERERERERDqCpucSERERERERERERERFBoYmIiIiIiIiIiIiIiAig0ERERERERERERERERARQaCIiIiIiIiIiIiIiIgIoNBEREREREREREREREQHAr6sL6GhutxsAm83WxZWIiIiIiIiIiIiIiMjhIjQ0FIPBsM82R11oUlNTA0BycnIXVyIiIiIiIiIiIiIiIoeL6upqrFbrPtsY3DuHZhwlXC4XhYWF7UqMjjU2m43k5GTy8vLafGOIiBxp9BknIkczfcaJyNFMn3EicjTTZ5zI4eWYHGliNBpJSkrq6jIOa1arVR/SInLU0meciBzN9BknIkczfcaJyNFMn3EiRw4tBC8iIiIiIiIiIiIiIoJCExEREREROYYsXboUg8HA0qVLu7oUERERERE5DCk0OYZYLBbuv/9+LBZLV5ciItLh9BknIkezQ/UZN2/ePAwGw14fP/zwQ6de/0i1t+fr73//e4u2n332GaNGjSIqKorw8HBOPPFEFixY0Op5S0pKuOaaa0hMTCQgIIC0tDSmTJnS2bcjcsjpz3EicjTTZ5zIkeeoWwheREREREQOzLx587jyyit58MEHSU9Pb3F83LhxREVFdUFlHWfp0qWMGjWKJUuWMHLkyA45p8FgYOzYsVxxxRU++wcOHEjfvn292++99x7nn38+Q4cO5ZJLLsFgMPD666/z1Vdf8cQTT3DLLbd42+bl5XHKKacA8Oc//5nExEQKCwv56aefeO+99zqkbhERERERaemoWwheREREREQOzplnnsngwYO7uowjSs+ePbnsssv22ebpp58mPj6eL774wvuvTa+55hqysrKYN2+eT2hyzTXX4Ofnx88//0xkZGSn1i4iIiIiIrtoei4REREREdkv999/P0ajkc8//9xn/9SpUzGbzaxatQoAh8PBfffdR3Z2NmFhYQQHB3PqqaeyZMkSn345OTkYDAYee+wxnnnmGTIyMggKCuL0008nLy8Pt9vNzJkzSUpKIjAwkPPOO4/Kykqfc6SlpXHOOefw6aefMmDAAAICAujTpw9vv/12u+7pxx9/ZNy4cYSFhREUFMSIESP49ttv9+t5aWhooLGxca/HbTYbERERPtNz+Pn5ERUVRWBgoHffunXr+Pjjj5k2bRqRkZE0NjbS1NS0X7WIiIiIiMiBUWgiIiIiIiI+qqurKS8v93lUVFR4j99zzz0MGDCAKVOmUFNTA8CiRYv497//zX333Uf//v0BT0jwwgsvMHLkSB5++GEeeOABysrKOOOMM1i5cmWL677yyiv861//4sYbb+S2227jyy+/ZOLEidxzzz188skn3HHHHUydOpX333+f22+/vUX/jRs3ctFFF3HmmWcya9Ys/Pz8mDBhAosXL97n/X7xxRcMHz4cm83G/fffz0MPPURVVRWjR4/mp59+atdzNm/ePIKDgwkMDKRPnz785z//adFm5MiRrF69mnvvvZdNmzaxefNmZs6cybJly5g+fbq33WeffQZAbGwsp512GoGBgQQGBnLmmWeSk5PTrnpEREREROTAaE0TEREREREBdq1p0hqLxeIziuL3338nOzubK664gkcffZR+/foRHx/P999/j5+fZxZgp9OJ0+nEbDZ7+1VVVZGVlcXZZ5/N3LlzAc9Ik/T0dKKjo9m4cSNhYWEA3H333cyaNYv+/fuzbNky73kvvfRS3nrrLWw2m3fURlpaGtu2beOtt97iggsuADyhTVZWFnFxcaxYsQJouaaJ2+2mV69eZGRk8PHHH2MwGADPqJG+ffuSmZnJp59+us/n7ZRTTmHixImkp6dTWFjIM888w++//86//vUvrrvuOm+7uro6rrrqKt544w12/jUsKCiI//znP5x33nnedjfddBP//Oc/iYyM5IQTTuDKK68kNzeXGTNmEBsby6+//kpQUNA+axIRERERkQOjNU1ERERERMTHM888Q8+ePX32mUwmn+1+/foxY8YM7rrrLn799VfKy8v59NNPvcHGzj47+7lcLqqqqnC5XAwePNgbYuxuwoQJ3sAEYMiQIQBcdtllPucdMmQI//3vfykoKCAjI8O7PyEhgfHjx3u3rVYrV1xxBQ8//DDFxcXExcW1uObKlSvZuHEj99xzj89oGoDTTjuNBQsW4HK5MBr3Pkh/z2m8rrrqKrKzs7n77ruZPHmyd+oti8VCz549ufDCC7ngggtwOp08//zzXHbZZSxevJiTTjoJgNraWgDi4uL48MMPvddOSkrikksu4T//+Q9XX331XusREREREZEDp9BERERERER8nHjiie1aCH7atGm8+uqr/PTTTzz00EP06dOnRZuXX36Zxx9/nHXr1vmsy5Gent6ibUpKis/2zgAlOTm51f3bt2/32Z+ZmekdKbLTzvAnJyen1dBk48aNAEyaNKn1m8QzXVlERMRej+/JbDbzl7/8hWuvvZbly5czbNgwAP7yl7/www8/sGLFCm8QMnHiRPr27ctNN93Ejz/+COANWSZOnOgT1kyYMIHLL7+c7777TqGJiIiIiEgnUWgiIiIiIiIHZMuWLd7Q4bfffmtxfOHChUyePJnzzz+fadOmERMTg8lkYtasWWzevLlF+z1Hs7S1vyNmGna5XAA8+uijDBgwoNU2ISEh+33enUHPzgXrHQ4Hc+fOZfr06T5BiL+/P2eeeSZPP/00DocDs9lMQkIC4FnTZHcmk4nIyMgWYZGIiIiIiHQchSYiiIslaQAAo8FJREFUIiIiIrLfXC4XkydPxmq1cvPNN/PQQw95p53a6c033yQjI4O3337bZwTI/fff3yk1bdq0Cbfb7XOtDRs2AJ41T1rTvXt3wDOV15gxYzqsli1btgAQHR0NQEVFBc3NzTidzhZtm5qacLlc3mPZ2dkAFBQU+LRzOByUl5d7zykiIiIiIh1v7xPzioiIiIiI7MUTTzzBd999x/PPP8/MmTM5+eSTue666ygvL/e22TlCZPcRIT/++CPff/99p9RUWFjIO++849222WzMnz+fAQMGtDo1F3gCiu7du/PYY4951xLZXVlZ2T6v2drxmpoaZs+eTVRUlDcAiYmJITw8nHfeeQeHw+FtW1tby/vvv09WVpZ3Wq6RI0cSExPDK6+8QmNjo7ftvHnzcDqdjB07dp81iYiIiIjIgdNIExERERER8fHxxx+zbt26FvtPPvlkMjIyWLt2Lffeey+TJ0/m3HPPBTxf6A8YMIDrr7+e119/HYBzzjmHt99+m/Hjx3P22WezdetW5syZQ58+fVoNKA5Wz549mTJlCj///DOxsbG8+OKLlJSU8NJLL+21j9Fo5IUXXuDMM8+kb9++XHnllSQmJlJQUMCSJUuwWq28//77e+3/zDPP8O6773LuueeSkpJCUVERL774Irm5uSxYsACz2Qx4AqTbb7+de+65h5NOOokrrrgCp9PJ3Llzyc/PZ+HChd5zWiwWHn30USZNmsTw4cO5/PLLyc3N5cknn+TUU0/1Gc0jIiIiIiIdS6GJiIiIiIj4uO+++1rd/9JLL5GamsqkSZOIiopi9uzZ3mM9evRg1qxZ3HTTTbz++utMnDiRyZMnU1xczHPPPceiRYvo06cPCxcu5I033mDp0qUdXnePHj146qmnmDZtGuvXryc9PZ3XXnuNM844Y5/9Ro4cyffff8/MmTN5+umnqa2tJS4ujiFDhnDNNdfss+8pp5zCd999xwsvvEBFRQXBwcGceOKJvPjii4wePdqn7f/93/+Rnp7Ok08+yYwZM7Db7Rx//PG8+eab/PGPf/Rpe8UVV2A2m/n73//OtGnTCA8P55prruGhhx7a6xovIiIiIiJy8Azujlg9UUREREREpAulpaXRr18/Pvjgg64uRUREREREjmBa00RERERERERERERERASFJiIiIiIiIiIiIiIiIoBCExEREREREREREREREUBrmoiIiIiIiIiIiIiIiAAaaSIiIiIiIiIiIiIiIgIoNBEREREREREREREREQGOwtDE7XZjs9nQrGMiIiIiIiIiIiIiIrI/jrrQpKamhrCwMGpqarq6FBEREREREREREREROYIcdaGJiIiIiIiIiIiIiIjIgVBoIiIiIiIiIiIiIiIigkITERERERERERERERERQKGJiIiIiIiIiIiIiIgIoNBEREREREREREREREQEAL+uLqCrOJ1OmpqauroMOUD+/v6YTKauLkNEREREREREREREjiLHXGjidrspLi6mqqqqq0uRgxQeHk5cXBwGg6GrSxERERERERERERGRo8AxF5rsDExiYmIICgrSF+5HILfbTX19PaWlpQDEx8d3cUUiIiIiIiIicqRYVriM6Yun88jYRxicMLiryxERkcPMMRWaOJ1Ob2ASGRnZ1eXIQQgMDASgtLSUmJgYTdUlIiIiIiIiIu0yf9V8luQsYcGqBQpNRESkhWMqNNm5hklQUFAXVyIdYefr2NTUpNBERERERERERFrldrvZWL6eYlshzc0O3lrxCn5OePX3/zJpwCTcbjdRQVGkhqd2dakiInIYOKZCk500JdfRQa+jiIiIiIiIyOHB5XLiaLaDy0WA0Qwul/exuvg37I4GHM2NOByNNDXbcTQ14mhqpLnZ4f15avIppFlTvP3yt+eyYOXLNDc7aGq243Q20dzkoLnZQbPTgbO5iaZmB67mJv457kkCd17X7ebVVa/w+u+v4WxuwuVy+tQ6aMdPN2Xc9Ws2DhM4TPDttT+B2cz/tnxMaVMVYaHRhFmjibDGEhEWS2R4POEhURiN+oebIiJHs2MyNBERERERERGRw4PWl9gPbjcul5Oa+ioczXbsTQ04HJ7wYc9AoqnZzpD4Ewj1D/aGEBvL1vPV1qU0NdtparJ7wocdj6YmO81Oz+/BpkD+b9hdPsHHnB//xY/53+NsbvI8nDsezU00O5twu1wAjEk/jZtOusmn7JlvXkxdU32bt5d68u2kpQ73btdXbOC7r//TrqemuaoSLKG7djQ10eRo3GcfA2B2QqDLyM2DbobiYgC+WzqfNWVrW+9jMBAYaCUg2Mq5/S7kwgGXgNkMZjMufz/e3PQe4dYYT9Bi9QQtYSGRClpERI4gCk1EREREREREpMscbutLOJ3NOJoasTc1YHc00NTkCSeamu306tYTw46RDDidbChbz8by9d4QYvcwYud2c7ODhOA4LuozwSeEeOLbx8ivyqW52bEjeHB4AwnP7804mx1c2vdizut5rncERXXDdq54d1K77uXJcbMJjcjwbudt/YJ3f5jdZr8wixV6XOWzr668kPKSnDb7NrmaWuzzM7bv66dmV7PPtr/Rv139jAYjTQY3+PuD0QhGI6ERcUTGpOLnZ8bk54/J5I/d1cRv5WtwG8Do9gQmZic8d/psMq1p3vPZ7La9XsvtdlNfX019fTXuinJv0AJQa7ex4O3bW63PEhRKYFAYwcHhhIR04y/DbiUlpoenZrOZsqZqttUXeUe0hIVEaYYNEZEuotDkCNDW/0nef//9PPDAA4emGBEREREREZGDtK1qG+X15RgMBl77/VUsTfDeL//lzLhh2OqrCDIFEGEJo6nJjqN5xxROO0dROB1kWtMYkngiOJ2eAMPl4vFvHsXuaKC52U6zs8kznVNzk89oCmdzE9cOmsrA2P4+U0fd/8W9uJzNnqmc3K691v3WxDcxm8ze7R9WzeeNNW+2eb99ontzUaBvIJS37ic2bd/cZt+GBpvnPndobwABBx5CtBZ8mP0t+PtbMJn8MZr8MPmZMfn54WfaEUr4+eNnMtMtsRfExnrDC4xGsk+6gAanHX9/C35+Zvz8zPj7W/D32/HYce6MxBMhMsPTz2Ag1jWQB7L74G8OwOwXgNnPgtkSiNnPgsU/ELN/AGb/AEymls/J2WPGcDaP++xbUbSC7OezMWLEhcv70zb6FIgdAA4HOBxMTn6O0u35VNvKsNWWY6spp7a2ktraSurrqqirr6Khrhqrxepz/r2FLS63i4a6ahrqqqksywXAkDIBqne1Wbl5Mf/86SnvttFoxBIYSlBwOEE7gpaQ4AhiIpK59pS/eka37Ba4+AcGK2gREekgCk0OwqEaQlxUVOT9/bXXXuO+++5j/fr13n0hISHe391uN06nEz8/vbQiIiIiIiJyeEp7Mo1gOyTboL8NLM1goIxnfp/Yrv6nZ4xlyJBgn30/fPkKjU57m33rUgohaNfoC6OjCXtjXbuu2+Rs8glN2htC7BleQOvhh9FowmTy846MMJn88QsJg9BQbwBhdoWQ0fNETCZ//P0s+Pmbd/2+WyDh52cmtO+JEJbo7ZvRPYY/983A38+C2T/A89Mc4LNtMXvCCMKTwWAAkwkMBm4891xubNfdtnTLgJcOqF8QkB2bdIBXbSkmOIa4kDiSrclMGTiFub/MJc+WR0xwjOc5CgiAgACGDDi7XedzO53Q1OQNW4Kqi5kY8iC2mnJqaiqoqavwBC21VdTXVdFQX01Tk+c92lbg4nLtCloq2ObdnxiaAOGn+bR97qv/x48FP7UIWoKDIwgJ6YY1NApraBT9U05gcNrJPoGL289PQYuIyB70zfpBOFRDiOPi4ry/h4WFYTAYvPuWLl3KqFGj+Oijj7jnnnv47bff+PTTT5k3bx5VVVW8++673r4333wzK1euZOnSpYDn/4Affvhhnn/+eYqLi+nZsyf33nsvF154Yafdi4iIiIiIiBy7tttK+WDp80ysTKC+rNDnmHs/ztPs3ksI0Y7QpMntBD8/b5BgsUbQLTIJo58/fiZ/TP5m/Ez+nmmdTP74+Zvx9/OMsCA1FQJ2BRg9Q8/l3O5J+PmZMfsFeH6aA7zb/v6eMCIsMAISBviMvph+8mLP9XeEFGY/S7vWvbAATw7/cT+erV0SSSGxz5AD6ns0SLImkXNTDmaTGYPBwNTsqTicDix+lgM6n8Fk8oRKAQEAdIuK4vLu/fbZp9FRT0VVEaGWSGhq9gYu8UEVnGxtoqa2grq67dTVbqe+rprG3YIWaBm2wK7AZW9By07GrPEMHrjrPeZ0ObnwzQmYA0J2BS0hEYQEdyM0NBJraBRh1mjCrTEMTj2Z8LAYT9ji376wUETkSKXQZD/5DCFe/RoAr65+lUkDJuF2u4kKiiI1PPWQ13XnnXfy2GOPkZGRQURERLv6zJo1i4ULFzJnzhx69OjBV199xWWXXUZ0dDQjRozo5IpFRERERETkWNDsbGLJT6/z2VfzWP/7UpxO38DDDZQHgcMETiOMyRhDtDUOf5PvqIndp3JK65YBKdk+IcTt6e9gMJq8Iycs/oH4+3tGTuw+ldOe/6o+A3j5wj8f0L1lZ2WRzSUH1Dc6KOiA+snB2T0gMRgMBxyYHKgAcxCJMd1b7D85bTInnza51T4NjbVU2IqprC7G6GiGiJ7esAWHg/heg7F3s+41aNlpz8Cl1lFLs7OZ5jrPSJh9eWTMw4RH9/ZsGAz8XLaKf/36AsHBEd4RLaGhkVhDdgUtEdZYuoXFkRbb0xNUiogcIfSJtcMT3z/BE98/0Wa7gpoC7+8GPH/QKq0rJfv5bO/+xNDEVvveOvRWbh1660FW2roHH3yQsWPHtru93W7noYce4rPPPmPo0KEAZGRk8M033/Dcc88pNBEREREREZGDsmbLj3z4+RyW//w/6mq3tzhujUrke0MBRVYDjX5u7/oSL132MIPiB+339bKj2v93YpEjSWBACEkBmSTFZLZ6/JZ+C1rs2z1oqaoqocpWSu/wTAhN9YYtjZUuYhN6UF9XRWO9rdWgZSefwMXtprKqiPKSHMrJ2WftYRYrCy9Y6Ak3d0wJtmDta/xetaHVoCXcGkO3sDgiw+MJDYrQ1GEi0iUUmuxgs9t8ApG9yeyWSU5VDs2uZtx7GTy8t/PsbUGwjjB48P5ND7Zp0ybq6+tbBC0Oh4OBAwd2ZGkiIiIiIiJyrHA4cOXnceNz55Ob93uLw0FBYQw64Q+cOXoq3WLTOOHfJ3Bca+tLiMhBaStoAYhlEC+MOc+7Xd9YQ2VVMRXVRVTZSj2PmlJqbBWE9x4I+HsCF7udBj/w8/Onublpn3WEWkI9v7hcYLeD3c7WzctYU7iszXs4PXMcN556q2cNlh3rsDzy82zMgSFYQ6O8IUt46K6gJSQoXEGLiBw0hSY7WC3WvY4Q2V3vqN68duFrPiNLdooOivZZEK61a3SW4GDfBfCMRiNut2+o09S06//IamtrAfjwww9JTPS9b4vl0A5NFRERERERkSOX2+nEUFYGeXlQWorR5SKFMHJ3HDcaTfTscypjhk9m9JCL8fff9XfOjlxfQkQOTlBAKEFxoSTF9Wiz7fkjRnA+T1PfWENFVZEnaKn2BC3VNWXYasqpqa2gmykEoqM9gcmOES7t/UfFYeYQaGz0PIBmZzNff/3KPvuYTH4EBFm5c9R9DEg90Ru25DWU8Fn+V4RZY4jYY0RLcGBYpwYtywqXMX3xdB4Z+0inroksIh1HockO+zN11oqiFQDeocM7f35y2ScHNIS4M0RHR/P7777/qmflypX471isq0+fPlgsFnJzczUVl4iIiIiIiOwXt9vNrxu+5qMlz7Ph1y+YM/afPmHHaRmnsclZxrBTLuHsUVOJCk9o9Txdvb6EiBycnUFLclzPdvd58LThVFQVUVldzPbqkhZBS01NBXV124lL6AkBAZ6wxeWixlHT5rmdzmbqaioJbGiC8nLv/tzcb3n724db7bMzaAkKDscaGsXsP/zLZ3TLr9vXU9ZcTbewOLpZY/c7aJm/aj5LcpawYNUChSYiRwiFJgcgJjiGuJA4kg/jIcSjR4/m0UcfZf78+QwdOpSFCxfy+++/e6feCg0N5fbbb+eWW27B5XIxbNgwqqur+fbbb7FarUyaNKmL70BEREREREQONyUVuXyw5Dm++fa/lJds9e7/qeAnTk09FSwWSEoie8QI/m2d0YWVisjh6kCCFpxOghtqmdl/qTdosdWUU20r8wQttRXU1VVRX7ud+roqrEERPt33NbplZ9BSV1NJU1UlFBb6HF/83eMs3falz77dg5ag4HCCQ7pxYtop/HHAJWA2k99QSoWzhs21eby94hVMTnh19atMGjAJt9tNVFAUqeGp7b9/ETmkFJocgCRr0mE/hPiMM87g3nvvZfr06TQ2NnLVVVdxxRVX8Ntvv3nbzJw5k+joaGbNmsWWLVsIDw9n0KBB3H333V1YuYiIiIiIiBxO7I4GFn+/kC++epnN677H5Xb5HDeZ/Ngc2MCpQ4Z4puExGNCKAiLSoUwmzCFhDOi1H7OlNDdDUxM4HGT1iuXK43pjq90VtNTWVlJXt526HUFLY72t1an1WxvhsnvQslNKnQmCPNP5X/ffP3j371o5uJT/W5lNsxGcBoiPSMLPPwA/cwA3nnwLA5IHg8kEfn7k1OTzytrXsFiCsQQEE2AJJiAgxPN7QAiBAaEEBoQQZA5mQNwAjAZj+58XEWmTwb3nwhdHOJvNRlhYGNXV1Vitvh90jY2NbN26lfT0dAICArqoQukoej1FREREREQ6UVUVz71zD599/TKNjbUtDiek9GH4KX/irBFXE2E9fGZeEBE5EG63G7u9jgCX0TMl2I7A5YNf32JL6TpsewlanM5mACb2mcDl/S8HYOnWpcz+cTbOPULmvXlw5AwGxu+KV5YXLueBL9serec0wAdXfIzR3+wNXP65/FleW/cmJrMFf0sgZv9A/C2eh9kShL85EIs5iOMSBvLXYbeCn5/38d/fX6W+qZ4g/6AWj0D/QO/vVot1n+s6ixzpNNJERERERERERDwaGyE/37Ooe20twQVlPoFJqDWKE4ZcwNmjrqFn2uGxpqeISEcwGAwEBIR4NoKCvPvPSfzrXvu43W7qGqqpqCoiyO0H/mHgcDCyb19C+g7kqjcvx+wEfxf47XgkBERjcLlodjTiaLbT5GpuMXuN3WlvV82BRn+MjiZwNHn3+ZdX0q3KDtgBz7RkbsCx47FTckIhNPt+jn/x4W3k1hXRbMT7cBrw2W42wl0j/o9Jg6d4w5bChlLOf+OPmC1BmC1BWAKCsViCCbQEE+gX6BO+3HjijUQGRXqvua1qGxsqNuw1pAnwC9BIGjnkFJqIiIiIiIiIHMMaGmv59Nv5LP1mAXf0mkJccKz32Oj00by98X/0OW40Y0dcxbBB52My6asEERHwBC0hQeGEBIW3OGYMrOK3ODBixIXL+3P51E8YFL8jrHA6cTrsGJxOcLk9U4o1N5PVJ517B2TT2FhLo70Oh6Mee2MdDns9dnsdDkcDDns9JqcbAgM9/ZxOcLmICIwgPTwNe7Mdu9Pu/dnkavapr7VlBpqa7JidYHbu+77j8qsg4HfvtrM6j9hVm33aOIEaYPsegcs1Tf0hPMkbuHy9+lVmfPdQq+FMsxGcRvA3B9Arri8/XrPM5xr3LbmPVSWrPEGLX8vRMTsfx8Uex+CEwT59N1Rs8Al0AvwCMBiOjskllxUuY/ri6Twy9pEW9y3toz/piIiIiIiIiBxj3G43P/32CYuWvsCvv3yC3V4PwFJzBhf3u9jTqFs3Evr3Z8H4iwkOCuvCakVEjjwxwTHEhcSRbE1mysApzP1lLnm2PGKCd5vO0GTCFBjUom+3mBhO7N5v/y/qcnHxGWdw8Y7wBafTG8Q4HXZvCNPYWIu/2wCWbt7jOJ1MHv5X6uqrcdjraXI00NTkG7zs/BkbEutz2WZ3MyH+wS3CGQOeUTb+u81SFlhVC43F3u2Abflklbd1Y42kFZfDBx94pyHDzw/bZx9SWrJiryNinDt+Xn3CNQwem+7t5zIa6PNkL5zGHUXu0Frg8vSZTzM0eai3zZqyNTz787N7DWh2HyUzNGmoTxDT7GrGZDB1ejgzf9V8luQsYcGqBQpNDpBCExEREREREZFjRF7xBt774ll+/P4NtlcUtDj+c9VqLu7ZE5KSIDgYgOBDXaSIyFEgyZpEzk05mE1mDAYDU7On4nA6Wh3h0WGMRjCbPY89mPB8nu/rM33kKaf47nC5fIIXn993e6Q7e/LfQad5wxm7vY5Gez32xlrPyBh7PXZ7PQ57PSH+IT6XyIrK4qI+Ez2hjNM3nHE0O7zbCdYEcO8ajQNgrqknqr7tpyVzUyUEf+fdbmq2c+Ymz+++YUv9jseuwMWUtg7qu3kDl/ycH3jji6f3GtDsDGH8jH403dvkU8eti27l6Z+ebrFGjE/g4hfI0KSh3DHsDp++L/7yIo3NjS2mO9v5qGyopKG5gfCAcF5b/RoAr65+lUkDJuF2u4kKiiI1PLXtJ0sAhSYiIiIiIiIiRzenk69/eJ3XFz3Otk3Lce9x2N/fQr8Bp3P6yCmc3P8cMJq6pEwRkaPN7gGJwWDo3MCkMxiNnoe/f7u7mICgHY8W3O4WIUy/5pPpt2cQs5dwZs/9M0bOoLF5z6ClZfiSEZGxRxluRqePajGCZveQxu7w/AwvrAT7Bm/fgG1rOaFw7/fvNHgCFIvFDF9+6Q1bMJmIXJ9HnxI3zca6HQ+oNULVHgFMYDNwosPTz+hZz+XBLx9kW/W2dr0Ghh3JTVldGdnPZ++67/v3/BOA7I1CExEREREREZGjjdsNlZWeBd2Limje+DM5m5b7NEnLzGbEsMsYN2xyq/Pxi4iIdCiDYVeI0AECgcB2jITZc39AczO3xP+t9fZu32DBvcf2oLhBPH7647vCmVZCGnuz3bN4vc3m07dXQxBnmHr4hDI72zvdu+YwO4FqWLTIs2E0gsnE4DVVpDlaH93SYtSLwU2zEWosbhr9PaNe5p03r0Oe82OFQhMRERERERGRo8TW/N/54Is5jPTL5LjQ7t79Q5OGEug3B7M1nKEnX8S5o64lJb5XF1YqIiLSAUwmz8PSQaN4XC6fEMWwR+gS0txMz70FNK3tc+0KQy7ud/GudcP20Oxs9ox2cTo8gcvu9bhc3D7wBhqaGlqMjrE327G7PD8r6ytZVfyrt+vqaNjaDX68+kcGxQ/qmOfnGKHQREREREREROQIVlO3nY++fIGvvn2F3K2rALCnDue4k2/3NPDzIyClJw/f/zVpGYM6fQFaERGRI9Y+1oU5IHuuC7OXgMWvuRk/p5PgvYyUOan7iF399mJz5WZuXnQLRgy4cOMyGqDFpJzSHgpNRERERERERI4wTmcz36x4l8VfvsjqXz+nudnhc/yHgh9pjLASkJ4JcXFgMpHeRbWKiIgcsw5gXZh92nNdmN0egVVxFG+IJikojkt6/ZHnCt/D3lRITHBMx1z7GKLQRHxMnjyZqqoq3n33XQBGjhzJgAEDmD179iGtY+nSpYwaNYrt27cTHh5+SK8tIiIiIiJyuCoo2sDrnzzOzz++TY2tvMXxyOgUhg6dyDmjryUgpnsrZxAREZEj1j7WhUmIi+ObGXmYTWYMBgMXue/D4XRg8eugqcuOIQpNjhCTJ0/m5ZdfBsDf35+UlBSuuOIK7r77bvw6aPGk1rz99tv4tzMJVdAhIiIiIiLSCZqaoLAQ8vKo2/QTXyx+3udwQEAIA7LPZtyoPzOo92hNvyUiInKM2j0gMRgMCkwOkEKTI8i4ceN46aWXsNvtfPTRR9xwww34+/tz1113+bRzOByYO2jevW7dunXIeURERERERKT9mp1NfPnzmwQVVzDUP927kGyPbpkkW5MoqCmke9ZQRg+fxNihl2ExB3ZxxSIiIiJHB2NXFyDtZ7FYiIuLIzU1leuuu44xY8bw3nvvMXnyZM4//3z+9re/kZCQQK9evQDIy8tj4sSJhIeH061bN8477zxycnK853M6ndx6662Eh4cTGRnJ9OnTcbt9FwcaOXIkN998s3fbbrdzxx13kJycjMViITMzk7lz55KTk8OoUaMAiIiIwGAwMHnyZABcLhezZs0iPT2dwMBA+vfvz5tvvulznY8++oiePXsSGBjIqFGjfOoUERERERE5Vqzd8hOPvXAVl18Xx+x/Xsrri2d7AxMAQ1gY117xFM/9cwtP3PsN54z4swITERERkQ6kkSZHsMDAQCoqKgD4/PPPsVqtLF68GICmpibOOOMMhg4dytdff42fnx//7//9P8aNG8evv/6K2Wzm8ccfZ968ebz44ov07t2bxx9/nHfeeYfRo0fv9ZpXXHEF33//Pf/85z/p378/W7dupby8nOTkZN566y3++Mc/sn79eqxWK4GBnj+4z5o1i4ULFzJnzhx69OjBV199xWWXXUZ0dDQjRowgLy+PCy64gBtuuIGpU6eybNkybrvtts5/AkVERERERA4DFVVFfLD0Ob755r8UF27wObZp+2a21hWQftypkJQEYWEc30V1ioiIiBwLFJoAfPUV2O2H/roWCwwfvt/d3G43n3/+OYsWLeLGG2+krKyM4OBgXnjhBe+0XAsXLsTlcvHCCy9457N96aWXCA8PZ+nSpZx++unMnj2bu+66iwsuuACAOXPmsGjRor1ed8OGDbz++ussXryYMWPGAJCRkeE9vnMqr5iYGO+aJna7nYceeojPPvuMoUOHevt88803PPfcc4wYMYJnn32W7t278/jjjwPQq1cvfvvtNx5++OH9fm5ERERERESOBE1Ndr748VU+//pl1q/+CpfL6XPcaDTSs8+pnHbqZBJPuhj8A7qoUhEREZFji0IT8AQmjY1dXUWbPvjgA0JCQmhqasLlcnHppZfywAMPcMMNN3Dcccf5rGOyatUqNm3aRGhoqM85Ghsb2bx5M9XV1RQVFTFkyBDvMT8/PwYPHtxiiq6dVq5ciclkYsSIEe2uedOmTdTX1zN27Fif/Q6Hg4EDBwKwdu1anzoAb8AiIiIiIiJyVLHZIC+P+k2rmfP6FJrdvmFJbEIPTj3lUs4eNZWo8IQuKlJERETk2KXQBDwjPo6A644aNYpnn30Ws9lMQkICfn67Xr7g4GCftrW1tWRnZ/PKK6+0OE90dPQBlbtzuq39UVtbC8CHH35IYmKizzFLVz3vIiIiIiIih1BpZR6bf/uKoSR5QhMgzBjI4MTB/JD/I0HB4Qw+8XzOGjWVvpn6B2QiIiIiXUmhCRzQFFldITg4mMzMzHa1HTRoEK+99hoxMTFYrdZW28THx/Pjjz8yfMf9Nzc3s3z5cgYNGtRq++OOOw6Xy8WXX37pnZ5rdztHujidu/6lVJ8+fbBYLOTm5u51hErv3r157733fPb98MMPbd+kiIiIiIjIYcruaOCz71/hi69eZtP67wj2C2Lw+S/jb/L3NDAaOW/UdQyJ+CsjT5iA3879IiIiItKlFJocpf70pz/x6KOPct555/Hggw+SlJTEtm3bePvtt5k+fTpJSUncdNNN/P3vf6dHjx5kZWXxxBNPUFVVtddzpqWlMWnSJK666irvQvDbtm2jtLSUiRMnkpqaisFg4IMPPuCss84iMDCQ0NBQbr/9dm655RZcLhfDhg2jurqab7/9FqvVyqRJk7j22mt5/PHHmTZtGldffTXLly9n3rx5h+y5EhERERER6Qhut5tf1i7hk6X/5pflH9DYUOs9VuOo5eeCnzm5/9meBd0TE+nn70+/LqxXRERERFoydubJ//a3v3HyyScTFBTkXRh8f1x77bUYDAZmz57d4bUd7YKCgvjqq69ISUnhggsuoHfv3kyZMoXGxkbvyJPbbruNyy+/nEmTJjF06FBCQ0MZP378Ps/77LPPcuGFF3L99deTlZXFn//8Z+rq6gBITExkxowZ3HnnncTGxvKXv/wFgJkzZ3Lvvfcya9Ysevfuzbhx4/jwww9JT08HICUlhbfeeot3332X/v37M2fOHB566KFOfHZEREREREQ6TmHZFp5/bTpX3pLO/f/vNL7/5lWfwCQkNJJRp11Nwh/+BMOGQVoa+GtkiYiIiMjhyODe26rfHeD+++8nPDyc/Px85s6du89RDHt65513mDFjBmVlZUybNo2bb765Xf1sNhthYWFUV1e3mJaqsbGRrVu3kp6eTkBAwH7ciRyO9HqKiIiIiEiXcTqhuBh3Xh5Xzf0D5XVlPof9/Pzpc/xpjB1+Fadmj8dk0kQPIiIiIkeCTv1T24wZMwD2e6qlgoICbrzxRhYtWsTZZ5/dCZWJiIiIiIiI7B+32836TT+Q1RAMhYXQ1IQBGJkynDfXvgVActrxnHrKpZw1fAphoVFdW7CIiIiI7LfD7p+6uFwuLr/8cqZNm0bfvn27uhwRERERERE5xuUXb+T9L57lh+/fYHtFPnP/MJfo4Gjv8dF9zqYqJYZzRl9L9+Tju7BSERERETlYh11o8vDDD+Pn58df//rXdrW32+3Y7Xbvts1m66zSRERERERE5BhR12Bj0TfzWPL1ArZtWsbu81ovzVnKhOMvhoQESEoiOTKSmwxXdlmtIiIiItJx9nsh+DvvvBODwbDPx7p16w6omOXLl/Pkk08yb948DAZDu/rMmjWLsLAw7yM5OfmAri0iIiIicrhaVriM0S+PZlnhsq4uReSo5nI5+W7l+9z/j/O4/LpYXnrpJnL2CExSuw8i7KQRcPrpMGAAREVBO//+KiIiIiKHv/0eaXLbbbcxefLkfbbJyMg4oGK+/vprSktLSUlJ8e5zOp3cdtttzJ49m5ycnBZ97rrrLm699Vbvts1mazM4cbvd+zwuRwa9jiIiInKsmL9qPktylrBg1QIGJwzu6nJEjj719ZCfz6xXruWHjUtaHA7rFs/QkyZwzuhrSU3o3QUFioiIiMihst+hSXR0NNHR0W03PACXX345Y8aM8dl3xhlncPnll3Plla0PdbZYLFgslnad39/fH4D6+noCAwMPrljpcvX19cCu11VERETkSNfoqGdb4VryizewetvPFJZsoqG6gm2FaxjZAOsrFrAmcBiFzioqDXYG9xhBSkIWfib9eUhkf9XUbSe4woYxvwAqKgAYEnEcP+AJTczmQI4fOI4zRl3NkOPObPdsCCIiIiJyZOvUNU1yc3OprKwkNzcXp9PJypUrAcjMzCQkJASArKwsZs2axfjx44mMjCQyMtLnHP7+/sTFxdGrV6+DrsdkMhEeHk5paSkAQUFB+oPvEcjtdlNfX09paSnh4eGYTKauLklERESkfdxuaGiA+noKizfx+rJ5lJfnUl6RR1VlIXU1la12MwAhgKF8O3c8P9G7fwFgNBqxRsQRFZVKTEw68bHdSYrvRWpCH1ITemP2DzgktyZyJHC5nHyz4n8s/vJFVv/6GTNOvY/jYo/zHj855RQ+sS3nlJMv5oxhkwgKCO3CakVERESkK3RqaHLffffx8ssve7cHDhwIwJIlSxg5ciQA69evp7q6ujPL8BEXFwfgDU7kyBUeHu59PUVEREQOBy6Xk+KKbeQVraegZCNFpVsoLcuhoiKPP3Ufz9CoAZ7gBGiqyuXzT59r33kBtwGMO2YnNYB3jQWXy0VVRSFVFYVsWv+9T7/MyEz+cf4cCA72PpZXrSUkIpbUxD4EmIM65L5FDnebclfxwRfP8tOPb1NTXebd//nWzz2hSUgIJCcTlJTEYxdM3MeZRERERORo16mhybx585g3b94+27S1LkVr65gcDIPBQHx8PDExMTQ1NXXoueXQ8ff31wgTERER6RoOh2f9g/p6aGjg6aWPsCn/V7ZXFFC9vQins7nVbnlBfRga2d+7HRsc43M8OCSC8G4JREYlExWZQlxMBnazieuXTqPRD9xGsDRBcBM8fsoMKsvyKCnbQkVZLhXleTQ32VtcMz44bletZZ4vip9//xoKa4s8o1fCYoiMTiEmOo24nSNUEvuQntCXwICQjnvORLpAVU0ZH335Al998woFuatbHLcEBONMSYZhwyAiogsqFBEREZHDUaeGJoczk8mkL91FREREpIXa+irvuiKFpZspKdtKeXkulRX5JPpFMPPU+33aF/z2LZtLW34hu6eypioIC4OgIAgKIiAoiNuSXiMuOoPU+KxWQ4oVRSto+A6MGHHjosnfSKW/i+NPOIdB8YO87dxuNyWVueQUrCa3cC2FxRspKdlCz/B+4OcHzZ4gp9nZTEldiacPUFNdSk11KTmblrW49i0j72R0v3O9I1Rq/dxsbSolPbEvIUHh7X9CRQ4ltxvKynhn8VO8/MnfW4SYRoOR7r1OYtSpVzD2lMs12kpEREREWjhmQxMREREROTbZHQ342ZswNdq9ozCWrvmI//z4AlWVhTTU2/ba1xnQ8l+jxwbH8jur8fe3EBYRT0RkIlGRKcTGpBMf052k+J6kxmURFhrVou/ItLR91hoTHENcSBzJ1mSmDJzC3F/mkmfLI2aPUSoGg4G4yFTiIlM56fizWp7I4YC6OhzbyxhdfS0lZVsoK82hsjwPe2Nd69c2WT2LY+9YIHtj0S/ct9QTGAWHRNAtKpnoHSNUEuN7kpLQm/TEfoSFRLZ6PpHO5LbZMBQUQH4+NDaSZQ/1CUyiYtM4ZejFnHPatcRFpnZhpSIiIiJyuFNoIiIiIiJHFaezmYLSzeQWr6OweBNFpZspL8+loiKP7RUF1NVU8OS4J0mPSPf2MRWVUJS/bp/nNRpNuIODaI6MwC841Dti5KL+T3FpSCjREUkYDIYOvZckaxI5N+VgNpkxGAxMzZ6Kw+nA4mfZvxOZzWA2ExQRwV8znvE5VGkrYWv+7+QWrqWgeAPFJZspK8shvluaT7ui2iLv73W126mr3U5ezq8tLhVujWb+n97CEBLiHaVS6KwmMDyKCGtMi/YiB6qyupgPljzPN9/9l/Fxozizx5neY1lRWWTG9iam50DOHD2V/j2Hd/h/nyIiIiJydFJoIiIiIiJHlJ1TUVFXT5zJ6h0tYrdt5+pXL8VWXYLL5drnOUrqSnxCk9iQWAxAqDWa8MgEIiOTiY5KJS4mg8S4HqTEZREfnY7J1PKPz/EkdvQt+tg9IDEYDPsfmLShmzWWbn1iye5zWsuDTU2e57eujrCgCgYaCrwjVOrrqlo9n9UQiKGqCqp2HX/p67/xQ/6PBAaGEhGZRHRMGrExGSTG9yQ5Pov0pH5EhsXrS21pU1OTnS9+eo0vvnqZ9Wu+8o4m+aLB7QlNDAaIjcWQnMwTZ/+GQVMyi4iIiMh+UmgiIiIiIoed7bZSthWtpaB4I4Ulmygty6GiIo/KinyqtxfT3OxgXOYZ3HDCDd4+FqC51rbPwCQwOIyIiASaYmMgM9M7WiQjYDhv/ukGzP4Bh+DujiD+/p51WMLCOCVhMqecNtl7qKZuO1sLPWuo5Betp6h4E2VlOXS3xLc4TVGNZ5RKQ0MNDflrKcxf26KN2RLEhBMmcfGQKd4RKu6gIMoM9Z0yikeOLL9t/JaPvniO5cveo6GuusXx7RYXdT3TCU7v6RlZBegdIyIiIiIHQqGJiIiIiBxydQ02covWUVqWw4iYE7yjRaiv5x9LZvHFhkVtnqOktqTFvrSoTMqo864rEheTQXxsd5LjepESn0VwoLXVc+kPxfsvNDiC43sM4/gew1oedDqhrs47SiU5bxgUraOyPI+a6rJWz+ew1xPa6IbCQu++7Q2VTHl3MmZzoOc1jU4lNrY7CbGZJCdkkZbYl/iodAUqRyu7nd9/WcQ/Xr+V0uLNLQ4HBYeTPfgPnHXaNfTLPLkLChQRERGRo5H+figiIiIiHa6pyU5u8XryitZTULaZkpItlFVso7I8n+2VBd5/KW40GDh5wpv4m/y9faP9wvZ6Xj8/f6wRcXTrlkRiyiDo08c7WoSgIGade26n35u0g8kEVqvnAdxx/SveQw2NtWwrWsu2gjXkFa2nqMQzQqWiPJdEq+9UZztHqDgcDZQUbaKkaBOr+dynjb+/hbBuCTx6/r+Iikn1jFIJCqLBbMQSEobRqOmZjiguF5SUeBZ0Lykhsb6aipKt3sMmkx+9+g5nzPArGTXkIvx2++wQEREREekICk1EREREZL85nc0UlW0lt3gdBSWbGBzeh3RLrHe0yKa8X5i+eHqb53G53ZTXlxMfumNKJ4OBlIQs0hzZREYmExOdRnxMdxJje5CSkEVstxSNKjjCBQaEkJV+AlnpJ7Q86HJ5R6dQV0dzoI2MnkOoKM+lZnsJLnfLqdeamuxsL91G+PYGsG3y7n9r1ULeXP824ZGJREanEBudQUJ8D5LjepGW2Jek2B6trlEjh57b7Wbl+q/4ZMnzpNSa+FPWBO+xiMBwBsVnU2CsZdgpl3D2qKl0s8Z2YbUiIiIicrTT3xJEREREpHV2O6u2fM/WojUUl2yhpGwrFRV5bK8swLa9BJfL6W0amD2V9J7neLdjg2P2etrg0G5EdEskMsqz2Lpx4CCISfeMFgkIYLjhHIYzo1NvTQ5TRiOEhHgeQP+MDJ4c8ydg1+ilbYVryCtct2Otm61UluYS2Ax+ewQgRXVFOJ3NVJRuo6J0Gxv4eo9LmQjvlsDQrDFcO+I27zoqBAXhCgzQCJVDoKhsKx8seY7vvnuN8tIcAFZbrFzUY7zn9QwIgKQkpg37kMCI6K4tVkRERESOGQpNRERERI5R1TXlbCteR37RBopKNxPSbOSijHN3rS/idDL347+ytSqnzXP5rC9iNhMRls5xA06nW2QSsdHpnjUo4nqREt+LAHNQ592UHLX8/S10Tz6e7snHtzjmdrmgsdE7QoW6Osw5KUTWp1BVWYjT2dyij8vlpLI8D3dxMWzZ4nNs0jtXQHAQkVEpxMZkEB+XSVJ8L1IT+pAan4XZP6DT7vNo1+io59Nv57P06wVsWv89brfb53ids4ENgfX0GXQ6REWBwUBgF9UqIiIiIscmhSYiIiIiRyunExoa2Ji3iu/Xf05J2VbKy3OpqMijurKIxsZan+bJ1iQuCj7RZ19scGyL0MTfHEBYRDzdopKIjkolNiqNARknQ/dTPKNF/PwwAA8NH97JNyjiYTAad61tE+0ZkXBT34WAZyq5wrIt5BSsJq9oHYXFGykt3Up52Ta2VxTsmhpuhxp7DVWNVdBYRVVFIZvX/+B7LYMBa3gs3aKSuWHkdHqlDvIZpYLReEju+UhTXZTDU29OZ+UvH2FvrGtxPCn1OIYP+xNnDZ9CWGhUF1QoIiIiIuKh0ERERETkCNXUZCe/dJNnsfWSjRSXbqG8Ipdbjr+GKILAbgdg86ZPeOPnf7V5vtK6UtxuNwaTCQIDISiIE4ZeSJTjVOJju5MU25OUhCwiw+K1rogcMUwmP5LjepIc17PFMbfLRVNDLTQ2eUeoVBWuIyauO9sr8mlqsrfs43ZTvb2Y6u3FBGQWQ+1q77Fvcr/hX7/PIzI6mZjodOJiu3tGqCT2IS2hD0EBoZ16r4edhgbPgu55eYTU2Fj/y2KfwCQ0LIYhQy7g7NHXkpnSvwsLFRERERHZRaGJiIiIyOHK7fYEH/X1NFRXMPfbpygty6GyIp/tFQXU2MpaTG0DUBR+KlGxx3m3Y4N9F002GAyEWqOJiEykW2TSrsXW43rg7jESQ0Ag7AhFTuekzr1HkS5kMBoxB1shGIiMBCC5d2/mnjYet9tNSWUuOQWryS1cS2HxRopLNu8YoZKPw95AXEicz/kKbAXUVJdSU11KzqblLa4Xao2iW1QymUn9uXnM//mOUPE7Ov5qVt9Ywydfz6N8wy9MTRnv3W8ymhiZOoIPt3xC3/5jOH3EFE4Z+AetHSMiIiIih52j40/mIiIiIkcgt9tNRXURuYXryC/ZQFHJZsrKtlFekcspkQOZkHEOuFwAmF1OPv/4XzS7nW2c1bO+yHEpg73TFaUmRnJpooXE2B4kx/ciKSYTf39LZ9+eyBHNYDAQF5lKXGQqJx1/ls+xnf/tWtyBPuuo1G81ExAQ0mLqu51qbOXU2MoJqbFD4lqfYzN/epQiZzXR0WnExXYnMb4nKQm9yUg6Dmtwt067z47gdrv54dePWLT0BX77ZREORwNGg4ELo0fQLXBH7ZGRjL9kBhMTXyI0OKJrCxYRERER2QeFJiLSKZYVLmP64uk8MvYRBicM7upy5Big95wcau1+zzU371pYvb6eN5ct4PuNn1NZnk/19iKaHI2tdotP9oO0XV/UmowmooOjKaotBiAgIISwbvF0i9yxrkh0OglxmSTF9iQtoTdYgr19uwGXcHKH3LeIeAKVqPAEz0bErgDgykEvciUvUmkrYWv+7+QWrqWgeAMlJVsoLdvK9vJ8GuptxIfEtzjnpoLfqWzcTl7Ory2OBQaH0S0qmejoVM4beCmDe47YNUrF37/T7rMt2wrX8v4Xz/Lj929Stb3I55jL7ebrsuWcN/YvkJQEQUEc3tGPiIiIiIiHQhMR6RTzV81nSc4SFqxaoC+w5ZDQe04OtZ3vuXkrXsTaZCKveD1FpZspKd1Kafk2KivycNiqmHfW8z7rf1Ss/pkNG79u8/zlju0QGrprceugIKbEzyEwLJLUuCwtlCxyGOtmjaVbn1iy+5zW4lhVTRkOWxUYgr0jVBzV27Hv429mDXXVFNRVU7Dtd8aae0PtrrVR8hpK+H/L/0F0dCqxMRkkxvckOT6L9KR+nbL+kLupiTc/f4ovv1nIti2/tDhuNgdy3MAzOGPk1Z4ROlr/SERERESOMApNRKRDuN1ufti4hN82f0dx0UZ+/+19htpgc+l81jv6s6FiA++uexezybzP85iMJp4+62mffa/+/ipf5nzZZg39Yvtxwwk3+Oy7b8l9lNWVtdn3or4XMTJ9pHe7rK6M+5bc12Y/gAdGPkBsyK71Ar7M+ZJXf3+1zX5RQVHMHD3TZ9+zPz/LryUt/4Xpnk5NPZVLj7vUZ9+NH99Is7O5zb7XDr6W/nG7FlvdUL6Bf/zwjzb7ATw57knMfrtew3fXvcuiTYva7Ncjsge3Dr3VZ9+sr2eRW53bZt8/9PoDZ/Y407tdY69h+uLpADicDpw7piraun0rJ7thZd4zTP7iIwD+csJfGJy4K0D5qeAnXvrlpTavGWwO5rHTH/PZ99IvL/FTwU9t9j0h4QSuGnSVz77pi6dTY69ps++kAZM4KWnX+hG51bnM+npWm/0AHh77MFaL1bu9aNMi3l33bpv9ksKS+L9T/89n3xPf/4ONFRva7Ht699MZ33vXfPXNzmZu/PjGdtV780k30yuql3f71+JfeXbZs2326+rPiOKaYqrsVVQ1VPHrZ/9ijAO2rX+W29h77TWOGp/XZufnhdFowhoRS0S3RKIiU4iJTiMuNsOz2Hp8L6Ijklp82TgkI6PNWkXk8BYeGg2h0T77zMCrIyqpqdvO1kLPGioFhespLNlEWVkOleV51NVUApAQkuDTt6BiK4V5ayjMW9PiWpaAYCKikoiKTiUuOoMbRk3HLzTMM0LFsu8p+nxG08VnQ0UF5OVhKCri50/+zbbydd62BiCtxwmMHHY5406dfOwteC8iIiIiRxWFJiKyX9xuN/klG9mQs5wtuavIK1hDcdFGyktzfKaYCd7xMDRUcftrU9p9fj+DCSorffZVFW4hf9tvbfaNbwqA7r59S3LXUlhbtJceu9RGDYWwXX2dtWXtuiaAs7wMHLumxqgryWtX36bg2Bb3WlGwkfyCtvtW+SdCom/fgpzfaHK1HZo0pBSAOdm77Sgrbve9sr0Sdgu+bEU57eob3uBqca8leWvJ376lzb41Yf0hcldft93W6jV3fSXtpKJ+EwAzCm7m/Uve8x6pL85vV71Wc2iLercXbm5X3+5EQJpv36Lc1VQ1VrfZtz4+H4J29W2qLNmP92E5BO56/WuKt7WrrzmitsW9luevJ7/09zb72oJ6Quxur42zqd312rsXgXHXl4aNpYXt6tvVnxF//u+F3n1tfSVoAELCotkeZMSakOwdLTJ8YG8GX34n8dHpmEz6o5iI7BIaHMHxPYZxfI9hLY7VNdjIKVhNUkA8NDZ7RqnU11Oa2/r6KQD2xjqK89dTnL+eHP9gborcbW0WPz9e2fwuv9ZtIS4mg4TYTJITskhP7EdcVBrzV83nxw1LeCJ/Kq+c+DCGxl1/zhudPpq15evoFpnE0KETOWf0tSTF9ejQ50JEREREpKvob+oi0iq32029rYJguwtqaqCmBkdVBZe8fC4Oe0P7z7Pjp8lgxOl2dU6xIntx2XF/6uoS5Chz20m3MvvH2d7PM7sJ6v09j0azgbP7T+Ds4y8kOb4XyXE9MfsHtDhHtx0PEZH9ERxopW/m0Bb7/zB0KGOn/I1tRWvZVrCG/KL1FBVvorQ8h4ryXGqrSnG53cSH+o5QobmZ9Vt+Yk3xSvYco2Ly86fO6GS0A2r4hcXB75ERnoHVYiUmIpFThl1K5NjzGNx3bIdP/yUiIiIi0tUMbrfb3XazI4fNZiMsLIzq6mqsVmvbHUSOcW63m4KSTWzYtpwt21aRV7jWM3KkZCunJg7l5pNu9ml/9XtXU1JX6rPPAIRFxBMT1x1zeCQLtv6PGgvUmsG14+