{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 🐷 Susie Basic Timing and Ephemeris Object Usage" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "🔵 Import the necessary python libraries and Susie objects." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from susie.timing_data import TimingData\n", "from susie.ephemeris import Ephemeris\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 🔵 Basic Usage\n", "\n", "The basic creation and usage of the **TimingData** and **Ephemeris** objects. This will assume the following:\n", "\n", "1. Your data is in JD TDB timing format and system\n", "2. You have both transit and occultation data\n", "3. You have mid time uncertainties included in your data\n", "\n", "We will pull this data from the repository below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🔷 **STEP 1:** Download the timing data (that includes occultations) from the GitHub repository" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "url = 'https://raw.githubusercontent.com/BoiseStatePlanetary/susie/refs/heads/main/example_data/wasp12b_tra_occ.csv'\n", "\n", "# Read the CSV file directly from the URL\n", "data = pd.read_csv(url)\n", "tra_or_occs = np.array(data[\"tra_or_occ\"])\n", "epochs = np.array(data[\"epoch\"].astype('int'))\n", "mid_times = np.array(data[\"mid_time\"])\n", "mid_time_errs = np.array(data[\"mid_time_err\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🔷 **STEP 2:** Add your transit and occultation data to the TimingData object." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Create new transit times object with above data\n", "timing_obj1 = TimingData('jd', epochs, mid_times, mid_time_uncertainties=mid_time_errs, tra_or_occ=tra_or_occs, time_scale='tdb')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🔷 **STEP 3:** Create the Ephemeris object and add your TimingData object." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "ephemeris_obj1 = Ephemeris(timing_obj1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🔷 **STEP 4:** Fit your transit time data to an ephemeris model. You can specify what type of model with the options 'linear' or 'quadratic'." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### 🔹 The **Linear** Model" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/maliabarker/Desktop/susie/notebook_env/lib/python3.12/site-packages/susie/ephemeris.py:100: RuntimeWarning: divide by zero encountered in divide\n", " period_tra = np.divide(mid_time_diff_tra, epochs_diff_tra)[-1] if x[tra_mask].size > 0 else np.nan\n" ] } ], "source": [ "# Getting a linear model will solve for period and conjuction time (and their respective errors)\n", "linear_model_data = ephemeris_obj1.fit_model('linear')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### 🟢 EXAMPLE\n", "Calling `fit_model` will return a dictionary of data. Below is an example of the dictionary returned for `linear_model_data`:\n", "\n", "```\n", "{'period': 1.0914196400440928,\n", " 'period_err': 4.21033087274383e-08,\n", " 'conjunction_time': 0.0023543850341696416,\n", " 'conjunction_time_err': 9.256430832207615e-05,\n", " 'model_type': 'linear',\n", " 'model_data': array([2.35438503e-03, 2.53757421e+02, 2.58123099e+02...])}\n", "\n", "```" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Uncomment this ↓↓↓↓ to see the real data!\n", "\n", "# for key, value in linear_model_data.items():\n", "# print(f\"{key}: {value}\\n\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### 🔹 The **Quadratic** Model\n", "\n", "We can do the same process for a quadratic model by specifying 'quadratic' for the model type instead of linear. The same process above is shown below for the quadratic model." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/maliabarker/Desktop/susie/notebook_env/lib/python3.12/site-packages/susie/ephemeris.py:234: RuntimeWarning: divide by zero encountered in divide\n", " period_tra = np.divide(mid_time_diff_tra, epochs_diff_tra)[-1] if x[tra_mask].size > 0 else np.nan\n" ] } ], "source": [ "# Getting a quadratic model will solve for period, conjuction time, and period change per epoch (and their respective errors)\n", "quadratic_model_data = ephemeris_obj1.fit_model('quadratic')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### 🟢 EXAMPLE\n", "Below is an example of the dictionary returned for `quadratic_model_data`:\n", "\n", "```\n", "{'period': 1.0914217244026556,\n", "'period_err': 1.543206321797526e-07,\n", "'conjunction_time': 0.0005511865218625013,\n", "'conjunction_time_err': 0.00014528672879359023,\n", "'period_change_by_epoch': -9.902087992310958e-10,\n", "'period_change_by_epoch_err': 7.206633676288036e-11,\n", "'model_type': 'quadratic',\n", "'model_data': array([5.51186522e-04, 2.53756075e+02, 2.58121761e+02, 3.20878495e+02...])}\n", "```" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Uncomment this ↓↓↓↓ to see the real data!\n", "\n", "# for key, value in quadratic_model_data.items():\n", "# print(f\"{key}: {value}\\n\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### 🔹 The **Precession** Model" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/maliabarker/Desktop/susie/notebook_env/lib/python3.12/site-packages/susie/ephemeris.py:369: RuntimeWarning: divide by zero encountered in divide\n", " period_tra = np.divide(mid_time_diff_tra, epochs_diff_tra)[-1] if x[tra_mask].size > 0 else np.nan\n" ] } ], "source": [ "# Getting a quadratic model will solve for period, conjuction time, and period change per epoch (and their respective errors)\n", "precession_model_data = ephemeris_obj1.fit_model('precession')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### 🟢 EXAMPLE\n", "\n", "Below is an example of the dictionary returned for `precession_model_data`:\n", "\n", "```\n", "{'period': 1.0914196985313172,\n", " 'period_err': 1.32187600804159e-07,\n", " 'conjunction_time': 2456305.45536,\n", " 'conjunction_time_err': 0.00015706406134456078,\n", " 'eccentricity': 0.0010000000000000009,\n", " 'eccentricity_err': 0.0005602519531796543,\n", " 'pericenter': 2.0,\n", " 'pericenter_err': 0.4577749036402396,\n", " 'pericenter_change_by_epoch': 0.001,\n", " 'pericenter_change_by_epoch_err': 0.0003538492772010009,\n", " 'model_type': 'precession',\n", " 'model_data': array([2454515.52672922, 2454769.28250952, 2454773.64818754...])}\n", "```" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Uncomment this ↓↓↓↓ to see the real data!\n", "\n", "# for key, value in precession_model_data.items():\n", "# print(f\"{key}: {value}\\n\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🔷 **STEP 5:** Get BIC Values\n", "\n", "We can get the BIC value for a specific model fit using the model data dictionaries returned from the `fit_model` method." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Linear Model BIC: 386.71897985393696\n", "Quadratic Model BIC: 184.99006009832587\n", "Precession Model BIC: 398.67927230204737\n" ] } ], "source": [ "linear_bic_value = ephemeris_obj1.calc_bic(linear_model_data)\n", "quadratic_bic_value = ephemeris_obj1.calc_bic(quadratic_model_data)\n", "precession_bic_value = ephemeris_obj1.calc_bic(precession_model_data)\n", "\n", "print(f\"Linear Model BIC: {linear_bic_value}\\nQuadratic Model BIC: {quadratic_bic_value}\\nPrecession Model BIC: {precession_bic_value}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we can also get a $\\Delta$ BIC value using the method `calc_delta_bic`. We only need to specify which two models we would like to compare, with the second model BIC value being subtracted from the first model BIC value ($\\Delta$ BIC = BIC $_{model1}$ - BIC $_{model2}$). The function will create the models, calculate the BIC values, and return the $\\Delta$ BIC value for you!\n", "\n", "Keep in mind, it **ONLY returns the $\\Delta$ BIC value** and not the other data calculated." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Linear vs. Quadratic Δ BIC: 201.7289197556111\n", "Linear vs. Precession Δ BIC: -11.960292448110408\n", "Quadratic vs. Precession Δ BIC: -213.6892122037215\n" ] } ], "source": [ "lq_delta_bic_value = ephemeris_obj1.calc_delta_bic(\"linear\", \"quadratic\")\n", "lp_delta_bic_value = ephemeris_obj1.calc_delta_bic(\"linear\", \"precession\")\n", "qp_delta_bic_value = ephemeris_obj1.calc_delta_bic(\"quadratic\", \"precession\")\n", "\n", "print(f\"Linear vs. Quadratic \\u0394 BIC: {lq_delta_bic_value}\\nLinear vs. Precession \\u0394 BIC: {lp_delta_bic_value}\\nQuadratic vs. Precession \\u0394 BIC: {qp_delta_bic_value}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🔷 **STEP 6:** Plot your data!\n", "\n", "Now you can use the model data dictionaries for plotting methods. Available plotting methods include:\n", "\n", "* `plot_model`: This will plot the model predicted mid-times. This takes in a model data dictionary.\n", "* `plot_timing_uncertainties`: This will plot the range of uncertainties for the model predicted mid-times. This takes in a model data dictionary.\n", "* `plot_oc_plot`: This will plot the observed mid-times minus the linear model predicted mid-times (calculated with $x=E$, $y=T_0-PE$, $y_{\\rm err}=\\sigma T_0$) and a curve(s) with the quadratic term ($x=E$, $y=0.5 \\frac{dP}{dE} (E - {\\rm median} (E))^2$) or the precession terms ($$). This **DOES NOT** take a model data dictionary.\n", "* `plot_running_delta_bic`: This will plot how the $\\Delta$ BIC value changes as observations increase over time. This **DOES NOT** take a model data dictionary.\n", "* `plot_running_analytical_delta_bic_quadratic`: This will plot how both the numerical $\\Delta$ BIC value and the analytical $\\Delta$ BIC value changes as observations increase over time. This **DOES NOT** take a model data dictionary.\n", "* `plot_delta_bic_omit_one`: This omits one data point at a time for each epoch and calculates the corresponding change in $\\Delta$ BIC with that data point excluded." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### 🔹 Plot the model calculated mid-times" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "🔹 For the Linear Model" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Now we can plot this model\n", "ephemeris_obj1.plot_model(linear_model_data, save_plot=False)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "🔹 For the Quadratic Model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To see the quadratic effect in the data (which is very small compared to the linear term values) let's use the `subtract_lin_params` argument in the method below with the value `True`. This will subtract the linear terms from the data so we can see the pattern of the smaller quadratic terms. " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Now we can plot this model\n", "ephemeris_obj1.plot_model(quadratic_model_data, subtract_lin_params=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "🔹 For the Precession Model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To see the non-linear effect in the data, we subtract the linear parameters as we did above by setting `subtract_lin_params` to `True`. We can also set the argument `show_occultations` to `True` to see the occultations plotted seperately. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ephemeris_obj1.plot_model(precession_model_data, subtract_lin_params=True, show_occultations=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### 🔹 Plot the model uncertainties" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "🔹 For the Linear Model" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ephemeris_obj1.plot_timing_uncertainties(linear_model_data, save_plot=False)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "🔹 For the Quadratic Model" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ephemeris_obj1.plot_timing_uncertainties(quadratic_model_data, save_plot=False)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### 🔹 The O-C Plot" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ephemeris_obj1.plot_oc_plot(\"quadratic\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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X6oSGM847xTmo2MHHY8LEQoEov6K2DQXj2HAb/H68h7n7rmDVAEVPHRqB6D3E5FjBmOuH5+WMM85wWoff5Zqoyhc86VFfOwv0vYNhIg02IhmGEWBiAkwegIkyMLmJK5jxDz2LmMTB3ci50tuEnhF8QCs7BjhKjZlEccGO56OPPioybKJhKYX34Qg4ft6QsDJMPIEGMRqp+DswuYNrJk+139WyZUvxO9B7oRxRx86EP6AHCj2ymF0Qk5sEIkW+O9Cr5S7rJnoLXD0UmBkVvbS4oJcAQ1ExqQcaJ8FKpy95KzDzqTcjVDpW9Ax6QsoEiZ17NQatmt+L1w8mvcEFPRGYUAe38WRE4nWCIaPoRVN6IzGrrPR5MFB7PUnfj9etUn/8/diBl86btB22ZyksFUFPPm6nHIgJVHuVwJBCTMyFiVnqMyLRk4Teb+y8Yyfe1cOt5trDawqzeAaiDfl7bJ7OGx4jGjp4T5U8u+7wRS9fBiYefvhhYTT5UutV7b0SjwmjF5S4G0gKBcG4dzBMJMHhrAzDCHDUHD1GaCS6psnH8Cycd4PzraS09EqeffZZp/eYRRCROt34965IHRQp7BRH7zGTJRqyrmCBaSmrZ32gsYoZ9DB7J3q6qqqqnEJZffku6fgxe6aSp556CvwFO2g4l1CaNxoMsBOKWSCVhdlxBN21PICrzhjeiPNMsQOLHdFggfON0JuNAwnuvgfDzKROHg4KYLp9zFzqzpuA3gYMYUbPgDtjU9qXmt+LnUnXcEM0dDFU1VvZCqzbiH/7zDPPOK3HrJtoKATKg+nv9YQdZPyteB0rvZ2Y2RN/r5RBE0sW4DlfvHix07WD2UxdDapAtVdl2RL01L388stuM7vi8UgleiQPk6vnVk27RG8tGg5osLqWIVLuT20bcsWXY5PqpbqeWzROcD9oiLruB99L17EveqkFpxzg9bRgwQKf/k7tvRKNc7welUu4DLBA3jsYJhJhTyTDMHJo4htvvCHKRWCYGqY4x5Fw9D5iZxOTDWDSBdc5LwiOemNaeewE/vjjj3Kad2kkHMt6YDgrdlZxxBq9OxgKhHNZJK8npvbH0FM0VtE7iR4W7JijNwfXY8kE7DSpAY1GNGSxM4S/RZqbJqH2u9DQxZF5PFbsbGPaevQyuNZl9AVMCIRLMMGOIJapQD2ws4/eAdTEVTvsUKMXAH8/zt/C+VZoCKFOahOc+AMakJiGH3VALx+GIGNnGA1FDHfG45EMMuyU4jWC2+EcTOmaxO1+++03sQ2WuUAdMRwPQzuxc4cDF5gUAz2E0iBGfb8XO954TeIgBF67GDaIf4/JNLx1qtGLhiF66PHGY8O/xVBYnJuLoYHu2kygUHM94blFbwkaJXhNYFtFDxFe11gfUSrqjnPp0CjFgST0bGE7wrb92muv1fG+BbK9SmBJINQIjSg8p+jlREMLPW3vvfce5OTkiFqReP3g4ALOX8UOPIbY4/mW6pN6A/8WjXtsI/jb8T6Fhg16VbHMDN4DfWlD7vav9tiwBiSC1w22ATz/+LvxO1AH1AyvJwzLx+sT94Fh1tgO0KD2RS+14P0Z5wH7SjDulaEgUPcOholIwp0elmEYWmzdutV+ySWXiLTnUVFRIu07vleWkHBN847p4LGcAabOb9y4sf3mm292Sp+/evVqkSK9adOmotQA/o/7/Pvvv532hynr58yZI1KpR0dHi3316tVLlJIoLCyUt8Pv9FaGAVP1N2/e3G3ZBV+/C3/H1KlT7SkpKaJswqhRo+z79+/3ucSHN3wp8fHhhx+6/Q7XlPgLFiywN2vWTPy2008/3b5p06Y6+3zhhRdECQ38bbjdSSedZL/rrrucfn9Dfpe70gBK8DeNGDFCpNKPiYkR3z958mRxrEqwnAWWgMCyILhd+/bt7ffdd5/TNocPHxbXBOouXbdDhw4V5Q7U/l4sk4Dvu3fvLq5l1ARfP/fcc15LfEhlS2677TZxbeP3t2vXTpwfZdkIb9eumjIYDbmepJIeHTp0EMeXkZFhv+GGG9yW1MDf27p1a3GOevfuLcpSuF47vrQhNb9NAksqzJ8/337qqaeKkiV4v8BzecsttziVRTlw4IB8TeD1c8EFF9gPHTpUp126lviQWL58ub1///722NhYe1JSkr1Pnz6iDIevbchd+1N7bAiW1MDvwHIUrseJpXKwPA5qiQtqh9fOX3/95Zde3kp8eENNiY+G3isbUuLDXekNT7/LXfsLxL2DYSIRA/4TbkOWYRiGYRiGYRiG0QY8J5JhGIZhGIZhGIZRDRuRDMMwDMMwDMMwjGrYiGQYhmEYhmEYhmFUw0YkwzAMwzAMwzAMoxo2IhmGYRiGYRiGYRjVsBHJMAzDMAzDMAzDqMasflMGqa6uhkOHDonisgaDIdyHwzAMwzAMwzAMExCw+mNxcTE0bdoUjEbP/kY2In0EDcjmzZuH+zAYhmEYhmEYhmGCwv79+yE7O9vj52xE+gh6IKUTm5SUBJEMjlIozwlDA9aFLqwNTVgXurA2NGFd6MLa0KRYQ7oUFRUJh1l9x8pGpI9IIaxoQEa6EWmxWMT/MTEx4T4URgHrQhfWhiasC11YG5qwLnRhbWhi0aAu9U3bYyOS8RubzRbuQ2DcwLrQhbWhCetCF9aGJqwLXVgbmth0qAsbkYzfcGIhmrAudGFtaMK60IW1oQnrQhfWhiYGHerCRiTjN3psEHqAdaELa0MT1oUurA1NWBe6sDY0MehQFzYiGb/Ro2teD7AudGFtaMK60IW1oQnrQq8kQ1VVldCltLRUt0aLliklpIvJZAKz2dzgY2EjkvGbqKiocB8C4wbWhS6sDU1YF7qwNjRhXehQWVkJOTk5spGCBiUVY4WphZoucXFxkJWVJSf88Qc2Ihm/qaioEP9HR0eH+1AYBawLXVgbmrAudGFtaMK60KC6uhr27t0rPEtYGB4NAlyH4DqGnvfeFGZd0JjFgYf8/Hxx7bRr1w6MRqNf+2IjkvEbfnjQhHWhC2tDE9aFLqwNTVgXGqAxgEYj1vRDzxIiGZH+GgZMcKgmpEtsbKyIJti3b5+4hvwtO8JGJOM3PBJJE9aFLqwNTVgXurA2NGFdaKE0TKSwSYYWdmK6BMKYZSOS8Rt+eNCEdaELa0MT1oUurA1NWBe6UJlzx+hfFzYiGb/hkUiasC50YW1owrrQhbWhCetCF2oeL0a/urARyfgNPzxowrrQhbWhCetCF9aGJqwLXfTo8dIDBh3qEv7ZnYxmsVqtYmFowbrQhbWhCetCF9aGJqwLbY+XHr1e7njiiSegWbNm0L17d5FldNWqVUAVuw51YSOS8RtMUxzuVMVMXVgXurA2NGFd6MLa0IR1oe3x0qPXyx1//vknLFiwAH7//XeYN28ePPDAA0AVgw51YSOSYRiGYRiGYRiS7Nq1C0aOHAm9evWCQYMGQV5enmxEdujQQbxGj6RUi5EJDWxEMg2qeSPVvWHowLrQhbWhCetCF9aGJqwLXfQWNolJnG688UZ44YUXYPPmzTBx4kR48cUXxW/cuXMntG/fXhiPzz//PJx77rlAFbvOdEE4sQ7jN2YzXz4UYV3owtrQhHWhC2tDE9aFLnoLmfzkk09g27ZtcN5558lG5eTJk2Hv3r3idb9+/cBiscCwYcNgxowZQBWDznRB+C7A+A2n+KYJ60IX1oYmrAtdWBuasC500Zu3648//hDzHi+55BKn9cuXL4dRo0bB0qVL6/z+++67DwoKCqBbt25w7bXXAnVdjh49Ch07doSNGzdCq1atVO/z4osvhlNPPRXuuOMOCAcczsr4DT48+AFCD9aFLqwNTVgXurA2NGFd6KK3BC6ZmZnw1Vdfye+3bt0qz4fs2rVrne0PHjwo/m/UqBFs2LABtKDLI488AmPGjKljQA4ePFj+O+VyxRVXiM9nzZol/rawsBDCARuRTINGIqXRSIYOrAtdQqlNSZkVDL3fEAu+ZjzDbYYurA1NWBe66G3u3ZVXXim8iphAB0t5vP32216NyIceegjuueceGDFiBJx00klAXZfS0lJ45ZVXYMqUKXW237JlC8yfPx9ycnKclueee05s06VLF/EbpXMSatiIZPyGRyJpwrrQhbWhCetCF9aGJqwLXfTmiYyPjxfzIjGJDpbymDt3rli/ZMkSGDduXJ3t27ZtC0899ZRIvoPhrEowGRT+PW6D12+LFi2EJ08CB0amTp0K6enpEBMTAwMGDIBffvlF/hxDZ9FwjY2NhZSUFDEPs6SkxO1x33DDDeLv3emSnZ0Njz/+uHi9cuVKcSynnXZanYy0xcXFIhstemOVS0JCgrwdhvS+9957EA54TiTjNzwngiasC11YG5qwLnRhbWjCutBFT15If7jrrrs8fjZz5kx46aWX4MknnxQGHnr10DiVmD59OixbtgzeeOMNaNmypTA40aO5e/ducc3jvExcN3bsWGHgrVu3zu35xkRAaMTi5xLK7XD+42+//SZe4zZYusQVzESLCaxcDWFX+vTpIwxhPL5Qt0c2Ihm/4YcHTVgXurA2NGFd6MLa0IR1oQt6u6rLSqDa6CHY0GQCoyVGfovbesRoBGN0bL3bGmPjgTpo9C1cuBCeeeYZmDRpkliHoaCStxA9ilgm5PXXX4dzzjlHrEOD8+uvvxbhpkOHDoWqqirh/UQDE3EXTovMmzdPJLzp37+/vE7pHW7SpAnk5uaK1/v27YOmTZvW2cevv/4qSpegx1PJpZdeKsqdSODfVlZWiv1JxxUq2Ihk/MZqdcyz4ocJLVgXurA2NGFd6MLa0IR1oQt6vHaNyfD4eXyfEdDi0Y/l939f0BLs5aVut43rNhBaPlGb1Gb3ZR3BVnikznYdv3H/997Achxz5szxus2OHTvEXMhAgPtCbx0ag+74559/xHV9+umny+uioqKEpw//9vbbbxd/i4YjeieHDx8OEyZMgMaNGzvtBw3Njz76SGSIlbjuuuugd+/ecNVVV8kGLYbEImVlZSJ01p0RiZ7PBx980Gk9GqBKpP3g3MpQw0Yk4zcmkynch8C4gXWhC2tDE9aFLqwNTVgXumhlPiSWpcB6j95o06ZNwH6PlNW1Idc8eiUx4+uqVatg0aJFcO+998LPP/8MrVu3djJG0UiUvJQ4D/PDDz+EM844Q/4teCwXXXSReJ2amgrHjx93a0RimCrO3/TGsWPHxP9paWkQatiIZPwm0uPuqcK60IW1oQnrQhfWhiasC21t2n6aCyajB0PfZQDg5A/3ed6ZS0hs27d3QKBAo0eN4ePuWsN5jOgxxDIeiYmJYs5ijx494IcffvC4n/LycuG1W716NVx99dV1PsfQVovFAuvXr5fDQtEziYl1pk2bJt6jEYjfi8v9998vtvv444+Fl1ICM8kiUvIbLE+CRiJ6G/G3/PTTT6IMCc6rRHr27Fknu+qePXvEfjAbbX1gllpM1IPGaKhhI5LxG36I0IR1oQtrQxPWhS6sDU1YF9oYY+LBqNJb7Mt8RipzHzHEtW/fviIcFj1+7du3d6ol6Q404u6++26RPAeNRTQE8/PzRRIcLK+BWWAxoyom5sGQUczcikl0MEwUP0ePIxqgGMaK2Vt//vln8feYJEcJGpZobL777rtin3feeSeMHDkSli9fLoy966+/XmR1leZiYmgsJvxBQ1MKjcWkOkhGRoY8d1ICv9uoMO4xMQ8eUzhgI5LxGw5noQnrQhfWhiasC11YG5qwLnTRSjhrQ/nrr7+E8YhGHiagQYOtPnCeImY8RS/ioUOHICsrSxh1Elh2A8NPL7/8chGSivMY0ThF4y4pKQnWrl0ryocUFRUJY3HBggVyEh4JLMGBYai4L8z0+uijj4rsq2PGjIEPPvhAlOSQ6jwiaASfcsop4jOcOymFsiLt2rVz2jfOQcbvRiNY8q5i+ZMvv/wSwoHBzsNJPoHiJScnQ2FhobigIhlsYAiGEjB0YF3oEkptSsqskDBwiXh9Yt1EiI+NCvp3ahVuM3RhbWjCutAAjYi9e/eKOXlSchY0qPRu6OP1h57I7du3i3DT2bNnw2effQaUsXnRZcWKFcIDiqGpSi9jfWA2WQynxTmagbh2fLV12BPJ+I00EsLQgnWhC2tDE9aFLqwNTVgXukSCJxKNx06dOonXmDn15JNPBi3rMnLkSNi1a5eYK9m8eXPV+8TssZjgJ1ywEcn4DRcbpgnrQhfWhiasC11YG5qwLnSJhABDnMfYuXNn8RrDWNETd/To0To1FbWky7Sa5D2+4C5BUChhI5LxG3540IR1oQtrQxPWhS6sDU1YF7pEgidSqreIjB8/XizUMehQFzYiGb/hkUiasC50YW1owrrQhbWhCetCl0jwRGoRuw51YSOS8Rt+eNCEdaELa0OTSNVFC8mXIlUb6rAudNGjx0sPGHSoi/oUQAzjQmVlpVgYWrAudGFtaMK60IW1oQnrQtvjpUevl9ax61AX9kQyfoNZoRh6sC50YW1owrrQhbWhCetCFz16vPSAQYe6sBHJNLjmDUML1oUurA1NWBe6sDY0YV3oojdvl16w61AXNiIZv9HjqIoeYF3owtrQhHWhC2tDE9aFYRg2Ihm/4YcITVgXurA2NGFd6MLa0IR1oQtrQxODDnVhI5Lxm6qqqnAfAuMG1oUurA1NWBe6sDY0YV3oosewST1g16EubEQyfmOxWMJ9CIwbWBe6sDY0YV3owtrQhHWhix49XnrAoENd2Ihk/IaLDdOEdaELa0MT1oUurA1NWBe66NHjpQfsOtSFjUjGb/jhQRPWhS6sDU1YF7qwNjRhXeiiR4+XHjDoUBc2Ihm/4ZFImrAudGFtaMK60IW1oQnrQhc9erz0gF2HuhjDfQCMdsGHBz9A6MG60IW1oQnrQhfWhiasC22Pl1a9Xk888QQ0a9YMunfvDu3atYNVq1aBXjBoWBdPsBHJNGgkUhqNZOjAutCFtaEJ60IX1oYmrAttj5dWvV5//vknLFiwAH7//XeYN28ePPDAA6AX7BrWxRNsRDINys7GGdrowbrQhbWhCetCF9aGJqwLXbTi8dq1axeMHDkSevXqBYMGDYK8vDxhRHbo0EF8jh5Jm80GesGgEV18gedEMn6jp8atJ1gXurA2NGFd6MLa0IR1oYsWvF3oxb7xxhvhtddeg+zsbFi8eDG88MILsHPnTmjfvr24vp5//nk499xzQS/YNaCLr7ARyfiN3kZU9ALrQhfWhiasC11YG5qwLkxD+OSTT2Dbtm1w3nnnyUbl5MmTxf/9+vUTXu5hw4bBjBkzwn2ojBfYiGT8hh8iNGFd6MLa0IR1oQtrQxPWhS5a0OaPP/4Qcx8vueQSed3y5cth1KhRsHTp0joevPvuuw8KCgqgW7ducO2114IWOHr0KHTs2BE2btwIrVq1UqXLxRdfDKeeeirccccdoAV4TiTjNxhuwCEt9GBd6MLa0IR1oQtrQxPWhS5aSOCSmZkJX331lfx+69atYj5k165d62x78OBB8X+jRo1gw4YNoBUeeeQRGDNmjDAgEdRkyJAh8txI5XLFFVeIbWbNmiX+rrCwELQAeyIZv4mKigr3ITBuYF3owtrQhHWhC2tDE9aFLlrwRF555ZXwzTffiCQ6WCpmxIgRcODAAZgwYUKdbR966CF48sknYfPmzbBmzRrQAqWlpfDKK684GcrIb7/9BvPnz4dLL73UaX1CQoL4v0uXLnDSSSfB22+/DTfddBNQhz2RjN9wim86lJRZwdD7DbEcKyhhXYjCbYYmrAtdWBuasC500YInMj4+XsyLxEQ6WM5j7ty5sGTJEhg3blydbdu2bQtPPfUUvPjiiyKc1ZXq6mrx97gdGqQtWrQQ3jwEr9GpU6dCeno6xMTEwIABA+CXX35x+nsMn0UPaGxsLKSkpIi5mCUlJXW+54YbbhB/747s7Gx4/PHH5fcrV64Ux3LaaafJ6/7++28oLi4WmWjRE6tcJCMSwZDe9957D7QAeyIZv+FCw5SLQHPTpgi3GZqwLnRhbWjCutD2RFaXlUC10QiGmDjZM2m3VoK9ygpgMoPRUqsfbiv+LjoWDEaHbwm3w+3BZAKjJabebQ3m4Hmm77rrLq+fz5w5E1566SXhrUQjLycnRxinyPTp02HZsmXwxhtvQMuWLYWxiV7P3bt3Q5MmTcS2OC8T148dO1YYeevWratjhGMSIDRi8TN3dOzYUXgZJXA7LF2i5NdffwWz2ezWEFbSp08fYQSjAUy9nbEnkvEbHomkCetCl3BpkzBwifBSo8eaqQu3GbqwNjRhXeiCBtCuMRnw16g0sBUekdcf/eBJse7wotuctv/7gpZivTVvv7zu+KcviHU5829w2nb3ZR3F+sr/HEYaUvDVWxAu0OhbuHChMAInTZokQkHRkLz66quFNxHLhMybNw/OOecc6NSpkzA20eOIoaYIGpFVVVXCA4pzF9EjiaVHlJ5BBPeBCW/69+/v9jiaNGkCubm58vt9+/ZB06ZN6xiROI8YvZ24f2m57rrrnLbDv6usrHTaH1XYXcH4DfURkkiFPZF04TZDE9aFLqwNTVgXumhhTmSg2LFjhxjMGDp0aJ3P/vnnH7BarXD66ac7zeVFTx/+HdK9e3fxt2g8oody+PDhYl5m48aN5b9BI/Ojjz4SGWIl0PDr06cPTJkyRTZm0TiVKCsrE+GzStBTidlXZ8+eXccAVSLtB+dVUod7mozfSKOQ/DChp4vZaGNdCMJthiasC11YG5qwLrQ9kW0/zQWT0STCWSVSLrwNmoy7WYSzKjn5w31yiKpE4zHXQaNzrxThrEravr2jzraNRlweNkMXs7o2BJPJBF9//bXI+rpq1SpYtGgR3HvvvfDzzz9D69atZWMUjUQpcyzOwfzwww+dDFc8josuukh+n5qaCsePH6/jicQkQTh30xvHjh0T/6elpQF1OJyVaaDHix8g1GBd6MLa0IR1oQtrQxPWhS5ooJliE8AYG+9krBmiLGKdcj4kItbhtjVzHMW25qiabWNUbetv8h/lgt5B9Mq1adNGeAgx+Q56Ed1tKy3t2rUTnrvVq1fX+Q4MbbVYLLB+/Xp5HXomMbEOhrYqzxd+z4MPPghbtmwRf/Pxxx/Ln2N9SkQKccWMq2ggxtR4Gn/66SdRhgTnVEr07NkTtm/fLr/fs2eP2A/+rvrAUieYqAcNUepoxoh87LHHRDxyYmKiyLJ0/vnnw19//eW0TXl5uUiJK8Ubjx8/Hg4fPuy0zX///QcjR46EuLg4sR+csIuuasZ3sDHiwtCCdaELa0MT1oUurA1NWBe6aCE7qzuw3Effvn1F1lYM/WzWrFmdEhmuoCF39913iwQ6b775pvAaolGHcx7RCMWMqtjP//LLL4VRd80114gwUSkMFT2Ojz76KGzatEnYBxi2mp+fLxLlSGBCHjQ03333XWFk3nnnncKO+PTTT8X766+/XmR0VWZuxdBYTMYjeSOxPAmCdgfOdVQu6NlUgkl5MKxWC2gmnPX7778XBiIakmj03XPPPeIk40WBFwpy2223wYoVK4SbOTk5GW6++WYxWVYahcAJrSg8ptNF1zVOqMUCnxgjjRcR43sYAENTF9aGJqwLTVgXurA2NGFd6KLlOZHoHGrfvr0w9LDPLvXvvYFzFTHr6f333w+HDh2CrKwsYdghWHYDjbTLL79chKT27t1bGKbSnMekpCRYu3atKCFSVFQkDMYFCxaIRDwSaDNgtlTcF2Z6RXsBM6+OGTMG3n//fVGS47nnnnM6Jgx9PeWUU+CDDz4Q8ycxlFUylJWgNx+/F72fkjMMjWg0erWAwa7F4QoAMVKAFj0al1hzpbCwUMQPY50ZqVgppvjF0YQff/xR1Gr54osv4LzzzhMXWUZGhthm8eLFYhQD9yeJ6A0UGw1U/D68+CIZadIvenWZ8IJZNzEDJ5L31ViIjzWzLhHeZpTXhMSJdRMhPpaLhLsSqfcy5TVC9dqIVG2ow7rQAI2OvXv3ivl7UnglGl9aNPTRyENPJDqHMOQUE9B89tlnoFVWrFghvKAYnmo0GlXpgtlkMZQW52eG49rx1dbRjCfSFfxhyqxG6CrG0Ap0KUugxY9FRyUjEv/H0QHJgJRczujuRrczxjDXl8YaT6y0Hl/jKIJUywW/X7o48GJBD6f0mev/0rZS2AG+xnVoyLpui6l+cV+4TxxhwgW9sWq3VXssCI7Y4IiOmuPGh4jUMBp63Pg/rvfnuKVzqPa4/Tnf9R0L/i5/jxtf43e62xbX4++q77irqmtvSqVlpWCwm1UfN2oYjGtWzXEH4poNRluTwkvw3ATyuDHlOO7T3+vEl2MpLi53cz+rhOqq8pDdIwJ5bwvmPQL3g9viPvV6j3B33GXlNsWzrRjMxnhy9whJG+lZo/d7hFb6Edjhx7/FfUTCPYJqPwINATzfuEjfha+lfUj3NOl/xHWdp/992VauRalyW3f7/+OPP4TjB48b++SYgAZ/C/Xjtnv4/+yzzxae1f3794s5jtJ1422/qCl6RaXfHczjxvOMr0+cOCHeK69ZtZlhNTMnUgme3GnTpomJsF26dBHrMK4YG3KjRo2ctkWDUaq1gv8rDUjpc+kzT3Mx0RqXlubNmwfpV2kPvNjxhsvQAjOysS404VBjmmB74TZDE9SF2ww9+PlPGy2GtKIHsnPnzuI1hrF+8803cPToUdAyt956q2w3qNEE61tiOK9W0GQ4K3oOMTT1hx9+ENY9gmGsV155pRilUYJ1XM444wyYM2cOXHvttaIAqHKiLlrbeLGuXLnSKQZaAven3Cd6H/GC4HDWWq9spJ8HamFph1aMEuGsrEtktxkOZ1VPpN7LtBDOGqnaUId1oYGewln1jo2YLhEZzorJcj7//HMxEVYyIKWJr+iKxRS6Sm8kZmfFz6RtNm7c6LQ/KXurtI0rGDaAC1MXPi80cVyzmmvaEQG3GZqwLnRhbWjCutBFi17ISMCgQ100E86KDlM0IHHC6bfffisXAZXATEkYy6usFYOxyJiyt1+/fuI9/o8x13l5efI2WGQUrWxlzRhGHa5eWoYGrAtdWBuasC50YW1owrrQRaslPvSOXYe6aMZdgeU9MGQV67JgrUhpDiO6W7HQKP6PdV9uv/12kWwHDcNbbrlFGI6YVAfBkiBoLGKq37lz54p9zJo1S+ybR9V8h88ZTdgTSRduMzRhXejC2tCEdaGLHj1eesCgQ10009PEtLfIkCFDnNa/9tprMHnyZPH6ySefFJnSxo8fL0bIMPOqsnYLxiFjKCzOqUTjEudCTpo0SaQRZnxHGoXkhwk9XcxGG+tCEG4zNGFd6MLa0IR1oYvevF16wa5DXcx6Ovk4MfTZZ58ViyewkCgm0WEaDj88aMKeSLpwm6EJ60IX1oYmrAtd9Ojx0gMGHeqimTmRDD2wThEuDC1YF7qwNjRhXejC2tCEdaGLHufe6QG7DnVhdwXjN1TSFDPOcC1CurAuNGFd6MLa0IR1oYsePV56wKBDXdiIZPxGbyMqekGPo116gXWhCetCF9aGJqwLXVgbmth1qAsbkYzf6LFB6AE2IunCutCEdaELa0MT1oVhGDYiGb/hcBaacDgrXVgXmrAudGFtaMK60EWPYZN6wKBDXTixDuM3PLGeJqwLXVgbmrAudGFtaMK60IWjkWhi16EubEQyfmOxWMTC0IJ1oQtrQxPWhS6sDU1Yl7qUlFnB0PsNseDrcHq8fPV6UTl25OjRo5Ceng7//vuv6r+5+OKLYcGCBUAZgx+6UIeNSKZBxYalgsMMHVgXurA2NGFd6MLa0IR10ZfHy2arll+v3XLY6X0wue2222DcuHFO6x555BEYM2YMtGrVSl43ePBg2QhTLldccYX4fNasWeLvCgsLA3p8X331ldvvVS6rVq0KuidS+fujoqKgffv2sGTJEtXnJ1iwEck0sKg9FxymButCF9aGJqwLXVgbmrAu+vF4ffTtPuh0wXL5/blTV0OrUcvE+mCzceNG6N27t/y+tLQUXnnlFZgyZYq8Dg2vLVu2wPz58yEnJ8dpee6558Q2Xbp0gZNOOgnefvvtgB7foEGDnL4vJSUF7rvvPqd1Q4cODaonUvr9jz32mPi+v/76C/r16weTJk2CvXv3qjo/wYKNSMZveCSSJqwLXVgbmrAudGFtaMK60MUXjxcaihOmr4GD+aVO6w/mlYr1wTIkKysrhUdtw4YNcO+99wrj6rTTToOVK1eKwQl8LbFr1y4oLi4WBl1mZqbTkpCQIG83atQoeO+99wJ6nLGxsfJ32Ww2EWo7cOBAp2MwqUwy5a8nUvr9AwYMEN/Xpk0bmDlzJlRVVcHWrVtVn59gwEYk4zc8EkkT1oUurA1NWBe6sDY0YV3ootbjhSGrt87fCO7MGmndtAUbgxLaajabYf369eL1b7/9JrxmX375Jaxbtw569erltO3mzZvF9t26dfO6zz59+gjPZrAGN9Dbh5xyyil+/b3BT08k/n78O+XvP3DggPg/IyND9fkJBmxEMg0aScKFoQXrQhfWhiasC11YG5qwLnRR6/FatyUPDuSVet4PAOw/XCq2CzRGoxEOHTokwkO7d+8uvGaNGjWCffv2QdOmTZ22/fXXX4UXELdFz5q0XHfddU7b4d/hNZmbmxvw45WOo3nz5uI4lHz++edijmK7du3g5ZdfDrgnEr+3devWkJSUJN7v3LkTpk+fDj169BCGs9rzEwy4TiTjNxiKwNDUJSqKmzZFuM3QhHWhC2tDE9aFLmq9XTlHSgO6nT+ePTQglZSVlUFMTIzTOjSSLrnkEnjwwQed1jdp0qRO6Kk0r9KVGTNmwJw5c7wez44dO6BDhw4eP8fjcPVCVlVVwe233w7fffcdJCcnCy/q2LFj6xiaDfl+/F7MVIuGIX4f6nvRRReJ/aExrvb8BAPuaTJ+gyMfDE1dbDZ9pZHWC9xmaMK60IW1oQnrQhe13q6s1LiAbucrGMbqakSmpqbC8ePHndahkYSZV9u2bet1f8eOHRP/p6Wl1fnsjjvugMmTJ3v9e5xr6A08jquvvtpp3caNG6Fz587QrFkz8f6cc84R2VrRqHP9/ssvv1y89jSH0tP34/fedddd4rvj4uIgKyvLaaBA7fkJBmxEMn6jt3o3ekGPtYj0AutCk0jVpaSsyul1fCw971KkakMd1kX7DOyZDtnpcSKJjjuzExXOzogT2wWDP/74A8aPH++0rmfPnk4ZVvfs2QMFBQV1jE13/Pnnn5CdnS0MUVfQsHRnXKrlyJEjsH///jqeyEOHDskGJIKvDx486Pb7Jc+g2kQ8yt9/1llnuTUSfTk/wYDnRDJ+w8YKTVgXurA2NGFd6MLa0IR10b42JpMRFt7Zx/E3rvuo+f+pO/qI7YJBdXW1KFeBhphU33HEiBGwbds22RuJSWOkBDI411G54N8rwaQ8w4cPD8qxorevIUl1/G0zUlIdZRkU18/Vnp9gwEYk08CwSQ5poQbrQhfWhiasC11YG5qwLnTxJYHLuDNbwtK5Q6BpmnPIKnogcT1+HiwefvhheP3114X3Dl8jXbt2FYbaBx984GS8YdIaDOOUllatWon5gRLl5eXwySefwDXXXBO0+ZtoqLkm/WnatKmT5xFfu27TkMQ6+PvRA4nzLT19rub8BAuD3Z9UQRFMUVGREBNHTaRMSZGKlEaZ03yHn5IyKyQMXCJeH/1mAsTHmlmXCG8zymtC4sS6iSRDFsNNpN7L8o6VQcZwR2ft8KoLIb2JIzEFJSJVG+qwLt7vuaG616LxhAXnMXunlJBG8kBh0hW1FJ2ogOQhjhqLK58eCsP7Ng2aB7I+VqxYIeYAYniq2t/w/PPPw8cffyzmI4aSqqoq6NixI6xZs0ZOrIO1L10T6/irS6ivHV9tHZ4TyfgNP0To6mI22lgXgnCboQnrQhfWhiasC1388Q0pDcZBPTPCZkAiI0eOhF27dgmvHpbUUJsteNGiRRBqzGYzLFiwAM444wxhJGLpDXcGJKJHnx0bkYzf8MODchFobtoU4TZDE9aFLqwNTVgXuvgzVxW9pvZNk4AK06ZN82l716ypoWT06NFiqQ89ziGm4VNlNDsSKY1GMnRgXejC2tCEdaELa0MT1oUu/ha1Z4KLXYe6sLuC8RseiaQJeyJpzFVxB7cZmrAudGFtaMK60EWPHi89YNChLuyJZPyGRyJpwrrQhbWhCetCF9aGJqwLXfTo8dIDdh3qwu4Kxm94JJIm7ImkC7cZmrAudGFtaMK60EWPHi89YNChLuyJZBqU2jgUdWgY32Bd6MLa0IR1oQtrQxPWhS569HjpAbsOdWF3BeM3ehxV0YsurA1NWBeasC50YW1owrrQQqpByDChvGbYiGT8hh8iNGEjki6sC01YF7qwNjRhXWhgsVhE8fpDhw5BWlqaeC95u6gUtWecjbZw64LXR2VlJeTn54tjwWvGX9iIZPzGZrOF+xAYD7rYbPyApwi3GZqwLnRhbWjCutAAjYDWrVtDTk6OMCQpGSuMM9R0iYuLgxYtWjToeNiIZPwmKio8ZRKY+nWJiuKmTRFuMzRhXejC2tCEdaEDepLQGMA5qmjco5dJWs/QobKyEkrLq+C0K78S73995zyIiwlPOzKZTGA2mxscUcA9TcZvpPTenKWNni5mo411IQi3GZqwLnRhbWjCutACjQHHAHKUbETGxMSE+7AYBagLRhrvO+zQJzo6BmLCZEQGCjYiGb/hhwdNuMQHXULZZmw2TrSgFr6X0YW1oQnrQhfWhq4uVdUm0BM0AnMZTcLFhmnCutAlVNp89O0+6HTB8jrrP/1+f9C/W4tEaptRDjSs/z2P5MBDpGpDHdaFLqwNTSp0qAsbkUwDPV484kUN1iWytUEDcsL0NXAwv7TOZ5fNWic+Z5yJxDaD10Gvy1fI78fdtQZajVpG7vqIRG20AOtCF9aGJtE61IWNSMZv9DiqogdYl8jVBj1Jt87fCN7KGU9bsJGkxymcRFqbkQYaco6UOa0/mFcq1lMyJCNNG63AutCFtaFJhQ51YSOS8Rs9jqroAdYlcrVZtyUPDuTV9UBKoHG5/3Cp2I6JzDbjbaDBTnCgIZK00RKsC11YG5pE61AXNiIZv7FarWJhaMG6RK42OUdKA7pdpBBJbUZrAw2RpI2WYF3owtrQxKpDXTiFI9OgOjMMTV1YG5oEW5es1LiAbhcpRFJ70dpAQyRpoyVYF7qwNpT7ZnbQE+yJZPzGbreLhaEF6xK52gzsmQ7Z6XHgqXwwrm+eESe2YyKzzWhtoCGStNESrAtdWBua2HWoCxuRjN/osUHoAdYlcrUxmYyw8M4+4rUnQ/KpO/qI7ZjIbDNaG2iIJG20BOtCF9aGJnYd6sI9CcZvOGySJqxLZGsz7syWsHTuEGiaVteT9PbDA8XnTOS2GW8DDQaCAw2RpI2WYF3owtrQxKRDXWg8JRhNUllZKRaGFqwLXUKlDRqK2z8cXWf9mMHNg/7dWiTS2ow00JCZGuu0PjsjTqynNNAQadpoBdaFLqwNTSp1qAsn1mH8Rm+pivWVRpqbdqS3GSqeJC0QifcyNBT7dU2FpucsFe8/mjcERg9qTu66iURttADrQhfWhq4uVdXsiWQY3RZO1QOsC11YG5pEqi5Kg/H07unkDMhI1oY6rAtdWBuaVOhQF3ZXMH7Do100YU8kXbjN0IR1oQtrQxPWhS6sDU2i2RPJMPoeVdEDrAtdWBuasC50YW1owrrQhbWhSYUOdWF3BeM3PNpFE/ZE0oXbDE1YF7qwNjRhXejC2tAkmj2RDKPvTFN6gHWhC2tDE9aFLqwNTVgXurA2NKnUoS7srmD8xmzmy4eqLqwNTVgXmrAudGFtaMK60IW1odw3A12hs5/DhBK73R7uQ2A86MLa0IR1oQnrQhfWhiasC11YG5rYddg3YyOS8Ru9NQa9oMcblV5gXWjCutCFtaEJ60IX1oYmdh32zdiIZPzGZNLXBGE96cLa0IR1oQnrQhfWhiasC11YG8p9MzvoCU6sw/iN1WoVC0ML1oUurA1NWBe6sDY0YV3owtrQxKpDXdgTyfiNxWIJ9yEwHnSxWLhpU4TbDE1YF7qwNjRhXejC2tDVxWrTl+9OX7+GCSl6LJyqB1gXurA2NGFd6MLa0IR1oQtrQ5MKHerC7grGb7igLV1doqO5aVOE2wxNWBe6sDY0YV3owtrQ1aWqWl/zVdkTyfiNHkdV9ADrQhfWhiasC11YG5qwLnRhbWhSoUNd2F3B+A2PdtGEPZF04TZDE9aFLqwNTVgXurA2NIlmTyTD1FJZWSkWhhasC11YG5qwLnRhbWjCutCFtaFJpQ51YXcF4zdRUVHhPgTGgy5RUdy0KcJthiZ616WkzAoJA5eI1yfWTYT4WO38Xr1ro1VYF7qwNoT7ZlUG0BPc02T8xmazhfsQGA+62Gz6ulHpBW4zNA0n1oUurA1NWBe6sDaU+2Y20BNsRDJ+YzCwoUJVF9aGJqwLTVgXurA2NGFd6MLa0MSgw74ZG5GM3+itMegFPd6o9ALrQhPWhS6sDU1YF7qwNjQx6LBvxkYk4zd6c8vrBQ5npQu3GZqwLnRhbWjCutCFtaGJjcNZGaYWnrxNE06sQxduMzRhXeiiVW20nMxIz7pEAqwNTaJ0mFiHS3wwfqPHwql6gHWhC2tDE9aFLqwNTVgXurA2NKnQoS6aMiLXrl0Lo0aNgqZNm4q44k8++cTpc7vdDvfffz9kZWVBbGwsDBs2DHbt2uW0zbFjx+DSSy+FpKQkaNSoEUyZMgVOnDgR4l+ip6L2XNSWGqwLXVgbmrAudKGkDXoXDb3fEAu+jmQo6cI4w9rQJFqHumjKiCwpKYHu3bvDs88+6/bzuXPnwtNPPw2LFy+Gn3/+GeLj42HEiBFQXl4ub4MG5LZt2+Drr7+Gzz//XBim1157bQh/hX7Q46iKHmBd6MLa0IR1oUs4tGFjsX64zdCFtaFJhQ510dTEqXPOOUcs7kAv5FNPPQWzZs2CMWPGiHVvvvkmZGRkCI/lxRdfDDt27IAvv/wSfvnlF+jdu7fYZtGiRXDuuefC/PnzhYeTUY/eRlT0NdqlqaYdMXCboQnrQhfWhiasC11YG7q6VFWbQE/opqe5d+9eyM3NFSGsEsnJydC3b1/48ccfhRGJ/2MIq2RAIri90WgUnsuxY8fWO3JQVFQkr8fXeFHga/zfarWCyeS4QDADE06ilT5z/V/aFo1fXPA1rrNYLHW2raysFPvCfUopgquqqlRvq/ZYkOrqajCbzaqOu7i4WJy7mJiYBh83/o/r/Tlu6RyqPW5/znd9x4K/y9/jxtf4ne62xfX4u+o7buWNqaCwAKoqoyAxMVHVcaOGwbhm1Rx3IK5ZNduWV9rl81NeXgHVVeVejwXbAYLnJpDHffz4cbFPNdo09JotLi53cz+rFL89VPeIQN7bfL1HKNtEaWkZQLXjmnS3LR4Hfi8+M/R4jygqKnG6/vFc4HGUldU+2/B+nhxvJHePwO1wfePGjYN6j1Aet/J+UVRUDGZjvNtrymC3erxHKLctKSkFgz0q6Mcdyn7E0aNHnf5Wi/eIQPcjlJoXF58AkyE2LPcIV22C/TyOlH6Er9dstUs/Aj8vKCoL6PM4WPeI0tJS0F04qzfQgETQ86gE30uf4f/p6elOn+MF2qRJE3kbVx577DHRsZCW5s2bB+03aA28CPHCY2hhibIIbRh6oC6sDT3wPsa60IS1oQk//+nC2tAkOjoaoiz6ypyrG09ksJg5cybcfvvt8nv0PqIhiRcDJudBpMbqrtG6fuZtW/Toqd22vv37sq2/x42jGgjOPdXScQfjfIfyWNxtq5y3gw8QLPGByaWoH7enbQN93AbF+YmJiZbT7Yf6uHHEFvFXG1+OpdrN7T062uK11ACF66S+/avdVtkm4uJivWqO8+3xf6UugT7ucLa1pCSj2+s/trw23Tx6x3F7SsctaYPrpc8aciyqtzXWXjtJSXheotxeU3E157G+e3J8fJy8rV7amnQvc33+Uz/uYJ5vpeZZ5y6Xy7uEWns12oTr3lZVbYQ4RembmJgozfQjGnIsMTEx4l4WGxOrieex2nqWujEiMzMzxf+HDx8W2Vkl8H2PHj3kbfLy8pz+DhsbZmyV/t4V5UOVcUYKX2Do6cLa0IR1oQnrQhfWhiasC11YG5oYddg3082vad26tTAEV69e7eQ1xLmO/fr1E+/x/4KCAti8ebO8zbfffivilnHuJMMwDMMwDMMwDKMjTyTWc9y9e7dTMp3ffvtNzGls0aIFTJs2DR5++GFo166dMCrvu+8+kXH1/PPPF9t37NgRzj77bLjmmmtEGRCcXHrzzTeLpDucmdV31Lq7mdDrYrPVhqkxdOA2QxPWhS6sDU1YF7qwNpT7ZjbQE5oyIjdt2gRnnHGG/F6aqzhp0iR4/fXXYfr06SLmGOs+osdxwIABoqSHci7FO++8IwzHoUOHCrfy+PHjRW1JxncwixNDUxecE8nQg9tM+MD5SgmKuTjKuSisi2/nK5SwNjRhXejC2tDVxagoE7l2y2EY3rcpmEzaDQrVVE9zyJAhcjIXd2Bq3NmzZ4vFE+i1XLLE8WBkGgamBUZ4zig9XcxGG+tCEG4zNGFd6MLa0IR1oQtrQ5MPv94D05/ZKr8/d+pqyE6Pg4V39oFxZ7YELaJd85cJO5x0iCasC11YG5qwLv55Kg293xCLMitloGFtaMK60IW1ocdH3+6DKx7YCDlHnOs3H8wrhQnT14jPtQgbkUyDRrukES+GDqwLXVgbmrAudGFtaMK60IW1oYXNVg23zt8I7uIopXXTFmwU22kNTYWzMrTgkS7Ko5DctCnCbYYmkaaLcr4jdbSqjbJDqIe5T3rRJRJgbWixbkseHMgr9fg5GpL7D5eK7Yb0dl9ukCr6uaMxIYdHu2jCutCFtaEJ64KGZVVIwlMjQRsMTet0gaPYvDT3qdWoZZoNWdOLLpECa0OLnCOlAd2OEmxEMn7Dcfc0YV3owtqEzxPkLVSIdaFLsLUJ9NxONBRxjtPB/FJdzX1yhdsMXVgbWmSlxgV0O0qwEcn4DdbZxIWhBetCF9YmfJ4g5XtXAyLm9PegoKgsxEepHcLppaTaZtydEz3PfdKKLgxrQ42BPdNFFlZP1btxffOMOLGd1mAjkvEbk8kkFoYWrAtdWJvg48kTdMjlvSusC0201GZ8mfukdbSkS6TB2tDCZDKKMh6IqyEpvX/qjj6anDOtvSNmyIA1O73V7WTCA+tCF9YmuKjxBEnb1fmcdSGJltqMnuc+aVmXSIO1oce4M1vCOw/1g6zUGKf12RlxsHTuEK4TyUQefKOiCetCF9YmvJ4gifVb8+usY11oooU2g5luMaRVz3OftKhLpMLa0GT0oGaw6Y0R8vuVTw+FvcvHa9aARNiIZPyGQyZowrrQhbUJLmo9PLlH685/ZF1ooqU2o+e5T1rWJdJgbWhiMpnAYqktvzaoZ4YmQ1iVaPvombDCk7dpwrrQhbUJLmo9PJkpsXXWsS400VKb0fPcJy3rEmmwNjSx6lAX7d/JmLBhsVjEwtCCdaELaxNeT5DE6d3S6qxjXWiitTaDoWk4x6lpWpyu5j5pXZdIgrWhiUWHurARyfgNF7SlCetCF9Ym/J4gaTtXWBeaaLHNoKG4/cPRupr7pAddIgXWhiYVOtSFjUjGb7igLU1YF7qwNuHzBDVNqw1hXbvlcJ0MrUpdAl2AXo9gnUR3rwONVtuMcqBCD3Of9KJLqHF3rwk2rA1NonWoi77uakxI0eOoih5gXejC2oTHE3TvlK5OJT7OnboaWo1aBp9+v19ex7o4o+z4rv89fHUNqbaZYBrOWoCqLuHEnbEo3Wuwfm2oYG1oUqFDXdiIZPxGj6MqeoB1oQtrEzqUnp9HX/kDDuU7Z2Q9mFcKl81aJ7+PdF1Ky2uNog++/hc6XbBcfj/urjVhOipuM1RhXZxBI7H16I/cfob3mgnT14TMkGRtaBKtQ13YiGT8prKyUiwMLVgXurA24cGuYh3rUsuU2RvgYL77cilK722ktRmlp+mnP+rWGo0kKOkSbtA4HD99DRwrcn8+pHvNtAUbQxLaytrQpFKHurARyfiN2WwWC0ML1oUuodIG5/FhAXTGO0pDkttMLd7KlN/99GbREXYNdw1W5zgc9zPlb5HmtKGhoPTOTlR4sZXbRQr8nHGAmt86f6OqNrX/cCms2xL80HDWhiZmHeqir1/DhBS73VtXgwmnLqwNTVgXurA26jiQVwqPvPoHLF72l1O4K5ZWwcy4gc5AGmpd0FicOm+j05y2lCQLHPXgZVJuF6xzQBFuLw7QKMQ2oZacI+q39RfWhiZ2HfbN2BPJ+I0eG4QeYF3owtrQ5QRnYVXN/174DXKOlIVk3lco2wyG6uJvcA3lrc+ADNfct3AgZS6OH/QhnCjlNuOrUZiV6pw1Ohjwc4Ymdh3qwkYk4zcmk0ksDC1YF7qwNuHBoGK9yci6NIRgzfsKZZuZvnCz11De+gj13Ldww/cy34zC5hlxMLBnOgQbfs7QxKRDXdiIZPzGarWKhdGOLlz/Lrxwm6FjSLq+r6qKbF1s1Q0fIQ/GvK9QthlPyYT8OQfrt+o/8Q7fy0AYhRjG7GmgSgI/f+qOPiGpF8rPGZpYdagLG5GM31gsFrEwtGBd6MLahIe3Hx4ITdOcPQbZGXHwyv395fdRUZGty/Cbvg7YvgI570urbSb3qHO4rx7Roi6BBo1CnAeLeDIkU5KjYencISGbK6vVNqN3LDrUhY1Ixm/0WDhVD7AudGFtwsOYwc1h+4ej5fcrnx4Ke5ePh5EDsuV1lZWRrcvhY+UB21cg531ptc1kpsSC3tGiLsEAjUM0El0HqpB7r+oKh1ddGNJkS1ptM3qnQoe6sBHJ+I0eC6fqAdaFLqxN+FCGkQ3qmVEnrMxi0a8u7kpWBANDEOZ9hbLNNEurPyxR7Tk4vVsa6B2+l9WCRqJyoEpi5pVdQxLCGuw2w1NhGk60Dp//bEQyfqPHURU9wLrQhbWhi149ka71DbEURccJnwb8eyTjK9DzvkLZZube2svrb2ucZFE1JzJUc9/CjV7uZYEykKhozs8ZmlToUBcaVzyjSfQ4qqIHWBe6sDZ00aMnEg1IdyUrDrmU5wgEOMc0GPO+QtlmMOwZ58+6+23L5g6BrUtG1buPlGSL2E8koMd7WUlZleY9bvycoUm0DnUxh/sAGO1SWemondXQRoE36oSBS8TrE+smQnxsVECOL1JBXaJM1bq7WemBQLUZJvBYrZVO9yJl+Ofwvk3JeBnUgiGrt87f2KCSFWpZ8vBAuPCsVkE5R8FuM66hvucNaOb0Oc6flfT/+Lv66z8eLawU2WmH9M4E+6ZJoCV8fRY7tIkP0dExauHnDF1dKiurQE9o66nIkCIqKkosDC1YF+9gJylcI8ysDV3MZve6YPhnq1HLNFdAHg2ZA3mByZKaleo9ScxpXdOCZmQHs824C/VVvnedP6s2+VAgs9NShu9l9ROOeqH8nKFJlA51YSOS8RubzSYWhhasC11YG7rYqm3w6ff73X52MK9UhIVqyZBsqCGjTDCz+a2RoLc24zHU10utyIwmMSHPTksZvpc54+7+gYMSob5v8HOGJjYd6sJGJOM3BoNBLAwtWBe6aEGbSMrCp/QS/Lj1CNy1cJPb7aSQ0GkLNobFs+APDTVkUhrVhsKFM5Q3GG3GW6ivt/Df07qkhjw7LWWo38tCCRqKl81aV2c9DkqEegBKC8+ZSMSgQ13YiGT8Ro8NQg+wLnTRojZ6NSqxU9fr8hXy+0vv/wkO5XtOOIPGxf7DpSJMVAugIZOd7n/Jigev66F626ff2xG8siFBaDP+hvoqjWlDiLLTUkZr97JgoWZQIpQDUFp8zkQCBh3qEhl3OiYo6NE1rwdYF7poQRvMTujutd7CztA7kONHllKtzHdDQ2bhnX38/vt0laGbyFPv7oCM4R8ExdsSjDYTCA1dz0+TZAu8//jgkBaVDzfU72Whor5BiVAPQGnhOROJ2HSoCxuRjN/ocZKwHmBd6BIqbbQSchkupi/c7HfWUi3Nd0OD5pX7+/v1t1PnbfTpejpaWBGUsL1gtJlAaHjnFZ3rZGW9/YlfNDVvtqHwc8a3QYlQDUBxH4AmUTrUhY1Ixm/0WDhVD7Auka2Na8ZJpi6uyVTUoNX5biMHZDu9n35FZ2icZKn373IVXtqf/jyi6rvsQQjbC0abaWioL3LXU5vrrDugwQRMDYGfM74NSoRqAIr7ADSp0KEubEQyfqPHwql6gHWJHG2U8xXzjpWJ/8e7yTjpmj1Qr/MclWCNO6zTh0tDa8/qab7bHZd1hn+Xj6t3O6Wn9ov1B1XvP9Bhe8G4nylDfT3NbfSXYBjSVOHnjLpBCXcDUMG8B3MfgCbROtRF209DJqzocVRFD7AukamNmk7r3U9vjojObaDJzoiDpXOH6Ga+m6+G8Ptf/+vT9oEM2wtWm0EtUdOmac7eoWbpnr1FatuOlhIw+YryHHz3y0G+n9Qz/zgcA1DcB6BJhQ518fmKxhOwdu1aeOutt+CFF16Ajz76CPbu3Ruco2NIo8dRFT3AutRPwsAlYfHCBVMbNSGHGG6n186tWs9kxYZLwWRU729a+fRQ2Lt8vG4MSH8oKvGtnQQybC+YbQY13f7haCett31Q+94VtWG9WkrA1JBQ+Qkzf4RWo5bpKnxXaRSv3XJYtZGM19LbDw+ssx4HJUI9AMV9AJpE61AXs9oN169fDwsXLoTPPvsMrFYrJCcnQ2xsLBw7dkwYlm3atIFrr70Wrr/+ekhMTAzuUTMkkEZU9NYo9KCL2WhjXSKszRw+Vu5D5zYFIpUNW4+ArVp9Wp1BPTM0H8IaKgw1XttAzhsN9nNGqS1qHYg2prUETGpAQxHne7q2nIM180D14qlXlv05d+pqEaaKXkY1v23M4OZ11uGgRFJCaJ/FwWgzrsb18L5N+b7olydSXxnPVV0Bo0ePhosuughatWoFq1atguLiYjh69CgcOHAASktLYdeuXTBr1ixYvXo1nHzyyfD1118H/8iZsKPHURU9oGddtD6XL5jaZKgsyaC3zq2v6NFD5A1XT0qwww8DHbZH6X6mto2lNY7RXAImLdVBDCauZX8kI9lfb2s4DK1AtxlXDzQa13rzQIeCaEL3skCh6uoeOXKkCFmdO3cuDBw4UHgglaAXctKkSfDll18KQ9Jo5NGJSAA90rgwtGBdIlObric1rncbHFXXU+fWHyLJiMZOntKzguB7KcGSWpqoyOYarHmjob6feTO6T+uSqmofz93dV1deGmp1EAONN+NXi0ZyINuM5IF2TdbWUOM6ErHqsG+m6i533XXXqa5t0qlTJxg6dGhDj4vRACaTSSwMLVgXut7NYGpjMtXO8/M042/O1F6ic1tSVhtSo3wdCZzSoX5jWw9InT9XzwqW7rhs1jrV+8Frqb4ZpNMu6Qj/BmneaCjvZ2hcu5bHwfdSR1mNYXjX5Z1hwrBWoCeo1UEMNOu35nv9XI2RjM8OnGtPgUC1mUjyQIcCkw77Zj4Ple3fv1+EsUps3LgRpk2bBi+++GKgj41hGIbxg4wU52gRCawPGOkPfKUhEOjyDlRQ0/lTC25/tKjS6zZTL+6oC88bGteuHpdD+e49Lq6hramNouGDxwfD3Ft7g96gVgcx0OQedR5oCZSRfHjVhQ0uLxRO9O6BZhqOz3f9iRMnwnfffSde5+bmwllnnSUMyXvvvRdmz54dgENitILNZhMLQwvWhS6h0mbdS2e7XS/NZVnxQ+1AYCTjamx7K++gt86fPxz6YgLo+X7mi8dl1bNnOW33zydj4QKdeSAbUgdRS6Q3itaVkRyoNqN3D3Sosemwb+azEfnnn39Cnz6OejgffPABdOnSBTZs2ADvvPMOvP7668E4RoYoGOKsNsyZCR2sS2RqU1peG5ZaYfX8oMK5LFNmb1C1z4zhH5AJ0Qq2sf3+o6d7Le+gJYLVqQuHt5HC/UzyuChLfLiWidGDJ1ZNHUQDgTqIgQQ9zNc+8pPXbSQjuX3LRHnqQ96xMlX3z3AkgQtUm9G7BzoS72VhK/EhgZNCpexC33zzjcjcinTo0AFycnICfoAMXbjEh/ZKfHCabv22GWXZip/+8DzHx66jsM1AziPt1T5JN23Bn06dwYMnztN6JfGxPnclNPmc8aXEh97A+a6YOOnmuT87zbPFhEpoQGqxvIensiVKpDvEnIubgH3/dqfPSn5fB9UlhWC3VUF5WQWMjNoIJqgGs6EayuxR8IX1VHnbgq/egqqjOWJbxGqthuuj/xDfXfRpAcRffKu8beHq98CadwDA4Ph2g/i/5nWUBZqMu0netuiHT8Ga+1/NNmJjKK9pMzExsdBk7A3ytic2roLKnL1O20rfgftvdM4kMJjM8m/revgfaJpkgJwiz/cG1L9vWjGU/rEHDGYzgDkKDGYLGPB/UxQYoqLA3CRT3i/+fgNUg913H5bmqdBhiQ+f7/ydO3eGxYsXi4ytWMrjoYceEusPHToEKSmRW3ssEqHwUI8klBP3T6yb6DTXQmkc/rKjEIb1yXT7wJw6b6PfNbAY2m1m+E21pZWufvhHr9v6G86oZywW/dzPMKwwJclS71xGLUDpOaO2xIdewedEv66p0PScpbL3fvzQNgEffLFXV4O9slws1ZVlYK8oF4ZJVEZtHcbin1aCvbys5vMysFdWQDX+by0Hc1o2ND73SnnbQ3OuAVvRUaiW9llRBlUVlXDTjslgh0Svw2oZhmMwM/ZD6PHGb3CieUecASx/lvvULVC5/2/5/bz42r/bb0txMiKPf/I8lO/6zWnfU2ui6YuW/gRZCiPy+OevQNkf690ejyEm3smILFjxKpT84r6sXiFmVlYYkQVfvA7F6z7x+FuTz5ooG3uFX7wBhd8sgburesA0uLZmMKlu8jYcQCj45Ako+Owlj/s96a3tYMlyhHoXvPEAbGu0CGx2A+wff5vD4LREg8ESA8aYOMie/QFEZ7dznJfvP4LiH5aDISYWjJZY8bkhOhaM0fh/DCQNHgfmxo7artbD+8F65CAYo2MV29T8jSWm1nAO872sqro2sQ7251z7cro3IufMmQNjx46FefPmibIe3bt3F+uXL18uh7kykQGlEeJIxtU4HHPnWmiaFgOL7jpNNg4jpVB0JLcZf70k63/Pg6GnZkLykPfE+z2fjoNIpLKyAmw2HRkJPnaanp3RF258/Oc661+5vz9cpTL8WevPGW/eWPS4nNqxdqB847ba0NZIAg3GKKiCeEM5nNKkEKz7tkNFeQlUlxZDddkJMKdkQVynvmJbNNryXr5PrEcjD409yZDDJa7rAEi/5iHZcPx7bDOwo1ForTv4Ed9nOLR4tNYAOvjwFWAvdx+2Hdv1dCcj8sQvX4OtwDn5y0ZrO8itSqr39z6e9gn0T8oDg7klQBPnwdnoNl3BlNAIwGiCaoMJ1mzJhyowgQ2McKTaed8J/c+D6LbdwWA0ibZZZbXBq8t3i8+mDOnhvG3fs8HStE3NO3vtRWm3C0+k03npMRhMiU3kz3FjUUbCbq8TOhlbo4tyW8fLmi8w1A4GRLftBgknjsNYux2iczfCAzu7Qm5FbYRDs/RYWHhnX9FvyN+fCpZmbcFus4K9ynWpdHgoJWo8sSaDXb4OQCGjQWGolv/zOxR994F7YfD3dD5NNiLRe5v/6v88btvyya8hruvp8rZHP3hKGJhOxmaN8dl49LUQ3bKD2Lbiv7+gbNtPYMBt0Rit+RtjXAIY45LA3CRDrFcDeyIBYMiQIXDkyBEoKiqCxo1rU6Vfe+21EBfHcdGRRCAe6pTSYmsRT8ZhTn65bByOGdzca6ZGQ03SCNxOL+F8asGQ3tO7pYXs+wLdEa6sbPgDadxdayAr1X02Vz2iLGminEe6etNRmP3y927LPkw8W+rQaSexztFCh/GllvFntnRrRI4ckK1qIGL0oODcP0I9SOlqSEpd2ouHt4Y+k1fK68NpWDcUDCnEDj56bZDq8lI4sfErKDt2FK6MXgNJhlI49vxmKCgvBtuJAog/5QxImeDwwFUXHYXfG90iXltnAOx12XfSGRfKRiQaTMc/etbjcZiSa41yg9Ho3oA0mR2d9yjn6yCuc3+wWyuER0p4sSzogcL/Y8BS48mSSL/2EWG8oJGAXi/c9qctVQAveS/tgVimvgbtatq/mAf5fa1Rk33fW059mSle+jJpl9/j9B63f+B9x/Z3Tpno9FnqxXeAWlIuul31wEvKBbeq3++EqbLm1wHAJScq5IHGj+YNEc+N8dPXCE9a2qT7xKKG5Cv+B13fagNmsMHupSMh1mSHaqtjgAENSnNaM3nbhL7ngDk5DaorSh1eZhyEKC91/F9RJj6TQKMuqmkb+TN7RanTtaS8fqqOHIKKf7Z6PMbEgWNkI7L0t+8h9+lpHrfNfvA9SDx9tBxanPfSLDDGJoApLgmM8YlgjE0EY5xjiR00DqIzHftNNRSKdqZ1/JrIgHVOlAYk0qqVPrOSMZ5hTyTtNP6ScZicEKU6TfeQ3nXDYPUMhvQ2S4vTZJvBAYTrHvEetqoWrB0Y6Vz/mPu2hGUfYiwmTXnqA5lYBw3E+sAOZbBC40P5nHn74YEwfeFmpzIfmLH3khGtYf5b28iEgaPXTnj+SgrBVnwcbCcKobqkAMzpzSG2XU+xTVXhEchbPFMYgbhUnyh0/F9SKP628ZjrIPOWJ8W21eUlcHD2pSLEcLC5LeTbk+HbT/+BXubdwmMkvG01GOIUHjZLLJhEBzkBjLHxYIxJAEt229ptzVGQMnF6bYghGoM1izE6BswpTZ1+V5uXN4vOvjD0hMEXI4dXutJijnM9T280Gn5pnXWtjbkAL30VkqQxoQ5bDEabUQ4Qnd7d/yy8dnM0FNgTxOsNB6NFXgaLh8GnuM6niUUNTc6/QSxO32Wrkg1KU0KtzZI0ZILwIqNx6mSYlqOxWgqWrNbytmjUome4WtoOw6HR8152QrQjNBIlbMfzwHrwH8/H2KorVDd27LuP+W/oaNoPEWFE9uzZU3U88a+//trQY2I0AhuP2qjhtGbzYVX7i9Q03VgHTmttRk1CCF9Q7qeyMjLrSNq9rNeapz6Q2RLRQFRDsELjQ/mcQY3PG9BM9rggW989D7pd8rnXttY0LVYMNPgDdkxxrpytpMbQKy6ofS28gGdC8pkXim0rc/6FvTf0F4agIxzRGTQMJSMSPy/8+h2P34uGpwQaid9nXgQP7u0LuRW1UQlNE6vh8fOMMP7s9k6GYd/CBVBij4F/PxsHzbOS60YWLXpDNprSr3pA9bmwNDsJQl22BK9bT9ri54EsW6KMvMIakpHWNwt1XgYcgMBBDsBFQVRGC7GoIbHfSLGo2nbAGIhu3cUxwFNaDLbSIvk1LnGtO4K1RpsKiIL/qkMXBRVWI/L888+XX5eXl8Nzzz0HnTp1gn79+ol1P/30E2zbtg1uvPHG4B0pQw4Rd0/4hqV3VBt9bjobWkvT3dCwZ2XiIVfsKrej0ma8eaADQf8ptSF7rkRqRl+teeqx49ssLRYO5gfWw/zZWs8j58EKjQ/1c8b1uH/adtTrYB1yKL8M1qz7C4YOwcQrANajOXD80xdEMhdb0XGHx1DhDURjL+2Ke+XQun23DfO4b/TISUYkevuqTxTInwmPXkKyMAJxiUqvTTyD79OvecTpc+m1+D++1vj7eO0huHHnkLrTIoqNMOldgPieWTCuc+36YrvjWWGtsnoMFcfXlBOGSGVLcODD01zYOVN7qb6OMey9vs+H9clye64ioW8WCXkZzI3TxeKJEydOgLWm3Mtqq2Me7GsQAUbk//5XO1n16quvhqlTp8pZWZXb7N+vfdcs41tYMxM+1Bp9Q3pnweuf/+NxxFVKGqHVQtFqWLdFnTd2/dZ8OKd//XPAwtlm6vNAu5KVGgM5R9Qn3TnmJaNnJGf0/fT7/zRjRGLH99pxJ8P/Xvhd9d+oGUC5e9Fmr58HIzQ+lM8ZESZafBzaGg9CqrEYcqobQ+5RdYb4rq9WyEYkhrodXTLX47a2wtqkPMbERhDV7KRaQy8eDb1kMCU2Fq9j2/eSt8UEKm1e3SI+N+K2XhJ6iFDSi24L2LQIdwMDJkwSo4OyJegdU4YwS+BvVgOeQwyD9sbdT2+GjW+cC5HYN2vINaYnTCYTmExUguLDNCfyww8/hE2bNtVZf9lll0Hv3r3h1VdfDdSxMcSRM3oxYaG+cBzJOBzSK8PjiKvWC0WrHQG9+iF1STDUdhjD2WZ8DTt+5MZTApoERE8jx77wzpd7Yf603pppJ+2a1595UslT7+6od5ujhZUhD41vaJtBwxA9glXH88ScJXN6tlxCoPLAbsh7+nZYmvAXpBqLYP/YmwGqbbC85tQtLj8bMlOck554IiOm9txgxsjGY64HU1ITMCWlOIy+xEZgind4ATGjo7xtciq0feMPVd9hMJkgukVtaGkop0W4Gxiwk5kl6j94D8OSWK5JY3wBz407I1QJnuOf/jwScX0zNVFEkZKXwW63k9ImLEZkbGwsrF+/Htq1c85+hetiYnSUHp2pl0A2hoHmP8Uk44odJ0H8KQOcvoNCfR+theO4GoeeRly1XChaTWilr3MHM1NiybcZX8OOldk1U5Oj4YiPWTsjeeRYSf7xck11cny9Tua+uS1s3+1rmxGGYeERZ8Ow+cnis8qD/0DuotscnxXkQdXxfGEYSmCiF3meHhZm//Ub6CT1hGqcsQXV8XDUnggzbhwA6X2b1jN3zg7N0uNh9KwZ8hpTfBJk3vIEaAG1Br+77eq7n3mrbUwJtUljlN56ZUZitefQV+PUX7RqqOg9L4Pdboe4GJNoC3qpSuCzETlt2jS44YYbRAIdqS7kzz//LDyQ992nLsUvow8CGTJxZtRWuCh6HZT92hGgxojEkKC/x2WDqXEGnPTab3I68tI/1ouOQkz7XhDTWjFRIwLxZBxiooen73LUcPI04rry6aGant9WX2ilP3MHg13uIxBtRk1CCCWzX6oNabxoeCt49sO/GnwMkTJyrOVOjq/XSSBoSGi8J8MQ24w1Zy/8t/huqCo4XGMcomFY26FPmXgXpF/1YM1BGKBk0zd19i88go3TnTKNmlObQpNbn4ULH9kOR+yJsGHZJDAlpUKnM5eKz0+Mnahi7pwB5vowd44aag1+d9tpPZzVF3BA8ua5P7vNSEwtnwC1cFa1UDuPwdLFpk0bPzBG5IwZM6BNmzawcOFCePvtt8W6jh07wmuvvQYXXhi8bFMMPaTJ24HwQG+uagsWqIJr2/eW11UdzRV1fmxFx2QDEin85l0oWPEqpF5+j2xE2kqLYc+UXqLQccsnVoHR4phQjlnvqo4fhuiWnSAqQ938Bq3hahwiP786DJpl1RQgVqDs6AzqmaGZjo+npAXeQit9nTuIBPt8BKLNKDu1anh+Wa3ROHJgdkCMSC0aVe68Cb4WjNdSJ8fbdeIpkUh94OAUJpFxtw93ofF2mw1sRQ7DEJeotGw5HLPy0B7IXThNYRgecfYYXnInpE+ZLdpMVVUVlGx2Yxgmp4pEFsr0/WgYZt31gmN9TaILc6N0MUfQFXyuJAy7DNY+6PAKuJacCPTcOS1Pi3A3MFDlklhHr9SXFOb2SzuB0WiA6mp7wOamU+mbBRJP951IyMug1MVo1qaRH7A6kWgsssHIWCyWgO3rc2sfsdzae7i8LiqrNbRd8reYz6IkulVniO8zXKRSlqg6lgtV+QdEFjzJgESOf/6yw+C84l45Gx4anP/dda4wOLPvf0fuXOD8GPR+RmW1chqt1gKuxk9sLJ2sbA3FW9ICb6GVag2cJkkWr8lkKLYZqVN75YProajEe0dO4bARntZAeqe0ZFS58yYo54pmpcRA7tFyXXVy8Dp55f7+debEZimMQV+Yd2tvUTNx2YrtMHXh75BzvPbaw/Mz/8pW0Purm2HPe2g0HnYkkFF6DC++E9Kvnu14YzB6NwwTm8htxpzZQjYMcb6hMA4bpbk3DC0x0GjE5UBx7pzWp0W4DsJs2lkILZulaGYwMhhJYZAF72yvdz/lLqWTfvojH7TQN2sorlloIzEvg6suVTqqouWXEYlUVlZCXl4eVCt7KFgAtoW62iuM9gl2EWhMIhCVni0WJU3G3iAWJZjavNUz34OtpMhpPRqK0Sd1c6o/VXU0B8r/2gzGuESnTsjRD56EgpWvQeqkWZB2+T2ywXnosavAnJIJmbc8JY5J7ONYrvjflJwmr6OnTTzogfqSFngKrVRr4LwxewCMmvYtaK3NYKf2qx8Pwosf7wqaF9MT1I0qd3Ox6psfe96ALHj507111mu9k3PhWa2cjEg0fk7tmALNz1vm037Oj1oPp74zF/56Ogc6V5bDKrsBNse3hfcrB8ItC2aI0Hhb/n74Z/Fq5z80GByGYSM0DBUew5QsyJr+olgvew3dGIaONmMIimEYroLr1FA7Z951EOaie9ZDdvoWXWdr9ieixR3HXQYqJ85aB1rtm/kLDmjd9/xvusnL4K8upqjg5l4gbUTu2rULrrrqKtiwwXlkU0qAYrPVhqMw+obSDQpHn2M7nFpnfZrCAylhbpIJ2bM/gOqyEqf1huhYMDXJgKjUZk4G54kfV4AxLgmypi2S1+e/NhsKvngdUiffB2mXzRTr0It5ePEM0TlKvWwmGIyODgd+D9bzCqWxSUmbcCV+UDMnDMPzBvVI16wubbKdiyg3xDulFi0aVWrmx67ckAtvzj4dLr9/vdN6/XRyHH77guJK6Dv5c6dPDFANdqGs+yRmGXAMHop7B6pyas9gVGIyNCk8AVnG43JovKFJJmRNf0mulyYbhqa6XQ2MGGk0/LKIupdRpr4582rq/A0I4b00WMTHmsG+aVJIQ/ZxusbEs9sEbH9U2wwmeRt/Zgvd5GXwV5eI9kROnjwZzGYzfP7555CVlcWZMyMYqqNd9YGZ8xL7n1dnfeZN88XitG1SCmROWwR2q3NGy+rKcgCjURikEtb8gyJ0Fmt7KQ3X3OfuhMKv3hKFn1MuuLW2jtgHTwqDs9HIKXI7ClQ2Wj15Iv1N/KCmmPTDN/QM6QMs0G3m2vPbwoxFv3rdBscypIARqQD4kF6ek+HUN19Oi0aVGm/CwfwySGnkPIdIS52c6ooyKNuxEaryD4L1yCGoOnJQ3JMq8w7A2qQ98FFlP3iq/HyYMntDHX0dBqTjlashie86m/+DGaWT4Y2nL4DEZi3Efaus2gwdary9TzsZhpdq6jmD7UFpNKAXO1LxNGdebZ2/n18PTR3EUIHXQjA9hsoakhed1Spg9xnKfTOt5mUIBBXsiQT47bffYPPmzdChQ4fgHBGjGSjeoAKNOTkFGp83pc76ZjNfhabTX3JKBIHhsTj3EuzOw0yYIAh78VgrTMKadwCOvPWYKBjd+Lyr5fW5T94MxT+ugLTJ90PjkVfJnszCb5ZAVUKa206e3rVBj2KztDiPIa3eQivrS4ihLH8RCgKti8VS/y38hvHtfUqm482AxFBIKa29llDrTXCtExruTg4OKuE8bzQG0TisOnpIfm09chASTh0OTcbdJLbFxDT/3XmO2/2kGgHSDQWOfbrdwlBnwEHC4bV2vI7pcjpYpDINITK29HQv0ypqa0mu35rvVAJj6KmRk7m5IeC5DWSm62C3GeW8WDWlthgH7IkEgE6dOsGRI6EpmMrQBufFBvqGpaUbkghPVYSoRqU2rRM6izR/aCnYCvPBEB3nFDrb6Lyr5ZBXCewYYnp7gyJ1ujXvP8hdeCvY43E+0aPyeer+2zNQ/vsaSLn4DjCfdr5YbwEr9DX/BWW72wH07g96AK+Fubf2gkvdjAirCa10l702XA/EYLQZCaMBQJkc0GQ0iKyBd17eOWAZWXEemBbapr/e7