From 7f693cfcaed103c6df3d210c7a6545e0e48d91f5 Mon Sep 17 00:00:00 2001 From: Prince Joseph Javier Date: Sat, 20 Feb 2021 18:58:21 +0800 Subject: [PATCH] updated some chapters. added readme etc. --- ...02_LinearTrendandMomentumForecasting.ipynb | 2 +- ...lling (Simplex and SMap_Projections).ipynb | 3419 +++++++++++++++++ .../data/5 specie data set.csv | 1 - .../data/ESM2_Data_noise.csv | 1001 ----- .../data/description of 5 specie data set.txt | 6 - .../data/description of ESM2_Data_noise.txt | 3 - 05_SimplexandSmapProjections/figures/pic1.png | Bin 186807 -> 0 bytes 05_SimplexandSmapProjections/figures/pic2.png | Bin 196525 -> 0 bytes 05_SimplexandSmapProjections/figures/pic3.png | Bin 221073 -> 0 bytes 05_SimplexandSmapProjections/figures/pic4.png | Bin 220545 -> 0 bytes 05_SimplexandSmapProjections/figures/pic5.png | Bin 241559 -> 0 bytes 05_SimplexandSmapProjections/figures/pic6.png | Bin 304049 -> 0 bytes .../figures/projection1.png | Bin 498469 -> 0 bytes .../figures/projection3.png | Bin 418419 -> 0 bytes .../figures/simplex.png | Bin 155700 -> 0 bytes 05_SimplexandSmapProjections/figures/smap.png | Bin 165643 -> 0 bytes .../figures/takens reconstruction.png | Bin 238314 -> 0 bytes .../figures/tentmap.png | Bin 239954 -> 0 bytes .../README.md | 7 + .../ccm_sugihara.ipynb | 2 +- ...sFourierTransformandWaveletTransform.ipynb | 1976 +++++----- .../lightgbm_m5_forecasting.ipynb | 2 +- 22 files changed, 4504 insertions(+), 1915 deletions(-) create mode 100644 05_SimplexandSmapProjections/05_Empirical Dynamic Modelling (Simplex and SMap_Projections).ipynb delete mode 100644 05_SimplexandSmapProjections/data/5 specie data set.csv delete mode 100644 05_SimplexandSmapProjections/data/ESM2_Data_noise.csv delete mode 100644 05_SimplexandSmapProjections/data/description of 5 specie data set.txt delete mode 100644 05_SimplexandSmapProjections/data/description of ESM2_Data_noise.txt delete mode 100644 05_SimplexandSmapProjections/figures/pic1.png delete mode 100644 05_SimplexandSmapProjections/figures/pic2.png delete mode 100644 05_SimplexandSmapProjections/figures/pic3.png delete mode 100644 05_SimplexandSmapProjections/figures/pic4.png delete mode 100644 05_SimplexandSmapProjections/figures/pic5.png delete mode 100644 05_SimplexandSmapProjections/figures/pic6.png delete mode 100644 05_SimplexandSmapProjections/figures/projection1.png delete mode 100644 05_SimplexandSmapProjections/figures/projection3.png delete mode 100644 05_SimplexandSmapProjections/figures/simplex.png delete mode 100644 05_SimplexandSmapProjections/figures/smap.png delete mode 100644 05_SimplexandSmapProjections/figures/takens reconstruction.png delete mode 100644 05_SimplexandSmapProjections/figures/tentmap.png create mode 100644 06_ConvergentCrossMappingandSugiharaCausality/README.md diff --git a/02_LinearForecastingTrendandMomentumForecasting/02_LinearTrendandMomentumForecasting.ipynb b/02_LinearForecastingTrendandMomentumForecasting/02_LinearTrendandMomentumForecasting.ipynb index 6d68175..c4187d6 100644 --- a/02_LinearForecastingTrendandMomentumForecasting/02_LinearTrendandMomentumForecasting.ipynb +++ b/02_LinearForecastingTrendandMomentumForecasting/02_LinearTrendandMomentumForecasting.ipynb @@ -3024,7 +3024,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.3" + "version": "3.7.9" } }, "nbformat": 4, diff --git a/05_SimplexandSmapProjections/05_Empirical Dynamic Modelling (Simplex and SMap_Projections).ipynb b/05_SimplexandSmapProjections/05_Empirical Dynamic Modelling (Simplex and SMap_Projections).ipynb new file mode 100644 index 0000000..026c023 --- /dev/null +++ b/05_SimplexandSmapProjections/05_Empirical Dynamic Modelling (Simplex and SMap_Projections).ipynb @@ -0,0 +1,3419 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "TwPB021fQnhQ" + }, + "source": [ + "# Chapter 5 : Dynamical Forecasting Methods (Simplex and SMap Projections)\n", + "\n", + "In the previous sections, we looked at the different methods to characterize a time-series and other statistical operations that we can execute to perform predictions. Many of these methods involve calculating for the models that would best fit the time series, extracting the optimal parameters that would describe the data with the least error possible. However, many real world processes exhibit nonlinear, complex, dynamic characteristics, necessitating the need of other methods that can accommodate as such. \n", + "\n", + "\n", + "In this section, we will introduce and discuss methods that uses empirical models instead of complex, parametized, and hypothesized equations. Using raw time series data, we will try to reconstruct the underlying mechanisms that might be too complex, noisy, or dynamic to be captured by equations. This method proposes a altenatively more flexible approach in working and predicting with dynamic systems. \n", + "\n", + "This Notebook will discuss the following:\n", + "- Introduction to Empirical Dynamic Modelling\n", + "- Visualization of EDM Prediction with Chaotic Time Series\n", + "- Lenz' Attractor\n", + "- Taken's Theorem / State-Space Reconstruction (SSR)\n", + "- Simplex Projection\n", + "- Determination of Optimal Embedding Values\n", + "- Differentiation Noisy Signals from Chaotic Signals\n", + "- S-Map Projection (Sequentially Locally Weighted Global Linear Map)\n", + "\n", + "Prepared by: Francis James Olegario Corpuz\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7k0gJqWkg6Le" + }, + "source": [ + "# Empirical Dynamic Modelling\n", + "\n", + "Natural systems are often complex and dynamic (i.e. nonlinear), making them difficult to understand using linear statistical approaches. Linear approaches are fundamentally based on *correlation*, and thus, they are illposed for dynamical systems, where correlation can occur without causation, and causation may also occur in the absence of correlation.\n", + "\n", + "\n", + "\n", + "Many scientific fields use models as approximations of reality in order to test hypothesized mechanisms, explain past observations and predict future outcomes. \n", + "\n", + "* based on hypothesized parametric equations or known physical laws that describe simple idealized situations such as controlled single-factor experiments but do not apply to more complex natural settings\n", + "* Empirical models, that infer patterns and associations from the data (instead of using hypothesized equations), represent an alternative and highly flexible approach.\n", + "\n", + "**Empirical Dynamic Modelling (EDM)** is an emerging non-parametric, data-driven framework for modelling nonlinear systems. EDM is based on the mathematical theory of reconstructing manifolds from time-series (Takens, 1981). The EDM methods to be discussed today is the Simplex Projection (Sugihara and May, 1990) and the S-Map Projection (Sugihara, 1994).\n", + "\n", + "\n", + "The basic goal underlying EDM is to __reconstruct the behavior of dynamic systems using time-series data__. Because these methods operate with minimal assumptions, they are particularly suitable for studying systems that exhibit non-equilibrium dynamic and nonlinear state-dependent behavior (i.e., where interactions change over time and as a function of the system state, chaotic or near chaotic systems)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "fzVSBCgKKKc6" + }, + "source": [ + "## Visualization of EDM Prediction with a Chaotic Time Series\n", + "\n", + "Given a chaotic time series, the following sets of images visualize how Empirical Dynamic Modelling tries to predict future values using the whole dataset rather that creating a parametrized equation. Let's look at the following [walkthrough](http://opetchey.github.io/RREEBES/Sugihara_and_May_1990_Nature/Simplex_projection_walkthrough.html). [2]\n", + "\n", + "Given the Time Series below, let's try to predict the possible value or location of the pink dot (the succeeding dot in the time series) in the image below.\n", + "\n", + "\n", + "\n", + "Since this is an empirical way of looking at data, (no-prior domain knowledge models, no parametrized equations), we will look at the prior dynamics that happened just before the pink dot (the few data points highlighted by the red lines)\n", + "\n", + "\n", + "\n", + "Given that short history of the dynamics, we will look at the \"past library\" of dynamics using the whole dataset and pick those that look similar to the current dynamics that we have (the most similar ones highlighted by the blue lines)\n", + "\n", + "\n", + "\n", + "The succeeding point of the selected prior dynamics with similar pattern or trajectory (blue lines) will have their next point in sequence (highlighted by the green dots)\n", + "\n", + "\n", + "\n", + "This green dots will then produce valuable information that the system can infer where the next value in the whole sequence (pink dot) might be be located. One way of doing this is to project the values or the location of the green dots towards the front of the sequence. The correct location is Pink dot, Green dot denotes mean location of past values)\n", + "\n", + "\n", + "\n", + "Using a time-shifted representation of the system above, using the lagged values corresponding to the number of points used as history, the red line would represent the latest movement of the dynamics and the blue lines would correspond to the most similar ones that can give valuable information for the prediction.\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "SSmpQfxDsgib" + }, + "source": [ + "## Lorenz Attractor\n", + "\n", + "Now let's define a specific chaotic system that we can use as an example in the succeeding discussions.\n", + "\n", + "The Lorenz Attractor is a set of chaotic solutions to the Lorenz System.\n", + "The Lorenz system is notable for having chaotic solutions for certain parameter values and initial conditions. (\"Butterfly Effect\"). The term \"Butterfly Effect\" both signifies the characteristic of the Lorenz system of having possibly huge divergent values even with very small perturbations (\"the flaps of a butterfly caused a tornado in the other side of the planet\") and the visual look of the system which looks like butterfly wings at certain angles. \n", + "\n", + "It's a coupled dynamic system consisting of 3 differential equations (think of the axes as variables in a dynamic system).\n", + "In an ecological examples, it could be a Resource-Prey-Predator dynamic system. \n", + "\n", + "\\begin{align} \\frac{dX}{dt} = \\alpha Y - \\alpha X \\end{align}\n", + "\\begin{align} \\frac{dY}{dt} = -XZ + \\rho X - Y \\end{align}\n", + "\\begin{align} \\frac{dZ}{dt} = XY - \\beta Z \\end{align}\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# visualize Lorenz Attractor [12]\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "beta = 2.66667\n", + "rho = 28.0\n", + "sigma = 10.0\n", + "\n", + "\n", + "def lorenz(x, y, z, beta, rho, sigma):\n", + " Xdt = (sigma*y) - (sigma*x)\n", + " Ydt = -(x*z) + (rho*x) - y\n", + " Zdt = (x*y) - (beta*z)\n", + " return Xdt, Ydt, Zdt\n", + "\n", + "\n", + "dT = 0.01\n", + "iteration = 10000\n", + "\n", + "x_out = np.zeros(iteration)\n", + "y_out = np.zeros(iteration)\n", + "z_out = np.zeros(iteration) \n", + "\n", + "# starting point\n", + "x_out[0] = 0\n", + "y_out[0] = 1\n", + "z_out[0] = 1.05\n", + "\n", + "\n", + "for i in range(iteration - 1):\n", + " curr_x, curr_y, curr_z = lorenz(x_out[i], y_out[i], z_out[i], beta, rho, sigma)\n", + " x_out[i+1] = x_out[i] + (curr_x*dT) \n", + " y_out[i+1] = y_out[i] + (curr_y*dT) \n", + " z_out[i+1] = z_out[i] + (curr_z*dT) \n", + " \n", + "# Plot\n", + "fontdict={'size':16,}\n", + "fig1 = plt.figure(figsize=(10,10))\n", + "ax = fig1.gca(projection='3d')\n", + "ax.plot(x_out, y_out, z_out, lw=0.25)\n", + "\n", + "ax.set_xlabel(\"X-axis\", fontdict)\n", + "ax.set_ylabel(\"Y-axis\", fontdict)\n", + "ax.set_zlabel(\"Z-axis\", fontdict)\n", + "ax.set_title(\"Lorenz Attractor Visualization\", fontdict)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "In the visualization above, we see the that dynamic system (Lorenz) was plotted using the each of the point (or system states) computed from the differential equations. From here, we can define system states as points in a high-dimensional system.\n", + "\n", + "Conversely, given a graph of a dynamic system, we can also extract the individual components or states of the system by projecting the dynamic system into on the axes. The axes can be thought as the fundamental state variables in a dynamic system. In an ecosystem, for example, these variables can correspond to population abundances, resources, or environmental conditions.\n", + "\n", + "As an illustration, we can \"extract\" the values of the time series in one of the states (the Z-component for example) in the Lorenz Attractor above by projecting the 3D plot into just the Z-axis (which would just be similar to the **z_out** component in the code. Although time-series can represent independent state variables, in general, each time series is an observation function of the system state that can convolve several different state variables.\n", + "\n", + "\n", + "\n", + "We can also extend the same concept to other state variables by projecting the high-dimensional graph into its individual axes.\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ulNkWLEGchyC" + }, + "source": [ + "## Takens' Theorem / State-Space Reconstruction (SSR)\n", + "\n", + "- Goal of EDM is to reconstruct the system dynamics from available time-series data (the behavior of the dynamic system is encoded in the temporal ordering of the time series)\n", + "- Theorem states that the attractor can be reconstructed using time-lags of a single time series (substituting those time lags for unknown and unobserved variables)\n", + "\n", + "\n", + "Instead of representing the system state with the complete set of state variables (often it is unknown), we instead use an E-dimensional lagged-coordinate Embedding), embedding = number of higher dimensions to reconstruct the state-space \n", + "\n", + "$$ \\mathbf{X_t} = (\\mathbf{x_t}, \\mathbf{x_{t-\\tau}},\\mathbf{x_{t-2\\tau}}..., \\mathbf{x_{t-(E-1)\\tau}}) $$\n", + "\n", + "\n", + "If sufficient lags are used, the reconstruction preserves essential mathematical properties of the original system\n", + "- reconstructed states will map one-to-one to the actual system states, and nearby points in the reconstruction will correspond to similar system states in the original state\n", + "\n", + "Takens’ theorem states\n", + "that the shadow version of the dynamics reconstructed\n", + "by such an embedding preserves the essential features of\n", + "the true dynamics (so-called ‘‘topological invariance’’).\n", + "That is, if enough lags are taken, this form of reconstruction is generically a diffeomorphism and preserves\n", + "essential mathematical properties of the original system.\n", + "In other words, local neighborhoods (and their trajectories) in the reconstruction map to local neighborhoods\n", + "(and their trajectories) of the original system. [6] This is visualized below: \n", + "\n", + "\n", + "\n", + "In the code below, we'll try to reconstruct a manifold using the time-lagged values of the X-axis from the Lorenz Attractor:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "\n", + "%matplotlib inline \n", + "\n", + "# lagged values of X from the Lorenz Attractor\n", + "xt = x_out[:-2:5]\n", + "xt_1 = x_out[1:-1:5]\n", + "xt_2 = x_out[2::5]\n", + "\n", + "# Plot\n", + "fontdict={'size':16,}\n", + "fig2 = plt.figure(figsize=(8,8))\n", + "ax = fig2.gca(projection='3d')\n", + "ax.plot(xt, xt_1, xt_2, lw=0.25)\n", + "\n", + "ax.view_init(-15, 90)\n", + "ax.set_xlabel(\"x_t\", fontdict)\n", + "ax.set_ylabel(\"x_{t-tau}\", fontdict)\n", + "ax.set_zlabel(\"x_{t-2tau}\", fontdict)\n", + "ax.set_title(\"Attractor Reconstruction from lagged X-values\", fontdict)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The reconstruction above is called the \"shaddow manifold\" of the Lorenz Attractor on X. Or, if we refer the the Lorenz Attractor as M, we can refer to the reconstruction of time-lagged values X as Mx. The manifold above shows the historical dynamics of state-variable X.\n", + "Taken's Theorem states that Mx preserves a number of important characteristics of M:\n", + "* the topology of M\n", + "* the Lyanpunov exponents\n", + "\n", + "There is also a 1-to-1 mapping betweent the original manifold and the shadow manifold. These enables us to reconstruct some of the properties of the original manifold by only using a lagged-time series of one of the axes/state variables\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "SjJWEJzakQqN" + }, + "source": [ + "# Simplex Projection\n", + "\n", + "\n", + "- basic idea of simplex forecasting is that even for a chaotic time series, future values may be predicted from the behaviour of similar past values (not possible with random noise)\n", + "- the reconstruction will map one-to-one to the original manifold if enough lags are used (the reconstructions has sufficiently large embedding)\n", + "\n", + "NOTE: Number of embedding or dimensions does not have to be equal with the number of dimensions of the original dynamical system\n", + "\n", + "Upper bound = $E < 2D + 1 $ (Whitney, 1936)\n", + "\n", + "\n", + "- if dimension too small, reconstructed states can overlap and appear the same even if the are in different location in the actual state-space -> poor performance in forecasting because system behavior can not be uniquely determined\n", + "- we can iterate over possible number of embedding dimensions to identify optimal number of embedding dimensions -> forecasting performance as the indicator" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "90CvcW1vX_TU" + }, + "source": [ + "## Determining the Complexity of the Systems / Optimal Embedding Value\n", + "\n", + "When using Simplex projection,\n", + "a time series is typically divided into two halves, where\n", + "one half (X) is used as the library set for out-of-sample\n", + "forecasting of the reserved other half, the prediction set\n", + "(Y). Note that the prediction set is not used in the model\n", + "construction, and thus the prediction is made out of\n", + "sample. " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "oDMwbOti-kBw" + }, + "source": [ + "Simplex projection is a nonparametric analysis\n", + "in state space. The forecast for a predictee \n", + "\n", + "$$ \\mathbf{Y}(\\mathbf{t_k}) = \\{ Y(\\mathbf{t_k}), Y(\\mathbf{t_k}-1), …, Y(\\mathbf{t_k}-E + 1) \\} $$\n", + "\n", + "is given by the projections of its neighbors in the state space in the library\n", + "set, \n", + "\n", + "$$ \\{ (\\mathbf{X_1}), \\mathbf{X_2}, …, \\mathbf{X_\\mathbf{(E+1)}} \\} $$\n", + "\n", + "where \n", + "\n", + "$$||\\mathbf{X_\\mathbf{(1)}} - \\mathbf{Y\\mathbf{(t_k)}}|| = min(||X - Y(\\mathbf{t_k})||) $$for all$$ X \\neq Y $$\n", + "\n", + "\n", + ", $ \\mathbf{X(2)} $ is the second nearest neighbor, and so on. [6]\n", + "\n", + "All $E + 1$ neighboring\n", + "points from the library set form a minimal polygon (i.e.,\n", + "simplex) enclosing the predictee under embedding\n", + "dimension E. The one-step forward prediction $ \\hat{Y} (\\mathbf{t_k} +\n", + "1)$ can then be determined by averaging the one-step\n", + "forward projections of the neighbors\n", + "\n", + "$$ {\\mathbf{X_\\mathbf{(1)}}(\\mathbf{t_1} + 1), {\\mathbf{X_\\mathbf{(2)}}}(\\mathbf{t_2} + 1), …, {\\mathbf{X_\\mathbf{(E+1)}}}(\\mathbf{t_\\mathbf{(E+1)}} + 1)} $$ \n", + "\n", + "By carrying out\n", + "simplex projection using different values of E, the optimal embedding dimension E can be determined according to the predictive skill. \n", + "\n", + "There are several ways to evaluate the predictive skill of simplex projection,\n", + "such as: \n", + "\n", + "* correlation coefficient (q)\n", + "* mean absolute error (MAE) between the observation\n", + "* forecast results (i.e., comparing $Y(\\mathbf{t_k} + 1)$ with $\\hat{Y}(\\mathbf{t_k} +1)) $\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "nH76dBzGB24J" + }, + "source": [ + "## Examples (Prediction with the Simplex Algorithm)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "tsLD4wV7fpuS", + "outputId": "f3d78fed-e855-4133-8e5a-ac04cfb9b832" + }, + "outputs": [], + "source": [ + "# Install pyEDM\n", + "!pip install pyEDM" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Import libraries\n", + "import numpy as np\n", + "from numpy.random import default_rng\n", + "import pandas as pd\n", + "from pandas.plotting import autocorrelation_plot\n", + "import scipy.stats as st\n", + "import matplotlib.pyplot as plt\n", + "from statsmodels.tsa.stattools import adfuller\n", + "from pyEDM import *\n", + "%matplotlib inline\n", + "rng = default_rng()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "CcYHVMftCtFp" + }, + "source": [ + "### Example: Simplex Prediction with Chaotic TentMap Data \n", + "TentMap generated from the following function:\n", + "\n", + "\\begin{equation}\n", + " \\mathbf{x_\\mathbf{(t+1)}}=\n", + " \\begin{cases}\n", + " 2\\mathbf{x_t} & 0.5 > \\mathbf{x_t} > 0 \\\\\n", + " 2-2\\mathbf{x_t} & 1 > \\mathbf{x_t} > 0.5\n", + " \\end{cases}\n", + " \\end{equation}\n", + "\n", + "First difference was taken: $\\mathbf{\\triangle_t} = \\mathbf{x_\\mathbf{(t+1)}}- \\mathbf{x_t} $\n", + "\n", + "Sample visualization of a tentmap is shown below: [11]\n", + "\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "kQvwfzv1Hi05" + }, + "outputs": [], + "source": [ + "# generate TentMap timeseries\n", + "\n", + "def gen_TentMap(n=1000): \n", + " tentmap = np.zeros(n)\n", + " tentmap[0] = rng.random()\n", + " r = 1.999\n", + "\n", + " for i in range(n-1):\n", + " if tentmap[i] < 0.5:\n", + " tentmap[i+1] = r * tentmap[i]\n", + " else:\n", + " tentmap[i+1] = r *(1 - tentmap[i])\n", + " \n", + " return tentmap\n", + " \n", + "tentmap = gen_TentMap()\n", + "tentmap = np.diff(tentmap)\n", + "time_index = np.arange(len(tentmap))\n", + "tentmap_list = list(zip(time_index, tentmap))\n", + "\n", + "tentmap_df = pd.DataFrame(tentmap_list, columns=[\"Time\", \"TentMap\"])\n", + "tentmap_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 283 + }, + "id": "TUK0hMMrvnqQ", + "outputId": "ab56191f-d417-42eb-9dda-da04d16bf97e" + }, + "outputs": [], + "source": [ + "# plot the first 100 values to visualize the timeseries\n", + "\n", + "pd.Series(tentmap_df[\"TentMap\"][0:100]).plot()\n", + "plt.ylabel('$\\mathbf{\\Delta_t}}$', size=16)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# check for stationarity of the first-difference TentMap time-series\n", + "\n", + "from statsmodels.tsa.stattools import adfuller\n", + "\n", + "result = adfuller(tentmap_df[\"TentMap\"])\n", + "print('ADF Statistic: %f' % result[0])\n", + "print('p-value: %f' % result[1])\n", + "print('Critical Values:')\n", + "for key, value in result[4].items():\n", + " print('\\t%s: %.3f' % (key, value))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "rqM9hON95sOx", + "outputId": "bd1e39f1-127a-4626-f650-fad5073cea65" + }, + "outputs": [], + "source": [ + "# Compute for correlation coefficient for increasing Tp (timestep window)\n", + "corr_coeff_tentmap = []\n", + "for Tp in np.arange(1,11):\n", + " simplex_out = Simplex( dataFrame = tentmap_df, lib = \"1 400\", pred = \"450 800\", E = 3, Tp=Tp, embedded = False, showPlot = False, columns=\"TentMap\", target=\"TentMap\")\n", + " metrics = pyEDM.ComputeError(simplex_out.Observations, simplex_out.Predictions)\n", + " corr_coeff_tentmap.append(metrics['rho'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "simplex_out" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 279 + }, + "id": "g60HLDJoBjl8", + "outputId": "557f58f6-24a7-4b11-db23-b9d4f4217ab9" + }, + "outputs": [], + "source": [ + "# corr_coeff_tentmap = [1.0, 1.0, 0.98, .88, 0.61, 0.35, 0.19, 0.08, 0.06, 0.02]\n", + "pd.Series(corr_coeff_tentmap).plot()\n", + "plt.ylabel('Correlation Coefficient')\n", + "plt.xlabel('Prediction Time (Tp)')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Discussion**\n", + "\n", + "We could see from the plot above that the correlation coefficient decreases as we increase the Prediction Time. This is a characteristic of a chaotic sequence, since the predicting power dissipates the further the prediction horizon.\n", + "\n", + "In the graphs below, we compare the accuracy between the predictions given Tp = 2 (2 timesteps in to the future) as compared to Tp = 5 (5 timesteps into the future), given the same Embedding E=3 and $\\tau$ = 1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "simplex_out_2 = Simplex( dataFrame = tentmap_df, lib = \"1 500\", pred = \"501 999\", E = 3, Tp=2, embedded = False, showPlot = False, columns=\"TentMap\", target=\"TentMap\")\n", + "simplex_out_5 = Simplex( dataFrame = tentmap_df, lib = \"1 500\", pred = \"501 999\", E = 3, Tp=5, embedded = False, showPlot = False, columns=\"TentMap\", target=\"TentMap\")\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "\n", + "plt.subplot(121)\n", + "plt.scatter(simplex_out_2.Observations[2:498], simplex_out_2.Predictions[2:498])\n", + "plt.title(\"Correlation for Tp Timewindow = 2\")\n", + "\n", + "plt.subplot(122)\n", + "plt.scatter(simplex_out_5.Observations[2:498], simplex_out_5.Predictions[2:498])\n", + "plt.title(\"Correlation for Tp Timewindow = 5\")\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "\n", + "plt.subplot(121)\n", + "plt.plot(simplex_out_2.Observations[400:498], label='Observations')\n", + "plt.plot(simplex_out_2.Predictions[400:498], label='Predictions')\n", + "plt.xlabel(\"value\")\n", + "plt.legend()\n", + "plt.title(\"Prediction with Tp Timewindow = 2\")\n", + "\n", + "\n", + "plt.subplot(122)\n", + "plt.plot(simplex_out_5.Observations[400:498], label=\"Observations\")\n", + "plt.plot(simplex_out_5.Predictions[400:498], label=\"Predictions\")\n", + "plt.legend()\n", + "plt.title(\"Prediction with Tp Timewindow = 5\")\n", + "\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kHch2-svJ3aS" + }, + "source": [ + "## Differentiating Noisy Signals from Chaotic Signals using Simplex Projection\n", + "\n", + "Sometimes, timeseries can look similar even though their characteristics are very much different. In the plots below, we will differentiate a noisy signal from chaotic signals using Simplex Project" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 283 + }, + "id": "swYqeA6MPQ3c", + "outputId": "e0c3c7cd-1dd5-42de-8d7d-0cb59ff183e0" + }, + "outputs": [], + "source": [ + "#Plots of sine waves corrupted by noise and tent map time series\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "\n", + "plt.subplot(121)\n", + "noisysine_df = pd.DataFrame()\n", + "noisysine_df['Time'] = np.arange(1,1001)\n", + "noisysine_df['Data'] = np.sin(0.5*noisysine_df['Time']) - np.random.uniform(low=-0.5, high=0.5, size=1000)\n", + "pd.Series(noisysine_df['Data'][1:100]).plot()\n", + "plt.title(\"Noisy SineWave\")\n", + "\n", + "plt.subplot(122)\n", + "tentMap2 = gen_TentMap() + gen_TentMap()\n", + "tentMap2_df = pd.DataFrame()\n", + "tentMap2_df[\"Time\"] = np.arange(1,1001)\n", + "tentMap2_df[\"Data\"] = pd.Series(tentMap2)\n", + "plt.plot(tentMap2_df.Data[10:60])\n", + "plt.title(\"Additive TentMap\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "X27aOkKuGXfx", + "outputId": "24626197-d776-4d8d-c146-fc7c0c613d04" + }, + "outputs": [], + "source": [ + "corr_coeff_sinemap = []\n", + "corr_coeff_tentmap = []\n", + "for Tp in np.arange(11):\n", + " simplex_out = Simplex( dataFrame = noisysine_df, lib = \"1 150\", pred = \"501 999\", E = 3, Tp=Tp, embedded = False, showPlot = False, columns=\"Data\", target=\"Data\")\n", + " metrics = pyEDM.ComputeError(simplex_out.Observations, simplex_out.Predictions)\n", + " corr_coeff_sinemap.append(metrics['rho'])\n", + " \n", + " simplex_tent = Simplex( dataFrame = tentMap2_df, lib = \"1 150\", pred = \"501 999\", E = 3, Tp=Tp, embedded = False, showPlot = False, columns=\"Data\", target=\"Data\")\n", + " metrics = pyEDM.ComputeError(simplex_tent.Observations, simplex_tent.Predictions)\n", + " corr_coeff_tentmap.append(metrics['rho'])\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 279 + }, + "id": "N1yd2W4aHJkg", + "outputId": "e64f9249-e4f3-437b-b778-1600ab4fa8b2", + "scrolled": true + }, + "outputs": [], + "source": [ + "# corr_coeff_sinemap = [0.83, 0.81, 0.8, 0.83, 0.87, 0.86, 0.83, 0.78, 0.8, 0.83]\n", + "# corr_coeff_tentmap = [1.0, 1.0, 0.98, .88, 0.61, 0.35, 0.19, 0.08, 0.06, 0.02]\n", + "pd.Series(corr_coeff_tentmap).plot(label=\"TentMap\")\n", + "pd.Series(corr_coeff_sinemap).plot(label=\"SineMap w/ Noise\")\n", + "plt.ylabel('Correlation Coefficient')\n", + "plt.xlabel('Prediction Time (Tp)')\n", + "plt.legend(loc='best')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Discussion**\n", + "\n", + "As we have seen above, the SineMap corrupted by noise didn't suffer from any degradation in the correlation coefficient as prediction time progresses, white the TentMap shows the characteristic decrease in predictive power. This shows how Simplex Projection can differentiate with mere noisy signals and those with chaotic signal characteristics." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "2gV9iXzrKQ2d" + }, + "source": [ + "## Determining Optimal Embedding Value (E) via Simplex Iteration (Hyper Parameter Tuning)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "piRJwCKzcLRZ" + }, + "outputs": [], + "source": [ + "# let's define a number of possible embeddings/projections/dimensions\n", + "embeds = np.arange(2,11)\n", + "data = tentmap_df\n", + "\n", + "# output metrics for each embedding value\n", + "MAE = [] # Mean Absolute Error\n", + "rho = [] # Pearson correlation\n", + "RMSE = [] # Root-Mean Square Error\n", + "\n", + "for e in embeds:\n", + " simplex_result = pyEDM.Simplex(dataFrame=data, E=e, lib=\"1 100\" , pred=\"201 500\" , columns='TentMap', target='TentMap')\n", + " metrics = pyEDM.ComputeError(simplex_result.Observations, simplex_result.Predictions)\n", + " MAE.append(metrics['MAE'])\n", + " rho.append(metrics['rho'])\n", + " RMSE.append(metrics['RMSE'])\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 268 + }, + "id": "yee19qAicPl-", + "outputId": "06ce6dfd-b71f-4f1c-ee6b-71218fa1bd00" + }, + "outputs": [], + "source": [ + "pd.Series(RMSE).plot(label='RMSE (lower is better)') \n", + "pd.Series(rho).plot(label='rho (higher is better)') \n", + "pd.Series(MAE).plot(label='MAE (lower is better)') \n", + "\n", + "x = np.arange(9)\n", + "plt.xticks(x, embeds)\n", + "plt.xlabel('Embedding Value (E)')\n", + "plt.ylabel('Coefficients')\n", + "plt.legend(loc='best')\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 506 + }, + "id": "-ox0CI71LZnU", + "outputId": "78e6a0df-5723-44f5-e35e-825ba250288a" + }, + "outputs": [], + "source": [ + "optimal_emdedding = pyEDM.EmbedDimension(dataFrame=tentmap_df, lib=\"1 100\" , pred=\"201 500\" , columns='TentMap', target='TentMap')\n", + "print(optimal_emdedding)\n", + "\n", + "# optimal embedding value E = 2" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "TOhUXmSnanv1" + }, + "source": [ + "### Prediction Decay\n", + "\n", + "important properties of many natural systems is that nearby trajectories eventually diverge over time (\"butterfly effect\") - small perturbation in initial conditions result to very wide differences \n", + "\n", + "predictive state is dilluted over time, hindering long-term forecasting" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 310 + }, + "id": "e41vjjCOajH_", + "outputId": "a40a90d4-f2b9-41a4-a099-76d4090329fd" + }, + "outputs": [], + "source": [ + "data = tentmap_df\n", + "rho_Tp = pyEDM.PredictInterval(dataFrame=data, lib=\"1 100\" , pred=\"201 500\" , columns='TentMap', target='TentMap', E = 2)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gK-Rt5zhMAQT" + }, + "source": [ + "### Comparison with Uncorrelated Noise Data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "-7sdwXmsK1ai" + }, + "outputs": [], + "source": [ + "noise_map = pd.Series(np.random.normal(size=1000), name='GWN').to_frame()\n", + "time_map = pd.Series(np.arange(1,1000), name='Time').to_frame()\n", + "noisy_data = pd.concat([time_map, noise_map], axis= 1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "PMLWwA5-vhEW" + }, + "outputs": [], + "source": [ + "# let's define a number of possible embeddings/projections/dimensions\n", + "embeds = np.arange(2,11)\n", + "data = noisy_data\n", + "\n", + "# output metrics for each embedding value\n", + "MAE = [] # Mean Absolute Error\n", + "rho = [] # Pearson correlation\n", + "RMSE = [] # Root-Mean Square Error\n", + "\n", + "for e in embeds:\n", + " simplex_result = pyEDM.Simplex(dataFrame=data, E=e, lib=\"1 100\" , pred=\"201 500\" , columns='GWN', target='GWN')\n", + " metrics = pyEDM.ComputeError(simplex_result.Observations, simplex_result.Predictions)\n", + " MAE.append(metrics['MAE'])\n", + " rho.append(metrics['rho'])\n", + " RMSE.append(metrics['RMSE'])\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 265 + }, + "id": "EbfAZKT4Elx-", + "outputId": "737387e9-0e84-4e81-b54e-04b6000ae8b4" + }, + "outputs": [], + "source": [ + "pd.Series(RMSE).plot(label='RMSE (low)') \n", + "pd.Series(rho).plot(label='rho (high)') \n", + "pd.Series(MAE).plot(label='MAE (low)') \n", + "\n", + "x = np.arange(9)\n", + "plt.xticks(x, embeds)\n", + "plt.legend(loc='best')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 506 + }, + "id": "N8fY1tZrFhGX", + "outputId": "23969e17-2f74-4a5e-fda6-e43214952153" + }, + "outputs": [], + "source": [ + "optimal_emdedding = pyEDM.EmbedDimension(dataFrame=data, lib=\"1 100\" , pred=\"201 500\" , columns='GWN', target='GWN')\n", + "print(optimal_emdedding)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "iUmkArk0mtcd" + }, + "source": [ + "## S-MAP (Sequentially Locally Weighted Global Linear Map)\n", + "\n", + "- difference from Simplex is the factor theta \n", + "- the position of the nearby points in the state-space would have different weights (e.g., the closer the points, the higher the weights)\n", + "- used also to determine non-linear dynamical systems from linear stochastic systems\n", + "- after creating the set if time-delayed vectors (similar to the Simplex Method), the predictions are generated given a locally weighted auto-regressive model of the embedded time-series\n", + " \n", + "\n", + "\n", + "$$ w(d) = exp(- \\theta d / \\bar{d}) $$ \n", + "\n", + "where $\\theta \\geq 0$\n", + "\n", + "$d$ = Euclidean distance between predictee and neighbors in the embedded space\n", + "\n", + "$\\bar{d}$ = average distance between the predictee and all other vectors \n", + "\n", + "the parameter $\\theta$ controls the degree of state dependency. \n", + "\n", + "If $\\theta= 0$, all library points have the same weight\n", + "regardless of the local state of the predictee; mathematically, this model reduces to linear autoregressive\n", + "model. \n", + "\n", + "In contrast, if $\\theta > 0$, the forecast given by the\n", + "S-map depends on the local state of the predictee, and\n", + "thus produces locally different fittings. Therefore, by\n", + "comparing the performance of equivalent linear\n", + "(h = 0) and nonlinear (h > 0) S-map models, one can\n", + "distinguish nonlinear dynamical systems from linear\n", + "stochastic systems.\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "AWV1BCTZd1q3" + }, + "source": [ + "### Compare S-Map Performance of a Logistic Map (Chaotic) and Gaussian Red Noise" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 283 + }, + "id": "0oR7XJ9Mq4z-", + "outputId": "dc752703-7e19-4f51-8e40-646ee225c3aa" + }, + "outputs": [], + "source": [ + "# Read Data and Normalize / Plot\n", + "smap_df = pd.read_csv(filepath_or_buffer='../data/ESM2_Data_noise.csv')\n", + "smap_df['R'] = (smap_df['R'] - np.mean(smap_df['R']))/np.std(smap_df['R'])\n", + "smap_df['L'] = (smap_df['L'] - np.mean(smap_df['L']))/np.std(smap_df['L'])\n", + "smap_df['T'] = pd.Series(np.arange(1,10001))\n", + "smap_df = smap_df[['T', 'R', 'L']]\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "\n", + "pd.Series(smap_df['R'][0:100]).plot(color='r', label='red noise')\n", + "pd.Series(smap_df['L'][0:100]).plot(color='b', label='logistic map')\n", + "\n", + "\n", + "plt.legend(loc='best')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 310 + }, + "id": "Lzynvp9Z5IvY", + "outputId": "0d412329-0bc8-400d-9aea-d1b17fdf173c" + }, + "outputs": [], + "source": [ + "# Determining Optimal Embedding Dimension for Gaussian Red Noise\n", + "data = smap_df\n", + "optimal_emdedding_red_noise = pyEDM.EmbedDimension(dataFrame=data, lib=\"1 500\" , pred=\"501 1000\" , columns='R', target='R')\n", + "\n", + "# Optimal Embedding Dimension for Gaussian Red Noise, E = 7" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 279 + }, + "id": "fiQEPwG2GhWb", + "outputId": "3dcf893c-9f4c-4ead-c11e-267466e9556a" + }, + "outputs": [], + "source": [ + "# Gaussian Red Noise\n", + "# Use Optimal Embedding from above, E = 7\n", + "# Analyze Prediction Skill\n", + "preds = pyEDM.PredictNonlinear(dataFrame=smap_df, E=7, lib=\"1 500\" , pred=\"501 1000\" , columns='R', target='R', showPlot=False)\n", + "plt.plot(preds['Theta'], preds['rho'])\n", + "plt.xlim(0, 2)\n", + "plt.ylabel('Prediction Skill (rho)')\n", + "plt.xlabel('S-Map Localisation (theta)')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 310 + }, + "id": "pmmYYoX9qgBu", + "outputId": "a76799c3-eb68-40a2-e5ee-8c3c67bb76c2" + }, + "outputs": [], + "source": [ + "# Determining Optimal Embedding Dimension for the Logistic Map\n", + "data = smap_df\n", + "optimal_emdedding_log_map = pyEDM.EmbedDimension(dataFrame=data, lib=\"1 500\" , pred=\"501 1000\" , columns='L', target='L')\n", + "\n", + "# Optimal Embedding Dimension for Logistic Map, E = 2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 279 + }, + "id": "rW9qewFYHYBU", + "outputId": "c01964b8-bfbe-41f7-e594-0c668d148347", + "scrolled": true + }, + "outputs": [], + "source": [ + "# Logistic Map\n", + "# Use Optimal Embedding from above, E = 2\n", + "# Analyze Prediction Skill\n", + "preds = pyEDM.PredictNonlinear(dataFrame=smap_df, E=2, lib=\"1 500\" , pred=\"501 1000\" , columns='L', target='L', showPlot=False)\n", + "plt.plot(preds['Theta'], preds['rho'])\n", + "plt.xlim(0, 2)\n", + "plt.ylabel('Prediction Skill (rho)')\n", + "plt.xlabel('S-Map Localisation (theta)')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "FqdU7OQ2HtCT" + }, + "source": [ + "## Forecasting Univariate, Multivariate, Multi-views\n", + "\n", + "In the framework of EDM, 3 different methods have been proposed so far:\n", + "\n", + "\n", + "1. Univariate Embedding (Takens 1981, Sugihara and May 1990)\n", + "2. Multivariate Embedding (Dixon et. al, 1999, Sugihara and Deyle (2011)\n", + "1. Multi-viw Embedding (Sugihara and Ye, 2016)\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "IOgNH2SwJMUu" + }, + "source": [ + 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+ ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "TtYgmhZsyhxb" + }, + "source": [ + "# Univariate, Multivariate and Multiview Forecasting of a Resource-Consumer-Predator Model" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "N0Z4kxJgKSZ-" + }, + "source": [ + "![CRP 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ZdKkMtrG0h8tXP8RTox4HWt2iigAooooAKKKKACiiigAooooA84+I//JRfh1/2E5//AEVXo9ecfEf/AJKL8Ov+wnP/AOiq9HoAK88dv+Mioh/1AG/9G16HXmzN/wAZJRr/ANQE/wDoyvUy5X9t/gkRPp6kvwsbdq/jb/sOy/yFeiV5t8JW3av43/7Dslek0ZsrYyS8o/8ApKCn8IUUUV5ZYUUUUAFcv8QPEt34W8P299YJG8kt/BbkSAkbXfB/HFdRXnnxpbb4NsPfV7X/ANDrvy2nGrjKcJq6bJm7RbG68/8AxfzwsP8AqG3NeiAgkgEEjr7V5rr7f8ZCeFR/1Dbj+tWvAtw8nxL8exu7MqXdvtBOQP3Xb8q78Vh/aYenO/wU0/W9Rr9SIuza8/0PQaKbHKkoJidXAJUlTnBHUU6vBNQooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAOd8e+JJ/Cfgy81i1hjmlgaMKkhO07nVe31rfgk823jkxjeobHpkVwXxvbZ8J9RP/TWAf+RlrubE50+3P/TJf5CvQqUoLA06qWrlJfJKNvzZCfvNE9cV8Yf+SQeI/wDr0P8AMV2tcV8Yf+SQeI/+vQ/zFeeWdH4b/wCRV0n/AK8of/QBWlWb4b/5FXSf+vKH/wBAFaVABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFeAfDMjQf2nPGmjzZQ3iPNGDxu+ZX/k5r3+vn740QzeA/i34c+ItpGxtXdbe+2jrgYwfqhP8A3zQB9A0VDZ3kGoWMF5ZyLLBPGJI3U5DKRkGpqAPnj4Y+HtH8QfGz4gprmmWmoLFckxi5iDhCZDnGelez2vgLwjZTrNaeGdJilU5V1s0yD7cVW8N/D7SPC/ifWNd057lrvWH33AlkBUHcT8oxxya6mhbJA9ZN+ZFcXEFlavPdSxwQRLueSRgqoB3JPSsXwj4y0rxrY3V7oTvLbW1y1t5rLgSFQPmX25rT1bSLDXNNk0/VrZLq0lILwyDKtggjI78iuL+FEMVuviuG3jSKKPxBcKiIoCqAFwAB0prr/XYUna3r+jPQK4z4vammk/CPxFcOQC1m0K5PUv8AKB+tdnXgv7RGtT67qGh/DrQz5l9qNwktwqnO1eQgP6t9FFIZ1/7PunNp/wAGNJMi7WuWkn+oZzg/kBXpdUtF0qDQ9DstLtBiCzgSFPooxV2gAooooAKKKKACiiigAooooAKKKKAPGP2n7B7j4Y217GCfsN/G7YHQMCv8yK9P8I6imr+C9G1CJty3NlDJn6oM1X8d+G08XeBdW0R8bru3Kxk9nHzIf++gK83/AGcPFLXXhW78JamTHqehTMnlP97yyx7f7LZH5UAe0V4V+03Gktt4QjlUOj6mVZSOCDtyK91rl/Gvw/0jx4NOGtPcr/Z0/nw+Q4XLcdcg5HFA+/zFT4b+C9qn/hFdIzgf8uaf4Vu6fpdhpNt9n0qxt7KH/nnbxLGv5AVaAwAB2ooJRw2qfFbSdNv9Qhi07Vb+20p/Lv720tt8Ns3cE5ycDk4BxXZWV5b6jYwXllKstvcRrLFIvRlYZB/I15h4n1lNe1DUvA3gZLSyEzsNc1XCpHb7/vqBxvlYZHt3r0nRtPttJ0Oy06wO62tYEhiOc5VVABz9BQtrje9i7XgM7/2/+2TCITuj0i0+c+hERz+r17Z4h1y08N+Hb7WNRcJb2cLSuSeuBwB7k8fjXjf7Ouk3er3/AIi+IGqoRNq9w0duW/u7iz49s7R/wGgD3aiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiikyPUUAec+Cv+SzfED/es/wD0VXo9eceCv+SzeP8A/es//RVej0AfPXxzQat4r1nHzLofhxJh/sSSXKjP12ivfdPfzNMtX67oUP6CvCZLRta+GPxQ8SXzmW+vLua1zgAJDbsAiivWLLxNp2keEvDs+qXHlDUUt7aA7S2+R0G0cdPrQBvPe2ovPsRuIhdmIyiDeN5TON23rjPGa8P0yHz/ANlXxCmM/PeOPwnJ/pXU30uP2mrJPXw3IP8AyKT/AErG8Iw+f+zNriH+KPUT/wCPuaALUDi/+Kvg8nnzfCkrH/gQWtz4GyE/CiwgPW1mng/75lYVy/gyX7T8RfAzk5I8Ggn8SorpPgmdnhLVbU9bXXLyI/8AfzP9aAPRqKKKACiimyyJDE8srqkaKWZmOAoHUmgB1JkZAyMnoK4zx743bw/4JtNe0F7a8juby2iSQncjxyOASCD6ZxWT4lu5Yv2gvBcCyOI5bG9DIGOD8oPI/CgDzHxfM2l6p4r8SRoWOj+LLeVsddjRbG/mK9C8J6cV/ZfMLr81xo1zMR671dx/MVH4U8Pad4s1L4laTrcJnsrrWgsiBip+VVIwR05Ar0ObSLXT/Bkuj2Mfl2kFg1tEmc7UCFQMnrxQBm/DKf7R8K/DUmck6bACfcIB/SuprzT4a+JNP8P/AAH0PVNan8i1hiELSbS2D5pReB74r0pWDKGXkEZFAC0UUjusaM7sFVRksTgAetAC0VwfxW8aXXg/wjYaxpE0RWXUbeORyA6vCxy2PqB1ruo3EkauhyrAEH2NADq8B0H4bQfEz4f3hkvnsLlfEV7OJ0XcSjPsdDyOCB+le/HpXnHwN/5EG6Prq97/AOjmoAh8SWkWj/F74eC0Ajj8i6sgP9gRqQP0r02vOPiYPI8afD67HBXWvIz7OhH9K9HoA5z4hnHw18RH/qGz/wDoBrjtVtPtX7LLxYyR4fVx9VjDD+Vdd8Rzj4Y+JD/1DZ//AEA1k2luJ/2f0gP8fh7H/kCgDpfCV19t8GaNc5yZbGFifcoK427QTftHRRMMhvC8ikfWcVu/C2Yz/Cnw3ITknT4h+Qx/SsR+f2lovbwy3/o8UAP+Bkh/4VXa2rfes7q5t2Hptmbj8jTPHv8ApfxW+H1h2S6uLsj/AHIuP50fBj93o3iK16fZ/EF2uPQFgf60al/pv7R2iw9VsdCnn+jPIq/yoAPhH+7uvGlv/wA8/EU5x6bgpo+Jh3+NPh5EO+ub/wAomrF0S5n061+LslpK0U1veTSxuhwUb7OCCPxrk/BGoXGp6N8Jpr2eS4m/tO7DSSuWY4D9SaAPo2vOPG//ACWP4ff9dLz/ANFV6PXnHjf/AJLH8Pv+ul5/6KoA9HooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDzj4j/8lF+HX/YTn/8ARVej15x8R/8Akovw6/7Cc/8A6Kr0egArzBn/AOMm0X/qBn/0KvT68qZ/+MpFX/qCf1r18rV/b/8AXuX6Gc+nqTfB992seOfbXJP616Ta3ltfW4nsp47iEkgSROGUkHBGR6EYryv4Qy7dQ+IDf3dXlb/0P/Ctr4JP5nwts29bm4P/AJGauvN8NerWrX+FwX3wv+hNN6Jep6BRRRXzpsFFFFABXm3xxbb4N0331i2/ma9JrzD48tt8GaX/ANhi3/8AZq9bJlfMKXqZ1PgYniBv+MivCg/6hk//ALNUvw9fPxX+IQ/6erf/ANANVPELY/aP8KD/AKhsv/s9P+HUn/F3PiGP+niE/kDXsVI/7C/+vMf/AE6Zr4vn+he+DExuPDesSEk51q6PJ/2hXoteYfAV9/gnUW9dWuD/ACr0+vGziPLj6q8zWn8CCiiivKLCiiigAooooAKKKKACiiigAooooAKKKKACiiigDzr47Nj4S3/vPb/+jVrvdOOdLtT/ANMU/wDQRXnvx8bb8J7sf3rmAf8AkQV6BpZzpFmf+mCf+givXrL/AIS6T/vz/KBmvjZarivjD/ySDxH/ANeh/mK7WuK+MP8AySDxH/16H+YryDQ6Pw3/AMirpP8A15Q/+gCtKs3w3/yKuk/9eUP/AKAK0qACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKwvGfhSx8beE73Q9SGI7hPkkxkxOPuuPcGt2igD59+E3jq9+H2vSfDX4gt9m8iQrp15KcIQTkLk/wnOQe3SvoIHIyORXF/Ej4Y6N8SNHEF+Ps1/CD9lvo1y8R9D/eX2rybT/HXj/4KTJpHjzTZtb0FDsg1CJixRe2H7/7rYPvQB9G0VxHhz4w+B/E8Smx162glYcwXjCFx7Ybg/gTXXpqFnKgeO7gdTyGWUEH9aALFUtO0iw0k3J062WD7XO1xPt/jkbqx9+Kp6p4v8O6JE0mra5p9oqjJEtyoP5ZzXlPij9oyxef+yvhzplxr+pynbHIImEan1C43N+g96AO/+I/xG0r4deHXvtQdZbuQEWlmGw8z/wBFHc1598EPBOqajrF38SvGqs2qalk2cci4MaH+PB6ZHAHYfWo/BPwZ1jxD4gXxh8Xrk318SGh01iGSPuN+OMD+4OPWvdAAqgKAABgAdqAFooooAKKKKACiiigAooooAKKKKACiiigAr5/+LPhrVfh546g+KHg6ItFuxqtsg4OeCxA/hYdT2ODX0BUdxbxXVvJb3MSSwyqUeN1yrA9QRQBh+C/GmkeOvDsOraJOrq4AlhJ+eB8cqw9f510FfP8A4l+FHif4c+IJfFPwgndoGO650g85HUgA/fX26jtW34U/aO0C/cWHjK1m8O6mh2SCZGMW7vzjK/Qj8aAPZaKy9O8T6Fq8Ik0vWbG7QjIMNwjfyNW5tTsbeMyXF7bxIOSzyqoH4k0AcrdfCLwLeXk93c+Hrd57iRpZXLPl2Y5J6+prqrW2tNI0uK2t1S2s7SIIik4WNFHHJ7ACuI8T/G7wL4XifztZiv7helvYHzmJ9Mjgfia8uutX+Inx6nNjo9pJ4b8KM2JbiQnMy+54L/7q8epoAd488S33xv8AG9v4F8Fu39hWsofUL9fuSYPLf7o5x/eNfQGhaLZ+HdCs9J0yIRWtnEIo1HoO59z1NZHgXwFo3w/0FdN0SH5mwZ7lx+8nb1Y/yHQV01ABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAGb4g0K08S6LNpeotcLbzY3G3maJ+Dnhl57Vxf/CjvCn/Pxrf/AINZv8a9GooA8m+FmhWnhz4neOdN09p2ghNoFM8zSPzGTyx5PWvWT0rzjwV/yWb4gf71n/6Kr0Zvun6UAeJ+G1839n/xwx5El3qb/qf8KPFtxt+HHwub+9qOnH8o6m8GJ5v7OPiJv+e39ot+bNWL40udvws+FbZ63tkfyQUAdHq0+z9q3SY/7+gSD9XP9Kk+G8QuP2fdQiPIkGoD/wAfeszX5dv7Xugrnrozj/x2at34Rp5nwQlX+816P/Ij0Acv8K5ftPjbwe552eDQP/IxH9K7L4Q/JL41h6eX4musD0ztrhfgq3meMPD3/TPwiB/5NOP6V1/gC/h0XVfiVcXZIgs9YluZMDJC+WGP8qAO78UeI7Lwl4butb1QSG1tdu8RLub5mCjA+rCtSORZYkkT7rqGH0NeOfEHxfD40/Zl1DxBbWzWsd15eInbcV23Cjr+FbPifx/eeFrvwBBbxxyWmtyLDdBh82CiBSp7YLZ/CgDVufEuoRfHGy8OCYDTptGe5MW0ZMgkxnPXoOldB4sfZ4N1lvSwn/8ARZrzvVJyP2sNEjHQ6FKp/Nz/AEqHSdQnm0X4trcTySrb312sYdyQi+T0Geg4oA5vXZsfsreEW9J7IflJ/wDWrqfGU/l/tFeADn79rcj80NcN4hnx+yX4Wb0urcflI3+FdN49mK/tA/DZh/FE/wCoxQB1Hwr+bxF4+f18QSD8lFeg3a7rKdfWNh+leffCXnUfHD/3vEdwPyAr0VxujYeoIoA+c9QuPK/ZDgBP+rvBH+V0a+htOk87S7WUdHhRvzUV80+IpDH+yjcx9Nmuyxj8Lhq9X1fxZfaD4c+H/wDZ7xhdVu7O1uN6bsxtHzj0PTmgDf8A+Etk/wCFpnwn9mTyv7L+3Cfcd27zNu3HpjmuTsvFWoeIvBfxJi1KVX/sye9tYNqBdsQjO0HHXvzSTT7P2qLeLP3/AA8w/wDIhNcn4PuS2n/GmAnhJ7hwPqkoP8qAOY8RX815+yD4ee4kMjR6gsQJ/uq8gA/AAV9L6TeQjw/pk00qRiaCIKXYDczKMAZ6k+lfKupy7/2QdJX+7rLL+rmvUPHt8U+Fvw4nJ5bUtMc/gmaAPaS6htm5d5GQuecetedfA3/knkx9dVvP/RzVFqV0V/aV0eHcdraBONueP9YD/SpvgZ/yThj66neH/wAjNQAnxf8A3cngy5/54+JLXn67hXo9ec/GrC+G9CmP/LLxDYtn0+euzfxJpEfiSPQJL6JdVlh89LUn5mT1H5GgDzXX/G1x4g0r4p6LIkIt9FszHAyA7m3Qndu/4EDXZeHYPP8AhDp8H/PTRkT84sV4TolyTf8AxsRmyWt52/JnH9a+gfCK5+HOjr66ZEP/ACGKAPP/AAt4yfwh+zTpGux2y3T20YhETvtB/flOta8T+b+0hHJjGfDGcemZxXm2pzbP2PLdehW8KH/wKavRNNbzP2hIm/6lVD+cwoAn+FY8rxD49th0j192A/3kU0W3zftKXv8As+G0/wDR9Hw8/c/Ez4iW/wD1EYJcf70I/wAKWxGf2ktUP93w7F/6OoA52P8AdXHxlh9V8387X/61cX8L5PM0n4XJ/c1a+H/jpP8AWuzvDs8QfGJf+odE3527V5/8IJfNj+Hyf889Zvh/5BU/1oA+qa848b/8lj+H3/XS8/8ARVej15x43/5LH8Pv+ul5/wCiqAPR6KKKACiiigAooooAKKKKACiiigAooooAbLKkMLyzOscaKWZmOAoHUk1V0nV7HXNMi1DSblLq0mz5cqdGwcHH4iud+IXhFvF2jrbT6td2WnwpJJdW1qdv2sbcqrN1Cgjp3rP+CAC/B3QwOAI3A/77aha3E9LHYazrem+HtMk1HWryKys4yA80rYUEnA/WsrRfiD4T8R6kLDQ9ds727ZS4hifLEDqa5r40adrWsaHo2n6DpD6rv1SKW4h3bU2J82HPZScc1W8O+JLzR/iBZ+HfFnhDS9Hu9Rid7C+03DJJtGWQnaCDihajeh6jRQTgE155P8Z9DguJIW0bxIWjcqSukSkHBxxQBH8R/wDkovw6/wCwnP8A+iq9HrxHXfHmneLviZ4CisLDVbVrfUZWY31i8AbMeOCete3UAFeSM2P2q1H/AFBsfoa9brx92/4ywjH/AFCcf+OmvbyhX+sf9e5foZ1OnqQfCqXZL8Smz93UJm/9GV0PwHbd8JLA/wDTaf8A9GNXIfDaUpa/FRh1Wedh+U1dZ8Ajn4RWH/Xeb/0M17GcRtRxD/v0v/TbM6e6+f5npNFFFfGHQFFFFABXlf7QDbfBelf9hiD+TV6pXk37Q7bfBOlf9heI/wDjr17ORq+ZUfUzq/AxniN/+MkPCPvpz/8As9M8AS7PjB8RfZ1b8s1H4lf/AIyS8If9eB/k9V/A8mPjF8SB/wBM2P5V77hfBNf9OY/+nTL7Xz/Q1f2en3/D+9b11OY/oterV5J+zkc/Dm6/7CMn/oK163XgZ6rZnWX941pfAgooorxjQKKKKACiiigCjrk723h/UJ4WKSR20jqw7EKSDWH8MtTudY+GmiX1/O9xcy2/72VzlmYEjJ/KtXxQdvhHVj6Wcv8A6Aa5L4GzGb4Q6Tn+Ayp+UjV6kKaeWzqW1U4r/wAlkRf37HoVFFFeWWFFFFABRRXP6X4qTU/GmteHxbGNtLSJ/N358zeM9McYrWFKdSMpRWkVd+l0vzaFdI6Ciiishnl/7QTbfhZIP715CP8Ax6vRdJ/5Atl/17x/+givNf2iG2/DFR/evoh/Ou/tNSs9P0LSjf3MVuLiOKGLzGxvcqMKPc17laDeVUEl9uf5RMl8bNauK+MP/JIPEf8A16H+Yrta4r4w/wDJIPEf/Xof5ivDNTo/Df8AyKuk/wDXlD/6AK0qzfDf/Iq6T/15Q/8AoArSoAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKjuLaC7gaC6hjmicYaORQysPcGpKKAPM/EH7P/AIA16R5V0ttNmb+OxkMYz/u8r+lcrL+yzom//RvEuqxR/wB0qrfrxXu1cp4y8eWPg7U/D9nebS2sXwtsk48tcHL/APfRUfjQBwmm/sw+DLaVZNSutS1Ij+GSYIp/75Gf1r0vw74N8PeE7fyvD2kWtiMYZ44xvb6seT+JrbooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigArnPEvgDwt4vQjxBotrdSYwJtm2QfRxg/rXR0UAeKX/7L3hGaRn0zUdU0/PRVlDgfmM/rVWH9lnQd/wDpniPVZ0/ugKv+Ne5TzJb28k0zBY41Lux7ADJNcf8ADHx/D8Q/D11qESrG9veywGMHogbMZ/FSPxzQBn+HPgX4C8NyJNDoy3s64Ilvm87B9dp+X9K9BjjSKNY4kVEUYVVGAB9KdRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRVC813SdOukttQ1SztZ5PuRTXCozfQE5q+DkZFABRVPUNY0zSFRtV1C1slc4U3Eyx7vpk81ZgniuYEmtpUmicZV42DKw9QR1oAfRRRQB5x4K/5LN8QP8Aes//AEVXoshxG30NedeCv+SzfED/AHrP/wBFV6FdHbZzEdo2P6UAeTfD2Pf+zZef9NLe+P8A4/JXDeO7jb8H/hS+f+Xq3P5KK9B+GUe79nIL/etLz/0KSvL/AB1L/wAWT+FJP/PeM/kBQB1vieTb+2FoH/YLI/8AHJq674Mrv+DMa/3pLv8A9GPXEeLpNv7YOgH/AKh4H/jk1d58EV3fCC0H96a5/wDRr0AcF8CTv8ZWA/55eGNn5XklbkJ8uX4xx9P4/wA7c1zvwBOfHs6/88dGeP8AK8et+5Pl618Yk9bKJ/zt2oA5CKbd+xTN/szBP/JkVo/FK5/0P4RTA9ZYG/8AHYawLWT/AIwtuh6X+3/yOpq18TJt3hX4QSE/wwtn8IaAOv1u52ftgaCueulMn5pIaraPPjR/jT/s3dyf/Ibf4VV8RzY/bM0Aeloq/nFJUWizZ0z43j0nnP5rIP6UAYHiGbP7Ifho/wDT8o/J5K6rx5Jn47/DJvWBT+Zri9efP7IXhv8A7CZH/j8ldR46lz8bPhax720J/M0AegfCDn/hMn/veJrz9CK9Hrzn4O82fixu7eJr3/0IV6NQB8teLH2fs26tAf8Aln4qnQf9/WNdd4zvNvgj4SyZ+9f2Lf8Ajij+tcZ40Bb4J67bL1/4TG4GPxY1seN7gj4a/B8k8m5tW/JUoA66+l2/td6aufvaI6/oxrkvBsnz/Gsf7M5/Sat7WJdv7YmjjPXTCv8A449ct4Nl/wBL+Na/9MLg/rNQBy82Zv2T9PiHX/hIWUf98sa7f4i3hHwU+GjZ5NzaN/3ylcXpI+0/s56ZB1/4qcLj6xmtn4lXOPgX8NGzyHU/98rigD0fWLjb+1T4eTP3tFlX89x/pW38C/8AkmYPrqN5/wCj2rj9Xuc/tYeGCT97SMfmkldj8C/+SYp/2ELz/wBHvQAfHEY+HaS94dTtJB7YlFctrk2z9rjw7/t6SV/8dkNdX8c1z8KL5v7lxbt/5GWuI8Qybf2uPC+e+ngfmklAHB6RMR4o+MMfZ9NvG/KXH9a+m/CC/wDFB6Kv/UOhH/kMV8wWPyeJvie3/PbSNQ/ScV9R+EhjwXoo/wCnCD/0WKAPnnXpPL/ZQni/5563JH+Vw5r0fw5J53xzt5PXwlCfzkFeX+Ln8r9nDVIf7viqdMf9tHNej+B3834v2b+vg61P5utAGx4O/d/G3x/H/fFjIP8Av1inadz+0frPt4fgH/kWm+Hv3X7Qfi1P+e2m2kn5ZFGlc/tHa8f7uhW4/wDIlAHO6t8nib4v++kQH/yXavOvgwMXfghD1XWr/wD9J469C11tviz4tj10SA/+QWFcB8H12eI/CMX93V70/naxmgD6rrzjxv8A8lj+H3/XS8/9FV6PXnHjf/ksfw+/66Xn/oqgD0eiiigAooooAKKKKACoftlt/wA/EX/fYqSSNZYmjkGUdSrD1Brxew+Amk2nj6/F5pzX3h26hEtu7XjrJaS55jwGyykcg9qOodD2Vbq3ZgqzxknoA45qWuF034M+CNJ1O31Cx0uSO5tpBJExupThhyDgtg13VABRRRQBBexNPp9xDHjdJEyrn1IxXLfD3QNV8K/DGy0i7SH+0rWGQBQ+5C5ZivPpyK7CigDz3WdM+IOp+GdE1K1ubWx8RafOZbrT4pmFreLnGwt9MEZzzUGm+HPFXib4iab4m8ZWlppNtosUi2VjbT+e0kkgwzs+BgY6CvSaKOorXVgooooGecfEf/kovw6/7Cc//oqvR684+I//ACUX4df9hOf/ANFV6PQAV407f8ZaoP8AqGY/8hmvZa8UZv8AjLhfawx/5BNe9kyv9Y/69T/QyqdPUy/hzJ/xLviwf9qY/pNXZ/s/nPwjs/a4m/8AQzXB/Dp/+JP8WT/sSn9J67r9nw5+Etr7XM3/AKFXu55G1DEf46f/AKbMqe6+f5np1FFFfCHUFFFFABXkX7RjY8E6V/2FYz/449eu147+0i2PBekj/qJKf/HGr28gV8zo+v6Mzq/Ayv4lf/jJPwf/ANeI/k9VfBD/APF4viP/ANcJD+tP8Svn9pTwf/15p/J6reB3/wCLwfEf/r2m/wDQq+m5f9j/AO4Mf/Thh9r5/obv7N5z8PLz/sIP/wCgrXrteP8A7Npz8P74f9RB/wD0Fa9gr5nP/wDkaVvU3pfAgooorxDQKKKKACiiigDH8Xnb4K1k+ljN/wCgGuN+AJz8JLL2nm/9CrrvGx2+A9cPpYTf+gGuO/Z+OfhNa+1xL/6FXu0l/wAI9V/9PI/lIyf8Reh6bRRRXhGpV1PUbbSNKudRvmKW9rE0srAZIUDJ4p2n30Gp6bb31oxeC5jWWNiMZVhkcVgfEptnwy8QH/pxk/lUvw+fzPhz4fb10+H/ANAFdv1eP1P2/Xmt+Fyb+9Y6KvLfCtxj9ofxjCf47O3I/AL/AI16lXjvhpj/AMNReJhng2C5/KOuzLI81LEr/p2//Sokz3XqexUUUV4xoeTftGHHw1g/7CEf8mp3xEn2aH4AT/npqlofyUVF+0ecfDi2HrqEf/oLVV+JU+LL4ax/3r+3b8lT/GvtMvhzYbC/4qn/AKSjnn8UvkezVxXxh/5JB4j/AOvQ/wAxXa1xXxh/5JB4j/69D/MV8WdB0fhv/kVdJ/68of8A0AVpVm+G/wDkVdJ/68of/QBWlQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFfGv7Q/i5td+KsltaSnyNFUW8RU/8tPvOR754/4DX1j4v8QQ+FfB+p63cEbbO3aRQT95sfKPxOBX593l1NfX093cuXmnkaSRj3YnJNAH3t8OfE6+MPh7pOshgZZoAs4B6SL8rfqM/jXT183/ALKnivK6r4VuJOR/ptsCe3CuB/46fzr6QoAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA8z+Pviv8A4Rj4VXyQybLvUz9jhwecN98/985/OvFP2YvFf9kePbjQp5Ntvq8WEBPAlTJX8wWH5UftO+Kv7X8fW+hW77oNJh+cA8GV8E/kAo/OvItD1W40HXrHVbQlZrOdJkPupzigD9FKKo6JqsGuaDY6rZsGgvIEmQg9mAOKvUAFFFFABRRRQAUUUUAFFFFABRRRQAV4L4u1TXta1XW9VTxFdWNroetW1hb6XaPsDgum55SOTnccCveq8Z1rwn4Z+JXxM1eztbHV7KSxVVv9Xsp/KhmmXaVjK9GYDnd2xS6g/hZ0fhG+1TT/AIqeIfDV3q76tZC3TUIDLgvaF2IMRPp3HtXodeXfCKLSdI1LWtDGj32m6/C4lvH1Cfz5LuMkhJBJ3X27Zr1Gq6IXVhRRRSGeLeAPB+j+PtA8Ta34nso76/1TULiETTDc0EaHaiof4cY7Yrrfgtqd1qnwo0uS/laaaAyWxkY5LCORlBP4AVzOnR+Mfh0Ne0LSfC0+tW15dS3Wl3lvKiohl/hkz02mug8PaZrfw4+GuiaXp+k/23f+eq3qRyhBH5jM0jgkchScY70R2+SCW/zf3HHeMbvSbL49XD+I9Gl8UQPpKi3s7WH7S9kQfmLRdBu9feuh+ADLJ4EvZIJFS0k1Od7ay83e1lGSMRNn7pHJx702e08Q+B/ihruu2fh2fX9N11Im32bL51u6LjaQxGVPrWp8LfD2r6dJ4g1zX7JNNuNevvtS6ejhvs6BcDcRxuPU0R2/ruEt/wCux13iDXrPw1os2qakJ2t4cbhbwtK/JwMKoz3ri/8AheXhL/njrX/gqm/+Jr0br1pNq/3R+VAHk/ws12z8R/E7xzqWnCcW85tConhaJuIyDlW5HSvUr040+4P/AEyb+Vef+Cv+SzeP/wDes/8A0VXf6gcaZdH/AKYv/wCgmgDzj4WLn9nq3HrZ3X/oT14349m/4sr8LAOzE/kRXtPwmXd8ArFf71pP+rPXhPjuT/izvwyH90yj8nFAHZ+L5f8AjLrw8f8ApyjH5xy16T8Dh/xaLT/eW4/9GtXlvi0k/tYaDJ2W3hX84nr1T4HD/i0Ome7z/wDo1qAPNv2fG3fEjXF/542Uif8Ak05roNYPl+J/i6vro8D/APkFxXO/s8Aj4reM1P8Ayy3IP+/7Gug8SHZ4u+K4/veH7dv/ACG4oA84sps/sbX6f3dXC/8AkRDU3xKmx8P/AIRyf3beNvyEVZ1kxT9kjV4z/DrqD/0A1N8TGLfC/wCFrD+CxLfl5YoA67xFJu/bI0Fu3kxD84X/AMaraPNjS/jh/wBdpP5yipNcOf2qdJn/ALsloufrC1ZWmT40743Ad5WP/kWQUAZusybv2RvD49NXYf8Aj0ldP47kx8YfhW3/AE62v6sK5DVn/wCMS9CH/Uaf/wBnrpfHsn/F1vhS3/TnZfq4oA9U+DXOm+KT/wBTLff+hCvRq84+DP8AyCPEx9fEl9/6GK9HoA+XPE6GTwbrFp2bxxdL/wCOMaZ4+udvws+Eb5+66n/vnyxVvWk8y31GA9/H04/OM1g+Pp/+LR/C3/Zkm/R0FAHda1L/AMZjaJ72Kj84nrmPBz/8TH40+9pdH/x6Wt3WX/4zG0L/AK9Ih/5BeuZ8HyY1P4yj1sbw/wDj8lAFPwumfg7pluf+htiGPrFT/iU5f4F/DjH8Ilz+GKk8LJ/xQmlwevjC2H5wCofG5874H+BF67Evv/HWoA7HVps/tVeFD/1DIh+cT16J8DP+SXw/9f8Aef8Ao968s1Cff+1J4Ub/AKh9sPzgJ/rXqfwL/wCSW2//AF/Xf/o96AJfjiufhDqxH8LQt+Uq15t4onx+1d4QfP3rSAfmr/416d8al3fB3Xz/AHYA35ODXkPihy37TfgmUdPIsQfxBoA50Hy9a8cP/wA9tM1YflOK+pfCvHg3Rv8Arwg/9Fivlm7+S68QSf8APWy1tfylWvqfwuMeENHH/TjD/wCixQB8y+PH8v4IaxD/ANTlOv6Oa9K+HJ3/ABSs29PB1n/6EK8x+IgP/Cq9eiH8PjaYf+Q2NelfC47/AIk2zeng+y/9CFAHRaafL/aQ1pf+eugQMPfEuKNF5/aJ8Sn+7o1sP/Hq4r4q+MLrwH8ZodR0/wAv7TfaVDbJ5q7lI+0Ddx/ug12nh47/ANoLxU3ppdoP60Acz4nOzxj8Ux/e8PQt/wCQyK4X4Tjb4+8Nw/3NRuW/OzjNdx4xOzxt8Sh/e8Lxt/MVxPwvGz4taLF/dvJG/OxjoA+pq848b/8AJY/h9/10vP8A0VXo9eceN/8Aksfw+/66Xn/oqgD0eiiigAooooAKKKKACsTUfFdhpni3SvD1wsxvNVSR4Cq5QBBk5PatuvK/jXYeHrhNGuNcvtYivopXGn2ujc3EzkDJXjPA75HWkM9UorwTwndaS+teGp7nxP4yg/tRme1S/ud0DyI5UwuQMbjt6e9e90+hNwooooGFFFFABRRRQAUUUUAecfEf/kovw6/7Cc//AKKr0evOPiP/AMlF+HX/AGE5/wD0VXo9ABXh2/P7XR9rMj/yBXuNeEB/+Mu5P+vcj/yXr6HI1f6z/wBep/oZVOnqY3w6kzoXxY94JT+k1d/+z0c/CeD2upv515x8OX/4kHxU97SU/wDo2vRf2dzn4Ux+15N/MV9Bn0bYfEf46f8A6bMaW6+f5nT6l4nvLP4qaN4ej8v7He2M88mV+bepG3B/Ousry7xLNt/aL8JoO9hOD+Ib/CvUa+QxtGNOnQcVbmhd+vNI6Iu7YUUUV5pYV4x+0q2PCGjj11AH/wAcavZ68U/aYbHhfRR63xP/AI4a97h3XNaPr+jMq3wMpeJH/wCMlvCP/XpF/wCgvVXwRJ/xd34jH/p1uf8A0On+Inz+0t4S/wCva3/VWqn4Jk/4ux8Rj/053f8A6HX1fL/sf/cGP/pZh9r5/odR+zWc+A9QH/UQb/0Ba9jrxr9mk58DamPS/P8A6Atey18lxB/yNK3r+iN6XwIKKKK8M1CiiigAooooAwPHZx8Pte/7B83/AKAa479ns5+E8HtdSj9RXYePTj4d6/8A9g+b/wBANcb+zwc/CmP2vJf6V9BRX/CJV/6+R/JmT/iL0PUqKKK+fNTlPiidvws8Qn/pyen/AAzfzPhf4db/AKcIx+QxVf4sts+E/iA/9OpH5sKT4SyeZ8J/D59LUD8iRXtcv/CPzf8ATz/20z/5efI7GvGPC7Z/ak8Tf9eWP0jr2evE/CbZ/ak8Tf8AXqw/9F1plC/dYr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+ ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "G8JeHmGtKVxV" + }, + "source": [ + "### Example: Do Prediction on C1 using different methods \n", + "\n", + "\n", + "Exercises from [CW Chang 2017] [6]\n", + "\n", + "### Univariate\n", + "\n", + "\n", + "* use univariate embedding\n", + "* to reconstruct the state space using only information\n", + "(history) encoded in C1. \n", + "\n", + "Using optimal embedding dimension E= 3 (precomputed)\n", + "\n", + "* state space is reconstructed using ${C1(t),C1(t - 1), C1(t - 2)}$. \n", + "* The forecasting skill is 0.970 \n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "uni_df = pd.read_csv(filepath_or_buffer='./data/5 specie data set.csv', index_col=False)\n", + "uni_df['Time'] = pd.Series(np.arange(2000))\n", + "uni_df = uni_df[['Time', 'R', 'C1', 'C2','P1', 'P2']]\n", + "uni_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "optimal_emdedding = pyEDM.EmbedDimension(dataFrame=uni_df, lib=\"1 1000\" , pred=\"1001 1999\" , columns='C1', target='C1')\n", + "print(optimal_emdedding)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the data above, optimal Embedding E = 3 with highest correlation coefficient (forecasting skill) rho = 0.974439" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "simplex_out_uni = Simplex( dataFrame =uni_df, lib = \"1 1000\", pred = \"1001 1999\", E = 3, Tp=1, embedded = False, showPlot = False, columns=\"C1\", target=\"C1\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "simplex_out_uni" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Plot of Predictions vs Observations\n", + "\n", + "plt.plot(simplex_out_uni.Observations[1:300], label='Observations')\n", + "plt.plot(simplex_out_uni.Predictions[100:300], label='Predictions')\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"C1\")\n", + "plt.legend()\n", + "plt.title(\"Prediction with Embedding E = 3\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Multivariate\n", + "\n", + "\n", + "\n", + "* information in R and P1 is useful for forecasting the population dynamics of C1\n", + "* use ${R(t), P1(t), C1(t)}$ (i.e., native multivariate embedding w/o\n", + "using lagged values)\n", + "* The forecasting skill is 0.987\n", + "* Since for C1, optimal embedding dimension is 3, ${R(t), P1(t), C1(t)}$ is\n", + "sufficient\n", + "* if, for example, computed optimal embessing is 4, use ${C1(t-1)}$" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "multivariate_out = Simplex( dataFrame =uni_df, lib = \"1 200\", pred = \"500 700\", E = 3, Tp=1, embedded = False, showPlot = False, columns=\"R P1 C1\", target=\"C1\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "multivariate_out" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.plot(multivariate_out.Observations[1:200], label='Observations')\n", + "plt.plot(multivariate_out.Predictions[100:200], label='Predictions')\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"C1\")\n", + "plt.legend()\n", + "plt.title(\"Prediction with Embedding E = 3\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Multi-view\n", + "\n", + "\n", + "* a recent technique developed only last 2016 (Sugihara and Ye)\n", + "* makes use of different variables with different time-lags\n", + "* given $l$ lags and $n$ variables, the number of E-dimensional variables combinations is: (given a prior computed Embedding E)\n", + "\n", + "$m$ = $\\mathbf{nl \\choose E} $ - $\\mathbf{n(l-1) \\choose E }$\n", + "\n", + "\n", + "\n", + "* choose the top-k reconstructions, ranked by forecasting skill\n", + "* top k = $\\sqrt(m)$\n", + "* forecasting skill on the R-C-P Model: 0.987" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "multiview_out = pyEDM.Multiview(dataFrame =uni_df, lib = \"1 200\", pred = \"500 700\", E = 3, Tp=1, showPlot = False, columns=\"R C1 C2 P1 P2\", target=\"C1\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "multiview_out" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "multiview_out['Predictions']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.plot(multiview_out['Predictions'].Observations[1:200], label='Observations')\n", + "plt.plot(multiview_out['Predictions'].Predictions[1:200], label='Predictions')\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"C1\")\n", + "plt.legend()\n", + "plt.title(\"Prediction with Embedding E = 3\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "hshlqfDyDTje" + }, + "source": [ + "### For the Lorenz Attractor\n", + "\n", + "\n", + "* there are three state-variables $L1, L2, L3$\n", + "* given 3-variables, and 2 lag-times (lag-times are arbitrarily set)\n", + "\n", + "$m$ = $\\mathbf{(3 x 2) \\choose 3} $ - $\\mathbf{3 x (2-1) \\choose 3 }$\n", + "\n", + "$m = 19$\n", + "\n", + "\n", + "\n", + "* top k = $\\sqrt(19)$, ~ top-4 or top-5 views based on forecasting skill\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## In the next section...\n", + "\n", + "We will other applications of Empirical Dynamic Modelling techniques, especially when we would like to see whether each shaddow manifold can be described as a source of causation to other time series. We will build on the concepts that we have described the in the notebook (Simplex Projections, etc) to identify possible causalities between different variables in a complex dynamical system by still looking at just the empirical data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Application to the Jenna Climate Dataset\n", + "\n", + "We will now try to apply the Simplex Projection and SMap Projection to the Jenna Climate Dataset for 1 variable prediction" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Import Libraries\n", + "import numpy as np\n", + "from numpy.random import default_rng\n", + "import pandas as pd\n", + "from pandas.plotting import autocorrelation_plot\n", + "import scipy.stats as st\n", + "import matplotlib.pyplot as plt\n", + "from statsmodels.tsa.stattools import adfuller\n", + "from sklearn.metrics import mean_absolute_error\n", + "from tqdm import tqdm\n", + "from pyEDM import *\n", + "%matplotlib inline\n", + "rng = default_rng()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# read training data and test data\n", + "train_df = pd.read_csv(filepath_or_buffer='../data/train_series.csv')\n", + "test_df = pd.read_csv(filepath_or_buffer='../data/test_series.csv')\n", + "val_df = pd.read_csv(filepath_or_buffer='../data/val_series.csv')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Set Size: (35045, 15)\n", + "Validation Set Size: (17524, 15)\n", + "Test Set Size: (17523, 15)\n" + ] + } + ], + "source": [ + "# Print sizes\n", + "print(\"Training Set Size: {}\".format(train_df.shape))\n", + "print(\"Validation Set Size: {}\".format(val_df.shape))\n", + "print(\"Test Set Size: {}\".format(test_df.shape))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unnamed: 0p (mbar)T (degC)Tpot (K)Tdew (degC)rh (%)VPmax (mbar)VPact (mbar)VPdef (mbar)sh (g/kg)H2OC (mmol/mol)rho (g/m**3)wv (m/s)max. wv (m/s)wd (deg)
35025210150995.206.29279.833.7183.509.557.971.585.008.011236.873.875.73214.9
35026210156995.177.08280.634.0781.1010.088.181.915.138.221233.245.026.89174.3
35027210162994.467.13280.744.2481.8010.128.281.845.198.321232.093.775.17180.6
35028210168993.417.55281.244.4280.5010.418.382.035.278.441228.893.394.97182.9
35029210174992.188.44282.234.8277.9011.068.622.455.428.691223.373.956.17181.0
35030210180991.198.74282.614.5775.0011.298.472.825.338.541220.924.887.21177.3
35031210186990.528.40282.333.6071.7011.037.913.124.987.991221.823.314.57181.3
35032210192989.737.17281.162.8674.0010.157.512.644.737.591226.393.825.65185.8
35033210198989.286.99281.012.5673.3010.027.342.684.637.421226.703.074.73173.2
35034210204988.536.84280.932.0971.609.927.102.824.487.191226.522.693.96178.2
35035210210988.036.97281.091.7569.3110.006.933.074.387.021225.455.046.45189.3
35036210216987.466.83281.001.4368.369.916.783.144.286.861225.404.335.85190.4
35037210222987.287.56281.751.3564.6310.426.733.694.256.821222.014.756.65198.6
35038210228987.187.21281.411.5467.1110.176.833.354.316.921223.374.035.65180.7
35039210234987.246.88281.071.6168.979.956.863.094.336.951224.854.606.13192.3
35040210240987.306.36280.551.6871.909.606.902.704.366.991227.192.083.08174.3
35041210246986.896.77280.991.9071.009.877.012.864.437.101224.854.655.89213.1
35042210252987.127.34281.541.9068.2510.267.013.264.437.101222.643.514.55221.7
35043210258987.126.69280.881.8871.309.817.002.824.427.091225.512.063.12170.5
35044210264987.056.71280.921.9871.709.837.052.784.457.141225.280.711.64140.8
\n", + "
" + ], + "text/plain": [ + " Unnamed: 0 p (mbar) T (degC) Tpot (K) Tdew (degC) rh (%) \\\n", + "35025 210150 995.20 6.29 279.83 3.71 83.50 \n", + "35026 210156 995.17 7.08 280.63 4.07 81.10 \n", + "35027 210162 994.46 7.13 280.74 4.24 81.80 \n", + "35028 210168 993.41 7.55 281.24 4.42 80.50 \n", + "35029 210174 992.18 8.44 282.23 4.82 77.90 \n", + "35030 210180 991.19 8.74 282.61 4.57 75.00 \n", + "35031 210186 990.52 8.40 282.33 3.60 71.70 \n", + "35032 210192 989.73 7.17 281.16 2.86 74.00 \n", + "35033 210198 989.28 6.99 281.01 2.56 73.30 \n", + "35034 210204 988.53 6.84 280.93 2.09 71.60 \n", + "35035 210210 988.03 6.97 281.09 1.75 69.31 \n", + "35036 210216 987.46 6.83 281.00 1.43 68.36 \n", + "35037 210222 987.28 7.56 281.75 1.35 64.63 \n", + "35038 210228 987.18 7.21 281.41 1.54 67.11 \n", + "35039 210234 987.24 6.88 281.07 1.61 68.97 \n", + "35040 210240 987.30 6.36 280.55 1.68 71.90 \n", + "35041 210246 986.89 6.77 280.99 1.90 71.00 \n", + "35042 210252 987.12 7.34 281.54 1.90 68.25 \n", + "35043 210258 987.12 6.69 280.88 1.88 71.30 \n", + "35044 210264 987.05 6.71 280.92 1.98 71.70 \n", + "\n", + " VPmax (mbar) VPact (mbar) VPdef (mbar) sh (g/kg) H2OC (mmol/mol) \\\n", + "35025 9.55 7.97 1.58 5.00 8.01 \n", + "35026 10.08 8.18 1.91 5.13 8.22 \n", + "35027 10.12 8.28 1.84 5.19 8.32 \n", + "35028 10.41 8.38 2.03 5.27 8.44 \n", + "35029 11.06 8.62 2.45 5.42 8.69 \n", + "35030 11.29 8.47 2.82 5.33 8.54 \n", + "35031 11.03 7.91 3.12 4.98 7.99 \n", + "35032 10.15 7.51 2.64 4.73 7.59 \n", + "35033 10.02 7.34 2.68 4.63 7.42 \n", + "35034 9.92 7.10 2.82 4.48 7.19 \n", + "35035 10.00 6.93 3.07 4.38 7.02 \n", + "35036 9.91 6.78 3.14 4.28 6.86 \n", + "35037 10.42 6.73 3.69 4.25 6.82 \n", + "35038 10.17 6.83 3.35 4.31 6.92 \n", + "35039 9.95 6.86 3.09 4.33 6.95 \n", + "35040 9.60 6.90 2.70 4.36 6.99 \n", + "35041 9.87 7.01 2.86 4.43 7.10 \n", + "35042 10.26 7.01 3.26 4.43 7.10 \n", + "35043 9.81 7.00 2.82 4.42 7.09 \n", + "35044 9.83 7.05 2.78 4.45 7.14 \n", + "\n", + " rho (g/m**3) wv (m/s) max. wv (m/s) wd (deg) \n", + "35025 1236.87 3.87 5.73 214.9 \n", + "35026 1233.24 5.02 6.89 174.3 \n", + "35027 1232.09 3.77 5.17 180.6 \n", + "35028 1228.89 3.39 4.97 182.9 \n", + "35029 1223.37 3.95 6.17 181.0 \n", + "35030 1220.92 4.88 7.21 177.3 \n", + "35031 1221.82 3.31 4.57 181.3 \n", + "35032 1226.39 3.82 5.65 185.8 \n", + "35033 1226.70 3.07 4.73 173.2 \n", + "35034 1226.52 2.69 3.96 178.2 \n", + "35035 1225.45 5.04 6.45 189.3 \n", + "35036 1225.40 4.33 5.85 190.4 \n", + "35037 1222.01 4.75 6.65 198.6 \n", + "35038 1223.37 4.03 5.65 180.7 \n", + "35039 1224.85 4.60 6.13 192.3 \n", + "35040 1227.19 2.08 3.08 174.3 \n", + "35041 1224.85 4.65 5.89 213.1 \n", + "35042 1222.64 3.51 4.55 221.7 \n", + "35043 1225.51 2.06 3.12 170.5 \n", + "35044 1225.28 0.71 1.64 140.8 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_df.tail(20)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(52569, 15)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_val_df = pd.concat([train_df, val_df])\n", + "train_val_df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(17523, 15)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'climate_df' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mdata_size\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain_val_df\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mtrain_val_df\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrename\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumns\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m'T (degC)'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'Temperature'\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minplace\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSeries\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mclimate_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"Temperature\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mdata_size\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Temperature (C) - Test Validation'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m16\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'climate_df' is not defined" + ] + } + ], + "source": [ + "# plot the training set and testing set combined\n", + "\n", + "data_size = train_val_df.shape[0]\n", + "train_val_df.rename(columns = {'T (degC)': 'Temperature'}, inplace = True)\n", + "pd.Series(climate_df[\"Temperature\"][0:data_size]).plot()\n", + "plt.ylabel('Temperature (C) - Test Validation', size=16)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Temperature (C) - Test Validation')" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# EDITED\n", + "# plot the training set and testing set combined\n", + "\n", + "data_size = train_val_df.shape[0]\n", + "train_val_df.rename(columns = {'T (degC)': 'Temperature'}, inplace = True)\n", + "pd.Series(train_val_df[\"Temperature\"][0:data_size]).plot()\n", + "plt.ylabel('Temperature (C) - Test Validation', size=16)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'climate_df' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mdata_size\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtest_df\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mtest_df\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrename\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumns\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m'T (degC)'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'Temperature'\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minplace\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSeries\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mclimate_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"Temperature\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mdata_size\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Temperature (C) - Test'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m16\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'climate_df' is not defined" + ] + } + ], + "source": [ + "# plot the test set\n", + "\n", + "data_size = test_df.shape[0]\n", + "test_df.rename(columns = {'T (degC)': 'Temperature'}, inplace = True)\n", + "pd.Series(climate_df[\"Temperature\"][0:data_size]).plot()\n", + "plt.ylabel('Temperature (C) - Test', size=16)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'climate_df' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mdata_size\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtest_df\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mtest_df\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrename\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumns\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m'T (degC)'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'Temperature'\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minplace\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSeries\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mclimate_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"Temperature\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mdata_size\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Temperature (C) - Test'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m16\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'climate_df' is not defined" + ] + } + ], + "source": [ + "# plot the test set\n", + "\n", + "data_size = test_df.shape[0]\n", + "test_df.rename(columns = {'T (degC)': 'Temperature'}, inplace = True)\n", + "pd.Series(climate_df[\"Temperature\"][0:data_size]).plot()\n", + "plt.ylabel('Temperature (C) - Test', size=16)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ADF Statistic: -7.958617\n", + "p-value: 0.000000\n", + "Critical Values:\n", + "\t1%: -3.430\n", + "\t5%: -2.862\n", + "\t10%: -2.567\n" + ] + } + ], + "source": [ + "# quick check for stationarity in the training set and testing set\n", + "\n", + "from statsmodels.tsa.stattools import adfuller\n", + "\n", + "data_size = train_val_df.shape[0]\n", + "result = adfuller(train_val_df[\"Temperature\"][0:data_size])\n", + "print('ADF Statistic: %f' % result[0])\n", + "print('p-value: %f' % result[1])\n", + "print('Critical Values:')\n", + "for key, value in result[4].items():\n", + " print('\\t%s: %.3f' % (key, value))\n", + " \n", + "# quick test shows stationarity " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(35045, 15)\n" + ] + } + ], + "source": [ + "# Concatenate datasets into a single DataFrame\n", + "\n", + "# climate_df = pd.concat([train_df, val_df, test_df])\n", + "climate_df = train_df\n", + "climate_df.rename(columns = {'T (degC)': 'Temperature'}, inplace = True)\n", + "print(climate_df.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unnamed: 0p (mbar)TemperatureTpot (K)Tdew (degC)rh (%)VPmax (mbar)VPact (mbar)VPdef (mbar)sh (g/kg)H2OC (mmol/mol)rho (g/m**3)wv (m/s)max. wv (m/s)wd (deg)
00996.52-8.02265.40-8.9093.303.333.110.221.943.121307.751.031.75152.3
16996.50-7.62265.81-8.3094.803.443.260.182.043.271305.680.180.63166.5
212996.63-8.85264.57-9.7093.503.122.920.201.822.931312.110.160.50158.3
318996.87-8.84264.56-9.6993.503.132.920.201.832.931312.370.070.25129.3
424997.05-9.23264.15-10.2592.203.032.790.241.742.801314.620.100.38203.9
................................................
35040210240987.306.36280.551.6871.909.606.902.704.366.991227.192.083.08174.3
35041210246986.896.77280.991.9071.009.877.012.864.437.101224.854.655.89213.1
35042210252987.127.34281.541.9068.2510.267.013.264.437.101222.643.514.55221.7
35043210258987.126.69280.881.8871.309.817.002.824.427.091225.512.063.12170.5
35044210264987.056.71280.921.9871.709.837.052.784.457.141225.280.711.64140.8
\n", + "

35045 rows × 15 columns

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" + ], + "text/plain": [ + " Unnamed: 0 p (mbar) Temperature Tpot (K) Tdew (degC) rh (%) \\\n", + "0 0 996.52 -8.02 265.40 -8.90 93.30 \n", + "1 6 996.50 -7.62 265.81 -8.30 94.80 \n", + "2 12 996.63 -8.85 264.57 -9.70 93.50 \n", + "3 18 996.87 -8.84 264.56 -9.69 93.50 \n", + "4 24 997.05 -9.23 264.15 -10.25 92.20 \n", + "... ... ... ... ... ... ... \n", + "35040 210240 987.30 6.36 280.55 1.68 71.90 \n", + "35041 210246 986.89 6.77 280.99 1.90 71.00 \n", + "35042 210252 987.12 7.34 281.54 1.90 68.25 \n", + "35043 210258 987.12 6.69 280.88 1.88 71.30 \n", + "35044 210264 987.05 6.71 280.92 1.98 71.70 \n", + "\n", + " VPmax (mbar) VPact (mbar) VPdef (mbar) sh (g/kg) H2OC (mmol/mol) \\\n", + "0 3.33 3.11 0.22 1.94 3.12 \n", + "1 3.44 3.26 0.18 2.04 3.27 \n", + "2 3.12 2.92 0.20 1.82 2.93 \n", + "3 3.13 2.92 0.20 1.83 2.93 \n", + "4 3.03 2.79 0.24 1.74 2.80 \n", + "... ... ... ... ... ... \n", + "35040 9.60 6.90 2.70 4.36 6.99 \n", + "35041 9.87 7.01 2.86 4.43 7.10 \n", + "35042 10.26 7.01 3.26 4.43 7.10 \n", + "35043 9.81 7.00 2.82 4.42 7.09 \n", + "35044 9.83 7.05 2.78 4.45 7.14 \n", + "\n", + " rho (g/m**3) wv (m/s) max. wv (m/s) wd (deg) \n", + "0 1307.75 1.03 1.75 152.3 \n", + "1 1305.68 0.18 0.63 166.5 \n", + "2 1312.11 0.16 0.50 158.3 \n", + "3 1312.37 0.07 0.25 129.3 \n", + "4 1314.62 0.10 0.38 203.9 \n", + "... ... ... ... ... \n", + "35040 1227.19 2.08 3.08 174.3 \n", + "35041 1224.85 4.65 5.89 213.1 \n", + "35042 1222.64 3.51 4.55 221.7 \n", + "35043 1225.51 2.06 3.12 170.5 \n", + "35044 1225.28 0.71 1.64 140.8 \n", + "\n", + "[35045 rows x 15 columns]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Calculate Optimal Embedding by looking at various time chunks\n", + "\n", + "rho_values = pd.DataFrame(data=np.zeros((10,2)), columns = ['E', 'rho'])\n", + "# starting row of validation data \n", + "start_pt = 35046 \n", + "num_blocks = 50\n", + "\n", + "\n", + "for i in tqdm(range(num_blocks)):\n", + " starting = (24*i) + start_pt\n", + " ending = starting + 24 - 1\n", + " preds = str(starting) + \" \" + str(ending)\n", + " starting = ending + 1\n", + "\n", + " current_rho = pyEDM.EmbedDimension(dataFrame=climate_df, lib=\"1 35045\" , pred=preds , columns='Temperature', target='Temperature', showPlot=False)\n", + " rho_values.rho = rho_values.rho + current_rho.rho\n", + " rho_values.E = current_rho.E\n", + "\n", + "rho_values.rho = rho_values.rho / num_blocks\n", + "rho_values.plot('E', 'rho')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "climate_df.get('Temperature').tolist()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Calculate optimal embedding E using all values (not by chunks)\n", + "# time period is from 35046 to 52326\n", + "\n", + "rho_whole = pyEDM.EmbedDimension(dataFrame=climate_df, lib=\"1 35045\" , pred=\"35046 52326\" , columns='Temperature', target='Temperature', showPlot=False)\n", + "rho_whole.plot('E', 'rho')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Forecast Interval / Prediction Decay\n", + "rho_Tp = pyEDM.PredictInterval(dataFrame=train_val_df, lib=\"1 35044\" , pred=\"35046 35070\" , columns='Temperature', target='Temperature', E = 6)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "rho_Tp" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "# Predict Nonlinearity\n", + "\n", + "rho_Theta = pyEDM.PredictNonlinear(dataFrame=train_val_df, lib=\"1 35045\" , pred=\"35046 35070\" , columns='Temperature', target='Temperature', showPlot=False)\n", + "rho_Theta.plot('Theta', 'rho')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unnamed: 0p (mbar)TemperatureTpot (K)Tdew (degC)rh (%)VPmax (mbar)VPact (mbar)VPdef (mbar)sh (g/kg)H2OC (mmol/mol)rho (g/m**3)wv (m/s)max. wv (m/s)wd (deg)
35015210090998.643.29276.561.6088.67.746.860.884.286.871255.122.623.65206.9
35016210096998.193.66276.972.0389.07.957.070.874.427.091252.772.673.24199.6
35017210102997.354.27277.642.2886.88.297.201.094.507.221248.912.443.61182.4
35018210108996.974.87278.272.5985.18.657.361.294.617.381245.683.754.71184.6
35019210114996.695.66279.082.8482.09.147.491.644.697.521241.753.194.21190.0
35020210120996.245.53278.992.8482.89.057.501.564.697.531241.773.985.67204.4
3502100.000.000.000.000.00.000.000.000.000.000.000.000.000.0
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3502800.000.000.000.000.00.000.000.000.000.000.000.000.000.0
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3503000.000.000.000.000.00.000.000.000.000.000.000.000.000.0
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3503400.000.000.000.000.00.000.000.000.000.000.000.000.000.0
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3503800.000.000.000.000.00.000.000.000.000.000.000.000.000.0
3503900.000.000.000.000.00.000.000.000.000.000.000.000.000.0
3504000.000.000.000.000.00.000.000.000.000.000.000.000.000.0
3504100.000.000.000.000.00.000.000.000.000.000.000.000.000.0
3504200.000.000.000.000.00.000.000.000.000.000.000.000.000.0
3504300.000.000.000.000.00.000.000.000.000.000.000.000.000.0
3504400.000.000.000.000.00.000.000.000.000.000.000.000.000.0
\n", + "
" + ], + "text/plain": [ + " Unnamed: 0 p (mbar) Temperature Tpot (K) Tdew (degC) rh (%) \\\n", + "35015 210090 998.64 3.29 276.56 1.60 88.6 \n", + "35016 210096 998.19 3.66 276.97 2.03 89.0 \n", + "35017 210102 997.35 4.27 277.64 2.28 86.8 \n", + "35018 210108 996.97 4.87 278.27 2.59 85.1 \n", + "35019 210114 996.69 5.66 279.08 2.84 82.0 \n", + "35020 210120 996.24 5.53 278.99 2.84 82.8 \n", + "35021 0 0.00 0.00 0.00 0.00 0.0 \n", + "35022 0 0.00 0.00 0.00 0.00 0.0 \n", + "35023 0 0.00 0.00 0.00 0.00 0.0 \n", + "35024 0 0.00 0.00 0.00 0.00 0.0 \n", + "35025 0 0.00 0.00 0.00 0.00 0.0 \n", + "35026 0 0.00 0.00 0.00 0.00 0.0 \n", + "35027 0 0.00 0.00 0.00 0.00 0.0 \n", + "35028 0 0.00 0.00 0.00 0.00 0.0 \n", + "35029 0 0.00 0.00 0.00 0.00 0.0 \n", + "35030 0 0.00 0.00 0.00 0.00 0.0 \n", + "35031 0 0.00 0.00 0.00 0.00 0.0 \n", + "35032 0 0.00 0.00 0.00 0.00 0.0 \n", + "35033 0 0.00 0.00 0.00 0.00 0.0 \n", + "35034 0 0.00 0.00 0.00 0.00 0.0 \n", + "35035 0 0.00 0.00 0.00 0.00 0.0 \n", + "35036 0 0.00 0.00 0.00 0.00 0.0 \n", + "35037 0 0.00 0.00 0.00 0.00 0.0 \n", + "35038 0 0.00 0.00 0.00 0.00 0.0 \n", + "35039 0 0.00 0.00 0.00 0.00 0.0 \n", + "35040 0 0.00 0.00 0.00 0.00 0.0 \n", + "35041 0 0.00 0.00 0.00 0.00 0.0 \n", + "35042 0 0.00 0.00 0.00 0.00 0.0 \n", + "35043 0 0.00 0.00 0.00 0.00 0.0 \n", + "35044 0 0.00 0.00 0.00 0.00 0.0 \n", + "\n", + " VPmax (mbar) VPact (mbar) VPdef (mbar) sh (g/kg) H2OC (mmol/mol) \\\n", + "35015 7.74 6.86 0.88 4.28 6.87 \n", + "35016 7.95 7.07 0.87 4.42 7.09 \n", + "35017 8.29 7.20 1.09 4.50 7.22 \n", + "35018 8.65 7.36 1.29 4.61 7.38 \n", + "35019 9.14 7.49 1.64 4.69 7.52 \n", + "35020 9.05 7.50 1.56 4.69 7.53 \n", + "35021 0.00 0.00 0.00 0.00 0.00 \n", + "35022 0.00 0.00 0.00 0.00 0.00 \n", + "35023 0.00 0.00 0.00 0.00 0.00 \n", + "35024 0.00 0.00 0.00 0.00 0.00 \n", + "35025 0.00 0.00 0.00 0.00 0.00 \n", + "35026 0.00 0.00 0.00 0.00 0.00 \n", + "35027 0.00 0.00 0.00 0.00 0.00 \n", + "35028 0.00 0.00 0.00 0.00 0.00 \n", + "35029 0.00 0.00 0.00 0.00 0.00 \n", + "35030 0.00 0.00 0.00 0.00 0.00 \n", + "35031 0.00 0.00 0.00 0.00 0.00 \n", + "35032 0.00 0.00 0.00 0.00 0.00 \n", + "35033 0.00 0.00 0.00 0.00 0.00 \n", + "35034 0.00 0.00 0.00 0.00 0.00 \n", + "35035 0.00 0.00 0.00 0.00 0.00 \n", + "35036 0.00 0.00 0.00 0.00 0.00 \n", + "35037 0.00 0.00 0.00 0.00 0.00 \n", + "35038 0.00 0.00 0.00 0.00 0.00 \n", + "35039 0.00 0.00 0.00 0.00 0.00 \n", + "35040 0.00 0.00 0.00 0.00 0.00 \n", + "35041 0.00 0.00 0.00 0.00 0.00 \n", + "35042 0.00 0.00 0.00 0.00 0.00 \n", + "35043 0.00 0.00 0.00 0.00 0.00 \n", + "35044 0.00 0.00 0.00 0.00 0.00 \n", + "\n", + " rho (g/m**3) wv (m/s) max. wv (m/s) wd (deg) \n", + "35015 1255.12 2.62 3.65 206.9 \n", + "35016 1252.77 2.67 3.24 199.6 \n", + "35017 1248.91 2.44 3.61 182.4 \n", + "35018 1245.68 3.75 4.71 184.6 \n", + "35019 1241.75 3.19 4.21 190.0 \n", + "35020 1241.77 3.98 5.67 204.4 \n", + "35021 0.00 0.00 0.00 0.0 \n", + "35022 0.00 0.00 0.00 0.0 \n", + "35023 0.00 0.00 0.00 0.0 \n", + "35024 0.00 0.00 0.00 0.0 \n", + "35025 0.00 0.00 0.00 0.0 \n", + "35026 0.00 0.00 0.00 0.0 \n", + "35027 0.00 0.00 0.00 0.0 \n", + "35028 0.00 0.00 0.00 0.0 \n", + "35029 0.00 0.00 0.00 0.0 \n", + "35030 0.00 0.00 0.00 0.0 \n", + "35031 0.00 0.00 0.00 0.0 \n", + "35032 0.00 0.00 0.00 0.0 \n", + "35033 0.00 0.00 0.00 0.0 \n", + "35034 0.00 0.00 0.00 0.0 \n", + "35035 0.00 0.00 0.00 0.0 \n", + "35036 0.00 0.00 0.00 0.0 \n", + "35037 0.00 0.00 0.00 0.0 \n", + "35038 0.00 0.00 0.00 0.0 \n", + "35039 0.00 0.00 0.00 0.0 \n", + "35040 0.00 0.00 0.00 0.0 \n", + "35041 0.00 0.00 0.00 0.0 \n", + "35042 0.00 0.00 0.00 0.0 \n", + "35043 0.00 0.00 0.00 0.0 \n", + "35044 0.00 0.00 0.00 0.0 " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "climate_df.iloc[-24:] = 0\n", + "climate_df.tail(30)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "results = pyEDM.SMap(dataFrame=climate_df, lib=\"1 34000\", pred='34000 35044', Tp=24, \n", + " columns=\"Temperature\", target=\"Temperature\", E = 6, theta = 0.03, showPlot=False)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.plot(results['predictions']['Predictions'])\n", + "plt.plot(results['predictions']['Observations'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "MAE_smap = []\n", + "e = 6\n", + "start_pt = 52570\n", + "num_blocks = 730\n", + "for i in tqdm(range(num_blocks)):\n", + " starting = (24*i) + start_pt\n", + " ending = starting + 24 - 1\n", + " preds = str(starting) + \" \" + str(ending)\n", + " starting = ending + 1\n", + "\n", + " climate_result = pyEDM.SMap(dataFrame=climate_df, lib=\"1 35045\", pred=preds, Tp=24, columns=\"Temperature\", target=\"Temperature\", E = e, theta = 0.03, showPlot=False)\n", + "# print(climate_result['predictions'].Observations)\n", + " mae_current = mean_absolute_error(climate_result['predictions'].Observations[:24].to_numpy(), climate_result['predictions'].Predictions[24:].to_numpy())\n", + " MAE_smap.append(mae_current)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "np.mean(MAE_smap)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.plot(climate_result['predictions'].Observations[:24].to_numpy(), label='Observations')\n", + "plt.plot(climate_result['predictions'].Predictions[24:].to_numpy(), label='Predictions')\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"Temperature\")\n", + "plt.legend()\n", + "plt.title(\"Prediction with Embedding E = 6\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Predict Temperature by using its time lagged values\n", + "climate_df = pd.concat([train_df, val_df, test2_df])\n", + "climate_df.rename(columns = {'T (degC)': 'Temperature'}, inplace = True)\n", + "print(climate_df.shape)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "MAE = []\n", + "e = 6\n", + "start_pt = 52570\n", + "num_blocks = 730\n", + "for i in tqdm(range(num_blocks)):\n", + " starting = (24*i) + start_pt\n", + " ending = starting + 24 - 1\n", + " preds = str(starting) + \" \" + str(ending)\n", + " starting = ending + 1\n", + "\n", + " climate_result = pyEDM.Simplex(dataFrame=climate_df, lib=\"1 35045\", pred=preds, Tp=24, columns=\"Temperature\", target=\"Temperature\", E = e, showPlot=False)\n", + " mae_current = mean_absolute_error(climate_result.Observations[:24].to_numpy(), climate_result.Predictions[24:].to_numpy())\n", + " MAE.append(mae_current)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "np.mean(MAE)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "plt.plot(climate_result.Observations[:24].to_numpy(), label='Observations')\n", + "plt.plot(climate_result.Predictions[24:].to_numpy(), label='Predictions')\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"Temperature\")\n", + "plt.legend()\n", + "plt.title(\"Prediction with Embedding E = 6\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Summary\n", + "\n", + "- Simplex and SMaps are non-parametric methods of analyzing and predicting time-series, especially in dynamic systems where chaos might be present\n", + "- Both methods use lagged-values to reconstruct a manifold in higher dimensional space, and use various iterations of nearest neighbor methods to predict location of points in the manifold\n", + "- Since it is not parametric, there is a need to recreate the library everytime a prediction is to be done, increasing computatonal complexity\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## In the next section...\n", + "\n", + "We will other applications of Empirical Dynamic Modelling techniques, especially when we would like to see whether each shaddow manifold can be described as a source of causation to other time series. We will build on the concepts that we have described the in the notebook (Simplex Projections, etc) to identify possible causalities between different variables in a complex dynamical system by still looking at just the empirical data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## References\n", + "\n", + "The Contents of the Notebook is compiled from the following references:\n", + "1. Sugihara Lab, 2020. \"Empirical Dynamic Modelling\", https://deepeco.ucsd.edu/nonlinear-dynamics-research/edm/ - visited 25 November, 2020\n", + "2. Petchey, O. 2020 \"Simplex Projection Walkthrough\", http://opetchey.github.io/RREEBES/Sugihara_and_May_1990_Nature/Simplex_projection_walkthrough.html, DOI 10.5281/zenodo.57081, visited 25 November, 2020\n", + "1. Sugihara, G. & May, R.M. (1990) Nonlinear forecasting as a way of distinguishing chaos from measurement error in time series. Nature, 344, 734–741.\n", + "2. Perretti, C.T., Munch, S.B. & Sugihara, G. (2013) Model-free forecasting outperforms the correct mechanistic model for simulated and experimental data. Proceedings of the National Academy of Sciences (PNAS), 110, 5253–5257.)\n", + "1. \"Introduction to Empirical Modelling\", Sugihara Lab, link: https://www.youtube.com/watch?v=8DikuwwPWsY - visited 25 november 2020\n", + "2. CW Chang, M Ushio, C Hsieh, 2017 \"Empirical dynamic modeling for beginners\", - Ecological Research\n", + "1. Quanta Magazine, 2020. \"A Twisted Path to Equation-Free Prediction\", https://www.quantamagazine.org/chaos-theory-in-ecology-predicts-future-populations-20151013, visited 28 November 2020\n", + "2. https://en.wikipedia.org/wiki/Lorenz_system, visited 30 November 2020\n", + "1. \"Introduction to Empirical Dynamic Modelling, Sugihara Lab, https://www.youtube.com/watch?v=fevurdpiRYg, visited 30 November 2020\n", + "1. \"Equation and parameter free dynamical modeling of natural time series\", Fundamentals of Statistics and Computation for Neuroscientists Youtube Channel, https://www.youtube.com/watch?v=6yq0VAriUIQ\n", + "2. \"ADS : Vol 4 : Chapter 4.1 : The Tent Map\", Prof. Ghrist Math Youtube Channel, https://www.youtube.com/watch?v=TzEmZ1FXxNw&t=122s\n", + "1. Piziniacco. L, 2020. \"Python, Complex Systems, Chaos and Lorenz Attractor\", https://medium.com/@lucpiz/python-complex-systems-chaos-and-lorenz-attractor-28499de3f36a - visited February 2, 2021\n", + "2. \"rEDM Tutorial.pdf - Applications of Empirical Dynamic Modelling in Time Series\", SugiharaLab Github, https://github.com/SugiharaLab/rEDM/blob/master/vignettes/rEDM-tutorial.pdf, visited 25 November 2020 " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "name": "Dynamical Forecasting Methods.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.9" + } + }, + "nbformat": 4, + 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--1.5087562879081,0.64772062488417 --0.451577102162604,0.855669813689364 -0.485586025481517,0.46312118861315 --0.0851679946350896,0.932399824765099 -0.0959667838059651,0.236363968286668 --0.900672783818328,0.676860160434176 --0.572588644415442,0.820201813691991 -1.10732603591971,0.553015494406348 -1.88877460627843,0.926960090073189 --1.01566772578235,0.253894055567603 --0.494446242432073,0.710369490431393 -0.0672511055884724,0.771542540608635 --0.942898680084798,0.660992432399279 --0.128812975526655,0.840305387663114 -1.67839802653681,0.503220911727967 -0.445474508180897,0.937461096478652 diff --git a/05_SimplexandSmapProjections/data/description of 5 specie data set.txt b/05_SimplexandSmapProjections/data/description of 5 specie data set.txt deleted file mode 100644 index 4cf44ae..0000000 --- a/05_SimplexandSmapProjections/data/description of 5 specie data set.txt +++ /dev/null @@ -1,6 +0,0 @@ -Model example of five-species resource–consumer–predator -interaction. Resource, Consumer 1, Consumer 2, Predator 1, and -Predator 2 are represented by R, C1, C2, P1, and P2, respectively - -"Empirical dynamic modeling for beginners", CW Chang, M Ushio, C Hsieh - Ecological Research, 2017 - Supplemental Data -(see Deyle et al. 2016 Proceedings of the Royal Society B 283:20152258) \ No newline at end of file diff --git a/05_SimplexandSmapProjections/data/description of ESM2_Data_noise.txt b/05_SimplexandSmapProjections/data/description of ESM2_Data_noise.txt deleted file mode 100644 index 8760497..0000000 --- a/05_SimplexandSmapProjections/data/description of ESM2_Data_noise.txt +++ /dev/null @@ -1,3 +0,0 @@ -This csv file includes artificial time series of red noise and logistic map for the demonstration of simplex projection and S-map. - -"Empirical dynamic modeling for beginners", CW Chang, M Ushio, C Hsieh - Ecological Research, 2017 - Supplemental Data \ No newline at end of file diff --git a/05_SimplexandSmapProjections/figures/pic1.png 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zLl7BU|E$>BMdycD06UhryuTZ@kA2J>l!v#L@$ia6hVt-g_nayQGdhuOT{N`iH<7`C zjT|Jixx+r?4LFh=cG4pln4jB~JNVKlc(7Fm8PqU|-C(#@5iXvzKpgpbu@JD4)J{ zU=^s)!1uiM%lzUZ8hF5GWdm;d$pUE0cpUSux@A`aI`GRqykW{aC_!_NRG!&E_LrOc z*vHHu&j~Vc2@!z7X8J>&l(!d~9Ps(Glk!1t61tCl%ru6cj)#!<^oNb4!3S*LKb(7w zDYu(=#}5a08Rcff>`d*`HEJz#Wdg551K^g-$i` zf6;Ng=$7EL`4`2$zE8&UF3(ffcdK*iumk6p%WYjlI?OP+l~(1k?!41z_$=J=G2C(Z zbh?jy%rKN0TLH&gF*f>0u#G?m-B$CSY_UBo$U~d#gWjz&Frj2;(-p$Y8`9tb&Z@XW|~(n&)jh zNj?LC zfv0m#_m=6y!$H&zDMultiple Time Series Classification by Using Continuous Wavelet Transformation\n", - " \n", - " - PyWavelets Documentation\n", - "\n", - "\n", - "Prepared by: Gilbert Michael Go Chua" + "and test their use on the Jena Climate Dataset (2009-2016) along with a handful of other datasets." ] }, { @@ -44,8 +34,8 @@ "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T02:08:33.922245Z", - "start_time": "2021-02-03T02:08:32.849176Z" + "end_time": "2021-02-16T14:03:16.939178Z", + "start_time": "2021-02-16T14:03:12.856588Z" } }, "outputs": [], @@ -58,7 +48,7 @@ "from datetime import date, timedelta\n", "import scipy as scp\n", "import random\n", - "from statsmodels.tsa.stattools import adfuller\n", + "from statsmodels.tsa.stattools import acf, adfuller, ccf, ccovf\n", "from itertools import repeat\n", "import pywt\n", "import os\n", @@ -66,41 +56,6 @@ "warnings.filterwarnings('ignore')" ] }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "ExecuteTime": { - "end_time": "2021-02-03T02:08:33.928289Z", - "start_time": "2021-02-03T02:08:33.923217Z" - } - }, - "outputs": [], - "source": [ - "def crosscorr(datax, datay, lag=0, wrap=False):\n", - " \"\"\" Lag-N cross correlation. \n", - " Shifted data filled with NaNs \n", - " \n", - " Parameters\n", - " ----------\n", - " lag : int, default 0\n", - " datax, datay : pandas.Series objects of equal length\n", - " Returns\n", - " ----------\n", - " crosscorr : float\n", - " \"\"\"\n", - " if type(datax) != type(pd.DataFrame()) and type(datay) != type(pd.DataFrame()):\n", - " datax = pd.Series(datax)\n", - " datay = pd.Series(datay)\n", - "# print(lag, end='\\r')\n", - " if wrap and lag != 0:\n", - " shiftedy = datay.shift(lag)\n", - " shiftedy.iloc[:lag] = datay.iloc[-lag:].values\n", - " return datax.corr(shiftedy)\n", - " else: \n", - " return datax.corr(datay.shift(lag))" - ] - }, { "cell_type": "markdown", "metadata": { @@ -117,26 +72,34 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Cross-correlation was discussed previously in the chapter on `Vector Autoregressive Methods` in a more strict statistical light. This time, we will be using a slightly modified definition more apt for signals. \n", - "\n", - "The cross-correlation between two signals $X_{1}$ and $X_{2}$ is given by:\n", - "\n", - "\\begin{align} R_{2,1}(s) = E[(X_{1,t}-\\mu_{1})*(X_{2,t+s}-\\mu_{2})] \\end{align}\n", + "Phenomenon captured by time series may not happen at the exact same time with some lag $h$ between them. A simple example of this is Sonar technology. The time series associated with the response from the sound waves being reflected comes at some lag compared to the time series of the device emitting the initial sound waves. It is this lag we want to measure when we use the cross-correlation function (CCF). This function was discussed previously in Chapter 3 - Vector Autoregressive Methods. We will explore this concept in this chapter and adopt the same definition.\n", "\n", "\n", - "which is essentially the expected value of the convolution between the covariance of two signals $X_{1}$ and $X_{2}$.\n", + "Let $\\mathbf\\Gamma_h$ be the covariance matrix at lag $h$, $\\mathbf D$ be a $N\\times N$ diagonal matrix containing the standard deviations of $y_{i,t}$ for $i=1, ..., N$. The lagged correlation matrix of $\\mathbf{y}_t$ is defined as\n", "\n", - "The normalized version is given by:\n", "\n", - "\\begin{align} \\rho_{21}(s) = \\frac{R_{2,1}(s)}{(R_{1,1}(0)R_{2,2}(0))^{\\frac{1}{2}}}\\end{align}\n", + "$$\\boldsymbol\\rho_h = \\mathbf D^{-1}\\mathbf\\Gamma_h\\mathbf D^{-1}$$\n", "\n", - "The cross-correlation gives us the similarity of two time series at a given time lag $s$. By \"sliding\" $s$, we can find the correlation between two time series for all possible values of $s$.\n", + "The $(i,j)$th element of $\\boldsymbol\\rho_h$ is the correlation coefficient between $y_{i,t}$ and $y_{j,t-h}$:\n", "\n", - "$\\rho_{2,1}(s)$ can be interpreted as the regular Pearson correlation at the specific lag $s$ with:\n", + "$$\\rho_{i,j}(h) = \\dfrac{Cov\\left[y_{i,t}, y_{j,t-h} \\right]}{\\sigma_{i,t} \\sigma_{j,t}}$$\n", "\n", - "- A value of 1 having $X_{1}(t)$ and $X_{2}(t)$ being perfectly linearly correlated\n", - "- A value of 0 having $X_{1}(t)$ and $X_{2}(t)$ having no linear correlation with one another\n", - "- A value of -1 having $X_{1}(t)$ and $X_{2}(t)$ being perfectly negative linearly correlated" + "where $Cov[y_{i,t}, y_{j,t-h}]$ is the covariance of two time series $y_{i,t}$ and $y_{j,t-h}$ at time $t$ and lag $h$." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The values of the correlation coefficient from the cross-correlation function are interpreted as such:\n", + "\n", + "|Correlation Coefficient| Interpretation |\n", + "|:----|:----|\n", + "|$\\rho_{i,j}(0)\\neq0$|$y_{i,t}$ and $y_{j,t}$ are *contemporaneously linearly correlated*|\n", + "|$\\rho_{i,j}(h)=\\rho_{j,i}(h)=0$ for all $h\\geq0$|$y_{i,t}$ and $y_{j,t}$ share *no linear relationship*|\n", + "|$\\rho_{i,j}(h)=0$ and $\\rho_{j,i}(h)=0$ for all $h>0$|$y_{i,t}$ and $y_{j,t}$ are said to be linearly *uncoupled*|\n", + "|$\\rho_{i,j}(h)=0$ for all $h>0$, but $\\rho_{j,i}(q)\\neq0$ for at least some $q>0$|There is a *unidirectional (linear) relationship* between $y_{i,t}$ and $y_{j,t}$, where $y_{i,t}$ does not depend on $y_{j,t}$, but $y_{j,t}$ depends on (some) lagged values of $y_{i,t}$|\n", + "|$\\rho_{i,j}(h)\\neq0$ for at least some $h>0$ and $\\rho_{j,i}(q)\\neq0$ for at least some $q>0$|There is a *bi-directional (feedback) linear relationship* between $y_{i,t}$ and $y_{j,t}$|" ] }, { @@ -157,86 +120,83 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T03:19:11.872228Z", - "start_time": "2021-02-03T03:19:11.866220Z" + "end_time": "2021-02-16T14:03:16.955135Z", + "start_time": "2021-02-16T14:03:16.943167Z" } }, "outputs": [], "source": [ - "def sine_wave(amp=1, freq=1, sample_rate=200, duration=5, plot=True,shift=0,\n", - " noise=0):\n", - " x = np.linspace(0, duration,sample_rate*duration)\n", + "def sine_wave(amp=1, freq=1, sample_rate=200, duration=5,\n", + " plot=True, shift=0, noise=0):\n", + " x = np.linspace(0, duration, sample_rate*duration)\n", " frequencies = x * freq\n", - " y = np.sin(((2 * np.pi) * frequencies + shift)*(amp) + noise)\n", + " y = amp*np.sin((2 * np.pi * frequencies) + shift) + noise\n", " if plot:\n", - " plt.subplots(figsize=(15,2))\n", - " plt.plot(x,y)\n", + " plt.subplots(figsize=(15, 2))\n", + " plt.plot(x, y)\n", " plt.show()\n", " return x, y" ] }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2021-02-16T14:03:18.324294Z", + "start_time": "2021-02-16T14:03:16.960122Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "

" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "samp_rate = 500 # Sampling Frequency in Hertz\n", + "dur = 5 # Duration in Seconds\n", + "\n", + "amp1 = 1 # Amplitude of Sine Wave 1\n", + "freq1 = 1 # Frequency of Sine Wave 1\n", + "\n", + "amp2 = 1 # Amplitude of Sine Wave 2\n", + "freq2 = 1 # Frequency of Sine Wave 2\n", + "\n", + "phase_shift = np.pi/2 # Phase shift\n", + "noise = np.random.uniform(-1, 1, samp_rate*dur)\n", + "x1, y1 = sine_wave(amp1, freq1, samp_rate, dur, noise=noise,\n", + " plot=False)\n", + "noise = np.random.uniform(-0.3, 0.3, samp_rate*dur)\n", + "x2, y2 = sine_wave(amp2, freq2, samp_rate, dur, noise=noise,\n", + " shift=phase_shift, plot=False)\n", + "\n", + "plt.subplots(figsize=(15, 2))\n", + "plt.plot(np.linspace(0, dur, samp_rate*dur), y1, label='$y1$')\n", + "plt.plot(np.linspace(0, dur, samp_rate*dur), y2, label='$y2$')\n", + "plt.ylabel('Value')\n", + "plt.xlabel('Time (in $s$)')\n", + "plt.legend();" + ] + }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T03:19:12.173791Z", - "start_time": "2021-02-03T03:19:12.028149Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "samp_rate = 100# Sampling Frequency in Hertz\n", - "dur = 4 # Duration in Seconds\n", - "\n", - "amp1 = 1 #Amplitude of Sine Wave 1\n", - "freq1 = 1 #Frequency of Sine Wave 1\n", - "\n", - "amp2 = 1 #Amplitude of Sine Wave 2\n", - "freq2 = 1 #Frequency of Sine Wave 2\n", - "\n", - "phase_shift = np.pi/2 #Phase shift of 45 degress or equivalent to 25 samples\n", - "noise = np.random.uniform(-1,1,samp_rate*dur)\n", - "x1, y1 = sine_wave(amp1, freq1, samp_rate, dur,noise=noise,plot=False)\n", - "noise = np.random.uniform(-0.25,0.25,samp_rate*dur)\n", - "x2, y2 = sine_wave(amp2, freq2, samp_rate, dur,shift=phase_shift,noise=noise,plot=False)\n", - "\n", - "plt.subplots(figsize=(15,2))\n", - "plt.plot(y1, label='$y1$')\n", - "plt.plot(y2, label='$y2$')\n", - "plt.legend();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "By measuring the cross-correlation between these two signals we can find how far apart we should slide them ($s$) such that their linear relationship is maximized or minimized. " - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "ExecuteTime": { - "end_time": "2021-02-03T03:19:14.834371Z", - "start_time": "2021-02-03T03:19:14.083676Z" + "end_time": "2021-02-16T14:03:26.499345Z", + "start_time": "2021-02-16T14:03:18.328284Z" } }, "outputs": [ @@ -244,13 +204,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Maximum correlation at 25\n", - "Minimum correlation at 74\n" + "Maximum at: 0.23 (in $s$)\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -262,35 +221,31 @@ } ], "source": [ - "plt.subplots(figsize=(15,2))\n", - "ccor = [crosscorr(y1,y2, lag,wrap=True) for lag in range(-int(dur*samp_rate),int(dur*samp_rate+1))]\n", - "lags = np.arange(-samp_rate*dur, samp_rate*dur+1)\n", - "plt.plot(lags,ccor)\n", + "plt.subplots(figsize=(15, 2))\n", "\n", - "shift_0 = len(ccor)//2\n", - "max_ind = np.argmax(ccor[shift_0:shift_0+samp_rate])\n", - "min_ind = np.argmin(ccor[shift_0:shift_0+samp_rate])\n", - "plt.axvline(x=max_ind ,c='g',ls='--',label='Max')\n", - "plt.axvline(x=min_ind ,c='r',ls='--',label='Min')\n", - "\n", - "plt.xlabel('Lag between $y2$ and $y1$ ($s$)')\n", - "plt.legend()\n", - "print('Maximum correlation at',lags[max_ind]+shift_0)\n", - "print('Minimum correlation at',lags[min_ind]+shift_0);" + "ccf_12 = ccf(y1, y2, unbiased=False)\n", + "plt.ylabel('Correlation Coefficient')\n", + "plt.xlabel('Lag $h$')\n", + "plt.stem(np.linspace(0, dur, samp_rate*dur), ccf_12)\n", + "peak = np.argmax(ccf_12)/samp_rate\n", + "plt.axvline(peak, c='orange')\n", + "print('Maximum at:', peak, '(in $s$)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We find that the maximum correlation between $y_2$ and $y_1$ occurs at 27 samples. This is very close to the theoretical value of 25 samples corresponding to a phase shift of $\\frac{\\pi}{2}$ for a signal with 100 samples. Using only direct measurements from the data, albeit synthetic, we are able to retrieve a reasonable estimate of the lag and delay between them." + "We find that the maximum correlation between $y_2$ and $y_1$ occurs at ~0.247 seconds, approximately 1/4 of the frequency. This is very close to the theoretical value of 0.25 seconds corresponding to a phase shift of $\\frac{\\pi}{2}$. Using only direct measurements from the data, albeit synthetic, we are able to retrieve a reasonable estimate of the lag and delay between them.\n", + "\n", + "By measuring the cross-correlation between these two signals we can find how far apart we need to adjust the time series to maximize their linear correlation. It is important to note that unlike the different causality measures discussed (Granger, Convergent Cross-mapping, etc.), cross-correlation does **not** give insights into causality - rather it only gives correlations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Jena Climate Data" + "### Example 1: Cross-Correlations in the Jena Climate Data" ] }, { @@ -302,18 +257,198 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T03:24:53.800959Z", - "start_time": "2021-02-03T03:24:53.027335Z" + "end_time": "2021-02-16T14:03:28.686433Z", + "start_time": "2021-02-16T14:03:26.502337Z" }, - "scrolled": false + "scrolled": true }, "outputs": [ { "data": { - "image/png": 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KxtuDW+Ghaduw/ugF/PbY1dh0LBMvDWheMf+J/wDaMNRj6QX4Z+95+btWgWbZdPwChk3Zim+HdcSgtvXK7RxLxJzhlX0GYeMLiLBbBRS6ybyfG2Y10+VSiwpOySm1J00QhEaCIKwWBOGgIAj7BUF4rixOrMIpykK3zm2wafse7D14FFe1aIZrrrkGmzdvlvPRVIi0mhOziAkZEwQh5E9GRkbixhtvxPz58+VQRwAIBALYvHkzkpKSkJSUhLNnzyI2NjboscL5PSOioqJwww03YOHChfjjjz8wbNiwizpOiTASNLXhdpnHSn7cg38DF7g73ZRgHswV7wCbv9EvL7pgcBzGwsyVhvLDlasuv2+x85y0i2FiV+CnG8vv+IEA8OMNwMFFwOKXgJ/6A9mnyuFnRBR5uFGkvBg+bRu+XHEEKdnE00IFUQC66+7TeGvYbU9nFWH9UTJuDpuyFRNXX8RcVl4U5wDrPr1kxxFRFHUezuu/WKv6HsyTdjy9AACw4ZjBvFZpXDreVxoCTNMBLRYid2YWuLHhqPk1zSvm49bFUhaeNB+AF0VR3CkIQiyAHYIgLBdF8UCoHU0J5vEqLyxWdO/cHp9P+hVNEy6H1SqgRo0ayMnJwf79+zFlyhT19kEGuV69emHSpEl48MEHkZ6ejtWrV5sqP0OHDsVrr72GvLw8XHPNNQCA/v37Y+LEiXj55ZcBAElJSWjfvr1qv27dumH27Nl44IEHMHPmTPTo0QMA0K9fP3z//fd4/vnn4ff7UVhYiLi4OHm/2NhYnVduxIgRuPnmm9GzZ0/UqFEjvOtVGrSCvc8DvF9bvYxtJm4J4zFd8BSQNBOo3RJ4ekvpz/H/C2zcvt8L5JwhBVlqXaHf1l2gX3ZEKrVvZYrZsAVduCet/HDlAPGNlO88J+3iuHC4bI5TmAlE19Qv97mAlG3A7/cBdduQZcXZQPXGZfO7EmP/3o8Zm0/h2PibYLNW4UyF73sA0bWABy+dMC4AOHRePS8WMIpXocePalHG+608mIbUXCU0nyp5VZJlbwC7fgXqtAJaDKrssykxHn8gZPq020BJ8wdEWC0CoiWren4Jcqk4Cm5fALEAAtJNsAoC/tqdimdn7QIAHP9gIKwWvcMgWONxTnBKPdKLonhOFMWd0ud8AAcBNCjtcSscvw9tWl6BC1k5uKZze9mz06ZNG8THx6NWrVrKtqIIpEuxuIL+Et5+++1o1qwZ2rRpg5EjR6J3796mP9u/f3+kpqZiyJAhsjdswoQJch5cq1at8MMPP+j2mzBhAqZNm4a2bdvil19+wddffw0A+Prrr7F69Wq0adMGnTp1UlWoBIC2bdvCZrOhXbt2+PLLLwEAnTp1QlxcHB5++OHwr1dp0Aqa5w0KlXgKlc9Wh369liQpjy0iLvh2/zXObFU++73AV1cBEzsZb2u1K58DAbL935JjvEYT5jiMkub3Aqc2kby1XHVyMaeUuPIAJ+NB5zlplcfu2cCnTYHUJP069p5Q+aQcPBW/biHeuSqf95S2FzixurLP4qKhVQNZJa1Y40nzM5rC2wvVc+yzs3fpjhmsXHyFQufVKp7vven4BZzOLNItd3nUCphooLEZhTu6feR9DJWvxgkO9aTR59kXEGUFDVCuc06RR+V9PnAuT/7M3rMq815UYco0J00QhAQAHQBsDb5lFcRbCKvVirzD6wFnvJw3RYtqUIYPH47hDz4AnN+D6V+9q/LyFBQQT4QgCJg4cWJYP2uz2ZCRkaFaVqtWLfz++++6bYcPHy7njCUkJGDVqlW6berWrYuFCxfqltNzs9vtWLlypWpdamoqAoEA+vfvH9Y5lxptTpojRr+Nh/HqOIOHegIA6ncAUnepPQ8cdbNpVjk2MkeyHsuFTwO7mVYN7HXVetJ2/Ew+n1gLdLivVKfLYfC5AVuE8p3mpAUCgCCQf5zw8bkBm0l7kwN/Adknge7PAWd3AlOuA57eBtSWcomOS2Nt+kGgvjqqQRUZQF+rUHm3FwGVZzz+ACLBmyaXFzSUsdijKNpsfhqg7r9lt6rfQ5qfxuLxBRDpqAr3TDrXcKr5Hl0B5J4GOj9SvqdkwLApRIRM/kjt7dOGOhZ69MYQIy+ZyxtAlAPIdxHFIcJeFe7FpQfNB6TKWl6x+lq7pevc/r3laFg9EhteJfUYaPVTgBiZHDYB4xcfwPxdqdg0pq8q35OjpsyujCAIMQD+BPC8KIp5BusfFwRhuyAI27VKSZXAzsQyCAKAYBYXdoC7tAWlGTNm4Oqrr8b48eNhsVTQi6INdxQNrM6sJy1KCjE6sw04tRnYN494bopzlG0EadCt4hbCCsfHhN6wgqMrV78tq6Tt1vTSY/dlr3FRJnBoEfns1Vs+/1PkphAhvjT8fDMwSfK8+4oBe6SyzmIjHpr3qgMzbind7/xXYIXRYAn6fzwALH+bfN71K/l7gsl1oeHXRoqxUQiqt1C/rIzQ5kP9v+LIMmBcHePxqYKgnkq2zH6hxpPGFq+oFRO6r2mwYhYVCo38WTE29LYz7wQWjS7X0zGCbX2w7WQWDqQq4qT2Plz1zr+q76IoItcg/8nl9UMURaw9QmTPS0opSN1V7g34Vh9KN/UyBhhvF703yZlkfNMqzS6f8p0N+73AKGkefwA+fwBT1p/EhQI3UrL/43JDCMrkSRUEwQ6ioM0URXGe0TaiKE4WRbGzKIqda9eubbRJ5VLtcuWzYCFWV69JbHk4L4wokrwEsYoMzhpcXj8Onc/DsPvux5kzZ3D33XdX3I9rlTSj4hNUSat5hXINp94ATLsRWCPlLOYp/VDkELxKbIB9NC0fI35OVFlgKx32eriZnIuU7fpt2XBHLSoljfm88SvF60nv2SdNgVXvl/xcL3UmdAC+u6Z0E+rJdcA5KaTO61J7fiw2RSE4WfkNWudsP4PkC3plJKvQg4Qxi/HBP8YKa6AiQ1xYY8/hf0JvL4qKgsAWbaH3VLDohSYjr5mn/ASPKh/uSNm/oORhn5snkrH8dMUG47AhWEfTyTjpZRSrQrcf6XkuiKKI1+btxZYTmfI6iyCgSa3ooMd3+6vInECNDLlnKvc8gvD6PKWy9z2TNmPghPXyd+oJM8PjD+i8OwCRd37dckou6GIUJlklSd4ATO4DbPmu3H5iw9ELeHh6Ir5ZZVzghjVWnMkqRnqeC9+uPg5A30vQ7Q0YKns5RR7Z47z+SIYqJPhMWeZwrniXGPDPaVJoRBHY/hNQlFV2v1VBlEV1RwHAVAAHRVH8ovSnVEmwuWXUo5RxyHhb1Qtu8rK780moWf554/WVTEa+Gx5fAHkhBr0y59Qm4OfB6mU0p6PG/5RlVPC3ReoVXVoIgA0Fo8qIv/KUtOHTErHiYDqOZxgU4KgsWENDzmnl88w79dtaJCXNSLDyuUjlzLxz5t5Kep+KMkkFsf8SgYAirF9gesFcbPXLQIA8yzbGk1aFctJ8/gBenrsHd/2wWbdu8Z5UAMDkdSd06/7anYqmr/+D9PwK8ni7dUEdwfEUAmd3kM8OtlKENM7vm0eEpgNMSDl7j+ncUZxd0jMNm0smr2bOQ8C6z0q2Dw2rzj9X9ucTBLbwx3Ozk3AsPV91nT/99xC6frASR9IKMGvbaZxkjBPbkrNCKw8GnrRfNifjly1lXwVU+dEiYO0n6ufTIIe+svD4Anht3l5dUYndKTkmewAFIa7zmsMZukbjAAl33J2ieGcrxNCxY7qxMbQk5JGxFGd3lvp0zKDX/0wWMSx5fAE8M2sXNkkVMFmv8ZO/7kDXD5R0mSKNQXr4tG1o9sYS1TJakTM+ksgXI2fuVLVMyMgvQ5ltg6SCbNJUqs44RLzC858ou9+qIMrije0O4AEAfQVBSJL+DbyYA1WqdYMdvASDVD0xwChnYZwnFdiqaIlyWp3HoBCPjjK9L9t/0i+j14gt+rHzF/LXHmHujaTn5fcqgnEleNJyi73IKvQgp4jc8wemblVZWisV9nqEMhgc/gfYOlkdRgqQXl0+DzCxM/BDD/N8myrqNS5w+7DjVBlY0IpzgNMmlUNZoZKGyZ3ZBoyrBRwPs4gCK/iv/1x/XItN6VtXydCiClmF+vfNaTPP9/h+DbHAbk8uYyXmzDZjC6o733h7M7JOkNw0QBmXvMXAvj/J55PSvS1IV/Zhx3i75FEpZNaXMaGUtNWH0vHJ0kMo8vjkMK8KQ/t8ntYr8UGhnp4KzrfM1uSRZRZ44PGLiLATueBIGjG8mTVCvlAQfN5Jy9Ovf2vhfry1YF/5eZbXfQqsHq+E7wIXr6Tt/EVRGMqA87ku/Lv/PGZtO413FobXEBkAcoqD53o+8csOw+fd7fMjl/GwsSHDoiiWzzvy93PAj/1KdwwaSVGOaRx+WRYk79yqQ2n4e3eq3Hg6WKgulXkoyZpiL78nnsaOU9kIiEBcpHGkTqh3Jyzy04DPmF6E8Q2I1yx5I/lOjZtsjv4lQllUd9wgiqIgimJbURTbS//CiCtRExERgczMzMpT1NhJQVvy3ecGzu0GCqSGfOw5igHj0BY2PKYKQk/PEmIyFEURmZmZiIiIwOR1xzF72+mg24eEDd+KqUv+yjkdzLnkSBZGWxAljb54W5nql2e2lnv8tpbrPluDjuOWy9a57CIv7p28BV8uPxJizwqArZzpCZEnc3ItsORlfT5NdG1lcCu6YO4l8HvUXrhA1VDanpq5E3d+v1lWLDy+QNhNOFXMeYg0WDe6jqxQfnY76Zs19Qby/eRa/fZGZDCl4g/+Rf6ygpHFZuxJ278AyCTKD1KTgO3Twvu9UkD73hjldjjt5mNeIXMPyhSqGFNliuIqoSdNVQ1VEkDObFOW0blhycvAqvHq7QDl/hSUX951KC/Aw9MT8d2a42j19r9o8dZStH9vebmdCwAiDFEDkEcTReDOI/PjnjnhpwkAFW7w8WkUJafdCo8vgBpRDlVhEEsQq+bMEeYNzF/4Q6kKuvtMDhYmKaH6BR4fBk1Yj8+XlVGrCICMCSfWkM9sNEW48gg7jrtygb9GlVmvQVEUcc2HK/GMVBVQ1Bi9zSr+/bLlFEb9pq+cCQBdE0jroGpRdsP9Xd6AqqGyl9mmzdhlGDhhQ8n+E8Eoyiq7sDoaSWGkpBVlAXMeBrJOluonqJGAdvVIlAxoNum5Z3sAajEq3MLy6p975WiLeI2Sdku7+oiwW5BZFkraoUVAAWOEdkQDM24Fpg8khiMqo5ulMFVhyrS6Y2lo2LAhUlJSdJUOKwxRBHIlQSvKT0K2ACD3IJnoXTmANReIzSaW03xGKEs+D8Q1IH2MKHQfpwuIrELhbyBetNQc8tL7sxwhKx1FRESgYcOG+GDSMgDAvV0vD7p9UNgQRSrQUEu0UQGRcJS0CxplKP8cEFf/4s+xhNBqXtowi69XHsXoG66ssPPQkXFEnYcT7gClNTrE1QcymSbhZg3DfW61VyH3NFA9IbzfLEd2niKTjj8g4kBqnpzjYNbTxRRaFOTkOlJoqCnTWoP1WBakkb5ZFCHMSmIqg4kkRLBKmcUGBAzGkjkPkffkzTRgsnROncu3nUaeVEHNYdCvi5XFAwFRJdhSL1CplbQjy4iXYMRKwGoD4htKJ6ax9pc03PGfl5TP9J4WKMKdaoxf9wnx9Dfpoyyjzd/ZfcqYkoY75hrk6JQpnzDtOR5Zpl4nBoC/ngH2zSWVMuu11e9fnEPG7DotlVYqFRyB4tcYlDy+AP7cSVqK1Ipx4EIBGePZPDWH1aIa87s2Me8xyioOt367UbUut8iL/al52J+ahxf7K94AURQxf9dZDGpbL6h3WkVqEnkX5jykLGPnz2CKsqeIKGRx9dSFW6jRJydIaGZxNgnta3ZDyFPUzpOCpviaVmGmTN9orox8fk879PxkNTo3roFtJ/VRLCc1ubOsJ63A7cPBcyUcJ4LBvg8lRduLUfakGSgyG74A9s8DGnQCuo0K+yeKPX50HLccXw5pjxuvukyuGmu1CJi64SSmbiDXmYY5FgRR0kpCXIRaSYt2WhEfaVc1uk7Pd6FObIR219BojUMQFAO13w14pIgKR/Dc0apIlVHS7HY7mjQpxcNdWgIB4L1ryed7fgH+fYB8HpsLLHsL2DQBaNgVGLGcDCSVXk8AACAASURBVIRz71Hv/8xOoCaTU7X+C2Dlu0C3Z4D+5V9Eod27y3Bl3RjMebJbyG1fm7cHs7aRMKppD3fBdc3rlPfpKagkOEkpo4Jor1dIBTa2WpozlkwyX16lPxbdz6Jxo5eTteSPxDO4qkE8WtW/RHqxsYVVgPCrL2o9aXGatocF50nvuiuuJ0pgu6HAocXEo8B6FXLPlomSduUbS3BD67r4dljHi9rfJwlg/oCIr1cqCv34xQfx9s2twj+QM5YI37PuJd/HMoIMtXRGVtdbNsO2XjPCS51WwPm9wIDxyjKrXS28nkkEGnZW//5F8vfuVHRJqIHL4iOwNyUXtWOduCzefLKkSprdQEljK341ff0f/PxIV/S+khSLogqGUcPZErHgSWJIc+WQxskUbVXA0owF9FlmQ061x1/5HvBId+V7lpSHV1ienjTza1fuClkoUjWejoCfFD8AgEk9gef3AdU0bVKmDwLS9knvk4Fx4iJwef04ll6AKetP4IUbrkTjmkQ423EqC18sP4Lv7++EWKdN7k3q03gntzPh0TFOm6yksdUFL4uPwOksZUy1GRh86sVH4FyuCze3Mzcanjdp9LvqUDpe+GM3Dqfl47WbWob6LxMm9yZjEAurpLHjxNh4YNAXQJdHyffZQ4n37Z0ctSdoxTvmv7dxAhBZjeRqnlgNvHQMiAleGE7bzkCL9l4ARGFljclP9G6KSWuVnNfasU60a1RN1+x67pPX4q4fNuvyxOlv7E8twyqiAb/SqsOMgnTg63bA/X8CjQ1ktZXvArdM0C83Gsfc0v8pWMEvA87mFKPY68eTv+7A+leuk8MdBUHAuEUHlJ+UxplQ+ZaULa/1wzUfrjRdrw13jHLYEBthl+eSiauO4rNlR7Dqxd5oWtugLVMwtNEt7DzpcyvX6s6pJTtuFaBqxuJVBmz5ebbs9dHlRBAAFO+a0QujLbZAJ/gKCr3LLfbKbmqATFK3TtyAjVLyZ77LC58/AH9AVFUfNBoQS4ynKLxY37xUYDvzktDJg75Q1RoBwzT94eyRJN6YVqNq0gvo+aK0v/T/oMVCGl1D/pZD/LYoinjlzz0YOGG9KiR328lKrBa0dbJS6dIIrTV6k8Hg3+Ux/bK9mpCx2MvU3115pPJd7RbkuzOOKG0+l/o3M008biVg47EL8PgDWLzn4gsJ0GecPP/K8t+2lTBpn23TofsR6RmMra+3OFsMrOAHFwE5mgpr1NoHgSjUtVsAdVszx7Gpx56p1wNHmBLUNLwJCDnuiKKI6RtPIs/lhcvrxzOzduH+qVtR4Pbh5okbcJvG2q+F9onKLPRg/i51E3NtddMdp5RxiXrQPL4A0vNdpc/HoWMIfee1nrPSjAX0nrIFd4y8+kY5hzT87+hyYP6TF38OBgQLdyyT0KHSoLVoi6LacPOVZGwrSFee5bR95C9rpAjHk5Z5nCgaZxJ1q6asO4HB32zAwqRUvPOXkvN05/ebsfFYJtqOXYZvVx/D5uNkTteGyH2yVAk9jHYqtmz22a6nMWIIgoDrW6oNnpEOK6IcVtkDZxSKx4bhsT3WqMKdllvCZ1gbjs4+s9qxfPEL5K/fp4wfrtzwPNCiCCx/i3hKM6XKgBoDnyiKWLL3nMqwoA2f02ZcGHnSfAG1kta2QTXV+gi7FQ6rAK8vICsdD13bWG6PoM0Rp+GOg8oyzHHTN8DMu4Jvc243GdtXvCudiObeascXrYzDQt+rUoxxPT9ZDb90b7Q2Bo8vAFEU8e1q46qPLL2urI3L4iNQN868HYVbUwky2mFFXIRNVgLn7iDzSFiFRPbOJe9+vvTumMnfAAlhp89zOD13qxhcSTOCtUzMvAtImkU+UyuqUb8dn0ZxW/uJtNxFQnP+eaXMT5OideVnFriRmlOM3Sm5eHhaIkRRRJuxy3DFG0vQ/r1lqqaaJzIKSl4yPmU7sORVYK7U5HL6QGIdCkZRFvArU1HQGcd40qQJ2WIHajVT7ycI6gGqQWfFAkX3d+URgbanNOGUg5LGuuQzmYn0nkklTIwvS5a8DKz50FygKQ5DgdRaXQFgy7fq72wpcoC8BxHxivIRWZ2EZfg8ai+o1qpeQjYcvYD7fgxdivuPxDNIGLMYg79Zb7ieTvq+gKgKa3J5A3Lj0x2nsnDlG0tCJDEHUSjoMxdlEPJk5En7/T5SJZBFDjMVgcIL+ntjc+othmyobwojrLKTlLdYXZQExLgw9u8DeGfhfrlCV1quS67MqLXua3OF3Uw/nNG/7yY/4w+gw3vL8HuiWvlkBTSqYCSezELX8Svx584UBAIi5mw/c3FVC+UCTdJfN6Mk/HRTeH2ezMrE03EnlFdsrYGhJDeFKB0z7wJ2zyrT/MxgfdKW7DMvDpRd6NEJyO/+vR8zt15EhcGDi0ilXi3aQi2iX+8VE0Xgs2bATE3bFw+z7/K3gT1/BD+HbyTP+tTrgTR18YnDacqxWCWL5bNlRzB0CikEZBZiBwDH0pVnagxTHl6rpAFAb01UisNqgSgqBRWMGi2zfaLS813w+QPIKfLIykvpzajMEXSl3KUfGceE2GUcMo+6YMcBF1Ngis4Fmndp5cF0jJy5U1XeXdvrTJsX7zN4V3xMERdAyZdicdhI+KnXH8CIHk3wzs2tZe/N/lS10lkuvQZpwaFg0HeBXjtttIu2HoIsI0nne34vsEsKCaZGjhK2+9CWzc+W8rO9PvWT5vEF8NfuVGyQDP1m3N2pIWY80pWcfpAaB9oIpJgI4kmj7wR9B13hhML/KXl/F4wkf3XXjXnPZt2rGBHYqItLBK6kGaHNIaE33JVLBqkCg4nQW0ySxc/uINtQC4jPDfx2N7BtUrmdLmslOpqWj07vr8CMzWTi9fgDaPeukieQ7/LhFFOB58MlhzD2r/CrK8WhgFQs2vqDkqQfjjD+WTMgXXKlx9YnOTNyTpr012on/eoGMZ0ctKGMjijlhZQHvFyi9NH47a2TyrwfxoqDirWzJN5Hrz+A3p+uLtE1DklhpvqaG3l2fW5FYOr4kH49JbKa+TqK1vpElTQ6OThjiCfN7w7dMLsEpOaGF6r2yp8k9nzf2TzsTcnFTxtOGgpDPr+oE8a2n8rG4fP5GL/4IDz+QPCqg9rbzuYJ0N5xRsINVdLkogjS3yLN5Mfum38OiNQofFaHXkljDRLs9uy5LR0D/PGgqhw0VZbO57pQJAlNNquAHGnCZnP1Bny5Dl3GrwBAJnivPwCXVz2R0upp2UVelYAMkIqOhW4f1hxOl0Mhl+4nY+iOU9n4a3cqXp67x7Bkf0hka7Jb+X52JxmLT2/SewSSfiMWWPbZZK97zSuAflJ4F72noZ7jRpqCEVG1yLvA5qWVMnyPFSrdJkJMSnYRPv3XvPhEh3HLMYjpOZWe58K0jcl4Y/6+kp/Q7/cB027SL9d50gJ67wD19CRrjCqqqrIiMM/Ay2/GqU34fs1xzNlODAQBRpmIlZQ0rXBK8UoRJmYY5V0CwGXxkbplQzo3wlN9/odJD3Qi+9osKPb6seJgGqZtPIlVh/RVP9nKj1kFHnyz6hjav7ccJzPIu17qYJxgRViMQuUSp5oXmXLlkHll/3y1557O0xqDYY7kDTyTVYTkC4VYeyRDH+6o9aQZzK/eQECVl8cWLIqUPGx2qwVunx9ev4hopw0Wi4D4SLthodBSRRDln9fLFxlHSMn9UNBQ+YxDZB9tDq2Zkpa+n/zmDz2AhU+RZXRcMjISBYEtm9+6fhwypQq9bOguQHLRnpudBDOiJGM/6+E0U9I+vast+rWoq1p2WXwk4iLtchsoGlVRIqdB+gHj5VrDdeJPJBLmEsxJ40qaEUbhSQBR1nQJihLeYmBSL2BKX7WAxE7O5VA+e/3RDLkqVPUoO1KkEsHTNyXL22h7oW06rnb9/749/MaWVwop5iuDzSbsdbA5iSIs+qVwGOl60evOXn+bxloZXVuvpLnzSPl+Wglpz+96b2fSLMOwmHB5cc5u+XNJLP6FbqIUs/cDADYfz8T4xQfw4ZKDQQUEQyb1VHthjDxp79dRiiB0fND8WEaeNC0OTXx4XipR0mj4L1WQtYVD3GEUzPEUkXAZA6VaGwo3S1NZdN/ZXDz40zbVspsnbsB7iw7gzQX7dMfwBgIq4Y2uH/DVOuw8TQTExORgyr3mPrH/v0N/S/8fA+HGYgV+vx94V1KIc03eIXbf/PNAlObeWO368YdVMNgJMv0AEQIA5S+j0FFLtNcfkCdtm9Uif/YHlLLUh9Py5ZycFm8txZ3fb1J50gDg4yWHg74XSWdyMHya8ftHf/N0ZskswuT/ZKCkTbmOjMNGUMtrFqMQUmPDwM+AZ3YQj7zFroxL2pYUlCa9SMl9TyFgZcJ84uqRv1+0UJaVUkkrYhSMPAMDhCiK6PGxeasHei+TM4vkvkjXfxFm1dGSoPWkZRzSP7NZJsq4UdXYwkzluFP7A/NHGlcZDPjw8dJDeHkuMdh4GK8A9aSZ5dbkFntl482t7dW5Yz/c3xGxEcaeuKYGDawdNgteubEFrqxLDFtdEhTDybt/H8ALf+zW7cP2Ccss9OAnqXDDuZKGOZp5a4MpaVqlACDhvWZK2qfNgA8bkvmVnWNlY4liWBNFERuOEi+0PyCi7+dr8NBP22SjECUlq0juyQUAnRrr5yTWwPa/2tGyYgYAS57rCYAo0/vOEqMMVeKsFsFQLPGWxrP9eXOInzRVG17DqeCrPZFvu+ivs/Z+sMXUzmkUpnAiZQxgc4YDImk3AQCbNSGhdMynPNXnf6rvNWMcANR5yRYTjaJ2rD4Msn58BGIjbLJBlYapmhlTVNA8eZoOENCMidpCK578S9KLBnAlTc1lbYD4y4NXYzOyHgJEAMqXrCLspLR7lvLZU8KePSHwB0Q8MHUbk9Ts1/WtCJel+84FVRboJO8UNC8DG1NtFjakxeZUyolvnggsfFpaLilkdFKJqEaqp7FEVDPwpEk5Umx5f23FxwVPkrCYMoAKo1RpuKtTQ3ndjEe6qkrNagc6ytApWzBl/UlMWntCzosIG22IhHaA0k4GweKwI8LwpFk1E0fGQaKYUS9cg46Mksb8f80MGix7ZgM7Z5BKfRr8mv+HNoxu6OQtWHfEOBTtXI4LZ7KKVPko/oCos6BqrYe0spUh2uvKemloOKFR3ppgBQ5KSty+P5W8HJZFo5Wy+wAZT3SeNKe+Air7/rHC2E8DiBBAjwWoGmOzSeE0BM5htagm8GKTyXJPSq7Ok/bTxpO6xqYsqw08COQ8RNkiqw2DAsg9C9ougSpS9C/1KueGaBVidRBl+btrFaWBtbLS8F1AHdbFUr8DycHJS1U3vo42KJxQWiWN8T7kFntx+Hw+EsYsxqjfduJUZiGSzpg3AAaAA0z1uqs/WImdp7N1xrvgJ0AEwq0nMrHzdBBvcziGGbMWHlrPMgD8JhXoOr6a5Jbs/s249xoz1hS6farIB6cksBt51wGSB0bnvrs7qYua3HhVPdOy+60bmBeQalIrGoue6YExN7Uw3YaSznrSCj3Il95H6jE9fD4fGfluHEgNkSdm9oxpxy3W6GakpLnzzcMdtXMNhd5TZjyav+ssFiQRmcgfEOUqgtma93l3Si6GMWHtMQZKsc8fgMfnR904J+Y91V2lpCVIyjIbIRRjEuJKcXsDods9+X0kJDfpN90qASKmb0pWKZchMVJ86bh1s5QvHluX3K+1n5ICVKxM9cvtyufi7ItOJyiWxtmmtaPh9vlDltGnvHJjC3w1pL38vUY0kbfsNuX9sEqGwobV1V7maKdNV9WzXrVIxEbYkOfy4ZlZu2SPclhKWowUVkyfX9qChmKUUxnFlbRLnyc3AKP3ArWDlE0/r8SkI6Gn8pkd1MwaqIYzgYVBRr4bi/akYvzig6rlHl8Ae1IuLsTsyV934pOlh1TLAoyARMOjHNBMBOyEG64gYnUoxVm2MmGgdPKgA1Pr2/WetAadGCVN2s6dR5QGtuALe15s3yhRJALxynHAqvcvKpaEXovXpPyEmtEOeV20U63gn84K0ZsMxjH4JULbXFrlWROCu/idMcDd04MfXxtyChCluO9bwEOLiHHD6tSHO57eHLpoglW6dgYTmNZoQHMS/AFRJcwYcSQ9Hz0/WY1ftij5Nh5fQFflKyW7JNX/tEqawXvuNKhKxeak7ZljfGijJu/a/DarQ7/NWSWEEcdMKotRJY1RtqmSdTgtX24wbbMKqlATbenlQ+eViU/rSQOIMGnGjybKr9cfkC3kRmX52727DO3eW2ZeBpo+63K5/BAN2+X9PEDij8TjmDiFLGMVbBq+CxBPWtfHgTfOA6MPkEq+fV4H6kl5uMVZ6n2NhIFSKGkurx9nmLylnCKv3INx0Z5z6P3pGjnpHoCcH8KiLZCQfEFf4MGUYytIWfHjqzFk8hbc8Z1BLholnIITZl6aNIPQJfb5DgbzLi47oH4GbJKl38wz1f/LdfhmFSlyFOXUG2iNqjYCQEJNZVw1UgquahBvWP1UCyu87k5RlG1qJDmclo8u41dg4IT1wXOpTJU0Zh+LHWjOGJq14WmClVzLUD01tdD7znjS2MbG7Bx3yKTc/bOzdiFhzGLDIlGf/HsYW05koXHNaMRH2lV59RRWCW9QTR+KypLn8urChs8yjcqX7D2HRT9/DBxdpnjfDZCVy2DvD61PQA0JrBPg4CLy93Kp6JnfRwpPrX6fhKib3dOzO9TfGc9Rak4xTmQYy5o+f0DOq6we5YDbS5TfUDx9HfGi3cJUKa0eReQCu4X1pJHniZWJABKS2qpeHFpcphiM68Y6ERdhh8cXwN+7lbBPM+OgCvp8+j1kfD6wQL3eyBBkZDy7BOBKmhGR1YFbvw2+TZNewDAmsZm1aE9or98eMB746Mu1+TuSK8Fsk+fy4vnZu3TVbrqMX4FRv+3CTwZ9Q9gk55LCWh9FUcTHSw+h3XvLkO/yykLZRSlpFzTVgax2RaHKZbwjVJlgG4GzSlq1xqQCpJykzHrS4tQeI1ZZWPS88nnJK0QgXv8ZsO5Tc6tuELRhXWxp2WinTTWp/7NXLTAkXyjUWYrY8f14RgHemL+3ZCGQ2nDH/fOVz7YIYyWLXd/6dqWxuBFG1taIeKKQNJEMFdTzQD0ZdEBkPclG0OfAwHKrvQY2iwU5RR6MX3wQHccFb9CbY+B9GfzNBp1nM3ihEIVTmYXIK9ZsSwVDKoC0GwbUag4dbKNrbQx95nHzCV7rSctP1W/DFgs5vFi//kyioqQF/KS6GNTWymUH0tBEOIc7ff+ovGHa3JH7f1RCS+ftVLy5N11FKsY9NXOn8f8jCL5AQLbsGuUzUOWsQOf1kbal46dRH6Fg7PgZ2PAl+UzHblbRsjnJ8o1fE09aRDXyrMY3IK1W+rwKOJjxhjWEGIXVXKSS9uuWU2jx1lLc/YPiPdpw9ILO2zBzq+I5vKKOYiioYxBmBEAXdqfLcyvMJPPR/vlAslTpMyUMhSkc77kq95IZH7OO67eV0bwjgYB6XGKUNK1iZLMIEEUxaBEiWlgi2qEc8zXJC2bkSXvlxuaIdtqw5LmeWPh0d6x/5bog526Othoe+14Zef6SM4MoT0YeRoAUlzq8FFgxlnjC2EJQ7nx1GkZkdakBOfM7nYYDAz4M8r9gYN5D1ujy735FtliYZDCOAfhrt/FyQKn8R+feSIPerncyES0t6gWv4peSXYxhUtEYSpIU8u4PiBg5cycOHTcwLGk9NhQzDyOgRIlQIz3b0mavJEPaI4m843cTeQYwzuekzL6P/G15s3Rs5fnv9tEq9P3cOPxy84lMeW6sHmWHy+vHlhPmYZN3dCDn+sA1CQDIu0AL5tB3RRXuKI3hNs07GOWwItJhxdLne2H+U93w2k0tYLNaEGfgNZ2zPUhKDYVeS79XVzQIgJKKMeADoI4UEhlVU7/dJQBX0sywaia3Pq9p1jvU4XVHloY+pnYCO7CQ5A6lHSDlWwFVbs6MTclYkJSKtxaETuym8k2aSc8VSp/m5taE3GIS1z9owno0ee0fTJIS+Ys8fnkSd0AzGIWjpM0epj1btdeLQpWvhB7kb+vb1EoaFWbp5DzrXhJq5HcTL1w0U1lLDAC7ftXH6W+brP5e0ma3IML+a0yVr9oxynMQ7bCpKk+xFu6EMYvR57M1+HH9CZWlj1VGHpy6DTO3njb3Soyvp1/m92DBrrNEoPV5gPmPK+t8xfrk8GqNlc/0GQ4W4muUXK6t+Eg9D3SyYIstsEqIKAI+N7YnZ5H/I33PDCpUaZW0rEIP2r+33NA4cbEYKWlsyKPL68cNX6xF70/X6Ethy/9Xyfpdry3Qf5z+RzZ+rXzO1eR//tiP5FBR2HEnQhNOVVTCsFiAhPjScL6kmSRv9tBinbXyR/tneNY9WfU+H9cYfNhrxRYHaWKQmxMs3MjJJP3/s/e8XOSI1dF8/oDKayCa1bjThjuGyw7Gu06VWzZk0WonIarL3ybftc87oFbMWAMRbawdf7m8qNjtwtYT+vvn8vqDGmS+WqEO225aKxr7U3NNla+1L/dB/WqRSHzjevzxxLUYfUOQqBAAzaXcKepB3ZOSgz93pCjV0DZ/K4fYFgdMxAWLHWh1G/lsFkXCwioAnzNGjeJsY4OQUaSBp4DMN50fBSAg4FLGca2BZum+89gaZqsU9tmkuVHaJrwAcEcHco9b1otDu0bVUD3awMstEWzO7dtCmbMur6EOlWbL8VPo/+1Yej52ML3ccH4f8Osdyve4huodZw1RjBJOZlwRA5izYY/yvUYTxpMmAM8mAYO/Ct8LQY102clwFBl7tcPylJhA35UIAyXthRuuxC+PdsWiZ3qgYXXlWlKvTrUo9X2keciUp3/bCbfPj7NSdEVtQVpf8woybyX+CPz7hry9BWz/uRDjT8CvpLsYGXFsEWQOvXBUmSMc0eYpJNTwVkt6v+l7t+ErJEcMgx0+w2gH1vBWLcqhqlTNQpWn8be3webX+qp6Zn59bwf0aV5bXsbKOx/c3gbtGlXThTtGMcaPDpdXxxO9iWdO2zsNAE6dS4MYqliT7EnzGjs/JGMkqjVWUma0qTOXCFxJM8OmmQQbdNZvwxa4YPNJzHDnY9WhNMzbKQnu1OORfkCWUFYfzoDL60dukRefLSMT9LkwqtzRgYitFGXEtU3NrQkFbi++X3NcX642IDJKmtaTxkwUJbEWB+s5VbcVaWzapJfmxdIoaQApEkKXaXOnFj5Ncp6Csfv3kAOsUS8ntogFmxQb5bAahm2xbD6RqbJcs+EuNORCW+ACAJkoDDxORXOfwvO/J+GN+XuRn20wMWrD5NjrR5UCI+HIaHuKVmi1WEkIxrK3yHe2IMmxlcCfjxHL/PK3gPfrYOQP/2DAV+sUCySTjzJ1w0m0e3eZrlKdachbKbiQr5+kxi06IId/pWQX4aikrKgmZUBR8Aulc4+qZWx8YDGqdMfmFtRoqny2a5SfEpZa1kFDtS8cUZVij3ZYIUqeKSH7pKwsjZixHadMLPeiSHLYnu3XDE9dd4VuPTtJ36Jp5Lvihd6q7/T6skpax3HLMZCpRGiqx8iFQy4uF1cFe+9o+C7FqAqqUWgrQHpRvXAIeC4JaE8s3l8uPYAhk7foiqO0eGsp+n+5FmeyivD87F26Z1w7ltx41WUo9PhxIqMQMU4b3r2ltWo9bdpcO9aJrk1qmFYmpNSQ5o2Plx7C7G2ncf+PW/HinN3Ipx5Vv1cWFP/eYzC2BPySd0YS/MMqFmTiDTqw0HgO8RXrvc10vKj5P+CyNvC7FOUwU+MtP3AuD/dOVntNzGAFTlpN8Nv7OmJwW7VxzChvyozpD3fF7MevUS17/vpmuP+ay1FPqhD5aI8muubxR9L015KGeF//xTrc+f1mYP8CIqCnq1Mf8OAC4NEVxiekKRb17VLJA97oGqD5QKKUF10gSkKNJuTFDLdhss9Fxpmv2+GFvbeiOlhZgtzD0jRcp6kGNK0goaYiRwiCgJ7NauOqBuq5afXLfbD5tb7Y9rpxTvooZvx6fMYOFHnJNb5ckCIgPEWkUffiF4EjS+RtI0HGh03HLmDf6RBtOnJOKfOEUbEuq4OMOQcWKEZtR7Q+B7n5IPV3qjxTb5KkiMegyLDfGBtBUT1Kf0+/uKcdDrw3AOtf6Yu5T16LSIdVfkYpXZvUwPSHuxq2QejapAYWPt1dN14bhacCMCzKs9c5AsJHlxtsLSGKisLr9+idH07m/vtciqHfKF3gEoAraWZoiy3UaaFKvNfVjQ0HTyEemb5dCTWhVid7lDwJvbVgD95ffECOkQcQVmJn1yYkNCq32GvoQqYE6+SuLQZA+X7NMfy4nljjHdrCIYwF01RJ0wr0gqDPNTPDyJPGen3owEcVCW0lwlDehzUfkDCQC+rGy6sPpSNhzGLkFHlUldWMaFRDeS6inTY0qG4uqPdtUQcbj2WqvBI0xIzNCxFFMqCqhLTfhhgeMyqdTLLJmUW4+wuDkDdnDPAw4+llla54KfRCW5ZpxErj7Snae0qVjwxJWGDvw8w7lbAOyWNcX5DuiyRc+7PPYK+UTzlu0QHkFqtzBmKctrCMFaG4WaMwmIU7un0BfLPyKFYeVEIV7VoDxbzHiGWVCozRZRBOcfUTymetwmfUaqEkMFbZCwVuWSmy2yzIBRHu2+Wtkr0rgL4HI0tshA0v3HClodesbhxreVWHf9cw8Tpk5Ltl62+eyycLqU2Ec4hdOUYdlkUnZvrX7w4e1hsOdk3hEPZ4RgV22GeczRGxRZIKjxYr0IQopGezyHmybSXo+348oxCjZu3CgqRU/Mb0LEvNKdYV9+gj9eFauv88vP4A7u2qFLr49VFNKwAAg9sZeN4ZaIW22YlnMGbeXuS5fKiFXIgbJ5INAj7gNFFwDqXrn79F2yVDCh0PzMIdezD96syKUpjhKdLPLXTcd8QAzliIDegAIAAAIABJREFUjJJmVIAmXGzMOOiUcmAbVIvEN0M74Jm+ijAfZeDJCcY1TWvil0eVXMG+Lerg/dva4N6ujdDx8mp4uHuCLo/HiAKXT55zh1uXAnMeInm/eUyI2HVvkH6jjboYz7POWODFI6SaKYBYSPe13RBF2c5PU3uKzQRcbcSRt1jVE7adhYQH3mbZgOSI+1APmSWvZsxAvetRDhumPdwFC0f1CLlPXIQd9eIj4bBZ8Fy/ZnI1SEqtGOX/xrYIqEM9acVZxFOpIRrEmzXsx61YezBEiN7hpUqj67j6+vW2CP1ye5Tek1ajifo7LaDxuxT+KOU/2+FXPLF+n+xpYyvDGvUPbFwzGlEOG+Kj7OicUEO3nkUIIgNr10SZKGlGXmqLEOL58LkUecPIk8bmcjfopLwDwQzRVRiupJmhVdLsUUB9RtigEs5Nn4R/TGYCGzZlC/yS1bEgoDw8dviw72wek2gvolfRcixIPIGjafn4Ya0+Jnr87Vfhs7vb4TapfLDAmKS1LwebuBkOXYWDWLVlJ6ZtTJbPDwBwpZR8zE647ERakKFY7nXVBYXgnjQWm4EnjRVeN0vCBH0BG2mS5oOVH6Zs+Q6Y2FklaH21kihth8/n45ZvNpjtCQBoUksR1pw2C356qAsmS31yWL6+tz3u7dJIt5zm5KxlKhV6/AG0eGspbpZ+u9DtA47+G/Q8/IEAqgkaIYn2cGp8rTLRymGlPZl7oxlW2UnZyIrqNK9sRtabGwMAIECHHil3sLCoEDdP3ID0fONw3QK3T7aimsHm4pjx1qCWqu9m4R5JZ3Lw+fIj+HCJUkxHV9kUIM8fzdmhBSPeOE+KS1wMrGCkfUe0z3ZJoe+CKCIj343aMU5YLYIqPOyBwF9IiFQU16eD5JmxvYq0BEQRfVvUwTs3t1KNR98O62jaXDgxORvN31yqChEGgLdtMxC3dzpwinkPabgPDTX1ucPr+RcMNtwxbZ+6Gq/Rsc0qo8YxipH0rtWQhrEdp7Jx8kIhzuUWqwtGSNUZ6TO+ZO85dPtIXwiG9dq7faR3VH3JA3NNU71Q5bRZ0b6R+XVpVkc/H0x2fI64k8TYk55bIBfv8BmICx/Mk3IinSGUtF4vK59LWpQi45DeU7T6A+l3qZKmGAsL3T5YLYKq11+4sPuwoY+CIODF/s3xTN8rYLUIphUfg8EaSGmxnDqxEZj3VHc0rB6lC8czwpm2C/ioEe6xrsZY+wyyMP2AeZipUUSGIwaIrYuAZGR4wy41R7ZFKON6/jlNjqaJkqYd531u1bYNhEzUQi6+cpAm2s0tSgTKywMM8ndDwPa5vK55HVUl5XAYfcOVaFlPPXfViFErmsukHo420F63LhIBoiFaUOYqXYSRln+ZdBmtogWQ+bZWM/UyR4w6nx5QZB97NJHBNMZSURprIwQP1h3JQLcPV8L950jSNkEU8fZCJX/LKGQ0nGdQ/q0gbdbpmia1ovH89c1MC+gYhTvKLHoBot+nj+Zgxw+/R2/0oblndduQa809af9P0SlpkeplNETu6if03hszmIF00/FMWCWhY+SvO+QHnsQSK5N3X8suvO37BucXvoW7J23GR4zQSLmrU0NEOWwY2IYIB7nFXjzcPQEAsOalPnh9YAtUi7Jj99v90ahGFD69qy2+u69jWKf8h3Mc1jmVgUIejAZLDaePM4LE3jnA0eXEmvZjP9J4EdB7BDo9FDosjKLypEnXpZpe0ZGVtC6aBqjhtgUASMlbCWqxW7z3HE5I3oTHeuoH191v91dN7IIgoE5cBG5opS/EYbdaDJen57mQMns0Pp/+u7zMzVT2AoDW7/yLYwEDCxyDzy/qcwavukv5POhzMglTpev6d5V12rAKqwMYuRl4aouxh0Ib360VBmzB728EiHK0ej8RyK1SKGHi3kMQtGGFYXBvl0b44X7jZ/rKusr7GR9lx2VxESGf/7Oqqo8i3rH9jLpCjvHGq98nf2mugT0SqJ4Q5pkztBhMirhQtO/ITR+X/JgszD3eejILV9SJka3aIqOkXx6jCBxaLz5r9DHKfx19PcmRcHn9+Gl4FzzcXf3ODGob3LMTiyLsnvcpABERcCMCbmRBEqro+8l61Gjugs+tNhyE66lnCfbMGilk2uqblHhmfJLetXFnH8VI61/4Y/sZXPfZGvT7fC1cHv1zTt/7kSbKsbZ6LABsHNMXR8ffpEvWp2RLbVnqxeuvSUuDAgsJghLWeKFIea/9IL/Nhv3GCNJ7ws6NtDBCbab8PCvwhyou0uZu9fefB5NCTywnpJ5wkieNVaiLPH7YrQJ2v9NfWiJipPUvJAikauC8p7phvH0qdjpJ7m4H4Sjet00FIILVvdjmyZQX+zfH8Q8GBj9/ExpUi8S04V0gCMYGJbMm5SzObGI8/MQ+RVnoKVSH7LMN7o0Eaclb5rMQofUai6QAWx3Kfcw/p5ZrzARcbeVgd55q2zpCNr62T1Q2Z5SZp5kww8Y11Qap3lcqOXCsh7hEjY6DcHUT5d2txXgwWwvJ2LOBtEuRlTQTosAqaSUI4Wx9h36ZxaKvtBnw6T3IdFzzFhJlRBtpJHnSIuDBZ8uOIDXXBecBEsUiSgbRvpadaC0kq4wQFDYCIhQ0VcDIA0xz7sfe0hrPX2+eF8v+3sRhHdQrt0/FvwtnoPena9Q5+kwdgWJXsXo8ccSSEGhA8QpTQwJX0v6foVW8rE61EMAWnAjTMrgk8SCUQVMZPO3wwS8lR9vhw0GmRC0VZhOENMOKdYAymbS/XBEk3h7cCtte74c6cRF4vNf/kPR2f8RLVpK7OzeSFbpwsAl08hDRwyK5/akF5/A/yoYrxhKX/vjLSAw2gG8Wb4ffwrwczjigw/16AbSaSQyy3SDc0QjqHWoxENntlJCxTceM+zMFpShL9hLQogYASbTVYhZrLRhUqrNbLarltL/alNUH0PDQT/jb+SYAoDZyUH37l7BJE9rbC8k1F4JYrihU2ZGFIlb56vgg8NoZ4yIhWmXWaie5gXVaqnMvhy8GhsyUw7hkWI+lYAkZWhApEKFi/SFSzcwCEbWQi0HLeuN525+qbdkmmmae4Hu6NMIVBl6B5I8G4d/ne8nfnTYrtrzeDwPb1FNN1Cx2+JCWrbyD8SjEw7bgXkwA6tLrFiswJkSvLpb6HYF7Z6q9ltp3xOY0rh6poaB6a+RGNNSvoMnUIJ60VoxFmX2yLo/yYceb18uVvVhYS7ZR1FKr+uSYZqHTofjIPhnj7NMxzjYNe5wjsMP5JGpBUsQWPY+iyTch5RxTorsgA/j1TuDYcrVVORwPOsuNHwMxTHGEOupcL0NPGvuOswIAWxiAeQ9etc/GM3lf4H/CWbwZmISon0mOzK2WDUiOGIYayFMpxTdZtuJKQV1oxii0VBCEoKXeaf+oc7kuJH80CC9IxUSOfzBQDndkiWaET9Z7Nt7+E96y/aIK+42FZMVmPSo+N3DvLODBhexJKp+D5VYO/Ay480cyzoSDpKRZGEGtYU4ieln2ytfqMmThVfts/Gz/GNc1r42Ol1fHfdaVqCFFHcx2jMP9tpVwwqt6po2E2NJyXYs6OPnhIMMwr1C5zADgNireUpCmLuDFKmxGc6akiKnmZUDypMUqx2QrFpoJuFrDxpoPSdn6hJ4oEqLQVTiMFoz3zMzjtOrFPrhdGm/eGNgSkx/shNmPX4MVL/RCx8bKu2dUDONi+JlpUxHpsOLge6RB+mLn65jlGA8r/CGVtBi4UBdZaCych7MkSlpUTaBpH+V7nVbkr7ZKc84p6GDnBHuEKtw0NTMbflHypMEgQmR8PdRCLn5yfIbFztd1nrQhnRuF7C/H0kwyfmpzAAFg9A3N8M3QDujVLHhvMtYTylZWpdy4h4RJp+YUkybr++YB35AopUJHLWTmF+H0WaYq6JjTCNCwdTof0Gc63LzKKgZX0szQuvEtFqBxN+V7bTZsykR4rqtuWntTxlS8YyMhCk0FRdAgShp5ubQvexHIS0itNrEowlu2X+A0eAnrxCoKDfXoBKNOrBNNa5v30Hq8Z4Lq+/3WFehjlQS9MMMVF21IRHIuM9hRyw872FjspN+WEUbhjkYwwpBbUAauLcdCJPRqSdkOfNIE89MHIgZqYaJzY3XCr80iyMqckfKw/c3rse7l62Qlo11DMmhQISnaYUWE3aIbUB+wLUPLQxMxxLoGj1v/xnu7usOCAC4TjCuUXYgnz1mx168IUD1fIH9DhSVStEqaqoiCZnBrOdigvw7zXQwg6L2CknRNz9eCAOoIRNC43qL2Irxyo2KRZxuHs9SSGmsaVb0TBAETh3XQFVkY0JqUjm9cMwrb3uiHcbddhUZCGhKdI/HUhmvRVSAW5rCspM54fUhQsIqZWlKZ/zMViAwroBpMol0fB276BDnNSc7i+bxi7KtnYK1lcPsCqkma9aTFiAWoGeNElyY1YIUf91uXywaDQEDEnrH9dcejXCaNOdR7Q+mSUF3lRV71Ym+5dH8Py17URRbesf2MrhYSKfCAbQUcgh/Rghu9rUr1uajUTag/pY1y4DNbSB8vAMhOVpZrewcO/wdBuUbTz6/LI+rvwVpUAMC1o4yXa+7XXdZ1WOoYg2G2VbCnJcEOH4bblgEgHqz9qUpVs+8dX2OZ81XV/kalx0vKs/2aIfmjQbBaBJ2g9rR1AZyCIkh7oT7/R21L1Eoa9aSx43S3UUCLgaSAyg3vycVTlIMGUdLqSSkFCT3M5wQWKdzRKnnSZtrH48VzL2GyMF7eJMFCyr83EC6oPDQA8EzfK+Rn/9ZW1VThpDQnraLwGYRzz3nyWmx4Van+avGQ5yNf1IwNSTOZA7F5tkZKmuRJQxAlDQByGAOBmYBrMXkeI+JRZInGtdYDqCkoXpDaQo5uXgVImGn9ahHyZ6fNimua1sQVdWIR5bBh79j+eHNQS8x4RJ93eTGwz32EnZSH79hQ+b9PtE+ATQig0G6el9W6thVbI0ZhrfMFxApFCFgcCKtWgSNGvV0zaTzVKmnZBkoa+57ZIlQ9OH/98lVcKCTHMFLSBNGP7RFKzzfWCDHjka74+K62oc+d4bGeTbHihV6GSprTZsXN7eobGqvNiHRY0cwkZSE27wjwVRtg7sOyAS7Dehkc8GHPUabas8WC3Wnk/57ul44VbqRbFaVMRiFBEG4UBOGwIAjHBEEYUxbHrHSMQl9qKhZ9DPpc+TzgA+NjDNdPMtQi38uiCB52+JFd5JY/s1DPSJTgRmPhPEba/sKjtiW4z7oSRjzbr5msBIRi2xvXY6Wm0hqlZb04DG6lDFAWBNBGYF6GMF++OBSpG3DaDZS0Ib8C1RvDEFbICepJU7YrZiafCKEEVd/EAJD0m/z1A/tU+fPVTWqga5Ma2P1Of9zY+jK8a5uGxwTFUvzXqB6yNY5SK8aJy2tG4ZUbWyD5o0Gy0jyyz//wbN8r8OKA5ohy2HQDqkskgkJT4RxetZHqlO2FY4gWjItc1Mrdh8WO17C28DY52VlsPhB4ciPQ7l6j/6jBIo2Sxk4G7D0wCx/Vvi8hPBmNhTR8aJuCKy0k3FGAKIdRBQwmOlpsovsVxpY56hH47TFlEmcrmQ5uWx8PdUtQ7UOthlaLgDqxEahu82C9czSqCcQz/oeTlNMP6xlyG5QMNhNgQjFyE9DtWWPFwOiYLQYDVz+B/AYkId4qBuARzEM7/IEA/AHR1FMQJRIhKjbChvusK/C+fRoespJxyxcQDb0AlKa1ozHEuhptIi6ols95shumPNiZ2S4G393XEVPvb4dfHR9ia8QoPGz7F7WF0C0xVInleYxXrTgbeGIdaTStpa5krW5uEKpm1BNTGy4Zygrb901pu9CKul1Q3qFIuJjn3gLPyS3YO+1Zw5/4/r6OKqHnzo7GBgstQ7uaV0pjlT4BAbxs/8N0WwrrYZC9bioljTn/7s8Bt5F8JLnXVrBwRzYv0GFgCOwxWt2flHrSAh444EV3q75nUjWQ37MJAUS41c9ldkGRrKQN71JHtS5UZcyyhqY8TH6gE74d1hEThnZAl4Qacjn5+63Lcf1JEvbpQRCPR23W224wT0uKmE/nSXOolbS7pyuftQVC5HM2kQPsUSiE/v69Y/8FO5wjDZtNP9XnCjzcPQFDDPK2YyPsGNGzKdo0NGiFcZHQFgt0HvjxHkW+ayRkwAY/zkeZRy5UtynzQiyKUVC9lVK5sU5r4I4fjXe0WFTKFZWFAlolrdAgCoiVmzTVH1+x/yEbUCIED56w/o0BlkTtEWScNisGWBJxk2UrOjY2qDgZAqtFMIxeKSkdpAgwm0XAtIfUaQhnArVxtXAQnf8ZpNsvLaIJ7PDB6clBFuKB50nE0bki8kzmWci55QTIs3v8bJruGJcCpS53IgiCFcC3AG4AkAIgURCEv0RRPBB8zyqO0aTM9gphJ5BrnyYu7PlMZbaOD5IXtkEnfXd4AM0EpWmlHT5cJnkRuln3Y6zlZ9zleQctGtdHi2IHkEeE2rXOF+R93rb/gp2BZnh4yF2q44aroFHYSb9WjBNP9m6K9xcfRLHHhyhGeZjjeBfVEboHjth8IAQmBLK7dR+an/9b2UD2pDHXLzaIlZodzHq9pHx+fC0wmVEwGUWiSFQmn6dsSmuEEy2fRNODP5j/1rzHVCXQmzOhRm0axEMQBNk9/5CNNlOeBCB4EQUtdqsFL/Qng39WoQcJjBLQRjiB66ykJPujtiUoQCRiUIyrLMF7g7W2EKvb/wTi+vfBCvtlLYLtop6/tbHv7P1hlQWzfjlGApUJAVjwul3d5Noh+FHTSSYcQbDizwebY8SMRGRL+UhLn+uJsznFaFkvDskfDcLJC4XYdzYXz8wi14rmSl1RJxZH3r8Je8/mypOwGVFSfo9dqugWZ6AEH2v6BSbYHwYko6Ynuj4cheZNV1UIIZ6JWyYCfxl4YGo1M+63BihKWmx9pbl1TZLb4aeClAD4g9jfaB4a9RTcZNmK6lAEZ+o5rB7lQDyIwhovKa4R0j4vD2iuCo1pVCMSZ7KKEW3D/7F3nWFSU2v4zfSZ7YVll4WlLb3D0ntHQQRsKIpSRcEuKmLHesGuWMB2rYgNUVERRQQELtIVREB6h4Wt03N/nJzkJDmZmV12YdG8z8PDTpKZySQn53zl/d4PT9nnIOz7HMDlhucAkLmnVeYZ9q4pYmTh3SlAViuiGLpUEzhzpxAxl7hqCD5Rm6FwA/4WV2lzCmqjtPd90c/DYgWGvQLU1Ii78BqQM6gvHILdQu5HCBbMc8yAc08AIyyKMVYzxY3Pb+yqyvIAwMQe9RALnhjRAgvWbIfDoTe0WaVNHmUrkZP1WO1UxmyCIO1XBXUMghNNLwa+m4awr9h4dLLzjrYFBQD0e0j92hGPsCMBFgBx0KtPplmKcZvtE/l17sEvAbSXX2/YeVAOCnk0z79RjV9l4YGLmiHeaUfPRtW49XCP2pXefoZUvIlLlWykEaRanQCX7sgwL9h1mUN3nBfshdPVr8fEo1cCAHwWD5xhMh5Eqx1FIv/ZdgoBLLxJr8oY57ThwYuacd5ROXjqkpbYcuC03C4klbFvdouZyBJOIt+RRYILrPCHhPqJIiCRWxKFYvhs2cCYRfhl4ZvYnjsebY5vgWHlMxvklto97Tl2GhxJETXYgKkjXhdMollLJwKYplljtXDZLXjNQST7g7aHon3zWUGW5pFPEoox2Mppn9FrGvy/74IdQSQKxdgt1ESqpFUghiS1bBv5sH1FFiQD2Hf4GOrrP6nKoyJmoQ4AdoiiuEsURT+AjwBcXAGfe27ByxTxpFMp2L5qF8wEhkrNqdkeSAwShBIEBGLwUwMIAG6xfYYmlr3okngc743riAsbkyhDNUEfqX++zUFc3FpfN1JWLI2bhvmtN2Dt6HgMr0MchowEF+JtyqLdzvIX6lk0fXKGvgQtiuxqGfJbbZ+pD6CTCju5xGcanxydlDJbqOXJa2gWIsYw8OlNLgDA7RsiC28AUBr/AoAjDt0smxGHUlXtmb0CaxWuyKsFF2McLXTeh/YWpYEt5ZjXEtS0zVBDfWQJAIZYfwVAnDRDXDiLBA/Yuhu2pgFQj2d3Mk71exqlA2cqGQkttJL8KcbLzTEb/373Tia/MTnOiXafdMR61yS8dFEWcHwHMhJdaJOjOF110+PQPDWM3a6rcIX1J1WwwWGzRHXQAGIU5AhHZOGXZIe+XsJ2cC1aF6+UX+/vMB2Yro7IHe7+BDBBr8RnSHdMbwjcuYM0ay8raN3byPfxsvt6PB8cjn2hFHy0Zi9+P6o4+7zefhSOnx/DM/bZcNqsqIZ8vOJ4Hg0sTNBIcmBYoYmOdVLx9pj2+Ppmkq2b3DtXlZn8+ubuhJYl0c4s2vFkAFcwtuNiAp0r4jWBBFrHl1YfcCXCBzLvltbpj56+ZzD6zdX6z2LHf/PI1FEZra8C0jU943I6R3zL584H4ZCmk+GtMlAoZR+usSk9ru6sf0DloC0YaseYhDWq1h/R8IdrLNbUelG3PdnjwIp7+uDx4S24FCnZCWPAqpzGS45RKIb2B0Fpvdt/NEJbFFaIIpbAjzMeRwJknDay6GXQX4p7U7VdG7x4JPcvWWnWJZKsYGfL75hi/Tz6d1cwspPdePryVsRB++lx4Kcn5H1/9d+oOpZbcwQANdpwqOcaOKRMmqiZn6yaTBrrMHOC1ncHJ+KzffH4JERqfgtDigMRsjhQKhrnAGhw4Je7emPB5K6Gx1Umcq1HMCx1j7J2nFaCsnYEYRNCZLx0vlHefrt/Eib5iZBaqkN5DhJRAq81HiXJubjmr56YsegvPKNpRK8CW1ssXedSL1/ZWIVCxgZzxgNZLYHhrxH7iEG0ejpAnUU/2wEJFuM6VMOFllWomx4HK9Ob8mj1HkgUSjBaDogzsDkhCnbYEYQbPlhdyrxhC5PrGJLYPSUg/8siR+cZKuLOZANgq5v3S9v+eaCpbJ7xxTodLZjsFmeSfPu6PLjhQ36YDCxZXYnB7Iuqw+2wQgwaP7i1k2yRKYDRsOUzYNs3qBPag/bb/gO8ORBpb3TE0iYLMHtEXcRbo9TitL1Gt6nYHVmQJGTl0B0TI7yHXtdotVVMhInSBbU4hThMSJmL0pGfoshqTJu4NzAOIVFAvcQw3nM8gZn211Qc9rsHlV062AhPDWuEb53GDOEkyUiqIahpOvuP85UGKV3Mr12AWdTMI06FVqGRhSZI0fqrLAxfHSEz13u6+vXgWTjV/SHuobJanwbXnSJOfzAUkjN7Q5b0B17StzPAypdQ57sxAIDH0r83Pq8I8BzbiGXO23CpSKh8KXb+eG9a9Kv8dxHidNftrxoXE6dXCzajwBo8Ypg4EuXp2zL8VaD/I3h6iwcz83vi2eBl2HeyBPd8thlvryHOo0i/IwJGWJfDabNgRjf9s2KXapKyktwqOlMv+1bUl+p7sHUhsF257okuO6FlUQXbWIq0ty5E/Kt50Y8D07JBwopQM2ywGwRq2AzMfUeBG1aoDqO/6ERaG+wRM7Fql77WU2TvXaT7VL2F8T4ASG+AoxaD7LOE3DDJkrfLduOwhWQvtoYViuLFBR+ojm/1/WV4MPAcPIWcmpUIcBzgN3TOTnajXrU4vpPGyU6p9kuGjx8OYPIaQtU1QIlktOcEdhkeEzWTRlFLag5tc6PASmj5Hzke1R3WSFBfI1EzjlqU/k8mf7tEYiB+6HgMd9rnG393ZSJQCjyUBPz8FPDzk/Jm+y+KsuvqcGNV3SCLzftPq/pt6mjsAGAl9yEgasw/i1UdnGBtGgPhEFEE7g5MQBvvqyoSvS9sRUkounlZK9WDVrRFRDgErHu3bIrMZ4KX2gNvXaC8lgK0Ra4sdMyJgxVhBGFVXc/V4Sb4PpyHItGFNK8iiJIolKDEGq9qpG5kmYXDojojLNk2Nt690oKV73ckIBQW8fiBVshvqrbFshOiU+3rp1aNvmFD9j6N2Y4XkFb4p1yvOi0wDq/uV0pgTorqujKvaIdoscMpBOGGH0GLMlZtYfIce6VgfaGU0XUbBTaqOCrCSeORknXjUxCEiYIgrBUEYe2xY2UUc6hKGL8EuGmtfjud3LJacaWZt4YVnnWvnTPhgQ8FIlmQBln1vGH7p9cBL+ah+boHjc/l15eAj/WOUsz4ZAzw0ZW6zXX+nof0DS+r6I6xoiCpScT9u05Ji4vVTtL1g56MeDyhfj0GXPJG5OMYp6IUesNzY4Mp2C1mYfEhD0YucaN58SuGH7U9nI0V4eawS1SqC61rcFGmZMjtXoGab3EMy61fASv1mUVDlEifxxZ8R0BeMsm2Lm04HYH4GjjmyY14vG4BLiMCTB0hlT3edjgC3dWTqspginYPjta5iHvooYDa+Dokqp+XOr4/lRdGDdK/nw5h/xoAgM1bvmxM8yTilF3lJsZrvEHNX6ZXMSqP+dQL25X+6Thawl+OVVv7PgCMkyKC0qIvlsdJi0vH6bY34sWflH6Je06ShY1miAQAK2MQzHFYgfiQ/tpRBTa3JSgbqyIA/HcoMWwAYN7VwAeX6d4LqfdjTI2l/+JESA2wL6yuRbw2cDeKbOpsaYk0VMJsfaTNqXMYqTNyImScidq8k4k7RrpPY78FbtcH2ViEhNhUxVxCCB6BqvkqEXPByOF+MbY2KghEj9Dn1U5B6yz1vLk9nK3qBcUDVXf0wk5qoaob09W84QjXMasV+Z910rTy7ixGzQcmLQcsFpwKGQebUoLqup6wREHeGJaoojXzQE0YJ/jP/1lFCV8cimJjuB7WhI2DZRe9tBzvrorsvNMaca0ojFpwBJo+adLY0NSmiRARghX5SFTVk+4+FYA/QiZNJ5IBAP+bS+jfa98kr+ddDSybpT+uokCdInrNi44CggXx1XKQ7BBhQwhBWGV1VIDUAoZhwTYxB3UPKGUciShGiSVeaSANYJ+ornHcHs7GrnAmabZucygZqVzJAAAgAElEQVQtKqTs5SFbDEyfxkPkTCic8diwLx+vL9uFS9eoe6xd0Ub93RP8t2O08znVtupMJhDh8qnxVgioiqWvUJ6rikU3TovK8/908HLsg8LAKQrZ5Hk9XihVlbgUSwH40zayZmxN7IpPQj2wrO4tlfozKgsV4aTtB8BWetYEoCPii6L4uiiKeaIo5lWrFjmyWKVRM09VtySDGgZiGMeLfEpT3slrUHjJB9glMtmi/81Bq+p2nGAyCjssdbE9rElAnvgr+vlsXRj9mPJAsMCy7p2Ih4icLF6RM7IK2ukwYxjdewDodIPxwQBxvrpMiZxtA+D3KwtMCfRG0QqLkumgjWNv8Ss0hlLmIS9AHHxWj6r3Ts68/sC+/wGLHwAKFGqYPLnNGwV8r8kmGeHwZuA/dYENHwJf3RbTW6oXkoL4Bzano8HxWSi1RlYsCkTKpMUAdrE5zPTDOsrpjQUAK3Ych01UJv33Vu3BRXM2c489GlIXGx8U07jHqXDkd2DnT/x9vuhiEyg6plYrAxBnlYqsJbppMkPv3RDm1/tQh+zJwEh8G2qPX8PNcLyIb9yFWMph0Ae4JWdUMg4CjJz2XwPfjf4bJKzapaaLTfuMXGdqdHkDIVhiaNeQECqAXdQbS3YEgb+XAfvWKNtCpcq5b+e0Iyg4RCT+5UyaxkBbNgtYM0e9rQy9zE5osq9B2HCkWG1Y7CsmY/6EP/LYp8IjR3zG4ip+dg6JlBV0xkemwQMx3QsAsCMgt6boYmVKusUQcPoAUHhE3SMuVuxebrxPFIEVz8NWchSvXqFQmReH2mKzGL3mbaztWwCA18Agf2flblz31hoEQ2GUhKzceWlTuC7yr/wGuGM7EVWgiJTpdyXKFK/dduOAlaAJ8tCMLKWD28J+2Kzkb0dIkzU8WxkdCl8R8NtbEQ9JSU7BB8G+3H1HRZKR2nlUqS8ND3sNRYlKJc6LwWEokXrx+ZlA3rJQC2wVNeJd7PWXngFRDANjv8efPYkYTMiAVn20JKx3AlkEpGt9cD3JHC6ZoayrdA7ZuhD4kanNXXQPsIMvmHZGKJHm09KThC1lcwJBP3HSRCuue0uZBwtAHAevaIeNGS8OIYQixGHTAaUsZa9YHe29s/F3uDreDg7AAP9M9PE/g2KfNK5ofbfkAL+acBOeCOiD5ioIAhAvOWCuZPikVic7j6vHbvp+dQDssJiKw9r5jl03IzC2Kh20djscBILkd3hhRwEjPHNajEOyVTnHopBVplinWkpQEFTG2qK0a3Cb/wb8aiMiYie8Au4MTEKBM0JZTRVGRThp/wPQQBCEuoIgOACMBPBllPf8oxAKi/DTaKkI5D36Azo8tgTHi3zYY6mJopw+eDfEyFa7khFv8SNfTIBPJO/bJ2RhSTjGyGh5UFZaZMEBYG3k7NVDX/6Obr7nMcRHaCZeOHDKyWe6/m3JwVvBgZibaCBVfYZYvV1xnEpCeqPq003HddsWhLthS7gOAHU2p0h0o0EtjlN4ao+eRsab3PauBn54WL+d4rjkfP8ZRRacA+pMniqOHPX18/rpxIC23lfR1zcTRT7FuGH79+w4yldmm792H1aESSuAwb7H8Nn6A6rM2hFR6XWzVlTTRZeGWkU/sVe6AO+Wo4aLYlYD4Dl1Swx5kTq0Afh2GgSm3+ERCz/YUBS0QBRFvBoaikkB4mCfLg3oasBCYRG50xfJr0XvadkAFcUwrnjtVzS8/1t5/8fH6uCaN1ZH7ZXkDYTw9aZD3H0KNVFQKWTuSVOK9FeElExHSugYAj79+E0p3A68cxHw6Xh5W5yfeX4+4AiCvNAGeK2HEtjQZtJ+nAF8wwj/bPwIWPMa93fwUCDqsyoWpuXBy8GhmBC4A3tOFOPy1zk1Zhx8uFGhDG/ar6YPn6zN0KDO2FhnxgYjvLM+UW1sWwIlyApx7m3ACzzbFHi6IWliq/roGOb19y9R/n7vEmDvKhI0OLGTzGmLHwBe7w0c3SYfFoQVTwZ4yrB8eEW+I/vEoq1Y+ucx7