/Ry/78MwPiBrSrJpPR5LPtcrto70fVnn2dLme7+hkMBowGo3fb7XbjamfIYzQYfb4w6Ip696fvnvUeafe6Z70rilZw4gtDWvT76eofGZwwuMPqbW/fg3ltjvT34cHUuz99u/ozYkXRCrKf3zHt227fFS6fupxB8YPadT4RkUPF7mhgW+Fa7LZKjgvJ8K6jQn09U1+7jKKatkfbuYGyYMizQuGjTjAa2+wjIiIiInKk0kgTkWNJYyPU1PDVbx/y+a/vesMRh6P1kSOtrTfRJ3UwVnc1iQlZpCb3o3vKQHqlDfLOXb2iaAV/f/5/GDHiwuX9aTAaD3gaGqPB1HajvTjQaxoMBkwc2BcCXVHvwfQ90u51z3pNJj8w0OI9ZzL5YdjjS52DqfdwuNf9caTVe0Tdq8HQ6ntORORwZDEH0jOt9UD3mVO3klu8nm2Fa8grXMe36z7l1y3fE+TwzPhYa4Z8KxSEgtPix7zz5ikwEREREZGjnkITkaOM2+2msGwLG3KWszX3V/IK1nBH/+sJaGiCZs96B2VrlrJi1f/2eR5rRCwBiamQmQkhIRAaCqGh3HruufvsFxMcQ1xIHMnWZKYMnMLcX+aSZ8sjJjimw+5RZHd6z8mhpveciBwt/P0tdE8+nu7JxwMwiQd2jKbLbtF2+dU/ajSdiIiIiBwTND2XyBGqtXCkqGgDZSVbcdjrfdr+4/QnyIzM9G7/VPAzM7+aCUBYeCwxcd1JSOhFalI/MlMH0iN1ICFB4Qdcm73ZjtlkxmAw4Ha7cTgdWPwsB3w+kbboPSeHmt5zInK02hma7DmaTlMQioiIiMixQiNNRA5zbrebovKtuG02Eg1Wz6LstbXUVxRz7asXtuscubZcMpOO844WycrKYMbwkfRMG3RQ4cje7P7FocFg0BeJ0un0npNDTe85ETlaaTSdiIiIiBzrNNJE5DDhdrspLs9hQ85ytuSu2jFyZCNlJVuwN9ZxesZYbhxyo0+fye9OpqKh0mdfaFgMsbuNHOmeOoCstMEEB4UdytsRERERkSOURtOJiIiIyLFMI01EusKOBdmpreWdn+azeNXblBVvobGxdq9dWizKHhjISYP+QI0ZUpL60j25P73SBxMaHNHJxYuIiIjI0Uyj6URERETkWKbQRKSTuN1uSipz2bB1OVvyVpGX71lzZPYpMzG7DN52TVs2kZfz617PExoWTWxcd1KTB0D//t4ptvDz49oxYw7BnYiIiIiIiIiIiIgcGxSaiHQAe52Nn9Z9zpbcVeTmr96xIPsWGhtajhwpyMohPSLdu50clgxAqDXKsyB7fC/PyJHUAfRKH4w1uNshuw8RERERERERERGRY5lCE5H9UFqZx4aty4l0mukdkOSdYsteU84jb1/WrnPkO8pJjz7RO2JkwJBsFl5+K2GhUZ1cvYiIiIiIiIiIiIjsi0ITkVbsDEe25P1KbsFqCgvXU16ylYZ6GwBnZo6j9wnXe9tbLVbCA8Kpaqzy7gsJjSQ6LoPEhCzPyJGU/vRMyyY8NNrnWoE7HiIiIiIiIiIiIiLStRSayLHN4fCMFtnxmPvlbBatfNMbjuyNz6LsAQEQGspZp9+AOzSEzJQBrYYjIiIiIiIiIiIiInJ4U2gix4TyqkLWb13GltxV5BWsobBwPdtLc3n5rH/jZ9r1n0GgrX6vgUlwaDeiYzNIjO9FVvoJcOIpnim2/P0BuOSkkw7JvYiIiIiIiIiIiIhI51BoIkcXh4PqsnzeX/YfcgtWU1S4gdKSzdTXVbfavLC2kJSwFO92SlgKwSERRMd1JzG+F8lJfeie6hk50s0ae6juQkRERERERERERES6gEITOSJVVBWxPmcZW3N/pXdgMoNCenim2LLbcTVU8dq797Z5juCQCMqDICU93bso+ylnnMEw88OH4A5ERERERERERERE5HCj0EQOa5W2EtZvXcbm3JXk5a+hsGg9pUWbqa+r8rY5p8fZDBp8jXc7PCCMUHMINY5aAIKCw4mJ7058XE9SkvvSPWUAPVMHERke3+J6hk6/IxERERERERERERE5XCk0kcOCrbYCq8Pgsyj7Y4vu58sNi9vs612U3WKB0FAMISFMuuwxQqMS6JU2uNVwRERERERERERERERkTwpN5JDabitlfc4yNm9bSW7+agqLNlBWvBlHfQ1vTHgDk9HkbRvrF97qOYKCwoiOyyAhoRfJiX3onXEi9BoFZrO3zRnHHdfZtyIiIiIiIiIiIiIiRxmFJtI5mpqgpobiwo3M+/opCos3UFq8mbqayr12Ka4tJtGa6N3uHteH1MaBxMf3JCWpLxkp/emZlk10ROJezyEiIiIiIiIiIiIicqAUmshBqa4pZ33OMjbtWHNkeLeBDA3vB42NAPjVl/Pt16/s8xwBgaFEx2VQmxAF6cd5F2U/2XwuJ/PAIbgLERERERERERERERGFJtJO1TXlbMhZzqbcndNqeRZkr62p8GkX2auaoYMyd20HRhLkH0h9UwOWwBBi4rrvGDnSh+7JA+iZnk10RBIGg5ZgFxEREREREREREZGupdDkGLKscBnTF0/nkbGPMDhhcKttqmvKyS9cR9/AFJ9F2Z9c9H/8XPhzm9fIrc4Ff3/vaBFDaCh3ZbxHfHxPYrolKxwRERERERERERERkcOWQpNjyPxV81mSs4QFqxbQMyyD9Vt3X5B9PaXFm6mxlWMxmXl9wusYDUZv3xRrcovQJCAghOi4DJ81R3qlD4ZuyT7tBpB+SO5PRERERERERERERORgdFpo8re//Y0PP/yQlStXYjabqaqqale/tWvXcscdd/Dll1/S3NxMnz59eOutt0hJSemsUo9q26q2UV5fjn9lFcsWv8wQG6zb8hR/WvDPvfaxOx2U1pUSFxLn2eHvT+9ep3BCuIGU5L5kJPenZ3o2sd1SNHJERERERERERERERI4anRaaOBwOJkyYwNChQ5k7d267+mzevJlhw4YxZcoUZsyYgdVqZfXq1QQEBHRWmUe9tCfTAMgqgx6V4AZ2/u+eLAHBRMd6Ro409+4Fib0902wFBDCEcQzh1kNVtoiIiIiIiIiIiIjIIWdwu92tf4PeQebNm8fNN9/crpEmF198Mf7+/ixYsOCAr2ez2QgLC6O6uhqr1XrA5zlavPLrK0z+32RitzczsNizr8kINRaoM8Po487jvBMuo2daNnFRaRo5IiIiIiIiIiIiIiLHrMNmTROXy8WHH37I9OnTOeOMM/jll19IT0/nrrvu4vzzz99rP7vdjt1u927bbLZDUO2R40/H/4ne0b0Z+q9sfkiCGjPY/T3Hlk9dzqD4QV1boIiIiIiIiIiIiIjIYcLYdpNDo7S0lNraWv7+978zbtw4Pv30U8aPH88FF1zAl19+udd+s2bNIiwszPtITk7ea9tjmcMPKoON2P3BePi87CIiIiIiIiIiIiIih439+vb8zjvvxGAw7POxbt26AyrE5XIBcN5553HLLbcwYMAA7rzzTs455xzmzJmz13533XUX1dXV3kdeXt4BXf9oFhMcQ1xIHNkJ2cw5ew7ZCdnEhcQRExzT1aWJiIiIiIiIiIiIiBw29mt6rttuu43Jkyfvs01GRsYBFRIVFYWfnx99+vTx2d+7d2+++eabvfazWCxYLJYDuuaxIsmaRM5NOZhNZgwGA1Ozp+JwOrD46XkTEREREREREREREdlpv0KT6OhooqOjO6UQs9nMCSecwPr16332b9iwgdTU1E655rFk94DEYDAoMBERERERERERERER2UOnLQSfm5tLZWUlubm5OJ1OVq5cCUBmZiYhISEAZGVlMWvWLMaPHw/AtGnTuOiiixg+fDijRo3ik08+4f3332fp0qWdVaaIiIiIiIiIiIiIiAjQiaHJfffdx8svv+zdHjhwIABLlixh5MiRAKxfv57q6mpvm/HjxzNnzhxmzZrFX//6V3r16sVbb73FsGHDOqtMERERERERERERERERAAxut9vd1UV0JJvNRlhYGNXV1Vit1q4uR0REREREREREREREjhDGri5ARERERERERERERETkcKDQREREREREREREREREBIUmIiIiIiIiIiIiIiIigEITERERERERERERERERQKGJiIiIiIiIiIiIiIgIoNBEREREREREREREREQEUGgiIiIiIiIiIiIiIiICKDQREREREREREREREREBFJqIiIiIiIiIiIiIiIgACk1EREREREREREREREQAhSYiIiIiIiIiIiIiIiKAQhMRERERERERERERERFAoYmIiIiIiIiIiIiIiAig0ERERERERERERERERARQaCIiIiIiIiIiIiIiIgIoNBEREREREREREREREQEUmoiIiIiIiIiIiIiIiAAKTURERERERERERERERACFJiIiIiIiIiIiIiIiIoBCExEREREREREREREREUChiYiIiIiIiIiIiIiICKDQREREREREREREREREBFBoIiIiIiIiIiIiIiIiAig0ERERERERERERERERAcCvqwvoaG63GwCbzdbFlYiIiIiIiIiIiIiIyOEiNDQUg8GwzzZHXWhSU1MDQHJychdXIiIiIiIiIiIiIiIih4vq6mqsVus+2xjcO4dmHCVcLheFhYXtSoyONTabjeTkZPLy8tp8Y4iIHGn0GSciRzN9xonI0UyfcSJyNNNnnMjh5ZgcaWI0GklKSurqMg5rVqtVH9IictTSZ5yIHM30GSciRzN9xonI0UyfcSJHDi0ELyIiIiIiIiIiIiIigkITERERERE5hixduhSDwcDSpUu7uhQRERERETkMKTQ5hlgsFu6//34sFktXlyIi0uH0GSciR7ND9Rk3b948DAbDXh8//PBDp17/SJSXl8eMGTM48cQTiYiIICoqipEjR/LZZ5+12n7x4sUMGzaMoKAgIiIiuPDCC8nJyWm17XvvvcegQYMICAggJSWF+++/n+bm5k68G5GuoT/HicjRTJ9xIkeeo24heBEREREROTDz5s3jyiuv5MEHHyQ9Pb3F8XHjxhEVFdUFlXWcpUuXMmrUKJYsWcLIkSMP+nxPP/0006dP5/zzz+eUU06hubmZ+fPns2LFCl588UWuvPJKb9sPPviA8847j0GDBnH55Zdjs9l48sknsVgs/PLLL0RHR3vbfvzxx5x99tmMHDmSSy65hN9++41nnnmGqVOn8uyzzx503SIiIiIi0jqFJiIiIiIiAuwKTX7++WcGDx7c1eV0io4OTVavXk1sbKxPmGS32xkwYAC1tbXk5eV59/ft2xeHw8Hq1asxm80ArFq1ikGDBnHzzTfz+OOP+7T19/dn2bJl+Pn5AXDPPffw0EMPsWbNGrKysg66dhERERERaUnTc4mIiIiIyH65//77MRqNfP755z77p06ditlsZtWqVQA4HA7uu+8+srOzCQsLIzg4mFNPPZUlS5b49MvJycFgMPDYY4/xzDPPkJGRQVBQEKeffjp5eXm43W5mzpxJUlISgYGBnHfeeVRWVvqcIy0tjXPOOYdPP/2UAQMGEBAQQJ8+fXj77bfbdU8//vgj48aNIywsjKCgIEaMGMG3337bZr++ffu2GH1jsVg466yzyM/Pp6amBoDKykrWrFnD+PHjvYEJQP/+/enduzevvvqqd9+aNWtYs2YNU6dO9QYmANdffz1ut5s333yzXfckIiIiIiL7T6GJiIiIiIj4qK6upry83OdRUVHhPX7PPfcwYMAApkyZ4g0FFi1axL///W/uu+8++vfvD4DNZuOFF15g5MiRPPzwwzzwwAOUlZVxxhlnsHLlyhbXfeWVV/jXv/7FjTfeyG233caXX37JxIkTueeee/jkk0+44447mDp1Ku+//z633357i/4bN27koosu4swzz2TWrFn4+fkxYcIEFi9evM/7/eKLLxg+fDg2m43777+fhx56iKqqKkaPHs1PP/10QM9hcXExQUFBBAUFAZ7RJwCBgYEt2gYFBVFYWEhxcTEAv/zyC0CL0T4JCQkkJSV5j4uIiIiISMfza7uJiIiIiIgcS8aMGdNin8ViobGxEQB/f3/mz59PdnY2t956K48++ihTpkxh8ODB3Hnnnd4+ERER5OTk+Iys+POf/0xWVhZPPfUUc+fO9blGQUEBGzduJCwsDACn08msWbNoaGjwmaaqrKyMV155hWeffdZnUdUNGzbw1ltvccEFFwAwZcoUsrKyuOOOOxg7dmyr9+p2u7n22msZNWoUH3/8MQaDAYBrrrmGvn37cs899/Dpp5/u1/O3adMm3n77bSZMmIDJZAIgNjaW8PDwFqNXKioqWLNmjff+4+LiKCoqAiA+Pr7FuePj4yksLNyvekREREREpP0UmoiIiIiIiI9nnnmGnj17+uzb+eX/Tv369WPGjBncdddd/Prrr5SXl/Ppp5/6TCdlMpm8/VwuF1VVVbhcLgYPHsyKFStaXHfChAnewARgyJAhAFx22WU+5x0yZAj//e9/KSgoICMjw7s/ISGB8ePHe7etVitXXHEFDz/8MMXFxcTFxbW45sqVK9m4cSP33HOPz2gagNNOO40FCxbgcrkwGts3SL++vp4JEyYQGBjI3//+d+9+o9HINddcw8MPP8xdd93FVVddhc1mY/r06TgcDgAaGhp8fu4eCO0UEBCAzWZrVy0iIiIiIrL/FJqIiIiIiIiPE088sV0LwU+bNo1XX32Vn376iYceeog+ffq0aPPyyy/z+OOPs27dOpqamrz709PTW7RNSUnx2d4ZoCQnJ7e6f/v27T77MzMzvSNFdtoZ/uTk5LQammzcuBGASZMmtX6TeKYri4iI2OvxnZxOJxdffDFr1qzh448/JiEhwef4gw8+SHl5OY888og3UDn99NOZMmUKc+bMISQkBNg1hdfOKb1219jY2OoUXyIiIiIi0jEUmoiIiIiIyAHZsmWLN3T47bffWhxfuHAhkydP5vzzz2fatGnExMRgMpmYNWsWmzdvbtF+z9Esbe13u90HUb2Hy+UC4NFHH2XAgAGtttkZZrTlz3/+Mx988AGvvPIKo0ePbnHcbDbzwgsv8Le//Y0NGzYQGxtLz549ufTSSzEajWRmZgK7puUqKipqERgVFRVx4okntvf2RERERERkPyk0ERERERGR/eZyuZg8eTJWq5Wbb76Zhx56iAsvvNC7ngjAm2++SUZGBm+//bbPCJD777+/U2ratGkTbrfb51obNmwAIC0trdU+3bt3BzxTebW2lkt7TZs2jZdeeonZs2dzySWX7LNtbGwssbGxgGd0ytKlSxkyZIg3nNkZ3ixbtswnICksLCQ/P5+pU6cecJ0iIiIiIrJv7ZuYV0REREREZDdPPPEE3333Hc8//zwzZ87k5JNP5rrrrqO8vNzbZucIkd1HhPz44498//33nVJTYWEh77zzjnfbZrMxf/58BgwY0OrUXADZ2dl0796dxx57jNra2hbHy8rK2rzuo48+ymOPPcbdd9/NTTfdtF81P/bYYxQVFXHbbbd59/Xt25esrCyef/55nE6nd/+zzz6LwWDgwgsv3K9riIiIiIhI+2mkiYiIiIiI+Pj4449Zt25di/0nn3wyGRkZrF27lnvvvZfJkydz7rnnAjBv3jwGDBjA9ddfz+uvvw7AOeecw9tvv8348eM5++yz2bp1K3PmzKFPnz6tBhQHq2fPnkyZMoWff/6Z2NhYXnzxRUpKSnjppZf22sdoNPLCCy9w5pln0rdvX6688koSExMpKChgyZIlWK1W3n///b32f+edd5g+fTo9evSgd+/eLFy40Of42LFjvaNKFi5cyFtvvcXw4cMJCQnhs88+4/XXX+fqq6/mj3/8o0+/Rx99lD/84Q+cfvrpXHzxxfz+++88/fTTXH311fTu3fsgniUREREREdkXhSYiIiIiIuLjvvvua3X/Sy+9RGpqKpMmTSIqKorZs2d7j/Xo0YNZs2Zx00038frrrzNx4kQmT55McXExzz33HIsWLaJPnz4sXLiQN954g6VLl3Z43T169OCpp55i2rRprF+/nvT0dF577TXOOOOMffYbOXIk33//PTNnzuTpp5+mtraWuLg4hgwZwjXXXLPPvqtWrQI8C8pffvnlLY4vWbLEG5r07NmTyspKZs6cSUNDA7169WLOnDmtTre1M3CaMWMGN954I9HR0dx99917fW1ERERERKRjGNwdsXqiiIiIiIhIF0pLS6Nfv3588MEHXV2KiIiIiIgcwbSmiYiIiIiIiIiIiIiICApNREREREREREREREREAIUmIiIiIiIiIiIiIiIigNY0ERERERERERERERERATTSREREREREREREREREBFBoIiIiIiIiIiIiIiIiAig0ERERERERERERERERAY7C0MTtdmOz2dBSLSIiIiIiIiIiIiIisj+OutCkpqaGsLAwampquroUERERERERERERERE5ghx1oYmIiIiIiIiIiIiIiMiBUGgiIiIiIiIiIiIiIiKCQhMRERERERERERERERFAoYmIiIiIiIiIiIiIiAgAfl1dgIiIiIiIiIiIiIhIV3M6nTQ1NXV1GXKA/P39MZlMB30ehSYiIiIiIiIiIiIicsxyu90UFxdTVVXV1aXIQQoPDycuLg6DwXDA51BoIiIiIiIiIiIiIiLHrJ2BSUxMDEFBQQf1hbt0DbfbTX19PaWlpQDEx8cf8LkUmoiIiIiIiIiIiIjIMcnpdHoDk8jIyK4uRw5CYGAgAKWlpcTExBzwVF1aCF5EREREREREREREjkk71zAJCgrq4kqkI+x8HQ9mbRqFJiIiIiIiIiIiIiJyTNOUXEeHjngdFZqIiIiIiIiIiIiIiIig0ERERERERERERERERARQaCIiIiIiIiIiIiIickQxGAz7fDzwwANdXeIRS6GJiIiIiIiIiIiIiEgHWFa4jNEvj2ZZ4bJOvU5RUZH3MXv2bKxWq8++22+/3dvW7XbT3NzcqfUcTRSaiIiIiIiIiIiIiIh0gPmr5rMkZwkLVi3o1OvExcV5H2FhYRgMBu/2unXrCA0N5eOPPyY7OxuLxcI333zD5MmTOf/8833Oc/PNNzNy5EjvtsvlYtasWaSnpxMYGEj//v158803O/VeDjd+XV2AiIiIiIiIiIiIiMiRalvVNsrryzEYDLy2+jUAXl39KpMGTMLtdhMVFEVqeOohr+vOO+/kscceIyMjg4iIiHb1mTVrFgsXLmTOnDn06NGDr776issuu4zo6GhGjBjRyRUfHhSaiIiIiIiIiIiIiIjs4Ynvn+CJ759os11BTYH3dwMGAErrSsl+Ptu7PzE0sdW+tw69lVuH3nqQlbbuwQcfZOzYse1ub7fbeeihh/jss88YOnQoABkZGXzzzTc899xzCk1ERERERERERERERI5VNrvNJxDZm8xumeRU5dDsasaNu9U2ezuPzW47qBr3ZfDgwfvVftOmTdTX17cIWhwOBwMHDuzI0g5rCk1ERERERERERERERPZgtVj3OkJkd72jevPaha/5jCzZKTooGrPJvM9rdJbg4GCfbaPRiNvtG+o0NTV5f6+trQXgww8/JDHR974tFksnVXn4UWgiIiIiIiIiIiIiIrKH/Zk6a0XRCgCMGHHh8v785LJPGBQ/qDPLbLfo6Gh+//13n30rV67E398fgD59+mCxWMjNzT1mpuJqjUITEREREREREREREZGDEBMcQ1xIHMnWZKYMnMLcX+aSZ8sjJjimq0vzGj16NI8++ijz589n6NChLFy4kN9//9079VZoaCi33347t9xyCy6Xi2HDhlFdXc23336L1Wpl0qRJXXwHh4ZCExERERERERERERGRg5BkTSLnphzMJjMGg4Gp2VNxOB1Y/A6faa3OOOMM7r33XqZPn05jYyNXXXUVV1xxBb/99pu3zcyZM4mOjmbWrFls2bKF8PBwBg0axN13392FlR9aBveek5gd4Ww2G2FhYVRXV2O1dt58cCIiIiIiIiIiIiJyZGtsbGTr1q2kp6cTEBDQ1eXIQeqI19PYwTWJiIiIiIiIiIiIiIgckRSaiIiIiIiIiIiIiIiIoNBEREREREREREREREQEUGgiIiIiIiIiIiIiIiICKDQREREREREREREREREBFJqIiIiIiIiIiIiIiIgACk1EREREREREREREREQAhSYiIiIiIiIiIiIiIiKAQhMRERERERERERERERFAoYmIiIiIiIiIiIiIiOzF5MmTOf/8873bI0eO5Oabbz7kdSxduhSDwUBVVVWnXkehiYiIiIiIiIiIiIjIEWby5MkYDAYMBgNms5nMzEwefPBBmpubO/W6b7/9NjNnzmxX20MVdHQkv64uQERERERERERERERE9t+4ceN46aWXsNvtfPTRR9xwww34+/tz1113+bRzOByYzeYOuWa3bt065DyHK400ERERERERERERERE5AlksFuLi4khNTeW6665jzJgxvPfee94ptf72t7+RkJBAr169AMjLy2PixImEh4fTrVs3zjvvPHJycrznczqd3HrrrYSHhxMZGcn06dNxu90+19xzei673c4dd9xBcnIyFouFzMxM5s6dS05ODqNGjQIgIiICg8HA5MmTAXC5XMyaNYv09HQCAwPp378/b775ps91PvroI3r27ElgYCCjRo3yqbMzKTQRERERERERERERETkKBAYG4nA4APj8889Zv349ixcv5oMPPqCpqYkzzjiD0NBQvv76a7799ltCQkIYN26ct8/jjz/OvHnzePHFF/nmm2+orKzknXfe2ec1r7jiCv773//yz3/+k7Vr1/Lcc88REhJCcnIyb731FgDr16+nqKiIJ598EoBZs2Yxf/585syZw+rVq7nlllu47LLL+PLLLwFPuHPBBRdw7rnnsnLlSq6++mruvPPOznrafGh6LhERERERERERERGR3X31Fdjth/aaFgsMH35AXd1uN59//jmLFi3ixhtvpKysjODgYF544QXvtFwLFy7E5XLxwgsvYDAYAHjppZcIDw9n6dKlnH766cyePZu77rqLCy64AIA5c+awaNGivV53w4YNvP766yxevJgxY8YAkJGR4T2+cyqvmJgYwsPDAc/IlIceeojPPvuMoUOHevt88803PPfcc4wYMYJnn32W7t278/jjjwPQq1cvfvvtNx5++OEDen72h0ITEREREREREREREZHd2e3Q2NjVVbTpgw8+ICQkhKamJlwuF5deeikPPPAAN9xwA8cdd5zPOiarVq1i06ZNhIaG+pyjsbGRzZs3U11dTVFREUOGDPEe8/PzY/DgwS2m6Npp5cqVmEwmRowY0e6aN23aRH19PWPHjvXZ73A4GDhwIABr1671qQPwBiydTaGJiHSKZYXLmL54Oo+MfYTBCYO7uhwREREREREREZH2s1iOiGuOGjWKZ599FrPZTEJCAn5+u77yDw4O9mlbW1tLdnY2r7zySovzREdH73+9eKYD21+1tbUAfPjhhyQmJvocs3TF874HhSYi0inmr5rPkpwlLFi1QKGJiIiIiIiIiIgcWQ5wmqxDLTg4mMzMzHa1HTRoEK+99hoxMTFYrdZW28THx/Pjjz8yfMf9Nzc3s3z5cgYNGtRq++OOOw6Xy8WXX37pnZ5rdztHujidTu++Pn36YLFYyM3N3esIld69e/Pee+/57Pvhhx/avskOoIXgRaRDNDub+G7dZ8z77DEe/+9NfP3pv+lXAp9//worCpezvHA526q2dXWZIiIiIiIiIiIix6Q//elPREVFcd555/H111+zdetWli5dyl//+lfy8/MBuOmmm/j73//Ou+++y7p167j++uupqqra6znT0tKYNGkSV111Fe+++673nK+//joAqampGAwGPvjgA8rKyqitrSU0NJTbb7+dW265hZdffpnNmzezYsUKnnrqKV5++WUArr32WjZu3Mi0adNYv349//nPf5g3b15nP0WARpqIyP5obKS6sojPV39AUdkWSku3UlGRx/bKAmqrynC5Xd6mSTt+GqoqmHbXYLaGQ14YND3Y+vyHIiIiIiIiIiIi0nmCgoL46quvuOOOO7jggguoqakhMTGR0047zTvy5LbbbqOoqIhJkyZhNBq56qqrGD9+PNXV1Xs977PPPsvdd9/N9ddfT0VFBSkpKdx9990AJCYmMmPGDO68806uvPJKrrjiCubNm8fMmTOJjo5m1qxZbNmyhfDwcAYNGuTtl5KSwltvvcUtt9zCU089xYknnshDDz3EVVdd1enPk8G9txVcOsDf/vY3PvzwQ1auXInZbN5nItWaa6+9lueee45//OMf3Hzzze3qY7PZCAsLo7q6eq9DjESkJbfbzfaaUrYVrqOgZANFJZspKdvK2LhTGNLtOKivB5eLopoipn5wzX6f32Qwckavs6mOtjLhnOl0Tz6+E+5CRERERERERESk/RobG9m6dSvp6ekEBAR0dTlykDri9ezUkSYOh4MJEyYwdOhQ5s6du19933nnHX744QcSEhI6qTqRY5DT6Qk/6ut5d/l/WJ/3C2Xl26isyKd6exEOe0OLLml9YEj/dO92dFA0RoMB1255qyUgmPBuCXSLTMIQFMxrWz+g3h+Mbkithpg6eGzsYzz989NsXreF775+hZ59TuX8M2/llEHnYTAYDsnti4iIiIiIiIiIiOxLp4YmM2bMANjvucYKCgq48cYbWbRoEWeffXYnVCZydHI0NZJXvIG8ovUUlm6iuGQLZeXbCHWauHvwLWC3e9uuWDKfX4pXtnnOkroSMJkgKAiCgvALCuKiCQ8S1i2epLiepMZnER4aveu8RSt45PkPMGLEhYuyUCOBdhd5EUa21XjmRnQD69d8zcNrviY6LoMzxlzLeWNuIMAc1NFPiYiIiIiIiIiIiEi7HXZrmrhcLi6//HKmTZtG375922xvt9ux7/ZFsM1m68zyRLqW2w2NjZ7RIg0NrNzyHW8tX0BFeR5VlYXU2sppbca9UHMIHHe9z77YkFjv70ajkdDwWCK6JRIVmUxMdBrxMd1JjOtBemJfiEj06Xtpv357LTEmOIa4kDiSrclMGTiFub/MJc+WR49Rf2TuqIt546PH+HLpPGps5QCUFW9h4cLpvP323zj51EuZeNY04qPT93p+ERERERERERERkc5y2IUmDz/8MH5+fvz1r39tV/tZs2Z5R7SIHOncbjdlVQXkFq4jv2QDxaVbKC3Nobwil+2VBdx3wjR6RHT3tm/MX8XKnz9o87y1jlrqjS6CwqO8I0ZOS7yN/obrSInLIiEmAz+Tf4fcQ5I1iZybcjCbzBgMBqZmT8XhdGDxswBwzcWPctUf/x8fff0iH336NIW5awCor6/ms0XP8uXnc5l33adY+wyAsLAOqUlERERERERERESkPfY7NLnzzjt5+OGH99lm7dq1ZGVl7Xcxy5cv58knn2TFihXtXuPgrrvu4tZbb/Vu22w2kpOT9/vaIodKs6MRv0aHd20RV10t0//3FyrK86jeXkRTk32vfYtthT6hye6jRQKDrN51RaKjUomNSSchJpPk+F6kxPXCYg70OVcWvTr+5nbYGZAAGAwGn20Af38L542+jvNGX8fPv3/K2x8/zpqVn+FyuxgSfwLWcht89RV06wYZGRAXB1r3RERERERERERERDrZfocmt912G5MnT95nm4yMjAMq5uuvv6a0tJSUlBTvPqfTyW233cbs2bPJyclp0cdisWCxWFrsF+kqjY5670iRwuJNFJd51hWpLM+nanshp8SdyM0n3extbwTKt66moqFyn+f1NwdQZXZ5AoSgIAgMJMF8PH8fegIp8VmEBkd07o11khP6nc4J/U4nv3QTb3z4KGf69d51sLKSprISbvv6Ho4fch4Xnnmrz/opIiIiIiIiIiIiHaG1Ke/lyNMRr+N+hybR0dFER3fOl5aXX345Y8aM8dl3xhlncPnll3PllVd2yjVF9lezs4mi0i0k+0d6R4tQX8+CH57nw1VvUFez7/CjpK6kxb7Y4FiqHDbCwuOIiEwkKjKF6OhU4mO7kxTbk5SELCLD4luMwLIAfUntyNvrMkkxmdxy5XPgdEJBAWzZAjU1fJP7DVuL1rL13bV89OE/GDzkAiaecweZKf27umQRERERERERETnC+ft7pqyvr68nMDCwjdZyuKuvrwd2va4HolPXNMnNzaWyspLc3FycTicrV64EIDMzk5CQEACysrKYNWsW48ePJzIyksjISJ9z+Pv7ExcXR69enTeVkMju3G43xeU55BWvJ794I0VlWygt3UpFhWex9ZqqUlxuF29c+DoB/gHefpbqun0GJgaDgVBrNP7RcZCc7F1bhKAg7jr1C6zWaIxG06G4xcObyQQpKZ5HWRm/bX3Ve6ipyc733/yXH775L5m9T+H8cbdw6uAL2j2dn4iIiIiIiIiIyO5MJhPh4eGUlpYCEBQUpO+ajkBut5v6+npKS0sJDw/HZDrw71k7NTS57777ePnll73bAwcOBGDJkiWMHDkSgPXr11NdXd2ZZYj4cLvdbK8pZVvhOmKNISSYwr2jRbYWrOHWd6+hubmpzfOU1JWSGr5rKrnYkFiCgsMJj0wgMjKZ6KhU4mIySIztQXJ8L5JiMvH3b30qufAOurejTnQ0f/3rK4z7w2288eEjLP/pXZqa7LiBjWu/5dG13/JSbBqnj7mW80+7gcCAkK6uWEREREREREREjjBxcXEA3uBEjlzh4eHe1/NAGdxH2WRtNpuNsLAwqqursVqtXV2OdJG6Bhu5RevIK15PUclmiku3UF6R611XxGFvAODK/pO5oM8F3n419houfftPez2v2RLkCUW6JXHNqbfQPek472gRd2AgBr9OzSGPedttpbz5yRMsWfISNdW+/yd2wfEXc+X590NaGgQEtH4CERERERERERGRvXA6nTQ1tf2PqeXw5O/vf1AjTHbSN7xyRHI0NZJXvIG8ovU462o4LW4oNDR4R4zc9/5f2FCxsc3z7Lm+SEhgGEnxvQgMiyQqKoWYqDQS4jJJjO1BakLvfS5CrkF7nS/CGsOfJ/6dK/84k0++mceHnzxF/rbfMBoMnJ06BjZuhE2bICEBZ1oqpm6RbZ9UREREREREREQEz1RdHfGluxzZNNJEDk9uN9urilmXu4KCko0UlWymrHwb5eW5VFUWUmsrZ+dbNzY4hhf+8IJP90e+fYSvc79pcVqj0Yg1LJbwyEQiI5M4IXMEZw+YsGt9EUvr02fJ4WvFmi9Y//PHXBI5Anb7OHv999f5wraSs0//C2cOvwo/04Ev/iQiIiIiIiIiIiLHBoUm0iXcbjflVYXkFq0jv3gDRaWbuSB1HDGGEM9okYYGPt+0mNk/PtnmuUwGI29NfAvTzkXUAwJ4L/czfq5aTVRUCvEx3UmIyyQlLouEmAx9eX60amyEnBzYto2mhjqufu9qKhu3AxAaFs2oUVdx4bhbibDGdG2dIiIiIiIiIiIictjS9FzSeZqbcdbW8Olv71JUspmSsq2Ul+dSWZlPdWURTU12n+YnjAghJiHbux0bEtvqaQMCQwmPTKBbZDIxUanExqTTNDgbU2iEZ7SI0cgfGMsfOvXm5LATEABZWdCjB4Wrv8MYFgY7QpOa6jLee/dhPv5wNoNOPI8JZ0+nV1p2GycUERERERERERGRY41GmsgBa3TUk1u4jvySDRQWb6K4bAu9ApM5N/k0z2iRpibcbjcT3piA3elo83zXDb6Ws3qcBSYTBAVRaWjk+TULiYlJIyEmk6T4nqTG9yY0OOIQ3J0c6dxuN18vf4d3P36CjWu/bXE8s9dQ/nDmzYw8YQIGg1akEREREREREREREYUmx5RlhcuYvng6j4x9hMEJg9vu4HZ7F1f/bt1n/LzpS8rKt1FRkc/2ygLqaipbdDkx4QTuHXGvz74bPvoLudW53m2TyQ9reCwRkYlERaYQE51GfGx3BmacQnJ8LzCbD/peRXa3MXclb3zwCMt+fNtnhFOQfyAv/elNgnr1haQkT2AnIiIiIiIiIiIixyxNz3UMmb9qPktylrBg1QIGJwzG7XZTXJ5DfvEG8ks2UlS6mdKyHLZXFPCP4X/D2Gj3Lqy97pfX+WzdO21eo6SuBAwGz1RJOxZXP/Osm2i0GEmM7UFyfC8SotIxGvXltBw6PVIGcPf1/6Hq8jLe/OQfLPliLrbqUk7POJ0guxN+/RXWroXUVGoSoggNi+7qkkVERERERERERKQLaKTJUW5b1TbK68vxq65hyrzx2GuqCHP6kewfSUN1BU5nc6v9XjrvRaKCorzbH278iDnL5ni3g4LDCY9MIDIymegd64okxmSSGt+btITeYDR2+r2JHKhmZxOLvnmZ7IYI4pp2jWyy2W1c/f6f6d7vVP545u0M7je2C6sUERERERERERGRQ02hyVHOMMOzVkNWGWS2nE1rr2aNe4x+qYO9o0UKmrezpi6H5PhepMRnERQQ2kkVixxi1dWwZQsUFvLGb68x/9cF3kMJKX04a+wNnDV8Cv7+li4sUkRERERERERERA4FhSZHuVd+fYXJ/5tMQmUzx5fs2u8yQL0/JMZm0jslm5joNBJiM0mM60FqfG8irDFdV7RIV2hsZP57M/nw02eor6/2ORQSGsmIUZOZMO42IsPju6hAERERERERERER6WwKTY4BK4pWMOzpbCIaocHPE5bY/WH51OUMih/U1eWJHFYaHfW89/mzfLL4X5QVb/E55udnZtAJf2DiuXfSKy27iyoUERERERERERGRzqKFJ44RDWYothrZHgRN/nrZRfYmwBzExDNvY+7jm7jjtnfo2fdUDDuONTc7+On7N1n/xhz44QcoLYWjK3cWERERERERERE5pvl1dQHS+WKCY4gLiSPZmsyUgVOY+8tc8mx5xARrCi6RvTEYDAzLPp9h2eezOe9XXv/wEX7+4S38XAbGdB8DZWWeR0gIlXFhWNIyCQ7U6DYREREREREREZEjmabnOkbYm+2YTWYMBgNutxuH04HFTwtbi+yP6ppy1v7yKSc1xUJ9vXf/v37+F0vyv+GkUy7iorPvICmuRxdWKSIiIiIiIiIiIgdKoYmIyP5yu6GkBLZsoaYwhyv/dyV2pwMAo8FI7+NHc8FZt3NCv9MxGAxtnExEREREREREREQOFwpNREQOQmH+Oua8MZ1fV3yM09nscyw+KYszT7+Bs0dcjdk/oIsqFBERERERERERkfZSaCIi0gFKKnJ5/aNH+fqrBTTUVfscCw7txogRk7jy/AcI+P/t3XecVOXd///X9D7bC0tdinSkiqKxIZbYDRpbbjSa3EmIivjTYO5b/SZqrPH2Tkw0ehuNLfaG2BARgyWAFBuCBRSBpW2ZnbLTzvn9MctZhrZLcwDfz8fjPGbOmXOd89lhHsPueZ/ruvz6XhIREREREREREdlbKTQREdmNkqkEL755N69Nv5s1q7+wtlcFqvjbKffi6NYdevaEUKiAVYqIiIiIiIiIiMjWKDQREdkDTNPk3YVTef6VO1jy8SwuGnYRp/Y7tW2Higrm+xoZOngcdrujcIWKiIiIiIiIiIiIRaGJiMgetmzlJ1SsjRKsq4dMbt6TbyPf8stpv6K0rAtjx/6MM469lKC/uLCFioiIiIiIiIjIPm3eqnlcNf0qbh13KyNrRha6nH2SvdAFiIjs72o7DyQ4bDSMGweDBkEgwNQlLwFQv+FbnnryOiZM7Mxt913IN6uXFLhaERERERERERHZVz206CFmLp/Jw4seLnQp+yz1NBER+a6ZJjPe/yfPv3IHy7/4IO8lm81G/8FHcfoPr2D04BOw2WwFKlJERERERERERPZ2yUyS+avnA+Bxejjh0RNYG1tLZaCSV857BdM0KfeX0724e4Er3XcoNBERKaCPv3iXp166lUUfTCObzeS9Vl1zAOefdi1HjDkH7OoYKCIiIiIiIiLyfZLOpnnli1dYE13DmtiatsdNnje2NOa1sWHDxLQeNzKv269igD3KWegCRES+zwb1HsOgSc+ztn4FT718O/96+2Fi0QYA6lYtxbXoY4i/AbW10L07uN0FrlhERERERERERHaEaZpEU9G8sGNtbO0WIcj4AeOZdPCktnaYnPr4qR06h8PmIGtmraBk46PT7uTBUx/c3T/Sfk2hiYjIXqCytCsTz/9fLj7rZl56615eef0vmI2NjO4yGpJJ+OwzWLqUz30JUt06M7D3IYUuWURERERERETke8s0TSLJSH4PkOgaDNPgktGX5O17xpNn8Pxnz7d7zH7l/fLW3Q43Jd4SGloattg36A5SFaiiKlhFVaCKE/ucyMVTL95iv39f/G+Gdxq+Yz/c95xCExGRvYjH7eNHx17GGeMuZe2Kz3CsjUFdHZgmGAb/fPkW5q6aR4/eIznpuEsYd8h52O2OQpctIiIiIiIiIrLPM02ThpYG1kTX0L24O36X33pt1vJZ3P7e7XkBSTKb3OIY5f7yLUKTYm9xh87fnGreYtsNR9+Ay+6ywpGqYBWVgcq82gBrXhM7dgwM61F2nEITEZG9kM1mo6pbf+gGxOOwfDkrP36PuavmAbD8i3nc9cUEHnn8ao45+meccexlhAIlhS1aRERERERERGQvls6meerTp7Y6N8iaaG7IrLSRBuCdn77DmK5jrLYNLQ28tPSlds+xIb6BjJHBaW+79D6kcghH9jgyF3ps0jtk8yDE6/RucbxfjfpVh362ykAl1cFquoa7ctGwi7h/wf2siKygMlDZofbSRhPBi4jsI6LxRp59/U+8MeNeGjaszHvN7fEx+uAzOeuk39Cj84ACVSgiIiIiIiIisudljSzr4uu2nCB9szDkrIFn8dsf/NZqlzEyuK93502Qvi3PnvUsp/c/3Vp/b8V7jPn7GGzYKPeXbxl8bPJ8XK9xeaHJdyWZSeJ2uLHZbJimSSqbwuP0fOd17OsUmoiI7GMMI8uM9//J1Nf+xLLP5+a9ZrPZ6DfwCH7304fxVXcpUIUiIiIiIiIiIjsmnU3nJkffyhwhV//g6rx9T/nnKUxdOrXdY044cAIPnvZg3rbK2ypZF1+Xt81hc1ARqMgLPn458pcc0rVtTtlkJklDSwPl/vI9G4iYJmSzkMm0PW7r+abbNl/v2xeqq/dcnfsxDc8lIrKPsdsdjBtzPuPGnM+nX/2bp6bewoJ5U8lmM5imia1uDb65C6DoK+jZE2pqwG4vdNkiIiKyD5m3ah5XTb+KW8fdysiakYUuR0RERPZRyUzSCj/6lfcj5AlZr81cNpPfv/17KyCpT9Rv9RjF3uItQpOODDnlsrvIGJkttt9+7O047c68gKTMX4bdtv1rJx6nh+rgZiHEtgKOHQ05Nt93d0huOd+KdIxCExGRfdiAnqO57rJnWdewkqdeuZ23Zz3EyX1Pzr3Y1AQLFmB+8gmPNr/DsUf/jMrSroUtWERERPYJDy16iJnLZ/LwoocVmoiIiMg2pbNpHlj4wDbnCGlKNln7zrpgFod3P9xaj6VjvLX8rXbP0djSSDKTzBtmamTNSNbE1mx3jpASbwk2m63tQKYJmQz/0fes/KAimoHG1R3v3bF52LE3stvB0CTwO0vDc4mI7EdS6RbsdWtwLv8GGhsBWLRmEf/95jU4HE6GDD+B8SddxZA+hxW2UBEREdl7GAaR6AYWfD2HVQ1fE483cevbfyCSihLwhrn+2JvweAPUlHSjX/UgioPlsOkFCBEREdnnxVIx6qJ1W4Qe1rbW9XMGncP1R19vtTNMA/f1brJm++HBk+Of5MyBZ1rrc1bOYfT/jcbv8m85N0igkk7eCqp85VR5yhhdPQKnaet4mLG153tzwOF05haHY9efOxwacWQXKTQREdlf1dfDsmVc/8SvmPPtnLyXuvccxknHXcq4MefjcKjToYiIyD6t9a7JRKKZz9d8SiS6gUjzBqKxBppj9URjDcRijcQTTcTjTSTiEe44+hZ8OCGdhmyWxz56jH9+/Hi7p+oUrObek+/N+wP9rnl3s7jpczzeIB5vAJ8niNcTxOcL4fOGCPiL8PvCHFA1gP6dBrf9Ye90kjDTeD2B/LtARUREZJeZpklTsmmrE6UbpsGNY2/M2//0J07n+c+eb/e45w0+j0fOeCRvW83tnVgXqcNhgLN1KXYGqPZVUO0tp8pXTqWnjDMPOI0hZQOsMCOTaiGVSuC3ubcMOfbWXhKbBhybBxVb297ePgo49kq6UiYisr8qLYXSUibUPITv5Vt5/50nSLbEAPj6qwX85e4LefTx33LU0T9l/PGTCQdKC1ywiIjI95hh5AKMdJr5X/+bhua1RKJtwUcs1kgs3kgiHiGeiJCIN3HhwPM5tNNBuQsLpsmq+i/5r9cu79DpYvV1+Pzl1nrAFehQO7/Ln3uy8W7NZJJVqz7jm7Uft9v29H6n0X/YT631rJHlrCdOx26z4/L4cHv8uD1+PJ4AHm8AryeA1xvE6w1xzrCfUFve27rIsD7VyMcbPiPgLyIUKCHoKyYYKCbkL9ENISLSLs3bJN+l3fl5M02ThpYGKwAZWj2UYm+x9fqMr2YwZcYU1kTXsDa2lmR2yzktbAYUuQLcOOa/80KKPqkQNZFc4LFp+OE0wGG2BiGuIAOXNMBbb+WFHE/7LsAesFPsLabYW0KJtzhvKC1LI9D4pbXqZOPF6dguvS/btDGU2JGQo71eHLrR43tBv02KiOznunXqy/930f3Ezv0fnnv9T0yfcS/161cA0NiwmueeuZFpU+9gwsnXcMoJl4HfX+CKRURE9kGtvT02Bh9LVn/Ml2s/s3p8ROMNxONN1pJIREjEIwwtG8ikERPz7qa864Wfsi6+vt1TNnRaCeVpaz3gDna43Gg2QbnXCy4XuFzU9B7GgfYf0mLLMnXZa6TtYDfbLpaM7Xo4XpuTzr6q3I0Z6bR1kaXFSHXonD6nL2+9JdMC5Ib1SLbErJs7tuZUzxCobJvI9fMV7/HH2TdtdV+n022FMAF/EX877f68Cx5vfP0Wixs/x+cL4/OHCXrD+H1hAv4iAr4igv5igv5iioJleD0dC5NEZN+ieZvku7Sjn7eMkeFP//5TLvhormNdcx31zWvZEFlDfXQdZiZjBRlPnf4YYzodZIUXni+XkJ03jyoTOm8j/LCbADGSr07LCzaOqy+lwv0Dij3FreHHlovL4crt3NycV/OYbmN2/Y3qaGixI88VcMhOUmgiIvI9EfCFOf/U/+bck69m5pwnefHVO/lqaW7YrlQqQb9mN8yYAdXV0LMnlJUVuGIREZHvlpnJYNsk+FjbuJLZX87MhR6tQ1xF440k4k3EExFa4hESLc1kkgkeP+XhvCGmZn1wL1OXvtTuOdfbi7cYfiLoDrYbmthtdhK2LAQCVvARrihm5MFnEAyUEPAXEwyWEPKXEAqWEQ6UUhSuoChYRnGoArfLm3e8URzKKCYyf/V8/njva9ixY2BYjw9d8D8M7zR8q7XccfwSkqkEzfEGmmMNROONxBJNxOJNxBJNxOMR4i0R+lcMgfJeVtiSiW6ge89hJFtipJJxUsk4yWSMdHrLu2J9rvzAJZFJbPO9yWRSZDIpErEmjGgzbNiQ9/rH/36RGcve3O77C3Bo1zFM+cHVeXehXv3WNcTMJB5PAK8vNwyZ3xfG5wni84fwe8P4/UUM7TyCzqXdrXaGw47pcKgXjMgeYBjZ3EVgw7CWdc1r2BBbRzKVIJ1Oksq0sKrxWxriG8hkUrz+3gPUpGD6vx7ko6oTME2TUl8pXYq68MZXb9CcbG73vIMqB9GnrI+1nkgnePWLVztU89G1R1PkLbLWlzcsZ0HdgnbbeZ1eTuhzQt62OSvnsDKyst223Yq6MaJmRN62qUteImOkt9GizaiaUXQp6mKt1yfqmbV8VrvtAE484ETcDre1vnjdYj5b/1m77Uq8JRxZe2TetlnLZ1GfqG+3bd/yvgyoGGCtp7NpXurA/8kAh3c/nDJ/29/CKyMrmbNyznZa5DjtTk7ue7K1/m3Tt7z37Xusbl7N6/MeoHMSpr/5f1yx7GsisXpakjESLc00RTdwYs/jmTTq11bPDUc6zcxHfoORyWA3wQaUtS6bSy/4ABrabproVJ+iSzMUeYty4Yev2ApBirxFVi+QYm8xTnv+/0lje45lbM+xHXqfOjz01I4MW6WAQ/Yi+o1NROR7xm53MPbgcxh78Dks/moOT710K4mvP+eAsgNyO9TVQV0d7zZ9zLdlbk4Z+0u8bvU+ERGRvV82myGVjOMzHbkLD6kUZDL8c/5DbcFHvDGvt0dLopmWeDPJlij/dejVjOo8yjre6jWLeODNazp07mQmiXeTIKIjw1253F5MjwfC4dwFA7cbnE4OPvxcDkhFCASKCQZKCAfLCAVLKQqW55ZQOUF/8RbzgPiB6w7+QcferG2oDFRSHayma7grFw27iPsX3M+KyAoqA5Xbbedx+/C4fZQX13T4XEXAXYeP22K7YWSJJpraAph4E9UlvWHjeOeZDFVlBmPDCVoSURItzbQko7S0RHM9VpIxUi1xUqk4QWdoi+NvL3DZlM/py/Ugag3RAJYvW0A03f4QIpMPvpzOtUdZ68vqv2TSa5fjcnlwuX24va3DkG0ciswbzM0F4wvxq0MuJeAvsi4ifR1dyarE2tznwVtkDUOmuWDku2QYWVKZJMlkPPeYTpBOtZBMt5DKtOSCiXQLVf4Kehb1sMILI5vhiQ//STqdJJNJWftuDDet59kU/zH4fHoX97TafrT6Q+769/+SzaTJZtJksinreTabxshmyGbSgMkLZ7+QV+9z7QTXbVFHhN/e3hZCTD3nRZ5/+Vq+bvqm3ffkwqEX0qf/6dZ6PLGBvz9/SYfez2En/Imi4h7W+udfTufvc/7cbrtSbwknnF6Vt23mO3cw+5vZ7bY9pnYsIw6+LG/bo09PJpaOt9u2fMyVdOne9v/LuvVL+Pv0K9ttBzDuR2W4N+kJuejjx3n0o8fabXdAWR+OPDZ/ruJp069ncQcCl7MH/pgBQ86z1jPpBH9/umP/Nn2PuZmyTQKXr795l7+/c3O77bwODyef1dla/+U/T7Get33e4ixdmf9Z9QJp3wpY33azhA0odxWxPt0W+jtsdsKecF6vjxJvCZ1DnfOOV1tSy3M/fg6H3dG2sSO9MnYk/FDAId8DCk1ERL7H+vc8iGsvfRozmYQVK2DZMmhpwTRNHn/3XpY1LufpZ6/nsMPO46yTrqK6rHuhSxYRkf2YaZrEW5qJxhqo8pS2XaxOp5mx5FUWr/7Qmttj44TmueAjSjLRTCqV4Nie47hkdP6Fkeee+l2HLpTHUvkXw4Ou7Q93Zbfb8XpDeH0hEkEP3nCF1eujv/9kTu7djWCghFCglFCglKJQOeHWnh5FwTKcTvdWj3vusGHt1rqndAl3Yflly3E73NhsNn4+4ueksqmtj0u+h9jtDsKB0u3OtzawRw8Gjjm1Ywc0jLZJZTMZTjuglIMavsnrBZNINOd6D7VEcwFMIkrnTkOgqMhqZ6bTHQ9cNu8Zk861S6eTpNNJ4rHGbbadWHYCbNJ+9oeP8vgnT2yxn91ux+324/L48Xj8HFA1gKuPuibvQtcTS56lMRXB5wvj94fxe8MEfGECvtxcMAF/ESF/CUF/cUF7wWh+iRzTNEmlW0imE7nHVIKwK0jIFbCChFhLM/NXziOVbrF6UGz8XKUzmzxmkkwY/JO8tu8un820pVPJpFNWUJFJp8hm02QyucdsJk21v5Jbx96c13Pj/715DQvqFrb7M5xywMn0HPEza91mmjz2+JQO/fyn+IdBTdtnP7OujlXffNqhtlkjm3eR2Gl3dajdRg6bnUmjJ+1QG5HtueLgydzx/h2Y29nHaXNQ7Ctumy8MrFDiF4dfgdPtpSRYTkkw93uD3elqN/ywbx5uKOAQ2SkKTUREBJvHA71754blWr2axXOmsaxxOQCJWBPTX/srM6b/jSHDj+dHJ17J0L5HFLZgERHZa6XTSZpiG2hqXk+NtwIfTiv4+Gz1R7z8yQttvT0STbTEm0kkIiQTuZ4ChpGlyBPmkTMeyTvuovceZebyt9o9f2wrvQCC7sA2L3a7PT483hA+XwjKy3LDVLYGH+Xdqxkfvi4XfARLCQfLKAq2BR9+b2ibd/oPZwjDOW+rr+3tNg1IbDbbdxqY7BF2e64XjzsXUvUPH0p/Dt3hw9iAZ45P5nrBxBuIxtqGIYvGG4m3RKwQpqbHERCssQIXm7mWmm4DSLXESSbjpJO5njDGZkOzAXg3e7+39dk1DCMX8rREaQZqCMG6dXn7vDPjAet3uu35yeDzOevAc6yLbs1Ggt/M/C+83mBu8QTx+UJ4va3DkflCBL1F+ANFHNR9TC7gar1IZzjs2BzOHeoF853PL7FJGJBIxljbXJcbximT6y2RziRJpVry1o1MhlMOOCmv7Vtfvsmi1QtyPSayKTKptl4TG7cZmTQDywdw8dCf5uYcME3IZpn0ymXURVaRzaTItvaYMIzsFqX+auQv84Zjaoh8y63TftWhH3O8YzChYLW1Xv/5Ij6c3/7wUd5kFpL5w+R1NITIGJm8dZvNhsvuJL3Z9q1JZ/OHido4d4Ld7sDucOJ0urA7XTjtLpxOd+65w4XD5SZTUoTD7bMuEHdtGc3wUBaX04PD5cbldONyeqhPNvLoJ49j2MDc5CM69ZznGVQ5CIBxzstpbGlst94DakZAaxsAbyrGeNd17bYDCPcdA762YLhHJw/ju287KN7I5/LBwEF52w4OXkR1Y/tDKvUq7QXd8tueYvyWdAeG5+rc/QdQ0tNaL41VMb64Yz+ra9Aw2OR7rV/5mYzv12c7LXLK/eVwQH69R3p+zcDYum20aDOgagh0amvryKYYb+tYvWW9j4BgW2+emi5Bxte0//+g0+6EQW3nPHLQIFZ2L+G/Z7b1WM3Yc8t9p93PYbVHUhQsw7Zpjw673Qo4RnNsh+oVkT1DoYmIiLSx26FzZwac/nOu7dODZ1/5I58ufAPDNDCMLAvnTWPhvGl0rT2QE4+7hOMPnaCxuUVEvgPf5V3YpmkSSzTRGFlHU3Q9xY4AnX2VVvCRTET5n3/dmgs+EhESsSYSiWaSiWZaWqKkUy3WsW495hb6V/S31utXvMvM2f/Xbg3RVBTTNPMuuga3Mcm5w+HE480Na+T1hwh36Q2dO1vBBy4X433XY7gchPwlhEMVFAVKKS6qJBwoxenY9oXAImDCkFHbfF2+fxwOJ0XBMoqCOzb320BG8rdTLsrbZpomyXSC5ljrXDCJRhKJZuzVI/J6xvRy/5DDa0pJJLYyDFnrXDCpZDz/TuVWO9QzJpvNLckk8egaVixb1KG2d53wZ8LFbb2RZ3w5nbvm/gWXx4fbE8Dj8VvDkW0awrjcPk7ofzK4nLz9zmN0SuTml7gjYieTTeG2OQk4fFbviY3DOWUyKQ6uOYixPY6ywot0OsnkVydttdfExqGcNq7fcMTvGVTVdmFz0bfvc+O//tDuz+m0OTjl7K552z6b9wJvfP5yu21LmjPQLX8ehkTTBmLR9udm2DyEcO1AD4rNQ4jN5y/YlN1ux+Fw4XC4cPmD4PPl/jZoXaq79KObJ43DmQssXE5P3nOn043T6aZXzTDo0zev7bnOW7A5HDidbtwuL26XF5fTg9vd+ti6rXNxV/CGrXYDbCfwwoVXYd90mKEOGjdyJFsO/gfzV8/n93WPbzFvU6pbZ+hUC8CptZN2+HwAAWBC30Ht7rc1fWpr6TNy5y6SH1Fby87e0nZu7X/tVLsKapkw6KCdaju0tpahnLZTbX9YO3Gn2rmBCb3/30617UEtPYYd1f6OW9Hf+0OWL7xmi89bTa+hFHfq2f4BRKRgdKVLRES2atSgYxk16Fi+rfucJ6fdynvvPE5LSxSAFcsWcc89F/PEk9dy36Vv4KntnbswJSIie8SO3oWdTidpbF5HY3Q9keb1mJk0I8uH5M3z8Y859/Fp3UckNpnbI5mIkmyJ5t39fka/07lw2IXWutPI8s7bj3ao7mgqmrcecG99ng+3x4/XH8LnDeH1h/H7wmS61ODy+Kzg4wddLqU28eNcb4/WYa5KQpUdmtfhh716daheke+SzWbD6/bjdfupKOm8zf2O6vmfHMV/tns80zDago/WwOWnXe6jMbqeeCJCLN5kDUXW0pKbCybZkpuIuKymN4RCVruWbLLd8220eViTSCcwTCMX7LTE2N502m+/+XcAugG5OCLCzOV3tnvOTv2S4Gy7U91hGiz/4oMO1bv5XfUdDSEyZhbDNLDb7Na27YUQeW03Bh82mxUIhMLlhByZ1h4UucDB4XBZQcTGpajnAOjaNdfW4cCfruTolp/nwgqHG1dr8OB05QIJl8ONy+XF7fZS0uUQ8BdZbQ8+ZBgHjP8Fbo8Pt9ODx+XD7c49b+9GqJ8ffniHftatGd9j8k61s7e/yw7b2XmbRHaGPm8i+649FprceOONTJs2jYULF+J2u2lsbOxQu8WLF/Ob3/yGWbNmkclkGDBgAM888wzdunXbU6WKiMh2dKnuw+SL7iN27h95/o27eP2Ne6hftwKAQcGeeJZ8AV8uz/0xV1sLgfYnvhURkfZ9ueELlq1ZQjRWz0vv/YOqOMya/Qgfl4yFVJpSZ4hl65byzIeP05LIDXG1cULzdDr/gmdNsBMjT/5b3rZvPprNp6vmtlvH5sGHw+7A5/Tl3cHudLraenv4Qvj9Rfj8YXy9+0OXPlbw0T3Tm6uGDSQULKU4WJELPwKlHeq12J9a+re7l8j3l23jnf2b3MhyyLCTd+pY3UyTp868INcDJt5Ic6KRWLzJGo4snmidB6YlQqD/ELC5rcDFVV9NVU2fXE+YljjpVGKL7ySACn859Yl6sqax3TH/t2bzHhR2mx2HzU7WNLABDqfL6jVhPW8NI+wlpVBaaoUXRa6+DDpwHE6XG6fDjcvlwenIBRYul8fqSeFyezAHDwany2p7RK8SekfP36LHhNvlxePy4XJ58Lh9eN1+cPvz5hW4/fjjd+JfBkLA5cNG71TbYsIU02Wn2u4v9oZ5m+T7Q583kX2XzTTNHf39pEOuu+46iouL+fbbb7n//vs7FJp8+eWXHHTQQVx00UWcc845hMNhPvnkEw4++GAqKzuWwkYiEYqKimhqaiIcDu/iTyEiIpszjCxvzX2aF1+9k190PYN+Ff2s19LZNDcsvY9jxv6cw4aftkNjWYuI7M8y2TT1TXXUN9VR4ghS5S7J9fhIJmmIrOV/3r6FaLSeWKyBeKyRRKyJZMuWc3Ns7pKDfs2f59zV7n5hT4hHz8jvHXLHe3dYc4TYwAo9PL4gPn8Yvy8XfAzvOppTBv8ob7irBes/xucLUxyuoDhUkbsgKCKyDZlsmmi8kWiskWgi9+g0wW6Y/PAfx+E0wGGCYcstlx08idqyXrhdXmtIJ5fLg9vpxeXyUhWqpqa4S94QULFMAo/bt90h90REREQ6Yo+FJhs9+OCDTJo0qUOhydlnn43L5eLhhx/e6fMpNBER+Q5Fo7BsGaxYAdksM76awZ3//l8AyqtqOX7cLzn1mIm6mCYi+5VsNkMs3kjY5s0FH63Lkwse4eu1n9Mc3bDdAGTCgf/B+AHjrfVIMsJ5z56/QzU4bHYmjZ6E2+nmptk3A+TuaN6kt4fPH8bvLyLgLyYcLGPioZPygo9ViXVkHDaKQ+UE/cU7NWa8iMiumL96PiPuHbHFeP8f/PwDhncaXujyRERE5Htqr5nTxDAMpk2bxlVXXcVxxx3HggULqK2t5eqrr+a0004rdHkiIrI1wSAMHgz9+sHXXzPz3Rusl9avWcYjj1zFM8/ewKGHncuZJ15JTYUmuxORvYxp5iY4bw0+lqz6iPlfv0+kOTcXyMYAJB5r3CQAidK3rC+3HXtb3qE+mPEIn65f3O4pI8n8Ef4DrgB2mw2j9V4mjzeAL1CEP1CM6XQxZ/0iUg5IOyBtzz2+csFrDOkygjhp7j/7VxSHKnC7vDv0o9ewYxNZi4jsbhrvX0RERPZGe01osnbtWqLRKDfffDM33HADt9xyC6+++ipnnHEGM2fO5Igjjthqu2QySTLZNj5qJBL5rkoWEZGNXC7o3Zvrfv82r8x+gJdf/wsrv/4YgEQ8whuv38Obb9zHoKHHMv6kqxjW78jC1isi+6fWACQRa+LDFfNoaFpDY2QtkdbJ0JubWwOQeCPxaCPxeCP3HvdXSnzF1iE++fRZHlv0YLuniiS3/J0z7Nmyl/OmAUggUEIwWEp17SG5sNnjAbcbh8vFbQfOpThcSWlRdd7QMvNXz+e+rdyFnSkvhZIS/ID68onIvkrj/YuIiMjeaIdCkylTpnDLLbdsd5/FixfTr1+/7e6zNYZhAHDqqady+eWXAzB06FDeffdd7rnnnm2GJjfddBO/+93vdvh8IiKy+7lcHk456hecctQv+ODTGTz78u18vPB1DMPAMLJ8OP8VPpz/ChOOupzxJ10J1dV5E2KKiFhMkw1NdaxvXEVjZK0VgDQ1r6M5usEKQGLxRs7uczpH1ozJ9RgBGiKruGHaLzp0mkgykheabC342Mjt8eMLFBEIlFBR3Bm6dAG321pO7vo7jiJFaVF1bglX4XS6O1THAWVb7/Whu7BFZH+3aUBis9kUmIiIiEjB7VBocsUVV3DBBRdsd5+ePXdu6JXy8nKcTicDBgzI296/f39mz569zXZXX301kydPttYjkQhdu3bdqRpERGT3GTFgLCMGjGXl2i95ctqtvDP7MZKJKA6bnSNCg2DePPD5oLYWunXL9VYRkf2SYWRpiKxlQ+NqGiK58MMKQJo3EIluoKuviosH/Qckk9ZwWde+PJFvmla0e/y1RUOhYpS1vr3gYyOXx0/AX0RLyAuVlVbw0bvqJM7pXU1xuJLicCUl4SorAHG5tn8hb0j37u2ed0fpLmwREREREZHv1g6FJhUVFVRUVOyRQtxuN6NGjWLJkiV525cuXUr37fwB6vF48Hj0R6OIyN6qc2UvLr/wb/znObfz/Iy/EP3sQyoCrf+XJBLw6ac89/zNLPZFOfOk39Cn29CC1isi22cYWRqb17GhqY6Gpjoam1oDkNYhsC4d9gtcWdOaI+SxDx7kiQUPW/N1bEtzaR+oOSlvW0fCD4Co0QJ+vxV8+F01HHbETwiHygmHytsCkKK2AGRb83/0YCA9GNexN+M7oruwRUREREREvjt7bE6Tb775hvr6er755huy2SwLFy4EoHfv3gSDQQD69evHTTfdxOmnnw7AlVdeyY9//GMOP/xwjjrqKF599VWmTp3KW2+9tafKFBGR74jfG+LcE6fAicC6dbBsGaxZQzqb5rlPnqahpZH3Zj9O7/5jOPW4SRwxajw2Dd0lskcZRpbG6PpcD5CmOhoia2mKrGNE+WB6BbtawcfyNUu5bvrVJGJNtCSaMbcTgFwQOowyX9tQUwHT1W5gApvMEeJ0WuHHAf0Ow9m1B8Fg6Q4FIHbgN8Mf2qn3RERERERERL7f9lhocu211/KPf/zDWh82bBgAM2fO5MgjjwRgyZIlNDU1Wfucfvrp3HPPPdx0001ceuml9O3bl2eeeYbDDjtsT5UpIiKFUFGRW2Ixlrz3ItFswnrpi8Xv8sfF7/KPyh6MG/efnD721/i8wQIWK7JvMIwsTdENbGhcTX1THT7TweCSvlbwQSrFDW9cy6oNy4nFGrYbgARH/oJefX5orXujcerXtT9MFkBzsrktNHE6KSvvRqcu/QgESggESwgFywiFyvICkNLWIbAo7QZ2u3WsC3/wg117U0RERERERER2kM3c3q2C+6BIJEJRURFNTU2Ewx0b0kFERAqrsXkdT79yB2/O/DvNTWvzXvP6Qow57BzOOvEqOlf2KlCFIluat2oeV02/ilvH3crImpG79dimYdAUywUgm/b4IJVixmevMPuLN4nG6olFG4jHGknEmkgkInkByLDqofz+qN/nHfeSly9hedPX7Z7/vMHncvags631eDrOT168EG8gjD9QnAtAAiWEQmWEQuUUhcopCpZTEq5iaPeDCAZLc71FNglARERERERERPYFe6yniYiISEcVhyq4+KybuOBHv+e12f9g2mt/ZsXyDwFoSTTz5vR7mfv24/zjV6/j6tMXiosLW7AI8NCih5i5fCYPL3p4u6GJaRgY6RSOTNYKPurqv+Glj56lObqB5ugGotF6otF6EvEm4rFGWuLNGKYBwNNnPpU3h0Xdh7OZ98lz7dbXnGzeYlvIEwLA7fZZAUiwNQAJhsoIB8soClUwsOso6Dq8bY4Qt5tnzvjxjr5FIiIiIiIiIvschSYiIrLXcDpcnHjExZx4xMUsWDyTZ16+nQ8XvIppGBxTezSuurVQtxZKSqBnT8zqamytd7Lvybv+ZT9lmmCapDJJkukWMtk0WSNDNpshk01jGFnredbI4Hf6MA2DDfEN2IHX5v6Tyii8/tb93LA6QizeiNGSwEwliUbribcGIMl4M1ccMpnDux9unTq64QteeP3mDpXZnGrOC002nxzd5fbi87X2AAmWEAyWEgyU0rm8FgYPtoIP3G6uPOx1/IFiPG7fbnkLRURERERERPY3Ck1ERGSvNKz/UQzrfxSr1n3FU9Nu44ehg9tebGig6Z03uWzWFMb84FzGn3BFh+/639+YpkkmkyJrZnHaHDhtDisMSGdSrInWYWSzZI3Wi//ZDIa5MQzIYLSGBEOrD8Rtd1ltlzcsY8m6zzCMLIaRtUIEw8gda+Mxw+4QJx9wktUO0+TFxS/wTdPX1j4b222+HNx5NON6HmO1M4wsV0+fgmFmMbJZTNNobW9gbtLONAwmjb6M/uX9rLYLVy/gj+/cnnvdNHK9O4wshpm1nputPTeeO/OZvPfwwQ/uZerSl9p9r0d0Gs4Hq+db632B3GBYMf694sHttrUmOW+1efCxkcvlwecvwhcosgKQbPduUNrVCj5GD+5F7WkXUBKuoqy4E163v93aNypBQ5eKiIiIiIiIbI9CExER2avVVPTksgvuhmwWVq6EZcsgEuG1L15jQ/1Kpr5wGy9Pu5OVRXZK/TD1/X8w3N0dw8jid/g4qPMoaot75PUqeOmzqdaF+ayRsUKAzbed1vdUqgNVVtvP1i5m6pIXtwgPDDM/DPDY3Vx3xLV5QcJjix7lvW/ftcIAY7MQYOMF/oM6jWLiqF/ltf3lS79gfWydte/G9qZhsOnEZJcedAnjeo2z1lc2LueSVy7t0Pv84KkPUOYvs9YXLH6Ovy98oN123Yq6cvIPe+RtmzvzYRbWLWq3bU3fNLj6Wus20+TTj97sUL2JXnXgrrHWs80RGhtWd6itaZrYbDZr3U7H5t0wTIMrDp7Mnf++k6yZ/95vzaYBiKOyGjp3toKPIvsBXFz1V0rCVZQU5Zayok74PIF266ikhsoOVSwiIiIiIiIiO0qhiYiI7BscDujWLbesX8+XS/9uvZTNpKneANUbAJp4+vMr2l4bdDa1g8+11jPpOA883bEg4YhjKqmu6G+tr//mfd5+58F22/mcXjjgZ3nbNnzzGcu/+qDdthFvF4jH87Yl4820JKLttt04B8ZGdlvHJ+He2baGYWyxzWFzdKht1szmrdtsNmzQbhgBYNjM3CTjNhvYbLi8fnz+MDabHZvdjt3uxG7f+NyB3eawnpvFRdjsDqttebd+1Jqrc/ttstjsDux2Ow67E7vdQa/S3hw5bAKVgw7irKfPxrRB2g4pR275w/G3MaLHIbkAJFyNzxvcZv0e4NTefbf5uoiIiIiIiIgUhkITERHZ95SXc/UVz/G/b/6B+5/+bzpHTJxbXrsHIGvkX5jvaK8C2DJI6GgYsHk72HoIYQPrQv7Gi/0OtzfXG6H1gj42G0Wlncj4PLl9bRsv6NvzL/Db7Pg7dYOKCqudN2in/+CjtggDNoYIdofDCgRcffqBv8RqW1t8PCd0DmG35/Zx2J3YHfntHHYnIW8YDhieV+8pXW/gsJYG7DYHTrsTuzO3r7P1XHaHC6fDSbm/HIo659oB2Gz8dfTnOGwOHA4nTqe77bnDlTunI3eMzQ3hBJ6ccFWH/n02d9qYMZy2A/u3rM7wSVXus2RgWI9DBh3N4E7Dd6oGEREREREREdk72EzT7MgNnfuMSCRCUVERTU1NhMMat1tEZH83f/V8Rt89gs4RCKRzvRRMG5zR/wyqgtWM7HIQY7qNsS7oZ8wsj370WF6A4HA4rfBg0/WDuoymLFButd2QqOfzhi+wt17I37if9dj63Olw0bW4W67A1t4QiXQCw0Zu39b2W7v4L3u/byPfMuq+UXQNd+WiYRdx/4L7WRFZwdyfzaVLuEuhyxMRERERERGRXaDQRERE9mnzV89nxL0jtrjr/4Off8Bw3fUve0gyk8TtcGOz2TBNk1Q2hcfpKXRZIiIiIiIiIrKLOj5GiYiIyF6oMlBJdbCaETUjuOfEexhRM4LqYDWVAU2VLXuOx+mxJpO32WwKTERERERERET2E+ppIiIi+zzd9S8iIiIiIiIiIruDJoIXEZF93qYBie76FxERERERERGRnaXhuURERERERERERERERFBoIiIiIiIiIiIiIiIiAig0ERERERERERERERERARSaiIiIiIiIiIiIiIiIAApNREREREREREREREREAIUmIiIiIiIiIiIiIiIigEITERERERERERERERERQKGJiIiIiIiIiIiIiIgIoNBEREREREREREREREQEUGgiIiIiIiIiIiIiIiICKDQREREREREREREREREBFJqIiIiIiIiIiIiIiIgACk1EREREREREREREREQAcBa6gN3NNE0AIpFIgSsREREREREREREREZG9RSgUwmazbXef/S40aW5uBqBr164FrkRERERERERERERERPYWTU1NhMPh7e5jMzd2zdhPGIbBqlWrOpQYfd9EIhG6du3KihUr2v1giIjsa/QdJyL7M33Hicj+TN9xIrI/03ecyN7le9nTxG6306VLl0KXsVcLh8P6khaR/Za+40Rkf6bvOBHZn+k7TkT2Z/qOE9l3aCJ4ERERERERERERERERFJqIiIiIiIiIiIiIiIgACk2+VzweD9dddx0ej6fQpYiI7Hb6jhOR/Zm+40Rkf6bvOBHZn+k7TmTfs99NBC8iIiIiIiIiIiIiIrIz1NNEREREREREREREREQEhSYiIiIiIiIiIiIiIiKAQhMRERERERERERERERFAoYmIiIiIiIiIiIiIiAig0OR74y9/+Qs9evTA6/UyevRo5syZU+iSRER2i5tuuolRo0YRCoWorKzktNNOY8mSJYUuS0Rkj7j55pux2WxMmjSp0KWIiOwWK1eu5Pzzz6esrAyfz8fgwYOZN29eocsSEdll2WyWa665htraWnw+H7169eL666/HNM1ClyYi7VBo8j3wxBNPMHnyZK677jrmz5/PgQceyHHHHcfatWsLXZqIyC6bNWsWEydO5P3332f69Omk02mOPfZYYrFYoUsTEdmt5s6dy9/+9jeGDBlS6FJERHaLhoYGDj30UFwuF6+88gqffvopf/zjHykpKSl0aSIiu+yWW27h7rvv5q677mLx4sXccsst3Hrrrfz5z38udGki0g6bqXhzvzd69GhGjRrFXXfdBYBhGHTt2pVLLrmEKVOmFLg6EZHda926dVRWVjJr1iwOP/zwQpcjIrJbRKNRhg8fzl//+lduuOEGhg4dyp133lnoskREdsmUKVN45513+Ne//lXoUkREdruTTjqJqqoq7r//fmvbj370I3w+H4888kgBKxOR9qinyX4ulUrxwQcfcMwxx1jb7HY7xxxzDO+9914BKxMR2TOampoAKC0tLXAlIiK7z8SJEznxxBPzfqcTEdnXvfjii4wcOZIzzzyTyspKhg0bxn333VfoskREdosxY8YwY8YMli5dCsCiRYuYPXs2J5xwQoErE5H2OAtdgOxZ69evJ5vNUlVVlbe9qqqKzz77rEBViYjsGYZhMGnSJA499FAGDRpU6HJERHaLxx9/nPnz5zN37txClyIislt99dVX3H333UyePJnf/va3zJ07l0svvRS3282ECRMKXZ6IyC6ZMmUKkUiEfv364XA4yGaz3HjjjZx33nmFLk1E2qHQRERE9hsTJ07k448/Zvbs2YUuRURkt1ixYgWXXXYZ06dPx+v1FrocEZHdyjAMRo4cyR/+8AcAhg0bxscff8w999yj0ERE9nlPPvkkjz76KI899hgDBw5k4cKFTJo0iZqaGn3HiezlFJrs58rLy3E4HKxZsyZv+5o1a6iuri5QVSIiu9+vf/1rXnrpJd5++226dOlS6HJERHaLDz74gLVr1zJ8+HBrWzab5e233+auu+4imUzicDgKWKGIyM7r1KkTAwYMyNvWv39/nnnmmQJVJCKy+1x55ZVMmTKFs88+G4DBgwfz9ddfc9NNNyk0EdnLaU6T/Zzb7WbEiBHMmDHD2mYYBjNmzOCQQw4pYGUiIruHaZr8+te/5rnnnuPNN9+ktra20CWJiOw2Y8eO5aOPPmLhwoXWMnLkSM477zwWLlyowERE9mmHHnooS5Ysydu2dOlSunfvXqCKRER2n3g8jt2ef+nV4XBgGEaBKhKRjlJPk++ByZMnM2HCBEaOHMlBBx3EnXfeSSwW48ILLyx0aSIiu2zixIk89thjvPDCC4RCIerq6gAoKirC5/MVuDoRkV0TCoW2mKMpEAhQVlamuZtEZJ93+eWXM2bMGP7whz9w1llnMWfOHO69917uvffeQpcmIrLLTj75ZG688Ua6devGwIEDWbBgAXfccQc//elPC12aiLTDZpqmWegiZM+76667uO2226irq2Po0KH86U9/YvTo0YUuS0Rkl9lstq1uf+CBB7jgggu+22JERL4DRx55JEOHDuXOO+8sdCkiIrvspZde4uqrr+bzzz+ntraWyZMn87Of/azQZYmI7LLm5mauueYannvuOdauXUtNTQ3nnHMO1157LW63u9Dlich2KDQRERERERERERERERFBc5qIiIiIiIiIiIiIiIgACk1EREREREREREREREQAhSYiIiIiIiIiIiIiIiKAQhMRERERERERERERERFAoYmIiIiIiIiIiIiIiAig0ERERERERERERERERARQaCIiIiIiIiIiIiIiIgIoNBEREREREREREREREQEUmoiIiIiIiIiIiIiIiAAKTURERERERERERERERACFJiIiIiIiIiIiIiIiIoBCExEREREREREREREREQD+f0D/M2hqSJjTAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(len(arma_random_indices), 1, sharey=True, sharex='col', figsize=(20,len(arma_random_indices)*2))\n", + "for i, ri in enumerate(arma_random_indices):\n", + " act = np.concatenate((arma_summary[ri][0],arma_summary[ri][1]), axis=0)\n", + " fcast = np.concatenate((arma_summary[ri][0],arma_summary[ri][2]),axis=0)\n", + " axs[i].plot(act[-last_pts:,:], label=\"True\", linestyle='--', color='green', marker='*', linewidth=2)\n", + " axs[i].plot(fcast[-last_pts:,:], label=\"Predicted\", linestyle='-', color='red', linewidth=2, alpha=0.3 )\n", + " axs[i].set_title(f'Example {random_indices[i]}')\n", + " # axs[i].set_ylim(-3, 3)\n", + " for s in ['top', 'right']:\n", + " axs[i].spines[s].set_visible(False)\n", + " axs[i].legend()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "48f6073a-695e-4f29-b8e2-83d999c4ff28", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/tutorial/install_tsfm.ipynb b/notebooks/tutorial/install_tsfm.ipynb new file mode 100644 index 00000000..a69cfbb3 --- /dev/null +++ b/notebooks/tutorial/install_tsfm.ipynb @@ -0,0 +1,98 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Install IBM/tsfm repository\n", + "\n", + "This notebook installs the IBM Time Series Foundation Model repository." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Clone the ibm/tsfm\n", + "! git clone https://github.com/IBM/tsfm.git" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Change directory. Move inside the tsfm repo.\n", + "%cd tsfm" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Do ls\n", + "! ls" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Install the tsfm library\n", + "! pip install \".[notebooks]\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Check installation\n", + "from tsfm_public.models.tinytimemixer import TinyTimeMixerForPrediction\n", + "\n", + "model_512 = TinyTimeMixerForPrediction.from_pretrained(\"ibm/TTM\", revision=\"main\")\n", + "model_512.config.context_length" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Check for another tsfm model\n", + "model_1024 = TinyTimeMixerForPrediction.from_pretrained(\"ibm/TTM\", revision=\"1024_96_v1\")\n", + "model_1024.config.num_patches" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "torch", + "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": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/tutorial/ttm_tutorial.ipynb b/notebooks/tutorial/ttm_tutorial.ipynb new file mode 100644 index 00000000..beb17441 --- /dev/null +++ b/notebooks/tutorial/ttm_tutorial.ipynb @@ -0,0 +1,1425 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "id": "7478e0e2-b7af-4fd4-b44e-ca58e0c31b71", + "metadata": {}, + "source": [ + "# Getting started with TinyTimeMixer (TTM)\n", + "\n", + "This notebooke demonstrates the usage of a pre-trained `TinyTimeMixer` model for several multivariate time series forecasting tasks. For details related to model architecture, refer to the [TTM paper](https://arxiv.org/pdf/2401.03955.pdf).\n", + "\n", + "In this example, we will use a pre-trained TTM-512-96 model. That means the TTM model can take an input of 512 time points (`context_length`), and can forecast upto 96 time points (`forecast_length`) in the future. We will use the pre-trained TTM in two settings:\n", + "1. **Zero-shot**: The pre-trained TTM will be directly used to evaluate on the `test` split of the target data. Note that the TTM was NOT pre-trained on the target data.\n", + "2. **Few-shot**: The pre-trained TTM will be quickly fine-tuned on only 5% of the `train` split of the target data, and subsequently, evaluated on the `test` part of the target data.\n", + "\n", + "Note: Alternatively, this notebook can be modified to try the TTM-1024-96 model.\n", + "\n", + "Pre-trained TTM models will be fetched from the [Hugging Face TTM Model Repository](https://huggingface.co/ibm/TTM)." + ] + }, + { + "cell_type": "markdown", + "id": "4561dc9c", + "metadata": {}, + "source": [ + "## Installation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9fe05685", + "metadata": {}, + "outputs": [], + "source": [ + "# Clone the ibm/tsfm\n", + "! git clone https://github.com/IBM/tsfm.git" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "be51b4e7", + "metadata": {}, + "outputs": [], + "source": [ + "# Change directory. Move inside the tsfm repo.\n", + "%cd tsfm" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "128a92da", + "metadata": {}, + "outputs": [], + "source": [ + "# Do ls\n", + "! ls" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5f120eaa", + "metadata": {}, + "outputs": [], + "source": [ + "# Install the tsfm library\n", + "! pip install \".[notebooks]\"" + ] + }, + { + "cell_type": "markdown", + "id": "fd1be1e5", + "metadata": {}, + "source": [ + "## Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "f63ae353-96df-4380-89f6-1e6cebf684fb", + "metadata": {}, + "outputs": [], + "source": [ + "# Standard\n", + "import os\n", + "import math\n", + "import tempfile\n", + "import torch\n", + "\n", + "# Third Party\n", + "from torch.optim import AdamW\n", + "from torch.optim.lr_scheduler import OneCycleLR\n", + "from transformers import EarlyStoppingCallback, Trainer, TrainingArguments, set_seed\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "# First Party\n", + "from tsfm_public.models.tinytimemixer.utils import (\n", + " count_parameters,\n", + " plot_preds,\n", + ")\n", + "\n", + "# Local\n", + "from tsfm_public.models.tinytimemixer import TinyTimeMixerForPrediction\n", + "from tsfm_public.toolkit.callbacks import TrackingCallback" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "092f5fa8-7f21-46d5-8356-2f313276d345", + "metadata": {}, + "source": [ + "## Important arguments" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a826c4f3-1c6c-4088-b6af-f430f45fd380", + "metadata": {}, + "outputs": [], + "source": [ + "# Set seed for reproducibility\n", + "SEED = 42\n", + "set_seed(SEED)\n", + "\n", + "# DATA ROOT PATH\n", + "# Make sure to download the target data (here ettm2) on the `DATA_ROOT_PATH` folder.\n", + "# ETT is available at: https://github.com/zhouhaoyi/ETDataset/tree/main\n", + "target_dataset = \"ettm2\"\n", + "DATA_ROOT_PATH = \"https://raw.githubusercontent.com/zhouhaoyi/ETDataset/main/ETT-small/ETTm2.csv\"\n", + "\n", + "# Results dir\n", + "OUT_DIR = \"ttm_finetuned_models/\"\n", + "\n", + "# TTM model branch\n", + "# Use main for 512-96 model\n", + "# Use \"1024_96_v1\" for 1024-96 model\n", + "TTM_MODEL_REVISION = \"main\"\n", + "\n", + "# Forecasting parameters\n", + "context_length = 512\n", + "forecast_length = 96\n", + "fewshot_fraction = 0.05" + ] + }, + { + "cell_type": "markdown", + "id": "d1e18b0c", + "metadata": {}, + "source": [ + "## Data processing pipeline" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "55baa818", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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dateHUFLHULLMUFLMULLLUFLLULLOT
02016-07-01 00:00:0041.13000112.48136.5359999.3554.4241.31138.661999
12016-07-01 00:15:0039.62200211.30935.5439998.5513.2091.25838.223000
22016-07-01 00:30:0038.86800010.55534.3650027.5864.4351.25837.344002
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+ "69675 -1.418 45.986500 \n", + "69676 -1.418 45.986500 \n", + "69677 -1.418 45.546501 \n", + "69678 -1.418 45.546501 \n", + "69679 -1.418 45.327000 \n", + "\n", + "[69680 rows x 8 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load the data file and see the columns\n", + "df_tmp = pd.read_csv(DATA_ROOT_PATH)\n", + "df_tmp" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a8c4718e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_tmp.iloc[:1000].plot(x=\"date\", y=\"HUFL\", figsize=(20,5))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "08124f60", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data lengths: train = 1607, val = 11425, test = 11425\n" + ] + } + ], + "source": [ + "from tsfm_public.toolkit.time_series_preprocessor import TimeSeriesPreprocessor\n", + "\n", + "dataset_path = DATA_ROOT_PATH\n", + "timestamp_column = \"date\"\n", + "id_columns = []\n", + "target_columns = [\"HUFL\", \"HULL\", \"MUFL\", \"MULL\", \"LUFL\", \"LULL\", \"OT\"]\n", + "split_config = {\n", + " \"train\": [0, 12 * 30 * 24 * 4],\n", + " \"valid\": [12 * 30 * 24 * 4, 12 * 30 * 24 * 4 + 4 * 30 * 24 * 4],\n", + " \"test\": [\n", + " 12 * 30 * 24 * 4 + 4 * 30 * 24 * 4,\n", + " 12 * 30 * 24 * 4 + 8 * 30 * 24 * 4,\n", + " ],\n", + " }\n", + "# Understanding the split config -- slides\n", + "\n", + "data = pd.read_csv(\n", + " dataset_path,\n", + " parse_dates=[timestamp_column],\n", + ")\n", + "\n", + "column_specifiers = {\n", + " \"timestamp_column\": timestamp_column,\n", + " \"id_columns\": id_columns,\n", + " \"target_columns\": target_columns,\n", + " \"control_columns\": [],\n", + "}\n", + "\n", + "tsp = TimeSeriesPreprocessor(\n", + " **column_specifiers,\n", + " context_length=context_length,\n", + " prediction_length=forecast_length,\n", + " scaling=True,\n", + " encode_categorical=False,\n", + " scaler_type=\"standard\",\n", + ")\n", + "\n", + "train_dataset, valid_dataset, test_dataset = tsp.get_datasets(\n", + " data, split_config, fewshot_fraction=fewshot_fraction, fewshot_location=\"first\"\n", + ")\n", + "print(f\"Data lengths: train = {len(train_dataset)}, val = {len(valid_dataset)}, test = {len(test_dataset)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "d2991e01", + "metadata": {}, + "outputs": [ + { + 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0.5817],\n", + " [-0.2495, -0.2327, -0.5738, -0.3757, 0.2675, 0.2795, 0.6196],\n", + " [ 0.0787, 0.2039, -0.3877, 0.2534, 0.2675, 0.2795, 0.6196]]),\n", + " 'timestamp': numpy.datetime64('2016-07-06T08:30:00.000000000')}" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_dataset[3]" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "b9498749", + "metadata": {}, + "source": [ + "## Zero-shot evaluation method" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "037d03dd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "TinyTimeMixerForPrediction(\n", + " (backbone): TinyTimeMixerModel(\n", + " (encoder): TinyTimeMixerEncoder(\n", + " (patcher): Linear(in_features=64, out_features=192, bias=True)\n", + " (mlp_mixer_encoder): TinyTimeMixerBlock(\n", + " (mixers): ModuleList(\n", + " (0): TinyTimeMixerAdaptivePatchingBlock(\n", + " (mixer_layers): ModuleList(\n", + " (0-1): 2 x TinyTimeMixerLayer(\n", + " (patch_mixer): PatchMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((48,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=32, out_features=64, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=64, out_features=32, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=32, out_features=32, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " (feature_mixer): FeatureMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((48,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=48, out_features=96, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=96, out_features=48, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=48, out_features=48, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (1): TinyTimeMixerAdaptivePatchingBlock(\n", + " (mixer_layers): ModuleList(\n", + " (0-1): 2 x TinyTimeMixerLayer(\n", + " (patch_mixer): PatchMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((96,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=16, out_features=32, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=32, out_features=16, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=16, out_features=16, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " (feature_mixer): FeatureMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((96,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=96, out_features=192, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=192, out_features=96, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=96, out_features=96, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (2): TinyTimeMixerAdaptivePatchingBlock(\n", + " (mixer_layers): ModuleList(\n", + " (0-1): 2 x TinyTimeMixerLayer(\n", + " (patch_mixer): PatchMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((192,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=8, out_features=16, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=16, out_features=8, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=8, out_features=8, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " (feature_mixer): FeatureMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((192,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=192, out_features=384, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=384, out_features=192, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=192, out_features=192, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (patching): TinyTimeMixerPatchify()\n", + " (scaler): TinyTimeMixerStdScaler()\n", + " )\n", + " (decoder): TinyTimeMixerDecoder(\n", + " (adapter): Linear(in_features=192, out_features=128, bias=True)\n", + " (decoder_block): TinyTimeMixerBlock(\n", + " (mixers): ModuleList(\n", + " (0-1): 2 x TinyTimeMixerLayer(\n", + " (patch_mixer): PatchMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((128,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=8, out_features=16, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=16, out_features=8, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=8, out_features=8, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " (feature_mixer): FeatureMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((128,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=128, out_features=256, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=256, out_features=128, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=128, out_features=128, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (head): TinyTimeMixerForPredictionHead(\n", + " (dropout_layer): Dropout(p=0.2, inplace=False)\n", + " (base_forecast_block): Linear(in_features=1024, out_features=96, bias=True)\n", + " (flatten): Flatten(start_dim=-2, end_dim=-1)\n", + " )\n", + ")" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "zeroshot_model = TinyTimeMixerForPrediction.from_pretrained(\"ibm/TTM\", revision=TTM_MODEL_REVISION)\n", + "zeroshot_model" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9dc4da08", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/arindamjati/opt/anaconda3/envs/tsfm-pub/lib/python3.9/site-packages/accelerate/accelerator.py:436: FutureWarning: Passing the following arguments to `Accelerator` is deprecated and will be removed in version 1.0 of Accelerate: dict_keys(['dispatch_batches', 'split_batches', 'even_batches', 'use_seedable_sampler']). Please pass an `accelerate.DataLoaderConfiguration` instead: \n", + "dataloader_config = DataLoaderConfiguration(dispatch_batches=None, split_batches=False, even_batches=True, use_seedable_sampler=True)\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "temp_dir = tempfile.mkdtemp()\n", + "# zeroshot_trainer\n", + "zeroshot_trainer = Trainer(\n", + " model=zeroshot_model,\n", + " args=TrainingArguments(\n", + " output_dir=temp_dir,\n", + " per_device_eval_batch_size=64,\n", + " )\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "773cf2c8", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f21bc3e55dcb4ba18075405f496e6094", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/179 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot\n", + "plot_preds(trainer=zeroshot_trainer, dset=test_dataset, plot_dir=os.path.join(OUT_DIR, \"ettm2\"), plot_prefix=\"test_zeroshot\", channel=0)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "3b79e3b8-b80a-48c4-9ee7-810e9ebdfcd2", + "metadata": {}, + "source": [ + " ## Few-shot finetune and evaluation method" + ] + }, + { + "cell_type": "markdown", + "id": "cc510c20", + "metadata": {}, + "source": [ + "### Load model\n", + "Optionally, we can change some parameters of the model, e.g., dropout of the head." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "c8333271", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "TinyTimeMixerForPrediction(\n", + " (backbone): TinyTimeMixerModel(\n", + " (encoder): TinyTimeMixerEncoder(\n", + " (patcher): Linear(in_features=64, out_features=192, bias=True)\n", + " (mlp_mixer_encoder): TinyTimeMixerBlock(\n", + " (mixers): ModuleList(\n", + " (0): TinyTimeMixerAdaptivePatchingBlock(\n", + " (mixer_layers): ModuleList(\n", + " (0-1): 2 x TinyTimeMixerLayer(\n", + " (patch_mixer): PatchMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((48,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=32, out_features=64, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=64, out_features=32, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=32, out_features=32, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " (feature_mixer): FeatureMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((48,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=48, out_features=96, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=96, out_features=48, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=48, out_features=48, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (1): TinyTimeMixerAdaptivePatchingBlock(\n", + " (mixer_layers): ModuleList(\n", + " (0-1): 2 x TinyTimeMixerLayer(\n", + " (patch_mixer): PatchMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((96,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=16, out_features=32, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=32, out_features=16, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=16, out_features=16, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " (feature_mixer): FeatureMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((96,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=96, out_features=192, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=192, out_features=96, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=96, out_features=96, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (2): TinyTimeMixerAdaptivePatchingBlock(\n", + " (mixer_layers): ModuleList(\n", + " (0-1): 2 x TinyTimeMixerLayer(\n", + " (patch_mixer): PatchMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((192,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=8, out_features=16, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=16, out_features=8, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=8, out_features=8, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " (feature_mixer): FeatureMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((192,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=192, out_features=384, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=384, out_features=192, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=192, out_features=192, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (patching): TinyTimeMixerPatchify()\n", + " (scaler): TinyTimeMixerStdScaler()\n", + " )\n", + " (decoder): TinyTimeMixerDecoder(\n", + " (adapter): Linear(in_features=192, out_features=128, bias=True)\n", + " (decoder_block): TinyTimeMixerBlock(\n", + " (mixers): ModuleList(\n", + " (0-1): 2 x TinyTimeMixerLayer(\n", + " (patch_mixer): PatchMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((128,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=8, out_features=16, bias=True)\n", + " (dropout1): Dropout(p=0.7, inplace=False)\n", + " (fc2): Linear(in_features=16, out_features=8, bias=True)\n", + " (dropout2): Dropout(p=0.7, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=8, out_features=8, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " (feature_mixer): FeatureMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((128,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=128, out_features=256, bias=True)\n", + " (dropout1): Dropout(p=0.7, inplace=False)\n", + " (fc2): Linear(in_features=256, out_features=128, bias=True)\n", + " (dropout2): Dropout(p=0.7, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=128, out_features=128, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (head): TinyTimeMixerForPredictionHead(\n", + " (dropout_layer): Dropout(p=0.7, inplace=False)\n", + " (base_forecast_block): Linear(in_features=1024, out_features=96, bias=True)\n", + " (flatten): Flatten(start_dim=-2, end_dim=-1)\n", + " )\n", + ")" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "finetune_forecast_model = TinyTimeMixerForPrediction.from_pretrained(\"ibm/TTM\", revision=TTM_MODEL_REVISION, head_dropout=0.7)\n", + "finetune_forecast_model" + ] + }, + { + "cell_type": "markdown", + "id": "58d6bbe4", + "metadata": {}, + "source": [ + "### Frezze the TTM backbone" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "86af5cc5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of params before freezing backbone 805280\n", + "Number of params after freezing the backbone 289696\n" + ] + } + ], + "source": [ + "print(\n", + " \"Number of params before freezing backbone\",\n", + " count_parameters(finetune_forecast_model),\n", + " )\n", + "\n", + "# Freeze the backbone of the model\n", + "for param in finetune_forecast_model.backbone.parameters():\n", + " param.requires_grad = False\n", + "\n", + "# Count params\n", + "print(\n", + " \"Number of params after freezing the backbone\",\n", + " count_parameters(finetune_forecast_model),\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "18e92817", + "metadata": {}, + "source": [ + "### Finetune few-shot 5%" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "ba2c132f", + "metadata": {}, + "outputs": [], + "source": [ + "# Important parameters\n", + "learning_rate = 0.001\n", + "num_epochs = 1 # Ideally, we need more epochs (try offline preferably in a gpu for faster computation)\n", + "batch_size = 64" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "d1013616", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using learning rate = 0.001\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/arindamjati/opt/anaconda3/envs/tsfm-pub/lib/python3.9/site-packages/accelerate/accelerator.py:436: FutureWarning: Passing the following arguments to `Accelerator` is deprecated and will be removed in version 1.0 of Accelerate: dict_keys(['dispatch_batches', 'split_batches', 'even_batches', 'use_seedable_sampler']). Please pass an `accelerate.DataLoaderConfiguration` instead: \n", + "dataloader_config = DataLoaderConfiguration(dispatch_batches=None, split_batches=False, even_batches=True, use_seedable_sampler=True)\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "a13d3264cfc94a74be2a9daef65e5c46", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/26 [00:00\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
dateHUFLHULLMUFLMULLLUFLLULLOT
02016-07-01 00:00:0041.13000112.48136.5359999.3554.4241.31138.661999
12016-07-01 00:15:0039.62200211.30935.5439998.5513.2091.25838.223000
22016-07-01 00:30:0038.86800010.55534.3650027.5864.4351.25837.344002
32016-07-01 00:45:0035.5180029.21432.5690008.7124.4351.21537.124001
42016-07-01 01:00:0037.52800010.13633.9360017.5324.4351.21537.124001
...........................
696752018-06-26 18:45:0042.72200012.23054.01400012.652-11.525-1.41845.986500
696762018-06-26 19:00:0038.86800010.05249.85900110.669-11.525-1.41845.986500
696772018-06-26 19:15:0039.62200211.05750.44800211.795-10.299-1.41845.546501
696782018-06-26 19:30:0040.45999911.39251.84199911.929-11.536-1.41845.546501
696792018-06-26 19:45:0043.22399912.14654.73700012.679-11.536-1.41845.327000
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69680 rows Ă— 8 columns

\n", + "" + ], + "text/plain": [ + " date HUFL HULL MUFL MULL LUFL \\\n", + "0 2016-07-01 00:00:00 41.130001 12.481 36.535999 9.355 4.424 \n", + "1 2016-07-01 00:15:00 39.622002 11.309 35.543999 8.551 3.209 \n", + "2 2016-07-01 00:30:00 38.868000 10.555 34.365002 7.586 4.435 \n", + "3 2016-07-01 00:45:00 35.518002 9.214 32.569000 8.712 4.435 \n", + "4 2016-07-01 01:00:00 37.528000 10.136 33.936001 7.532 4.435 \n", + "... ... ... ... ... ... ... \n", + "69675 2018-06-26 18:45:00 42.722000 12.230 54.014000 12.652 -11.525 \n", + "69676 2018-06-26 19:00:00 38.868000 10.052 49.859001 10.669 -11.525 \n", + "69677 2018-06-26 19:15:00 39.622002 11.057 50.448002 11.795 -10.299 \n", + "69678 2018-06-26 19:30:00 40.459999 11.392 51.841999 11.929 -11.536 \n", + "69679 2018-06-26 19:45:00 43.223999 12.146 54.737000 12.679 -11.536 \n", + "\n", + " LULL OT \n", + "0 1.311 38.661999 \n", + "1 1.258 38.223000 \n", + "2 1.258 37.344002 \n", + "3 1.215 37.124001 \n", + "4 1.215 37.124001 \n", + "... ... ... \n", + "69675 -1.418 45.986500 \n", + "69676 -1.418 45.986500 \n", + "69677 -1.418 45.546501 \n", + "69678 -1.418 45.546501 \n", + "69679 -1.418 45.327000 \n", + "\n", + "[69680 rows x 8 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load the data file and see the columns\n", + "df_tmp = pd.read_csv(DATA_ROOT_PATH)\n", + "df_tmp" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a8c4718e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_tmp.iloc[:1000].plot(x=\"date\", y=\"HUFL\", figsize=(20,5))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "08124f60", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data lengths: train = 1607, val = 11425, test = 11425\n" + ] + } + ], + "source": [ + "from tsfm_public.toolkit.time_series_preprocessor import TimeSeriesPreprocessor\n", + "\n", + "dataset_path = DATA_ROOT_PATH\n", + "timestamp_column = \"date\"\n", + "id_columns = []\n", + "target_columns = [\"HUFL\", \"HULL\", \"MUFL\", \"MULL\", \"LUFL\", \"LULL\", \"OT\"]\n", + "split_config = {\n", + " \"train\": [0, 12 * 30 * 24 * 4],\n", + " \"valid\": [12 * 30 * 24 * 4, 12 * 30 * 24 * 4 + 4 * 30 * 24 * 4],\n", + " \"test\": [\n", + " 12 * 30 * 24 * 4 + 4 * 30 * 24 * 4,\n", + " 12 * 30 * 24 * 4 + 8 * 30 * 24 * 4,\n", + " ],\n", + " }\n", + "# Understanding the split config -- slides\n", + "\n", + "data = pd.read_csv(\n", + " dataset_path,\n", + " parse_dates=[timestamp_column],\n", + ")\n", + "\n", + "column_specifiers = {\n", + " \"timestamp_column\": timestamp_column,\n", + " \"id_columns\": id_columns,\n", + " \"target_columns\": target_columns,\n", + " \"control_columns\": [],\n", + "}\n", + "\n", + "tsp = TimeSeriesPreprocessor(\n", + " **column_specifiers,\n", + " context_length=context_length,\n", + " prediction_length=forecast_length,\n", + " scaling=True,\n", + " encode_categorical=False,\n", + " scaler_type=\"standard\",\n", + ")\n", + "\n", + "train_dataset, valid_dataset, test_dataset = tsp.get_datasets(\n", + " data, split_config, fewshot_fraction=fewshot_fraction, fewshot_location=\"first\"\n", + ")\n", + "print(f\"Data lengths: train = {len(train_dataset)}, val = {len(valid_dataset)}, test = {len(test_dataset)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "d2991e01", + "metadata": {}, + "outputs": [ + { + 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0.5817],\n", + " [-0.2495, -0.2327, -0.5738, -0.3757, 0.2675, 0.2795, 0.6196],\n", + " [ 0.0787, 0.2039, -0.3877, 0.2534, 0.2675, 0.2795, 0.6196]]),\n", + " 'timestamp': numpy.datetime64('2016-07-06T08:30:00.000000000')}" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_dataset[3]" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "b9498749", + "metadata": {}, + "source": [ + "## Zero-shot evaluation method" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "037d03dd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "TinyTimeMixerForPrediction(\n", + " (backbone): TinyTimeMixerModel(\n", + " (encoder): TinyTimeMixerEncoder(\n", + " (patcher): Linear(in_features=64, out_features=192, bias=True)\n", + " (mlp_mixer_encoder): TinyTimeMixerBlock(\n", + " (mixers): ModuleList(\n", + " (0): TinyTimeMixerAdaptivePatchingBlock(\n", + " (mixer_layers): ModuleList(\n", + " (0-1): 2 x TinyTimeMixerLayer(\n", + " (patch_mixer): PatchMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((48,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=32, out_features=64, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=64, out_features=32, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=32, out_features=32, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " (feature_mixer): FeatureMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((48,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=48, out_features=96, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=96, out_features=48, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=48, out_features=48, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (1): TinyTimeMixerAdaptivePatchingBlock(\n", + " (mixer_layers): ModuleList(\n", + " (0-1): 2 x TinyTimeMixerLayer(\n", + " (patch_mixer): PatchMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((96,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=16, out_features=32, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=32, out_features=16, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=16, out_features=16, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " (feature_mixer): FeatureMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((96,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=96, out_features=192, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=192, out_features=96, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=96, out_features=96, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (2): TinyTimeMixerAdaptivePatchingBlock(\n", + " (mixer_layers): ModuleList(\n", + " (0-1): 2 x TinyTimeMixerLayer(\n", + " (patch_mixer): PatchMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((192,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=8, out_features=16, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=16, out_features=8, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=8, out_features=8, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " (feature_mixer): FeatureMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((192,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=192, out_features=384, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=384, out_features=192, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=192, out_features=192, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (patching): TinyTimeMixerPatchify()\n", + " (scaler): TinyTimeMixerStdScaler()\n", + " )\n", + " (decoder): TinyTimeMixerDecoder(\n", + " (adapter): Linear(in_features=192, out_features=128, bias=True)\n", + " (decoder_block): TinyTimeMixerBlock(\n", + " (mixers): ModuleList(\n", + " (0-1): 2 x TinyTimeMixerLayer(\n", + " (patch_mixer): PatchMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((128,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=8, out_features=16, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=16, out_features=8, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=8, out_features=8, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " (feature_mixer): FeatureMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((128,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=128, out_features=256, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=256, out_features=128, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=128, out_features=128, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (head): TinyTimeMixerForPredictionHead(\n", + " (dropout_layer): Dropout(p=0.2, inplace=False)\n", + " (base_forecast_block): Linear(in_features=1024, out_features=96, bias=True)\n", + " (flatten): Flatten(start_dim=-2, end_dim=-1)\n", + " )\n", + ")" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "zeroshot_model = TinyTimeMixerForPrediction.from_pretrained(\"ibm/TTM\", revision=TTM_MODEL_REVISION)\n", + "zeroshot_model" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9dc4da08", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/arindamjati/opt/anaconda3/envs/tsfm-pub/lib/python3.9/site-packages/accelerate/accelerator.py:436: FutureWarning: Passing the following arguments to `Accelerator` is deprecated and will be removed in version 1.0 of Accelerate: dict_keys(['dispatch_batches', 'split_batches', 'even_batches', 'use_seedable_sampler']). Please pass an `accelerate.DataLoaderConfiguration` instead: \n", + "dataloader_config = DataLoaderConfiguration(dispatch_batches=None, split_batches=False, even_batches=True, use_seedable_sampler=True)\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "temp_dir = tempfile.mkdtemp()\n", + "# zeroshot_trainer\n", + "zeroshot_trainer = Trainer(\n", + " model=zeroshot_model,\n", + " args=TrainingArguments(\n", + " output_dir=temp_dir,\n", + " per_device_eval_batch_size=64,\n", + " )\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "773cf2c8", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "871433d91e7b4ee6b3131139a37cb895", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/179 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot\n", + "plot_preds(trainer=zeroshot_trainer, dset=test_dataset, plot_dir=os.path.join(OUT_DIR, \"ettm2\"), plot_prefix=\"test_zeroshot\", channel=0)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "3b79e3b8-b80a-48c4-9ee7-810e9ebdfcd2", + "metadata": {}, + "source": [ + " ## Few-shot finetune and evaluation method" + ] + }, + { + "cell_type": "markdown", + "id": "cc510c20", + "metadata": {}, + "source": [ + "### Load model\n", + "Optionally, we can change some parameters of the model, e.g., dropout of the head." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "c8333271", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "TinyTimeMixerForPrediction(\n", + " (backbone): TinyTimeMixerModel(\n", + " (encoder): TinyTimeMixerEncoder(\n", + " (patcher): Linear(in_features=64, out_features=192, bias=True)\n", + " (mlp_mixer_encoder): TinyTimeMixerBlock(\n", + " (mixers): ModuleList(\n", + " (0): TinyTimeMixerAdaptivePatchingBlock(\n", + " (mixer_layers): ModuleList(\n", + " (0-1): 2 x TinyTimeMixerLayer(\n", + " (patch_mixer): PatchMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((48,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=32, out_features=64, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=64, out_features=32, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=32, out_features=32, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " (feature_mixer): FeatureMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((48,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=48, out_features=96, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=96, out_features=48, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=48, out_features=48, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (1): TinyTimeMixerAdaptivePatchingBlock(\n", + " (mixer_layers): ModuleList(\n", + " (0-1): 2 x TinyTimeMixerLayer(\n", + " (patch_mixer): PatchMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((96,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=16, out_features=32, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=32, out_features=16, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=16, out_features=16, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " (feature_mixer): FeatureMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((96,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=96, out_features=192, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=192, out_features=96, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=96, out_features=96, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (2): TinyTimeMixerAdaptivePatchingBlock(\n", + " (mixer_layers): ModuleList(\n", + " (0-1): 2 x TinyTimeMixerLayer(\n", + " (patch_mixer): PatchMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((192,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=8, out_features=16, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=16, out_features=8, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=8, out_features=8, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " (feature_mixer): FeatureMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((192,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=192, out_features=384, bias=True)\n", + " (dropout1): Dropout(p=0.2, inplace=False)\n", + " (fc2): Linear(in_features=384, out_features=192, bias=True)\n", + " (dropout2): Dropout(p=0.2, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=192, out_features=192, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (patching): TinyTimeMixerPatchify()\n", + " (scaler): TinyTimeMixerStdScaler()\n", + " )\n", + " (decoder): TinyTimeMixerDecoder(\n", + " (adapter): Linear(in_features=192, out_features=128, bias=True)\n", + " (decoder_block): TinyTimeMixerBlock(\n", + " (mixers): ModuleList(\n", + " (0-1): 2 x TinyTimeMixerLayer(\n", + " (patch_mixer): PatchMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((128,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=8, out_features=16, bias=True)\n", + " (dropout1): Dropout(p=0.7, inplace=False)\n", + " (fc2): Linear(in_features=16, out_features=8, bias=True)\n", + " (dropout2): Dropout(p=0.7, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=8, out_features=8, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " (feature_mixer): FeatureMixerBlock(\n", + " (norm): TinyTimeMixerNormLayer(\n", + " (norm): LayerNorm((128,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (mlp): TinyTimeMixerMLP(\n", + " (fc1): Linear(in_features=128, out_features=256, bias=True)\n", + " (dropout1): Dropout(p=0.7, inplace=False)\n", + " (fc2): Linear(in_features=256, out_features=128, bias=True)\n", + " (dropout2): Dropout(p=0.7, inplace=False)\n", + " )\n", + " (gating_block): TinyTimeMixerGatedAttention(\n", + " (attn_layer): Linear(in_features=128, out_features=128, bias=True)\n", + " (attn_softmax): Softmax(dim=-1)\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " )\n", + " (head): TinyTimeMixerForPredictionHead(\n", + " (dropout_layer): Dropout(p=0.7, inplace=False)\n", + " (base_forecast_block): Linear(in_features=1024, out_features=96, bias=True)\n", + " (flatten): Flatten(start_dim=-2, end_dim=-1)\n", + " )\n", + ")" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "finetune_forecast_model = TinyTimeMixerForPrediction.from_pretrained(\"ibm/TTM\", revision=TTM_MODEL_REVISION, head_dropout=0.7)\n", + "finetune_forecast_model" + ] + }, + { + "cell_type": "markdown", + "id": "58d6bbe4", + "metadata": {}, + "source": [ + "### Frezze the TTM backbone" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "86af5cc5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of params before freezing backbone 805280\n", + "Number of params after freezing the backbone 289696\n" + ] + } + ], + "source": [ + "print(\n", + " \"Number of params before freezing backbone\",\n", + " count_parameters(finetune_forecast_model),\n", + " )\n", + "\n", + "# Freeze the backbone of the model\n", + "for param in finetune_forecast_model.backbone.parameters():\n", + " param.requires_grad = False\n", + "\n", + "# Count params\n", + "print(\n", + " \"Number of params after freezing the backbone\",\n", + " count_parameters(finetune_forecast_model),\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "18e92817", + "metadata": {}, + "source": [ + "### Finetune few-shot 5%" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "ba2c132f", + "metadata": {}, + "outputs": [], + "source": [ + "# Important parameters\n", + "learning_rate = 0.001\n", + "num_epochs = 1 # Ideally, we need more epochs (try offline preferably in a gpu for faster computation)\n", + "batch_size = 64" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "d1013616", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using learning rate = 0.001\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/arindamjati/opt/anaconda3/envs/tsfm-pub/lib/python3.9/site-packages/accelerate/accelerator.py:436: FutureWarning: Passing the following arguments to `Accelerator` is deprecated and will be removed in version 1.0 of Accelerate: dict_keys(['dispatch_batches', 'split_batches', 'even_batches', 'use_seedable_sampler']). Please pass an `accelerate.DataLoaderConfiguration` instead: \n", + "dataloader_config = DataLoaderConfiguration(dispatch_batches=None, split_batches=False, even_batches=True, use_seedable_sampler=True)\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "86a8e6e914c7408d810f7ab011482793", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/26 [00:00