{ "cells": [ { "cell_type": "markdown", "id": "28a3b5a3-a389-4567-b2c9-dd3fcf120492", "metadata": {}, "source": [ "# Setting the `seasonal` value in STL\n", "\n", "If you've been through the STL Decomposition notebook, you'll know how to use `STL` to decompose a series into its Trend, Seasonal and Residual components. You'll also know that the `seasonal` parameter should be changed for most applications. This notebook helps you choose an appropriate value. Let's first perform the same seasonal decomposition on the CO2 dataset we did before: " ] }, { "cell_type": "code", "execution_count": 1, "id": "a4a33629-a181-4948-9f33-30feeba83abd", "metadata": { "execution": { "iopub.execute_input": "2026-07-28T18:47:51.559810Z", "iopub.status.busy": "2026-07-28T18:47:51.559574Z", "iopub.status.idle": "2026-07-28T18:47:52.325245Z", "shell.execute_reply": "2026-07-28T18:47:52.324487Z" } }, "outputs": [], "source": [ "import calendar\n", "\n", "import matplotlib as mpl\n", "import pandas as pd\n", "\n", "import statsmodels.nonparametric.smoothers_lowess as sl" ] }, { "cell_type": "code", "execution_count": 2, "id": "32870ad0-18c7-46b4-8b33-2f9a57747b72", "metadata": { "execution": { "iopub.execute_input": "2026-07-28T18:47:52.328084Z", "iopub.status.busy": "2026-07-28T18:47:52.327654Z", "iopub.status.idle": "2026-07-28T18:47:52.371454Z", "shell.execute_reply": "2026-07-28T18:47:52.370501Z" } }, "outputs": [], "source": [ "co2_ = [\n", " 315.71,\n", " 317.45,\n", " 317.51,\n", " 317.27,\n", " 315.87,\n", " 314.93,\n", " 313.21,\n", " 312.42,\n", " 313.33,\n", " 314.67, # 1958\n", " 315.58,\n", " 316.49,\n", " 316.65,\n", " 317.72,\n", " 318.29,\n", " 318.15,\n", " 316.54,\n", " 314.80,\n", " 313.84,\n", " 313.33,\n", " 314.81,\n", " 315.58, # 1959\n", " 316.43,\n", " 316.98,\n", " 317.58,\n", " 319.03,\n", " 320.03,\n", " 319.58,\n", " 318.18,\n", " 315.90,\n", " 314.17,\n", " 313.83,\n", " 315.00,\n", " 316.19, # 1960\n", " 316.89,\n", " 317.70,\n", " 318.54,\n", " 319.48,\n", " 320.58,\n", " 319.77,\n", " 318.56,\n", " 316.79,\n", " 314.99,\n", " 315.31,\n", " 316.10,\n", " 317.01, # 1961\n", " 317.94,\n", " 318.55,\n", " 319.68,\n", " 320.57,\n", " 321.02,\n", " 320.62,\n", " 319.61,\n", " 317.40,\n", " 316.24,\n", " 315.42,\n", " 316.69,\n", " 317.70, # 1962\n", " 318.74,\n", " 319.07,\n", " 319.86,\n", " 321.38,\n", " 322.24,\n", " 321.49,\n", " 319.74,\n", " 317.77,\n", " 316.21,\n", " 315.99,\n", " 317.07,\n", " 318.35, # 1963\n", " 319.57,\n", " 320.04,\n", " 320.75,\n", " 321.84,\n", " 322.25,\n", " 321.89,\n", " 320.44,\n", " 318.69,\n", " 316.71,\n", " 316.87,\n", " 317.68,\n", " 318.71, # 1964\n", " 319.44,\n", " 320.44,\n", " 320.89,\n", " 322.14,\n", " 322.17,\n", " 321.87,\n", " 321.21,\n", " 318.87,\n", " 317.82,\n", " 317.30,\n", " 318.87,\n", " 319.42, # 1965\n", " 320.62,\n", " 321.60,\n", " 322.39,\n", " 323.70,\n", " 324.08,\n", " 323.75,\n", " 322.37,\n", " 320.36,\n", " 318.64,\n", " 318.10,\n", " 319.78,\n", " 321.02, # 1966\n", " 322.33,\n", " 322.50,\n", " 323.03,\n", " 324.41,\n", " 325.00,\n", " 324.09,\n", " 322.54,\n", " 320.92,\n", " 319.25,\n", " 319.39,\n", " 320.73,\n", " 321.96, # 1967\n", " 322.57,\n", " 323.15,\n", " 323.89,\n", " 325.02,\n", " 325.57,\n", " 325.36,\n", " 324.14,\n", " 322.11,\n", " 320.33,\n", " 320.25,\n", " 321.32,\n", " 322.89, # 1968\n", " 324.00,\n", " 324.41,\n", " 325.63,\n", " 326.66,\n", " 327.38,\n", " 326.71,\n", " 325.88,\n", " 323.66,\n", " 322.38,\n", " 321.78,\n", " 322.85,\n", " 324.11, # 1969\n", " 325.06,\n", " 325.99,\n", " 326.93,\n", " 328.13,\n", " 328.08,\n", " 327.67,\n", " 326.34,\n", " 324.68,\n", " 323.10,\n", " 323.06,\n", " 324.01,\n", " 325.13, # 1970\n", " 326.17,\n", " 326.69,\n", " 327.18,\n", " 327.78,\n", " 328.93,\n", " 328.57,\n", " 327.36,\n", " 325.43,\n", " 323.36,\n", " 323.56,\n", " 324.80,\n", " 326.01, # 1971\n", " 326.77,\n", " 327.63,\n", " 327.75,\n", " 329.72,\n", " 330.07,\n", " 329.09,\n", " 328.04,\n", " 326.32,\n", " 324.84,\n", " 325.20,\n", " 326.50,\n", " 327.55, # 1972\n", " 328.55,\n", " 329.57,\n", " 330.30,\n", " 331.50,\n", " 332.48,\n", " 332.07,\n", " 330.87,\n", " 329.31,\n", " 327.52,\n", " 327.19,\n", " 328.17,\n", " 328.65, # 1973\n", " 329.36,\n", " 330.71,\n", " 331.49,\n", " 332.65,\n", " 333.19,\n", " 332.20,\n", " 331.07,\n", " 329.15,\n", " 327.33,\n", " 327.28,\n", " 328.31,\n", " 329.58, # 1974\n", " 330.73,\n", " 331.46,\n", " 331.94,\n", " 333.11,\n", " 333.95,\n", " 333.42,\n", " 331.97,\n", " 329.95,\n", " 328.49,\n", " 328.36,\n", " 329.38,\n", " 330.78, # 1975\n", " 331.56,\n", " 332.74,\n", " 333.36,\n", " 334.74,\n", " 334.72,\n", " 333.97,\n", " 333.08,\n", " 330.68,\n", " 328.96,\n", " 328.72,\n", " 330.16,\n", " 331.62, # 1976\n", " 332.68,\n", " 333.17,\n", " 334.96,\n", " 336.14,\n", " 336.93,\n", " 336.17,\n", " 334.89,\n", " 332.56,\n", " 331.29,\n", " 331.28,\n", " 332.46,\n", " 333.60, # 1977\n", " 334.94,\n", " 335.26,\n", " 336.66,\n", " 337.69,\n", " 338.02,\n", " 338.01,\n", " 336.50,\n", " 334.42,\n", " 332.36,\n", " 332.45,\n", " 333.76,\n", " 334.91, # 1978\n", " 336.14,\n", " 336.69,\n", " 338.27,\n", " 338.82,\n", " 339.24,\n", " 339.26,\n", " 337.54,\n", " 335.72,\n", " 333.97,\n", " 334.24,\n", " 335.32,\n", " 336.81, # 1979\n", " 337.90,\n", " 338.34,\n", " 340.07,\n", " 340.93,\n", " 341.45,\n", " 341.36,\n", " 339.45,\n", " 337.67,\n", " 336.25,\n", " 336.14,\n", " 337.30,\n", " 338.29, # 1980\n", " 339.29,\n", " 340.55,\n", " 341.63,\n", " 342.60,\n", " 343.04,\n", " 342.54,\n", " 340.82,\n", " 338.48,\n", " 336.95,\n", " 337.05,\n", " 338.58,\n", " 339.91, # 1981\n", " 340.93,\n", " 341.76,\n", " 342.78,\n", " 343.96,\n", " 344.77,\n", " 343.88,\n", " 342.42,\n", " 340.24,\n", " 338.37,\n", " 338.41,\n", " 339.44,\n", " 340.78, # 1982\n", " 341.57,\n", " 342.78,\n", " 343.37,\n", " 345.40,\n", " 346.14,\n", " 345.76,\n", " 344.32,\n", " 342.51,\n", " 340.46,\n", " 340.53,\n", " 341.79,\n", " 343.20, # 1983\n", " 344.21,\n", " 344.92,\n", " 345.68,\n", " 347.38,\n", " 347.78,\n", " 347.16,\n", " 345.79,\n", " 343.74,\n", " 341.59,\n", " 341.86,\n", " 343.31,\n", " 345.00, # 1984\n", " 345.48,\n", " 346.41,\n", " 347.91,\n", " 348.66,\n", " 349.28,\n", " 348.65,\n", " 346.90,\n", " 345.26,\n", " 343.47,\n", " 343.35,\n", " 344.73,\n", " 346.12, # 1985\n", " 346.78,\n", " 347.48,\n", " 348.25,\n", " 349.86,\n", " 350.52,\n", " 349.98,\n", " 348.25,\n", " 346.17,\n", " 345.48,\n", " 344.82,\n", " 346.22,\n", " 347.48, # 1986\n", " 348.73,\n", " 348.92,\n", " 349.81,\n", " 351.40,\n", " 352.15,\n", " 351.58,\n", " 350.21,\n", " 348.20,\n", " 346.66,\n", " 346.72,\n", " 348.08,\n", " 349.28, # 1987\n", " 350.51,\n", " 351.70,\n", " 352.50,\n", " 353.67,\n", " 354.35,\n", " 353.88,\n", " 352.80,\n", " 350.49,\n", " 348.97,\n", " 349.37,\n", " 350.42,\n", " 351.62, # 1988\n", " 353.07,\n", " 353.43,\n", " 354.08,\n", " 355.72,\n", " 355.95,\n", " 355.44,\n", " 354.05,\n", " 351.84,\n", " 350.09,\n", " 350.33,\n", " 351.55,\n", " 352.91, # 1989\n", " 353.86,\n", " 355.10,\n", " 355.75,\n", " 356.38,\n", " 357.38,\n", " 356.39,\n", " 354.89,\n", " 353.06,\n", " 351.38,\n", " 351.69,\n", " 353.14,\n", " 354.41, # 1990\n", " 354.93,\n", " 355.82,\n", " 357.33,\n", " 358.77,\n", " 359.23,\n", " 358.23,\n", " 356.30,\n", " 353.97,\n", " 352.34,\n", " 352.43,\n", " 353.89,\n", " 355.21, # 1991\n", " 356.34,\n", " 357.21,\n", " 357.97,\n", " 359.22,\n", " 359.71,\n", " 359.44,\n", " 357.15,\n", " 354.99,\n", " 353.01,\n", " 353.41,\n", " 354.42,\n", " 355.68, # 1992\n", " 357.10,\n", " 357.42,\n", " 358.59,\n", " 359.39,\n", " 360.30,\n", " 359.64,\n", " 357.45,\n", " 355.76,\n", " 354.14,\n", " 354.23,\n", " 355.53,\n", " 357.03, # 1993\n", " 358.36,\n", " 359.04,\n", " 360.11,\n", " 361.36,\n", " 361.78,\n", " 360.94,\n", " 359.51,\n", " 357.59,\n", " 355.86,\n", " 356.21,\n", " 357.65,\n", " 359.10, # 1994\n", " 360.04,\n", " 361.00,\n", " 361.98,\n", " 363.44,\n", " 363.83,\n", " 363.33,\n", " 361.78,\n", " 359.33,\n", " 358.32,\n", " 358.14,\n", " 359.61,\n", " 360.82, # 1995\n", " 362.20,\n", " 363.36,\n", " 364.28,\n", " 364.69,\n", " 365.25,\n", " 365.06,\n", " 363.69,\n", " 361.55,\n", " 359.69,\n", " 359.72,\n", " 361.04,\n", " 362.39, # 1996\n", " 363.24,\n", " 364.21,\n", " 364.65,\n", " 366.49,\n", " 366.77,\n", " 365.73,\n", " 364.46,\n", " 362.40,\n", " 360.44,\n", " 360.97,\n", " 362.65,\n", " 364.51, # 1997\n", " 365.39,\n", " 366.10,\n", " 367.36,\n", " 368.79,\n", " 369.56,\n", " 369.13,\n", " 367.98,\n", " 366.10,\n", " 364.16,\n", " 364.54,\n", " 365.67,\n", " 367.30, # 1998\n", " 368.35,\n", " 369.28,\n", " 369.84,\n", " 371.15,\n", " 371.12,\n", " 370.46,\n", " 369.61,\n", " 367.06,\n", " 364.95,\n", " 365.52,\n", " 366.88,\n", " 368.26, # 1999\n", " 369.45,\n", " 369.71,\n", " 370.75,\n", " 371.98,\n", " 371.75,\n", " 371.87,\n", " 370.02,\n", " 368.27,\n", " 367.15,\n", " 367.18,\n", " 368.53,\n", " 369.83, # 2000\n", " 370.76,\n", " 371.69,\n", " 372.63,\n", " 373.55,\n", " 374.03,\n", " 373.40,\n", " 371.68,\n", " 369.78,\n", " 368.34,\n", " 368.61,\n", " 369.94,\n", " 371.42, # 2001\n", " 372.70,\n", " 373.37,\n", " 374.30,\n", " 375.19,\n", " 375.93,\n", " 375.69,\n", " 374.16,\n", " 372.03,\n", " 370.92,\n", " 370.73,\n", " 372.43,\n", " 373.98, # 2002\n", " 375.07,\n", " 375.82,\n", " 376.64,\n", " 377.92,\n", " 378.78,\n", " 378.46,\n", " 376.88,\n", " 374.57,\n", " 373.34,\n", " 373.31,\n", " 374.84,\n", " 376.17, # 2003\n", " 377.17,\n", " 378.05,\n", " 379.06,\n", " 380.54,\n", " 380.80,\n", " 379.87,\n", " 377.65,\n", " 376.17,\n", " 374.43,\n", " 374.63,\n", " 376.33,\n", " 377.68, # 2004\n", " 378.63,\n", " 379.91,\n", " 380.95,\n", " 382.48,\n", " 382.64,\n", " 382.40,\n", " 380.93,\n", " 378.93,\n", " 376.89,\n", " 377.19,\n", " 378.54,\n", " 380.30, # 2005\n", " 381.58,\n", " 382.40,\n", " 382.86,\n", " 384.80,\n", " 385.22,\n", " 384.24,\n", " 382.65,\n", " 380.60,\n", " 379.04,\n", " 379.33,\n", " 380.35,\n", " 382.02, # 2006\n", " 383.10,\n", " 384.12,\n", " 384.81,\n", " 386.73,\n", " 386.78,\n", " 386.33,\n", " 384.73,\n", " 382.24,\n", " 381.20,\n", " 381.37,\n", " 382.70,\n", " 384.19, # 2007\n", " 385.78,\n", " 386.06,\n", " 386.28,\n", " 387.33,\n", " 388.78,\n", " 387.99,\n", " 386.61,\n", " 384.32,\n", " 383.41,\n", " 383.22,\n", " 384.41,\n", " 385.79, # 2008\n", " 387.17,\n", " 387.70,\n", " 389.04,\n", " 389.76,\n", " 390.36,\n", " 389.70,\n", " 388.24,\n", " 386.29,\n", " 384.95,\n", " 384.64,\n", " 386.23,\n", " 387.63, # 2009\n", " 388.91,\n", " 390.41,\n", " 391.37,\n", " 392.67,\n", " 393.21,\n", " 392.38,\n", " 390.41,\n", " 388.54,\n", " 387.03,\n", " 387.43,\n", " 388.87,\n", " 389.99, # 2010\n", " 391.50,\n", " 392.05,\n", " 392.80,\n", " 393.44,\n", " 394.41,\n", " 393.95,\n", " 392.72,\n", " 390.33,\n", " 389.28,\n", " 389.19,\n", " 390.48,\n", " 392.06, # 2011\n", " 393.31,\n", " 394.04,\n", " 394.59,\n", " 396.38,\n", " 396.93,\n", " 395.91,\n", " 394.56,\n", " 392.59,\n", " 391.32,\n", " 391.27,\n", " 393.20,\n", " 394.57, # 2012\n", " 395.78,\n", " 397.03,\n", " 397.66,\n", " 398.64,\n", " 400.02,\n", " 398.81,\n", " 397.51,\n", " 395.39,\n", " 393.72,\n", " 393.90,\n", " 395.36,\n", " 397.03, # 2013\n", " 398.04,\n", " 398.27,\n", " 399.91,\n", " 401.51,\n", " 401.96,\n", " 401.43,\n", " 399.27,\n", " 397.18,\n", " 395.54,\n", " 396.16,\n", " 397.40,\n", " 399.08, # 2014\n", " 400.18,\n", " 400.55,\n", " 401.74,\n", " 403.35,\n", " 404.15,\n", " 402.97,\n", " 401.46,\n", " 399.11,\n", " 397.82,\n", " 398.49,\n", " 400.27,\n", " 402.06, # 2015\n", " 402.73,\n", " 404.25,\n", " 405.06,\n", " 407.60,\n", " 407.90,\n", " 406.99,\n", " 404.59,\n", " 402.45,\n", " 401.23,\n", " 401.79,\n", " 403.72,\n", " 404.64, # 2016\n", " 406.36,\n", " 406.66,\n", " 407.53,\n", " 409.22,\n", " 409.89,\n", " 409.08,\n", " 407.33,\n", " 405.32,\n", " 403.57,\n", " 403.82,\n", " 405.31,\n", " 407.00, # 2017\n", " 408.15,\n", " 408.52,\n", " 409.59,\n", " 410.45,\n", " 411.44,\n", " 410.99,\n", " 408.90,\n", " 407.16,\n", " 405.71,\n", " 406.19,\n", " 408.21,\n", " 409.27, # 2018\n", " 411.03,\n", " 411.96,\n", " 412.18,\n", " 413.54,\n", " 414.86,\n", " 414.15,\n", " 411.96,\n", " 410.17,\n", " 408.76,\n", " 408.74,\n", " 410.47,\n", " 411.97, # 2019\n", " 413.59,\n", " 414.32,\n", " 414.72,\n", " 416.42,\n", " 417.28,\n", " 416.58,\n", " 414.58,\n", " 412.75,\n", " 411.50,\n", " 411.49,\n", " 413.10,\n", " 414.23, # 2020\n", " 415.49,\n", " 416.72,\n", " 417.61,\n", " 419.01,\n", " 419.09,\n", " 418.93,\n", " 416.90,\n", " 414.42,\n", " 413.26,\n", " 413.90,\n", " 414.97,\n", " 416.67, # 2021\n", " 418.12,\n", " 419.24,\n", " 418.76,\n", " 420.19,\n", " 420.97,\n", " 420.94,\n", " 418.85,\n", " 417.15,\n", " 415.91,\n", " 415.74,\n", " 417.47,\n", " 419.00, # 2022\n", " 419.47,\n", " 420.31,\n", " 420.99,\n", " 423.31,\n", " 424.00,\n", " 423.68,\n", " 421.83,\n", " 419.68,\n", " 418.50,\n", " 418.82,\n", " 420.46,\n", " 421.86, # 2023\n", " 422.81,\n", " 424.55,\n", " 425.38,\n", " 426.51,\n", " 426.90,\n", " 426.91,\n", " 425.55,\n", " 422.99,\n", " 422.03,\n", " 422.38,\n", " 423.85,\n", " 425.40, # 2024\n", "]\n", "\n", "co2 = pd.Series(\n", " index=pd.date_range(start=\"1958-03-01\", end=\"2024-12-01\", freq=\"MS\"), data=co2_\n", ")" ] }, { "cell_type": "code", "execution_count": 3, "id": "6ce876e9-7d18-4540-bda7-587da633e062", "metadata": { "execution": { "iopub.execute_input": "2026-07-28T18:47:52.374841Z", "iopub.status.busy": "2026-07-28T18:47:52.374402Z", "iopub.status.idle": "2026-07-28T18:47:53.841218Z", "shell.execute_reply": "2026-07-28T18:47:53.840558Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from statsmodels.tsa.seasonal import STL\n", "\n", "stl = STL(co2)\n", "res = stl.fit()\n", "fig = res.plot()" ] }, { "cell_type": "markdown", "id": "b4a78e00-c25c-4414-814e-1e65caf71a42", "metadata": {}, "source": [ "Looks great! But notice that we did not set the `seasonal` parameter, even though we know that we're supposed to. How can we ever know what value we should set it to? \n", "\n", "Let's first explore what the `seasonal` parameter does and then use a graphical technique to help us decide what value we should set it to. \n", "\n", "## What is the `seasonal` parameter? \n", "\n", "The STL method is described in a 1990 paper by Cleveland et al. They propose an iterated inner loop that smooths the seasonal and trend parameters and an outer loop that can be used to provide robustness. Let's read the original source: \n", "\n", "> Suppose the number of observations in each period, or cycle, of the seasonal component is $n_{(p)}$. For example, if the series is monthly with a yearly periodicity, then $n_{(p)}=12$. We need to be able to refer to the subseries of values at each position of the seasonal cycle. For example, for a monthly series with $n_{(p)}=12$, the first subseries is the January values, the second is the February values, and so forth. We will refer to each of these $n_{(p)}$ subseries as a *cycle-subseries*.\n", ">\n", "> \\[...\\]\n", ">\n", "> Each pass of the inner loop consists of a seasonal smoothing that updates the seasonal component, followed by a trend smoothing that updates the trend component.\n", ">\n", "> \\[...\\]\n", ">\n", "> *Cycle-subseries Smoothing*. Each cycle-subseries of the detrended series is smoothed by loess with $q=n_{(s)}$ and $d=1$.\n", "\n", "So let's proceed with our data and do as the authors say. We'll take the detrended series and extract each seasonal component. Then let's graph them to look at them. " ] }, { "cell_type": "code", "execution_count": 4, "id": "35a2d12b-b45b-4fef-aada-3a0f3d7abe33", "metadata": { "execution": { "iopub.execute_input": "2026-07-28T18:47:53.844155Z", "iopub.status.busy": "2026-07-28T18:47:53.843760Z", "iopub.status.idle": "2026-07-28T18:47:53.851585Z", "shell.execute_reply": "2026-07-28T18:47:53.850289Z" } }, "outputs": [], "source": [ "detrended = co2 - res.trend\n", "seasonal_subcycles = detrended.groupby(lambda ix: ix.month)" ] }, { "cell_type": "markdown", "id": "756ef5b6-9a0a-4c60-9f18-538d01dd0c19", "metadata": {}, "source": [ "Fantastic, we have our seasonal subcycles. But now let's smooth them using a loess regression with the `seasonal` parameter we defined earlier. \n", "\n", "In the `statsmodels` version of `lowess`, the bandwidth parameter is defined as a fraction of the total number of observations, not as a fixed number. " ] }, { "cell_type": "code", "execution_count": 5, "id": "0c1b91bb-970b-4587-b939-ef6d731d173b", "metadata": { "execution": { "iopub.execute_input": "2026-07-28T18:47:53.854490Z", "iopub.status.busy": "2026-07-28T18:47:53.853468Z", "iopub.status.idle": "2026-07-28T18:47:53.916800Z", "shell.execute_reply": "2026-07-28T18:47:53.915168Z" } }, "outputs": [], "source": [ "smooth_subcycles = []\n", "\n", "for month, seasonal_subcycle in seasonal_subcycles:\n", " ss_ = sl.lowess(\n", " seasonal_subcycle,\n", " seasonal_subcycle.index,\n", " frac=7 / seasonal_subcycle.size,\n", " return_sorted=False,\n", " )\n", " ss = pd.Series(ss_, seasonal_subcycle.index)\n", " smooth_subcycles.append((month, ss))" ] }, { "cell_type": "markdown", "id": "eb79cd74-b5fb-4576-b6c5-5f01c673582c", "metadata": {}, "source": [ "Finally, let's compare them side by side so we can get a good idea of what is happening to each of these subcycles. " ] }, { "cell_type": "code", "execution_count": 6, "id": "f6bb9a60-c8b2-49e3-9e12-5b11d16a03b1", "metadata": { "execution": { "iopub.execute_input": "2026-07-28T18:47:53.919379Z", "iopub.status.busy": "2026-07-28T18:47:53.919139Z", "iopub.status.idle": "2026-07-28T18:47:54.376026Z", "shell.execute_reply": "2026-07-28T18:47:54.374275Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = mpl.pyplot.subplots(nrows=1, ncols=2, figsize=[12, 4], sharey=True)\n", "for (mth, seasonl), (mth_, smooths) in zip(\n", " seasonal_subcycles, smooth_subcycles, strict=False\n", "):\n", " ax1.plot(seasonl.index, seasonl, label=calendar.month_name[mth])\n", " ax2.plot(smooths.index, smooths, label=calendar.month_name[mth_])\n", "_ = ax1.legend(loc=\"upper center\", bbox_to_anchor=(1, -0.1), ncols=6)" ] }, { "cell_type": "markdown", "id": "15ba11b9-d487-4862-bbf5-cef8844ad642", "metadata": {}, "source": [ "Of course, each of the subcycles is now much less jumpy than it used to be. The idea, you can probably see already, is that if we look at the seasonal component of our decomposition, we should see each seasonal subcycle develop reasonably smoothly. \n", "\n", "## What should the `seasonal` parameter be? \n", "\n", "So we see that the higher the seasonal parameter, the smoother the seasonal subcycles. But on the other hand, if the `seasonal` parameter is too high, we may fail to capture some evolution in the seasonal cycle. For example, if we look at our data above, we may want to capture the fact that the August series is increasing in magnitude, or what could be maybe an inverted u shape in May. To do that, let's take a look at a plot suggested by Cleveland et al. called the *Seasonal-Diagnostic Plot*. " ] }, { "cell_type": "code", "execution_count": 7, "id": "5ac39ae0-0985-4c1e-afeb-943b4c6a341a", "metadata": { "execution": { "iopub.execute_input": "2026-07-28T18:47:54.378450Z", "iopub.status.busy": "2026-07-28T18:47:54.378181Z", "iopub.status.idle": "2026-07-28T18:47:54.499409Z", "shell.execute_reply": "2026-07-28T18:47:54.498699Z" } }, "outputs": [], "source": [ "from statsmodels.graphics.tsaplots import seasonal_diagnostic_plot" ] }, { "cell_type": "code", "execution_count": 8, "id": "dd95f069-3b79-41c5-a84f-43f056416740", "metadata": { "execution": { "iopub.execute_input": "2026-07-28T18:47:54.503325Z", "iopub.status.busy": "2026-07-28T18:47:54.502907Z", "iopub.status.idle": "2026-07-28T18:47:57.038733Z", "shell.execute_reply": "2026-07-28T18:47:57.037294Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# The series starts in March.\n", "months = [\n", " \"March\",\n", " \"April\",\n", " \"May\",\n", " \"June\",\n", " \"July\",\n", " \"August\",\n", " \"September\",\n", " \"October\",\n", " \"November\",\n", " \"December\",\n", " \"January\",\n", " \"February\",\n", "]\n", "fig = seasonal_diagnostic_plot(res, period=12, nrows=3, labels=months)\n", "for ax in fig.get_axes():\n", " xax = ax.xaxis\n", " xax.set_major_locator(mpl.dates.YearLocator(20))\n", " xax.set_minor_locator(mpl.ticker.AutoMinorLocator())\n", "_ = fig.suptitle(\"Decomposition with `seasonal=7`\", y=1.05)" ] }, { "cell_type": "markdown", "id": "4ed02ae4-a438-4227-9ad0-352d1e6acb87", "metadata": {}, "source": [ "This plot is similar to the one we did ourselves above to visualise the smoothed cycles, but you can see that the data is now centered at zero, and that each separate seasonal subcycle is plotted against the observations of the data. \n", "\n", "More importantly, we can see that each seasonal subcycle is quite noisy, and we may suspect that this noisiness does not reflect the actual evolution of the seasonal component of the series. Let's see how this compares to the *Seasonal-Diagnostic Plot* of a series decomposed with a higher `seasonal` parameter. " ] }, { "cell_type": "code", "execution_count": 9, "id": "c8bb2776-5220-4f7e-9561-80802622f0a6", "metadata": { "execution": { "iopub.execute_input": "2026-07-28T18:47:57.041790Z", "iopub.status.busy": "2026-07-28T18:47:57.040856Z", "iopub.status.idle": "2026-07-28T18:47:59.285195Z", "shell.execute_reply": "2026-07-28T18:47:59.283750Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stl_41 = STL(co2, seasonal=41)\n", "res_41 = stl_41.fit()\n", "fig = seasonal_diagnostic_plot(res_41, period=12, nrows=3, labels=months)\n", "for ax in fig.get_axes():\n", " xax = ax.xaxis\n", " xax.set_major_locator(mpl.dates.YearLocator(20))\n", " xax.set_minor_locator(mpl.ticker.AutoMinorLocator())\n", "_ = fig.suptitle(\"Decomposition with `seasonal=41`\", y=1.05)" ] }, { "cell_type": "markdown", "id": "a7dfa9f5-ed2b-4905-a95f-23e2bef7d781", "metadata": {}, "source": [ "The observations remain the same, of course, but we can see now that the cycle subseries are much smoother. At the limit, with a high enough `seasonal` parameter, each of these will be a straight regression line. It is your judgement to decide based on this and your knowledge of the specific data series how you would like the seasonal component to evolve. The value of this parameter here looks right to me because it is evolving smoothly without year-to-year noise, but I still don't necessarily expect it to be a straight line. \n", "\n", "Let's finish this by comparing each of the components of the decomposition for this data with `seasonal=41` and `seasonal=7`. " ] }, { "cell_type": "code", "execution_count": 10, "id": "32d38df3-7705-48e7-b37f-47edf89bbcf5", "metadata": { "execution": { "iopub.execute_input": "2026-07-28T18:47:59.287797Z", "iopub.status.busy": "2026-07-28T18:47:59.287362Z", "iopub.status.idle": "2026-07-28T18:47:59.535951Z", "shell.execute_reply": "2026-07-28T18:47:59.533584Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax1 = mpl.pyplot.subplots()\n", "ax1.plot(res.trend.index, res.trend)\n", "ax1.plot(res.trend.index, res_41.trend)\n", "ax2 = ax1.twinx()\n", "_ = ax2.fill_between(res.trend.index, res.trend - res_41.trend)" ] }, { "cell_type": "code", "execution_count": 11, "id": "2013c27c-4d0e-48e2-bad8-493acc65a7a9", "metadata": { "execution": { "iopub.execute_input": "2026-07-28T18:47:59.538209Z", "iopub.status.busy": "2026-07-28T18:47:59.537956Z", "iopub.status.idle": "2026-07-28T18:47:59.858162Z", "shell.execute_reply": "2026-07-28T18:47:59.856569Z" } }, "outputs": [ { "data": { "image/png": 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PaMvzXCjkJ4Lcv2YMTrzsXjFPWZbD1feugeGJFly+9BHStnSVXBNB7lg5MmOff3fiGK5nmU7X3rdW/TsAgM+cdhOcefND8C8/vtz8G67UMWtRYwobgwXuLuH/DtJywAuOA+HfFzYCemFEHBwi5I6HRmD1yBT8/aH1oq+xqRZ84Y+3wFX3PGJc/fiRBEQ2kEy22nDtfWvmXCE+UeW+h8fgrzc/KDavLMvhDd+/GA754SVx1sosyWgPbhJMx9ZqdPtaP1kq1nGusJ01dsa0b/2ypXLzevnXz4N/P+kaOPU6GQz615sfhFOuuV/8fuq1D8D3zr1TrVoZI3yklBFhyiGzlQNu4/LpU2+C3T7/V7heofpPvmoZfPtsHRxu7N/q679zEXz61JvguPNo/NAa5D6Z10/rY9z7yFjx372ULu+vU5WBv6l61W7j3959j8wco8LvhwFXnX0P+BvgWTIWk4a/Lw5W2g5IwWuUXxezx3DWA4+vytrwOHC/AADf+9udcPzFd8MhP7x0xj43dklA5DGUiWYb/vf8u+BOxbL4yK+vgzf+4BL40YVLlSuTBMnzHG5evk58dAAAV97zCBx83CVqQNdLv34uHP7zq4VlvnzdOFx//zq45r61sJ7d85HRKTjwexfB/1Os6F6lneXqBt+LTsO+aI8R6YY58CRsqhcxujzLcjj851fDR0++Hh5icRpLV89sRXcjlPa2n4s/s7f/n3R5J6D3u8wtluc5fOK3N8C3z74D/v4gtfTXjTVhn6/+DT52su0emGsJcQz8fa1CMUMyu6T8t5Y6DQCwgIEXLDyoE7s3uPsQd83BcYzC9sAGV+YTU93HbbS8uJIMgxR6A2xU9MSIMEoEz6HXNsL2r1uVgmpBLl/6MLzlfy8V63pjlQREHkP53t/uhKP/chu88pvni7bTb+xYoj+6IAERT877+yp4/XcugoOPu0S0vemHl8LV966Bd/30SvP6axgdjBUW3zS+c84dcMP969QDr256YB288/gr4Jbl9sfOJctyOOj7F8Hrv3OhUAC9sDGY9eAbOY0RYT7xR2nJC9CDNl7u4ugV9Fgy5rhmsLLgLFCMDLBaEcPjtkL5zdXL4MHhCfidwgLleQ73bKDA2LVjU/A/Z9wGd660FUpfjW7jK4dLIMLnEIMFLU4EAKC/YauFAdaGgSNbNtDOMejhzIHZRSF19lw4Fqop3BR2vIclNMCVAba2zYiMIAOBgzl8l9hvHj8XD0rF3xsHIt6n95YfXQaX3/2I6oK9Z/UonHHTijlliLkkIPIYylX3zuyr017+Obc+BN866/aNamHMtjywdlxY1wBQbPy3OUheyxIJ0mC74bpxO6jTK5j11h9dBuffvgr+9WcS9Jx720r4zKk3iU1ozdgU3PTAMNz24HpYuZ4+G/YcWHUNuGBGZIKNnQARpmxwTYVelKUIjEXsC79dTLEoLnhMfMmPOK4Z3DZpKFFPeNGq1aPl++dplzxLCcsvrrgPXv6N8+BrZ/696zF0K5897WY47ry74CDnXJM+5i5ZidY1Xxv4OTFIwe+EA1mssDkjMuK4KfA6nOQMlnDKSeGAmLpfnJRa5/vKDBZEBLg6bMlUy+4rd8CXJZhh4e8Lr0POEsd828vWSBfYy79xHrzvxGvggjs2nsJqCYj0IBZg4Bu4eq3y23v+31Vw7Dl3wDlO+uZjJXmem5TsF/54C3z3nN6yOrqRsakWvPirf4MXfOUc8TH1gsXw+2iwTXmY1AOgz+1Z1WGD1VJG3/2zK+Hnl90LP7/0XvI7PhyLKzJsHcam1Y4gRoQrZXx/ESOCXRjGu/aE+6lJX1M2SxEr3gaN54Zb894zW4ItTF60avV6mznQXINBPjWdjvxDpbbLYy2XLn24Mx4lFTcIByIYqHtrA78H7IpoM3CJvyEeI4LBMgeHmKmb6IUR4UAEu184EJmyAREW8pwO2Gg58Ugthy3JIoAI1xL4uTi76TIiaPwWKOFziGVjCnJNQKRLmWpl8NpjL1QpL76Ba+Kh2BXrJHo9+cplcNYtD3U3SEf+41fXwd5fOhseZqzCXatG4PiL74ZjzrpdAQeduA1LgVpBb1fd8wj8+MKlAritWFcqd/6xxgTQccCHN9sGo3PXjpeBe1yZa3UWupF7HqYZCLjGAq+dgMc4alCxfM/AFLBnKQkXBprD2GfEIE24ZtzAWPvcjZi+ODQnLBBnRJxntgSDQ+7CwOXA+XNhK7WboM6Hhifg5CuXPWZ1H6z74Dnkz4XnxnNv4ba2w4jgwl+ei5CDXrxfcEbEKvyF9x7+LXusx5jhtuF7D2bw8H9z8OJm1GTOdQTolWPC4+DxLaMOu0kZEcZ8ontawfA8uwi/Lx4MPJey8YzkcSLX3LcGbntwPZx+o8zQiAEi/PMj92DX37N6FD7xuxvg3064Sk1lO+26B1Tw0mxncNMD61TQ88frl8PwRAt+z8pke9bm2beuhNd/5yJ42//JVLvfX3s/7Pb5M9X0zUN+eCl86c+3FrULguBxCbdChKnEPy48dv4G1o3ZShT/O9Ythv+Ox0esGS37WjNGYyksinXUCfbzampQtoQpAGdjswQreb5RDjtro2lY2ISlYkGHxBJnc4jv7ym2WICFASG3bDFz4LEvFuhZOECDOvM8hxd85Rz4xO9ugL92YTy02hn8xy+vhZ9cdLfSpq9LXHCLrxt8DZ8nrGDxczVJZVI6T+scVnHUcZfhvkWMCOiC37lncHjVTvGzcBCJQYrHiLQ9kOKcNYPnFM+HzwJiRoQCCgwCOUuH5xd/o3h/5dl2K1BF3bHm3BY8xJKASJeCXyu32CI8M+IL9BYojqHgf3fCpffAf/7qOtV3/MlTboQDvtspQGQJtzbwhzjGNq9fX9nJOtDSHz/y6+thbKoNh59wldkXr2eB540rthhAwIE8Vhp8nnCMCFcoE87GFoRjSxzgyJUoTptcwypQjhgUKx5DK8vJ82NLjFPb2DriyiZGiXIZcYo0YZDCLduWYWHjd8wtL7pB0/uRZ2Z9TRrz4bEPuHAb/14fHrHbrHeEv5MtF/STa/CBZ9q5IZ859SZ45/FXiPH++cYV8Ifrl8MXlWJsVuCxB7C9oF76vnSlzPuccBQqtsR525j3fRmf+ahT4n/CCUjFY5xq028KCzk5F2fGODEiXoE03maBJe87JEDEAcTcNYPZXuw+w3sPN46XIzZ6YzpUMgERQ665bw38/loZMY8FZzUA9BYjQhaXQyPyRfiX6Syclcpi+s3VnXF//9w7ye9eHv6IEwcQk4Xh/QWn+r04gBganCs27Efl98PWHFc2+G/xZoAtCj72h1GA4zDLIFk7pm8GAPT94fNU8MaY53TzwpYYD1adcpTNeiOjxgN5luIF8NmyUcPqxQCDgzls9fJ3MmUoSgCmYHF2jQPmvaBePA5PAZhBkmw6H0HvnAd13vTAOvj5ZffC+bevgjtX0ZTnZai2BxfOTgQZdta8N4f4W8bvqMXWoXXUvWTm7HRrwohEumbw3tBNQCoNPHUCTclz2VkzXoxI0wEw1jeAx86BKAZz3AjE3xfXAXh+8XqlsWpN8t2vHE5A5HEl//yDS+Ajv74err53DfkdLygekIjRpxW5zT9Azz+IN5sR1lcM5T7UR6ljrJQrwOl3RAEyejAGHHAMRopxCSBiW/O4K0tx8r48RsSLb8CbD34P+EPmbgpsYXMQiMHHWuaawQoBbyh8AyQMiRN02nKAyJSxAXrsmwdEyRyyYDorbsPa8AF8yhp/N1x5TRkK0VdK9jw1kcLyYyky9RoO0PFz8ngqfIYI9/VjN54ch/4N4DFx5eXVW6FtOFjVXodNAl4Y6zFpr68xhy3BvWHg7wa/xr5zZ+1ZbhueDuwVNGu5bht9rvBcc+DsMSf4O+euGfwsw8bZOM12TsAMHu/qkdk/5iFWEhCZQe5gFCvepDk4wArXCuz00hX5BoWVGUfDMZQ7z/nHQESAHtTmbWyW8LgNj2L1akVgoGZtwt65K8I6dD5y/FHiMZHKia2MfNg4wJEfAIbnl7dh62h00rb68DiwVSZYKqxQHAYLv2d+Dwz0PObAY0SsdFtecpumNdqWMgEADHxZwIErCsvlJt+/zYhY66bpBOc2idLg8S22ZYvBrZc2bLnt+PdqMUcAdE3h98AzZfC7JDERLoNlP7NXR8Ri9yZFZoztmiHK1ynPTv4uo2uU/p3HltggZcqYq0mW8psZIEi+SxsEttr6c/L9Go+xaTA2cy0JiChC/Yj0pY4ZdFjnulz9O1Lq2MkS4OAF+wB5XzFpmR4jMsY2w2HHIo5iRBg4IMW42nwObcVG6hwY1LEHRETMAdkYbGUz6riLMEjzTuz0ykzjvmJTA5sOI9J0An6tYEXel2Wx8ft5wHHK2Nj481PK2gEHTiCrqbCctGwPiBJg47i+rBgRbtnSOCv6feFxcAPmQeS3x8wkZwStWA2PRXGDiwkjwteG9cxt9nc2uzXhvCMrzXXK+G8A+k7keTK6O4YzPfiehPVgYNlnRGxlbs0VXmud6/T9QDI4+ngB6LO1c/35+XVYn/VS4n+2ZJMGIqvWT8Lvrr7f9Ylzqwd/2CMsRgQvyjEjr52/e6wAea2AdS4jgu5pnEfACzjh+/G+8AbIN1EvqCuIBw44yqeKzaE2Mf2M5p0HYFk0Oh+vF9TnUcxWkCT/kHngqXUPvKQ833TLsXKsoEMAR4m647WtaM/CNl0YHPQ09TF5rhme9WUqEa4AkfvI8tMDsHlyQAUBmC0d5PFx8O8L98X3DaywyN7Dnn/U2FP49+oFq+J5w/3KtawDQs6INAnQ50DEXqNWmisBGw4jxtcNtvSpa8ZhRNAY8twuYhab2tvOcsL0uC6cTB8Hzxok+4FwBerfA/87i2VOQGQjkX/92ZXwsd9cL86gIBYwj80wUqYA6AZLq2KiRciBCHHNMEaEABEGenCgJfpvnJLI41EII8LTxMZtlgIvWMvlxMHBiEPne1HiJH0TPyOaT/79WFZ559/2Zkio9MgA2okpG2xY4JCPse0wItaG4kX/i83LVKI2qI4FbLyNgjTbXULcMS177ESJ8Dk0Nl4vlRO3CeDgASziBtKZg/Fmm1jRhBGdtBkRzm5iBY4Dr0WGCnbpRbpmYuuIyCwUHaQKBsD99mxGZIK45wxGRLAe9vqy4oLkAXhYEdvfHv0O7b6oUWHfj7dZlZb5voHHi9uyLCf7oF+cTW9LQGQjkRunD0875Rq7pgbPfiC+Xr6hGJsDoegySgGOOjEi2L3B+8JLCLd5vmjCvrC+Rh0GA1t3JPAJPa9fjZOOg2TN8L6MNFKanx9nlfMx4nvkec5caXZgnaWI+aZBzoxgFRwtSjR205CWHbqfs9l6paotq1eyHnpsBr8nUSiOG8iLTSCbMju9lbq3bGuTjMkBorHxQ15pcVoTRQe2vC/+XU4ajAhf5/ibtWIROuOIW1+TJA6EM3i6m81lRNzAYxvoWGtDuGZiYz+cmijW3wF4LgzyZ2Su8Brl6zBz3CWWe9YzKoj7xQFR/LlI+X4H6M+lbNJAJAgPIMVWCc9+wEVgRNyGUYxpnMSL0A/PixHBaWj85Fj8MWC2JHYz9HzYHIjg+cCWHt5QRSaLE/xogTQATufG+aljFeWEoyi9TAPCiDjuF0p1l7/751jYm6EXq+RRtvi6zFHYbXIPe248RoQqIpt9sQo9uYyIEzBInisy46EbpqdpgBTu67fWKP+GcOClZ8B4jIjFYPE5tKzePM+7YNyw8tLdOQA0NsOr+8KL3U04gZzaNbxNMiL6O+fvy2LVAOg8toxvCEAaGeU1cd+y6MuJ28BtmdNXZoyd36Pp9DWXsskCEUJzsQ952GFEMKjglekmDAtDpF4aC5T7lZvO5oU/BgyIvMh9kq7qxgHYz4Wv8+p3eAyLVyFzylBsU8ySsZRNvGVrf/AiOt0IDPUYkbZDZ3tpgy1jsxGBaoZVJu7hgB7P1037cubXmHsBeozD1oT7xVCwnmXvAT3CWDiKza/FQRlNLOPGM4tUS5cR0b9l7/gDDjZIxV/zPBWHAXBdhPTby4334sZWOXFBj0WwKo3psN+XxQ4AUHauZTx/py/0XTprlLAlDBBZrhnvO6dAib9L/Rp+T6uy7FxLfeY/eXRy7rnnwvnnnw/NZhP23ntvOOigg0RthrkQfPKmd7YCZz2wUpUpb2iDNXyWXpsXWIXBAHcrUCCCmRI7iE34sB1rjgThGemaY1Mdf3l4t94m72VoWKmCMgujXWQFxdLDVoqf6NcBDi4jYrQJhWIojU5f+jN7gWrcaqK+bnt9tYz7S9rb3gCt9EIvGwj/nfSJ6xuld7hYbJvHHMlYAosR4UyPbn2Lbwjdj7ObkxFuCgA/Lqad5UWRQjwOK+4BgK5DzxIXbFQOEOohejEH+Lmsb4j/e8rZN7Ey92JELDDPxyFOGTbmg+triy3pJkbEAjDiPRhtwjXj7ilx7MtcyqwyIq985SvhS1/6EgAADAwMwAc/+EF43eteB+12e4YrZ19WDpdA5JHRKfJSRpzI9XEnWJGeZhm3sXv531Y5Yq8IFg/aoputDQA814xl6fFNfsroy7ufl15IYmvc+IY4i93Kuxf9OtUoKevB3wPaoBxFSc+x4BvPzJYtHy8BL5k9dumaibOUrE0+z3PTlcItQEuJuoyIM3bvuWi2gv2+rL5a7YwoH08pY3YPvy/OiFhgHoDNhxOP4QEzrIisgF83roDNjcccWFl03n5Iz7ixx0HiVrLcdC3y78aKmfKYHgHMItnIR8s4AtgAxmM3M4cR8dw2truXjmkuZVYZkWOPPRae9axnFf9+85vfDLvuuiucccYZ8PrXv342u55RNGqvVu2ku1JfP6cRbeVoKT1J9esfFF8YNDfeBjaeNTvebBfnyvgVB/UF2mpnpkKYYoByfKpdlLYm2Qqe/92t32AzGHZwmq1svAqRdDO0WZoJJ76BlnHGfTHLFltDLv1ON0PMOFlWlNiEIgszNY3Nld8zNr7FAw6ipkSWF3VoYlN0vRgRUqOiaW+81rcn5gnPoUPTu3UuDLYoz3OW2h23b/jZVpFrwwUbDnNguojsZ8Zt8gRnf930FWvDdova4MtmPfxgVYelYAxkeb84sCH6cl2wBiPi3M81OAibAxuNzCojgkEIAMBOO+0EfX198OCDDxpXbDjxP0r7451y23RF721snkVB60h41jy2UJxNFJ/BIDZlw7KNpNg749AXvFd7Qlo2+nP6PmEbYNH35cwhmg9eU8KKEeG+eetYdQ/0cOXY6kE5RFPAkTEHvF+rLoM3h15f3NKnikh/rm6AjaXYspwDGB04eqetei49Uv69173BeS63yBZht/Q59ONA+H5ov2frfcnMG4sRYc/l7CnWM3NmzgbmHiMSx5bw7C3yd14hsdgYJ8c1Y6UKe7VChG4z2jYZRoTLCSecAK1WC17ykpeYfzM5OQmTk+hgseHhWRmL6y830DUA3Yi4MrB8eJ4/M941EwcOpG8+sq+Wfn8vXS/2uWJdU7wgUGxsglXMqDNGXdl44NCjxLUaK/VaBbKMWbZG5UgAeyPnfWmWaKhRZ63RWCuP/7ulKOzAUpjr0HE5eemKPHiburHaxu9xCqrTZq/fdp5DFcJz6XMtAZY9v6ablTFYFtPjsWWua8azvjN9HXJ2wKvo6cZZGN8eUd5ZbipYcZ6KCyozAOgseno/e9+IrTIq2BKHjdR+n6ktc75zK7WXDclMFY4NLhZjJACLfudzKRssa+aaa66B//iP/4BPf/rT8PSnP938u6OPPhoWLVpU/G/JkiWzMh4BMCx3iWOJx5fqdqyXHhR2dydFxlm9FkjxzmDwDoNy3SWRFnYvbZ4178XtEPeLY2Fzt03Y9GItOQCmNNzUXq/N2ih7Az1ig7WsKJcRsddNPCNiASznfmLuy//2xmGV3feCyz0wF0uXu4HMPbAD/J4WO8CD66mF7Smv7vvyGCyvYKIHOC3GSazdSMZJzIcZrGorea9WSKwrxat2artm7LHHZs3w6+ZSNggQufHGG+HVr341vOMd74CjjjrK/dsjjzwS1q1bV/xv2bJlszImsaHEMiKGwvaKYLmnN0YG7lnjA+CxJPYmaillPn53U3bqTVgR7258h7N5+a4ZA/RwStwYh8dSSEu0/Le1iXqbq9eXnzUTxzhE1zJwmZm4TdT3RXvrpnsF69YKcQpJeanTdsG4SDDnfcuR19FKpd48xcdSWArbzbTwGBHnm7KDH51vyGEc/f0GXRfLEDvfl8Uc8bZeUqBdwyE2FdsJVvVYDzctOZItmUuZddfMTTfdBPvvvz8cfPDB8P3vf3/Gv+/v74f+/v7ZHpbLKngpTubhSpE+QN6XlWnC/+2zL7iNAydLYTvgwAm0dBkR67kcMNd0AYtn2eibOWdbcNfuHGLqmCsA1LcFOLwiaK6V1wUl3oxYo37FxTjwHf52oCEp8V4YMQBu6etz1c5yM1tFKF5nHIQRiU2dj5wnL803NmuCugG7S9HV7sfb4oNV8VhtoOdmzRjW/GTbBlG9MiKWe0uyDfY7iU1ZNgGA6Kv8b5nmbI/RdM3wMUW7iPA44vebjQWIzCojcvPNN8N+++0HBx98MBx33HEbRf2QIJ4FEFtfwKVK3ViKma0y3jZFNt64sfN/N43NUI7DttjcGBEcDOvVR2npH7xXPdR9LpPO90CZfT/PdWClHnqZAN0EHcb7sOOUqH8/Z8M2FFgsiPIsW2sOu4oDceJHYhmH2LNrqJESb/VabGQsW+aBlNi58teG/nf8ft46JDFYXmwOjhFyvxXnfRl9eUZFbFKC12aB406b/f6pi9D7ltH3xavkGvE+AhB5rpnIoNm5lFllRF7zmtfA+Pg4ZFkG//7v/178fsABB8ABBxwwm13PKLG+Xh5ZbbkVYuM7AGwGw6vgF52t4FpzmXoNgL15iY3Bc5cY4/CtyO4Bm9fWzvIiAMtTUN48eTEi1ibaTXqpRx17LIW1wXqbK3nmnuNR9HXTTUyPG6DZCxB5DNpsxtEGsLEB2t51Puthg6hoNwBWog67ix/TD1aN6ysWYHl1RPyaOwYj4tSs8Yt7xbXNFEBu3a+X+JE8LwNIeRBu5o7DBsueC25jYURmFYh87nOfg1ZLnta69dZbz2a3UeJlYXj+UcvSd90ULsqnGyCJtI/1YXvUseEucbNQnOfCyF5k1BguEj5eq81jKXw3gARE/dWapIddt5KnvPRNCaDcHLyNnG/KmbGR8/t72QrWRhkb6zFTmzW/XlyUD2wcBTu923pl4bupWRKjEIXbrgfDQVwXyWA1CXPQIzsQGQcQG48kFJuzV0TFiDiZUd3VEcFAWlfEbhE/B8xJYKa3eUwEPfQubp5kmxxHFSryGhfYlP/tln/fFGNE3vve987m7R+VxKY4yYwPXVF0k1LrBWG2M1Sq2di8vDoHsQobpxd6FTK7YUToBmDPoR0k6GzyLsCS1/XXfetVXqMDTD4OC3B0FZsRyZbIDbbzb17i32VEIgGsy6SYrpl4AOBlzQSA5aWk8uJ5PTMi0325xd08BstVlPp6yzL2vpzvK3OUuRcMHJ6Zr4140Outw7g15cXtuIdKOvuXBTi9VPFYBsM9pTaLm0OPwXS/lRnYkkZNcQM533kWmzXjjHEuZZM99M5TjrRWiK3MPNYjPqhP3wA4LRdbZK0ray4oUaHk4xSlONfFYDeCu0Qbh+/ectgSJ8i19WiVTRf0a2jzrEav8qdf20O/pxdL4/mOPYstlkmJdUV0EwxcMCJdsVQOWHaUeZgrL6Zr0gFsvTyzX4zNafPSnA0GVq4Ne9/wFHZszYpYly4Fot3UEdH7ahpMCb/GA1husKoRt+EF9XYDzPFtrEBWL9XWNaQ9YOYYHHMpmy4Q8XyiDmVpUZF+Bondl2W1d6OU3XRjb4yFwraVvDx4qnv2pTMOHTiQ/+5RsVmun67G57mtpvvKslwUHCqBiDc+DxDFWZv4Pi7ocTeh+DmMqhXhuLDcTdkIZHTjbLr4hkiJd0MhelkdEqQ637IbFzP9XJGKXLR51wlr3hgDKWjmgG9vjfbAlsWeYD3TdTFZM25xN4f1EADA0AEhbgNAYSKcdxIdQGo8s2RZy//upnBhLFiaS9lkgYiv6MuXk+eedWgvtNg0V4su96yobqh+T9GHPnx/vm5Rqn05FKt1Jod7xofjjnKBmaHYZnKJ8f+uTVccDNQxnueQAFa6Zjr/3zd9ro8fqBansK02zw3kKxR7HJZLh1P9LiMSzVLoG2w369oDGzFxLBNT9jVezRoPzFkHsXnViT0GwKusan2X3jU+I8KuM+KR+Bgthpgf64D78g6V5G6bcH/hPnb3Q29vyNX/BrBjRHCbB/RE/IgDbulBlTqo9ECPxaJ02vh7tvfYBETmWMRCcz5KyzdP4yXsg9J6CS71UwH5hjezUu5cp98ztuCaaGvrm4Y6DmtDiWQpfOZAbxPvxGWipOU4UK+S6/Bc9tcp4AjPF37XYk4a07E/XmpkTDpzV2DDm6eIzdxzU3lVQblC8WIfCiU6fb96AIBKii4HgACKRZyXIGqK3zMAESelWipKB3xFxOB4NWZcF0YPIEV7rnAekjcOz6VjPVeW5TSWAjEHngHjjcNiS/g8YZaimxgh79iA8Cx8n8f39OI2ujMqwG4r9hQbKPmpx3ZfnpttLmWTBSLiw8MbipEO5kbuO37KbpgDK77BOltFjP0x8GGTqH4nDsRnPfTx89gXv6BbHEixKrxyxUbZoc69S8UmwVEo6KVtQuGUYf6++qevycgzTt+vTu8HQGsjdNpslqJch86G5ygUPw7E2Hid+KHYInN8HFyJhsvCehrsk/MUnnkwzK8yh/0MOOLnHZq+Z8GITCu8AA49RRkbvC1TuzP9GjIX8VkzMSnQHEQBlGvRc4n4gZb62uDrCaBUlt2ADeK24UzVdBtnWHBb73VJdAZDe64AYLx6Np77xa+Eq7d5lV9Fm3OmkMe+bCx1RDZZIOJa30Y9Dy/uoTvXwcwLtBu6selQb1b6G76PFwneDVsSk4rbTWZM7LkmlsUW7heUkFYDY6hBAQVA+X64YsN/E9pKkDLNojSq5N+4rwBStI2S96U+VwQQ8dILu4kRCXPnbaCeAghtwVUVNkN8GFoJDsLaCHNYApGcKYDBBr0Gtw0xAIPX51BfncxBUNjz+zu/Y2s+jH1QeV9ciTbJM+vzG8OIBLCcKW1hTWmsTR9bh8W818utvXTbdNoC+Mb3G5uy36WVKcSvwfcMwEFb12Hs5XNJMMefeaxp99XrOU+W+5vfD99Tvsvyv33gqH+XnCHGbV0dROgCm/K/U4zIRiaxEdP4bz0Xi6ewZRT+zArbTQd22Bz/TBb9nh6zIUu82+ArJo3YrRPgjt0GKRYgCr8HZaO9r8FpBUWDVaVCxGOtVAAaQcGyTYMDFHo/2RbYgXnTY9RYgBCrEvqIrevQGfPMli3/O9ymbVwW1a8xB0P9VJlTliKAAB1sdNqAXDdQMCJlv6FtkL2vSQJE6DgCoAjzjtvCc80foOAFQFGwSrxHnZ1aHMYxD40hzOEkA1FafNa8Prk2yjad6ZmPnivcMjzz/HA/BFIDqAgghWZ26WtjdLJFriHjYN+eBmCL7xK5RIox9jdI2/hUp68wT502Or/hEFltPwzvRGNECjdrWDcaq8TmsPy9vF+YjyD4mddP6G3D4y3zu+zV1SPfF97b7D1gLmWTBSJd+csNcOC7PTAT4VxnUId+vITd5tXAsECAG1cy3VewbL0gXC+NuGn0RQu6xTMsOJgybA5hQ+FAZFBRAAXV36cAh8CIFGxJRvqsVytFrZe2Y80Xz2i4egBKhcIVJUBpOc5jSkqz5ArmwAlU6yoWyIhH6TwrtXpLhYIt2zD2aUWkBG7O6w/zAeS5sLLh7IamsLX3jH/vq1XR+7IVdrhnGPuC/gBSJSOyYIAqSvxsHFROKqCnBEtt9Rp8P/5c7ayMYRhioKKY936psIPbQ+trbFrRLwzP1cZtOlsSfg/XAJTvuVgbA9IImGDzgWu7hDEtGAhjpOwLeV8sBkd7Ls/dN8nbcvpOwp6H2wSbgwBbACJ9dRmwPjLZBIBy/Ya2h9ZPAADA4qGGMFTclGqnzYqZybIcRqffs8b2zaVsskBEKmxH6WXlh4LF2+RjQYrl0pFuFEfJu9k7MzMObtZBm25sWhxAEWcR5ZqJt9ijUnTbWRFzwpVDCFbVrN5wfVCUtIgd3WywAgAAqFerkqVg7hxM9fP4Bm0z5FZvnufFhsitykJBKcxBUHp1Nr5OXxSwedk7FluGx1EqZalsJg2rNwRT1qqVYqO3XDOd56Lvq1Qa5Xi4sikDJkuLt16l73KCjV1rK5So4jpYOECZNOxy4gzcREsDPfRdakBUro3AAJTAoABzrK9wTWdsQMcxoAGR6ecapH0BAIxNUuVVMCLTSo3OYaaOgzAiLX1tYLaBz+EYAzb4Oj5PGqukfXtTRht3ieG28ab+TXbmgwIzjRFZPEiB3kPDHSDypAX9UKtQsPzguk6b5krz2JdHRqemxxFAajmGsFduPq9PXDeXsukCEce9YbXFBIlqwY9hg+pj/lIcnV20MReGFkwX+irpxlhWIadjLKxUSvNicMStPHy/YjNX2ixwY8WpzDz2zn9zAIDTMBcw5cCtaDIOptholss0g8GCS/G8F5sGy5rBSpSn/GmumWKMAegh6zD82TxDmWOrlwcQehagzr7QNVD65qeVDVKiTcYccIVC+upnm3yzBAe1Ii6CXoMBVmEEtOj8arEUQw06joIRqVcFg8XXNUA591zZaDEiHHzh9R7eS+GaUfriSk9lRAJbxtxbmFXijEj4ljUXRmAptL6CYluoMD0joW2QzsfYZDlPNZ6V5LBl1jjC2GvVivhWwjVDfTWRfRbWLl9rAHLNawGkAog0y7VWZa6qiWIczhwWYK7ze57nBRBZOA1EwjhWDk8CAMCTFw5AlWWL3bx8HQAA7PaURWQMAADL15YAhj/Xw6PlPTvj6Axk3XizeN5BhVmcS9mEgQhTel5NBcOtoGWXFBa2QnsXCkDZvPgHW15T3i/Q754lavlfm+2spD0DcGA+Vs0nzq28JulrmsKe3rw81gYzGFjwc3lARCo9annVqpViQykDLTv/j63DpphfJ1jVYkRqFbHxhj4JEAkUK2vTFHZpYdHnAgAYshgRxYUxyV0iCmWrbaJcIfJsBWz1trnCVixsax1iVqbGgDRnNvA9udLQfP0l+KLMAemLjX2oryaMh3Jdy++rnI8GuwazFHQ+NODI52NQCZrme0rG7teoVZRg1XIuqsySLhk2OYdj7D1jZi5Y+ouCEp1+5gBQ5iEg0mLjmKeAA+764ozIYKMmGKwwvqFGXawbwRwpa36QuQhxG3eZFuumUZUAy3EDjTAwlyF3Tvi7xUPTbdP/Dq6ZrRb0I2Deabt1xTAAlEAE97Vi3TgAAGy32SB5rjzP4eGRDiNSApHONWvHp4ox1JkRMNey6QIRJ2jHiqaOyS7RLOwpTh2yIDYAbEXRBR/QNR5jSaMGAFDeZ3SSUsehL0x7LmB+4Anm98ZuhShGRKGpw2azkG3m4W+CVYOfq0iBZewQ7osDoqAYBhulpcTrowyqjEheXAdAgWnBbghGpPP/taqMOQjX99clnSsCLUkxLj1DI8x7pVJm9pTBj5J+5/EjPIOkc53OiHTcQDog4tYrAGZE+DuRwHxIgINyLorN0AlW5TEievout2zp7331qqwjUmRn1KBR1TNPioBJBRCXa54aFfVqpYxVMsAhvqfLiBhum5JVqhXMHHcrDdRrpRLN6bfCgQ1A6WbhjMhkq1Sii5hbYQwFkPL55cHAbWXNh7aMXTPQkN9X6GuwrwQpMgaHuqkAlO8BMZjh8Tl7WLr0alCt6M8VwBz+los4m0E6h+snOkxEtVLusWEcw+PBZdMnWNa1Y53rtl08SMYAALBi2m2zZPMhcb/Q71aBLWGMyKLBhgBzcy2bLBDx6nRYAZ9FGiZysfDod4+mLjZshrw7yoYq7IL16C8DwbiVqtGo400OUug1tWoFsQDU+p6vKJsilkLJPAnXFZYjs9jwOKyNF4/RAjZaX0029s7mRQNqscVTRtRzhS3fV8lg0BiGsBE0ahXhz1UZEeGacaxebkWjAFy+KXMlT9p4gKPDzGnZJfMY0BtzKHG+DjVGRLiV0HNVGUvBvy98T+FKw2ykAF90rfUjpcwt9oFGTbr7+Dp0XTMUlA00akVGlWjrqwkLW7wTRWHz9zXRkmuDpx7rz2XvUcHNEr7XcL8RFIvA3/MoAjZyfhnDorBKFvtGxs4AwFCfbJMxIhLMcfeLVmOmzfZy4j4UwcCaa4YagWEOh6fdMvP76yJNewI9V5WDZfb+UVcFI/KUaZAS7rd62i2zYKCOAFbnmgBsFg02BHCca9lkgUibIUEtRqD8W30zxG1SiSqWaD8FAIUvsl4rT9xlliimxEP/44wtoYwIReXFNYg5KBR2pm9QeA54/IjmLgkoP2yq4YMkbdPXBetg86G+8rmmn3k4tE0HUmluoDKIjT7XAGJEeIxIo1YVz9zk7IDimuHAIYyzVq2IzZCn7wKUm2+rYF9kNL1p9SIlWig2BmC1mIMQoKszItNrgClzPZOFKoDBPqnYrFiKVjsr/psHK+LnshgRjcHATErnms54cfVUM2sGBavyTR5/exxI87UGIF0zTXZNPxo7T2Wl7ihdiepZHcy9pYEo3lejWoDljLl0VSVqMCJhP+kAUeYuCW39mBGhe5QGDsIYeWYMdc3Q+wVAPKiwL2UsjZI1Y8RM4SBs4ZpBYJkbHHwO8bfM995wTQBzCwYaEmzg7yu8r+mhicyz6WvaiHHebHofDSBqzXSg6ubzEMPCGJHFQ+U4UtbMHItXYS4onOA75rEUlBKnC0rbvHgGAadz+5E1LxgRlBrHI8gXDcrYjHHWxi2KAcWFoaYysqBZzzXD4zZwYBkPwg1BWwFs4LaREFk+/XFp2QrzmZWKLduGkYXRX6+W6cctyogMKgCrzJqRaZMAHWDD/bmaa4Zn6OgxIrpywIWduBWNqXkRB1AAG8Vf3tY3Nhxnw8dIXF9G5gnPLtEYFhEj0qgWtDefpz7ElvCTebkrDa99nhqpx6Nw6xsBBwZu5zOmD6eKc0aEggO65nGbpURVpofVH9GygbiyURkRy12iKLYy0JIq0Xn9dagxRowyIgwsB8OBxZzgWDUOUiY00Fu4ZiQjUrCihZFixw9Zxe4qFVn7h7hmGFjmhpkX8BvWbjC+FgzUhSttXHlfPI24CMJVqrsOcLYMMUD8ftg1oxXQm0vZZIGIV2+Dxw+El1ykYA010N/SDUDNZWcKgAe49der0Kha4KAmAJFwzUxf0wks64xxEWdEio+8igou6XQj7ksUBVNoz4IFms6ICZkWQ3016GNZP8OKn7JZsCXTIGUonhGZUKyoMA6s2OpsHF5KLU/F5UGnGiMSxlqvSTrXqjGC/dSSESk3KGFhN0tlzoP6vBgRGcfEQE9dUcoFdVwqIgvAamerFBs2V8qIieB0eaOGGBGR5RSKTwG5ptOmZ7L0Kc+FY3PqNQ6w+Fqj9wOw46z6G1WR6YbZF77myxgsOk8tpLCHLPcWVjbMiu7MLy/UxdwleVDypfuFB+Hi+h18HWqMyExsGUnRZSAl1DkZaMg4kAm0Dk1GRGGVZnJH9tUUoI9ZJTa/FpjLsryo/rqAuWZGkGuG7w0YEMvAWN1wwOnbQw0Kvptoz+Njx1lpfP+aa9lkgUibKRt8sF1oK7MwqFthM+RWkEFMSnBWk38M0787Puxxh4ocY/n7mOYN64oXJppQXDMcEFHrkH6U3IXRzmTdhABegmsGB5aFDJbgflmIUHmY32B9bVa4ZiSrxF1fZOxMoeCCVqXl2LlfACsFEMnL5wqvrp+9/zBf9WpFbJRFam/NdtsMGJYXgFIrQklz5XE2/XW5eUk3hbSwRcxB6EvZoMamMCCiMTiCHVA2eaHkFUaEj70PW/q8jghjRLB1yN+lNk8i4FNZ8zL2iRoAuK3JlRcCADpI0dcAj1XSqsJKi12mJePvgTNOE2Ifou+xUpGW/ghyzZRrbfo7V2JE+B7F40pwrBoP0MaumRKw0ft5wHEeY2YBbDZySlXYkkmzg1WDa6bTz8hUWaMjGKplsGq5X1vABj8zZ1+sYNpatQINY09pEIBFja+GAr7mWjZZIFKwHgU1LzcAbsHqjAj/GOxsBVlwSQk6y+lmSCg7phxCVD//HQDn/DNGhLhmZF91I85CbobI6uXR72iDqjMrOkSJLxyoo6A+SmFuNkRBFB4jp3MJtcmUF7aIuW+Wb1AcUAAoJ+xmgfWoiPsVJ+xWkW+e3ZPTqJMKxaq9E9Niq9ttQ4yJAJDpu4J9qZfAgW+8XmaEFbiJlbwGsPj9CHDkbIlItaTPVK9WzPoSeF2LGBECvugYsSsVu2X6alVR4l0F8yJoVgIiHKyIx6eXp5dMKgcbGpPGv9l5jFXELBVfT6PINcMZEdLG4mx4gTTOsAwq7yQmRkRbh1ZQb+fZaBtnDvoV0Bvmo68u+8LMDH6uwPT216tlZlfIZClcMw0Rt4MZXe5mDbE0tDhdGROFx84ZQsr0dNqCW7rD2sozgOZSNlkgEhZQmb/f+ff9a8YAoGMZbDaPKsQS2cqoY8s1ox/yJSnAYkMpslwQjWagcp7zH6yG/npV1BegvkjdnzvQkEF9nPbkVgh+5mKDQql2PMBtPWJE+KYc5nezIkakZCkC4OOgR8t+4MeDN2oycK9UbJS+xpsYTyMuS7xLJRos43qtIjbsAvTUdTDXqFUKFxaPztci973YBwts0DadEdHcQOM4bZIFVJcuDJny2RmfneGggSiVESnAXE6eizMAnpLX6lJgQCRZCvotA3QsX5xeykE0Dkjlrs/gwpinuBV4mfSW9i0X4+uMZdxTyuhbtqh+noVBWUUdbHTcCtPjYCzFvD65R42iAE36vDgNl7NUdowIZoitbCB+7g6AXbSMgF62b6iMYx6eiwKsAAAKAwvta5xVmj9QFwZMsaZYRhUGHEO4cCGquNwZX/k7QAk26DdEGZE+tEfxpI25kk0XiBhFppauGgUAgH/Yap7YvAolOiCL6pSVKSk48A75Iv5ytuCxdcAXLy93zGnPIbQxeK4ezsxotQek8qLPi5UoH4dG2Q4jmpJnTQQgsmiIFk7CMQciMNaZJ91fyiwiRueTE3aZZdNGrhk+Ty1Me85wDo1WD8KzbPm71NwKlnWYIZdTkcnCi8IFSx9tXjxGZFABehM8qFN1lxkgqiE3ed2a40qKgoYAeofU1MjyHQtmRgFEnN3k6dH4G6oyK7o8lK0uLP3ChYFiBLg7chFLmw0KD1/Ds0uG+qRi05keBrBErBoG83R+R9A4JCMSginlflhk9jGANa4EnfKaNQPI/VKCHrkOOegJ2Sp53pnHDBkwg3xfbsm9QSu6Vw2KnumARaxC6rCiGziT3nHN0Pvh4FLsBtLSi0MbPnmZv68pzf3CzqFq1ErDdyMhRDZhIDL9BniMyNLVHSCy45bzRXbJekWJisAiltblnQAaU8GPAAcW4LSAxaOMTpUbFFcaXh6+ZhFzipinRtLCSbpy0KyeQGEuHGgIyyZsyotZ+hsGIryMM6m3weZpirhmgMwVD1YNhgH2L/MjzMuA1IoAB/hAPB6PUqTvFkrUpuxF3EZdAoAildVhFfha02IpeByQFrmP0yYtZk6chaO5Itr2cwlXilJvY4wpNgl6JdOngShN2XC2jLOAoW1CuZ+usKnbpnRh1Aj7kud50baIxRWEb2hev0wvpnE7BkhVmTT6LYeljtlSy/0yv19zESNGBLVNtbLiWwnMQQAHxDXDsotIQTODEcFAL3yrHMwBBOZA7r0eEBEAFhWMC3PI+2rzfW1Qul9CsOpC5Jrh65dnuZA9j61DCqLL3wGYy8kwvhr1qnADzbVsskBkoFGFeX01Uahr1fpOQZhtFg9I18Gk7VYoaw/oYAOnifGqpdqmbBX3yfMcBavqtKcGNsj9jJS//oYsMsWpft/alMqhsNiYBYgtLG7Z8I98onCx4IPSmNJz0kH7a1rcRl7MBwBiNqbba9WKGF/4/3oVsR7TfZSuGVm6vGm4ZqYUhc0D1bTIfQ/A8toTbfYeAWQBJy1VmMf7kIJLeQ5NVCuEB2hPKIpNCwTkALYs4y0ZB1GjgYHvwb7S2pTFvZDLQUmdx6wCdQMyRsR5rjFNYbOx88Jfk61yDjn4DgXG5vXVZcAk+c7pnqIyIuyZvew93teo4lYqwZIGDnKShcMP+tPScLUYEQlE5TMLA4YlEYTfKxXpxi7rvsi9EqfbcsapPLyu7CvL8oLpXajUCgl6Y35/XaSlaynLuDJ1rVpW6g33xPuGG/BtAREls2+upT7znzwx5aT3vhAAAI477y64+t41IhNgqFEXvmPCiPCgPuMwJGKhGL7o/nq1SNHlxYcGFMougFjumgmbF/7ItfuFDUljN6wAQm5h44qmVqbFYF8d8ulNKXg8AqjArpRWltEiWEa6opryiayD8N98frVgVX7CJv9YsfuFWxuYEQnPVbpm0HUFcKCuGfH+tSqYKutBqXS6iWZkPkJaHwfE1Qoo55OUm3I5T52xj2AligLjcBomD9CmjIhe7rxTcAvUceB4lHaWEQubK5RxYpXrdU4GGzVYxzZsagSU4yCpkaxeEHHNcEYEuWbwNXgOaeGvnFYtHaRpszhbhbuIMbsZmBPObnKGkKYDlzEiObK+VUZkqjQcwt8VAaSI6cHxI+H776tVxdlL481ynqy09MFG+S3LPYWOEbNKixEj0kLzO7+vZKnK2h7IXcJA7zA6oA4bMFOtrFjbOGGhnecqI6K6ZphBNI72NrzP4wDy8I13rqP7mmWINGoVdL/OtThGpFql45hr2WQZkSCNGt/kpYINL7As1SvdCrymggx8Unz9CrLlNCWOIM8ymkLIKfGxZgmG+Phw0JnlVtL89pzOLa7xfLYKM1NmTZTWPB4H9oma5c4VH7ZHsY5rbgWjtke4rmQ9KmIOcRuPOSjcNlXJiIjiTjyrRwmm1dIweaEjLfOkLBlv1E3Q3EAIlPF5UgPtkPKqVOjZMB1rDlvl5e94HAN1qcxJFVe0iWp1LkqLHVuUQJ9LC2RWA37LNYWDsLFvPkOMCA4gzzjr0S/dorgWB95TtKqlWR5cGDPfT6u3gcEtZggnECOGszDaqE1jxMpYFQlSCSOCwEHBzCJ2CKCzboirz4gto200foQzKZMIpBJw0M7L+h0DEvSMkCBc+sykABla81q5+zAONUaEgZ75rCgczsQa6KMsBUmpr9A51Ava0X2tDwWylq7qzv/jGBFWRHzOZJMHIkWEO7OU1KI6yOUwU4wI981rMQxeuevyo6wS5gBbG7zg1hja2KRvU26GHDhQkNJhKXitEE7LzlPuN67Mk2A3GIDRFICMYakqYK6cD74B6Bk1QK4jB6zlOeDCZPydFO6XqmSBygqZFBxgkGUVJupXWCVtbZS1BySrZLpmNNBjuMQ0pUezJqBom8BZXUzZYBaQU8daaq+wetnaCGutr16u+WDNB/CNq3sK92afPLyMGgho7CiTqc6ei6RaMtAzVnxfkurXTqnNkGKb118XygbX6LDjJaQbiBY0K7/lScRgkSMqGCMimB5ljFlOmYj5rK0IYmVro9XO1IwfXnRRC9AmLh0EljE4IFWos6xwiWjrGoMUK3tv4QB1i4Vrhvpq0KgjliLPi6yZBQM4a6bTrs1TABTBM0LXPE2pr+J1SFwzNbMCMQEbmmtm+paJEdlIJLhLvHoAQQGNE8u8BAdY2VhlprF7gKerDTRkW0GJ9tHNq7SGpOItPlYFHIwoH0PoSz2VsU0/cmxtZFlOAvBkrAf229Pod7JRIsVBU1nLZZlhmlJhX4qPsiGtA5qjX85Vq50V4yABbllesBiY2izSiKffcY24X6jC5pkMesYPdw9oAXPKe2asnVbsbhyByvA7jivCsTncmp/fX1diMxDgRPOrZSuFNvV9KeDbysLhVm+Z/lqj4AC1aamsEwq9LcbBWAC8PiuVChkHBjbcSBlB7x/T71hh03iPcm4X9NcLYCOeSwkS1QLPNXCL+8JAlJ98PYncA1bcFolvmN7vwjoe6qfAjOxDFfa+FEBRuo8luJXsJgUVARyEgNnQXTvP1YqmosiYAlK0gPosL1kP/J2E58IH1PH7adl7GdsbeB0kbEQBABmHxm7ykgV9yprHrmVeun6uZZMHImVpdbZ5NWoiIFErJ94ylI3uL+/8jU6x0g1gTEnfa7VzEotiblBKlsBI+IgGysCyMA4NiLSzvPhYBxrU19vKchUolal72HdcXkPnl4IvrABqaKNsZTmrc8KACEr5NKl+trGNIvcWplg7vvTOtbVqRcxTeIZGVVZPHVMsWKywAUrffMggKIJplbRpHAfCKXEKUuhJ0GV2CaXfR1H8EAdYIwbrQduo9aVZr2EOCRPFfOJeDZQx5X1hdgCDvHBdqfTwc1E6X6sxgw82qxIrtVTkAEDAF45v4vUbMKuIx46rHc9joGIEWex1hETaWW4GuALQfcPKSqKgImP7EJ3DIoVUSUsm40BtY+hgS7zfZBj0TsfSYHBQsl5K6rFRRwQzs0OMtcGuQwAAHMdUHjanMCLY5cieGdeLwt+edr8wjqbGRBQAQLpEWojZqFbk+VU4pR4/VyujdURkX9PvWTsPa3ocfcoY51o2eSBilQvur9dKkMIUGwnQbJdKuVLB6bs0EKxfSXPVFrYaZ4E3ADX+glpe2IriaWcLmHWQZSzQCim29SgmhluiGp3fZhslTtGTsQ8UfBE3Bbc2cKow8ytPKr5ULRsEb15h7I1apVA44rmQ9cqtqPne+8KBe+T9V4tD40KbXsadKmwMvuT5FHwOS6p3/gANmqQuFrYpT5TvEoPDHFHfeA3gjRIrjXIcaKM0mAgCUoQ7ksYWjSnsW7huDNfvKPrqtJPAaBa4ZxVWw98/ABBLH6dayuwS3VWJWUXCluQ5SvmtUUYEu2aU+igklZWtDS0DDlP9POaAxvRI5UXdSuU1Yb33TVfjxfOBgSMABQfjyv4VgBpJj0bzhMF8J36onCcMogGArDdtzQeQqu1tZXApPqQOirby+2+IPap0e1TE3mBlqwSmPcQHVdm33HkndB2SyqqKyxnXEanwIo7ENUPf81zLJg9E+AFV9BAivRojrhjaoVGlNRzaRnFsBo+mVj6UkkqXG1uWIauxj1ui+gmVvCpsJ3CrHPvIVKvYCPCpjO08JwXcMBXZyjISxCZcRJPlRlRjik0LjG0xBUAttoyyVF6KLt+widUOxRg1EBXmd21gh4Yagn4vjtEe7JPgC60BzAIRhc0pcQV8iWJ3DcXSN4q44RL/CxjTg7MfODgYnSoBMQc24fnm9VNrWQPlYQ69ujS0Emr5feHNl/vLCSNC1iGj+lmA4yR+/yhwD2do8dRpHEwNAARIW6mWAJg5YPEt07+HZ9La5jMXBglWJewAff+U3Zp+5pac+1aWwYQCesMc0lTWzu/c3UuDVZGiDBY7AXN0DjUmjbAvDGDxWJXwe7Ui3ZgjCBwAAFGw2v4a9rrARvEU3VY7K9YbLtOAARFmZcJzYdaDB01bIAWzKJ2xl9dhdw5+Ljz39AwtCvRpZVWg40AGwkaCQxIQKaPYqeuAnslCAzcHWNokYS9qdIGOTipWdGApFIQdfIBhYQ2xjUir6wAQFJHip1aoY2zpBzakr16lPn0UI4IVFEBH2dD6AjSvv8j575cWexBhzStBjKGvCdU10/nNqpCI/f1ccaw3FEA7z2HdWHmwIQ9IXDs2BQAMsGkMFoqLIS4nZkX5J4BKFwZ3zfBUxnFE5+I4G5zKSCpkMpA6T1jspTXPq+SSrCkGUlVGhG2U3FXJCzjhWjdlfAtjRBAQIa6DIqg3zBPdsHGGFo+lwGnTAFAUfsLzq1Ut1cAtB0oAVGGXa16ySjQbiIHeqeAypd8QtpYHHIBVqVSK5yJxMQrTgwMjMeNoKcoMt9VYW5artXO4K5XXzsFGSmfsiPVAgI3Prx6Q2rmXxkbj7yS0kdIJLfbMyEDEbIMMEsUgpXwuDFDI2JU5xGAOp8DLQo15MUar2Fkn/g3IGOdaZr2OyLJly+C4446De++9F3beeWf44Ac/CFtuueVsdxstvAripJJpwdPfeJAgYS+YslnvuDAwrVhVNi8AViWVpL/VFZraDmLDgVu47DaODwEA+swhJZn5RDvgS6eiARAjwnzYYW4BZFXQCYUqD33px57bCjtjoIcHq2oBeOGea8c7YGPxIGJEpj9kzJasHp0srsGUfmcNQHHduOHCaKEx6lVG5ToUgXtsPjDtTZi5tp3hAAAELGsurAB6SV+ZtF7DM2uph6orDTEimH6nAAaVEu/j67AE3/SbpDFdxC2a03XIzxrhjAhu0+Y9zGGRvYPAUoYs25Dtg+e3iXz2ARxkOXXpeeeuUBaIAyz27aG1BtDZ90LAqeeamVKs+SwrY6nCN4LfV2hrKGwJdkfwdYiVL26b4qCHvC82v+jb0wL0gwuD7IfofjgrkbtSBBCpVKANOQEOnWwr6o7GTAQFbMw1o4AeDlI6sWXlnlf0VQDHdnFPCxDhNZ9vCjEi99xzDzz3uc+FW2+9FV7+8pfDhRdeCM973vPg4Ycfns1uuxLvxE7sfplgGyXeHPCGLS0bu37HiFIyHmekhI0Bo2gtIDWMwwIixNePLYC2DUQwiFrQ3xAZBNoz8xgRfk5GYJuqFbqxtVB64cC0xab57b2CZn0scEtEpCtjD/E8eLNZM1aCDU6xrh0LrpkGYSJwnQtcgIrQ1KIwEVV6VsVFXjAuz1nQJKLmcWwOD+ocUetBKMGqCiNS+N+NrBkyh5kBDlkW2UCdUtjjbOzYrYDjorg1T2rxGAqb1zMJ19SrFRrfgOY2MCLYSi2fWVLi5SFqGPRSJQQABKROWRYxAhV9NXkQ5QRyv2BXJVnzrMYMnicAGvuiMiLCiq6qzxW+R40tCTF2GByUJ8BWBOPYQtY8ydBhAIC4iByQogX2FzEiaA/Az8XnCe+VQckXTI8COMlxEtw1U60wIMpcM+hb4SAFu8zVYny53A/5t6em9m4KQOSLX/wibLfddvC73/0O/u3f/g3+/Oc/Q6vVgm9961uz2W1XIlwzakGznMSOVCoVsjloh7wB0Mjt+Y4C4EGCmG4GAEJTa8Fe4Z7ENYMXLir6w2uFhPz3AES0GBEekY6Vr5Yah61U3IbZJg42xAagbLC4uBevt0ELdZWALaB//FHic0Ho/OYIbPQJi6KIERnqAxx4HCz2erUiQCo9KK14XZ35QNZyMe+8BDk776LZLouu9TdqhN3CxaLCeMoxSteMFmipxZxwtwLOjAl9WamHso6IZESw/31Q6WuKU/1ofrEC4EGdU2h+aXxDCZQ694OyzWBEiCtNKcZWAg68rjNSRIo8l6KISGVNMk+0r0llj8LjqykACwc/AwDZv/A8cTegegwBY3P4c01ZCpY9s1CUuKoxBi+GqwdnnvQpwFE/ywmm57AE86TeCs+aQvfDbg/SlvEYkfK52llexGHg+h08wBWAs2UUwNKqq4rxpbAe1QqdXxVUliTanMqsApHTTz8d/vmf/xmq04t+YGAA/umf/glOP/302ey2KymPqZ+mc3Gwl7JAuQXYSWWd3rD7ZRU8HJ0tS/+WeelEaaAMDABKe2qHkIXrrGBV7Orh2SDWc7WzjDA2tK20locUxYbHgaP6cdApAFWUmInifeHruHU4pbo3MhJMCQDkw8MHeXXmt5zDdcE1owSrhhiRxUMNonhHmcVOrDLEHHQAbDkf2um7nBHhZ6GQDAJGv49b8QjYHdUng1XxOsQb9hSj80ksRZMqcxzVr7FAYTPWqkISwCbeP0AzKPNIBdDimzKrQFnWEFEAFmdEKrgvCXoC46jHAdhWb8tpwzEHfbWqZAGNcZTZZdNgA103ybOBVJbCV6I8qBP3QduM95VTAMMLtakgRVHYqrtEA3MIVFhuO3GEBrsfiW/hcRsKWMIuJ/yOw3xorJdgPTIFfOG1YYBDAH7Qpw6W++qVAnw/4V0z4+Pj8OCDD8L2229Pft9+++1h6dKl5nWTk5MwPDxM/jebggP3mug8BpyH32FESoACAASkjKGaGjhvvpNdoger5ihFj5xBkNMsHDzGdi4p7CCc3qbBryU7gGlvqgzpx4ABzJBiYZesDbXYptBBXkOooFmrLTdKzCpwRoQGsoa5t89W4IzIhGVhIxDFGacsR4zIUIMAlCzLUdZMo3z/7ZzUfMF9cRYIAAjzZY0dABj4ksqmVq2Q6p8EiDbYumljsCz95TgzArNvxUZZDwpgej6cYEX+Lrl7i5SnR3VasFVO75eZFjFX9Pgd43L9/Eh0GVeA15qR8cEUIgaOQbmKvohCkUpUWNgKg8EPc8Tgy0o9LtYaeq4JxgLhs7LIGSTK3AKwE1tzhfWYbsPBqqVrRn9fpjU/k2sGAWIvgBSzin7QdHk/DlJJkKjZV/lcuFgYn8N6tULu12LuFy0upmBLtLWh1BGZRN8K/87xMRR87udaZg2ITE52gvmGhobI7/Pnz4eJiQnzuqOPPhoWLVpU/G/JkiWzNUQAoHVESMAcSt/FH7JgRNq0WBSAXlQHl34OkephEXQs0XIc2MLGfWFLn4MDcjw0C7QVHys6iRRXfqV9yQC34jrmctBcEWGu6spGWVqiUFwnGBHUl3fonXVeC78f/mBxlVEAqmzo+RmUvg7f7BDLPLLeF2dEACg40M+M6TwPKZOOGREENnkGAXaJ4XEQQExKkNPDBkk6cA6FpazS7yz1kJ/MC0DdL/x90bRkJZURMyIZ3ZRrSl805igvrgltqqXsrHkeI5LlecHM0ADXkk3lbRoj4gYk1mRbf42dyYSCsHkKNH8uDcxzFqjVpqBCc7EU8zs99hwp0br2XA7TQw6O9ICjqpSpK63Txpg5FDOFvyErjZzGj2U+I2Ks0c76RWsDXcNBqhbILF0ziAUU34PucirqiIQxYiOA1xFR6vvMtcwaEJk/fz7UajVYs2YN+f3hhx+GxYsXm9cdeeSRsG7duuJ/y5Ytm60hAgBmAMrsjEolFKAqF3VQAP2KW8FUbDktCIUXbjgHoVIJrpTOeEh0fp+kxPmGgi1si7LjQMQLYnOpY9XqZRUc2+UcNpB1gAFFuVHGMSIajVqe5WO4MNBZKJ3ngqJtynjmDNHUfexDxlk4mFbG8Q3crUSemVfqZD5sq8qkKP3M3VtIeXGQqgcXM/cLzrRA565ovn7NsvVASh8+pTij6aXk7CXcV8G+lGvK25RxG15PFktBADtzv2h1RGZS2G0EUDptFULNT3Gr13PbGHEAVAmVQJ/HxQhGxPvO0TNjyxyvtSm25on7JYDDwHoo8yHiG5hrhvyOwFydg0onNsNkRBzmQNSRIcGqdoyQzczozFzoK9ynVuVMmv7+M63NWL88CHcSGT54fDkH7QWohI1CZi19t16vwzOe8Qy44YYbyO833HAD7L777uZ1/f390N/fP1vDEhI28iam0cM5E4g5KKv+USXazGjOf6etAlMA5ARIXt459FWk7mkMBvMdUuVQIX0RH2a9Wiw6QikyhcJTSPFzqelqaNHrdS7o2HFMhBcH0kKUOGcwcDGmmUq8YxcWBz1aXIF0K7AUQlQPpMmtQ2INWUAvkyCFHERWgsoS2HT6mFAUNmZEBoqNsnR9hTGWjEhpLdPy5FjxImVTrxZnL/GYCDyH2trAc69mEOTUwu5H7AtWNlEKuyrHSApJIUAZ2tRgVeF+oTFiAEY2CAcHCHx3AkUlsOXxEpqy0dwR/YwFxGXBMdWPGRH+TrBRMcABFneXIMCOFVelUiEKWwAsxAJwkGK9S8qUlBqRs0qCffNiOgw3i8YodOaDMiLCbYcZQu97UNOcaQCunAuWvqvMUwl6OuPtZO+E58IBqUBO8x1s1GB9NYCNfBqMlPMb7veEd80AABx22GFw8sknw/333w8AADfffDP85S9/gcMOO2w2u+1KimBVxIiEj7WBNnJTobSz4myVIWXzIsd5K/Ql3zSyTKakeSBFjSDHH3I7F75NkgpmgY02tnor5Drsf+2AA+TCMDcGety4eGaPEcHlqdHvucUqtOX8alHnqgLAAV2KdVhsygo4FMWHFPYFn6RLsjoQ8MpRf6LKpOXqyfyYngnNldYuzyCpT1tsRPEiuhkA2Pq1ayDg+cXzhEEPAViOBcgzYzptIN5XRwFI4Fjjz5WBUDYqI6LEHGgWJUB5v1BWW2eOKqQvYukrFrFWIbNFzoypKUCfgSiVcZRsmebewq4oLfvFDlYF15rXXDOYOQjXadcI9i3XvnNA86G5PikQEYaUiH2C4pn5t4zfM2GVkMFmZRfheS9SoI11zZ9ZO3G800aL+BEWKKMM4cZ26N2sFjT7yEc+ApdccgnssccesOeee8KVV14Jb3vb2+Dtb3/7bHbbldDD6/iHjNt0BaBdp5dCpqXQzUVNrE0JbCZZm2bp8ZMXZYxIuWFbbgqV9kTl8HEUfhmcawMsNQ5Ec2HUOXNAr8PWYQuh/JkqP9aVjU2lRLESRXEq1mbYwsGUyjNbdC6unUJP0QTFYoNifDwIVyu7XpzxoQCYAVJOngaPdq6Z7gsBYi0OxAsS1ApT4SC7TqAtA46Wbx4pmzCvGPhqboWWupGXc8iVMj0tmX3LllsBKQCsGPi825kxM9QR0dyseemy09wUkgUEs43EnRiZRyH+wrXYtbgNI8upY9yUfWlxJYFV8iqaWqmsZH