M8vRWkghNOSkbsspNBEr/JPxy9/F/AFpEbMQShTTWu965ONeGaxUu+z9Wgp3hUv0L6Ti7DckJtcNyHkh5uqvGqdtMBZrmH5+Ulg2cyIh7jjk3AIaTgskizyf4P95X0vBIcDAJwMNf/RfS3R/Kji6DwdvBzF0txeGlTWiNGBaQhqFWGZTFpYsm/EcAjI6YiDWeR7jZpLHyqK0Ul7vRf5/5dZwIrnyd82l2oski8WgdWvAO/FWB8aDWwmL1AKLH+WrNvuVJItDPlgQwgFfhG7T5Tgev+teCgwWl7TunFURIuEOOw5rn4+jyEZvf3P4qHgdfK2Yr+0ttLsseSk+K0efB+Ogf5dLLEkUmojYOAkp+xXO7PxCUk47NU8o6yTFipnFnn38jN/TqiT5i+SM2leOBBg6uqDsGJHai/5dUHQJmdqnaIXx7xWeKXgQ9jiwOfh7thykPy+Y1IQle4/33DGTpooikEAUwB8B2ArgI9FUdSP4PMRl74Z02GT31+Hi18h0ZZSv/Lwd3p8CXrOXApvIIxV4aY4lSgZp95TwNE/UAInVkvUhf1CFv4IG8jQRwPbTPvtIcC7zET2++fAginAw8kkmk0X9eejKEBtjs7Jf+fXPdgvVsN+kRgeAoASOLA7rF9sixCHh4PX4jg4TWErABam8WYxpybNSLKYStayoiiF8EBwcqRlrQ51PytAP0GJIvDmAGD5M0TV88BvwILJ6gg47dsRoQm6kTLWMZDF2R8gn/d6cDA+CvbSHeePJBzCAXWiTiIRO8VsFd2R/duowDi/JIBJgdvQ1zcTv4t1dT1//gjXxrpwLu4NjMMBUU1dC8KGaxJIlqUgMYo6abkNZul8/MUkcvvrbCViCwCrZqvux8ArJgNdbtKpyX3w22HUnaZ2rmcv3YkLX/hFte2E5EQ/GLgWAPDu0s34+M8wwvGZ+K7mrVj9t5rWNGflPvzy13F8seEAIuG+L7bgy418xUC6qBXAg49CvfHfYH+08M7FpQeU6GxtiyJ6koF8dNv6iPx6ueTAJQUkihijnJjujJLBkSKgMdeksUq4MeAE9M8jbTcBADODI7FXrI6eM5fib8lQiqRwCZBgDMVP29T0UG8IuM5/F3ZZaqubU5cHbGCHqcX9o6VaMS7nl6n89x9hMtLaRtBPNyLze2GM8tI7fgDWvgV8MpbQJQ9uINsLDwKfKU55EFYcQwpWOoiow9xgZCeoVLThnZW7sWw7uY5/HSnEyz/tkJua3/3pJlzw/C9yu4HXQkOwIVwfP4daoggenCzy4atN+nE9398ZrzZ6Azf7p6Cf7z8AgI/X7scLSxSWyYFTpdiU0D2mnx+SDEIrFVYIeiHIRqJmPj7bThpvbjuxEyhmMucSBTQkkPWsGC7cH7gOALAhTDJmLkbY6s0VelXg06VkrSyNxnBjSggKJYfukJiKV3/eiTFvkxINNpjH4mixGNlJ2/ur8T6bE/iWqdMOlJZ5voiK75g2HaUngR8eAo7+TkpVDm+SBd+OFZPf9124A94ODeJ8kILTYY/h9WBBnWT0fRAYMQeo3wcAcSICUdZtURRxvL0U7IrPjN3xsLtRBA29m13/tFTXWHBoE/D2YJIF1SJQStoZxRJE2i2tnb+9I6vhjuiQixBzLXaLmVjX/F7kxxNaZzFc8IWV/YVhOxrf/y0+X78fPinQScf58ULy23i1x+cDKqRyUBTFbwCUPS1Q1dH8ErKYRcG3vx9GI2lCO1mkRKaDUpSDpss3dnwGPRcrqnw2VxwsUj1NoRDHraWKCd4CqWeGqAz4o9sIlW4vU8j94wwgbyyw6G4g30DSvUZbvSPCAUt1LAFxKNaH68MbCGN+qCemWtT9dqgTsHZPBaq5MWCbe5dwah/8BpHebFsBJLsBR8RkVBdOoRguZFSrBuzQHHxqr+792P4t0IZp1uovJjUs4SAwp4+yff17wB1/kgavdPFjjYIuNwMrX5Bfhj3pQKlerYyiVJqbi0Q3fhMbYCSWqn9vGTNpw6yzcapEGbuBoHJ/WSeNKiFq4QuGUAIXdorZqJnilt/zaGAU7rO/j0ShBCP8xCFoIKh/l4Awit3ZwE0HkbjlM74sPcXHo4GRnDo+b4EsLQ1/CVmEU+uR9gGsw0BrppY8rM+CslkKZyIw4FFgm3paM6qz2Ha4EKIoykphxwvJeFwcaoeH7e9gfqgnNi/4EzNcL6B9USoATg8cRFZlBIAN+/iCMQCwU6yBxwJXYUGoK7xw4oEgEVahhjEAeKD85iSr2ggtlZ5jd6ne4E8/aEA11YLWmVlspNZD2/T+5C4+XTwKDjOZ7p1XLQfe3AtH2NiIHuF7CKWuDCzSbA+GwvKixxotz/6wHbf0U+o6vP4QloZb4w9rR6yJ4HBuOXAaWw8V4LI8fW8ngMyTwVBIqdxm5pCwTT3fW8Ix1ABrG0EXHQHWv0v+Xfc1aQIdDZs+Uv7ez++jRA3ssCSStcmA/ktRGrbjwS9JbHb3k4MxfPZKlcFKgxK0D+hJMRHD/Q/L2d+HFhJ654CmmXI7k0AojKmf0H6iXQy/O7/Yj0yXB+An+VVoVStVdR4I+pRIvtYpC55lJ82tr2XX1h3GxZN6m3iXA/CS+f/d0AB8GOqDoHTP2Eya1SLoKIknJXGL4oB6LvcGpWsyfonOYSz0h3Gffwp2OJti6yIly+Vx2FDg1TsmhUEBwUiBmvnXAgdv5e8TLOq2L48Z0NQO/EayXpnN+fsjYdvXyt8ljBPsTgX2KZn4An/szZhPix4UGjhpz49sjVs+IgER+bmwOZBffxhSpDVj78kSuAzsFIpQWETfFU1w2vsBlp4sRRHn2vPgt7h04ksIMvNNeZy0w9KzyevntuIF0gZl0zxg9AL9fh7++o78AzCsfS781dvg1Lb1ONZgJPZ858GAFrUQ9wd5zguFBPjCyr3ZK9X/3TZvoyxEs/nAafx9vFguRzhiUKpR1XHudDfPA6zcoafIGYE+ACU+fY0HLTwNpamLO23OOLlfT4noihr5NQRdTIqZaPCHI9UOGkXREWBzhIalV7wLVIss/nFn4Hp4A2FZFtoPO4b7HsYE/x14f/UezA4NxYnxa2Vp/b3hanjcf4X8/hJ/OeoqosDnUepCCnx6Q9cok+a0kOv/XHAEZtR5B6Xjl2HVvf3hjuOoP57iFGQvuBEoYCLAvkLjgvdD0qRGjYF9jNpazfaqQxOrMypOo/Xs4XnChXgrOBBzQhciX9RnGf48VsqtGTSC1emWjXQA8IeURTrAZMVsBk6ahYm6egMhOUCxPExoTXGMc3BCVNcXWSAiNc5Jrpszcq0dtn1FKFtaHNsGbJwHfDYR+PZuUtux+H7g84lEIIeC0jp4NFXWaaYZD00WJVIT2WKJ+uMNhHDwFLnHB5GOOt4P5PqeQm9Q5fRqEa3fXnHESK2AOaEhOAq1oIaXoZ2y0syJJ7eojmuekw7RYoOlNIJEejRQIRyrndRdvjsMeJtpIP1CG302KAasC5O58+7ABLm9g7beSHW82BDbfSm6Z8DL0EkLtZFl1XHkOh0t9OG1n3caHjfkxeWMI6HH15sPqWvSGg7CT5lj8F6wL0SDBsER4eU0Tad4m9+WIyKK+QIzVJ6dZmzsUSS9T/mVcTt1/kbDjAIVpTkuJkpKi+r5hB3fhRwDtM49X+u25Zf44XErwYDNEoWdl5lKdZPfleaWzjfkU85h8f3qyH8MgivlRjikz9xFGM8UnvgkbH1kEBLt5DyLpTk7yMxLrBIxna4fC1wlZ0NPSPXGJUGNk0azMjXzgJyOqn0FpUEsDHfBKYfaYZJr7wF09z0r/91AOAC3i3m+MpoBTs2aukItZCHjq1vVgQQjzOkDvBqjfP+qV4A/mZAN65ixYi0a0TfWEYiG/LDHcH7umpuOhVNIAKXYF8K3Ww6hzj1fo82MxXLgzRcM4xhSMDUwEc9L1FUtvtx4UM4Q7ThahEJvFAVuCVuOcc6LpTie3gf89nbZymLo+HVx2FFUlGXXUuDYn/r98jkYnL/djcs7N0DymI/RoNsIbJ0xCLVSPbBKz0iBGAdbUFlHvgspNNFDp5TgSu9ZS7HzGDnPUyV+wxrKqgzTSYuAq+ZGr22gN51mij4O9TQ81qVpUFnNLchR7lI4I5eX97nfeN+80eRBOMlkx4wyZYc28rdTOOL5PeIYfBLqiSYPfItjhT6M7kwomuvFBiiEB+v3ngIEC1Jq5AKjPgYGPYUbq72FXSFFbei+z7cYfXSZcKV/Oi7wPYFLfQ/gcA3CkV/z90ks2qY3MkvApw9aQ2SRGT5yPF4a0wvumq2QkejiXwOvgUDFEYbd6yswFkQoPESERk5oUnTpjdQtCQCgNhM55kTHj/tteDh4LUrhQgknA3v7/C34dsth3XYjaJ2vmd8pEyvrVIQMJnG1kxaWa6totqJ+ovIZH92iUKf81jh8Ge6CBJdkZDRgajeNsOMH/bY1rxOHbNM8YN1/jd+70CB6CwDfM02L6T30qEVN/BpRmteuUQRp8iXjp/H932L8fzkKsBLCERbCYFjE3hMlmPXdn3xhnhjoNFr4mHNmjW1h1WzVcVnxNggWe2RHIFbQNiV7fyURbxaFmror3iKvwQGxGup538NCaz84JMqtwEhWexxWeTtFKCyqrlefWUvxLFPLxNIdAXXtJVtr88QiTX1MGZBf7FdlMtHjLtQaMQPPuW7EgBY53PdsqcuwNxyaAIyBUyVDO2YOGTuQ3M+TqFeZAjFcnVIDbJsQ2Ulbf1AxjOb/ZswAWBwmz0s+h74KqMd3tCzBV5sO4p5PN2HnsWK4Pcq9bFBHuq4LJuvfJBl5GXHSWAn61MZqMROY5WXSAl6iAlheHNpIqKkLbwEer0ECdstmEoPXH0Mq0BkPt8MKQTrnYs66ZmWmchpgmxMagk/SiVDWqdIArn93LX74U81qodRUFit3HMeOo4WyM3DotNpxpTavw2rBPlHJfm0R6yI5gQlWCha9mNDZQslJQp/8cCS5f+GwumWKKpOWAlzzhfySUu6euoQEG/s1Uasmsli+P4Clf/Kfz1SPA3FO8llfbzqIj/6niFit2HEc4bAozz/zQ73wQnAEbvMromo3+yfjpeDF2HlMGSP5JX71etDKWHSErgFzsxlqIps5fnswGZMnjANSZQMzCF/uQK55yUlSavC7cn1RasAMMbChQpe8gbnBCzD1pyK4AmT85qe0RAGU4O6pEr3jl+KxIywqFMjzCaaTFgUvB4fi+aBxsSqtfyhAPOp538OckHE0k6UhAEDbLAfqp5HFxQsn+N0MJPS4E2hoUBdwZDMwf4y6EbMRtA6CFo54hf4RA9x2PYc61eOAxSKQwthOkxDnUE/O248SLnSJP4jbP96AEwbqeNHwa7gZtoq1sVZsjKBknFz+2q84JjnMn4a644X6c1DX+55hg2tvIonK187RNF9uMlT5e7rk7BipCLILu6/QOBq18GZgTi9CtWPR5mr9pBTPLAYWK9B5Ckb775Y3sYtlXsfu2FrzcjwcULdjOFoY+3XV0hhZ/rafcdJm/7SD6zywPm2RL4i9kiz8SSnLZ6/fE69d0w4PDGmKhlmKUf5Rv5XYK1aHyy6NOUccMGaRcSNoI0SqoWQl2Xdq1MG00V0K6jQn1QRqK9Fats7iqUtaYGCzTMwZTaJ46/bmx5Ql/nWnOohAG5YDQIkviCEv/oKXftqhkn6miJxJU7D63r6onkidd+XziwyCFQBIbYbNAYRibL1hcxGHmFe7E8mZOM0Y8dl5QGeNMU0bQDPzUABWPDuyLVbc3Qd2q6auCMDI9jmqcUpBF+xAKIxdx4vxxnIleEUDCB3qkug5G5XmZXEiwShrnei2qzNp1RohNyMBa+/rh8xkTiavTnc0b8kYkAkaqhelSzbht7fAvKvV9a+HNkQ+ca3DIRl63Wxb8Z9LWqJNE1LnFFFOHcBLS2NYewDcEZiEBb2/U2V+WNDrLooidp8wrtkFgCkfrJeN3Xgmk+ZKqUn+2Pih/k3UQKTXyFugDkqwax8d17+9Q4zLHx4G3hxIRIjKg9J8Iq7zyRhCTwWAb6YCPz4KvNxJorJGydxQloZ0blSmvEMdJQNEWQzarEGPhqR2/OCpUnz3+xH88KeaKVQaCKHUH8JzP2yHNxCCKIq4au5q9HtmWdTnQfvsvRfqj+w0Zm4VBMNea+WCUZYzFCTqs+zzyK7Pj1UnDlugFEipQ7axTlpmSyBRET/7WyTPH2UN0SbcPOz1GbeMsFgExEsCNV9sUNdeBkOi7vqFYMXnYaXO8stwV8wKXoEUj/L9Uz/ZhLnSfPbJpM7AsFeQJ/JVgrc/eiFmXNwMozorSp/coECRRHX3lxhnwAoOkrrWSPXhpZqylmCp4gD+8CCpo/UX64+j0NLkJTgym+DR4DUQYUGB5HAdbjhKdYw/FEbvRmoF+dwM4sSZTto/CHTBnhkciWeDSnNqfzCsmvz6PfOz/HeYQ99goXVorIEipHnIgzu6Z1NUy5H6ZnS7DRj5gfbtpJFtx0n8Dy85rmTPtNFXFtGcNKtNmUyv/gyYth+4yyArB73jCQA/Te2leq2dgKioxNT5m/DZugN48Uf1ORX7grjlo/WG0uY8sFFwL5yo4/0AdwZvQJfu/VQNTOdN7KR634Ges4Dhr+lltFPrAtOPkN9OHSgjNcYSZhHwno7cSJiXybS59P2FtNmFgY/hluv5935ir0bY0PJ+bBPVkfmgZpEu8Qfxp0GvMztHEIQanqwIyA9bj2LXcb3xZFSrVgIXjo9fA1z0HAY2y8TYbowz7EpmMnDM+2t3Afpz1DFrlFP9NFJtiZEoBL3nNicwRrnvLN0x0UWik2nx5Hm55aMNuPczftsBFuxtGeqbga4+pRZx8dYjco1HkNO7RsvWGNFGMShmXtpS/jvJbVfRnihG+u/HL3UNsomlpwCXcZN3HYJe4Mub1DQi+bMYCpF2LLNGsc2lpgePWQQ0vVh6oYyJ2wY1w9BWNZAS54BdShXYaIZq4s9wO/hL2eWv/YoZX/0hZzlZrJw+EINbZKFvYxIQYamQB06VrR4pEBJx4/u/4Yc/1PV8TpsFAnXSbvsjOp03syXz+6Efn9slRdAUTVApW6L7bPsKOLwRWP4c8FTd6PSlIxpWQwvS+85Svzcub18Lzr7T8VPNG/Fl2LgmrCzwwQFHqrFAFs0MzF+7H6PfXGN4nBaqFgCR2rXskdoR0EDEds3YZQSosPNH8v/qV8n/y59RnN6yioosmQFs+Uw6B6a5Om0rcnovUHhY3ayYh2Tp2gWUIFh2shsfT+qM72/rQXaFRITCIro++SP3IygVWyvs4Q2E8PbK3Xjuh7/w3qo9sioeoG/78dhwdR0Ynca3t70Pi0MkyFA9hbFDBEtsvRNjhbY2k2L5s0R9lg3GaYOra14jdfeUJcE6can1lNpmEMEKm0VA70YZeHhoMzx4kXEfQCrPbwSPU7ne7GNZ5AvIwSSWDXB1pxxdywqtUMipkgDS4hzIq5MKCAKevIKhqdIA5AUz4bBZcE3nOnC7GNaNj+Ok/f45+f+TsSQDFvQDP/9H3erpla6EkspLCogicaC1a66/RKkNz99NghSb50dw0qK3Z5lRcCFeto5CYUN9EoV1ZgHSNB04PxUeTSfNAH8c5GdNGt63CKPmklqiSLUlPMiULgpPulwg2ygnCzMnXULEJfo+CNTrpRyXLqlCupOBC57if3iglPB/AVV/Lx1iybbljSXCCZktSKNFTnNuCjkDIuHpy1rJxiuFVqbXHwwjHBbx9WZCe9JGTL/YcAALNhzE098TapI3EEKde77GqxFqQ3zBsNykEwAyEpz4+4nBaJ6tGJ1vjWmPDnVTMaKtYthaauUBrQykpu0u8tuj0D9VnHZfYWQnLdL33LQOqC4tfvF6WkW72vz74LBZ4LRZUKxRhJzx1R+q1ze8tw4Dn1sW87il9Bft8R+s1guo0MDFwGZ6Zc+EzFylGSrFnX8Bt2yUcww6H6/RhdAhrb5+25mCc50B6OmnEoKM4lSytBA0rK4YIzwHNhI2ifVxcc/2uLFXfaTHO7Fih2IMFfmiLygep3I+2SnKOTusFi7/fqeYjbT+d/A/LOTX0Tsx5lv+sWzGIYJKKQBiUHVlGol+zGR8bQ7FIa7XizjoTnXNIgAMaZUji7LYbZpMmsXGzegDJOP8xvK/8e3vCvWXZi4zElx4eVRbVE8k388u4Ic1tC5RJDRUtv0Bmz0r9gXxzebDOpprICQqThpPSOGefUDrUUAdKWpuc8jNbQGoJPsBKFRf7fY8hiLpKyTR6tKTxvemegv+dkEgzbkvlyjDDg/+V/NahGDFmlrjVIduDfPpmtGQ5DE21oukmu4ft5WNUqgSYUnQOGn1egMTlyqv/16mUi5VfxCTMfpZWmt5jq6RcclDoJRIzH99u35fAZNVPvk3XzyERVZL1ct8JMDjIGO/bjpxEp76dhs27Dul6m8JkHXXbbdigZTJCWsCyr5ACAVScLrIF8Qxhokxd7k6UDuqY23Uq6Y4JTRLdLL5WEwIkPnF7mTWI7s7uuJrrFj/Pj/b/+VNwE+kHZCKRmekJEmdM7Y0xJWkmn+KRDeCYSIIdW2XOohz2vDosOY4nCE9r4nZwLjFeCvrQcPTfes6Um/uYeYolvJeUBrEnfNJ8HZSr/r49IbO2P3kYFzarhba+l5DS+/r8rGzvlfo2hQ0ywcA/Zoy6+/FLwHtJwDtrlO2saJNvLmBUtH/XiYdUwT89BjJ0AMkqEADcHItPvN8rHyBZCuLNSUngWLCCNLCK92n8T+qSx1sxvXC46RAbzHcmFk8GOmJ+qybU2OX1kohx5SaTto/B9oJDlAWZUoFM4qafzChI8Z0raPbnuiyAw0Gkijo8NeJetzgp4FBTwE1O5CDqPqfIw644D/AxS8T1QBlyoYAACAASURBVC4WF3B6qfgKVKpEhohWkwYAba8Bpu1TG7BjONFyqOvsaqd5cEm7mrpjtNGLIl9QUZICdDxup/SZpRJ1jKa15/7CUJU0tC9/KKxKZU8fTMRP2GxC70YZEAQBz1yutB+Id5aDJ9//EWAKU2fD0gaiOWm1OgFDnlVR6GQjNa2+YvzyWgAAuKWvnmrjsFlQNz1OL7ELYA/jAP8syWPznDRt1g0gz4AvGNId/8byv3W0O18wjE71UjH9wqbQwmnjTM7xGYA7WX6mLFpHOK0+yXCyiKF2qcyIlkmjGPkhVjm7gM3upMQRo4MdQ0Z9gyJhbNe6uGtQY+RmqCOx2pocXg81lkrcpb7yWywWAW1yUnTH735yMJrWSAQue1t/IiG/YiS6koHrlwG1O/NP2sFkhNisGQ8hP9fxAkCy9pTaYpF+C1V2Y2rOWKfQLvWbe5EW16fU4WYNWTywQKkb7el/DpsGzJNf00ATO0+VaOYsXzCMS15dickfrJOfB9Yhn/U9nxoUDIeVZu08I9WVCAybDaRLz7V23NFgQZurNW9kntdpB9QKs4WMA0LFjnoxkuMA0HQokMjM1WO/A26QjNnEGoBDMXzaSuOouMvd7CfgYv8MYMKPGOZ7BGVBJMrYLqnI36j2lYdx3epiXF+mpYw28FKjNclQUrzDoYr2lCTfuUIGnHMpiTLmWRTHKEBWcIDUREnZTB1ajtQpox4RU3B1J5JdY+uKx76tV+2c3DtXrosi0AqHhPHFetIC5K+jRThaEJnJ8sVkZQ1LkOZANlhib3OVcrDdoxpTZ4QFN/KFn9haZPY+srXGLCjN+jjD5HElqgJ0PHGhqzvVRuaE+cDQF4GJPwO1OmB7tf664yh6S5l6C3N/ChhbZd7afdgo9WksKA3IwVi33YpCeFT1Vjy0q62f5wGQNXTwLBL4oUitB/SRrgeP7liaTyijdK7SZiHZemIaYGADG6teIf9rFR+fb0VoqCzCISXY4U5WlzhEcOinDlT3Wc1K0t8jrc1RUwpgesuxPp9rmE4aB6Io4tWf9Rmn95kMwqHTpfh0Hb9AulmNJDm6xSLeZSNiGrdsAFpdQagviVlAp0n8otqO15PFOV4TNe04kUSmMznR0LLQlcqCao25m93M7/zxjl7cY0r8eietOEKWgE70Cu1LajzKrCkXvbhc9Z7TpQGVFPDFrflNtSmoTKsuuxkL6vYA0nNJHy2AiFZQ+AqgWtQnMJSTMYuAcd+RqHdarrKdnZB63k0MUnY/g9v66/uIuWxWtK6VjEJRP1m9sERPb915tBj3f7FFzrSEwyI369J71lJM+WA91zn48wjJ1hZ6A/AHw/AFw3DarKrMaqtayWibE9mxCnPurQLNRqsDmLoTuHIecOsWtaOghc0FXPEe0OYa42MAIC7GTFrjCzEzWS3ek8pQKp4fSYzEghjVtgDgui51sPHBAXImRxsweHulOnr93e/66L/HYTx+/3NJS1lRbFc4EyfqMsYpqywoqbAi5FeoPnaP0myVBaVSs/PM7hX647SI5KTRLAilQ9XtoT+OGSCU7vhNuBM+v/h3WUwhVuwXqyGQ3UE5NWm+YYUTfBonzRsIyZmFw6e9mLNsF/o+rVDd2bWBqrV5AyFMnb8JY/134eQFrxID3Aj0t2szzvV6kf8bDFRvp0GcRoMVCiWdjw4zwUNK1Wuk6fFksQFDn1de53QCqusDLACJzq+8pw96N1FnyV8b0wXIbocNIn+uMkJGguKIXp6nDuo9+vVW7D5ejNUMvW7N9L54ZRSf6rxwSjfcP6Qp4hjhEDkrSREo5UfxWdAsPa/OhucQ+CKwVbQoieKkUePUV0AYFUNfItlMLUYwQasRc4Fe92Lj45fK4l0C84ywActejaphzfS+qJbgjDhfLNl2RK51/nrTIbkXmhFYxgzNbrPPoSWlFnDZO+SFw6PM15Hm7VgRjFI3ywaO0jm9N2u0UbLPLPPImaiaa7wGteywu4G2o2XbLMkdW5bwuSvIOnFCQ7+mQUq2pplnQ/JA1w8dDAK9SJIy4Pm7yf9Nhyn79qwAZqQpGa58RtH6pyeALxQxE5RIDhZ7L2gGk9fa448v1K+9pxknLUUJynW9NSJ7iQ3IvXZNO+7c79SoJNdOIwFQM5P2D8Efhwqw9ZA6giCKIlbuVCbbuz7ZpKsPoXDaLNzJ0Khup1zo/whw/S/67VlRmlRHQqMIEs6M8XBDL4V2xk4kRr/vseFqZ7I0EIoosEA/h1JeaISb/fS/mSh2erwDe46XwBfkP4D10uN05/bRhE747MYuERct4xOUJu4Bj+r37Vmprrlh6SusYmMKU5fBRpCaDAEezCcTbNdbSZY1Chw2CwRBQCH0kcp4p34Cm/Teb3h31R58s/kQwmER9e79RnU9WSz+4wg3y3a6NABRFNHioe9x4/vrUOoPwm23qiJYn9/QBZ/eELmWhUYXbZYYpiKrnWS+Gg0Ckmvp6whZxFcn4grsdeZBSxuTT0x/3bTOanq88kxQgyXBFXmxridRkmZe2hIPDW2mWty1Tpr2sq/drY/ex2nuby+mYNrtsKJFTeJM9fE/g729X1QOZKOr1EANBZRMjlHt1JQ1wLULgU7MYv3Xd/xjWRh9ntWuUJfoMey50UAUQ8Nkn+W0OHIP2Ah+Xu0UfHqDQQZQArvQUzYA65j5gmGVncAqht304Xo89g3HiJbw93ESof55+zEEwyKOIRnBpnxJbRlyoEb6UppdbHUlcOcOoJbiVKL/I0Cb0WT+v5KpXabz0a8v6T9fW8NmsZXJWK6hFTlJy0XvRvoAB3UYjPDIxc2QwtAd/3OpPhDQa9ZSVcAtwWknAU4AV3aohW0zBuGStjXx1nXt5fGtgicVaMg4pbR+LFJNFM3iaksFPp3Af99bg4DDUVSKd/1M1CO11C8t2DkoIZPQ3xNrAL2YZudaCmfLy4Bed8NqEVTOGQ/dctNlx5iu13TeeTV4kdzHKtZmvx9M6KjbRoN8TpsFX93UTamPpVkWV5JSamHUamDs9/wMPwAkaOZ6VpHziJrWD0At4BWvp+DD6tBnazpN1gXnWmQno1tu9Gb2sdY60SzySY2TRr/jln6KQxkp8PS4ZFNlJbnQ10hx0og6SzOaW6XWPrzrQ/FfRkDt5yfV+3ySncPWB4YjBCm12fGgT8pIC2R8ULaEhtIbCQObkQDj2K7q+c1ps2DRLd1xR/+G2P7oBUiW5pyFGw/qPqOqw3TSOGD7QlGU+EOqhfqXv9TRsWcuVxYbh9Wicl6yk9346qYYmoyWFbzJOZZmpizVjmLMtyQ1bgQm8n73ICWr1qZWCj6+vjOm9DaOpvZvqp4EGlVP0GXS2IJ7Vmhkw75T6CNFrI8W+lR1ZxSNMxNxpNALnxQJp1kNikW3dsfvD6sj0W6HVabxlBmRFvttX6lfG0Wz2MyCkZpm/4dJltUAHeumoj5TF7D4rkEobX4VxN7T5W350phl6Yn0+t704XodrQsgGR4WPEXBgtIAeswkRe8/bD2Ck8V+pMQ5VFxwSwwGxGXtauGqjjlcGqf+Sw+oX7MRQC3odW8/Qdk2bjGQo3EatVlqAHiIL0H/zOWtcDuTyWTpK9ToF0VRR+e6vX9DNM4k5/PsFa3Rq1E13TMBAHGMk5ZXO0VHnUz26KO6bTSZyjmj87BFM9YpVOIwbCZtuJRtYZ00HrX0xtXEeKzbw7gXoBGMnoPSfCUrwR4z+kvSVHfScnI/mCARO6boPMs6aRN61EOzGpEZBey1oNlfHys+FAip5od5axXJbF5D8TTmnhd5g9h9vBjXv6tQorXtAXSg2RoaALrtd1KfLAhkjLLGo81FmBdlMGZYMQQAQK2OZ5bRmKhkERUVUX0EG1CU1QBy3QVBwE19cvE6074iElx2C7rlpuPx4S1w/5CmcNmtePryVjKNTEbnKcrzzRrg1Enrb0DLHP2l4qS93ku9b/PHyj4A6HSj8vcfC0im4aNR+lrvEzuJgfvV7cCqlyP/QJWTxjgjSUyDdN6aHSN4zwsdr0+LV6nr3xGBPieBpVVTUCfNZrWgeXaS0ty9yVDi/PSfoSgHajOTmS2Awc+QQESz4Xw20DWfq5V42ezNa931xy99AvhOWgd5tD4LJzg76HHFprrqY6DP/Vh4Uze8N17vlGoxQFOLfYVBc3u6NmjZRbQJdo0kJSsWKZN2Vccc7H5yMH6d1lc/1438kJTRGAXGtHO7UV12NNB5m63pi6TKrC0DCXpJxtOdTIKiNDAVSTVSwgcTOuLRYYp4zWWajLzTbkWTrETc1LeBXLMPAIvK0JaoqsB00hhs2n8Kv+05ydVnvOil5Vi50zgi1rex8pBaLIKqViQzyaUSsKhQjFusrjegUfFEfW0YAKJWmK4xiHM6k9qTSJkJgx4nNVPc6FA3FXdqeMJGGNEmG0W+oC6T9sQiJTLNRrR/3HpEc9w2VcF+q5pJiHNaUeILyUYWm+EAINHwyijpHgnstbj6s8jHUkNI2yCclZgtQ8sDQOFXz7u+M5YwFNNaqR64L30FQs+75G3r9ubDGwih2YNKtoN1dHmqd1d3UgsC8PqOFHqD2HeSGD9uuxX5ksoUz0iLBLfDiseHtzAQE9AES7R1IL2mAVPW8nuqUGPXzSxIVrueTqZdsPrPgBEaVE/AzX0bYM30vvjxDnU/RGro7zxWrMtuBcMiXriyDeaOzkOrWsl4e0wHrsPF1pQEQmH8uusEPmacg9JASEUnXXNvX7l+gUYK7VaLYZ2lyl+mY65WJyVK3/pK5Vq6OU5aBkN51jZi5lEjWTjiSY2bFrn9ibADoK67qteTNNU1QLqkqEmfa/Z6DmyWaTgOh7Yicxx7jWg2vZiZk7yBEJpmJWLVtL4AgHlMXyMt3HYr6a0oYeexYvSatVR1DE89VQWafafX3ZOqlt9n5wvtGI4V/R4mgiB37ybNiqmSYHxmxLep0HEScOmbKgNw9b39MKE7+SxKI6fISfWoKOU003vHgEYY0Ez9vbx4zqXtakIQSLDnqo45kZkPAx8Dxkq106wRTpXmOt8ItLxC/77MFvqsCkuRY0VG2JqwggPA8y1JYO6FNtJ3+YEljyhz1e5likokANzHaU3BBop4ypRWB6l/qgBQZ2rX8WJMHdgIn9+od/6ykgzocxysva8fNjzQX67BT9HO4zYHcX4iiI8huTbQfpwyAHjzeWINwjKhWDRV+Tsc5Bv2q14m2RqeiiHPSWPRcCBpexQjutRPl6/BfYOb4KlLW+KD8R3xy129VccZXdujBV5YBLVDre2rGzMaXwi0H2+8Xzu3l7dEhjpdx7aTPmhAZFqx1kkL+clzQlkS2RKl2ahOnEGX+ulyLSYANMlKxK7HOWJjErKT3bisXU18fXMlJEsqGaaTxmDoSytwySu/culdtKBZC4/DisW39UCSx66i4diYjpK0D0+loFYHItlPQXt/tLhE2TZdcnRsbjJZBjUFwW2vLfPXJkoLr6WMFM5Etx2nSwMo1kSSjhcpzgKr7JWo4XqfKgmo5LH7NamOOIcNxf6gTHcsq6NQZrCZtNy+kY+1OYljzNamAerIeLR6CQ0WTO6KL6dEjqze0Ks+MhNd8AXDuh437PjecUy/gFEKGcX+fL3cMevclQZCCIVJBila5uzMoHkuLRYScODV+vAMWYtNvzhrn4UYFCQzElyoV00dpazPZAtSPQ5sm6HQrcJhEQ2rJ6iVt6KA1ix8yjQGLvEHVUYqdQzeHtMeX9/MiSZLoHWBqswcpaVY7eTftAPAoCeV6xZNpMWmcTLHLwGu/tT4eDFMHDk6PwEket7pBlLf+dBpdYPZKKBxGkoJalub1D/OlXrWGY3D6YOb4Je7eqvoe1QdjRVK8AbCcNktyExyoUFGvC4TxgaCHDaLKui0+YA+ExvVSet4AzGWcvvx97NOhEGjVwCR70G3W4m8P31eHHFEMGTc95HPjcUFTwHNL9FtnnZBE/w6rQ8GNFU7XoFQWJ6P3x/fkVvkT/H6NWqnPCPBiVmXRXH+jcA+56qeWpxx4UrSzwusM+bT1CxR8PpIbXgP+OVpYOnj5DVLdWw6TP/cAEAyExRjenTJTkvzS2IW3Xh/fEcMa60OtrK/mJ1BJ/fO5QaPh7fh13Nf36Me1t+vFshIj3ci2ePAxB71sfvJwZGd6IlLI588Ba+fmtWuVmw88Jt6v6+An8X5aBTJpNk1mf9oTlo5kC3NKVTuvUtuuvw3hZZlQWmnRwq8upIMi0VAC+n+zLy0JeaMzsN1Xergt/sM5ohYob2+5Q36UARLgU0fAdu+QcQ+f1pHOuglPeooLbPTZCKSV79PuU6DtUW1dFKb1YKZl7VCbkaE9lRVFOeoBXzVA6tgZ1TbxINFENBAkuBecntPbJP6ULWsSYycKb1zuWIPFQp24s9uR/rxBL3ACqkw3O4iWQfK02fpBiPmEn57GbF0au8yFWG+cGUbHDntRaE3gEJvEJ9LoitjutbBWyt2yxE4URRVKWmtoEWCy6Yq8B/WJhuvLduJEn9IphA4KsNJu+QN4FNJgtqoKafdo+/fIgj8KCJLMShj4+a0eCfS4iNPrHcPagxfIIyP1+7T0ebYa7qX0zA5WRMN/ft4MZw2i5yprJPmwcb9ekOULkB3DWqkaq5abmRrMilGvYmu+5qoltbqCDwriR+oIuMCAJE419rF2V9EnIW9qwi1SVu7EyMSXXZ0qJuKNX+fRGqcQ5W5jVXUwsUcR2rbSlXBnhJ/iCs134tTG8SiY700rNt7Sq7rAaA086XXg2ZGaPBAS4/Tgs2k9X2AXO9IThbN1rHvS6sfvb2FAegIppQgp82KzzhZAS1cdquu0D7FY4fDZsERSdFXFEX4giG5vrJmihs/aRRoE902uY+jw2ZR0bfX71Xk2S0CqS20W6P8zprtgHv0rS24iGRUaTP20ZDTKfoxMcBiEbgOmD8Yxu39G2HCf9eieRQKaqd66jlDa2iV7YSYsc5KkPOMc4tVv52lGrI1VGxwjadq+pUUMKXZM7rWNhtuXG+V3Q74TdqXxGHAlEHpsmtuOuqmx6kaJrOPmBGjZN7ETrBZBdRLj0dKnAPvj++IUXPVatH3XND4zIJwNdqQddRqBz4ebXwc7zssdpLZ+vNr/T6AZKKTsklbo1N7lAbVOxYTsaPEGsCJv5TjK6odAIMxXesiNyMePRsa1DlDHzx68KKmuP3jjcgvCXDtloU3dcPpkoDMNOHR5MuMtAZARlPgqFTLJ/cEdUfuKRoJrKAIi06TFbqvV0MTD/rJM0QDExZLbOU6MSBabez5BDOTJoGtu/Fx1Owonh/ZGvdcoNB+2H4XddLjMKg5iSTmZsRj24xBuHNgo4oVDIkFSdlKCptKD/e6h0gRA+oHQYzd0WKRGueQI0exYGirGpjQo55cEE4XkbFd62JE22zZ8dKqHmmzQL5gSG7yO3tUW9RK9SDOaUORLyjXgHAl388UrDGjjYZm56lV6mJB7a6kPxJAFq9KgMdhRYk/qKJxAerm1A9++bv2bbqF5MCpUtROUyKC7eukYu0evYFCqXg39solzTXPFDTDIp+YwX1Nqw80H0HGPTXI2EwQpfZZbPqspb+IUG1GvA7cvs1Q4S4WxEkOQ6ZEadk2YxCmDmyE8d1jc/zYCLZbupasWEmpPyQ7JWwdUDTcOaARvpzSFY0zGceLNk9vr+59JRsvkbI17H5POtBd6rvmTiHiFX01PYPGfKtcV7aWTVsfWA7EJDjDgOfkCoKAFI8dH/1vH+rc8zX255ciLCrjmc2a0Tkv0WXH/UOa4t1xHeCwKpm09HiHLPgyuXd9/DqtL+aMzqugDLP0GVqqKYuEMlAXKxn3D2mKd8Z2QIe6qdj44ADD/mg39yH1zFqaLo/REjPoc37RC2qaXHNGwOXy/wL3SpLiOifNQB2YpWwVHFLv48n30/X1OOMgZGjmGJZaqbp/5RszLKWucWYCLmqlZNaMggUd66WhXe1UpEiBtq6MWAatUauQMdziUrUDzAOP/m+xEjqcUd/GHx4GTu0ldW/amnF/oZ5GSu93pMxzGWG1COgltfmJhFaM2M2ItopTzlNRBiL3FSwXLBa16Bx9VhLK4QA6o1Alqdw/ABRrqL6Fh4hCZLTegGVAjSQXruyQI6s5/hNgZtIksM6AL6B+WJw2Cxbe1A0OqwV10uOw90QJnly0DYA+08OiQuugoiEtF0hlqFpx6USCnKUXUeSNA7Z+Bez6yVhpqZKgnb88DivqpsXhs3UHUOIPYo8ms3OiWE1H8wbCspNBa3hSPQ7VBFcpmTR2ItFSwcZ+SxbvZ8oQxRYE0h9p2OyKOT8OPE4rwiJwIF8dHQuEjYMQPBwv8qOm1AwyNyMeHeqmYj5Dw5O/rzxKmbHgzh3AiudIPUw0DH6GOA5sgb/FCoRCpJYwbyypIWlzDbD+XaCxZMAJAr8epAyg1JWhrYiB57JbMTmCoI4WjTMTJcc6hG656Vi395TqmvqCYTjtFqy+t2+ZJOetFkHO7MtIzOILpFBDM6qTJjkKWoOqy03A5k+U1w+cVDvGOZ2Bg+uAPvfzqV8x4tFhzfHoV3/osr4s1t/fH19sOICHFyrqb0Zzg9tuxRGJ7vj7QaLsS+fvjvXS5PGekejEgVOl8DisclNVp80iZ/EzElw4XuRHTqoHUweSYF7/prHX+ESEzUUi3ZGCQWWkTlcm6PWJhtsHNMLtA/Q1zWWpjdKhbk9g/XtK3R1Fbj/+uNc6aR5NXUzDC4Dti5TgBqDPOhhl+gHgCKMEOX4JYVzMlNZrTxppz8LLogHg9mmLAEEQ8M7YDkiPd+hEJajU+5CWsc91747roAuWnhG0okPaHoA8J40aDozKqwq/S7XhBQfU9FEKbd0l/TwjenEl4vmRbXQ1q2cdbF09TTQk1FBk+TtPAXrfCyx+gFB8lz/D/5ykbOAoX2gLgL6VDYudS8j/cQb3tBxYOS1K+cl5CNNJk7CK6ctC6Y7dctPRqlYSbu7bQJWdcTmUSaQMTITKxU2/6bc14TTtBMgEVb0ZcdKMqHuVhFv7NcRbK3bLr+OcNmRJ0eljhT45o3lZu5qY/9t+Va1avfQ4HC/y4feDZFKgdR6XtquJJySnGShv/DEK2JoAradJsw/0WuaNBda+WRlnUSZ4JCNz/H/XqraXZ8w6bRasv78/HDaLTOkFCK3yqo45+G7LYXRvEL3gt1yIr0ZEAWKBxQr0VfczU2XScvsqRtrFHKnyM8D9Q5qifd1UHW2rLFh7Xz+IInEQXvhxh1wvBZBIq8NqMe6LUxHgyTHf+Zc+mEPpkCGf/niWTq11GmimoCzNgDm4sEUWLmwR2dBMiXOoMsCRwEa/ZTlx6flJi1fmyBRJoIR9hljHj1JKWdXVCkc0B5pi2n7gCSPDv2picu/6ePmnnejZsJoi414etLwcqN83dgNQS3/T0n1bXwlc9RHg19PDZbDNlLVg+zU6NI2dXcl6MS+ANBzfvkifmY4BRpQ7Os6HtoogEibhzevycOCUFx6HrWIDcKwIDs9h7nY78OUU/nuNVGJZ8IQwtAqGZQxUViTqpFfRLE9iFjDqU6IaS6/X4KfJ/0ZOWnyGQpvkgZdVHL0A+O/Fyuvkfw41sTJwRk+eIAgzAVwEwA9gJ4Axoijq9YnPA7CZgV3HiiEIwOyr26oaNlKwGbJwlfHSyoje00lUilMEXplIctvRr0l1/LD1CASB9pQj17PQG8QCiQZJBUMWM9L8HqcVv/x1XG5/QGmk2vqsSpsEr/kCEaOajYcA/5sDdJhIVOu0akZnGdqeXQlOmyz1y0OPhtVwXRcyYfZrkoEftioCLk67VabCsMIsNouAJLcdl7ePQmE5l6A0yUitEyoAafFOjOp4ZgsOawzlZsSrBCn8oXB0AYozRetRhJaSx9AgeRLNVHxCK7wC8Jv/UlBBBiN56ApGXIzGJdsn8GghOX86zlkaHqVLpjKOW0aiSw5c0LmMlZ2vcMTqpNk9hF1RdCT6sRWIWZe1irkRrxb0+jasHq9SzCwXyhKh1wUTsogiKZVvdzA1m93vJNngnRoxqO+nwxDdbzfex1NSBUjG6fIIjl85QCsvYinB6NO4AuqfeIjWvqPtNcZOWiwCKjzRI23w6SwziHhonh2l7rey0XqU1ESa2jQC0CBKZnHIs6RU48ORpO1ENIEpAJi6E/hmqpLtzGxJGs7vliiX2my3CRXOdMVfDKC5KIotAWwHMC3K8VUWTbPIA5OR4MSu48XISfVwHTRAyVAA57GT5vCQhaMs9Jix36n645QXtNbDbiE9c+jCPHvpDnwqCYokaVQdl9zRU1drZuPw61vymptWFOr3jqw8NOhJImKR0YTI4LK1EOcA6Qlq53XOtcaS5gDQMjtJXphnj2pHMmeSU+BQ9ZVS7gPvHlQ50DFeCYpelYk4hxVFjCBFIBSuHCovC5sD6HlXdAOX0n95DlkjYylkNB5MxANoHVslg3V6+2r7ahmA0iPpOGdbI1zdqTbGd6uLRy9WevRc0FyhUlFamFb9s0IRa+2rxUpaVMQqSFJBuLRdzahZTiNUehDCCGw0v8NEoprMUqapkyYIJFOvFTWKBh5jZdQnQNdbK0XEwgiU7nhOzRZ7DI7WzeuBcT9w3qtx8HgUeF4mLb2hmtp4jp20zQ8NwCeTzrwm94wwbDZhqNBsVyzrY/XmQLVGyrOhnYum7gK63Ez+pkyuuHTS5oLC5iLZtC43kdc1O5T/N/wLcEYzoiiK34uiSEf7KgDnF7eCAaXZhUURhd6AzklgYbNasOKePtLxZ+X0qgZyOiniI2cAavzQaB59/c1mRdVRe/3rV4tXNfsF1Av6DKmxoVHx7VmB1VZh6kQVgUSX+npVS4hs3IlMltBhsyAlziE3vi4NKIsa26vLdrZFccoDme54fukkxTltKGGbkEt0xyoBGg3nIYwm8gAAEKJJREFUOVuR+i0KAhEPOFPZ5xjhYXrWzb66bZneG5DmEipOkhrnQOf6abhvSFM5qwwAtRmZbUqVrxZFffWMEC2T1mMqkCTV5VgsVapOLRronH7W53FWgZf2UmOzNtrMr72MWT6ek9agP9D/4bJ9zhmCTtfnNLhMn/00DsWTIrUeUKu9frvVplGW5VBBeXOLM4GIhNCG5uUUTKsoJLjsZ1ezIBKaXERKNAYY9wiVQccxrTULh9Q1hHYX+ZyHThNNBAq2YbvNSeakfo+Qno3RlIT/5ajIFX8sgEUV+HlnFVQBLxASUVAaUDXg5MFTVR6w8xBUPZOqNPJEEHgqbDuOFKpesw7Cxa1roHuDdLxwZeUoJZ6PaF0rWVWTY7dYcEtf44Ux0rq9epdSQ8RmNG1VxWmIBBrFK2Org3MNj8Om6icYOBt0x1ghCGQh7vsAf/8lbwCDnjq758QBS3eMpPqayaHWUappk6wEXNmhFuZP6sx9L5vdpKJG2oBSxUB6QKM5uH3uA27bXAnfX/mg626FClWUFXJbCqb+yaFx0myMIEJcDBnas5gtiwRak3ZOg8uCAFy7EBjzTfnezzrP2mchPpOfEaJONhVnYXt2NR4CtJ9QvnP5J8DmJDRGHq1dCxqco4EiMQxMP0zoi+x2LXh9YS0Wfo9TEypEXUkEQfgBAE/Xd7ooigukY6YDCAJ4P8LnTAQwEQBycjjqO+cYtM9NKCyi0BuMWpzPRmhNlA1eqb9aQDJoeMmY9AR95DGk8SJY+e1Elx3vjutYgWd5/kMQBIzuXAczviL0LZtVwK39GuD5JX9xj4+0cLNy2Gwm7ay3lygPrniP9FE7zyJ28U6rnOH/cuNBbD9SpJbRr8pocem5PgMAsfeo+/72HvAGQujw2BJ5G62LtVkteGKEsYgF6/xR0RH2GalwxFqTdh6C0kTPqYQ2dagcEZw0NpM24UfgueaIiLMs0GUEOl2L57pMo26P2I67fpme4miPA0qlXoTaLPGNvwLfa4SjAOX+0WeHddJGGpqtJrSggQuaPRNDxMm7ah5QcNA4ax9L7ZoJLqKuJKIo9hNFsTnnH3XQrgUwBMAoMcKTL4ri66Io5omimFetmnGzv3MFagwFw2EUeoNRM2mUdnRFXhUWTKiiuLZzHdVrC0cBqHl2El69Wt0cd87oPFzXpY4c9T4v6qHOMVTURKsQsYeLyBFF+eomQt9sk6NMsqxRGrVJb1WAOxmo1/Ncn0WZkeCy43QpkcS/+cP1AM5hzc55igSnDX0aZ+DeCxtHPC7RZUdGggtfTO6KuaPz8MKVbWJSwAPUmbTm2aQeJr1S6Y5nhyp6LtCudgrmT+qMyb3rRz+4okGdASowxGbStHRH1lFOrkWUJCOhijhpTbPI+MwoQ5/Fc4qsVqRfJgvt6wGM8q8nle8oOKXgFn12qoBwyHkJ+kzQa0zF0RxxfIVSitx/njT+2cKZqjsOAnA3gJ6iKEbQpq36eGdsBzz2zVZ8/L99KPQGdMp4WgiCgK2PDKr8Qv5/ILSGfbMa+uyA3WLRqR+1rJmMljWTsWTbEe7nmNDDxTpU0WqyOCGW5tlJ+OWu3qoaHPa6W8+zOq/zCZlJLpwuDaCUoTya803ZYLEIePM6Tm2LAVrXKnvEl70njw9vgVEdc1ArNTbp/zIhvQFweHOVMfgrC+3rVFxz2zLBEQcEipUeUqxjFs0xpmIVrUcBF/wHeELTDLuKiBZN6ZOLbg3S5QbV5yVS6gJYqrzuMkWtrMmjltJ7SZ8do35rJiKDir7QTFqsrQwqohH6vxRnOnO8BMAJYLEUoV8limIMHWerHuKcNqTHORAMiwj6Q1EzaUDsVBoTamjrmARBwLDWNfCFJL8PAHabBfYQ3yCl2YRzzdg4HxDnjF2J0UhYRGtwstk4+/lAdzxPQTPGhwsUBUWHGZiocqBS/XEOK9wOK/Iqy8m4+nPgwG9lF60wERuc8UDxUcXwjNSTS7v4UCfNaue3l6giRqrVIpzfDhqg1EWxoiEXzgJO/k3+5rVaoZnPmh2AHncBnW6o3HMsAwThPLBl4quTVh50HNP67rIIsPR9ADi4oeLP7R+OM3LSRFHMjX7U+QPWeYiWSTNRfvAU6rRKR3arYEjtou+nyoMmjJHIqGTS6/nNzd1xstiPq99YLe97fmRrDGkZG70LIPfAHwqfHzVp5yloE+X3Vu2Rt5l0x6oHmkmrdDsrvhrQaFBlf8u/F02Hkaa91DlzRHLSNGsPrXf9h2c5qwSoCEXIr2zrwAh/8MQoqHNhdwF9IvSzOwewCIKu3r7KYdJyUnNGQce7tv9cJJyltiv/NJgrPgPW4NTKl5uoOPAyOuO6qRsa2i0Ww8xP/6ZkYkiNMxfEaGBbGVA1zKY1EtGtQbrquItbZ5fJ4aLZA20jcRMVhxQPGd/r9ubL20y6Y9WD7KRVcTvLRBT0uR+4fSuQIBmeETNpmgwCzaRRQYrJa4iC4Y2rgeGvV/y5/ptBKXf+Yv7+rrecvXOpAHww/jwQPIvPULdfqt0VGPYKMOiJc3dO/xKYnggDttbGzKRVHni1ZPU1zV8tFsGwJ9Rt/RpiVMfayEwyaT/RwLYyqMisV7zLhkJfEFnmPag0JHvIHMTKkZuZtKoHOk/xFGlNnEewWNQ9/ni0RYocTSNi6qQFSsn/1RqRfwCQEVm0xkQZUVNqJF7ToNbU7iJ0PDEE5I0Djv159s6tHOhYLw3f39ZDVr0+LyAIQOurzvVZ/CtgOmkMrCpJd/PSVBZ4hqbFIuD6nvWQnezGBc2zABg3SrZYBNNBixGslLVW2fGBIU3xiCTPX1bMvTYP89fu5/aXMlExoFnK/GKF1mNm0qoeXHYrZl7aEp3rm2IE/yjQjA2vxqlaQ+CaL4CSE+S1U3LSgqVn59z+zajbA3jgZOQm7WO+ATZ8AAx+usrUA0ZCw+oRsrYm/tUwPREGrFNgZtIqD0YNkKdd0ET12qx3OnNEuoZju9Utt5PWrEYSmg1NKu9pmYgB8U4bUjx2nGCdNDOTViVxmdmK5Z8HQQBGzAWy2/L31++t/O2R6qCKjlb+eZmI7KABQE4n8s+EifMcppPGwKpy0sxLU1mIVREwUk8vE7GjR8NqWLb9GHff4BZZMq3ORNVDZpIb+SUB+bXZdsKEibOIlpfFdlztbkBmS6D77ZV7PiZMmPhXwfREGLA+gZEcuYkzh1lXc3Yxd3QefEE+3/3lUQZRYhNVAm67+llx2My2HyZMVDnYXcCkX871WZgwYeIfBtNJ46BlzSTEOc1LU1mI1q/LRMXCYbOYtUznKdbtPaV6bWbSTJgwYcKEiX8HTMuNgQBiADWrkXiOz+SfDaeZDTBholwwnW0TJkyYMGHi3wEzXWTirMNhs+A/l7ZU9fAyYcJEdJjCISZMmDBhwsS/A6aTxoHZlLTycXmMamg1klzo3qBaJZ+NCRPnB8x6ThMmTJgwYeLfAdNJY2CKCVY9rJzW91yfggkTVQZmf0ATJkyYMGHi3wEzLGvChAkTVRSjOuaoXudmxJ+jMzFhwoQJEyZMnE2YThoHJt3RhAkTVQGPDW8h/73r8QvhspuiOyZMmDBhwsS/AaaTxsBkO5owYaKqoU/jDACAJcYm8CZMmDBhwoSJ8x9mTZoJEyZMVGHMHtUW+SX+c30aJkyYMGHChImzCDOTxoEIk+9owoSJqgGX3YqsJPe5Pg0TJkyYMGHCxFlEhThpgiDcKQiCKAhCekV83rmC20HqPeKcZoLRhAkTJkyYMGHChAkT5wZn7I0IglALQH8Ae8/8dM4thrSsgf35pbiuS51zfSomTJgwYcLE/9u7nxC7zjqM49/HafoHW9GStoamsVG7KQppOpRKobQgtXVhdSHUhXYhREoKuhCJdWHdqaCCG0GxGEFbAlosQtUqiptiO5XEJsZqbNOaJjaKiBVBaf25OO+Q6zB30pm5k3Pnnu8HDve97z039z28z/xm3pwzZyRJAzWJM2lfAT4Fm/8awbnXhb23vt0zaZIkSZJ6s65FWpL3AS9W1aEJjUeSJEmSBu2sp4yS/BR48zIvfQa4D7jttXxQkj3AHoAdO3acZW9JkiRJGqbUGv9yc5J3Aj8D/tW6tgMngRuq6s8rvXd+fr4WFhbW9LmSJEmStNkleaqq5pd9ba2LtGU+5DgwX1V/fQ37/gV4fiIfPFlbgbOOXzPPHGiRWRCYA3XMgcAc6IxJZOEtVXXZci/0coeMcYPpW5KFcatZDYc50CKzIDAH6pgDgTnQGRudhYkt0qrq6kn9W5IkSZI0VBP5Y9aSJEmSpMlwkfb/vt73ADQVzIEWmQWBOVDHHAjMgc7Y0CxM7MYhkiRJkqT180yaJEmSJE0RF2lAktuTPJPkWJJ9fY9HGy/J8SRPJzmYZKH1XZrksSR/aI9vGtn/0y0fzyR5T38j13okeSDJ6SSHR/pWPe9Jrm/5OZbkq0lyro9FazcmB/cnebHVhINJ3jvymjmYQUmuSvLzJEeTHEny8dZvTRiQFXJgTRiYJBcmeSLJoZaFz7X+fmpCVQ16A+aAPwJvBc4HDgHX9j0utw2f9+PA1iV9XwT2tfY+4AutfW3LxQXAzpaXub6PwW1N834zsBs4vJ55B54A3gUEeBS4o+9jc1t3Du4HPrnMvuZgRjdgG7C7tS8Bft/m25owoG2FHFgTBra1ebu4tbcAvwJu7KsmeCYNbgCOVdWzVfUf4CHgzp7HpH7cCexv7f3A+0f6H6qqf1fVc8Axutxok6mqXwJ/W9K9qnlPsg14Q1U9Xl0l/vbIe7QJjMnBOOZgRlXVqar6dWu/DBwFrsSaMCgr5GAcczCjqvPP9nRL24qeaoKLtO4L8U8jz0+w8henZkMBP0nyVJI9re+KqjoFXdEGLm/9ZmS2rXber2ztpf3a/O5N8pt2OeTi5SzmYACSXA1cR/c/59aEgVqSA7AmDE6SuSQHgdPAY1XVW01wkdadhlzKW17OvpuqajdwB7A3yc0r7GtGhmncvJuH2fQ14G3ALuAU8KXWbw5mXJKLge8Bn6iqf6y06zJ9ZmFGLJMDa8IAVdWrVbUL2E53VuwdK+y+oVlwkdatbq8aeb4dONnTWHSOVNXJ9ngaeJju8sW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Date Timep (mbar)T (degC)Tpot (K)Tdew (degC)rh (%)VPmax (mbar)VPact (mbar)VPdef (mbar)sh (g/kg)H2OC (mmol/mol)rho (g/m**3)wv (m/s)max. wv (m/s)wd (deg)
001.01.2009 00:10:00996.52-8.02265.40-8.9093.33.333.110.221.943.121307.751.031.75152.3
101.01.2009 00:20:00996.57-8.41265.01-9.2893.43.233.020.211.893.031309.800.721.50136.1
201.01.2009 00:30:00996.53-8.51264.91-9.3193.93.213.010.201.883.021310.240.190.63171.6
301.01.2009 00:40:00996.51-8.31265.12-9.0794.23.263.070.191.923.081309.190.340.50198.0
401.01.2009 00:50:00996.51-8.27265.15-9.0494.13.273.080.191.923.091309.000.320.63214.3
\n", + "
" + ], + "text/plain": [ + " Date Time p (mbar) T (degC) Tpot (K) Tdew (degC) rh (%) \\\n", + "0 01.01.2009 00:10:00 996.52 -8.02 265.40 -8.90 93.3 \n", + "1 01.01.2009 00:20:00 996.57 -8.41 265.01 -9.28 93.4 \n", + "2 01.01.2009 00:30:00 996.53 -8.51 264.91 -9.31 93.9 \n", + "3 01.01.2009 00:40:00 996.51 -8.31 265.12 -9.07 94.2 \n", + "4 01.01.2009 00:50:00 996.51 -8.27 265.15 -9.04 94.1 \n", + "\n", + " VPmax (mbar) VPact (mbar) VPdef (mbar) sh (g/kg) H2OC (mmol/mol) \\\n", + "0 3.33 3.11 0.22 1.94 3.12 \n", + "1 3.23 3.02 0.21 1.89 3.03 \n", + "2 3.21 3.01 0.20 1.88 3.02 \n", + "3 3.26 3.07 0.19 1.92 3.08 \n", + "4 3.27 3.08 0.19 1.92 3.09 \n", + "\n", + " rho (g/m**3) wv (m/s) max. wv (m/s) wd (deg) \n", + "0 1307.75 1.03 1.75 152.3 \n", + "1 1309.80 0.72 1.50 136.1 \n", + "2 1310.24 0.19 0.63 171.6 \n", + "3 1309.19 0.34 0.50 198.0 \n", + "4 1309.00 0.32 0.63 214.3 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = pd.read_csv('../data/jena_climate_2009_2016.csv')\n", + "display(df.head())\n", + "data = df.iloc[:, 1:].astype(float).to_numpy()\n", + "temp = data[:, 1][::144] # Temperature (in degrees Celsius) at one sample/day\n", + "wind = data[:, 10][::144] # Wind Speed (in m/s) at one sample/day\n", + "dur = len(temp)\n", + "samp_rate = 1" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "ExecuteTime": { + "end_time": "2021-02-16T14:03:29.162697Z", + "start_time": "2021-02-16T14:03:28.689426Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" ] @@ -325,14 +460,9 @@ } ], "source": [ - "df = pd.read_csv('../data/jena_climate_2009_2016.csv')\n", - "data = df.iloc[:, 1:].astype(float).to_numpy()\n", - "temp = data[:, 1][::144] #Temperature (in degrees Celsius) at one sample/day\n", - "wind = data[:,10][::144] #Wind Speed (in m/s) at one sample/day\n", - "\n", - "plt.subplots(figsize=(15,2))\n", - "plt.plot(range(len(temp)), (temp-np.mean(temp))/np.std(temp),label='Temperature')\n", - "plt.plot(range(len(wind)), (wind-np.mean(wind))/np.std(wind),label='Wind Velocity')\n", + "plt.subplots(figsize=(15, 2))\n", + "plt.plot(range(len(temp)), temp, label='Temperature')\n", + "plt.plot(range(len(wind)), wind, label='Wind Velocity')\n", "plt.legend();" ] }, @@ -340,7 +470,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "As standard procedure in using correlation functions, we test for the stationarity of both time series." + "We rescale the graphs so that we can easily visualize them." ] }, { @@ -348,93 +478,14 @@ "execution_count": 7, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T02:32:45.430292Z", - "start_time": "2021-02-03T02:32:45.321425Z" + "end_time": "2021-02-16T14:03:29.814953Z", + "start_time": "2021-02-16T14:03:29.168683Z" } }, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ADF Statistic: -3.937401\n", - "p-value: 0.001776\n", - "Critical Values:\n", - "\t1%: -3.433\n", - "\t5%: -2.863\n", - "\t10%: -2.567\n" - ] - } - ], - "source": [ - "result = adfuller(temp)\n", - "print('ADF Statistic: %f' % result[0])\n", - "print('p-value: %f' % result[1])\n", - "print('Critical Values:')\n", - "for key, value in result[4].items():\n", - " print('\\t%s: %.3f' % (key, value))" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "ExecuteTime": { - "end_time": "2021-02-03T02:32:55.551814Z", - "start_time": "2021-02-03T02:32:55.469944Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ADF Statistic: -3.914097\n", - "p-value: 0.001934\n", - "Critical Values:\n", - "\t1%: -3.433\n", - "\t5%: -2.863\n", - "\t10%: -2.567\n" - ] - } - ], - "source": [ - "result = adfuller(wind)\n", - "print('ADF Statistic: %f' % result[0])\n", - "print('p-value: %f' % result[1])\n", - "print('Critical Values:')\n", - "for key, value in result[4].items():\n", - " print('\\t%s: %.3f' % (key, value))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Given that the ADF statistics for both the temperature and wind measurements are more negative than the critical value for a 1% confidence interval, we reject the null hypothesis that there is a unit root in both series and adopt the alternative hypothesis that both series are stationary. We then proceed to perform the cross-correlation on the two series." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "ExecuteTime": { - "end_time": "2021-02-03T02:26:38.461941Z", - "start_time": "2021-02-03T02:26:33.857172Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Maximum correlation at 178\n", - "Minimum correlation at 0\n" - ] - }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -446,26 +497,63 @@ } ], "source": [ - "samp_rate = 1 # Sampling Frequency in Days\n", - "dur = len(temp) # Duration in Days\n", + "plt.subplots(figsize=(15, 2))\n", + "plt.plot(range(len(temp)), (temp-np.mean(temp)) /\n", + " np.std(temp), label='Temperature')\n", + "plt.plot(range(len(wind)), (wind-np.mean(wind)) /\n", + " np.std(wind), label='Wind Velocity')\n", + "plt.ylabel('Value')\n", + "plt.xlabel('Time (in days)')\n", + "plt.legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From previous chapters, we know that these time series are stationary. With stationarity, we can proceed with applying the CCF to these two time series." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "ExecuteTime": { + "end_time": "2021-02-16T14:03:39.844077Z", + "start_time": "2021-02-16T14:03:29.817946Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Maximum at: 178.0 (in $s$)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.subplots(figsize=(15, 2))\n", "\n", - "plt.subplots(figsize=(15,2))\n", - "temp = pd.Series(temp)\n", - "wind = pd.Series(wind)\n", - "ccor = [crosscorr(temp,wind, lag) for lag in range(-int(dur*samp_rate),\n", - " int(dur*samp_rate+1))]\n", - "lags = np.arange(-samp_rate*dur, samp_rate*dur+1)\n", - "plt.plot(lags,ccor)\n", - "\n", - "shift_0 = len(ccor)//2\n", - "max_ind = np.argmax(ccor[shift_0:shift_0+365])\n", - "min_ind = np.argmin(ccor[shift_0:shift_0+365])\n", - "plt.axvline(x=max_ind ,c='g',ls='--',label='Max')\n", - "plt.axvline(x=min_ind ,c='r',ls='--',label='Min')\n", - "plt.xlabel('Lag between wind speed and temperature ($s$)')\n", - "plt.legend()\n", - "print('Maximum correlation at',lags[max_ind]+shift_0)\n", - "print('Minimum correlation at',lags[min_ind]+shift_0);" + "ccf_12 = ccf(temp, wind, unbiased=False)\n", + "plt.ylabel('Correlation Coefficient')\n", + "plt.xlabel('Lag $h$')\n", + "plt.stem(np.linspace(0, dur, samp_rate*dur), ccf_12)\n", + "peak = np.argmax(ccf_12)/samp_rate\n", + "plt.axvline(peak, c='r')\n", + "print('Maximum at:', peak, '(in $s$)')" ] }, { @@ -481,16 +569,65 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Precipitation and Stream Flow" + "### Example 2: Cross-Correlations Between Precipitation and Flow in the Sudbury River\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We apply cross-correlation analysis on the stream flow of a river and the precipitation in the surrounding area. \n", + "We apply cross-correlation analysis on the daily stream flow of a river and the precipitation in its surrounding area. The data will be coming from the United States Geological Survey's (USGS) Real-time Water Data for the Nation and covers the Subdury River at Saxonville, Massachusetts for the year 2000. It comprises of the daily mean flow of water measured by the the USGS station. Understanding the causes and dynamics of flow in this specific river can have profound implications on managing the integity and diversity of its ecosystem." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "ExecuteTime": { + "end_time": "2021-02-16T14:03:40.306867Z", + "start_time": "2021-02-16T14:03:39.851058Z" + }, + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "flow_df = pd.read_csv('../data/cc/flowsud_2000.txt', sep='\\t')\n", + "flow_df.columns = ['USGS', 'site_no', 'datetime', 'flow', '-']\n", "\n", - "To safely control the elecricity output of a run-of-the-river hydro-electric generator, operators must understand the relationship between the time it takes for rainfall to directly affect the stream's flow." + "flow = flow_df['flow']\n", + "\n", + "rain_df = pd.read_csv('../data/cc/weather_2000.txt')\n", + "rain_df['Prcp'] = rain_df['Prcp'].replace('T', 0.0005).astype(float)\n", + "\n", + "rain = rain_df['Prcp']\n", + "\n", + "dur = len(rain)\n", + "samp_rate = 1\n", + "\n", + "plt.subplots(figsize=(15, 2))\n", + "plt.plot(flow, label='Stream Flow')\n", + "plt.plot(rain, label='Precipitation')\n", + "plt.legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once again, we rescale the graphs so that we can easily visualize them." ] }, { @@ -498,17 +635,16 @@ "execution_count": 10, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T02:48:46.488581Z", - "start_time": "2021-02-03T02:48:46.325972Z" - }, - "scrolled": true + "end_time": "2021-02-16T14:03:40.761201Z", + "start_time": "2021-02-16T14:03:40.313847Z" + } }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "
" ] }, "metadata": { @@ -518,56 +654,9 @@ } ], "source": [ - "flow_df = pd.read_csv('../data/cc/flowsud_2000.txt',sep='\\t')\n", - "flow_df.columns = ['USGS','site_no','datetime','flow','-']\n", - "flow_df['flow'].plot(label='Stream Flow')\n", - "rain_df = pd.read_csv('../data/cc/weather_2000.txt')\n", - "rain_df['Prcp'] = rain_df['Prcp'].replace('T',0.0005).astype(float)\n", - "rain_df['Prcp'].plot(label='Precipitation')\n", - "plt.legend();" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "ExecuteTime": { - "end_time": "2021-02-03T02:48:46.628196Z", - "start_time": "2021-02-03T02:48:46.625193Z" - } - }, - "outputs": [], - "source": [ - "rain = rain_df['Prcp']\n", - "flow = flow_df['flow']" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "ExecuteTime": { - "end_time": "2021-02-03T02:48:47.127496Z", - "start_time": "2021-02-03T02:48:46.973356Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(200*rain,label='Preciptation (exaggerated)')\n", - "plt.plot(flow,label='Stream Flow')\n", + "plt.subplots(figsize=(15, 2))\n", + "plt.plot((rain-np.mean(rain))/np.std(rain), label='Preciptation (exaggerated)')\n", + "plt.plot((flow-np.mean(flow))/np.std(flow), label='Stream Flow')\n", "plt.xlabel('Day of the Year')\n", "plt.legend();" ] @@ -581,11 +670,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T02:48:47.997473Z", - "start_time": "2021-02-03T02:48:47.971553Z" + "end_time": "2021-02-16T14:03:41.778987Z", + "start_time": "2021-02-16T14:03:40.765189Z" } }, "outputs": [ @@ -613,11 +702,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T02:48:48.548436Z", - "start_time": "2021-02-03T02:48:48.523513Z" + "end_time": "2021-02-16T14:03:42.635206Z", + "start_time": "2021-02-16T14:03:41.798935Z" } }, "outputs": [ @@ -647,16 +736,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Both time series are stationary and we proceed with the cross-correlation." + "Both time series are stationary and we proceed with applying the CCF." ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T02:51:20.324691Z", - "start_time": "2021-02-03T02:51:19.729276Z" + "end_time": "2021-02-16T14:03:44.253452Z", + "start_time": "2021-02-16T14:03:42.643185Z" }, "scrolled": false }, @@ -665,13 +754,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Maximum correlation at 1\n", - "Minimum correlation at 26\n" + "Maximum at: 1.0 (in $days$)\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -683,33 +771,22 @@ } ], "source": [ - "samp_rate = 1 # Sampling Frequency in Days\n", - "dur = len(flow) # Total Duration in Days\n", + "plt.subplots(figsize=(15, 2))\n", "\n", - "plt.subplots(figsize=(15,2))\n", - "temp = pd.Series(temp)\n", - "wind = pd.Series(wind)\n", - "ccor = [crosscorr(flow,rain, lag) for lag in range(-int(dur*samp_rate),\n", - " int(dur*samp_rate+1))]\n", - "lags = np.arange(-samp_rate*dur, samp_rate*dur+1)\n", - "plt.plot(lags,ccor)\n", - "\n", - "shift_0 = len(ccor)//2\n", - "max_ind = np.argmax(ccor[shift_0:shift_0+30])\n", - "min_ind = np.argmin(ccor[shift_0:shift_0+30])\n", - "plt.axvline(x=max_ind ,c='g',ls='--',label='Max')\n", - "plt.axvline(x=min_ind ,c='r',ls='--',label='Min')\n", - "plt.xlabel('Lag between precipitation and water flow ($s$)')\n", - "plt.legend()\n", - "print('Maximum correlation at',lags[max_ind]+shift_0)\n", - "print('Minimum correlation at',lags[min_ind]+shift_0);" + "ccf_12 = ccf(flow, rain, unbiased=False)\n", + "plt.ylabel('Correlation Coefficient')\n", + "plt.xlabel('Lag $h$')\n", + "plt.stem(np.linspace(0, dur, samp_rate*dur), ccf_12)\n", + "peak = np.argmax(ccf_12)/samp_rate\n", + "plt.axvline(peak, c='r')\n", + "print('Maximum at:', peak, '(in $days$)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We find that the maximum correlation happens when precipitation leads water flow by 1 day. While cross-correlation alone cannot give us causality, understanding of the measurements involved can be used to argue such. In the case of rainfall and precipitation, there is established understanding that precipitation leads to increases in river flow. We can conclude with some confidence that precipitation will cause an increase in river flow after 1 day.\n", + "We find that the maximum correlation happens when precipitation leads stream flow by 1 day. While cross-correlation alone cannot give us causality, understanding of the measurements involved can be used to argue such. In the case of rainfall and precipitation, there is established understanding that precipitation leads to increases in river flow. We can conclude with some confidence that precipitation will cause an increase in river flow after 1 day.\n", "\n", "To supplement our analysis, we move into the frequency domain with the Fourier Transform by first understanding the Fourier Series." ] @@ -722,11 +799,11 @@ "\n", "Any periodic signal can be broken down into a summation of sine and cosine waves. A periodic time series $X(t)$ can be broken down into fundamental frequencies given by the Fourier Series:\n", "\n", - "$\\begin{align} X(t) = \\frac{a_0}{2} + \\sum_{n=1}^{\\infty}{a_n cos(nt)) + b_n sin(nt)} \\end{align}$\n", + "$\\begin{align} y(t) = \\frac{a_0}{2} + \\sum_{n=1}^{\\infty}{a_n cos(nt)) + b_n sin(nt)} \\end{align}$\n", "\n", "Integrating both sides by $\\int+{-\\pi}^{\\pi} cos(mt)dt$ where $m$ is an integer:\n", "\n", - "$\\begin{align} \\int_{-\\pi}^{\\pi}{X(t)cos(mt)dt} = \\frac{1}{2} a_0 + \\sum_{n=1}^{\\infty}{\\int_{-\\pi}^{\\pi}a_n cos(nt)cos(mt)dt + \\sum_{n=1}^{\\infty}\\int_{-\\pi}^{\\pi}b_n sin(nt) cos(mt)dt} \\end{align}$\n", + "$\\begin{align} \\int_{-\\pi}^{\\pi}{y(t)cos(mt)dt} = \\frac{1}{2} a_0 + \\sum_{n=1}^{\\infty}{\\int_{-\\pi}^{\\pi}a_n cos(nt)cos(mt)dt + \\sum_{n=1}^{\\infty}\\int_{-\\pi}^{\\pi}b_n sin(nt) cos(mt)dt} \\end{align}$\n", "\n", "Via orthogonality between $cos$ and $sin$ over $[-\\pi,\\pi]$:\n", "\n", @@ -736,39 +813,43 @@ "\n", "Equation 4 reduces to:\n", "\n", - "$\\begin{align} \\int_{-\\pi}^{\\pi}{X(t)cos(mt)dt} = a_m \\int_{-\\pi}^{\\pi}cos^{2}(mt)dt \\end{align}$\n", + "$\\begin{align} \\int_{-\\pi}^{\\pi}{y(t)cos(mt)dt} = a_m \\int_{-\\pi}^{\\pi}cos^{2}(mt)dt \\end{align}$\n", "\n", "Solving for this a_m, we find that:\n", "\n", - "$\\begin{align} a_m = \\frac{1}{\\pi}\\int_{-\\pi}^{\\pi}{X(t) cos(mt)dt} \\end{align}$\n", + "$\\begin{align} a_m = \\frac{1}{\\pi}\\int_{-\\pi}^{\\pi}{y(t) cos(mt)dt} \\end{align}$\n", "\n", "Doing the same for b_m, we find the similar coefficient:\n", "\n", - "$\\begin{align} b_m = \\frac{1}{\\pi}\\int_{-\\pi}^{\\pi}{X(t) sin(mt)dt} \\end{align}$\n", + "$\\begin{align} b_m = \\frac{1}{\\pi}\\int_{-\\pi}^{\\pi}{y(t) sin(mt)dt} \\end{align}$\n", "\n", "for $n =0,1,2...,$ where:\n", "\n", "$n = 0$ is the constant component of the signal\n", "\n", - "$n = 1$ is the \\textit{fundamental} corresponding to a sine/cosine wave whose period matches $X(t)$'s period exactly\n", + "$n = 1$ is the \\textit{fundamental} corresponding to a sine/cosine wave whose period matches $y(t)$'s period exactly\n", "\n", - "$n = 2$ is the first harmonic corresponding to a sine/cosine whose period matches $\\frac{1}{2}$ of $X(t)$'s period\n", + "$n = 2$ is the first harmonic corresponding to a sine/cosine whose period matches $\\frac{1}{2}$ of $y(t)$'s period\n", "\n", - "$n = 3$ is the second harmonic corresponding to a sine/cosine whose period matches $\\frac{1}{3}$ of $X(t)$'s period\n", + "$n = 3$ is the second harmonic corresponding to a sine/cosine whose period matches $\\frac{1}{3}$ of $y(t)$'s period\n", "\n", "\n", - "One useful quantity to look at is the energy of a signal as it tells us how \"much\" of a signal there is. As the time domain and the frequency domain are just representing the same signal, then the total energy for both must be the same (Parseval's Relation). We define a single coefficient $c_n$ to describe the \"energy\" of a signal at a specific frequency:\n", - "\n", - "$\\begin{align}c_0 = \\frac{a_0}{2}\\end{align}$\n", - "\n", - "$\\begin{align}c_n = [\\frac{1}{2}(a^2_n + b^2_n)]^{\\frac{1}{2}}\\end{align}$\n", + "One useful quantity to look at is the energy of a signal as it tells us how \"much\" of a signal there is. We define a single coefficient $c_n^{2}$ to describe the \"energy\" of a signal at a specific frequency where $c_n$ is given by:\n", "\n", + "$\\begin{align}c_n = \\left[\\frac{1}{2}(a^2_n + b^2_n)\\right]^{\\frac{1}{2}}\\end{align}$\n", "\n", + "The square of these coefficients ($c_n^{2}$) corresponds to the energy of a certain frequency $n$." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "## The Fourier Transform:\n", "\n", - "Transforming a signal in the time domain into the frequency ($\\omega$) domain using this method is called the \\textbf{Fourier Transform (FT)} given by:\n", + "Transforming a signal from the time domain into the frequency ($\\omega$) domain using this method is called the \\textbf{Fourier Transform (FT)}. The FT is given by:\n", "\n", - "\\begin{align} \\hat{X}(\\omega) = \\int_{-\\infty}^{\\infty}{X(t)e^{-2\\pi i \\omega t}d\\omega} \\end{align}\n", + "\\begin{align} \\hat{y}(\\omega) = \\int_{-\\infty}^{\\infty}{y(t)e^{-2\\pi i \\omega t}d\\omega} \\end{align}\n", "\n", "To better understand the FT, let us take a look at some of its applications." ] @@ -782,22 +863,22 @@ } }, "source": [ - "### Pure Signal" + "### FT of a Pure Signal" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T04:59:26.634357Z", - "start_time": "2021-02-03T04:59:26.529057Z" + "end_time": "2021-02-16T14:03:44.605021Z", + "start_time": "2021-02-16T14:03:44.256444Z" } }, "outputs": [ { "data": { - "image/png": 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Luzq9a4rgvOPObQDKs3k/kv0+D1kgOtvvOLHq5bxeORjipvUWbt/Wn+tX4nHfdce22nm9nHlmzTnVG03RG01x1x3xfHm855s3Wrhta1U/1/uHONVp4s4TbfVcG4bL9925rXZeszrIB3D8b25ex9ZqXSUb9X2I2+KzWVsQzDg133fnNq52Ryrn1exfn2e+1hvjcDJbyGrHvTvAm7ZX42fW685bNlfwLSfb6vV1nNrrRa38O9dejek9f//WjfhnuSIwm+A7b91ArRKoDubhJEKhb91awem1ZjIOTd+3bq7gzHoTr3aHqgPy0t4hNlfr+JaTbQBQ9W0273e/aTOS1Rgjsezt2ys41dE/86W9aDOfXmup+gXi+dqK5utwMlNRky7GTs133R4/s2LcRul8t4fs/uEE3dEUt22tJu9Z0y7uRWvk9HrTa77OrLVw69ZKNG4Po/N779iKZTWHayT7rSfb2Fipq/qdz8PombdWvObrQrJGWtgdTFRRtQt7h2hUK/h7t6wD0M2XMSiS+VKskWuxU3NbPG61HtmLHN8za37zddvmCm5abyEMo7Fo+gXSa0Q/X2+7eR3NWkUVzRtP53jlYBjtqTWP+Urp3avdkSqqdmF3gLVWDW893QEA1bgv5PaUXNa811s2V3DL5grOezg1kWOyqgbfXtkf4qaNFm7fWsFhDOTJZaNn/N47o2fWOK/GwH977LxqAce9wQQ3rbe8nNdX9hdOzfndgepsvnwwxHa7gTefjs5mH+f1rni+fGTvOLGKU2tN9Xu+vD9MzZfWGRvhpni+dgcT1dn8yv4QQQB8z5viNaIYt3mvRvaKQv9d70dOze1G7yrP1/O7A9y+HZ3rV5Q6yDg1t2zEZ7NC3rwbo0eueOjdbz+zhnajqqo2HLHXhrh9axWn11rqZz6/O8BtW5Etc603UqdrHJdWOnKe7crBECv1Kt58KjpcNRvShKVv21rBKaUzZhTnLYmhrTOiLu0vnJrhZI6DoVz5Xdob4paNyIEEdIa2iTS8/bZNBIGfrI9z0R1OcDCcLuZLmWt2KeXUAMr3vBchhrdu6p2aSzFCeOfJNrZW617zZd6zRvmFYbh45rUW9g8nqnzGS7FDdHqtBUAJcOwdolYJvJyaZI0YgEN5uI6nc9yy0fICR8x8nYr3hSZn4tLeEDdvtnDTRjxfinFfjNfIt51Zw0q96gWORGtEN1+zeYjLRo+sN3GtN1Y5JhcTYCXeU0pAqN2o4i2xU6NbX9Fnb93S65ErMYvi1s2WH8CxN0zWyHQeYk9RFMLInl73WSML0LBaCVSyxuA6s9HCTestXFXITmZzXOuNcGajhTPrLVztjtRRtTPrfvviysEQa61acjZr9qM5X2/dbEVns3KNAPF8bbTUZ/OVgyHObLRw80Z0NncVjsmV/Xi+kjWiH/c/uG1z6WdJM/N1Zj0at6bfwXiK7nCKmzZWcPNGS32dyJXYCbw5XiPacZ/sNHH7tt6peSW23958uo21Zk0layJ/N28a208+5jAMkyj3qbUWrvdHqqs5Lu8f4uaNFk552DKvHAzRrFXwHTetRbIea+TmzZbaeb0aO183b0Zns7b6bQSORLpzHkJdKO+4tNKR82xXuiOcWW/iZKcROSaKhX2tG6GLp9eaaiPKHEpn1ptRhEmhRCazOfYGE5xeayWOieZwvtYb4XTcL6BTBNd6I2yu1tFu1rC92lA5FwaxP70eG9qqfhdzfWa9hYPhVOWYXOuNovlKHBNd36fXmyknUDfXAHCy01RHEo3sqWR9aQ7XGYaTOU6tNXEmWSO6vk91ml6O7/XeCCc6Day16mg3qqq5NjTfU2tNtaG9k8hG71mL3O30x/F7Mo6Jwok08xWvL81c7/RHqFYCbK3WvZ/5ZKepNlj3BmPMQ7O+WpjNQ+worvWI5qvhtUZ2+mOcXGtie7WBWiVQGek72T2lWF9L89VpqhyT+TzE7mCc9AvodMFOP9oXCwBNN+7VRhWdZg0n2g3V+jKRrZvWWzjRaaiiYtH8RLInOw2MpnP0x3K9a6J5JzrRM19XReQi2a3VBoDFeSvtF4gckxOdhsrwSwzWjRZOtJuq1IPRNEpVMHMNKJ85pigu5ktnpG+u1tFp1rC5Wlf3C5hnbqjfEwDctNHEiU4TB8Opis1wef8QN234z9fS+urrbYrt1YYaTDf9nOw01E7NwXCKySyMdOdaM2YzyJ/5en+ME50GzniArNd7Y5xoN7CxUkejVtGd69mzRtGv0bsn2g2cXm+pWGRhGOK6OWs8dOdxaqUj59muHAxxer2FWrWCE22dIXS9P0a9GqDTrEWL08Og2IqVSHc0xaHwgNyNja3tdt3LMbneGyfKC9AanZEsEBmAGgdypx+h19urDZxa0yHDZr62240kYiJ95lmMnG+1G15RyOv9MbZWG1ht1NBRInc7/THWmjU0ahVvI307HrcGuUvWV7vh5bDvDsbYajdwquNjdE6w3Y7kjNKWy6b2haeRvtWOHKJ5KD/Yh5MZBuOZ93zt9KP52lqto17V0ax3+hNsrTYQBEEcSdStTWCxRjSOidEjWx57CoiuqEjLavXI1moDlUqAk0qa9c5ggiAANlbqagBtJ/XMp5U06+5witk8TGQB5XwNon1xsqOfr914vgCo9Ygx0m/ycWoOUkZ6vKevCfuezUNc7Ua0uRPt2EhXGNqvHES0zEatgo2Vuk52f4h2o4q1Vh0nOzpnLDtfe4OJOP/TrIeb1lvJfGnm20QwT/o4NfujJJJ3ot1QzdeVJce36bVGzqScV+nl3IfjGQ6G00i2wHy1G1U0axXVfO0OxthYqaNWreDMuo7xsjibFyCrlM2QPtfPrOujkLv9caTvvQC0EbY70VlzRslsWrZZdc5rdr4ms1Bcnbk/nmE8nSdnHKCz345TKx05z3a1O0oMEW3I12yoIAgip0ahgHaXDDAdursbO0Rbnpt5dxCNu1WvYq1VU21mY+AD8NjMUeRhrVXD6bWIyiV1THYzBisgn6/9wwnCENherXtFTMx7BjzWyGCM7Y6RbeGqh+LcbjdwKs5DkhokaQRsYWjL+o4iDxOcaDewuVpHo1pRRx6223UAUEeJTOShVa96OyZLa0R4OC85zb57KnbGtPmf0fqK5uv0Wku9NpNxr7Uwmspp1mlgRbunxtOIMra92sDJTlNNszY6CNA7Jrv9MTZX6qhWAv36SqHwp5TorjGMIwDNL6q2vRoh4Vqa9U56vtQAR6R3N1frONFuYncwkQNCvQUKn0RMhA6Cifie7DRxck0fkdvpjxMHMHJAdUa66fNEuyl2Pk2/UZ8Lp3tXq3c7jWS+pNGW+TxMotydGPy7pnDGTMTXjF0T5TF6d6VRTaK2Ur2bjnKb+ZLmyxpg5WSnkTiv1xROt1kjQRABQurIVjsNSvuBrKfWmpjF0XqZrNEjehDMgNLb7YjNUK0EeiA+dphPdfRn81orBqWVqQu281U67kRnx9E8QAegHadWOnKebW+wiDBtteuqnIedwQIl3V5tRAeXFJUZLNCNrdV6PBZZ3+lNYfrfEyqRdOTBfIfmma/3Fs+8tVoXjzka9yRB4Y1RIjY6U0a6kZXPV7Tpt9oNrK/UUK0EYqULLDtyW+0G9g51B02yRpTra7c/TiIPZo2KD4tU5EE7XwfDSRJ5CIIg2hd9xbgHi4ic2Rdi2dRcb7cbGM/mGAgj1cm+WG0k/Wv31NZq5LwCwJ7QoAjDELv9yWJPdXTPvKRH2g3V2twZjNGoVbDaqCbzpjU6t9p19RrZS62vejWKmEj7BaLDucgzm7k+0W6iO5yKIybpKKSJAEjHvQAKmuq5ns7m2D9crJETnWYCyIn6zuwLzXztDSbYXKlHxm5sOEojJkZfba40Uka6Una1HrESqhUV2Lk3GGMzXiORka6Lfm6u1GPZBq715Y6J2QPrrdrCuVA/82K+pI5vdzTFPIz0fRAEONluqOike4cTbK6Y+dJFXvcGk2Q/nmw3MZ7Jc/vMfG2u1JP5Eq+veB1vrDSSvSEddxhGTs1mDIKd6OiikDu91LmuPKd2+mPUKgHWW7WFDSY82xMArZ2y/YSyu4MxwjACaCuVAJsrdZU9knZeo2dW2H5LsnUcTmbiipkGhDnhYbOad3qio5+v49ZKR86jzech9g8nieG2ueJvdG6u1jEPgZ7wtvud3hgr9QgB2/TYzECkCNZbNW9ZIFK+ms28O1hs5khWO1/xXCfOq9bobCSHlVZxnmg3EQQBNlbq2BfKpiMPgH6+dpbWSAODsVz57QwWkQczX/tSxyQVedCur3Q0D4j3hdJ53V5dvGftYZHeU5pxG6N6czXKAYhktUZ6A81aFauNqrjf/niG8Wy+WNsrOnAkrUfM2pQCQrv9RSQwWSMeumBTebjuZPTIxooeBDPRg03FfgRiA2x1eY0cKNZ2NTbAkjUidvYXEcxOMwKEpOM2c7Okd5UGmK/O3jucYCOep5Pxd0gdqsTQXq2roy1mjMYxOdGROyazeYiD4TR5vyc7DZUjtz8YY2N1Ec0zelwkezjBeqsWpVuon9nooAU4Io0kGt2+ubpw9jWOyf5gkpovHZ10L6YZRv0qxx2v7fWV+oIeKRy3eeaIkl5R5fYdTiLKnbEHtLl9Oxm9exBTp6WyBujcVAPxi4hcYsso7aBk3GowfQGgbawq9W5/lOo3+r9U3ujdjZV66mzWBi6aWKlX0ahWVM98nFrpyHm0NAIGeCzsFDJsvkNsaA/SSsRzM682UKtWsNaqiRe2UXSLzSw3OrORh43Vhk75pSIP2s28248iD+1GNTFK9E6gMbTlyi+N4AN6xZk10gGd8svKqh32TkOt/HLPrJivSSbysLEaGfgaeuRijWiRu0U+ov5wXeSdAjrnwjiQ6QNSBXCk9IgaEErtR1+HfWtVDwjtZJ5Zs6cO40I8iawSGd4dFNsXWxnHVwsUbLUjx0TjjOXWiBZASxlgm0o0fD8VnTJOgvSc2htMUAmAtbiAhvmdTHb5mbdWG9gXzpfZe+lxa51Xg95vqZ95EQk0stIIaDo6VY/PZnn0c5zIApH+lUZ8k+hU6pn3BhPx2bwk29ZF1Xb7ESjdqldTUTUpgLbsvG6vNhTRvEXE14xbKgssioakv0MKCKWjU8meEq5t42CfaDex1qohCOQ2QTqyBej0rmFjmWfWRiGv9xa0zE2lvRvVGahHUUQlKL2Yr4Xels71cWulI+fRsgiY2RQabvj26vJmFhvLabqeEkk3ymozdbBrUfglNFy4mfORBz0avt3OzpfcGTORh7VmDRWF8rOhWFrZdHRK6+xnI0xiZ98SndLI1irRXAVBED+z8KBJRfMA3XyZ9Z+er/F0juFERn273vN/5nQ+otZpzjtjcsMxt74UTqDJR9zOAByqZ473ow8gZPIRa9UK1ppyQGg3RQ8CdIDQIppnxl1P6LzScaf3MqDTBem1qZLNRiEVoM51iw7SGGD98WwxX0o0fDflmJj1dSC8aHrvMJKtVAK06lFBCam+zxra6ys1hR5ZPuPMGtHQI835pNUFaadmfSUCOLTPvLGyvLY1sgZwXG/VxKkH3VEEqJo1vR73L71QfM8CssrXyMJpjs4becpE4rwm8+0xX6upuVbpXX/2x9LZrI3sp9hYlThKpT5rOgs7SgomZc+pzZV6UkhEKn8iM1/SgiXLQJQyTSQ7biWYfpxa6ch5NLMBNhLUr47pPBSVV87mPCwWtpSaNMlF8zSb2UQeAB0lNIekr8opUVlj1wfR9lV+6aiFVvntZpBhVUQuRekEomfujWQ5OYPxdDnyoKSE7vYnOeWnUdqG+hH1rZ+v7Y5+vnYs8wXojM4ih6uZr1a9ila9ojDSF5UQAROR0+cjGlkpIJSuhAj4AULZ/ahxXo0soAQ4kmdezJfUiLJFp8JQZnSGYbgcwdQyIfrjZMwJGi7Unbv9MZq1Clbq1WTcWqBg2wMQMmvBoOFaZ39vkHdMNH2bOY7kFYZ2Kr/OjPvgUGrgxw6RGXerjsksxKHgypmIljlJHF7j1IjX52CSzPF6yzg1snHvDqKzuVatJPLyfhf5YtH/5bL7Gac5ccaE872fot8mz6xYI2auKzF46Ov4riueeWG/NZJxG4ukY2wAACAASURBVIfW1RK9mzmbpfabqdgLpNNE9GwsII6MacEkD1vGZvsBMl2Q17t6Kr6RbTeqqFUCNRtrtVFN+i4dubIlLaFvpHLkANniPBhOk0qIkazeqTFIkhYN3xuMkwRfM369M7ZMIZPk5FCKQDJfiSLIyWqM9PQzy5VfmvqxkNVRP3yU364FMQR0zqvpL1F+CuNteb40jlyW1iSnkCVI+krGYRfIj6dRYRNfJH03c0BqAI7d/qIUNaCcr37mcFUAQtno1MJ5ldN0ctRdT4NiU0EJ3elZAKECCCsg2xcRiBLmmRAKgGM7BQitt+S608j6gCPZaJ4GELLRfgH5vthPFcEoYuAbeXG/g6hY01pM211vaWSXdZBm3N1hVKXYV4/sD5YBoWZNDgjtp4pvmL41cw0sR6f2hbT0RfTTODVxJFEIjtgimHJnbJx39hXz1apXkrPZ5KrJ+rU7rxJAyMzL+sqy3pXqzoPhNHF411p1BIHc9usNp8meMOOW6s5uZtwbq3XxmLvxvBowZxHZd/c9ms4xmYXJuLUgay81X4YeKdWd3dEU661aonc3FPbucWulI+fR9rKHhcKgMBtqrbUsK0V3e6PMZlYYy73RYlMA8eEq3BTmzqROa7GZIzTcrTyNrBn3hiLCdDiZYR4u+lUrv+x8KZSfXVbab/S5ZL4UzlhvaOYrY6Srxp1Rfor56jTTzyx3fPujKSoBFgjYagPDyVx0AXtujSiNdGAx1wtgxS96oHNex3lZTwqZBhDapRxfwbjnceTByNSrUQ6pZtybaWdfsUb2DsfoNGuox46vpkhLEm3JGFGSvhMEPwugCd/z/uEi2mL6Fq+vnKwcENrPPLPGWDZ9ZI1Oybgnszl6o0XRkI6Slp6LyLXk9EgT2apUYgNMFc1bplZqIokJgGYoih5Uwc2M86pzahbgiI5Oml8j07ksCpmlKGqc195oimkqOpXQScX0yPx8+bICNOtrQa3MRl7d4+7HOcjmjNQCQr3RJDnjqjEgpLH90mezRgf1R1NUKwGaMRtra7WBrhAQ6puzuanXndlzXev4Rs9cTX7eUDBe+tn5Uth+x62VjpxHy9I3kqRoofIDgHZTb+ADkZHfaS4bFBpkpZ1VBGIDf4ZGtYJmzYSp5REA4+x1PDazcWrMhtQqv/5olntmqcLvjabJmI1sdzgV3aXUHdoVvkQJLdZIjDYqonmzeYjBeJZxxhRrZDRFp7W8vqTGiFlfCQKmNAqAxb7QOGPZNdKqV9CoVVQAR85hVwEFy6jyvpAemTigTb3z2s8BK3Knpj+OWAFrrYxzoTpcl8Ek6Z7KHq4bK1GRFkllwCzAocntSwyKuO91xdo08jmjoACSLjZkhlPUUgaYxnntjyJDfmGAyQG0bJQnCAIVPTLNogD09MhspGYwnomMTlv+EyBzxrKsAI3+SipZe9JJdwf+Ts3eYLIEjhiwVuO8mnFr6KRZcKRZ09HSI0Ao7Yzp6LdpcMQ4zaIoZBHnNXuuK+y36SzK+W43FrpgS2GD9bP2yIoCxB9G+ithBSiKtGTtEQ0g1M+ccaZqr+ZsXrbBFOeUzd4tqZVlM804ETlkWBVtiRaYpmT5aBoVDUkjFJsr8ruB+uNpYsgYWekddr3RJOfUAH6beaH85AZYDokSOxeTzDMrHbmMLCBDHI0R1W5kHF8PFGvNKD/JXI9t8yWPAPQtCJgUxeqPMuvLI6qWQ+4Ujq95ZlMZUGIsh2FoVfhSQ7s/miYHHBDtqfFsLkLDe6MpWvXKgpZZwKDQRGqStZl19gsgnSqENXMwAzJQp08YFJL5yjq+1UogrtprDLA0gLax2lAUe5rm5lpatdcYb1lwRLanMqwARWQ/G+Ux/9ZQHNPUynWVY7K4AgBI0f2EjklEy4wdE+PUCOYrC9C2G1VUK4GQlhmBIxsZ51VDrUzPtc6pGeecQEAWYTJrOFvURjLubIXQZNzC3Km9wfK4NVHI/Yzjux5HISV3h+4NJmjWFrRMDZ00y/4wjq+keIfRu50lRlVDXPijO8qeUw3xPa29UR7clY67m3lmDSBkAO125mzWgYaL96y5g7ibi2A2cDiZiRhCx62VjpxH2xtMsNqoJtEpc1hIjGVjaOeNKIUi8JAF8giFQcMlJcujyNaygQ/ooi1Zo1OiCGyOnJTiGIZRvlH2mTV0hGzkAZA6oBOsxFX9TL+RrMZgXSi/9VZNtr4yStf0rYv4Lhvp0gpVvVF+fQGy+co+s85g9X/m0XSO6Tz02o9AdFBlI+SacdvXl35fNGtVrNSr4rUJIAfM+CKdJoIpi0JmIuSayL5ZIw39GumO8npXGp1fOL4ZgEOhd7NAFCDTnd3RdAnB10X2l8etqdq7n6EoAnIjfRpfCp2LmAgdk6xTo2Ek7MdFQ6qVZcdX0vd+xnk1elfSb/YKACCuHimNQqbuYwN0Ucj9QcYJVNBJs9RdDZ20iLM/GM8wnYeWqJoiBzPjQErHnZ0vzfrK6t1qXKRFkl/XS0DWhR6J1ogisp/SI+srUZEWMRCfkQVk85UF4jW234KWqT9fx9M5xtN5Zr782R9aqvRxaqUj59EOhpOlXDMTRTCLlmtZyp35d08U5ckbI51mLVEurtYbzZaMN+240war+R5J31naXK0aVXCT9JuVNeOWyA4nc8zm4dIzd1rRfEkrAy71Gz+/Mez4cdvnWjRfljWy1qqL1khv6D9fgIkw+a2RbLTFoOLSZw4CYDVGSVcbVVQCmaxtX6y1ZPsiGwk045buqf54OYKpec/Zg2YxX34Ah/yZDSC0PG6JbBiG6I2nufmaCXNyepkIeTJfQv3XjktvL8kq1kgns58lBlg3fh/pZ15vyXS2Gd+SQWHes/CZ1yx6RJSbbNgfsd6qVAJ0mjWR7MEwvy+0gONaK2uky3Ihs1RUTQXIroXqDMid5mjcy8afxPDLpg8ASpA1M25NhD0bedBUj+yOpmjUKkklaxOFlDk1Zl/o6aQ2/aUx0rORGk0UMkul18yX/WyW6YKF7LLtKD5rsmdz/O++AIjPnc1Nud7tDaPcd1N11wBDIlmbzSq0R2w6u6OYryLPfNzakThyQRD8cBAE3wyC4LkgCH7e8vd/FATBfhAED8f/ve8o+n2jWnaBrDaqCALpwZyPqkk3c9dyuHZUBsUktykAuUGxbPjJjZHeaIp6dZHnYfpWGSPpZxY6r7bDotOMjE7J/WRZKqqZr67Q0LbOtfe4lY6Jh2xipC+NW+GMZZ+5qXnmGdqNWmKkB4Hc6OzanjkuKe1qiRPYyM+X1OjstPLPLF3bWVBGKmsFdZR7agmYadZFsoPxDGGY7zf9vfy4lyP7iz0lG3d6rpu1Khq1ivKZ9fNlo6J2WjXRmCN5uy6Q6hGb8SZ1XitBlDOayAtBCpsRJaW+2SMPEftDYnR2MxRtbQQge7YCwkIWBPtDE6nJRkwkTs1oOsNkFi7PlyKqZss7lcpmozwmCilziPwZQhTT5nAiY390h5OMwy2fr3xBL3mkhnJMVOd61pYR6KB5XM3YqkdENtgsA3Tqz3VD7zZAvApwzDyzpkieDaCVAPFZx1djjxy3VtiRC4KgCuC3APwIgLcB+LEgCN5m+eiXwjD8rvi//7Nov29k62aoMsbolCCGNlqT2Oi00DI7zRr645kz32KR52ExHAsY6VJjOV0EA4gOPP9nlhmdVNQiGrfskCtiaKf7bdaqaFSFRmcRI52QlaxNY6QXcUyscy3cF2nZSF5ndGYN3p4nkp5EesSUY8/IawHHN4ukA/Ezq6Lc+oicPbKl1SMpRLqpAIQyuWamb41BkVsjojHHOjsjO57OMZryUUhjgFkNCg8DTOM0Zw0w07cv+0Na4t0GFGidsXS/mgIcWaDAVGSVOjXpyAMgp5OS8yWIQlI5q4AsCpkFlrW0ueyekkde87pT7ARagBXpuBcpE/lUD+m7Sj/zqioKaQdZdfbIMiAu0rtjO6Cd/l627wwTwkePpJuW8eIDSlsDFwogvju0A/FlRM7e3gHguTAMz4VhOAZwN4B3HcH33rAta6QDGqMgUtqrqcNCanRSYX3AjXTaDguNoU2iGx4GPiCPJFLPLKFEUZQ78bhzVEHdM6cPGsAgd7JxN2uVpAoZIF9flKEtMTopBCz9N1ff/rKz/Hw1hbkHFmdMelhY6RvCtW2KDy1HP3WR6nS/1UqA1UZVESH321PUM0uQzm6B+QLMM+cjctJ3tZZ55rbQMbEaFGoqav6ZXTTrozbAVupyyrHNAJM+sy0FQFqwxAYUSCMmpuquzamR0iPTVXe1484CjtoI05ID2pLloFudGkXlyZzj29JEp2a5NVLkPWudwGWHXTbuJGUiBRRo5iu7LzRRyP5oipV6NcnBBPTsj2UmhIz9QQG0gNR+yzAh4u+ROvvps9X0/ZozIcaW+RIC8ZPZHKOpf+DiuLWjcORuBXA+9fOF+HfZ9v1BEDwSBMGfB0Hw946g3zeskQekwqmpVJZRUt8Ik9SIMoeJr9EZ5R5YjE4PmiHgk8/jYXQObc8sM6IWdBdPAywTeTDyUqrgWstvvqgcTMBtdLLrS/Ces7kaidEpfOasAaalrCzRI6X7kTDw03+jGkW5i2Q9D0gpIGQDR5QRuewzS5BOitKZ/hvVwjDMgSNJvoXwmbPRA43DnjPApE6gDSgQUss5A8wH4NBQjrNUVCDWQcJ+gUXVXWABCLmob0mBg1b+rBE7vp56N5sCYMYh3Y9ZoEBNafcA/uzMEcXZnIk8JNQ3byaE/JmjlIl8hMl1NlvnS2iP2CNbxqnxtUfkuX3ZPaUF4rNMCMDX2fe3R7S2jJ0JIduPQepu2Wjcsiikdb6MM+ZYI1agQLGnjls7CkcusPwuu4sfBHBHGIZvB/AbAD5JflkQvDsIgrNBEJy9evXqEQzv6FuWTgXoaGD2SI3CAPMoKEEVwYhkhahfw2IUeIbmxUbUaIJqJVjK8+i0apiHcBZXoIrDAILDgkCSojHpIw/mu8RFHXyBAm6NFHhm13sOwzAXJTJGp0/kwYxD+syGHpOWlVCOrYa28rCwon7Ccdves4yimNdBWsqx9ZkdusC6RoRI52gaIenpflV5bgSAJpa1ocoKJD2bRwm454ulooqfeRng0NCx7HpEoO/H06Wqu8Bivbgcdt55lc1XlvoWBMKCSxaAo92sCQtU2edLImsbt3S+ksiDFeDg52saRx6s4/aoRg1E61xajMI21xJAyLZGxPPFyQquH7DqgqbsmXujWe6cEoOsxnm1OVQezr4UiI/o3cvPrGF/ZFOJALne7Y6m6DQs9G5PZ186X7aUCY39dtzaUThyFwDcnvr5NgCX0h8Iw/AgDMNe/O/7ANSDIDhp+7IwDH83DMO7wjC869SpU0cwvKNvlJHuk2tmZAcCo5NDw12bypp0KpRNLpkuYAjZjE4xIt2o5hQBoFB+lmd25R7Yoi0ao5OkI3hHW5TFO6wFJV47o/NwMsM8k18HREanD/XDjFv6zDZUGXBTjlkk3dE3F/30pb6tiQ2KvOOrR9JT4EgBg0IaebBFyM3P3pF9ccQkTyGTUo5t1Qy1z+wDCCUGmCcgZDPApPOVrdgLLHShEzS0Or7GMZGBb2k9EgQBOg15BMA3amtz5NpNKfVttlR11/RrvpeVtYCsC1nXfOXPKSMvBzjyzBH/CLkswm47pxb563od1KxVUKsEr/0aGU7ssqq8Uz21nLffeN05mMS57zY94nm+ap7ZZgf5OvvSs9l2n66Zd0nU9ri1o3DkHgDw1iAIviUIggaAHwVwb/oDQRDcFMSWeBAE74j7vX4Efb/uzUYPAuRIp01xag1HKzLs6NtGRzDf47MponHLSuJ3bXQEYZ5bd7hcltnImu/lWmKkLzkmsghm11LgwHyXlGaYVfjSkuVWKkNLbnQ2qpVluosUxWKRdD0KD5jDQmqkZ96z1GAlDhrA/cz2qK0M6bQh6VKk01Z8yHyXT/XHaNwypNNWfEhsdBZgBdjm2nxXEaNAaoBRa8RJ9+Mi+85nzl8CbCjHLoc9McA8n5mKmPhUKQbk5c5t1EpptGXh+GaiRIJxm6q7tvcsvT4lS2k34xg42B+94XSp6i7gYaR7RKeSqzFy71l+vU/OwFcAQrb1JRt3Pjqljfjm2B8t93u2pUxEfVeFkdc8IBRFP2Xsj1a9shTlNrqzCPtDChTkUj3E7A87FdUXHBHbrAUYQjbZBIgvI3L5FobhFMBPAPgcgKcAfCQMwyeCIHhPEATviT/2PwN4PAiCRwB8AMCPhpL6oTdgs9GDgLgKo0eyP6BAGUZ5CplGFljezNVKgLbA6LRtCkDHk+5YaJlyozNvsKbHRY6bQ3QcSsR2TQQgMzpNHkmRfAubbDRu93u2RbbM97pkgWUDzOQVSddIbtwqo6AAYmgxds33Ssa9hKQLaWA2JF06bg5JF8+XJadQhHQSVBnzN37ceVRZmudmM8DMz0WMAm/HV5Hnli0+JDfSozWUBt+keW6k46tgf9hkJUanbU+1pXqXizBJmRCNbN9VpwOZVN0lomquZksf0ND9bBRFiaxtX9SrFTRrlUJ6REoJtT2z3AkkzinBfGWvxjDz55wvC20OiObb15bptOqiZ7YBtBoQzJY3L5Hl2B9SNlZ2fUrZMhQVVQrEU2wZKRCfXp9yIN6+RqTg8HFrNfdH3C2mS96X+d0HU//+TQC/eRR9vdGNogdpjM6TndWMrNyg8I082BJHARnX2UZ3MX1f7Y5YWdO3zdCeh8hVKMvJFjwssom2cnpQ/poI07e3AaZA0rnD4kSnSY+bKHBgZLlmc3yleW6k49usYXcwZmW5KLehHKfBi9y4h/b8TUByyEUIa7b4kEyWdl5dhxSFpGvy3GyOr/nulUbVJpaSJebLA0mXUo45R84lSyHp4iqMoylu3VzJ9Rv9zc1mIOdLsL4A5CI9EkTbZrwB0TNf2B2wstS405Tj9QwQsNQ349Q49cg4uhoj7fhK2R+c3pXSMv0L4tjyThfv+cw6N27unHrtxp0ABRZdcGlvyMqSKRPNGiazEKPpbInZYRv35mojJxuNy31edJrZK4mMkS4riHO0AFpVCI5MsNZaW/rdeoqRYCqsWmWHNIgvZ1Qtxp0A8cJzPaeDmm4WmS333XyXAeLT7zDbuLQHib3bblStUW7XfNkimEZeoguOWzuSC8H/a2qU0l1r1UV5brbcA+nitB4WSvrGmgURkqIbPo6J7R4lQB5JtNMMDR2Bn6/uMJ9o26hFSKcbDTKOiT4XkjZYZVRUyqkBZIZjzqkR5gUWMbS7iUGhj2BSUW4V0mmh7kpk2Yivh+MLyFA/yqDQ3OdW5ID0lbUh6YCMckwBQpJn5lgBI2ElRZIJIXhmb3BkSOwL0Rqhn9nVL2WAaSL7vlTU7CXTAFCJKcfu6BTHhHDoe0Z/9UeSKscTC7VSHlWjo9x6Ix2QRcYooEAShaRSJsTvmYnaSii02X5b9Up8tYbffEkKvJBzLS7wYs/lBgrqkSLgsFSWYEVxLcl9t6wRA8RzzQ5wyKn4vvNFRl7/jkbkSkdO2chcIEUSJkWbkzgINjoBUDC8LthQgD0K6URGLOWkjax03LZS/BJZmyIw8nJFYKkY5+kQrbVqGM9k97nZjLf0d9OyeWNEXNZ5OEWtslwEw4zbbaTbDYp1SXSKKoKhcPbJw8LDqZHmuRWJvPKRB97otN21ZWSj75Y4r76OSf6SafMcPlRn03eRiG/0d73u1Dxz1ggylRTdeZTGYdfnIbFUVM/iQxrgj5Z1O+w2loXIuSDWSGRoCwulWBwiV5Vj2yXT6XFIqJV5pyamCrqM3WH+agzzHD4VHLWytvky42LHPcqnTEijtrY1EgSBqMIoZaRL8ig5p3kwnrmL2gw5eqQbaMjqEXF9hFEU5W5kzuYIWHYD2oBdF/jQpNPfJYq8EnrXDQ7n14gB4n1BVgkofRxb6cgpG0WnkhjaYRhaKz1pkOGsIpCG1/ujfKKt6duJGBKbOR1ep/ulIw+AnxGliZjYDAqZ4Ug5vgoDzEOBcUUwAMkayRv4rXolynOTUMhaFiNdMF89KiKniDz4Rl75SLVeNhm30AH1MbTJiK8gz82FpEuK2vgb+Plkf9O3nBWgNyjoiK/w+hWb81rAqZFSjrvDfPEhQBfZt5eW59kfnCFjxsU1q7Of0CNdQJSdLi+JJLLOq7fx5s7hNKwA3xymnuVsbtaqqFfdlRRt10SYvn2KOpifpVFu/8qTxZg2NpBVejZnUybMuIuc6wBfyGc0nWE8m+ejtlLGyzAPSkuBeNsdh1Hfbio+x8YSU+kt1HDJuLuWIlNiOqklsm/kfVlRksDFcWylI6dsHAoP8EbUaDrHdB5608C6lvwn07eTZljAYOUOV1d4nY48CCsDMvQNn2iLGYsEDQL86AguI4obN5e8nv5uru/sMwdBIItCWowRQBptoSImdRxOZpjOaMeEW18AP1+GQuZrsJIGheCw6I8oJN2d/0RWEkui8/R+phP2jaxgT1mMzkZVkuc2IQ0wqdFpK/HuHjMfkeP6NsWHss8svVqD0iMSx4RiBUiogkkBIYruxxidVPGhIlFucTEKy9UYkbyEKmhnBYhoc9R8GSOdcUCpaplF9C4gjRLNcmOOZN0FXrgI02g6x8RD77YF62s+t+c1aypPUvaIpOJlu2EHHF3RPMoxkUQSF4V47NVcJVWOs7qvUpEBQrYAABBXwi4ISnNRSIqWKQ5c2EBWRdSWdPYFZ43tbJawi45jKx05ZXNHWxgDrIDBCiC+U8iGULgNR1vOg+nbnyroRsO5XDOAny+qnLQmvO77zFH0cznRFtDREXyMKLIIhtBIt1FRAWEEwIIYJrLe1cDcRhSX8wDwzxwZKyFp7IooPhbnVZLnRjmBkqs1XMgw7+zbdZCGQmuNAAgptNZoi9CgsCHpkvvcKEBIsqfIYk2KPEoKEBKBI818wQiRE8gUdQB8ASH3GqFYAbVqBa16RUDZy1MUo7HIIiY2VoBxiFj2BzFfkuqRJKVT6JhwRqe7CuOEmC8BzdABGnJ9u2wZ7l2Z6xiy57qp/uuTgwnI6beUrC8VVfKeF3okn24ByNhFlD3iZp0wTAip/WZ5z2HIX61BVQiVBC6GkznmoV/Qw4ybBJYFutPXCTyOrXTklM1pdEoMMOKgkYSabQpfamhTxluRKoyucdO5Zu75ospJG3n3pd6043sgmGtKEYxncwwZ5eeaL65vkoraFNIMLVRUM27neyYoPtK5rlYCaxEMQBhhyjkmcqcmi5JWhcUVuCh3IaBgxBudHN0l/XfrmF2sAEbWFB/yRjoLRPa7o3zxISMLuJx9HhDiHFDK2DX3ucmcMb9nJo0RwVxzVSvNd5OyxD2YEsoxpYPM94kivpaKmFGkWnYfm63f6TzEiClqQ1ZmFkRenSCrwKHyp/HnC1QBcnAkezXG8rglutMHKLCf64sI02s3XxQ40mnW0Bu7Uj2o9+y+sJ6M2kqpglx0XhDlpp1A93zVq0Ge3i2x3xz7gpPtEuBbPQaEfGpCmL4lhe7sVNRovo7p7WdkKx05ZSPzxSQGGCErVX5RyV7bAelvdK4JlB+daOtWfgsjSk9ZoQwwIy+5b4aUdVFWyOhncaSTN1jtyi/Jc2OU9mwe4nBiN9LXWrL58qW79OIIpq0IBuAAOCgkXbFG7IajELkrgHRSkRpXcQXnvvABhAS5LYv8OsIQ8nVeBdEpmmbojhKRVFTB+qJy86R5bmSUW5BvQUa5BXlu/RFBMxQ4JkWoqD2iQBUgi3pENH7b+pJUraT3I+DSu3HBJWKNiHR2k9C7jONLXY0ByCJMXWJ9ie5FY6JTgAwcoWiG3Hx1CafZ/M73PctkZ6S+Dx2pHsm4c85r9H2yNbLcdxKFZOZ6MptjZKF3m3FLHF/KCSxyrgN++0IGFJj96O+w28ftBoSogksSQOg4ttKRU7aEHlRfVmCa0Lz9gKw6D4vxbE4aYP6K0638yERbhfLLHq6S+UpkrfkDBQwwCWWFUH6S+5ASI51AOiXGSPY9B0FU1MZH6QLy+aIU5+HEXVxhzXK4aowCik7q+8wdRySRKj4UfV9dRI+kkGHA7YzZig9JEucpGqvJc5NEfK2AUIEot+T+Ow6FB/ioLUlFFTk1NCDkis4bmiFFv5VU7eWe2aVHbDRDCZ2Uq4oKOBw5AnA08hL6mm2+pCXxbQarLIfJfjWGJOeLWiMLvSugnxWZL0JnS/Sufb6Mc8ExIewFhKRzDTBnDTPX1NUY0ffVnWez7SqR9LhdNtiqJWXCzJdMjyz3bYB4GS2TAg3dlHYScHQA8ZTeXegRN7vIh35bRI+Ys9n+zLytbMbFOa8uPXTcWunIKZu5p8uWOxX9vUiEidtQdoTVfJ9vPo/IWCaMXY3yy/ZtInwiRUCiWA5FQBjakvniihQAbgW22rCXkwb4nC8q8gC4Ky5xh2sRBEwS6eFovy5ZruQ4IDM6qWgzt66T4kPkYSFAhq3vSRCdLxR54J1XXtZ+gTDgni+Ai3JXMZ7x97lReR6LKDeDpBPgiAgoYIwoVwQg0bve+U/F3rNd90kANPu1B9VKgJW6DBCidCe3H6lLpqNx+xd1kFRSNAYrRd2VRfb143ZRUX1zviSVFMkcX4mRTl2NUdCRc7EZzNUY1Hsukj7gGneRiC9VKAWIgXjmmSk2lunbGbVl2EUuIJ481w0ozY2beM8aIN7HZqUKAwIy9gc3X65xH8dWOnLKRnGVNZEakvfriW5IufQ8Gs4bBXZDWR6RIznthVAsWtYk2lKGtus+Ny63BXBEWygUXuA0U6if6Vs21/r5ivqmaZmucRdBwHojexGM5D43br7G9BpxHRZOh2g8cyCdEzsyLNAFXPEhgDfe+APSET0g6FSRrAAcGdNRbsAFCBG6M1kjfETOVnzI3OcmQsOJvnkH0uSa+QFCHBU1E1B/fAAAIABJREFUPTarLEHLTIAVAcCRZUKYviXRKZLNwMkSV2OY340dl7f3nNEWXmdTNC7AMV+FwBF+P4pyR7l94XAQeGolP27b1RgSZ5/K0wXk5xT1nt16l86dSn8/KcvNl2Bf+KS3UPRuwKwvdxSS0tnp77f2zdC7JbI2ercB4nm7kdcF/rKCqC1xTpn5+rt2l1zpyCkbVZFLconwURwWJBo0cuS5UcmfIoVPGWAylNR2WJi+XVGL9BiXZB3GCGuANUwZbQeKxRmsXN/EXEuKKySon+WwcBkFLqCAe8emnDRF8Ul/P9W3r/PaG9mLYJi+JbRMn5wvl4HvvM+NcHylByQ3175UQRfFkSpwYL6Pm2tTfMh3jVC6c2GA8fQ121wHQYBOQwaC+USqXVTUvuMSYZfhyEbYqeJDTXeVPIpmCMRGlOCcot4zzxzhZdOfofr2jmASe+oonH2R3vWYr0kcxfadL5KKKgGWCRaF6VtEufOZL6K4lZGduYrauBxfF4Dm6wQyeYEdR+VwXmfzFO3pbI7DCV0QxzXuIvRuM1+2s9lV2Zmid5tx++5Hw/5ggXgC4JCA0sexlY6cslHoGWDQJM/DwpHYzEdb6piHII1Ok2jLGmCOxPliBqv9sBDzyj1C8ywlqiWLJLIGmMNYpoxO6SFHHxZ+uRoG6aSMTlOCmEW0HfNlRf2E9EjbfJnx8HRSxtAWGmB2Y9nfGZNGAGyyUQW6wImG24oPRX07kHTGiFpzVLDl9qMsb2tKvifAMV+EMQLIQTAfWhNHRTXgAaXzDc2QW18uemQRAK3TtBtg4si+R/Vbl9PsGjd1vYWEOUI5NVGeG++Y9IZ2VoDpW2akE3TlMX1Xl8tgBfzmS3qNCbWnXIb2kVBRGceEWmN8fp0samvrt1mroOYoJsbvCx5k5ejdHUcUkrNlJPTIIvTuLjFfZjw+9O7odw4Q30FFjcbNpyL5Oq/HsZWOnLJRRjpgkt/5DUUeFg56pEThU8UCXHx2wC/a0qxVUa8GXgiY6dsXGXbdw8Tn1/G5fdxhIcnnoQ6LqG/Hex7bi2CYcXNJ0RJDmzI6XYnJ6c9QfdujPLLop7+RThvarggTdYGwkTVjszVTfIiNcjvokTZZibNPrU3TdxEwibtEmIuQS6O21siplGbIAGi+ERO3U0NTURe5ava1bd4Du77Y88LOhJDc50YBUVHfPP2Wp1b6F1zqOHRQdDWG/T0XieaZ8fBXVMysl0wD0b4oUpSLu6uLumIi+h2/voy8b+EPHpQWsj8IoMHXCXTd+Wdyp7icfdd+tskavevOWc3TuwE5KE2tbY79wVWRlehOMh9bEs0jAFogDj5IzlcCvBPtKY/gQ3I2e1JRj2MrHTlloxJtAYHhOJqRFLKiNEOAVvguQyb9GUqePSAdVEEW0RHkAlEbkjM6ecQwPiCJvs0l0zyFjDcKOOfVFTFhjXRBQQgfQ5udL6GhbZM1Rqfrni/SoHBGqml01wmOENcepH9HPTNX4EAW5WacVwFIwbECitC7zdioMZOyjvVlig/Z1oipAOwq5MPPF++YrNTzxYcAwXwxAIerMqCLThXJ8pELThe46KQsgCYBwYi1zVVSLLIvBhOauisuykWezW7nlZxrR3EFFxWVGzevg9yVJ6lx16txMTEHqMPqXcd+tOVOAXDmMLmoqOnPaGSTq0gcwB/lmEj0CLWnXEWAWKA0Gbf9PUtAVpfutM2XAeJdYDoHsrrWiO1uWTNunyJ5gJv9sQDxLRFygfN6HFvpyCmbG/XjlQhnjPRHdJ4bt7Bd4fUjMdIZLr0LiSIRHYERVSUPC37cLsTQfD81ZsDuQK7Wo3wLFzecNbQ9oy0SWYA3tN3zRRfvoA6LpAgGubYdlFCXEeU03miUdDILSS49h4a7ytrLaIb6HEzznS7nlaNE+dJJXVSuIlHb0XSOGYGkS8p3u8EkHihg54sp383lFLrec1GaIWtEufQuR0V1zfU4ou5mL5lOj5uM7BMXkUe/49cXm18noGi72B/uuaZTAHzzn6RGJ5+3ZV9fSe4UtbYdesQ1X5J8RDsozecwSearCJjE2yP2PF0jzznNXU6PNGWgtP0986wVF40VoPUuR+828j70biPr3FOWu2WNrASIp1KJ0p/JtgUVlb4OyVWk6ri10pFTNoqHD0gShOlITbvJX1QoQXR8DkgXopNcMm0Jjxt5V/WhIkg6l+cB0Ac7Z1A4D1fGeKtU3PkWHJIuMbRdhwWVbyFC7pyOCV1On1L4XBEMI1+EKliEuht9hjIo+Cs9zPfbGucENmvuS4RdjomLHknSDF10FweSbj5DyZrx5foVzhdNj3QXivKNVPdGMxZM4sp3syXHpQCax3wZmiF71nhUM0xkHUY6Dcq4npneU9L1ZZtr6bUJ3oAQC6BV2Rwm6pLp9O/ca4SmR1Ighbk+gHvPzvwn7/miz7i2Q+8uCnrpI3Jc7pQpJuZeI3Zbxlnx10XvHtKAEJ9fV0++n5NlaenEecHRu5Nxs7qABqXdetd+t6zpF3ADy9Sdy9Fn7PuCK3RngPiy2ImlBUHww0EQfDMIgueCIPh5y9+DIAg+EP/90SAIvuco+n29G3eBMGAMVk9Ep4Bz4UJ3XUZnrUIXV1ggI34FS3gDjL/YkePwuxQYZ1AUoRma7+QvWnU4r54GqyvfojdiimA46LeLA5IzKBxOIHlYOAwwx3w58xYcBgV9QDKFLFzgCEOJCoKAPeTMJdNF6JHkfmzVMBhz1De6Cpkrx0QS2fcBk4B4X7hoYAWMEU5/pcenGbfrmbn5cpXvNjRDigkhAjg8jXSOxuqmHNPP7FxfjENkvpPS99y9oeY7necUqe/rbCXF/sh+byggp2hzRYD6BMjARadM306g1DNNxAW+pcdHjduHFcCxZUyeGwVWmqsvOHaRN2jY4oF4bo247DfublknoM3Yfub3/gCHm07KnVOScfNRbhdAm5+vSsVd5fg4tsKOXBAEVQC/BeBHALwNwI8FQfC2zMd+BMBb4//eDeC3i/b7RjTuAmFAxsPnkHTzGVvrCRSB+7CglZ8PzRCQUd9oJVLHcDLHlAivu2iG5vupfs348v065tqh/Lj3zCXamnG7aawO55VZI1zOQ/QZPp/Hlphcr1bQZC5v53LzzO9djokvYthl9pTzgOTy66SHq0chHy6PyHyn26CgI+QAX9SGMpTdByTj7DvKnXPRKfN7nyqfZtxFcs0AmpHQG03jSqI0zdDpvDKFj9wUMvo9e9MyG/x9biydSgo4elwzIXH2qT3F3RtqZJ3OK/me+OJY/TGtd90ALQ0mJZUUnXNN9O0AHDmGUFEqKsCzP+gKoXyBF9czS/YUp0fcxU58zxoerORkOb3rAuIlz+xTsTyR9WSdrLnOKWaNSAFaDvgrI3L59g4Az4VheC4MwzGAuwG8K/OZdwH4UBi1rwHYDILg5iPo+3VtbmOk7sz58kUoJAgYbYzwC5ujR7oUZ7GcL1O+m1barsOCU36VIKJb5Pp15Ftwl9oCEfeamq9FaWV63D4ltNPjoemkEoPCdUDqIwAuZJiTdSHpay0+z81VBAPgnTEuv858v1XWiYbTUUiuChkQGdou55WL1LjGzTnNAH1Acnccuu7RdOpOxogaTWeYzHgArTeiaU1sZF8wX/6ydMVLI0/ONRMhB/j5co3bTWvi6VTm+6l+69XAem+omE7lEdnn6FSAkFrp2BccbdgJODrWCAWycu/ZxRzhAEfu3lAzHg5k7TFgUjJfhJHeHXL3hvK0OY5maMbNOQfmM9ZxC2jprrOZ28+kvk/OZooqSOtds0acIKsHUPp6rBHuvHCl1bjTHvS6YG8wxmcffwVXuyPr32/UdhSO3K0Azqd+vhD/TvsZAEAQBO8OguBsEARnr169egTDO7rmRgz5JF+On+1cnJxB4YzUxIeFBzLsUn5cQnWU58EXZkj3YRu3K/LgQsBsiiDKc2OMAiasH/VNyy6oRfS4uaI2Lpphug9b326aoeOA9Ii8cjQIM25K1oWkG4eYi7z67guOKmMuES4UYfKdr5b70mXvSLXA8eXmi7pk2vRN5mq4DArGiHLTg9zUtyKRfZeBT497svQ5m7wrOuUTqeauTwEkNFi6IISLOcL164rsy6ItDjqVLxNC4LBzQBb9jnk6qcum4Kr2OvdFq072y90bmh4PFxnjDGXzGVtj5yuJ7Otpc2bcHNAZyerPOCNfZI1wDnckq2dCAEV1J70vXo81QgYQOHDEUXytyBp57tUe3vPH38CTlw+sf79R21E4cnlLGchaqZLPRL8Mw98Nw/CuMAzvOnXqVOHBHWW7aaOF+37yh/CPv+O09e+dIgu7gCIwSb4uhc+hu6+FIpAk2gIcxXHiVAQ+SLrpmzNkuHFLkHRu3PMQOGTy3FyKk8uF5IpJcLIckg4Uc/Y5I8qNpLupNlwOZtSH3qkJgoCNjDkNMM6RE6KktqI2zipkAiPKO7I/pFFSgL9HU2Kku/aj8z17OK8uMImj3JnL20nZMX0hLsBT35L5omiwzHwdTmYROOKKHrBnjd0IklTqpOba9O1DITOytPHGz1en+dpF9tniVkmBF1p/UdRd07c/E6LK7mWAp2UCIPNWeSoqD45wrBMXyMpRUU3fPvmbaVkbyOoERyTAMrmX3cVOqLtlAZ4eKWHLvJZrxJfNwNGVzRrxyX0346b7NWeNXfZGbUfhyF0AcHvq59sAXPL4zA3fmrUq3nbLOrbaDevfOcckUQTe6C6tCFyXCHOXTJu+XWgQi3SOZ1ajU2K8ARydlMnVcNAjOUQHiJ7HRUWlx11n59p8xta49zyZzTGazv0NijFNUWzWqmhUK6wB5nJ8iyCdTvSMPFz5y+55uotxAulxU44vwBcdcUaqJZQo0hiJfm8rauOk/bqcfUF0iovsu9aIkzbngYZ3XftRAup46t0uI+u6RLg7nKJRrZDgCEd9kzj7FK1JEiEHXOwPuiBE1AezHx16l+sXsFPIzLjddCq9c+Gi7rrWF1fErFWvRCArp79c80VRFF0AGlPgxUWlF1HfnNWC6XfFOfu83qXzmk3frmqZHPhGgazc3bKAjBVFzZdZIzwobd8TZtxOaqUHEC/RQQAfQHDaMgwgzgJC7PnqXiMucGSVkL1R21E4cg8AeGsQBN8SBEEDwI8CuDfzmXsB/LO4euU7AeyHYXj5CPq+oZpBK20GrymUUqRqJbWhAH5xRhx+WhFE9Eien+0qkGA7bCRoUPpz2cYh6QvKCuGAMqif6ZsrdhIEi4uK87JVAW2ORoPSn1sas3C+eBoY/Z47THIyh0ibcfvS5rjiCs5KdUzyuwsldd0XyK0vgDeiekP6kmmAp7u4C1nQCK0kQp7uw9a3L/WNA6JM36Rj4nAujENkQ8NdEXKu0EpSqc4RPfCZLyPPoeHsfLVoQEj+nvPz7XKaXc4rF21x5TVzSDrAUwVF1F3PaAtHA3MXtxJEMAl976pgy1F3Td+uaAvnXFAVbF1nDcfgcOtd//ky46aiPFxes+nbP4JJj9udv+my3+i8U7NGOF3AzpdkX3isESfgyNisrrtl3fNF53IbeX6+auwacQJojA67EVthRy4MwymAnwDwOQBPAfhIGIZPBEHwniAI3hN/7D4A5wA8B+D3APzLov3eiI1L8pUerr5UQddm5hQBhwxLcjXM+LLNiZIyisDco0TNV61aQateIR0TLgHdjIlD/doNWhEYNMhmdEoVvm2+pfPFXbnAR0zo98xFasy4XUUwfBBtN+pHJ7+7wBFXJUWXkc5FIZ1AgSinkI7UUOOW0IMAPlLNOuzcuB2Ob7vJU9+oKmRm3BH1zeLsCyNyReaLo7459Qg7X5wBRgNC0sirLVItZULY+nZRd01k33d9uSi0VF6zkfUtysU9s7OKrMTxdTwzV8SMcpojWWaNOKJqibPP2CMcoyDdR7oZ6i6td900/iLgiK/+KgKUuqi7aw69y7GLTN9sETPHWeNLj2TXSGKPUIAj/Z5dd8uK6N0OYJlzmjm9u9aqoUvdzejQIzdqO5LRhmF4HyJnLf27D6b+HQL48aPo60ZunCJwbShzUSGL7roMbe9onhsZ9qHpOBPQGUPb3KPEH5B1lhJ680aLlG03a9jpD6x/49AzI2vujGllonZiOqnFAEuMN++qlXROYSRf96qKasbEzTV1yTSw7OxnaclSg8I2bpfTnHDpPQ0KjksvAQqMs581TBegjisPyQKOONYXBwiZ4kO+EQAXSsrRSbsjulIdsKxH8nvKlSPH6F3HfLXq/OXtEiOdX19MhJwDRwQRzGh8dETOB1hx5TVHfXM5TFPctrVKynZaNVw5GFr/xuX4AtHzmAhr9q5M5zMLoi2+UW6Ofgu4KcfeTJuRi7q7GPd6hqnh2hccQOuar1q1wl7ebhx2qrGUUFfEN1XBNqtriuypBGT1zvcvQhV0nDUOCi11tyywrDupNULvC4Y54gDQnFWOBfPlk7MK8Gtk4MhrvlHbkVwIXraoFTksIqOTNpZdaLgTSXegfv2xvbhCb+xOxgYoQztG0l33VnE0Q/aQ4410F1WQR4YZRIdFd6VGAU3xodFw+l6hxSXTnOHIG2Bug4LI8xjSFUKBYvMloURxa9tlRPERJh4NdzlyVL6FMz+FqQxYhBJlcu58aToug8I5X471RY1bSn3zYUIEgSmuwBQf8jXSHZSodrOGwwlNfYuKDxF6lylZ7qRlMvnFEkSaMzrdRhTPHHFFfNNj1Iybqx7pOpuTCraW+ZrMeOouwFO0nVTUJlep0xXxdZ+vPnRl1/oy4/aOyDnYDC6nmapgK7kaCCBAVoce4aocu+6WNX27qIKkLFPspDdy54Gbz9lkzdiofgG/PWX65q6KcFG0+RxfPgAwD6OK2bZ+a5UADcLevVHb8RrtDd44io9kYVPGsknGZg0KR5liVom0aghDe3EFiRIBKGTYkdvCHMwumqHp29/odCgCJteMS/LtOpwL1gBzrBGuuMKCHsQf7EXoLlRxBQkt0/RhkzXfT/UbyTLz5UE7cRUfMuPmDHxurrk1EkWd6OJDrB5x7AuuqI0LKDB/4+iRrgOyCC3TfM7WL0C/Z47W5Io8AMBayx6pNuAIC4JxhXwcRroL+ONphnTJcldkn8svdgEFQKTbfCrBmu8lI/sCurLpw9Yvl9ecRPZZJ5DOc6NAVhngyNDmXFTn2Ni1gayuyJYEWHbm7Fv1F09FjfquWufLlV9nxs3SWJn9yIKGjqJvkrxT6pm5PDdX1V3zvRzN2u0Q0QXnXKCM+Vx+3PzaTgAhT2efqnJs7pZ12X4su0igRyiHndO7N2orHbkjbBLEkDcc7cjwIvLAJwiTSKdAEVDjdkVqFsidDRnmc1u44gpSg8J20IgOCweX3hW1AGjlxydj0waY2Nm3GawCShR3r5CkaiVAG38SZ9/nsODuFZLOl+2ZTRUy90FDVZubsdFPFz1SZOBzlBXn2tYDBeZv3vSgZpUuauOI1HCGozEUKCPdpb/Sn7HL2yPVLmo44KA1CfLFuHG7nGbTh61fgHZMTH6xDQ0XAWjEGgnDMD5rXHmBnhUcHZFXLq9ZskZ8QFYXXQ9wUAVHM2fUlgRZhXrXh34r21OOgiUW3enKazbf68+i4HUny1gpkMsNMGezYI2wjCqBsw/Y94Uk1yw9xqV+He+Zi3KL7DdCj7iuTzHfy86Xg4EWjdFmy/Dn1I3aSkfuCFuboaxIDIpOq04ghrPk76Qsg6RLDQqKasMiYInBakOG/aNEMiTd/sxSRUDdK+SMQgqQdHLMjAEmRXe5SI3L0PaNtnB3xkhomekxZsddCaK7EG2NuzNGclhQh6v4oBnPiKI2fD4iR02S5F0BfkUKonETgJDYYCVQ0rEjss8Zf0N33ilAGyMcOMLRmlwUMjNuu8PN33EICGhNvhEmJ7DCUQXNRb7ceWGPQoqiLQRoaAocuKLc3LUJLpq0+Vx+3DKaoa+RTu0pV1Ea8718ITJPkNW1RhiQtT+aosrkNScgK0tXZlgrDTubQaaD+Ot9XFTndD9LfTupzvS9o2IQzFdnu6iCns/cFVBRAXpfcDmYi4JzNPjmk1+sARypgnOumhAArUeoglw3cisduSNsJoGTOyz4ZG67rMigKLSw6c0sVQQ29M11jxJAR8bEHGtvp+a1Qe5cSpe7VyhBwx1UrqLKL9tMEQx/pFNG8aH2hYvKQBlCsmiLP1DQaUX5FjYufZ+5F8jIpvtZ6lsY/fTOYSKNdP895apClh4TRS+SgSMEsMLMNXd5u5ROylOieJo1S2uSOCa2vh0sCmNE243OCVvGH6DPGkm0haLfivZU4rATkX3PPEpnbl7hvEC7cyHbj/b5ms7mOJzwupOL7Ef3hvrtKTNfrN51gGCuyoC+TJtOs8qCrEXy133PKanu5EB8nzw3w3Bg7UZHJFGidyl6JLcfI3n+rHEBWdb5EqbVTIlcSHdeIFMV2rGnbtRWOnJH3IpFTCjFKTMobMUVzCXTrHNQwKDg7hVyHcwAjUSJNrPDSHdVQIvGSFFWBPlPhMLnxszdKyTJcyOdV+FBY7szRlKpjndMJoUSql1UBpczxlZSLICSspFXYZSbAgo42ai4UEBGW7gqZFHfBCAkpPj4OoGc0SnJnQKI+RIcrpQhJHnPlNG5uPbAbThm15irjP+SrMf64mlNfBn/SN6lOxkgi9LZRfeU0Oi0VhV0yFYEIKvPNQCuiqrmbzaQ1ZyZoqgaCTj6GfiuqrtA8bPGG0Bj3rOz4qUANKTaSr0agayEc8FdnwLQVXvFTJuxZY0I5ovLEZbkI6b7SbdovvjolBsQ0kcwJTmFlB4x+XUiVpSnPXIjttKRO+JGORf9kVsR0MrPbVAkhnZmM8ty8/yjB9y9QiJFQBmOjoR9oBgtM4l6ZCJjkiIYHOrnmi8zbqrKJ5eMbfrmEvZFkdeM8pQpXe5uM2m0xW++qAqj4miLL+pHjHs8nWM848ERjiroOixMURtKF0jWF0VRNH8nx92oxfmDy0inqygNIHHY3frLh0Jm+uYcdi6/mASThEUKonEvG52yMv4OI52RZWlNllLi2cadU9HYXPnYdOEPSRQyO98LA8xNfaOogk5nn9kXq40qqgR1FygGOFIgqzTKk/5stm8JyEpHp1xGun+BFxdbRqRHhnq96yqIwwGOnN51XZ8CxDn7hCzgZlSF4aL8fXrM5u9kvw5Q+rXKKQRohpA019aeE83XVkh/b1Z+NJ1jNg+FbJm8Hhk4KpbfqK105I64kQtboAhIg9VR/RGgDW0pCg/40eYAnvrmVATE4SpVBLbiClIUHsgrP1kytn+0BeDmy51oS9EjJaX4KeUnpevZZKNx889crQRYqRN5boJoC0194yvVAbTRKcuLsRtRkkggF2Hqj/g8DyNPOa8uWdJ5lYybcKjM9/nkpxgjfY1xLsw7pCh7kvmiaDqrjSoLjricfW7clFEgmS9XdIozOo18IWe/AAjWG+UrKSZGukdkfziZR3nNXAGhBEm3OxcSR44GHAURX1/HlzibRdEWR7VNPrJfRb1qv65Gonej9WUvmsTlNQMM4CgEaE0/S7IKsNKHWmnGTUXVnDRDihWQ2DISPWI/a2SAo/1dcTrIsDtokFXi7Nvni7s+BTDOPl3cz+eskdiNroJznA11o7bSkTviRiF3EiViUKxseF1Gy7SHiyXJ2Hz0YCIwHAnaiVQREMYud8n00rgJo1MWPcgYYALFaYorUIaQywDjaCec0ZjIMpX9fIz0rkhx2qlcUX6d7JCjHHaJkU7mIzKV6ozseDbP5VtIaZnpzyayicHKFx+KZO2Xy0oMbR86FcBRBSWGkN3oFIEjhPM6nLhR0kolIN+zix5kxuWTIwLE82WhNRndIJsv+/qS5TD5RSG5NSJhQvgaYOaZs5UUVUbnkFpf7ogcRRWU6N0iAJo3FZUADTVRbrve5SteJuP21CMcCNZ2RadikDUb2V9EuQXsIkIH+VMr3aA0dzbLHF9fZ9//mZM8t8x7ngiuTwHoAILY2WfAETZw0bKfzcZOkNBJyflir6hgip2UOXJlA2iqoMhgJRI4jUHBGfkUjUKDDFOKwI0M2xPBxY4JZey23EUwTD/ZfgEpGp45XAXzZYorFIke2I03AZLeshdXkNIMgTy6uzBG3MovK9sfTxGGvKz5bgoNLxJtcSdjE0bU0P3MVOR1UXyIlm3VK6hWAitK6iqIY/qmHF8nzZCi+EiKDxGAUIJ0ekQwJfMVydujttEz+1EFpXNtozXJWAF2o0CGDNvna2aMdMkaoRwTgd71Lj5EPLPEAKMuu5dEpzg6qTzCRIGsvENEgqwCI53Kc1PR4TPjNk609xoR0pV9I1vUuDXnFMWEYEHWOn15ewQIud8zpTulzn52jXRHEXPEhy0jst8IgFZScMTIU8/sst8oRpWIORLT3Ys8s4+sKThnpXcLxn0jttKRO+JGLmxJaJ6JALgoZBTKIDEomrUKapV8cQXJQRN9t90Ak0cP9JSAqF8HHcGD+iahQZjvphSB5D3TeUTuuQZseW4TrNSrqDvy6wAmgukRkZPMdSTvb1BQ0TzJfFHOmGiNmAMyO9dCZ7/dyJcsH01nzipkAI90Sg5mW1Gb3mgieE/8e5ZEHnzAJCB+ZuI9S+ikFE1HMteAn+FIAmgCI8rQmmzgiKtf83d7tTm++FAiSyHpDgSffmZ3TiFFFZTMtfm7r3NBgYbS6GdUSXEZZO2PptH5yehdF1VQYuDn5kvgEBl5f2fMzrRxVexdGjflvHpEWyTOfnRdTf49mwqhrnOdYzNI9O48RK7KcW/oZo6QVEGBHqH2owR8A2gWmbQgDsUQcttQ0d+zevtAA4KNs/PlDnpQl7ebtBrXfN2IrXTkjriRCZzCwwKwRQAkisBu4EsUQRAEVlRG4gSav9ujBwLDsWG/V0iKwgN+PGnOKNl4AAAgAElEQVSSZiiOHjCKQJIXSClO5wFpV34SoICOMLnni0LDJTRW83faeZXRSW1ouARkMJ/NjtuV50EZI1Kjc62VL80sqchl/u7v7NMOqARYifrJrK+hm2ZI3Z2nMtIz82Xy64rQSYsAaK4iGFQFNCkgZMvJ0Ti+vnTSTjMqapPVuxIa6xqhOzWUdh+n2cjnCxzMMJmFgvmiK+yJ95Rl3BIgynw23STnFBU9KOr4Sp+ZorRLnGaAKazlcS2H5plzoLTgTlszLgpwlIBJQL6AmsQO4nQQwDsmpuAcRe92gjoEi6w3mmBd4LxSVxdIAbTsfPVGbno3ValTqjttZ7OEpXOjttKRO+JGIsMjdyUxUoFJDHxnqNnRt4WOJUGVzbgp51WiRACbY+JGlTmF71IEVHEFjRFFKQKJQ0VGW5zPbK/cJpprAt1dKDA9fS1xAiXPnHnH83koNrRtlGMZOEIY2rEh47pHCSgShcwbjpL8OtM3mTslppPqjU5XBJMzhMw9mnSUWxB5zYxZkl9nxmWjNUmjLQC9Rlz9Ara5dju+kXxeFywMVr+KcZI1QlW6EwFChMPeH02d99dR8yWJtgB2I31R6MkzL1BYcCkaZ77ypHyuieiUC2S1rBFJNM/0TVUIlegC63U1I0HuO0P3W21URdEpf2c/H0mURALNuK3XW0hAMGZPidlFOV0gA5Y7FmaT9JyyAfEmrcbZb8NecK4rYH9QaQ9GZ7tyMCNZ/zXie67fiK105I64UQmc0jLrgJ9BQeV8SRXBmqXi0gIx1NMRxtP4/joBfQNAjlIlMSioapsSRUAVV5A6rzbZbhy1cOaLEcUVJHmUZMREEXmg8xb0ifOJ4yuKmCwfNEmJ9gKGthscsRuOEv6/KWpDIemScVPUD4kRRd2XJTU6bfvZ3wmM7q/j8uuScROsAImDkAcKhIZMs46ZNb9YFvE1n82OWwygFWAzUHm6PnTlJL9OeNbk0XBZQYjos/n96MqvS66r8QZH8mtkcf+mXjaSl5+vtuiBy5kiqZXCKJFtjYjTHiwRE1MhVJznNs7Ot+SZY6DUAlL4AiuSoiFGnnTkRACtPdVDrEd8npmg8XeH7muror7zNP7EHpGAhh75m0vjtgUfxJHq/J5y9UudzRrnNa+zjf3Gz9eN2EpH7ogbhTKIaIYMyuAy8JPLLC1lsCWKwGZ0ilFliwEmV5z23D5pMna6r8W43UZ6JG+JHhSgrGhks8UVEpRUioYXmC8b6rdS50u0A/aIiS46RVS580Qru4LiMHROjls2ynNj3rNgP/tSP0z0IF3URpNflx5nety+UVtJhBywF7VZOPv6KKQ8Qm43HLtDd9VdDhByPTNV4l2nR/SVcwH7XEvurwMcESaHoUxSKwXrK+qbQcMFz+w712tNInqgiNpaI5gF9mPEHJEVWlkas3R9WaiCi/ly2wSAHyDERnwdY6auq5HkYAL2c8rMl9vZr6I/ni2BrIY5Io2q5amVUxEDw3w2J+sARyJ5miooi+b5A1EAcdZ46+yp86wwkWrfZ7aBOpJaATdqK+TIBUGwHQTB54MgeDb+/xbxuReDIHgsCIKHgyA4W6TPG73ZjGUpSkqhuwcCRWAus7SVOJYoAhvFR6MIshQMTYg7/fm0vC+vXGLgG/lsJFCHhuejrlJZYNkQSihkAjoV4Be1Te6MsUQ/JZWa2pZKnVLqbqdZ96bcFaEcc86+RGFTUUhXfh0QGbz+uS35Eu/i/DpujfjOl2Cujbyvs28zKMTzZXEuNBQywJ7PU2SNuPLrzLhJPSIYd/bydrmsnaItiU5R+1FSQAOwP7OUWllkfdnW9nQWMUck98hlZaOf3RcIU9fVSMA30zcdnZI4NX7RPJISOtY4r/n1JVkjtsi+tMALCywLI/vpgiVScIQD8d2AUFRwzgd8AwzAYQeEfKpoS6p3G9l0X2l533x/SdDD9G3TBa60GsDOIpOCIzdiKxqR+3kAXwjD8K0AvhD/TLX/LgzD7wrD8K6Cfd7QzbawtYogb7D6o+GS3CmAN6KcCa8WQ6grNPDXCKNTk/Plo0SMvM15dZVoN+POUjCkisAWJeoKo59Fn3mNeGaRLIN0ShyTLOVYSrmzrRExOEJFIYVGVITQ2p1mJzhSIJpni1RL8+uoEu+SZ65XK2haLoiVOETRuOln9inxLnZMLHlbh5NZdMm0b36KeI3YDQqpbH6+dLog3bd0fdFFbeSl5Slqpau1G/aorasyM2DPtdU4gdlxS2mZSfTACo4IogeEcyFyfC1rREozNOtrbgFZnfRI4mzWXD+Qf1duxxcw52vegWzWKmxlZjNucr6ElNCebU+JATQLVdAhawrO+QNoFsaLIqqWLTi3cAJlwHJ63CatxjffX+q8UvTItVZdEMH0LzJ1I7aijty7APxh/O8/BPA/Ffy+Y99sh5xmQ6U/n8grjAJfRWA7aKQRJptBseBn61G/RBE4ZGkKhtx5tRUpECvODAVDqghshrY014zOYZLSmuxGp1SW4pX7UJPMM7uAAtsaEVPIiMIMkvwnIHKarOCIgLrLUVbkh5zF2ZcCBdlxC5/ZilYqnBpbzpcEHOk08yXepc6+zejU0Bujz9toYIL33MxHqsXri0HDfWhNGmoRkI9gSqItSfTAklcjMYLsSPoMbUdlZsCea6uhVgIZwHEky2tmI/sCx4QqaiMFRygAzU1Xzkf29fti0bepEOqb9iApSx/J2+m3/mBS9PwSSnt23FKWDqlHBLnvQAz8+a6RVv4u394oYo648+ssZ7MilxtYBjjEbKwGo3eF7A8rS0d6Tnmm1dyIragjdyYMw8sAEP//NPG5EMBfBEHwjSAI3l2wzxu62RSBFCVlKRgio9OOhkuNThufXUIhs9FJ1YdFSlZKg0jG7UmJskZMpHQXCwVDjdx5zJcNVTYUMtF7ppSfrwEmpJDZDvbFM+uvmZCCI9G9QvbqkTLUz2ZQyKm7uQiTMmJidfY9HF9pfp2Rt4IjYicwa2jLqTLZcWvy69KfX5J19E1d3i7JrzN9F1lf3nm6yRrJG+k+VfKSCKYgekABQq6Ihxm3PcojcIgs19VIzwvbOSWPyNlBVknhj+j76ci+W9Y+X64KodG468nn07Lme9l+GcDRN7IvycE032+jhIppmbn9OEn+xspagD81sGJLq/EG0CbCcz1fqVOaX2crfCR1XtcYveuKVJuCc75MCNt8SffUWjNfcE56Nt+IzenIBUHwl0EQPG75712Kfn4gDMPvAfAjAH48CIL/lunv3UEQnA2C4OzVq1cVXdwYzUbBkCoCQ8FIy0opZOb7rZEHxWGRpmCIE205NNyDKtgVKgIjb6PpSJ1AW1UtmfHGUDA8nlka/YyoJcHSuKUl2k3fRWhzPlXIAHuUSBvx9ZlrgDaEilAFpf3Ow8hATmSF+XU2g0Lu7OfXpjS/zvTtTxW0U3ykc50dt3ZPpY1l6XzZLm+X5teZsfmukU6zjsPJcn6xKdEuBUfSDqj0/jpOB8npfjbanKehLYgEArzz6kOtFNN+LftxNg8xEBrptsh+MWrlzFkhFFg815LeFc6XTWdLHV963PJntuVjS2WjyH4qv1hRIRSwrxGXQ2UAIRtzxNdhV0X2CzBHALsN5hOpljJHIvlqHkAr+MzSszlbcK47nIoqM9+IzenIhWH434dh+J2W/z4F4EoQBDcDQPz/V4nvuBT//1UA9wB4B9Pf74ZheFcYhnedOnXK55ne0GZDwKQ0QyB/yEkpZFHftmiLDA03GzZNwRArAsYZ87kLTqMIKNqJOMJkKXaiMSjS4z4YTsQUsqysNNfMhoar5oukzcnec7a4gnSubQUlDqS0TEsEUwqOGPmsASZFSamiNirHJGNEvdbgiO2CWClKar7fZkRJHRNfoKCIoW2+3woUiICGZUNbml9nxu1P8bEDQjrH10KJ8ojaJnQ98VmzbIAdSCOYtmsmhu5cs6jf/HU1Ul1gy7WVns2V+I5EO6NABvzZrkDRMCHS0YOD4cR59Up6bP2lcyr69/qKfo0cKGyZTmvZ0A7DEN3hFOsrEmql7XqfqZOGD9j17sFwIjLSrWwZYWTfAEJWO8jbfpOnPWQBISlzhGXL+FDahSkTQD7yqmWO+KaJ2M9XWS2KG7EVpVbeC+Cfx//+5wA+lf1AEATtIAjWzL8B/A8AHi/Y7w3bkoPZgoD55NVoEjAp5SfdFPlxyylkeVmZIjAUDB8KWTTuZcVpFIH0kOsN8+F1KZ8dyNNOVE6NVfnp6ZGaw8Ja2VRogFHjliYmm88nskJDaLWepxxLKWTm+5eiUwqUNCog5I8YpscKeIAjFudVXrwoRZU5CnBE5OxXcyXeNcV0gPwzS++vA+yOibxYgKcTaEGGNfl1uXErDPz0WI2sZNw26tv+YbRGZIb2cgTTlGiXyNrApP3DCTaEBj6wPF/7h5EB5kPvNk6NpO+sHjmI50s07kZe7x4M5c+cjewfHE5kc23RQWbc4js4x8v9AppnXvQ7nMwxninO5swaORjKntmW83WgXV9LQIFcd2YBIWmEHGAi+wXYDBo9kh23qUHANZY5Iuy766l3rVFbof1Gnc3HkVYJFHfk/j2AfxIEwbMA/kn8M4IguCUIgvviz5wB8OUgCB4B8HUAnwnD8LMF+71hm3VhKxZntliANI/IfL9/sqx9Q/puCimFDIgrVHkjnfWl+VJRyJo1TDOXCGvnK0tZUdEMCyg/3/WVpUdqKWTpsZp/+zo10vy6KM/NrvClTpE/UFCzFrVROa8Z1E9zMFupgmLHJB+R83F8E5TUM89NCyYtP7MMJbVdECvNrzPjtkXI/QE0YXSK0ruK/egfJbI7JhJDOxuF7A6nCEOhgd+MrqtZovEfTlTRlrQOkxr4HUtxBY3zmp0vlWzGSA/DUOy82mj8B4ey6JQtyn1wOEGzVkHLcTYnl7dn5hrwAxwTWUck0CYLyJ39ZI2kgCzpfBWn8WejtooIZqbYiYa6a4s2a5kjWbqyhDlSjSPVRdgydoBWfq5nz2ZfEEw6XzdiKzTqMAyvA/jHlt9fAvBP43+fA/D2Iv0cp2aKK/gqggjdTSedyqgyQKz84gTOIAh0HH4bxWc4xVa7Ieo3K2vucnMpAiBvCOmcmmWOtY5OtRi3OdTkZfzzFFppdapmLc+ll1LIgLzDrjHeslcIGApZEYf9ZGfVLUs5gULFmXPGVDz8Gs7vDJb6jWRlBtgsdvbNGumN5En36f7MvzVR2yxKKgVHshfEatZIjt6tBEdMf0Z3FEWGJbK2Eu86A6xGIOnCCGbsmFQqgQocsa4RqTHSsABCQnAEyDsX+4poy1qrhsv7w+TnhYEvO+OAyGE3BpvWSF+KqgmjUza2jMZ5zRqdmuhU1jEZTuaYzEJxv2bcp9fivocTvGnbrXdtRZOkji+Qd0ySNbIqG/eVg8Ua0ayvTnNxeXsjvhPs4FBLJ1122DXry+aYiAr5EGwZabE6X1YAxUi4TbBGbNcmSFNMzPisaSJCZtO17uJs1s6XiVSvNhZnh4YJkR33cXXkikbkymZpOYWvUARZJF2LbqQTOHXGiC23T2ewZpWIBFUx41vmsxskXar8UhQKheObpUdGHP6JSBFYy8ML5ysI8tWapBz+qO+anfohfObDySyp+qZSnNZDTjpf9kiNlMqQpdBqx72Um3eoA0fS/U1n8wgc0QAFGaNAImtKvGdzbaXgSDYnR0O/zd7hlMyXEhxJj1sXzUvvZ4VBkcnJ0Y7bPl8KwzFeY/2xPL/OVvXtYDgRRRET6lvGSJfeg5Slvklzp6Jx15coxyojPR6f6S8MQ7FzYd7H8vqcYkMw5lq1gpV6dWnc0ugUEL3ng8x7AmROoKmwZ6IHOqcm/8z7SmplVlbSL4C4INhyZAuQ5z/5RnyzwN90Nkd/PFOtr7RjIl1fq40qKtnI/miKthgcqdvPKSmANl7kuXU10TwCBNMxR9J2p4w5YuS9mRDZVCIloyAtM5rOMJ7NIb0OJC1rxn0c75ADSkfuNWntDHf34DA6XEWKIFMsQKPws8aykd1cdUfV/v/2vjTGsuM676u3b939Xm+zdA9nISmLQ9myJYoSJSAI4gCRkyBMAgiwgRhGECB/4sQJEgRy/iT/EkOOEWqBHVlWrMSCZEeWY0WRSJukKVqUTGqGi0iKM8PhzPRMT09vb9/vWyo/6ta99933yKlTzebrbp8PGEz3m3emTp176tTZqu6k262q7R7yBuMmYhEkYpGxOZtuFuE2nRqhZSV8VbqmNeE73B7Z7ql35OQNs40Axp6VybiANn6BjGGLQBtyWCnP2WvHcoN9jzZtoiPjc660e0byyiYmOxQFA54V36MttJVWD9GIMH9x6CR5WVQANG3BZM4TWgUrLTN56RfEhmVtUiHXfI+O6wAwtAWJ0UttfP0yn7PmeziU7row182gA1Y11C899sic2z1kE1Evo/+OtImwrLW86LZAy5qkI126jsSiEaTi4+fcTGSt+bZ1tPOZOCqt0YAIMLPZet1VXXptd032Cy0X/XwAN6gxTBrmM3FPnz1aQ7s7iRYwq07l0wkM3HOEAK3NUM85OLbp/qq/M0pr1mao+Q7POSLMktJhHaH4MmG+KUkGrV/hsU3GFUJgNj3+nI0D31DCUT9noyp3aL+gVjCB8bOjZmcZxyvV1XbPSK+ByZX9hGub7oaZt2lXtqme+uvx7vZvUpJVycvMdh40cCC3D5gJtSZVWo6xMxI2BBQnyn8fiOtQaGfEyIiMVuSklMZOuuI7PGdz2vBirrQcpONRoyzpTDIGZzD0rhquUIKakPHThp/i4IedP4q8gg4rRV7hFjIa36OVRI/WRL9S4xmwljMwGjc64X1ulbZDCHyjIy3HlbaDuXSc0Lo7GgQCdoGJjX4FN4tKy3zO4eCCkigIJzgqnpNuVuUGAutiD4FcvdvHUJrRZrzW1eCzcswDk1B7JLXyYLum3i6BZuIU5EI2G1DyNnaiQom/SotCOy4v0+rUXCaObn+ITm80IWTkpIeCMb/KY+7gjwSRhpeGAGrdVtp2tHPpRCh4Na9OeXN26Sny8gITl6bnVqdM5BWLRjCTjKHcCgW+hOA1LK/ZdPyuL27XfNc6Pa/C5Aevdx9bJ/h0UoTSxprPTNARQrBfyCRQbo3uzSbBATDZDzLle8yOtAh2JLQ3d3oDdPtDI1ugK9VjCTTCPjUaQDqYy5jvzcFKtZ9wpPtgVQv/LZj4oyQNDxo4kNsHTHKiqFlSX7HtHQqawzrq4De6fQyGkuREjc2Zkkm3DALDN1RR5hw2BBTadFy1YIT5Nq0whVtoVVBjl0mvtHuIR9Wh47vShgJ2bTj3VvG1q7xSnc4wrelGM5NSwb52Or3AxEDeOjminRBKFj58qc1gKFHr9I2dgnCLI8WhmEmNtoFVWqorIBY1y5ICfvXU1xFzeWlaigM26QWxlMxw+AWxVAes0fXfo0m5yMLXkbADRkiOdHwHzOkPCXY3atVFAag9JezsGgdEae1oj64LipNetQhqUvEoUvGIfVUtHffG9WhNq1OZOKptZ6Q9MiLM2sDCVSJa9VPLS61D/bxN2kkBZauqewl8LQOiuUwCUvqt/5R18XaBr1kbaxxC+HZete72jap5mr/KSOBLSL6F/SBCUjr86gNKAu3tfBlzfySGcMeLcWJ5wj5F6S4aBC6c830weoeQTcJR890bDNHo9o35PmjgQG4foJwou2rLTCqOwVB6Vw1XWurWNiMHTJ89aNMVW5890BuMl0myzO5WWuZl6jGnk+BQ+GcmXL7b5oFJuLXSp7073/qcWz3ggJlmwNTYo2dMqEFNy/HPuWlZG52d8uas5UVvZaiHHVbj9shJBt/UYY1bO/h+dlc7FA6EMDt7kA87nYTEinY6w86bsaOdGXc6zWkTY06nufM22YkysSNhp5OyMesxtBMlpSQ5BXNjTrq5A5b3nE4/eE3FzatTarzRNWVqd4NOJyWZpMYebX2j7DWFbCLksNIqNUCgqkZoIfNpdduceZshoIJIzXfPPbNK0e1gdUqdrzO1I3H0BnKkLX3WsCtA67+Wl02b4VgQaFlVI7WijgU1lGA/xDfhnK5fhRzVL5M5RyPCtQWKVp87o+hIMHittHooZAndRc5oIp7SmQTYJZbD3R9axynJzvHuIkP/bayNn9bJBQR9sB5ibveOCc9AIPD19ua7852MRRCPCitZH0RwILcPmM+OluYpxm/eXTylpusIuWVq03EBfxFXCZn0RCyCXDLm8U05R6THLo84YOZthvOuQ+FlwynOiPu9csDRNnXAtKx9edEWcyGb8J8TwYioseNjOmIq60LIEaoSWjo9eTVDgYkB/ax7zlPLq0LUEdWy4jtgjW6fxLetvObdTdhfU2o9mrQHLeTc9djy1yNgHpjMZxIj4ypa83VRCjhRlZZDsiO9gX8mh9I2ou1IKRSMUZz0UnM0sWIz56YzQH9odmZV0xabQXlR5uzy3fIdbfO17MqrEQ5ezZzOfDqOcnNUv0yf80I2gVKz6/1O2WsKmTiazsBrSydVatIhO9Luee3Td6edbHdtHG3tAFKqamNBDbkK6QcXtskRSjCWiEWQTUTH9mZKq2AwOUKqvLrnAodee6R5ZUsHP+XAmsomoogbJKXDyTednKboZzksa4q8Amcwy6SkdFwlhAJVIvOktJKrnxDSZ23NW7R1wEtNxM+kYp6cOr0BOr0hie9gAq3cckhJ/DDfecO2TJ92tHPE9Az6TCCZXtV213BfP2jgQG4fUMgkUG46I32/piVufZlB0NE2d3ZHN0iKA6bGjo/RmjqswaDGc8AIDv5QBhYzoc3QC14DAZUp7Ww6jogI0Fo42uUxB58eBHp8m46bSwIIz5mmI8FEQdRtabsbhBAoZBK+k04MfOcDc6a2ZRayCbR7A7Qdv1JtrJsT1gWlKgaMyhogBK/ZhEdLnfN8gNa7NIQgL8W3flbma6owYU2ZOmDxaASzqZi9DcpMkJcp3251yqtUk4Ka0LogrcdQYELlOxC8kvUrk/Cecac3QLs3INns4JiUINCvQvrn3GZTZjeqpuLqcqxwayXlwhI/iUVzWOfSCVRbPW9vJp2Rm1CppvAMBJNv1AA0MV79NJ6zL6+Ge2aV0mY4DFSqSTqiA19deSUEzfp74627pu2kiXEdIVT29bjqfX+0pDTgJ3VI/lt2fJ8yPbMai0Ywl44H9lddkTO3nWH7RfFZa53+yOVYZJ81wLe5vxqmJfoUmfiERDxX5Bgu5rMJ9IdSHfQnOmDhzHCZ4ID52XA/MDG9tQ0IVw9ogcnCSHWKnoUf4ZvQyqBpiwG+TceNRgTyGT+LT6+qTarImcur0e2j2x+QHbCxqi2p8jBebckbtgcp+rhXAfCeM0Fetg5+uNpMqk6F9YvgjCRjUeSSsbHg1dQhmR9x0s0r5IAvr6G2JYYvXFbjqu8V9bMitKKG9UvZL/NMZTBgp1ZtJ8qLqNuVtnLUq4R25b3oyEwyhlhEjNjORMzs1jbAfc4hO2LOt++MUM4jAuPBK+U2w7F2ZYKTLoQYOZ9HaZsD3JsULast+UwczmCo3p85lKQzX95tmyOBiXlABPhdMro6ZXJkQvO9p8A31N5IqU4Boy2h1OC1ahH4RiMCs6mYZwOowVg+0FpJOb+p+a53+t6rZnoD86T0RH/E0N4vaNqGb/8orX4L2Qm+DMF/K1p0FAT5Du7tJjf2KlqVlA7ybRpAziRjiEfFCK1pUlqPbTvngwYO5PYB3gbZcMgOWDhDQXHA4m5WZqRSQ3DACtlxR5uSGdZZGd9Jp2WGS24VUzlR9tUDU1krvuMjVTXTa3P12OFAzvjcViAbTnbAJrSsmMork4giGYtY6Regq0R22XAtL53lBOiBXKnpeJeG2GY6qy2H1EIRrFRX2+avEgHepsJE4HsoFZ3fAmtXhaS83sKrVHtzNg+aNd/h9m5TJypYYaKcRwRGq/Od3hDOwPzSkHBlv0qwI0KI0JxpyZGgHfHOURKy4bpSTTnvqsYYtSPlpmP8eotwhalM6DrR9Do4KDcdRASNb82zlpsp315bequHWqeHoTSnzYfWVKnpYN51RO+GZCyKTKA9stwyl7Ua26+qaR2dN+U77R9d0JUiY9qAvKSUKDcdwriaNigvmj8S1K9UXN2uaES7J3n5Abv+P0x1e2KHkKG9n03FEQ0mhAjdRXpsr73bgm89LvV8nV4DpaZDT0rn/H0doMlLCOHy3fX4ptnd+ISEI7dWMlzMB87VUB2wcGaY4oBp+pKXAaNldOYzflaGmsXSFYBKq0d2WBcCc+70hurWNsIB4XhUjJ5tIQYmQVmbXpur+Q4HJjZVNWpL54JnOANtc0TjV9yTfvmyjgizF7crvv1zW9TW3eC6IF8akh6tVFPO1wHhyitxTU08R0mvntqcWQWUjvjJEVql2mZzBcbtiOmtbYrvuFeprhATBUEdsTmbB4yehaTOOSgvSuA70s1ATXAEggvbKnel1UOnN0C928diziwwScejSET9i3x2Gw4Wc4TAJHCV/67r4JsmR+ZcJ11Kid2GcuIWDQMqr92v1cOuq6OmfIfPuRUbjrd3GdEHqpC7jS4WDGWtxvbPue001GVNplWPfEa1RzacPnZdp9d07GCwX2v30R9KY1rvkhZ3HZeajnfm2GjssLyySeO9OR9IoGkdMR3bS7K2e9ZdAV5SmtAVEImIkRZHapI1nFgmdQXkAgkhcleAX7igJqUXwv4uISmtxk6OdlGQ9ubkyL4OAHnDTrCDBg7k9gHzgapaiZjdCGZlhkPlgFEynYWMX5ErNWnOSDCrXGyYX5urafWYXpaUei6wRZeXPrel51xs0jLDwQpTqekYb46a725ftekUvTnTqkSlpuM5vaZ8+y20XXR6AzSdAY3vPcirEHBYi011s5XJpSHA6LktLa95asz+GIIAABkySURBVKaz5fiyNnSiYqFKdbFBzwx766LpGPMMjFaqi03lgNlU57UDZlx5CGSGq231LifSnANVjyKhUqPHDtoRqqwB5YgUXQfMlD7YKkhdU+m4X6mWUpKqLYrvuGdHis2ulX6pwMRB0r3cwpQW0HMmOqxBeblrwzQwEUKogMp7zl3jIBAYbfcruk66MW06ASdkd03n7Adjjh8EUgOTlhMIfM2f81wgGCs2HCxZBjXFRheFTILQlqnGqbZ63rpYMp6zS9vuYceTl7ndnUnFRoIxio4Ez7kViYmCuXQctY56hZIO2E3tdvA5k49M5PzWypYzIHUFAOEWR5o/shBIspabtOqU19bZ7AaOxhi2hAbmXG7RktKpuKpUFxu+3bVvJzW/pVjT6qML5ZZ7V4DBi+4PIjiQ2wcEszLbtQ4AYHnWzICprEwcJddhHQylMa0eWyv2dr2L5ZkUibblqDNb2/UOjhHHBdw515XBX54xo/erUz2yvPTYuuWu2Ogaj6tpreWVCT7nLnLJGDKGhmBhRF7unA35TsWjyCaiKDV72PFkTXvO2uDv1DskWS9klTMyGEps16iy9s9teXwbjq1lXWz48loiPudSq4e2oxwwEm0geN2pd7FEkrWfxd+pd7CQTRo7YME1tVOjrSnv3FbL8WRNmfNCIFu5XeuQnnOwUr1d75JlDfh2JCJg7OQHq2remjLUr2ClutzqoTeQZDui19R2vYvlWZod0ZXqHVde5mdWJ9lds7GDQU2RGNQA6jnvNroYDiWKxGrLQi7pBVLFBpVWfXe3rvhOx6Pee6HuBh0M7DS6nsNsOnYqrs7L7jb8ZCWlqraYS2DXS4LRglftdPYHQ3IlUH93u94lB/uadidIS+R7p9GF0x+i1umT+F7MJrDr6nSxSatg+sFFF8VmF4VM3Nju6vntWuw1mUQMqXgEpWaX7AcBox0cZNuZ9S/Z2ybu68H2SM23abBfyEzyZWj+SLnloNHto90b2MurRvd3h1JV8rZrXSzlksZJ6YMGDuT2AYUJm+sxwsZeyKheZ6qD79E2u54TRaUN8k1dFD5tB4loxDizkk5EPeO3VaMHJrododjoYiiBJaKsdTac6rAGn/MOVdaBCpNVMJZTfFMdVsA3fn23SkQJTPS5rVpbBSa0jca9bbOlEhwzqZhxxXcucG7LRl7qhqqu3ZrK+hVM5aTbPeftGm1jHqElOhTeuS0LB1+NrSpMzW4fTWdApPUr1dt1uzVVdtfUQi5p3HIXvGF0mxj4An6l2ibwDVa5rW1Bs0eW13zIjkSEeQVTX+RTbDrk9jMAOD6Xwmat41V8KQ7+8dkUik0H3f6A3GZ43LXvm7UOdolBoN6Ht2od7yIgCt/HZpPYrHa8IJAS+B6bTWGr2oGUkhy8HptLYSjdALTZ3cOc1VmzjGHFN5+JIxmLeLQATUf0nG0C32NzKWzXOypRQAxevTlXu66sKeOq727VOr4/QvApFrJJFC2S+IC/N3f7qsXxGNEH6w8lau2+tf9WbDrYqnUwn00YX5Knq4aKlm53dVVtm5jc1Xzrc4FbNVrxwXu1kBt0U8Y9aOBAbh+QTahy8Vati+1aB0KYt6wAyoHYrnf8zAhhQS7Pqpt4Sk0HTn9IMkDacdmuq4rJEkGxdfZmu97BTo2WVdZjb9W62LEITDStTQZsaSbptV/sNGiZdE9eNRUgUB2/aERgq6aecyIWMb4BDVAOxHa9E3BYzflezCWxXetit+FASpq8FnO+jlA3C50N3651lawJ40YiAgsu396cSUY7iZ16QEcIz3kxl0TTGaDa6qHUdIiblPrujicv2gYXpJ1Lx40DX02vaOlraiGXxE6ja1nN8/neIW6QwYoJVV6peBQzydjIcybxnUu449KD/YVcEqWWg0pLtVRZyavRIWeVR3Wkg0VC4AuowGTLDYgAWmByfDaFzWrXD4hIQaBvO6lO+vG5YCBHCwJnUnFkE1FsVpX9E4TAFwBOzKW9cQHinGdVYFJu9UhnzdS47pzdIJL0nAK0u3XaWTMhhBuw06t5mu+9yKs3kNhtKh2ZJ44LKB2htncvZpOIRQQ2qx1s1TrIJWPGNyECbpdPwy6Jv5BTVW6bPU7rxK6bECcFNTqQazhkuxuLRlDIxFFsdLFlGbwWA3OmBK8L2QTq3T6q7R5qnT454AZU5XWr1iHZ3YMGDuT2AUIInMynsVFpY9s1nKZlfQBYyadxu9L2MjqUBXkyn0Z/KPHq7SoAmjOykk8DAG6X265i0xZjKh7B7XLbKruxEpAXpZ0KAFYKadyptnGnSnfATrpz/smdGrmdypNXRc/Z3BBEIwLHZ1NKXq6sKYHvSj7tyRqgGc6T+RTavQEubdYULWXOBTXnW6UW2Uk/PptCNCJc3aY5rIpvd13UO0jFI8aXrAABedVobSNqXMXny+sVALSgebXgrylqtSUVj2IxlwjIi7amVgtpj1bxTdPtUtPBWqllRQsA13ebKLd6JHnp9bhuIS9Nf7vSwY4b+CZj5oHvasG1QRZZ+NV8GlICP163sLtaRyod7DRoVdu5tApMfBtkJ6/NKr1d+dhsCsVmF7dKbe93Ci0AvLXTQL3bt6Ldqiq+jxF15NhcCpu1NjarbYvAN4WtWsfba0h8u1W1H7t2hLKv63E2qx1sVNvEDp84Em5V7U6VVrXQY29VFW08KmgVzLkUtmtd3K4oHdEBlum4APCTjRqcwRAnCHP2qrbVNjaqbZwkjBuJCBybTWGz2iEHNYDaLzYqbS+ooQQmJ+bSqHX6uL7bBECzQVq2N0stFJu0IwA62N9w/U7KuGpsZTt36l3MEI6YAMAJz/ejB4En3P3ilVt6b6YnOO5U22Rf5qCBA7l9gheMWRmCNLbrXayXlfGjbK7aiXrpJl2xtUNxeauOFrGdSgevtyv0IBAAVvIZ3K60sVmlZ5VP5tPoDSRe08ErwQhpeV1cK7u0tOpBMhaxdrRXClpedrQbFbW5xiKCdAGHDi5e1DpCdFgB4Me3q+gPaYFvLBrxgtctYg+/Hvt2pY1NNwikBL6rhTSazgCXt+oAaE7UaiEDAHhR6whxs4gIYK3UxG7DsUpwrNvKq5DBermNzVoHafd8jzmtqyMW68KTl4UNyiRimM8mFN9VerC/WkhjvdzCJrHNRtFmsNtwsFZskvnWtlPbEYqjrW3Q1e2Gaqci8C2E8J9zlZ5VPuk6YOvlFpZnkqSK7/G5FKQEXryp5nxqPkOiBYALNzRt2ph2NhVDOh7FnWoH6+U2aVxAVxI7uFVq41TBfFxAVRK3612slZqIuck4yrhAYM4Fgrxc2tc3auj0hiS+hVB8btY6WK+07ORV6+BWuY2T+TRpbz4+m4IzGOJVN8GxSpjziTEdMaddyKmq2npFJXgp4wJuC22tg+0ardMG8O2uTaeNXgcXLPaaVVc+L92skDttUvEolmeSWC+3rPyRU/Np3HILAJROLkCtg3Krh2s7yu5SAlC9T3nyovgyLu31nSaKxE6bg4Y9BXJCiE8JIV4XQgyFEA+9w/c+KYS4LIS4KoT49F7GPCzQQc2NYhP3EA3nSkFld5+/VsLx2RQ5qwwAP3yrCAC4Z8F87NmUaiH4wdVdAMBpAi3gO503Sy2rOW/VOnhrp0EeVwcXP3hrFwk3WDCmdeXlzXk+a0wrhMBKPo2XbpbR7g2s+L5dbmOt2MTpBfNxNa0zGOLiWgmn5jOkQ7p6U/vhW2rOZwh8L+aSSEQjnrzOEPleyadxvdjE7XIbp4k6oitMN3abVroJqOecS8ZIrTZaR56zWBdxVx+fv1bCYCjJz3mloHWkhXsIugmoOTe6fby6XsXphQw58AX8OVPW8/G5FITw1xTFBumxr2zVsdvo4vSinY7YrClPR94qYjGXML5AQ48LAN+3kFfW1UdP1hY6ou0udV2czKexU+/i2k7Tm4MpdDD2/PWSdVDzwvUSAJqDL4TAibkUXtuoot0bWARjKRUEWgY1g6HEyzcr5KBGByYv3NBzNud7PptAIhoJ0NL5Xi+3cafSIT9n3R55s9SyogXUnDOJKOkWxuNj8jKfczQisDyTxEs3KxgMpQXfaWxWO1gr0nXkVCGNdm+Ai2tlnCqkiXZXjaVtJyk5MptCLCI8O0Lmez6DN7cb2Kp3SEkGQAevLVzfpfu7Onh97uou5tJxzKYogW/GowVAsgU6eH1O+8pEvg8S9lqRew3APwbw7Nt9QQgRBfAFAL8A4DyAXxJCnN/juAcep+ZVa9K1nSbOLdE2Zr2IXrhRwtlFGu3JfBpCKNp0PEraXFV2N+1lN8h8z2fw6u0quv0hzi3laLSFNIZSZfGpc9aG4Ec3yji9kCFtrnPpOGaSMW/OZ4iO40ohjR+5GUMq36vzGWxUO9iodqxoATVnMm3Bl1chEye9ND4SGdUROt9pvHSzgqEEzhL1a7WQhtMf4tXbVQsdUfK6sKbkRTq/mUsiEYvgwloZQtgEJhl7eRUyuLbbRKnp4Jzlc76wViavZe1QXFgr4/hsitQqk4ip4NV+zmmvsnWWmuAoZFDv9HFlq2G9LrSOUHBiLo2IUBW5RDTitYhSxrafcxpv3Kmh5QzIfN+z4M+Z6vjd59r4F66XyEHNXDqOxVzCc9Kpwdi9yzkvCKTyfe9SDnfcihzVwb93Wc35+eslMq2yO0pemUSUlEwSQuDcUtZ+zstZXFwroz+UZCf93qUcnP4Qr9yqYDVPpwXUnFeJQc1SLomZZCwQ7NPkfW4pZ5UoULRZXNttYrve9eZgCj3WxbUymfZUwAYt5pKYTZkHvtGI6orSduRei/1VV/PoPmsand4QlzbrOLdInbO/15xbou3NOni9uFZGLCKsgteLnr9L4/sgYU+BnJTyDSnl5bt87WEAV6WU16SUDoCvA3h0L+MeBnzg5Jz38/uOzZBoz5+cDdDSlCuTiHnG4/5jOdKiAICfXlF8xyKCXG15MMD3/cs0vj+wYi+vs4s57xYuKq0QAg+uKL5PzqUwQzCcwN74/sAenvNeZJ3PJLxN8f5lGs8A8KA753Q8St5cHwysC+rYDwZkfT9R1vcfyyEeFd7PFEQiAudPKHmfXciSKuTA6HqmPqvgc76PyHdQN6myXp5JehePvO+4hY64z3k2FSOdEQnSAvTnvJd18f4TwfVIGzcRi3g09y7nSEEN4PMdEXQnai97TZD2fGD+JlgtpL3s+QMn6Hb3vDv2sdkk6eIPYJTXB4h8B3Xk/Im5d/jmBNoT9vLKJmNekH7+xCx5b9Z2JBGLkHXkfPA5n6TxHfw+lfbcUs57KTVVXpGIwAPueGcWMqQKORB6zkS+R/cpmh0ZsfdEmz2fTXit1VSfAPDXYTYRxck52t4cXEdUvh84Ye/L3H8sB20uqbKORgR+yt2fzi1lESfcRQGM2i3qmjpIeC/OyK0AuBX4fd397EjjZ+/Jez9/7NwCiXYuHfdaZD5+3yJ57I+enVe099JpNa/vPzFDOi+hxvXn+TOr+Xf45jiCC/iRe2nyikYEPuiOR6UF/Dk/7MrNhraQiZPOxQDAh08XvJ8fPkvje3km5fXu2+jIw2dcHbnPRl6K9qdX50iX+ARpgb05YB8nPudkLOo5M5/Yw7r4KHEtB2lX8mlS9RMY1cmHAvpigtVCGjOuo02VlxACH9E6YrWmFO2HTxfI7+YJ2ktqVvmDp3y7Q7UFuWTMc0L2Yjsf2YOO3LecIzusQR352VM0u3tuyU9wUHVbCIEPuTpJ3eMAf5966DTd7mramVSMdIEGAG+vAICPnKGtqblM3GvBtZmzflYfPWc/5/MnZskO60cDOvL+4zS7G0wOUPmORgR+ZiXv0lrIy7VBD52hy0vLenkmSap+AsCHAv7bR4h+wcm8n+Cg7jVBu/sJi31d260Pn5kn211ttyICeB8x8Re0u1TbmUnEPB2zmbPm28ZmP3JO0dy3nCNVPw8cpJTv+AfAk1AtlOE/jwa+8wyAh96G/lMAvhT4/ZcBfO4dxvvnAC4AuHDPPffIw4xvv7Ih//Tl21a0L98sy9955qrsD4Zk2q1qW/7mE5dkudkl0zr9gfytP7ss39yqk2mllPIP/uqG/N7lbSva713ell/9qzUr2je3avKxJ6/IttMn01bbjvzM45fkZrVNph0Oh/LzT78pX75ZJtNKKeX/eWldfvuVDSvaCzdK8ovfe0sOLHRko9KSn3n8kqy2HTJtp9eX//WJS/LaToNMK6WUX/nBdfn9N3esaJ96Y1N+/QU7Hbl0pyY/++QV2e0NyLTlZlf+xnffkNu1Dpl2MBjKzz11Rb66XiHTSinlH1+8Jb/7qp2OPH+tKH/32bfkcEjXkZvFpvzM45dko9Mj07a6ffmZxy/Jm8UmmVZKKX/vL6/JH1zdtaJ9/LU78n9fuGVF+9rtivzcU1dkr0/Xkd16R/7Gd9+QxQbd7vb6A/nYk1fkTzaqZFoppfzDF27KP39904r2uas78n/98IaVjqztNuVnn7wim126jtQ7PfnZJ69Y6chwOJRf/v41eeFGiUwrpZTffXVD/t9X7PbmH9+qyP/+Pbu9ebvWkY89eUWWLHSk0+vLL/zFm/LKZo1MK6WUX39hTT57xW5v/ssrO/Jrz9vZ3Ws7Dfm5p+z35seevCI3Ki0y7WAwlL/77FvylVt2e/O3X9mQ37L0315cK8nff+661Zq6XW7Jzz/9pqxb2t3PP/2mXNu1W1P/84c35AvXi2RaKaV8+tKW/OaLdnb38mZN/vYzV6VjYXeLja787JNX5G6dvjf3+gP5O89clZfu2K2p9xoALsgJcZNQ/7Y3CCGeAfDvpJQXJvzbIwD+k5Ty77i//7obQP7nu/2/Dz30kLxwYey/ZDAYDAaDwWAwGIy/FhBCXJRSjl0s+V60Vv4IwP1CiLNCiASAXwTwrfdgXAaDwWAwGAwGg8E4ktjr6wf+kRBiHcAjAP6fEOIJ9/OTQojvAICUsg/gVwE8AeANAH8kpXx9b2wzGAwGg8FgMBgMxl9f0E5VhyCl/BMAfzLh8w0Afzfw+3cAfGcvYzEYDAaDwWAwGAwGQ+FdOSO3XxBC7ABYmzYfE7AIYHfaTDCOLFi/GPsJ1i/GfoL1i7GfYP1i7DcOqo6dllIuhT880IHcQYUQ4sKkA4cMxrsB1i/GfoL1i7GfYP1i7CdYvxj7jcOmY+/FZScMBoPBYDAYDAaDwXgXwYEcg8FgMBgMBoPBYBwycCBnhy9OmwHGkQbrF2M/wfrF2E+wfjH2E6xfjP3GodIxPiPHYDAYDAaDwWAwGIcMXJFjMBgMBoPBYDAYjEMGDuQIEEJ8UghxWQhxVQjx6Wnzwzg6EEKcEkL8hRDiDSHE60KIX5s2T4yjByFEVAjxkhDi29PmhXH0IITICyG+IYS45NqyR6bNE+PoQAjxb9z98TUhxNeEEKlp88Q4vBBCfFkIsS2EeC3w2bwQ4s+FEG+6fxemyaMJOJAzhBAiCuALAH4BwHkAvySEOD9drhhHCH0A/1ZK+QCAjwH4F6xfjH3ArwF4Y9pMMI4sHgPwuJTy/QA+CNY1xrsEIcQKgH8F4CEp5QcARAH84nS5Yhxy/D6AT4Y++zSAp6SU9wN4yv39QIMDOXM8DOCqlPKalNIB8HUAj06ZJ8YRgZTyjpTyRffnOpQDtDJdrhhHCUKIVQB/D8CXps0L4+hBCDEL4G8A+D0AkFI6UsrKdLliHDHEAKSFEDEAGQAbU+aHcYghpXwWQCn08aMAvuL+/BUA//A9ZcoCHMiZYwXArcDv62BHm7EPEEKcAfBzAJ6fLieMI4b/BuDfAxhOmxHGkcQ5ADsA/ofbvvslIUR22kwxjgaklLcB/CaAmwDuAKhKKf9sulwxjiCOSSnvACrBDmB5yvzcFRzImUNM+Iyv/GS8qxBC5AD8MYB/LaWsTZsfxtGAEOLvA9iWUl6cNi+MI4sYgA8B+G0p5c8BaOIQtCUxDgfcs0qPAjgL4CSArBDin0yXKwZj+uBAzhzrAE4Ffl8Fl/UZ7yKEEHGoIO6rUspvTpsfxpHCJwD8AyHEDai28L8lhPiD6bLEOGJYB7AupdSdBN+ACuwYjHcDfxvAdSnljpSyB+CbAD4+ZZ4YRw9bQogTAOD+vT1lfu4KDuTM8SMA9wshzgohElCHbL81ZZ4YRwRCCAF1tuQNKeVvTZsfxtGClPLXpZSrUsozULbraSklZ7MZ7xqklJsAbgkhfsr96OcB/GSKLDGOFm4C+JgQIuPulz8PvkyH8e7jWwB+xf35VwD86RR5MUJs2gwcFkgp+0KIXwXwBNRtSV+WUr4+ZbYYRwefAPDLAF4VQrzsfvYfpJTfmSJPDAaDQcG/BPBVN9l5DcA/nTI/jCMCKeXzQohvAHgR6pbnlwB8cbpcMQ4zhBBfA/A3ASwKIdYB/EcA/wXAHwkh/hlU8uBT0+PQDEJKPubFYDAYDAaDwWAwGIcJ3FrJYDAYDAaDwWAwGIcMHMgxGAwGg8FgMBgMxiEDB3IMBoPBYDAYDAaDccjAgRyDwWAwGAwGg8FgHDJwIMdgMBgMBoPBYDAYhwwcyDEYDAaDwWAwGAzGIQMHcgwGg8FgMBgMBoNxyMCBHIPBYDAYDAaDwWAcMvx/8L6NoQJ+nHAAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -809,10 +890,10 @@ } ], "source": [ - "samp_rate = 1000 # Sampling Frequency in Hertz\n", - "dur = 10 # Duration in Seconds\n", - "amp = 1 #Amplitude of Sine Wave\n", - "freq = 5 #Frequency of Sine Wave\n", + "samp_rate = 500 # Sampling Frequency in Hertz\n", + "dur = 5 # Duration in Seconds\n", + "amp = 10 # Amplitude of Sine Wave\n", + "freq = 5 # Frequency of Sine Wave\n", "x, y = sine_wave(amp, freq, samp_rate, dur, plot=True)" ] }, @@ -825,11 +906,11 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T04:59:27.084724Z", - "start_time": "2021-02-03T04:59:26.979439Z" + "end_time": "2021-02-16T14:03:44.993006Z", + "start_time": "2021-02-16T14:03:44.608014Z" }, "scrolled": false }, @@ -843,9 +924,9 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -857,10 +938,11 @@ "source": [ "y_ft = scp.fft.fft(y)\n", "freqs = scp.fft.fftfreq(x.shape[-1])*samp_rate\n", - "plt.plot(freqs, abs(y_ft.real))\n", - "plt.ylabel('Fourier Coefficient')\n", + "plt.subplots(figsize=(5, 5))\n", + "plt.plot(freqs, y_ft.real**2)\n", + "plt.ylabel('Energy')\n", "plt.xlabel('Frequency (in Hz)')\n", - "print('Peak at:',np.argmax(y_ft.real)/dur, 'Hz');" + "print('Peak at:', np.argmax(y_ft.real**2)/dur, 'Hz')" ] }, { @@ -869,20 +951,18 @@ "source": [ "We see two peaks when the frequency is 5 and -5.