GDXCXVX0gLbvDAQjxwSr2PadIOkIePFNrh+90RH/UN3YKSEBM7btrRoLzKMRqU1E1lK8Z5UlZwJg6dvhf9sqfUek6sBGY6BllC2mUCGPeoZtYMw1zz8o/wakw7h4B+jjkCGzQa7zfS6fEW9pbaU89IZZ12MZlpZc0NqRM6ZMwemT58Ojz76KHTt2hWiopwnwSclJQXy+BjCuGofiNIN9dX+0yJobCrDXhFLZkvImiYFgdXS9O6XRccRO4AyRhOsa3M1PLC9s9N5yopuCTNMRriiotZ70tx4BF5IeBaKH3oH4NND8vqjS5+Gir1/QvTgi+V1dlsV2IqKwZjYmHxYuqcU+mpDKz0ZPit+OCAm+ofq+gtEm/HEprfPg1Mudcx1m3VVV7jv6m7CU5l3rMxtBziSUDM/tllabMDqhGLbwggEyTDEjKJxXR2DOlUF+fDvzYOFVxFLGLmSdOZFshFpbpIh3IOm+EZgVhiG+Brnbkcr6uRiQpqTXt1SZ3/YmdthO65Zr0Mw2wwT2EEYnG+rRBn9oaUB4nCQ3iSWdJvBsO9lc4eI6SE5R8pUl9pi6uoS0XUihw0bJv4fOnSo03pOrBN5uGbm9RWcqH+ZG+9SJN+QzJjFMNnZY7BiVzRc/2uvOp3f3Io4mAbXQWZ5FxhZs85isMJOWzZ0aeHsPcDi27g06YAdWYfBaD2wC/bffJromLZ7b7e8bdG6T4Q3NO6UMyA6ux1QJRDz1dzNDwvm9dfQNuMNi7n2PFw1pp2qUFdfQaP7ytF0rwlPSPNjx3vJSotzIl3T8LsD50OjcYglKixZrcQ6zAqdM+9aR6gpzkc8ftjJrYeGoWREYvkgjC4Qn2Pm0sbpwiCUDMPYzqc5GYbtP8t3qpMbajx5HUb0c19TMdAEs80wgRuEqQ+tDxB7q3HYJNkC0RaTX2VzarGTbjNq58W6ltryhmsGbb1TLelioJfR31987mV89913oAeeffZZmDdvHuTm5kL37t1h0aJF0KdPn3AfVsQQjBtSpJ6nO1/6B84e5vBI7LC1gHHF90LeA2Odtm085jqI6zYQzO17A4Cj5mL18ZoyJTX12CQKPn9V1G/DumySEVmxbyfsv/8CiG7ZEZrP/kDetnz372C3V4OlWVswxfmeKbQhYKfE8fDx//qIhOtPWafLtWaXP0Z3coJFk51ANdgVxdOjoRIK358HRQU58hzEqiM5jtqHNYZhs3teE6+NMXFQvOFz53hQk1kkoMHQUmWJITQMWz39HZgbZ4oQVHe1DpUE2oD01hl2Vz/Sk9fh7YcHBvS4GLqoSVKmBq0PEHuqcfjivf29TplQQ96xctDDvNhAzu1kdGhEDh48GLTO+++/D7fffjssXrwY+vbtC0899RSMGDEC/vrrL0hP136K6lBhdJnP5wt8QwpeQgN32iT2GykWR+ZBhxEZ0+MMaL/yGFSfcCTckIjrPgAM0TEQ3bI2eZY1bz9YD/4DRotzhzbvpfscBuf0F+V0/ZWH9kL+Gw9BdPOTIfWyGfK2WHPTGBNfZx4oRYJ1/TWkzdRHXIw5JOGqWjSupcEYz9ghw1AAhc9gkhpHtE0VmKBwyaNuJwrinGaw13YnsYRF1m3PgCmpCZhTmwnD0dQo3eO17q4cUSjxZAjMvq4HXK2Y1wZeBlkwo2QoCGabYdTjKUlZkyQLHHOpgegJLQ/Q4aDJnU9tchpUUU6naGhWX7Uhw+FqM/6W2mLq6hLR4axIQUEBvPLKK7Bjxw7xvnPnzqJ2ZHJybfZJyjzxxBNwzTXXwJVXXineozG5YsUKePXVV2HGjNpOL+Mdq9Vx04yJ8X2SMN+QgptVUtJGTX1No8t8zdSJ0+tsF9uxD7R8YhXYFdloxd8nJDtqa6bVhs9WHtwNRavfg+g2XZ2MyIMPToSS39dCs5mvQdLgcY7jPJoDxWs/Fp6ahD4jgBqBvv4a0mYoQHFwB6dSYD1XUdICQ0nzD0Fp7n8wJ+5HyDAeh+Mv/wm7+91RT4kPAxy2N4aN/9Ze3zYwQeLoGyE6MVE2DB1zEpu5nUfc6JzJoAXcFfxGbr2kI9y3uHZ+cH3XQSAKsEdCm9ETrknKlj3eH5KT4mHYjV9r+h6iBjR6z+iVAU3PWepXpmpvHlwM83WXXZxSm/G31BZTVxejOYLDWTdt2iS8drGxsXL4JxpljzzyCKxatQpOOeUUoJ4dCUuUzJzpKBAvjQ7gXM8ff/zRbV0XqbYLUlRUJK/H15j9Cl/j/3iBmGqydeLcUJxEK33m+r+0LXaAcMHXuM5isdTZFo8Z94X7xI4LLlVVVaq3VXssUsw21gFVc9x4DPi6uLjY5+NOilM3FJOSbK5znj2dQ7XH7c/5ru8c4u/y9XwrjwW/0922ySpLPaYkOjdlPIaysrI6x1JUVKK4titxglft6JjX446B6jY9xLGWlpbKx5087TlIqzmH0mJMaw7JV9wPpoQkp20r8g4AVFmh3BQN0TXb2nb+CoefvRMsrTqDofMA+RzmLbgebHn/QeIld0PSKWeI4040lEJr42E4VN0EjtgdA1ZlZeVgt1XUe77LK/0b+ktJMvt0favRHs+3O238uWad9ay9T+F5KS52tLUTJ4rl9XjM+HvKyxs2d/2/3CIoKooL+r3NYjRAae4+MBUdgbLc/8BQkCfmHZrTm0Py+TeIvzMbjbB3YnuncjvIKIvj//K/U+Dfls7edk8cG3Y7wPZt8nvzhTMhKTlOHEtUzXEb8LhPnCBzj8D1eO/zdr53LzsH2o7/Qvymob3T4OzXz4KmIz91+u0L393hd5hiUVExmI3xPmtf33GL820wiG3Ly8v9fq75cr5LSq1O90ibtUzetqq6tvNXWloGBrujPQfyWRLOfoTyflJeXiGeD67HXVJSu03/bqkQHWUUSakwDNqX62dfTiGUliYFtP8j7hkWi8/nW/l8UGru+rwsK68drO3RLgGs1kooLXUct3JbX3ng6k5Qhc/G8sDeI6S+k9q25u2a7dMpGZqmxUBOfrnHcPhm6bHQs118Tf+47vnAc3hCcf1IFBefALMxzu97BNW2Vl0TxSLdIxznoAKMNqPTbzcZYkkdN+4T+25BMSJvu+02GD16NLz00ktCXAQb9NVXXw3Tpk2DtWvXAmWwPAmeoIyMDKf1+H7nzp11tn/sscfgwQcfDOERage84LBx+DPa1b9rqtcHD96QmqbHwoDuaeLmGqmoOk9psdCvq3NWyUqR9VGlBRpgorJaQ+LYm+Sbv0TGE6vBdOIYWGMSnDyZsf1GQVRmC6d9VO7+DaoO7IIERaKuHqY9IvMsJg7CeZ8ShR88AYayYogeciFEt+0mZ8e0K/728x8O+vQbpAfi6d1TodrFOAlEm6FWrsBXMlMaPsJdXV4C1pz/oKowDyrzDoApPgni+zlSROF1k3N1T6g+luP2b6M7nSaMSCn7sQmzGVfbwNgkCyxpzcCamAaPfHwcDlc3gpcvvxAyreqONz1dG9E0DcVkqpuNmWqEFXZwsNMTHx+e+xnjmYrKCoiLiYMF006BS+5d79N8yUDcQyjzx5Lh0HXiKvn98zN6w/WPb3K77bmnZwWllAQaCoECPa5zbuoGVzxQd1qAdDeZO7Wn23sLU3svQ21izOFLlEbCE6k0IMVOzGZR9qN3b0zaoS/QY4nzJyVwZKd58+aiEyiVM5E6hO46hq6fedtWMsbUbFvf/n3Z1t/jlkZCfNmvcv9P39VXTLJ3RboFPX1nX4iLw8YWG9DjDsb5DuaxSOfJ06R+/DwuznmfyUnJIlrA9ViSkmpHwKKjLW4zogXrHIptG9cm8RHbdB8Ayd0H1Nk2e+arYM3dB3FdTwOzaGtGiAIb5FQ3hoPVtbXxYmNjoPCHj6Hyv7+gRf+RYp+4nNj4FRyaNQFiegyBNt9OAF+QzuvCO/tCfHxtaE4grpPGjRvX+duGnO+sjGi5Vp2ylAeel8REh/4JCbUJj7BTkZiYCEu/2wX+YKiZBzS0T7YcxuV6vPgdOM8WPYZo2MW07S6OGw3DvIcmgjX3P5GkxnUubmyX/pB6Zq1WRpMRcBzXEGVRhJM6/re07Oh0fbd7e4fT/EOcn/Tae47Mf0ld+8FZFpOq7JKDezlnHE1MTIDo6Cjy94j6tkXNaz+LbvCcWccgS5wc0pqUlOh0ngJ13NIouaftg3G+7Qar23skbqOc94bPpriaz7TyLKnvWJTPB8d1Uvf5oNwmMSERkpLi4aIRScKDcfPcn+skYvJ0DxnW1zkUNJz9H0OZe81dn5cJ1bXv4+PixDFLx63cFvljj/N5GHtmGycjcsnDA2FiTXZ6b+3HH+1TUlKCcp1cdl5HMJqj69Rsdldqy/V8IJt2FsBpXerWq/XlPqvVthYTEyMb9VWK6wh/e0xMFLnjVltpw+cnCRpO//33H3ToUJt0A9m/f7/Tg4oqqampwvg5fPiw03p8n5lZNz5f6pQydanv4V4feMPByepqbkiRjKeEBt4m9Tu00e7IfWz7XmJxLlrcHb4t6l5nrLvJ2Buh8uA/YGleW3pCMmBsBt87y9J5Pbf5cag4UAlR6S3AaIkm0Wa8oTQMvBkJmGTmjqfcj4ir4Ymbuzh1/jCJkjVnX032UkddRHu54zqN7dwPWi1cLV5jmE75P39AVf4B+W+NsQm1NQ/bora1tJi3EkyJjcGUlFJvHdP6kjV5yy6pfK+lRB/hQlJiztRede7dwSCYbcYdaEBIAzOMd5TPGXwO9euaKs8ZRDwNfOL9lVJbC4TmrjWvJQPRE6e5RA9ppc0M65Pld6mtcXetgaxU/Xjh/NXFFKWfc+BzD+uiiy6CKVOmwPz586F/f0fdq/Xr18Ndd90Fl1xyCVAHRwJ69eoFq1evhvPPP1+sw7hlfH/zzTeH+/A0RSBuUK5F5ANR+y8SEhrUd55+2VEII1Mb6fQ8OhsUjUddU2eLRmdPgoS+I+Crn3IBVv+pYp92GGLaCtOfvF0+r/9cOQYq9/8NLeZ/CfE9Bomtynb+Asc/fwViO/SGxudd7Zx5NjahXmOHwoDUms25cFxVNkUpl6KDNEMBzIpfCr2/fAPgnG/l9QVfvQ1Vec4dKKl0jDGuNnQZyZz6JBiiomWvIoaweiLQNUqlwRhXb4nSo6YkUmqX+TvIEqo6kRTaDKNOG+Xz5lU3CZz0OkDsqeZ1uAhlmxnUM8NtP8PVqJbIrcdTrWeia3Sp0lHpW5+NSDQesaN0xRVXiLmQCIYx3HDDDfD444+DFsDw1EmTJonwW0wOhCU+cLK4lK2V8S3uPpA3LE83JMb5Ae16nlxv2GPuXKvpws4NBefJoXcr3642g6QBfrB1hk+7pcnn1RgbLwzDKJxvp6iLWfjlm2AryHcyIv+9aSBYD/8HLeZ/AXGd+sq1NUt+/Q6iW3eC+B6Dg9Zm1NLWeBBsv6+GL1djGKm6eSs3Ry+HlqZ8SDMUQi/zbjAZMBOq8/XUZNxNor6iMAxTmspZTN3VN8QyM+HE1VuCGRaHntqw+m56Qc18NuXgVUNLGqglnG2GUaON+4iXkQOyYfyZLVQPfGq1xq63Ws6u24UKf9tMbdRPwwbR8LdOX+i+BBDVudeh1MVojolcIxI9eQsXLhQJZ/755x+x7qSTToK4OO2k9UVvan5+Ptx///2Qm5sLPXr0gC+//LJOsh3GOzh4wNAdBdV6YedAkJmiPmykCsyi3uY5/R3lSlo/t178r0wOFNO+F6RNvl8kD3L62yOHwF5ZDuak2vmapX/8AIefvQMS+p0rG5HYZnJmjIIjVZXQ9M7nIbpVJ7EeQ0Cth/ZCVGYriEqvLZdSH9VlJaK8BZa2KMk5AFdFrxIG35HHv4KiximQNW0R2GqKUl0Q/QOsn/M+FFlxKsK59e67m3EvxBqs8IetlUhQ82T5+fDFW5dDZhvnayllwlSghrLDtnbLYafOq7ITe3r3dE11aoMd6uwp/NAexkE+fs7QpT5tvA186qUd1VfLWeKnP4943Jfe2gyeE9cSQgzIukR0ncjCwkIx4bJJkybQtWtXef2xY8dEgh0p2Qx1MHSVw1cbhtqJt0zw8DYKquXCzoHi9G6+zTtxrbeJKENUY9v1FIsr7Zb9B1VHciAqozY8G2tnJg4836mwPEZvVOzaAvaKUhHWKXHix5WQu/BWYXA2f2ipyC5bdSwXchfdBtUV5RDX+TSwWyvAYIkRRht+boxPhj1X9xIeUIk7a2zm0vUAlenNxQDDTXN+FuseK7tI/N/YXK7qXGytbgNby9s4rTOlNgODmXanHn8zzh+WOHfqaq9eeaXBuf73PNAj7uZ84Xul5wHnp6P3wDX88PFbQjP30RP8nKELa+NLzeuykHkmw62Lnut7N8Rba5N0MUZwnciLL74YRo0aBTfeeKPT+g8++ACWL18OK1euDOTxMYSpb/4XE3zqGwXVamHnQOGr4eyL51KJ0RIDlqbO3smEvmeLxZW0e98CyNkNFf/9BaVbfxDr0DCzNGsLlqYnwd6bB0P5X5vQBSr/TelmR3Iac1o2mBulCYMzcdBYETZaVXhUhNzaq21gSmgMsZ36gKVpG1iZkw5XTF9TZ4DheJX/oTRoZPlSYDscBuQEN79Z6ZUf0KO2qPeKHw6IeVvKxA+RCg40nTegWZ3ww/LK8HZI+TlDF9YGICtVXRTezGd+dXrf6/IVmtDF1WhSQ3oT/YRrBhID1rzd8wdU/LsTOpr2ww6bc06QiDAif/75Z3jiiSfqrB8yZAjce29t7TZG//ADREujoPodGQyn51JJdXmpCC3FpbqyHBJ6D5M/O/jIJCjbuUl8hmGvSjA7abt3d0GjcyaL9//eOtRhQBpNYIxLAmNMLMS0O0WEuUZltABb4VGxnSk5FZrOeEX2aP51XipYD+2BZrPeAFNGK5g5ahnYXZLjNBQ0sqjOtVXrlf/59dpQ3imzN9TZXjpbX/14iNxvDDbuww/ZiGTcw9oADOyZrqp8UFGJNWQJZsKvS7i/P9g4P1fLdv4C5bu3inJWmHQPqTp+GP6bPgqqS4vgJCxBZTCI5cRXb0DxF6/D0KhzI9OIxBS1UkIdJVgMuKwscrMuRSLhDplg1I+CSttx+nrvuPOwidDS44ehuqQIolt2lNfnvXQflO/+TcxHFIajou6hZBgqS45Yc/bWfk9yKphTssCcmgVR6c4PkqYzXwVjdAyYktM8lq5ogiGt1grhARXHaK0UGWlxbiXud63sofb1YS51gwweH5iSV+/DOYNh/NBWoDWvvHJuEoeB04efM3TRuzauoe6YhMuX8kHesAcxtDXcuihrFmsFHPiVnqdIyW9rhXEY17kfxHV1VKKwHs2BgzcNgp+Sj8FphQvkbQtXvQPHl78IKZfeLRuRxpgEqNjryAxfXXYCTHGJQhdzqy4Q0+MMOLShNn9CRBmRmM30xRdfhEWLFjmtX7x4sSidwUQO4Z68zdQ/CioVdsbtGPfg+ZOMj+IvXoGi/TscHkVhHB6CquN5WAdIhI62e2+3/Hel236Esj83OO3LEBMHUZihNKOFSMgjjQinX/uI2Ed1UiqYm2RATILnueOWzPq9X8aYOABcpO+NskDmLbURIgfzDoHvuDMg6753GFl2uHnmJ9D3ot2Qfccz8md5r/4PDGYLNB59rQi7RWwnCsFeWSYMZ4MpeMkk1HrbDx+rf05opIeBU4KfM3TRszYYGo/lgJRRGM3S4nwqH6QWZUI3PeiidnA7mODAqq34GJib1N6/i3/6Asr+2ABxpwyBhF5DxTocBP5ncncAmxXarzwuP7OL130Mxz99QRiGkhFpiksC25GDkGTAnMS1z5GYdj0g4bRzxJQUCczu3mLO52BKTpEzlaMujc+bAonnXgMf1YQIax2fn+gPP/wwDBs2DH7//XcYOtQhAtZY/OWXX2DVqlXBOEaGKKEuAs2A11FQV6gWdm4oh1ddCBnDP3D7GRpu9ooyh5FVw6ion+EkUw6kGoog1VgETaAIDtlToMIeBZnJRjj/vS/leWCl3y+Fim3OhqHAaBIGkL26WvYONplwC1SfO1kYjehRxPIWxvgkt6FEUtmPoqIiqKwGCPaMkfzjjrbpG+q9lnYwQG51Y9h4rDFkK879sQ8XOryiI66Qty386i04/Px0SBw8HrLve0tef2jeteK8pk26Ty6jIry6Rw4JT25UinNR60B1XDJ8mK/DYeDhh58z1LVxX+JDy3iaW33IS8ZR1/JBDU3opuU2g4PWTdNi4VB+4H4XPntthUfAVnwcolu0l9cXrVkGJVu+E0npEk9zTFWw5h2A3RNPBjBHQYcvCuRncskvq4RhCCajbESaEhuDvbxEvMZoI1NCsngd2+k0qC4phpiTujkZhhlPfAddp6yHUqg9tzgVRZqOoiS+15ludTFF+Zd7QRdG5Omnnw4//vgjzJ07VyTTiY2NhW7dusErr7wC7doFtjg0Qxt+qNMAH16YWdE1g6JeCjvjXEMsdJ9vbySvGxP1I5xkyoWjC9fDseIjUHk8H/7Z8a8wEuObNIH2H9aGjk6IXg+nmmtDS5EuUFNX0xoFRoXtFDf4AkjoMVAYNY5w05r/G6WL2pNKkgaMIdtm0hqH5ntKeo6tfVNtgyYXTBMPelOj1NrVZSdwkg6YFevQ4Cxc/T5AlRXSLrtHXl/8/UfC4Ew64wJodu8b8vr/7h4t/s+8bZHsqa04sAsq9mwDS/ZJENOmq2qvvLuQNMoj6pEOP2e0o02MpXawcvPOow2aY055bjXeR2IsdTNs+jtY629Ct3C0mUqXRFuVlVV1MpRi3eryCvchtcqQXyPYoImhGFZ/+j2MvOBM+fwVfPUWnNi4CpIGj4OkQY5nDEYF7b7kZACTGTp8WSgbhqV/boCCFa8Kj59kROJrAUb/KAzDOCy1ZTQJA1ECvYQnvfmniJQxxiXK65OHXiQWV6LbnQKH7DsbpEtV6EqGBh2/YouwruKSJfpwxTLaHe2KZDBbmjK9NM7dUrL0sX5w/pltyXkghaewvASqCo4I4yKmTRf5s6NLF0HFnj+gqiDfMeJYkA9VhUfAXl4KyxITYVDRXHnb8y0/Qd+ov6Hkm9p9N695plcX5oPdZpONvtXW7vCXrRkcqU6CI/ZkyFf8/+fKK53mHSaec5XfBZYptZlm6aHxDjRv5fAgIuipTb/qgTrbpF42A1IuuQvsVY5Cy4Lqasi8eQHYCo6AqbGio2kyOTLQ1ngmpWum5PfvhcFpUKRGP/HTl5C3+G7Z4Kz1yn9X01GpHR1wvLLD4+PindqEpzlMHAZOB0rPGb3PKff19yk9kZ5K6yzTWJ3icGQ8D7SxHaw2M+u5LfD0+zuc1qWe9SHccWknmHurYy7g0lW74cJ71nucG9ooFuB4jYOyGkxwxN4Ixsw/CNlvLpMTtpXv+g2Kv18mMp5LRiTmCMDBSFN8MlSXFoMp3jElJKHPcDAlNYG4bgOdDMOTPzoAxoRGTs/3pIHni8UVzGYeCirYE+ngn3/+gddeew327NkDTz31FKSnp8MXX3wBLVq0gM6dOwf+KBmSUHioM+4549RmITEgsYOPN3SH0XcEqivLIB5H+2rIe/UBKN+1RXxeddxhHErZSU2N0uDkpfvkbU/8tBJKf/ve7ffEGSrBANVgB8dv+sbaA3basmHqNadDbFomVMU2huEzfoWj9iTY9uUUJ6/hmxWOsBV3BHOOXjjbjOSVU1ME2x98NbJQD4Mp1ul94/OurrNdk/NvEIsTdjs0n/2BGHgwN679PnNyCsR2Pg2iW3WS1409owU8lfAKPFoyHg7bG8vrmyZWw3TbSzA492QAOEu5c48G56MjbE5tqDJ3n0iO4NoxYYILP2doGppSh1htaR2tGJKBynheX5Id5eeBflYHus3EQCWkGArhqXfrflZdXQ3z3nIkkHns5lNg2hObvGQFt4sBXnemx4G8EvlaGTFgDFianSQnqUGMlmiHB9LlmZ3QZ4RYXEHDkhrR7IkE+P777+Gcc84RYa1r164VcyTRiMQ5khjSunSp7/HgjDahNELMBGauijAKSwqFQejwCOaDvapKhJVI5Cy8Fcp2bJS9hTgHTsLVMCzb/rNbw9AQHQvGmHin5DONRlwO8b2HgTk5VYRDmpPTxP4qopMhacRyp4fSO5VniP/vu9DhjcVaVr/ZCsU6Y2wCRHqbUc6VVZstUC2hnmuLBpu7TkLyWRPF4sq1ry2Gi3NzIOuW/8RIN9Y77Gf/DUrWtIPYLv0UW9q9GpxnnMB5NxfL6/+9eTDYCvKg9Qs/yfNkTvzyNRR88TrEdR0ATcbWGr+l234So+GWFu2dMv7piVB55fg5QxNJF7M5SlVpHa1kOvY147knpN/u6f7bLIiDfGraDEYCFW9YIUpQNB51jbz+xujPYbRlIxSvKIH4CY568PFQCjl2DBF1Zxw6fuUT72yHs/pmwcEjFV7m1xugoNKT2eH4G7xW9i4fD/E9BoV90DfQVLAnEmDGjBnCcLz99tshMbE2fvjMM8+EZ56pzdLH6B9+qAcfZaFfTCjjizayl7D4uMhSVl1cIL/GcELMoClxYPZlULZtgyhcj2GDSnCugNKIrMS5aLt/d9rGEBMv5ryZG2c4GYZNxt0kOvqipEWjVBGSglk7cYK6K+4MAsRaZtVN3alQthkpY+BNc34OaOIGynNt8bqLad0ZbJknQzUskesdxseeB41OP09uUxJXLv0YLi04AmkX/yi83GhwDojbC6Ubz3BKqIDXNNiqnOfbYKfg3+1QvPZjkZEWFEbkgf9d7DA4X/xZzNdEin74FI6+twASTj1LJBOSKFr7CRiiooQhKs3dYWrh5wxtXcIR/qmVjOeZqbFus7XifQZDWKWEbg1JNoP3JczOLWXCLlz9LliLC6HRBdPk7Q6/cA8UfvkmpEy8C1IuuNWxbWkxHHrsSgCjERqNnCJHVyQYyqGFKR+q8mvyBgDAcUiE6pooIPcYwFZth7dW7GnY79HYteIr7IkEgD/++MPtfEj0Rh45Ult/i9E/WBsU4Yd8cMAHBCaVUdLNtFdkGY03lEPR8kIoLS8ShmFFwVGYHXsA7i+7XNbm35sGQvnfv7rdtykpxcmIxH1UHc2V3+MEczT8hPHXON3JMEy7/B6ovuDWGsMwzTEhXZENVUlif0fHnQlPm0FDr1vbxtBu3McB2R92fob3baoJj0L9GMAYnwwx8clgh58VBmc2JPYY6LylwQAnf3zA4XU3186ZjT/lDMi4eYHTnBpsK+aUTNHbxHYmYT20F8p3bgJLtnMCutynbxUefTQ4TQkOg7Pwm3fh8Iv3QGL/UZA17Wl522OfLhb/Jw0aJ4f2imPCQtaK49IT/JyhrUugwj+p4K3uo69RGJvfGilna/1o3hBRJkS6z3iOBCoShh2GzkvPZswoWl1WAunXPCRvm7voNjj+2cuQPmU2pFx0m+PvK8vg8KLbxd/Hjbq+ts1U28TgsShXVQNG/GCiGXyG4xQTLE+FvF85EL629oQ1o2u9kxjRoYbiUucBaH/RyrXib5sxmKIj14hs1KgR5OTkQOvWrZ3Wb9myBZo1axbIY2OIY3LJVsnUgimmbScKRMgIPhTE/6XF4n+DJUbUClKGh1bu/1v+XP4fC9Smt0D/v7ztrNj3oIv5P/G64CXn7xwWFS8bkagNlptADFHRYn4AprI2JjYGU0KjOoZhxg2Pg91WVRNCmuo1BC+u24DAnqwIIhxtxmQyOGUBbIhXEjs/+jAg/UMa8ZdAb6XSYym2MRigzQs/1fnbxEFjxTwf9NZLYBvEeT/YuVPO98QBHduxw1Bdk3pe4sibj4owckwiIW1fuPo9yJl/PSQOPB+y/7fEqWYn2Kqh8ZjrICrdUYgF70m24gIRFUA57FsJP2do6xKo8M9QIaIKalCWYxJePfzMYPBY91GKwhg7uJlj8EaUfjLVJo2rLAcLWKESHAM6aEC2NR6C5sZ8OC2tp7wfW9ExKHjzAXgk7i+4t7Q2JDxn/nVQ+NXbkH7Nw5By0e2O/VorIP/12eK40q56QP4+7EegcYjTTiRwQDcRs4bjs95emx21ybibodG5k0UZKvm3m6Og5fwv6pyffdUZsA8ywFRTXxGz1aplYI8M2LTjqEcvrlqoXCvBajPVinVSpJkyUaKujciLL74Y7r77bvjwww9FA8RJtevXr4c777wTrriitjYYw2gBKVsohna4Gnw4b0+qJYTgjRzr2FWXooFX7Phf/F0xRGW2croh77vzbLAech/aEZXV2smIxPmFruGh8vFheYQa4mPN0PfsQbDhyx/ghD0WzjqzI1gapYApsRHYYpJh5qK/nf42+/53xINGKnTrDSnkjtE391/TDW56/OeAz5PU8lw+ZXhrMMHSJFJ5Egl8hjZ/eFmdbRudM0kUxMZ5w0owrLzq2GEwN6k1RG0Ygi4yEjp3vAo+fxVsRUchadjFEFVTzbN43aeQs+AGiO8zHFo8+om87RNxL8Hh6W9Ak2nPyevKNn4J+cueAHP7PgBQm7zowAOXiPtg1u3PytmVT2xeDfmvPQgx7XpC1q0L5W0PPjIJKg/+A5lTn4TYDqeKdaVbfxBlXKJbdYamd9eOhB16/Goo3/snZNwwV54PVbbzFzg4/0Zxz2z5UG1t2EMLboDynZuFZ0aaL1v+z1Y49NhVIrNvi8dxDrWD3KenQclvayFt8v2QNOh8uTzMgfsuEJ7iVgtXy9sefm46nPj5S1FgvNHwS8U66+H9sG/6uSLaos0LtcXn8166D4rWfgQpF06T55Rhh/7fm/HYDdD27e3ytvlvPAQFX70tkkbh9gg+Z/656hTx+qQ3tsoDd0eWzIXjy1+ERudeCWlX3CsbOLsvcRQyb/PSJjlpyNGlT8PR95+A5LMuhYxrH5G/b9cl7YSR0/r59RCV5tAe95n/xsNiMEOp0e4ruoipDi0XfQfRNV7ygi/fhMOLZ4gC6s1mvCJv+8+UXlCVfxBaLvgSINtRq69bwfeQaSyAw9Xo0Td4Df8sXv8ZHHx0siix0HLeCnmbf28ZAuW7f4fshz6EhN7DHNfUL1/D/vsmiEGa1s/Wlq/ad8fZUPrHemh231typk18v++OEWDJPhlOerU2+ua/mWOg5JevIWv6S7Ke5bt/g39vOF3Uom33bm3pp4OzL4XiHz6FzFsXCj3RkOyTchxWT50E+6rToevsl2H0IMe8TrxWC79ZAunXPSaHh+J5OXbZybAuOQb6Fj4p73dy9DcwLvpHqPwZSxzVOFqqbVDy1Rsw1gJwX6lj4BeRIhdwoEdel5wKyedMcngMbVbZiEQjs8mEqcKjKJ9rkxmyH3gXysqcBwqjMpyzt6vFNeOuN0xGA9x8UXto1SzBrRdXLc05K7a+jchHH30UbrrpJmjevDnYbDbo1KmT+H/ixIkwa9as4BwlQxLUPVRUV5SBvcoqygTg/1BVJW6oGO6JI2rK4rMY8oUPRXxIC+NQWspOiFAyZXjYrgtai7lL7ohp18PJiCz85j2w5v7r/gAVpQcQvOGjkWmMSxAj/hgeiv9jiAo+vJSkTZolfof0ubx9XAKUYVn6s2o7eym3PguXLK0ZuZpeO3KFHeFPn1jipE15bAIknK7tUa5AzCWN1DbjjrP7NQvKPEkmsKCREOsmu2Dm1KfqrMOOZPLZl4t5zq7rqwryRM1TiWoMW7PEiIgDJX3Mf0PFjhNgr6i9JjCpFibGiolv7GREorFmzdnr5CWtLjouQnVdjd6Kf3dAxd4/xb1Q3m9JoUjhDybn+5Go+/nPVpHoQ95vWQlY/91W57dZc/eJ/dow9K8Ge0W5mKPqOgXAmn8AKv/bCdUltR1ze2WFiP4wKby/SNWxXKg8uFskF5O3tVWB9eA/dTy3VYX54jzgPLTaA7aJY0OvkRI0Cqry9ovfLu/Xboeq/ANO24ldlBRDFQ5WKn6b+L6a6QZKTxpqYDue53TOxPcVHBEeLKhWbFtZLrzYom6r8vvEXHnHPHn52KwVUH2iQC7CLm8rnqVFYLdXy/cyk90GM2Peh2ml17oJ/3QkYpHCP+3VNnGNiWNTIJ7r4ngVOuPvxGd+zVxkeXW1TZznOhaK8CS6eM0U58of0DDqE7UL2lcfhDbd01VFYcRDhVMm8X+rM2BrVSvop2hzGEafPPEeuPvlXWBU/JDUy+8Rgx3KgV80DJve8Xyd78E+RjCfM1jr8bJZ61Qbgrdf2gksFrNHL65aQpWwLRzYanTReoIgJQa78o7kA/v37xfzI0+cOAE9e/aEdu2c53nolaKiIkhOTobCwkJISnKEC1IERy6FsWVDw8sqEj9IyUzwPT4oHUZZzU1ael1VCebUZvIIMxpvRd9+IAw2x+dV8j6tFeViNLnJmRMc21ZWwOFnbq/Ztsrp+3HBzIhpl810HIPdDnuv7Qs2ayXs2XcczAYbmMEGmY3MYqJ4fM8hYkRNYufIFKcOjhKM61d6Af8em+14KLoh5uSe0Pq59fL73Zd1dDz0jUYwxjoMN+n/6BYdoOn0F+Vtj330rHhoy9sJQy8RTPg+sRFEN8fyAcEzhtAQ9BT+4Go0Hf1mAkRHWzQfKuHut2GCoYzhHzj9Lm/nyRu4L/Twhuo8hSPT5N6DxdBmzEfi9Z5Px0HrZomw+78iv+ZJauU6cr0evB2zL9vqBbznY0dG+u1nmH+H9x8dADHdBkHS2Q4PUcGyAWA8sA2scSmQcs3u2ra1fR1UV5RCXJf+skcMPZPo4UFPSlynvvL3oIcIDY+YDr1ljwmG7qIRaUxIdtq2bPtGYWTFtO0uh+pi2F/R9o3Cy5rcszZbY9muLcL4iW7VEcxS2N2JQnEMaCQr91u+508xr8yS3RaiUrJk4xRLD+H8VuW2Ff/9JTy7UVmtZOMbjS88XoPBCLGd0CvroPLQHmGsmdObQVSqY2AQvX/l/ziiSiTPqzg/h/9zhCynZMqeQSx1IG0b07aHnNjEeuQg2I7ni2kF8rZ2u6ihi2BJG6kTWnX8sCidZEpqLB+D+B3/bhd/g55FKQQbk6bhgClOc3Da9sAuYYBhNA2WUXCcywLhVcVBAeUgRGXOv+L5bE7PBqvdYSibbZViTu8nGwvh9hd2w8H8WiM+OzUanry9N0wY3lY+7+gdx2OSdBPHdixX9BkwaZVkQElGLw4SK0PARe1ga6VjekbNtvhePPONJifjCnXHvod4VkvbVlnFdYZ6KstA4IAz7gf7SZJX+PCRE3DyOW8KD+vuryZDepOaYysvdfSrMNKn5pxhnysv5wi0GfMxlAKucx5IcH1uIcG67/j7nFHeC5ulxTlp6c3Qvl1RJ1IiJ79Eng+qlnundIWHb3B456nSkOfFsYISSBnm/pxQe/aotXX8NofREyl5I9GYPH78ODRuXJsmnQktFfv/FolUJINNjNS5jEpnXP+4PKK5Z0ovj/tqdN4UyJq2SL5ZYviTJ2IHT5CNSBwaLFj5msdtlclXMIyrYt928fBqoXDiVdcMqLqOluJDUx7tEEkkLOLhIkpF1Mz9k0g68wIx0ix582qNviSnBxfS6tkfxMMF96OcH+EOzDSqFfAhgkYkQwsq5QqU8ySZyMN1JPy7qu4Q129U3bIdLU+qCfd1GJFIfK8z6+wPDQ2lsSER1/X0OuvQQMQC4a4oDTQJMZe7U/+627brWXfbhGSnGrUS0oCoEjQU3M3tVka0yNuiUdr5tDrrRTIllyLlaBwpjUeJqIwWYnHa1mSC2JPrdpjRwFMaeXLWYZe5twgaV0oDS/4ditqp8rbJKWKps61LoicE583j4oolq5X8uqLI8bCOTkoSETQXng9w9rBOcsZRd0m4hIHmJjO363NZbIsGWo0R7fw7asM3JVyNUvl3JNbtkwqj1M0+pEQ2TtsaTVBkr3u87hLJ4SCAITYRSjF6yA2SAamV54waA/LKUSfB4pmnCQ+kK+68ifWFuE6/XN915isUtVX1gs9G5LRp06Br164wZcoUYUAOHjwYNmzYAHFxcfD555/DkCFDgnOkjFfwZocjvp4QhqW0rcUCpsQmWOCp1hjDBcOLzGanBxgaWAl9zxYjtvh57bZmqDYYIfrkWmMU94WhGGJbeXv8jigRuuT6EG3x+GdQXmWHYbesgSowiWXDG6MhLiG2TuhQu/f/ATCZHfusJ9FC5i218xHqw91DVQ+E20jREqGqd4ewLgzjG9xmtKOL0nCI9CRckdBm+nRJc2tAesObIan36yVah/cyn43IpUuXwmWXXSZef/bZZ7Bnzx7YuXMnvPXWW3DvvfeKJDtM6IlKbw4nvb7VEbqCxpaTIYfGYa2bHEcuMV29GnDErfkjjlA4d+5u15G41MtqM4nWB6bHB1EkvrYekaVlR4h249LXSiZBKrAnUh3rf8+TkyVEkidSLb6EBjNMMNBam4kUIkEXZWbSUD8rtKBNRhPPWdzd8cr9/eH2JzZBwYlKiEQqdOiJ9Lk1YC3IzExH2MDKlSvhwgsvhJNPPhmuuuoqEdbKhAc0HsWcDwybSW3qqN+X0EiEjuBn9YVq+gPeoPT8ANEyrIs6sG5Xq1HLRBa6UBCONoNzPt29lsB5kpKxyDCePPW4hGPODj9naKJ3XfCZ0OvyFWF7VoRbG5wTWV+v8bQudcOC66PQiwGJyXz0TLQO24vPRmRGRgZs375dhLJ++eWXcNZZZ4n1paWlXM8pAkdV9DiyogciTRfliPHaLYd9qm2FNa0wJXkoOgfcZhjGN7jN0ETPuuCzAJ8JrtlFQ/msCLc2c291TFVyNSSV7331yt773BavcyLvfnqzT89urVGhw/bisxF55ZVXCu9jly5dhHdr2DBHTZ+ff/4ZOnToEIxjZHQ82uV6w9DzDSSUoC4NMay0BD7QO11QWxfu3Kmrnd7Xh/RQm7ZgY9DPEZXR+/q8k5EEetfK118sFkrZ8RhabYaJDF3wGXDr/I1ujZ1QPivCrc2Ywc1FqY6mac5JhLLS6q877Yn6Sn4cyCuFdVvcl1yjQkP6VdE6bC8+G5EPPPAAvPzyy3DttdeK+Y/SSUEv5IwZ6ufDMdrHarWKJVCdfwTfUx/l0wKfrKlrWGklFMcXMPwFR4ZdM8kdUpFZzrVzsP9w8B9gDW0zTHBgXejC2tBEr7rgMwCNmXA/KyhogzUft384Wn6PGXc3vTkSgknOEd+e3eEesG7lQ79Kj+3FryHoCROkkg61TJoUmuyGDB0aEr4shYu4jvZh5x/X4wgY3sAY/7j64V/qnFspFEfr5xYTHEhMX7jZ64gxtQcYh/zThHWhC2tDE73qovYZQNnYCaQ2rhl3S8qqIJhkpdYtn0IBT33Wgz70q/TYZlR5It97z1H3Rw379+/nDK0RAhYzxiUSw0Woo6dz6zrZHhMc+FLLitIDzN82wwQX1oUurA1N9KqL2meAu+1W/KAu630kaKPsY3w0bwhUbLgUUpK8Z4zHzwf2TAdqBKrPaveiiVaTCqkyIp9//nno2LEjzJ07F3bs2FHn88LCQpGpdeLEiXDKKafA0aNHg3GsDDH8vVHpIVxEq2jt3OLo32Wz1gX9ezBZQPOMuKA/wCg83Jm6sC50YW1ooldd8BmQne45M6mnZwU+q6bM3gB610bNfHp3mW3bjPkIKqrqMbKCUEUgEASqz/r5uoMeP8N+jhanG6kyIr///nuYM2cOfP311yKhTlJSErRr1w66du0K2dnZkJKSIkp8tGjRAv78808YPbo2hprRL+ia98c9r4dwkXARqGQ5Wji33kb/Aon02Hrqjj5BrwHmb5sJZxKdcJd48AdfjzkcujDqYG1ooldd8Bmw8M4+XjOTuj4rQvWs0oI2HjPb5pfBiVLvobDHCitIDnAHos9qs1XDrMXeyyBqLUoMUd2jQMMQF6wT+cMPP8C+ffugrKwMUlNToWfPnmIxGukXYWUChzRJOCYmJmThIpEMhjvgHEDlpG4cMcUH3oh+TX3alxbObX2jf4EiOyNOdApCMU/U3zYTDrB2pFaMxkjSJdJgbWiiZ13wWYBz3G6e+7OTMeTpWeHPs8p1QHh436YBG8QMlzaBMKYpDnAHos+6bkseHPKSnVbpzRzSOxO0gs/D0mg0nn/++cE5GkZTWCze49vrCxfBCcnubjaGmps1xdj4cILhDp4mdb/98MA651Dr59aXh4mn31sfmG0ukA/vYLWZQMMlPmjqwtSFtaGJ3nVBQ7Ff11Roes5SeV7f6EHN3T4rfDV8vA0IB2IwM1zaBGLgN72J/yVEgkUg+qw5Oo3AY9chE/KCtv6EizDek+VgkV6Jl+/prYtzq3b078HretSpZaUWzDYXynOh5wLdWoZ1oQtrQ5NI0EX5bDi9e7rHZ4WvkT04IOyaFE4aEA7EvLhwaRMIA2jyAz+QmxsYiD5rlk4j8Oj3JBldFrSVwkVcO//N0uM0X4IiEJSUWcHQ+w1IGLik3m3RkFSO/o09sxW8+8jpdc4tjpRp6dzWl+AAwc/vvaqrUy0ryui1QLfWYV3owtrQJBJ0URuxoeZZFcrs6f5q09CcC4EwgAJpTAcST33WbJX9KrxGmqbGhj25X6BhI5IJ22iXu0K2/342XjNGDlVQk3P6pdc5t3uXa+vcKkf/PDFnai+xnRY8q1oZvce5kFpKohMpukQqrA1NWBffnlWhzJ7ujzZotHW6YLlTiG2rUct8Kj3hqzENGitF5q7PuldlvwrPY2mF98RCWokSU6Kto2V0NxLpWshWaw2Isi56OLd4c3ad76lkzODmoCUiYfRei7AudGFtaMK6+PasCmVYqK/aSBlV3YXYYujtsrlDVA0segv71EspMn/6VR/VnN+CYkfCI3fgtaOlQX4Jn3qVRUVFUF1dd2TAZrOJz5jIorKyUixMaPBWtwpH//Sqi9YMRW/oTRu9wLrQhbWhCesSvGdVQ8NCfdHGW0ZVd17B+soneQr7NBl9Nyu1lmSmIRlrzxvQDLSIaiPy448/ht69e0N5eXmdz3DdqaeeCp999lmgj48hTFRUlFiY0GD3MqkbwzolIl0XmuWKHUS6NlRhXejC2tCEdakLGlU4HcBfAjUvzhdt6suo6o9X0DXsE3n9gf7i9/nyfNZakpmGZKxdvzUfdG1EPv/88zB9+nSIi6sranx8PNx9993wzDPPBPr4GMKgBxoXJnQYXEbzpEndyhFQ1oWuIcna0IR1oQtrQxPWJbAEMnu6L9oEq/SE628Ye4bDQ5npJbmM1pPMNOS85R71XEOSMqqv1D///BOGDBni8fNBgwbBH3/8EajjYjSAwWAQCxN4PE1mr662O03q/vP90TB++hqnLK6RrgvOLfC35EewiXRtqMK60IW1oQnr4h5fEtEEK3u6L9qEsvQE/raHru/hdRutlSIL1HnLTKFXH1MNqhU6fvw4VFV5zixktVrFNkzkwA+R4MXQKwsRe+L0bmlub7KRrgt6ZamW/Ih0bajCutCFtaEJ6+I+gQomovGVQGdP90Wb+jKqBtIriOfnmod/9LqN1kqR1Qeet2YqBrWxP6drI7JVq1awadMmj5/jZy1b6kN0Rh04qOBtYIHxP4beNUuaLzH0etPFnzTfVEcw9aaNXmBd6MLa0IR18S+BijsCnT3dF228ZVQNbIht/ecntVE07P54rG4MSATP29xba3NWaK3PUh+qj3rcuHFw7733wuHDh+t8lpubC7NmzYLx48cH+vgYwlgsFrEwtGLoJV3qy6KmBVxrV2kdqm1GD9eKHnVhWBuqsC7+JVCRMBDSxlNG1UB6BXHQu77zc6SgAjZsPQJ6oaTMCobeb8ClfnintYJZ7YYzZsyATz/9FNq1aweXXXYZtG/fXqzfuXMnvPPOO9C8eXOxDRM5SMVsuVYUrRh61MVstGleF6m2kpqR3ZKyKqfX8bGqb20hhdsMTVgXurA2NGFd/E88YyCoDRqKw/pkQvKQ9+QQ2+F9mwbMQ6Y2cYweynpEEqp7WomJibB+/XqYOXMmvP/++/L8x0aNGgmj8pFHHhHbMJEDPzyCG0NfX0irpxh6R6FhmkZUoEOD/Al1DSfcZmjCutCFtaEJ6+J/4hn08D1+S6+geaj81UZpMAY6xDbvWN3ygHot6xFJ+NTTTE5Ohueeew6effZZOHLkCNjtdkhLS+PJ1REKj0QGN4be3QMGW5pkWHm6wevBE+lLbaVz+mf7tG+s4xWukE1uMzRhXejC2tCEdXGfoOZgXqnXwc/PnzwDzu6fDeWVNl1r45qldsaiX8FkNIBNkWHeFTx/eijrEUn4NcyARiMaj6+++ioUFhYG/qgYTeDwePEDJBgo6z4qaZYeFxG6+DovVBm+SjWUVS/a6BHWhS6sDU1YF88JalxRulmG9M4KehKVcGvjKUutNwMSmTO1l2YTzEQqDVLr0UcfhWPHjgXuaBhNUVlZKRYmNOAchW0fjI4IXfRaW0kP2ugR1oUurA1NWBf38wqxTrE/g7960aYhWWo9DZ4zOjUiMZyViVyioqLEwoQGtXMU9KBLfbWrtFpbSQ/a6BHWhS6sDU1YF3WGkNrBX71o42uW2iVujG5GO7DfmPEbm80mFoYWetDFW+0q1+20hB600SOsC11YG5qwLuoIdIIa6tpwdtXIokFX9vbt26FlS/0UBWV8nxvLSZXokXH2J1Barv2Hu6faVVqG2wxNWBe6sDba0UVv9Wb9+T24HSZvi9Q242t21Yk6rqEYCfhtRGJ21tjYWDCZTIE9IkYzhPNGJRVxxQVfM87opdOFhuT2D0frpsQHd4hpEqm6aKHTH6naUId1oUs4tVE7FUVNRldGZ0ZkQUEB3HTTTZCamgoZGRliwdc333yz+IyJLDichS560sVbKFCnC5aLTHBagdsMTVgXurA2NGFd6BJObdRORXHH3U9v1tzAcKSjOhc+ZmHt168fHDx4EC699FLo2LGjHNL6+uuvw+rVq2HDhg3QuHHjYB4vQwieVE+XSNHmUH4pTJi+xm1GPG+jnRPPbgPhIFJ00RqsC11YG5qwLnQJtzbSVJSp8zbCwXz1cyQxIQ8m5hnSOzOox8eEwYicPXs2WCwW+Oeff4QH0vWz4cOHi/+ffPLJYBwnQxAKBW0Zb9rEgx7wNjJprxntxBFMJV/9eEisd5c/GutXxVhM4kEXarjN0IR1oQtrQxPWhS4UtMHn67A+mZA85D3xfvqkzjD3jW0RlZjHFgFeVdXhrJ988gnMnz+/jgGJZGZmwty5c+Hjjz8O9PExhAl3QVs909Cbj550Wb813+vnaCgqU4qrqVM1bcHGsNzguc3QhHWhC2tDE9aFLlS0UU5FGdIrMyiJeajOI//o231iuo3eUW1E5uTkQOfOnT1+3qVLF8jNzQ3UcTEaGe2SRryYwOHp5uPLpHM96ZJ7tMxno9NbnSo0LvcfdoTNhBpuMzRhXejC2tCEdaELRW2wpnN9CXfwc0zMo4c+3ITpa3wK5dW9EYkJdP7991+Pn+/duxeaNGkSqONiNACV0S494e3mg2GYag1JPemSmRIbFKMzHGEz3GZowrrQhbWhCetCF4raKBPueGLO1F6aq/3sippIKD2hWq0RI0bAvffeC5WVlXU+wxGP++67D84+++xAHx9DGIqjXXq/+cxYtBmqfr683lAKPemCI5jeMNSMYPpqdIYjbIbbDE1YF7qwNjRhXehCVRucJ+ktCd6Ywc1B66zbkuc1EipijUhMmvPXX39Bu3btxPzH5cuXw6effgqPP/64WLdjxw548MEHg3u0DCkojnbp+ebjSximnnTxNjJpUIxgqg2bwfXNM8ITNsNthiasC11YG5qwLnShrI2robjEh8zqWiDHzwintVsOazIRj2ojMjs7G3788Ufo1KkTzJw5E84//3wYO3as8E7iuvXr10Pz5tofRWDUY7VaxcKE9uajZrtI0SUrLVakElc+mNTUqXrqjj5hCZvhNkMT1oUurA1NWBe6aEmboX2yQE9k+RnhdO7U1dBq1DJN1b32qcQH0rp1a/jiiy/g+PHjsGvXLrGubdu2PBcyQjGZTOE+hIi8+ajZLlK02fTmSMhKi4eSMqvqOlUYThOO8h6RpIvWYF3owtrQhHXxPaNnqNCSNvGx5pCem2AzsGe6iIQ6mFfqdmoSDmw3SbLA0aK6UwPxbzAnBvZdwtVH8RW/huIbN24Mffr0EQsbkAwT2JsPxTBMqnjzJuJNePuHo3U574JhGIZhGFqY6omEQsPSU94Le5hLkPmDttMgMWGlurpaLExgCGQYJuvigFqmN24zNGFd6MLa0IR1oQtrE17G1URCNU2rGzU2/bIOcMyNF5JCCTJ/oNXDYjSF2WwWS6jB0MWEgUsg0m4+voRhhkOXcKIctaM8QT1cbYbxDutCF9aGJqwLXVib8DPOQyRU2xZJZEuQ+QMbkYzu0khrnUCEYUaKLut/z4Ol3/wLnS5YrokJ6txmaMK60IW1oQnrQhfWhm4kVJNEE9kSZP7AQxWM31BNIa0HGhqGGSnajLtrjdv10gR1bzWpwkGk6KI1WBe6sDY0YV3owtrQZdApTaFZWlydhH9Oda81lPuCPZGM3/BoF10iXRdpgvrdT28GSnCboQnrQhfWhiasC11YG7pUVVXC3Ftr61orMYS5BJk/sCeS8Rse7aILa+MwJA/k0ZpXwLrQhHWhC2tDE9aFLqwNbW3GeJiahB5INCC1Ut4D0YapCwCPPPII9O/fH+Li4qBRo0Zut/nvv/9g5MiRYpv09HS46667oKqqymmbNWvWwCmnnCKExBqXr7/+eoh+gf7g0S66sC404TZDE9aFLqwNTVgXurA2dKnwoMvKp4fC3uXjNWVAasoTWVlZCRdccAH069cPXnnllTqf22w2YUBmZmbChg0bICcnB6644gqIioqCRx99VGyzd+9esc31118P77zzDqxevRquvvpqyMrKghEjRoThV2kbHu0KDSfWTRTFin2BtaEJ60IT1oUurA1NWBe6UNEG+y32TZPCfRia0GZQzwzNhLBq0oh88MEHxf+ePIerVq2C7du3wzfffAMZGRnQo0cPeOihh+Duu++GBx54ACwWCyxevBhat24NCxYsEH/TsWNH+OGHH+DJJ59kI9IPrFYrqRsWU1ebSAbnFzRLjyMV0spthiasC11YG5qwLnSNJ9aGLlarFaKjLaAXNGNE1sePP/4IXbt2FQakBBqGN9xwA2zbtg169uwpthk2bJjT3+E206ZNUx0WUFRUJK/H19hI8TX+jxeHyWSSPaPoBZU+c/1f2tZut4sFX+M6NHZdt0UvLO4L92kwGMSCYbpqt1V7LAgWqMX6QmqOG9fh6+LiYr+Pu6ioRD635eUVANWV9R638m+Q0tIy8Xdqj9uf813fOcTf5ev5Vh4Lfqen31hWVg4Gu9XtcVdVu08XjfsrKytTddxGozEo1yzqEYjz7ek3ekOaoP7wDd1h8oM/On2G11l1VbnXY5EKNeO5CeR1gv/jPtVoE6h7hPJaqqioFL+9ssrgdH3ZbRVBuUcE8t6G/+N6f+5t0rF4Om78TGv3iGC0NYr3CPxM2tbf51ow2lqw7hFa6UeUlpbWPKuKIuIeEeh+hPK5VlRUDGZjfMDuEa7aqG1rymMqKSkFgz0q4PeIEyfKfHoeB/PeFuy2VlpaWadvUlpWKj5zxZfzHYp7BF5DatCe79QDubm5TgYkIr3Hz7xtgw0NO3XueOyxxyA5OVlemjdXX6svEsCLkqGHXc5PGpmgB/LNB/rAqIHNgBLSjZyhBetCF9aGLqwLXVgbRveeyBkzZsCcOXO8brNjxw7o0KEDhIuZM2fC7bffLr9HgxMNSbTak5KSxDp8rfxfietn3raNiYlRvW19+/dlW3+PW7pJxcfH+30sSUm14xgxMdFu5/657k/5N0hcXKz8d+E634HWXvkbY2NjIE5xXpTblpS5D1uNiY6B2NjYkB93MM63p98o0TwjDh696RS4/P4f5Anqw/s2FfML3P2t8joL9XUiJfryVxt/jkV5LWEYDf525XnB68uf9qOne1tJSYkYgVXqEujj1kJbo3jckjbSZ1o5bk/bUjru+vbvbVvpue/6/Kd+3FTOt/IenJSUCNHRUQE7FjXauG1rimOKj49z6nf4eiyetklIMJJ5Hgdbe5u9bhRVfFy823DWYJ1vf88heiPJG5F33HEHTJ482es2bdq0UbUvTKizceNGp3WHDx+WP5P+l9Ypt0Fj0LXzIIEn1dvFGclI7nSGHj/+eQzOG5ioyYnavjD7+u5w9xVdwGqza2KCOrcZmrAudGFtaMK66E+bcM/ljARMOms3YTUi09LSxBIIMGsrlgHJy8sT5T2Qr7/+WhiInTp1krdZuXKl09/hNrie8X/ytqcRYiZ8nH/nWshOj4OFd2qr5pCv3L/4d3jxo10wZ6r74r3UoNJmbDbHfC5k7ZbDsuc2UqGiC1MX1oYmrAtdtKKNP5nntUR8jVGOHt6EgUtkbdD7qhc002vAGpC//fab+B/drPgalxMnTojPhw8fLozFyy+/HH7//Xf46quvYNasWXDTTTfJnkQs7bFnzx6YPn067Ny5E5577jn44IMP4Lbbbgvzr9MmODEXl3B2gN29ZxwczCuFCdPXwEff7gO9/87LZq0DLRCuNqMEr4dOFyyX3587dTW0GrVM99cJdV0Y97A2NGFd6MLa0MWiM100Y0Tef//9IsPq//73P2E44mtcNm3aJLuIP//8c/E/ehYvu+wyUSdy9uzZ8j6wvMeKFSuE97F79+6i1MfLL7/M5T38BDM64RLODjCC7yO1A+zNgJYCPKct2KhrQ1tL6QPC0WaUfPr9fjGwcDC/NCIHHKjqwniGtaEJ60IX1oYuFTrTRTMlPrA+pKcakRItW7asE67qypAhQ2DLli0BPrrIJNRzRbGDix1dV6PhUL6jA7x07hBdh266Y/3WfK+f47naf7gU1m3JgyG9HXOD9YhWDMlwz6+evnCz23OF6ww1Aw5jBjePuNDWcOvCeIa1oQnrQhfWhi7ROtMmsnoKjGZHu9CTduv8jR47wJHgcXNH7lH3pWlcyTmiruYPo+8RYlcPpKcBh0gj3LownmFtaMK60IW1oUuFznTRjCeS0eeIitpsYNixPZCnrgOsZ4+bK5kp7rMKu5KVGhf0Y2H0MQoZiQMOWtAlUmFtaMK60IW1oUu0zrRhTyTjN5WVlWKh1LGNtA7w6d28Zzc21NRRHNjTkbFYr+Dv1AKhbDP+EokDDlrQJVJhbWjCutCFtaFLpQddtBpFx0Yk4zdYABoXSh3bSOsAe5u7JhlWT93RRzdz3AxuDEatGJChbjPuaJYW5/F8RcqAA0VdGM+wNjRhXejC2tAlKipKJLhzRasJIvXRs2TCApZawSUUYMcW6x5yB1g92Rlxuks29PbDAyEzNbbO78T1WiCUbcYdc2911NM0RMCAg5Z0YTzD2tCEdaELa0OX5d/vd1uSTEoQqTVDMvJ6C0zAMBgMYgkF2LFdeGcfx/e6HkeEd4Dd8fHcAbB3+XhdGZAIZg7d/NZI+f1H84aI34nrtUAo24w78DzhwELTtDjdDzhoSRfGM6wNTVgXulDWRhm2uXbLYc2GcfrLrMVbdZUgknvcjGZuVNjBddcBbpYe2R1gdwzoka5bg1r5u07vrq3fSeHhju1k+4ej5fcrnx6qywEHrenCuIe1oQnrQheq2rjW+T536mpoNWqZ5rxvDeHQkXJdZUjXTu+LIUdVVZVYwtkBRhbP7KsZT1SoCLUuDN024w6l4T2oZ4amDHE968LUhbWhCetCF4raSHW+XctMHczTZhhnMMnRUILIyO45MA3CYrGIJdR8/sNBp/fn3fad7kazpNInuOBrXwmHLgzdNsN4h3WhC2tDE9aFLtS04TrfvqGlBJFsRDKaKmiLhqK7Sck8mqXvgrZ6gYtA04R1oQtrQxPWhS7UtPGlzrfeyUqN0VWCSDYimQYVTQ1l4VQezYrcgrZ6IdRthlEH60IX1oYmrAtdqGnDdb5reeymnm77sIhdgwkitXOkDET6aBePZqmH0igkQ3eEmHHAutCFtaEJ60IXatpwne9aqqxW0BNsRDKaGe3i0Sz1UBqFZOiOEDMOWBe6sDY0YV3oQk0brvNdy/0vbgPwch60Fk3HRiSjmdEuHs1SD6VRyHAnGaIEtRFixgHrQhfWhiasC12oacN1vms5dKQM9BRNp3/FGN1kAOPRLPVQyszG0M2axzhgXejC2tCEdaELRW081fnOzuA631qOpmMjkvEbm80mlnCMZkGEj2bVRyh1Yei2GUYdrAtdWBuasC50oaqNa53vlU8Phb3Lx7MBqeFoOu5tM35jMBjEEkrwZvP2wwPrrOfRLGdCrUu40UrIazjaDFM/rAtdWBuasC50oayNcpB/UM+MiBv0b6qzEh/mcB8Ao13CdZMaM7i503sczRret2nE3Yy8QfUBEk5OrJsYdgOTdaEJ60IX1oYmrAtdWBu6PHJjd7hq9s/CYLTrIJpOO0fKkINKyEQkjmbVBwVdGLpthnGGdaELa0MT1oUurA1dzumXKaLmMlNjndY3S9dmNB17Ihm/iYqiGzYY6bA2NGFdaMK60IW1oQnrQhfWhrY2485sCf26pkLTc5bK67d9MBqSEuiUZVELu28YzaWRxpBEDE1kwGM9IUrpvRm6qdcZB6wLXVgbmrAudGFt6FJRo4tr9JxWo+nYE8n4DaVitpHIR9/ug6nzNrr9jLWhCetCE9aFLqwNTVgXurA2dInWmTbaNH0ZEvBoV3gNyAnT18DBfPf1hD7+9t+QHxNTP9xmaMK60IW1oQnrQhfWhi4VOtOFjUimQSMqehtV0UoI663zNzpl9nLlfy9t8xjqyoQPbjM0YV3owtrQhHWhC2tDl2id6cJGJOM3PNoVHtZtyYMDee49kBIH88vEdgwtuM3QhHWhC2tDE9aFLqwNXSp0pgvPiWT8Rm8jKloh50hpQLdjQge3GZqwLnRhbWjCutCFtaFLtM60YU8k4zdWq1UsTGjJSo0L6HZM6OA2QxPWhS6sDU1YF7qwNnSx6kwXNiIZvzGZTGJhQsvAnumQnR4HBi/bNEuLFdvpkfhYs9vXWoDbDE1YF7qwNjRhXejC2tDFpDNd2Ihk/MZut4uFCS1YT2jhnX3Ea0+G5EPXd9Vs3SE9w22GJqwLXVgbmrAuDa93bd80SSz4OpCwNnSx60wX7mUyfsM3qvAx7syWsHTuEGia5j5kdeTpTUN+TEz9cJuhCetCF9aGJqwLXVgbuth1pgsbkYzfmM1msTDhMyS3fzi6zvqj30yA5MSYsBwT4x1uMzRhXejC2tCEdaELa0MXs850YSOS8RtOIx1+3IWssi50YW1owrrQhbWhCetCF9aGLhU600VfJjETUvSWqlhfhYa5aVOE2wxNWBe6sDY0YV3owtrQJVpn2nBPk2nwiIreGoUedDEbbawLQcLRZqQEDoxn+F5GF9aGJqwLXVgb6trEO607vOrCgCdXChVsRDJ+wzcomrAnki7cZmjCutCFtaEJ60IX1oYu0TrThudEMn7Dcfc0YV3owtrQhHWhC2tDE9aFLqwNXSpqdNFyvWsl2j1yJuzobURFL7Anki7cZmjCutCFtaEJ60IX1oYu0TrThnuajN9YrVZdNgo96GI121kXgvMBuc3QhHWhC2tDE9aFLqwNfW30AhuRjN+YTKZwHwLjQRfWhiasC01YF7qwNjRhXejC2tDFpDNt2Ihk/MZut4f7EBgPurA2NGFdaMK60IW1oQnrQhfWhi52nWnDRiTjN3prDHqBjUi6sC40YV3owtrQhHWhC2tDF7vOtGEjkvEbvbnl9QKHs9KFdaEJ60IX1oYmrAtdWBu6mHSmDZf4YBqWwEVnk4T1AOtCF9aGJqwLXVgbmrAudGFt6GLVmS7siWT8xmKxhPsQGA+6WCzctCnCbYYmrAtdWBuasC50oawNtYzpocZCWBt/4J6mDigps0LCwCXi9Yl1E0UjDWXRVE4jTQNJ+6KiIqiosLEuBOE2QxPWhS6sDU1YF7qwNtS1iQe9wEYk4zd8g6IJ60IX1oYmrAtdWBuasC50YW1oYbNVy69/2VEII1MbgV7gOZFMg0ZUpBEvhg6sC11YG5qwLnRhbWjCutCFtaHDR9/ug04XLJffj7lzLbQatQw+/X4/6AH2RDJ+w6NdNGFd6MLa0IR1oQtrQxPWhS6sDR0DcsL0NeBa1ONgXilcNmsd6AH2RDJ+U1lZKRaGFqwLXVgbmrAudGFtaMK60IW1oRHCeuv8jXUMSERPlSLZE8n4TVRUaBL4ML7ButCFtaEJ60IX1oYmrAtdWJvws25LHhzIK/X4uV4MSTYiGb+x2WzhPgTGDawLXVgbmrAudGFtaMK60IW1CT85RzwbkHqCjUjGbwwGQ7gPgXED60IX1oYmrAtdWBuasC50YW3CT1ZqHEQCbEQymrxRRXrBWm/wA4QurA1NWBe6sDY0YV3owtqEn4E90yE7PU4k0XEXumrQSUgrJ9ZhGhQywWET9GBd6MLa0IR1oQtrQxPWhS6sTfgxmYyw8M4+4rWrSa8nE5+NSKZBk7d5Ajc9WBe6sDY0YV3owtrQhHWhC2tDg3FntoSlc4dA0zTn0NbsjDh4++GBoAc4nJXxG6mYLdckogXrQhfWhiasC11YG5qwLnRhbWgZksP6ZELykPfE+6WP9YPzz2wL5ZX68BSzEcn4Dd+gaMK60IW1oQnrQhfWhiasC11YG3qhrRJnnNqs5r0+jEgOZ2UaNNoljXgxdGBd6MLa0IR1oQtrQxPWhS6sDV0qdKYLeyIZv+HRLpqwLnRhbWjCutCFtaEJ60IX1oYu0TrThj2RjN/waBdNWBe6sDY0YV3owtrQhHWhC2tDlwqd6cKeSMZv9DaiohdYF7qwNjRhXejC2tCEdaELa0OXaJ1pw55Ixm+qqqrEwtCCdaELa0MT1oUurA1NWBe6sDZ0qdKZLuyJZPzGYNBTyVT9wLrQhbWhCetCF9aGJqwLXVgbuhh0pg0bkYzf6K0x6AXWhS6sDU1YF7qwNjRhXejC2tDFoDNt2Ihk/MZm00edG73ButCFtaEJ60IX1oYmrAtdWBu62HSmDRuRjN9ERUWF+xAYN7AudGFtaMK60IW1oQnrQhfWhi5ROtNGE4l1/v33X5gyZQq0bt0aYmNj4aSTToL//e9/UFlZ6bTd1q1bYeDAgRATEwPNmzeHuXPn1tnXhx9+CB06dBDbdO3aFVauXBnCX6IvOI00TVgXurA2NGFd6MLa0IR1oQtrQ5cKnemiCSNy586dUF1dDS+88AJs27YNnnzySVi8eDHcc8898jZFRUUwfPhwaNmyJWzevBnmzZsHDzzwALz44ovyNhs2bIBLLrlEGKRbtmyB888/Xyx//vknaBmbrVp+vXbLYaf3wU5VrLd0xXqAdaELa0MT1oUurA1NWBe6sDZ0idaZLga73W4HDYJG4vPPPw979uwR7/H1vffeC7m5uWCxWMS6GTNmwCeffCKMUOSiiy6CkpIS+Pzzz+X9nHbaadCjRw9hlKoZ0UFjFb2ceXl5ckPFz/F/q9UKJpNJjntGt7X0mev/0rZ4+nHB17gOj911W/S44r5wnzgpFxdME4zbfvj1Hrj7mT/g0JEy+RibpcXC3Kk94PzB2WJbtceCoLFuNptVHXdxcTEYjUbh1fX1uN3tH9crt/X1HKo9bn/Od33Hgr/L3+PG1/id7rbF9fi7PB13VbUJUoYtFdrlrBwNjZJiobCwUBxHYmKiquNGDYNxzXo77oae72C3NWwHCJ6bQB738ePHxT7VaBOoe4S7bSurDJB61jLxG/NXjYMYiyEo94hAHncw7xF4HPi9ycnJurtHBOK4w3mPwO1wfePGjSPiHhGOfoQ/x3306FHxt7hEwj1CS/0IV230fo+g2taqa+4RZRXV8vN21wdnQvNm6XCsoASajvxMrDvy9XjxDKZy3LhP7N9nZWWJ/mRSUpK2PZHuwB/WpEkT+f2PP/4IgwYNkg1IZMSIEfDXX3+Jjpu0zbBhw5z2g9vgek889thjomMhLWhAUuGTNfvhigc2OhmQyKH8Mrjsvh/h0+8PBPX7pRsUQwvp4cHQg7WhCd7HWBeasDY04ec/XVgbukRZ9DUnUpOeyN27d0OvXr1g/vz5cM0114h1GMqKcyYx5FVi+/bt0LlzZ/F/x44dRcN64403REirxHPPPQcPPvggHD582O13oYWOi6snsj7rPNhgyGqrUcvgQF6p288xiXB2RhzsXT4eTKbgjBXguUDCeR4inZIyKyQMXCJen1g3EeJjo1gXwlDRxt11E8lQ0YWpC2tDE9aFLqwNLUoUz9tDK0ZBVkYT8s9gvIbQcUbaE4nhppL71tMihaJKHDx4EM4++2y44IILZAMymOBoDp5A5UKBdVvyPBqQCI4M7D9cKrYL5rnh0S56sC50YW1owrrQhbWhCetCF9aGLtE60yWsJT7uuOMOmDx5stdt2rRpI78+dOgQnHHGGdC/f3+nhDlIZmZmHW+i9B4/87aN9LmWyDlSGtDt/AHjqvXYKLQO60IX1oYmrAtdWBuasC50YW3oa6MXwmpEpqWliUUN6IFEAxLDWF977TV5Eq9Ev379RGIdFEiqw/L1119D+/btxYR8aZvVq1fDtGnT5L/DbXC91shKjQvodv4gTexlaMG60IW1oQnrQhfWhiasC11YG7qYdKaNJhLroAE5ZMgQaNGihZgHmZ+fL7Kw4iIxceJEMecRy3dgGZD3338fFi5cCLfffru8za233gpffvklLFiwQITJYgmQTZs2wc033wxaY2DPdMhOjxNzH92B65tnxIntgoWU7YmhBetCF9aGJqwLXVgbmrAudGFt6GKv0QXnQNo3TRILtfmQujMi0VuIyXTQi5idnS3SzkqLBE4AXbVqFezdu1d4KzFU9v7774drr71W3gbDYJcsWSJCYbt37w5Lly4VJUC6dOkCWgOT5Sy8s4947WpISu+fuqNP0JLqIHyjognrQhfWhiasC11YG5qwLnRhbehi15kuYQ1nVQvOm6xv7iTSrVs3WLdu3f/buxMgqap7j+NnmI0dEZBFAUEEEQTEDXCppxABLQ1GyyUUgmUFFUi0QIIbmybBQIKVlwgaK2iqNBIwQiiDRIVooiwKJbIIlBI0JgioKJswDMN99T/vdb/pYYCeO0v/+sz3U9XO0tfhTn+nb/fpc/veEy5jB+SxSwi+d1V799L0/3I/mvGu+88X///eRzsqqw0g7frqFNq0fCjooos2muiiizaa6KKLNrpyA2uTFYNIHJ8NFAdc3Mo1+a+5/uvF/93fXX1Jm2qdgUywE5OaunXrVvu/hfTRRRdtNNFFF2000UUXbfTbhIJBZABKDxivOL9ljQwgDUf+0kQXXbTRRBddtNFEF1200VUYWJuseE8kNBUVFfkLtNBFF2000UUXbTTRRRdtdBUF1oWZSMQW2isqoaCLLtpooosu2miiiy7a6CoMrA0zkYiNV7s00UUXbTTRRRdtNNFFF210FQXWhZlIxBbaKyqhoIsu2miiiy7aaKKLLtroKgysDTORqNRRpkI70lQI6KKLNprooos2muiiiza6DgfWhZlIxJaXx5+PIrrooo0muuiijSa66KKNrrzA2oT126BGRVGU6VVAOeiiizaa6KKLNprooos2uqLA2jCIRGyh3RlCQRddtNFEF1200UQXXbTRFQXWhkEkYsvNzc30KqAcdNFFG0100UUbTXTRRRtduYG14cA6iK24uNhfoIUuumijiS66aKOJLrpoo6s4sC7MRCK2goKCTK8CykEXXbTRRBddtNFEF1200VUQWBtmIhEbJ7TVRBddtNFEF1200UQXXbTRVRRYF2YiEVtoJ03NRg3q5bto9fCU79FFF2000UUXbTTRRRdtdBUG1oaZSMTGq12a6KKLNprooos2muiiiza6igLrwkwkYgvtFZVQ0EUXbTTRRRdtNNFFF210FQbWhplIxHb48GF/gRa66KKNJrrooo0muuiija7DgXVhJhKx5efnZ3oVUA666KKNJrrooo0muuiija78wNowiERsJSUlmV4FlIMuumijiS66aKOJLrpoo6sksDYMIhFbTk5OplcB5aCLLtpooosu2miiiy7a6MoJrA2DSMQW2p0hFHTRRRtNdNFFG0100UUbXTmBtWEQidhCm5YPBV100UYTXXTRRhNddNFGV0lgbRhEBnrC+ZoQ2huEQ0EXXbTRRBddtNFEF1200ZUfWBtO8YHYOKGtJrrooo0muuiijSa66KKNrqLAujATidhCO2lqKOiiizaa6KKLNprooos2ugoDa8NMJGLj1S5NdNFFG0100UUbTXTRRRtdRYF1YSYSsYX2ikoo6KKLNprooos2muiiiza6CgNrw0wkYuPVLk100UUbTXTRRRtNdNFFG11FgXVhJhKxhfaKSijooos2muiiizaa6KKLNroKA2vDTCRiO3LkiL9AC1100UYTXXTRRhNddNFG15HAujATidjq1OE1CEV00UUbTXTRRRtNdNFFG111AmsT1m8DAAAAAKhWzEQitpKSkkyvAspBF1200UQXXbTRRBddtNFVElgbBpGILT8/P9OrgHLQRRdtNNFFF2000UUXbXTlB9aG3VkRG4eR1kQXXbTRRBddtNFEF1200VUUWBdmIhFbaIcqDgVddNFGE1100UYTXXTRRldhYG2YiURsvNqliS66aKOJLrpoo4kuumijqyiwLsxEIrbQXlEJBV100UYTXXTRRhNddNFGV2FgbZiJRGy82qWJLrpoo4kuumijiS66aKOrKLAuzEQittBeUQkFXXTRRhNddNFGE1100UZXYWBtmIlEbMXFxf4CLXTRRRtNdNFFG0100UUbXcWBdWEmErHl5uZmehVQDrroUmnToF6+i1YPz/RqyFDpgmPRRhNddNFGV25gbRhEIrYoijK9CigHXXTRRhNddNFGE1100UZXFFgbBpGILbQ7Qyjooos2muiiizaa6KKLNrqiwNowiERsoU3Lh4IuumijiS66aKOJLrpooys3sDYcWAex8eZtTXTRRRtNdNFFG0100UUbXcWBdWEmErEVFBRkehVQDrrooo0muuiijSa66KKNroLA2jATidg4oa0muuiijSa66KKNJrrooo2uosC6MBOJ2EI7aWoo6KKLNprooos2muiiiza6CgNrw0wkYuPVLk100UUbTXTRRRtNdNFFG11FgXVhJhKxhfaKSijooos2muiiizaa6KKLNroKA2vDTCRiO3z4sL9AC1100UYTXXTRRhNddNFG1+HAujATidjy8vjzUUQXXbTRRBddtNFEF1200ZUXWJuwfhvUqCiKMr0KKAdddNFGE1100UYTXXTRRlcUWBsGkYgttDtDKOiiizaa6KKLNprooos2uqLA2jCIRGy5ubmZXgWUgy66aKOJLrpoo4kuumijKzewNhxYB7EVFxf7C7TQRRdtNNFFF2000UUXbXQVB9aFmUjEVlBQkOlVQDnooos2muiiizaa6KKLNroKAmvDTCRi44S2muiiizaa6KKLNprooos2uooC68JMJGIL7aSpoaCLLtpooosu2miiiy7a6CoMrA0zkYiNV7s00UUXbTTRRRdtNNFFF210FQXWhZlIxBbaKyqhoIsu2miiiy7aaKKLLtroKgysDTORiO3w4cP+Ai100UUbTXTRRRtNdNFFG12HA+vCTCRiy8/Pz/QqoBx00UUbTXTRRRtNdNFFG135gbXJmpnI66+/3rVr187VrVvXtW7d2g0bNsxt3749ZZl169a5yy+/3C/Ttm1bN3369GN+zvz5890555zjlznvvPPc4sWLa/C3CEtJSYm/QAtddNFGE1100UYTXXTRRkuDevkuWj3c7X/rJle3IMeFJGsGkVdeeaWbN2+e27Jli/vTn/7ktm7d6m666abk9Xv37nVXX321a9++vVuzZo2bMWOGmzJlivvtb3+bXGb58uXutttuc3feead7//333ZAhQ/xlw4YNGfqtsltOTo6/QAtddNFGE1100UYTXXTRRlNOgF1yoiiKXBZatGiRHwDakY5senj27Nnu4Ycfdjt27EiezPOBBx5wCxcudJs3b/Zf33LLLe7AgQPulVdeSf6cPn36uF69ermnnnoqraNc2WDVZjl37drl3yBrF7vePhYXF7vc3Fy/nL0KZOuVuK7sx8SydvPbxT6379m6l13W9qG2n2U/M/FHeOTIkbSXTXddzNGjR11eXl5a633w4EH/uV0qu9720b4fZ70Tt2G66x3n9j7ZutjvFXe97XP7N8tb1r5vv1dF1tv+xm096tWrl9Z616lTp1r+Ziu63nH/Zqvjvmb3A2O3TVWu9/79+/3PtD0hasM2oirXuzq3EXadLdugQYNasY2o6Hpnchth19myjRo1qhXbiGx5HrFnzx7/0a6rDduIbHoeUbZN6NsI1fva0TLbCPvalmnSpIn0etvP3Ldvn9/r0/6WGjdunP0zkaXt3r3bvfDCC65fv37J/YtXrFjhrrjiiuQA0gwcONDPXH799dfJZQYMGJDys2wZ+/7xTJs2zQdPXGwAif9ldwh2mdBDF13sZqTJmiQe8KGFNpp4nNFFG00lAW7LsmomcsKECe43v/mN+/bbb/0Mos0oNmvWzF9nu7J26NDBPf3008nlP/zwQ9etWzf/sWvXrn6A+fvf/97v0powa9YsN3XqVLdz585y/00bodul7EzkyUbntUHidrFXMKCDLrpoo4kuumijiS66aKOpKIu62FjHJs6kZyJtd9PE9O3xLoldUc348eP9exlfe+01PyV7++23++nZ6mSx7QYsfUH5A2xooIsu2miiiy7aaKKLLtpoKgqwS0ZP8TFu3Dg3YsSIEy7TsWPH5OfNmzf3l86dO/uZRZsRXLlypevbt69r1arVMbOJia/tusTH8pZJXI+KyYZXU2ojuuiijSa66KKNJrrooo2mwgC7ZHQQ2aJFC3+JI7FfcWJUbwNJO7COvWE08T7J119/3XXp0sU1bdo0uczSpUvdfffdl/w5tox9H2FPzdcmdNFFG0100UUbTXTRRRtNRQF2yYoD66xatcq/F3Lt2rXu008/dcuWLfPvazzrrLOSA8Dvf//7/j2PdvqOjRs3uj/+8Y/uV7/6lRs7dmzy59x7771uyZIl7pe//KXfTdZOAbJ69Wo3ZsyYDP522cvuCCHdGUJBF1200UQXXbTRRBddtNFUGGCXrBhE1q9f37388suuf//+fmbRBoo9evRwb731VjKIvQHU3iu5bds2d8EFF/hdZSdNmuRGjhyZ/Dl2NNc//OEP/tyRPXv2dC+99JI/BUj37t0z+NtlrxD37w4BXXTRRhNddNFGE1100UZTUYBdsurorNl0xKLaIMSp+RDQRRdtNNFFF2000UUXbTQVZVGXrDg6K7Kbvf/ULtBCF1200UQXXbTRRBddtNFUHGCXjB5YB9nNTrMCPXTRRRtNdNFFG0100UUbTbkBdmEmEgAAAACQNmYiEVtJSUmmVwHloIsu2miiiy7aaKKLLtpoKgmwC4NIxJY4Hye00EUXbTTRRRdtNNFFF2005QfYhd1ZEVuIhysOAV100UYTXXTRRhNddNFGU1GAXZiJRGzZcJji2oguumijiS66aKOJLrpoo6kwwC7MRCK2EF9VCQFddNFGE1100UYTXXTRRlNRgF2YiURsIb6qEgK66KKNJrrooo0muuiijabCALswiKygKIr8x71797raLnEbNG7cONOrglLooos2muiiizaa6KKLNpr2ZlGXxLomxjzHwyCygvbt2+c/tm3bNtOrAgAAAADVMuZp0qTJca/PiU42zESKo0ePuu3bt7tGjRq5nJwcV5vZKxU2mP7ss8+y4pWV2oIuumijiS66aKOJLrpoo2lvFnWxoaENINu0aePq1Dn+4XOYiawguzHPOOOMTK+GFLszqN8haiO66KKNJrrooo0muuiijabGWdLlRDOQCRydFQAAAACQNgaRAAAAAIC0MYhEpQ5XPHny5CAPW5zN6KKLNprooos2muiiizaaCgPswoF1AAAAAABpYyYSAAAAAJA2BpEAAAAAgLQxiAQAAAAApI1BJAAAAAAgbQwicYyf/vSnrl+/fq5+/frulFNOKXeZnJycYy5z585NWebNN990vXv39kei6tSpk3vuueeO+TlPPvmkO/PMM13dunXdJZdc4t59991q+71qQ5d//etf7tprr/XLnHbaaW78+PHuyJEjKcvQpfrZbVf2/vH444+nLLNu3Tp3+eWX+9u4bdu2bvr06cf8nPnz57tzzjnHL3Peeee5xYsX1+BvUXvw915zpkyZcsx9w/7GEw4dOuRGjx7tmjVr5ho2bOhuvPFGt3Pnzgpv53Byf//73911113n2rRp4zssXLgw5Xo77uKkSZNc69atXb169dyAAQPcRx99lLLM7t273dChQ/3J0+1x6c4773T79++v8LYOFWszYsSIY+5HgwYNSlmGNlVv2rRp7qKLLnKNGjXy254hQ4a4LVu2pCxTVduwdJ6rZZwdnRUobdKkSdHMmTOjsWPHRk2aNCl3GfvTefbZZ6PPP/88eTl48GDy+n/+859R/fr1/c/48MMPo1//+tdRbm5utGTJkuQyc+fOjQoKCqI5c+ZEGzdujH7wgx9Ep5xySrRz584a+T1D63LkyJGoe/fu0YABA6L3338/Wrx4cdS8efPowQcfTC5Dl5rRvn376NFHH025f+zfvz95/Z49e6KWLVtGQ4cOjTZs2BC9+OKLUb169aKnn346ucw777zj20yfPt23euSRR6L8/Pxo/fr1GfqtwsTfe82aPHly1K1bt5T7xhdffJG8/u67747atm0bLV26NFq9enXUp0+fqF+/fhXaziE9dts9/PDD0csvv+wf0xcsWJBy/eOPP+4faxYuXBh98MEH0fXXXx916NAh5bF+0KBBUc+ePaOVK1dG//jHP6JOnTpFt912W4W2dah4m+HDh/vbvvT9aPfu3SnL0KbqDRw40D/3tdtr7dq10TXXXBO1a9cu5fG9KrZh6TxXU8AgEsdld5QTDSLLbtRK+/GPf+yfKJR2yy23+DtgwsUXXxyNHj06+XVJSUnUpk2baNq0aVWy/rWti22I6tSpE+3YsSP5vdmzZ0eNGzeOioqK/Nd0qblB5BNPPHHc62fNmhU1bdo02cVMmDAh6tKlS/Lrm2++Obr22mtT/r9LLrkkuuuuu6pprWsn/t5rfhBpT2zL88033/gXSubPn5/83qZNm/zjzYoVK9LezqHiyj6mHz16NGrVqlU0Y8aMlD6FhYV+sGHsya39f++9915ymVdffTXKycmJ/vOf/6S9rcOJHW8Q+d3vfve4/w9tasauXbv87fzWW29V6TYsnedqCtidFbHZdH3z5s3dxRdf7ObMmeN3fUlYsWKF3/WltIEDB/rvm8OHD7s1a9akLFOnTh3/dWIZVIzdbrbLY8uWLVNu871797qNGzcml6FLzbDdV213lvPPP9/NmDEjZVcVuy2vuOIKV1BQkNLBdov5+uuv02qFyuPvPTNsl0jbTa9jx45+dzvbtctYi+Li4pQetqtru3btkj3S2c6h8rZt2+Z27NiR0qJJkyZ+d+/SLWw3yQsvvDC5jC1v96FVq1alva1DPLa7o+0K2aVLF3fPPfe4r776KnkdbWrGnj17/MdTTz21Srdh2fL4n5fpFUB2evTRR91VV13l9+d+7bXX3KhRo/y+9j/60Y/89fbgU/oOYuxru5McPHjQb6BKSkrKXWbz5s01+ruE4ni3eeK6Ey1Dl6pl9wN7L4M9sCxfvtw9+OCD7vPPP3czZ85MdujQocNxWzVt2vS4rRItUXlffvklf+81zAYh9t4ee+Jr94mpU6f692Rt2LDB/23bE9qy7/ku/XefznYOlZe4LU+0DbKPNogpLS8vz2/3Si9zsm0dKs7e//i9733P37Zbt251Dz30kBs8eLAfZOTm5tKmBhw9etTdd9997tJLL3Xdu3f336uqbdjJnqvZe5QVMIisJR544AH385///ITLbNq0KeUABycyceLE5Oc203LgwAE/25IYRCIzXaDRauzYscnv9ejRwz+o3HXXXf5N+fYmeaC2sie6pe8bNqhs3769mzdvnswTI0DdrbfemvzcZrXsvnTWWWf52cn+/ftndN1q0954GzZscG+//barrRhE1hLjxo3zR/M6Edu1KC57IvDYY4+5oqIi/yS5VatWxxyNyr62o4TZEwV7pcwu5S1j/29tUZVd7HYre1TJxO2buE3pkplWdv+w3Vk/+eQTPwNzvA7ptKrtHaqS7Y7P33tm2Sv2nTt3dh9//LH7zne+43cx/uabb1JeyS/dI53tHCovcVvabWtHZ02wr3v16pVcZteuXSn/n23n7KigJ9uOlf43UHn22GPbM7sf2SCSNtVrzJgx7pVXXvFH0T3jjDOS37fbrSq2YSd7rqaC90TWEi1atPAzJCe6lN4vvqLWrl3rd31IzLL07dvXLV26NGWZ119/3X/f2L91wQUXpCxjuwbY14llaoOq7GK32/r161MeOOw2t43Oueeem1yGLjXfyu4f9l6UxO5Fdlvag4+9d6J0BxtgJnYhOlkrVB5/75lnb4Ow3fFsoGIt8vPzU3rY+7PsPZOJHuls51B5tpujPZEt3cJ2pbP305VuYU+W7X1gCcuWLfP3IXvhLN1tHSrv3//+t39PZGLAT5vqYcf+sAHkggUL/O1ZdnfgqtqGZc3jf6aP7AM9n376qT/s8NSpU6OGDRv6z+2yb98+f/2iRYuiZ555xp9q4KOPPvJH+LJDEdspKMoennj8+PH+yFRPPvlkuaeSsCO9Pffcc/5IYiNHjvSH1i99xCqk3yVx2Oirr77aH3rabusWLVqUe9houlSf5cuX+yOzWoOtW7dGzz//vO9w++23J5exI7jZodWHDRvmDxVut7l1KXuKj7y8vOgXv/iFb2VHteQUH1WPv/eaNW7cuOjNN9+Mtm3b5v/G7TD3dnh7O8ph4vD4dsj8ZcuW+cPj9+3b118S0tnOIT322JF4HLGng3YKKfvcHmsSp/iw+8Kf//znaN26df5ooOWd4uP888+PVq1aFb399tvR2WefnXIaiXS2dahYG7vu/vvv90f7tPvRG2+8EfXu3dvf9ocOHUr+DNpUvXvuuccfHd+2YZ+XOr3Kt99+m1ymKrZh6TxXU8AgEsewQ0fbRqvs5W9/+1vyMNG9evXyA5kGDRr4w7U/9dRT/tD4pdnytpydg61jx47+1BRl2blv7M5my9ih9u18RojXxXzyySfR4MGD/bme7ImZPWErLi5O+Tl0qV5r1qzxp+KwB5q6detGXbt2jX72s5+lPLgbO+/aZZdd5gcwp59+un/CVta8efOizp07+w52uO+//OUvNfib1B78vdccO0x969at/W1tf/f29ccff5y83gYoo0aN8qcesCdRN9xwg3+SVlo62zmcnD0WlPeYYo81idN8TJw40Q80bDvVv3//aMuWLSk/46uvvvIDE3s+YKcouOOOO5IvbFZkW4f029iAxQYgNvCwFxbtlFJ2ftuyL3zRpuqV18T933nTq3obls5ztUzLsf9kejYUAAAAAJAdeE8kAAAAACBtDCIBAAAAAGljEAkAAAAASBuDSAAAAABA2hhEAgAAAADSxiASAAAAAJA2BpEAAAAAgLQxiAQAAAAApI1BJAAAAcrJyXELFy7M9GoAAALEIBIAgCo2YsQIP4grexk0aFCmVw0AgErLq/yPAAAAZdmA8dlnn035XmFhYcbWBwCAqsJMJAAA1cAGjK1atUq5NG3a1F9ns5KzZ892gwcPdvXq1XMdO3Z0L730Usr/v379enfVVVf565s1a+ZGjhzp9u/fn7LMnDlzXLdu3fy/1bp1azdmzJiU67/88kt3ww03uPr167uzzz7bLVq0qAZ+cwBA6BhEAgCQARMnTnQ33nij++CDD9zQoUPdrbfe6jZt2uSvO3DggBs4cKAfdL733ntu/vz57o033kgZJNogdPTo0X5waQNOGyB26tQp5d+YOnWqu/nmm926devcNddc4/+d3bt31/jvCgAIS04URVGmVwIAgNDeE/n888+7unXrpnz/oYce8hebibz77rv9QDChT58+rnfv3m7WrFnumWeecRMmTHCfffaZa9Cggb9+8eLF7rrrrnPbt293LVu2dKeffrq744473E9+8pNy18H+jUceecQ99thjyYFpw4YN3auvvsp7MwEAlcJ7IgEAqAZXXnllyiDRnHrqqcnP+/btm3Kdfb127Vr/uc1I9uzZMzmANJdeeqk7evSo27Jlix8g2mCyf//+J1yHHj16JD+3n9W4cWO3a9euSv9uAIDajUEkAADVwAZtZXcvrSr2Psl05Ofnp3xtg08biAIAUBm8JxIAgAxYuXLlMV937drVf24f7b2StgtqwjvvvOPq1KnjunTp4ho1auTOPPNMt3Tp0hpfbwAAmIkEAKAaFBUVuR07dqR8Ly8vzzVv3tx/bgfLufDCC91ll13mXnjhBffuu++63/3ud/46OwDO5MmT3fDhw92UKVPcF1984X74wx+6YcOG+fdDGvu+va/ytNNO80d53bdvnx9o2nIAAFQnBpEAAFSDJUuW+NNulGaziJs3b04eOXXu3Llu1KhRfrkXX3zRnXvuuf46OyXHX//6V3fvvfe6iy66yH9tR3KdOXNm8mfZAPPQoUPuiSeecPfff78fnN500001/FsCAGojjs4KAEANs/cmLliwwA0ZMiTTqwIAQIXxnkgAAAAAQNoYRAIAAAAA0sZ7IgEAqGG8kwQAkM2YiQQAAAAApI1BJAAAAAAgbQwiAQAAAABpYxAJAAAAAEgbg0gAAAAAQNoYRAIAAAAA0sYgEgAAAACQNgaRAAAAAACXrv8BDqGDWxnshqkAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ephemeris_obj1.plot_oc_plot(\"precession\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### 🔹 Plot the running $\\Delta$ BIC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing a linear model and a quadratic model" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ephemeris_obj1.plot_running_delta_bic(\"linear\", \"quadratic\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing a linear model and a precession model" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ephemeris_obj1.plot_running_delta_bic(\"linear\", \"precession\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing a quadratic model and a precession model" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ephemeris_obj1.plot_running_delta_bic(\"quadratic\", \"precession\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### 🔹 Plot the analytical running $\\Delta$ BIC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As of right now, this is only available for comparing a linear model and a quadratic model." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/maliabarker/Desktop/susie/notebook_env/lib/python3.12/site-packages/susie/ephemeris.py:1918: RuntimeWarning: invalid value encountered in sqrt\n", " numerical_delta_bic_errs[i] = np.sqrt((2*(i-5)))\n", "/Users/maliabarker/Desktop/susie/notebook_env/lib/python3.12/site-packages/susie/ephemeris.py:1919: RuntimeWarning: invalid value encountered in sqrt\n", " analytical_delta_bic_errs[i] = np.sqrt((2*(i-5)))\n" ] }, { "data": { 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ephemeris_obj1.plot_running_analytical_delta_bic_quadratic()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### 🔹 Plot the omit one $\\Delta$ BIC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For these plots, we have the option of highlighting outliers, or points that shift the value of $\\Delta$ BIC by a specified percentage when omitted. We can specific the percentage we want to highlight using the argument `outlier_percentage`. For example, setting `outlier_percentage` to 25 will highlight any data point that shifts the value of $\\Delta$ BIC by 25% or more." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing a linear model and a quadratic model" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ephemeris_obj1.plot_delta_bic_omit_one(\"linear\", \"quadratic\", outlier_percentage=5)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing a linear model and a precession model" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ephemeris_obj1.plot_delta_bic_omit_one(\"linear\", \"precession\", outlier_percentage=25)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing a quadratic model and a precession model" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ephemeris_obj1.plot_delta_bic_omit_one(\"quadratic\", \"precession\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
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" ] } ], "metadata": { "kernelspec": { "display_name": "notebook_env", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.3" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }