{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Recursive least squares\n", "\n", "Recursive least squares is an expanding window version of ordinary least squares. In addition to availability of regression coefficients computed recursively, the recursively computed residuals the construction of statistics to investigate parameter instability.\n", "\n", "The `RecursiveLS` class allows computation of recursive residuals and computes CUSUM and CUSUM of squares statistics. Plotting these statistics along with reference lines denoting statistically significant deviations from the null hypothesis of stable parameters allows an easy visual indication of parameter stability.\n", "\n", "Finally, the `RecursiveLS` model allows imposing linear restrictions on the parameter vectors, and can be constructed using the formula interface." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T11:27:42.411795Z", "iopub.status.busy": "2026-07-29T11:27:42.411311Z", "iopub.status.idle": "2026-07-29T11:27:45.805714Z", "shell.execute_reply": "2026-07-29T11:27:45.804891Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "from pandas_datareader.data import DataReader\n", "\n", "import statsmodels.api as sm\n", "\n", "np.set_printoptions(suppress=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 1: Copper\n", "\n", "We first consider parameter stability in the copper dataset (description below)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T11:27:45.810819Z", "iopub.status.busy": "2026-07-29T11:27:45.808279Z", "iopub.status.idle": "2026-07-29T11:27:45.836302Z", "shell.execute_reply": "2026-07-29T11:27:45.835702Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This data describes the world copper market from 1951 through 1975. In an\n", "example, in Gill, the outcome variable (of a 2 stage estimation) is the world\n", "consumption of copper for the 25 years. The explanatory variables are the\n", "world consumption of copper in 1000 metric tons, the constant dollar adjusted\n", "price of copper, the price of a substitute, aluminum, an index of real per\n", "capita income base 1970, an annual measure of manufacturer inventory change,\n", "and a time trend.\n", "\n" ] } ], "source": [ "print(sm.datasets.copper.DESCRLONG)\n", "\n", "dta = sm.datasets.copper.load_pandas().data\n", "dta.index = pd.date_range(\"1951-01-01\", \"1975-01-01\", freq=\"YS\")\n", "endog = dta[\"WORLDCONSUMPTION\"]\n", "\n", "# To the regressors in the dataset, we add a column of ones for an intercept\n", "exog = sm.add_constant(\n", " dta[[\"COPPERPRICE\", \"INCOMEINDEX\", \"ALUMPRICE\", \"INVENTORYINDEX\"]]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, construct and fit the model, and print a summary. Although the `RLS` model computes the regression parameters recursively, so there are as many estimates as there are datapoints, the summary table only presents the regression parameters estimated on the entire sample; except for small effects from initialization of the recursions, these estimates are equivalent to OLS estimates." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T11:27:45.840930Z", "iopub.status.busy": "2026-07-29T11:27:45.840502Z", "iopub.status.idle": "2026-07-29T11:27:45.879857Z", "shell.execute_reply": "2026-07-29T11:27:45.879034Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Statespace Model Results \n", "==============================================================================\n", "Dep. Variable: WORLDCONSUMPTION No. Observations: 25\n", "Model: RecursiveLS Log Likelihood -154.720\n", "Date: Wed, 29 Jul 2026 R-squared: 0.965\n", "Time: 11:27:45 AIC 319.441\n", "Sample: 01-01-1951 BIC 325.535\n", " - 01-01-1975 HQIC 321.131\n", "Covariance Type: nonrobust Scale 117717.127\n", "==================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "----------------------------------------------------------------------------------\n", "const -6562.3719 2378.939 -2.759 0.006 -1.12e+04 -1899.737\n", "COPPERPRICE -13.8132 15.041 -0.918 0.358 -43.292 15.666\n", "INCOMEINDEX 1.21e+04 763.401 15.853 0.000 1.06e+04 1.36e+04\n", "ALUMPRICE 70.4146 32.678 2.155 0.031 6.367 134.462\n", "INVENTORYINDEX 311.7330 2130.084 0.146 0.884 -3863.155 4486.621\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 2.17 Jarque-Bera (JB): 1.70\n", "Prob(Q): 0.14 Prob(JB): 0.43\n", "Heteroskedasticity (H): 3.38 Skew: -0.67\n", "Prob(H) (two-sided): 0.13 Kurtosis: 2.53\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Parameters and covariance matrix estimates are RLS estimates conditional on the entire sample.\n" ] } ], "source": [ "mod = sm.RecursiveLS(endog, exog)\n", "res = mod.fit()\n", "\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The recursive coefficients are available in the `recursive_coefficients` attribute. Alternatively, plots can generated using the `plot_recursive_coefficient` method." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T11:27:45.881710Z", "iopub.status.busy": "2026-07-29T11:27:45.881513Z", "iopub.status.idle": "2026-07-29T11:27:48.313953Z", "shell.execute_reply": "2026-07-29T11:27:48.308705Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 2.88890087 4.94795049 1558.41803044 1958.43326658\n", " -51474.9578655 -4168.94974192 -2252.61351128 -446.55908507\n", " -5288.39794736 -6942.31935786 -7846.0890355 -6643.15121393\n", " -6274.11015558 -7272.01696292 -6319.02648554 -5822.23929148\n", " -6256.30902754 -6737.4044603 -6477.42841448 -5995.90746904\n", " -6450.80677813 -6022.92166487 -5258.35152753 -5320.89136363\n", " -6562.37193573]\n" ] }, { "data": { "image/png": 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LX/4S6enp+Oijj6DT6cLKDBo0CDk5Objhhhswbdo0jB079qSuKXjfn3/+eVx66aVtdjfv6D1x+eWXY9myZZg+fTquuOIKFBQU4KuvvsKaNWtCPRQi0V4927p2IiIiIqLuRCKi0T824NixY/jb3/6Gb7/9Fm63G5MnT8YTTzwRNqnSc889hz//+c9hxxmNRhw9ejRs2+rVq/HnP/8Zx48fx+DBg/Hkk09i1qxZnS7THrPZDKPRiIaGhhaThjkcDhQUFGDAgAFQq9URnzPW1q9fj3379uGee+4J215ZWYlXXnkF11xzDYYMGQIA2Lt3L9avXw+v14tx48Zhzpw5LVrXf/zxR3z33XcwGAy46KKLwiYrc7vdWLlyJUpKSjBq1CiMHz8eL738Mm6849ewCyWOHy/EpyuW4677H0aqUY0knRIyqb/TxU8//YQNGzbA5XJh8uTJmDlzJgD/OOHXXnsNDz/8cNh9/+mnn/D+++9j6tSpuOCCC1pcdyTX0tlj2qqjEAL5hwrx8ccfw1Rbg1lTx+OMGTPC6h1cr/rxxx+HNHDNR44cwfLly/H4403LkrW2HvrPP/+MtWvXwuPx4Mwzz4TL5cKBAwdw2223hcpUVVXho48+QmVlJUaNGhUKn129JsAfvIcNG9buOG+g/feECKzjnZ+fD6PRiIsvvrjVdbyb3xer1Yq//vWvuPPOO5GamtphPdu69qCe+rNLRERERN1be/nxRFEN3rNmzcI111yDWbNmQSaT4f/9v/+HzZs3Y/fu3aE/qJ966il8/PHHYV1apVIpEhMTQ883btyIuXPn4i9/+QsWLFiAN998E3//+9+xY8cOjBgxIuIyHemNwTtWvD4faqwu1Fid8Pr8bzGlTIpkvQqJWiWk0t41NtfrEzhaZYXD44VOKceAFB2kHH/cLfBnl4iIiIiiodsE7+DyRUE2mw0GgwFvvvkmrr32WgD+4L169Wr88MMPbZ7nwgsvBACsWbMmtG3s2LGYNGkS3njjjYjLdITB++R5fT7UWl2obha4VXIZUvQqxGsVvTqMOtxeHK2ywisEkuNUyIhvvas8nV782SUiIiKiaOhM8I7q5Gondu212+0QQrT443f//v0YMGAAhg8fjuuvvz5sMibA35odXC4q6Nxzz8XGjRs7VYaix+sTqDI7cLDCggqzA16fgEouQ06iFkP6xSFRp+zVoRsA1AoZshK1AIAaqxMmmyvGNSIiIiIiou7gtE6u9vDDDyM5ORnnnntuaJvRaMSf//xnnH/++TCZTPjDH/6AyZMnY9++fUhNTYXFYoHFYkG/fv3CztWvX7/Q0kSRlGmN0+kMm+nabDafisvsU7w+gdpGJ2osTniatXD3M6hg1Cj63HJPRo0CqXoVqixOlNTboVLIOr38GxERERER9S6dCt5PP/00/va3v7Vb5pNPPgmb+Cjob3/7G9555x2sW7cutAQQAPz6178OK/fhhx9iwIABePXVV/H444+HlhE6cRZkuVwOn88HABGVaet6lixZ0u71UOvaCtypBhXi+2Dgbq6fQQ2bywur04Oi2kYMSo2DXMqV+4iIiIiI+qpOBe97770Xt956a7tlmofqoBdeeAGPPvooVq1ahTlz5rR7vFarxYgRI3Dw4EEAQFxcHNRqNaqrq8PKVVdXIyUlJeIyrXnkkUdw//33h56bzWZkZ2e3W7++rilwu+AJfKjBwB1OIpEgJ1GLI1VWOD0+lNTZ0T9Jy3tDRERERNRHdaoZTqvVIjk5ud0vhUIRdsxLL72EBx54ACtXrsT8+fM7fA2v14tjx46FArNUKsXkyZOxadOmsHLffvstpk6dGnGZ1qhUKhgMhrCvjkRxLrpuzesTqLY4cKjCgooGBzw+H1RyKbIT/GO4E7RKBstm5DIpcgJh2+xwo8ri7Pggior2er0QEREREZ0OUR3j/eqrr+K3v/0tVq5cGZp1/ES333477r33XgwfPhwWiwWPPPIIKioqcOONN4bK3HPPPVi0aBHWrl2L8847D8uXL8cPP/yADRs2dKrMyVAo/K25wVb0vhIyfT4Bk92NukYXvIEAo5BJkahTBsZw+8LGyVMTKYAUjQSVZicq6lyQCzd0KkWHx9GpIYSAy+VCdXU1pFIplEplrKtERERERH1UVIP3b37zG/h8Plx//fVh2x988EE8+OCDAICLLroI1157LQ4dOgSv14uJEyfi66+/xrhx40LlL7/8chQXF+Paa6+FxWJBYmIi3njjDcyaNatTZU6GTCZDVlYWSkpKUFhYeErO2Z0JIWB1emF1uuENNBjKpRLo1XIolDLUWyWoj20Ve4xGmwuNTi9qyoFUg4rjvU8zrVaLnJwcSHnfiYiIiChGorqOd21tbatds7VaLbRabdg2p9MJpbL97spCCFitVuj1+pMq05ZI1mHzer1wu92dPndP4XR78dmecvx3WxHqG/3LYaUZ1Vg8tT/mjegHhYzhpbNcHi/ue383DlWYMSglDi9cPR4qznR+WshkMsjl8j7TQ4WIiIiITp/OrOMd1eDd03TmxvU2DrcXy7cW4ZVvj6I6MB45K0GDX8/Nw8IJWQzcJ6nMZMeCFzahttGFyyZk4a9XjGEYJCIiIiLqwTqTH0/rOt7U/TjcXvz3xyK8/M3R0ARgmfEa3D03D5dNyIJSzsB9KmTEa/DC1eOx+I2tWJlfgnE58bh2Wv9YV4uIiIiIiE4DBu8+yuH24v1txXj5myOoNDcF7rvm5OHyiQzc0TAjLxkPnT8MT687iD9+th8j0g2Y2D8h1tUiIiIiIqIoY/DuY5weLz7YVoyXNhxFhdkBAMgwqnHX3DxcMTGbgTvKbjtzIHaXmLB2bwXuXLYDq389Cyl6VayrRUREREREUcTg3Uc4PV58sL0EL284gvIGf+BON6px55w8XDkpCyo5J/s6HSQSCZ69fCx+rrTiSJUVdy/Px7JbpkLOMfRERERERL0Wg3cv5/L4sGJHMV5afwRlgcCdZlDjrjmDcOXkbAbuGIhTyfHq4om49KXN2FpQh2fWHcRjF42IdbWIiIiIiChKGLx7KZfHhw93lOClDUdQarIDAPoZVLjzrDz8cnI21FzOKqbyUuPw1yvG4I538/HvTQUYmx2PBWMzYl0tIiIiIiKKAgbvXsbt9QfuF9c3Be5UvQp3njUIV03JYeDuRs4flY47Zg/Cq98exUMr92Bomh5D+nV+/XkiIiIiIureGLx7CbfXh1X5JXhh/RGU1PsDd4pehV/NHoRrpjJwd1e/O3cI9paasPlILW5/Zwc+uXsmDGpFrKtFRERERESnEIN3D+f2+vBRfile2HAYxXX+wJ0cp8KvzhqERQzc3Z5cJsU/rxqPBS9sQkFNI377wW78a/FESKWSWFeNiIiIiIhOEQbvHsrj9WHVzlK8uP4IiupsAPyB+47ZA7Foan9olAzcPUVSnAqvLJ6IK17dgi8PVOKVb4/irjl5sa4WERERERGdIgzePYzH68PHu8rwwvrDOF4bDNxK3H7mICyexsDdU43NjscfLxmJh1ftxV//dwijM404c0hKrKtFRERERESnAIN3D2J2uHHxC5tQGAjcSTolbp89EIun9YdWyX/Knu6qKTnYVWzCf7cV457/7sRnd5+B7ERtrKtFREREREQniWmtBzGoFRiQrIPZ4cFtZw7EddMZuHubJy4eiQPlZuwpacCvlu3Ah3fM4Dh9IiIiIqIeTiKEELGuRHdhNpthNBrR0NAAg8EQ6+q0qrzBDoNaAZ2Kgbu3KjXZseCFTahrdOGKiVl49vIxkEg42RoRERERUXfSmfwoPU11olMk3ahh6O7lMuM1eOHq8ZBKgBU7SrD8x6JYV4mIiIiIiE4CgzdRNzQzLxkPnDcMAPDEp/uxs6g+xjUiIiIiIqKuimrTaXFxMY4fPx7+gnI5pk2b1qJsRUUFiouLMXDgQCQlJbV6vlNVhqgnuGP2QOwuNuHz/RX41bv5WH3PGUiOU8W6WkRERERE1ElRbfF+++23MX/+fDz88MOhryVLloSV8fl8uP3225Gbm4sbbrgBmZmZePTRR6NShqgnkUgk+L8rxmBQig4VZgfuXp4Pj9cX62oREREREVEnRX2w8IgRI7Bp06Y297/yyit4//33sWvXLgwbNgxbtmzB7NmzMXHiRCxcuPCUliHqafRqBf517URc8uJm/HCsDs9+cQi/nz881tUiIiIiIqJOiPoYb4/Hg927d+PQoUPweDwt9i9duhRXXHEFhg3zj2edPn06zj77bCxduvSUlyHqifJS9fi/K8YCAF777hjW7CmPcY2IiIiIiKgzoh68d+7ciWuuuQZnn3020tLS8M4774T2eb1e7N27FxMnTgw7ZsqUKdi5c+cpLdMap9MJs9kc9kXUHc0fnY7bzxwIAHjgw904XGmJcY2IiIiIiChSnepqXlRUhKKi9pc2Gj16NIxGIwBg8uTJOHbsGPr37w8AeP7553HDDTdg8ODBmDZtGiwWC9xud4tJ0JKSklBXVwcAp6xMa55++ukWY86JuqsHzhuKPSUN2HKsFre/swOf3D0TerUi1tUiIiIiIqIOdCp4f/HFF3j77bfbLfPCCy9g/PjxAIDzzjsvbN99992HV199FStWrMC0adOgUPhDg8PhCCtnt9uhVCoB4JSVac0jjzyC+++/P/TcbDYjOzu73esjihW5TIoXrhmPBS9swrGaRvxuxW68ungiJBJJrKtGRERERETt6FTwvvXWW3Hrrbee1Av269cPpaWlAACdToekpKTQ86DS0lLk5OSc0jKtUalUUKm4PBP1HMlxKryyeCKufHULvthfiZe/OYq75uTFulpEREREfYbZ4cb+UjP2lppQXGeHVOJvIJFLJZBJJYHvUshlkrBtYWVk/jKKDp7LA49D5wztk0AulTY7t/+5VAI2ynRTUZ3VvLGxETqdLvS8uroau3btwjnnnBPads455+Czzz7Dww8/DMA/XnvNmjW45JJLTnkZot5gXHY8nrh4JH7/0V783xeH8O2hatw4MxfnjOgHuSzq0zYQERER9RkWhxv7Ss3YV9qAvYGvgprGWFerXcFwr5BJm30Q4H+em6zF+aPScd7IfkjVq2Nd1T5FIoQQ0Tr5lClTcOmll2L8+PGoqanBs88+C4fDga1btyIxMREAcODAAUyZMgWLFi3CRRddhHfeeQfffPMNdu7ciczMzFNapiNmsxlGoxENDQ0wGAzRuSlEp4AQAv/3xSG89t0xeHz+H+HMeA2un9Efv5ycA6OGY7+JiIiIOsPicGN/mT9k7ylpwL7SBhxrI2RnxmswOtOIvNQ4SCSA2yvg9fng8Ql4fQIen4DH2/J58LHXJ+DxCniaH9PKc3/5wDZv07Funw8nk+IkEmBy/0RcMDoN549KQ7pR0/WT9WGdyY9RDd719fV48cUXsXXrVmi1WkyZMgV33nkntFptWLm9e/fiueeeQ1FREQYPHowHH3wQAwcOjEqZ9jB4U09T0eDAuz8cx7Ktx1FvcwMAtEoZLpuQhRtm5mJQSlyMa0hERETU/VidHuxv1oodbMluLRkFQ/boLCNGZxoxKtOIRF3b80idLj5feBBvHsw9Pl8gyDc9d3p82FZQh7X7KrC72BR2rvE58Zg/Kh3nj0pDdqK29RekFrpN8O5pGLypp3K4vfhkVyne3FyIgxVNS42dNTQFN84cgDMHJ3O8DxEREfVJzUP2vtIG7OkgZI/KNASCdjxGZRiQFNf75oQqNdnx+b4KrNtbjh1F9WH3YnSmEeePSsP80ekYkKxr+yTE4N1VDN7U0wkhsOVoLZZuLsTXBytDv0QHpehw48wBWDghE1plVKd2ICIiIoqZRqcH+8vM/lbsEhP2BrqLt5Z4MoxqjMo0YkyWvxV7dKaxV4bsjlSaHfhifwXW7a3A1oJa+Jrdq2FpelwwKh3zR6dhcD997CrZTTF4dxGDN/Umx2sb8db3hVixvQRWpwcAYFDLcfXUHFw3PReZ8RzLQ0Sx4/MJ1Da6oFPJ+IEgEXVJo9ODA+Vm7C1p6i5+tNraashON6r9rdiZRowKdBlP7oMhuyM1Vif+t78S6/aV4/ujtfA2S+F5qXG4YFQaLhiVjuHpevamBIN3lzF4U29kcbixYnsJ3t5SiOO1NgCATCrBeSP74caZAzCpfwJ/cRJRVFgcbhTV2VBcZ0dJvS3w2P+9pN4Op8cHAIjXKpBu1CDDqEZ6vBoZ8RpkGDVIN/of9zOooZRz1QaivszmCrRklzR1F28vZAdbsEczZHeZyebClwcqsW5fBTYerobb23Szc5P8s6PPH52G0ZnGPvu3JIN3FzF4U2/m9QlsOFiFpZsL8P3R2tD20ZlG3DgzFxeOSYdKLothDYmop3F5fCgz2VEcCtV2FNfZQs9NgUkfT5ZEAqTEqZAeHwjnRg0yAgE9GM5T4lSQSvvmH350ejncXpjtbiTFqSDjey4qbC4PDoS6ize1ZPtaSS1phqbu4sGJz1L0DNmnmtnhxvqfqrB2bzm+/bk69MEp4B8Xf8GoNFwwOg3jsxP61O9iBu8uYvCmvuJghRlvbS7ERztLQ784k+NUuHZafyyalsNPhYkIgH/eiGqr0x+m6+wtWqzLG+yt/iHcXKJOiexELbITNMhO1CInUYvsBP/39Hg17G4vyk0OlJnsKGuw+x832FFmsqO8wYHyBgdczf7Aa4tCJkE/g9rfUh5qNQ+GdH9QN2oUfbZVhiLn9HhRZnKgOPA+L673fy+p9/8c1FidAPy9x9IMamQmaJAZH/hK8L/fgs81Sn6g3RqH2+v/+TbZUdbgQEWD/3u5yY7iejuOtRGy+xlUGJ0ZH2jJNmBUppFrUcdAo9ODDYeqsG5vBdYfrILd7Q3t62dQ4YLA7OiTcxN7/YdTDN5dxOBNfU1dowvv/ViE/2wpRKXZ/4eEUibFgrEZuHFmLkZlGmNcQyKKNqvTEwrTxcGv+qaWa4e7/dCrVkiRnaANheqsBI0/XAe+4lQnN35bCP9Y8HKTA6Umf9gvbwgE9UA4rzQ7OvwAAAA0Cpk/lAdazNPDvvsfc7x57+f2+lBucgQCdSBcNwvZVRZnh+sjSySIaA3lRJ0SmYH3Vma8NhDS/Y8z4tVI1Cl73YdBTo8XlQ3Opp/VwAdq5Q12lJkcqDA7UNfo6vA8/pBtDJv8jCG7+7G7vPj252qs21eOr3+qCs0rBADJcUqcOzIN80elY9rARMhlvW/IEIN3FzF4U1/l9vqwdm85lm4uDFvXccqARNw0cwDOGdGv139iSdRbub2B7uDBFuv68IDd0R/AUgmQbtQgO1ETaqnODn35u3jHOjh4vD5UWZyBVnN/q1konAf+6K+N4A99ADBqFEg3qpEZ7285D3VrD4TzdKO6V/7x2Jt4vD5UmB1hgToYqksj7KmhUchC7/msBA2yEvzv96wEf4+NOLUc1RYnSk12/1e9/4Og4ONSkz0sgLT3OsFhE1mBlvNgi3lGvAZpRjUU3ej95g78rJWf8LPW9IGYI9QjoCNapQzpgV4p6UZ101CSeA2Gp+mRamDI7mmcHi82Ha7Bun0V+N/+CpgdTT8DCVoFzhnRDxeMTsfMQcm9Zt4OBu8uYvAmAvKL6vHm5kKs21sOT+Avk6wEDa6fnosrJ2fDqFHEuIbUndlcHlSZnaiyOFFlcYQeVweeV1ucqLG6kJ2owRl5yZgxKBkT+sdzfoFToMHuxraCOhysMIfGWxfV2SIKGQlaRVOYDoVrf+jIiNf0ij+QHG4vKkJhvKmLa1mwFd3kgCWCoBTsXpwV6DqfldAsnCVqkWZQ84PKKPP5BKoszlCLdXDyvuI6O0pMNpSbHKH/v9qikktbBOrm/5anoiW6we72h/FAEC8z2VHSLKRXWToOqFKJfwxzRqAbeyiYN+verjvJXiVBXp9AtcUZ1kIdDNVlgefVFmdEvUtUcmlTqA58cJVmVDf1MDFqYNDIY/6hHUWPy+PDlmO1+HxfOb7YXxn2Ia9eLcc5w/0hfNbgZKgVPfdvAAbvLmLwJmpS3mDHO1uOY/mPRaEJkrRKGS6fmIUbZuRiYEpcjGtIp4sQAiabOyxMV1udgVDtaArWZgcaXd6OT3gCtUKKybmJmDEoGWfkJWNEhoHBJQLBoP3DsVr8UFCL/WXmNru+quTSFuOss5oFbL2aH6gB/lnYyxsCXdqbdY0NhvOyCMaby6USZMT7ewhkxWvDA3qilpPARaBpbgF7qCt48y7hZSYHXN72/x0UMgky45vufdYJLdfJutj/Ozg9TfMblASCefOQHsl1Av5VATKMmjbHmifHKSEEUNPoDLyvHWFDNsobHKgIDNno6AMLwH9v04xqpBvCe4WEWq6NvbMLPXWdx+vDj4V1WLe3Ap/vr0B1sw+ddEoZ5g7vh/mj0jB7aEqPG+7D4N1FDN5ELdldXny8qxRvbi7Az5XW0PY5Q1Nw48wBmDU4mf+59lAerw+1ja6wAH1imA5+RfLHX5BGIUOqQYVUvQqpejVS9Cqk6APPDWokapX4qdyMzUdrsPlIbYtuiUaNAtMHJmFmXhJm5CVjYLKO7zFEFrQHJuswLice/RN1yElq6hqezLB3Svh8AjVWZ7PJtsLHBpeZ7GHL7bRGKZMiM0HTZmtrclzvCyxCCNhcXpjsbjTY3DDZXTDb3TDZ3Giwu2EKPC4zNQVsZwcfcMikEmTEq5EV36wLeLOu4Kn6nv+eD77fgt3ZmwfzUpMDpfW2sK68bVHJpRACEf0el0kl6Kf3ryAQXDHA3+Le1HrdHT60oJ7L6xPIL6rH2r3l+HxfBcobHKF9aoUUc4am4vxRaTh7eL+TniPkdGDw7iIGb6K2CSHw/dFaLN1UgPWHqkJ/8OelxuHGmblYOD6Ls7d2Ew63t2VrdLNu3/5t/jGvnfkfIF6rQGooRKubHhuaPdarEKeKvPugEAKHq6zYfKQGm4/U4IdjdS3GRaYb1ZgxKBkz85IwMy8Z/frIuL9Ig/bUgUmYNjAR0wYm9Zl70115fQJVFkdYS23zYF7e4IC3gxZFtULarHU22PW5KVQmaGM3M7vT40WD3R0WmhtOeOx/7goF6mDZSFpSmwvOLZAZdh+aWrDTDBxrD/h7aZSZHCg12QJhPDykV1ocod8bEgmQqlchzRi+LF8wUKcb1UjVc6gEnT4+n8DuEhPW7avAun3lKK6zh/Yp5VKcOTgFl0/MxPmj0mNYy/YxeHcRgzdRZAprGvHW94VYsb041LXYqFHg6ik5uG56f2TEa2Jcw77B6xPYcbwe/9tfgf1l5lDQtkTQAhIklfiXkvO3UKsDrdQqpBjUSAlt94fq0zEO2+P1YU9pA74/UoNNR2qQf9zUopVmUIoOM/OSMTMvGdMGJvWaeQcYtHu/4KRfoTHJwS7UgeflZkeHH4bplLKmFvLEpoAebOk1atv/efD5BCwOD0x2V1hobgrJrjbCtDtsyaCuUMqkMGgUiNcqYNQoEK/xfw9uSzeqQ9eRZlT3irkFYs3l8aHS7IBEAvQzdK+J2oiaE0Jgf5kZa/eWY92+ChTUNAIArp6SjacXjolx7drG4N1FDN5EnWN2uLFiewne+r4g9CmlTCrB+SPTcNMZuZiQk9DrukzGmtPjxfdHavHF/gp89VMlaqytz9Sskktbhulg1+9m3cATdcpu3bphd3mx/XgdNh+pxfdHa7C3tCEsmEglwOhMI2bkJWPmoGRMyk3oMZO0MGjTiVweH8ob7CfMxt0U0IPLPrZHr5aHgrlSLm3ROm12uDvV0+VEEglgUDeF5+BXU5hWhoXp5vs0Chn/TyCiDgkhcKjSgnV7K3DmkGRM7J8Y6yq1icG7ixi8ibrG6xP4+qdKvLm5EFuO1Ya2j8ky4saZubhwdAZbLk6C1enBhoNV+GJ/Bb45VB3WFdugluPs4f1wRl4y0uPVoTHVBnXvnC3WZHPhh2O12HykFpuP1uBYdWPYfqVcikn9EzAzLxkzBiVhdKax23RHZdCmk+VwewPjoO2tjjOPdBknwN9y3iIga5QwatsO00aNAnq1nON7iYgCGLy7iMGb6OT9VG7Gm5sL8PGustDsvyl6Fa6d1h+XjstEdqKmVwbCU63G6sRXByrxxf4KbD5SG9bdOlWvwrkj++G8kWmYNjCpT3cdLG+w4/sjtf4x4kdrWrQI6lVyTB2YhDMC48PzUuNO2/uPQZtON7vLi1JToIW8zgaPTzRrmVaGwrRBreCHoUREpwCDdxcxeBOdOrVWJ5ZvLcI7PxwPW6u0n0GFybmJmDIgEZP6J2Jomr5bd3U+nYrrbPhifwX+t78S24/Xha2VOjBZh3NHpuHckf0wLiueLU6tEELgaHUjvj/qn6hty9HaFjP+pupVmDHIP1v6zLxkZJ7C+QgYtImIiPoWBu8uYvAmOvVcHh/W7SvHsh+KkF9U32JmW71ajkn9EzB5QCIm5yZiTJbxtEzi1R0ExzB9sc/fsn2g3By2f3SmEecFWrZPZ0ttb+H1CewrbcDmozX4/kgtthXWtViiaECyDjMG+VvDpw9MQoJOGfH5GbSJiIj6tm4TvJ999llUVVW12D5s2DDccsstAICvv/4a69atC9uv0Wjw5JNPhm2zWCx47733cPz4cQwePBhXXXUV1Gp1p8u0h8GbKLrsLi92Ftdje2E9thXWYcfxethc4bPkKuVSjMuKx6Rcfxif2D8BBnXvmLUa8M8ovLO4Hl/s94ft47W20D6pBJgyIBHnjUzDuSPTTmlrLPnHx+Yfrw+tH76nxBTWq0AiAUakG3BGXjJm5CVjcm4CtMqmNUQZtImIiKi5bhO833zzTdTWNk20ZLfb8fjjj+Ohhx7CM888AwB46qmn8Prrr+PXv/51qJxarcbdd98del5TU4Pp06cjMTER8+bNw6effgqlUonvvvsOOp0u4jIdYfAmOr08Xh8OlJuxrbAe2wrqsK2wDrWN4bN0SyTAsDQDpgSC+JTcRKT2sDDj8viw5Zh/JvIvD1SiulnXe/86lck4d2Qa5g3vh8ROtLjSyTE73Nh6rC60hvjhKmvYfoVMgvE5CRicGofdJSYGbSIiIgrTbYL3id59911cd911+Pnnn5GXlwfAH7xXr16NH374oc3j7rvvPqxduxa7d++GRqNBXV0dhgwZggceeAAPPfRQxGU6wuBNFFtCCBTUNGJbYR1+LKjH9uN1YS3CQTmJ2sA48QRMyk3EwGRdt+uG3ej04Nufq/HF/gqsP1gVtra2XiXH3OGpOG9kGmYPSYFOJW/nTHS6VJkd+P5obSiIlzU4WpRh0CYiIqKgbhu858yZA4lEgvXr14e2PfXUU1i6dCmuv/56qNVqTJkyBXPmzAk7Ljc3F4sWLcKf/vSn0LYbb7wRBw8exJYtWyIu0xEGb6Lup9LswLbCOmwvrMePBXX4qaJlq2NynBKT+idiUm4CpgxIxIh0Q0yWkKprdOGrnyrxv/0V2Hi4Jmw8cXKcCueM6IfzRvbDjEHJnFG4mxNCoLDWhs1HalBY04jRWUYGbSIiIgrTmfx42ppZjh49im+//RbLli1rsS8xMREulwtVVVV46qmncMEFF+D999+HRCKB0+nE8ePHMWjQoLBjBg0ahE8//RQAIirTGqfTCaezqcun2WxusywRxUY/gxoXjcnARWMyAPi7B+cf948R31ZQj10lJtRYXfh8fwU+318BANAqZZiQk4DJuYmYPCAB47MToFFGZ8K2UpMd/9tfgS/2V+DHgvCZyHMStaHJ0cbnJHD29h5EIpFgQLIOA5IjG6pERERE1J5OBe/PP/8cX331VbtlfvWrX7UIwACwdOlSJCYmYuHChWHbFy9ejMceeyz0/I477sDEiRPxzjvv4LrrroPN5u9meuInCEajEY2NjQAQUZnWPP3001iyZEm710NE3YtBrcBZQ1Nx1tBUAIDT48Xekgb8GGgV315YB7PDg01HarDpSA0AQC6VYFSmEVMCM6dP6p/QqdmrmxNC4EiVFV/sr8AX+yuxt7QhbP/wdEMobA9L03e7LvBEREREdPp1Knjr9XqkpaW1W0apbPnHrNfrxdtvv43rrrsOKpUqbF9ubm7Y89GjR2PixInYuHEjrrvuOuh0/rGbJpMprJzJZIJerweAiMq05pFHHsH9998fem42m5Gdnd3u9RFR96KSyzApNxGTchMB+GcNP1Rp8beIByZtqzA7sKvYhF3FJrz23TEAwODUuMASZv6W8awEbZuv4fMJ7C4x4Yv9/m7kx2qaPtCTSIBJ/RNw3sg0nDcyDdmJbZ+HiIiIiPqmTgXvmTNnYubMmZ1+kc8//xylpaWhJcQ64vF4Ql3AlUolBg0ahEOHDoWVOXjwIIYPHx5xmdaoVKoWHwQQUc8mlUowPN2A4ekGXDc9F0IIlNTbA0G8Dj8W1OFodSMOV1lxuMqK5VuLAAAZRjUm5SaGZk4fkKzDjwV1oZnIK8xNE20pZVLMyEvCeYGZyFP0/D1CRERERG07LWO833jjDcycORMjRoxose+bb77BWWedFXq+ceNG5Ofn45577gltu+KKK7Bs2TI89thjMBqNKC0txerVq/HUU091qgwR9T0SiQTZiVpkJ2qxcEIWAKDW6sT244ElzI7XY19pA8oaHPh0dxk+3V0GwL+mdvPx2jqlDGcN889EPmdoCvS9aG1xIiIiIoquqM9qXlVVhaysLLz++uu4/vrrW+y/5pprcOTIEYwfPx41NTVYs2YNbrrpJrz44ouQSv2z/prNZsydOxdmsxmzZs3Cl19+iaFDh2LNmjWhru2RlOkIZzUn6ptsLg92FplCreL5x02wu71I0ikxb3g/nDfKPxO5WhGdCdqIiIiIqOfpVsuJHTx4EKtXr8add94Jrbb1sY979+7F1q1bodVqMWnSJAwZMqRFGbfbjbVr16KoqAiDBw/GueeeGwrmnSnTHgZvIgIAt9eHMpMdWQlazkRORERERK3qVsG7J2HwJiIiIiIiokh0y3W8e4LgZxBcz5uIiIiIiIjaE8yNkbRlM3g3Y7FYAIBLihEREREREVFELBYLjEZju2XY1bwZn8+HsrIy6PV6SCTdc1xncK3x4uJidoePAt7f6OG9jR7e2+jhvY0u3t/o4b2NHt7b6OL9jR7e21NPCAGLxYKMjIwO5xZji3czUqkUWVlZsa5GRAwGA39gooj3N3p4b6OH9zZ6eG+ji/c3enhvo4f3Nrp4f6OH9/bU6qilOyjyKb+JiIiIiIiIqNMYvImIiIiIiIiiiMG7h1GpVPjDH/4AlUoV66r0Sry/0cN7Gz28t9HDextdvL/Rw3sbPby30cX7Gz28t7HFydWIiIiIiIiIoogt3kRERERERERRxOBNREREREREFEUM3kRERERERERRxOBNREREREREFEUM3kRERERERERRxOBNREREREREFEUM3kRERERERERRxOBNREREREREFEUM3kRERERERERRxOBNREREREREFEUM3kRERERERERRxOBNREREREREFEXyWFegO/H5fCgrK4Ner4dEIol1dYiIiIiIiKibEkLAYrEgIyMDUmn7bdoM3s2UlZUhOzs71tUgIiIiIiKiHqK4uBhZWVntlmHwbkav1wPw3ziDwRDj2hAREREREVF3ZTabkZ2dHcqR7WHwbibYvdxgMDB4ExERERERUYciGabM4E1RI4TAiu0lkEiABWMzoFbIYl0lIiIiIiKi047Bm6LC7fXhkVV78eGOEgDAM+sOYvG0/rh2en8kx6liXDsiIiIiIqLTRyKEELGuRHdhNpthNBrR0NDAruYnweby4K5l+dhwqBoyqQQpcSpUmB0AAKVcioXjM3HzGQMwuF/HYyGIiIiIiIi6o87kR7Z4d5LP54PL5Yp1Nbotk82F33+0Dz9XmDEgQYHHLxqBybmJ2Hi4Biu2F+NQpQUbD5Zh48EyTBmQiMsnZGNC/3gu30Z0khQKBWQyDucgIiIi6o7Y4t1MR59YuFwuFBQUwOfzxaB23Z/H50Ot1QW3V0AmAZLiVFDKw9ezc3p8sDo8cLi9CL7xFDIJ9Go5NAoZAzjRSYiPj0daWhp/joiIiIhOA7Z4R4EQAuXl5ZDJZMjOzu5wgfS+xuHyosRkR4LOB4VUiswEDVTtTKbm8nhhsrlhsrsR/OzHJ5UiQauAUaOAXMb7SxQpIQRsNhuqqqoAAOnp6TGuERERERE1x+AdIY/HA5vNhoyMDGi12lhXp1uxOtwotTjhk8qhUckwIFkHRQfBWQ3AEAdkeH2os7kCLeU+1DoE6p1uJGgVSI5TtRveiaiJRqMBAFRVVSE1NZXdzomIiIi6EQbvCHm9XgCAUqmMcU26F5PNheJ6O4QQ0Knk6J+khbwTvQHkMilS9Wokx6nQYHejxuKE3e1FbaMLtY0uGNQKJOtV0CnZDZ2oI8EPBd1uN4M3ERERUTfC4N1JDH9NaqxOlJnsAACjRoHsBC2k0q7dH6lEggStEvEaBRqdXtRYnTA73KEvjUKGFL0KBo0CUv4bELWKv5+IiIiIuicOpKVOE0KgosEeCt1JOhVyErseupuTSCSIU8uRm6zDkH56qHxO7NiyCRa7E0V1NhyqsKDa4oCnm09wZ7FY8M0338Dj8cS6KkREREREFGNs8e7lCgoKcPz4cQCATCZDRkYGcnNzu9wN1ScESuvtqLf5l1RLM6iRoldFpaVNrZDBUlWMm65cgEPHy+GRKuH2+lDe4ECl2YlEnRLJcUoo5bHtUms2m5Gfn49Zs2aF7uuhQ4cwZ84c1NfXIz4+/rS//unmdDpx8OBBuN1uDBo0CAkJCa2Ws1gsOHToEIQQGD58OOLi4sL22+12bN26FYD/Q5iEhAQMGjQIOp2u0/tPNGrUKCQnJ7c4R3x8PAYNGnTSdenoPOPHj4fRaIz4vkVyLURERETUM/Sq4P3ll1/i6aefxvHjxzF48GAsWbIEU6dOjXW1YuqNN97A3/72N0ydOhVerxc///wz4uPj8d5772HChAmdOpfXJ1BUZ4PF4YYEEmQmaJCoi+6Yd71ej9mzZyMjMQ5anQ4mmxs1Viccbn939FqrEwaNfyI2nSo2b+cDBw5gzpw5sFgsodAVrLdcHv06tfb6p4vD4cAjjzyC1157DdnZ2TAajTh69CjGjh2L5557DmPHjgUANDY24r777sO7776LYcOGQSKR4ODBg7j++uvx3HPPhSYGKy0txZw5czBu3DgYjUZUVlaiuLgYTz31FO67775O72/uqaeewhlnnNGiTHV1NQoLC/HEE0/ggQceCJXv7Gt1dJ6NGzfijDPOiPi+RXItRERERNRDiF7i+++/FwqFQvzpT38Se/bsEffff7/QarXi4MGDEZ+joaFBABANDQ0t9tntdnHgwAFht9tPZbWj7tFHHxWDBg0KPXc4HGLOnDli7NixLco6HA6xfft2sW/fPuFyucL2uT1ecbjSIrYfqxIffP6t+DF/t/D5fKH9VVVVYuPGjWHHWK1WsWHDBuF0OoUQQtTX14sNGzYIn88nioqKxMaNG4XJZBJCCOHxeMSBAwfEzp07hcPhCJ3DbDaLDRs2CLfbLTwej9iwYYOora0VZrtLHKu2it3F9WJXUZ1444PVYuuBAlHf6BQ+n6/da2lLR8e0VkebzSZeeuklAUCsXbtWbNiwQRw4cCCs3idee3V1tdi6dauoqakJnfv48eNi69atwmw2t6jThg0bxIYNG8SmTZtEWVlZ2P62Xv9krilSPp9PnHfeeWLQoEFiz549Yfu++eYb8dFHHwkhhPB6veLss88WQ4YMEYcPHw6VOXz4sBgyZIi44IILwrYBCHsv/eMf/xASiUTs2rWrS/tP1FqZf/3rX0IikYj8/PyTqksk54n0vkVyLSfqqb+niIiIiHqi9vLjiXpN8F6wYIE477zzwraNHDlS3HrrrRGfoy8EbyGEeOGFF4REIgm7lv/+978iKSlJjBo1SowYMUJkZGSIr7/+WgghhNPtEQfLzeKZF/8t4hMSRf/+uWL48OFiypQpori4WAghxIoVK4TRaAx7nb179woAory8XAghxIYNGwQAcdNNN4nMzExx5plnij179ogjR46IwYMHi5ycHDFx4kSRkZEhPvzwQyGEENu2bRMARH19vRBCiFGjRoknnngi9Bp2l0d88Mk6IZVKxVfbfxK7i+vF315ZKhITW7+WtrR3/UKINutYUlIixo8fLwCIM844Q8yePVs89dRTLeodvPYrrrhC5ObmilGjRgmlUineeust8ctf/lIMHDhQDB8+XCQkJIgffvgh9LpVVVVi9uzZYvbs2WLatGnCYDCISy+9NPRv19brn8w1BW3ZsiUsKJ/ok08+EQA6vLcff/xxm+W++uqr0IcGQrQeNs1mswAgXnvttS7tP1FrZSwWiwAg/vWvf7VbrqPXiuQ8kd43Bm8iIiKi7q0zwbvXdDX/9ttv8fjjj4dtO//887F69eqovJ4QAna3Nyrn7ohGcXJLa5WXl0Oj0YSWRtu9ezduueUWrFu3LtR99d///jeuvvpq7Nl/ELVuGXbn78Cj996Of7zwIu761R0AgO3bt6OyshJZWVmdrkNRURGkgWXHbrvtNgwfPhwff/wxJBIJGhoa2vx3W7RoEZYuXYo//OEPAPzjwP/32UrMnTsXIwfn4vutO/D/fncPXvrPB5g8dQYS45T45L/v4Oqrr8bhw4dhMBhanLO96w8e85e//KXVOmZmZuLll1/G9OnTsW7dulBX7+3bt7da/4yMDBw7dgwSiQR33nknbrjhBjz00EP473//CwC4/vrr8dhjj+HLL78EAKSkpOCbb74JHW8ymXDmmWfihRdewAMPPNDm65/MNQVdddVVuPTSS/H888+3ei2rV69Geno65s6d2+r+SMqdffbZSEtLw+rVq3HBBRe0enxpaSkAIDExMeL9O3fubDGx3YwZM9pcDrC8vBwAWn1/dKYukZwn0vsW1NlrISIiIqLup1cEb4vFArPZjLS0tLDt/fr1C/2h3Bqn0wmn0xl6bjabI35Nu9uLEY9/0fnKngIH/ngetMrI/+nsdju++eYb+Hw+7NmzB//85z/xwAMPhILv66+/jtGjRwMANm7cCCEE8vLyYDKZsHb9JkycMQuffrAM48dPCIVuAJg0aVKX6v/73/8+9NqAf410t9sNl8sFlUoFo9GIRYsWtXrsNddcg9///vf48ccfMWXKFDidTnz44Yf4xz/+gTSDGl9/vBwjR46CUibDth82QwgBZWIGTCYTNv/wIy44d16Lc7Z3/Tt27MCcOXM6Vcf2PPTQQ6EPTc4991y88soreOihh0L7zznnHDz44IMtjisvL0dRURHsdjvGjx+PjRs3ho0jjsY1TZs2DXl5eW2+RklJCXJzczu85tLS0nbLDRgwACUlJWHbgmGzuroaTz/9NAYOHIjzzjsPFRUVEe1funRpi3HRq1atajWc19TU4Nlnn8Xw4cNx8cUXt6hfpHXp6DxBkd63oEiuhYiIiIi6t14RvH2BpaVOnMhKoVDA6227Vfrpp5/GkiVLolq37qCurg5PPPEE3G439u7dizFjxuDhhx8O7f/5559x/PhxPPbYY6FtHp/AmAmT4fZ6oVPJUVN2HKNHjzol9cnOzg57/sgjj+DKK69ERkYG5syZg/PPPx/XXnstVCpVi2NzcnIwa9YsLFu2DFOmTMGaNWvgcrmwcOFCAMDhw4dRWlKE1/7+Z3h9Am6vD97AtRTXWnG0yopkvQoGtTwUgFu7fgCYPn166P3TmTq2JyUlJfRYrVZDJpOFzWStVqths9lCzy0WC6644gps2rQJQ4YMgcFgQFFREZKSktp9nVNxTcFW+LZoNJrQjPknU85kMiEnJydsWzBsxsfHY8GCBfj1r38dNnFcR/tfeOGFDicfC56jqKgIlZWV+Prrr6HVatss11FdOjpPpPfjRJFcCxERERF1b70ieOv1eqhUKtTU1IRtr6mpCQs6J3rkkUdw//33h56bzeYWobAtGoUMB/54XtcqfJI0is4tGZWZmRnqrlxdXY0ZM2bgrrvuwhtvvAEA0Gq1mDhxIj799FMAQI3VGVqj26hRIDtBi7i4ODQ0NLT5GhKJBEKIsG0ul6vVss1buwEgLy8P+fn5OHz4MNavX4+///3veOutt7Bp06ZWj1+0aBEef/xxPPfcc1i2bBkuueSSUBA68VoAwO7yoMbqgsnuRqPLg8ZaD1RyKZLiVEjQKls95kSdreOp8txzz6GsrAwVFRWha3z44Yfx1VdftXvc6bim8ePHY+3atWhoaGjRIttaOZPJ1GJptfr6ehQUFOCGG24I295R2DwVYbT5OX7zm9/g0ksvxb59+1os09WZurR3nqBI7xsRERER9R7Sjot0f1KpFJMmTcLmzZvDtm/cuBFTpkxp8ziVSgWDwRD2FSmJRAKtUh6Tr5MZ352SkoKXX34ZS5cuxQ8//AAAmDt3LtavX4+SkhJUNNhDoVsr8SLTqIJUKsFZZ52F9evXo76+Pux8jY2NAIC0tDSYzWaYTKbQvuD5OxLs4j948GDcfvvteOGFF7B58+bQuU90xRVXoL6+Hh9++CHWrFmDxYsXh/YFr6X5EAONUo4kNTA4WYtUvQoyqQROjw9lJjsOVpgxafqsFscAgM1mC7UOt1fHYOtmWx80nIzCwkKMGzcuFLp9Ph8+//zzsDKtvX5r96Ez1wT4//2OHDnSZt1uvPFGSKXSNnuNBD+oueGGGyCVSvHUU0+1KPOnP/0Jcrkc1113Xds34TR45plnoNVq8f/+3/+L+nkivW9ERERE1Hv0ihZvALjrrrtw0003Yf369Zg7dy5WrFiBTZs2ddgy2Bedc845obHE3333HW677Ta89957OOPM2bj+jnuQnNoP5cd+xof/fRf5+fmIi4vDbbfdhv/85z+YPXs2fve730Gj0eCdd97BPffcg3nz5mHSpEno378/brjhBtx66604dOgQ/vrXv0ZUn5tvvhnJycmYO3culEol/vnPf2LmzJnQ6XStlk9ISMD8+fNx1113wWAw4Nxzzw3tC17L7Nmz8dBDDyE9PR179uzBW2+9hfz8fKQZ45CiV6Pe5kKN1QmXx4fzLluEFR+8j5mzzsQDDzyI/tmZYcfExcW1W8eBAwdCp9Ph73//O+bOndtiroGTMW/ePNx2222YPn060tPT8eabb+LQoUMYOXJkqExrr9/RfejomoCOJ1fLzMzE8uXLcc0116C4uBhXXHEF9Ho9jh49ilWrVuGSSy7Bvffei6ysLPznP//BokWLUFNTg8suuwxCCKxatQoffPABPvjgg1N6z4DWJyTLy8trcyJAlUqFp556Ctdffz1+85vfYMiQIV163UjOE+l96+q1EBEREVH302uC99VXX43CwkJceuml8Pl8UKlUeOWVVzBnzpxYVy2mBgwYgKlTp7bY/uyzz+K+++7Dvn37MHzESLy5YjXefusNbFr/JZQyYPLECfjuu+9CLa0ajQbfffcdXnrpJXzwwQcwGAy4/fbbMW+ef7IylUqFDRs24C9/+QteeeUVjBo1Cp988gkeeOCB0OzL8fHxmD17dosW++XLl2Pp0qVYsWIFXC4X5s6di7vuuguAfxjB7NmzW4zf/9WvfoX6+nrMnz8/bJ9arcaGDRvw73//G2vXroXX68W4cePCrkUmlSA5ToUknRJmhwc1Fjn+/f6nWPXf/2DlJ59BInyYMH48vvnm29Ax7dUxLi4OH3/8Md544w1s3rwZZ599Ni6//PKwerd27YmJiZg9e3bYdaWkpIR1a160aBHcbjc+/vhjeDwenHnmmbj00kvDehO09vqPPvpoh/ehvWsCOp5cDQAuueQSHDx4EEuXLsWyZcvg8XiQl5eHJUuWYNasWaFyl112GcaNG4fXX38dr7zyCgBg7Nix2L9/PwYMGBAqp9FoMHv27Da7YEe6f+XKlVi5cmXYvrvvvhuXX355m+e4+uqrsXr1anz66aehD5e6UpdIzhPJfYvkWoiIiIioZ5CIEwfm9nAejwf19fVITEyETNa5sdBmsxlGoxENDQ0tup07HA4UFBRgwIABUKvVp7LKMeXx+lBYa4PN5YFUIkFOohYGjSLW1TrtbC4PaiwuNNjdEPD/SMikEiRolUjUKaHu5Lh6oljorb+niIiIiLqj9vLjiXpNi3eQXC5vd0I1auLyeFFQY4PT44VMKkFukg46Va97S0REq5QjJ0kOt9eH+kYX6hpdcHl9qLE6UWN1QquUI1GnRLxGAam062PsiYiIiIio7+mbKYtgd3lRWNsIt9cHpUyK3GQdW3UBKGRSpBrUSNGrYHV6UNfogtnugc3l/ypvkCA+0Are2dnliYiIiIiob2Lw7oOsDg+O1zbCKwTUChkGJOmgkPeKCe5PGYlEAr1aAb1a0dQKbnPB5fGh1upEbbNWcKNGARlbwYmIiIiIqA0M3n1Mg82Fono7hBDQqeTon6SFXMrQ3Z4OW8FNzVrBlWwFJyIiIiKicAzefUiN1Rlao9uoUSA7Qcvxyp3QohXcFhgL7vGhttGJ2sZgK7gCRo2SreBERERERASAwbvTeuIk8EIIVJodqLI4AQBJOiUy4jUtlvWiyClkUqTq1UiJU6HR6UFtowtmR/NWcAfitYpAKzh/zOj06Im/n4iIiIj6AiaCCAWXJnO5XNBoNDGuTeR8QqC03o56mwsAkBboMs3QfWpIJBLEqRWIC7SCmwKt4E6PD7WNLtQ2uqBRygIzorMVnKLLZrMBABSKvrckIBEREVF3xuAdIblcDq1Wi+rqaigUCkh7wLhor0+gvMGORqcHEgCpBjUMSsDpdMa6ar2WXgHEGRWwuTxosHlgdXlgs7lgs9lRKpHAoJbDqFGwFZxOKSEEbDYbqqqqEB8fH/qgkIiIiIi6B/71HyGJRIL09HQUFBTg+PHjsa5Oh3w+gZrA+GOpBEjUKVFvl6E+1hXrY6Q+AZvLC5vLA7dXoDKwXSmTQKeSQ6OUQcreB3SKxMfHIy0tLdbVICIiIqITMHh3glKpxODBg+FyuWJdlXaVm+x4+KO9KKmzQa+W40+XjsbwTGOsq9WnCSGwu8SENXvKsfHnGrh9PgCAWiHD3GGpuHB0Ooam6TkEgLpMoVCwpZuIiIiom5IIzsYTYjabYTQa0dDQAIPBEOvqdMlP5WZcv/RHVFmcyDCq8Z+bpyAvVR/ralEzdY0urMovwXs/FuFodWNo+4h0A66emoNLxmXAoOYYXSIiIiKi7qwz+ZHBu5meHry3HK3Fbf/ZDovTg6H99Hj7pilIM6pjXS1qgxAC2wrr8d6PRViztxwuj78VXKOQYcHYdFw9JQfjsuPZCk5ERERE1A0xeHdRTw7ea/eW477/7oLL68OUAYl4/bpJMGrYatpTmGwurMovxfIfi3CkyhraPixNj2um5uCScZn89yQiIiIi6kYYvLuopwbv/2wpxB8+3Q8hgPNHpuH5q8ZBreBYz55ICIEdx+ux/McirNlTDqcnOBZciovGZODqKTmYkMNWcCIiIiKiWGPw7qKeFryFEPjr/w7hpQ1HAQCLp+VgycWjuFZ0L9Fgc+OjnSVY/mMRfq5sagUf2k+Pq6dk4xfjs2DUshWciIiIiCgWGLy7qCcFb4/Xh0dW7cWKHSUAgN+eMwR3z81jS2gvJIRAfpEJ7/1YhNV7yuBw+1vBVXIpZg9JQUa8Bkk6JZL1KiTHqZAUp0RK4LuW64UTEREREUUFg3cX9ZTgbXN5cPfynVh/sApSCfDnX4zGVVNyYl0tOg0a7G58sqsUy7cW4WCFpcPyWqUMSXFKfyDXqZCiDz72B/XgtiSdCkaNAlL2liAiIiIiigiDdxf1hOBd1+jCTW9tw65iE1RyKV66ZgLmjegX62rRaSaEwK5iE/KLTKi1OlFjdaLW6kKN1YmawPfg+PBIyaUSJOqUYa3m/nDetC05rqlVXSGTRunqiIiIiIi6v87kR/ZD7UHqGl24/NXvcay6EfFaBd64fhIm9k+MdbUoBiQSCcbnJGB8TkKr+4UQaHR5UWNxorbRiWqLC7WNTtQEv1v9j2sanaixOGF2eODxCVRZnKiyOCOqg1GjQHKzMJ4cp0RSs2Ae3JYcp4JOFfmvGq9PwOPzweMV8PiE/7nXB49PBLa1fOz1Cbi9vkBZEdgfKBc4l9cn4PYJeEPbTzyvgNfngztQ1icEDBoFErQKxGuVSNAqkahremzUKDifAhERERFFhMG7B4nXKDAm0wiHy4v/3DwFean6WFeJuimJRII4lRxxKjlyk3Udlnd5fKht9LeaVzdrPa9t1oIe/F7X6ILXJ9Bgd6PB7sbR6sYOz69R+Lu8y6WSsKDr8fngbfbY4xPoKX1wJBL/hw8JWiXitQokapWBUK5Ags4fzk98HK9VQilnTwEiIiKijjjcXsikkl7Ty5JdzZvpCV3NXR4fTHYXUvXqWFeF+iifT8Bkd6PW6jwhpIcH9GALu93tPenXlEoAuUwKuVQS+gUsk0qgkEogk0mgkPqfh+2ThT+XSyWQS6WB8hLIpP7zyWWBfbKm5zKpFBIAZocb9Y0u1NvcMNlcqLO5YGp0w+L0dPla4lRyxGv9gd0fypuFd12z8N5sv0Yh48SJRERE1CfUNbrw7g/H8Z8thfj9/OFYOCEr1lVqE7ua92JKuZShm2JKGhgLnqhTYnC/jntd2FyeULd2n0+EBVx5iwAc/jgYmLvbpG9urw8mmxv1NlcomNfbXKi3uWCyuVHX6ILJ1mx7owsmuxtCAFanB1anByX19ohfTymXBlrUFYEu702Pg4E9Ra9CbpIOGfEadoEnIiKiHudotRVvbCrAyh0lobmKPttd1q2Dd2cweBNRVGmVcuQkyZGTpI11VU4ZhUyKFL0KKXpVxMf4fAJmhz+UB1vQ623BFvXwxyab29+6bnPB7RVweXyoMDtQYXZ0+DpKmRTZiRoMSNYhN0mH/sk6DEjSITdZiwyjptt9iEFERER9lxACWwvq8O+Nx/DVT1Wh7aMyDbh11kDMH50ew9qdWgzeRESngVQqQXxgHHikgpPkNQ/nJpur1fBe3mBHcZ0dLq8PR6sbWx17r5RL0T9Ri9xkHQYk69A/SRsI5TqkGdQM5URERHRauL0+rN1bjn9vLMDe0obQ9nnDU3HLrIGYOiCx1w2zY/AmIuqmmk+Sl53YcY8Br0+gzGRHYW0jCmsaUVBj8z+ubURxnQ0ujw+Hq6w4XGVtcaxaIUX/RH/LeG6gtTw3yR/Q+xlUve4/PyIiIjr9zA43/vtjEd7aXIiyBn9PPpVcissmZuHmMwZgUEpcjGsYPZxcrZmeMLkaEVFXeLw+lJkcKAiFcn8gP15rQ3GdDR5f2/8VaBQyf+t4si4QyrWhUJ6iZygnIiKi9pXU2/Dm5kK8v60Y1sAktclxSlw3PReLpuYgKS7y4XvdSWfyI4N3MwzeRNQXub0+lNbbQ6G8sKYRBbU2HK9tREm9Hd52QrlOKUP/pKau68Fu7LlJOiTHKRnKiYiI+rDdxSa8vvEY1u2rCP09MTg1DrfMGoBLxmVCrZDFuIYnh8G7ixi8iYjCuTw+lNT7u6wX1Nj8wTzQfb203o52MnlgHXltqNu6P5T7nydolRxTTkRE1At5fQJf/VSJf288hm2F9aHtM/OScMusgThrSEqv+WC+Vy4n5nK5cODAAbjdbgwbNgx6fevLGB07dgzHjx9HXl4esrOzT3MtiYh6F6VcioEpcRjYypgrp8eL4jp7KIwX1Pi7rhfUNKKswQ6r04N9pWbsKzW3em6tUgatUg6dKvBdKYNWFfiulPv3q2TQBR7rVIHvSnloe9OxcmiUMijl0mjfkqgQQsDtFbC7vXC4vbC7vLC7vbC5wp+fuN/u9sIReuyD3eWFTAr/rPtx6tDs+yl6FVL1KiTHqXrsPSIiou7N5vJg5Y4SvLGpAIW1NgCAQibBgrEZuPmMARiZYYxxDWOrRwTvv/71r3j++eeRnJwMmUyGw4cP45lnnsGdd94ZKuPxeHD99dfjk08+wciRI7F3717ceuut+Mc//hHDmhMR9V4quQx5qXHIS20Zyh1uL4rrbKGx5IW1tlA39uBkKjaXP1jWtJzrrcsUMkmrIT4U0NsN+a2XV8qkcHp8/nAbDMLNwm/Tc18HwfiE4wPHBJ+316X/VIrXKpAS1xTGm4fzYFhP1asQr1X0mhYJIiKKniqzA29vKcSyrUUw2dwAAINajkXT+uP66blIM6pjXMPuoUcEb4lEgt27dyMpKQkAsHz5cixevBjTp0/H+PHjAQAvvPAC1q1bhz179mDgwIHIz8/H9OnTMWPGDPzyl7+MZfWJiPoctUKGwf30GNyvZe8kh9sLq9MDm9OLRpcHNpcHjU5v2Heby4tGlxc2p8f/vXmZwHZ/Gf95XF4fAMDtFWiwu9Fgd5/uSz5lpBJAq5RDrZBBo5RCo5BBo5BBrZBBq5RBo/Q/Dm4Pe66Uwe31ocbiRLXViWqL/6sq8N3jEzDZ3DDZ3K3Obt+cQiZBclwwkKuQalCFAntTK7oayXEqaJQ9e4weERF13sEKM/69sQCf7ioL/T+ck6jFzWcMwOUTs6BT9Yioedr0yDHeQgio1Wq88MILuO222wAA48aNw7Rp0/Dqq6+Gyl188cVwu91Yt25dROflGG8iop7J5fF3s24MhPbWgnpHQb7R5YX9hOcnUiuaBWFlG+G3RRiWhoKzptkxbR2vkEmi0tLs8/k/lAgG8iqLIxTMqwNBvcrs/x5ssYiUXiVHil6FZP0JLelx4SE9UaeEjGP7iYh6LCEENh6uwesbj2Hj4ZrQ9on9E3DrrAE4Z0Ran/o93yvHeDe3fft2uFwuDB06FIC/m/n+/fvxq1/9Kqzc+PHj8frrr7d5HqfTCafTGXpuNrc+DpGIiLo3pVwKpVwKo1Zxys7p8wk4PF443T6oFTKo5NIePSGcVCpBgk6JBJ0SQ1rpidCc0+NFrdXVosW82uposc3p8cHi9MDi9OBYTWP7dZAASXGqsK7uUwYkYv7odLaMEBF1Y06PF5/sKsMbGwtwqNICwP87/fxRabhl1kBMyEmIcQ27v5j8L3f48GEcPXq03TJTpkxBYmJii+0WiwU33ngjzj77bMyePRsAYLVa4fF4WpRPSkpCfX19i3MEPf3001iyZEkXroCIiHo7qVQSGP8d65qcfiq5DBnxGmTEa9otJ4SAxelpGdCbtaL7HztQ2+iCTyC0D+X+c6zYUYLHP9mPC0al4fKJWZg2MKlHf8BBRNSb1De6sGzrcby95bj/dzf8k6P+cnI2bpo5ANmJ2hjXsOeISfDesmULli9f3m6ZZ599tkWQttlsWLBgAaRSKd5///3QdqXS/1eR3W5vUT64rzWPPPII7r///tBzs9nMmdCJiIgiJJFIYFArYFArMKiVme+b83h9qGt0+cO51YlqsxNFdTas2VuOgppGrNpZilU7S5EZr8EvxmfisolZGJCsO01XQkREzRXUNGLppgKs2FEMh9s/fjvNoMYNM3Nx9ZQcGDWnrodZXxGT4H3dddfhuuuu69QxdrsdF110EWpra7F+/frQRGsAoNVqkZqaiuLi4rBjSkpKkJub2+Y5VSoVVCpVp+pBREREnSeXSZFqUCPVED677W/PHYL8IhNW5pfgs91lKDXZ8eKGI3hxwxFMyInHZROzcNGYDP6RR0QUZUIIbCusx+sbj+GrnyoRnAlsRLoBt545ABeOzuCSlCehR0yuFgzdVVVVWL9+PVJSUlqUue6663Dw4EFs3boVEokEbrcbeXl5uOqqq/CXv/wlotfh5GpERESx43B78eWBSqzML8F3P1cjuMKaUi7FuSP64bKJWZiVlwy5jH/4ERGdKh6vD+v2VeDfG49hd0lDaPvcYam4ZdYATB+YxOUl29CZ/NgjgvcFF1yATZs24eWXXw4L3Xl5ecjLywPgHzc+efJkXHTRRbjwwguxbNky5OfnY+fOnejXr19Er8PgTURE1D1UmR34eFcpVu4oDU3kAwApepW/K/qELAxNa3+SOCIiapvF4cb724rx5uZClJr8Q3aVcikum5CJm88YgLxU/o7tSK8L3hdffDFcLleL7YsXL8bixYtDzw8fPox//vOfKCoqwuDBg/Gb3/wGmZmZEb8OgzcREVH3IoTA/jIzPtxRgk92laK+2VJnozONuGxCJi4el4lEXR+cBY+IqAtKTXa8tbkA//2xGBanBwCQqFPi2mn9ce30/kiO41DcSPW64H26MHgTERF1Xy6PDxsOVWHljhKsP1gFT6AvukImwZyhqbhsYhbmDE3lGEQi6vOEELC5vLA6PbA4PGh0elBnc+Gj/FKs2VsOb+D356AUHW6ZNRC/GJ8JtUIW41r3PAzeXcTgTURE1DPUWp34dHcZVuaXYF+pObQ9UafExWMzcPnELIzMMHBcIhH1KG6vD42BsGx1Br4cHlgC3xudTY+tTncoWFud/n3Bso1OT2iejNZMH5iEW88cgLOGpHIJx5PA4N1FDN5EREQ9z6EKC1bml+CjnaWhdWYBYGg/PS6bmIlLx2W2mE2diOhUEULA7vaGBeTmoTn42BIMyw4PrE5vKDgHy1gcHjg9vlNaN5lUgjiVPPQ1MtOAm2YOwKhM4yl9nb6KwbuLGLyJiIh6Lo/Xh42Ha/Bhfgm+PFAJV+APWKkEmD0kBZdNzMK84f3YnZKIWiWEgMXpganRjXqbC/U2FxrsbtQ3ulBvc8Nk838Pbbe50GDzh+f2Wpe7Qq2QIk6lgF7dFJrjWnl84n69SoE4tRw6lQx6lQJqhZQ9f6KIwbuLGLyJiIh6hwabG6v3lmHljhLkF5lC2w1qOS4am4HLJmRhQk48/yClTnF7ffju52rsKjZBIZNCo5BBrZBCrZBBrZAFnsugUUqhksugUTbfLoVaLmO33tPE6fHCFAjJ9Y1Nodlkd/m3h4Vpf5A22dyhuSO6QiKBPww3D8lqBeJUskA4VgTCcfP9Tc91Sn+Q1qnkUHDZxB6BwbuLGLyJiIh6n6PVVqzKL8FH+aUoa3CEtg9M1uGyiVn4xfhMZMRrYlhD6s6CM+uvzC/Bp7vKUNvYcqWdzlDKmwJ7MKirmz3XKGVQy2VQB75rlNLAdxlUzUJ8a8c2D/8qubRXhHyfT/hDcaCF2RQI0v7H/iAdCtDNArbd7e3ya6oVUiRolTBqFEjQKpGgUyBeq0SCVoF4jRLx2qbtRo0CerUCcSo5tEoZP8zrYxi8u4jBm4iIqPfy+QS2HKvFyh0lWLevIvSHuUQCzBiUhMsmZOH8UWnQKuUxril1B5VmBz7eWYqV+SX4udIa2p4cp8TcYamQSaVwuL1wuL2wu72wu7xweHxwuLxweALP3V443D64vKd23G6kVHIpNEoZ5FIpJBJAAv/7XSqRBB77Q6JE0nK7BADCtgESSAJlm20LbJcGNjSVDRwb2I8TtzU7H5ptFwIwO9yh1uoGuxtdTStSCRCvbRaUtf4AHa9RIEHXtD0+EKgTdP7nHI5CkWLw7iIGbyIior7B6vRg7d5yrNxRgq0FdaHtOqUM80en47KJWZiSm9grWgwpcjaXB//bX4mV+SXYfKQmNG5XKZfinBH9cNmETMwanNLpbsBenwgL6Q63L4LQ7guU9bY41u72whk8Nni+wLFub+/80z5OJQ8Pys2CdEJgu/GEgK1XyfkzTFHF4N1FDN5ERER9T3GdDavy/S2bRXW20PasBA0WTsjCZRMy0T9JF8MaUjT5fAJbC+qwKr8Ea/eWo9HV1EV5cm4CFk7IwvzR6TBqFDGsZeQ8Xh8cHl+zFnd/GBcQoZZjIQABAZ/wd6UXgW0IlDlxu4AAgtsDZfz7RNN3gba3NzuP//wirB7BY4PbDZrwAG3UKKCUc8wzdT8M3l3E4E1ERNR3CSGwrbAeK3eUYM3eclidntC+ybkJuGxCFi4YlQ6jtmcEMGrf0WorPsovxUc7S1Fqsoe2ZydqsHB8FhbyAxci6gCDdxcxeBMREREA2F1e/O9ABT7cUYJNR2pCLYUKmQRn5CXjojEZOGdkPxjUDOE9icnmwmd7/EMMdhWbQtv1KjkuGpuOhROyMKl/AifIIqKIMHh3EYM3ERERnaiiwYGPdpbik12lOFhhCW1XyqQ4c0gKLhqTjnkj+iFOxUnZuiOXx4dvDlVhVX4p1h+sCk10JpNKcObgZCyckIVzRnB9dyLqPAbvLmLwJiIiovYcqbJg9Z5yrN5TjiNVTTNdK+VSzBmaggvHZODsYanQMYTHlBACe0sbsCq/FJ/uLkNdsyXARqQbsHBCJi4el4FUvTqGtSSino7Bu4sYvImIiCgSQgj8XGnFmj1lWL2nHMdqGkP71Aop5g5LxUVjMjBnaCo0Srakni7lDXZ8tLMUq/JLwz4YSdGrcOm4DCyckIXh6fwbj4hODQbvLmLwJiIios4SQuCncgvW7PWH8OO1TTOjaxQynD3cH8LPGprC7sxR0Oj04Iv9FViVX4rNR5vG46vkUpw3Mg0LJ2TijLxkyDu5BBgRUUcYvLuIwZuIiIhOhhAC+8vM+GxPGdbsKUdJfdNs2TqlDPNG9MNFYzJw5pBkqOQM4V3l8wn8cKwWH+aX4PN9FbA1WwJsyoBEXDYhExeMTufkd0QUVQzeXcTgTURERKeKEAK7SxqwJhDCyxocoX16lRznjOyHi8ak44y8FK5RHKEjVVasyi/BxztLw+5nbpIWCydk4RfjM5GdqI1hDYmoL2Hw7iIGbyIiIooGn09gZ7EJa/aUY+3eclSYm0KjQS3HeSPTcOGYdMzMS4aCXaLD1DW68NnuMqzKL8HukobQdoNajovGZuCyCZmYkMMlwIjo9GPw7iIGbyIiIoo2n09gR1E9Vu8uw9p9Fai2OEP74rUKnD8yDReNycC0gYl9dlyyy+PD+oNVWJVfgg2HquD2+v9clUklmDM0BQsnZGHusFSOmSeimGLw7iIGbyIiIjqdvD6BHwvqsGZvGdbtrUBts2WvknRKnD/K3xI+dUASZNLe3aIb7Jq/Kr8En+4ug8nmDu0blWnAwvFZuHhcBpLjVDGsJRFREwbvLmLwJiIioljxeH3YWlCH1XvK8fm+ctQ3C57JcSrMH52GC0enY3JuIqQ9OIQ73F7UWJ2otbpQ2+hEjcWFknobVu8tx7HqpmXZ+hlUuHR8JhaOz8LQNH0Ma0xE1DoG7y5i8CYiIqLuwO31YcvRWqzZU47P91egwd4UwlP1KswfnY6LxqRjQk5CzEO4EAJmuwfVVidqrU7UhAK1EzWNrqZtge9Wp6fNc6kVUpw/Mg0LJ2RhZl5yr2/lJ6KejcG7ixi8iYiIqLtxeXzYfLQGq3eX438HKmBxNAXXdKM6FMLHZcefsgnG3F4faq0u1Fid4a3ToW3BIO1EXaMrNAY7UkqZFElxSiTHqULfpwxIxPzR6YhTyU/JNRARRRuDdxcxeBMREVF35vR4sfHnGqzZW44vD1SGtR5nxmtw4Rh/CB+daQwL4UIIWJ2eUICutjR18/YH6vBW6eYt7JHSq+VIaRakk+KUSNKpkKxXIVmnRLJehaTAd71KzlnIiajHY/DuIgZvIiIi6ikcbi++/bkaa/aU46ufKmFzeUP7shM1GJyqDwXpGqsTTo+vU+eXSSVI0imRFKdCcjBMnxCgk3WBgB2nhErOGcaJqG9h8O4iBm8iIiLqiewuL745VIXVe8rx9cFKONyth2ytUhbWvbt5oPYH7KZtRo0i5uPHiYi6s87kRw6iISIiIurhNEoZLhidjgtGp8Pm8uDbQ9VosLvDQnZSnBJaJf/0IyKKBf72JSIiIupFtEo5LhidHutqEBFRM9JYV4CIiIiIiIioN2OLdzPB4e5msznGNSEiIiIiIqLuLJgbI5k2jcG7GYvFAgDIzs6OcU2IiIiIiIioJ7BYLDAaje2W4azmzfh8PpSVlUGv13fbtSXNZjOys7NRXFzMmdejgPc3enhvo4f3Nnp4b6OL9zd6eG+jh/c2unh/o4f39tQTQsBisSAjIwNSafujuNni3YxUKkVWVlasqxERg8HAH5go4v2NHt7b6OG9jR7e2+ji/Y0e3tvo4b2NLt7f6OG9PbU6aukO4uRqRERERERERFHE4E1EREREREQURQzePYxKpcIf/vAHqFSqWFelV+L9jR7e2+jhvY0e3tvo4v2NHt7b6OG9jS7e3+jhvY0tTq5GREREREREFEVs8SYiIiIiIiKKIgZvIiIiIiIioihi8CYiIiIiIiKKIgZvIiIiIiIioihi8CYiIiIiIiKKIgZvIiIiIiIioihi8CYiIiIiIiKKIgZvIiIiIiIioihi8CYiIiIiIiKKIgZvIiIiIiIioihi8CYiIiIiIiKKIgZvIiIiIiIioiiSx7oC3YnP50NZWRn0ej0kEkmsq0NERERERETdlBACFosFGRkZkErbb9Nm8G6mrKwM2dnZsa4GERERERER9RDFxcXIyspqtwyDdzN6vR6A/8YZDIYY14aIiIiIiIi6K7PZjOzs7FCObA+DdzPB7uUGg4HBm6gPc3l82F1iwuhMI9QKWayrQ0RERETdWCTDlBm8iYia2V5Yh99/tBc/V1qRHKfEzWcMxOJpOdCrFbGuGhERERH1UBIhhIh1JboLs9kMo9GIhoYGtngT9TENdjf+8vlBLN9aBACQSIDgb0eDWo4bZw7AjTNzEa9VxrCWRERERNRddCY/Mng3E8mN8/l8cLlcp7lmRBQtQgh883M1XtpwBPWN/p/t80el4eYzBuLHglq892MxSuptAACNQoYFYzNw+aQsJOlUsax2uxQKBWQydpEnIiIiiiYG7y7q6Ma5XC4UFBTA5/PFoHZEdKp5fD6YbG443P6faYVMgnitAip5U2gVAnC4vTA73HB7/b8uJRJAp5QhTq2AXNo9lx6Mj49HWloal0YkIiIiipLOBG+O8Y6QEALl5eWQyWTIzs7ucJ02Iuq+hBCot7lRY3XCoBMwSiRI1CmRqFNC2kZQFUKg0elBbaMLDrfXvw0SaNRyJOqUUHaTSdiEELDZbKiqqgIApKenx7hGRERERMTgHSGPxwObzYaMjAxotdpYV4eIusjm8qC03g672wfIFIhTyZEZr4lo9nKNBkgy+gN4lcUJq9MDswewNLhh1EiQYlBB0w0CuEajAQBUVVUhNTWV3c6JiIiIYozBO0Jer7+FS6nkxEpEPZHXJ1BpdqDW6oQAIJNKkG5UI0Gr7FR3bIlEgji1AnFqBRqdHlRbnDA73DDZXTDZXTCoFUg1qKBVxvbXa/ADQrfbzeBNREREFGMM3p3E8ZJEPU+D3Y0ykx1ur38sd7xWiXSjGgrZyQ0Z0ank0KnksLv8LeANdjfMDv9XnEqOVIMaOqUsJr83+LuKiIiIqPtg8CaiXsvt8aGswY4GuxsAoJRLkRmvOeVrcmuUcvRPksPh9qLa4oTJ5obV6YG12gqdUo4Ugwp6lZxhmIiIiKiP4gxh1K1t374dEokEJpMp1lXplJ5a795CCIEaqxM/V1rQYHdDAglS9CoMSdWf8tDdnFohQ3aiFkPT4pCk83dhb3R5UFjTiCNVVjTYXeBCEkRERER9z0kF70OHDuHf//43XnnlFWzfvr3VMg6HAx988AH+7//+Dx9//HForHSsyvQ1jz32GCQSCSQSSWhG9ltuuQXV1dWxrlqv8cMPP0AikcBqtfap1z9y5AgkEgk2bdoU9jwpKQkNDQ1hZc866yzcfffdYds+/vhjnH322UhISEBcXBzGjh2LJ598ssWxy5Ytw7Rp0xAXFwedTofp06fj/fffb7UuMpkMhw4fw9HqRpSZ7PAKAYfFhEmDUpERr0V+/o6w8q19ffzxxyd1fUeOHIFKIUdWog5jsuIxfVgWLp0zFY/89tdYvyUfhyutqLf5A3gk9fjss8+gVCqRn58f9povvfQSjEYjCgsLO/GvRkRERESx0OXgfe211+IXv/gFfvjhB+zatQtnn302brnllrAyJpMJU6dOxZIlS1BYWIjf/va3mDt3LpxOZ0zK9FWDBg2CEAIulwuffvopNmzYgJtvvjnW1YrIpEmTIIRAfHx8rKvSKT213qeCzWbDM888026ZP/zhD1i0aBF+8Ytf4KeffkJ1dTXeffdd+Hw+vPnmm6FyDz/8MO644w7cfvvtKCsrQ3l5OW677TbcfPPNeOKJJ1qcNyMzC/949XXYXB7IJBJkxmuwce3KNpfU2rhxI4QQYV+XXnrpSV9f83NXV1XhvWXvQubz4pcXzMbn61ajuM6GQ5UW1NtcHdZjwYIFWLRoEa677rrQ77ODBw/igQcewIsvvojc3NwO60JEREREMSa66MsvvxQ+ny/0/McffxQAxFdffRXa9uCDD4rc3FxhNpuFEEKUl5cLo9Eo/v73v8ekTEcaGhoEANHQ0NBin91uFwcOHBB2uz3i83UHjz76qBg0aFDYtr/+9a9CqVQKt9sd2vbTTz+JCy+8UMTFxYnk5GRx+eWXi+Li4rDjfvrpJ7FgwQJhMBhEamqquP/++0P3Y8WKFcJoNIaV37t3rwAgysvLhRBCbNiwQQAQb7/9thg4cKCQyWRi48aNwmq1iptuukmkpqYKo9Eo5s+fLw4ePCiEEGLbtm0CgKivrxcej0ekpaWJl19+Oex1Dhw4IACIPXv2RHwtJ+romLbqePjwYQEg7GvRokVh9W5+7S+++KIYNWqU0Gg0YsKECWLnzp3ilVdeEQMGDBBarVbMmzdPlJaWhl63uLg4dF6FQiGGDBkinn/++dD+tl7/ZK4pUsHX3rhxY9jzBx54QGg0GlFSUhIqO3v2bHHXXXcJIYTYsWOHACBee+21ds8fvIevv/56i32vvfaakEgkYvfu3UIIIXbu878H7vjNQyIjK1sUVFuEy+MVQggxYsQI8cQTTwgAYtu2ba3W/VReX3vnvv7660VySqrYcaRC7C6uF599578Xn33xtfB6fS3KBzU0NIicnBzx4IMPCpfLJSZOnCiuvPLKdu9fT/2dRURERNRTtJcfT9TlFu958+aFTRQ0adIkKJVKHDt2LLTtww8/xJVXXgm9Xg8ASEtLw4IFC/Dhhx/GpMypJISAzeWJyZc4yTGiQgh4PB74fP4ZnisqKnDmmWdixowZKCwsxIEDB2AwGLBgwQJ4PB4AQFlZGc444wzEx8djz5492Lt3LzIzM/Htt992+vVfeeUVrF27Fm63G2eccQb+9Kc/YefOndiyZQtKSkpw77334q233mpxnEwmw1VXXYVly5aFbX/33XcxZswYjB49OqJrOVEkx7RVx7y8PGzZsgUAYLFYIITAu+++2+a1r1q1Cp9++imKi4sRHx+PuXPn4pNPPsE333yDgoIC2Gw2PPTQQ6HyWVlZoRZQi8WCV155BU899RRWrFgBAG2+/slcU1Bubi7uu+++9v8xW3HllVdi1KhRePzxx1vdv2zZMhiNRtx0003tnue9996D0WjEDTfc0GLfjTfeCIPBgHeXLUdRrQ0ldXYAwOyzz4XwenFk1w9QyKT4/vvvUVFR0WErdmd0dH3t+fWvf42a6ipUHdmNdKMGcpn/d2iN1YmDFRZUmR3wBn4umzMYDFi6dCmee+45XHnllaisrMSrr7560tdCRERERKfHKZvV/OOPP4bL5cLUqVMBAC6XCwUFBRgyZEhYuSFDhmDdunWnvUxrnE5nWFd0s9kc8fXa3V6MePyLiMufSgf+eF6X1gj2+XzYs2cPXnnlFfziF78IrUn+yiuvYMSIEfj9738fKvvSSy/BYDBgx44dmDp1auj50qVLIZf7X/v+++/vUv3/+c9/YujQoaHnhYWFmDRpEgYOHAgAOPfcc3Huuee2euyiRYvwj3/8A4WFhcjNzYUQAsuXL8edd94Z8bWcKJJjOlPH9rz44osYMGAAAODWW2/F1VdfjZdffhk5OTkA/IHyT3/6U6vHqlQqzJ07FzfffDNWrFiBK664os3XOZ3X1Jpnn30W8+bNw/3334+RI0eG7Tt8+DAGDRrU4drSP//8M/Ly8kLvt+ZkMhn6DxiI/L37YbK7EPwIcECKHjfccD3eeOMNzJs3D2+88QYWL14MlUrV6mvMmjWrxbby8nKkpaV1+fraE3zfFx0vxPnnnYuBKXEAgBsvm9+ibHFJKbIyM0LPzz77bFx77bV488038dlnnyEhISHi1yUiIiKi2Dols5ofPXoUt912G+644w6MGTMGANDY2AghBIxGY1jZ+Pj40CRQp7NMa55++mkYjcbQV3Z2dheuvvs7evRoaOKp8ePHIy0tDW+//XZo//bt2/Hdd99BLpdDJpNBKpVCo9HA7XaHejDs3LkT06dPbzUEddaJQeXGG2/E8uXLceGFF+LFF1/E4cOH2zx20qRJGDJkCJYvXw4A+P7771FUVIRrrrkm4ms5USTHdKaO7cnLyws9jo+Ph1QqDQXx4Lb6+vrQcyEEnnnmGQwdOhQajQYSiQR/+ctfUFRU1O7rnIprKiwsxPPPP9+l6zzrrLNwzjnn4JFHHmmxTwhxUstqOdxeHKtuDKzJLYFGIUNOkhYAIJNKcNNNN+Hjjz9GUVERPvjgg3Zb1lsbW91R6O7o+iIRvH5p4Pt3332HOqsTB8vN2F1cj93F9TBBh/Jma4+bzWasX78eCoUCa9eu7dLrEhEREVFsnHSKKioqwrx58zBr1iy88MILoe1arf8P4RNbkRsaGqDT6U57mdY88sgjYa22ZrM54vCtUchw4I/nRVT2VNMo2m8pPNGgQYNw5MgRuN1urF+/HldeeSXeeOMN3HPPPQD8LeFXXXVVKMy2pithyddKl1kAoZb2oHPOOQdHjhzBZ599hvXr1+Ohhx7CHXfcgb/97W+tHr9o0SIsW7YMv//977Fs2TKcddZZyMzMjPhaWqtnR8d0to5tOfEednRPX3/9dTz//PN47733MHHiRBgMBjzxxBNYvXp1u8edzmtqy1/+8heMHz8eGzduDNs+ZMgQbNy4EV6vt91W72A5j8cDuVwOn0+gyuJEtdUJt9uNkuMFmDfvHOSlxuGopelXWV5eHqZOnYrLL78cw4YNw9ixY3Hw4MFTck2RXF97Dh06BABhH7YA/vdBgk6JeK0CZrsbVRYn7G4vqq1O1DS6kKhV4MG774Rer8fnn3+Oc889FwsXLsS8efNO6TURERERUXScVIt3cXExzjrrLIwbNw7vv/9+WGuoSqVCbm4ujhw5EnbM4cOHQ90tT2eZ1qhUKhgMhrCvSEkkEmiV8ph8dbW1UKFQ4LzzzsPTTz+Nhx9+GMXFxQCACRMm4Ntvv4Xdbm/z2AkTJmDLli1tjpNOSEiA1WqF2+0ObetMq3BaWhpuvfVWvPfee1i+fDn+/ve/w2aztVp28eLFOHDgALZt24YVK1Zg8eLFYfXs6FpOFOkxbdVRofCvC93WBw0n4/vvv8f555+POXPmhN6fP/74Y1iZ1l7/ZK/pVBgzZgwWLVqEBx98MGz7Nddcg4aGBixdurTd46+++mo0NDTgrbfegtXhxuEqK6osDggh8MVH/4XVYsHN1y9u9efh5ptvxrZt2zocR34y2rq+9rz00ktITU3FzJkzW90vkUhg1CqRlxqH3CQdtEq5fzjFf9/Hhys/xHOvvIEZs2bj/vvvx0033dSp4TFEREREFDtdDt4lJSU466yzMHbsWHzwwQehP/6bW7hwIT744IPQH/LV1dX47LPPsHDhwpiUIb/bbrsNOTk5ocmh7rrrLrjdbixatAiHDx+G1WrF999/j0svvTS0XvGdd94Jk8mE2267DUVFRaiursZzzz2HL77wj3MfP348NBoNnn32WTQ2NiI/Px+PPvpoRPW544478P7776O6uhoNDQ345ptvkJGRAY1G02r5AQMGYPr06bj11lthtVpx2WWXhfZFci0niuSY9uqYnZ0NiUSCzZs3n/TEdycaNmwYNmzYgJ9++gkmkwl/+9vfWsxb0Nrrn+w1AV2fXK25J598Ejt37sTWrVtD2yZOnIjf//73uO+++/DSSy+hqqoKdrsd+/btwx//+Ef84x//AOAfVvC73z2A++77Df7+8uuora+H02bFpjUf4s+PP4LHH38cY8eObfV1r732Wggh8Ktf/eqk6t+V6zuR3W7Hzp07ccstt+Ddd9/Fv/71rzbf20ESiQQGjQKDUnRQOUz40+9/i18/+P/QL3cIfq604Jb7HkZcnB733nvvqb4kIiIiIoqGrk6dPmzYMBEXFycef/xx8eSTT4a+vv3221CZ2tpaMWzYMDFu3Dhx//33i6FDh4pp06YJm80WkzId6SvLiQkhxKpVq4RUKg0twfXzzz+Lyy67TMTHxwu9Xi9mzZolPvnkk7Bj9u3bJy644AKh0+lEenq6+N3vfhd2Pz755BMxdOhQodPpxNSpU8XLL7/c6nJizZcxE0KIgwcPiquuukqkpKQIo9Eo5s2bJ3bu3CmEEC2W5Qp66aWXBIBWl1SK5Fo6e0x7dRRCiD//+c8iLS1NSCSSdpcTa37t69atEzKZLKweJy7LZrPZxPXXXy+MRqPQ6XTiggsuELfffruYOHFi2HEnvv6puKb+/fuLe++9t8171tZyW8Elu4Luv/9+ASC03FbQypUrxVlnnSUMBoPQarVizJgxYsmSJcJkMgmfzyfqrE6xv7RB/Okfr4rR4ycJtUYjNBqNmDZtmnjvvfdarcuJrx30008/tbqcWGtfwSUIu3p9J55bq9WKoUOHiltvvVXs3bu31Xq3VQ+fzyfOPvtscfbZZwurwyUKqq1id3G92F1cL95bs0HI5XLxwcqPWr3mnvo7i4iIiKin6MxyYhIhutZEt2TJkrBuxUFz587F3LlzQ89tNhtWrFiBoqIiDB48GJdddlmL1vHTWaY9ZrMZRqMRDQ0NLbqdOxwOFBQUYMCAAVCr1RGfk4g6x+n2otRkh9XpH9agVsiQGa+BTnXKFmHo0ewuL6otTpjsrtC2OJUcKXoV4lRNQ1H4O4uIiIgoutrLjyfqcvDujRi8iWLHJwRqLE5UWpwQQkAqkSDVoEJynCo0+zc1cbq9qLI4YbK5IeD/NS6XSmHUKGDUKCATbhQWFvJ3FhEREVGUdCZ4swmJiGKu0elBqckOh9sLwN+Cm5mggUreuRn8+xKVQobsRC36Gbyotrpgsrng8flQ2+hEbaMTUp8HFpsLu4rrMXlQGmRSfnhBREREFCsM3kQUMx6fDxUNDtQ1+rtNy6VSZMSrYdQoTmqt775EKfd3xU83qmF1etBgc8PscMPj8cHq9OKJD3bDhf24YFQaLhydjkm5iQzhRERERKcZgzcRnXZCCDTY3SgzOeAJLIOWqFUizaiGXHZSqxz2WVKJBAa1Aga1Aj4hUGe2orFGBp1KjtIaJ/6z5Tj+s+U4UvQqzB+VhgvHZGBS/wRIGcKJiIiIoo7Bm4hOK5fHi1KTAxaHf3JGlVyGzAQN4jh52ikjlUgQp1IgQafEh3fMwI4SK9bsLccX+ytQbXHi7S3H8faW40jVqzB/dDrmj05nCCciIiKKIk6u1kwkk6vl5uZ2uAYvEbUkhECN1YlKsxM+ISCRSJCqVyFFz8nTosFut7eYXM3l8WHTkWqs2VOB/x2ogMXhCZXvZ1DhglHpuHBMOibmMIQTERERdYSTq0WBTOaf5MnlcjF4E3WC1+fvVl5jdYYmT9Op5MiM10Ct4ORp0WKz2QAgbElFpVyKucP6Ye6wfnB6RmHzkRqs3lOOLw9UotLsxFvfF+Kt7wtDIfyiMemYwBBOREREdNLY4t1Me59YCCFQVFQEt9uNjIwMSKUch0rUHofLgwa7B2aHG77ArxmpVIKUOBUnT4siIQRsNhuqqqoQHx+P9PT0Do9xerzYdLgGa/aW48v9lbA4m1rC0wxqXDDaPzEbQzgRERFRE67j3UUd3TiXy4WCggL4ApNBEVE4nxCwu7xodHng8jT9apFLJdCpZNAp5Qxup0l8fDzS0tI6/QGH0+PFxp9rsHavvyX8xBA+f3Q6LhyThvHZDOFERETUtzF4d1EkN87n88Hlcp3mmhF1bz9XWrBmTzm+/qkS9kB3crlUgjMGJ+Oi0RkYmx3PkHYaKRSK0PCYkxEM4WsCIdzaLISnG9WhMeHje/G/r8Pthdnhhk4ph1YpY08NIiIiCmHw7qLO3Diivs7q9ODTXWV478ci7C1tCG0fkKzD1VOycdmELCTFqWJYQzqVHG4vNh6uwZo9Zfjqp6oWIdzfEu4P4T0hnDo9XlSZnaiyOFBldqLS7EClxRnaVml2oMrihMnmDh0jk0oQp5JDr5ZDr1ZAr5bD0OyxPuxxa/sV0DG8ExER9RoM3l3E4E3UPiEE9pY24L0fi/DJrjLYXP7WbaVMivNHpeHqKTmYNjCRwaKXc7i9+O7n6lB39MbA+wAAMgIhfH6MQrjT40W1xT97flUgPFeaHf7nwZBtcYQF6tNJKkEgvAeDeduhva3tcRyyQURE1C0weHcRgzdR6ywONz4JtG7vLzOHtg9M0eGaKTlYOCELiTplDGtIseJwe/FtIIR/dUIIz4zXYP7oNMwfnY5xJxnCXR4fqq3+EH1ioK40OwJh24H6TgRqpVyKVL0K/Qzqpu8GFVL1avQzNG03qBWwu72wODywONywOD1Nj8O++ycTPHFb8LHHd2r+u5VIgDjliaG86XFSnAq5SVr0T9Khf5IWSTolPwwjIiKKAgbvLmLwJmoihMDukga8t7UIn+4uC43dVsqlmB9o3Z4ygK3b1CQYwoPj/VsL4ReOycDYLGPofRMM1FUntkqHun77Q3ZdY+Rzayhl0kCA9ofnfgY1UkKPm4L16ZxdXwgBh9sHi8MNcxvBvGlfs23O8HJub+f/y45TydE/SYvcQBAPfU/WIVWv4s8wERFRFzF4dxGDNxFgdrjxyc5SLP+xGD+VN7Vu56XG4eopOVg4PhMJbN2mDjjcXnxzKNAS/lNlaFgC4A/herUc1RYnajsRqBUySSg0h743a60OtlDHa3vncnVCCDg9vmat6v4wbj2htb3K4sDxWhuO19pQ1mBHe//LqxVS9E9sCuLNg3m6UQMZu7QTERG1icG7ixi8qa8SQmBnsQnvbS3CZ3vK4HD7l8xTyaW4cHQ6rp6ag0n9E3plmKHo84fwKqzZW4GvTwjhQFOgTjWo0C/4PRCiUwOt1P306l4bqKPJ4faipN6GwhobCmsbUVRnQ2GtDcdrG1FSb4e3ne7vSpkUWYmali3lSTpkJmigkElP45UQERF1PwzeXcTgTX1Ng92Nj3eW4r0fi3CwwhLaPqRfHK6ZkoNfjM+CUauIYQ2pt7G7vPihoBZSiSTUUh2vUXCysBhwe30orbejsLYRx2ttoe/HaxtRXGeHy+tr81iZVILMeE2LQJ6brEVWghZqxckvZ0dERNTdMXh3EYM39QVCCOw4Xo/lPxZhzZ5yOD3+P67VCikuGpOBq6fkYEJOz1gSioiiw+sTKG+whwXywppAMK9rDPWKaY1EAmQYNchJ1CI32T/JW/PJ3rRK+Wm8EiIiouhh8O4iBm/qzUw2F1bl+1u3D1dZQ9uHpelxzdQcXDIuE0YNW7eJqH1CCFRZnKEgfmKLefM13luTqlehf1JTIB/cT4+RGQZkxmv4gR8REfUoDN5dxOBNvY0QAtsK6/Hej0VYs7ccrkDrtkYhw4Kx6bh6Ss5JL/NERBQkhEBtowvHQ2Hc33U9+L299dONGgVGpBswIsOAEekGjMw0YFBKHMeSExFRt8Xg3UU9IXg/9+XPsDjcuHJSNoand886UuzVN7qwMr8E7/1YhKPVjaHtw9MNgdbtDBjUbN0motPLZHOFWseLam0oqGnETxUWHK60tLrOuVImxZC0OIxMN2JEhgEjMwwYlm5AnIrd1YmIKPYYvLuouwdvh9uLqX/+Gg12f4vB6EwjrpyUhYvHZnICLIIQAlsL6vDej0VYt7ciNDGSVinDxWP9Y7fHNFs/mYiou3B6vDhcacWBcjMOlAW+ys1tdlvPTdJiZIaxqXU8w4AUrklORESnGYN3F3X34O31CXx3uBorthfjywOVcHv9/3RKuRTnj0zDlZOyMWNQEmcH7mPqGl1YucPfun2spql1e2SGv3X74rEZ0LN1m4h6GJ9PoLjeFgrh+wOBvMLsaLV8cpwSw9MNoUA+MsOA3CQd1yInIqKoYfDuou4evJura3Th452l+GB7cdgyUJnxGlwxKQuXT8xCVoI2hjWkaNtX2oB/fXcMX+xrat3WKWW4eFwmrpmSg9FZxhjXkIjo1Ku1OkMt4/sDofxYtRWtLUmuUcgwLN0/eduIQHf1YWl6LndGRESnBIN3F/Wk4B0khMC+UjM+2F6Mj3eVwuLwd8uTSICZg5JxxaQsnDcyjX9k9DJfHajEXcvzQ0uBjcky4uopOVgwNoNjH4moz7G7vDhYYQ4L5AcrzK0ueyaVAINS4vxhPBDIR2YYkKBTxqDmRETUkzF4d1FPDN7NOdxefLG/Ah9sL8bmI7Wh7Qa1HJeMy8SVk7IxKtPAMXA93IrtxXh41V54fQKzh6TggfOGYlQmW7eJiJrz+gQKahqxv6whbOx4baOr1fLpRnWgZdwQ6KpuRFYClzgjIqK2MXh3UU8P3s0V19nw4Y4SfLijBKUme2j7sDQ9rpyUjUvHZyKRn+73OK99dxR/XnsQAHD5xCw8s3A05Fxqh4goIsE1yP2t4g2hsePHa22tlter5YFx4/5APjzdv954vFbBQE5ERAzeXdWbgneQzyfw/dFafLC9GJ/vrwit4/z/2bvr8KauBgzgb7yWuntLW6C46xjD2ZAN2WDIBky+GXNh7i5sTGAbGxtjDKbINhhsuBaXIi3UU7ekEr/fH2lDQ4W20Kby/p6nT5J7T3JPLm3Ie4/JJCKMjvXD9L4hGBbtw8lnWjhBEPD2prNYtuMiAOCeYZFYNL4Tv/gREV0DGq0BZ7M0OJ1R0Tqeqcb5rBLr/BmXU0jFCHBzgL+bAwLcHCtuHeDveumxl7Ock50SEbVxDN6N1BaDd1XFZQasP56BtYfScTKj2Lrd39UBU/sEYXqfEIR7O9uxhlQTo8mMZ38/ibWH0gEAi8Z3wr3Xd7BzrYiI2ja90YwLuSVVJnErRmJOCfJKau6qfjmZRAQ/14pA7uZYJZhfCuw+SgUvfBO1cGazAK3RhHK9CVqj2XJrqPwxQ2c0QRAAsyBAAGBJVkLFNkCouG/ZV3m/4rbK81Ble63Pq3IMc0WEE2p5HiqeZxZsyzjIJHB3ksHdUQY3JxncHeUVtzI4ySVs1GkgBu9GauvBu6p4lRo/H07DH0czUFhmsG7vH+GJ2/qGYHw3fzjJOUmXvWkNJixcfRT/xGdDLALentIdt/YLsXe1iIjaLZ3RhBy1DpnFWmQWlyOrWIvMYq3lVq1FVnE5cjQ61OfblUQsgq9SUaXF3NEazAPdLYHdV6mAjEOKiGxUhmGtwYzyihBcrjdBZzShXG+2PDbYBmRruYrHWpvHJpQbzNBVfVwRtCt7i7YHMokIbo7yS8G8Sjh3d5LB3alim6MM7k5yuDtatikdZO32IiKDdyO1p+BdSWc04d8zOVh7KA07z+dal2NxUUgxsUcApvcNQa8Qd179sgO11oC7vzuEA0kFkEvFWDKzF8Z28bd3tYiI6AoMJjNyNDpkFZdfCuXWW0tYz9boYKppDbTLiESAj4uizq7tfm4KKKRtb/USs1mAuaLFznJruW8yC9aWPJv7ggCz2dKqZ6ooX7WcuaLV0HT565qrH6PasS8rIwiWCydSsQgSsQgyidjmsVQigkQsvvRYLIJUYvvYciuGRCKy2d6SvnMJggCjWYDBZIbBKEBvMlvuV/zojZZ9RvOl+9Z9JgEG42WPTWbrNutj649Q8ZrmOgKyJUDbKwzLpWI4yiRwkFXeSiCXiiEWiSASASIAIpGo4vay+7CUqSyLKmXFl5UFRBXbLj3P9vUulRVX3EfVsrh0nMrXq9xebjBBXW5AUZkBRRW3xeV6GEyNj4QiEeDqUBnIqwdzm7BepbXdzVHW6j+7GLwbqT0G76oyi8vx6+F0rD2UjtSCSxPNRPm64Na+wbilVzB8lAo71rD9yNXocOe3B3FapYaLQoqv5vbFoA5e9q4WERFdIyazgLwSXUUgryGgqy0Bvb5fhr2c5ZcCeUVAd5ZLYKwIkCYzKm4tQcpsFqxB1VRx31Rx32y9D5jMZpgqgqipynOMNuUs96u+rsmMKvdreu1L+y7VxTb8tleSauH8shBfEdSlYnGVkH9ZmLeGfctjsyDUGoaNVYKvNVgbLz1u6eRSMRykYjjKLUHYUSaBQiaBo0xsfexg/bkUmCsDtIPNYwkc5WIopBKb13OQieEglbTZeRsEQUCZ3oRiayDXo7gimBdXCedFZZcCuyW861GqN13VsR0rur5XhnZ3R/mlAO8kQ49gdwyJ8r5G7/TaY/BupPYevCuZzQIOJhdg7aE0/HUy07oOqlQswg2dfHFr3xDc0NGHs2k3kbSCMsxZfgDJ+WXwdpFjxbz+XC6MiKgdMpsFFJTpqwTyywK6WgtVUTl07agrbE0kYpG1xVAistyvbO2z7LO0IkvElu1ikQjiqvdFVbdXeVz1vsj2uSKIrBcQDGaz5YKGqfLChtl6gaPy1mgy2zyufG5rJJeKIROLIJOKIZOIIZeIIZNYWv1lEjFkUjHkVR9LxJBLqz6+bF/lY+ml/Q6XheOq4dlRLrEGbYVU0m67OLcUeqMZxeWWYG4N7pWhvUxvE96rblOXG+p1gW3OwDC8dnPXpn8jjcTg3UgM3tVptAZsPJGJtYfScDS1yLrdR6nAlF5BmN43BFG+LvarYBtzNkuNucsPIkejQ7CHI1YuGIAITnhHRES1EAQBRWWGiiBuG8y1BpOl9bQiREpEIkgkFbcVgVQiBiRiseW2SjlxlRZUcWX5in3SyvsV4bWydfXycpUtt1Vfw3b7pedXva0aiiUiEUSV5USXuupWDdutlSAINQb0y7eZzOaKffUrV3kRwFjleWKx6LIwXFcwrgjTVbZVhmtJC+sKT62X2SxAozNWtKzrLwXzynBe8XholDdu7hVk7+rWisG7kRi865aQrcHPh9Px25F0m1lde4e647Z+IbipeyBcFJyQrbEOJRdg/oo4qLVGdPRT4vsF/eHn6mDvahERERERUQ0YvBuJwbt+DCYztp3NwdpD6dh2LsfaVcpRJsFN3QNwa98Q9Av34BXRBvjvbDbuX3UEWoMZfcM8sPyOfnBzktm7WkREREREVAsG70Zi8G64HI0Wvx/JwJpDabiYW2rdHu7lhOl9QzC1dzD83dhqW5ffj6bjiZ9PwGQWMKKTLz67vTcc5a17hkciIiIioraOwbuRGLwbTxAEHEktwtq4NGw8obLOcCgWAeO7BmDRjZ0Q7OFk51q2PMt3J+G1jfEAgFt6BeHdad25XisRERERUSvQkPzY6G/4BoMBP//8M0aMGAF3d3esXbu2xnLr1q1D//794efnh6FDh2L79u12LUNNQyQSoU+YB96Z1h0HnxuF96Z1R/9wT5gF4M+TmRj14Q58vj3RbusutjSCIOD9zeesoXv+kAh8ML0HQzcRERERURvU6G/5n376KdasWYNnn30WxcXF0Ov11crs2LED06ZNw+zZs7F//36MGDEC48aNw6lTp+xShpqHs0KK6X1DsPZ/g7DpkevQP8ITWoMZ7246h/Ef78TexDx7V9GuTGYBz/1xCp9uSwQAPDm2I16Y0LnNrg1JRERERNTeNbqruSAI1smzRCIRVq5cidmzZ9uUufHGGyEWi7Fx40brtl69eqFXr1745ptvmr3MlbCredMQBAG/H83Am3+dsc6GPqlHIJ6/qTN829ms3TqjCY+uOYa/TmZBLAJev7kbbh8Qau9qERERERFRAzVLV/P6zFi9e/dujBw50mbb6NGjsXv3bruUIfsQiUSY0jsY/z4+HHcMCoNYBKw/rsKID3Zg+e4kGE3to/t5ic6Ied/G4a+TWZBLxPjs9t4M3URERERE7UCTDShVq9XQaDTw8/Oz2e7r6wuVStXsZWqi0+mgVqttfqjpuDnK8Mrkrlj/4FD0CHFHic6I1zbGY8KS3TiUXGDv6jWp/BIdZn65H3sv5MNZLsGKef0wvluAvatFRERERETNoMlnchKLbQ8hlUpxee/25ixT1VtvvQU3NzfrT0hISN1vhq6JrkFu+P2+wXhrSje4O8lwNkuDaUv34cmfjyO/RGfv6l1z6YVlmL50H05mFMPTWY7V9wzE4Chve1eLiIiIiIiaSZMFb6VSCUdHR+Tl2U6klZOTA19f32YvU5NFixahuLjY+pOWlta4N0sNJhaLMLN/KP57fDhu62u54PHz4XSM+GAHftifApO5baxydz5bg2lf7MPFvFIEuTvil/8NQvdgd3tXi4iIiIiImlGTBW+RSIR+/fph165dNtt37NiBAQMGNHuZmigUCri6utr8UPPydJbjnWnd8et9gxEb4IricgOe/+MUbvl8D06kF9m7elflSGohpi/dhyy1FtG+LvjlvkGI9HGxd7WIiIiIiKiZNWlX84cffhh//PEH1q9fD6PRiG+//RYHDhzAQw89ZJcy1HL1CfPA+geH4OWJsVAqpDiRXozJn+3B83+cRHGZwd7Va7Ad53Mx66sDKC43oFeoO9beOwgBbo72rhYREREREdlBo5cT27FjByZPngwAKC4uhpOTE2QyGebOnYtPPvnEWm7JkiV49dVXUVhYCH9/f7zzzjuYNWuWzWs1Z5m6cDmxliFHo8Wbf57BH8csE+N5Ocux6MbOmNo7qF6z6dvb+uMqPL72GAwmAcNifLB0dm84yaX2rhYREREREV1DDcmPjQ7eRqMRJSUl1bYrFAo4OlZv2SsvL69xu73K1ITBu2XZdyEfL647hYQcy+9Zv3APvHZzV3Tyb7n/Nt/vS8ZL609DECxrlb8/vQfk0iafw5CIiIiIiJpZswTvtojBu+XRG834Zk8SPt6agHKDCRKxCHcODsejo2Pgomg5rciCIGDx1gR8/G8CAOCOQWF4aWIXiMUtv4WeiIiIiIgajsG7kRi8Wy5VUTle2xiPv09lAQD8XBV4/qZYTOgeYPfu5yazgJfXn8bK/SkAgEdHxWDhyCi714uIiIiIiJoOg3cjMXi3fNvP5eCl9aeRkl8GABga5Y1XJndBBzvNFq43mvHY2mPYeCITIhHw6uSumDMwzC51ISIiIiKi5sPg3UgM3q2D1mDCsh0X8dn2ROiNZsgkItx9XSQeGhENR7mk2epRqjPifz8cxq6EPMgkInx0W09M6B7YbMcnIiIiIiL7YfBuJAbv1iUlvxQvrz+NbedyAQBB7o54aWIsRsf6NXk374JSPeatiMPxtCI4ySVYNqcProv2adJjEhERERFRy8Hg3UgM3q2PIAj4Jz4br26IR0ZROQBgRCdfvDyxC0K9nJrkmKqicsxZfgAXckvh7iTDt3f2Q69QjyY5FhERERERtUwM3o3E4N16lemNWPJfIr7edREGkwCFVIwHbojCPcMi4SC7dt3PE3NKMHf5AaiKtQhwc8DKBf0R5au8Zq9PREREREStA4N3IzF4t36JOSV4cd0p7L2QDwAI93LCK5O74vqYq+8GfjytCHd+exCFZQZE+jhj5YIBCHJv+HrxRERERETU+jF4NxKDd9sgCAI2nMjE6xvjkaPRAQBu7OaPFybEIsCtcUF5d0Ie7ll5CGV6E3oEu+Hbef3h6Sy/ltUmIiIiIqJWpCH5UdxMdSJqNiKRCJN6BOLfx6/H/CERkIhF+OtkFkZ+sAPLdlyAwWRu0Ov9eSIT81YcRJnehKFR3lh190CGbiIiIiIiqje2eFfBFu+2KV6lxgvrTuFwSiEAIMbPBa9O7oqBkV5XfO4P+1PwwrpTEATgpm4B+PC2HlBIm2/JMiIiIiIiapnY1byRGLzbLrNZwC9H0vH232dRUKoHANzSKwiLbuwEX6VDtfKCIGDJf4n4cMt5AMCsAaF4dXJXSMRNu0wZERERERG1DgzejcTg3fYVlenx7uZzWH0wFYIAKBVSPD4mBrMHhkEqsYy8MJsFvLoxHiv2JgMAFo6MxqOjopt8bXAiIiIiImo9GLwbicG7/TieVoTn/ziFkxnFAIDYAFe8fktXdA10w5O/HMe6YyoAwEsTYzFvSIQ9q0pERERERC0Qg3cjMXi3LyazgB8PpuK9TWeh1hoBAJE+zriYWwqpWIQPbu2ByT2D7FxLIiIiIiJqiTirOVE9SMQizBkYhv+eGI5pfYIBABdzS+EgE+OrO/oydBMRERER0TXBFu8q2OLdvsUlF+DXw+mY0T8UPUPc7V0dIiIiIiJqwRqSH6XNVCeiFq9fuCf6hXvauxpERERERNTGsKs5ERERERERURNii3cVlb3u1Wq1nWtCRERERERELVllbqzP6G0G7yo0Gg0AICQkxM41ISIiIiIiotZAo9HAzc2tzjKcXK0Ks9kMlUoFpVIJkUhk7+rUSK1WIyQkBGlpaZwArgnw/DYdntumw3PbdHhumxbPb9PhuW06PLdNi+e36fDcXnuCIECj0SAwMBBicd2juNniXYVYLEZwcLC9q1Evrq6u/INpQjy/TYfntunw3DYdntumxfPbdHhumw7PbdPi+W06PLfX1pVauitxcjUiIiIiIiKiJsTgTURERERERNSEGLxbGYVCgZdeegkKhcLeVWmTeH6bDs9t0+G5bTo8t02L57fp8Nw2HZ7bpsXz23R4bu2Lk6sRERERERERNSG2eBMRERERERE1IQZvIiIiIiIioibE4E1ERERERETUhBi8iYiIiIiIiJoQgzcRERERERFRE2LwJiIiIiIiImpCDN5ERERERERETYjBm4iIiIiIiKgJMXgTERERERERNSEGbyIiIiIiIqImxOBNRERERERE1IQYvImIiIiIiIiakNTeFWhJzGYzVCoVlEolRCKRvatDRERERERELZQgCNBoNAgMDIRYXHebNoN3FSqVCiEhIfauBhEREREREbUSaWlpCA4OrrMMg3cVSqUSgOXEubq62rk2RERERERE1FKp1WqEhIRYc2RdGLyrqOxe7urqyuBNRERErZbJLMBgMkMhFXP4HBFRE6vP5yyDNxEREVErZzILOJVRjH0X87H/Yj7ikgpQqjdBJAIcpBI4yMRwlEngYP0Rw1EuseyruHWUiytuLytXcd9RJoHisseVZRxkEoZ8IqI6MHgTERERtTJms4D4TDX2X8zHvgv5OJhUAI3OWK2cIADlBhPKDSYUwtCkdbrakO/lLIefqwP8XBXwc3WAs4JfU4mo7eAnGhEREVELZzYLOJetsQbtA0kFKC63DdJKBykGRHhiYKQXBnXwQoinE7QGE7R6M7RGE8r1JmgrQrjWYIbOZpvZUtZgW6a8yjZtRZnyy+6bzAKAax/ylQopfF0V8HdzgJ/SAb6uDvCvCOW+rg7wd3OAj4sCcilXxyWilo/Bu4FMJhMMhqa9YkxE7Y9MJoNEIrF3NYiohRAEAYk5JdhXJWgXlOptyjjLJehfJWh3CXSDRGzb1dvVQdbkdTWYLoVwnU1Yvzy4VwR9o7ni1gSt3lKuzGBCnkaHbI0WOWodSnRGaHRGaHKNuJBbWufxvV3k8FVaWsr93Rwq7jvA301hve/lLIdYzG7wRGQ/DN4NUFJSgvT0dAiCYO+qEFEbIxKJEBwcDBcXF3tXhYjsQBAEJOWVWoP2/osFyCvR2ZRxlEnQN9wDgzp4YVCkF7oFuUEqsX9rr0wihkwihvIahvwSnRHZam2VH53N/axiLXI0WhhMAvJK9Mgr0SM+s/bXk4pF8FUq4FfReu7nWvV+RUh3dYBSIW3R49TNZuFS7wWj2aY3gs5QcTHD2nuh4tZogpujDB39lIjxVzbLxRgiqo7Bu55MJhPS09Ph5OQEHx+fFv2hTEStiyAIyM3NRXp6OqKjo9nyTdQOCIKA1IIy7LuQb50QLVttG7QVUrElaEd6YWCkF7oHu7ebbtUuCilcfFzQwaf2i5GCIKCwzICsYm1FS7kWWcWWVvPsim3Zah3ySnQwmgWoirVQFWvrPK6TXGLpyq6s6OJ+2X1Ll3cFHGSWz2mjyWzT9V5XS/DVVunKr6sSmKs+t7L7f23P1RnM0JvMV31uA90cEOOvtARxPyU6+isR5etifU9E1DQYvOvJYDBAEAT4+PjA0dHR3tUhojbGx8cHycnJMBgMDN5EbVR6YZWgfSG/WgiUS8ToFepubdHuGeoOhZSfB7URiUTwdJbD01mOWNS+DKzBZEZeic6mpTy7IqTnaLSW4K7WQq01okxvQlJeKZLy6u7e7iSXQG80w2i2Xy9IuUQMRcWM8g4yccXEdpdmma/8UUjFyCvR4XyWxnrxQVWsxfZzudbXEomAcC9nxPi5WFvGO/opEe7tDFkL6FVB1BYweDcQW7qJqCnws4Wo7cksLrcE7Qv52J+Uj7SCcpv9MokIPUPcrS3avcM82OrYBGQSMQLcHBHg5giE1F6uXG+61J1do7O0mle9XxHSdUYzyvSmas+3Bl5plSXWZBI4SMW2gfjy/VVCc+Vs7w4VS7ddXr7ydRRSSbXx/PVRXG5AQrYG57I1OJ9luT2XpUFhmcF6wWHz6ewq506EDj4u1pbxGD9LIA/2cOSYeaIGYvAmIiIiugZy1Fprt/F9F/KRnF9ms18iFqF7sBsGVUyG1ifMA05yfhVrKRzlEoR7OyPc27nWMoIgQF1uRFG5Hgpp61vD3M1Rhr7hnugb7mndJgiWcfLnK0L4+SrBvFRvwtksDc5maYDjl17HUSZBjJ9tIO/kr4SPUtEqzgORPfDTnlq0c+fO4d5778XGjRtb1aRTrbXeRERUf3klOuyvErQvn31bLAK6BblhYEXX8b7hnnDh2tStmkgkgpuTDG5ObWeCMpFIBB+lAj5KBYZEeVu3C4KAjKLyikBeYg3mibklKDeYcDy9GMfTi21ey91JZm0VvzSO3AXuTvLmfltELQ4//du45cuXY+XKlQAAiUSCwMBAjB07FrfffjvE4pY/Zkej0WDHjh0wGo32rkqt4uPjcf/99+Pvv/+2jv9vznrXdPzm9sorr2Dbtm1YtmwZOnbsaLMvIyMDs2bNwpIlS9CtW7dqzx05ciQefvhhTJo0yWb7p59+isOHD+Pbb78FAMybNw9JSUl45plnMG7cOJuyzz33HPbs2YM5c+ZgwYIFNuUBwNHREZGRkbj77rvRs2fPGveHh4djwYIF6Nu3r81rz5s3D/3798d9991n3abT6bBq1Sr8+++/yM/PR3BwMIYOHYpZs2ZBJpNVe/2qxo0bh2eeeabuE0pELVJhqR4HkvKt47TPZ5fY7BeJgNgAV2uLdr8IT84gTa2WSCRCsIcTgj2cMKKTn3W70WRGSkGZtat6ZSBPyitFUZkBB5MKcDCpwOa1/FwV1QJ5tJ8Le3xQu8Lf9jYuKSkJCQkJWLVqFUwmE06cOIH77rsPx44dw/vvv2/v6l1Rx44dsW3bthbdaqxWq7Fjxw6YTJfGezVnvWs6fnMqKSnB+++/D2dnZ3z11VfVfq/Ky8uxY8cOFBcX1/j8HTt2YPr06dW2JyYmIi4uzvo4Li4OaWlp+OSTT2yCd2FhIT766CNIpVIMHTrUpnyXLl1w3333oaysDGvWrEHfvn2xc+dODB482GZ/eXk5/vjjDwwYMADbtm3DsGHDbF7Hy8vL+jgjIwNjxoyBSCTCgw8+iIiICKhUKuzZswerV6/G5s2bqx2/Kn9///qcViJqIfJKdPjrZCY2HFfhUEohLl9RtJO/0joZWv8IT7bsUZsnlYjRoWLG+fHdAqzbtQYTLuSWVGshzygqr1gOToddCXnW8iIREOLhVNFd/VK39Uhvl3Yzez+1Lwze7YCjoyOGDx8OwNK6mJeXhyVLltgEpLKyMnz++efYsWMHHBwcMHz4cPzvf/+zmV25rKwMS5cutZaZPXs2Jk6cCMASnt577z1s3LjRWj4pKQnz5s3Db7/9Bk9PTxw7dgyPPPIIvvjiC7z//vtISUnBRx99hG7dumHlypXYuHEjdDodhgwZgoULF0KhUEClUuHll1/Gxo0b4ejoiEmTJuHhhx/GmDFjrMfJycnBbbfdhs8++wyxsbH1ei+Xq89zaqpjXl4e7r//fgDA+PHjIZFIMHr0aEybNs1abxcXF+t7/+CDD7BixQpcuHABnTt3xgsvvICkpCQsWbIEWVlZGDJkCJ566ilrq2lubq41lMpkMkRGRuLee+9F7969AVhCYE3Hf+655xr9nhQKRQN+u4CffvoJPj4+eOONN/Dwww/jrbfestb/Wps+fTpWrlyJ9PR0BAcHAwB++OEH9O/fH1lZWdXKh4SEWH/3x48fj4MHD2Lp0qUYPHhwjfv37NmDr776yiZ4X2727NkALMG6ag+DefPmVbu4UPX1iaj1KC43YPPpLGw4rsLeC/kwVZm5OtrXxRq0B0R6wdOZQZsIABxkEnQJdEOXQDeb7RqtAQk5JZe1kJcgr0SH1IIypBaUYeuZSxO6ySVi3NovGE+O6dSmuvQTMXg3kiAIKDfYp4XRUSa5qokrAgICoNFoUFZWBicnJ+h0OowYMQKenp5YsGABzGYz3nnnHezatQs//fQTAEur5fDhw1FWVoYnn3wSjo6O+Oqrr+Do6IhRo0YhNzcXu3fvtjlOaWkpduzYAb1eDwAoKirCjh07MGHCBDz11FOYPXs2QkND8cUXX+CVV17Bm2++CV9fX+zduxcPPvggvvrqK5su2xKJBG5ubli2bJlN8P7pp59w/vx5dOrUqV7v5XL1eU5tdfzkk09w11134YEHHsCzzz4LR0dH+Pn5VetqXvneb7/9djzzzDMYPnw4nnrqKWzfvh1arRZPP/00HBwc8MQTT6C0tBRvvvkmAMDV1RUvv/yytZ579uzB4MGDsXfvXvTu3Ruenp41Hv9q3tNXX30FAJgxYwaGDh2KBx98sM7fp6+//hp33XUXpk6dioULF2L9+vWYOnVqvX8fG8Lf3x9jx47FihUr8PzzzwOwDKd4/PHH8cYbb9T5XJFIhMDAQOTl5dVaxt/fHzk5ObXuP336NLZv346ffvqpxm79bm5uNTyLiFqDcr0JW89kY8NxFbafy7VZL7lHsBsm9gjETd0DLDNjE1G9KR1k6B3qgd6hHjbb80t0OJ9dYjOZ27lsDTRaI37Yn4q/T2bh2Rs7Y0rvIE7YRm0Cg3cjlRtMiH1xs12OHf/q2EaPidHpdPjtt9/Qs2dPODk5AbAEl+LiYuzevRtSqeV1hw4diqCgILz44ouIjY3FV199hYSEBFy4cAGenpaZMG+99VaUlta9zmVNPv74Y0yYMMH6eMeOHbjtttswf/58AMCECRNqfd3Zs2djypQpKCoqgru7OwBg1apVmDlzJsRicb3ey+Xq85za6ujo6Ghtfb7uuuusXcsPHTpUY/2XLVtmbQEtLCzE3Xffjf3792PAgAEAAJVKhS+//NIavBUKhU2L6dixY5GVlYUlS5bg22+/rfX4n3/+eaPfU6X9+/dfsVv06dOncfjwYfz++++Qy+W488478fXXXzdZ8AaABQsW4LHHHsNzzz2Hw4cPIzk5GdOmTbti8D537hwOHDiAJ598ssb9Fy5cwIEDB/DEE0/U+hpHjhwBAOs5v5I1a9ZU+1147LHHqo1nJyL70BvN2Hk+F+uPq7D1TLbNElExfi6Y1CMQE3sEIsyr9lmuiahxvFwUGOSiwKAOl4ZzCYKAfRfy8eL600jMKcHjPx/Hmrg0vHZzV3T0V9qxtkRXj8G7HcjIyMDw4cNhNptx7tw5BAYGYs2aNdb9//77L4qKijBu3DgIgmD9kUgkOHPmDGJjY7Ft2zZrC2pVzs4N/zJSdRwuYAmML7zwAoKDgzF+/Hh07dq11tcdM2YMXF1d8euvv2LBggVITEzEwYMHsWzZsnq/l8vV5zkNqWNdKgM2AAQFWa7gVp3MKygoqFqX6T179uD7779HamoqysvLkZqaiqCgoDqPcy3e008//QRvb+86jmJp7Z4wYQICAixjvO655x507twZaWlpCAmpY7HUq3DTTTfhf//7H7Zv3441a9Zg5syZtU4qVxl8y8vLceLECYwdOxZPPfVUrftnzpxZ58Rn5eWWNXjr27I9ePDgamO8Y2Ji6vVcImoaJrPli/2G4yr8fSoTau2lSTBDPZ0wsUcAJvUI4pd8IjsQiUQYHOWNvxZeh+W7k/DJvwk4mFyAGz/ZhQVDI/DwyGg4c2UAaqX4m9tIjjIJ4l8da7djN4SnpydefvllGAwG/Pfff1iyZAkyMjKsAUCj0aBHjx41Bo7OnTsDsHQbrxxTe7Uun3DsgQceQEhICNasWYOPPvoIEokEH330EaZNm1btuVKpFLfddhtWrVqFBQsWYNWqVejSpYt1pur6vJfL1ec5DaljXaqOfRaJRBCLxTZjrkUiEczmS90bt2zZgokTJ+Lpp5/GTTfdBFdXV6xcuRLHjx9HXa7Fexo4cGCdx9Dr9fjhhx/g5uZm0yovkUjw7bff4sUXX6zz+ZUUCgV0Ol217Tqdrsbx5lKpFHPnzsWSJUvw77//4t9//631tSuDr4ODAyIiIuDn51fjfo1Gg08//RQHDhxAWVlZrePcK/8GkpOT4evre8X3xjHeRC2DIAg4klqIDcczsfFEJvJKLn3m+CoVmNA9EJN6BqJHsBu7tBK1AHKpGPcN74BJPQPx6obT2Hw6G1/uvIj1x1R4cWIsxnf1598qtToM3o0kEolazRIIVSdXGz16NMrKyjB37lycPXsWzs7OiIyMxJ49e+oMCB06dMDhw4dr3e/k5AStVgtBEKwfhHWNlb3cpEmTrN1v3377bcyZMweTJ0+useysWbMwZMgQpKen48cff8S8efOs++rzXi5X3+fUVsemXJbt559/xtSpU/HKK69Yt1Uur1WppuNf7Xuqz+Rof/zxB2QyGb7++mub7Xv37sVXX32FF154oV7/KUZERNS47FZSUhIiIyNrfM78+fPRqVMndO/evdryX1VdKfhW3T9mzBh0794djz/+OL755psay1933XVwdXW1TuhGRC2XIAiIz1Rj/XEVNh7PREZRuXWfu5MM47sGYFKPQPSP8IREzC/wRC1RkLsjls3pi21nc/DS+tNILSjD/auO4Lpob7w6uSsivDkMhFoPu8/Vr9VqsXLlSgwePBgODg5YvXp1jeXWrl2L7t27w83NDX379sU///zTqDJkWXO5tLQUH330EQDg7rvvxtmzZ/HOO+9Yy+j1eixevNg65nfBggU4fPgwli9fbi1z6NAhaxiPjY2FwWDAli1bAFj+XT/44IN61Wfp0qXIyMiwPg4ICKgzsA0cOBCRkZF47LHHkJCQgNtvv926rz7v5XL1eU5ddaxs+VSpVPV6vw2hVCqRkJAAg8EAwDLuuuowgdqOf7XvCbBMrvbpp5/WWrevv/4akydPxvDhw21+HnzwQahUKmzdurVe73HmzJn44YcfkJiYaN22e/dubN26FTNnzqzxOR07dsSePXvwyy+/1OsY9aFQKPDuu+/iu+++w4kTJ2oso1Qq8cYbb2Dp0qVYuXIlhCrrCqWnp2Px4sXXrD5E1DgXc0uweOt5jPpwB276ZDeW7biIjKJyOMslmNIrCN/e2Q9xz43CW1O6YVAHL4Zuolbghk6++OfRYVg4MhpyiRi7EvIw9qOd+PCfc9DaabJjooaye5PtsmXLEBcXh3fffRfXXXddjWsRb926FbNmzcJnn32GiRMn4ttvv8XEiRNx8OBB9OjRo95lyMLd3R3PPvssXn31Vdx7773o06cPVq9ejQcffBBLliyBv78/kpKScMcdd1i73Pbt2xffffcdFi5ciDfeeAOOjo5QKpXW4BMeHo5nn30WkyZNQrdu3aBSqWxmHq+Lh4cHhgwZAmdnZ8jlcqSkpGDp0qV1trrefvvtePXVV3H99dcjNDTUur0+7+Vy9XlOXXUMDw/HuHHjMGzYMHTs2BFjxozB2LHXZhjCo48+ivXr1yMiIgLe3t7IzMzEddddh8LCQmuZmo7/3HPPXdV7AuqeXC0lJQX//vsvHn/88Wr7XF1dMXz4cHz99dcYPXq0dftDDz1UbWz0smXL8OSTTyIzMxPdu3dHTEwM9Ho90tLS8Nprr2HKlCm1npvKJcGupcmTJ2PQoEF4+umn8ffff9dY5sEHH4SLiwueffZZPP300wgPD4dKpYJEIrHOQF+ppsnVevbsyYBOdI1lFJVj43EV1h9X4bRKbd0ul4oxspMvJvYIxIhOvnBo4FAtImo5HGQSPDY6Brf0CsJL609j5/lcfPJfIn4/loFXJ3XFDZ2uPASMyJ5EQtUmGzsTiURYuXKldZ3cSmPHjoWDgwPWrVtn3da3b1906dIF3333Xb3LXIlarYabmxuKi4vh6upqs0+r1SIpKQkRERFwcHBo7FtsdklJScjJybGZ1AuwjJ/dt28fOnfubB33ajQacfr0aZhMJnTq1Mk66/nlzzt58iRcXV0RHR1drWVapVJBpVKhY8eOEIvFiIuLw+DBgyGXy1FUVIRjx47h+uuvr/Y8k8mEc+fOQa/XIyYmxnpsjUaDw4cPY+jQodbZuQHLjODHjx9HWFgYIiIiqtWzPu+loc+prY6Vzp07h+zsbPj4+CA4ONim3jW994KCApw8eRLXX3+99TVyc3Nx7tw5mwnoDAYDTp8+DaPRiK5duyInJwe5ubno06dPrcevHMd9Ne9p//798Pb2RlRUVLVzlZ2djTNnzmDIkCE1XiBJSkpCVlYWBg0ahPLychw4cKDGc96nTx8olZYJjEpKSpCYmAiZTIYOHTpU+zuLi4uDt7d3jf/eAHDw4EH4+PhY98fFxcHT0xMdOnSosXxt+zMyMpCYmIihQ4dCIpHUWk4QBCQkJCA/Px/BwcEIDg62+b2Oi4ursZeFu7u7dU6CqlrrZwyRveRqdPj7VCbWH1PhUMqli5ESsQjXRXtjUo9AjI71g9KB6wATtTWCIODvU1l4dUM8stRaAMCYWD+8NKkLgty55B81n7ry4+VafPAWBAFKpRKvv/46HnnkEev2p59+Gr/++isSExPrVaY+2mLwJqLWgZ8xRFdWXG7A5tNZ2HBchT2JeTBXfIMRiYD+4Z6Y1DMQ47sGwNNZbt+KElGzKNEZ8cm/CVi+OwkmswBHmQQLR0ZjwdAIyKV2H1FL7UBDgrfdu5pfiUajQWlpabUZhH19fa3LLtWnTE10Op3NbMpqtbrWskRERNT8yvRGbD2Tgw3HVdhxLhd606WVH3qEuGNi9wBM6B4IfzdesCJqb1wUUjx7Y2dM7R2MF/44hYPJBXhn01n8eiQdr07ugsEd6l4Wlag5tfjgXenymZvFYjEub6yvT5mq3nrrLZvZoomIiMj+dEYTdp7Pw4bjKmyJz0Z5lcmTYvxcMKlHICb2CESYF2c0JiKgo78Sa+4diN+OZOCtv88gMacEt391AJN7BuK5GzvD15UX5sj+WnzwViqVcHJyQm5urs32nJwc69jk+pSpyaJFi/DYY49ZH6vVaoSEhFzD2hMREVF9GE1m7L9YgPXHM7DpVBbUWqN1X6inEyb2CMCkHkHo6K+0Yy2JqKUSiUSY2icYozr74f1/zuGHAylYd0yF/87k4LExMZgzMAxSCbufk/20+OAtEokwYMAA7NixAw899JB1+7Zt2zBo0KB6l6mJQqGodaZrIiIialpms4AjqYXYcFyFP09mIq9Eb93n56rAhO6Wlu0ewW51LjNJRFTJzUmG127uiul9Ld3Pj6cX45UN8fj5UDpev6Ureod62LuK1E61+OANWJZUmjp1KtauXYsJEybgu+++w6FDh/Dxxx83qMy10ILmoiOiNoSfLdQeCIKAlPwyHEwqwP6kfOy7kI/MYq11v4eTDOO7BWBi90D0j/DkGttE1Gjdg93x2/1DsPpgKt7ddBbxmWpM+XwvZvQLwdPjOsGDkzBSM7P7rObbtm3D+PHjAVgmO5PJZBCLxZg3bx6++OILa7kvv/wSr732GjIyMhAZGYm3334b06ZNs3mt+pSpS12z0hkMBiQmJiIwMLDaWsRERFeruLgYKpUKUVFRda5hT9SaCIKAC7klOJBUgAMXC3AgKR/Zap1NGWe5BGO7+GNiz0AMjfKGjF1BiegayyvR4e2/z+KXw+kALBf5nh7XCbf2DYGYF/joKrSq5cTMZjP0en217VKp1Gbd5qrlL59ErTFlalLXiRMEAampqTAYDAgMDGzU6xMR1cRsNkOlUkEmkyE0NJRdaqnVMpsFnM/RWEP2waQCm+7jACCTiNAzxB39IzwxIMIL/SM84SCT2KnGRNSexCUX4PnfT+FctgYA0CvUHa/f3BVdAtmoRo3TqoJ3S3KlE6fX65GUlASz2VzDs6m1EwQB5QYz5FIxpLz6Sc1MLBYjIiICcjm7vlHrYTILOJOpxv6L+TiQVIC45AIUlRlsyiikYvQO9bAE7UhP9A71YNAmIrsxmMz4bm8yPtpyHqV6E8QiYO6gcDw2JgauDuxxRg3D4N1I9TlxtbXQU+umM5jw3B8ncTS1CCIRMLiDN27pFYSeIe5sfaRmIZfL2ZOGWjyDyYxTGcUVXcfzcSi5EBqd0aaMk1yCPmEeGBDhiQGRXuge7AaFlEGbiFqWrGItXvszHn+eyAQA+CgVeP6mzpjUI5Df/ajeGLwbqSEnjtoOo8mM+1cdwT/x2ZBJRDCYLv1JRPu6YO7gcEzpFQRnRauYi5CI6JrRGU04kV6MAxUt2odTClGmN9mUUSqk6BvugQGRXhgQ4YmuQW4cp01ErcauhFy8uO40kvJKAQCDIr3w2s1dEOXLpQvpyhi8G4nBu/0xmwU8+csJ/HokHXKpGCvm9YO3iwLf70vGb0cyrF8wlQoppvYJxtxBYYj0cbFzrYmImobWYMLR1CIcSMrHgYsFOJJaCJ3RdniVm6OsYny2JwZGeqFzgCtnHyeiVk1nNOHLHRfx6bZE6IxmyCQi3HVdJB4aEQUnORteqHYM3o3E4N2+CIKAVzbEY8XeZEjEIiyd3QejY/2s+9VaA349nI7v96VYr4ICwLAYH9wxKAzDO/ryyyYRtWqlOiOOpBZaJ0M7nlYMvck2aHs5yzEg8tJEaB39lJwFmIjapLSCMry0/jT+O5sDAAhyd8SLE2MxJtaP3c+pRgzejcTg3b58tOU8Pv43wXL/th64pVdwjeXMZgG7EvPw/d5k/HcuB5V/MaGeTpgzMAzT+wbD3YkTYhHVl85ogggiyKXsjtzcNFoDDiUXYn9Fi/apjGIYzbZfA/xcFdaQPTDSEx18XPiFk4jaDUEQsCU+G69siEdGUTkAYEQnX7w8sQtCvZzsXDtqaRi8G4nBu/34ZncSXt0YDwB4dXIXzB0UXq/npeaX4YcDKVgTl4bicsvMvQ4yMW7uGYS5g8IRG8jfG6La5JXo8Pm2C1h1IAU6oxlKhRSeLnJ4Osvh5Wy59XRWwNul8r4cXs4KeLpY9nMm7IYrKtPjYFIBDiQV4GBSAU6rinFZzkaQu2PFRGiWVu0wLycGbSJq98r1Jny6LQFf7rwIg0mAQirGAzdE4d7rIzlhJFkxeDcSg3f78POhNDz5ywkAwOOjY/DQyOgGv0a53oR1xzLw3b4UnMlUW7f3D/fE3MFhGNvFn5MLEVUoLjfg610XsXx3UrWJuRrCSS6pFtK9qoR0S2BXWPc7ySVtPkAaTGaUG0zQ6k0oN1h+LuaW4mBSAfZfzMe5bA0u/18+zMvJErQjvDAg0hPBHmzBISKqTWJOCV5cdwp7L+QDACK8nfHKpC4YFuNj55pRS8Dg3UgM3m3fplNZuH/VYZgF4K6hEXjups5X9cVcEAQcSinEd3uTselUlrXLpq9SgVkDwjBzQAh8lQ7XqvpErUqZ3ogVe5OxbMdFaw+R7sFueGJMR3QPdkN+qR4FpXrkl1huC0p1yLPe11fs16GgVG+z2kB9KaRiSwi/LJBXDe9eLgprGaVCes2CutksQGs0obwiEGsNJpTrzdZwXK6v2Ga4vMylAG372GwTrivvX95NvCYdfJytM44PiPCCvxs/k4iIGkIQBGw4kYnXNsYjV6MDANzULQDPT+iMADdHO9eO7InBu5FaQ/Au1RlRUKpHiCdbKBpqd0Ie5q+Ig95kxq19g/HO1O7XtDUsW63FjwdS8ePBVOuHskwiwo3dAjB3UDh6h3JNcGofdEYTVh9IxafbLiCvxPK3EO3rgsfHdMTYLg2foEYQBGh0RhSU6K1hvaBUh/wqod0a0ivKXD4Td33IJKJLLelVQrqroww6Y9VWZXO14Gy9X/G4Mce/GiIR4CSTwFEugY/SAf0rlvfqF+4JH6WiWetCRNRWqbUGfLTlPL7bmwyzYOmJ9b/rO6CTvxKeznJ4OMvh4SSHm6OME/C2EwzejdTSg7fJLOCe7w/hWFoRvpzbB33CPO1dpVbjSGohZn99AGV6E8Z39cent/dusg9EvdGMv09l4vt9KTicUmjd3jXIFXMHhWNSj0COVaU2yWgy47ejGfh4a4J1QppQTyc8Ojoak3oENduXEEEQUKY32QTy/Cot6ZZWdV2V/fqr6gJ/JQqpGI5yCRxllh+HioBse19seVylnKO8Yn9Nj6u+nlwMuUTMC3tERM3ktKoYL/xxCkdSi2rcLxIB7o4yeDhVhnHLfU9nOdyd5PB0rrrPst/dSc6w3goxeDdSSw/eRWV6zF5+AKcy1JBLxXhvWndM7hlk72q1eGez1Lht2X4UlxtwXbQ3vr6jb7NNinEqoxjf7U3GuuMq6CtawDycZLitXyhmDwzl2EpqE8xmAX+dysSHW87jYq5l6T0/VwUeGhGNW/uGtIrZy7UGkyWEl+iRXxHKK4O5RmuAQlpT+BVfCs8yCZzkUjjKxTbhWCGV8IsUEVEbZDYL+OVIOjadykJ+qR6FpXoUlumh0Rob9XoiEeBWGdadLgVzS1iXwbNKUPd0tgR1d0cZpJxTyK4YvBuppQdvwDJm8pGfjuGf+GwAwGOjY/DQiCi2dNQiJb8U05buQ65Gh96h7vjhrgFwkkubvR6FpXqsOZSGlftSrC2BYhEwsrMf7hgUjiFRXvw3pFZHEARsP5eL9zafQ3zFJIMeTjLcPzwKcwaFsWcHERG1OwaTGUVlBhSWWS7gFpXpUVBqeVxYqkdBmR5FZQYUVAT1wlI91I0M60BlWJdZQrrTpRZ194oW9sogf6m1nS3r1xKDdyO1huANWK6wvb3pLL7ceREAMKVXEN6a2o1LG1wmq1iLaUv3Ir2wHJ38lVhzzyC4OcnsWieTWcB/Z3Pw3d5k7E7Ms27v4OOMOwaHY0rvYLgomv/CAFFD7b+Yj/c2n7MOp3BRSHHXdRFYMDQCSgf7/p0RERG1JpVhvagirBeW6VFYEc5tgntleL+KsC4WAZ7OCvgqFfB1rbhVOljv+1Q89lEqeAG9Hhi8G6m1BO9KPx5IxQvrTsFkFtA/3BNL5/SBp7Pc3tVqEQpL9bh12T4k5JQg3MsJa/83qMXNLp6Yo8HKfSn45XA6SivGl7oopJjaOwhzBoUjytfFzjUkqu54WhHe/+ccdiVYLhwppGLcOTgc/7u+Azz4+UNERNQsjCYzisoN1mBuDellld3eDdbu75UhvnKFkfpydZDC19WhIpwr4OvqAB8XS2D3qRLYr+WqIK0Ng3cjtbbgDQC7EnJx/6oj0GiNCPNywjd39kMHn/Yd2Ep0Rsz6aj+OpxfD39UBv9w3qEWPpdZoDfj9aAa+25uMCxXjYwHgumhvzB0UjhGdfNkliOzufLYGH/xzDptPW4a5SMUizOwfigdHRMHPtWVd1CIiIqLqjCYzCkr1yNHokKvRIUejRY5ah5zK+xodctSWfXpT/VfncJCJra3kNiFdadui7ukkh7iNfadl8G6k1hi8ASAhW4N5K+KQXlgON0cZls7ug0EdvOxdLbvQGkyY920c9l3Mh6ezHGvvHYgoX6W9q1UvgiBgT2I+vtuXjH/PZKNyed4gd0fMGRSG2/qGsEWRml1KfikWb03AH8cyIAiWLmo39wrCIyNjEOrVci9oERERUeMIggB1ufFSGLcJ6DrkVmzPVeug0dW/y7tELIK3i9wSxJWVLeeXWtR9qrSqt4aJWQEG70ZrrcEbAPJKdLjn+0M4kloEqViEN6d0w619Q+xdrWZlMJlx3w9HsPVMNlwUUqy+eyC6BbvZu1qNklZQhlUHUvFTXCqKyizdghRSMSb3DMTcQeHoGtQ63xe1HlnFWnzyXwLWxqXBWHEVaHxXfzw2OgbRfq3jYhYRERE1rXK96bLWcq01oFu2aZGr0SG/VN+g1/VwksFX6YBJPQPxwA1RTVT7q8fg3UitOXgDltbeJ385gQ3HVQCA+4d3wBNjOra5Lh01MZsFPP7zcfx+NAMKqRjfze+PgZGtv9VfazBh/XEVvtubjNMqtXV7nzAPzB0UhvFdA1rNFUFqHQpK9fhieyK+35cCXcUSeMNifPDEmBh0D3a3b+WIiIioVTKYzMgrqejiXmP3dktAzy3RwWC6FE8XDI3ACxNi7VjzujF4N1JrD96AJYAu3noen/yXCAC4sZs/Pry1Z5uelVAQBLy8/jS+25cCqViEZXP6YGRnP3tX65oSBAFHUovw/b5k/HUy0/qB5OEkw+AO3hgc5YUhHbwR5uXUbie3oKuj1hrw9a4kLN910TrZX79wDzwxpiMGtIGLWERERNTymc0CisoN1u7t/m4OiGnBPe0YvBupLQTvSr8eTsczv52AwSSgR4g7vp7bFz5Khb2r1SQ+/OccPvkvESIRsPi2npjcM8jeVWpSORotVh9Iw6oDKcjR6Gz2Bbk7YnAHLwyJ8sbgDl7w5aRXdAXlehO+25eMpTsuWIc1dAl0xZNjO+L6GB9eyCEiIiKqBYN3I7Wl4A0ABy7m494fDqOozIAgd0d8c2c/dPRvuVeMGuPrXRfx+p9nAACv3dwVcwaG2blGzcdgMuN4WhH2JOZjz4U8HE0ttOmaAwDRvi7WED4g0gtujlxfmSz0RjPWxKXik/8SkVtxAaeDjzMeH9MR47r4t4shKkRERERXg8G7kdpa8AaApLxSLFgRh4t5pXBRSPHZrN64PsbH3tW6JtbGpeGpX08AAJ4c27FFT7zQHMr0RsQlF2JvYh72XMjDaZUaVf+6xSKgW7A7hlS0iPcJ82jTQxCoZiazgN+PZmDx1vNILywHYOkp8ejoGNzcMxBSCecMICIiIqoPBu9GaovBGwCKyvT43w+Hsf9iASRiEV6e1KXVtwz/dTITD/54BGYBuHdYJJ4Z34ldYi9TWKrH/ouW1vC9ifm4mFdqs18uFaNPqAeGRHlhcJQ3uge5MXS1YWazgE2ns/DhlvNIzCkBAPgoFXhoRBRu6xcChZQXYYiIiIgagsG7kdpq8AYs3UoX/XYSvx5JBwDMHxKB527qDEkr7E6683wuFnwXB4NJwMz+IXjzlm4M3fWQWVyOPYn51hbxbLXt+HClQooBkZ4Y3MEbQ6K8EePnwvPaBgiCgB3nc/H+P+dwKsMyM76bowz3De+AOwaFw1HOwE1ERETUGAzejdSWgzdg+QL++fYLeG/zOQDAqM6++HhGLzgrpHauWf0dTinA7K8Potxgwk3dA/DJjF6t8uKBvQmCgIt5pZYQnpiPfRfzUVxusCnj7aKomKjNC4M7eCPE08lOtaXGOphUgPc3n8PB5AIAgLNcggXXReKu6yLg6sDx/kRERERXg8G7kdp68K7054lMPLb2GHRGM2IDXLH8zr4IcHO0d7Wu6EymGrct2we11ojrY3zw1dy+XMP6GjGZBcSr1NhzIQ97EvMQl1wArcFsUybU08kawgd38IKXS9ucJb8tOJlejPf/OYcd53MBWIYVzB0YhvuGd+C/GxEREdE1wuDdSO0leAPA0dRC3P39IeSV6OHnqsDyO/qha5CbvatVq6S8Ukxfug95JTr0DfPAygUD2EW2CemMJhxNLarolp6PY2lFMJltPyo6+SsxJMobQ6K80D/CCy6tqOdEW5WQrcGHW87j71NZAACpWIRb+4XgoRFRreLiGhEREVFrwuDdSO0peANAWkEZFnwXh/PZJXCUSfDxjJ4Y08Xf3tWqJrO4HNO+2IeMonLEBrhi9T0DuSxWMyvRGXEwKd+ydFliHs5maWz2S8Ui9AixzJg+OMobvULdOVlXM0orKMPirQn4/Wg6zAIgEgGTewTikVExCPd2tnf1iIiIiNokBu9Gam/BGwDUWgMeWHUEuxLyIBIBz93YGQuGRrSYSbXyS3S4ddk+XMgtRYS3M9beOwg+SnaVtbe8Eh32XcjH3gv52HshDyn5ZTb7HWRi9Av3tLSId/BGbKArx+I3AYPJjK92XcTHWxOgM1qGBoyJ9cPjYzqio7/SzrUjIiIiatvaXPD+888/8fvvv9tsc3JywieffGKzLS8vD9988w1SUlIQHR2NBQsWQKms/5fP9hi8AcBoMuOl9aex6kAqAOD2AaF4ZVIXyOy8tJRGa8DtXx3AyYxiBLg54Jf7BiPInd1lW6L0wjLsTcyvGCOej7wS2xnT3RxlGBjpiam9gzE61q/FXNhpzQ4lF+DZ30/ifLZlabABEZ5YdGNn9Axxt2/FiIiIiNqJNhe8X3/9dXz77bdYtGiRdZtCocCcOXOsj1UqFfr374+OHTti3Lhx+OWXX6BWq3HgwIF6h+j2GrwByyzX3+xJxut/xkMQgOuivfHZrN52m/lYazBh7jcHcTCpAJ7Ocqy9dxCifF3sUhdqGEEQkJBTgj0VM6YfuJgPjc5o3T8kygsvTeyCGD+2yDZGUZke72w6i9UH0wAAns5yPHdjZ0zpHcQLGkRERETNqE0G740bN2L//v21lrnvvvuwa9cuHD16FDKZDBqNBtHR0bj//vvx4osv1us47Tl4V9oSn42HfzqKMr0J0b4u+ObOfs2+jJTBZMa9Kw/jv7M5UCqkWH3PwBY98RvVzWgy42RGMTadysK3e5OhN5ohEYswZ2AYHh0VAzcnjtevD0EQ8MexDLy+8QzyS/UAgFv7BmPR+M7wcJbbuXZERERE7U9D8mOrWYspMzMTjz76KBYtWoTff/8dl18v2LBhA6ZOnQqZzPIlXqlUYuLEidiwYYM9qttqjY71w9p7B8HPVYGEnBLc8vkeHEktbLbjm80Cnvj5OP47mwOFVIzld7bs2dbpyqQSMXqFemDRjZ3x72PXY1wXf5jMAlbsTcbw97dh5f6UajOmk62kvFLMXn4Aj645jvxSPaJ8XbD23kF4d1oPhm4iIiKiVqDVBO+oqCgEBgZCLBbjnnvuwbhx42AymQAAWq0WGRkZCA8Pt3lOREQEEhMTa31NnU4HtVpt80NA1yA3rHtgKLoEuiKvRI8ZX+7HhuOqJj+uIAh4cf0prDumglQswtLZfdA/wrPJj0vNJ8TTCUvn9MGquwago58ShWUGvPDHKdz0yS7sv5hv7+q1ODqjCZ/8m4Cxi3diT2I+FFIxnhzbEX8tvI5/G0REREStSKsI3gsWLMC///6LJ598Em+88Qb27t2LnTt34ttvvwUAlJeXA0C1idSUSqV1X03eeustuLm5WX9CQkKa7k20Mv5uDlh77yCM6uwHvdGMh1Yfxaf/JVTraXAtvf/POfywPxUiEfDRbT1xQyffJjsW2deQKG/8uXAoXpnUBW6OMpzN0mDGl/vxwKojSC8su/ILtAP7LuRj/Me78OGW89Abzbgu2hv/PDoMD9wQBbm0VXx0ExEREVGFVvHtLSAgwOZxdHQ0evfujb179wIAXFxcIBaLUVho2yW6oKCgzr72ixYtQnFxsfUnLS3t2le+FXNWSLFsTh/cNTQCAPD+P+fx+M/HoTOarvmxvtx5AZ9tuwAAeOPmbpjYI/CaH4NaFqlEjDsGh2P7E8MxZ2AYxCLgz5OZGPnBDny45TzK9df+96w1KCjV4/G1xzHzq/24mFsKbxcFPpnZC9/P748wL67JTURERNQaSe1dgcYqLy+3tr7KZDLExMQgPj7epszp06fRtWvXWl9DoVBAoeCa0HWRiEV4fkIswr2d8dL60/jtSAbSC8uxbHafaza2dPXBVLz511kAwNPjOuH2AaHX5HWpdfBwluO1m7talrHbcBr7Lxbgk38T8MuhNCy6sTMmdA9oF7N1C4KAnw+n462/zqCwzAAAmDUgFE+N6wQ3R05AR0RERNSatYoW73Xr1tk8/uuvv3Ds2DGMHz/eum3mzJlYs2YNcnNzAQAXLlzAX3/9hZkzZzZrXduq2QPD8O2d/aBUSHEwqQC3fL4HF3NLrvp1N55Q4dnfTwIA/nd9B9w3vMNVvya1Tp0DXLH67oH4YlZvBLk7QlWsxUOrj+K2ZftxKqPY3tVrUok5JZjx5X489csJFJYZ0MlfiV/vG4w3bunG0E1ERETUBrSK5cTuu+8+bN++Hd27d0deXh727NmDxx57DG+++aa1THl5OW688UYkJCRgwIAB2LVrF6677jqsXbsWEomkXsfhcmJXdi5Lg/kr4pBRVA53JxmWzu6DgZFejXqt7edycPf3h2AwCbh9QCjeuLlru2jZpCvTGkz4cudFfL49EVqDGSIRMKNfKJ4YEwMvl7bTS0VrMOGzbYlYuuMCDCYBjjIJHhkVjflDIyCTtIrrokRERETtVptbxxsAUlJSEBcXBycnJ/Ts2ROBgdXHAJvNZuzatQupqamIjo7GwIEDG3QMBu/6ydXocPf3h3AsrQgyiQhvTemOaX2CG/QacckFmLP8ALQGMyZ0D8DHM3pBImboJluqonK8/fdZrK+YVd/VQYpHRsVgzqCwVh9Mdyfk4fk/TiI53zKZ3IhOvnhlUheEeDrZuWZEREREVB9tMng3Bwbv+tMaTHh87XH8eTITAPDgDVF4bHQMxPUIz6dVxZjx5X5otEYM7+iDL+f05SzNVKe45AK8vP40TqssS/5F+brgxQmxGBbjY+eaNVyuRofX/4zHumOWiwl+rgq8PLELxnX1Z48PIiIiolaEwbuRGLwbxmwW8OGW8/h0m2Wt9Ju6B+CD6T3gIKu9a//F3BJMX7oP+aV69A/3xHfz+8NRXr+hANS+mcwC1h5Kw3ubz6GgVA8AGNXZDy9M6NwqZvs2mwX8FJeGt/8+A7XWCJEIuGNQOB4fEwOlA8dxExEREbU2DN6NxODdOL8cTsei307AYBLQM8QdX83tCx9l9XG4qqJyTPtiL1TFWnQNcsWPdw+EKwMHNVBxuQEfb03A9/uSYTQLkEvEWHBdBB64IQouipa5UMO5LA2e/f0kDqdYljzsGuSKN2/phu7B7vatGBERERE1GoN3IzF4N96+C/n43w+HUVxuQJC7I76d1w8xfkrr/rwSHW5dtg8Xc0sR6eOMn+8d1KYmyaLml5ijwasbz2DnectKBr5KBZ4e1wm39Aqq15CH5lCuN+HjfxPw9a6LMJoFOMsleGxMR9wxKAzSVj5GnYiIiKi9Y/BuJAbvq3MxtwTzV8QhOb8MSoUUn83qjWExPlBrDZj55X6cVqkR5O6In/83CIHujvauLrUBgiDg3zM5eO3PeKRUTFLWM8QdL0/qgp4h7nat27ZzOXjhj1NILywHAIyJ9cPLk7rwd5+IiIiojWDwbiQG76tXWKrHvSsP42ByASRiEZ6/qTP+OpmJuORCeLvIsfbeQYj0cbF3NamN0RlN+GZ3Mj79LwGlehMAYFqfYDw1riN8lQ7NWpdstRavboi3TjwY6OaAVyZ3xehYv2atBxERERE1LQbvRmLwvjZ0RhMW/XYSvx3JsG5TOkjx0z0D0SXQzY41o7YuR63FO5vO4dcj6QAAF4UUD42Iwp1DwqGQNu0kfiazgFUHUvDepnPQ6IyQiEWYNzgcj46OgXMLHXtORERERI3H4N1IDN7XjiAI+GxbIt7/5zwcZGL8sGAA+oZ72rta1E4cTS3EyxvicTytCAAQ7uWEFybEYkQn3yZZsuu0qhjP/n7KerweIe5485auvNBERERE1IYxeDcSg/e1dyqjGC4KKcK9W/5yT9S2mM0Cfj+agbc3nUWuRgcAuD7GBy9MiEWU77UZ7lCqM+KjLefx7d5kmMwClAopnhzXEbMGhEHSQiZ4IyIiIqKmweDdSAzeRG1Pic6IT/9LxDe7k6A3mSEVi3DH4HA8PCr6qpaz2xKfjZfWnYKqWAvAso79ixNi4efavGPKiYiIiMg+GLwbicGbqO1KzivF63+ewdYz2QAAL2c5nhzbEdP7hjSodVpVVI6X15/GP/GW1wn2cMRrN3fFDR19m6TeRERERNQyMXg3EoM3Udu343wuXt1wGhdySwEAXYNc8fLELlecg8BoMuO7fSn48J9zKNWbIBWLcPewSCwcEQ1HedNO3EZERERELQ+DdyMxeBO1DwaTGd/vS8Hireeh0RoBAJN6BGLRjZ0Q4FZ9ne0T6UVY9NtJnFapAQB9wjzw5i3d0NFf2az1JiIiIqKWg8G7kRi8idqX/BId3v/nHH6KS4MgAI4yCe4f3gF3D4uEg0wCjdaAD/45j+/3JcMsAK4OUiy6sTNu6xsCMSdPIyIiImrXGLwbicGbqH06lVGMVzacRlxyIQDLuO2Z/UPx/b5kZKstM6Lf3DMQz90UCx+lwp5VJSIiIqIWgsG7kRi8idovQRCw4UQm3vrrDDIrZioHLGuAv3ZzV1wX7WPH2hERERFRS9OQ/ChtpjoREbVoIpEIk3oEYlRnXyzdfgG/H8vALT2DcP8NUXCQcfI0IiIiImo8tnhXwRZvIiIiIiIiqo+G5EdxM9WJiIiIiIiIqF1iV/MqKhv/1Wq1nWtCRERERERELVllbqxPJ3IG7yo0Gg0AICQkxM41ISIiIiIiotZAo9HAzc2tzjIc412F2WyGSqWCUqmESNQy1+hVq9UICQlBWloax6E3AZ7fpsNz23R4bpsOz23T4vltOjy3TYfntmnx/DYdnttrTxAEaDQaBAYGQiyuexQ3W7yrEIvFCA4Otnc16sXV1ZV/ME2I57fp8Nw2HZ7bpsNz27R4fpsOz23T4bltWjy/TYfn9tq6Ukt3JU6uRkRERERERNSEGLyJiIiIiIiImhCDdyujUCjw0ksvQaFQ2LsqbRLPb9PhuW06PLdNh+e2afH8Nh2e26bDc9u0eH6bDs+tfXFyNSIiIiIiIqImxBZvIiIiIiIioibE4E1ERERERETUhBi8iYiIiIiIiJoQgzcRERERERFRE2LwJiIiIiIiImpCDN5ERERERERETYjBm4iIiIiIiKgJMXgTERERERERNSEGbyIiIiIiIqImxOBNRERERERE1IQYvImIiIiIiIiaEIM3ERERERERUROS2rsCLYnZbIZKpYJSqYRIJLJ3dYiIiIiIiKiFEgQBGo0GgYGBEIvrbtNm8K5CpVIhJCTE3tUgIiIiIiKiViItLQ3BwcF1lmHwrkKpVAKwnDhXV1c714aIiIiIiIhaKrVajZCQEGuOrAuDdxWV3ctdXV0ZvImIiIiIiOxEazBBIRW3iiHA9akjJ1cjIiIiIiKiFsFoMuOng6m44f3t2Hw6297VuWbaVIt3QkIClixZgpSUFERHR+PRRx9FUFCQvatFREREREREdTCbBfx5MhMfbjmPpLxSAMCqAykY19XfzjW7NtpMi3dCQgL69++P/Px8zJgxA2fPnkX//v2Rk5Nj76oRERERERFRDQRBwH9ns3HTkt14aPVRJOWVwtNZjhcmxOKruX3tXb1rRiQIgmDvSlwLc+fOxdmzZ3HgwAGIRCIYDAZERUVhxowZeOedd+r1Gmq1Gm5ubiguLq51jLfZbIZer7+WVScianVkMhkkEom9q0FERESt2IGL+Xhv8zkcSikEACgVUtw9LBLzh0bARdHyO2fXJz9Wavnvpp42b96MhQsXWge2y2QyTJw4EZs2bap38L4SvV6PpKQkmM3ma/J6REStmbu7O/z9/VvFpCdERETUcpzKKMZ7m89hx/lcAIBCKsadQ8Lxv2Ed4OEst3PtmkabCN5lZWXIycmptgZ3cHAwkpOTa32eTqeDTqezPlar1bWWFQQBmZmZkEgkCAkJueIC6UREbZUgCNbPXQAICAiwc42IiIioNUjMKcGHW87hr5NZAACpWIQZ/UPw0Iho+Lk62Ll2TatNBO/Krt+Ojo42252cnOrsFv7WW2/hlVdeqdcxjEYjysrKEBgYCCcnp8ZXloioDaj8vM3JyYGvry+7nRMREVGt0gvL8PHWBPx6JB1mARCJgJt7BuGRUdEI83K2d/WaRZsI3i4uLpBKpSgoKLDZnp+fDw8Pj1qft2jRIjz22GPWx5ULoNfEZDIBAOTyttn1gYiooSovQhoMBgZvohaiuNyAdccy8MvhdKjLDQj2cEKwh2PFj5P11lepgFjMYSJE1LRyNTp8ti0RPx5Ihd5kGa47JtYPj4/piI7+SjvXrnm1ieAtlUrRpUsXHD161Gb70aNH0aNHj1qfp1AooFAoGnQsjmUkIrLg5yFRyyAIAg6nFGL1wTT8eVIFreHSXDTJ+WU1PkcmESHQvSKQu1cEcs9L4dxX6QAJgzkRNVJxuQFf7byIb/YkoUxvacAc3MELT47tiF6htTeMtmVtIngDwB133IHXXnsNTz/9NCIiInDkyBFs3rwZ3333nb2rRldBpVLhyy+/xDPPPAMHh9Yz7qO11puIiFqPwlI9fjuagZ8OpiIhp8S6vaOfEjP6h6BzgCtUReVILyxHemFZxW05VEXlMJgEpOSXISW/DEB+tddmMCeixijXm/Dt3iQs3X4Baq0RANAjxB1Pje2IIVHedq6dfbWZ5cSMRiPuuOMOrFu3Dl26dMHJkydx11134ZNPPqn3a9Q1HbxWq0VSUhIiIiJaVZD677//sHPnTgCARCJBYGAgRowYgYiICDvXrH4OHTqEfv36obCwEO7u7vauTo3S09Px9ddf49lnn7UORWjOetd0/OZQUFCATz75BPPnz0doaKj1sZeXFx566CGbsitWrICvry86dOiA1atX45FHHqnxvPz111+4cOECHnroIevr1WTGjBno1KlTvY4pFouxf//+Ot/LU089Ze02bTQasXXrVpw6dQqCIKB79+4YNWqUTVfqqnUTiURwd3dHt27dMGLECADAxYsX8f333+Ouu+5CcHCwzbF27tyJ3bt348knn4RIJMLrr7+OadOmoWvXrjAajXj99dfh4OCAp556ymYSx99++w16vR4zZsywlqs8vpOTEwICAjBo0CB06NDB5nhVy17uxhtvRP/+/XHixAn8/vvveOSRR+Dm5mbdX1RUhI8//hhTpkxBt27dqj2/tX4uErVmgiBg/8UC/BSXir9PZUFvtLRuO8okmNA9ADMHhKJXiHudPVJMZgHZau1lgdw2mBvNdX89ZDAnoqr0RjN+ikvFkv8SkauxTF4d4+eCx8d0xJhYvzbbS64hy4m1meBd6cKFC0hNTUVUVFSt47Vr0xaD9/PPP4/PP/8cCxcuhMlkwokTJ7Bp0yZ88803mDVrlr2rd0WtoeV4//79GDRoEDQaDVxcXAA0b71rOn5zSExMRHR0NHbt2oWhQ4daHwPAv//+aw2hADB8+HB07doVb7zxBgIDA/Hee+/h/vvvt3k9QRAQFRWFiRMnYvHixdbXmzdvHkJDQ23KVgbv+hxzwoQJNsH77bffxrBhwzB48GDrtsrgffbsWdxyyy0wGo2YMGECRCIRNm7cCLlcjj/++ANRUVE2772ybrm5uVi9ejUGDx6MDRs2AABGjhwJqVSKzZs3W/+zyc3NRdeuXbFw4UI899xz0Gq1cHR0xOrVqzFjxgzrYwD47rvvMHfuXGsdZ8+ejZKSEvzxxx/WclOnTkXXrl2h1WqRmJiITZs24YYbbsDy5cvh6+sLANXKVlUZvPV6Pfr06YPevXvb9BKaMWMGEhISsH//fshksmq/A631c5GoNcor0eHXw+lYE5eGi3ml1u2xAa6YOSAUk3sGwtWh+t9pYxhNZmRrdEgvuBTGrcG8qAyZRVoGcyICYLmQ98fRDHy09TzSC8sBACGejnh0VAwm9wxq83/n7XId70odOnSo1uLT3nl6euLll1+2Pl6wYAGeeuqpasE7Li4OO3fuhIODA4YNG1ZjC9eRI0ewY8cOODg4YNKkSQgKCgIAxMfHY/369XjmmWesZXNycvD555/jiSeegIuLC5KTk7FixQo89dRT+PXXX5GSkoK5c+ciNDQUFy9exObNm6HT6TB48GD079+/2rFNJhPefPNNTJs2DZ07d7ZuLy8vx7vvvos5c+YgMjKy3u/lcld6Tk11LCgowNdffw0AePPNNyGXy9G9e3cMHDjQ5rmV7/3xxx/HP//8gwsXLqBz586YOHEiSkpK8NtvvyErKwuDBw/G0KFDrc9Tq9X48MMPAVjWpo+MjMTEiROtAbu240+ZMqXR7+lq9e7dG08//TQOHjxY7eqmm5sbpk2bhm+++aZa8N62bRsuXryIu+66y2b7/Pnzbc5JQ485btw4jBs3zvp48eLFGDNmDJ544gmbcqWlpRg/fjw6deqEdevWWXsPvP3225g8eTJuvPFGnDhxwiZgVq3bjBkzMGzYMGzduhWjR4/GihUr0L17d3z22Wd48MEHAQD33nsvIiMjbf5Oans/L7zwAm677bY656GYNm0aZsyYYX2sUqkwduxY3HzzzdizZ4/Nubi8bFVyuRzff/89BgwYgKlTp2LSpElYuXIl1q9fjyNHjtQYuomo6ZnNAvZcyMNPB9PwT3wWDCZL2HWWSzCpZxBm9g9BtyC3a96SJJWIEeTuiCB3RwyoYf+VgrmqSNuoruxdglzRJ9QTbk78zCFq6QRBwObT2fjgn3PWoS6+SgUeGhmN2/qGQC7l0suX4xlph/r27QuVSoWysksTrixcuBA333wzkpOTER8fj+HDh1sDX6UHH3wQw4YNw4kTJ3Dy5EmMGTMGx44dA2AJ3m+//bZN+ZycHLzyyisoKbH8MSYnJ+OVV17BoEGD8Ndff8FgMAAAtm7diq5du2Lfvn1IT0/Ho48+al3mTaVS4ZVXXoFWq4VEIsH27duxZMkSm+OsX78e7733Hvz8/Or9Xi53pefUVceaVK131ffer18/rF+/HmlpaZgxYwbmz5+PAQMGYPv27UhOTsbo0aOxcuXKGl+zpKQES5cuRWxsLDIzM+t8P9fiPS1evBibNm264nEu99JLLyE+Ph5r166tcf+CBQtw+PBhnDhxwmb7N998gwEDBlRrlb0Wx6yPlStXIjU1FZ988olNl325XI6PP/4YFy5cwI8//ljr8/v27QsASEhIAACEhobi448/xtNPP43z58/j+++/x+bNm/H9999fcQbwRx99FDqdDp9++mmD3kNgYCCWLFmCffv2WYeY1FevXr3wwgsv4J577sHhw4fx4IMP4r333kOnTp0a9DpEdPVy1Fp8ti0R17+/DXOWH8SfJzNhMAnoEeKOt6d0w8HnRuGtKd3QPbjuLuVNpTKYD4j0wtQ+wXh4VDTem94Dq+8ZiF1PjcC518ZhzzMjsOaegfhgeg88OioG0/sEY1CkF0I8HSERi6zBfE9iPtYcSsMHW85j/opD6PnaPxi3eCee/+Mk1h3LgKqovNnfHxHVThAE7E7Iw82f7cH/fjiMhJwSuDnK8Mz4Ttjx5A2YMzCMobsWba7Fu7kIgoByg8kux3aUSa7qP9pDhw4hICDAOqZ1/fr1WLNmDU6fPg1vb8ukB/PmzcPgwYMxY8YMBAYG4tdff8XSpUsRFxeHXr16AbC0xhYWFjb4+AsWLMDChQutj5999lnMnTsXS5cutW47fvx4jc+dPXs2nnzySXz88cfWVrhVq1bhlltugbOzc73ey+Xq85wVK1bUWEdPT0/cddddWL58OZ599llrS/ShQ4dqrP+iRYtwxx13AACCg4PxzDPP4KeffsJtt90GAPDy8sLHH3+MOXPmAABcXV1teisAwE033YT3338fH3zwQa3Hv5r3VGnx4sW4+eabbVqL6yMwMBAPP/wwnnvuOUyZMqVaa+mwYcMQExOD5cuX4+OPPwZgGUv822+/WR9X9c0332Dr1q022yp7UdT3mPWxa9cuhIeHW7uuVxUTE4OwsDDs3LkT8+fPr/H5lf/mld3RAcukj+vXr8eMGTNw8eJFvP/++zW+/uVcXFzw4osv4oUXXsCCBQsaNE/A0KFDIZfLceDAAVx//fXW7b/88gvOnj1rU/aee+6x+ZtYtGgRNmzYgMGDB2PkyJF44IEH6n1cIro6JrOAnedzsfpgKv49mwNTRVdupUKKW3oHYUa/UMQG1t2NsaVoTIt5Sn4pjqYVISmvFGezNDibpcEP+1MBAEHujugX7oG+4Z7oF+6JaF8XLoVWDwaTGRdyS3AmUw2zGQj2cESIpxP8XNnNnxrnSGoh3tt0DvsuWnqxOMklWDA0AnddFwk3R/ZUuRIG70YqN5gQ++Jmuxw7/tWxcJLX/5+uoKAAL7/8MsxmM06cOIEdO3ZgxYoV1v2//PILvL29sXTpUgiCYP0RiUQ4evQoAgMD8dtvv2HUqFHW0A1YQuGVxjLU5NZbb7V5HBwcjI0bNyIuLg79+vUDgFqXgZs6dSruv/9+bN68GRMmTEB+fj42bdpkHVdbn/dyufo8pyF1rMvkyZOt97t06QIAmDRpks22qkEYsLR0b9iwAampqSgvL0d5eXm11uKmeE+PPPJIo1s7n376aXz55ZdYunRptUnPAMvFl3fffRfvvfce5HI5fvzxR4jF4lq7Ql+LY15JQUEBAgICat0fGBiI/Hzb7pKVFwXy8vKwevVq3HHHHRg9erRNmWXLliEmJga9e/fGfffdV+/63HPPPVi8eDHeeustvPPOO/V+nlQqhVKpbNRFMalUijFjxiAuLg4333xzg59PRA2nKirH2kNpWBuXBlWx1rq9T5gHZvYPxU3dAuAor7uXTGtTVzDP1ehwKLkAccmFOJRSgNMqNTKKypFxrBx/HFMBANwcZegbZgni/SM80DXIDQpp2zpHDVWqM+JMphrxmWqczrDcnsvWWCffq0oqrtLN/7L13UM8Of6eqjubpcb7m89j65lsAIBcIsbsgWG4/4YO8HZp2NLM7RmDdztiMpmQm5uLoKAgmwCdmZkJBwcHGI1Gm/KLFi2yTlCXk5ODsLCwa1KPyhbYSs8//zz0ej1uvvlm6PV6jB07Fi+88AI6duxY7bmurq6YOHEiVq1ahQkTJuDnn3+Gp6cnRo0aVe/3crn6PKchdaxL1VZaqVQKiURinUyrcltlF3zA0m150KBB6NKlC/r06QNXV1eIxeIrhqpr8Z4eeeSRBr23qtzc3PDss8/itddew5133llt/x133IHnnnsO69atw/Tp07F8+XLceuutUCqV1crWZ4x3fY55JZ6enjh//nyt+1UqlU1rdlWlpaUwm80YNWpUtd4o3t7eCAwMRPfu3RtUH6lUitdffx133HFHgy4kGI1GqNVqeHjYrpFZ1xjvSkeOHMG7776LyZMn45lnnsGECRNqvFhFRFfHaDJj2zlL6/b2czmonKfMzVGGKb2DMLN/KGL8qn8etgc+SgXGdwvA+G6WC6ElOiOOpRYhLrkAcckFOJpahOJyA/49m4N/z+YAABRSMXqEuFtbxfuEeVyzieZaohyNFvEqNU6rLAE7XqVGcn4papou2UUhRWyAK2RSkc1ScqkFZUgtaPga7yEeTvBVKtjjoJ1IyS/FR1vOY91xFQQBEIuA6X1CsHBUNILcHa/8AmSDwbuRHGUSxL861m7Hboiqk6uZzWaMGzcOM2bMsE6+5OvrC4PBUK1Lc1W+vr5IT0+vdb9MJqsW8jQaTb3q5+Ligg8//BAffvghzp07h5deegkjR45EWlpajeVnzZqFmTNnoqSkBKtWrcLMmTOtY2br814uV5/n1FXHphxf9/nnn6N37974559/rNsWLlyIvXv3Wh/XdPyW8J4eeOABfPLJJ3jvvfeq7fPz88OECROwfPlyxMTE4MiRI9XG7l/rY17Jddddh59++gkJCQnVuoOfP38eKSkpGDZsmM32qhcFRowYgfnz56NHjx71msyvPm699Va8//77ePHFF+v9nN27d8NgMGDAgJo6eNauvLwcs2bNwty5c/Hll19i+PDhuPvuu/Hnn382tNpEVIu0gjKsiUvDz4fTkK3WWbcPiPDEzP6hGNfVHw4N/D++rXNRSDE02htDoy0X7Q0mM+JVamsQP5RciPxSPQ4mFeBgUgGACxCJgE7+rugX7oF+Fd3T/d1a38oLZrOAlIIynFYV2wTtyqWaLufv6oDYQFfEBriiS6ArYgNdEeLhZBOSTWYBOZoqS8kVlCOtEWu8B7lXbSm/1Foe7OEEHxcG89Yuq1iLT/5LwNq4NOsKBjd1D8Bjo2PQwaf5VtBpaxi8G0kkEjWou3dLIRaL8emnn6JLly5YvXo1br/9dkydOhXTpk3Dzp07bYLFkSNH0KVLFygUCtxyyy2YOXMmjh8/bu2OXDnGOywsDOHh4SgtLUViYqK1VfD333+vV53279+PAQMGQCQSoWPHjpg3bx5+/vln68Rkl7vxxhvh6OiIDz/8EHv27MHixYut++rzXi5Xn+fUVcfKdY+bYjmvsrIymxbxgoICrF271mZt6JqOf7XvydHREYsXL0anTp0aPMa7kkKhwGuvvYb77rsPISEh1SZNW7BgASZPngwnJyd07tzZZnmvxrrSMesyZ84cvP3223j44Yexbt066zhxg8GARx55BJGRkbj99tvrfP7XX39tnbn+Wnn33XcxcuRIdO/e/Yq9TrKzs7Fw4UIMHDiw2kWCK3niiSdgMBiwePFiiMVifPvtt+jRowe+/vrrajPNE1H9GUxmbI3Pxo8HU7E7Mc/aKunpLMe0PsG4rV8Iv8g2gExiad3uEeKOu66LhCAIuJhXau2eHpdcgJT8MpzJVONMphrf70sBYFneqF+Yp7V7egcflxa1rrDOaML5rBLEZxZbArbKUv9SffX5hEQiINLbGV0C3RAbaAnZnQNc69XlVyIWIcDNEQFujugX7lltf01rvKcVVJ+xPjm/DMn5NbeYyyViBHnU0pXdwxHeDOYtVmGpHl/suIDv9iZDVzFMYXhHHzwxpiO6BrnZuXatX+tLjnTVYmJicNddd+H555/HtGnTMGXKFCxcuBCjR4/GtGnTEBAQgBMnTqCoqMg6M/K0adOwZcsWDBkyBLfeeiscHR2xY8cO/PDDDwgLC0OPHj0wcuRIjBs3DrfccgvOnTuH5OTketVn3bp1uPvuuzFs2DDI5XKsXbsW99xzj03grEomk2H69Ol47bXX0LFjR/Tp08e6rz7v5XL1eU5ddezQoQNCQ0Nx5513YuDAgejRo0e1dacb684778Tw4cNx2223ISAgAL///jucnZ1tytR0/Kt9T0DjJ1eratasWfjggw9w/PhxjBw50mbf+PHjre/p/fffr/U1appcbdy4cdWWbKvPMevi7OyMTZs24eabb0ZsbCwmTZoEQRCs63j//fffV1yr+p133sGgQYOwdetW6/CHqzV8+HCMGTMGmzZtqha8KydM0+v1SExMxN9//42hQ4dixYoV1b5Q1jS52uDBgzFmzBj8/fff+PLLL7Fr1y7rxZsOHTrg3XffxWOPPYbRo0dfs6EmRO1Fcl4pfopLwy+H05BXorduHxrljRn9QzA61q/dj0u+FkQiETr4uKCDjwtu62f5vzdHrbWG8EMpBYhXqZFWUI60ggz8djQDAODhJEOfMEsI7xvuia6Bbs02E3NxmcEyFltVbO0qnphTUuPa6AqpGJ0CbFuxO/krm6zxR1Ix/jvQ3RH9I6oH88snxrvUWm65zSzWQm8yIymvFElV1puvSi4VI9jdsSKcX2o1D/G03PdxUbSoiyLtQYnOiOW7kvDVroso0Vl6sPYL98CTYzvV+HtAjcPg3caNGDECvr6+1ba//PLL8PPzQ3JyMmJiYrB48WIsWLAA//33H0wmE2688UbccMMNNh98y5Ytw4IFC7Bz5064urriueeesxn/+ffff+PXX39Feno6Ro4ciV69euGLL76wfpEPDw/HSy+9BLHY9j+2t956C3PnzsW2bdug1+uxdu1aDBkyBIBlQquXXnqpWuB5+OGH4e/vX2N32vq8l4Y+p646ymQyxMXF4ffff0d2dnaN9a7pvUdFRVXrQhwbG2uzxvOgQYNw8uRJ/PXXXzAajfj555+h1+sRHx9vLVPT8a/2PQFXnlzN09MTL730kvUiQ+Xjqr8TYrEYX331Ff78889qa4RLJBJ8/vnnOHLkiHWm95pevy4NPSYAPPPMM7W2rnfq1AmnTp3C1q1brRPYLVmyBKNGjbJZAuzy915p4MCBWLp0KQoKCmy233///dY15quSSqV46aWXrC3zlY8vP++LFy/G6tWrrdsrywGWL51ubm6YOHEi3nzzzWrj0KuWrU1qaipWrVpV7WLGfffdB61Wi9OnTzN4E9WDzmjC5tPZ+OlgKvZeuNRF10epwPSK1u0wL+c6XoGuBV9XB9zUPQA3dbeME9doDTiaWoRDyQU4mFyAY2lFKCwzYOuZbOtkUQ4yMXqGuKNfuKVVvHeoO5RXOU5cEARkFmutLdiVQTu9sOYl0tydZOgS6Gppya4I2hHezpBKWs7STPWZsT6rosU8rYZ13jOLy6E3mnExrxQX6wjm/q4O8FUq4OfqAF9XBXyVDvBzrXisVMDX1QGuDlIG9KukNZjww/4UfL79AgpKLRcIYwNc8eS4jhge48Pze42JBKGmqRjaJ7VaDTc3NxQXF1ebrVur1SIpKQkRERFXbPUiImoP+LlIZJGYU4KfDqbi1yPpKCyzTJApEgHXx/hgRr9QjOzsC1kLCk/tnd5oxmlVccU48UIcSi6w/rtVEouAzgGu1jHi/cI94Ota++ec0WQJk1UDdrxKXe11KwV7OFpasAPcrC3ZAW4ObT7oGExmZBVrbcaVV4byjIpgXkPDf40cZGJrIPetEtT9qgR1X1cHKBUM6Jczmsz4+XA6Pvk3AZkVqylEejvjsTExuLFrAIcCNEBd+fFyDN5VMHgTEdUfPxepPdMaTPjrZCZWH0xFXPKllSb8XR1wa78Q3No3GMEeTnasIdWX2SzgYl6JpXt6UgHiUgqQVlC9VTrMywl9wywhPNzbGQk5JYhXqRGvKsbZLI11TGxVUrEIUb4uFWOxLS3ZsYGuXPO4FpXBPFutRbZahxxNxa1aixyNrmK7Fmqt8covVsFBJrYEcqUDfFwV8LOGcst934pW9fYQ0M1mARtPZuKjLeetQwEC3Rzw8KhoTO0d3KJ6V7QWDN6NxOBNRFR//Fyk9uhslho/HUzDb0fSrV/+xSJgRCc/zOwfgutjfPjltQ3IKtZWzJpuaRU/k6WucbmuqpzlEnSuMha7S6AbonxdOFN9E9AaTMhR65Ct0Vpu1Vrr/cqwnq3WQtOAgO4ok9Taeu5bpZu7yzUK6IIgQGc0V/yYoDNY7usrH1fuM5iqbK+yz2C5X9N2vcn2NSv3lWiNyK/oUu7pLMcDN0Rh1oBQ/o5ehYYEb47xJiIiIqqDIAjYdCoLX+66iKOpRdbtQe6OmNEvBNP7hrTK5aqodv5uDpjYIxATe1jmEFFrDTiSUohDyYU4mFyAjMJyRPu5VIzFtswuHubpxC66zcRBJkGolxNCveruVVKuN11qNa/Sep5dpQU9R62DRmdEucFU52ztlZzkEvi5OsCnIpy7O8pgMNUQmg2X7utrCtim6j0kmoNSIcXdwyIxf2gEXBSMgs2JZ5uIiIioFrsT8vDu5rM4kV4MwNJ1eFRnP8wcEIqhUd6QMGi1C64OMgzv6IvhHatPWEstl6NcgjAv5ytOalimN1pbzq2BXFMZ0i+1rJfojCjTm+qctb0xRCLLDPYKqQQKqRhyqfjSY9ml+7Vtt3mOTFKx/dI+y3Yx5BIJwr2drnriQGocBm8iIiKiyxxPK8K7m89iT6JldnInuQQLhkZgzqAw+CrZuk3UljjJpQj3liLcu+6AXqozVgvmxeWGKsFXYg25l0JvlcAssw3Dlc+RSURtfnw5MXg3GIfEExFZmM326SZH1JQSczR4f/N5bDqdBQCQS8SYNTAUD9wQBW8XhZ1rR0T25KyQIkIhRcQVAjpRTRi860kmk0EkEiE3Nxc+PlzXjojaL0EQoNfrkZubC7FYDLlcbu8qEV21jKJyLN5yHr8eSYdZsEyYdkuvYDwyKhohnpydnIiIrg6Ddz1JJBIEBwcjPT0dycnJ9q4OEZHdOTk5ITQ0FGIxZ3Cm1iu/RIfPt1/Ayn0p1smOxsT64YmxHRHjp7Rz7YiIqK1g8G4AFxcXREdHw2Aw2LsqRER2JZFIIJW2/TVPqe0q0Rnx9a6L+GrnRZTqTQCAgZGeeGpcJ/QO9bBz7YiIqK1h8G4giUQCiYRr3REREbVGWoMJqw6k4rNtiSioWM+2a5ArnhrbCddFe/NiEhERNQkGbyIiImrzjCYzfjuagY+3JiCjqBwAEOntjMfHdMT4rv5cf5mIiJoUgzcRERG1WYIgYPPpbLz/zzkk5pQAAPxdHfDIqGhM6xMMqYRzFBARUdNj8CYiIqI2aW9iHt7ZfA7H04oAAO5OMtw/vAPmDgqHg4zDxoiIqPkweBNVUVCqh6NMAkc5v5AREbVWJ9KL8N7mc9iVkAcAcJRJcNd1Ebh7WCRcHWR2rh0REbVHDN7U7pXpjdh4PBM/HkzFsYpWEWe5BF4uCni7yOHtooC3UgFvFwV8XOQV2yv2KRVQKjizMxFRS3AhtwQf/HMOf53MAgDIJCLMGhCGB26Igo9SYefaERFRe8bgTe1WvEqN1QdT8cfRDGh0Rpt9pXoTSgvKkFpQdsXXkUvF8HaWW8N5ZVivDO4+VYK7u6OME/gQEV1jqqJyfLw1Ab8cSYfJLEAkAm7pGYRHR8cgxNPJ3tUjIiJi8Kb2pbJ1e9XBVOuYPwAI93LCzP6hmNonGA4yCfI0OuSVWH5yS/TIr7ifp9Fbt+eV6FGiM0JvNENVrIWqWHvF40vEIng6y60BvTKUezlXbVm3bPdwlkPGSX+IiGpVUKrH59sS8f3+FOiNZgDAqM5+eGJsDDr5u9q5dkRERJc0efC+cOECdu3aBYPBgH79+qFnz542+/fu3YudO3fabHNwcMAjjzxis02v12Pjxo1ISUlBdHQ0xo8fX2097fqUofYpXqXGjwdT8MdRFUoqWrdlEhHGdvHH7f1DMTDSy6Yl2kUhRbi38xVfV2swWUN41bCeV6Kvdr+ozACTWUCuRodcja5e9fZwklWE9EsB3Ud5qVU9wM0RHXydoZDy95yI2o9SnRHLdyfhy50XrZ/p/SM88fS4jugT5mnn2hEREVXXpMF73rx52LdvHwYOHAiJRILHHnsMs2bNwtKlS61l/vvvP3zxxReYM2eOdZujo6PN66jVagwfPhzl5eUYNmwYPv74Y0RGRuLvv/+GQqGodxlqX0p1Rmw8ocKPB9Nqbd32drm63w0HmQTBHk4I9rhyV0aDyYyCUj1yNbaBPL/Kfcs+PQpKdTALQGGZAYVlBiRULIFTE6lYhChfF3QOcEVsgCs6B7iic4ASXlf53ojaM0EQkKPR4Xy2BnklOnQOcEW0rxISDhWxK53RhB8PpOLT/xKRX6oHAMQGuOKpcR1xfYwP59sgIqIWq0mD92233Ybly5dDLLZ0l73nnnswcOBA3HrrrRgxYoS1XEhICN5+++1aX+ett95CQUEBTpw4AVdXV6hUKsTGxmLZsmVYuHBhvctQ+3BaVVwxdrt+rdvNRSYRw8/VAX6uDlcsazILKCrT27ScV4by/Cot6Sn5pVBrjTibpcHZLA1+P5phfQ0/V0VFCHe1hvIIb2cGB6IqBEFAtlqHhBwNzmeXILHiNiFbA7XWdu4HF4UUPUPc0TvUHb3CPNA7xANuTpwhuzmYzAL+OJqBD7ecR0ZROQDLRdTHxnTEhG4BnDuDiIhaPJEgCEJzHUwQBDg4OODTTz/F3XffDQB4/fXXsXLlSixcuBAODg7o168funfvbvO8qKgoTJkyBe+++6512+zZs5GSkoJdu3bVu8yVqNVquLm5obi4GK6uHBvWmlhbtw+k4nh6sXV7Zev2tD7BbbIFWBAEqIq1OKNS40ymGvGZltvk/JonhXOQidHRT4nYwEuBvJO/Ekour0Nt3OUBOyFbg4ScEpzP1kBzWcCuJBGLEOblBC9nOeJVapTqTdXKRPm6oHeoO3qHeqB3mAeifFwYAq8hQRCwJT4b7/9zDuezLT1//FwVWDgyGrf2DeE8GEREZFcNyY/NOrna+vXrodfr0b9/f5vtJpMJJ06cQFFRER544AHMnz8fn3/+OQDLuO2LFy+iY8eONs/p2LEjNm3aVO8yNdHpdNDpLo21VavVV/X+qPmdVhXjxwOpWHeshtbtAaEYFOnVprseikQiBLk7IsjdEaNi/azbS3RGnMtSIz5TYwnkKjXOZWlQbjDheHqxzcUJAAj1dELnACViA9zQOUCJzgGuCPZwbNPnjtqmyoB9viJYJ2RrrPfrCtjhXk6I9lUixs8FUX6W2wjvS/MnmMwCzmVpcCS1EEdSCnEktRDJ+WVIzClBYk4J1h5KBwAoHaToFephDeM9Q925bnQj7buQj3c3n8XR1CIAgJujDPcN74A7BoXDUc55LYiIqHVpUPDetWsX9uzZU2eZ22+/HaGhodW2JyUl4Z577sHdd9+NHj16WLdPmTIFzzzzDKRSS1X27t2LYcOG4YYbbsD06dNRWloKQRDg5uZm83ru7u4oKbFc/a5PmZq89dZbeOWVV+p+09TilOqM2HBchdUHbVu3I7ydMbN/CKb2bput2w3hopCiT5inzSRDJrOAlPxSnMnUID6zGGcqQnlmsRapFUunbT6dbS2vdJBau6hXjh2P9nOBg4xfeMn+qgbs89kaJFa0XjckYEf7KRF9WcCujUQsQmygK2IDXTF7YBgAIL9Eh6OpRTiSWojDKYU4kV4MjdaInedzsfN8LgBAJAKifV3QJ8yjIpB7INLbma3idTiVUYx3N5+znkNHmQTzh4bjnmEd4ObIixhERNQ6NSh4l5eXo6ioqM4yRmP1Lzzp6ekYNWoUBg4ciM8++8xmX2xsrM3jwYMHo1evXvj3338xffp0ODlZJq26vDW6uLgYzs6WWafrU6YmixYtwmOPPWZ9rFarERISUuf7I/s5lWEZu3156/a4rgGY2T+kzbduXy2JWIRIHxdE+rjgpu4B1u2FpXprN3VLV3UNEnMs3W8PJhXgYFKBzWt08HGuNnbcR9m+L3RQ0xEEAVlqLRKyK4J1dgkScuoXsGP8lIj2tQTsGD8lwr2drukKAF4uCoyK9bP2NjGazDhbpVX8cGoh0grKcT67BOezS7D6YBoAS8ttr1B39Knont4jxB0uCq7ueTG3BB9sOY8/T2QCsEwcObN/KB4aEQXfesyNQURE1JI16H/6MWPGYMyYMQ06QEZGBm644QZ06dIFP//8M2SyK1+tlkgk1pZqhUKBsLAwJCYm2pRJTExETExMvcvURKFQcMbzFo6t203Pw1mOwVHeGBzlbd2mN5qRmFOCMxVjxs9kWbqrF5YZrCFi3TGVtby3i8LSVT3wUut4pLczpBx/SfVUGbCt468bGrArQnaMnxIR3s6QS5v/d08qEaNrkBu6Brlh7qBwAECuRmcJ4qmFOJpShOPpRSguN2D7uVxsP2dp0RWLgBg/JXqHWVrE+4R5INzLqd1cSMwsLscn/yZg7aF0mMwCRCJgco9APDo6BmFeV17WkYiIqDVo0snVVCoVrr/+enTu3Bm//PIL5HJ5tTLHjx+36Xp+7Ngx9O/fH5999pl1ArZHH30UGzduxIkTJ+Do6Ij8/HzExMTgmWeewZNPPlnvMlfCydVajlMZxfjxYCrWHc2wTmjE1m37quzaa9s6rkZSXilq+hSRSy0TuVnGjlvCeK9QD7sEImpZcjU6xGeqrQH7fI4Gidkl0OhqD9gR3s5VWq9dEO1rv4B9NfRGM85kqivCeBGOpBRaZ+muytNZjl4h7tYw3iPEDU7y1tcqLggCyvQmFJcbqv2oyw1Izi/Fz4fSoTOaAQAjO/niibEd0TmA/wcTEVHL15D82KTBu2vXrkhJScGTTz5pE7qHDh2KoUOHAgDGjx8PkUiEXr16IS8vD6tWrcKNN96IVatWWVvH8/PzMXjwYCiVSowcORIbNmyAi4sLtm/fbu1mXp8yV8LgbV+lOiPWV7Run2DrdqtRpjfiXJbGOmY8PlONs5k1zwAd4+eC5Xf0Q4hn/f4mqe0QBAEHkgrwze4kbDmTXePFGqlYhHBvZ8sEZ76tO2A3RLZaa52w7UhqEU5mFENfEUQrScQidPJXVsye7o4+oZ4I8WyeCRAFQUCJzlgtNFtujbWG6sr7RvOVv2b0C/fAU+M6oV+45xXLEhERtRQtJni/8MILMBgM1baPGjUKo0aNsj7etm0bDhw4ACcnJ/Tv3x8DBw6s9pySkhKsWbMGqampiFJSQBsAAC5nSURBVI6OxvTp06t1E69PmboweNtHTa3bcokYY7tWrrvtydbtVsZsFpBWWIZ46zJnGsQlF6C43ABvFzm+nNsXvUM97F1NagY6owkbjmfim91JiM+8NA9HlK+LTcCO8VMi3KttB+z60hlNOK1S40hKoXXytsxibbVy3i5y64RtvUPd0T3YvdbZvgVBgEZnRHFZ9WB8peCs1hphqkd4rotMIoKbowyujjK4Vflxd5RheCdfDI/x4ec8ERG1Oi0meLc2DN7Np6TK2O2qrduR3s6Y2T8UU3oHsXW7jcksLseCFYcQn6mGQirGB7f2wITugfauFjWRXI0Oqw6k4If9qcgrsSzb6CATY1qfYNw5OAJRvi52rmHrkllcjiMpRThc0TJ+WlUMg8n2v29pxczrIR5OUGurB+mrzM6QS8U2obnyx9VBWmOodnO6dN9RJmGwJiKiNofBu5EYvJteba3b47r6YyZbt9u8Up0RD/90FFvP5AAAnhzbEfcP78B/8zYkXqXGt3uSsO6YCnqTpbt0gJsD5g4Kx8z+IXB3qj7XBzWc1mDCaVWxTRjP0eiu+DxFbeG5hm1Vg7Obo4xLCRIREV2GwbuRGLybRmXr9o8HUnEyo3rr9tQ+wfB05pfx9sJkFvDGn2fwzZ4kAMDU3sF4a0o3djFuxUxmAf+dzcE3u5Ow72K+dXuvUHfMHxKBcV39IeMM901KEARkFJXjSGoRCkp0NQZpV4ZnIiKia4rBu5EYvK8drcGEvRfysOlUFv48kcnWbapm5f4UvLz+NExmAQMiPLFsTh+2hrYyJTojfj6UhhV7k5GSXwbAMgnYjd0CMG9IOMfxExERUZvG4N1IDN5Xp6hMj//O5mBLfDZ2nM9FWZVZrdm6TTXZfi4HD/54FCU6IyK8nfHNnf0Q4c11e1u6tIIyrNibjLVxadYlwNwcZbh9QCjmDgpDgJujnWtIRERE1PQYvBuJwbvh0grKsCU+G1vis3EwucBm5tsANweMjvXDjd0CMCCCrdtUs3NZGsxfEYeMonK4O8mwbHYfDIj0sne16DKCIOBgUgG+2ZOELfHZ1om6Ovg4Y/7QCNzSK6hVrjNNRERE1FgM3o3E4H1lgiDgtEqNLfHZ+Cc+G2eqLA8EAJ38lRgT64fRsf7oGuTKsE31kqPR4u7vD+N4WhFkEhHentIdU/sE27taBMvSVhuPZ+KbPUk4rbr09359jA/mD43AdVHeEIv5d05ERETtD4N3IzF418xgMuNgUoG1ZTujqNy6TywC+oV7YnSsH8bE+iPUy8mONaXWTGsw4fG1x/HnyUwAwEMjovDoqBiGOjvJK9Fh1f5UrNyfYrMc2NTewZg3JBxRvko715CIiIjIvhqSH9kvkGpUojNi5/lc/HM6C/+dzYFaa7Tuc5CJcX2MD0bH+mNEJ1+O2aZrwkEmwZKZvRDm5YTPt1/Akv8SkZRXiven9+BMzM3IuhzYcRX0RstyYP6uDrhjMJcDIyIiImosBm+yytFosTU+B1vis7AnMd+6Bi8AeDnLMbKzL8bE+mNotDeDEDUJsViEp8Z1Qri3M5797SQ2nsiEqqgcX87tC28Xhb2r12bVthxYzxB3LBjK5cCIiIiIrha7mlfRHruaJ+aU4J/4LGyJz8bR1CKbfeFeThjTxR+jY/3QO9QDEnb5pWa090Ie7vvhCIrLDQj2cMS3d/ZDtB+7N19LJTojfjmUhm8vWw5sfFd/zB8aweXAiIiIiOrAMd6N1B6Ct9ks4GhaIf6Jz8aW09m4mFdqs79HiDvGxPphTKwfonxdODka2dWF3BLMXxGHlPwyKBVSfD67N66L9rF3tVq9tIIyfLc3GWsuWw5sZn/LcmCB7lwOjIiIiOhKGLwbqa0Gb63BhD2JedgSn42tZ7KRV6K37pNJRBjcwRujY/0wOtYPfq4OdqwpUXUFpXr8b+VhHEwugEQswmuTu+L2AaH2rlarIwgC4pIL8c3uJPwTn2WzHNi8IRGY0pvLgRERERE1BIN3I7Wl4F1Yqsd/Z3OwJT4bOxNyUaY3WfcpHaS4oaMvxnTxw/UxPlA6yOxYU6Ir0xlNeObXk/j9aAYA4O7rIvDM+M4c/lAPOqMJf56wLAd2KuPScmDDYnwwf0g4hkX7cOZ4IiIiokbgrObtVFpBWcX62lmISy6EyXzpmkqAm4O1VXtAhBfkUk6URK2HQirBh7f2QIS3Mz7cch5f7UpCcn4ZPp7Rk620tcgr0eHHA5blwHI1l5YDm9I7GPMGh3O8PBEREVEzYot3Fa2txVsQBJxWqS3jteOzcSZTbbO/k78SY2L9MDrWH12DXDlem9qEdccy8OQvJ6A3mtE1yBXL7+jHIRJVnMm0LAf2xzHb5cDmDg7DzH6h8ODyf0RERETXBLuaN1JrCN4GkxkHkwrwz+ksbD2Tg4yicus+sQjoF+6J0bF+GBPrj1AvJzvWlKjpHE4pwN3fH0ZBqR7+rg5YfmdfdAl0s3e17MZcuRzYniTsvXBpObAeFcuBjedyYERERETXHIN3I7X04K03mjH47X9tJkdzkIkxLNoHY7r4Y0QnX3iyNYvaidT8Msz/Lg6JOSVwkkuwZGYvjOzsZ+9qNavCUj1+PpyGH/anIrWAy4ERERERNScG70Zq6cEbAOYsP4DTKjVGdfbF6Fh/DI3yhqNcYu9qEdlFcbkB9686jD2J+RCLgOdvisW8IeFtfljFifQifL8vBRuOq6Cr6E7u6iDFzAGhmDsoHEFcDoyIiIioyTF4N1JrCN65Gh08neWczZmogsFkxgt/nMJPcWkAgDkDw/DSxFhI21jXaq3BhI0nMrFyXzKOpxdbt3cJdMXcQWGY1COIF+GIiIiImhFnNW/DfJQKe1eBqEWRScR4a0o3RPo4462/z2Ll/hSkFpTh09t7tYml8lLzy/DDgRSsPZSGojIDAEAuEeOm7gGYMygMvULc23wLPxEREVFrxxbvKlpDizcR1W7TqSw8suYotAYzOvopsfzOvgj2aH2TDJrMAnacz8HKfSnYfj4XlZ/SQe6OmDUwFLf1DYGXCy/CEREREdkTu5o3EoM3Uet3Ir0Id313CDkaHbxdFPj6jr7oGeJu72rVS0GpHmsPpWHVgRSkFVxaseD6GB/MGRiGGzr5cpgJERERUQvB4N1IDN5EbYOqqBzzV8ThbJYGCqkYH93WEzd2C7B3tWokCAKOpxfj+33J2Hgi07r2tpujDLf2DcasAWEI93a2cy2JiIiI6HIM3o3E4E3UdpTojHjoxyPYdi4XAPD0uE743/WRLWY8tNZgwvrjKqzcl4KTGZcmS+sW5IY5g8IwsXsgJ0sjIiIiasEYvBuJwZuobTGazHj9zzNYsTcZAHBr32C8fnM3yKX2m/E8Oa8Uqw6kYO2hdBSXV0yWJhVjQvcAzB0Ujh7Bbi3m4gARERER1Y6zmhMRAZBKxHh5UhdEeDvjlQ2nsfZQOtIKyrF0dh+4OTXfjOcms4BtZ3Pw/f4U7Dyfa90e7OGI2QPDcGvfEHg6y5utPkRERETUvJq0xTstLQ0pKSk226RSKQYOHFitbFZWFtLS0hAZGQkvL68aX+9alakNW7yJ2q5tZ3Pw4I9HUKo3IdLHGd/c0a/Jx07nl+iw5lAaVu1PRUaRZbI0kQgYHuODOYPCcH0MJ0sjIiIiaq1aTFfz119/He+++y66d+9u3aZUKvH3339bH5vNZtx333347rvv0KFDB1y4cAGPP/443njjjWte5koYvInatjOZaixYEQdVsRYeTjJ8Obcv+oV7XtNjCIKAo2lFWLkvBX+eyITeZJkszd1Jhtv6huD2AaEI8+JkaUREREStXYvqah4bG4vdu3fXuv+LL77AmjVrcOzYMXTq1An79u3D9ddfjz59+mDKlCnXtAwRtW+dA1zxxwNDcNf3h3AivRizvjqAd6d1x829gq76tcv1Jqw/noHv96XgtEpt3d4j2A1zBoVjQvcAOMg4WRoRERFRe9TkLd5//PEHli9fDgcHB3To0AFSqW3W79OnD3r37o2vvvrKum38+PGQSCTYuHHjNS1zJWzxJmofyvUmPLrmGDadzgIAPDwyGo+Mim7UpGYXc0uw6kAqfj6UBrXWCABQSMWY2CMQcwaGoUcrWUOciIiIiBqmIfmxyaf2PXr0KG6//XaMHDkS/v7+WLlypXWfyWTCyZMn0adPH5vn9O/fH0ePHr2mZWqi0+mgVqttfoio7XOUS/D5rN743/UdAAAf/5uAh386Bq3BVK/nm8wC/jmdhTnLD2DEBzuwfHcS1FojQj2d8OyNnbB/0Ui8P70HQzcRERERAWhgV/PU1FSkpqbWWaZbt25wc3MDAPT7f3t3HhXFlf0B/Asoq4CKSmQTBUEEIYqi4IoCooBIRHELSURNxsyYqNFExyUkJmNM3KKJGEVEjWKMC4tRJ7iACoLKLrSK/sKuiCyi0NLA/f3BoX6pdOOY39hC4H7O8Rzr1evqfpfuqrr1Xr0aNgz37t1Dnz59AABbt27F22+/jf79+2PEiBGorq6GTCaTmwTNwMAA5eXlAPDS6ijyr3/9C8HBwS/QcsZYe6OqqoJPJg1A3x7a+OeJLESlF6OoshY/vOkIgy4aCl9T9uQZjlwrwKEk8WRprta9miZL698TqjxZGmOMMcYY+4M/lXifPXsW4eHhz62zfft2DB48GAAwceJE0boPP/wQISEhOHr0KEaMGIHOnZse5yOVSkX1amtroa7e9Gidl1VHkZUrV2Lp0qXC8uPHj2Fqavrc9jHG2peAYWYw7aaN9w7ewI28Ckz9/grC3h4Gy166AJomS0vJr8D+xDz8klkCWUPT3TndtDsjYJgZ5gw3g2l37dZsAmOMMcYYa+P+VOK9YMECLFiw4L96Q0NDQxQVFQEAdHR0YGBgICw3KyoqgpmZ2Uuto4iGhgY0NBT3bDHGOg4Xyx44vmgk5u27hvzyGvh9n4CtAa+jtPoZ9ifmIafk/25Ded20KwKd+2DyIJ4sjTHGGGOMvRil3uP99OlT0fLDhw+RlpYGOzs7oczd3R3R0dHCckNDA06dOgV3d/eXXocxxlpi2asLTixywdA+3VAtrUdQ+HWsPJ6JnJLH0OikihlDTRD991E4+f5IvDHEhJNuxhhjjDH2wpQ6q7mTkxOmTp2KwYMHo6ysDBs3boRUKkVSUhK6d296dm52djacnJwwZ84ceHt748CBA7h48SJSU1NhbGz8Uuv8JzyrOWNMKmvAJ8cycDKtGOYG2pg7og/8HU3QVbvl21YYY4wxxljH82fyR6Um3hUVFdixYweSkpKgra0NJycnLFq0CNra4vshMzMzsXnzZuTn56N///5YsWIF+vXrp5Q6z8OJN2MMaLqvu7hKit56mjxZGmOMMcYYU6jNJN5/NZx4M8YYY4wxxhh7EX8mf/xTk6u1d83XIPh53owxxhhjjDHGnqc5b3yRvmxOvH+nuroaAPiRYowxxhhjjDHGXkh1dTX09fWfW4eHmv9OY2MjiouLoaurCxWVtnlfZ/OzxgsKCng4vBJwfJWHY6s8HFvl4dgqF8dXeTi2ysOxVS6Or/JwbF8+IkJ1dTWMjIygqvr8B4Zxj/fvqKqqwsTEpLU/xgvR09PjH4wScXyVh2OrPBxb5eHYKhfHV3k4tsrDsVUujq/ycGxfrv/U091Mqc/xZowxxhhjjDHGOjpOvBljjDHGGGOMMSXixPsvRkNDA+vWrYOGhkZrf5R2ieOrPBxb5eHYKg/HVrk4vsrDsVUejq1ycXyVh2PbunhyNcYYY4wxxhhjTIm4x5sxxhhjjDHGGFMiTrwZY4wxxhhjjDEl4sSbMcYYY4wxxhhTIn6Odyu5f/8+4uPjYWVlhddff11ufWNjI9LS0pCfn4++ffvCwcFBtL64uBjx8fFyr/Px8YGOjo6orL6+HlevXsXjx4/h7OyMbt26vdS2tDUymQyxsbGoq6uDr6+vwjr5+fnIysqChoYGRo4cCU1NTdH648ePo66uTlRmb2+PgQMHisqKioqQmZkJALCzs/vLPAf+v5GQkID8/Hx4e3ujS5cucusrKiqQmpqKmpoaODs7w8DAQOF2SktLkZycjB49esDJyQmqquLrgDKZDAkJCaisrISjo2OHiG1RUREuX74MW1tb2NnZya1vaGhAamoqCgsLYWlpqbAOANTV1eHq1at4+vQpXFxc5J4vKZVKkZKSgsrKStja2qJPnz5KaU9b8uTJE/z666/o1q0bxo0bp7CORCLB7du30aNHDwwfPhxqampydYgIaWlpKCgowJAhQ577vTx79iwqKirg7++PTp3a9+H20qVLKCoqwtSpU+X2pwBQVlaGtLQ01NXVPfc4VFJSguvXr+O1117D0KFDoaKi8v+q055kZ2cjIyMDo0aNUvh9q62tRUpKCsrKyuDg4ABzc3OF23ny5AkSExOhpqYGFxcXub9TXV0drl27hocPH8LY2LhDxLaqqgqxsbEwNDTEqFGjFNbJzs5Gbm4uevXqJXesyszMxM2bNxW+7o+/+6KiIly/fh36+voYOXIkOnfu/HIb08bU19fj119/hVQqhZ+fn8I6BQUFyMrKQufOnTFy5EhoaWkJ6+7fv4+LFy8qfN24cePw2muvCcu5ubmQSCTo1asXHB0dFe6725uMjAxkZ2fLxaLZ06dPkZKSgoqKCoXHqhMnTuDZs2dyrzM3N8eIESPkyh88eIALFy7A0tISQ4cOfXkN6WiIvVIFBQU0Y8YMMjY2Jj09PVq2bJlcncLCQhoyZAiZmZmRj48PGRkZka+vLz179kyoEx0dTaqqqhQQECD6V1paKtpWUlISmZubk42NDU2dOpWsrKzol19+UXo7W8tnn31GpqamZG5uToaGhgrrLFmyhHR0dMjT05OGDh1KxsbGlJaWJqqjr69PI0eOFMX2+PHjojorV64kTU1Ncnd3J3d3d9LU1KSVK1cqrW2t7aeffiJbW1uytLQkAHTnzh25Ovv37yc9PT0aNWoUubm5ka6uLh06dEiu3tq1a0lbW5vc3NxowoQJNHbsWKqqqhLWFxQU0IABA6hfv37k6upKWlpatHXrVqW2rzXdvXuX/Pz8yNTUlHR0dGjdunVyde7du0eDBg2ivn37kre3N/Xq1YtmzpxJMplMVC8uLo6MjY3Jzs6OfH19ydrams6fPy+sDwkJITMzM3J2diZPT0/S1tam9957jxobG5XdzFZRW1tLixYtot69e1Pv3r1pwoQJcnWkUin5+vpS9+7dydvbm6ytren111+n+/fvi+oVFBSQk5MTGRsb09SpU8nGxqbF7+XJkydJQ0ODAFB1dbVS2tYWHDhwgKytrYX9QklJiVydXbt2UZcuXWjs2LHk6upKenp6dOLECVGdxsZG+uijj0hbW5s8PDxo3Lhx5ObmRjU1NX+qTnuSkJBAY8eOJSsrKwJAR48elatz+fJlMjY2Jnt7e5o8eTLp6enR2rVr5eodOHCA9PX1ydnZmby8vMje3p5u3bolrE9JSSEjIyMaMGAA+fr6komJCdna2lJRUZFS29haHj9+TAsWLKDevXuToaEh+fr6ytV58uQJeXh4UM+ePcnb25ssLCzIycmJHj16JNQ5cuSI3HmYkZER9ezZk+rr64V627dvJy0tLXJ1dSULCwuysrKivLy8V9HUVvHFF18I52IGBgYK6yxfvpy0tbXJ09OThg0bRkZGRpSSkiKsT0tLk4utg4MDAaCbN28SEdHt27dp7NixZGlpSd7e3tSvXz+ytram7OzsV9LO1nDx4kVycXGh/v37EwA6ffq0XJ3Y2FgyNDSkwYMH06RJk0hXV5c2bNggqrNgwQJRbH19fQmAwvPYhoYGGjduHKmrq9O7776rtLZ1BJx4v2JZWVkUERFBz549IwcHB4WJt7+/Pzk6OlJtbS0REVVXV5O1tTV98cUXQp3o6GjS0NB47nuVlpaSgYEBLV68WDipfvz4segkvL3ZunUrFRcX09dff60w8T558iSpqanRtWvXhLIVK1bQwIEDRYmHvr6+wpOcZrdv3yYAomT86NGjBIBu3779klrTthw8eJAyMjIoMTFRYeJdVFREGhoatH37dqEsKiqKNDU1qbCwUCj77rvvSEtLS/Q3SExMFF008vX1JWdnZ+Fi0+HDh0lVVVU42LY3KSkpdOzYMZLJZGRhYaEw8fb09KTRo0cLMamoqKA+ffrQtm3bhDoFBQWkp6cnOnCWl5dTfHy8sHzgwAF6+PChsJyWlkadO3emH3/8UQkta32VlZW0Y8cOqqqqorfeekth4r1+/XoyMDAQksb6+nry8fGh6dOnC3Xq6+tp8ODB5O7uLuyb6+vrKSYmRm57BQUFZGxsTMHBwe0+8d63bx/l5OTQr7/+qjDxzs3NpU6dOlFYWJhQdujQIdLV1RV9D7/66ivS09OjjIwMoezChQtUWVn5p+q0J2fOnKHz589TbW1ti4m3qakpBQUFCcu3bt0iLS0tOnfunFB2+fJlUlVVFf3G7927J4qjh4cHTZgwQTgO1tTUUN++fWnx4sXKaFqre/DgAe3atYuePHlC06ZNU5h4f/LJJ2RkZERlZWVERCSTyWjChAn0zjvvtLhdqVRKBgYG9NFHHwllOTk5pKamRocPHyYiomfPnpGLiwt5e3u/3Ea1Idu2baOioiLasmWLwsQ7JiaGVFVV6erVq0LZqlWryNramhoaGlrc7sSJE2nEiBHC8o0bNyguLk5YlslkNHHiRHJ2dn5JLWl7oqOj6dKlS/Tw4UOFibdMJqMePXrQBx98IJSlp6eTurq6KN5/dODAAVJRUVHYqRIcHExvvPEGDR8+nBPv/xIn3q2opcTbxMSEPv30U1HZhx9+SFZWVsJydHQ0qaur07///W/65ZdfFF45/fzzz0lfX7/d9gY8T0uJ9yeffEKWlpaisuvXrxMASk5OFsr09fXps88+oxMnTlBKSoroyjURUWZmJgEQXZ29ceMGAaCsrKyX3Jq2paXEOyYmhgDI9RJqamrS5s2bhWUTE5PnnsxVVFSQmpqa6CSxsbGRjI2NafXq1S+pFW1XS4l3165d6ZtvvhGVzZ8/n4YMGSIsf/zxx2RoaEh1dXV/6j1tbGxo+fLl/6/P+1fSUuLt7e1NU6dOFZXt27ePOnXqJIzEiI6OFvW0tKS+vp5Gjx5NO3bsEC7GtefEu1lLiXdERAQBoCdPnghldXV1pKKiQj/88AMRNZ0oGhgY0KpVq1rc/ovUaa9aSrwLCwsJAJ05c0ZUPmLECAoMDBSWvby8aMyYMc99j7Fjx9K8efNEZc7OzvTee+/9l5++7Wsp8R43bhzNnTtXVLZjxw7S0tIiqVSqcFvN33eJRCKUrVu3joyMjEQX9w8dOkSqqqqi3vP2qKXEe/Xq1WRubi4qS0tLIwCUkJCgcFv5+fmkqqpKoaGhz33P5ov77V1LibdEIiEAdPnyZVG5nZ0dLVq0qMXtjRs3jlxdXeXK4+PjyczMjB49esSJ90vAk6u1QUZGRpBIJKIyiUSCO3fuoLa2VihTUVHB+vXrsXHjRvTv3x/z589HQ0ODsD4+Ph6jR4+GTCbDqVOncPHiRVRVVb2ydrRFRkZGuH//vigOzbFOT08X1T106BB2796NyZMnY8iQIaK/iZ2dHZYtW4agoCCEhIRg586dmDdvHlasWAFbW9tX05g2xsjICABEccrLy4NUKhVie+/ePRQWFsLDwwMSiQSRkZFIS0sTbScnJwcNDQ2i+5dVVFRgZ2cn3E/fEbW0X8jMzAQRAWj6zbu6uuLp06eIjo5GXFwcqqurn7vdvLw85Obmtni/eEdgZGSEO3fuoLGxUSiTSCSor69HdnY2gKbYmpiYwNLSEufOncPZs2dx//59uW0FBwejS5cueP/991/Z52/LFO0Xbt++DSIS9gvZ2dl49OgRPDw8kJWVhaioKLnf+ovU6Wh69uyJzp07i2IrlUrx22+/iY5n8fHx8PDwQFFRESIjI3H16lW5OUy++uorXLhwAatWrUJ4eDgWLlyIp0+fYuXKla+sPW2NkZERbt26JSqTSCSora3FnTt3FL4mNDQUY8aMgbW1tVCWmZkJW1tb0f3ygwYNQmNjo7B/6WiMjIzw4MEDVFZWCmUtnYs1CwsLg46ODgICAp677djY2A59POvduzdUVFRE+4UnT56gsLCwxdjevXsXcXFxWLBggai8vLwcc+fORWhoKLp3767Uz91RtO/ZXv6i1qxZAz8/P3Tt2hXDhg3DpUuXcPPmTRARHj9+DC0tLVhYWEAikQiTqKSnp8PFxQXW1tZYvnw5gKbJq/T09ODo6Ij+/fujtLQU9+7dw759+zBlypRWbGHrCQwMxJYtW+Dh4YGgoCCUlZVh//790NDQECXjhw8fxqRJkwA0TVAxZcoUzJw5U5QkOjo64uTJk/j5558BNO3YhgwZ8krb05YMHjwYU6ZMwZw5c7B06VJoamoiJCQEhoaGQmxLS0sBAPv370dKSgpsbGyQlJSE/v3749SpU9DX1xfq/nEnb2BggKKiolfbqDZk7dq1mDt3LrS0tPD6668jNjYWeXl5kMlkqKmpgY6ODkpLS6GpqYkhQ4bAxsYGxcXFKCwsxKFDh+Du7i63zWfPnmHOnDmwtbXFzJkzW6FVbcOyZctw+PBh+Pn5wdfXFxKJBMePHwcA0XdXS0sLzs7OwmR1iYmJWL9+PZYtWwYAiIuLw+7du+UuJnVko0aNgpubG/z9/bFkyRKoqKhg165d6Nmzp9x+4fvvv0d6ejr69++PxMREODg4ICoqSvhu/6c6HY26ujpWrlyJ1atXo7y8HKampjh06BA6deokxFYqlaK6uhrJycnYvXs37O3tkZ2dDRUVFURFRcHGxgYAYGxsjEGDBuHYsWOwtrZGeno6Jk6c2KFPtlesWAFnZ2dMnz4dkyZNQmZmJk6dOgUACjsx8vLycO7cOYSHh4vKq6qq0KNHD1FZ86Sjv088O5K5c+di06ZNcHd3x/z581FeXo7w8HBoamoqjC0RISwsDLNnz37ubz08PByRkZE4e/asMj9+m6anp4clS5Zg2bJlKCkpgaGhIcLDw9GlS5cWO9/27t2Lbt264Y033hCVz5s3D/7+/nBzc3sVH71D4B7vNsjb2xs3btxA165dER8fj8GDB+PTTz8FAGEWaRsbG9HMpQ4ODvD390d0dLRQpqmpicTERPz888/45ZdfcP36dcyfPx+BgYEKZzLsCPT19ZGWloYZM2YgKSkJ5eXliImJQX19vWiG7uakGwB0dHTwySefID09Hfn5+QCA5ORkzJ49Gzt37kRsbCxiY2Oxc+dOzJo1C9euXXvl7Worjh8/ji+//BK5ubnIyMjArl270K9fPyG2zbPolpWVIScnB1FRUbh16xby8/OF77iGhgaApgsZv/fkyROFsyV3FAEBAUhMTISWlpYwmmXFihVQVVUVZoJt/s2fOXMGp06dQmpqKqZPn465c+cKveLNZDIZZsyYgZKSEkRHR0NdXb01mtUmWFlZIScnB46Ojrh06RK0tbURFhYGAKLv7p07d7Bs2TKcP38e58+fR2hoKFasWIGcnBwAQFBQECZNmoQLFy4gIiICV65cAQAcO3YMWVlZrdO4VqaiooLTp09jzZo1yM7OhkQiQXh4OF577TW5/UJNTQ2ys7MRHR2NnJwcZGVlYcOGDS9cpyMKDg7GTz/9hKqqKiQkJODvf/87fHx8hNiqq6tDRUUFqampSEtLQ1RUFCQSCUxNTbFo0SJhO2+88QbU1NSE/bJEIkFycjL+8Y9/tFbTWp2DgwNycnIwcOBAxMfHw8DAACEhIQCg8IkeYWFh0NfXh7+/v6hcQ0ND4fEMQIc9punq6iI1NRWzZs1CcnIyysrKEBMTg4aGBoWxPXfuHH777Te5Htnfi4yMxMKFC7Fz584Onyhu2rQJ+/fvx8OHD5GUlISVK1fC1dVVYWwbGhoQHh6OwMBA4fwLAE6ePIlz587B3t4eERERiIiIwKNHj3D37l1ERESgvr7+VTap3eAe7zbK3t4e9vb2wvKiRYtgaWn53Ct9enp6ePjwobBsYWGBqqoq0aPIpk2bhq+//hp3796VezRWR6Gnpyf0UAFNj8dqaGhQ+Fi3378GAB4+fAgzMzPExcWha9euol5Ed3d36OvrIy4uDsOGDVPa52/L1NTUEBgYiMDAQABNj7lJT0/HtGnTAAD9+vWDiooKpkyZIjxmpWvXrpgwYQJu3LgBoOl7CzQ98m3AgAHCtvPy8uDi4vIqm9PmDB06VPQYj8DAQNjb2wuPt7GwsICWlhasrKyEOtOmTcPOnTtRUFAAMzMzAE1Jd0BAADIzM3Hx4sUO8ai2/8TY2Bhr164Vln/44Qd06tRJGLLY/L1s/i4DTcnKnDlzkJqaChsbG4wdOxZPnz7FyZMnAQCFhYUAgOjoaOjo6HTY4Y+dOnXCvHnzMG/ePABNPYASiUQYjt8c26lTpwrf5Z49e2LMmDFy+4Xn1emoJk2aJLpYvH79euF4pqqqir59+2LMmDHo2rUrgKa/h6+vL9asWQOgaT997do1fPDBB0JstbS04O3tjYMHD77StrQ1ffr0QXBwsLC8efNmaGpqioaSA02PgA0LC8PcuXPlkmkLCwu5x2Ll5eUBaDomdlS6urpYunSpsJycnAyZTKbwXCw0NBSDBw+Go6Ojwm1FRUUhICAAW7duxcKFC5X1kf9SpkyZIhrdunTpUowfP16u3pkzZ1BUVIT58+eLyvX19eHl5YXTp08LZRUVFSAinDx5En5+fu3+MZnKwD3ebVBFRYXoXu2SkhIcOnRItDMpKSkRvUYqleL06dOihM/HxwfFxcWiezxzcnKgoqICY2NjJbagbSsrKxMtb9q0CQ4ODhg+fDiApmGPv48/0NST26VLF2FYnqmpKR4/fozi4mKhTlFREaqqqjp0EvPH2IaEhEBFRQVz5swB0HQBY8yYMQrvVTY1NQUAmJmZwdbWFkePHhWtT09Ph5eXl5Jb0HaVl5eL7kH+7bffcOzYMdF+wcfHB3l5eaK5IHJyctC5c2cYGhoCaHq2avNtExcvXhSS8Y7s2bNnov3ks2fPsGPHDsyYMUMYVu7t7S1331zz/5u/u6GhoULPQEREBD788EMAwL59++R6wTqSP+4Xvv32W+jo6GDGjBkAmu5JdHR0FMWWiHDr1i0hti9SpyP6Y2zPnz+PtLQ0Uc+gj4+P3D43JydHiJuWlhYMDAyEkRu/r9ORj2c1NTWoqakRLYeEhCAwMFAuuY6NjUV+fr7CHtnJkycjMzNT9Dc4cuQIBgwY0KETb0XnYnZ2dnIX2MvLy3HixIkWe7tjYmIwY8YMbN68GX/729+U9nn/Sv4Y2+joaOTm5sol10DTccvFxUVufiJXV1fR8SwiIgKWlpZwc3NDRESEqHecvTi+VPGK1dXVCfcOVlZW4tatW4iIiED37t3h4eEBAMJwxoCAAMhkMmzfvh2jRo3CkiVLhO3885//RE1NDUaPHo36+nqEhYVBJpOJrszOmDEDu3fvhoeHB9555x08fPgQ33zzDVauXCmcTLY3cXFxKCkpQVpaGqRSKSIiIgAAXl5e0NXVBQD4+flh/Pjx6NOnD06cOIHk5GScP39e2EZKSgpWr14NPz8/GBoaIj4+HkeOHMF3330HbW1tAE29LnZ2dnBzc8P7778PIsL333+PQYMGYerUqa+83a9CdnY2MjIykJubCwA4deoUDA0N4eTkJJw8rFu3DkSEYcOG4caNGwgNDRWGlTbbtGkTxo8fDw0NDdjb2+Ps2bO4efMmQkNDhTpbtmyBl5cXNDQ0YG1tjW+//Raenp6YPHnyq230K9I8GRrQNAQxKysLERER6NWrl3CFOiMjA8HBwZg+fTpqamqwbds2eHl54d133xW289Zbb2Hv3r3w9PTEm2++iaKiImzatAnBwcHCQXLhwoWIjIzEl19+iYSEBCQkJAAAzM3NMWLEiFfc8lcjKioKNTU1+J//+R+Ul5cjIiICqqqqQuJXW1uL8ePHY+bMmdDT00NYWBgaGxuxbds2YRs2NjZYvHgx/Pz8sGTJEhARtm7dCi8vL4waNaq1mtbqMjIykJ2dLQylj4yMhL6+PlxcXISLOsuXL4euri6GDBmChIQEHDx4ED/99BO6desmbGfr1q3C79vGxgbR0dEoLCzExx9//KfqtCfFxcWIj4+HTCYDAFy5cgX19fWwsrIS5hM5evQozp07B09PTxQUFGDr1q1Ys2YNxowZI2xn1apVGDZsGGbOnAkPDw9kZGQgLCwMR44cEeqsWbMGK1asgFQqha2tLS5fvozIyEjR7WvtzfHjx1FXV4fCwkI0NDQgIiIC6urqwn2uVVVV8PHxwaxZs6ClpYXdu3dDV1cXGzdulNtWaGgohg8fjkGDBsmt8/T0hJeXF7y9vbF48WLk5uZi37597Tq2ly5dQlFREVJTU1FXVyeci02aNEk4//T398eYMWNgbm6OyMhIJCQk4Pz586JJ6ADgxx9/hJqaGmbPni33PomJifD398fYsWPRvXt34X2AptFJnTt3VmIrW0d+fj4SEhKEi8VxcXGorKzEwIEDhZGyYWFhSElJgZubG+7evYtvv/0WGzZskBsxUFpaipiYGPzwww+vvB0dlQr98cY/plTV1dUKr9pZWFjgiy++EJZTUlKwf/9+SKVSTJgwAf7+/nI7o6ioKMTGxgozQL/99tvCvZ7N6urqsHfvXiQlJaFbt27w9PQUEvz2aMOGDQonNtq8ebMwu+7jx4/x3Xff4fbt27CxsUFQUJAw0UmzW7du4fDhwygoKIC5uTkCAgJEw3eBplEG+/btQ1paGlRUVODg4IC333673d6zdeLECdGJWrN3330Xrq6uAP5vuN2VK1fQu3dvvPnmm6Lh4s1yc3OxZ88ePHjwAP369cP8+fPRu3dvUZ3U1FSEh4ejsrISw4cPx/z589vlQRRouoVB0b2UAwcOFA1/TkpKwsGDB1FfXw9PT0/4+vrKvUYqlWL37t24ceMGDAwM4O3tLfx9gKYkqKCgQO51o0ePbrczcb///vt49OiRqExNTQ0//vijsFxQUICdO3fiwYMHGDZsWIu/5WPHjuHMmTNQV1eHs7MzZs+eLQzP/aOkpCRs2bIF4eHh7bZ34PDhw4iMjJQr/+CDD+Ds7AygaZTFnj17kJycDBMTE7z11lvC0PHfy8nJwd69e1FWViY8qaNXr15/uk57kZqaiq+++kqufOLEiXjnnXeE5ZiYGERHR0NbWxv+/v4YOXKk3GsePXqEkJAQ3LlzB0ZGRpg9e7bcrQ9XrlxBVFQUSktLYWJigtmzZwujvNqjoKAgPH36VFSmo6Mjugh879497Nq1C48ePYKzszPefPNNufkwGhoaMG/ePEyfPh3e3t4K30smk2Hv3r1ITEyEvr4+AgMDWxw23R5s3LgRKSkpcuXffPONMIqiuroa33//PSQSCQYMGICgoCC5SegA4PPPP4eWlhY++ugjuXWxsbHYs2ePws+wd+9eobOkPUlMTBRdFG7m6+uLWbNmCcvHjx/H6dOnoaenh4CAADg5Ocm95sKFC9i9ezf27NnzQrFas2YNzM3NERQU9N81ogPjxJsxxhhjjDHGGFMivsebMcYYY4wxxhhTIk68GWOMMcYYY4wxJeLEmzHGGGOMMcYYUyJOvBljjDHGGGOMMSXixJsxxhhjjDHGGFMiTrwZY4wxxhhjjDEl4sSbMcYYY4wxxhhTIk68GWOMMcYYY4wxJeLEmzHGGGOMMcYYUyJOvBljjDHGGGOMMSXixJsxxhhjjDHGGFMiTrwZY4wxxhhjjDEl+l+q/uNP5XGwkAAAAABJRU5ErkJggg==", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(res.recursive_coefficients.filtered[0])\n", "res.plot_recursive_coefficient(range(mod.k_exog), alpha=None, figsize=(10, 6))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The CUSUM statistic is available in the `cusum` attribute, but usually it is more convenient to visually check for parameter stability using the `plot_cusum` method. In the plot below, the CUSUM statistic does not move outside of the 5% significance bands, so we fail to reject the null hypothesis of stable parameters at the 5% level." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T11:27:48.316395Z", "iopub.status.busy": "2026-07-29T11:27:48.316185Z", "iopub.status.idle": "2026-07-29T11:27:48.852431Z", "shell.execute_reply": "2026-07-29T11:27:48.851593Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0.69971508 0.65841244 1.24629674 2.05476032 2.39888918 3.1786198\n", " 2.67244672 2.01783215 2.46131747 2.05268638 0.95054336 -1.04505546\n", " -2.55465286 -2.29908152 -1.45289492 -1.95353993 -1.3504662 0.15789829\n", " 0.6328653 -1.48184586]\n" ] }, { "data": { "image/png": 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pJejq6mL27Nl4/PHHERwcjP3792P58uWYM2cOli9fjrVr1+Lbb7/F0KFDsXTpUpw7d65JqNDV1YW5uTn2798Pf39/mJiYwN7eHvb29k3qUSqV+P3337F582ZpXomrqysmTJig0s168zm5GQYAYNCgQdi/f/89/fy3qq2txa5du/Djjz+q/N6CgoJU2l2/fh3R0dHIy8uDQqGAqakpzp8/rxJW7lTb3R6nrq4O27dvx+zZs/Htt99CCCH9i4qKuu+fj4huLzs7G+vXr4dcLkdUVFSTL4RRUVFSWBk9ejQKCgoYTjohLXUXQM3r2bOnygemr68vRo8ejUOHDknbvvvuO8yePRtGRkaIjo7GwYMHYWRkhMcffxwff/wxfv31V2zatAkjR47Ejz/+2OQxZDIZduzYAblcDltbWwwbNgz/+c9/pK7VW+Xn56Ourk7lgx5Ak9tAY7frrXR1dVFXV3fPz8FNBQUFqK+vh5ub223bfP/99+jduzc2bNiAxMREpKWlQQiBoqKiFtd2t8fJz89HbW0tSkpKkJqaiitXruDq1aswNzfHrFmz7vvnI6JGtbW1OH78OGJjY6VtxcXFeP3113Hw4EFUVlbCysoKU6ZMwVdffYXz58/j3Xffldrq6OgwqHRSXbZnpaKi4rb7/vpiz8vLu23bm70MN90676K16enpITc3V7qto6OD+fPnA2gcvnnvvfekbx6FhYVSj4Kvry+uXbvW7DFDQkIQHR2N0tJSHDhwAIsXL0ZRURGWLVum0s7a2hra2tpNeo3y8/Nb80dsloWFBbS0tJoMDd3qjTfewDfffINnnnlG2rZ+/fp76tG62+Pc3D9p0iSGE6JWUFtbi9OnT0sX/Ttx4gSqq6vxxBNPYNOmTQCA3r174+mnn8bAgQMRHh4OX1/fJu+71Pl12d+4sbHxbf/9dQXCO7X969k2t2t3ry5duqRyOycnB4cOHZJWVfyrF198Ef/4xz/g4uICY2NjmJiYICMjA0BjgHJwcGhyn4qKCqSnpwNoPINmxowZGDlyJBITE5u01dHRQUhIiHTmDgCUlZU90PBOSxkbG2PEiBH47rvvoFQqpe1XrlwB0DhEVV5errLOzK5du+75tOu7PY6xsTFGjhyJb775pklPUUJCwr3+WERdlkKhwKhRo6T5JcuWLcORI0dQXV0NW1tbWFpaSm1lMhnWr1+Pl156CX5+fgwqXVSX7VnRdB9//DHy8vIwdOhQVFVVYcOGDejduzf++c9/Nmm7e/duZGZmYtGiRdK2uXPn4umnn8ZDDz2EX375RVqN8Va1tbUYM2YMBgwYAD8/P2RmZmLbtm3YsWNHszUtX74c4eHhqKmpgZ+fH7Zu3QoTE5N2efNYsWIFhg8fjqCgIIwfPx7Xr1/H5cuXcezYMWhpaeGJJ57A888/jwULFiA/Px+bN29uMuTzoI8DNA69jRw5EgEBAZgyZQpqampw9OhRjB07Fu+//35r/9hEHVp1dTVOnToFuVyOoqIiaXkCbW1tFBUVoaamRloZ9uaE2F69eqksFUAEMKxorA0bNiAyMhIRERGwsLDADz/8gPHjxzf7R5ySkoIff/xRJTR88cUX2LBhA9LS0hAZGQlvb+8m97O2tkZcXBy2b9+O+Ph4uLu7Iy4uTmr718XbhgwZgvPnz2PLli3Q1dXFqlWrsGbNGlRXV0ttRo8erdIrATROYr11vZa/HrdXr15YsGCByn3+uiict7c3EhMTsWXLFly9ehXBwcH4z3/+I+1fs2YNtmzZgvj4eLi6uuLs2bPYvHmzyumJLantbo/j4eGBhIQEbN26FYmJibCzs8Pq1at5GiQRgKqqKpw8eVI6W+fkyZNSL6Suri6WL18urUn073//G5aWlujZsyfDCd2VTNzraSoaqKysDObm5igtLW3ybbqmpgbXrl2Du7s7LzD1gIqLi6GrqytN/K2oqECPHj3wj3/8A6+88op6i9NgfA1SZ1VVVQVDQ0MpbEyfPh3btm1TaePk5CT1mjz55JP3NSxOndedPr9vxZ4VarHy8nJMnDgRY8eOhb6+Pn755RfY29s3uSQAEXVOlZWViI6OlibEnjlzBpcuXYKnpyeAxgn7J0+eRHh4uDS04+XlxZ4TemDtElZKSkpw+fJleHl5wcbGptk2+fn5yMzMhLu7OywsLNqjLLpHrq6u+O2337Bjxw4UFhbinXfewfTp03kdDaJOLDExERs3bkRERATOnDnTZGmDEydOSGFl0aJFePnllxlOqNW1aVhJSUnB8uXLsW/fPty4cQMbN25scsqnEAIvvvgi1qxZAzc3N6Snp2Pp0qUq586T5nB1dcXixYvVXQYRtYHy8nJERUXB09NTmruWnJyM5cuXS21cXV1Vek5uvcwEr7FDbaVNX1nx8fEIDAzEv//979uOU65atQo//fQTYmNj4evri+PHj2P48OHw9/eXrjdDREStr6ysDMePH5cmxMbExEChUODtt9/GO++8AwAIDQ3FnDlzpHByp8UZidpKm4aVqVOn3rXNmjVrMH36dPj6+gJovLbDyJEj8cMPPzCsEBG1gRs3bmDSpEmIjY1tcoach4eHypdLKysrrF27tr1LJFKh1j47hUKBuLg4zJs3T2X7kCFD8MMPP7TqY3WCk56og/rrhwFReykpKcGxY8cgl8thYWGBt956CwBga2uLlJQUKJVKeHp6qgzruLi4qLlqoqbUGlbKy8tRX1+vctluoHH9j8LCwtver7a2FrW1tdLtv15I71a6urqQyWTIz8+Hra0tJ35RuxFCoK6uDvn5+dDS0lJZz4WoLRQVFUnhJCIiAufPn5e+qLm5uUlhRVtbGzt27IC3tze6deumzpKJWkStYeXmWSS3Bg+gcdXDO51h8vHHH7d4Aq62tja6deuGzMzMNr1uD9HtGBkZwdXVlcuEU6srLy+HqampdDs8PBzx8fEqbXx8fKReE6VSKb0Ohw8f3q61Ej0ItYYVY2NjWFtbIzs7W2V7dnY2unfvftv7vfbaa3j11Vel22VlZXfsujQxMYG3tzfq6+sfvGiie6CtrQ0dHR326FGryM/Pl1a2lsvlSE1NRXFxsbTac1hYGBoaGhAWFib9c3R0VHPVRA9O7eeZjRw5Env27MHSpUsBNM5j2bt3LyZOnHjb++jr66ssxd4S2travHQ4EXU4UVFR2Lx5MyIiInDx4sUm+y9cuIDBgwcDAL766iu+z1Gn1KZhpaysTOUKvleuXMHJkydhZ2cHDw8PAMBbb72FIUOGYOHChZg0aRI2btyIkpIS/P3vf2/L0oiINE5ubi4iIiIwfPhw6Sri0dHR+Pbbb6U2ffr0kZavDw0NhZ2dnbSPQYU6qza9NtCZM2fw0ksvNdn+8MMP47XXXpNunz9/Hp9//jkyMjLg7e2NpUuXNnvhvdtp6bUFiIg0SU5ODiIiIqRhncuXLwMAfvrpJzz55JMAGterWr16NcLCwhAaGiqFGKLOoKWf353+QoZERJomJiYGM2fORHJyssp2mUyGvn374v/+7//w+OOPq6k6ovbDCxkSEalZZmam1GsyePBgzJ8/HwDg7OyM5ORkyGQy9O/fXxrWCQkJabKUAxExrBARtZrr169L4UQul+PKlSvSvvT0dCmsODg44ODBgxg4cCAsLS3VVS5Rh8GwQkR0n0pLS2Fubg4AaGhoQK9evVBZWSnt19LSwoABAxAWFoZRo0ap3Pevt4no9hhWiIhaKC0tTVodVi6XQ09PD0lJSQAarzgcFhaG/Px8afn64OBgKcwQ0f1jWCEiuoOdO3dix44dkMvlyMjIUNmno6ODwsJCWFtbAwD27NnDlYqJ2gDDChERGq/ldPXqVURERODpp5+Gjk7j2+O+ffuwYcMGAI3hZNCgQdLy9UFBQSrL3TOoELUNhhUi6pKEEEhNTVUZ1snKygLQuPDazVVhH330Udja2iI8PBxBQUEwNjZWZ9lEXRLDChF1OTt27MCLL77Y5Lpkurq6GDJkiMrFVUeNGsXJsERqxrBCRJ2SEAKXL1+Wek2eeuopTJgwAQBga2uL7Oxs6OnpYejQodI6J0OHDoWRkZGaKyeiv2JYIaJOQQiBS5cuqQzr5OXlSfutra2lsDJ48GAcPXoUQ4YMgaGhobpKJqIWYlghog5JqVSitLRUWlQtMzMTvr6+Km0MDAwQGBiI8PBwjBs3Ttqup6eH8PDw9iyXiB4AwwoRdQhKpRIJCQlSz0lERASGDBmC3377DQDg4uICX19f2NvbS+ucDB48GPr6+mqunIgeFMMKEWm0VatW4cCBA4iMjERhYaHKvnPnzkEIAZlMBgCIi4vj6cNEnRDDChFpBIVCgbi4OFy4cAFz5syRtm/ZsgVyuRwAYGxsjODgYKnnJCAgQAoqANc5IeqsGFaISC0UCgUuXLggXfTv2LFjKCkpAQBMnDgRNjY2AID58+djzJgxUjjR1dVVY9VEpA4MK0TU7r788ku8++67KC0tVdluYmKCkJAQFBcXS2Fl5syZ6iiRiDQIwwoRtYmGhgbExsZKpxEvX74cfn5+AAALCwuUlpbCzMwMISEh0jon/v7+0jL3REQ38V2BiFpFfX09YmJipHASFRWF8vJyaf+oUaOksDJ58mScOXMG/fv3ZzghorviuwQR3Zf6+npUVlbCwsICAHDs2DGMHDlSpY2FhQVCQ0MRHh4uLcgGNC7QdvNKxUREd8OwQkQtUldXhzNnzqj0nCxYsABffvklAGDo0KFwcHBQWb7ez88P2traaq6ciDo6hhUiuq36+nr861//ksJJdXW1yv7z589L/29kZITs7GyVU4mJiFoDwwoRAQBqampw+vRp5OTk4LHHHgMA6OjoYOXKlcjKygIA2NjYSL0mYWFhTZa3Z1AhorbAsELURdXU1ODkyZPSsM6JEydQW1sLa2trPProo9DS0oJMJsPSpUuhra2NsLAw9O7dm4GEiNodwwpRF/TSSy9h9erVqK2tVdl+87o65eXlMDc3l9oSEakTwwpRJ1VVVYUTJ05IF/3bvXu3FEBMTU1RW1sLBwcHaen68PBw+Pj4sOeEiDSOTAgh1F3EgyorK4O5ubm0yBRRV1RZWYkTJ05IVyU+deoU6uvrpf2//fabdPrw9evXUV1dDW9vb4YTIlKbln5+s2eFqIOqqKiAEAKmpqYAgJ9++gnPP/+8Sptu3bpJk2EDAgKk7S4uLu1aKxHRg2BYIeogysvLERUVJfWcnD17Fl9//TUWLlwIAAgPD4eLi4vKsI67uzt7Toiow2NYIdJgBQUF+PTTTyGXyxETEwOFQqGyPz4+Xvp/Hx8fpKenM5wQUafDsEKkIUpLS3H8+HHIZDKMHz8eAKCnp4fPP/9cCinu7u4q65y4ublJ92dIIaLOimGFSE1KSkpw7NgxaZ2Tc+fOQalUYsiQIVJYMTMzw7Jly+Dm5oawsDB0795dzVUTEbU/hhUiNRg3bhwOHDiAv56M5+XlBX9/fwghpJ6SZcuWqaNEIiKNwbBC1EaKiooQGRkJuVyOxMREHDhwQAogJiYmEELAx8dHGtIJCwuDs7OzmqsmItI8XGeFqJUUFhZKC7DJ5XLExcWp7E9KSoKPjw8AICUlBSYmJnB0dFRHqUREGoHrrBC1sby8PJibm0NfXx8A8PHHH+Pzzz9XadOrVy9pQqyDg4O03dvbu11rJSLqyBhWiFooNzdXGta5ObRz8OBBjBo1CgAwfPhw/P7771I4CQ0Nhb29vZqrJiLq+BhWiO4gOTkZX331FeRyOS5dutRkf0JCghRWJkyYIC1nT0RErYdhhehPOTk5iIiIQLdu3TBs2DAAQE1NDVauXCm16du3rzQhNjQ0FDY2Nuoql4ioy2BYoS4rKytLZUJscnIyAGDWrFlSWOnTpw/+8Y9/ICgoCCEhIbC2tlZnyUREXRLDCnU5tbW16NevH5KSklS2y2Qy+Pv7o3fv3tI2LS0t/Otf/2rvEomI6BYMK9RpZWRkSBf9q62txU8//QQA0NfXh4GBAbS0tDBgwABpQuywYcNgYWGh3qKJiKgJrrNCnUZ6erp0pk5ERASuXbsm7dPT00NJSQkMDQ0BAImJiXB2doa5ubm6yiUi6vK4zgp1akIIZGRkqFwr5+WXX8bu3bul29ra2ggICJAmxGpra0v7bh3qISIizcawQh2CEAJXr16VJsNGREQgIyMD165dk648/NBDDyEvL08a1gkODoapqal6CyciogfGYSDSaNHR0VixYgUiIiKQmZmpsk9HRwc7duzAxIkT1VQdERE9CA4DUYcihEBKSgrkcjmCg4Ph6+sLoHHtk59//hkAoKuri8GDByM8PBzh4eEIDAyEsbGxOssmIqJ2wLBCaiGEQHJyssqE2JycHADAu+++K4WVsLAwvPnmm1I4MTIyUmfZRESkBgwr1O6uXbuGwMBA5ObmqmzX09PD0KFDpTkoAGBjY4P333+/nSskIiJNwrBCbUIIgcTERKnXxM3NTVpczcXFBVVVVdDX10dgYKB0ts6QIUOkU4uJiIhuYlihVnPx4kWVYZ2CggJpn6enpxRWdHR0EB0dDS8vLxgYGKirXCIi6iAYVui+KJVKpKenw93dXdo2Y8YMlSsTGxoaIjg4WDqVWAgBmUwGoPGaO0RERC3BsEItolQqERcXJ61zEhkZiZqaGhQXF0NPTw8AMH78eHTr1k0a1hk0aJC0j4iI6H4xrNAd7dy5E+vWrUNkZCSKi4tV9hkbGyM1NVVaDfazzz5TR4lERNTJMawQAEChUOD8+fOQy+WYNWsW7O3tAQCXL1/Grl27AAAmJiYICQmRek4GDBgAXV1ddZZNRERdgNrDSn5+fpNTWLW1tdGrVy81VdQ1NDQ04Ny5c9Jk2GPHjqGsrAwA4OTkhCeeeAIAMHnyZGhrayM8PBz+/v7Q0VH7S4aIiLoYtX/yrFq1Ch999BE8PDykbWZmZoiOjlZjVZ2bXC7H5MmTUV5errLdzMwMoaGhsLGxkbb17t2bF/0jIiK1UntYAYC+ffvi5MmT6i6jU6mvr0dMTIzUczJ+/Hi89NJLAAAfHx+Ul5fDwsJCGtYJDw9Hv379VK5MTEREpAk0IqwIIZCeng4DAwNprgTdG4VCgVOnTknhJCoqCpWVlSptboYVJycnxMXFoXfv3gwnRESk8TQirJw+fRpBQUEoLy+HpaUlvvnmGzz88MPqLkuj1dXVITMzUxo+UygUeOihh1BdXS21sbKyktY4GTFihMr9/fz82rVeIiKi+6X2sOLn54e4uDj4+flBoVDg/fffx6OPPopTp07B39+/2fvU1taitrZWun1zYmhnVltbi9OnT0s9J9HR0XB3d0dCQgKAxuvqTJ48GfX19dKwjq+vL7S0tNRcORER0YORCSGEuov4K29vbzzyyCP49NNPm93/zjvv4N13322yvbS0FGZmZm1dXrtauXIlfv31V5w4cQI1NTUq+2xtbXH16lWYmJioqToiIqL7V1ZWBnNz87t+fmvk125nZ2dcv379tvtfe+01lJaWSv/u1LajqK6uxtGjR/Hee++hoaFB2n727FkcPXoUNTU1sLOzw4wZM/Dtt98iISEBubm5DCpERNTpqX0YqK6uTmVJ9pKSEsTFxSEsLOy299HX14e+vn57lNdmqqqqcPLkSenCf6dOnUJdXR2AxmXrBw4cCACYM2cOBg0ahPDwcPTo0UO6tg4REVFXofawEh4ejlmzZsHf3x8FBQX48MMPYWRkhIULF6q7tDbz448/4vnnn0d9fb3KdkdHR4SHh6usChsSEoKQkJD2LpGIiEhjqD2sbNu2DZ999hk2bdoEIyMjPPTQQ1iyZAksLS3VXdoDqaysRHR0tDQh9h//+Id0hpOnpyfq6+vh7OwsLV0fHh4OLy8v9pwQERH9hdrDiqOjIz7//HN1l/HAampqEBkZKQ3rnDlzRmXuyYABA6SwEhgYiNTUVHh4eDCcEBER3YXaw0pHVVZWhuLiYnTv3h0AcOPGDYwZM0aljaurq3Qa8a3rnOjp6cHT07Nd6yUiIuqoGFZaqLS0FMePH0dERATkcjliY2MxceJE7Ny5EwDg5uaGkJAQeHp6SkM7bm5uaq2ZiIioM2BYuYs333wTBw4cQGxsLJRKpcq+zMxMlduRkZHtWRoREVGXwLByF5GRkTh79iwAqPSahIWFwdXVVc3VERERdX4auYLtvWrpCnj3Y9euXaioqEBYWBi6devWqscmIiLqylr6+c2elbvgBRWJiIjUSyOX2yciIiK6iWGFiIiINBrDChEREWk0hhUiIiLSaAwrREREpNEYVoiIiEijMawQERGRRmNYISIiIo3GsEJEREQajWGFiIiINBqX26cup0GhRGRKPuoalAj0sIG5ka66SyIiojtgWKEuo6SqDptPX8fGE2nILq0BAGhryeDvYoEwH1uE9bBFHydzaGnJ1FwpERHdilddpk4vObcca6PSsONcJmrqlQAAa2M9WBrrITWvQqWtlbEeQr1tENbDFqHetrA20VdHyUREXQKvukxdmlIpcORyHtZFp+F4aoG0vbejGZ4JdsOkfk4w0NVGVkk1IpLyEZGch6jUQhRV1mHn+WzsPJ8NmQzwczZv7HXxsUV/FwvoaHOaFxFRe2PPCnUq5TX1+PVsJtafSEN6YRUAQEsGjO7tgGeC3TDY3QoyWfPDPPUKJWLTixGRnA95Uj4Sc8pU9psa6CDE2wbhPnYI9bGFg7lBm/88RESdWUs/vxlWqFNIK6jEuug0bI3JREVtAwDAzEAHjw92xVNDu8PFyuiej5lXVoPIlAJEJOfjWEo+SqrqVfb3dDCVel0C3Cyhr6PdKj8LEVFXwbBCnZ4QAsdTC7AuKg1HkvJw85XsZWeCOUFumDrAGUZ6rTPSqVAKxGWWQJ6Uj4jkfFzILMGtfzlGetoI8rRGWA87hPvY3lc4IiLqahhWqNOqrlNg+7lMrItKQ8otE2SH97DFM8HuCPG2ue1QT2sprqzDsdSCP+e75KOgolZlv4eNMcb0ccBUf2d425u2aS1ERB0Vwwp1Olkl1dhwIg1bTl9HaXXjkIyxnjamB3TD7CA3eNiaqKUupVIgMacMEcmNwSUmvRgK5f/+rPyczTHF3xmT+zvBhmcXERFJGFaoUxBC4Gx6MdZGXcOBhFwpBLhYGWJ2oBtmDHKBmYFmLepWVlOPyOR87DyXBXlSPhr+rFlbS4YwH1tM8XfGqN72MNDlHBci6toYVqhDq6prwP74G1gbfQ0Xs/53Vk6QpzWeCXbHiJ520O4Ai7cVVtTit7gcbI/NxIXMUmm7qb4Oxvs5YsoAZwx2s1L7QnQ3Smtw6lohTl4twqlrhaiqVaCfizkGdrfCgO6W6ONsxgnERNTqGFaowyipqkNCdhkSskv//G8ZruZX4OZIir6OFqb4O2NOsBt6OnTc329qXgV2nsvCjnNZyCqplrY7Wxhiir8zpgxwhmc7DWVllVTj1NVCnLxaiFPXiqTTvG9HT1sLft3MEdDdEgNcLRHQ3RK2phzSIqIHw7BCGkcIgZzSGpVgkphdpvLBfStnC0PMHOKKJwa7wspYr52rbTtKpcDptCLsiM3CvvgclP95qjUA9HOxwFR/Z0zq59RqP7MQApnF1Th59X89J5nFqs+5lgzwdTLHEHcrDPGwhrmhLs5lFCMmvfFfYWVdk+N2tzZCgKslBnRvDC8+9qYdoreLiDQHwwqplVIpcK2wUgomiX/2mBQ186EHAK5WRvB1MkMfZ3P0djKDr5MZ7Ew7/6JrNfUKHErMxY5zWYhIzpfm5OhoyRDeww5TBzhjRE+7e5rfIoRAemHV/4Z1rhZK10K6SVtLhj7O5hjqboWhHtYIcLO87dyfm8eLSS9GTEYxYtOLkZRbjr++c5jo68Df1ULqeenvaqFx84mISLMwrFC7qW1QICW3QmUY51JOGarqFE3aamvJ4G1n8mcgMYevkxl6O5nxQw1Afnkt9lzIxo5zWYjP+t/8FjMDHUzo64SpA5wxsLtlk9OyhRC4WlDZOKTzZ89JbpnqqdQ6WjL07WaOoR7WGOJhjYDuljDRv/81aMpq6nE+owQx6cWIzSjGuYwSaTG+m2QyoIe9KQL+7HkJ6G4JVyujNj+tnIg6DoYVajNCCJy4Uoid57MQn1WG1Lxy1CuavowMdLXQ08EMfZz/F0x87E15FkwLpOSWY/u5LOw8l4WcW3pFXKwMMcW/G0K9bXAppwwnrxXh1NWiJuu86Glrob+LBYZ4WGGIuzUGdLdotQXymqNQCiTdKJd6XmLSi5FR1HQejI2JHga4WmKcnwMe7ues9onFRKReDCvU6uoVSuyNy8HqY1eRkK163RxzQ134/jl8czOYeNiacA7DA1IqBU5eLcT2c1nYH5+DymZ6qwBAT0cLA1wtMMTdGkM8rDDA1VLtoTCvvAax6SWI/XPuS3xmKeoUSmn/IDdLfPCIH3o4cNE8oq6KYYVaTVlNPTafysC66DTpW76BrhamB3RDiLctfJ3M4GxhyO79NlZdp8DBxBvYHpuFuMwS9HYyawwn7lbo52Kh9nByNzX1CiRklyIiuQBrjl1FVZ0COloyzB3mjsUPebdpzw8RaSaGFXpgmcVVWBuVhv+euS7NR7Ax0cecoO54ckh3WHaiM3SofWWVVOPd3Qk4mJgLAHAyN8A7k30x2tdBzZURUXtiWKH7duF6CVYfu4r9F29IZ6d425lgfogHHvZ34uJg1GoOX8rFsl0J0unrD/Wyw9uTfHkhSKIugmGF7olSKXD4ch5WH7uK09eKpO3BXtaYH+KBMB9bDvNQm6iuU+DfR1LwfeRVNCgFDHS18PJIb8wb5gE9HS11l0dEbYhhhVqkpl6BbbGZ+OHYNVwtqATQeJrr5H5OmBviDl8nczVXSF1FSm453tx5Eaf+DMvediZ4/5E+GOphrebKiKitMKzQHRVU1GLDiXT8dDJdWqjN1EAHM4e4Yk6QGxzNDdVcIXVFQghsj83CR/suSavmTh3gjNfH9+IVq4k6IYYValZqXgV+OH4V22KzUNfQeBqps4Uh5g5zx4xBLg+0UBhRaympqsO/DiRh8+kMCNF4avzSsT3x+CAXrs1C1IkwrJBECIETVwux5tg1HLmcJ23v52KB+SHuGOvrAB1tzg0gzRObUYw3d1xEYk7juj7+rhb44JE+HJ4k6iQYVgj1CiX2xTcu4nYxq/HNXiYDHupljwWhHs0u3U6kaRoUSqw/kY4vDiahsk4BLRkwJ8gdr472YU8gUQfHsNJFKZUCMRnF2B9/A3vjs6VrxNxcxO3ZYHd42JqouUqie3ejtAbv/5aIvfE5AAB7M328PckX4/o4MHQTdVAMK12IQilw+loR9l/Mwe8XbyCv/H/XibEx0cPTgW6YNbQ7rLiIG3UC8qQ8vL07AemFjdceCvOxxXsP+6K7tbGaKyOie8Ww0snVK5Q4dbUI+y7m4GDCDRRU1En7TPV1MKq3Pcb2cUCoj63GL8NOdK9q6hVYIb+C7+RXUKdQQl9HC4uGe+G5MA8uWkjUgTCsdEJ1DUpEXSnA/vgcHErMRXFVvbTP3FAXo3vbY7yfI4K8rPmGTV3C1fwKvLXrIqJSCwEAHjbGeP+RPgj2slFzZUTUEgwrnURNvQLHUwqw72JjQCmvaZD2WRnrYYyvA8b1cUCgpzV0eUYPdUFCCOy+kI0P9l5C/p9DoC8O98Lfx/RQc2VEdDct/fzmVHoNVF2nQERyHvbF38CRy3nSRQQBwNZUH2N9HTDOzwGD3ax4yjF1eTKZDA/3d8bwnnb47EASNpxIx3+OpsLKWA/PDnNXd3lE1AoYVjREZW0DjiblYf+fAaW6XiHtczAzwDg/B4z3c8QAV0toc1EsoibMDHTx3sN9YG9mgE8PJOG93xJhY6qPyf2c1F0aET0ghpU7+GjfJVzNr4Sejgy62lrQ0dKS/v/mPz3tP2/r3Nx2634Z9G7+v07TfbraWriUU4Z98TmQJ+Wj9s8VZYHGVWXH+zlgnJ8j+nez4KqdRC20MNwTeWU1WH8iHUt+OQ8bYz0EcQ4LUYfGsHIHp68V4fz1knZ7vO7WRhjv54jxfRzRx9mMa0cQ3QeZTIZlk3yRX1GLffE3sGBjDLYsGIo+zlz1ljqXoso6nLhSiOOpBbiaX4F/ju2JgO6W6i6rTXCC7R0cvpSL/PJa1CuUqFMI1CuUqG9QNv5XKaT/l/b9+a+uofF2g1KJ+gaBulv21SsE6v68X4NSwMbk5iRZR/RyNGVAIWolNfUKzFl7GievFsHGRB87FgbBxcpI3WUR3bfqOgXOpBUhKrUAx1MLkJhThls/wS2NdLFjYTDcbDrOmkM8G4iIuryymnrM+O4ELt8oh7uNMbY+HwhrXr2ZOogGhRLxWaVSOIlNL0GdQqnSxsfeBMFeNjibVoz4rFJ42Bhjx8JgmBvpqqnqe8OwQkQEILesBlNXRCOrpBr9uplj0/yhMOY1hUgDCSFwJb9SCicnrxaqLFcBAE7mBgj2skGwlw2CPK1hZ2YAAMgrq8Ej30Yhu7QGQZ7WWP/s4A6xnEWHCys1NTXIz8+Hvb099PTubVl4hhUiupMr+RWYvjIaxVX1CPOxxZrZAzvEGzl1frllNVI4iUotkK7ndpOZgQ6CPG0Q7G2DYE9ruNsY33a6QGJ2GR79LhqVdQo8NtAFy6f5afzUgg4VVt5++218+umnMDQ0RH19PT788EO89NJLLb4/wwoR3U1sRjFmrj6Jmnolpg5wxueP9tP4N3LqfMpq6nHq6v/mnaTmVajs19PRwiA3y8beE08b9HE2v6flKo5czsW89WehFMBr43riuTDP1v4RWlWHCSsbN27Ec889hz/++ANBQUHYvXs3pk6div3792PUqFEtOgbDChG1xJHLuZi/IQYKpcDzYZ74v3E91V0SdQE19QqsOXYVhy/nIS6zFArl/z52ZTLAz9kcwV42GOZlg4Dulg98Pbcfj1/De78lQiYDvpsVgDG+Dg/6I7SZDhNWgoKC4OnpiY0bN0rbhg8fDktLS2zfvr1Fx2BYIaKW+uXsdfxzaxwAYNnE3lzlltpUXlkN5m+MwYVblsHwsDFGkJc1hnnZYKiHNSyM7m3qw90IIfDWrov46WQGDHW18ctzgfDrppmn7neI5faVSiViY2Mxa9Ysle3Dhg3D+vXr1VSVKoVCcfdGRNRhTPN3Qm5JFT47mIT39sTDykgHk7jKLbWBhOxSLNhwFjmlNbAw0sU/RvdEaA9bOFsYqrRri8+Zt8b3xLX8chxPKcCza09ix6JgOJob3v2Ot6Gtrd6L46o1rJSXl6O2thbW1tYq221sbFBQUHDb+9XW1qK29n+TkMrKytqsxn379rXZsYlIPboLgUDdDBxJysPC5TFIHumDXk7slaXWE5tRjNWRV1GnUMLBzAAvjfSGeeFFXIgGLrRTDZOtGpBQeBnpV6vx8NJz+L9xPe97iGnSpEmtXN29Uet0eC2txoevr69X2V5XV3fHFPfxxx/D3Nxc+ufi4tKmdRJR5yKTyfD4YFcM7G6JBqXAt0dTkVFYqe6yqBMQQmBffA5WHE1FnUIJX0czvD6+F+z/PMW4PRnp6eDlkd4wM9DB9eIqrI68qjJfpiNRa8+KqakpzM3NcePGDZXtN27cQLdu3W57v9deew2vvvqqdLusrKzNAsv48ePb5LhEpH6jxjSucnv6WhHWXtfH1glc5ZbuX22DAm/suIh9JYCBhwNmDemOZZN6Q0fNp8n3GRqOJ9ecRFKDEnFwxxvje6u1nvuh9gm2jzzyCCorK3Ho0CFpW+/evREWFoaVK1e26BicYEtE94ur3FJrKKyoxXMbY3A2vRjaWjK8Pak3ng50U3dZkt0XsvHy5nMAgI+m+GHmEFc1V9SopZ/fal8V6Y033kBkZCSWLVuGM2fOYNGiRbh+/TqWLFmi7tKIqAswM9DF+mcHw9nCENcKKvHsujOorG24+x2J/pR0oxwPfxuFs+nFMDXQwdo5gzQqqADA5H5OeHWUDwDgrV0XcTzl9vNCNZHaw8qgQYNw8OBBnDlzBnPmzEFWVhYiIiLg5eWl7tKIqIuwNzPA+mcHw9JIFxcyS7FoUyzq/3INFqLmHL2ch2kro5FZXI3u1kbYsTAIoT626i6rWS+N8MIUf2colAIv/ByD1LxydZfUYmofBmoNHAYiotbAVW6ppYQQ+DEqDR/uTYRSAEPcrfDdrABYGrfumimtrbZBgSdXn8LZ9GK4WBli58JgtQ57dphhICIiTTHA1RLfzhwAbS0Ztsdm4V8HktRdEmmgeoUSr++Ix/u/NQaVxwa6YOPcIRofVABAX0cbq54KgKuVEa4XVeO5jTGobdD89cQYVoiIbjGylz0+nuoHAFgpv4K1UdfUXBFpkpKqOjz9w2lsPn0dMhnw5oReWD7ND3o6Hefj1NpEHz/OGQRTAx2cTS/G0q1x0PRBlo7z7BIRtZMZA13wjzE9AADv/ZaIPRey1VwRaYIr+RV45NsonLhaCGM9bax5eiDmhXh0yKFCLzsTfDcrADpaMuw8n41vDqequ6Q7YlghImrGwnBPPB3YHUIAS365gOjUjnX2BLWu4ykFmPJtFNIKq+BsYYhtC4Mwspe9ust6IMFeNnj/kT4AgC//SMZuDQ7lDCtERM2QyWR4e5Ivxvs5oE6hxIKNMUjILlV3WaQGG0+mY/ba0yiraUBAd0vsejEYPR06x8kcTwx2xfyQxot5/v3XC4hJL1ZzRc1jWCEiug1tLRm+mNEfQ9ytUFHbgDlrz+B6UZW6y6J20qBQ4p3dCXhr50UolAJT/J3x87whsOlkiwb+37heGNXbHnUNSizYcFYjX+MMK0REd2Cgq43vnx6Ing6myC+vxdM/nkZuWY26y6I2VlZTj2fXn8W66DQAwD/G9MAXM/rd94UANZm2lgxfP94fvk5mKKysw7PrzqCspv7ud2xHDCtERHdhbqi6yu0j30bhYhaHhDqr9MJKTF0RjcjkfBjqauO7WQOwaLhXh5xI21JGejr4YfYg2JvpIyWvAot+jkWDBi2MyLBCRNQC9mYG2DR/CDxtjZFTWoNHvzuBAwk37n5H6lBOXS3EI99GITWvAg5mBvj1+UCM7eOo7rLahYO5AX6YPQiGuto4llKAd/YkaMwpzQwrREQt1N3aGNsXBiPE2wbV9Qo8/1MMVsqvaMwbOj2YX85cx6wfTqG4qh59u5lj14vB6ONsru6y2lUfZ3N8/Xh/yGTATyczsDYqTd0lAWBYISK6J+aGuvhxziA8NbTxtOZPfr+Mf2yN6xCrgFJTQghcyinD6zvi8c9tcahXCEzo64j/LgiEvZmBustTi9G+Dnh9XC8AwAd7E3H4Uq6aK+K1gYiI7tv66DS8uycBSgEMdrPCd08FwKoDLLneFhoUSly+UY7u1kYwNdBVdzl3JIRAcm4F9sZl47f4HFzNr5T2LR7pjVce8u7U81NaQgiB13fEY/Pp6zDS08bW54PQ26n1P19b+vnNsEJE9ADkSXl4adM5lNc2wNXKCD/MHghve1N1l9VuauoV+OXsdXwfeRWZxdXQ0ZJhgKslwnrYItTbFr5OZtDS0owP/pTccvwWl4O98TlIzauQtuvpaGF4D1vMHNIdYRp6xWR1qFcoMWftaUSlFsLR3AC7FgXDrpV7mxhWiIjaSUpuOZ5dfwbXi6phqq+D/zw5oNN/6JVW1+Onk+n48fg1FFbWAQD0dbRQ26B6Bom1sR5CvG0Q6mOLEG9b2Jq27xolqXkV2BuXg73x2UjOvSWgaGshrIctJvZ1xMhe9jDR12nXujqK0qp6TF3ZuHLvf57wxzi/1p1szLBCRNSOCitq8fxPMTiTVgxtLRnentQbTwe6qbusVpdXXoMfj6fh55PpKK9tAAA4WxjiuTAPzBjogvzyWkQk5yMiOR/RqQWorFOdy+PrZIYwH1uE+thigKtlm1wA8Ep+Bfb92YNy+Ua5tF1PWwuhPjaY8GdAMdPw4SpNkV5YiYyiKoR4t34AZ1ghImpntQ0KvLY9HttjswAATwd2x7KJvaGj3fHPZcgorMKqyCv4NSYTdX/2nvjYm+CFcE9M7OsE3WZ+xroGJWIzihGZnI/IlHxczCpT2W+sp40gr8ZelzBvW7haG913fdcKKrEvPge/xeXgUs7/HkdXW4YQb1tM8HPEQ73tYW7IgKJJGFaIiNRACIGVEVfwr9+TAAAh3jb49skBHfZb/KWcMnwXcQV7LmRD+eenhb+rBRaGe2FkT7t7mo+SX16L46n5iEjKx7GUAmn46CZ3G2OEetsgrIcthnpYw0jvzkMz6YWV2Bufg71xOUjI/l9A0dGSYZi3DSb4OWJ0bweYG3XM574rYFghIlKj3y/ewN/+ex7V9Qp42Zngh9kD0d3aWN1ltdjZtCKskF/Bkct50rYwH1u8EO6JIe5WD3y2jFIpkJhTJg0ZxaYXo0H5v48jPW0tDHK3RKh345BRTwdTyGQyXC+qkgJK/C2rCGtryRDsZYOJfo4Y7WsPC6OueVZWR8OwQkSkZhezSjFv/VncKKuBpZEuVj01EIPdrdRd1m0JISBPyscKeSrOpDVefVdLBozzc8QLYZ5tukBaeU09oq8UIvLP8JJZXK2y395MHzYm+io9KNpaMgR5WmOCnyPG+DrAsoueNt6RMawQEWmA3LIazFt/FvFZpdDVluGjKX54dKCLustS0aBQYm98DlbKr0gTUvW0tTAtwBkLQj3hbtO+PUJCCFwrqJSCy8mrRaiub5yoqyUDgjxtMN7PEWN87WHdya6A3NUwrBARaYjqOgWW/Hoe++IbryX0fJgn/jmmh9rXH6mpV2BbbCZWRVxFRlEVgMZJr08O7Y65w9w1ZgXX2gYFzqYVI7+8FsO8bWDDgNJpMKwQEWkQpVLgyz+S8e8jqQCA0b3t8dXj/e86ibQtlNfU4+dTGfjh+DXkl9cCACyNdPFMsDueDuzO+R7UbhhWiIg00I5zmVi6NR51CiV6O5rhhzkD4Whu2C6PnV9ei/XRadhwIg1lNY1rpDiZG2B+qAceG+SiluBEXRvDChGRhopJL8KCDTEorKyDnak+Vj89EP1cLFrl2GU19UgvqEJaYSXSCiqRVliF9MJKpBVWoqDif6cKe9mZ4PkwT0zu59QmC7MRtQTDChGRBrteVIV5688iKbcc+jpa+GJGf0zo27KlzEur6hvDSGEl0gr+F0bSCqtQ9Je1S/6qv4sFng/zxOje9mqfM0PEsEJEpOHKa+rx8uZzOJqUDwBYMsoHL47wgkwmQ3FlHdIKK5Fe2LSXpLiq/o7HtTHRh7uNEbpbG8PN2ghuNsZwszaGq7VRh12cjjonhhUiog5AoRT4cO8l/Bh1DQDgYWOMwso6lFbfOZDYmerDzdoYblIo+d//86J81FG09PObr2giIjXS1pJh2aTe8LIzwbJdF3G1oFLa52BmgO7WRn8GkcZeku7WxuhubQRjBhLqQvhqJyLSADOHuGKohxVS8irQ3doIrlZGPDuH6E/8SyAi0hAetibwsDVRdxlEGofnqxEREZFGY1ghIiIijcawQkRERBqNYYWIiIg0GsMKERERaTSGFSIiItJoDCtERESk0RhWiIiISKMxrBAREZFGY1ghIiIijcawQkRERBqNYYWIiIg0GsMKERERaTSGFSIiItJoDCtERESk0RhWiIiISKMxrBAREZFGY1ghIiIijcawchcxMTGIi4uDUqlUdylERERdEsPKXbz11lvo168fbG1tMWXKFHz99dc4f/48wwsREVE70VF3AZrO2NgYxsbGKCoqws6dO7Fz504AgKWlJcaOHYtNmzapt0AiIqJOjmHlLn799VfU19cjJiYGERERkMvlOH78OIqLi5GXl6fSduHChfD09ER4eDj69+8PbW1tNVVNRETUeciEEELdRTyosrIymJubo7S0FGZmZm3+eA0NDYiNjYVCoUBgYCAAIC8vD/b29lIbMzMzhISEICwsDOHh4fD394eODrMhERHRTS39/GZYaSVFRUVYu3Yt5HI5IiMjUVZWprL/ueeew3fffQcAUCqVUCqVDC9ERNSltfTzW+2flpWVlSgvL1fZpqWlBTs7OzVVdH+srKywZMkSLFmyBAqFAhcuXIBcLodcLsexY8cQFBQktY2NjcXw4cMxbNgwqeclICAAurq6avwJiIiINJPae1Y++OADvPfee7CyspK2mZubIykpqcXH0ISelTtRKBRQKBTQ09MDAHz11Vf429/+ptLG2NgYwcHBCAsLw8yZM+Hm5qaGSomIiNpPh+lZAYABAwbg5MmT6i6jzWhra6tMtn355ZcxfPhwacJuREQEioqKcPDgQRw8eBDBwcFSWLl8+TIKCgowePBgKewQERF1JRoRVgCgoqICenp6XeIDWUtLC/369UO/fv3w8ssvQ6lUIiEhQRoyGjJkiNR25cqV+Oabb2BoaIigoCBp2Gjw4MHQ19dX409BRETUPjRiUbizZ8/C3t4eJiYmCAgIQEREhLpLaldaWlrw8/PDSy+9hF9++QUGBgbSPgMDA9ja2qK6uhqHDx/GsmXLEBoaCgsLC4wYMaLJfB8iIqLOptXnrFRUVKCiouKObaysrKQelM2bN8PBwQGhoaGoqanBa6+9htWrV+PcuXPo2bNns/evra1FbW2tdLusrAwuLi4aO2flQQkhcOnSJWnISC6XIy8vD66urkhLS4NMJgMALFu2DFpaWggPD8fQoUNVQg8REZGmUdupy5988gm+/PLLO7bZvn27ytkxt1IqlfDw8MATTzyBjz/+uNk277zzDt59990m2ztrWPkrIQSSkpKQnZ2NESNGAGh83mxsbFBcXAwA0NPTw9ChQ6Vho6FDh8LIyEidZRMREano0OusDB8+HPb29tiyZUuz+7taz0pL1NbWYv369dLp0jk5OSr7w8PDcfToUel2TU0Ne16IiEitOszZQEIIaRgDaFx3JSEhAUOHDr3tffT19Tm59C/09fWxYMECLFiwAEIIpKamqgwbDRs2TGpbXFwMR0dHDBw4UOp5CQoKgrGxsRp/AiIiouapvWdl5MiReO655+Dv74+CggK88847OHv2LM6dOwdXV9cWHUPT11lRNyEE6uvrpXlC+/fvx/jx41Xa6OjoYNCgQQgPD8djjz2Gfv36qaNUIiLqQjrMMFBSUhI++ugjnDp1CkZGRhg8eDDefPNNdOvWrcXHYFi5N0IIXLt2TaXnJSMjQ9q/evVqzJs3DwCQlZWFuLg4BAcH87klIqJW1WHCSmtgWHlwaWlpUnh566234OHhAQD4z3/+g5deegna2toYMGAAwsPDERYWhmHDhsHc3FzNVRMRUUfGsEKtYuXKlfjss89w9epVle1aWloYMGAANm3aBG9vbzVVR0REHRnDCrWqjIwMRERESMNGV65cgY6ODoqLi2FiYgIA+Pe//420tDSEhYUhJCQElpaWaq6aiIg0GcMKtanMzEzEx8dj3Lhx0rZBgwbh7NmzAACZTIZ+/fpJw0ahoaEqF6skIiJiWKF298svv+DIkSOQy+VNrprt5OSEzMxM6TT1qqoqLlJHRNTFdZh1VqjzmDFjBmbMmAEAyMnJQWRkpDRpt1+/flJQEULAw8MDdnZ2CA8PR3h4OEJDQ2FjY6PO8omISEOxZ4XaRX19PXR1dQEAqampzU7K7dOnD8LCwjBt2jQMHz68vUskIqJ2xp4V0ig3gwoAeHl5ITc3V6Xn5eLFi9I/Y2NjKaxUVFRg3759CAsLg729vbrKJyIiNWLPCmmE/Px8HDt2DHK5HDNmzJAuD3DgwAGMHTsWANCzZ09pwm5YWBgcHR3VWTIRET0gTrClTmHPnj146623EBcXh7++VH18fPDdd99xyIiIqINq6ee3VjvWRHTPJk2ahPPnz6OgoAA7d+7EK6+8An9/f8hkMiQnJ8POzk5qu3XrVixYsAA///wzsrKy1Fg1ERG1JvasUIdUXFyMqKgoTJgwQTrLaObMmdi8ebPUxsvLS7qqdFhYGFxcXNRVLhERNYPDQNTlHD58GPv370dERARiY2OhVCqlfVpaWiguLpZeHxUVFdLKu0REpB48G4i6nJEjR2LkyJEAgNLSUkRFRUlnG8lkMpU/hDFjxiA7O1vqeQkPD4ebm5uaKiciojthzwp1CQ0NDdDRaczmtbW1sLS0RHV1tUobV1dXhIeHY8KECdLidkRE1HY4wZboFjeDCgDo6+sjNzcXv//+O/7v//4PgYGB0NHRQUZGBjZs2IAtW7ZIbYUQ+Omnn3DlypUmZyMREVH7YM8KERrnsJw4cQJyuRz+/v6YPn06AODKlSvw8vICADg7O0uTdcPDw+Hl5SVN7iUionvHCbZErSA2NhavvPIKTp48ifr6epV9jo6OWL58OZ5++mk1VUdE1LFxGIioFQwYMACRkZEoKSnB4cOHsWzZMoSGhkJPTw85OTkqf1wnTpzA448/ju+++w6XL1/msBERUSthzwrRfaiursapU6cwYMAA6TX39ttv47333pPa2NvbS5cGCA8PR69evThsRER0Cw4DEbWzc+fOYc+ePZDL5Thx4gRqampU9sfGxsLf3x8AUF5eDhMTE4YXIurSGFaI1Ki2thanT5+W1nm5dOkSMjIyoK2tDQB45pln8Ntvv6n0vPj6+kJLiyOzRNR1MKwQaRClUqkSRHx9fZGYmKjSxsrKSgouL730EntdiKjTY1gh0mB1dXU4e/YsIiIiIJfLERUVhcrKSgBAnz59EB8fL7X99ddf4eXlhb59+0o9M0REnQHDClEHUl9fj5iYGMjlcpibm+OFF14A0DicZGFhgZqaGlhYWCA0NFTqfenXrx/DCxF1aAwrRJ1AdnY25s2bh2PHjqGiokJln7m5OV599VUsW7ZMTdURET0YXsiQqBNwcnLCvn370NDQgHPnzkkTdo8dO4bS0lIYGhpKbTMzM/Hcc89JPS8DBgxQucwAEVFHxZ4Vog5IoVDg/PnzcHBwgLOzMwDgp59+wlNPPSW1MTExwbBhw6SrSg8YMAC6urrqKpmIqAkOAxF1MdeuXcPOnTshl8ulVXdv9d///le6mnRFRQX09fUZXohIrRhWiLowhUKB+Ph4adgoMjISiYmJsLe3BwB89NFH+OijjxAUFCRdnHHQoEHQ09NTc+VE1JUwrBCR5K/rvEydOhU7duxQaWNoaCiFl1deeQUmJibtXSYRdTEMK0R0W0qlEomJiZDL5VLvS0FBAQDA2NgYxcXF0hDRb7/9BjMzMwwZMgT6+vrqLJuIOhmGFSJqMSEEEhMTERERgeLiYrzxxhvSvh49eiA5ORkGBgYYOnSoNGF3yJAhMDAwUGPVRNTRMawQ0QOrr6/HU089BblcjtzcXJV9+vr6ePzxx7Fu3Tr1FEdEHR7XWSGiB6arq4stW7ZACIGkpCTp8gARERHIyclRmZBbX1+PCRMmYOjQoQgLC0NgYCCMjIzUWD0RdRbsWSGieyaEQGpqKmQyGby8vAAAp06dwtChQ6U2urq6GDx4sHS2UVBQEIyNjdVVMhFpIA4DEVG7ys/Px65duxAREYGjR48iKytLZf/777+PN998EwBQXV0NhULBM46IujiGFSJSGyEErl69Kg0byeVybN68GcHBwQAaryQ9c+ZMDBw4UOp5CQ4OhqmpqZorJ6L2xLBCRBrj5tuMTCYDALz++uv4+OOPVdpoa2sjICAA4eHhePnll6XLCBBR58WwQkQaLS0tTWXC7rVr16R96enpcHV1BQBERESgvLwcISEhMDc3V1e5RNQGeDYQEWk0Nzc3uLm5Yfbs2QCAjIwMREREIC4uTgoqAPDpp59i79690NLSgr+/v3RV6ZCQEFhYWKipeiJqT+xZISKNtmTJEuzevRupqakq22UyGQIDA3H8+HFpeImIOpaWfn5r3XYPEZEG+Pzzz5GSkoLMzEz8/PPPmD9/Pnx8fCCEgJ6enkpQeeyxx/DKK69g586dKCoqUmPVRNSa2LNCRB1SdnY2ioqK0KdPHwBAQUEBbG1tVdr07dtXGjYKDQ2FjY2NOkolotvgBFsi6lIqKyuxd+9e6VTpS5cuqeyfPXu2dGkApVKJwsLCJuGGiNoXJ9gSUZdibGyMGTNmYMaMGQCA3NxcREZGSmcbDR8+XGobFxcHf39/+Pr6Sj0vYWFhsLOzU1f5RHQH7Fkhoi5BCCHNb1m3bh2eeeaZJm169eqF8PBwvPDCC/Dz82vvEom6HA4DERHdQUFBgUrPS1xcnLTv8OHDGDFiBADg/PnzuHz5MsLCwuDo6Kiucok6JQ4DERHdgY2NDaZOnYqpU6cCAAoLCxEZGYmIiAiVCzKuX78eX331FQDAx8dHZdiIq+wStQ/2rBAR3cHXX3+NDRs24Ny5c/jr26WXlxdOnjwJa2trNVVH1LFxGIiIqBWVlJTg2LFj0iUCzp07B0dHR1y/fl2aC7N48WJUVFRIPS+3rsRLRE0xrBARtaHS0lJcvXoV/v7+ABpPh7azs0NhYaHUxt3dXQou4eHh6N69u7rKJdJIDCtERO1IoVDgwIEDUs9LTEwMFAqFtD8oKAhRUVHS7aysLDg5OfFSAdSlcYItEVE70tbWxvjx4zF+/HgAQHl5OaKioqTw8tBDD0ltS0tL4erqCmdnZ5WeFw8PD4YXomawZ4WIqJ0dP34cw4cPR0NDg8r2bt26ISwsDHPnzlVZxI6os9KoCxkKIVBRUdHkD/Ov6uvr26McIiK1GjZsGEpKSnDw4EG88cYbCA4Ohq6urnSxxuTkZKlteno6Vq9ejeTk5CZnIxF1FW0aVoqLi/Hll1+iZ8+eMDU1xZYtW5ptt3LlSjg5OcHAwABubm7473//25ZlERGpnbGxMUaNGoUPPvgAx48fR0lJCf744w+8+eabGD16tNRu7969WLBgAXr06AFnZ2fMnDkTq1atQlJSEsMLdRltGlZ++eUXpKenY9euXbdts2vXLixevBj/+c9/UFVVhddffx1PPvkkTpw40ZalERFpFCMjI4wcORLvv/8+3N3dpe12dnYICwuDvr4+cnJysHnzZjz//PPo2bMnnJyccP78efUVTdRO2m3Oikwmw8aNGzFr1iyV7cOHD4eNjQ1+/fVXaVtgYCDc3NywefPmFh2bc1aIqLOrqanBqVOnpMsDREdHo6GhAcXFxTA1NQUAfPLJJ4iJiZEm7Pbu3ZsTdkmjdYizgYQQOHXqFD755BOV7cOHD29xUCEi6goMDAwQFhaGsLAwAI3hJSEhQQoqALBjxw6cOnVK+vJna2uL0NBQ6YyjPn36MLxQh3RPYaWurg51dXV3bGNoaAhtbe0WHa+8vBzV1dWwtbVV2W5ra4u8vLzb3q+2tha1tbXS7bKyshY9HhFRZ2FgYICAgACVbV988QWOHDkCuVyO6Oho5OfnY9u2bdi2bRtsbW2Rm5srtc3MzISTkxO0tNrlPAuiB3JPYeWTTz5p0gvyV/v370dISMg9FaFUKpvcvlP6//jjj/Huu+/e02MQEXV2QUFBCAoKwptvvom6ujqcOXNGWufl1gXohBAYPHgwamtrVXpe+vbty/BCGkmtc1aEEDAzM8P777+PV155Rdq+dOlSbN++HSkpKc0eq7meFRcXF85ZISJqgezsbPj4+KCyslJlu6WlJUJCQvDEE0/g8ccfV1N11JVo1DortyOTyRAcHIzDhw+rbD906BCGDRt22/vp6+vDzMxM5R8REbWMk5MTiouLcfLkSSxfvhzjxo2DiYkJiouLsXv3bpw9e1ZqW1lZic8//7zJ5QOI2lObTrBVKBSorq6WbtfW1qKiogK6urrQ19cHAPzzn//E6NGjsWLFCkyaNAnr1q1DQkIC1q1b15alERF1abq6uhgyZAiGDBmCpUuXoqGhAbGxsYiIiEBoaKjULjo6Gn//+98BAGZmZggJCZGGjfz9/aGjw6u2UNtr02EguVyOiRMnNtk+Z84c/Oc//5Fub9u2DR988AEyMjLg7e2NDz74QOU6GnfDU5eJiNrGsWPH8Mknn+DYsWNNTmYwNTXFxo0b8fDDD6upOuroeNVlIiJqNQqFAufPn0dERAQiIiIQGRmJkpISXLhwAX379gUA/Pzzz9i4cSPCw8MRHh6OgIAA6Orqqrly0mQMK0RE1GYUCgXi4+NVziB66qmn8NNPP0ltjI2NERwcLC1SN3jwYA4bkQqGFSIialeJiYn4448/pFV2i4qKpH0ymQyFhYWwtLQE0LjOi52dHfT09NRVLmkAhhUiIlIbpVKJhIQEyOVyyOVylJaW4o8//pD2h4WF4cyZMwgKCpIm7A4ePFg6+YK6BoYVIiLSSAqFAu7u7rh+/brKdgMDAwQGBmLSpEn429/+pqbqqD11iHVWiIio69HW1kZ6ejoSEhKwYsUKzJgxA3Z2dqipqcHRo0chl8tV2n/22Wc4evSoylIY1LWwZ4WIiNROCIGkpCTI5XK4urpi/PjxAIC0tDS4u7sDAPT09DB06FBpwm5gYCAMDQ3VWTY9IA4DERFRh5ecnIx33nkHcrkcOTk5Kvv09PSwfPlyDhl1YBwGIiKiDs/HxwebNm1CVlYWkpOT8f3332PmzJlwdnZGXV0dXF1dpbZRUVEYNmwY3njjDRw6dKjJtY+o42LPChERdThCCFy5cgUODg4wMTEBALz33nt4++23pTY6OjoYNGiQNGwUEhICIyMjdZVMzeAwEBERdSnXr1+X1nmRy+XIyMhQ2X/mzBkMHDgQAJCTkwMTExOYmpqqo1T6E8MKERF1aWlpadICdTExMYiNjZVW0J03bx7WrVuHAQMGSJcHGDZsGD9D2hnDChER0W2MHDkSR44cUdmmpaUlhZfly5dDW1tbTdV1HZxgS0REdBuHDx9Geno6NmzYgLlz58LT0xNKpRJnz57F3r17VYLKypUrsXv3bhQXF6ux4q6NPStERERovF5RREQEAODJJ58EANTV1cHCwgLV1dWQyWTo16+fNGwUEhICKysrdZbc4XEYiIiI6AEVFhbi9ddfR0REBJKSklT2yWQyPP/881ixYoWaquv4Wvr5zWt1ExER3Ya1tTVWrVoFoPEMooiICEREREAul+Py5cvo3r271DY7Oxtjx46Vel5CQ0NhY2OjrtI7FfasEBER3YcbN25AR0dHCiSbN2/GzJkzVdr06dNHuqr0iBEjOGz0FxwGIiIiakdFRUU4cuSI1PNy8eJFlf2bNm3CE088AQAoKCiAQqGAvb29OkrVGAwrREREalRQUIDIyEhpkbrff/8dTk5OAIDly5fjtddeQ8+ePaWel7CwMDg6Oqq56vbFsEJERKShFi5ciJUrVzbZ3qNHD4SFheGjjz6CtbW1GiprXwwrREREGqyoqAjHjh2Tel4uXLgAIQQMDQ1RUlICPT09AI3DR0IIhIeHw9nZWc1Vty6GFSIiog6kuLgYx44dQ2ZmJhYuXCht7927Ny5dugQA8PT0lIaNwsPD4eLioq5yWwXDChERUQenVCqxdOlSyOVyxMbGQqlUquwfMWIEDh8+rKbqHhzXWSEiIurgtLS08OmnnwIASktLERUVJQ0bxcbGwt3dXWrb0NCAgIAADBgwQOp5cXNzU1PlrYs9K0RERB1QWVkZKioqpDOMzp49i0GDBqm06d69uxRcHnroIY0bNuIwEBERURdSVVUlTdiNiIjAmTNn0NDQIO1/9913sWzZMgBARUUFbty4AU9PT8hkMnWVzGEgIiKirsTIyAhjxozBmDFjAACVlZWIjo6WwsuIESOktgcOHMD06dPh7Ows9byEh4fDy8tLreHldtizQkRE1MV8+eWXWLp0Kerr61W2Ozo6Ijw8HO+88w58fHzavA4OAxEREdFtVVVV4eTJk1LPy8mTJ1FXVwcAuHbtmjQ5d9++fXB2dka/fv1avQYOAxEREdFtGRkZYcSIEdLwUHV1NU6ePImzZ8+qnEW0atUqaa6LujCsEBEREQwNDTF8+HAMHz5cZfuIESPQv39/9RT1J4YVIiIiuq3FixeruwRoqbsAIiIiojthWCEiIiKNxrBCREREGo1hhYiIiDQawwoRERFpNIYVIiIi0mgMK0RERKTRGFaIiIhIozGsEBERkUZjWCEiIiKNxrBCREREGo1hhYiIiDQawwoRERFptE5x1WUhBACgrKxMzZUQERFRS9383L75OX47nSKslJeXAwBcXFzUXAkRERHdq/Lycpibm992v0zcLc50AEqlEtnZ2TA1NYVMJmu145aVlcHFxQXXr1+HmZlZqx23vXTk+jty7UDHrr8j1w507Po7cu1Ax66ftauHEALl5eVwcnKCltbtZ6Z0ip4VLS0tdOvWrc2Ob2Zm1uFeALfqyPV35NqBjl1/R64d6Nj1d+TagY5dP2tvf3fqUbmJE2yJiIhIozGsEBERkUZjWLkDfX19vP3229DX11d3KfelI9ffkWsHOnb9Hbl2oGPX35FrBzp2/axds3WKCbZERETUebFnhYiIiDQawwoRERFpNIYVIiIi0midYp2VuyksLMSRI0fg6uqKIUOGNNsmLi4O165dg7OzMwICAlQWlyssLMShQ4ea3GfMmDGwtLRU2aZUKnHmzBnk5+dj8ODBsLOze+D6o6KicP36dUyaNAnGxsZN9hcVFeHcuXOoqalBYGAgrKysVPZHREQgJydHZZuzszNCQkJUtpWUlCA2NhaVlZXw8vJCr169Hrj2GzduIDIyEj4+Pujfv3+T/UqlEufPn0dGRgbc3d3Rr1+/Zo/T0NCAkydPoqysDIGBgU2edwBISUlBQkICHBwcMHjw4DsuMNQSQgjI5XLk5uZi+vTp0NFp+ueSl5eH8+fPQ6FQIDg4+LZrHGRmZuLcuXNwdnbGgAEDmt0fFxcHCwsLDBgwAAYGBg9UOwBcv34d0dHR8PPzQ+/evZvsVygUiI2NRVZWFry9veHr69vscerq6nDixAlUV1cjKCjotj9jXV0dduzYAUtLS4wePfqBalcoFDh8+DBKS0vx6KOPNtsmOzsbcXFx0NLSQnBwcLN/GwBw9epVXLx4ER4eHujTp899t7kXV65cwdmzZzFw4EB4eno22V9XV4fY2Fjk5uaid+/e8Pb2bvY41dXVOHHiBBQKBYKCgpr8jAqFAmfOnMGNGzfg4OCAQYMGQVtb+4Fqr6+vx6FDh9DQ0IDJkyc32yY9PR0JCQkwMDBAcHCwysTOrKwsHDt2rNn7jRgxQuU9sbS0FFFRUZDJZBg2bBhMTU0fqHYASExMRFxcHIYNG9bs+lvV1dWIjY1FQUEB+vXrBzc3N5X9e/bsQWVlZZP7devWDcOGDVOpPSYmBkqlEv369YOtre0D115TU4NDhw5BV1cXY8eObbbN1atXkZiYCFNTUwQFBUFXV1fad+3aNZw6darZ+40dOxYWFhZNtt/8fJg4cSJMTEwe+GdoM6ITy8/PF08//bRwdHQU1tbWYvbs2U3aFBUViWHDhglHR0cxceJE0b17dzF8+HBRXl4utTlx4oQAIKZNmyYee+wx6d+VK1dUjpWQkCB69uwpPD09xSOPPCJ69OghNm/efN/1b9myRfTu3Vt4eXkJAOLatWtN2qxdu1aYmpqKkJAQMXLkSGFqair++9//qrQZM2aM6NGjh0rtn3zySZPHMjU1FUOHDhUTJ04U5ubmYuLEiaKmpua+ar9+/bqYMWOGcHZ2FmZmZmLJkiVN2mRmZooBAwYIV1dXMWnSJOHk5CQefvhhUVtbq9Lu1KlTws3NTfTq1Us88sgjwsfHR+zbt0+lzZIlS4SxsbEYNWqUcHR0FEFBQaK0tPS+ahdCiNWrVwsvLy/h6ekpAKi8Hm768ssvhZGRkRgxYoQIDQ0VlpaW4vfff1dp09DQIBYtWiSMjY3F2LFjxbBhw8SECRNEfX29EEKI3NxcMXnyZOHq6irGjx8vfH19hbOzs4iMjLzv2lNSUsTDDz8sXF1dhZGRkXj//febtElNTRW+vr7Cw8NDTJw4Udja2opZs2aJhoYGlXZHjx4VTk5Ows/PTzz88MOiR48eIiIiotnHfeWVV4Senp4ICAi479qFEOLzzz8X3bt3Fx4eHkJfX7/ZNm+//bYwMjISo0ePFoGBgcLOzk5ER0ertKmpqRFPPfWUMDU1FRMmTBBDhgwRTzzxxD23uRcXLlwQY8aMEZ6enkJHR0esXLmySZvz588LT09P0bNnTzFhwgRhaWkpXnzxxSbtdu3aJaytrUVAQICYNGmS6N27t4iNjZX2JycnCw8PD+Hp6Skefvhh4eHhITw8PERKSsp91//222+Lbt26ie7duwtnZ+dm27z88svC2NhYjBs3TgQEBAgXFxcRHx8v7T9z5ozKe81jjz0m+vTpIwCI1NRUqd0ff/whLCwsxODBg0VAQICwsrK67WurJaKjo0VYWJjw8fERAMSvv/7apM3x48eFs7Oz6Nu3rxg/frwwMzMTy5YtU2nz4osvqtQ+bdo0AUC89NJLUpulS5cKJycnMXz4cBEeHi6MjIzE559/ft+1C9H4Hubk5CRcXFyEr69vk/0KhUI888wzwtTUVIwfP1707dtXeHp6qjyncrm8yXPfo0cPoaOjI3Jzc5scMyoqShgZGQkAD/S6aQ+dOqykpaWJdevWiaqqKjFy5Mhmw8rzzz8vvLy8RFlZmRCi8c1r8ODB4m9/+5vU5mZYae4D66by8nLh6uqq8oZfXV0tDhw4cN/1b9y4UVy8eFEcO3as2bCSkZEh9PT0VN4Qt2/fLoyMjER2dra0bcyYMc2GhVtZW1uLf/7zn9LttLQ0oa2tLTZs2HBftV+8eFFs2bJF1NbWin79+jX7+NOnTxcBAQGiurpaCNH4HPbo0UN8+OGHUpu8vDxhbW0tXn75ZaFUKoUQQpSVlYkjR45Ibfbv3y+0tLTEyZMnhRCNAdTd3V288sor91W7EEKsWbNGpKSkiB07djT7u4+LixNaWloqb4jff/+9sLa2ll5LQgjx1ltvCWtra5GUlCRt+/3336UQePXqVbFr1y5pn1KpFPPmzROOjo73XfvZs2fF9u3bRUNDg+jevXuzYeWhhx4S4eHhoq6uTgjR+Jx169ZNfPvtt1Kb9PR0YWJiIt566y1pW2FhoTh27FiT4+3du1f06tVLPPvssw8cVr799luRkZEhVq9e3WxYkcvlAoDKa+Cjjz4Srq6u0s8jhBAvvPCCcHFxEdevX5e23fpct7TNvYiMjBT79u0TCoVCGBsbNxtW+vfvL6ZMmSIUCoUQojG0W1paqnzJiI+PF3p6euLrr7+WtmVnZ4vTp09Lt2fOnCn8/f2l95v6+nrRv39/MXPmzPuu/8svvxQ5OTni448/bjasbN26Vejo6KiEpiVLlgg/P787HjcsLEyEh4dLt6uqqoSDg4PK+8Jzzz0nXFxcVH6H9+L3338XR44cEdXV1bcNKy4uLmLu3LnS7aSkJGFoaCgOHz582+PefA84f/68tG3VqlWisrJSuv3LL78ImUym0uZeffrppyI/P18sXbq02bCyZs0aYWhoqPJeMnfuXBESEnLH4/br10888sgjTbYXFxcLDw8P8fHHHzOsaJLbhZX+/fs3+VbzwQcfCGtra+nD8WZY2bNnj9izZ49Kkr1p5cqVQldXVxQUFLR67bcLKzt37hQAVB5TqVQKXV1d8c0330jbxowZI2bOnCl27NghoqKiREVFhcpxFAqFMDU1FStWrJC21dXVCWNjY7FmzZoHrv92YaVbt27inXfeUdn2yiuvCB8fH+n2+++/L8zNzUVVVdVtj//kk082+YN97733hI2NzQNWLm4bVtasWSO0tbWlDxwhhCgpKREAxKZNm4QQjW/Ipqam4qOPPrqnx9y7d68A0Ow3oXt1u7BiYmIivvrqK5Vtc+bMEYMHD5Zu3/ymd7MX6HaysrKEk5OTiI2NFYsWLXrgsHLT7cLK8uXLm/xuU1NTBQBx8OBBIURjyNXV1RXff//9bY/fkjYPormwUl1dLWQymfjpp59Utk+cOFGMHz9euj179mzRu3fvOx5/2rRpYvLkySrbJk2aJKZPn/6AlYvbhpW///3vomfPnirbTp48KQCoBJhbpaSkCJlMJn7++Wdp2549ewQAlZCYnJwsAIg//vjjgWq/XVjJzMwUAJr0fg4dOlQ8/fTTtz3exIkTxaBBg+74mPX19UImk4n169fff+F/ul1YmTdvnhg6dKjKtt9//10AaNLLf9PZs2cFALF3794m+6ZOnSrefPNN6fNF08NKl59g6+TkhMuXL6tsu3z5MgoLC5GVlSVt09HRwUcffYSvvvoKfn5+mDFjBmpqaqT9kZGRCAgIgKGhIX7//XccPnwYhYWFbV77zXpvunr1Kurr63HhwgWVtnK5HGvWrMGcOXPg6emJffv2Sfu0tLTw7bff4rPPPsOnn36KH3/8EZMnT0Z4eDiefPLJNq2/uec+JSUF1dXVABqf15CQENTX12Pv3r2Qy+UoLS1VuU98fHyTeQZ+fn4oKCjAjRs32qx2hUKBlJQUldoBSM/9uXPnUF5ejtGjR+P8+fPYvXs3EhIS7nrsP/74A3Z2dq0y3+l2bvfc3/q6iYyMxIgRI1BeXo49e/YgMjISFRUVKvdRKpWYNWsWFi9eDH9//zar96+1FxcXIy8vT6V24H/P/YkTJ1BfX4/Ro0fjzJkz2LNnD5KTk1WO05I2rc3AwABWVlYqz/3N19Ffn/vRo0cjLy8Pu3fvRlRUlPQ3cdO7776LS5cu4dVXX8X69evxyiuvICkpCe+9916b1e/k5ITs7GzpSvdA0+f+r3788UdYWlpi6tSp0rb4+HhYWlqqzCnx9vaGgYEB4uPj26R2W1tb6Orqqjz3NTU1SEtLu23tOTk52L9/P+bPn3/HYx85cgRCiFaZ73Q7Tk5OSEtLQ21trbTt5s8SFxfX7H1++OEHuLi4NJn/smLFCly/fh1vv/12m9Xb2rrEBNs7ef311zF8+HA8/fTTCA8PR0xMDCIjIwE0TqDq1q0bHBwcEBcXJ004vXLlCgYPHoy3334bn3zyCYDGiZYNDQ0ICAhA9+7dUV5ejri4OKxcuRKzZs1qk9oHDRqECRMm4IknnsCrr74KXV1dfPfdd7C3t1f5QF+yZAlGjBgBbW1tCCHw6quvYubMmbh8+TIcHBwAAD169ICVlRV+/fVX2NraIiEhAQsWLICenl6b1A4Ab731FqZMmQILCwsMGjQIx44dQ0JCAoQQKCsrg6GhIfLy8mBmZoaAgAB4e3sjLy8PV69exbp166TJf6WlpU0mFVtbWwNonDR882dsTaNGjUJQUBAmTZqEl19+GQ0NDfj+++9hZWUlPfc3P0z/9a9/4eLFi3B3d0d0dDQCAwOxffv2ZlebPHz4MP7973/j+++/b/Wab7Vs2TLMmTMH+vr66Nu3Lw4cOICsrCzU1taitrYW+vr6Ks99r169kJmZiRs3bmDz5s0YMWIEAODDDz+EEAJ///vf27TeW02fPh2ffPIJRo0ahRdeeAHl5eX44YcfYGJiovLcy2Qy/OMf/0BKSgqcnJwQGRmJyZMnY+PGjdDS0mpRm7awbNky/POf/0R9fT28vb2xY8cOVFVVqfzN5uXlISkpCYMHD4afnx+uXLmCiooKbNu2DYMGDQIA2NvbY+DAgdi5cydSU1Nx8eJFDB06tE1D7pw5c/D1119j9OjReOaZZ5Cfn4+NGzdCV1e3yZcIoDGIrV+/Hk899ZTKpPHm/mYBwMrKCiUlJW1Su56eHl577TW8+eabKCoqgouLCzZt2gQdHZ1maweAdevWwdDQEI8//vhtj5uXl4cFCxZgxowZzU6eby0vvPACvvvuO4wbNw4zZ87E9evX8csvvwBAs/VXV1dj8+bNWLx4scprOT4+Hm+//Taio6ObPWlAU3X5npXg4GBcvHgRrq6uiIyMhKurK7788ksAkGZGu7m5qZwZ4+npiTlz5mDPnj3SNgMDA5w9exarVq3C77//jqioKLz11luYP39+m/aw7Nq1C++//z6SkpJw8eJFrFmzBq6uriqzukeNGiWdISCTyfDee++htLRUJZSNHTsWkydPxunTp7F3715ERUXhs88+w8qVK9us9okTJyImJgYWFhaIjIyEv78/3nnnHQD/e+4NDAxw4sQJbN26Ffv27cPZs2cxb948PP3009I3DH19/Sbf+G/ebo2zapqjo6ODo0ePYsmSJYiPj8eVK1ewZcsWmJubq9QOND7nFy9exG+//Yb4+HhER0fjq6++anLMkydPYsqUKfjnP/+JZ555pk3qvunJJ59EVFQU9PT0pB6Um4H3ZogyMDBAdHQ0Dh48iL179+LChQt4+OGHpfCdlpaG9957D+PHj8cvv/yCLVu2ICUlBcXFxdiyZYtKz0drMjQ0xOnTpzF37lzExMQgOzsbu3fvhkwmU3nuhRCwsbHBuXPnsHfvXpw9exbbt2/H2rVrW9ymLbz88ss4cOAA6uvrcfz4cTz22GOYPXu2yt+sgYEBTp06hRMnTmDPnj24ePEiBg8ejGeffVZq8/TTTyMnJwdJSUnYvXs3kpKSkJOTgzlz5rRZ7ZaWlrhw4QKmTZuGU6dOoaSkBHv27EFDQ0OzZ5Ls378f2dnZmDdvnsr25v5mgca/27b6mwUae6N++eUXlJaWIjo6Gi+++CImTZp027NgfvzxRzz++OO3PUupqKgIo0ePhqura5u+ZgDAwcEBiYmJGD16NKKjo1FXVyeFlebq37ZtG8rKylReM0Bj6AkNDUVMTAy2bNmCw4cPA4D0+tdUHSdWtSEfHx988MEH0u1ly5bBysoKrq6ut72PmZkZ8vPzpduenp6wsbFBaGiotG3atGlYunQpEhISVLa3Jm1tbcyePRuzZ88GAFRWViI+Pv6OwzeGhobQ0dGR6o+Li0NxcTFmzJghtXFxccHQoUNx9OhRLFq0qE1qB4C+ffuib9++0u2FCxfCy8tLOkXT09MTpaWlKqc0T5s2DZ9++imuXLmC3r17w9PTExkZGSrHTU9Ph56eXrOnLrYWPT09PPfcc9Lt3NxcpKWlSado3zxldcqUKdKp8M7Ozhg6dChiYmJUjnXq1CmMGTMGCxcuxIcffthmNd9q8ODBGDx4sHR75syZKs+zp6cnLC0t4eXlJW2bNm0aVq9ejezsbMhkMkybNg0xMTHSz3Pt2jUUFxdj586d6Nu3b5t9yzcyMsLLL78s3U5MTER5eXmT537atGlSmx49eqBPnz6IiYnB3LlzW9SmrYSFhSEsLEy6PXr0aJVT+z09PWFnZwdHR0cAjUO1U6ZMwVNPPYWamhoYGBggIiICH330kXTqqq6uLh5++GG8+eabbVY3AJibm6v0pEVGRkII0ezSBD/88AMCAwObDI94enqisLAQVVVVMDIyAtDYC1pWVgYPD482rX/cuHEYN26cdPuDDz5otvaIiAikpqbi559/bvY4xcXFeOihh2BiYoJ9+/ZJP0dbsra2xv/93/9Jt3fv3g0At33ux4wZ0+RzbMiQIcjKysLOnTsBAAUFBQCAQ4cOwcTEBAMHDmyb4h9Ql+9ZKSsrQ11dnXS7pKQEP/zwA+bNmyd9wPx1jRKFQoFdu3ZJ3bEAMGnSJBQXFyM3N1fadunSJQCNH/xt5eYL7aYVK1ZAV1cXTzzxBIDG8HLr+DIA6ZvQzfpv1nezXqBxXZPU1NQ2/bAvLi6GQqGQbufk5GDTpk1YsGCBtG3SpElNxsgvXboEmUwGZ2dnAMD48eNx6NAhle7jX375BaNHj27Tbs6/PvdffPEFbG1t8cgjjwBoHIPv2bNns/MTbn1NnDlzBmPGjMELL7yA5cuXt1m9tyosLIS45bJgV65cwc6dO5s8938dI7906RL09fVha2uL7t27Y8uWLSr/Ro8eDQ8PD2zZsqXZtV1ay1+f+88//xweHh4YOXIkgMYhUgcHB5Xnvrq6Gunp6dJz35I27VH7uXPncOTIkSbPfUpKCpRKpbTt0qVLsLW1lXoeXFxcVP5mb7Zpy79ZoPnXfUBAAAICAlS25+bm4rfffmt2vseoUaMgk8mwY8cOadt///tf6OvrS7/DtvDX2o8cOYLz5883W+MPP/yAvn37qgT6m24GFSMjI+zfv7/d1ie5tX6lUokvv/wSI0aMaLKWz5UrVxAREdHsz/X555+r/M3e7M3+6quv2jSgP6hO37OyZcsWAI1/OPX19diyZQuMjY0xadIkafusWbPwxBNPQFtbGytXroSnp6fKxKMvvvgCKSkpGDFiBLS0tPDzzz8jKysL69evl9o89NBDmDJlCkaPHi2No3/++edYsGAB3N3d76v2ixcv4uLFi0hKSgLQGDJsbW0xZMgQ6ZhvvPEGdHR0MHDgQJw5cwbr1q3DTz/9JH2jLSkpwahRo/DII4/Ay8sLly5dwrfffovnn39e+iN0c3PDU089hfnz5yMxMRF2dnb49ddfUVhYqPLt9V7U1dVh+/btUg1JSUnYsmULrKyspAXDUlJSsGTJEjz22GOor6/Hv//9bwwbNgx/+9vfpOPMmDEDq1evVhkj/+yzz/Daa6/B3NwcADBv3jysWbMGo0aNwjPPPIPjx4/jzJkziI6Ovq/aASA2NhbJyclSt+i2bdugr6+P0NBQaWLzokWL0K1bN/j5+UEul2Pr1q3YtWuXysJd33zzDaZNm4ba2lp4enpi27ZtKC8vx6uvvgqg8U3l5gd8//79pdcrcPtFnO6moqICv/32G4D/9bRt2bIFDg4OCA8PB9D4AfnRRx/h0UcfRUVFBb7++ms8/PDDKt31zz77LNauXasyRv7FF1/g/fffV1mIqrWdOHEC6enpOHPmDJRKpfScjBo1SpqLNGvWLAwYMADe3t7Yv38/Dh06hIMHD0rhVEdHB9988w3mz5+PgoICODs7Y+PGjTA2NpZ6w1rS5l7duoBkQ0MDzp49iy1btqB79+4IDAwE0PgBuW7dOjz88MMoKCjAV199heeeew5TpkyRjrN48WJs2rQJkydPxpQpU5CSkoKvv/4a3377rdTmzTffxDPPPAMdHR0EBAQgJiYGP/74I9atW3dftQONE/Fv3LiBuLg4VFdXS8/9rQuGTZ48WRr62LZtG2JjY3HkyJEmx9qwYQOMjIxUemxvcnR0xGuvvYaFCxciIyMDCoUCH3/8Md555x3pd3yvsrOzERkZifr6egCNi2k2NDTAx8dHmkvy66+/4vDhwxg7diyuX7+Or776Cm+99VaTnu/S0lJs3boV//rXv5p9rDFjxiA1NRWff/459u7dK23v16/ffS+mefDgQRQVFeHSpUsoLS2VnvupU6dKcwcfeughTJ8+HQ4ODti8eTOuXbsGuVze5Fg//vgj7O3tpc+5zqDTX3W5uYlRtra2+Pe//y3dvnTpEn744QeUlpYiNDQUM2fObLIK5MGDB/H777+juroavXr1wpw5c5qs5KlQKLBx40ZERkbC1NQUw4cPl75l34+tW7di69atTba/8MILUheyQqHA2rVrER0dDScnJzz99NPw8fFRaV9YWIh169YhMTER9vb2GDt2bJM/TiEEtm/fjmPHjqG8vBze3t549tln77sbv7y8vNlU7+npqTLMERsbiw0bNqCmpgYjR47E9OnTVVYPBhqDz48//ohTp07B0tISY8eObbJCakVFBVauXImLFy/CwcEB8+fPVxm+uFdr167FgQMHmmxfunSpdNZLXV0dvv/+e8TExKB79+545pln0L179yb3iYuLw/r161FcXIwePXpg/vz50uTCCxcu4OOPP262hk8++aTZ491Nbm4uFi9e3GS7n58f3njjDen2iRMnsGnTJigUCmnO0l9VV1dj9erViI2NhY2NDSZNmqQyfPFXa9euRWpq6gMNZX3zzTfNBs0PPvhA+p1WVVVJv++br9XmJlKfOnUKmzZtQmVlJXx9fTFv3rwm8w9a0qalUlNTmx2GCQoKUgn+R44cwa+//godHR1MnjwZo0aNanKfsrIyrFq1CgkJCbC3t8f06dNVenOBxr+frVu3Ijs7G05OTpg+ffoDTfL88MMPmz0b5+uvv4a9vT2Axi8fK1asQEpKCnr37o25c+c2O1l22bJlsLGxueMXnp07d2Lv3r2QyWSYPHkyJk6ceN+1nzt3Tjrh4VZjxoxRmQP222+/Yc+ePTAyMsL06dMRHBzc5D4nTpzAN998g5UrVzb7heF2E25nzpx521V/7+aNN97AlStXmmxfvXq19HrMz8/HihUrkJaWhn79+uHZZ59tdkXpJUuWoFevXk3mCjUnKSkJb7/9tsrvWBN1+rBCREREHVuXn7NCREREmo1hhYiIiDQawwoRERFpNIYVIiIi0mgMK0RERKTRGFaIiIhIozGsEBERkUZjWCEiIiKNxrBCREREGo1hhYiIiDQawwoRERFpNIYVIiIi0mj/D3mQg4ou6OkQAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(res.cusum)\n", "fig = res.plot_cusum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another related statistic is the CUSUM of squares. It is available in the `cusum_squares` attribute, but it is similarly more convenient to check it visually, using the `plot_cusum_squares` method. In the plot below, the CUSUM of squares statistic does not move outside of the 5% significance bands, so we fail to reject the null hypothesis of stable parameters at the 5% level." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T11:27:48.859508Z", "iopub.status.busy": "2026-07-29T11:27:48.859254Z", "iopub.status.idle": "2026-07-29T11:27:49.571246Z", "shell.execute_reply": "2026-07-29T11:27:49.568262Z" } }, "outputs": [ { "data": { "image/png": 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jwwhr3i25RFVSUsK5c+cIDw+vct+czMxMjEbjZZcuZ2ZmKg29LnBwcKB169bVEq8QQghR11gsFjZt2kR8fDwbNmxQxvfv34/FYsHOzg47Ozv8/f1tGOWtU6MzOHq9ntjYWJo3b067du349ttvr/mYTz/9lOjoaNq0aUOnTp0IDw/nyy+/rHTMwoUL6dq1K6NGjVJ+VWcXbSGEEKIuWblyJe3atWPgwIFs2LABOzs77r//frZt28aPP/5YLy9BXUuNzuDs3r0btVrN8ePHlcZc13LgwAG++OILZTbm/fffZ9SoURw5coRWrVopx7Vv3/6yPZCEEEKIhmb37t0cP34cT09Pxo0bx4wZM2jWrJmtw7KpGk1wRo0add2Pef/99yvd1mg0vPzyy+zYsaNSgmOxWEhISMDV1VXZxl7Y3tatWyksLGTYsGE1ft6cnBw2bNhAVlYWQ4cO5Y8//sDJyYl+/fpV63MLIURtcujQIeLj43n66ae58847AYiNjUWlUjF+/Pg60UbhVqj1y8T/+OMPKioqLtmufu/evcTExFBYWIifnx+zZ8/mvvvus1GUtcOJEyf48ccfLxmfOnVqpfb1P/30EykpKdxzzz0EBARUOvbLL7+kTZs2lZLJ6/HFF1+QnJxc7QnO389bWFhIhw4daNu2LS1btqSkpITly5fj6ekpCY4Qot4xm82sX78erVbL1q1bAetuw2vWrAGgefPmPPvsszaMsPap1QlOeXk5EyZM4Lbbbqv0odWuXTuOHDlCu3btMJlM/POf/+TBBx9kz549dOrU6bLnMhgMGAwG5XZBQUGNx3+r7d27l9dee+2SeqSLu3G8/vrrfP7557Rv356XX36ZI0eOKJcP9+/fz0svvcShQ4duOIY+ffpU6jJbXf5+3u3bt5Ofn893332Hvb21lGzw4MFKE1AhhKgPioqK+Oijj5g1axZnzpwBrItqHnzwQTQajY2jq91qbYJjNBp59NFHSU5OZvv27ZUafF08U+Pg4MCbb77JypUr+fTTT6+Y4MycOZO33nqrxuO2NR8fH+Lj4y97n9ls5r///S8HDhygZcuW3HvvvXz88cfExsZiNBp56qmnmD9/Pm5ubtd8nn379nHkyBH8/f3p06ePsjrO398fZ2fnSsdmZ2fz3Xff4ejoyJ133klqaiqZmZncf//9APz4449YLBY6derE9u3bKSoqok+fPkpjyr+fd9u2baxatQqg0oZVAG3btr3kNf/888+cPn2aFi1a0KdPH6XYbu/evezatUv5e+vUqRMdO3as9PiqxHat5wFrE88tW7Zw9uxZwsPD6dOnD+7u7tf8exZCNGy9evXi4MGDAPj6+vL0008zderUyzbhFZXVygTHZDIxevRo9u7dy9atWy/5MLmc0NBQkpKSrnj/Sy+9xDPPPKPcLigoqJdvEIPBwEcffYSdnR0dO3akQ4cOyn2ZmZmUlZXRsmVLAKKjo9Hr9QC89957dOzYkbvvvvuazzFjxgw+++wzhg4dSlFREa+88gqrV68mOjr6kktJJ0+epGfPnqhUKtq2bcvLL7+Mj48PTZo0URKcTz/9lD179mA2m5UEaOrUqWzbtk3p0H3xeXNycsjMzMRkMinxA2zYsIGePXsqs30ZGRkMHjyYzMxM+vbty9q1a/nf//7H+vXrAcjPz1cen5OTwzPPPMP48eMr1YFVJbZrPU9WVhaDBg3CaDTStWtXVq5cSWxsLJs2bUKtVl/PP68Qop67cCXiwhe6xx9/nKKiIuLi4hgzZgweHh42jrDusHmCk5GRQXZ2trJq6kJys2vXLrZu3UrTpk0veUx5eXmlWYK8vDyOHDlC7969r/g8Li4uN335ori4+Ir3OTg4VOrYfLVj7e3tK82SXOnYG3kj29nZsWnTJsrLy5k8eTLDhw/n448/xt7enkaNGmFvb09ycjJhYWEkJCTQoUMHzpw5w8KFCzlw4AC//PILOp2OAQMGXHYPovLychYsWMCWLVvo2bMnAOnp6Vfs1/Tiiy9y22238f3332Nvb09iYiKtW7e+5NypqamcOHGC0NBQAO69917i4+P5+OOPLznn8OHDKS4uVgrtLkhLS6t03NSpU7FYLMrKAkCZsQHrhlf9+/dXbp89e5bWrVszfvz4SnsqXSu2az3PjBkziIqK4tNPP1VmdcaNG8ezzz57yRYIQoiGx2g0snbtWrRaLXv27OHjjz9m9OjRgPXnS2xsrHIpXlRdjSY4xcXF6HQ65XZycjLHjh2jUaNGhISEADB//nzi4+OV+oqxY8eyfv16Vq5cSUlJCceOHQMgMDCQwMBAAO666y5Gjx5Np06dyMrK4p133sHd3Z0pU6bU5MtRPrwuZ/DgwXz33XfK7cDAQEpKSi57bO/evZUiMQCVSkVWVtYlx11cO1MV3bp149y5c0qcx48f5/bbb2fevHlMnz4dJycnxowZw6hRo+jevTsbNmzg3Xff5cknn+Tdd9/lww8/ZN68eXTr1o0XX3yRgwcPXpKIODk54ePjw4YNG+jUqROenp4EBQVddiWb2Wzmhx9+YNWqVcp/zoiICIYMGXJJDVTv3r2VBALg9ttvr7RR1fUyGAx8/fXXLFu2rNK/W0xMTKXjkpKS2LVrFxkZGZhMJry8vDh06FClBOdqsV3recrLy/nyyy8ZM2YM8+bNw2KxKL927tx5w69PCFH35eXlsXjxYubMmaNcgXB2diYxMVE55u+X/EXV1WhKePToUWUjvujoaD755BNGjRrFwoULlWMCAwMrbRd9/PhxIiMjefnllytt5PfFF18ox6xdu5azZ8/y/PPPM2fOHPr168fRo0cb/HLxVq1aVfqQjY6OZsCAAWzatEkZ++CDDxgzZgzu7u7s2rWLH3/8EXd3d0aNGsXMmTNZs2YNn376KXfffTfLli275Dns7OxYt24dW7duJSAggB49ejB37lyMRuMlx2ZmZlJeXl4pOQAuuQ3g7e1d6baTkxPl5eXX/XdwQVZWFhUVFahUqisec2Gr8hUrVnDixAn0ej0Wi6VS35ZrxXat58nMzMRgMJCXl8eZM2c4e/Ys586dw8fHR/mGJoRoWIxGI9OmTSMsLIwXXniBpKQkAgICeOONN0hMTOTll1+2dYj1Qo3O4HTr1k2ZgbmSKVOmVJp5+e2336553iZNmvDf//73puO7XkVFRVe87+IiaLBeeruSv081XlxHUt2cnZ0rtbVwdHTkqaeeAqyXlv7v//6PnTt3UlxcXOlSYXR0dKXZt4v17NmTXbt2kZ+fz8aNG4mNjSUnJ4fXX3+90nH+/v44ODhcMjuVmZlZnS/xsnx9fbG3t7/kstXFXnnlFWbPns3YsWOVseXLl1/XzNm1nufC/cOGDZOERggBWH8OHz9+nOLiYtq1a0dcXByPPvpopTIHcfPkot518PDwuOKvv78xr3bs31cpXem46/X7779Xun3+/Hk2bdpEjx49Lnv8tGnTeP755wkPD8fDwwNPT09lalSv1xMcHHzJY4qKikhISACsK48eeugh7r77bk6cOHHJsY6OjvTs2VNZ8QTW4u6bufRUVR4eHvTt25cPPvgAs9msjJ89exawXj4rLCystA/Q119/fd1L3K/1PB4eHtx9993Mnj37khmp48ePX+/LEkLUMRcWftxxxx2VvmzOnDmTzZs3c/jwYcaNGyfJTQ2weZGxqD4zZ84kIyODbt26UVJSwooVK2jTpg0vvPDCJcd+8803JCcnM3XqVGVs/PjxPPHEE/Tr14/Vq1ezb9++Sx5nMBgYOHAgnTt3pl27diQnJ7N27VrWrVt32Zjeffdd7rrrLsrKymjXrh1ffPEFnp6et6Rgbv78+fTp04eYmBgGDx5MUlISJ0+eZPv27djb2/PII48wadIkJk6cSGZmJqtWrbrkctTNPg9YLwvefffd3HbbbQwfPpyysjJ+/vlnBg0axD//+c/qftlCiFogMzOTBQsWMH/+fCWx+eCDD3jjjTcA6xUOUbMkwalHVqxYwS+//MK2bdvw9fVl6dKlDB48+LJN1k6fPs2yZcsqJRr/+9//WLFiBXq9nl9++YWoqKhLHufv78+RI0f48ssvOXr0KGq1miNHjijH/n1DvjvuuINDhw7x2Wef4eTkxMKFC1myZAmlpaXKMQMGDKg0+wHWQt6Li+v+ft7WrVszceLESo/5+0Z/UVFRnDhxgs8++4xz587RvXt35s6dq9y/ZMkSPvvsM44ePUpERAT79+9n1apVlfbCqUps13qepk2bcvz4cb744gtOnDhBYGAgixcvvmTPHSFE3Xfs2DHi4+P55JNPlM1lQ0NDmTZt2iU/s0TNsrNc71KdeqKgoAAfHx/y8/Mv+dZeVlaGTqdDrVbLtOFNys3NxcnJSSl+LioqomXLljz//PPExcXZNrh6Tt7HQtxaBQUFBAUFUVZWBli/DGk0Gh544IFK7XLEzbna5/fFZAZH1KjCwkKGDh3KoEGDcHFxYfXq1QQFBV3STkIIIeqakpISfvjhB0aMGAFYV1yOGTOGrKwsNBoNMTExl51BF7eGJDiiRkVERLB+/XrWrVtHdnY2b775pnybEULUaSkpKcybN4+FCxeSk5PDb7/9RufOnQFYsGCBJDW1hCQ4osZFREQQGxtr6zCEEOKm7N+/H61Wy+rVq5W9v9RqdaWtLyS5qT0kwRFCCCGuIjk5mUceeYQdO3YoY7169SIuLo577733kn3QRO0gCY4QQgjxN2azWVllGhQUhE6nw9HRkVGjRhEXF6c02xW1lyQ4V9FAF5iJekLev0JcP51Ox+zZs/npp584cOAAjo6OODk5sXLlSqKiopQ+iqL2kwTnMpycnLCzsyMzM5OAgAC5pirqHIvFQmZmJnZ2dlLQLcQ1XGh+q9Vq+eqrr5S9rzZs2MCwYcMAa9NdUbdIgnMZDg4OhIWFkZycXKN9ooSoSXZ2doSFhUl9gBBXUF5ezpo1a4iPj2f//v3K+IABA9BoNAwYMMCG0YmbJQnOFXh6ehIVFUVFRYWtQxHihjg5OUlyI8RVHDp0SGmC6+LiwuOPP05cXBzR0dE2jkxUB0lwrsLBwUE+IIQQop44efIkBw8e5JFHHgGga9eujBgxgk6dOvH0009Xar4r6j5p1XCNrZ6FEELUXRaLhc2bN6PVatmwYQNubm4kJSXh7+9v69DEDZJWDUIIIRqssrIyVq5cSXx8PMeOHQOsdWkDBgygoKBAEpwGQBIcIYQQ9cpPP/3EI488ouww7OHhwbhx45gxYwbNmze3cXTiVpEERwghRJ1XWlqKm5sbAK1btyYvL4+IiAimT5/OhAkT8PX1tW2A4paTBEcIIUSdZDabWb9+PfHx8Tg5ObFx40YAQkJC2L59O7fddhuOjvIx11DJv7wQQog6paioiI8++ohZs2Zx5swZABwdHUlJSSE0NBSAO+64w5YhilpAEhwhhBB1QlJSErNnz2bx4sXk5+cD4Ovry8SJE5k2bZqS3AgBkuAIIYSoIzZv3sz7778PQFRUFHFxcTzxxBN4enraODJRG0mCI4QQotYxGo18+eWXODk5MXz4cAAeeeQRvvvuO5588kkGDx6sdPsW4nJkoz/Z6E8IIWqNvLw8Fi9ezJw5c0hKSiIqKoqTJ09KMiMUstGfEEKIOuPMmTPMmjWLDz/8kOLiYgACAgJ45JFHMBgMyhJwIapKEhwhhBA29e677/Lyyy9z4YJCu3btiIuL49FHH8XV1dXG0Ym6ShIcIYQQt5TBYKC0tFTZfC8mJgaLxcKQIUPQaDT07dsXOzs72wYp6jy5qCmEEOKWyMjI4P/+7/+IjIzkrbfeUsZ79uzJ2bNnWb9+PXfffbckN6JayAyOEEKIGnXs2DHi4+P55JNPMBgMAGzcuBGz2Yy9vT12dnY0bdrUxlGK+kZmcIQQQtSIzZs3M2DAANq1a8fSpUsxGAx06dKFlStXcvjwYVkZJWqUzOAIIYSoET/88AObNm3C3t6e4cOHo9FoiImJkUtQ4paQBEcIIcRNS0lJYd68edxzzz307NkTgOnTp2M2m5k+fTpqtdrGEYqGRhIcIYQQN2z//v1otVpWr16N0Wjk2LFjSoITGRnJ//73PxtHKBoqSXCEEEJcF5PJxNdff41Wq2XHjh3KeK9evRg/frwNIxPiL5LgCCGEuC5Dhgxh48aNADg5OTFq1Cji4uLo3LmzjSMT4i+S4AghhLgqnU5HcHCw0i7hvvvuY//+/UyaNIkpU6YQEhJi4wiFuJSs0RNCCHEJi8XC9u3bGTFiBM2bN2flypXKfWPHjiUxMZG3335bkhtRa8kMjhBCCEV5eTlr1qxBq9Xy22+/KeMHDx5U/iz9oURdUOMJjslk4rvvvuPAgQOMGDGC9u3bX/MxpaWlrFu3joSEBKKiorj//vtxdHS87mOEEEJUjcVi4d///jdz5swhNTUVsCYyjz/+OLGxsURHR9s4QiGuT41mBBs3bmTSpElER0fz3Xff0bx582smOLm5ufTq1Qs7Ozv69OnDsmXLiI+PZ/Pmzcq3hqocI4QQours7Oz45ZdfSE1NJTg4mKlTp/L0008TEBBg69CEuCE1WoMTFBTEtm3bWL9+fZUf869//Yvi4mJ27drFrFmz2LlzJ8ePH2fBggXXdYwQQojLs1gsbNq0iWHDhpGcnKyMv/baayxfvhy9Xs+rr74qyY2o02o0wenYsSMRERHX9Zi1a9fy0EMP4enpCUBgYCDDhg3jiy++uK5jhBBCVFZaWsqSJUto164dAwYMYP369cydO1e5/8477+SJJ57AxcXFhlGK+qCswoTFYrFpDLWqaKW8vBydTkdUVFSl8aioKL7//vsqH3M5BoNB6WILUFBQUI2RCyFE7ZWWlsb8+fNZsGABWVlZAHh4eDBu3DgmTJhg4+hEffTqV8c4l1nEm/dG0z7M1yYx1KoEp7i4GAAfH59K476+vhQVFVX5mMuZOXMmb731VnWGK4QQtZ7BYCA6OpqcnBwAIiIimDFjBuPHj8fX19e2wYl66VxmEV8eSMZsAbMNJ3Fq1T44Hh4eAOTn51caz8vLUy5HVeWYy3nppZfIz89XfiUlJVVn6EIIUSuYzWZ+/vln5fKAi4sLjz76KHfeeSerV6/m7NmzPPvss5LciBoz+6fTmC1wd6tAOob72iyOWjWD4+zsjFqt5vTp05XGT58+TcuWLat8zOW4uLjIdWUhRL1VVFTERx99xKxZszhz5gw7d+4kJiYGgP/+9784OzvbOELREJxOL+Trw9ZtBjT9W9g0FpvP4GzdupV3331XuT1y5EhWr16tXG7KyMjg22+/ZeTIkdd1jBBCNASJiYm88MILhIeHM336dM6cOYOvry96vV45RpIbcavE/3QaiwUGRgfRNtTn2g+oQXaWGixzPnfuHCtWrADgrbfeYvjw4bRv357OnTtz7733AvDmm28SHx9PXl4eYN3jpmfPntjb29OnTx++//57goKCLtkH51rHXEtBQQE+Pj7k5+fj7e1d/S9eCCFqUE5ODpMnT2bt2rWYTCbAutgiNjaWMWPGXPWSvRA14ffzBdwzazsAP8T1pFVwzXy2VvXz+5ZdonrjjTcuO37XXXdVSkr8/PzYt28fX375JYmJicycOfOSXYqrcowQQtRnPj4+7Nu3D5PJRN++fYmLi2PIkCHY29t8Yl40UPGb/wBgSPsmNZbcXI8ancGpzWQGRwhRV+Tl5bFkyRK++OILtm3bptQTbtq0icDAQDp06GDjCEVDdywln6FzdmBnB5s0vWge6FVjz1XrZnCEEEJcnzNnzjBr1iw+/PBDZYuMNWvWMHr0aAD69+9vy/CEUGg3WWdv7usQUqPJzfWQBEcIIWoRi8XCtm3b0Gq1fPvtt8py77Zt26LRaHjggQdsHKEQlR1MzOWnkxk42NsR2++vlVNGo9GmpSOS4AghRC3y+++/06dPH+X24MGD0Wg03H333djZ2dkwMiEu739/zt6M6BSKurEHWVlZ6HQ6srKy6NevH05OTjaJSxIcIYSwoczMTH799VdlZWmbNm0YOnQoYWFhxMbG0qpVKxtHKMSV7dPnsP10Fg6Yub+5Ez///HOlrgIZGRmEhobaJDZJcIQQwgaOHTtGfHw8n3zyCRaLhcTERIKCggD45ptvZLZG1An//uYg5Zl6egTbkfNnY3pHR0fCwsJQqVR4edmuHkcSHCGEuEXMZjMbN25Eq9WyadMmZbxLly6kp6crCY4kN6I2M5vNpKWl8e3OQ/zyy24c7e0Z3K8tnp6eqNVqwsLCasW2LbaPQAghGoDffvuN0aNHc/LkSQDs7e0ZPnw4Go2GmJgYSWpErVdWVkZiYiIJCQmUlpay4ueTgB2D72jN0P530bhxY1uHWIkkOEIIUUNMJhMODg6AtYu3TqfDy8uLCRMmMH36dNRqtY0jFOLacnJy0Ol0nD9/XlnVdzq7DH2FN97NW/L2hIE09qlaF4FbSRIcIYSoZr/99htarZb09HTlUlRAQADr16+na9eusrmoqPVMJhPJycno9XoKCgqU8UaNGhEZGcmSdTqc/D14orua4FqY3IAkOEIIUS1MJhNff/018fHxbN++XRk/efKkshKqX79+tgpPiCopLi5Gr9eTlJRERUUFAA4ODoSGhqJWq/H29ubnkxkcTinA1cmeSXc1tXHEVyYJjhBC3ISCggKWLVvG7Nmz0el0gHUVyahRo4iLi5Nl3qLWs1gspKeno9fryczMVMY9PDxQqVSEh4cre9lYLBZl35sxd6oI9KqdszcgCY4QQtyU77//Ho1GA1in7ydNmsTUqVMJCQmxcWRCXF15eTmJiYno9XpKS0uV8aCgIFQqFQEBAZcUv/94Ip2jKfm4OzswsVftnb0BSXCEEKLKLBYLO3fuJDc3l2HDhgEwcuRI+vXrxwMPPMDjjz+Ou7u7jaMU4ury8vLQ6XSkpqZiNpsBcHJyIiIiApVKdcX3sNlsUXpOje2uwt/T5ZbFfCMkwRFCiGuoqKhgzZo1aLVa9u/fT0REBPfccw+Ojo44OTlV2tNGiNrIbDaTkpKCXq8nLy9PGffx8UGtVhMSEqKs+LuSDcfSOJlWiJeLI0/1rN2zNyAJjhBCXFFOTg6LFi1i7ty5pKSkAODi4sKAAQMoKirC19fXtgEKcQ0lJSUkJCSQmJhIeXk5YN2DKSQkBJVKhZ+fX5XOYzJbiN9snb0Z10ONr7tzjcVcXSTBEUKIy/jwww+ZOnWqUpsQFBTE1KlTmTRpEgEBATaOTogrs1gsSsPL9PR0ZdzNzY3IyEgiIyNxdr6+BGX9kVROZxTh7erI+J51Y/8mSXCEEALrh0JpaalSfxAdHU1paSkdO3ZEo9Hw8MMP4+JSu2sORMNWUVFBUlISer2e4uJiZTwgIACVSkVQUNAN7ZhtNJmZtfk0ABN7NcXb1Tbdwa+XJDhCiAatrKyMlStXEh8fT48ePViwYAEAXbt2Ze/evXTp0kXaKIharaCgAJ1OR0pKCiaTCbBuVRAeHo5KpcLT0/Omzv/VoVTOZRXj5+7Ek93rxuwNSIIjhGig0tPTmT9/PgsWLFD2/sjIyCA+Pl6Zqbn99tttGaIQV2Q2mzl//jx6vZ6cnBxl3MvLC7VaTWhoaLU0vKwwmZn9k3X25unezfB0qTtpQ92JVAghqsGRI0fQarV8+umnStFlREQE06dPZ8KECXIZStRqZWVlJCQkkJCQgMFgAKzd55s0aYJKpcLf379an2/tb8kk5pTQ2NOZJ+6MrNZz1zRJcIQQDcrq1av56KOPAOjWrRsajYYRI0ZUy7ddIWpKdnY2Op2OtLQ0peGlq6srERERREZG4upa/TsKG4wm5mw5A8Ck3s1wd65b/0fqVrRCCHEdioqKWL58Oe3ataNXr14ATJkyhXPnzjFjxgy6detm4wiFuDKj0ag0vCwsLFTG/f39UalUBAcHY29vX2PPv3p/Mil5pQR5uzC6W92avQFJcIQQ9VBSUhJz5sxh8eLF5OXl0b9/f3788UcAQkJC+PTTT20coRBXVlRUpDS8NBqNgLXhZVhYGCqV6pZ0oy+rMDHvz9mbqX2a4+p09U0AayNJcIQQ9cbu3buJj4/niy++UFaTNG/enPvuuw+LxSKroUStZbFYSEtLQ6/Xk5WVpYxfruHlrbBqbyJpBWWE+Ljy8O3ht+x5q5MkOEKIemH8+PEsW7ZMud2nTx80Gg1Dhgyp0Wl8IW6GwWBQGl6WlZUB1qLhCw0vGzdufMsT89JyE/N+PgvAtL5RuDjWvdkbkARHCFFH5eXl4ezsrGzM17NnTz755BMeeeQR4uLi6Nixo20DFOIqcnJy0Ov1nD9/Xml46ezsrOw07ObmZrPYPtmdQFaRgTA/Nx64LcxmcdwsSXCEEHXKmTNnmD17NsuWLePdd99l2rRpADzyyCMMGjSI4OBgG0coxOWZTCZSUlLQ6XQUFBQo435+fqhUKkJCQmw+21hsMLJgm3X2ZsbdUTg71t3ZT0lwhBC1nsViYdu2bWi1Wr799ltlmeymTZuUBMfFxUWSG1ErFRcXK0XDFRUVgLXh5YWiYR8fHxtH+Jflv+rJKS5H5e/OiE6htg7npkiCI4So1T755BP++9//cujQIWVs8ODBaDQa7r77btsFJsRVWCwW0tPT0ev1yk7ZYLui4aooLKtg0S/nAIjtF4WjQ92dvQFJcIQQtdyXX37JoUOHcHNz48knn2TGjBm0atXK1mEJcVnl5eXKTsMXOtEDStFwQEBArV3Nt2yHnrySCpoFeHBvh7o9ewOS4AghapHjx48za9Ys/vGPf9C0aVMAXnjhBbp27crEiRNp1KiRjSMU4vJyc3PR6/WkpqZWKhq+sNPwhWL42iq/pIIlO6yzN3H9WuBgXzuTsOshCY4QwqbMZjMbN25Eq9WyadMmwDqNr9VqAWs7BdlxWNRGF4qG9Xo9+fn5yrivry8qlYrQ0FCbFw1X1ZId5ygsM9IyyIsh7ZrYOpxqIQmOEMImSkpKWLFiBbNmzeLkyZOAtfDy/vvv56GHHrJxdEJcWXFxMQkJCSQmJlYqGg4NDUWlUuHr62vbAK9TbnE5y3boAND0j8K+HszegCQ4QggbMJvNtG/fnrNnrctRvby8mDBhAtOnT0etVts4OiEuZbFYyMzMRKfTkZGRoYy7u7sTGRlJREQEzs7ONozwxi385RzF5SaiQ7wZGF1/ViJKgiOEuCWOHDlCu3btsLOzw97enuHDh7N27VpmzJjBuHHjbkl/HSGuV0VFhbLTcElJiTIeGBiISqUiMDCw1hYNV0VWkYHlu/QAaPq1qNOv5e/sLBc2lGhgCgoK8PHxIT8/X36wClFDTCYTX3/9NVqtlh07dvDTTz/Rt29fwDrN7+rqioND3dwGXtRv+fn56PV6kpOTlaJhJycnwsPDUalUeHh42DjC6vH2+hMs2aGjQ5gPX03tXicSnKp+fssMjhCi2hUUFLBs2TJmz56NTme9tu/o6MiRI0eUBKe+fECI+sNsNnP+/Hl0Oh25ubnKuLe3N2q1mtDQ0HqVkKcXlPHx7gQANP3r1+wNSIIjhKhGJSUlvPrqqyxZsoTCwkIAGjVqxKRJk5g6dSohISE2jlCIS5WWlipFwwaDAbAWDTdp0gSVSlVvtydYsPUsBqOZ2yL96N0iwNbhVLsaT3D27t3L+++/T0JCAlFRUbzyyiu0bt36iscPHz5c+cZ3sV69ejF79mwAlixZwty5cyvd7+Xlxfbt26s3eCHEdXF1deX777+nsLCQVq1aERcXx+OPP17r9wARDVNWVhY6nY709HSl/Yerq6vS8NLFxcXGEVY/g9FEZqGBxOwSPt2TCMAz9XD2Bmo4wTl8+DC9e/dm8uTJTJ48meXLl9O9e3cOHjxIZGTkZR8zc+ZMpWU8QHp6OoMGDWL8+PHKWFpaGmazmRUrVihj9WnaUIi6oKKigjVr1rB8+XK++uor3NzcsLe353//+x/29vYMGDCgzuwBIhoOo9FIUlISer2eoqIiZdzf3x+1Wk1QUFCdfN+WVZjIKDCQUVhG+p+/ZxQaSC8oI7PQQEaBgfTCMvJKKio97g51I2Ka+dso6ppVownO22+/zR133MH//vc/AHr37k2rVq3473//q8zG/N3ft2D/z3/+g6urK6NHj6407u7uTseOHWskbiHEleXk5LBw4ULmzp1LamoqYO0X9dRTTwHWPlFC1DaFhYVK0bDRaASsdWEXGl56eXnZOMLLKzYYySg0kFHwt4Tlzz9fuK+gzFjlczo72BPg5UKYnxtv3htdL2dvoIYTnC1btvDiiy8qt+3t7Rk8eLCyW2lVLFu2jAceeAA/P79K46dPn6Znz564urrStWtXnn/++Tq3uZIQdcnJkyeZNWsWy5cvV3rsBAcHM3XqVO6//37bBifEZZjNZtLT09HpdGRnZyvjnp6eSsNLR8faWYp6MDGXGZ8dJCmn9NoH/8nVyZ5AL1cCvVwI8nYlwMuFQG8XgrxcCfR2IdDLlSBvF3zcnOptUnOxGvuXLS4uJicnhyZNKm/5HBISQlJSUpXOsWPHDk6dOsWiRYsqjTs7OzNhwgQGDRpEXl4e//rXv1i1ahWHDx++YhZuMBiU4jGwrvIQQlRNcnIy0dHRynLZjh07otFoePjhh+tlnYKo2wwGg9Lw8kLJg52dHUFBQajVaho3bmzjCK/uQGIuY5bupdBgnZVxd3ZQEpYgb2sCE3jxn71dCPR2xcvFsUEkLlVVYwnOhe2r//7Dz8XFRbnvWpYuXUrLli3p1atXpXGNRlOpzfxdd91F06ZNmT9/fqUZo4vNnDmTt95663peghANVllZGb/++it9+vQBICwsjHvuuQcHBwc0Gg29e/eWH6Si1snJyUGv13P+/PlKDS8vFA27ubnZOMJr+y0hlzHL9lJkMHKHuhEfjL4NP4+6uUOyrdVYguPl5YWzs3OlaUGA7Oxs/P2vXdBUWFjImjVrePPNNy+57+LkBsDPz48OHTpw9OjRK57vpZde4plnnlFuFxQUEB4efs04hGhI0tPTmT9/PgsWLCA3NxedTkdYWBgAX331Va2dzhcN14WGlzqdrtLMvJ+fH2q1miZNmtSZouHfEnIYs2wfRQYj3Zo2YtmTt+PuLP/nblSN/c05ODjQoUMH9u7dy+TJk5XxX3/9ldtuu+2aj1+1ahUVFRWMGTOmSs+Xmpp61eXnLi4uMpUuxBUcPnwYrVbLqlWrKC8vByAiIoJz584pCY4kN6I2KS4uRq/Xk5SUVKnh5YWiYR8fHxtHeH3263MYs2wvxeUm7mzqz9Inu0hyc5NqNK2dOHEiX3zxBYcOHQKsRcc///yzstoC4IMPPqBnz56XPHbp0qXcd999BARcuvnQW2+9pewyaTabefvttzlz5gyPPvpozbwQIeqpM2fO0LdvXzp27Mjy5cspLy/nzjvvZPXq1Zw9e/aSy8NC2JLFYiE9PZ3du3ezZcsWzp07R0VFBe7u7rRp04YBAwbQoUOHOpfc7LsouYlp5i8zN9WkRv8Gx48fz++//84dd9xBcHAwGRkZ/POf/2To0KHKMWlpaZdcWjp27Bh79+7lnXfeuex5g4ODadu2La6uruTm5uLt7c2aNWsumygJISqzWCxK/Uzjxo3Zu3cvDg4OPPDAA2g0Gu644w4bRyhEZeXl5SQmJpKQkHBJw0u1Wk1AQECdrQm7kNyUlJvo3tyfJU/cjpuz7OtWHW5Js828vDzOnz9PeHg4np6ele5LS0sjMzOTdu3aKWPZ2dkkJSXRoUOHK75pLRYLCQkJuLu7ExgYeN0xSbNN0dAkJSUxZ84cDh8+zA8//KD83/r666/p1KkTERERNo5QiMry8vLQ6/WkpKRUangZERFBZGRkne9ntleXw5MfWpObHs0bs/iJLpLcVEFVP7+lm7gkOKKe27NnD1qtli+++AKTyQRYa+G6detm48iEuJTZbCY1NRWdTkdeXp4y7uPjg0qlqjcNL/ecy2bsR/uU5GbJmC64OtX913UrSDdxIRowo9HIunXr0Gq1/Prrr8p4nz590Gg0dO3a1YbRCXGp0tJS9Ho9iYmJSqH7hYaXarX6ks1e67Ld57IZ++E+SitM9IyyztxIclP9JMERoh76/vvveeihhwDrPiCPPvoosbGx0t5E1CoWi4WsrCz0en2lhpdubm5ERkYSERFR71a//no2m3EfWZObXi0CWPT4bZLc1BBJcISoB86cOcPZs2cZOHAgAEOGDOGOO+5g4MCBTJ48meDgYBtHKMRfKioqlIaXxcXFynjjxo2Vhpd1tWj4anadzWLcR/soqzBLcnMLSIIjRB1lsVjYtm0bWq2Wb7/9lqCgIBISEnB2dsbBwYFff/21Xn5IiLqroKBAaXh5oR7M0dGR8PBwVCrVJYtQ6pNdZ7IYt9ya3PRuEcBCSW5qnCQ4QtQxBoOBzz//HK1Wq+wxBdC5c2eysrIICQkBkORG1Apms5m0tDR0Oh05OTnKuJeXFyqVirCwsHq/ieTOM1mM/zO56dMygAWjJbm5Fer3u0qIeubbb79l4sSJpKWlAdZahTFjxhAbG0urVq1sHJ0QfykrK1MaXl5odGxnZ0dwcDBqtbpKLXvqgx2nrcmNwWhNbj54/DZcHCW5uRUkwRGiljMajco33IiICNLS0ggNDWXatGlMnDiRRo0a2ThCIf6SnZ2tNLy8UDTs4uKiNLx0dXW1cYS3zvbTmUxYvh+D0UzfVoEsGN1ZkptbSBIcIWohs9nMxo0b0Wq1hIWFsWzZMgA6dOjAxo0b6dOnzyVNZ4WwFaPRqDS8LCwsVMYbNWqESqWqUw0vq8svf2Ty1AprcnN3q0DmS3Jzy8lGf7LRn6hFSkpK+Pjjj4mPj+fkyZOA9TJUWlqavE9FrVNUVKQ0vDQajYC10fKFhpcN9T277c/kptxopl/rQOY9JslNdZKN/oSoQ1JTU5k3bx4LFy4kOzsbsBZhjh8/nhkzZjTYDwpR+1xoeKnX68nMzFTGPTw8UKlUhIeHN+jZxa2nMpj48W9/JjdBzH+sM86ODWv2qraQBEeIWmDZsmX861//AkCtVjNjxgzGjRsniY2oNcrLy5Wi4dLSUmU8KCgItVpN48aNG/zKvZ9PZfD0n8lN/zZBzHu04SY3JpPJ5i01JMER4hYzmUx88803+Pv706tXLwAmTZrE1q1bmTJlCvfdd5/NfzAIcUFubi56vZ7U1FSl4aWzs7PS8NLd3d3GEdYOP5/8M7kxmRnQJoi5DTS5SUlJYe7cuXz66accPnwYX19fm8UiCY4Qt0hBQQEffvghs2fP5ty5c/Ts2ZNffvkFsO7gunnzZhtHKISVyWQiJSUFvV5Pfn6+Mu7r64tarSYkJKTBFQ1fzZaT6Uz6+ADlJjMDo63JjZNDw/r72bdvH1qtljVr1ij1WJ9++ilTpkyxWUyS4AhRw/R6PbNnz2bp0qUUFBQA1tUlPXr0qBXTuEJcUFxcTEJCAomJiVRUVADWhpehoaGoVCqbfhuvrX76PZ3Jn1iTm0HRwcx5tFODSm527drF888/z65du5Sx3r17o9FoGDp0qA0jkwRHiBr12muv8a9//UuZ2m/VqhVxcXE8/vjjMrUvagWLxUJGRgZ6vZ6MjAxl3N3dXWl46ezsbMMIax+LxUJ2cTm//JHJi2uPUGGycE/bYGY/0rCSG7D+XezatQsnJydGjRpFXFwcnTt3tnVYgCQ4QlSriooKjEYjbm5uALRp0waz2Uz//v3RaDQMHDhQpvZFrVBeXq40vCwpKVHGAwMDUalUBAYGNviiYbPZQkpeKWcyiv76lWn9Pb+0QjluSLsmxI/qWO+Tm7NnzzJnzhw8PDx45513AIiJiWHOnDmMHDmSJk2a2DjCymQfHNkHR1SDnJwcFi1axNy5c4mLi+O5554DrAnPqVOnaNu2rY0jFMIqLy8PvV5PSkqKMrPo5OSkNLz08PCwcYS3nsFoQp9VckkScy6zCIPRfNnH2NlBmJ8bA9oE8497WtXb5MZisbB9+3a0Wi1ff/01FosFDw8PkpOTbXbJUvbBEeIWOHXqFLNmzWL58uXKt+A1a9YoCY6Tk5MkN8LmzGYzqamp6HQ68vLylHEfHx9UKhWhoaENohasoKyCsxclMRf+nJhTgvkKX/WdHexRN/ageaAnzQI9aR7oSfMAT5oGeNTrhpnl5eWsXr0arVbLgQMHlPFBgwah0Wjw8fGxYXRVIwmOEDdgy5Yt/Pe//+X7779Xxjp06IBGo2HUqFE2jEyIv5SUlChFw+Xl5YC1aLhJkyao1Wr8/PxsHGH1qjCZySg0kJZfyvn8MtLyy0jMsc7MnM0sIr3AcMXHerk4/pXA/JnENA/0JMzPDcd6OjtzNTNnzuTNN98EwNXVlSeeeILY2FjatGlj28CugyQ4QtyAxYsX8/3332NnZ8ewYcPQaDT07t27wdcsCNuzWCxkZWWh0+lIT09Xxt3c3JSiYRcXFxtGeGMMRhMZBQbO55dxPr+UtPyyS/6cWWTgWkUXgV4ufyUxfyYyzQI9CfRyadD/f3///XdMJpMy4zxu3DiWLVvG008/zcSJE2ncuLGNI7x+kuAIcQ3p6eksWLCAUaNG0apVKwCeffZZGjduzIwZM4iKirJxhEJY670uFA0XFxcr4wEBAahUKoKCgmrtB3hZhUlJUtIK/pp9Sc2z3k7LLyOrqLxK53JysCPI25UmPq4E+7gR4utKsz9nY5oFeOLj1nDbSPydxWLhxx9/JD4+nh9++IHBgwfz3XffARAeHo5Op6vTiyIkwRHiCo4cOYJWq+XTTz+lvLyctLQ0PvjgAwC6dOlCly5dbByhENaCS51OR0pKCiaTCQBHR0elaNjT09PGEV6q2GBk2x+Z/Hg8jR1nsqqcvDg72lsTl78lMNbbbgT7uOLv4Yy9fe1M5GqL0tJSPvnkE+Lj4zlx4gQAdnZ2uLq6UlFRofQSq8vJDUiCI0QlZrOZ77//Hq1Wy5YtW5Txbt26MXDgQBtGJsRfzGYz58+fR6/Xk5OTo4x7e3srRcOOjrXrx3tWkYGffk/nx+PpbD+TRfnfVie5OtkT8meSEuxzUQKj3HbDz92p1s5C1RUffPABr732GllZWQB4enoqTX2bNm1q4+iqV+36HyCEDVksFnr27KnsyOng4MDIkSPRaDR069bNxtEJAWVlZej1ehITEzEYrAWzdnZ2StFwo0aNbBxhZYnZJfx4Io0fj6ezPyGn0kqlSH93BkYH0691EC2DvPB2c5TkpYZYLBbl79be3p6srCwiIyOZMWMG48ePrxMrom6EJDiiQUtJSaFJkybY29tjZ2dHnz59OH78OE899RTTp08nIiLC1iEKQVZWFnq9nrS0NC5sXebq6qoUDbu6uto4QiuLxcKJ8wVsPJ7Oj8fTOJlWWOn+tqHeDGwTzIDoYFoEeUpCU4NMJhPr169Hq9XyyCOP8PTTTwMwevRo/P39ue+++2rdLF91k43+ZKO/BmnPnj3Ex8ezZs0avv32W+655x4A8vPzcXBwqJV1C6JhMRqNJCcno9frKSz8K1Hw9/dHpVIRHBxcK2okjCYz+xNy2XjcOlOTkleq3Odgb8cd6kYMaBNE/+hgQn3dbBhpw1BYWKg09T179iwA7dq14/Dhw/UmoZSN/oT4G6PRyLp169Bqtfz666/K+NatW5UEp75O1Yq6o7CwEL1eT3JystKV2cHBQSka9vLysnGE1lVP209n8ePxNDb/nk5uyV9tC1yd7OkVFcDA6GD6tgrEz0P6WN0KCQkJzJkzhyVLligd4P38/Jg4cSLTpk2rN8nN9ZAER9R7FRUVzJ49mzlz5pCQkABYdxh+9NFHiYuLo2PHjrYNUDR4FouFtLQ09Hq9UvwJ1gJQlUpFWFiYsrLFVvJKytlyMoMfj6ez7Y9MSitMyn2+7k7c3SqIgdFB9IwKwM25/u7wW1tNnz6db7/9FoAWLVoQFxfHE0880SBbb1wgCY6o9xwdHVmxYgUJCQk0btyYyZMnM2XKFIKDg20dmmjgDAYDiYmJ6PV6ysrKAGvRcFBQEGq1ulo2VzObLZSbzBiMZgxGE+VGM+VG6+1yo9l6X4WZcpNJGVfuM5opKTfy67lsdp/LwXRRlXCorxv92wQxMDqY21V+DXK3X1upqKjgyy+/JCYmhvDwcADi4uIoKSlBo9Fwzz331IrLl7YmNThSg1OvWCwWfvnlFxYuXMiiRYuUWppvvvmGjIwMHnvsMaXTtxC2kpOTg16v5/z580rDS2dnZyIjI4mMjKzye7TCZOY/P5xk19nsSkmJksiYzFSYqu9HfKtgLwa0CWJAdDDRId4N8rKHLeXm5rJ48WLmzJlDcnIyzz//PP/5z39sHdYtJzU4okEpLy/ns88+Iz4+noMHDwIQExPDtGnTALj33nttGZ4QmEwmUlJS0Ol0FBQUKON+fn6oVCpCQkKu61t3hclM7GcH+f5o2nXF4eJoj7OjPS6O9rg4OuDsaI+zgz0uTtbfL9zn7GiPs6MDzg72tAr2on+bIFSNG+7lDls6ffo0s2bN4sMPP1Sa+gYGBsos9DVIgiPqtMzMTBYuXMi8efNIS7P+oHdzc2PMmDH079/fxtEJAcXFxej1epKSkqiosBbj2tvbExYWhkqluqHC9ouTG2cHe966LxqVv8dFicuFBKVyEuPkYCezLnXM6NGj+fTTT5XtAdq1a4dGo+GRRx6pNdsD1FaS4Ig6Kzc3F7VarfTdCQkJYdq0aUycOBF/f38bRycaMovFQkZGBnq9noyMDGXc3d0dlUpFRETEDRcN/z25+eDxzvRtFVRdoQsbMxgMODs7K4mov78/FouFoUOHotFo6NOnjySpVSQ1OFKDU2dYLBYOHjxI586dlbERI0aQlJSERqPhwQcftPlKE9GwlZeXKw0vL1xKAOvlBLVaTUBAwE19OElyU39lZGSwYMEC5s+fz9q1a+nRowcAqampFBUV0aJFCxtHWHtIDY6oN0pLS/n444+Jj4/n5MmTnDlzRumZsmLFCjw8POQbjbCpvLw89Ho9KSkpStGwk5MTERERREZGVstS3QqTmRmrDrLhmCQ39cnRo0eJj49n5cqVSvuNjz76SElwQkJCbBlenSYJjqi1UlNTmTdvHgsXLiQ7OxsALy8vDh8+rCQ4suOwsBWz2Uxqaip6vZ7c3Fxl3MfHR2l46eBQPfvB/D25Wfj4bfRpFVgt5xa3ntls5ocffkCr1bJ582ZlvGvXrmg0GkaOHGnD6OoPSXBErXP+/HleeOEFPv/8c6UoU61WM2PGDMaNGyeXFIVNlZaWKg0vy8vLAWvR8IWGl35+ftX6fJLc1D8Wi4Xp06dz7tw57O3tGTlyJHFxcdx5550yG12NbkmCU1ZWRmZmJkFBQTg7X33b7tzcXOXb+gUODg6o1eqbOq+oO7y8vPj222+pqKigR48eaDQa7rvvvmr7NizEjcjMzESv15Oenl6p4eWFomEXF5dqf05JbuqHlJQUlixZwj/+8Q9cXFxwcHDg5Zdf5vfff2f69OlERkbaOsR6qcYTnDfeeIP33nsPNzc3KioqeOedd5g+ffoVj583bx5vv/02YWFhypi3tzcHDhy4qfOK2qmgoIBly5axdetW1q1bh52dHZ6ennzwwQc0b96cLl262DpE0YBVVFQoDS+LioqU8caNGysNL2vqG7ckN3Xfvn370Gq1rFmzBqPRSGRkJE8++SQA48ePt21wDUCNJjgff/wx7733Hps3byYmJoZvvvmGESNG0KpVq6vuUdKxY0d2795d7ecVtYder2f27NksXbpU2fTs559/pm/fvgCMGjXKluGJBq6wsBCdTkdycjImk7XnkqOjo9LwsqZrvypMZqZ/epAfjktyU9eYTCa++uortFotO3fuVMZ79+4tMzW3WI0mOAsWLGDkyJHExMQA1t1ke/bsyYIFC66ZiKSnp+Pq6nrZTbBu5rzCdiwWCzt37iQ+Pp5169Ypq01atmxJXFwc3bp1s3GEoiEzm81Kw8uLL5N7eXkpDS8dHWv+qr4kN3VXQUEBHTt2RKfTAdaVdKNGjSIuLq7S9hbi1qix/61ms5kDBw4wevToSuM9evRg+fLlV33snj17iI6Opri4mIiICGbNmsWgQYNu+rzCtrZv307v3r2V2/3790ej0TBw4EBpDCdspqysjMTERBISEio1vAwODkatVt/STSMvSW6euI0+LSW5qc1ycnJo1KgRYC2naNasGQUFBUyaNIkpU6bIMm8bqrEEp7CwEIPBcMkPh8aNG5OVlXXFx7Vu3Zq9e/dy++23U1FRweuvv859993H/v37adeu3Q2f12AwKHsMAJV6wYiakZOTw7Fjx+jVqxdgTUI7duxIly5diI2NpW3btjaOUDRkOTk56HQ6zp8/rxQNu7i4KA0vb/U2+JLc1B0Wi4UdO3ag1WrZsGED586do0mTJgAsXbqUxo0b4+7ubuMoRY0lOBe+kV9Y5ntBeXn5VVfDXLz+38nJiX/961+sXr2aTz75hH//+983fN6ZM2fy1ltvXffrENfv1KlTxMfHs3z5ctzd3UlKSsLNzQ17e3v2798vq6GEzRiNRlJSUtDr9ZW+5DRq1AiVSkWTJk1sMpsoyU3dUF5ezurVq4mPj+e3335Txjdu3KgUD0dERNgoOvF3NZbgeHl54ePjozRAvCAtLa3SCqlrsbOzIyIigoSEhJs670svvcQzzzyj3C4oKCA8PLzKcYirs1gs/PTTT2i1Wr7//ntlvEWLFiQlJSnbjEtyI2yhqKhIaXhpNBoB63sxNDQUtVpt072VKkxmpn16gI3H0yW5qaUKCgqYO3cu8+bNIzU1FbBuEfD4448TFxdHmzZtbByhuJwarZi766672LhxI88995wytmHDBu666y7ldk5ODvn5+co+N0ajsVIhX0FBAUeOHGHy5MnXdd6/c3FxqZF9KgTs2rWLSZMmcfToUcCalA4bNgyNRkPv3r1l4yphExaLhfT0dPR6PZmZmcq4h4cHKpWK8PBwm/cuq5TcOP5ZUCzJTa1TUVHB22+/TWlpKU2aNGHq1Kk8/fTTNG7c2Nahiauo0QTnlVdeoUePHrz++usMGzaMjz76iKSkJJ599lnlmNmzZxMfH09eXh4Affr0YezYsXTq1ImsrCz++c9/4uTkxJQpU67rvKJmWSyWSt1ujx49ioeHB2PHjmXGjBlERUXZOELRUJWXl5OYmIher6e0tFQZDwoKQq1W07hx41qRdP89uVn0+G3cJcmNzVksFjZt2sSmTZt47733AOvPuLfeeovg4GAefvhh2Vi2jqjxbuLbtm3j3XffJTExkaioKF5//fVKy+Vmz57NRx99pGzkl5CQwH/+8x/27NmDu7s7Xbt25cUXXyQgIOC6znst0k38xhw+fJj4+HgAPvzwQ2V8zZo19OvXr9q3qReiqvLy8tDpdKSmpipbEDg7OysNL2tT0ackN7VPaWkpK1euJD4+nuPHjwMoC15E7VLVz+8aT3BqK0lwqs5sNvPdd98RHx/Pli1bAGv9QnJyMsHBwTaOTjRkJpNJaXh5YRYYwNfXF5VKRUhISK2r+yo3mpm+SpKb2iItLY158+bxwQcfKCtxPT09GTduHM8995zUatZCVf38lmab4oqKiopYvnw5s2bN4vTp04A1sRk5ciQajUaSG2EzJSUlSsPLCysq7e3tCQkJQa1W4+vra9sAr0CSm9plz5499OzZU3kPRUREMGPGDCZMmHDZTWZF3SIJjriixYsXKyvPfHx8mDhxItOmTZNlkMImLBZLpYaXF7i5uSkNL2tzbYQkN7ZnMplISEigadOmANx2220EBwcTHh6ORqPh/vvvvyW7VYtbQy5RySUqxZ49ezAajXTv3h2w1jT07duXcePG8eSTT9Z4/x0hLqeiooKkpCT0ej3FxcXKeEBAACqViqCgoFpRNHw1ktzYVlFRER9++CGzZs3CYDBw7tw5ZQVdZmbmJTWeonaTS1SiSoxGI+vWrUOr1fLrr79y++23s2fPHuzs7PD19b2ki7sQt0p+fj56vZ6UlBSl4aWTk5PS8NLDw8PGEVaNJDe2k5iYyJw5c1i8eDH5+fmAtT7rxIkTdOjQAUCSm3pMEpwGKi8vjyVLljBnzhwSExMB64qTNm3aUFZWhpubm40jFA2R2Wzm/Pnz6HQ6cnNzlXFvb29UKhWhoaF17hLCG98cl+TmFvv999958803Wbt2rZIcR0VFERcXx5gxY+pMcixuTt36SSGqxbx58/jHP/5BUVERYO3jNXnyZKZMmSKFw8ImSktLSUhIIDExUekZZ2dnR0hICCqVSmlmWNccSc5j1V7rF4iFoyW5uVWKi4tZvXo1AHfffTdxcXEMHjxYmvo2MJLgNAAWiwWj0ahccw4JCaGoqIjo6Gg0Gg2PPvqozNgIm7i4aPhCOaCrq6vS8LIu7z5usVj4v29PADC8Uyh9WklyUxNyc3NZsmQJRUVFSr/BLl268M477zBkyBDlUpRoeKTIuB4XGZeXl/PZZ58RHx/P8OHDee211wDrSoJt27bRp0+fWl+cKeqfiooKkpOT0ev1yiwiWGcSLxQN14dv2t8eTmX6qoO4OTmw5bneNPGRLxHV6fTp08yaNYuPPvqI4uJiXF1dSUpKkvYJDYAUGTdgWVlZfPDBB8ybN09pSpqfn88rr7yCvb09Dg4O9O3b18ZRioamoKAAvV5PcnKyUhfh6OhIWFgYKpUKLy8vG0dYfcoqTLy74SQAk3o3k+SmmlgsFn7++We0Wi3fffedMuvXrl07NBpNvXoPiZsnCU49cuLECeLj4/n4448pKysDrJejpk2bxsSJE+vFt2JRt5jNZtLS0tDpdOTk5CjjXl5eqFQqwsLC6lzRcFUs/uUcKXmlhPi4MrFXU1uHU2/MmTOH2NhY5fbQoUOJi4ujb9++MhstLlH/frI0YO+99x4fffQRYN3ASqPR8OCDD9bqzc9E/VRWVkZCQgIJCQmVioaDg4NRq9X4+/vbOMKak5ZfxvytZwH4x+DWuDnXrlYRdUlGRga5ubm0bNkSgIceeog333yTRx55hNjYWFq0aGHjCEVtJglOHVVaWsrHH39M9+7diY6OBkCj0VBQUIBGo6F79+7yjUbcctnZ2eh0OtLS0pTLBy4uLkrRsKurq40jrHn/2XiS0goTt0X6Max9E1uHUycdO3aM+Ph4PvnkE3r06MHmzZsBCA4OJjU1tUG8j8TNkwSnjklNTWXevHksXLiQ7OxsnnzySaWrd/v27Vm7dq2NIxQNjdFoVIqGCwsLlfFGjRqhVqsJDg5uMJdHDyXl8eWBFABeH9pGvmRcB7PZzA8//IBWq1USGoDCwkKKi4uVvWskuRFVJQlOHXHgwAG0Wi2ff/650hhOrVZz++232zgy0VAVFRWh0+lITk7GaDQC1masF4qG6+vqxCuxLgs/DsCIzqF0CPe1bUB1yJdffsnLL7/MqVOnAGvj1BEjRqDRaLjzzjslURQ3RBKcOmDUqFF8/vnnyu0ePXqg0Wi47777cHCQ6/vi1rFYLKSlpaHX68nKylLGPT09laLhC/stNTTfHE7lQGIebk4OvDiola3DqVOKioo4deoU3t7ePPXUU0ybNg2VSmXrsEQdJwlOLVRYWIi7u7uSvLRt25a1a9fy0EMPodFo6NKli40jFA2NwWAgMTERvV6vrNCzs7MjKCgIlUrV4Pv5lJab+Pefy8Kn3NWMIG+5jHIl+/btQ6vV0r17d6ZOnQpYv8QVFxczevRoWeotqo1s9FeLNvrT6/XMmTOHJUuW8NFHHzF8+HDA2jequLiY0NBQG0coGpqcnBz0ej3nz5/HbDYD1p5lF4qGZQdsq1mbT6Pd/Aehvm789GxvXJ1kZvViJpOJr776Cq1Wy86dOwFo2rQpp0+fbjD1WaL6yEZ/dYTFYmHXrl3Ex8fz5ZdfKh8i69atUxIcX19ffH19bRilaEhMJhMpKSnodDoKCgqUcT8/P1QqFSEhIfKhdJHz+aV8sM26LPylwa0kublIfn4+S5cuZc6cOej1esDaEf7hhx8mLi5O3keiRkmCYyMWi4XPPvsMrVbLvn37lPH+/fuj0WgYOHCgDaMTDVFxcTF6vZ6kpCSlkN3e3p7Q0FDUajU+Pj42jrB2+s8PpyitMHG7yo8h7WRZ+MWmTp3KypUrAfD392fSpElMmTKFkJAQG0cmGgJJcGwoPj6effv24eLiwujRo4mLi6Nt27a2Dks0IBaLhYyMDPR6PRkZGcq4u7s7KpWK8PBw2SjyKg4k5rLuYAp2dvD60OgGvdrHYrGwY8cOIiIiiIyMBGDy5MkcPHiQuLg4HnvsMdzd3W0cpWhIJMG5RU6dOsW8efN466238PPzw87OjldffZWDBw8yadIkAgOl07C4dcrLy0lKSkKv11NSUqKMBwYGolKpCAwMbNAf1lVxcbfwkZ3DaBfWMGe4ysvLWb16NVqtlgMHDjB9+nRmz54NQExMDMeOHZP3krAJSXBqkMViYcuWLUpjOIDw8HCef/55AIYNG8awYcNsGaJoYPLz89HpdKSkpCj1Xk5OToSHh6NSqZTN1MS1fX0olUNJeXg4O/DCwJa2DueWy87OZuHChcydO5fz588D1k34Lt4mQBIbYUuS4NSAsrIyVq1aRXx8PEeOHAGs/9GHDh1K9+7dbRydaGjMZjOpqano9Xpyc3OVcW9vb9RqNaGhobKf0nUqKTcq3cKn9GlOYANbFv6Pf/yD2bNnU1paCkCTJk2YOnUqTz/9NI0bN7ZxdEJYSYJTzUpLS4mKiiIlxbpdu7u7O2PHjiU2NpaoqCgbRycaktLSUqXhZXl5OWAtGm7SpAkqlYpGjRrZOMK6a+G2c6QVlBHm58b4Hmpbh1PjLuwmcmFGxmKxUFpaSufOndFoNDz00ENSqyVqHUlwqpmbmxu9evVix44dTJ8+nQkTJuDn52frsEQDkpmZiV6vJz09XflgcnV1RaVSERERgYuLi40jrNtS80pZ+It1WfjLg1vX62XhpaWlfPLJJ8THxzNr1iz69esHQGxsLEOGDKFnz55yGUrUWpLg1IA5c+bg7e3dYLesF7deRUWF0vCyqKhIGW/cuDEqlYrg4GD5IKom//7hJGUVZrqqGnFP22Bbh1Mjzp8/z/z58/nggw+Ulhzz589XEpyQkBBZ6i1qPUlwaoC/v7+tQxANRGFhodLw0mQyAeDo6Kg0vJRt76vXbwm5fH0o1bosfFj96xZ+6NAhtFotq1atUvZCioyMZMaMGYwfP97G0QlxfSTBEaKOMZvNSsPL7OxsZdzT0xO1Wk1YWBiOjvJfu7qZzRb+b711WfhDt4XTNrR+LQu3WCw89thjnDhhfY0xMTFoNBruv/9+eT+JOknetULUEWVlZSQmJpKQkFCp4WVwcDAqlUpWr9Swrw6lcDgpD08XR54d2MLW4dy0oqIiVqxYwZNPPom7uzt2dnY899xz/Pjjj2g0Grp27WrrEIW4KZLgCFHL5eTkoNPpOH/+vFI07OLiQkREBCqVClfXhrVE2RaKDUb+/YN1WfjUPs0J9Kq7f+eJiYnMmTOHxYsXk5+fj729PZMmTQJg7NixjB071sYRClE9JMERohYymUxK0fDFDS8bNWqESqWiSZMm0qjwFlq47SzpBQbCG7kxtrvK1uHckF9//RWtVsuXX36p1Gu1aNFCtgsQ9ZYkOELUIpdreOng4KA0vPT29rZxhA1Pcm4JC385B8ArdXBZuMFgoE+fPvz666/K2N13341Go+Gee+6RRFnUW5LgCGFjFouF9PR09Ho9mZmZyriHh4fS8FK2HLCdf/9wCoPRzB3qRgyMrhvLwktLS3FzcwOslzMbNWqEs7Mzjz32GHFxcbRv397GEQpR8yTBEcJGysvLSUxMRK/XK1veAwQFBaFSqQgICKh3y5Drmv36HL49XHeWhZ8+fZpZs2bxySefcOTIESIiIgCIj4/Hy8uLoKAgG0coxK0jCY4Qt1heXh46nY7U1NRKDS8vFA27u7vbOEIBlZeFj7o9nOiQ2rks3GKx8PPPPxMfH8/69euVQvTPP/9caezbvHlzW4YohE1IgiPELWA2m0lJSUGv15OXl6eM+/j4oFarCQkJkYaXtcyXB1M4kpyPp4sjz/Svfd3Cy8vL+fTTT4mPj+fw4cPK+JAhQ9BoNPTt29eG0Qlhe5LgCFGDSkpKSEhIIDExsVLDy5CQEFQqlfQpq6WKDUb+8+ey8Ol9mxPgVfv6d5WWljJ9+nSKiopwd3dnzJgxxMbG0rJl7UvGhLAFSXCEqGYWi4WsrCx0Oh3p6enKuJubG5GRkdLwsg5YsPUsGYUGIv3debKWLAs/duwYa9eu5fXXX8fOzg4fHx9eeukl7O3tmThxoiz3FuJvajzBqaioYMOGDSQkJBAVFcWAAQOuuSxRr9ezY8cOKioq6NKlC+3atat0/+7du9mxY0elMVdXV6ZNm1bt8QtRVRUVFSQlJaHX6ykuLlbGAwICUKlUBAUF1foiVQFJOSUs2m5dFv7y4Na4ONru0qHZbOaHH35Aq9WyefNmAPr27UvPnj2t8b38ss1iE6K2q9EEp7CwkL59+5Kfn0/Pnj157733aNWqFevXr8fZ2fmyj3nqqafYunUrd9xxBw4ODkyfPp0nn3ySuXPnKsds3ryZ+fPn8+ijjypjF5ZECnGrFRQUoNfrL2l4GR4ejkqlwtPT08YRiuvx7g8nKTeaiWnmz4A2tll1VFJSwooVK5g1axYnT1ovldnb2zNixAi5rClEFdVogjNz5kzS09M5cuQIvr6+pKSk0KZNGxYtWnTF2Zb777+fhQsXKrM8kyZNIiYmhpEjR9KnTx/luIiICN5///2aDF+IKzKbzZw/fx69Xk9OTo4y7uXlhVqtJjQ0VBoU1kF7dTl8d+Q89nbw2lDbLAs/efIk3bt3V95X3t7eTJgwgenTp6NSqW55PELUVTX6E3jNmjU8/PDD+Pr6AhAaGsrQoUNZvXr1FROcIUOGVLrdrVs3nJ2dOX36dKUEJy8vj4ULF+Lq6srtt99OmzZtaux1CHFBWVkZCQkJJCQkYDAYAGvDyyZNmqBSqfD397dxhOJGWZeFHwdgVNcIWje5dbtGZ2ZmEhAQAEBUVBR+fn74+voSGxvL2LFj8fLyumWxCFFf1FiCU15eztmzZy+p6G/VqhU//vhjlc/z3XffUV5ezu23315p3GAwsHfvXvLy8pg4cSJPP/00s2fPvuJ5DAaD8oEEVOrvI8S1ZGdno9frL2l4GRkZSWRkpDS8rAe+OJDMsZQCvFwceaZ/zXcLN5lMfP3112i1Wk6fPk1CQgIuLi44ODiwefNmwsPDZesAIW5CjSU4xcXFWCwWZfbmAl9fXwoLC6t0joSEBCZMmMC4cePo1KmTMn7//ffz4osvKtvXb9++nbvuuovevXszcuTIy55r5syZvPXWWzf2YkSDZDQalYaXF79nGzVqhFqtJjg4WPr41BNFBiPvbTwFwIy7o2jsWXOr3AoKCli6dCmzZ89Gr9cD1o0e9+zZQ69evQDkUpQQ1aDGEpwLu7H+faYkPz8fDw+Paz4+NTWVfv360aVLFxYsWFDpvrZt21a63bNnTzp37szmzZuvmOC89NJLPPPMM8rtgoICwsPDq/RaRMNSWFioFA0bjUbA2vAyLCwMlUolDS/rofk/nyGz0IDK350xMaoaeY6UlBTef/99li5dqiTM/v7+TJo0iSlTphASElIjzytEQ1VjCc6F6fuzZ89WGj979ixRUVFXfez58+fp06cPLVq0YO3atVdccXUxR0fHq152cnFxkb1HxBVZLBbS0tLQ6/VkZWUp456enqhUKsLCwqThZT2151w2S3boAHhlSBucHWtmVi4nJ4f4+HgAWrduTVxcHKNHj5bWHELUkBotMr7vvvtYs2YNr732Gq6uruTk5PDtt98q/VEAdu3axYEDB5Si47S0NPr06UPz5s358ssvL5uUHDt2rNIsztGjR/ntt9948skna/LliHrIYDAoRcNlZWWAtWj44oaXon46mVbA+xtPsfn3DAB6NG9Mv9aB1XLu8vJy1qxZg16v55VXXgGgXbt2vPzyy/Ts2ZOBAwfKnkhC1DA7y4WKyRqQmZnJnXfeib+/P/369eObb77B2dmZX375RblM9eabbxIfH6/052nfvj06nY5//OMflZKbmJgYYmJiABgwYACurq506tSJrKwsPv74Y/r168fnn39e5W/ZBQUF+Pj4kJ+fL5ccGqCcnBx0Ol2lomFnZ2elaFj2Vaq/knJK0G76g3WHUrBYwMHejoe6hPPCwJb4eVx7tvhqsrOzWbRoEXPnziU1NRUnJycSEhJo0qRJNUUvhKjq53eNzuAEBARw8OBBPv30UxITE3n22WcZNWpUpRUnMTExyuZoYF0mXlFRQW5ubqVzFRUVKX/+8ccf2bRpE3v27KFZs2Z8//339OjRoyZfiqgHjEaj0vDy4suZjRo1QqVS0aRJEykarseyigzM3XKGlXsSqDBZk9oh7ZrwzIAWNAu4uc0YT548SXx8PCtWrKC0tBSA4OBgpk6dKsmyEDZSozM4tZnM4DQcRUVF6PV6kpKSKhUNh4aGolKp8PHxsXGEoiYVllWwZLuOJdvPUVxu/TLVo3ljXhjUkvZhvjd9/s8++4xHHnlEud2pUyc0Gg0PPfSQ1P0JUQNqxQyOELZisVhIT09Hr9eTmZmpjHt4eKBSqQgPD5ei4XrOYDTxye5E5v18hpxiayf39mE+vDCwFT2iGt/weUtLS0lLS0OtVgPQv39/PDw86NevHxqNhl69ekl9jRC1gCQ4ol4xGAwkJiaSkJCgXCoACAoKQq1W07hxY/nwqedMZgvrDqag3fQHKXnW90DTxh48N7Al97QNvuF//7S0NObPn8+CBQto0aIFO3fuBKxLvRMTE6WbtxC1jCQ4ol7Izc1ViobNZjNgLRqOiIggMjJSluI2ABaLhc2/Z/DexpP8kW6t2Qv2diWuXxQP3BaGo8ON1VcdOnSI+Ph4Vq1aRXm5dSbI3d2drKwsGje2zgRJciNE7SMJjqizTCaTUjScn5+vjPv6+qJWqwkJCZGi4QZiz7ls/v3DSQ4k5gHg4+bElLuaMSZGhavTjbU72L59O6+//jpbt25Vxu688040Gg3Dhw+XZqpC1HLyP1TUOcXFxSQkJJCYmEhFRQUA9vb2StHw39uDiPrrRGoB/9l4kq2nrHVWrk72jOuu5unezfBxu7kaq9TUVLZu3YqDgwMPPvggcXFx3HHHHdURthDiFpAER9QJFouFzMxMdDodGRkZyri7uzuRkZFERERUacdrUT8kZpfw302n+OZwKhYLONrbMaprODP6RhHoff2NTxMTE5kzZw4qlYqpU6cCMHLkSN566y3Gjh0rbV2EqINkmbgsE6/VKioqSExMRK/XU1JSoowHBgaiUqkIDAyUouEGJKOwjLlbzvDpnkSMZuuPrmEdQni2fwtUja/d4+7vdu/ejVarZe3atZhMJsLCwjh37pyssBOiFpNl4qJOy8/PVxpeXigadnJyIjw8HJVKVaWGraL+yC+tYMn2cyzZrqO0wrqXTa8WAbwwsCVtQ69vHyOj0ciXX36JVqtl9+7dynjfvn3RaDQ4ONxYzY4QonaRBEfUGmazmfPnz6PT6SrtZO3t7Y1arSY0NFQ+fOo4k9lCfmkFeSXl5JZU/j2vpILcknLyLtxf/Od4aQUl5X/tdt4x3JcXBrUkptmN7WWj0WiYO3cuYF1p9+ijjxIXF0eHDh2q5TUKIWoHSXCEzZWWlipFwwaDAbAWDTdp0gSVSiVLcGspo8lMTkk52UV//io2kF9aQW6xNVHJL7X+fnECU1BWwY1eFI8K9OTZAS0ZGB10XZclT58+jYuLCxEREQCMGTOGzz//nClTpjB58mSCgoJuLCAhRK0mCY6wmaysLHQ6Henp6UrDS1dXV6XhpWxzf2tZLBYKDcY/ExYDWX8mLcrt4ovGiwzkld54suLl4oivhxN+7s74uFl/93N3wufP3/3cnfFx/2vc180ZbzfHKic2FouFrVu3otVqWb9+PRMmTGDRokUAdOnSheTkZClKF6KekwRH3FJGo5GkpCT0en2lBqr+/v6o1WqCgoJk75pqZrFYSM0v43R6oZKcZBeXk1VkUGZeLszClJvM13Vuezto5OGMv4cLfn8mLL5XSlLcnfD9M6FxusFN967FYDCwatUq4uPjOXz4sDKek5ODxWJREiRJboSo/yTBEbdEYWGhUjR8oeGlo6MjYWFhqFQqvLy8bBxh/VBhMnMmo4gTqQWcOF+g/J5fWlHlc3i6OOLv6Yy/hzP+ni409nSh8UW3/T2daezpgr+HNZlxsK8dq9jmzJnDO++8Q3p6OgBubm48+eSTxMbG0rJlSxtHJ4S41STBETXGbDaTnp6OTqcjOztbGff09FQaXspusDeuoKyCk+cLOZ6aryQyp9OLLjsL42hvR7MAT4J8XGns4WxNYP5MUhr/mbRcuH2jO//aWlZWFunp6YSGhjJt2jQmTpwo9VtCNGDy6SKqncFgICEhgYSEBMrKygCws7Or1PBSVJ3FYuF8ftklszKJOSWXPd7L1ZE2TbxpE+Kt/N480BMXx7qZuPyd2Wxm48aNaLVaZsyYwdChQwGYMmUKLVu25MEHH5R9bIQQkuCI6pOTk4Ner6/U8PLC6pXIyEjc3NxsHGHtV2Eycy6zmBPn8zme8mdCc76AvJLLX2IK9XWj9UXJTHSIN2F+bvVy88OSkhJWrFjBrFmzOHnyJGBN/i4kOEFBQTz66KO2DFEIUYtIgiNuyoWGlzqdjoKCAmXcz88PtVpNkyZNpGj4IuVGM+kFZZzPL+N8fimpeWWk5ZeSml9GSm4pZzKLKDdeeonJwd6OqEDPv2Zm/kxofN3rf7FsSkoKc+fOZdGiReTk5ADWvZEmTJjAtGnTbBydEKK2kgRH3JDi4mL0ej1JSUlKw0sHBwel4aWPz/XtLlsfGE1m0gsN1oQl7+IE5s8/55eRVWS45tJqTxdHWjfxIjrEp9IlprpaG3OzRowYwd69ewFo2rQpM2bMYOzYsdJiRQhxVZLgiCqzWCxkZGSg0+nIzMxUxt3d3VGpVERERNTr2of8kgrOZRVxPr+M1LxSzudbk5fU/FLO55WRUViGuQr7wjg72tPEx5Vgb1dCfN1o4uNKE183mni7EhXkSbifO/a1ZGXSrWYymfjmm2+4++67lQRm6tSpuLq6otFoGDZsmOxmLYSoEmm2Kc02r6m8vJzExEQSEhIqNbwMCgpCpVIREBBQL2s+yipM7NfnsuNMFjvPZHEsNf+asy9ODnYEebsS4uNGE19Xgn3+/LOPNZkJ9nHF38O5Xv593YyCggKWLl3K7Nmz0ev1xMfHExsbC1Bp/xohhJBmm+Km5eXlodfrSUlJqdTwMiIiApVKhbu7u40jrF4ms4XjqflKQrNPn3tJPUzIRYmKMvvi40qTPxOaxh4uDXb25UbodDpmz57N0qVLKSwsBKBRo0aVEhpJboQQN0ISHFGJ2WwmNTUVnU5HXl6eMu7j44NarSYkJKTeXCKwWCwk5pQoCc2us9mXrFYK9nale/PG9Ijyp3uzxgR6u9oo2vrFbDYzatQo1q5dqyTPrVu3Ji4ujtGjR9e75FkIcetJgiMA6xLcCw0vy8vLAWvDy5CQEFQqFX5+fjaOsHpkFxnYdTabnWey2HEmi+Tc0kr3e7k40q2ZPz2aN6Z788Y0C/CQGYRqYjKZlOTY3t4ei8WC2WxmwIABaDQaBgwYICvuhBDVRmpwGnANjsViISsrC71eX6nhpZubG5GRkURERNT5hpel5Sb26nOsCc3pLE6cL6h0v5ODHZ0i/OjZvDHdoxrTPtQHxxrqk9RQZWdns3DhQhYsWMDPP/9M8+bNATh16hRGo5Ho6GgbRyiEqEukBkdcUUVFhdLwsri4WBkPCAhApVIRFBRUZ2ctTGYLR1Py2XE6kx1nsjiQkHdJ64JWwV7WGZqoxnRVNcLDRf4b1ISTJ08SHx/PihUrKC21zpQtXryYf//73wDSH0oIUaPkJ3sDUlBQoDS8NJlMgLXhZXh4OCqVCk9PTxtHaN3Jt9hgpMhgpNhgoshQQZHBpIwVlRmtfy6/6M8X3a/PLqawzFjpnCE+rvSIsl5yimnWmACvuj0rVZtZLBY2b96MVqtlw4YNyninTp3QaDQ89NBDNoxOCNGQSIJTz5nNZtLS0tDpdMousABeXl6o1WpCQ0NvScPL7CIDv5zO5LeEXPJL/0xMyv5MZMr/+rPhMrv4Xi8vV0dimvnTIyqAHs0bo/J3r7MzUnVNSUkJDz/8MLm5udjZ2XHvvfei0Wjo1auX/BsIIW4pSXDqqbKyMqXhpcFgAKzLbZs0aYJKpcLf379Gn99ktnAkOY+tpzLZ+kcmR5LzrrmHzMWcHe3xcnHE489fni4OeCp/dqz8Z9e/jgnwdKVNiDcOslT7lkhLS+Ozzz4jNjYWOzs7PDw8eOaZZ8jIyGDGjBlKvY0QQtxqkuDUM9nZ2UrDywtFwy4uLkRGRhIZGYmra80tc84pLueXPzLZeiqDX05nkVNcXun+Nk286RllXWr9V/LigNefCYqHs6PyZycp9K3VDh06hFarZdWqVVRUVBAdHU3//v0BePXVV20cnRBCSIJTLxiNRqXh5YXN0sC6YZparSY4OLhGlt+a/yzo/flUBltPZXL4b7M0Xi6O9GzRmLtaBNK7ZQBBsodMnWY2m1m/fj1arZatW7cq4zExMTWaOAshxI2QBKcOKyoqUhpeGo3WwloHBwfCwsJQqVQ1svw9t7icX05nsvVUJr/8kUn232ZpWgV70adVIHe1CKBzpJ/MxNQTKSkp3HXXXZw5cwawvs8efPBBNBoNXbt2tXF0QghxKUlw6hiLxUJ6ejp6vb5Sw0sPDw9UKhXh4eHV2vDSbLZwLDWfracy+flUBoeT8io1lPR0caRH88bc1TKA3i0DaOLjVm3PLWyruLgYDw8PAEJCQnBycsLX15enn36aqVOnEh4ebuMIhRDiyiTBqSMMBoPS8PLCniJgbXipVqtp3Lhxta1SySsp55fTWdZamj8yySqqPEvTMsiLu1oFcFeLQG6L9MPZUWZp6pPdu3crl6F0Oh3u7tZVaF988QURERG1YjsBIYS4Fklwarnc3Fx0Oh3nz59XevY4OzsTERFBZGTkTfXsMRhNJGSXcC6ziLOZxZzLLOZMRiFHU/IrzdJ4ODvQvXlj+rQKpHeLAEJ8ZZamvjEajaxduxatVsuePXuU8R9//JH7778fgDZt2tgoOiGEuH6S4NRCJpOJlJQU9Ho9+fn5yrivr6/S8LKqRcMWi4X0AoM1ickq5lxmEecyizmXVURKbmmlROZiLYI8uatlIHe1DKBLZCOZpamn8vPzWbRoEXPmzCEpKQmwJtCPPfYYcXFxtG/f3sYRCiHEjZEEpxYpLi5WioYrKqxdre3t7QkNDUWlUuHr63vFxxYZjOj+TFysCYw1mdFlFVNSbrri47xcHGka4IG6sQdNAzxpGuBBx3Bfwvykm3NDkJGRwQsvvABYW3VMmTKFyZMnExQUZOPIhBDi5kiCU83OZRZdNaH4O7PZQk5WJinJieRk/VU07OrmRkhYBMEhodg7O5NYBIlF1mXYOcXlSgJzYTYmvcBwxedwsLcjopE7TRt7/JnMWBOZpgEeBHi6yA6zDYTFYmHr1q389ttvPPfccwBERUXxzDPPEB0dzaOPPirLvYUQ9YZ0E6/mbuIj5u/kQGLeNY+zmCowFmRizM/AYvwrOXFw98XRJxB7d9/rTjwaezpbZ2KUBMYTdWMPIhq5yyWmBsxgMPDZZ58RHx/PoUOHsLe359y5c0RGRto6NCGEuG61ppv4oUOH+N///kdCQgJRUVH84x//uOb27VV5zI2c91Zo5OFMkPelzRztsCYrxtIiDLlplBdkYYcFnMHOzQ1nnyBc/AJxdL60gPfviY7nn5eVmgZclMw09sTHvfqWh4u6LzMzkwULFjB//nzS09MBcHNz48knn7wl/ceEEMKWanQG59ixY3Tr1o0nnniCYcOGsWLFCjZt2sShQ4cICwu74cfcyHn/rqZmcC7HbDYrRcN5eXnKuI+PDyqVitDQUBwcHGo0BtGw/Pjjj9x7771KH7LQ0FCmTZvGxIkTadSokY2jE0KIG1fVz+8aTXAefvhhUlJS2LFjB2BdHdSyZUuGDRuGVqu94cfcyHn/7lYkOCUlJUrRcHm5dS8Ze3t7QkJCUKlU+Pn51cjziobHbDaTkZFBcHAwYF0dFRYWRuvWrdFoNDzwwAPVugGkEELYSq24RPXTTz/x/PPPK7cdHBwYMmQImzdvvqnH3Mh5bxWLxUJmZiZ6vV65LADWSwMqlYqIiAicnZ1tGKGoT0pKSlixYgWzZs3Cw8ODffv2YWdnh4+PD8eOHSMiIkKKyIUQDVKNJTjFxcVkZ2cTEhJSaTwkJISEhIQbfsyNnBeshZYXpuvBmgFWN4vFwrZt2yo1vAwICEClUhEUFCQfNKLapKSkMG/ePBYuXEhOTg4A3t7eJCYmKsXDUkQshGjIaizBubCPi4tL5YJbNzc35b4becyNnBdg5syZvPXWW9fxCq7fhW/OZWVlhIeHo1KplF4+QlSH48ePM3PmTD7//HOlwaparSY2NpaxY8fWeD2ZEELUFTWW4Hh5eeHk5KR8u7wgOzsbf3//G37MjZwX4KWXXuKZZ55RbhcUFNRIs8A2bdrQvn17KRoWNeLMmTOsXLkSgF69ehEXF8e9994r7zchhPibGtscxcHBgfbt27Nv375K43v27KFTp043/JgbOS9YZ3y8vb0r/aoJLi4u8mEjqkVBQQHx8fEsWLBAGRs6dCgajYb9+/ezbds2hg8fLu83IYS4HEsNmj9/vsXb29ty/Phxi8VisWzfvt3i6OhoWbdunXLM4sWLLf369buux1TlmGvJz8+3AJb8/Pwbf4FC1IBz585Z4uLiLF5eXhbAEhgYaCktLbV1WEIIUStU9fO7RldRTZo0iWPHjtGpUydUKhUJCQm89NJLSndigOTk5EqzMVV5TFWOEaIusVgs7Ny5E61Wy1dffaV0jm/VqhVxcXFSoC6EENfplrRqyMzMJDk5+bJ7vyQnJ5OWlkaXLl2q/JjrOeZKbuVGf0Jcyz//+U9ef/115faAAQPQaDQMGDCgyp3jhRCiIagVG/3VZpLgCFvKycmhtLSU0NBQwLo79+23387o0aOJi4sjOjraxhEKIUTtVNXPb/lqKMQtdPLkSSZPnkxYWBgvvfSSMt62bVvS0tJYvHixJDdCCFENpOOeEDXMYrGwefNmtFotGzZsUMZPnTqF0WhUGl/6+PjYKkQhhKh3ZAZHiBq0Zs0a2rdvz4ABA9iwYQN2dnbcd999bN26ld27d0tXbyGEqCHy01WIGnTmzBmOHTuGh4cH48aNY8aMGTRv3tzWYQkhRL0nCY4Q1eTw4cNotVruv/9+ZcuCiRMn4uTkxIQJE/D19bVpfEII0ZDIKipZRSVugtlsZv369cTHx/Pzzz8DEBMTw86dO20cmRBC1E9V/fyWGRwhbkBRUREfffQRs2bN4syZM4C1jcgDDzyARqOxcXRCCCEkwRHiBowcOZIff/wRAF9fXyZOnMjUqVOJiIiwcWRCCCFAEhwhqmTPnj20aNFC2TF7/PjxnDt3jri4OMaMGYOnp6eNIxRCCHExWSYuxBUYjUZWr17NnXfeSbdu3Vi0aJFy38iRIzl16hRTp06V5EYIIWohmcER4m/y8vJYsmQJc+bMITExEQBnZ2fy8vKUYxwcHGwUnRBCiKqQBEeIP1ksFp5//nk++OADiouLAQgICGDy5MlMnjyZ4OBgG0cohBCiqiTBEeJPdnZ2pKWlUVxcTNu2bYmLi+Oxxx7D1dXV1qEJIYS4TlKDIxokg8HAihUr6Ny5M8ePH1fGX3nlFTZt2sSRI0cYP368JDdCCFFHSYIjGpTMzEz++c9/olKpGDNmDAcPHmTu3LnK/a1bt6Zfv37Y2dnZMEohhBA3Sy5RiQbh+PHjxMfH88knn1BWVgZAaGgo06ZNY+LEiTaOTgghRHWTBEfUexUVFfTt25eMjAwAunTpgkaj4cEHH8TJycnG0QkhhKgJcolK1DslJSV8/PHHmM1mAJycnJg6dSojRoxg+/bt7N27l0cffVSSGyGEqMdkBkfUGykpKcybN4+FCxeSk5ODn58fQ4cOBeC1116TuhohhGhAJMERdd7+/fuJj4/n888/x2g0AqBWq6moqFCOkeRGCCEaFklwRJ2Vm5vLvffey44dO5Sxnj17otFouPfee2W3YSGEaMAkwRF1itFoxNHR+rb19fWluLgYR0dHRo0aRVxcHLfddpuNIxRCCFEbSIIj6gSdTsecOXNYs2YNx48fx9vbGzs7O5YuXUpQUBAhISG2DlEIIUQtIquoRK1lsVjYsWMHI0eOpHnz5mi1WpKTk1m9erVyTKdOnSS5EUIIcQmZwRG1Tnl5OWvWrCE+Pp79+/cr4wMGDCAuLo6BAwfaMDohhBB1gSQ4otY5f/48TzzxBGazGRcXFx5//HHi4uKIjo62dWhCCCHqCElwhM2dPHmSn3/+mcmTJwMQGRnJ5MmTCQ4O5umnnyYgIMDGEQohhKhr7CwWi8XWQdhCQUEBPj4+5Ofn4+3tbetwGhyLxcLmzZvRarVs2LABOzs7/vjjD5o3b27r0IQQQtRiVf38lhkccUuVlpaycuVK4uPjOX78OGDdhG/YsGGVNuYTQgghboYkOOKW2bdvH4MHDyYrKwsADw8Pxo0bx4wZM2TmRgghRLWSBEfUqMLCQry8vABo06YNJpOJiIgIZsyYwfjx4/H19bVtgEIIIeolSXBEtTObzaxfvx6tVktmZiZHjx7Fzs4ODw8PfvnlF1q1aqXsRiyEEELUBPmUEdWmqKiIjz76iFmzZnHmzBkAHBwcOHr0KO3btwegbdu2tgxRCCFEAyEJjrhpKSkpzJo1i8WLF5OXlwdY+0RNnDiRqVOnEhERYdsAhRBCNDiS4Iibdvz4cd577z0AoqKiiI2NZcyYMXh6eto4MiGEEA2VJDjiuhiNRr788kvy8/N56qmnAOjfvz/jx4/nvvvuY8iQIdjbS4szIYQQtiUb/clGf1WSl5fHkiVLmDNnDomJifj5+ZGUlISHh4etQxNCCNGA1KqN/sxmM/n5+fj6+mJnZ1elx5SXl2OxWHBxcbnkvuLiYgoLCyuN2dvbExgYWC3xir+cOXOGWbNm8eGHH1JcXAxAQEAAkydPxmQy2Tg6IYQQ4vJq/FrCe++9h7+/PyEhIQQFBbFs2bKrHv/DDz/Qu3dvGjVqhJ+fHx07dmTLli2VjtFqtURERNCxY0flV8+ePWvyZTRICxcupEWLFsydO5fi4mLatm3L0qVLSUxM5K233pKZLyGEELVWjSY4q1ev5rXXXuPzzz+npKSE+Ph4nnrqKbZt23bFx3z++ee8/fbb5ObmUlBQwODBgxk2bBjnzp2rdFznzp1JS0tTfp06daomX0qDYDAYSE9PV2736dMHOzs7Bg8ezKZNmzhy5Ajjxo3D1dXVhlEKIYQQ11ajCc6cOXMYPnw4AwYMwM7OjkcffZSYmBjmzZt3xcd8+OGH9OzZEycnJxwdHfm///s/Kioq+Pnnny85tqioiPLy8pp8CQ1CZmYm//znP1GpVMyYMUMZb9GiBYmJiXz33Xf069evypcXhRBCCFursQTHbDazf/9+evToUWm8V69e7N27t8rnSUpKoqKigqCgoErj+/fvJygoCE9PT2677barzgqJyzt27BgTJkwgPDyc119/nbS0NPbs2UNpaalyTGhoqA0jFEIIIW7MdRUZFxUVUVRUdNVjGjVqhLOzM0VFRZSVldG4ceNK9wcEBJCRkVGl5zObzUyaNInWrVszYMAAZbxZs2Zs2rSJXr16UVZWxksvvcSgQYM4ePAgrVq1uuy5DAYDBoNBuV1QUFClGOqjbdu28c4777Bp0yZlrEuXLmg0Gh588EGcnJxsGJ0QQghx864rwZk3bx5arfaqx3z55ZfExMQolzOMRmOl+41GIw4ODtd8LovFwtNPP83Bgwf55ZdfcHZ2Vu575JFHlD97eHgQHx/PN998w/Lly5k5c+Zlzzdz5kzeeuutaz5vQ3DgwAE2bdqEvb09999/PxqNhu7du8slKCGEEPXGdSU4L774Ii+++GKVjvXy8sLb27tS0SpAeno6ISEhV32sxWJhypQpfPXVV2zZsuWKszIX2Nvbo1ar0el0VzzmpZde4plnnlFuFxQUEB4eXoVXUrelpKQwf/58brvtNkaMGAHA+PHjSU1NZcqUKajVahtHKIQQQlS/Gi0y7tmzZ6XLIAAbN26kV69eyu2ioqJLLllNmzaNL774gp9++ol27dpdct6/701YXFzM8ePHr/ph7eLigre3d6Vf9dlvv/3G6NGjUalU/Otf/+Kdd95R/t68vb157733JLkRQghRb9VogvPSSy+xefNm/vOf//D777/z4osvcubMGZ599lnlmPfff58WLVoot2NjY1mxYgWffvopgYGByjLwi2t/+vXrx+rVqzl9+jS//vorI0aMwGQyMXny5Jp8ObWeyWRi3bp19OrViy5durBy5UqMRiM9e/bk1VdftXV4QgghxC1TowlO9+7d+eabb/j2228ZNGgQv/32G5s2bap0ycnT07PSCqmvv/4aDw8PHn/88Uob+X3wwQfKMfPnz+e7775j2LBhTJ06FbVazeHDhxt81+oxY8YwYsQItm/fjqOjI4899hj79+/nl19+Yfjw4VJjI4QQosGQXlR1uBeVTqfDx8eHRo0aAfDNN98wduxYJk2axJQpU2SJtxBCiHqnqp/f0va5jrFYLOzYsYORI0fSvHlz5syZo9w3dOhQkpKSeOeddyS5EUII0aDdkmab4uZVVFSwZs0atFot+/fvV8bPnDmj/Nne3h53d3dbhCeEEELUKpLg1AHx8fG8//77pKSkANYVYY8//jhxcXFER0fbODohhBCi9pEEpw44duwYKSkpBAUFMXXqVCZNmkRAQICtwxJCCCFqLanBqUUsFgubN29myJAhHDhwQBl/7rnnWL58OQkJCbz22muS3AghhBDXIDM4tUBZWRkrV64kPj6eY8eOAeDv78+KFSsAaNWq1TV3cxZCCCHEXyTBsaH09HTmz5/PggULyMzMBKy9tcaOHUtsbKyNoxNCCCHqLklwbMRisRATE8O5c+cAiIiIYPr06UyYMAFfX1/bBieEEELUcVKDc4uYzWY2bNigdFe3s7Pjqaeeolu3bnz++eecPXuW5557TpIbIYQQohrITsY1vJNxUVERy5cvZ9asWZw+fZrVq1fz4IMPAtbeUQ4ODjX23EIIIUR9U9XPb7lEVUOSkpKYO3cuixYtIi8vDwAfHx9ycnKUYyS5EUIIIWqGJDjVrLS0lLFjx/LFF19gMpkAaN68ObGxsTz55JN4enraOEIhhBCi/pMEp5q5ubmRkJCAyWSiT58+aDQahgwZgr29lDsJIYQQt4okODUgPj4eFxcXOnbsaOtQhBBCiAZJEpwacMcdd9g6BCGEEKJBk+smQgghhKh3JMERQgghRL0jCY4QQggh6h1JcIQQQghR70iCI4QQQoh6RxIcIYQQQtQ7kuAIIYQQot6RBEcIIYQQ9Y4kOEIIIYSodyTBEUIIIUS9IwmOEEIIIeodSXCEEEIIUe9IgiOEEEKIeqfBdhO3WCwAFBQU2DgSIYQQQlTVhc/tC5/jV9JgE5zCwkIAwsPDbRyJEEIIIa5XYWEhPj4+V7zfznKtFKieMpvNpKam4uXlhZ2dXbWdt6CggPDwcJKSkvD29q62894qdTn+uhw71O3463LsULfjr8uxQ92OX2K3DYvFQmFhISEhIdjbX7nSpsHO4Njb2xMWFlZj5/f29q5zb5qL1eX463LsULfjr8uxQ92Ovy7HDnU7fon91rvazM0FUmQshBBCiHpHEhwhhBBC1DuS4FQzFxcX3njjDVxcXGwdyg2py/HX5dihbsdfl2OHuh1/XY4d6nb8Envt1mCLjIUQQghRf8kMjhBCCCHqHUlwhBBCCFHvSIIjhBBCiHqnwe6Dcy3Z2dls2bKFiIgI7rjjjssec+TIEXQ6HaGhodx2222VNgzMzs5m06ZNlzxm4MCB+Pn5VRozm83s27ePzMxMunbtSmBg4E3Hv3PnTpKSkhg2bBgeHh6X3J+Tk8PBgwcpKyvjzjvvpFGjRpXu37ZtG+fPn680FhoaSs+ePSuN5eXlceDAAYqLi2nevDmtW7e+6djT0tL45ZdfaNGiBR07drzkfrPZzKFDh0hMTEStVtOhQ4fLnsdoNLJ7924KCgq48847L/l7Bzh9+jTHjx8nODiYrl27XnXTqKqwWCxs3bqV9PR0HnjgARwdL/0vlpGRwaFDhzCZTHTv3v2Ke1AkJydz8OBBQkND6dy582XvP3LkCL6+vnTu3BlXV9ebih0gKSmJXbt20a5dO9q0aXPJ/SaTiQMHDpCSkkJUVBTR0dGXPU95eTm//vorpaWlxMTEXPE1lpeXs27dOvz8/BgwYMBNxW4ymfjpp5/Iz8/nwQcfvOwxqampHDlyBHt7e7p3737Z/xsA586d49ixYzRt2pS2bdve8DHX4+zZs+zfv58uXbrQrFmzS+4vLy/nwIEDpKen06ZNG6Kioi57ntLSUn799VdMJhMxMTGXvEaTycS+fftIS0sjODiY22+/HQcHh5uKvaKigk2bNmE0Grn33nsve0xCQgLHjx/H1dWV7t27VypuTUlJYfv27Zd9XN++fSv9TMzPz2fnzp3Y2dnRo0cPvLy8bip2gBMnTnDkyBF69Ohx2f3RSktLOXDgAFlZWXTo0AGVSlXp/m+//Zbi4uJLHhcWFkaPHj0qxf7bb79hNpvp0KEDAQEBNx17WVkZmzZtwsnJiUGDBl32mHPnznHixAm8vLyIiYnByclJuU+n07Fnz57LPm7QoP9v78zjatz2P/6J5gGVNKlopwyncCJxDImKNEhdjpCiOIaLo3O5riHXeBwivOjQiCP7kEQiU7KppAENkl1kiiJp0Fzf3x/99nM99u4cYt/XuV7P+/Xqj/Xd3732d6+9nuf5rLW+azUB3bp1E7OLng9OTk5QVVX97O8gNYiDxatXr8jLy4t0dXVJU1OTZs+eLebz5s0bGjlyJOnq6pKTkxMZGRnR2LFjqbq6mvFJTU0lAOTu7k7Tpk1j/oqKilh15eXlUd++fYnH49HkyZPJzMyMjh071uH4+Xw+9e/fn0xMTAgAPXr0SMwnIiKC1NTUaNSoUTRu3DhSU1Oj33//neXj4OBAZmZmrNi3bdsm9llqampkbW1NTk5O1LVrV3JycqL6+voOxf706VOaOnUq6evrU5cuXcjf31/M59mzZ/Ttt9+SoaEhOTs7k56eHrm6ulJDQwPLLy0tjXr16kX9+vWjyZMnk6mpKZ07d47l4+/vTyoqKmRnZ0e6uro0YsQIqqys7FDsREQhISFkYmJCPB6PALD6g4hdu3aRsrIy2dra0ujRo0ldXZ0SEhJYPs3NzbRo0SJSUVGhCRMm0MiRI2nSpEnU1NRERESlpaXk4uJChoaG5OjoSAMGDCB9fX0SCAQdjl0oFJKrqysZGhqSsrIybdy4UcynsLCQBgwYQMbGxuTk5ERaWlo0c+ZMam5uZvldvXqV9PT0yNzcnFxdXcnMzIyuXbsm8XOXLVtG8vLyZGlp2eHYiYgCAwPJyMiIjI2NSUFBQaJPQEAAKSsrk729PQ0fPpx69OhBKSkpLJ/6+nqaNWsWqamp0aRJk2jYsGE0ffr0T/b5FO7evUsODg7E4/FIVlaWgoODxXzu3LlDPB6P+vbtS5MmTSJ1dXVavHixmN/p06dJU1OTLC0tydnZmfr3709ZWVnM6w8ePCBjY2Pi8Xjk6upKxsbGZGxsTEKhsMPxBwQEUM+ePcnIyIj09fUl+ixZsoRUVFRo4sSJZGlpSQYGBpSTk8O8np6ezrrXTJs2jb755hsCQIWFhYzf5cuXqVu3bmRlZUWWlpakoaHRbt/6GFJSUmjMmDFkampKAOjEiRNiPjdu3CB9fX2ysLAgR0dH6tKlC61bt47ls3jxYlbs7u7uBID+/ve/Mz4rV64kPT09Gjt2LNnY2JCysjIFBgZ2OHaitnuYnp4eGRgY0IABA8Reb2lpIR8fH1JTUyNHR0eysLAgHo/HatOkpCSxtjczMyNZWVkqLS0VqzM5OZmUlZUJwGf1m/8GnMD5gOLiYoqMjKTa2loaN26cRIHzww8/kImJCVVVVRFR2w3PysqKfvzxR8ZHJHAkPeREVFdXk6GhIeshUVdXRxcuXOhw/EeOHKHc3Fy6fv26RIHz5MkTkpeXZ91EY2JiSFlZmUpKShibg4ODRIHxPpqamrRixQqmXFxcTJ07d6bDhw93KPbc3Fzi8/nU0NBAAwcOlPj5Hh4eZGlpSXV1dUTU1oZmZma0efNmxqesrIw0NTVpyZIl1NraSkREVVVVlJiYyPicP3+eOnXqRDdv3iSiNtHau3dvWrZsWYdiJyIKDQ0loVBIp06dkvjbZ2dnU6dOnVg30YMHD5KmpibTl4iI1q5dS5qamlRQUMDYEhISGOH48OFDOn36NPNaa2sr+fr6kq6ubodjz8jIoJiYGGpubiYjIyOJAmf8+PFkY2NDjY2NRNTWZj179qR9+/YxPo8fPyZVVVVau3YtYysvL6fr16+L1RcfH0/9+vWjOXPmfLbA2bdvHz158oRCQkIkCpykpCQCwOoDW7ZsIUNDQ+b7EBEtWLCADAwM6OnTp4zt/bb+WJ9PQSAQ0Llz56ilpYVUVFQkCpxBgwaRm5sbtbS0EFGb0FdXV2cNTHJyckheXp52797N2EpKSujWrVtM2dPTkwYPHszcb5qammjQoEHk6enZ4fh37dpFL168oK1bt0oUONHR0SQrK8sSWv7+/mRubv6H9Y4ZM4ZsbGyYcm1tLeno6LDuC/PnzycDAwPWb/gpJCQkUGJiItXV1bUrcAwMDGju3LlMuaCggJSUlOjKlSvt1iu6B9y5c4exHThwgN69e8eUjx8/TjIyMiyfT2X79u306tUrWrlypUSBExoaSkpKSqx7ydy5c2nUqFF/WO/AgQNp8uTJYvaKigoyNjamrVu3cgLnf532BM6gQYPERk+bNm0iTU1N5oEqEjhxcXEUFxfHUswigoODSU5Ojl6/fv3FY29P4MTGxhIA1me2traSnJwc7dmzh7E5ODiQp6cnnTp1ipKTk6mmpoZVT0tLC6mpqdH+/fsZW2NjI6moqFBoaOhnx9+ewOnZsyetX7+eZVu2bBmZmpoy5Y0bN1LXrl2ptra23fpnzJghdpFv2LCBunfv/pmRU7sCJzQ0lDp37sw8pIiI3r59SwAoKiqKiNpu4mpqarRly5ZP+sz4+HgCIHHE9am0J3BUVVUpKCiIZfP29iYrKyumLBpRimab2uP58+ekp6dHWVlZtGjRos8WOCLaEzg///yz2G9bWFhIAOjixYtE1CaM5eTk6ODBg+3W/zE+n4MkgVNXV0cyMjL022+/sexOTk7k6OjIlGfPnk39+/f/w/rd3d3JxcWFZXN2diYPD4/PjJzaFTg//fQT9e3bl2W7efMmAWCJnvcRCoUkIyNDR48eZWxxcXEEgCUsHzx4QADo8uXLnxV7ewLn2bNnBEBsltXa2pq8vLzarc/JyYmGDh36h5/Z1NREMjIydOjQoY4H/v+0J3B8fX3J2tqaZUtISCAAYqsJIjIyMggAxcfHi702ZcoUWrNmDfN8+asLHC7JuAPo6enh/v37LNv9+/dRXl6O58+fMzZZWVls2bIFQUFBMDc3x9SpU1FfX8+8LhAIYGlpCSUlJSQkJODKlSsoLy+XeuyieEU8fPgQTU1NuHv3Lss3KSkJoaGh8Pb2Bo/Hw7lz55jXOnXqhH379mHHjh3Yvn07wsPD4eLiAhsbG8yYMUOq8Utqe6FQiLq6OgBt7Tpq1Cg0NTUhPj4eSUlJqKysZL0nJydHLG/C3Nwcr1+/xsuXL6UWe0tLC4RCISt2AEzb3759G9XV1bC3t8edO3dw5swZ5OXl/Wndly9fRo8ePb5I/lZ7tNf27/cbgUAAW1tbVFdXIy4uDgKBADU1Naz3tLa2YubMmVi6dCkGDx4stXg/jL2iogJlZWWs2IH/tH1qaiqamppgb2+P9PR0xMXF4cGDB6x6PsbnS6OoqAgNDQ1W24v60Ydtb29vj7KyMpw5cwbJycnMNSHi3//+N/Lz87F8+XIcOnQIy5YtQ0FBATZs2CC1+PX09FBSUoLq6mrG9mHbf0h4eDjU1dUxZcoUxpaTkwN1dXVWjkyfPn2gqKiInJwcqcSupaUFOTk5VtvX19ejuLi43dhfvHiB8+fPw8/P7w/rTkxMBBF9kfyt9tDT00NxcTEaGhoYm+i7ZGdnS3xPWFgYDAwMxPJ59u/fj6dPnyIgIEBq8X5puCTjDvCvf/0LY8eOhZeXF2xsbJCZmQmBQACgLYmsZ8+e0NHRQXZ2NpN0W1RUBCsrKwQEBGDbtm0A2pJNm5ubYWlpCSMjI1RXVyM7OxvBwcGYOXOmVGIfOnQoJk2ahOnTp2P58uWQk5PDr7/+Cm1tbZYI8Pf3h62tLTp37gwiwvLly+Hp6Yn79+9DR0cHAGBmZgYNDQ2cOHECWlpayMvLw7x58yAvLy+V2AFg7dq1cHNzQ7du3TB06FBcv34deXl5ICJUVVVBSUkJZWVl6NKlCywtLdGnTx+UlZXh4cOHiIyMZBIgKysrxRKrNTU1AbQlTou+45fEzs4OI0aMgLOzM5YsWYLm5mYcPHgQGhoaTNuLHsC//PILcnNz0bt3b6SkpGD48OGIiYmReOrolStXsHfvXhw8ePCLx/w+69atg7e3NxQUFGBhYYELFy7g+fPnaGhoQENDAxQUFFht369fPzx79gwvX77EsWPHYGtrCwDYvHkziAg//fSTVON9Hw8PD2zbtg12dnZYsGABqqurERYWBlVVVVbby8jI4B//+AeEQiH09PQgEAjg4uKCI0eOoFOnTh/lIw3WrVuHFStWoKmpCX369MGpU6dQW1vLumbLyspQUFAAKysrmJubo6ioCDU1NTh58iSGDh0KANDW1saQIUMQGxuLwsJC5ObmwtraWqrC2NvbG7t374a9vT18fHzw6tUrHDlyBHJycmIDD6BNvB06dAizZs1iJc5LumYBQENDA2/fvpVK7PLy8li1ahXWrFmDN2/ewMDAAFFRUZCVlZUYOwBERkZCSUkJ33//fbv1lpWVYd68eZg6darEDQRfigULFuDXX3/FxIkT4enpiadPn+L48eMAIDH+uro6HDt2DEuXLmX15ZycHAQEBCAlJUXixom/KtwMTgf47rvvkJubC0NDQwgEAhgaGmLXrl0AwGSU9+rVi7WjiMfjwdvbG3FxcYxNUVERGRkZOHDgABISEpCcnIy1a9fCz89PqjM5p0+fxsaNG1FQUIDc3FyEhobC0NCQlQ1vZ2fH7KyQkZHBhg0bUFlZyRJyEyZMgIuLC27duoX4+HgkJydjx44dCA4OllrsTk5OyMzMRLdu3SAQCDB48GCsX78ewH/aXlFREampqYiOjsa5c+eQkZEBX19feHl5MSMZBQUFsZkFUflL7EaShKysLK5evQp/f3/k5OSgqKgIfD4fXbt2ZcUOtLV5bm4uzp49i5ycHKSkpCAoKEiszps3b8LNzQ0rVqyAj4+PVOIWMWPGDCQnJ0NeXp6ZqRGJZJHwUlRUREpKCi5evIj4+HjcvXsXrq6ujGAvLi7Ghg0b4OjoiOPHj4PP50MoFKKiogJ8Pp81w/IlUVJSwq1btzB37lxkZmaipKQEZ86cgYyMDKvtiQjdu3fH7du3ER8fj4yMDMTExCAiIuKjfaTBkiVLcOHCBTQ1NeHGjRuYNm0aZs+ezbpmFRUVkZaWhtTUVMTFxSE3NxdWVlaYM2cO4+Pl5YUXL16goKAAZ86cQUFBAV68eAFvb2+pxa6uro67d+/C3d0daWlpePv2LeLi4tDc3CxxB8758+dRUlICX19fll3SNQu0XbfSumaBtlmv48ePo7KyEikpKVi8eDGcnZ3b3T0UHh6O77//vt3dXW/evIG9vT0MDQ2l2mcAQEdHB/fu3YO9vT1SUlLQ2NjICBxJ8Z88eRJVVVWsPgO0CaXRo0cjMzMTfD4fV65cAQCm//9V+d+RYn8xTE1NsWnTJqa8bt06aGhowNDQsN33dOnSBa9evWLKPB4P3bt3x+jRoxmbu7s7Vq5ciby8PJb9S9K5c2fMnj0bs2fPBgC8e/cOOTk5f7i0pKSkBFlZWSb+7OxsVFRUYOrUqYyPgYEBrK2tcfXqVSxatEgqsQOAhYUFLCwsmPLChQthYmLCbIfl8XiorKxkbR93d3fH9u3bUVRUhP79+4PH4+HJkyeseh8/fgx5eXmJ20S/FPLy8pg/fz5TLi0tRXFxMbMdXrQ92M3NjTl2QF9fH9bW1sjMzGTVlZaWBgcHByxcuBCbN2+WWszvY2VlBSsrK6bs6enJamcejwd1dXWYmJgwNnd3d4SEhKCkpAQyMjJwd3dHZmYm830ePXqEiooKxMbGwsLCQmqzCcrKyliyZAlTvnfvHqqrq8Xa3t3dnfExMzPDN998g8zMTMydO/ejfKTFmDFjMGbMGKZsb2/POkaBx+OhR48e0NXVBdC2jOzm5oZZs2ahvr4eioqKuHbtGrZs2cJsE5aTk4OrqyvWrFkjtbgBoGvXrqwZO4FAACKSeAxEWFgYhg8fLrZ0w+PxUF5ejtraWigrKwNom22tqqqCsbGxVOOfOHEiJk6cyJQ3bdokMfZr166hsLAQR48elVhPRUUFxo8fD1VVVZw7d475HtJEU1MT//znP5nymTNnAKDdtndwcBB7jg0bNgzPnz9HbGwsAOD169cAgEuXLkFVVRVDhgyRTvCfCTeD0wGqqqrQ2NjIlN++fYuwsDD4+voyD6UPz5BpaWnB6dOnmaliAHB2dkZFRQVKS0sZW35+PoA2sSAtRJ1TxP79+yEnJ4fp06cDaBM876+XA2BGXKL4RfGJ4gXazp0pLCyUqkCoqKhAS0sLU37x4gWioqIwb948xubs7Cy25p+fnw8ZGRno6+sDABwdHXHp0iXW1Pbx48dhb28v1SnYD9t+586d0NLSwuTJkwG05RT07dtXYr7F+30iPT0dDg4OWLBgAX7++Wepxfs+5eXloPf+dV1RURFiY2PF2v7DNf/8/HwoKChAS0sLRkZG4PP5rD97e3sYGxuDz+dLPHvnS/Fh2wcGBsLY2Bjjxo0D0LZ8q6Ojw2r7uro6PH78mGn7j/H5b8R++/ZtJCYmirW9UChEa2srY8vPz4eWlhYzw2FgYMC6ZkU+0rxmAcn93tLSEpaWlix7aWkpzp49KzF/xc7ODjIyMjh16hRj+/3336GgoMD8htLgw9gTExNx584diTGGhYXBwsKCNQgQIRI3ysrKOH/+/H/t/Jj3429tbcWuXbtga2srdtZSUVERrl27JvF7BQYGsq5Z0ax5UFCQVEX958LN4EiAz+cDaLvYmpqawOfzoaKiAmdnZ8Y+c+ZMTJ8+HZ07d0ZwcDB4PB4r+Wrnzp0QCoWwtbVFp06dcPToUTx//hyHDh1ifMaPHw83NzfY29szeQGBgYGYN28eevfu3aHYc3NzkZubi4KCAgBtwkRLSwvDhg1j6ly9ejVkZWUxZMgQpKenIzIyEr/99hszcn779i3s7OwwefJkmJiYID8/H/v27cMPP/zAXLi9evXCrFmz4Ofnh3v37qFHjx44ceIEysvLWaPkT6GxsRExMTFMDAUFBeDz+dDQ0GAOgRMKhfD398e0adPQ1NSEvXv3YuTIkfjxxx+ZeqZOnYqQkBDWmv+OHTuwatUqdO3aFQDg6+uL0NBQ2NnZwcfHBzdu3EB6ejpSUlI6FDsAZGVl4cGDB8yU7cmTJ6GgoIDRo0czyd2LFi1Cz549YW5ujqSkJERHR+P06dOsw9j27NkDd3d3NDQ0gMfj4eTJk6iursby5csBtN2IRKJg0KBBTH8F2j+Y68+oqanB2bNnAfxnRo/P50NHRwc2NjYA2h6qW7Zswd/+9jfU1NRg9+7dcHV1ZS0lzJkzBxEREaw1/507d2Ljxo2sw8W+NKmpqXj8+DHS09PR2trKtImdnR2TWzVz5kx8++236NOnD86fP49Lly7h4sWLjKCVlZXFnj174Ofnh9evX0NfXx9HjhyBiooKM+v2MT6fyvuHgjY3NyMjIwN8Ph9GRkYYPnw4gLaHamRkJFxdXfH69WsEBQVh/vz5cHNzY+pZunQpoqKi4OLiAjc3NwiFQuzevRv79u1jfNasWQMfHx/IysrC0tISmZmZCA8PR2RkZIdiB9o2I7x8+RLZ2dmoq6tj2v79Q+BcXFyYZZmTJ08iKysLiYmJYnUdPnwYysrKrJlhEbq6uli1ahUWLlyIJ0+eoKWlBVu3bsX69euZ3/hTKSkpgUAgQFNTE4C2A1Kbm5thamrK5MacOHECV65cwYQJE/D06VMEBQVh7dq1YjPslZWViI6Oxi+//CLxsxwcHFBYWIjAwEDEx8cz9oEDB3b4gNSLFy/izZs3yM/PR2VlJdP2U6ZMYXIhx48fDw8PD+jo6ODYsWN49OgRkpKSxOoKDw+HtrY285z7GuD+m7gEJCWHaWlpYe/evUw5Pz8fYWFhqKysxOjRo+Hp6Sl2GujFixeRkJCAuro69OvXD97e3mInura0tODIkSMQCARQU1PD2LFjmdF8R4iOjkZ0dLSYfcGCBcz0dktLCyIiIpCSkgI9PT14eXnB1NSU5V9eXo7IyEjcu3cP2tramDBhgtgFTUSIiYnB9evXUV1djT59+mDOnDkdXmKorq6WOHrg8XisJZisrCwcPnwY9fX1GDduHDw8PFinSANtYik8PBxpaWlQV1fHhAkTxE7KrampQXBwMHJzc6GjowM/Pz/W0sqnEhERgQsXLojZV65cyewWamxsxMGDB5GZmQkjIyP4+PjAyMhI7D3Z2dk4dOgQKioqYGZmBj8/PybB8u7du9i6davEGLZt2yaxvj+jtLQUS5cuFbObm5tj9erVTDk1NRVRUVFoaWlhcrA+pK6uDiEhIcjKykL37t3h7OzMWlr5kIiICBQWFn7WMtuePXskitNNmzYxv2ltbS3ze4v6qqRk8rS0NERFReHdu3cYMGAAfH19xfIpPsbnYyksLJS4RDRixAjWYCExMREnTpyArKwsXFxcYGdnJ/aeqqoqHDhwAHl5edDW1oaHhwdr1hhou36io6NRUlICPT09eHh4fFai6+bNmyXuYtq9eze0tbUBtA1Y9u/fD6FQiP79+2Pu3LkSE4bXrVuH7t27/+EgKTY2FvHx8ZCRkYGLiwucnJw6HPvt27eZTR/v4+DgwMppO3v2LOLi4qCsrAwPDw989913Yu9JTU3Fnj17EBwcLHGQ0V7SsaenZ7unP/8Zq1evRlFRkZg9JCSE6Y+vXr3C/v37UVxcjIEDB2LOnDkSTxb39/dHv379xHKfJFFQUICAgADWb/xXhBM4HBwcHBwcHF8dXA4OBwcHBwcHx1cHJ3A4ODg4ODg4vjo4gcPBwcHBwcHx1cEJHA4ODg4ODo6vDk7gcHBwcHBwcHx1cAKHg4ODg4OD46uDEzgcHBwcHBwcXx2cwOHg4ODg4OD46uAEDgcHBwcHB8dXBydwODg4ODg4OL46OIHDwcHBwcHB8dXBCRwODg4ODg6Or47/A3JyJr2cK4mOAAAAAElFTkSuQmCC", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res.plot_cusum_squares()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 2: Quantity theory of money\n", "\n", "The quantity theory of money suggests that \"a given change in the rate of change in the quantity of money induces ... an equal change in the rate of price inflation\" (Lucas, 1980). Following Lucas, we examine the relationship between double-sided exponentially weighted moving averages of money growth and CPI inflation. Although Lucas found the relationship between these variables to be stable, more recently it appears that the relationship is unstable; see e.g. Sargent and Surico (2010)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T11:27:49.575938Z", "iopub.status.busy": "2026-07-29T11:27:49.575476Z", "iopub.status.idle": "2026-07-29T11:27:50.523323Z", "shell.execute_reply": "2026-07-29T11:27:50.522222Z" } }, "outputs": [], "source": [ "start = \"1959-12-01\"\n", "end = \"2015-01-01\"\n", "m2 = DataReader(\"M2SL\", \"fred\", start=start, end=end)\n", "cpi = DataReader(\"CPIAUCSL\", \"fred\", start=start, end=end)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T11:27:50.525817Z", "iopub.status.busy": "2026-07-29T11:27:50.525579Z", "iopub.status.idle": "2026-07-29T11:27:50.601825Z", "shell.execute_reply": "2026-07-29T11:27:50.600583Z" } }, "outputs": [], "source": [ "def ewma(series, beta, n_window):\n", " nobs = len(series)\n", " scalar = (1 - beta) / (1 + beta)\n", " ma = []\n", " k = np.arange(n_window, 0, -1)\n", " weights = np.r_[beta**k, 1, beta ** k[::-1]]\n", " for t in range(n_window, nobs - n_window):\n", " window = series.iloc[t - n_window : t + n_window + 1].values\n", " ma.append(scalar * np.sum(weights * window))\n", " return pd.Series(ma, name=series.name, index=series.iloc[n_window:-n_window].index)\n", "\n", "\n", "m2_ewma = ewma(np.log(m2[\"M2SL\"].resample(\"QS\").mean()).diff().iloc[1:], 0.95, 10 * 4)\n", "cpi_ewma = ewma(\n", " np.log(cpi[\"CPIAUCSL\"].resample(\"QS\").mean()).diff().iloc[1:], 0.95, 10 * 4\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After constructing the moving averages using the $\\beta = 0.95$ filter of Lucas (with a window of 10 years on either side), we plot each of the series below. Although they appear to move together prior for part of the sample, after 1990 they appear to diverge." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T11:27:50.603835Z", "iopub.status.busy": "2026-07-29T11:27:50.603604Z", "iopub.status.idle": "2026-07-29T11:27:51.036833Z", "shell.execute_reply": "2026-07-29T11:27:51.035836Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(13, 3))\n", "\n", "ax.plot(m2_ewma, label=\"M2 Growth (EWMA)\")\n", "ax.plot(cpi_ewma, label=\"CPI Inflation (EWMA)\")\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T11:27:51.043124Z", "iopub.status.busy": "2026-07-29T11:27:51.042900Z", "iopub.status.idle": "2026-07-29T11:27:51.095082Z", "shell.execute_reply": "2026-07-29T11:27:51.093776Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Statespace Model Results \n", "==============================================================================\n", "Dep. Variable: CPIAUCSL No. Observations: 141\n", "Model: RecursiveLS Log Likelihood 692.253\n", "Date: Wed, 29 Jul 2026 R-squared: 0.812\n", "Time: 11:27:51 AIC -1380.507\n", "Sample: 01-01-1970 BIC -1374.609\n", " - 01-01-2005 HQIC -1378.110\n", "Covariance Type: nonrobust Scale 0.000\n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const -0.0034 0.001 -5.997 0.000 -0.004 -0.002\n", "M2 0.9132 0.037 24.466 0.000 0.840 0.986\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 138.22 Jarque-Bera (JB): 18.29\n", "Prob(Q): 0.00 Prob(JB): 0.00\n", "Heteroskedasticity (H): 5.36 Skew: -0.81\n", "Prob(H) (two-sided): 0.00 Kurtosis: 2.28\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Parameters and covariance matrix estimates are RLS estimates conditional on the entire sample.\n" ] } ], "source": [ "endog = cpi_ewma\n", "exog = sm.add_constant(m2_ewma)\n", "exog.columns = [\"const\", \"M2\"]\n", "\n", "mod = sm.RecursiveLS(endog, exog)\n", "res = mod.fit()\n", "\n", "print(res.summary())" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T11:27:51.097154Z", "iopub.status.busy": "2026-07-29T11:27:51.096954Z", "iopub.status.idle": "2026-07-29T11:27:51.738616Z", "shell.execute_reply": "2026-07-29T11:27:51.737429Z" } }, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res.plot_recursive_coefficient(1, alpha=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The CUSUM plot now shows substantial deviation at the 5% level, suggesting a rejection of the null hypothesis of parameter stability." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T11:27:51.742380Z", "iopub.status.busy": "2026-07-29T11:27:51.741534Z", "iopub.status.idle": "2026-07-29T11:27:52.544937Z", "shell.execute_reply": "2026-07-29T11:27:52.544212Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res.plot_cusum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, the CUSUM of squares shows substantial deviation at the 5% level, also suggesting a rejection of the null hypothesis of parameter stability." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T11:27:52.549214Z", "iopub.status.busy": "2026-07-29T11:27:52.548776Z", "iopub.status.idle": "2026-07-29T11:27:53.379841Z", "shell.execute_reply": "2026-07-29T11:27:53.378996Z" } }, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res.plot_cusum_squares()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 3: Linear restrictions and formulas" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Linear restrictions\n", "\n", "It is not hard to implement linear restrictions, using the `constraints` parameter in constructing the model." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T11:27:53.390286Z", "iopub.status.busy": "2026-07-29T11:27:53.390072Z", "iopub.status.idle": "2026-07-29T11:27:53.429194Z", "shell.execute_reply": "2026-07-29T11:27:53.426321Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Statespace Model Results \n", "==============================================================================\n", "Dep. Variable: WORLDCONSUMPTION No. Observations: 25\n", "Model: RecursiveLS Log Likelihood -134.231\n", "Date: Wed, 29 Jul 2026 R-squared: 0.989\n", "Time: 11:27:53 AIC 276.462\n", "Sample: 01-01-1951 BIC 281.338\n", " - 01-01-1975 HQIC 277.814\n", "Covariance Type: nonrobust Scale 137155.014\n", "==================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "----------------------------------------------------------------------------------\n", "const -4839.4836 2412.410 -2.006 0.045 -9567.721 -111.246\n", "COPPERPRICE 5.9797 12.704 0.471 0.638 -18.921 30.880\n", "INCOMEINDEX 1.115e+04 666.308 16.738 0.000 9847.000 1.25e+04\n", "ALUMPRICE 5.9797 12.704 0.471 0.638 -18.921 30.880\n", "INVENTORYINDEX 241.3452 2298.951 0.105 0.916 -4264.515 4747.206\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 6.27 Jarque-Bera (JB): 1.78\n", "Prob(Q): 0.01 Prob(JB): 0.41\n", "Heteroskedasticity (H): 1.75 Skew: -0.63\n", "Prob(H) (two-sided): 0.48 Kurtosis: 2.32\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Parameters and covariance matrix estimates are RLS estimates conditional on the entire sample.\n" ] } ], "source": [ "endog = dta[\"WORLDCONSUMPTION\"]\n", "exog = sm.add_constant(\n", " dta[[\"COPPERPRICE\", \"INCOMEINDEX\", \"ALUMPRICE\", \"INVENTORYINDEX\"]]\n", ")\n", "\n", "mod = sm.RecursiveLS(endog, exog, constraints=\"COPPERPRICE = ALUMPRICE\")\n", "res = mod.fit()\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Formula\n", "\n", "One could fit the same model using the class method `from_formula`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T11:27:53.431630Z", "iopub.status.busy": "2026-07-29T11:27:53.431420Z", "iopub.status.idle": "2026-07-29T11:27:53.500048Z", "shell.execute_reply": "2026-07-29T11:27:53.497576Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Statespace Model Results \n", "==============================================================================\n", "Dep. Variable: WORLDCONSUMPTION No. Observations: 25\n", "Model: RecursiveLS Log Likelihood -134.231\n", "Date: Wed, 29 Jul 2026 R-squared: 0.989\n", "Time: 11:27:53 AIC 276.462\n", "Sample: 01-01-1951 BIC 281.338\n", " - 01-01-1975 HQIC 277.814\n", "Covariance Type: nonrobust Scale 137155.014\n", "==================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "----------------------------------------------------------------------------------\n", "Intercept -4839.4836 2412.410 -2.006 0.045 -9567.721 -111.246\n", "COPPERPRICE 5.9797 12.704 0.471 0.638 -18.921 30.880\n", "INCOMEINDEX 1.115e+04 666.308 16.738 0.000 9847.000 1.25e+04\n", "ALUMPRICE 5.9797 12.704 0.471 0.638 -18.921 30.880\n", "INVENTORYINDEX 241.3452 2298.951 0.105 0.916 -4264.515 4747.206\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 6.27 Jarque-Bera (JB): 1.78\n", "Prob(Q): 0.01 Prob(JB): 0.41\n", "Heteroskedasticity (H): 1.75 Skew: -0.63\n", "Prob(H) (two-sided): 0.48 Kurtosis: 2.32\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Parameters and covariance matrix estimates are RLS estimates conditional on the entire sample.\n" ] } ], "source": [ "mod = sm.RecursiveLS.from_formula(\n", " \"WORLDCONSUMPTION ~ COPPERPRICE + INCOMEINDEX + ALUMPRICE + INVENTORYINDEX\",\n", " dta,\n", " constraints=\"COPPERPRICE = ALUMPRICE\",\n", ")\n", "res = mod.fit()\n", "print(res.summary())" ] } ], "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": 4 }