4NI4XM4fR7JN+eOGsIrXkHEBEWEH1fXhpubBC29czauVx6mXy6p2jF5OZaZhWI9PX1wWmnnQbXX3893HffffC0pz0NnvGMZ8xml10LLk/O/e8NRKNbIAUDAG7p80UT3jn1ozvKKyxQxL7Yir5E3ybKV/qyglXpZk7dUTwwLoBtz2fbxkXLhFWWEYYF90WUA7MOiQ8bxXRghsVjKVSfs6LYSGCZtpE7SpRvNnXjveD3yJkD7H4R2VuEEWmRNg3o8eJuIkuAMCL0mdX54BslpqlZ7MuEkaHlFffS3DbBfcDZkuI7yZVr3GBVMNtwdhx2EWBLdKKpj11ljjBzYLht+HeJT+YNrJcbaNugblaNEbEKa+HYAaHkFVDGC5plOXLNzPA94DnErBJ+Llo+nc3vjOm75TPjSsPhO5FxcRmp7UOembiI+HtmB8opz8VdM2plVcwQWnFRxIilhyVixoxkTmZlrGJfraqm9s61zHqJdwCAPfbYA/bYY48N0VXXUkdWvrQoOv/fbEvXjMaIiJSvLCfKNyxWjTnwgkuJb5YBh9DXBPf1OxYFsTZFjIhs47TnZLPMIOlHz+VZypQ50jZetlEilkVTotiyKZ4ZlfEWEe4aW1LQyoCu01mlGGCjuRVi3DZ4Y8jyMnU3MAd47KKiKYpj8lwz1kF5wk3hWb2FUrbTJnFwKc8gEADAsQDx98AVNoljQtd5dRhw3AY2DvA4cKE2Acwy6nLAii3MrRZ0agakeu6oNqL0EcACQEBEfEPStUxSPpv0mfFctYq9qKICLMF6ELeCzZbohboCW0L74qySFtTJi5apeyX+ZpVaPABlAb9+4UoHwlKKvoxxEDdLlbntWmxtaPPkAH0tThADRAxSw3MBTBdQRPsaPlEYz+9GgkM2DBDZmKUIVm1TWgu3UfcABSkqJar4evsb1SJVivobZWAhT0mrax8eW6C4zDg/AM5yvxAAoGQJ8I0yLPpR1Fd/o1rQe3mubV7aHHoFzSQjQk8ULT+8oACK+AZk2ZqBZY5y4BUjwzXYOuTFh3BmRMFSoRojZnwO20Tx5lWU+FfcJdxFSKvu2lkz2KVj1STg15Tjo1avBuY069ACc2qcgsEO0ADiacUWQGqbKgCNzi9iGLClbNHvKluigJt62RdACYgbHLCRLCxmEbO1hp8Ln2vVz9ZG+M4Fw5aDmF9S0Iw9F3YREncJsebDc7E5RJk2wq2AXTMMwOB1U692wSpFMBHqOTRKwDdAuX/JOCCtFL5kIvSD/nTgWOyHilHJ661o5wZpYA7HMWFGZBQd2IcP2czyXClOCcUzbwxSnflPntjSUGhP7mJptjMzSLCVSUo0LOzJVpukiXmxA3hhWGcrYAubbyi4fgc/yCsAG6EoEZUnXQfSDRTuyfvCm1exUTLrVaOOY4LpxKFc6CMP49B8x/b5FJJyNmlqvFFO6ZaS68NW6FeLLdGtXiX7RQDisq8xozrpZKtdjGOgXjPpaz6HMfENWpAgrj/iuTC1DAIJYDNyUBoAZUSwAsDKxrNETWYmt+PEOJWuMgfsfhqY91yf6vdVp32NFq4ZDqIcRkRz2yCGiLgVMMAy5jDLynRb4XLIHNcMs/RrCpirM/DinubrxNpxlhUDx3GTVXLAhrOn4EKYYg6RsSTm0Mg84hla4pnb5XPhvoL7JcTEVFFf69FJxHienvB1RB4vghVAeJGyzHRpRfFiUW3VpRNYinJDIdX9lGwVNVjV+fAEOEABWOQcF+VjxazHlJHKyIv0AJSb1yiyynClVjIOL5iuQTcbrQ1X3dRqanTGEWG9xlDiOPq92FAodYzn1+pLK9XMXWmayyGaEclljRkMbvEhX3gOOWVLnsvYlDsbnhFnobm+0HWTaBOl799mRKxAQBKrUptBARCQan9DVu0cz33EgQOaQsSIdH6sO3OoBTiWln7nb0IWXhg/+b6CNc+MJf2EXeXbUwNIy3HQtWEAdhzDoAB9zzXTQq4ZbM1zJpUGslLGUXVvsvklh5Q2OCOix6plmcPaqcGqdOzhmclzMTBHU9bDdzIzSCGGFAK+BKRO0oKG+HsdDq6Z/gZp20gIkQREMCMyMkmD/crUXsVtE8GIjHHLBqNrw4etppChNl4Do8768oLYNErRZkTsFNhQ0pz3BUAj0vk8FcHAijvKZ0Sy4jpNiWqZMXZWh81ShPGF6+rkueimoblYtKPe5TjKZ9ZcGACSEdFOvZVp5DmMNVmF1+nrRqaL54Uxkr74mTFebBFi7byofgwC8YYngagC5pgbSCusVy+UDVUAmiWqZXyYZbwzsBkRNg4M9ksXoc+wWfPUYPM7htZ1qDEUHg0fU0/Gh2IiZAxWJr8vI1PMdTmheBlRK4Tcb+bS5fUqBd8lg0WVshqDpQRG871tnBiBbM1PUjCH3VR2ii6YrkpcZE4yIgazQeJKNCbVNqQwkK5UyrURDETtROyg2/i5Yck1s5FIHTMiE1bWQSYyarACsBmRzv2CpeFRgG5KWkW5jm2wXlqfZTXgs1C4G0DbAIICGDWsss4ze4wIo4cVi22ABRC22njueZAgdQMRWpYHiSrWvHRvYcVGN2XOiOgVEiVIkS4HKK4j5emJxUZ92OSkZyNGhJfd7/QVgEg5f1iBdp6Zu9LCc8l6EHq9FQqkp1oZKZyksUoCLDuBm14pbKEAlL44sKEB5BowZ8CsKp+rUJZBERV9ecxcULBQthl1WsaZUQGgGBzK+7cPjnSOt2fAnBgVzrH3BaBw1gZfN7w6sebeqtfsORQl3lV3CZB5Cn116rt0/s0ZkdJNhYJmGTikZx5RAIvZF+m2m14b1bB2p++XS6OSxL4YjCN2mXPWriisKeLHNNfM9Bwm18zGIVixlYxIZ1rChoM3ea3YmWBEKmzTYFY+gAQOODXWAg48YhqPXwCACv64dKWBNw1x6J1Dl487z2UxM1qJd4214fecaLXLWiHTGR+FBTCpjyPLJHXsWfManWsqNoXBkrUMlHfJ2nDtDG5FjU1ShYKrXYYNm8cqYbdNmTVTnZ4nZikRN5Azh1yJYvBlKVE8h3XKUowxVtEt7kXWIY8RkVYvz2QR1jwCPRYj0lLS9OtoHeK+OteFvjjY8ABWCSotoKcBkYKN5CBVWYfy+8rAKl3fRvEe0uVEWSotWFVjKQJbwlN7cVp6o14h1rzJvmjZeyobSdcvBr2VCn0vFiOi70PhfSmZYpWwb2TF/WvVCgE9PMhdT4Gn4+OH6OFn5iw7bhtljH5xIjbKmlk40BBzuDHIJg9EsIUYUKPIZGkrlijZvHQrSpbjtoGIh/JpvIceoGkxEVpfBXOgHHqnlxmetvRZjEh4XvzhSYBVflxewThedjv0NYLiGzhbMs5oalp8yGgjFhv9yHHabK1aoZuymN9ybVgWm2YdamW3Q3AZp1j1YEpu9ZagJ7hZeNaMFfsEIFkKj/Vwg1UVMNeJISrnkCtYcj8r5kQDjhXaV3hf1Jq32BzJDtSdNi0Y3BqHUKIoboNT8/h8Fc6wjDH2DY8xAEcBbGdgRKa4sYRYCsxgqd+y8k5aQolC0SZAqgLmAkgu3Rs6mJsJEFuxdhyw4XtaMSKuO1Lri615DIS5cdPgwDGfyTXDgX7nvtTlxF2weoyIljWD2w778eXwym+eDzc9sA7mSjZ5IAJQLqDgSy9iRLDF7rgVrDbL2gRAmzKzlLwaI15Qn8U2AGC/sn2ejMqIFJsDXdhjbDPE97R82Ph8Gpk1gSxRBgIDyq9U5D15hg72Ydu1WLTI+M4zcGCjxQHEBRCXysEaBz7Nl7cJ5gC9/wLcFmCjc482qiPCMyN47BNdGwboUcCBG6zKlHKlAgIclABLAlGLpaJ1JKiSGmfFoogS5esQWaJWim6G3TbssEQej0LHYbMvMh4Jir6solU89klr096XDbAyky2ZRMCxzp5LskpQPFdgqaLiYlTGsaK2qVV8YwCx2A/DNbVyDgtQOe0yF/Pk1HDSGAzGiGDgWOUgNbhm8P1a3DUD5hzy91+pyHXoJVusn6QHs2LG/O7Vo3DnypGiz7mQBESgfNncNRNeZDOT6bu1wieupNQGRdnUN/lOm8GIODEMWmCkqZQ1q9ctJOZYoixAs4wRQR+54SLSa7EoAb88a4bTjdNna+A2HmiJN16L6o9xzYQPHLdZykZ1YSmZFmKjjKJYJRCVzFznb5rtMtAuZM2EdcNjnzDTw92H1Idt+allMB0vrMeztwDsIGdtrREFYLAl3GLX2kqFVz6XqCNiBAKS+6FgSk71lzUwlHlilr53sFnJUtC1BlDGTvA1r7o+xcGR8giFOlvXuD+hRJV9qGW9L8T0lK4ZYPNUEd9yEfDLK7Uq8RLl+wIJUit8DuW3XLBUHByoxQ61NmNtKMBRuGbw+2eMmFbynoMNzJaFOQyfGHeLe3rDA45zIQmIAEaUdJMPH7+aXsoAAAD2fXf+zZkDjRFxa2AwOn+qpVjRBVLWPxLSlxbfUCgOukE125oyp6yHRnvy4EdaAyMwR/Kj5KeeFkqUKWXal+1W8mp7WG28HgSA4gbyAhIZ+CK0srDmpQKQGVAybsOqZ7MeFTPilVXHWHAxZg5E+i7xYTvHrxsKwGKOyHMp7k3zWIMsF3VEYhSAiOkJLCAG30oaubS+q2SeGhroKdybVLm6qd25dNtxYFNHfXFwEJ4HrzUR76VVkzXWfGcc+hrlAdo5KcalgErLNdNU5pAH/EYFq+K+dPalKK2uAJEJBnrqylrjrqOOOyqUteesEgUN+DoPzJknTmt1RLoC32yechBjD99/pyQ/HcdcSAIiUC6gkQnqmsE5+pYlOkp8dnTT48yBCw4wnW/437HyknVEdDcFgGRLaFVF3SojwXlGYKwKRIoPRUZuF4xIXTIilouIB27ivkYtC1s7J6PY2MBkS7SPvD7DR66mFyrPVcwHm8NKBRU7KqLfKfjSLNvBPp2y1cbBLfbOc+mgksYjMdYDub4slsKqI9NpMypa5iA3ZRLIqvelKYDwXONMAWC3glVOnGfhdMYBpK3hgAMvu8hN32UWcTk+/FxGX3ieDFcPPjqeg2XMHBVMT4WvGwpQKDhk1ryWbcXuh2MpeEaNnpXGKtAq46izdVPECKEgpbBnFydOK+/EPlXYLuLGa4Xg67hrplzzJYiqFzpAgrlGVZ9DCr6nn8tKFXYqIdP07fK9bGjZ5Eu8A8ys2FpZBsF9JuNAWsW/y1S2zt9yfy6hxHkAKbbKDD8lr2iK20qXyMyZLOWCtw+UUvuqsb4UhR3aeJEerX5DoZQnFVaJBcZSIEKVTa9VQbm1wZUXgASBmtU7JQLLyo9cKADF2iwUAJtfXqobn77L2ZKgvKqV8rdwHbdsO88FAG30viKUKHEfWmCZ3S9kRuS5HVDdQimJntVrZW9RcND5/5gCWRawIde5YE4HByojojJpFiCWjIgFvkhfXFFiRcTdJRyw4b5qFBzUlGDKUmEr74sp8wL0sMB4+szMNaPcT3MDFS4ipugn2f06bUD64teQgmsKS8HbOBDV9kPXNWO5gTJUnZbto7rLafq5WvS5gi2qMT1kr8zk2t7QkhgRwNYhZQ5wQTMZxEaBCM35161NEvwoinEhRoS7ZphCqVbkBsBBj5fJghUA/7g03zFXsCrFysehuYFEkKDHKnnzG/oyamDEumaimAP2vlRGxJpfO0OHjx0AMSJTLEZEoXMFg6WMXdD5CnUs6iYo6YVanRbJYIB6P9IXP4cIxQFYqYy4Lx4/wOtcdP6mSp5ZTY3kmSxMaeC+ONjALIUFUnRrnj1XOy9SJ2Nilbgy5wrbU6I4M6ZwpTDARjI+QkC1UWSMFgWUSlSeocNBlLZGddCrZZeEtiYK+Ob1TArWo6qsQ4OJcMFcVrowyrkPcxjBiCiGmXA5KgYMb3OfyzrBOJdrHhca5N/yXEgCIlB+TF5A4iTblL3AzTLnm2YJ4HsKVwr68KyUNDeavhnRpoAD6ZoJllL5QYbnERag0pdt9Trul+l5qlUr4sMb9VwzTjVZqxwzL6qE+/IoVm9tmL5eHPvgMCK8rzGWbaWVha6zd6JZtl7bTH5lmhlD+8KZFjJWSSpRnh7tWofOuyyuq9G+vDgADRzwqqCaa4bT7xpbxq1UeQCgXVlVc31yZdPV+1KYCI3pabDvnBspALYy18CBVvfDDAZvae8LSJvGYLU46KnI5+KBsSpzwNxRwv2isR7TbWENAsi4mAktHqWImWJziAEAdxERRoS5Zti3p31fkx5I5ZVww7vMSkCMx7+hJQERKF8YtzaLgmZtGUwXFo9WfKhIB2UBrp02BipqdGNQq1YGBdUFE4HbrGJnzTZC+VyxFVVhvc3QVgAxLEXpmrEDsLRg1TpTRBrrwYNEOTsAUFop/COnacn6c2lgQz3Lx3Rh0N9xXxxUEt/xDBk/dJOvTj+XEkwnQArfvPCpt1X1Gq3NS5u06HftXCONpZDAUVHYFf5c/H0hC9BglerVCspI0AEAfS46Dm3N8zYtlVW8S4WlkEG4YQ4z9C3rAAD/vWfNSwubzgUFPQykZPS8Jnq/mL7Cc5X7oRkj1JLrUIAorS8WP6Kl6FoZP7jNXRvGnoLZaLs+Cg4uZXPoglQd9GY5mOdGaXFRcyEpRgTkC5DpWXIzFDERZGFUSZsGDgJS9uo38FSrCQ30GGAD39M6OZYqZaYoNaXMmSNED4oKr2zBd+JsdLdCmU0h+1JZpQptU0tQG0GivOAWvl/JUiBrw6SO5ebFlcNUmxaLwm2cEcN98cBIt6JlhFtJC7SUMQcSYHFgzjMStOu0OeRnw/C54CfAAkjwAgAijTzGRSjcCrlklWTK58ybvNoXm6eOAmDKgX3/AIrV6yibSeZKoQG/untLf1+UEVH7QgX+SF+IpejjLAUGPeyZ1XobBluCY+ZK15wNUsW71FxOBminzIEO5uhz6cBRxGABBsvhucIcgpkNRuLYxByGsWsAS1/zAGUKNAdRdG2Uf7+hJQERoC8MQMaI4DK4lhKlLpHO//uFifS6H2qmRUDlik9cKFENpIgaAtOWsgOwgsXu+nPr8iMv42xooGWrLdPExDUOm+OBL1G22jn0jhfcom2KMucBnzHxKExBaePgjJg+DrlRWsHFhbWJN17uwqgqfVmgR8sGYm6FWrWMeRKBewrVL2t7hLVRWodWuiIZI7c2tTm0ak8osRTSiraVV5/WxuYQK7/ypFSuKEvWI/RfWt+Km024Feg8adfx8vR0zYdrJFsWlok4T0ZhHAX7ogT8xgE9ncHKXFdaJu7DgYMOsHTwDQDCHamCb6MqLNkPxXtmBqeSNYPPNSr6EvEolEXB1/EgZ6zWeKaYBuZSjMgcS529AG2BBuGKqPidWKKUEdHod6vwl1Y+u1az78eVeQxbUlOQr0hJa0oAwJ9ZVWxNHQC0FDBnuSLwvaPiYhjr0W4rQaIKs1HQ756FbbjSyAF7RiyFpkQtit2bDwx6ZHBxld5PY8SU9LzyuXT3i2vNK3EglkLBbVaQoGfNE0q8SueXH2yH2yamdMXmHaLmu19kG7cqefYDvs5i5jQmVQMHvI3HowBIICWreyrfV4y7RDAiACKAWGEOZPVUD+ixfUMJ0JbBxeU65N8y/yY719E55CwKniueDhzuV62Ufbj7BgewSnakWalVTSOnz+wzIvR7BcB1VTj4lm67uZAEREABFYERqdLpqRKLQr8GQMYwaAuUl10Pv0+1pAuDZ27olpKMOQgfnsgSqdCxY0uJB5BqH7L2zEVfIr5FLjGu9LgLAKDcRHmaM35mK/YlhhEh7rLpR/RYJW7N45RaK9Ay3K9SQUq0YFjk+5JnV9BNQwMH4TF4rA8eB8/OwPfkaY6av5zPr8fMaeuwyqxDzW1nprKiviRwdPzlRjaQX7/DjqVx+zKYCAAJlnylDNPj0JRN5/85S4G/LzGOmt2XF99gxVlgxjGwFPxdYuAo2ZeZgV6YO7zmuStN1iXRlLISI2LMLzbMrHF4LhF/bXAjpfwbM6BeC8I1QBQeI68Yi/d5HsgaLsdrvsL0woaU5JoBCUQKhMqYA00Zam0FqGjLTTksVp4qzANScZt0e8i+imtqZSyFBbD4NRo7EAgM75lpISk+DodVMtpoGiZVov2KpT/GUnvD+8JpszwGx6sVwtNL8RhLkCLPSbHKuON4GR78qKXvytgHuaGUoIJuUEE0hqX4txa3Iayo6X6cNGct0NbKLupcB9N9UQq7ZAHtY88Ds6GNPS4biH7L7TwHmP7ERPCjothExo/DzHE3EB2HwQK6rgP8zPQ9l4qy/E1Y+oULdmZXj8aWFcqLAQAvbgPHS/ACabxomf7M0liyXClaBonfFuZDZyK8cahjr9F5Us+aKeZQPhc3LAuwgRkRlrGkpscXQE93b3bmQzdGtTU/F5KACCigQrFsAHQalV8DIJkU7cPjih6Xk+fXhQ9GBQcOM8MVPU+bLcdrAwqNii7/dua+JOhBPnF+jZKiW95POdfGyy4xSj+rtLewDj3LkW5eeY7jAOg4vEJHWuxL6EvUCtFcacyKCtJQNsogWpCglXqcZTk080CJU5CqxmY4MSLS6qWbIc4gkPENXqySrYjEJl8pnyuvWBkJ8n5eHREBepQ1X3yzgjmwXT0clPF7AviMowz47Y3p4QGObiyFwypJVsH+vnicFYBW/h1YXwr7ptbboGPn8S3a+OsMbGgpup7LiVc7xa+Lu9I4I1KrVoQbqHwuBThyNgcDYjb+irPm50ISEAH5MVtxIF68BNl4PSbFYAE0/1yM1eu5SyzWho9Ps/Kixh5xXUwsTZB+RWHr4+j8d86AGWYpKsJd0vlbVVEK1kPOoQCOaOyWRazHt1TJODxlo1mHQXjaNx9vZ4wVs43fk5+Fg2N6zPgWx62kZkaYAYmYPaSbqOqO5Ju80iaCVRHTk2fA2ug71s94URR2hV6nUeJBZOqpDHD0YrD4t1xWyBRdmTFumgtDq3YqlLnKUujv0ndhxASQStBjxb7owcX6Nfz5cZvG2so0VwXYxDBzRo0ZAPmt8MwjDWyo82uxm+ixTIMjrF1u0WxgmdveNxKxWADPdeC1NVhbfwQ40BRvQK3e/TiSdcGSodjoRu6BHr6xSQsAj9/7ves2Zxwa02Md2NdNcS8AyQL1McWmjb+IYVFBT+f/vayZIF7QNLfm+TVam8dguaCHgbkAUujYO/+vpWhKFlBuypKm1jdy3MbjZQBk5gFf83mJr0T2Q/F7xDvp9AVqW7VaAT6NPPtBvx83EMp/CzYSWbbiuzQUrGaxlxlVsk2cUout+aZvzetKWa4NKy5KdZcoDAa+Bt8vSKPqva8AbECIVRROY0vVGCy23nhpdfJcAszZc+i5tyywQZ6ZuXqK3xMQmXuxwEGlUiEfaCOaHbBZCt7GD8orfo/cDH0GQx+HuJ8HKByWwotHiAI9XpyNsNhnBiLqh6dknuDx4TbNOrCeWQ3CDfQr24Q0BssLjC36diw2nuVUjg+/S3sdWha2F9PDlaEGYMtzfOw1pW2U1qZczKEzT+77UkDPTG2aC0Pvi4F2Z3/gFU2DaO6t4hqlTo96naF8Y/YN1b3BvhUtQN9K+y7jpZDCZuCQukWn7+e4t4rxsxTo8rnw/WzwJeNsyn3eAjeCpVDYlyBa7Zxy7PFGheYuEcBGaeP3C+c80XGUbdo1cyUJiEA8C6CdaaFdw1kKb6PkgZZFXx6LEnE/PnbcZn0k2jVaQGI311WrFWJxaBRw0ebEN/jPReujaPfs5rli2jyFbQHAznWd/9fifQT4MsFcGeEuA4g9sOGBFEdhh+dy1qh8l7IAXTkOZw6dgOpy7Lwve1PWUhn5OHibz/RJBRszjhhgHsNgaG2WC64rgEXWIdA2BYgW1rfFUjh7lOZWKGNpPPBtvK9oBisewMhCeNO/e+yL0xevnkrb6HNpLsLuvgd7T9EYJ37NXEgCIiA3WOr6KP+753iJCBYgJiZC78u2sMwYkS4WtZcZ4zIpxnx4c0gqq7rz0Qs4iAeHMSyQp7B9t1Ic6MVt7obXg/sFQLr7QhunaGvV0lp0rXm2k3iMSAzo6W6N2mveczlpWROiL7dNHzuAvW4s90CnrRtQ6SibIlU0fm14DAuPzSBjjGApPCbNZiJEV2r8CL+f/B4cwOa4baxgcC/OSqvhw/vS3XbGmnf2Vw9U1t01pc9hYkQ2AollRLwPiMaB2MDBUqLdKF6PfYlR5vhkXv538ho7kyVWmVusUjcKu5fAWFy1UryTHsFBGUxJfmYK296gumGwLBDova8YK0/vywIATl8EbNA57HeUQ1QQrrDY7Oeqe+vGeK56tWSVurOiu7e+qxXk3nDdW9774msUtXHwZbpmIteNobC7YSliGSzrW+F7FL6nXE+eUnZASkx6dI9A32ec4oBew2EcCYjqAUhbYGiuJAERoB8l3jQA6CKPZUR6YUt8FqULpUzqiDhsCWrz7udtXh51bDE6MYG7ANLajAlW5daGC+bcNue5pueXxw+544uM6YlVbLHXuIyI4Vr0U9adNdqDNa8zIhX9GsdtR0EKv58BRPC6Fn15Crv7uY+Ni/IVCpht3JVkpcd7SjkmKL0blsKPfbLH4YEUMwg3kjnwSxOA2ubdT8wh1iPedZFGgG9wxO3Z/LnsQOYEROZc6gbYAIi35j1UrhU0421CsUXEegDEgx5cYIi3xTI9NT52A9jwNss14waksr68GiMW4OjVKnMDCI0YgXjmIH7dWJaNZ5X5Cnbm9csD97wMrdigaaFsUMAcvqyCjADX6nWVKLNsY9wvBgMA4MeBePEjFkjtKist4rkA6Fx5SpkoNuddesGPsSwFNe56A3NS0etsmct6eN8KmY/y7/A69Nk3/p3HAUdrLbpAqQtAFJNF5DGOcyEJiICtvDptOnMgFW+pKIW7pAeLuM9VAPoHJMboAKx6rBKN9Jd7AZ+xACum3spMbbHxKI9JvA/pywFKzhzidRNLOfuMTRxYjg2o9pR8rPvQb6MgPcZd0o3rC8fZ4CbXragcXqZd5ylY3OZn/DjgINIiNt9XV2OP3AMiWQp6DWnqws1G13lZ3Ivej34ntM2Ll7AAjBeQ6rMv9rdizWHVBd82sPGyd6y+8ByKrJkncmXVyclJOOGEE+D888+HZrMJe++9N/z7v/87zJs3bza77VrwguznChsrc48edgJI3bRfRpd7eeJaX7EKmwORqrV5dQEAPArbyjzx0h+16qllmz2/mC3p3HPmOWw47zKafq/gteGAgx7Bl0n1xzIiXdG5+jqMjgNyvwdHAVShKLkeHz8U/1ycjeCHIQLMZEWTpp7SiF2wgefdU17eGjXu36ubQrAvTJmFjBk8Zj/dnu+purHEx4jHT90U9jx1B7B0Ze7PobfWPHBAwUfM/Xodh8UexmZNzYXMau/77LMPXHXVVfCa17wG3vCGN8AvfvEL2GeffWBsbGw2u+1aPEaEWqJxVjS3Ns3YDMddEsu+CIXd0DcAnp5lPbNXGyFWOVQqtn8zNkXXZymAtkUxIvbm1VVcRF0ff2zcRswZRTO1eVavF8RmUdEAka60XgGxp2xiN0oXEHkbrKXY7PFRBRBn2fI2G3zHAywvQ0Orutn5PQ4AdjO/eBwcBJfB4Pb4XPbNWYdWTJOXQeRmxjjfinUPL8C110J4+JndzDPXNeOBL2MdOplWPItuQ8usMiJnnXUWbL755sW/X/GKV8C2224Lf/nLX+Dggw+eza67Es+F0TCUeVcxBxHKC4B+sF5Qp1cW2mIw8DV8jF4EvqtQLPdLNMCK35RjC8aR4OLH4H6xDFHP8RIRQWz8Oj81tvv3xf+WunBsgB3rtvHTfuMUtlZOXh/HDCCwKcfnr0PS5MaqmGxkJGXvGTDxgbH23hAbx8b3AAu0RYMNJ+PHqzES7z7G+1d8XzSAVB97N/FDXkyP+b7cYOW4sbtJBIaL0KoKPFcyq71jEAIAsGjRIqjVajA6Ojqb3XYteNF4jAj2HYuD7bAyjPSlu4Gx0dams+ANhcLvqZ0LoY3DDUhznst6ZhnEaG8AHltipcD2WhQuJr2Qj9+tj9JjrIq16ccG4InN0LAAAWzFQefCuybewo7JLulmU/Ysfes9e/PkVa30Y1X078EHWPp3yP8dm7EWq0S7ydCgAdC6YeZWmXVYwFiQUnf2PPxvbtlTN6DzLjGr5LIeuA3MNq2UwMz/zfdNe54oOHS+SxM42mt+LmSDHnr37W9/G+r1Ouy///7m30xOTsLk5GTx7+Hh4VkfF1683IVhWtjdUOyOawaL1cYXWmztCfxcHBxVjWfuJkbE2mB5nI2VhTE7AaS6hdmNdei5PmJicLpRXtGVZo331R0A6H4+en4nboyIDgL6HQWlHbGujT029sF1RUTWiohVbBRsxL8vMk+RbFRsNVbfNWMrNhJAi/cawSRjpWfPr+vGtvrlY686zxwJsExAzEx1D/TywFAyxhgW0HVhOfu8F3dkubecPXQupCsg8rOf/QxOPPFE92+OOeYY2GOPPcTvf/7zn+Gzn/0s/PCHP4SnPOUp5vVHH300HHXUUd0M61FLzfmg4lkKFDDpWgD6/fh1vWYkWPRgrA+3Z4XtgDkLYPll3G1FxKnoqrEBxFan7TVH32KcPPZFgigcaOspvfL3mMqJWl9WkCAuGc/vERuc1xXoMYJBfQVgK3PtELWZxhHrpugOzM2sbFwQ7a2bSPDlBTK7ANZj5vD3ZbntugI2kcDM2Jfd/dAFbD2AA8Eq4rHb+5wAXxHuTg9sxDKYnX/PvOYlq0T73tDSFRB5yUteAtttt537N9tvv7347ayzzoJDDjkEvvrVr8J73vMe9/ojjzwSPvrRjxb/Hh4ehiVLlnQzzK6FxoHYm3esgnJrajgxIr0ECUZT0Y7LyS0WVbcBlrUZehk6j0VKLWVfauTvzJRaZ4PyUo856CGxLxU8DodFiWSwrGqcneeKtOZ7UV4e1e1ZUT2s0XqVAkfyXHX9dz4O//A9W8Faa95TvB5LFctgxbINsQqF/y2Zz0hGxC0k5jEY1jrkTLIXvO8YCLY70l4bXnCxOx/Ge6ZuO3LJDK6vuL4s5sRdG45ecg1fi2Fy7jcX0hUQ2WmnnWCnnXbqqoOzzz4bDjroIPjCF74AH/vYx2b8+/7+fujv7++qj0crFgAAsBWsp2y8heG6gQggqqm/i/s5riQCetiYLAajmzMjrBRdv2ZJ3EbOwYGV2usXoIuzXmMtW/6+Yq3e6Cwcgx0A4Cl/OngRfbnWZpwitjY1eb9YQEz/zgoS5IxIbDxCLOPgzWGvh42ZwDzyfoJi90oCRMRSeDEivbqIYv4bgLtS4pkD280aN3YRIxKZRWTFwXjAhs8TSaP2UpYjXTPWeuX/9uL/7MBz21ieC5nV3v/2t7/BgQceCEcddRR8/OMfn82uHpW4L9V4ed6psr7lWFV/77QZoKcLupEoR2czqBmbgU9T24DoMQnC7YkRiZxDAWzilJcV4S76chRl/HPZG0V0dkkP7hLXRRgNouxntgI3O+PQn9lPjQTWhtZvZHyOO4eOZWuBHlyNE6C3qrvSDWAoymrFrpJc9ebCNipcAGMoWAoAbJAq4kccF4EFzHplInzXsj5XvRZ3c+v7GGDcSo3m/+6q/IBhqMYG086FzGqw6sEHHwy1Wg3OPPNMOPPMM4vf3/GOd8A73vGO2ey6K7EiwQF8pYcLJFmKTdTUcFwzsTEiJgCo8bRZB21H0tT+GSqYpYibw15dTv2GYotVoj4jwi1sfYOSjIi+2XrWvCjGZgSrcguIvkv9ms51cda35bPmfcVuyrFtfA4JmI90YbipkUTZSreQfr84sNG5zgAA7NuLtXq9mCnLrcDvQZVoJAMg3MexYFF/Ri9VXMSPRGaKWc/sGYvusQaR5d+95/JcRNY9+L9rBsBwyzRE7t8AHMDo8xaOFGll+XRfc8uIzCoQOeWUU6Ddbovfd9xxx9nstmuJtnq1tunHs2gvDg58YKO3xYIDj9rr1a0Q63KKZkTYx1CrVqA9/TFg94v3zJ5iszIjunKXGMrBo0BjGRHf56z/LtviNjyPHvZS1huxa6MHtsQrRmXVdQBg4NCbQ0Mpi3G4rgMdiALYbkyubK0S735GigOwnOeyLOxwNsz05zXDsfKxe0D5394e5QV1xgJOk41mxjsFh/ZajgWVPjvkAAfHVWUz1d637HyjDtCzQJtmLLSytnqPDS2zCkRe8YpXzObtHzPBH1Q/f+GxisiqZRGpvDptOqvgbQye38+1osg46OaFwUF8fIOnAGzwVatUoA25aOPUNs2MQe+rEfdOes6aMWqF8DH2kRoS5M+6KJ7mvEvjLIzYmJPOdfpm6EX4e/FIvRw1IGJfTHeJrbxi4yXcasIu66GvQ6+NGzCWESCVaJxii/2+NDajLGsf98yxLj1uYTdqZfl3N/bBY1JM1wzdo8y+HODAg0SxgWixkd0UY6sZe5TnSuPAke69dl/UbWev8xkZ+GZ4LrZZbGCZ2943Ehlo4APrbCtKWN/GZtNwXr4XI2Itmtgj50VAk2OVWBYAgK18a+xjsqK/Y+M2vLZYheIxPbHZKl5NmF7G4boV3EwLfQx8/Jgd4CeiUrrZGUc0FR+nRGNBaiw4EOm7sSyFx74Qf7yzyUe6nDyWwlJs/FuOdn15CtBgXAHiLf3Y2AfC9iqu6uLviMXuWPMMbNnKPM7Iinb1OH/nlv+PrDHjx63Y4N4Ceh4LxgEbZeDj1vJcZ80kIAIMiNT5R+ggSgNU9AI2OtfFtVkL3vX1OxR+rIUVzfREZh6JNquvyHRg7378I3RpZdPqtRWAp7Cj42JiFYqThRC7KVvKhf+dC4gjWYVYRqTXzJhY95aZvVWtAMY2Xp2WPsNvH+v65G1eVlJMwa3u2jzlqK8bzkb6sRrGHhWZGeO5d6T7UAc6sTV8YoFjLGDh9499J65r1WXL4r4vPzBYf+a5kAREAGAAbQY4bRaAUv+e3z66aFmPlr5lifiBWpGboUOdWmfexMaBdNqcOTQDdD3LC4+Pvi9rk/eOgfczheKUDVfYZkaNu1Ha82SVkweg7MGjPZ8EwHYRete5AMvxnVvsQDfsi5Xm6rsqWZt1+J53oJgTXOwrB32MHv1ujQ+AKUfHBevFI1jBwB5bxtdhjFuFj9GqXM3HLoK3jWeOTbf158n7huw1b82vn+XDx4u/PRv0WADDe69eKEByzWwEMthnMyKDjTKMhrscKjCzsolVXp3r7I/ccn3EMhuea8YDB2b2Qxdsjp81oT9XL+6cmfqyi4LZH7mbehrNbmEF6yhsbM07TJoHHGLLeMfXIXDm1w3CtCxsGwDEgjnpOtD7cl0HPSuiOPbFA47Wt+cFJHrfctVxEVnXedlW0XFxroXtrQ0D9DjAxqti6tfE0Z/ZLR7nAAC/emok0He+5V4AhhcK4NZ6cd7zhpYERIC6Zniw6rx+O36knefFf/dizXfTFpNTz32xlrXJ22JjRMjm2gXA8toyYw4p8PKqp/K+7I0tOn7EoIsFE+EpADJXTjaQ5dJj78vbRGOYnmrFDqZzKXYGzO0jzNlzGcqmKxdGZFqq6UrzMhciwZfbV2Qmi8+WRFrYnrsg8pldZs440bkb13JsATJrHK4r0ZnDvkhl64ED613WmNsu9n15a8g7sM5yVcWWf/dq0XjM3FyXeE9ABAAG6jbYGOorGZFe4hHkBlX+WyhYhxGpGOCABvs5G5njz/Q3bP0eXuoxd295G1u7bYE5G/RgZcPH4VG9MRsF94l74Cs2FduNEYm0sGOZtJiKm51/e1aZDRysOeTK0EpZ97O3+HvGY7IVllWXwgMbbnql53KynrkbkGo8s/ce/EKItiKyTpWNLZPvuYj9ap/288eyL66RZSpiGzjHZhHGGm1+qXl777WCpvl1XsaaGRfWBfvi1c/a0JKACAAM4DgQ9pEPIbcN3wBo/IS+MHplRDgzk1vsi0Pt1nCbAClxVqrl6+8qG8hR2IRVMjaNbu7nMjMGSIlVXl0FCRobAL5GVOOs6BseHwffbC22hG7kcdYbvy66+q+jvB5N6mnRZjBznevQHMY+l2MguC4MiznoIkbEAjC03/j4Dnx7N/bBc2FY7hKPiXABsdeXvl4FC+xmr+jKN7aOCAc2sW5sL/bDfF/OO/GDhu05tKqn+sDRNtoSI7IRSH+jZrZhIMI/Ss5olH8Xp+RjrWiAsigRH0fd+bi8tqrz4eGnjDn2HoBuhn4gK52zFnowy4r242Uct01kfEMvGQ4ztkUwWF6xO881EwuWLEUOwJRGpBvQ7Yu4cx4bIIL3Xs+tYLrSHBYoliGMdwPZ35eX9k8UhfNNeiA12s0WrQC7Bxv8Oi++o7eg1l5BTw+MiONK8dwZVn2f2MwY/m/r/Bs+Rg/0eKy4B5Y3tCQgApQRwTELAADz+u1g1YGGPn2LBhvFf0+1MtKGP2y+QeEMHTeWwnIreK6ZSD81gB374seIlP8WAMthUrKMznd5Pw+w2fMUe5ZPdDBlZBZGrPXtpR73kobpteF9x9uEYgvrAdAN0Qqa9t05ztideBR8D35SKi12Z9+Pxg9534Oj2HBfkTFCsr6ProhjlZfrOuBWugFgfBeh/VxeYKQJTL0YEcet1Msze66JmhNn5TEilutDzLX5dx6Isp/Lc9tZQMwLeBalKZz7b2hJQAToC+eKkTIiHDjojAgOfh2ZbJG2zYb6yn7Zh7z5vH6zDfdt+t89X2QXNHUbYSdrU/YCtbzMGL7gWxFARFKg5X93V89E/2A90BPN9ES2eW6lWAs7FhC5vnOX6sfKPM6K6hmwOeDWLpMeCwCcsYuAX30+OLNhHjbnMRGRqe6eS8grQBcLYD0laoOIeJBqxWe5sRTOPFnuMjHG2MBzBxxZsTSd8et7rHtIYaxbyYt9ccCM5VbxmBP3YMLEiMy94M2F60UvWJUrEk1GpygQ2WqBDTa2nI9AClsY8/v1avwDCChxNifW18sXL74P/rshlEE0wZgePBfdxMVYwjcU2mazL27FUNRGrXl7nigLZCtst81glXpNm/Wr5OqKkk+npyipQqEXYv0YC7Bc4BDpBurlfKVuWCXrOo/ZsFK0AXpLqfWs0sci8Nxi5vgY/VohNnC0rXR772kQYNPNu0T391gVI0DXLWfgzC/JLvLicVx2ywMpcXNovi+HOfG+FT5vG1oSEGHSZkhkELEbwpVixIhgGZmwgQgvlrTlfBuk4DRiLAsQQBlmfc3rw2mjnoVtbxQYpOHnXTs2Ra7ZfvMhc+xP3WKe2bbNogHQBAOvO1eOmG29gh6ibCLBS2xNDQCHpXCobff03ViFaDBYlYq94XluNj7G3IhV8q1yfD/vueLmMDYw1rPYY+vqeOxQbDqwF6tiBSdySOIWNIsFqY5ytN6lO3YHpPAzVLBUDPbBdc0IpmNm8M3vEcsCeuAglmWMdvU474EfDUD/Tgcp3bDiJJaRfZcbWhIQYcJZBZJCxRkRI0YEC2dEsGtmeKJJ2jafZ7tt5vXpjAheoOvH7fvxzWue43LCMS6WPDLKgMgWJRBZx8bxpudtBwv66/CkBf2weLCPtJ343hfANosG4J0veir5HT/X/WvGSdt2mw0W/+1tvHwTxe82lurvpTAV7yv63BVn0/BcM/jNWnEAbB9z/e9esKr1XL2mkUfHj8SCnkjA5itzQ6EwpeGxHr4rTQeB/P722O2+fAVrMyKWu1fOoQ1gPXBrScMBNl69jZh4LwD6XL24Nzt9z7w2KhWeAGCDo/gMHXsOzWyoyHgk/u+5ZkRm9fTdx6NwRsSrkjoQwYhMNKkLAy+gYaawMUjpZ9klCwZmflWcEdkCxZzwBY/jUXoBIutZX5gtWbGWAocFAw246L/2A6hIZb7TVvPh4v/aT2yMAADHvnVP+M9fXQdfPOhZ5HfMonDQ46H8DL0KO+DX3gy7irNpG8HFDj3cq9sGr1hvo8SCQbR3TLsEIuV/W1kCXWXG9MAqVR1/vmuJuu9Sp/rx++JxG/Fp3xzAAGozwAEHjoYynGkcsQqbXOMFpDrfSi+VOj23gpdRY8ZCxbq3HBesGzNV09cJ79Vzi1unYIv7R89hb8ZNKvG+EcouT14AAAAH7L4t+X27zQahr1aFxUMN8ZIP3uspAACw69YLxP2esrhjtT9zm4Vmn097Mr1ui/kOI2LEiGARDAu6Hw8K3cJhS2KAiCYH7tGZu7e9YHvRtmioYd5XAyEAAAft+RS44fP/CG9/0Q7kd6xgVq2fIG00zoaCOcKIGJuyV6Mh9tBDALs+ikftehkflrUF4GRUOUoUuwH5Zrjt4pJx8hgRaonr/fLxegcHymDV8r8t9iVWafA2r04LHiM2FLllSwNZ7TausAmYM9yHrmJzMz4cpscod85Bqn8gYvlvXuuolyyM6DiQ6CBcW6VZ67Xz77i1QdwvjuuEumns5+JxJh6AtcRNKXYCfjemrJnEiEzLHz70Ynh4ZIpswgAdS//6z/2joN4AAPbZaUv460deSlwFQU567wvg/y5cCv/fS3cSbWd8+CVw1T1r4IDdtiG/bzm/Hz75ul2hWqmQ828A4oAITxXG7pf1jhuoG0bkDXtuC6detxxe86ytRduxb90TvnjQs2HRUG9ARpOFAwZ4qXQ29D2XLCa/b7OofBdejIiV/cAxkUdFewwGzjwilVqr+u8AvmXjKWzsTbQyPlptCkRxrNJkm66bHbYs3Ww88NRMt67p/QLMEAjouaMiMlm8vrwiYx5wsGICRCZLdIl//r50QIyFKzYvq8MbB3UtGgqV9xUZZ+OlW/fCiHinw3olzkkQrqNPe3EDdtr05/JYJS++hdZ2sYEenw+zLzcOxF7zG9NZMwmITEt/vSZASBAOCrA8/cmSDQEA2GHLefDlN+6mtu269ULYdWudKTlcAS4AAB/a72nwp+uXw8F7bWeOhX9AeDMbHqeuFMyW8EW40AEiX/nn3WC/ZzwZXr7LVqKtUqk8piDEk/M//gq44u5H4KA9KYOF3TZ8PjYb6oMV6yiDAjCDskFT42VaCIWd6wqbMge0zTtPxotVwH1Z2UZrWHAxzgZbN0ZB6g4ouFhkYhmKs+6Budh6G84cWjE90l0SaUU7lrNVi4Vf0kuaMwB7LmMcnKVwmR7HhWGxBTVvDh3XDAVzdF/syTXjjb0HdosDOHJNZNZMbKqsl9kXHUD7WDAiHoMVmVGUKqsmiZJtFg3CNZ95FXzun54l2n7zvhfBrlsvgBP+9QXm9aJmyZDtmnn7dODofrs+SdxnqK8OB+6xrclUbChZsvkQHLzXdmJD2cZxKzxpYT9ogueG131ZgJ6zxu7n1ZjhsUbFPar2BuUX44pT2NZGPDbVVn8HAFg7ZrNl/D3vs+OWAADwymc82Rxfz8/F1iHGQFZMD9cFeK91wQFny3DKuuHe8pgDbvV6WWmTKG7MckvydxKrsOWBiLqyqTiuGT9w06bzn7zQNgIsIfFIgi2z+/LK1Vviva/Yqquea5VeE+tW8uY3Tj03DKarcz97zW9MdUQSI/I4Eouq23uHzeGMD79UbfvGm/aA0657AN7z4n8gv+PAWK44dtpqPlz32VcRJfx4kSc5dVqevEBPFcbPf/fqUdKGXT+rhimb8oY9nwLfPvsOAJDBxEN9NRFIC0A3Ch7w23Na6qOMeOdsSaVSgVPevw88tG4CdthyHmn7whueBe/cZwd4xjaUCcRKervFQ6TNo6LdgF/iwoi05qMDUjmrVP63laEj2TJbYeO/xfE4AAB3sHR0LE9a0A8r10+K37GSH29SUOmlfceU8e4mCNerg/SUxXY222ZDDVgzJr8HfL/1kyzwPDKmI1aJemAjfg51MMfFK/7ouXes0u2eeO4tzNRy1nanreYDQCc+kq/RDS0JiDzB5ZC9toNDFHfOoqEGfGi/p8FUO4PFQ32iXfvt8SCNWhW+f+hzYd14k2zeAABPNmqWYOHMQaNWhU+//hlw/EV3w5v3XkLadthyHvz0XXvDuvEmbME+5I/94y5wxG+uhx22oEoZW8C3PbietPVSIRMAYKcnzYelDEAF6atVYYrFgAT55+c8BU659gF438ukO/C522+mXtNfr8Ezt5VuRfxcT2fB2+R02C4UpeVy8oJw3RgRxzrMQXeXeMyBl9r98EgJJqxaOU9WGLpf/38vgn8/8Wp41z47kN9x3Bavq+MxIlZaLhYZF2U/1z47bVH89+gk/VYwEOGgcptFgyoQwVWoH1hLgT52EXfzPVgSHazcBYMRhI8gnmGJB7eW4NCBIRZGsM/TtoR9n7YlLBiow4vQuwMA+JcXbA8ve/pWsO3iQdfNtCEkAZFNWD72j7vM9RBmRV6/+zbq7+/eZwf41RX3qS6noJRf+nQZ+/Lel+wI733Jjuo9X6HcC6ADADef14DtNhsSbZ894JnwhT/dAh971dPJ7/hveZ0Wb6N81rYL4axbHlLHse/OW8LfblupVgH+xpv2gE+8ZlfYOgKgdSPP2X4x+TceOweHXm2HTMdPZvAvQBdgjm282A1kuUs8lxO3KLFS5crr+4c+F44953b4/qHPFX38w5bzTHYzCA9Kx8qcK73ccDlh8aqscjC3YKAB73zRU+HsW1cKxfa0J81H96DX7bL1ArhlxbDaf5DlLO3/WQrgDfJoGRHPlSbZF5tJixmff25QvGvmmdsshFtWDIvkiPn9dfjqP+8G19y3Bt7+QlqPaeFAA058r+6yr1QqsGRzuT/NhSQgkmSTkc3m9cFlR+6vKpovv3E3eOGOW8D+z9CBRS+y365PVn//133/AV6+y1YCpPzDlvNg5yfNhztWjsDeO2xO2l6+y1bw3b/dCQDSDfTuff4BfnnFffC8p9JrAAC+fsju8O2z74C3Pn+JaKtWK48pCPnawbvD6tFJwaZgJuHpT54PlvDnahpMDhZe3Rhv0jjWBQDg2dsuKv7bq1liCb8fvoazHg8Ny6DoIK/ffRsTLHvyo7fvBV878+/w+QNpnNiuqESAV/fFKjLmsUrPUMoPHHXQs+HzB+bCNbFk8yH48hufDX21qgA9n3r9M2Dp6lF4695yHW4+rw8eGZ0SZRBwteZVI9RdtfcOm8PJV90PAF7mEf13dIl3EfRf/nd8JovtLnHLrjvj+MW/vQC++pfb1ESBtz5/e3jr82XZhMeLJCCSZJMSy9od7KsJ18tsyo5b6Qr5jx/aF25ePgzPZazCXk/dHE58zwvg4dFJeBKLdVk01IBL/nt/NXVxi/n98MU3PPuxGrYr1vytHC6VCC73DwDwAKqa+xSWtabFSnDh87Tl/H64+L/3g2vuXQP/+CwKBPfdeUv48Ct3hr8/uL6oG1TeZzO44f518JKdtzT74pluWHlxQHfka3eFQ398Obz/5XoWXC/yj8/aGv5RSZvHCvxhxqRZxe6w8HWzwxbzYL9dnwRbLxqA1zxb9gdgx0f8ywueqv6+5fx+OO0DL1bbTvn3feBnl9wD//ZSyjpWKhV4777/AH++cYUoF/D63beBb511Owz1183Ckm7gpuOa8Y7uiHUDxTIivO3FT9sSTrz8XthiXr/IXlw81AdfPXj3qP4fb5KASJIkG5EMNGqw11P1+Ix9HSU51z5eT0JcwTO3WSgUwF2ryniHWJcIloP2fIr47SmLBwWoCfLhVz5d/f1Tr38GvPl5S9TihEG4q2AMHd/Agcg+T9sSbvz8P26QgO+BRg1euOPmcP2ydfDCHSkr9rKnbwUX3L4KAOwYkd23W0z+XatW4Ph37T0rY9Vkhy3nCZYnyKcPeCZ86vXPEMBnqK8O53zs5dCoVcx18zpWpwnHFuGgdgDKlmw2j74zHFQ+3zhqwy3jzlw9myFmjcfivebZW8O1n3kVVCqVOc9k2ZCSgEiSJElmVZ60cACu+cyr1GMKXrjjFnDz8mF46hbSVz3QqMJEMysq9mI59QMvhrVjU/DspywSbb1Io1ZVg3ABAN61zw5w24PDcCCrWYPjSoYUBbUhs85Oeu8LYWyqJfp89z47wPB4E7Zc0C+U+cHP3Q6uuOdh+PohG7eVbbEvVn2nL73h2XDJXavhS4wJxOBg28UsVgl1wV1w+IBPC/RwIIpBH46dAQDY92lbwjfetAdMNNvw/B2kO/XxmijwaCQBkSRJksy68M09yEde9XTYYct58OpnyXiak/+/F8Fp1y2Hj75Kshi8ou5simWtv2jHLeCtey95zMDQo5FataICn2q1Ah9R5g8A4Jg37wFZlpvK9fEqh73wqXDYC6WLiMb0UMZsFGXL8bWqZftw4QzcFvP7YbenLIL+elVkLdaqFTWTcVOWBESSJEkyZzK/vy4i/YPsvt1i4TbYmKRarTzuffZPNBASKzy4GB9AymNEtHpAXDgQqVUr8McP7fuEBHqzIZuOEypJkiRJkmyyMojSnHm6dQzY8OTlu+jZdgmExEliRJIkSZIkyRNenrRwAH542HNh4WBDAIQYIKJhitP/4yVw8/J18Lrd9OyiJHGSGJEkSZIkSbJJyGuevQ3ss5PMPnv39BEYr1XSlX/09r1gm0UD8Mt/e6Foe+a2C+FNz1vilntPMrNU8tw4JvQxljPOOAM+/elPw/777w//8z//E33d8PAwLFq0CNatWwcLF9qV9pIkSZIkSZJeZdX6SdhiXl9ypzyGEqu/N4hrZsWKFXD44YfD4OAg3HXXXRuiyyRJkiRJkiRatlowtwe/bcoy666ZLMvgsMMOgyOOOAJ23nnn2e4uSZIkSZIkSfI4klkHIkcffTQ0Gg340Ic+NNtdJUmSJEmSJEkeZzKrrplLLrkEvve978E111wTHcwzOTkJk5PlGRPDw/6JjUmSJEmSJEmSx690BUSOO+44+MlPfuL+zf/+7//CXnvtBWvWrIFDDz0UjjvuONhmm/iTJo8++mg46qijuhlWkiRJkiRJkuRxKl1lzSxfvhyWL1/u/s0uu+wCCxYsgFNPPRXe8pa3wG677Va03XnnnVCtVmHHHXeEP/7xjypA4YzIunXrYPvtt4dly5alrJkkSZIkSZLkcSLDw8OwZMkSWLt2LSxaZB+FMGvpu2vXroU777yT/PaRj3wE+vr64H/+539g9913h76+mQ/3uf/++2HJkg13PHuSJEmSJEmS5LGTZcuWwXbb2efrzFqMyOLFi+F5z3se+W3RokUwMDAgfvdk2223hWXLlsGCBQvmvGhMQHeJnUlzwSXNRylpLqik+SglzQWVJ/p85HkO69evh223lSdoY9noS7xXq1UXSc2FLFy48Am5aHqRNBdU0nyUkuaCSpqPUtJcUHkiz4fnkgmyQYHIt7/9bahWU1X5JEmSJEmSJElHNigQedrTnrYhu0uSJEmSJEmSbOSS6IkupL+/Hz73uc9Bf38qBZzmgkqaj1LSXFBJ81FKmgsqaT46ssEOvUuSJEmSJEmSJOGSGJEkSZIkSZIkyZxJAiJJkiRJkiRJkjmTBESSJEmSJEmSJHMmCYgkSZIkSZIkSeZMEhBJkiRJkiRJksyZJCCSJEmSx628853vhOc///lzPYwkSZI8CklAJEmSJI9bGR0dheHh4Vm59wc+8AFYvHgxvOQlLxFtWZbBBRdcAB/84Adh++23h8WLF8Nll102K+NIkuSJLgmIJEmSJAmT008/HX784x9DlmWwfv160X788cfDpz/9adh1113hsMMOg3Xr1kGr1ZqDkSZJ8viXBESSJEmSBMnDDz8M73nPe+DII4+EJz3pSerfvOc97ykYEetvkiRJEicJiCRJ8jiRW2+9FQ477DDYZZddYLvttoP99tsPfvWrXwEvjnzttdfCW9/6Vthhhx1g6623hv322w/OOOMM8jef+MQnYPHixbB48WLYfPPNYccdd4RDDz0Ubrnllp76POOMM+BVr3oVbLvttrBkyRI4+OCD4dprryV/84Y3vAFe8YpXwCOPPALvfOc7YbvttoOnP/3pcNRRR0GWZT2Nbzbkfe97H2yxxRbwyU9+0vybSqUy6+NIkmRTkQREkiR5HMjw8DC84hWvgPXr18NvfvMbuOqqq+Dzn/88/PGPf4SLLrqo+LszzzwTXvjCF0KlUoHf//73cNlll8GrXvUq+Kd/+if45S9/WfzdUUcdBffccw/cc889cPvtt8Mvf/lLWLt2Ley3336watWqrvo8/vjj4XWvex3ssssucO6558If/vAHmJqaghe96EVw4YUXFn83MjICa9asgcMPPxze8pa3wKWXXgof+tCH4KijjoIf/OAH5HljxmfJN77xjQLEzPS/O+64g1x74oknwimnnAI//vGPoa+vr/sXlSRJku4lT5IkyUYv559/fg4A+QUXXGD+TbPZzLfbbrv8xS9+cZ5lGWl797vfnW+zzTZ5q9Uyr1+/fn1er9fz7373u9F9jo2N5Ztttlm+3377kd+npqbyJUuW5M997nOL3/bff/8cAPJLLrmE/O3++++fP+MZzzD7sMaX53l+8MEH57vssgv5uy9+8Ys5AET979Zbby2uu++++/LFixfn//mf/1n8ttNOO+V77LGHO65vfetbOQDkF1544YzPkCRJEimJEUmS5HEg//AP/wCNRgM+9alPwbnnngvNZlP8zVVXXQX3338/vO1tbxOug9e85jWwYsWKwrWxbt06+NSnPgXPec5z4ElPehIsXrwYtttuO2i1WgVLENPnlVdeCWvWrIG3vvWt5PdGowGHHHIIXHPNNYTBePKTnwwvetGLyN8+5znPgaVLlxJ3T8z4LPn4xz8Oa9asifrf05/+dAAAyPMc3v3ud8PixYvhy1/+snv/JEmSPLZSn+sBJEmSZGZZsmQJnHLKKfCpT30K9ttvPxgYGIB9990X3v3udxfAY/ny5QAAcOSRR8LnPve5QrHneV6AiFWrVkGe5/DqV78a7r//fvjud78Lz33uc2HhwoVQqVRgm222gcnJyeg+A8jYdtttxZjDb6tWrYKtttrK/LtFixbB5OQkjI2Nwbx586LHZ0l/f3/Xx6r/4he/gHPOOQf++te/wrx587q6NkmSJI9OEhBJkuRxIgcccAAccMAB8OCDD8JFF10EP//5z+Ff/uVfYOXKlfDhD38YFi9eDAAA3/zmN+GQQw5R7zF//ny44YYb4PLLL4cf//jH8MY3vrFoW7VqFUxMTPTUpxa3sXLlSgAA2GyzzYrfqlWbhA3AqZvxafKNb3wDvvSlL834dwAdRmfnnXeGFStWQKVSgTe96U2kPaTuLl68GA4//HD42te+FnXfJEmSxEtyzSRJ8jiTrbfeGg455BA49dRTYdttt4WzzjoLAABe+MIXwuLFi+Gss84ygzPr9XrBjixatIjcFwezxva59957w+DgIPz5z38mf5/nOZx++umw8847wzbbbNPV8/UyPiwTExOwbt26qP+1220AAPjQhz4EjzzySBEgG/731Kc+FZ75zGfCPffcA0cddVRXz5EkSZI4SUAkSZLHgfzhD3+AI444Am6++WZoNpuQ5zn8+c9/hpUrV8ILXvACAAAYGhqCY489Fn7zm9/AJz7xCXjwwQcBAOCRRx6BP/3pT4W1/+xnPxue8pSnwDHHHAMrVqyAZrMJv//97+GMM86AhQsXdtXnwoUL4cgjj4RTTjkFvvWtb8HY2BisXbsWPvShD8Ett9wCRx99dNfPGjs+S3qJEenv71eBW7VahVqtBosXL4bBwcGunyVJkiQzS3LNJEnyOJBXvOIVcNddd8Hb3vY2uPPOOyHLMliyZAl86UtfgiOOOKL4u3e84x2w7bbbwle+8hV46lOfCpVKBRYsWAD77rsvfPjDHwYAgIGBATjttNPg/e9/P2y//fbQ398Pr371q+GEE06Apz3taV33+ZnPfAY233xz+Na3vgUf//jHIc9z2GOPPeDUU0+FAw88sOtnjR2fJb3EiHQrt956axF0G2JWXvva10KtVoOBgYECBCZJkmRmqeQ5q0yUJEmSjVparRZUKhWo1Wru3+V5DhMTE64l32w2oVarFbEb69atg76+PnFNbJ+Tk5NQrVah0WiIttHRUcjzHObPny+uGR8fL+JNuhnf2NgYtNttWLBggTuuXiXEiPD7Z1lmnnFTqVSEWylJkiS2JCCSJEmSJEmSJJkzSTEiSZIkSZIkSZI5kwREkiRJkiRJkiRzJgmIJEmSJEmSJEnmTBIQSZIkSZIkSZLMmSQgkiRJkiRJkiSZM9no64hkWQbLly+HBQsWiIO8kiRJkiRJkiQbp+R5DuvXr4dtt93WPd5howciy5cvhyVLlsz1MJIkSZIkSZIkPciyZctgu+22M9s3eiASCgktW7YsqrxzkiRJkiRJkmTuZXh4GJYsWTJjwcGNHogEd8zChQsTEEmSJEmSJEkeZzJTWEUKVk2SJEmSJEmSzJkkIJIkSZIkSZIkmTNJQCRJkiRJkiRJMmeSgEiSJEmSJEmyCcnGdtZtAiJJkiRJkiTJBpBWO1N/Xz/RhKWrRtS2C25fBVff+4j4fWyqBV/60y1q2xV3PwJv/dGl8PcH14u2o0+/FV781b/BwyOTXY5+9iQBkSRJkiRJ8oQWCwC02hnc8dB6lSG446H1cMZNK9Tr/vf8u+C3V98vfn9w3QQcctwlcNp1D4i2X11xHzzrc2fCRXesFm37H3M+7HfM+XDrimHy+8r1E/CO46+Ag4+7VIzxe3+7E3580d1w8HGXivu9+X8vhcuWPgKH//wqOfYLlsLydRNwwqX3qs82F5KASJIkSZIkeVRiUf3DE02YbLXF71mWw+VLH4aRyZZoW752HP7fJffA2JRs+/MNK+Arp98KWUb7y7IcDj/hKjj6L7eKa25evg72OOqvcNx5d4m2T/zuBnjVty6AEy+TSvlV37oA3nfiNXD50ofJ73euXA9H/+U2OOI314trvvTnW+Cqe9fAf/7qOtH236fcCJOtDN5/0tWibeX6Djvxt9tWkt8fXDdR/HezTZ+ZgxZNVqDruWxMzpkERJIkSZLkCSgWOLj2vjWw7JEx8fu68Sb8zxm3we0PSTr/vL+vhLf/5HK4f4287r9/dwPs/83zYXyKAo61Y1Ow++f/Cq/59oXimhMvvxfe8qPL4N0/vUK0vfEHF8Pn/nAzfO2Mv4u2D/ziGvjRBUvhHKawr7jnEfjrLQ/B/56/VFzz6VNvgtGpNvzPGbeJtlOu6TAX3zv3TtEW5Bam8FePTBX/3WaAaNX6md0dtapdU6PO2lro/hzQtSOQRM2p38H7mktJQCRJkiRJHkPh1nqQyVYbhieaatsN96+FFevGxe8jky344fl3qcDhwjtWwb+dcBWsHJZW74d/dS284hvnwUSTKq+7Vo3AG39wCbzka+eKa77wx1vguPPugtceK4HDu356JVx4x2r4zKk3ibZfXbkMlq4ahbNufYj8fuldHSbh7tWj4pqTLrsPAACuvGeNaHtouKPML7h9lWgLsmZsivx7FDErHIC1IjR23TsHpUbb8P0EODDePZaa0xcHKbiviSZ1L1nrDAsHG3huPEC0oSUBkSRJNpCMTbVUK3V8qg1/vflBlYq++t5H4Jtn3Q5TLenj/tZZt8OX/3yL+H39RBPe9MNL4CcX3S3arrj7EXj518+F8/6+UrT96IK74GVfP5fQwUE++Itr4ND/u0xsfusnmvD671wIx559h7jmhvvXwmuPvRAuvEMqlN9dfT8cctwlsHK97Ovov9wK//mra8VcTTTb8N7/dyX89GL5XHeuXA9v+9FlcBmj0QEATr9xBRz248vVvr5+5m3wwV9cI55rotmGf/nxZfDdc+Rz3fTAOnjFN86Dv9wo4wd+dMFdsOcX/gq3PShp8/2POR92//xfYd04BSN3PLQeDvzexfCio/8mrjnqDzfDV/9yGxzyw0tE29t/cgWcdctD8MU/S3fEqdcth3seHhPK/Lr71oq/DXL53Z2585Tpw6MUABDFxqzvKSMuAwCg6bQF6atT9YTfUaNG+8JuC95vL33hmJIGU9jNrGybZOCgGQEO+Njxt82BA94TegE91ar9Tqob0SGyCYgkSWLIqOK/BgBYumoETr32ARVUfOX0W+ELf5Tg4O7Vo/DMz54JHz1Z+pU/deqNcPjPr4YjT7lRtB183KXwnXPugJMupz7siWYbjj3nDvi/C+8WlvRPL74HrrxnDXzxT3Ic//Ljy+Ceh8fgXT+9Uhn7bXDvw2NwLFO+U60M/nTDCrjkrodh6Woa2f/zy+6Fm5cPw7fOvl3c790/vRJuXTEMb/+JpN8/9pvr4ap718C3GYDJshz+9/ylcNp1y+E2FvH/26vvh7NvXQlHKfN7+AlXw6VLH4a3/ugy0fb+k66Bi+5cDcecSceY5zl8/9y74E83rIAbH1hH2k677gG4+M6H4Ziz5HO978Sr4e7Vo/DvJ10j2r5y+m0wPNGCr5xO3QB5nsP9azrv6fpla0nb5XfLrIcgIWYgsASacEYEK94GU7AeOJhUwC6XPsYOjCF3DFfmGBzwYNGYvhqsr1GklHlbC4ODVvdAhAOA0cnyuTgjMoGemfdlBcVi4UwE3md4G55fzojEABEBbNBzbUSESAIiSZ4YMtXKVIoaAODc21aqDMD6iSa852dXqhHuv5yOcP+dEhm/3zHnw4d/fR385aYHye/rxpvwowuWwvEX3w2PMMsxWPG/v1b2FfzUp1233Hg6gKWrKL2Ng/w49bx2TKf/AWTAmybtjG5464k7ocLadLAGIK1nTTjYW08odna/Eft+dz8s6X8ua8fp9XiT57PizeHqiLRHZvSSvvqZwvaUcozC7m/UyL/xO+lnSnQSuWo4C6Sxblw42MB9ccWG79cLOODMwYizNrCS5u6oVpS7hPWFQA+fJzwO3lcv4AADLD5W/H3IGJHuGRGvr7mUBESSzImsXD8hlDVAZ4M67ry74CZmoQJ0fM6v/86FcB2zKAE66WrP/8o5ItBueKIJ7/7ZlfCun14pNo0fnHcXnHPbSjXCPbATH1Mi44Nccy/1b+NgPb7RxgAAT8RGOYE3KGaVZTNv8p5wCxArG/FcEcrLE25hDyO3RcY22qm2zL4IElOfqb9OFTZ2kXDj8NGCA66wcV9cOeB1yVk2LeOECwc2eA65ssFj5+xITF8SiJR9cSAz1bKZgyiWgq0NvOZ5X0RhNzlLMfPi4M/lAQDaxr+97kHPmMOweG1RfVU8hmXm972hJAGRJFFy16oRdaO6f80YfPOs29XiON895w448HsXiRS98ak2PP/L58Bzv3iWsDZ+dvE98D9n3AYHfPcicb+3/d9lcPPyYTXSPoCTPzBWYR2ybHlU/0MGgxIrNcdik5bSowQHHIg4fT1aS4eDAwxExh/jvrjrAAdz8ufiCqZb4QobgwPRV8sGB48W9PDnwAqGz2cMgBVABM0hV16EpWjabVjw8wvg6ADiUUfpWc/l9bXeAQAjTpvljsJ9ed+X91x8T7RcM7QvBrCcbzl2T7GYmG5Az1xKAiJPQGlnuVmk57KlD8P/XbBUtGVZDu/52ZXwcYUBOO/vK2H/Y85Xff2H/t/l8J1z7lBz6o8563a44f518Ksr7iO/P7C2jGmYYB/ydfevdZ8NAGCNQ5tzaxNvFLyvGBrVE2/z4go7wgAUgsfHQQ8GBwKI9NCZFzC33gEHeJOPieLnfUlGBD+XbUXHPiP+O4+lmGCbMlbSsRs2fl8Djd5AT6yViq/hoIfOIbPmHSVqvT68lvkcjjjMwXoHpFjgAL9z0Zez5r1xWGsFj4mzL6MOAIhlRPAeS/uy4zYkI2L3hR8LPzP+vgQQcZ5rLiUBkY1ARiZbanoeAMCvr7wP/nrzg+L3B9aOw2u+fQGcfOUy0fbZ026CV33rAvjpxfeItrf+6DL48um3wtm30piJO1aOwDm3rYTfXH2/UNAnTqfaXaEE1d03Pe6L7pTVAoPID6i8/xhjKWKVmSWciiTW/NSjByJYGfI0vBG3r+7BAd5cfUbE3gxjKHAACjY46Bl2FAB2zcQqbNwXfy6ssDmYw8qLAwe7LzvA0QcHNnNg91XezwM9fJ684EdLMNjoq/P3Zfe13mmzhMaB2CDV74u9S6Pv9ZPIhVWJZylcV6XBvuDn4vuGBzY8kIL3FLxevYBUHLchQQ9aGw4jgvcADF5kX/h+iRF5XMt9D4+pAWujky345l//rla8O+OmB+GV3zwfbl4uYx9e/vXz4CVfOxfuYfn29z48Cv/1u05GBZev/PlWuO3B9fCJ390g2k66vAMcvqVE/ON7Y8EKi6eRxhyQVHFSwbwPrxdwwO9HwQH9W/whS5aieyBCNhRno/RcGLHWPO6LD3Vk0lbYeOPlbZaQOJCWTNENwkEP3mxj+xp2Yk481wzum68bS9aReAnWlwNERp20yZi++Cv2+vKAniUe2BgetwEAZSli14YdB0Lux9bGiBO3YQmJA2l7YCPehdE0XBj4++Lr0GNzRiZtZd5s6ywINrjc+JYuGJEJwtqV98dgg695fD/OEM+lbNJA5LYHh+GoP96sBk1+7rSb4LXHXig2vNUjk/DSr58Lz/vS2eKab599O3znb3eqBYHed+LVcOfKEfjQL64VbQHU8HoLGOzwxctrEajipGdx4IA/RP7MPGhQE66U8f14NP2oo7B76Qvfj7tmiMJ2QI8FtjjowRsU/8i9jRf3ZVnzHMsRYMPG7tHUvVD9HogadpgeD+hZ4gEbT2F7LiJLKOthf0P8fXkuIkvwNdx6pW4gNr8OW2L35QCRCee5nLm3xAMvLjhwlDkW/O15DIAbt+G04W+PKmz7GryW+TjGm15fOpPmARHaF2+zmTl8nQXS+TuecPqaS9mkgchrj70QfnrxPWq1wP936b1w64phOONmWrTodlTbgCsvLZuDiwsgmCbCt+cKII84KYDjkJYLDsr7C3dJBHHggQ1OseK2nvpiq5aAgza35r24DbsIUpBuaNSRCZul8IBeEBmb4fjfHeCA3+XEVNmvF5xHlZcDALgSNcABKQjFXT3jcaCHz+86w9JvEUbMfi6XifCeC7V5rkNvnjyQalnzXl/jDsU+4cS3WLEvHus56bjf8Hfjt9nAEf8dzozigB1/Q5KJsNsqaCfEbU1StdR2HQkWsGVf1zLuicfnXuPEt3hteH4J8HKY2cSIbCQSvj0PQHhR67EWBRZu9Xo+fHz/UeYuiQk54KwHVlAcpODNUPQVk6/ehT83Nm7DjATnzzVlA5tRh1UgH+WUPqEiNsMBNpgSFQyGoWw8JRrLiAjgMKkrWDw3PGDOfS5nHFbbGLoHXxtjDpibMKw8/u/xKV0B8nXtKRSPOaLXIWvWKwgWqSi5AmgayrzpfORNw8qX94tr498aXpctw93A7yczY/T5kCnKOjjwlKgISHXaMiNotOWAKL8v+7qm0Ubv1w3Ays02q/w7XWv2NYkR2cjFAwe4iIx2cuTMYkdMe+BAxG1EMCKcpcBFejjA8pQe/pAty6kbtwJ1zdigRyt5DqC4XyKj6bmCxRvMuGG9CNcMeS4HYHksBWrD4MVzOfH7YVDB28aNGBzPdTJpKF6A+MJUeD5xECtXck0nhsUCALwvrMxJNo3oy1bK3jkeVMHqmzwXz7L1FIrVxtk9zJCQIGEnbkcqSkMp8+Jm6B5UucaBqE5bXF+TxvzKuiQeS2EzPRaoaDpnxrggxb1Ob3ssQI8X+4JBG77fVCsje7YHiOdSEhABqVwxOOBCXRg8qLP7vik4sP2eo2xMMX1JRsRmPVx3CRqW5ev1yhZ7zAHvi7gwHgvmwAAA4joMDpxsldi0Pi/4kfp2kVXqFLPygkSlEo2hh+0NSmarIODA5hcrAAzMphg4wGAklmL33FseS4HXypRDv0fT5U1defF7eM9FlKijzC2ABcDAQSTAEvNrABhR3AyDAwf0eH1ZrgMOsKw2r1Cfy4gYShmAfistI+sEwAZRnbY40DMR6QZqOevGnQ+jjWfoTRpGQWJENjLhOn3ECWLC4IMzIr0knnoAACsvDhywzrKyMDgj4rlERpxxtAlLoYMDmdZn388bBwl+nGqrv3vZKmMCbJR+e+m20fuiz2hvZD1b81gBMCuPgAPkixZKuRU3DsL0tLgC0BXbuKNQvMJUE05fFnDwMn485TDuvSP8XI4Vbb0T3mbR+Z3rDKDn0fmR8Q0cHJC+Iql+dxwuONAZDJ/18NaGzrDwe0YDLKGUrfcVC3rimQgKNmzQQ/rK6Hy2CKjsfhwS9NhgmbBsEXFxcyEJiCgyRpiIeOYAixVo5rkweF9EwXJGBMEerHxpv/FBoqOOGwgv8jECjpBbyYlHGXfYF66ILJbCY47GDEDRGXsPCjvSKud9uayC0Zcss60rIu4v96x5iy3xFButuNnFcxltvC9rfmPdL7JNV14ADKR41LbjSpkyxui+Lw/0tOIUdiw48Oq3RLuBnDmcNJiZ7lwzcaDHUuaxY/fa4kEPNQIeE9DjuNnwOmo7QA9fh+eGuzvxv3lfbYP5fLQ1mx5LSUAEpJuDAgCmRNEm58WIjBvggMeBjDnZKqOOpY83PXwPzJx4mSzduGYs1we+hqeyxjI9vI2CnvK/sXJ0C115io27FYzreMyBRb+7SnnK3ii9M2kscCABUfcuB+5zpyDFYV+iYyninsuLpfDf5cwuJ97mP1csg2Vbm6YS9UCU58Jw4lEmDbeCBxxd4ODMoRlA6rpLeFss6NHbfFYpri0W9OQ5fc5YpmfKAT2kdhAPBsauSnQdTwxoGuCD34+ADTYOC6TEHJq3oWSTBSJeutoYARs2OOAMBl4cVkxAN4wIiUdx2BLiwkHXcNQcG0vB2yywZP03gB0ICkA/ZC9GZGJK3zSabQoO8EbO2ZxYdoPm+dN5GzeUeTdpeNSCtV0YYwZI8UFPnItIMAeRLIUHDmjsg84OeOOQgO3RgwMraNZ1v3gZCY4SNbMVeF8OSJky1o3oC5fxNsbHr4uNb/Do/OisDhd8OaDHiKVotnMaoBsbQGrsDQB+1WGq6DFjQf6MtSHFzpkIp4hhZoEDJ3vJYjZmGgcGN/j5Y7IhN5RsskAEb8I8A6VXdwl2QRCWAl3DF3UsEzEaGd/QC9sAYKd5AlBFNGbQ3lOtjNXl0BkAAK4cHKbHKQJkKSIe3+CCngjXDB+/5Zfl14kiY5FxAK22vtlwyy42UyR24/WzXCLbDOaIj4MGsnrPb/c1FQkOvABHt45EJHNgMU5eKfxYQOSCA8eV1kuAo4h9MTM+7DXPv1Fr/QrXgaOwqfK1lah15lGTMwfeOKy+BDjQx+ExEWIcxjNzb0nLGAf/DinYyOw2Mk+w0cgmC0Swkucvf8wJEsUAg7tmRo02Lw3X64sEULK+8EaBwQyn8zMDHAjmgACAuDZpzePCYjqgAOBMBGcwIq1DQ5l7GyW/R9NQxEI5mn8X5/fNc8rg4A2Pb94c3Gn3A7CtqE5fehsHPVabBzb4oV64Ly8QjgCMlr2hxo4jc6zDLFKhWO+Et3E2DotFl3vAUYC0tr6WZdaMYQSIv8NryAZYTaNfPn4KAMCMpXDXqPO+8LPEKmz/e8C/28CGf+cUpDhrw2BEPGAjGBH0p5b7xetLrkNw2vQ1+mgP/XwsZZMFImOu20NX8gA0aJIrUYuNGGdMBN4QsVXC+yJtjjVv0fm8b4/qdy19QznyzYvSqrZidz88w4ryPq5Yi10qUf067pppG88V21c7y2mWUyRLMeVs8jw9trwf26BZTQHapr9LwbAQ4GBb7G2nLws4PCagh78vYxwecxQL9Dymx2WV3DVv9RWnbFzAxqxey8IWNUsi3QDRwNF5LtJXy+7Lm8OWEWchQKo3v4YLw1sbmQHKeF/e/HoAi7hcYlkP3oaBGQY2G5Frpj6bNx8fH4ef/exncP7550Oz2YS9994bPvCBD8CCBQtms9soGWXZH1mWF4Wyxo2YCwBKg3JwMGUxB0r0+2Bf5+huar3EWccA9KP0rCjTmu+K6resPk+xOdahMQ6ekhbbl+vCMKzvbsCB+VyeQvFAVOz7inS/ZMZaAIgHDh5LgYGox3pY1Da/zrofvy4z1gIAs1694DwvENBYo1mWm4rIdW95VrQBiPI8d0BlXF+BpQiZa15AYqzbzgu0bOd5oThc5sDaN8T7ArstUmE3jfXggo3Yd+n1hb9z1zXjrFHH5RQNHKOZGf1+cy2zyojsu+++cNNNN8Eb3vAGeOtb3wq//e1vYZ999oHR0dGZL55l8UrzNp3FRRehTWe2vL/DfbXw4vc2DT6OOMqO5Ks7m4vlBsiy3NzYXQqwpxgGfr/uqWOXOXAZFhscPFr2RQJMu+3R9iUtSv0acV0s6PGsV4M54uPHa1763/U1L+7nUv36e3YZEcfXH+ua4QyWVTDO9fX3AETkOGzQQwCWAxyzyDVKARv5MzOo0//2vPmwARYFKfh3Z4/icx/rcjJYBT/2JW4cvjtS/12Mw2FVvDibuZRZZUTOOeccWLx4cfHvl770pbDNNtvAX/7yFzjkkENms+sZxVsYsUGC+KV6lo2nRK2Pld/fo/o9/3OsYrM2W7EpO8rGaotWopEKxbvOBz0OsHHGYbqcuG/eqG4YG5vBxzHlxK1YDIZ8//basJSNiKVAfbnvvwcl2ppW2MGat9xRvhsoTonmORDm01qjsaXV5XWyLZzpYxkB3rrm45jJ0tdYCtcVEQkcPcbJWvPclea7esr/ls88M5gDoPNLg1W9dejMvcOkWaxCN2DZcqWIvgzg6AFYGY+Cr7P35bmUWWVEMAgBAFi4cCHUajUYGxubzW6jJFbZeMrWO6CNVNLjYMZQUpJ90ZWeu2mIvvRNVD6/vqHEAgDZFqfYPUXpKT1bscW9r9jYDO86D8z1CrB6CyCNA1geM6OBA63NK74U2yY3ZVDbYt+XG1zsWY4G0O8KYHkK1mCPPCCKlYbX5n8Pcc/lxRx4a5TGHOjfl1c3w3UdiPiGmd9Xp003RmINTt5XPJMG5t9582GzFOTPTPDlx8yx90XYPruvuZRZZUS4fPOb34RGowGvfOUrzb+ZnJyEycnJ4t/Dw8OzMhYvct1b8NS/7SjsWGvDiaWwxuExLML6dlgVLJQF0TdQfg/XDRSpRK0iQrIvPg50D8wORMa+eJaXH48SuUFFUtu9KBQAG6R4fXXDzGQ5QDigNzqGIdJdoo2jNgNL0aubQlNEjZocR3ScjVAoGAR2D2A99243wDyGOfCUsmCVYrNcDNeByyoJlsJhDy3mgO1luG8rEDT8bVSb0VenDfetG4szjaOnYFWPpUKXeffw+ppL2WBZM3/4wx/gc5/7HPzgBz+Abbfd1vy7o48+GhYtWlT8b8mSJbMyHje7oBcl6rAZsSAlNoMklr7k45pyxkTG4QVgeWyRY2GbfbkKpfs5jFXYHhDtOUbECEh0lbIToNxU3AraPaNdWJGMiBgHUTaRVhnPmom1Uq05bHnPFQcAvDafpSr/W8xhtHtDVyhevISfaeEo+ki27LFglcwgUc8l4sQxecaYFSPivmOulA12oDP+mfvK89wEB94eJRkRvd/omiVdAL3MmN+NKWtmgwCRM844A9785jfDMcccA+9617vcvz3yyCNh3bp1xf+WLVs2K2PiCNVS+p5VQpRXF1ZvvAsjUok6m5e1AfATGntSbLHWvOOa6SU2g18X7cJwmCN6v7hn5i4MK77Bz2TpgsGIiH6PfSf8OpFui5WvAYK9b6ObGByrjkRs1oH/Lu02OyMh/n3FWt8kliLSndPrc1nB216sh+emkKAH9UvYl/J3N5Yms9ehxxyYrJIDNvyKppEshcPaUkDh3S8OLMfWLBExIl5fVmXVjYgRmXXXzJlnnglvfOMb4eijj4b//M//nPHv+/v7ob+/f7aH5RbO8YJVaUyH/TE0vY3XsL69VEYvbqXpKIBo14Rl2XThmsF9uXUpyPx2z0TwNmvsfIxuFoZrsWGFwjeA0oXRC5jrRmFbboWZ3B5xffExZgBQE+Pw4kB8tsRR5gT0xIFvj2LvRQF4a4OmHnsgNQ7APhYuJw9UmmXBXeaom+fS5yoWHHQzv9Z37rpYXOAQ12YFiUowF2kERoIUDjYwLiHxKK6REsd8bUxZM7PKiJx11lnwhje8Ab7yla/ARz7ykdnsqmvhysaKVXCDHzEAcE5olJk3+qKR/uI4xRYb8OmBA4tVkM8fp8z9nH9DiTr0u+vCIK6DSBeGR/X3as2TZ0agzEtzdYqnxQaXRseIiDYdOPLrLIvNmws3ZdlTbEZQp/++4t+lnfHhgc1IkOpZ38Y35afAe21x8+u6WSMZER846s/YVdxOdEEzC8z1Bnp8hkgHB7IvQG1OX56bDbMUzthzx63k1dwxKw3n/plrG1JmlRF505veBLVaDU477TQ47bTTit/f9a53zeiimW2RPtFYlkK3oryoaH+TtxeQVTzLdXVExgh4dUkIs9GFwrbBHE3RjKeO7Q17JjdA30zBj11syjMBvf66HFNsYCEu283bxDic+bX7irT0e6D6u3IrRTJOlm/eU/Ke68uPi9D78s+/iWdmrG/PYoDENV2yZVpbrBvIDd72iowZFnZsJWSAGQrXRTAHbqZNj+4Sev6L/Y5dAOCxNsYYYzNt5P3K//bGIV06JaM7lzKrQOQPf/gDZGwhAADssMMOs9ltlAirzGBBPDYjNkVVAAdjo3SrnRpuD4AZ4kcs1wynmCOVTS9l10NbqKkQm4XhFYXrKfOEMBHxzxUTKMzryPQCRGe6LqzLduYFzPU6T/oGy/vyWI9YsGEptjzPaVaa8/79FM3yv6MZLA9s9FA8rTMO/V164NAthe6wSjFsZDdB7vQ8JN6XbiDEZqT47q04oOe5nKIDjyNjKbxsQ/f78hgMK94rL6vkeqf5dsMCzeS2CRlrcymzCkRe+tKXzubtH5V4waqxAaSutWncr9OmLwzPDeLHd8RRvXiMeU4XoZVR0000/UzWd72mPFeP7EtMfIOvsL3N1WMw9I3SZcS6qKxqpSXje/ouEXut+UXB9DH6rExv1rxlBAifeI/vy808mW7q9ewaHxxEshSOMoydw9hTamNdR27MiWAP8fh10OPVsvADSD0whxQ2HkNXrIe931ruqByBg9gYFn4/j8GQLhiASsV/LsFsuOPAfdnvZS5lkz30rpe0PgCuRO0PjwSrum4giobNojqG64SPUQCnWKVnxhx0obA9VgFZ2HhK46l+Z0MxrpNzYY/dDS6OAF/d0eg9slsR4MDLtBFHwkdY835WR5zSAIirTtqdlQdmW8z78v3ovQEsq02ueQ9E2feLKWgmWCVn3h9zN1Cv94tMxW0ZIMIvn24DAL+WkH7Pbk7zjbkf/zt8z26ey4o54WP0sm3mUjZhIJKb/+ZuitywNlwLxbFsY+IHvA2lu0wLD1SVG2VsyfheC5AFZdlN8FjsOLjSaxp9ue4SlzmYWXF0U8siVjmY7EuvwX7efJiMiPNcXTE9MyuibjJ+PDAX48LoZh3GpkdbiqN3Je/tG3pf/FvuNYYhtoqnVZciNhBUtDmKUnNhdO7XRV9e2XUPwBR9ed+501fkc+F7+uDb7st9l857mUvZZIGId46DpeilD9u5xnVveOxG5998Q4mtwOoBrGgL27UoettEw7zJeUJz+BgUpsJt/jzFA4CY+BErngOg98qq1nXdzMWjtXr97IweFbZBb7tZYz3E7Wj3LBSKm63kAezu12g3cSCPlhHpNVXcq51jzaE4RM95rl6CRPnfyvmQY53pfp5h5h0CWLpg7Xfiu0u6Z756BY7+fPB7wkYhmywQ6SYw0mYO7Bfs1fZwS8i39UUYA160Ntfqnf5bVymLTfnRjaObgLleUzQtd4lvvWIG67EFB36BtHhFFK7rihHzNvII9kWcGdNjjIi/DvXnwp9AL0pZHaPRV6x7wGVtjLXR1enLuTNPEYyTKEznsGXeHMZkwHS1dh3DzP0uPZeDAWD9a8r/7ioGpwfjhriBHNBjBcC6xd26eC636F5yzcytdFOSPfythzQ9pewpX3Pz6kIpxwfXxm0ofhCuAw4eJfvSXdvMwKHnipsCBNqbaMvaoPDYHWXuHw6nvy+vLokXB+K6S4z4IU9hd1ezxB5j2Ci9GKbJlp3m3M3he0Vfzvt379fs4rrpviYcAMCfi47da9PHONHFPOE1O9FsR7eVIJX+DlCCWw8QdXMeUlgCWZabCrsbZi66TL5gIyLuJ8aHdUAXY8ys+yHw4ozDiwPx7jmXsukCkW7cAIYVRYMfPas3HhyEBdsd8rbH4T1X+Ng8K7rnrBmDfeGbUCyIcmNVDFapl1gPgN7Sbf2Yk3jr2wdLOjjwQCo9zdWbD33j9QuTddpC9p82h6GNAiJdWfYKbHphDiaZcsWKwQMA3om4Ehx0/i2UfCQ48AGWPsbxKfp7npfPZgGlzhidNqMvfg1A+Wzifhnui90vt9vCmudjx9d1xThFGD55nisuyZmN0e6YGafNCFaNBRR+GXr7nnMpmywQEYGRrsLuHhz0klKLx+Hdr5uCS17tDCuAlJ6+Gw+wSJvBKjxWIKoX37w3F8SV1kO6bcw19WmtrI29UQttnX/neV5c11evkutiNteBRlWMIzzz4HSdeBz7FBTsUF9oo89V08Y+vTbC/bRxhDbtePsSwFBlo4GX0FZRQE9QyqEtU64Lwl1OuK+cKTa1rybtiwKHNr1nOyjlzu/hHRNw0KTXkCynZvfzEUBDHdWGKJgZg9nA15Vt5bxxUJEZ98Nt405fvA2/L35P6374nt5zdTUOxJZxosCcQxeIgtmG72/uX90E/HqBwpEuuLmUTRaI+IpeBxxzCQ5aigJQ27oAB2Ghd1NUK/psBcvH6rg9uotVsecwChw4z+WWQjcVW2eDUhU2U8raM/M2/DcDdQoq+DXaRlOCA8kCDU6DjbbCHHFQMSXul4tshUEGXgDKeRrs65QqailAb2i6LbyKSfa7Zs0PKXPotYW+5vXR5+J9AZTKgd9Pc4kMKXPP71kqL9lXaBPXKABr3nQbAVjNjLRxlmJeP+pLPLN8rolpJmV+P30nuI2v0aDIw+90HJ22AIg19qWvLsFyuGdfLYBv+nsDlQFts3GEby9TGBaNtRvnoDKMfUqyL2Fpc8YJ32900gZYY1Mt2la8/7bYf8P3Ncbvh/6Mg6hcAbDaODyDbi5lEwYiOtjg/43/3Ss48CqrxoKDGMpeHXtEvIfrOnJcIvKAPY9xMMCB63Ly2sp/c+uWb7zlpiYVVL+yGYa2sImG59KZA2pFc0YBoHSJFABAVdgcHJR/M2gqUQkOivsFpaHMLwcwuK+Bhv5cYQwA5YZYsi/TrAd6RWHOCkVUsIqltVn2RdcG7ovT74OKwrbasqx8X7wtMBFDfVKJho28AFFKrMpQobAlgyXeV5MqedLmgINJdj/MYBXj6KPvcsLtK1wj5zAwIvP6JYNVtlFAFPrCoKfF2/oksBlvctAjQUoYR5jfAAAImCvcURm5HwE2U3SMBBAF8MXmY6zZAQ2NWqXYH9qMmeHAFqAEGwuUcQSQwllRDF4qjBUbmaTgBfc1MmG3rZ9sqm1TrUyyWxJzzYlsskAktuw6bnPjQCKLlgFEMgce++IwLG7qqcEcdJWHHwkOZoql0NwUk8xSwvcPm2hQouH+WVamEA710Q2AKwbNYtcUQBgjtzbx3PLrOEDJkDUvxkHeV06eq2A9ELDlikNV2GwcA45iK8GBBkQ6bXzsWGFzv/1gQ86vBXq8OeTKVXsuT2Fzpaz1VcSIKM/Fx1EoQ7SU+XX8fgClkiqUsvNcAlAoz1UAAJTWGf5siIHbCQ1gMWamVPIaAKAMVqudFd/afHbdeMGiIJBqgBTq6rFBz7i4jl4z1FcTzAcHNpgBCG0BHODYreK6ATq/4bkGGmVf4ToObHBfo9NtC9j9AABGp0EFbwuAYrBRgwYzmAIQWTTYIL932prkfngrDvdcwNbN+okSoPBvZa5lkwUifpGeOHBAgim7CsK02ZeCOegiINFjX1oO+1IyIp3/575tPI5AieJn4cxBGAe2RLmVMsk3PAUAapZSQbH36wAAQCr6ktqW4IBT4hojMtSvswNaX9zdACAZBzeWglvs7ZI25oyODg6MvjS3DWdzUMxGf11XsBr9zhkRDcxZzBFuEwBL6csFjkbbpNKX9f47Y2TMjOLemmRuFi0QdLCPMwd0zeP54PfTXDOc3cJxCty9pbEUbfY9qIwIYzCKOBAMsNi3PN5UWArOHKisRwAODXK/dlaySvMZg4HdQAEcCPalX675cTb3bQf0hPkdm0KgZ5qm4OMI4AXvG2MF2JDAIQCRhQxUBLAxr79e9BWWW3lNcFViIEJBCgY96ydoX6FtGAEUDnrmWjZhIOIBBx0cuO4coeSldai1WQyGBw4C+6KBg3Ad9792ztbgFmzYDNkHSTZee0OZZJuGVqNhiCnsiQhwoMVSWMAB+0NLS5QpFEVhc9pbVWwNas0RJdqg8+EpUa6wNdAz2OBxIJ3/b9SqxWGBHDgMKjS1VKJyXYs4kFZYT2VfIkZEsea92JfC9RX6YoCtUlGCcBl4wfcslLLKHNA2DkQrlXIc/H7ziDUf7qezA/g6yYiUfXFg7rtLbJZi0nBTTCqAuGRE6DUApRItQY+msOl8tBjDgq/LGMMyiFgK6S4pv3PeV9HG5qkzDgrmCEtRKGzaVjIiZV8TBoORZXkx/vmMOZhAoKfKn4sxLIT1mKLAIcxvluUwFq4boPtGuGbBQL2cQ+aaWRiAjQI2NLYktC0eCm2d34fHm9PjaxR95YkRmVvxs1wscFBajgC6NV9naL1znQ4OcL9882oJ5aUxERrFSj/KclPOimJs4WMIfciPS4KDeQpzwK0vDRzMZ+Cm2AxV65Bthgr7wqnowBxo88EVCm4r3S+KEp2BOahXK9Coh/dMlYOmRD23gmQVpkEvim8p3VjcYi8/Xw5gNDeQxWAU67NWhWqFgR7HhcH7ignQnVSey2IH8D1jXGlcUU45c8jjQDrjCO+yrd5P64vHlfTXq8LtGBTeQKMmslxKEKXFozC2hAW49tXlHBZBonUJDsRzKaCHB6sGJd95LgocscIumAPmjtKMGx7voWW/cKBXMCIa6HEMKe624e4y7ZnHEOipczcQjznBjEjhmpkGAO1yfMXe209ZiuBGmddfEzFuBbMxQAEFgOK2QcGvYY0WQKRgREp3jpalNZeyyQKRsCA1cCA30Yz8v2YBtpi1qSqA0Bfyv4ZbFJZ+m1o28xVwED6usEBJ8aGW8eE1tQ+PWWwDdtBZCWzsjTK04TRGbvVOsg0Kt5WbvM2+cIYFB50GupEr0Xke/d4XAXpYX331KtSquruEMAfsum6yZsLvnb4q6jOTjA82h6q7xGBLihRiRYlqTI+IwXHYFwEOlOeyxq6PQ3HpGW2TaG2UygtI20C9KjZll5kzslXKvqSixBkkXGGXQF8yB1b8SADs/XXJYJV9SRcGH7tmVJTfHv2WSbwE24cGGjWY/hzKcQgmonwuvrfx++FvmbMl2DVjBei6gbEMUHSemTJEpcupZETCt+cBkZLBoH0F1qNSwewWvWZ+f13Evow67pcRxoiEeQrgpVJBoGe6bXi8dNlU2Tqca9lkgYiVXdDOykAwGQfQ+f+wUea5rYjwRhn8rAEphzacgrWA+RzHGZWH27j1olkbHDiE+9WrlYKmbhYfOb0fvqdLHTM3i7YpF+CgTdtwgBtnS7To9zJGhLEvBBzQTcMLSOQgxQU97BrNEp1U3QrT7IYIIFWUqBHD0KhVhCVaKuyqSD2UtUIka8fXKGYOuLIJxcf666XFxoGD596ysnAwOOCMmMYqcFcaVdg6S4HdQ7WC6aEKtr9RE/PL45i0uiRWoK3KHGjKnLlL1H3DiB/B3xdXKOOIfeEujGLsyrdsBYkGF4vmpsAAy3pmnpGCr+MxHROI9ajy2AwtgNRgREjwa9gPB+i7JKAnGEuFEYjYlwoFByL4FTMik5QRCX2FzJh5fbb7BQORuGBVHaQEIDK/ry5AamBEFiHXTMqamWMJmx/fsEnaJNtEw8eFwUGTKfoQIITjSSZYNDUHG5WKjH0ogUgDjXm6L+N+AOXmxX2RhT+3URPFs8oALNwXs9imPzz8XDLwlG3KDRnfoAYJMuDgxQGITBa0KQv6PSgAzV1ipEZ22ihdzhUAVtiSmZEbZcEOaLEUMzAijVq1sDYFIKopDAa7H1bYVtBsEZBcr6D3lZG2PqRg+RgL9kVxYRRtnFXSQE+7BCmFJcrAEo8Dwm1WsGofin3JuHsDzy+LceJAtHOdHqtSgp6qorBL4Fi8LxFQLZkDOx5FuZ8KDvi3p39DeZ4jVoHFgbTk/bQAUs4qceZAqxXCWQUMevjYxzWQEsHaSrZEgp4yILVzzVhRN0WCAw5s8Jq3YkRGJ0v3C2cBR1GwapWBnhEWrIoBMWdEwiOHzJj5A5JhKWJEBhoC6M21bLJAJOSIh488KIsxRNkFZV6AjSkNHNDrOAAAKPPSRWxG8JUicFC20WvwGDlbgl0zvK3JKMUB5GPlbQuwu6Stf+R+sGqwKEqFIn3z5ebKrXlOU9P0Xa4cJP0ugjpbchw8kNGNOeDWPFHKuqLsUyx9q75E5xlztQ3HFQmLXe2LAmnNwi5re7C+ULAq3+R9tkRnFbXAaJ5S67m38PwWpeY5+6KUQuegsmBYGgpbFtYosuZxkSkAuTY69Tt80EMBMR3HQL0mAJa1rklfLKgTM0fCDYTYFwsQDTEmotkuWWAOHLCrRwCAKaTMmYIVAal5OYci3dbJjOH3G1TAlwhWRbrVqlmCQY/oS3kuDoi4yynPcxkjwsFGnwQb6ydQ1gxb86NGsGqe5zAypWfGFOyLAmw0QJRcM3Msvzr8RfD3L70WXvXMJwNAqURDUZq+erWMtGcgJSBUABSQVACHwIiUCiAs+oUDlC3BKF9YAAzYAEgqcj5z9QCUGwd3A2HLpmHQqBgcNMVGWSe/477m9esWG2YHmm3eptHvtv9VpNQqMSKWwsbj4Jb+kBIkaMWPaGCDj71Pi7PgrAdyA4a/MWNEHADQV5cxB0XZdaawSV99vK+86MuKEdEAFi8nH65pZ+Up1Za7RJsnLabDqllSnseRFddbtV36alpshlTm3PXJGbFmGz+X7iLsr8uAX6zMefCjVVmV9NVg4EBj37irp6EAovCds4wv7CLmtTioSwTIdWEcnTaeKUTZUvxOwnPxrKSJAjgq2SpTEqRYrhkMHEUbBz2IYRFpyRikGDVLMMAO/Qqmxwm0nUB9CXeU4XLCiQfcLY73+RI4wnRb+b4Cg5WyZjYS4VZ0GdFdE1ZvWTmvZESazL2huUs4u8FdLAPIT10ERSH/cJnCS32YnBHRrI2gZCaUDzkoEmzZCJDCLBvdOuQZOjLozAMHYRxWbEY7K4uW8UA7VVE6gaxcIfKAVBxALGqWIHbACowlbhvLhcF+B7Cp/objfumrSYttJlcPbuPj0FiKybac33IcOojC6ds8Gwy/LytDRwd6tmILImIpCtZDUdiOK22mOJDOOCggUuNbWJrrQEMBPbx4mteXw/RwhT2gtFnxXvj8HJ6lN4EAIGeOXJBigANcPp0r2BjWY6APBcYW100zs4yNxgqb719hLx9UwCFmRHgmi8Z8d1xb5XPxvia0uB0WF6MG/LJ06yK9HPU1xEEKyZoCo026D+daNnkgwjfesSmJhnla15CSalWwJSwoioADVgVPL9JDXTMdQMTKDDNXSltDytyywVYZj7Qnlo0e8MmtF6wARNEy5X4F2CAbtq6kOLChRbD0DB3NXaJZvc0270tnc0hfbHwaJY5jBLg7qtnW+5pSwAFva9Qqpqunr16FOssu4EXmNIVt9yXjCjwGowiMZZkxuCpsWf6dzi9hX5y0VFHi3Qh+BbAZkX6lPoq2Nvi75KndpKAdi30h7rLQVwD6TuaJDFaV69BKS+9XgKPXl8yMYYqSuJU6fU8gYCMySJT0Xa5grcyYehWVT2fjU4NVtb4KcMOMJTYGAAUQObVCxhQDUVSMZWcU4cMLB+oszqYp57AsQIdAKpvDwo3N9vnwjmvqHMq9l7fh4O0UI7KRSI1ZZWMIDfPNcIywJXQBiGwVtGkE0BkqCcrzE2oimE4FKWwDsKjNTl/8o7QXqBeRblk2RGEzPzCuqSA+LgWkmJYo89nTts6/dXBA20iqKE/RNMAGgB3UiV0iXJn312zQw+M2mqqyoeClj6Ro2i6imSqr0r5ClgBnXyqmUu4EderuLeHCmv5/WkiMtmkKW3WlFWMsv0ttfNWKnSrej2hqLUbEqoEhKqSS4FdqHBRuhXpNrA3schD7Bo+XUJiNBgNRVCkDHTvqi7NA0iDiz4uVsgKipvvSFGyNM8soFkybJ+ym4mz0oMKweJVVxxk44Nf01apibVB3id4XSd/l+zxzmWNDz6r8OlBXAJsb0xOeizMsJbNRMRkWGe81oYDvjSVrpj7znzyxpQAAxSKUwUNtwVLUOzRaW6LoEmxIcMDPBSB5+Gyj1Ba2uXmxjaYTiFtTr9GKD43jDcWwUq0NpYIsAC1rRtZvUD4GHiTI6XdF2QgLmwARrtjsDA3Liq5WoEzr01wHbN14bgUzSLSonoqyVVjxPBxAGhOEK6q4Mgar0xdVorgvLx5FMCIzZeG4MSdSYXuxL70Ficp54qXLB+q24uBGhRbEKNkGSfWXjIPMgOKp83wMgyj+QktzFYwIihGR+xdjUjnowfM+DfTxOCoGwNJYCm6Yyb1Gxl/QGig2W2IHxtK6OmPYTcXTcKfK78Qt1MbcQGNsDsM9NUOPsygDfV4KtML0KBmGuCIsvQbI/TAQzZX53diyZjZ5IMI3oTElloIHq5b+0kx8lDxrJlzTV6uiM0PoxkBSyDL6oZBNLywog33RPgZuNQw0qoX7RmxsHiNi+d+VwlS6/z2j1yk+7LK0upGGqQQx4rRZ/pG7iq1JlagGKEw3RU1hRJS+eIVP7qYgAMC4xkvRxZVQcQYEgJKF0wqgRwlwbUuFzRkMLaizyZ6L/64F2hautJoEBwSk1tiaN4pxxQQdYmtTAxXcbSOUqPadGH0NKn1RFkCn+i2FrbIDSmyG9p1zI8BKPSXj46n9UyWdH37TWAWhYI2YnvIaabGTGijOM/M1z4unhfkgsR6GMTeo3K+IH+lTwEFT70t19Sigl7v0VabacG+FNgrYgF5D+tK/IRyPkm0kQGSTd81wfz51v+gb1JBiEY2xj9zbGDT6UtKoLdnGqUjLskEbCk/588CG1mbV9vAyUjwmglw3g9XrAxvotLUVhT39bXkBiaLOhVJfQriVnKqgtC6F3hd3l5RFy5SUX3TWjAuwjPkNLBVPm/VYD9oXkDYNcE7w96XUnpBuinI9hb6abbkOefC2deYRpqk996ZVb0MtT24EP5IaHZxJRQqb1wrRshVaWe5ndZB0e8OtoDAHJFgRFXEjfSGjIs9zNj6dztfSXMs0fTq/7aw8vG5eP7fmy/GJ/dWJOSHv0nBVzRMsReT7D0qZASIvQ8dyzeAYMV6NFesA/lzYlZLltLbLECr+iJ+rX3O/qK4ZEG0cYM21bPJAhFtR4QTFIaUKngdSyoya8JFT1mMIVbpzj5tWrR7/Y/BQvpah45Vqlpty+Mg5OLAtL63OgXDbaEoUWVgzXcMDuqivnwIiorAZ42BXT/UYFjsLo68uqXkrzXVKASIum6MxB6Z7i74vsgn1oAC8tSFrNCiAWLAKuFaIxm6AOkazrz7p3vQD9zQDoZOCWZ4CXYJvrMixwi4yzxSFzTNqcAXSLMuh2S5TqsNz5XmnTXsnGvvinWuD4wCmUDYYLgmQ5VRR8votmhLVWCVsfeOYrvkWc+C4KXBb+cwIHKB12GyXrDQ/VFBjxDjQU/ua0o1ALSuxM1cUYLlxIIKZRdeh74HUdiGuGd2tKNyAGGAxtkRjj+daNnkgwjfKMfQxcN9haOvEiFBFX1Y0pTEiKnWsRZ07ygFvNvTUSD2IiV7TeU4/mt7esK1Tb7E1ZMVmaG6KgqVQNjaLOdCUsigypljzLugxDgCjpbp1Jd+vxjAgyplZRGYqI7rG8pe7xZ1wwSWjAJ3mz7cKXbn1G/roZq5Z88GSUwExsw41ClsDy1lOlQ09LTfXvyEllkK6AZS+MhrTNdSnK2w874HZLtuUImOGi4jU7xiwqX5xPy9WRVlTrSxT02ZD26QSMMkzz7zMGD5Gco4Ls+ZxbIYVj0LqrSjPjNeoN4e667vTriYl8LUhAFYm6uOEvjSmT3MDyzWK3SXldfhQPjyH1DWjVfEt9yg5DoURSa6ZjUNERgpiPeSBRziltty8Wu2stKKMGBE1X92xbMg4kPLF2So8MJbm2lNwQDYAk32h4CDDFCs/ARSzHk6Am2lFMWVDAJbD9Ah6WN1QAjjEChGKe+K8f+4v9w68mlDWhnQR0NQ4/FxFGe9AvTpFmnSLXQGBaENptbPCzcEpcZXZUDO0ynkCoNYXXqO0RgO1RCc1q1wLSBT+d91FoB3YGMavB+7xd+JR4lTZYMWGLdGOcigVivS/S/AlgD6q7YAVCk7DDGOMOW3WO5Oln1nLNJC97AvP70wMi3/WDFaipeEQ6hLxvgYatTIOSLC2UomOayAFfUPVSmnAAEiQyvcGjwXU4gQFwOqjJdQ1hjhj+yFuC98OBo7FHoXWRqUC5vvSWEpySKHh+qbvEjYK2eSBiHSxSMUmFigp/ZsVTAlAXKS9VjxNUpHoI0I+UbJRckakVW68PF7Co3q1jSjLKSrnQbhYYUt/eQmILGueAyIKsIycf29TVj4ubNlgShz3FZRNoMRxXQeusLEislL+6DPTNOf5jBKfcDYNdw4N63BCea4wfi+qH1vzIoNAo9/RPAGwk5QNRsRjIjRlXkfBqvhMpv6G7i93GRaFEdGsVHw/nJJatMW6N/lzKTEzGbbY0TWhL2o4lL93+pLrULrgaiRGILiOB0RfLBDUZKmUImMGy0ZZr6IrwgINElcqiPu5wcCoTTvvJozfZwGdNiMWMOzzwdWLv9ky80jGzKmgVzAYFEhPYvBaQe8LteEqvgHYlEYABj22sZQYkY1ERIxIUdCs7gAHehgSRuU8cC8EnaruF7RRevQgWfDoYyiycBS/p8xWQcqGAQfVN9vOybk7Q8xfjov+iHgUlbIF2aY8F4BizXtsjmIpifnglPiU3hdWetxni++n1oPQsq2yjFjz8widm5Hn6iaq30ovJG4FTOcaLgweg6NF2lvplrgwVR+25jNjXXNA3Be5Ntp54VYQCjvTY1jk+SRaMDgGWFBcp1mb+hxCMRcAPPWUWb1arAJjqaqsL49hUd1bjMHioF1bT0VfyF1aBEwqLl2PpcCKTQs65vOrB7/qBhGA7Y7C77FSqZB7qmCeudK8vddiRALzgiuh4hRdP6W2vKbTpuwBHBCjNd9GBiKpxqrEo1SMfaPDOAGZ37mWTR6IyABSdDAQ2wBGjSCmMQRQZJEefWMAmCFGRNl8pbVR/p7n+keubRpemiPeAEhRJbyh5IwRqdIPT88umnaXzODr7UPl2MMYPaWM57fcsGncDlfYWqEjPr948/KsMq9gXMb6ws+F4xF0f7kGvkIb3qTK4mQlLe9R4lVpYZNNPoxP27zKcWi0d5gPzMxJQKytawZgUZwNAYccHBgbtvtOFFcateaR+wXtjnwcVuppp95GOe/YDdjPfPP4eS2ARRkbIGPnrB12pQ6w+CyNVQzzodYD0eJ2UF/4uXi5AJq5QedQA2zCgJkh3bam7lEdcICZFPxOPGPJqqxK0nfZ/goAxBjRAkg52PCDwWncGZ7bSqVSrCkLLAv3JslKBNqmrN+5lk0eiNRYmiBZhKzIlBXghNkBbA11iurgMw1oSXMvHdiK3NashtAWV7TMj1XBIIVsUDXalx7h7jAiSgxGnSgAeU0Yo6b09MJPhoWNUiBpvETVsXoVha21aVQv2gA8y4bcz2KpZvRvl/fDR9RzJeoFbnpxAFYcE7byiIWNABFVKEDu56UXcpqa0ujouThIZYDYeickA6bPAAcM9JBxaAGpmsJmbkDum9cAAID9vjz3Jnc58rNLCMAS4CBTrwGg7kgeIxTEYimCEi1iH1ibBFhKvA8LViaMXpu+LwDKUmhrN+N7Q0OCuUnigi3fF86aBAAS00HiW1wmopwnAhy5ixAxGwCA5gPPkwa+w3dJ96gc3VML3p9rSUDEUNhEUeYSOGh+Slz6PVyHKy6acQWM6ueZB9hy0KyG0FdB9SvWvBW5zy027LbBTI9Q2OQ8BmrNaxYsd32JKHFl3sN1MceNq8HAGNxUyvtRRVl0JfzKZo0Gpc0KjNM2XoBpl4OyGcr35Z1PQeejeP+KX1k7YNEDqQLoGS5Cbs2LOeRKVCnGxYOVeRG/cby5CnCgKy/+XLgvHGjLY4u0ypT8mTUfuzYfWU5jaXggsxanUPTlFPAirKgRaGsxcxwcUAtbSRW33ErIvcmDgfE7AaDMgc5gKmsDGYHkufpspgf3ZbFAPDaDG3q4L+7ixnMIAOTbw+nb5lleyPUZ1mHRFwPSmN0EANVto6Xhqm7APCenOfcr38pcSwIiDGyMTgYGo06o/qlWicqHGnUaTEeCTst7S7bEVl4Y2OCcf+zD5FQkZ0QmkK9fKmxp2XArygoE06x5HFkuM3R04MCtDaz0xpTNNTzXuLEZ4r5wplCrLes+kE0jxoetVbslGxsUY8duMQ4ctPuFOdRoatXqRZuGVc+CMCyMfm9lvtVrZRDgLJyOC0OOXVjYHBxwi43U2yi/B74OrfgGE/QotUdUBZsxcMAsYsxSVTDoyW23Ip5DkfEz/bzVCj3LJ0eGQz9XbIYhosZ0EUu583uoaFtVgGOw5muKYtP6wgBLC2QPRwbEshRqvRWN3cSADcXg8TR9HGcV/gaAGhwamAv7Da/wTECPcNtR0INL7086bg8ryBnHdHWyD6G8H6taTAJZWwr4ZuwmOecLzXto22SzZprN5obqqivhFqBWtIwHOJIzHto5iUivM9883gCsssW4zDQGGwBU0dOPnIED8qEohcQU66vFPgbCbmS2YsPWPHWxdNqt9F38MXD/q8UcZGwO///23j3OyqreH3/vvecCAwNyGYQBFBkURBCvIAkKipQgVmqWlXbSwrLTtzKPHev8jvbqnNMptcxMobyldQy1e5rnWGqW3ZSUi6mpFKKmiJcBhBlmZq/fH3v283zWZ30+n1l7M8OM+XxeL18yez3Psy7Petbnvd6fy4rNxqhSx4EiTy7zwFd9jaCwBfq96ELg6O96yW5I22FLu17R5BT2i+6+KLDhu16Nigb8/AJaFA4HlbwubfdtRfxQFojPQ6/PpO3cXm5GfAhznr7/mnzOSybHgSgggwPZrCAocxeOE/Uf4QpbZ5yg9ovS75SWp22nDvWpwg7nlLfDTuZGWNbZ5c9r2nae+ZP3i+a5CM4GUrL40nD1XC7nMY40tw/tc0lhk7oYS6GZRGgOpHyeRMY4CHUhGQ+t7QA5QoGZI8spHwp5H8xRk01dTfguxczKjtXFwrfpoZelaBskZQNB+hyIXHPNNWhubsagQYMwadIkrFq1qq+rrEiCWHYKHKiZojv6pRwl4FH9As2XlHm+DzIj4pl6CNioLeS8g8MCutHwtNfp97wINsqLcl5YvCQbtuyPUhpDKcyZKg0gdOryszSm74ePoR1BUlZsRZU65nUFCps6FwfggNqOiaMaSRZFqVnuuV8e57QdaV0BnduDI2C5X9KudxBXRLG7Xgaw6BjyI+f5TtR3EgwVpWQipEqUOvVqu3lel+asmh5rEO4cudkTgLzrFcBBm+D8KFHi/q43VVDeO2EmkVI7kJR5AIDVxZVluYyeCwSkYMM5/ygE2g7n/AMRecSHdB5SlwsVJd1hdyh1lU0ESds5IFZOlaYnNvt1uai66mvCVOjeqdKkjJ6TBPhHgNC2Az74SsZJzIRMxpCYCOmp1wC88ehg7zIBsKwsAeXdeCIdqxyJmvHfMd84DATpUyDy4x//GJ/4xCdw1VVXYceOHfjsZz+L973vffjd737Xl9VWJAUCAADZIdUzHQi2SMnpFAhZBS1pmR6t4u9eQmBj7LAjdvPSwkv9YtI+lzLJlic9VfTSiZKas+pOshvK53Piolze9Uq7SvGAMsE2T6M6yke2+3R5qlBKfU4pVs/Xg9XVLihREcyJSlmw9UphswL97oE5AlLpLoqPIeDveq3oktRx07fNB++E7ObbGDjIE1DhR03IAEtjKcpK2f8eGP2umG1UVonnWyF+IAA8SpyXSSGalM5Pjxog4IDsejuYEpWUV12N/758cCDssDtlcFBew8rzOe+Vle6p4UqPKN9aIfFbB7mPtoMClFKdRGEru/nSTr8ruY+bZqRToP1xYgyLg8ocdHY58QgF6cBJui7zuijAos/zy1hd5W8oqMsH2BxEUafkXWx8Jbaklr0TgM8NJGX00Eta15vCWfWKK67A29/+dpxyyimor6/H8uXLceSRR+LKK6/sy2orEs3BkTpoUoVdThRFEbufUyN9NvUR8U8H9dkX1SG1rCiFhGaSR7qnsJWjwz1fFc9RldmOvXYw5VAkqfBrQ4Cl+VlQcw4gKxTuCBaOrw7mJIXNFRtnekrtKI0hV75aMi4e8seVsmbCAHxbb+pzYKQFZ7k9YijxQRxUsvFN6uJnsijOlBLDwueG9J49ECU4kFJfJW5/l1KhD2J1lUKgJcddAPCz/3qUOKHRab/KZ3wAZIct7XoLeY9FA4COYqpUyiDVuVChSMxBbfdvBQU4BCcsd9dVk5fBQXm9oGC5DFJSRYS0ru4+1ObznukIgDceEktRW5Nj/XLesQt0fDvZ+GpAhDMYuxSWoqSw/X5xk2m5TD0agrFK7YylEIEjb4dXlvO+cd4vH2AxhkUENuHckPqVHIdBxqMgvROhroEgfQZEnHP4wx/+gGOOOcb7feHChfj973/fV9VWLPQjKSXqomGzKRXNQ7ckhd1Qx22YzJci8QMp1a0lSNsZ1EUocQ5SvN08USg8DM+LSOguoz4ndXyCQt1hl86uIGYlvsOmrA0BUTs09kVQRF4GSsVfAtDAnORYZoAewRxhZYUdXOcvAPx5eUGZDw6Anh+ip4ZU1+XFcRpUFwI2yjYAUMGSdoy6xr5YDEvQLzqGYk6FEBzQowsC5oAsyvU1YV1UOXDn4g5vUUYyvnSH6vXLW+RDBZsobAkc0NOSBZaCK0pqOqgx6qrz2AF4dfnmDYQgiswp3i8NwHDgWN408TIODgpCO/hunjMO/PvSDoEM3pcHbHSWwqur4L8vj1Xw2t7z84J2dPl18SRjIjPjnM6wGO0oMpaNs9FimQvHaaBFzdT0fEl1sm3bNuzcuRNNTU3e701NTdi8ebN6X3t7O9rb25O/t27d2ldNBOCzDe2dqdNhAzMDJPlAAsXmAwqge9IUXSn9u5JxU4uNlxUluu/zQxxLdQHo6t7NewolBS8UEQ8OGBHNJl70TDNACTi0A0FGS3rseRB6LJiVykpUjPiQHO0UpQzI7IuUfEiqS6L6Ja9+nveF+wFwMOc5OSsKW/Pql+qS2sdZCn6ejFdGQarXdpTqkkwpDgFbRh2qA+DgLdiporR2vRqg4M/rTBbXMnAAqYswB0QBcDbCp8RlRVkkzEGNpMxFRVm6r9w/qrBp2y0AELSD1EUZkXI+iKQuxohY5hetX1xJUTDnKFjKa+AgNM0E5hLBiZyzFEUG9KTdvKREi4xVqBHfl85S+MxMMQBz9FsOWAWyptB+lTeHzvksG5+HYb+QtLELlj8KAdisXxQgSmC+jgObgYFD+t5ZtVjmScnfNCyOyxe/+EUMHz48+W/ixIl92j7PSZSmNK+r8ZQDZ0Toh0dNB7SMxoMPpqYeITZeitDhYWI89LRUl8yWSFR5qY15kbHhyotnzwToTsQ3H/ETKsuTu6cdNu1zyhyFpi/NWbWDhJfSlPwSmJMcSDlw8BgH5gcQhM1JY8h27J7HvwgOZLOSczxED0mfeV0erdyhLJRFJLZ5qV90903HSbNh8x0g7RdfYOli3VVMjzbndvuAORB2h+W5njpaOlGhUGDAy6jirbF20XynX0xBIlXKRecSU0m5/TRXxC7Wdo/1CMwlpMyrC6Ttab9qmHN5B7mHv5Mys1E2A0kgpbaQE1mZZAwl/wbJl0LZzfsMRs5jKegY0lO2PaZHcFZNzUAGS1FIWYrOoj8POVjW5rXvm8HLZKfect8kfx/JfyhP55TCbnFTFff38syHgukoZQGRPG8gSJ8BkcbGRgwdOjRgPzZv3oxx48ap91100UVobW1N/tu0aVNfNRGA73SaHGrU/YJlBSXsbNVdb5EoDn/SlNmLXC5cRHcGig1pXeS8E1qX72gnOzECYRKcsK4UYFGlTMuCfCaF9OMKcjQIpgPLlyKw2xOnznqWH4WGsvIFpZ0BAMkMIFH9tKwg7F7KbaTt4+yAb3P2+yXtzEvPQ9IGqmw4hc0XZZpMjnva+wxcaDvu7Cr6StQzlxRJJADbzVNlzh0jmbKRlHy5LmuH7e1SixpIoeaNvGj2KJXJvhR1jDkoOt//AtCo/pyoyKU+J0o+AYcIxjBlS9BjXXQM6wp+GCZ1Oi3VFQIiUYlS0EPGopONoeScKfrSdPrzpkYa+xp5x15uI33/HABILIVk+tpFvhWaVqGdpBHwAbHgkCpEsvAx5N8XzSXF1yj6vgJgozAsADy2j/aZRs1wVomym5qPSJlJ6W/pMyCSy+Vw9NFH45e//KX3+91334158+ap99XX12PYsGHef30pVFG2K8qwy1BeXry6YFZI7mNRGMmOt8aPEqGKMnW0zJP74too/V6mPGuEBUVqexoOGDIYNFSQmnPK7cvlGHUs0O/iwiZ4v5c9vnlYXwf/yAWlUd+DnRqQlai2Uwra0eWCKAHfC18BDmz3TfPScGWTHENA+hwsXhQ4BGYARkVTxdvFdr3ejk3xbzD6VXS+8pWUUPl6CegFfhtFGgkQ7uYl0FMs6iwFbXtipvCUOQcO4S7VY0Q4wPKYg9AhVdr11kjKXKmLgwMvAR1nPQj9zk0znoIVoma62BjWFHIe6A2cREm0Ff/2NABDWQp9HupmOxoNEipY5ptBWIq2DmVuCL40PkOYbhy8usjaRjcppbpS0BOECjNAbJrtcmFZsEnhrFLZL0pgc7iPU39Ln/mIAMCFF16IxYsX4+qrr8ayZctw44034tFHH8WNN97Yl9VWJBQcJMpVUsoK2OikyjzYpbJEN2QSWjb2mGQ2EhChZVL7TAAgeLhzql86Bj5gIkgbPIBFw+kEpWx5v4thfeSDLOQZwKILirCb13ZY3FtdGlugFF0gKQ1uwuhy/vO098VNGIFiIwuKDuZC4CC1Q/Nh4O3wxp1T/RLVK7Ebed8htcNjDnxnutA0g7Adwm6+k4y9B7C8HbYMiGWHVF+Za6yNyr7kc37bi8o7KaaOoJJjZCepS1KU5br8ced1QXheuc9pG2mfpXdSKmO+FAr7wnfsXhlto8JSlPskgmi+DjmHXV1dfl0eS0HGkGy5qVm8lgCsTqbkaV1lk44/vum7lPyHAHjmfn0eCt8yZ1kV8C3ldkn6HOkXNRCkT31EjjvuOKxatQrf+ta3cMghh+COO+7AHXfcgYMPPrgvq61IUrt30VDKxRSkGMpLjmXvSspEcGACkTDSQnWYYmWebZPdQz+8lLEJUT5PkFQjtIOzL0Honhj+xna2hrLh/ZJp2VwwFtpu3ltsDCVaxxRAukMtLZSad36p7QjKJIrV382n95T7lc+VxkHcsdX4fbYUNm8HVTa8LvEeBuYoa2O9L77wlpVhuR7J5yB9XsoCqsqc+Xv4bU/fVykHigA2BEqctyOlvn1lnhffca47pJ60gwBA9X0x0MPBkge8in5dUsRHjbDDVoF+0XdkpYnfKNDP5/1+aSG6pd03Y5XofBOcKYFUYfN33FksBiG1dPOoMiLO/y4lcFBX8DdLsh8Igj73OOc99qWruz/hHKWmI/pO6HcZrFFsDMu/OwcPiGh+UdJmaSBInzIiAHDqqafi1FNP7etqqpaUUkbAUtDU5QE7ILAAoYObX1Z+55KJRTrZMmA9HGEihI+hnfm4AD6zUV8TRsZott7Oog+ieJ+1NMMWiNI97XUnMe7gJn2QPSUYos8zkwUxj/SUlg3D6XyaWlaiPVOs6YKttSEcw54pcctEFCZw0uvSwwtdkCBJBBU1fOEteu2iUThheClK/RKUuQTa+NzgSpmaKYK258N3IkXNSH421BTFnUQ9tkGYo7wuz1eFggOBpQjqKhrOr06IqFGUKGVROvj7ElkKH/T4QN9S2DJLkYAN8n0FYF40b4QsBc2SKplLLDYvxvdFM/f6deltD80l6B5ffd1wZG7QLK5Aerhewiop5hzajgFCiGSH3nmsh+bESBkRgVVI/Sy67yOZ9ai5x1tAFepNZEuEnYhoIiJlHjjo8gFFgXzkAVtCbKI6MPOBlGaaCdune7+r9lJlFyUln9L8L7w+F/U8B51dWhKkoqAo07mhOR3yBE58PKSID6p4pYVcW6B6zIEhMT2kLtE8UJTBhr9QsvEgypLnwNBMWJ1der4NyRzl+UUooYwhw4Lkno6iNk4I+yX4e1DfDOpLEfjmEIdJyyFVimTwwLflS6MACq8dzFzm9YuNYV54X2H0S+hAKpo+xdDuFMBQ00wbj/iibQ/Y43Sc2lmfJda2tkZmKQKzksQcUf8sZR7yTRE9U6jsaC/ldlFNMy5klXQ/Gwlg+ff4YdP+PHxTmGbeCOL5iGgmFrEspY45TVn+wNo7u9Kjlwv++S/BPd7ukE1esutNGRbmQNrlx8BL4CA0AxUDJ1wJEAVHUXNGRED5kkOXSXsqC1tppy9EfIhmD0lhC8DBsG970QpkUdaAo6TM5WgFQzl4lDhhWKyF3NjNy+0oL2wpFQ0gXKCkseCAqKcoDEFhA4ICiFyUU9OMvoMt2cSR3ENDkgH5fXEnUclXRdst58iO0tqxp0yEDaL8MfRBIHldJhDldXkmrCIHROn78pKWkfelZ/cUQnQjnDDp2NcV/JPKKZtLx71TWCsTxlGIFFLTrlPTTIcMDqjjLgc9kolb+vb4pi0xOQlMRBDlZoHv8lqphAMDAtMjmO2keT0Q5E0PRHwziswcyAmcSvd3CmaW8tygjko0455nLuHhpV20jJsBdLBEHbAsB1J6j9RnL32y4oRLc4X4oaxQx5CaDlLzBgVmlhJNFxtfiZY/8lCJBgdlCQqWR9QUPTo3TdRW7rPXPk/xMqUnLLx8IeKOrNaC4o0FN1NI0Q8mMOMRBLKzH33/3OegqwjVDMB3y/KOjbVdAI5etI0CHHwzWwocqb08bHsIUkyznQAcapgCiMkvITqKa8pccdAGUhMxT+PugZe89L50kKK9r8SBlG2IpGgViYmQknFpLMVOBlL9aKsYfy9pU5G+Z3ocBjeXWO/fBzaGyVSJSlFBT9GFQM9ilUQzS84DqSGrhPQejWUfID4iGRDxlChXvN20XJcLmIMa4gcQKuzS/3cwIOJRkWXwwpUydRINdhtFld3wT0r1T8tNdhsRETriToQpUd4v0RFMCOs0nVWVnU2QBMlzcFN27GShDP1R4C2G9D4vHwBhRKR+SY7Mlu9LUlag/QqZHlpXGAkQLsqe417AzMllZYUC6EBEqksyR0mUs5SevFRXtzLMc4CtmwFMM5timgEISOJUEhYAAFEtSURBVDWAbZIrRGAVejJ9+HVxcIjkedRplrZD8tuQmC8aGUPrSp1pBSUvmgE0RsQ/a0b0b2BtlwCA5Z+VV+aUxFJYEV+iguVMBAFLGoOxM1gPkbYvqcsHxD1l/9XqSllABhyF9yWfYBzOQwp68tI6L7JUOvgeCPKmByIUHOwIlE3p98rNNj44KOfToB9eWJcODjwlquQR2cHDxApCXQYqD5SX5xjrZyflsfEW7emZehR/FEuJ7uoseuatGCUqR2GESlS0b2vMgaLYusjuWzoATD1EzdvZMAWg+IhIvg+S/4DkkKgyItoiL5lLiL8Er6sgLKLUMRbQ2TL/vJNw15soyiTFu9wvn32RFbYHUg3FFpgPHTOXkJWzzVAAQUIzAQCIYE4BWMGcJ/NQyxUizpt82EZumkkZR4s5CAGW5thN83fU1cgsRU8OrqUywqQqTMSurmJiduBl1vvSnV99J2yvTDLBsrqi5qEAKkPnUh98+euGbvrU2LcBgkMyIGIr7G5GhJowBMWmsRTl82n470AKUiSnTjXzJ9l9B3URlE/D+mi/0mPPQyBSz4+p79Ip1vLzCvlcQFOndQnKxjiKmnvh5/P+hwyEdG6bZlZioXtev4p69sR2lujIp8R1E0aMA6nEOPl+AKGyCQCFwCpRsBy2A0ld9IA1SYlK5pJOVpc0vjLQI3V5/ZLZBimkWqKp5dTl6U5fNNsFzrQkBDbPxtd4l51dfh4J21wijBOrqyiYjzznXbVfCp1fFNic7tu8aJtkzqdlWiRL0i9m6qHmt2BT0eUCloKzA0C4jnLTjGj2YKyCFVLbzkzVUjvSzK+l8qKjzq/Wps1vB90scb++AGBZoCdmHhaNzRI3OUkROhzMDxDTTJ+H7w508an+EnCo52fGuFBhFwTFxoFDGRxwHwsgZEQk34yQLYEavpu0nf1eKpOdX2nCNYkR0RxPE4AVU5dn6uHKHN39ClMal5Won3woDYGmdQUUcFfoJe4rUTnaZmcU08MXZZ3NsUCKB7BUHxG+oAihwsJOKViUeUprCfQISp777VjnpJSfSVNaa850NSxyQ2YiJLDht4PmTajpaVEmrIeVFlwL+6VjGACsTnke+hE1DACQfvGxb2f98uj3Tn8M88b7EsEyN7N4SeZyrC6NOTQcdF3IsnImIrwvPfJCdHDVTNXShoP5ZpT7RZ8ZRpcgrUvJgSKB7/I7aJNAD/cR6SHPCb1HTk1Qen6QtExYe6WomXSN8o8NyUwzA0REcwlXopQd4Apb2h0w04zMiMhsiXgkusCIJOe/MJaCAyWvjE14mu2Ul1nOu2384xKcziSTU5h8KKVYYz5ymjKelklOndpCyTMuAukHyxcvW7HpSlTzb5HGsHyfRb/TuRYulClrp+V2sExpZWBrRehI5pKQwfLbXq6LVKVS/dJBdGIivMQpufw8QvUr5pLAOVMwl5TLnENoLhHYMm0MgygcMudj+pVX+iX6bQhzXj1914ua8eeo930VbD8bKweGb96STTM7CZNa7lNND2uK5fsiOXymdRGFzYBeucwy6comIjn9AN8s0bIA9Hjrq8xgSakJ0m857RffIHKGWIrQkczHA0He9EDEYinoJORRLrIpxZ+EKQDwTSJ+WajYtPNk/HTtfjsC72wBHHBmxs+e6p/0a4X9auNUKisDrPC02RgPd74DoPZcalMulfW8oIRlMOy5pd9zudL15m5DtA8Lyqaz5wWlvLMpvzJO55qULd3pKztYn6XI+bb5xOToj4VlBqKZOlPH0zJwDOvifbbO1pBOUdVMMwGrJOzmJVOPZi6hio0zIm2dDBBLJkJWlyNmIDmLrz+GiX+Dx4jkZDAn7Oap0ylthx81479nPjckx9gapuQ9lkIAxJo5so2Zy2hZ4Kza3a/SmucDx5h8QbSuch2cpZCO5FBZimKa4JGztnTOc6dknqjNZJWkfjFQIbFKHCxLZlstceVAMc286YEIVQCa34afcleYoNwJU1HYtK4dCnMg2l8pcFBss5x98fvVGZSV6tI90sXJGwCs0u9UsZV3GwH7Iji4+XZl/77y4pxExpC6OPiSwpL1Y7TpqbL+GNLdS9mpjJtt+D00NE52VpUZh3JddHcYOLgF5+TY3vSBCYM9rwywpHZE+b6QyC5tEaULpdavFFCUrjMjdJzeL6pE6TgCqY9AYAaSTFg5q67y83SQ2s6igbQU9GE7ZODIWUCaICvwR7EAsfkuy2NIFJsC9EJgI40h0nYo+Uc4E0GfyYEIjUq0fSlkloLPa7FfJtOjA0dtztP8Mkldybrsm0QksEG/c+1dlgFWnnzLyQbGYrAMs50bAGDkTQ9EAGLe0JByUTBhFPwPCAgn1E7mS0GfmfpSGOfJsAnf3llMqWMlpLb8O63L8kcJzS/pziY8h6YMDqS6uss6fNDjhdMZOTVUxSbsojSP9OQjF5xE6e6QsxSaNz1tRxoal/PusXxExGPKg4U33B2aaaEj/BtCxZb+Xl4o0z4ruzKqsIXoksSRlZlLKJuT1NV9HwdzkrNyTSGcoz2ZnMp1eQrbSHQVgAPSL82UljwvLygbI7rECkvmzqVBXd2MUml8eZlfl3Mh6+GHJWtKtNh9LQLmoJ0DbPI8rR10U6E5pNYLa5SWA8Ob14LZhreDm3psIOKPu/19hQnINBO8XxfbOAigR8oYrIG5tl1Gv5Swf8kfhSbkW3jZfZh80R1YvfEV9JdkQARkp9/e7fAZMAfFwFzClTwtC5iDWqLYEuDQ6ZXRHSA3A/GPS2rHTmYG8trBFgCJEalnC4BXVxksdS/y3AxUeia8Pkvhu5rtWLKXJnUJH16g2NiOvbMrTDAk2+aVHaAEerSF19jNi4pNAQB0PMLdYc91+Vkr8+LzJECs+qMICeikk3S1HZs0htxcQqMVwnTnRAGophlf8dK6VDOQC9O4azkaaDt4FE6prPT/xM8mYZvQ3XYd2JTCnOVwW84c0TZy04wXDhqwgKV76RHxNez74s8r1eX3KzG/CeH2ab8oW6Y4TUv9yvllibksl87DRCnn+Rjq80b6vvj4WtF7yfeQ9LlIAKwMRL15yMvY3HVCjhnLBEs3o4D/LWsgVQT6ef/9l99X0aXvsD8kAyLomTmgH0PgnU2Te1WgALjC9upSYtl5IjEg3G14qJyhaJkR4Uq59H/RE5wlaqsXGBHL98XMQKqYAaSdDfdHsMAGVwAxLIXEKgVJxgxnOj+1stxniX3hTI/kMNfJd4febk7OtyEBrNA2H+56VSXqJQVTwJy4OzT8G5SQz65iUT19V1aisgIQnVUlVkmJZGljDql+O3QF0MmUTcwc5aCc3pcmhdOVMmdEqK8SN7PwttO6OPjy+sVPMBZYpWoUNjfNSI629FvuDL5liG23+kyP10jnRtjnnnx6fIDV3Y4O+Z2UzIDcbIe0LMhcXO5XCL45SJH8UezjBPw51R+SARGEzEF4OJyeZIyGsnLKVjKX5Jlik1KQ63Wltn6+EPGQWrEdBf08mTr2Mcigp/R32fxC2ZfyHG7rkIGI5MSWfHiCrZczM94Y5nhZuChb50KotKe0i1KUKO1XkJ6c7qIUZkYCWOGuVwcHphOmYpqpEeaG7vCLIKV1nLkkXJS1dkjvSwpL7akuUYka0UAxvhR17NgACfRwP4sAAAg+QjE+PTF1SWYKLaGZlzulu185rkQNxSad9EtzxdC6eH4cr1/S+8r7ZdIJy1oG2iIFjsEGJuxXTdAv/x2Xwq1lIFosQjWlSUCfnjdG++w7EPec7Zb7dJWfVxC+L56SPy+AXinZIQcp/SFv+jwiANkR7/IVrLcT7XboScoKOjsQOnWmCpuDisTEQmjPIGqmuy7qTKuBHmoGCkwztX5d1Maanhzs94uGzHLWQ7KJahE14qF33f/v6EqzIPKDAyVWKX1f2kfuwuRpkmILFLZeV5qBNFw0NA93T+kpvkVlxVDqc8/9CnJ7CPRrJeyLtlCaB9FZJgzmS0Of2c4WbNm/pTzX0gWbm2YSIGrsepMygYkIE38Rhc13vQHoIXUFZqBwA5NG6Pjg2zuwje3mJSXKd8RpxA+6x8kAqcJu3gTEfG6wDRFlIiSzTVfRZ4GSLMnMPEDbqIEeK9+KB1IShV0eJ9/RtjRWfp9r2LwuUjOgwAKGoIe13QRzDKQK7JvlPxSyb3RuMDDHxkKMqDJASn9IBkQQmhz4DrCz6NDF0WvZNCNS0WXgUHbczAVlWtx8J/mQteQ4/o7CBylyWadXRuvKKT4Msm8GLwv7pZ01I+bUYP4XQLhzTBSANIZBtttSuRRBQBfD7uEVmIMYB7ewLi1Et+QHoLEvhlnByu2hOOdJ1HzoByKBAxlg+fS7vnNUfUQ8Bssvk01O8pynCzZ3cpV22JwSl8xAlk9PABwjzEAaI9JVTPOS8IiqUr9kM4vFiHAlKrIDBqukO+HqcyMIc/aii7iiTJlUruh524FwfCUAoIUed3b7NnhjyOZGgfaLKXMOlAA9YaBnBuJ1EUfmpK4EEHEWsPS7yPRIIIW9Z4nBSupioIwyc5xhoeCLg5T+kAyIIFywpYRbWoguzyTqlYk7bIhldFHm6YJDh1SjrhqjLkGxAUXvmdbztHGidcU4gvF+tREzUOCsKoIDeOPBk3uJCy8DAP59HFSGi1fot9FdV5fuad9BQI+WR0T0EVEUtnVmiOhAqvgwiH3m/hLFEGBJqeZDk1O46+WREQHFbphmPADLFLaVlyIFRKyuHpieQNkopgOpLIxkCXOgiAeRsUgG632FGYjDtkuhvVrUDFeUtI1tTOlJJ+Jq7ECprvIYgrVdGEOlX87RAxF9JVqeM7QdVr9UUxqZqzSsnv6/k3zLYZ8F3xfFP8sDBwa7WQnoCXxVBGZOjaiiICVjRPpXAuVgJc6JUF6W5zY3OQTOWZRGi4iNt0JPg1wcLFqhq+iSFL9abLxcV+X9kk7KFDMTJvRr6f/8jBf6zCCSRQI9yhiW7vM/StHngI8HT3QkhRdK/Soo88ZkX0KFogEsfk6O1OeYCALRb4OzSuRsjZ7SZ1vtkCOqfOXV4dXFlI3pI6I7qwbOlEk7QraMsx51whiG5q1SuZSXhI4vN2EE/i1EMeSUMtvkWLrXiprh5xrR+/i35/mBMEVZkw/nIU92x00HdDzSSCF/PgFhWnvtmASvHZazquLkXrpPHl+aZI6DFMsvSjU5CYwYBd8c9IQAK9Q3YaZWCmz4PCzd65kqyZjvacmACELlwJNF7erUd7b87BegJ5aiu4zt5mkmQc1eLikvvtv0d4fobqMerVBOZcOp/jY2Fl6ZtCgzRqSuEPZLSwtNIzeSXAYKc+TVtYu/r7Rf+nkyRGHn5T7HhApLtvmA9jazIOoL5U6+UBbSBUpLTMTPyaF1yeZDBRyIrAfrV2cIegI/G6Mu87RZHr1FE25VZC5hQFRiItg89DJkBgrboMQNBaACR3aeDB0PrnitPkvMAXdW3NUVHspWTTgoBQc8Fws3v5XanxPLrMgjPhZ+WfcYFoQxzMv9oqBHK6N1cQaLO7iWxoN/DxKYk8tiwAHPrAvoANurK0gYSOYGBz0Ca0vfy56WDIjAZz6AUCmXdzW0LLHZMZoXSD8UrnjpfeFhc3nvHlpmeWdrKZLpM9XQuKJLUvwGu2iWEMqrS/AfCUJqhZMtteO8Zd8MzrCQj1zxmaH9Cg+NCgFA+Tc+hjKr5IMeqS6+yEsHb2lJy0p95m30lY2VIVPaHYYngAqgkgFYMTKGKxsBYJn9UhgniXHkznRi+mzLXKI67pVBDwJGJMeUvNQv0W+DjUfgtyGYyzibA4TjKzEimmOkHA4qj5PXRq7YJPOWyVLYdeVzCDYVUr/K94e5WNJrtEMgfRaQK+zQNMPZEhn0yMDB831Rw3fJGPY4DwW/DQmkJmsUvDLbvCXMDWUDI4Ge/pAMiMCfiIC8A+BlPOZayt8hlgX3hR8ev48uorQNtB0cRAGp4552jgsFWJw5kEFU6f884yKtKzyJNK1LC42UgUj385i5jI6HmpfC8GGwfE6khTLpl+b8KCRwChkskiGz3C+W0davyy+T+sXnTfl95XKEOg7YlxBUWuaSkKXQARb3bxHpd8U2X3TC+T/JOxHAQSVhrhzMGXNDZHos2zxXAEyhSKf58vcvldlJxrq8dnjMnJIxuN1gKbjpoNQO1i/2/v37/HfJlXzpvrxXRkNPNbZEOgVYc+ot5HPBkQx2RmbZ/8IrC1gqixERQE9BLhMjfgzGUQM99F2U/9nOyiTW1jxrKEto1r+iAhEGKEpl/ofH75GfR3YAVYCeELxYwCbczadlOfF3IAUV+ZzeL36fVMbt+ZQ6Ts1Y7MA+KeKnvGhYKY0Vvw3nKDXvf+Qmc2T4bViUuJbQyvSlMVil4KAsYQzDutLnBSnIzWgFnX7Xyuguj9fVbgBH0zbPIoV4vwp5ciYPB6miiZCZZsiirPlt0N18sEsVo7dkMJcyImnuCY31AEIFa2WM1d6JFIXDgRK9zzLNBD4HgsLmZoCAYfOAKIyycE7R3/0yzgIa5hfBbyNlFRjokRiRYK6FoMdkqjlYZvPJi1Zh38Muj5nz6+J+W7QsYHrI+yoDkfK13DG6dF+og/aUZEAEujLnXsR0ZxsCip7BBqAregmIcCc26XkW6KkMYClMj/BxpWXh7pC3gy4EWiRDkqNDCAcW/VGYoq9nphlASv8uKw36PNmnhwGHmrCuJHeGchaK7SQaLqKhCUMYQ9Yv0ZeG98ug3znooWWBM2UFTITUZ27CksqCHWUEwyK1UaLEOziFHeyiBeZI8Nvoyb+BsmWaHwhdU2IyxgYmEcnnIPClCQEWZ1/knCW6CaONjWEYhiuB3nhfCm8eKqG9lrksJrOqFNkVAr28eo/mkCqWCWPITTr8HVPQYx81kPOeJ5m3tCR+nmlG0EF7SjIgAkn5akrZAgBxZRx1qqwH3dkKgEhre0w7pDAtaSfSU9ulrIX8PkqiBGwJ2aUCcjgwN3vQetOcD+UPOa1Lc4yV/CX4rkcKt+ZgidalnQ1jmpwM05dmcpLKLGfl9FRhiZlh4EAA32E4u15XyG4JwIH5I9A5w8vMgwgDXwoBOCjsi5gDxXheaLaj7eBlpR/KOjTGWdXyH7P8UTiYo74vaeRZuX0GODCy7mphyeW+0ftoO2h/S/flvTKpHVKUSHkceYRWnt3jmSnyelmBsbaSX4xj91E2ko6FXBYC4rDtySVqyLIJeiSmh/uqSEyPkuxslwB6+kMyIAJB+WpmCsPsIWVWLYsFYDTQE82wVANEBGaD041iXQYzo7VDNAOx3UbU84TcHjF18Zww6fNC1kPywaEKzG972oYgpXV3WRqdES6G3MGV1sXpct9xj1H91m4+Yoet5REpPZP7xfj3+P4tOe8emTqu3AxkRvwIbBn3VeGsR9EhTPGfgEPDr8DcYetjyP1ROCUuOjjG7L4F5kBzZBXNL6ztEvMZOj8iECkpWOnvEMyVRTLNiGU5+ZmVrJU+6IFRJj+TLykSeOHtA8J+cdYDEBxjGXC0Qao+NyR2UzMfc+awvyQDItCVrw0AoJZZH0ow4RVn1VrD+VVKaFaWGNBTiTknhvUotRFimeT/xMNLpeeF/QpPFY6pSwNf0q43KRP8AIK6DPNW+I6NuizgqABiWmbu2Lr/KQMsv4x75wMUfPnKJs1/Eb4vnqqf9quTldF+8bJgpywp7EqSjJG6gogqgx2wcpZovkCWU2eM2a5dAF+8TN712uZIO7pIYkR8JZXL5YxvT183wjJDYZtl8lppAYBo0KM8k29uJHNO8gxjHS0I85CbdEJTnwQOBRNhnpeF6wbPyGqxb/0hGRBBvMKWwjrLYu/mK2cpYk09IUthfHgxoMfoM++XNR48LNkrE7zwg3YogM1qo+T7wvOZJM8zd0M9j720g6iqrgjQI9WlgS87essYw5qIMTTarvkISc/U5iGgKxvRWdnyRwmit9Ln8QiNShiWqFwRgsmJmwhl00y5faFTJw/f5OfJ+M/022H5MNj98h2I6XiURWJmeL/MjVlFZfI8lBR2Wra7oAf+7wIASNrnvS+5zPIRCRxSPaBU+n/iP+J9X35ZjbA2aEnhJNDTH5IBEQhKlKRcphMn5iMpPU9X2JoSpTbRnu4xP3JLmScfMsTfK67L2/WwZya7ef/3fC6tIxwLOr4ysCk9QwFzosLOdbedP09fNKy6rHBrnjuFt0+qq1pHZs0c5S9eRjuqqMsEB6bZzn8eP7wupi4pCke0zbMyCdgEdnvlHul50ncZJDskYxFkamWmPok5kELx6ZkngDyGncxvg98jzXme3I22cRfzOSndB09SfxSmyAUGKy3T56GUxI0/U/Ozk8v6DvSEoMwCbPLz6DM5uymNUzJ3BTbHMfZQmoeU3QJkdrM/JAMiiF9gLYUtHWyXlsUper+uONBjKTb+UZYXGw6wTNBjtd3wmalV6rJMIpKzqnRf0C8CHGkTcx7o0euyTE7hGBaSuviawne9MXXFgFSpLp4VVGp7JWNI3xcHCNruUHLqFeuKnBu0LLS/64rN+h4stownT4t5nr37NkCqUiaxL+nzem6HbCKUy/yMpmBl+nrjm2fzYllgirDMHoKjuFgWOMcr4KAXQI/2TJuZAyuj4ySDHgvoVzbXjLYbmwrdvCXsCvagZEAE8Ug5VnnZi3JcXbGgx1Js1oJNn2mh/KoBkbKz8ZVXbzEH+hjy8LferCt00JPrstiXWDZKdaYz/FEqWdiiwr6N9xWW6X2uMx2Pw91cWBf0skDBlhd5BCIl6gIYq1SF2U7e9cqgxwIAdcZ3qZmPAQTJzsS6KgIpPQOYSphU38/CYPQiwUGMiaWnMs3J1ZwbQduNb89gAeNAj/69at9yJZulzDQzACT2I4pWGuaCzRfl3a0rfgHQ7PZm+wxlKJ2vkzzT8x8g90SYjnpse+R4xPr0VOS3ITgQlutKc8xUUFfkYkPLfKancuUl39czgLWVqFdkgwOL6tfMQEKUk9SOcOxlYEPLQvNbHEhVQZSgbaTcKfx55q5XU5QRVD9vg/Q80xxpfXuaaSbSWbWyMg2kVr42ABxUVAN6wMosoJeCAw3oWUxPJQ66MeYta2PWH5IBEfTAKkSaMGy2JO5DoXXFmD3k5+kLQG0vgx57hy23Pxb08OeZkUIKuPEVindLdDtiTSmmv4xp+tIXL80sRpmeakGqad9mC2D5b6tfsewbL9N2xKHCiwNYgfNuBHMQ5MfxduyVf8virlejxGN38xojZlD9lTwvXuml/87l0vqD9hnK0H+XUMuCsS+DHuN9mf0ygR5YWc+gpzKW1Zo3Pc8N00G3gnU5hunpD8mACJiZIp/zXqynsCMiHIDKoks0FkBKuNXTPaU2xinRvFJXNQnSerqPFtljGNeO2AXA+vitCJJqFGy0H1AksAnKVPNWlUAkcqE0x7CK5wH+2HtzoxCmz5baHgIHA9h038f9UQp5etJzBeA7Yicq+b5EASxr3TAcNOP9bOKYiFifjlprLEyTiMVuyd9e3gA9Mfk7pDIL3KbmLf93X1fkjTJ+HwVwcvttpgesTGcc7U1RN4A1QFl/SAZEEO42Y8qsVOgWOMizD8NfHDXmwG9TbMRHNSYnM5FYlUqUTvJ4Z9V4RaQBmFigZLFb8Qpb3wHGgp5YcGvvlKsDB9p9tXlrDKsDsJriMAGg6TQdB241RVHJGMYcYMnL7KMh9PGNcabkdVGznbURsdavWEAcDzbigI31zBj2olRWSTvkMgp6NFZGanv1idpKf3Mrm98mHRDxugoGG5Wwmwbo6Q/p89N3X3vtNTz00EPo6OjArFmz0Nzc3NdVVizaDhDgLEVvUNF6Xd5uI9KvIFYB5HPs72iAtfs7bO5Lkd6js0OWWcmy6Ws+ItW+r1gfgejnVUnnxprSfLZBH6fQgVTplzHulj2/GlbJnNfGQh49R6NZJR1gWWYbnuBtl9SGCpiDWsMpnTOfu1tXTOgp4JtFotkGU5nHlfkmG51FCZ1OrT7HgB79nmoiWXhdHtNjjEXwDRkgxc5nkhfrkkyXe1L6lBH57Gc/ixkzZuC///u/ccUVV2DKlCn4j//4j76ssirxwEaNPySq34ZFlUYulJx9UX0peF2GcojZsZfqilM2u+tMyeuq1lk1escWqbBjnA7FdijKPJrNscYwEqRUnWMmEtxGm7cix7AS5kC7p1qnQ208PAdXJUy00naoUWlG+8x3ORAVtgK+zXwbvQwOLJ+TUClbylwuM9mLXmB66G3VR/zsHtMTsjl9CgV6lD5lRPbff3/85S9/QUNDAwDgzjvvxNKlS7Fo0SIcddRRfVl1RaKZRACdEQl3LzpI0cIV61hdfnSJrgxtM0XPO0CAsxTWomwoSs2ZMp/37KAqOAjGqXLWI3imt5vXP+R6ix2ogo2q1onNzDGisRRVO8zFASLVbGc57lWrsDXFZizKwZyPdRQvyHVVYsKQDhUU61JAqgUAzDLju9Q2FSHoiQNEWv4hQDcRauGvQA/K3AKw2pw3lHy1oMf/twUADdCrOPWGZTLoqSxqyrpPHsNY59f+kD6FQR/84AcTEAIAS5YsQV1dHdauXduX1VYsVEdzRkTbsVmZOs2FV1kM+TMtBSAdUCW1n06uWtavGqUdZoiusUBpiwbgLxw2A2At8tXs5quj32PNJXlFiYbjZPU5Djj0NtMTG74Z6zBZCfuiLbCx87Ba8FXNbr5ak5OWK6OyXCyVl0WHdVaQkVcDHHbeDH0MrbKC8kzLSdRmeowyhfkwI4iiQQ+MMvpNRYIei80xABHdEMaCnv6QPvcRoXLfffdh165dmDlzpnpNe3s72tvbk7+3bt3a5+3SAABgKABrx26ZN5QdO6/L3pXJCw8vyxvgoBrFFh2twkFPdPhuerBdtSYi1ZeikudFJ66rvK5YMMevrcZpuhKQoi2I0SmtjTGMdiCNbHtvOM1amwrTgbQK80bswZGV9Uub8/o9sQxGrNOseVim4eRs+9nEgB7vlqgzXqQyDRDvbhp3qaz331flZbGgpz+kIiCyZs0arFu3zrzmhBNOwN577x38vmXLFpx99tl45zvfiblz56r3f/GLX8TnP//5Spq122L5UqiRLNaOvQrlBXCQUvlOuVTWs1IO6qra5yCuLnpbvaWgqoguoREJgD9WZl1Vmhw0gGglizJ9cGJNRArQqyRKIJbp0eZo2D4yThU4zGn9skyfsSDFpN814GiaWDhI0cu0MH2zXxbVH7kJiN1URIeKR5ZZ4CXWbBdbZjGp1YIDnRGx2IYqQY/CVHmAzfBVsnLdxAL92FPW+0MqAiJPPvkk7rrrLvOaww8/PAAir732Gt761rdi3LhxuOmmm8z7L7roIpx//vnJ31u3bsXEiRMraWbFouXv4GVWUq3YXa+mvIAKGJEqTss164oMf4wFRLwulRGxzEBVKC/+zNgwTLMuRtnmlcXGjHDoDRMRKYo19VRbVzVMTyUAVlMO1dZlZZLUFJutRKsri2KVKviWe5t9qcbnxCrzTCyRfgqVldHfK2fYeBsr2dzwZ5QPDiwYTI/moByUKe2tpO1+SgRel6yLtDaU6mI00x6WioDIaaedhtNOO62iCl577TWccMIJqK+vx1133YWhQ4ea19fX16O+vr6iOnZXtOgHXmb7bVi7Xg2h6uDAjlaIUygmIxK7i6rKTOFfp/oBGKxS9BhG+vSYvh69wWBVyRxoACuf03dOvV0Xf6Ya5mo4iVoKNjayy/fN8G6Jzt8Rm2PGZHOq2LHzuqJNn5aipGW8X4pCtJOMVVsmfyux4LCnMGcqfr/k68pp0ssnyprKvApHVu4vkSeV9QbTo5lmeOSKmagvEsBo5i3t8ML+kj6FQa2trVi8eDFqa2tx1113obGxsS+rq1osha2VVeu3oXnT87Jovw1LAZgIuBfqivyQe8NvQ3eMjRvDakNZLYBVlY+IyXro/YrN+xLr+0LrKuT9xHoa0xPr+1QqsxRsz322Ft7KjjzQWIo4tqGSsmrqqpZ9USPWavRxik1oFssQcuDst726TYAGRq3v3Dd7+O2wnHc10BawGV7kif49xJb55hhrY2YB7Dh9429gLH3wBmJEKpUlS5bgsccew5e//GX85Cc/SX4/+OCDcfDBB/dl1RVJNEtR439AuRzgXPm+yhGqlTytesWm1RWn2CpSNsZZKFpd9s62coUSa94ybezclKYlSDOAY2+kXaeLQ9ivyOdVcUK0lVjPXsgNsKEp5XxOBcjWmTFa24M2Gn4A2qIcvP9YQBwJHCwH4qrzSChj742Fsb6EmVr1DYfWRjqG5bT2Xd3MQTT7EumgzRVnqf0CS2H5e1nRUcYmQI+A0sewGtDTJ86q3r/j9EZ/SJ8CkalTp2K//fbDAw884P3e0NAwoIBILCMi+SN0diMRTSnX1eRVZ8pYhR2CHkPBKiF6od9G3EJpJvdS6Xx9AYytKxakVBsNFHuqcCzAMhkAM6Opshhy0EPH18ieGs9gEaUcnJlBFbYx16pwqJYVSlhmRqXxnX6N0i/DkdmMIKoi4iOX000EFiVu5fCJjpwrKPPQcNysyEckol/l+rrK4MAAPbEmJ2uO1uRzKMdW+gqWXWeMoQYI+Pcb/Z1HmoE8c4zJAkaCnkizncUq9rdppk+ByPXXX9+Xj+818QFAnGIrl5WdmGKdKS1g0xNb0tHlgjbyBcSLvTdChbUdALe/mtEgu+tLweZ+NayCHXkUq9i4glXGMKhLaZ+R96V6liIWYBl91uoKQA+5JzaxnrUoV2FKi2UVg3Yoizy/z2aVZPBSKoubh15dkQ6p1gFwXn6NAPTIwNGcG4bZxs5ZogOnQj4HdIVtj3VWzuVY7hBymwkOKOjhTFreeJfK2mZ9e73hZxPrXKwBlqDMABWxpur+Ns30b+0DRKIjWYL8GHKZBSisLK7xjqyRi6G1KCuUXan9pI1Kv8LFUK/Ls/WS5/FTSmN9Diwa1QeBJC9JN6sk1lXlAqWNU9XnrlShsDmY89vul+nRKnGgp1rHWDN6S3GMLQPimHZoeS6sHbAZQRTpTOk9L1JRmgrKNFPQ33XgWHVyL6Wsku9cu473WX1ewMz1AHqEtttmoPT3gMFSwncBtt5EMj0WU60xbnyNKhiMSOz4qune8/73xefDnpYMiMAGB1X5WZgfa/pvO+IjjlUwM5pazo/WfXTRU3YUti+NDmxMRRTpP6IBwLAd7AONTMYUG3nkpeSvdvet7EStlPycwdJ3PfouyjQRRgKiavwAbIViAAczFb4MKqy5UW04qBamHc75OOAY74+izw3/+9IVW29EkGgZSAEw4GgoZaXMfP+W30akv0SBPCMAPaYjpzwesaYezvRojqu8XbHh9vGRk7xf5Do2vntaMiACe0GxFLb2km0gIk80/jyLmYmNwok1A4X3ycAsNhyY+4hY4dGx1LyW0jjWWTWoyzrXJnJ8LV8VHaR6l+nmkgrGV0uEZ9UVP9csMKfXpXnoV8ICqgeRGYxI7I7dYl9MnwPFhyHwl1AUTy6X0+32kX4bJpgzoo1i8/T44cAVgANl3KwIDQtEaIod4HND/5Y9BssCPZHg22Ii1KMLqmV6DKCggSPO9Nj+M/p3vqclAyKwFZsdySDvUmwlrz/Pd1bUJ+juOlP2eB+5VDuIzlJQ1mJotUNLrBb4vlisRxWKyLLN2uyAzqRpzqWB/V3xR7D6FeY5SP9dTX6M6k2Eer9izq7pqR3xPh3yuzR3tgaY0cAhL/PXhrjn8fbbqfDlMkuh2IrNUqKkrCC3L3ieycBa8zDu+4pn5vR++cAh/b0i0ONtEOTvlZdZoCc2OKKalPySU6/WDmtO7WnJgAh6UpS6stF8DiwAYC685s6RtEOjhyswK8XubGIdAS3TjL3YQCyLdgSMNGFZZbSuMPqBto+Dr/Tf0UxPL/uIADqDZSnsWHNJLJizc7GQthpjaH4rkWfXVGs+1BWb/o36ZgUdYJmKKDq5lw56LBZQ21VbTI8VXZE3yvz3rL+vmAy0PZVpvkB9AnqUTZYVbWUBm9gcNrEnPZsZc6sAPf0hGRBBD/Q7XShZWbEcWsLKqgcHxg7bU4hVgJ5KzAqaL0W0oqzgY1BAT3z7KmCBlI+cP4+GfPaGc7GVH0PbpZoMSzAe5HlV+D5UAua0ukLH2DgFED2+xsIek2WUPy/Wp6d6+3vkHDVCsWP9NiyF4rGbxvvS/FFizdGlMg3M6M+wduXxLJC8WbLKQvOeXqazgNV9X7E6oJrstJXlG9Hf856WDIgAGFSbRldYipIvXkXnxDIb2MiLUKks/XdYV/rvWL8N2w9A75d2X6y/RCWRRx5tr+zYA/OWYS4znRUVhWia34x3Uo0/CqfsfdAT+bxoc4musK26fFNltYty3BzVADagvy8rn4lltrMW7N3NFVEZgyUrWCt7pum3Y4EUZZ6bij0SpAagJ2KzxMvM6K1oU3BO/J2XxW5geiVCp0qmR/c79NurlQXOxaavjv78PS0ZEAHQWJ+mU+ETdCgp4zlGcsqHolHlgD8J6yvYHbrdBT0mJe7fFxPmWpHPSeRONDYXiwZeeqpLO5nXel7VzqqKX4Rp6okd39gMr2yxjvWz0RzhSvfJANbOjxIJUiP7bNHU0eAgMsrFBFiGqdICPRrjYPkqxTuKG6yCqUSJwrYYFovBiExOFx2hY7AU6hlgkfMwBAfkHiN8txrQU9E5MRrAMFgaMxdJJKuUMSIDQIYOImCDfQyNg3SQMojlxChLQ33KsFAAAfgLoL079CdGFzUD9cKuzPc50Zme2ARO1VORPSuASsxKllkhRtlU4iNkZULVwzdj+6WDqNgxNBVKtHnLmKMKmMvn/DbFtsNSRL1tmrGiQaIVdqyfTTTo4bteuSysS1dYmm9JfNRMJQBLVnqxZhDreb0RvhvrrGxFL/nfl3dZNOjxTCKRzqX2WTNxa4MZvZQxIv0vQz1GJGeUMSBCTDrePXXpPW0dRa/MAzZsgWqoo+wLY0TIv7WdQmCzNZ1LQco46JHLov0KzCyufpnPvuw+wIoOxY706TFNB9FtrGYM9TIzfLeKBco2icTVVa3PielLoYwHP7DPZ3oowI4Hldr7igY9kSCKl1Vz+J6tlA1FZIEDdRPAvuXouuQ5b9UVG/ED6IxDwIgoob3VOqvG+7RYoCcSwFo+LSqrtPugpz8kAyLg5hcfXAw1GJF6BYjQj2FnR5dXNnxwrfq8YUbZINIuyr7U11D2hbXDNDnIFHvpOYQRifQr8ECPlcuAAyzq+xLLvkTu5mP9G0xzjhKGy58XmoHSf8eaKWJNWGafFefHinKFGO8rryyw8XVZ7EucIrKc+OjjzRN8q2DmQtAT1/be9umxnXDjlF5saLNlfrHMkaZpRpk3VkZT+30ZdUUqbH/e6ODLXze8y9Q1pZJNgL+RsECEDKp7A/T0h2RABD5LweYxGgel4KCeLcr8b0l27vKByDDyPL5oUJDCFQA193jtIyDq9V2dftkgnemhdfOPoYugA+3smsBmGw0OWF1FxffFYgAMRWkpbCpaXaGzcnWAyHNKjT2wz8x2W/nCVi2Yi1WidYrfRp+b0izn4lhTWmSUS7WMowV6YurioMcfX0vZxH17lu9LtGOs6XMgvy9eFh95ZLTD6JfGHpthyca3YobvKmtKrFmFt9E6Ibo32GMN9PSHZEAEwBCizHd1MlOKaZrpefjaO3VGhNuELbZkSJ18PiH9gF5v9+saOaROfd5eDXqZpsCtNMC+ScRYUCx/FJWyjVdslsL2/WwonZteE3s4YE/tUB1+ewP0VJGdtqLEb4pznllXFff0VKZl5LXGwmff4sAGb4caUm06MVqAKHIMqzBFBPeZjIiueDQlXYnPQWwkSyw4qMYMEguwTObAmL+xIcC0ufb7MgCs5ftTkOdXrCN30A5WtqclAyLwJysHDkMNVkHzEaHCGRHKUvC69vKAiF9XQ13Pdb3e7jMiIwywMWpoWsYXbAqIqFBQtp3VRceiEmqeAhFtgbIWMnqwHb/WqkvbDXBwGK1ErRwzkVEC8aySrgBUIGLsAGMBQFhXTrynIvt7JFsS6+BoRnWYPlNyn63j1msMsFEN6DH9KiKZA4sh0swlXAf1xibAyjGj32M9rxdAj+VcXEWCvxyrSzWrVMD0RIdbe3PFWr/k5/G6s7NmBpi0M+dS6pvBlc2gmgggwnxEqMLewUDK8AZqtmGMSL3MiFDhQIQyIpQN4GWBr8qgntmX13bu8sqaGuvV53kmp8gJTz9+bi6L3elzJapGHlGTE6tLizoI6jLMWzr97tdVrcmJvlnN5GQptrBf6b+jzUCxdVXAzGjgJtYR0Db18HbILABtH89fUrVDtWbCoHMevsSOkx01I4MqrlD9qBlrFx03vhbtX/370kCPvrOPBd+xwJGL9m1bJiybpTAYEaVN/H3RcavkzJs9LRkQYbKrywci9cT8wpXN4AiWgul/T9o6dLaEfwxRjAgDNvQezmCYQERhRKi07ujw/h5DgAhfDMYOH5T8mysiytpQoRFE3PeFvodKkoxRRoQuvvT7rMj3xWJfvMgjeaG0dm+VOD/6GX5pv3QlarXdouapaH4AwRgaystuhwzM6PO4EjV37JF1acwE10GxjoBWuK2msANwYOxeLdOn1o4ao18mcxTrrOpFq0AVLUcHL7OZyjglGh3JYrQjljmwQ7v170ubU3xNVVm1CuYhrZuDlD0tGRDplqUHj0MuB7z7yIne7+OIEuWT5tB99lKfN7ib+dh7WL16DQc91A+E08Caj4gldDHb1uYr81FD0nbxCaqZZqhs5c8bmj5v604fpNAx4GM4eqg8PvQDemlbO3ue/k4oc8TZEh5VVBZ/0TQUm8lS+PepJify/ECJVgt6ItgXayGr5MRpKhqrFDBYVZpmaJM1RcHXz2pDhXXTjPG+DKdZ01xCHqMyInwMvQgKQ7GZeT809kWfh7a5JO5d8nHT7qkkqsMCt5pYbbfKrO9ck2r9UWLTrueUd2T5+1Xi77OnpXLt9g8qV51xKNpOmxWwHI2DavGL849BIZ8Pdnrvnb0Pdu7qwtFTRgfPu/2jc3HZ/z6BC982LSj76IIW3L76WZx99H7e72OIwm5g/idvmTIKqx7aJLZ9/F6D8dxrOzFx5GC1fzyxmuc0yxaKGCDChY7Nq6/7ZhsLOIxu1IFaWTYzIEL7yf1sJo1qUOtqaqzHy6xtgK94OHOknYUD2CwFN4VJ91i0bFgXba9/HzUDqQo7UGzpv0PFRsoiHX6jTRgVOJAWI0K7g7qs3bzh1KeBHosRifUrsBJJxZpm4vOI6O1QDylklUXXZe3SqzDBVuSs6oG5SHAQnR9HBz38m1XrigRssc6qltjh7HGAqL/DdzMg0i25XE41tUwZ0yj+XlPI49xjW8Syg5qH44YPzhbLPvO2abjwrVODnUJ9TQEPfm4Rcrlwgp48qxmdXQ6zJu4VPO87H5qDr9/zJM5bELbls0um4daHnsU5833QM3poHWryOeRzucAUs3DqGNz0u41i2w8cNwyP/X0rJo8eIpYD4W5uLAEiXEYPlU0zVDiTQUOqX2j1Qcok0i6+E504sgGPv7AteD79WP+65XWvbJ+RKbDha9AwI9xas8hZTrhWmLNF51IzkGdy6oVwayu02zM55fR+Ves0q4Z2G0DE9Cswcp3Q96WdUsyZg3j/Bt5nch2l33P0mnhgE+urolH9IUiNBRvxSk+T6OcZ5o2+Bz36+MbUxeeh57dRQZ9j6rKATei7Rb+p/jWOZECkn0SjK5sUhiCXy+HUwyeIZfuNHoKvnH6IWLb8mBYsPyYEKDWFPNZcvBhF54KPa+G0Mbj2rCMwdWwIwK77wBH45v0b8IG3TArK/uudM7HqwWeC+kYOqcP4vQbDORf0720HjcUND/wNQwQQOHfyKPxuw8s4cNwwsW9AuMOeNEoHSBRUaMIdiPcl9zz76k6v7OAJw9N2sDGcNKohMCkB/sLw3Gv+8+wFij6jcvYldEgkwKYSk1NRNjn55pIKFKWxEy0qTE+1ZiCLOfDYFyVTp6WwbTCnKxQtCqMSx9h4p065HQHAMnLCmGHEBkOkife+Kkie5n8PVSjsCpgDj0mLrSsytNt2+I1kRIz2mebIKvrVV5IBkTexWJE4i6bvLf7evNdgXHLyQWLZe+fsg/fO2Sf4PZfL4b5/WYCuYgh65kwehVvPnYt9R4Ug4ar3Hopv/24j3iUAsG+89zDcvnoTls+f7P0+oqEW86aMxpbt7Z5/D1Dy/7nuN3/FQc0hsHnX4RNw2+pncdy0Md7vVKFQB18AOHj8Xul17Ds+ZOJeePBvrwb1UGXDgchB41Jg8/fWNq9sTKPu8KutIdbaomV+BWxlrjlfWwrbT9Wus0B8N0eZMM3fxVLYlTgJetmENYVtOJBaIZpc2fgnaWvgwBfTkTkyQkWLWAsBlu6PYoGeGL8NDhw1dqin51nATJOq2ZcqGBEr9NgCxFZyNk1qDHaooIQDA/67je1XX0kGRDLZI1JbyENLuzJ7v5Hi76OG1uP8Ew4Qy5YePA5LDx4X/J7L5fCdD82Bcy5QHAfs3YhfX7jQy6FSli+8YwbmtozCwqljgrIffexo3Lnu7wELNLyhFuceOxkvtLYFbMtHF0zBT9Y8j7e0hP5D/7b0QPzHHY8FprThDbXI50qKqqVpqFd24oyxuPgnjwII89csnDYG3/3DM0E9Huh5dYdX1lifmpU6mdO0l/7fSECnCb/EMs1YTp1dSpQTFb5Wx5+vpPdLUwBct8YnNNNBj66wLeVlAEfjCAXNhGGZt0ynTgP0aAArrEsfJxP0GGZHTazol9h08rFMT40152MZjGgfEXqPATYqyDGypyUDIpn8Q4qmuCYq5plBtQWccphs+jpk4l44RPDNAYCLTjxQ/H3kkDr89l+PF1mJc+bth7e0jMYBew8Nyu6/cCEeeGoL3n5os/f7mGGDcNm7ZmHztjZMGOH34V9PnIZNr+7EYUIU18ozD8fH/+dhnLdgivf7Qc3D0NI0BE+/9DoOYCa446aNwVd/8RcAfpI9ADhi3xF49tWdarQT4IdrAz6YqcR0ELM0WmHJtp+Nfx9V2NrcCX1EdMBmR1RBLUvb4P8dnbOETTiHnpkePtC2KS39N39fHsCKZl/I87gf026CHi6WwrbKLMCpiQeUTEakF0CP4YRth+9WDnr6SjIgkkkmfSTaTi2Xy2G6YB4CgAkjGvDuI0PzFgCcpvgINQ6qxU1ny47Rbz1oLNZesjhgUfL5HO78xHw8/vdtnq8LAMycMBw/OO8teGlbO8YwR+P/PvVg7DtqiOg/9J1z5uDa32wIosGmjxuGdx0+AU9u3h6Y/I49oAnf/f1GjG6sx+Qm37/nnYeNx5fvegInCGbCgycMx9pnW7H4oLHe7817DUYhn0NX0WHKmKGsLO0LB0tTxzbi0ee3BoACAPZqqMVrOzqC5w0h5z9xh2+af4ibQOnfGugJw4HjzCVcsXV0ygdYUuEtiPU54SClnRyPofkccDBnMhGGMo9heriYWY2NMirVhO/a4dY6OIhnX3TTjJcIMAvfzSSTTPpLtKMI6msKYhQWABy2zwj1WZ9SzGXz9h+NefuHpqi6mjwufdcs8Z4Z44fjtxcdL5adt2AKzjxqX+907LLceu5cvNDa5kVJAaVQ8V+cfyw6u4rYf28fLC2dOQ7DBtdi35ENns8NUGKVjtpvFOa2jArquu4DR2D1xlcDxmxy01D8+0nTsb29E6ccOj6o6+FnXkNL0xBMZe14z5ET8WJrG86Y7ecsAkomuN8+/TI+t9Rn2sYOG4RBtXk4B8w/oMkrayJ94WCuZcxQ/PFvr6CQzwVOxOWw/9n7+X2mYGxf5vxNFVvzXn66AJrrSPNHGT/Cv4cqUR5BR8HM6CE+A9dJQsW0w0cb2byh/aeHjwI+6OHzbQdJqFgfkU0b8JV8sAkgr6GenVf20rY0vUB9ofK6+LhTnMtBDz1+JAMimWSSSSaKNA6Sc9oMqi0EIKQs+ym/1xTyog8QUHIGPv3IEBgAwOH7jsTh+8p+TGfP20/8fdTQenz13YeIZUtmjsOSmaF/EwBc/b7DAIRMyfCGWvz6wuMwuK4QKMq3zRiLm8+ZjenjhnmJBQHgk4v2x4HjGnHSwb6pDwD+v5OmY/1zrfgI81XaZ2QDPjB3X4wcUo93HOLfd+zUJszffzROnDEuGOcz5uyDF7e14ZOLDghAzycX7Y9fP7kFl552sPf7+BGDcdTkkRg2qDZIJnnEpBGYOHIw3jp9LGaM9xnEkw5uxuqNr+LTi6cGzMx75+yD/3v0Rax4/2He701D67HvqAbUFfIBCJw6thE1+RyOmjwKR07yQfiRk0bi5+tfwFlz9w1SPBx7QBN+9ZeX8N+nzPR+HzaoFkPqCnh9VxfewUAqZeM4CJw+rhG/eOxFjGms9478AFIWkDOjtE3HTvVBKgVph+/r94u6cjUZptY9ITnHM10NMNm6dSuGDx+O1tZWDBumh3FmkkkmmWTy5hHJIb0sxaITz53p6CqikAvZIQDY1taBofU1wTOdc9i8rd1LzFiWHbs6sWXbLuwjRP1teGk76mrygU9Xsehw31824+AJewW+Vq/t2IX/+/OLOHHG2ACEr3u2FY9sehXvmb1PAL5WPfgMcrkcTj/CB1htHV34ws/+jBOm740FDIQ//sJWfOX//oJPLNofBzX75tneklj9nQGRTDLJJJNMMsmk1yVWf/evq2wmmWSSSSaZZPKmlgyIZJJJJplkkkkm/SYZEMkkk0wyySSTTPpNMiCSSSaZZJJJJpn0mwz48N2yL+3WrVv7uSWZZJJJJplkkkmslPV2TzExAx6IbNtWOrZ94kQ5xj+TTDLJJJNMMhm4sm3bNgwfrocID/jw3WKxiOeffx6NjY1qzPiekq1bt2LixInYtGnTmz6UOBsLX7LxSCUbC1+y8UglGwtf/tHHwzmHbdu2obm5GXnjPJsBz4jk83lMmCCfsdFfMmzYsH/ISVONZGPhSzYeqWRj4Us2HqlkY+HLP/J4WExIWTJn1UwyySSTTDLJpN8kAyKZZJJJJplkkkm/SQZEKpD6+npcfPHFqK/v3wOCBoJkY+FLNh6pZGPhSzYeqWRj4Us2HiUZ8M6qmWSSSSaZZJLJP65kjEgmmWSSSSaZZNJvkgGRTDLJJJNMMsmk3yQDIplkkkkmmWSSSb/JgM8j0tvinMO9996LzZs34/TTTxeTrLz44otYs2YNisUijj76aDQ2NorP2rRpEx555BFMmDABhx56aFDe1taG3/zmN9i5cyeOOuooNDU19Xp/dldeeukl3Hfffdhvv/1wxBFHBOXOOaxZswYbN27ExIkTcdhhh3nlDz74IJ5++ungvtraWpx66qnebxs2bMDatWsxZswYzJkzB4VCoXc70wvywAMPYNOmTVi2bBmGDBkSlL/yyit4+OGH0dbWhrlz52LkyJHBNa+99hr+9Kc/4fXXX8eUKVNw4IEHBtd0dHTggQceQGtrK4444giMHz++T/qzO9La2opf/OIX2HvvvTFv3jzxmj//+c946qmnMGbMGMyePVv8nmKuee655/DQQw9h+PDhOProo1FbW9vr/dkdefnll7F69WrU1tbikEMOwYgRI4JrisUifv/732Pz5s2YOXMmWlpa+uya/hTnHB599FH89a9/xT777INZs2aJ17300kv4/e9/j8GDB2PevHkYNGhQcM2OHTtw9913Y8iQIVi0aFHVz+lPaW1txerVq1EsFjFr1ixxnXfOYfXq1di0aROmTZsmrgm99Zw3pLg3kaxYscK1tLS4lpYWB8Dt3LkzuOayyy5zDQ0N7vjjj3fz5893I0aMcHfffbd3TUdHh/vIRz7ihgwZ4k488UR39NFHu2XLlrmurq7kmvXr17vx48e76dOnu3nz5rkhQ4a4W265pc/7GCsvvPCCe9/73ueam5vdiBEj3Lnnnhtcs3nzZnfUUUe58ePHu2XLlrmJEye6xYsXu9dffz25ZuXKle7d736399/IkSPdgQce6D3r3//9311DQ4NbtGiRmzBhgjv88MPdli1b+ryfsfK9733PTZ8+3U2ZMsUBcH/961+Da2644QbX2Njo5s+f744//njX2NjoVq1aFTynsbHRHXXUUe6kk05yw4cPdyeddJJra2tLrtm4caM74IADXEtLi1u4cKEbPHiw+/rXv97XXYyWrVu3ug9/+MNu3Lhxbu+993Zvf/vbg2u2b9/uFi9e7JqamtxJJ53kWlpa3OzZs93LL79c0TXOOff1r3/dDR482C1cuNC1tLS4Aw44wG3cuLGvuxklXV1dbvny5a65udmdcMIJ7i1veYtrbGx0N954o3fdK6+84o488kg3fvx4t2jRItfQ0OA+97nP9ck1/Sm//e1v3SGHHOJmzJjhli1b5saNG+fmzJnjNm/e7F13yy23uCFDhrj58+e76dOnuwkTJrj169cn5R0dHe4Tn/iEGzdunBs/frybM2eOWF9Pz+lv+cxnPuOam5vdwoUL3YIFC1xDQ4O7/PLLvWt27NjhTjjhBDdmzBi3ePFi19jY6D784Q+7YrHY6895o8qbCoh885vfdE899ZS77bbbRCDy8MMPu1wu5374wx8mv1199dWuqanJbdu2Lfntoosuck1NTe7JJ59Mfrvzzjvdrl27kr8PP/xw9453vCOZJJdeeqlraGhwL774Yh/1rjJ58skn3c033+za2trc0UcfLQKRf/qnf3LTp09327dvd86VPoRZs2a5iy66SH3uli1bXH19vbvsssuS33796187AO6ee+5xzpUU3bRp09yHPvShXu5V9XLzzTe79evXJ23lQOSZZ55xdXV17pprrkl++8EPfuAaGhrc888/n/w2atQod+GFFyZ//+1vf3OFQsHddNNNyW9Lly518+bNS+bLzTff7AqFgnv88cf7qHeVyYsvvuhWrlzptm/f7k499VQRiPzrv/6ra25uTsBkR0eHO/74490HP/jBiq557LHHXKFQSEB6e3u7e8tb3uJOOumkPuxhvOzatcutXLnS+7avvPJKV1tb65599tnkt3PPPddNmzbNbd261Tnn3L333usAuPvuu6/Xr+lP+eUvf+nWrl2b/L1t2zY3ffp0d+aZZya/vfDCC66hocF99atfdc45VywW3bJly9wRRxyRXNPW1ua++tWvuldeecV97GMfE4FIzHP6W1auXOltzG699VaXy+XcI488kvx28cUXu+bmZvfCCy8455xbs2aNq6urc9/73vd6/TlvVHlTAZGyaEBkxYoVrq6uzkOYW7ZscQDcrbfe6pwr7fKGDBnivvzlL6vPf+yxxxwA96tf/Sr5bfv27W7w4MFuxYoVvdyb3RcNiEybNs1dcMEF3m//9m//5pqbm9VnXXHFFa6urs7bIZ177rnu0EMP9a77yle+4oYOHeo6Ojp2s/W9KxoQ+dGPfuQAeCxOsVh0tbW17sorr3TOlXbPjY2N7uqrr06u2bVrlxsyZIi79tprnXOl+ZTP5z0mpaury40dO9Zdcsklfdiz6kQDIgsWLHDvf//7vd+uuuoqN3jw4IT9ibmmvLjSb+5//ud/XD6fD5iTgSLPPfecA+D+93//1zlXen/Dhg0LdrCHHXZYArZ765qBKJ/61KfczJkzk7+vueYa19DQ4Hbs2JH8ds899zgAItjWgEilzxkI0tHR4XK5nPv2t7+d/NbS0uL+5V/+xbtuyZIlJtjuree8USRzViXS3NyMXbt2YcOGDclvjz/+OABgzZo1AIDVq1fj9ddfx+LFi/Hwww/jJz/5Cf785z97z1m3bh0AYMaMGclvQ4YMweTJk5OyN4I0Nzcn/S/L448/jueffx5btmwR77n++uvxjne8w7Nvrlu3zhsLAJg5cya2b9+Ov/3tb73e7r6Q5uZmAPDGY8OGDejo6EjmRj6fxze+8Q1cdtlluPTSS3H99dfj5JNPxoIFC/C+970PQMlfolgseuORz+dx0EEHveHmxhNPPOH99vjjj2Pnzp148skno69Zt24dDjroIO9Ay5kzZ6JYLAbf1UCRX/ziF8jn85g+fToAYOPGjdi6das4x8vvtLeuGWhSLBZx7733em1et24dWlpaMHjw4OS3mTNnJmWx0lvP2ZNyzz33wDmXjMeOHTvw9NNPV/xOe+s5bxR50zmrWnLiiSdizpw5WLp0KT7+8Y+jo6MDK1euxIgRI9Da2goA2Lx5MwDgv/7rv/Doo49i0qRJeOCBBzB//nzcfvvtqKurS67lDm2jRo3Ca6+9tkf7tDvyuc99Dm9961txzjnn4Oijj8Yf/vAH/PGPfwRQcqwaPXq0d/2DDz6ItWvX4vLLL/d+b21tDZw6R40aBQBvmPE48sgjsXTpUpxxxhk4//zzUVtbixUrVmDvvfdO3jcATJ06FSNHjsRtt92GpqYmPProo1i+fDnq6uoAILlWGo+XX355z3VoN+XCCy/E3Llz8a53vQsnnngi1q1bhzvuuANA2seYa6R5NJDnxoYNG3D++efjn//5n5PDOK13Wu5Db10z0OTiiy/GX/7yF9xyyy3Jb9L3Xv67kn701nP2lGzevBnLly/H6aefnjj1b926FUBl77S3nvNGkowRIVJTU4Nf/epX+OQnP4k1a9Zgw4YNuO222zB06FAMHToUABKP7ZqaGqxbtw4/+9nPsHbtWvzqV7/C17/+dQBI0vW+/vrr3vO3b98+4Dy+LTnuuOOwdu1ajB07Fvfffz/2339/fOlLXwKAZDyoXHfdddhvv/1w/PHHe7/X19dj+/bt3m/lv99I4/HjH/8YX/jCF/DEE09g/fr1uPbaa7HPPvskY9Ha2oq3ve1tOPnkk/HHP/4Rd9xxBx544AFcdtlluOaaawCkc0MajzfSWMyaNQuPPfYYpk+fjvvvvx+jRo3CihUrAKRzI+aaN9LcePbZZ7Fo0SLMmzfPA9sx77S3rhlI8rWvfQ2XXnopvv/972PatGnJ79I7La+FlfSjt56zJ+SVV17B4sWLsc8+++CGG25Ifq/0nfbWc95okjEiTOrr6/GRj3wk+fv555/Hpk2bcMghhwBAEkp3yimnJHTyxIkTMXv2bKxevdq75plnnknoW+ccNm3aFIS0DnQ58MAD8Z//+Z/J3xdeeCHGjh2Lvffe27tux44duOWWW/CZz3zGo9mB0ng888wz3m8bN25EPp/HpEmT+qztvS2FQgEf+MAH8IEPfABAaVFct25dYnZZu3YtXn31VZx++unJPRMnTsRRRx2Fe++9Fx/72Me8uTFlypTkuo0bN+K4447bg73Zfdl3333x+c9/Pvn7K1/5CgYNGoSpU6dGX9PS0oL77rvPe+7GjRsBAJMnT+7D1lcmzz33HBYsWIAZM2bg1ltvRU1NunTuu+++KBQK4hwv96G3rhkoctVVV+Ezn/kMvv/97+Ntb3ubV9bS0oKf/exncM4la0E177S3ntPX8uqrr2LRokUYOnQo7rzzTjQ0NCRlI0aMwIgRI6LeaW89540oGSPChPs+XH755Rg7dixOPvlkACXFPGXKFM9XoLOzE0899RQmTpwIoETjjx49GrfddltyzT333IOXXnoJS5Ys2QO96B1pbW1FR0dH8vfLL7+Mb3/721i+fHlw7e23344dO3bggx/8YFC2ZMkS3H///YlZCwBWrVqFY445RmRWBqrwuXH11VejtrYWZ5xxBgAk7/+xxx5LrinPjTKNP3nyZEydOtWbG48++igeffRRLF26tK+70GuyY8cO7Nixw/t7xYoVOOuss5IdWsw1S5Yswbp167zvadWqVZg2bdqAWWDLIGT69OmJ+ZVKQ0MDFixY4L3TzZs347777kveaW9dMxDkG9/4Bi644ALcfvvtYruWLFmCzZs34/77709+W7VqFZqamnDkkUdG19Nbz+lLKYOHhoYG/PznPxfXsyVLluD73/8+isUigNIG5o477vDGrree80aVN9Whdw899BCeeuop/OEPf8AVV1yBm266CbW1tViwYAHGjh0LADjttNMwadIkzJgxA/fccw9++MMf4qc//SkWLFiQPOeuu+7C6aefjo9//OOYPHkybrvtNqxZswZ/+tOfMG7cOADAzTffjHPOOQcXXHABRo8ejUsvvRRLly7Ftdde2x9dD6RYLOLWW28FAFxyySWYOHEizjnnHAwbNiwBS+vXr8eHP/xhnHHGGXDO4eqrr8aECRNw5513BqdFHnvssRgxYgR+9KMfBXV1dHRg/vz52LlzJ5YvX46HHnoIq1atwn333YfZs2f3eV9jZP369Vi/fj2eeOIJXHLJJbjyyivR1NSEOXPmYL/99gMAnHvuuaipqcERRxyBBx98EDfeeCO+853v4JRTTkmec9ZZZ+HnP/85PvWpT2HMmDG47bbb8Mc//hGrV69OFOtdd92FZcuW4bzzzkNLSwu+9rWv4cADD8TPfvazfum7JD/4wQ+wa9cuXHHFFejq6sKnP/1p1NXVJX39+9//jmXLluGMM87A4MGD8a1vfQv5fB733HMPhg8fHn0NAJx00kl4/PHH8f/+3//DU089hWuuuQY//elPg512f8jOnTtx6KGHorW1FV/60pc8EELnxurVq3HMMcfgtNNOw+zZs/Gtb30LdXV1+M1vfpPc01vX9KesWrUKZ5xxBs4880yceOKJye/19fV45zvfmfx9zjnn4Oc//zkuuOACbNmyJXHePvPMM5Nr7rzzTmzduhU33HADNmzYgC984QsA4CWajHlOf8rs2bPxxBNP4PLLL/fAw6xZs5JkY08//TRmz56NY489FieccAK++93vYvPmzXjooYcwbNiwXn3OG1XeVEDkuuuuw9133x38ftFFFyXZAdvb27Fy5Uo8/PDDmDRpEs4+++xkp0vlkUcewU033YTW1lZMmzYNH/rQhwLn1Pvvvx+rVq3Czp07sXDhQrz//e8PzBb9JR0dHeLHPH78eM/+vX79elx//fXYvn07FixYgPe85z1BZsxt27Zh+fLlOO+88zB//nyxvp07d2LFihV45JFH0NTUhHPOOWdAZQW8/fbbcfvttwe/f/SjH8Wxxx4LAOjq6sINN9yA3/72t2hubsZZZ52FAw44wLveOYcf/OAH+PWvf41t27Zh//33x9lnn40xY8Z4161evTqZP3PnzsXZZ589oLKJnnPOOYGP05AhQ3Ddddclf2/YsAErV67Eyy+/jLlz5+LMM88MlGXMNR0dHbj++uvxu9/9DsOHD8dZZ52Fww8/vO86V4G0trbi3HPPFcvo3ACAJ554Atdeey02b96MWbNm4SMf+YhHr/fmNf0l3/3ud/HTn/40+H3YsGH45je/mfztnMN3vvMd3HvvvRg8eDDe/e5345hjjvHu+fSnP43nnnsueNbNN9+cfAsxz+lPec973iP+/t73vjdh0YGSKXblypV49tlnMXXqVJx33nnYa6+9ev05b1R5UwGRTDLJJJNMMslkYEnmI5JJJplkkkkmmfSbZEAkk0wyySSTTDLpN8mASCaZZJJJJplk0m+SAZFMMskkk0wyyaTfJAMimWSSSSaZZJJJv0kGRDLJJJNMMskkk36TDIhkkkkmmWSSSSb9JhkQySSTTDLJJJNM+k0yIJJJJplkkkkmmfSbZEAkk0wyySSTTDLpN8mASCaZZJJJJplk0m+SAZFMMskkk0wyyaTf5P8Hsf09xsHfXWQAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = mpl.pyplot.subplots(nrows=2, ncols=1, sharex=True)\n", "ax1.plot(res.seasonal.index, res.seasonal)\n", "ax1.set_title(\"seasonal=7\")\n", "ax2.plot(res_41.seasonal.index, res_41.seasonal)\n", "_ = ax2.set_title(\"seasonal=41\")" ] }, { "cell_type": "markdown", "id": "7527d673-549d-4ea9-8b7b-2f0e441ba534", "metadata": {}, "source": [ "What a difference that makes! The trend line is basically indistinguishable, but the seasonal parameter has a much smoother evolution. \n", "\n", "You now understand how to use the `seasonal` parameter to determine how the seasonal component of your decomposed time series will evolve and in the *Seasonal-Diagnostic Plot* you have a tool to help you do it. " ] } ], "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": "3.14.6" } }, "nbformat": 4, "nbformat_minor": 5 }