\n", "\n", - "The left-hand side corresponds to negative frequencies. Physically, negative frequencies are not very meaningful but their presence is important in calculating for the Fourier Transform.\n", + "The left-hand side corresponds to negative frequencies. Physically, negative frequencies are not very meaningful but their presence is important in calculating for the Fourier Transform. By finding where the energy peaks, we can find frequencies that best describe the time series.\n", "\n", - "By finding the peaks of the \"energy\" (coefficient), we can find what frequency is most prevalent.\n", - "\n", - "Additionally, the FT is a perfectly (to numerical precision) reversible process. This means that from just the Fourier coefficients, we can retrieve the original signal by performing an \\textbf{Inverse Fourier Transform (IFT)}." + "Additionally, the FT is a perfectly (to numerical precision) reversible process. By knowing the energies of each frequency, we can retrieve the original signal by performing an \\textbf{Inverse Fourier Transform (IFT)}." ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 16, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T04:59:28.036774Z", - "start_time": "2021-02-03T04:59:27.931236Z" + "end_time": "2021-02-16T14:03:45.359049Z", + "start_time": "2021-02-16T14:03:44.995998Z" } }, "outputs": [ @@ -895,7 +975,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -907,17 +987,17 @@ } ], "source": [ - "plt.subplots(figsize=(15,2))\n", - "plt.plot(x,scp.fft.ifft(y_ft).real)\n", + "plt.subplots(figsize=(15, 2))\n", + "plt.plot(x, scp.fft.ifft(y_ft).real)\n", "plt.xlabel('Frequency')\n", - "print(\"Is close:\",np.allclose(scp.fft.ifft(y_ft), y));" + "print(\"Is close:\", np.allclose(scp.fft.ifft(y_ft), y))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Mixed Signals" + "### FT on Mixed Signals" ] }, { @@ -929,17 +1009,17 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 17, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T04:59:28.909684Z", - "start_time": "2021-02-03T04:59:28.811973Z" + "end_time": "2021-02-16T14:03:45.704660Z", + "start_time": "2021-02-16T14:03:45.365034Z" } }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -951,21 +1031,21 @@ } ], "source": [ - "samp_rate = 1000 # Sampling Frequency in Hertz\n", - "dur = 10 # Duration in Seconds\n", + "samp_rate = 500 # Sampling Frequency in Hertz\n", + "dur = 5 # Duration in Seconds\n", "\n", - "amp1 = 1 #Amplitude of Sine Wave 1\n", - "freq1 = 5 #Frequency of Sine Wave 1\n", + "amp1 = 1 # Amplitude of Sine Wave 1\n", + "freq1 = 5 # Frequency of Sine Wave 1\n", "\n", - "amp2 = 1 #Amplitude of Sine Wave 2\n", - "freq2 = 10 #Frequency of Sine Wave 2\n", + "amp2 = 1 # Amplitude of Sine Wave 2\n", + "freq2 = 17 # Frequency of Sine Wave 2\n", "\n", - "x1, y1 = sine_wave(amp1, freq1, samp_rate, dur,plot=False)\n", - "x2, y2 = sine_wave(amp2, freq2, samp_rate, dur,plot=False)\n", - "y = y1 + y2 #Simply overlapping the two signals\n", - "plt.subplots(figsize=(15,2))\n", + "x1, y1 = sine_wave(amp1, freq1, samp_rate, dur, plot=False)\n", + "x2, y2 = sine_wave(amp2, freq2, samp_rate, dur, plot=False)\n", + "y = y1 + y2 # Simply overlapping the two signals\n", + "plt.subplots(figsize=(15, 2))\n", "plt.xlabel('Time')\n", - "plt.plot(x1,y);" + "plt.plot(x1, y);" ] }, { @@ -977,11 +1057,11 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 18, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T04:59:29.279696Z", - "start_time": "2021-02-03T04:59:29.171984Z" + "end_time": "2021-02-16T14:03:46.088165Z", + "start_time": "2021-02-16T14:03:45.707652Z" } }, "outputs": [ @@ -989,14 +1069,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Peaks at: [ 5. 10.]\n" + "Peaks at: [ 5. 17.]\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, "metadata": { @@ -1008,11 +1088,13 @@ "source": [ "y_ft = scp.fft.fft(y)\n", "freqs = scp.fft.fftfreq(x1.shape[-1])*samp_rate\n", - "plt.plot(freqs, abs(y_ft.real))\n", + "\n", + "plt.subplots(figsize=(5, 5))\n", + "plt.plot(freqs, y_ft.real**2)\n", "plt.xlabel('Frequency (in Hz)')\n", - "peaks=scp.signal.find_peaks(y_ft.real)\n", + "peaks = scp.signal.find_peaks(y_ft.real**2)\n", "peak_vals = peaks[0][:len(peaks[0])//2]/dur\n", - "print('Peaks at:',peak_vals)" + "print('Peaks at:', peak_vals)" ] }, { @@ -1024,211 +1106,7 @@ } }, "source": [ - "The FT makes it very easy to find the frequencies of the signal!" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Quick exploration:\n", - "\n", - " 1. What do the heights of the peaks mean?\n", - " Hint: Play with the amplitudes and frequencies.\n", - " \n", - " 2. What happens when your frequency is higher than the sampling rate?\n", - " Hint: Nyquist frequency.\n", - " \n", - " 3. What are the implications of 1. and 2. these when measuring or collecting data?" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Frequency Domain Manipulation" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "ExecuteTime": { - "end_time": "2020-11-16T09:00:44.852755Z", - "start_time": "2020-11-16T09:00:44.845210Z" - } - }, - "source": [ - "One of the more common uses of FT besides is its ability to let us manipulate time series in the frequency domain.\n", - "\n", - "To demonstrate this, we take the mixed signal from the previous example and add a constant term to it.\n", - "We want to retrieve the original signal as that is where the interesting behavior lies.\n", - "\n", - "*(not unlike a DC signal on top of an AC signal)*" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "ExecuteTime": { - "end_time": "2021-02-03T04:59:30.942083Z", - "start_time": "2021-02-03T04:59:30.790432Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "dc = 10\n", - "y_dc = y+dc\n", - "plt.subplots(figsize=(15,2))\n", - "plt.ylim(bottom=0, top=15)\n", - "plt.xlabel('Time')\n", - "plt.plot(x1,y_dc);" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "ExecuteTime": { - "end_time": "2021-02-03T04:59:31.140549Z", - "start_time": "2021-02-03T04:59:31.029851Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Peaks at: [ 5. 10.]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "y_ft = scp.fft.fft(y_dc)\n", - "freqs = scp.fft.fftfreq(x1.shape[-1])*samp_rate\n", - "plt.plot(freqs, abs(y_ft.real))\n", - "plt.xlabel('Frequency (in Hz)')\n", - "peaks=scp.signal.find_peaks(y_ft.real)\n", - "peak_vals = peaks[0][:len(peaks[0])//2]/dur\n", - "print('Peaks at:',peak_vals)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A constant term is equivalent to a sine wave with 0 frequency hence the presence of a very large spike at that position.\n", - "\n", - "While the other peaks can still be found, the constant term can affect stationarity and other statistics we may want to measure later on. To remove this constant term, we can process the coefficients of the Fourier transform to remove it." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "ExecuteTime": { - "end_time": "2021-02-03T04:59:31.720455Z", - "start_time": "2021-02-03T04:59:31.620910Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Peaks at: [ 5. 10.]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "y_ft = scp.fft.fft(y_dc)\n", - "y_ft[0]=0 #We set the 0'th frequency term to 0\n", - "freqs = scp.fft.fftfreq(x1.shape[-1])*samp_rate\n", - "plt.plot(freqs, abs(y_ft.real))\n", - "plt.xlabel('Frequency (in Hz)')\n", - "peaks=scp.signal.find_peaks(y_ft.real,threshold=0)\n", - "peak_vals = peaks[0][:len(peaks[0])//2]/dur\n", - "print('Peaks at:',peak_vals)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "After setting the coefficient for the 0 frequency waves to 0, we eliminate the constant term. By performing the IFT, we can retrieve the original mixed signal with frequencies of 5 and 10." - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "ExecuteTime": { - "end_time": "2021-02-03T04:59:32.371453Z", - "start_time": "2021-02-03T04:59:32.272134Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.subplots(figsize=(15,2))\n", - "plt.plot(np.arange(0,1,1/(len(y_ft))),scp.fft.ifft(y_ft).real)\n", - "plt.xlabel('Time');" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Admittedly, this is a fairly poor example as we can simply deduct the sample mean from the entire sample to achieve the same result making the need for FT and IFT moot. We will tackle more complicated uses down the line." + "The FT makes it very easy to find the frequencies of the signal even if they are mixed." ] }, { @@ -1247,9 +1125,9 @@ "\n", "Thankfully, we can manipulate time series data in the frequency domain to eliminate one of the most types of noise - white noise. White noise pervades time series data and by definition, has components across all frequencies. Usually, a time series with white noise is represented as:\n", "\n", - "\\begin{align} X(t) = s(t) + v(t) \\end{align}\n", + "\\begin{align} y(t) = s(t) + v(t) \\end{align}\n", "\n", - "where $s(t)$ is the true signal we want to retrieve from $X(t)$ and $v(t)$ is white noise we want to eliminate. We simulate this below by adding a uniform random noise to the signal." + "where $s(t)$ is the true signal we want to retrieve from $y(t)$ and $v(t)$ is white noise we want to eliminate. We simulate this below by adding white noise to the signal." ] }, { @@ -1259,19 +1137,26 @@ "### Filtering by Energy Level" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "White noise is characterized by having energy levels almost equal for all frequencies. Such a signal can be generate by simply using a random number generator." + ] + }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 19, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T04:59:33.496484Z", - "start_time": "2021-02-03T04:59:33.389738Z" + "end_time": "2021-02-16T14:03:46.479628Z", + "start_time": "2021-02-16T14:03:46.091158Z" } }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1283,41 +1168,153 @@ } ], "source": [ - "noise = np.random.uniform(-.3,.3,len(y))\n", - "y_noisy = y+noise\n", - "plt.subplots(figsize=(15,2))\n", - "plt.plot(x1,y_noisy);" + "noise = np.random.uniform(-1,1, len(y))\n", + "plt.subplots(figsize=(15, 2))\n", + "plt.plot(x1, noise);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The resulting FT of the noisy signal results in multiple peaks being found. This poses a problem if we are trying to find the appropriate periodic trends in our data." + "Taking the FT of the white noise, we find that indeed, for almost all the frequencies, there are positive energy values for them all. This means that for all frequencies, the white noise will have some contribution which can affect our analysis of the time series." ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 20, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T04:59:34.502163Z", - "start_time": "2021-02-03T04:59:34.379462Z" + "end_time": "2021-02-16T14:03:47.204712Z", + "start_time": "2021-02-16T14:03:46.485612Z" } }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "noise_ft = scp.fft.fft(noise)\n", + "freqs = scp.fft.fftfreq(x1.shape[-1])*samp_rate\n", + "peaks = scp.signal.find_peaks(noise_ft.real**2)\n", + "\n", + "plt.subplots(figsize=(5, 5))\n", + "plt.plot(freqs, noise_ft.real**2)\n", + "plt.ylabel('Energy')\n", + "plt.xlabel('Frequency');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The addiiton of white noise to the mixed frequency signal makes its actual behavior less observable. The white noise has \"corrupted\" the signal and presents a challenge we find when making any measurement. How can we sift out the original mixed signal when the data we receive is noisy?" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "ExecuteTime": { + "end_time": "2021-02-16T14:03:47.533347Z", + "start_time": "2021-02-16T14:03:47.207705Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "y_noisy = y+noise\n", + "plt.subplots(figsize=(15, 2))\n", + "plt.plot(x1, y_noisy);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The resulting FT of the noisy signal results in multiple peaks being found. This poses a problem if we are trying to find the appropriate periodic trends in our data. Luckily, the noise appears to be present only at low energy levels. Should measurements have been done reasonably well in collecting this data, noise can be managed as they only have low energy levels." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "ExecuteTime": { + "end_time": "2021-02-16T14:03:47.938771Z", + "start_time": "2021-02-16T14:03:47.537337Z" + }, + "scrolled": true + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Peaks at: [2.000e-01 5.000e-01 9.000e-01 ... 4.994e+02 4.996e+02 4.999e+02]\n" + "Peaks at: [ 0.6 1.2 1.6 2.8 4. 5. 5.4 6. 6.6 7.4 8. 8.4\n", + " 9.2 10. 10.6 11. 11.6 12.6 13.2 13.8 14.4 15.2 16. 16.4\n", + " 17. 17.4 17.8 18.4 19. 19.6 20. 20.4 21.2 21.6 22. 22.4\n", + " 23. 23.8 24.8 25.2 25.6 26. 26.6 27.2 27.8 28.2 28.8 29.6\n", + " 30. 30.8 31.2 31.8 33. 34.2 34.6 35. 35.4 35.8 36.4 37.\n", + " 37.8 38.4 39.2 39.8 40.2 40.6 41.2 41.8 42.2 43. 43.6 44.\n", + " 44.8 45.4 46.2 46.6 47.2 47.6 48. 48.6 49.2 49.8 50.2 50.6\n", + " 51. 51.4 52. 52.6 53. 53.6 54. 54.4 54.8 55.2 55.8 56.4\n", + " 57. 57.6 58.6 59. 59.4 60. 60.8 61.6 62.2 62.6 63.2 63.8\n", + " 64.4 65. 65.4 65.8 66.2 66.8 67.6 68. 68.4 69.2 69.6 70.\n", + " 71.2 71.6 72.6 73. 73.4 73.8 74.6 75.2 76. 76.6 77.2 77.6\n", + " 78.2 78.6 79.4 79.8 80.2 80.6 81.2 81.8 82.2 82.6 83. 84.\n", + " 84.8 85.2 85.6 86.4 86.8 87.2 88.2 88.6 89.4 90.2 91. 91.4\n", + " 91.8 92.2 93. 93.8 94.4 94.8 95.8 96.6 97. 98. 98.4 99.\n", + " 99.6 100.4 101. 101.4 102. 102.8 103.2 104. 104.6 105.2 105.6 106.2\n", + " 106.8 107.2 107.6 108.2 109. 109.6 110.2 110.8 111.4 111.8 113. 113.8\n", + " 114.2 114.6 115.2 115.6 116.2 116.6 117. 117.8 118.4 118.8 119.4 120.\n", + " 120.4 121. 121.4 122. 122.6 123.4 123.8 124.4 125.4 126.4 127.2 127.6\n", + " 128. 128.4 128.8 129.2 129.6 130.2 130.6 131.2 131.6 132. 132.4 133.4\n", + " 133.8 134.6 135.4 136. 136.6 137.2 137.6 138.8 139.6 140.6 141.2 141.6\n", + " 142.4 143. 143.6 144. 144.4 145. 145.4 145.8 147. 147.4 147.8 148.2\n", + " 148.8 149.4 150. 150.4 150.8 151.6 152.2 152.6 153.2 153.6 154.4 154.8\n", + " 155.4 156.2 157.2 157.6 158. 158.4 159.4 160.6 161. 161.6 162.2 163.\n", + " 163.4 163.8 164.4 164.8 165.2 166. 166.6 167.2 168. 169. 169.8 170.2\n", + " 170.6 171. 171.8 172.2 172.8 173.6 174.2 174.6 175.4 176. 176.8 177.2\n", + " 177.6 178. 178.6 179. 179.6 180.6 181. 181.4 182.2 183. 183.6 184.\n", + " 184.6 185.2 186.2 186.6 187.2 187.6 188. 188.8 189.4 190. 190.4 191.2\n", + " 191.6 192.2 192.8 193.4 194.2 195. 195.6 196.4 197. 197.4 198. 198.8\n", + " 199.4 199.8 200.2 200.8 201.2 202.8 203.4 204.2 205. 205.6 206. 207.\n", + " 207.6 208.4 209.4 209.8 210.2 210.6 211.4 211.8 212.8 213.2 213.6 214.\n", + " 214.6 215. 215.4 216. 216.4 217. 217.4 217.8 218.6 219. 219.6 220.\n", + " 220.6 221.4 221.8 222.2 222.8 223.4 224.2 224.6 225. 225.6 226.4 226.8\n", + " 227.2 227.8 228.2 228.8 229.4 230.4 231. 231.8 232.6 233.2 233.8 234.2\n", + " 234.6 235.6 236.2 237. 237.6 238.2 238.6 239.2 239.8 240.6 241.4 242.2\n", + " 242.8 243.2 243.6 244.2 244.6 245. 245.6 246. 246.6 247. 247.4 248.2\n", + " 248.8 249.2 249.8]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
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" ] }, "metadata": { @@ -1329,28 +1326,32 @@ "source": [ "y_ft = scp.fft.fft(y_noisy)\n", "freqs = scp.fft.fftfreq(x1.shape[-1])*samp_rate\n", - "plt.plot(freqs, abs(y_ft.real))\n", - "peaks=scp.signal.find_peaks(y_ft.real)\n", + "peaks = scp.signal.find_peaks(y_ft.real**2)\n", "peak_vals = peaks[0][:len(peaks[0])//2]/dur\n", - "print('Peaks at:',peak_vals);" + "print('Peaks at:', peak_vals)\n", + "\n", + "plt.subplots(figsize=(5, 5))\n", + "plt.plot(freqs, y_ft.real**2)\n", + "plt.ylabel('Energy')\n", + "plt.xlabel('Frequency');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "In crude fashion, we can set a hard threshold wherein that makes coefficients of frequencies below a certain \"energy\" level 0. One way to accomplish this is by setting the cut-off as a multiple of the standard deviation.\n", + "In crude fashion, we can set a hard threshold that removes the coefficients of frequencies below a certain energy level . One way to accomplish this is by setting the cut-off as a multiple of the standard deviation. The Fourier Transform allows us to make such \n", "\n", "\\textit{Conversely, we can perform the same method to eliminate high energy signals or even select those in a certain band} " ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 23, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T04:59:36.130445Z", - "start_time": "2021-02-03T04:59:36.124463Z" + "end_time": "2021-02-16T14:03:47.954729Z", + "start_time": "2021-02-16T14:03:47.942761Z" } }, "outputs": [ @@ -1358,16 +1359,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "Peaks at: [ 5. 5.2 10. 146. 157.7 175.6 202. 228.1 238.3 244. 357.4 385.2\n", - " 400.1]\n" + "Peaks at: [ 17. 149.4 202.8 207. ]\n" ] } ], "source": [ - "threshold = 3*np.std(y_ft.real);\n", - "peaks=scp.signal.find_peaks(y_ft.real, threshold=threshold)\n", + "threshold = 3*np.std(y_ft.real)\n", + "peaks = scp.signal.find_peaks(y_ft.real, threshold=threshold)\n", "peak_vals = peaks[0][:len(peaks[0])//2]/dur\n", - "print('Peaks at:',peak_vals);" + "print('Peaks at:', peak_vals)" ] }, { @@ -1379,22 +1379,22 @@ } }, "source": [ - "By visual inspeciton and setting a threshold of 3x the standard deviaiton, we are able to retrieve a clear signal of the dominant frequencies." + "By visual inspection and setting an arbitrary threshold of 3x the standard deviation, we are able to retrieve a clearer signal of the dominant frequencies, albeit with the likely addiiton of some stray frequencies. Obtaining the exact signal from a noisy one can be very difficult but with judicious application and an understanding of the underlying systme, filtering by energy levels can be a quick and effective way to modify your time series." ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 24, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T04:59:36.748575Z", - "start_time": "2021-02-03T04:59:36.645848Z" + "end_time": "2021-02-16T14:03:48.347720Z", + "start_time": "2021-02-16T14:03:47.959739Z" } }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1406,17 +1406,10 @@ } ], "source": [ - "y_ft_denoised = [0 if x" ] @@ -1462,19 +1448,27 @@ } ], "source": [ - "hf_noise = sine_wave(amp, 45, samp_rate, dur, plot=False)[1]\n", + "hf_noise = sine_wave(amp, 70, samp_rate, dur, plot=False)[1]\n", + "\n", "y_hf_noisy = y+hf_noise\n", - "plt.subplots(figsize=(15,2))\n", - "plt.plot(x,y_hf_noisy);" + "plt.subplots(figsize=(15, 2))\n", + "plt.plot(x, y_hf_noisy);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Observing the FT of a signal with high frequency noise, the noise dominates the energy spectrum and masks the underlying signal." ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 26, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T05:01:05.698907Z", - "start_time": "2021-02-03T05:01:05.603967Z" + "end_time": "2021-02-16T14:03:49.081779Z", + "start_time": "2021-02-16T14:03:48.722232Z" } }, "outputs": [ @@ -1482,12 +1476,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Peaks at: [ 5. 10. 45.]\n" + "Peaks at: [ 5. 17. 70.]\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1501,48 +1495,71 @@ "source": [ "y_ft_hf = scp.fft.fft(y_hf_noisy)\n", "freqs = scp.fft.fftfreq(x.shape[-1])*samp_rate\n", - "plt.plot(freqs, abs(y_ft_hf))\n", - "peaks=scp.signal.find_peaks(y_ft_hf.real)\n", + "plt.plot(freqs, y_ft_hf.real**2)\n", + "peaks = scp.signal.find_peaks(y_ft_hf.real)\n", "peak_vals = peaks[0][:len(peaks[0])//2]/dur\n", - "print('Peaks at:',peak_vals);" + "plt.ylabel('Energy')\n", + "plt.xlabel('Frequency')\n", + "print('Peaks at:', peak_vals)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "By observing the coefficients of the FT, we can eliminate frequencies that are higher than a specific frequency $f_{thresh}$. And thus retrieve the original signal.\n", + "While the loewr frequency peaks of the signal can still be retrieved, the extreme noise will make it untenable for most forecasting purposes. These high frequencies* can be eliminated to retrieve the original signal. Guided by our desire to observe the signals that exhibit lower frequencies, we can force the energies of all frequencies above a desired threshold to 0 and perform the IFT to obtain the \n", "\n", - "\\textit{Conversely, we can do the same for low frequencies and those in a \"band\".} " + "\\textbf{*}\\textit{We can do the same for low frequencies and those in a \"band\".} " ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 27, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T05:01:06.285261Z", - "start_time": "2021-02-03T05:01:06.082788Z" + "end_time": "2021-02-16T14:03:49.093771Z", + "start_time": "2021-02-16T14:03:49.085282Z" } }, "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "
" + "array([ 0. , 0.2, 0.4, ..., -0.6, -0.4, -0.2])" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "freqs = scp.fft.fftfreq(x.shape[-1])*samp_rate\n", + "freqs" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "ExecuteTime": { + "end_time": "2021-02-16T14:03:49.455802Z", + "start_time": "2021-02-16T14:03:49.096764Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Peaks at: [ 5. 17.]\n" + ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, "metadata": { @@ -1554,25 +1571,52 @@ "source": [ "f_thresh = 20\n", "\n", - "W = scp.fft.fftfreq(x.shape[-1], d=1/samp_rate)\n", - "y_ft_hf_copy = y_ft_hf.copy()\n", - "y_ft_hf_copy[(abs(W)>f_thresh)] = 0\n", - "\n", "freqs = scp.fft.fftfreq(x.shape[-1])*samp_rate\n", - "plt.plot(freqs, abs(y_ft_hf_copy))\n", - "plt.show()\n", - "peaks=scp.signal.find_peaks(y_ft.real)\n", + "y_ft_hf_filtered = y_ft_hf.copy()\n", + "y_ft_hf_filtered[(abs(freqs.real) > f_thresh)] = 0\n", "\n", - "y_lf = scp.fft.ifft(y_ft_hf_copy)\n", - "plt.subplots(figsize=(15,2))\n", - "plt.plot(x,y_lf.real);" + "plt.plot(freqs, y_ft_hf_filtered.real**2)\n", + "plt.ylabel('Energy')\n", + "plt.xlabel('Frequency');\n", + "peaks = scp.signal.find_peaks(y_ft_hf_filtered.real)\n", + "peak_vals = peaks[0][:len(peaks[0])//2]/dur\n", + "print('Peaks at:', peak_vals)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "ExecuteTime": { + "end_time": "2021-02-16T14:03:49.825813Z", + "start_time": "2021-02-16T14:03:49.458795Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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60O1j1pfrevix9z6Cv37grLb7AMAT8YZfYOtYQ22D957nYct/zoxxodvU+W8+fxY//jePKD+TWAQA9LIgOoMhaqUCCCGYLRe1zi47IxftwZCzO+L25t+97zn8tw+e1HYfDK0+7aSxTofOs2LLpzs2Smx96S0CfOa5dfz7P3lAuY7ZOXLjEhX60rmfdiz6u2ulAmanMPu32rGw3DCx3DBjk7S/f/g8fugvH56KfUqzYgSdNM10x2aFxrnFPNn3kZODhixJk8C45qq5mZFLZw2WGpQLrrPtL24QdX9zbFv6Fu+2f9Av1U20Yigzf/Sp0/jAoxfxx5qlldsDh3/mZsXQe9ALSVqzoj8x+pfn1vHez5/FO/9YLePMBAfmpnAv7cEQdTNYXzqDOzlJU9GFPvDoBXzo8Uv4cc3Syi2J7qiTgti1fTqtSWnL1tDVSke71BrgN+89hZ97/5Po2dFgarvvIEeAa+Yq8Lzx87dp0bVGvABQMwta1xfr/gedtOi789DZLfzF587gP/3Vw1rVytr+52yUiqiXihi5HvqavvOuPcLI9TBbKfKOuM7A1fM8/OBfPow//+wZPKxQaWV79Yn5KSRpPhMAoOekziImC1IPNUqomwWlymHXGuLnP/AkfvPeU1pnpazhCNbQRaNcRM3/znXSSrd8umODd2r1BtE//r5H8Y+PXcQ/Kqxa2HvOLE22NCbmnGVjFjBTLqI9GHKDZx3Y9gvly2MEpv5/f/4g3vv5s9oLme3BkJ6PFfqd63yPt3oOZisGCCGol4ra19flhixJE9C1huhYQxiFHNY6VqTK3B44cD1grqp/ILzNW+3ToTtu8SSNtpxVQfSTF2h3Ube0cqs/5J9Zt7CDmKQ1ykXtVeinLgYdWtVmtN0L5ng2e7a2YNIeurCGLmqm0EnTOT/SsVE18jjuz3Oq1hczidWdnLKDnR1C01hfVXM67/ETgoyzyu+QdcwZdUknRYwG0fSQr5cKWju1LDHhM0OKIPpRIalY01hg4520sv7vXOwKs06HzvUlBo+Pn4+eAyyZObFA33OdQbSYpNXNgtb9iwWpdM5QXaB9TDgXxX1+0hBjA86y0fjZmXroNPYvIJh5e+xcdP9i58aJ+SryOTK1Ai777F1F4WsScF0PbYsmRuzslxG2SdIcgw2c0PrS+W61Bw4aZXqdhuZiy+WILEkTwDaAlxydgetFD3rxQJyvTSlJE2eGNC7e7T4dPp/xKyeqCjuThdUt3d0SOmmUJqXvc/ON2Bdo0V0tExXPVAphtKNZwHzVgDPytB2+XeFz5/25Dp3ri27E44fPmWT3RtfWeihs9x3kc4RXSLf7+nxgRDptYwody+cE+wzVe7rVp1XLWZ/Gonfe00HNzAOgn1/nd8qCp4WaiaqRV3Y6RJq2TvsUVnypl/RT1dn3Ny26o2gL8pzCqmVb6qRpLQIMgmJeraR3fbGzfq7ii8Eo6LQvrE9nffGZx1LQPdV1RrpuIGBWLuZRyBGtndqePeSxB/NzFMGSl7mqoZ0F0RkMUTXy/KwA9D3ntjWE59E51pmymhZ/WlhTOtVF2XfeKBVgFnIo5IjWd6sjMC6yTloUWZImgB3sd/iUGbnlHFaFM7QGOGLyEBz0+hZvyw/e2PC5vPnZQ5crDp3f6mtNZNoDukEAtAOhM0nrWkPkCFAu5oXBe33P+cKW4IUibbSu6/GqJVfE01TxF6uE7P91VrC69hAVIz+2CPCC8DwuaLQfYNReQgiqZgGeB20+MF2hk8aqhTqDHHGW4YKCsr3Vs7laGaCva8nUaWtTCqLF9TxXU8+WirMOOr3L2BxioyR2t/R8551BcK2A7qjvOYsdSNXczFbfRiFHcLRZBgCt854huqN/TugqtrD11KwasaMOZzZ7IIT+s07hB7FTW9U8T8yKHzWz4NPR9J4TovS86hmG5omnwIKoCXEIoO85i2JDTKREXsus6FbMk5Cf6qTRsYe+aJ0/T1zSH4NVeZK2/+JaBw1ZkiaAbQC3+sbG8lyauEHUSwV07RFcTclKR+BDs66SXjqHjZlyITZJO7/Vh+cBdx5tYOh6WhNUJi8M0M2xo1FwoD2gGwQhhH92nUHOhe0+bj1Eh55lyl/HHsL1gNlKkSepug5EkTLD/l9rp8OvltWMAnIkur5c18OLGz3cdXwWgDrBmBQY5Q8IDl9dhxBbuzWjMJXB+5XWAMfnyqiX1AphzFNL90D4wHHhehDojkWtnVpWbDELOTrHqgjeNrp0MB+AstM2KQSdtAIP8nS9WyyIrkypU8ue2w2LVaWX02aPri+zkEfFyOun0zLGRakAZ+TB0iSowNbTbKWIuRgRiZUW9cZbrJuaWTbRTq229eXvX2yf1D0SsCrY76hUprf7gaJnXMdpUmhLM4+Avucsi1kNXS9SOGRCdTct1bUKecixQdXQS1UXk7RG1kmLIEvSBLAXhSk4rbbHJ2kADax1gNHc6qUijEIOZiGnLWD3PA8tf1A0LkljVZyXHJ0BoN9gOpw86PVJq5kBHxrQK6ZwfnuAO47MgBBgVarGMqqQOBCuSywm6DywIKeoda6BbcS5HFEe9Js9G/bQxUuONvi/6wLrpAHgdDx9QQ7rpOUDOprG9bXStrBUL+FQo4QLCjNhWalNWxFAED4C/E6t5iKAWGxRzapsdG3cuFQDIbpn0hxOIdY9x8OLACZNivI5ojXIWetQq5ZbDzdwSSGOsS0UQJqaFfHag/BMGjCN97iA2ap6fW32qGz5vGZRMbFTqztJ6wj7F4CpddLuONJAxxpGxI9EFoRuWXyqHhqMXQD6nrNIYWXvj1xo2vKTtOsX9dqncOGjcvDZdbMgakInLZtJCyNL0gSwF4WZVcsbgJik6ZYtZy9KbQpt4I5F57DGJWmMg3+TL32re5aFbRBVo4CB42qTChc3iLjPPimMXA9rHQtHZ0uYqxiRaj677qywvnTJlrPElyfDZkFrcNeRqmXyM2aHzg2LtECiM1FuCUla1aD3pJPuaBZyKORzUxF22Ow5aFaolYZKoXbLF6apak5OAyZAENzprsayd2Y2xjR8vWtjqV5Cs2Jo9eJhRSamVgZopKMJyQOjo+lkAqy2LcxVTRyZKeFSaxChZDFPLUD/d96xnNBMGqDvOfNkxShgtmxQw3Jpz6BS4oZ2UbEWD6LpPHG5qG+euCt8bgDabUSYKuadR2gxWO7WigW22YqhXZiGJf+64z32nYqKittS/LnRs1E3C1hulLRaBcmdtFqpoE0wZTiiAmZsfdWnZFNzOSFL0gSwJGi+ZqBi5COVjG2B8qCbgtgZDHllFPDpQppb7Y1SERUjj2KexAbRTD0tbSetYw1xajU6GGwPXQwcl2+OLJjsagqixeRh3LzUZtcODc0nutaAcr1nKgYWamaE7shNlstF7TQ80cQbmEIQbYeTYfkZs87GpPyV7KGLZ2K8DsOdNP2VaN6pZTNpimR44IwmogjX8gWAlhslPkPKMBy5vGNeyNPuvD6ap9SpNQvoOyNtxZauHbzHtMIeDWI2fe+f+aqhlOjfCzzPwxPnW8oZqFZfSB7M+O98EmDfX0UMohXX8jwPJy+q73cvWOtYWKgZWG6UMHDcSEK42XV4kFk19QV3zoieE8FMmt7zuGePUC7S85jLkksJwkaXmrfPTcjA/KmLbVjD6Lkn0h0BvUG0aCFCrxnf6XjqYjv1+73atlDIEdzsjwTIlEe2v7F70S12VZOTNN10R8HqQF5fm12bz0R27VFqK5czGz1lMUFeX1VT33MO6LQ0zmuUC9xWRMZ6x9KqhXBQMZEkjRDyvwghK4SQxybx+/YL230HVSOPYj6nbKVv9xwYBWqyXNNOYwkofwATdtB10PuUmVJAF5KD6M2eA0JE1a50h9A3/Oan8IZ3fzziJyPOcwAQOkr6nzOfSVM85y979734kv9+b6rvIEiGC1ioj+mkVQzt9B1RPRTQT2noWSNUDLoRq9YXOywOzZRQMwup19fPvf8JvOlX7sOnT61HftYS6LS6k2GRbz9OHe37/vTzePOv3pc6UWMJ6Fw16i/IilBMNIRSifUVPwBEghx9neFRkKRV6PoS54UHzghde4T5mi+hnrKT9vcPn8dX/von8HufeD7yMyp8FC4C6DoneJBjBEGO6lq//8nn8ZZf/QT+4ZGo99ResNqxsVinc1f036MjATNl2knTOU/cjVlfOs9jFkg2Y7yjaBeb0R3Tra+TF1t486/eh//wZw9Gftbq0/lL9p3rFH3isYE5vgjwqWfX8OZfvQ//9R/TGXlv+TOzbHZUjg/EAlvFKGjbT4DALB2YBt0x6F7NxNDiN3oOmtXAYDpNIbM1cPBFv/gxvPXX7ov8LNJJM/P6iph2+D2OYx5s9Wy87hc+ine853Na7uMgY1KdtPcAeMuEfte+QazSzFQMbEuVDFUFXlfiJPLtAb1VI7la1igXI632za4d8ldKQ3e0hiOc9IPRf352LfSzYIOYjrBD1xqGqBxAtJPWGjh8Q3xUYeC6W7QErvdCzYwkaaJ/V1XzoSCqh7L/10nDk2mlkQPID5rnqlRhVF5/e8V9T68CAO59aiX03z3PC5ml63/OQfJAiHoez/M83HOS3ucnnllNfK3hyEXHCkxIZUoWe2eZ/L5O5dSOgjID6O0oMWrlTLkI1wsH7FxCvWpgvmqm7nR8/Cn6Pd2n+L7Emdp8jqBq6AtyuvYQpSKl0wJA3VTThT7qr697T65EfrYXtP0zco6pz3bD16J0WkYlzuvv1ApMAPG/Txo9kXFRjoruuL6Y1lzVwFzVRGswhJOiqxS3fwG+sJY/lwXoLbCJM7UAk0iPXouvL8X97vV6VbOA+SpN0uROjzxPbI9c2JrEYkThEO1xCIvBjIJgjxKNweYqRcxV0yvzPnKGxjGXWlbk97QiSdo01lf4PZbPiU88swZ76OK+p1e1sTEOKiaSpHmedx8AvRboU4CoKqjspAkbhO5DoS0oVwF6q2U9Xo2Np6Nt9GzMVQzUzAIKOZKK7vii4Cfz9KUw5bGlGFoF9NJK2UFfMWinQ/7soh/QyRSdDhY8zfhJmjxcLtJpK0YehGjsIA4C6wEgoNPqUCvlvHOB9rct0aRY0NysGGhW00kre57HaTLPSF471tCFM/IUnVp9FX+WPAC0iypTxMSEQUUB3i24NHdJrd64JVBqAPq+66c7Tk/Yge1fPMgRimwbwvqaRMGLCSmpvMLEcwTQmwyLnxug75YqEWbvwXMp/bu6NvWOCpK0oNBkD1107RHvNFXNAnpTWl/BOaFLaGnEKaWqmaHWwIHrBfsXkK7Twc5FZxRVUhaLAIBeL9HIe+yrAMu0s6f99XV2s5+KUtv1n/NsjEWI3EkDEBEXmQSYhQh7zkYhB6OQ0yZ+JNJp42bjN3y64ySUeZ8SRgGevBA2DRdFTAC2f02HcRGnUHvyYnCPL2j0iDuIyGbSBIgbgCpQVCZpuugVA4cHNvR6+qRJuYzzGDoa40MTQujAbooNQjTZlU0ZVUOrwHRmhuKonqeEQP98Cv8ucfavWSmiJ/HKt3sOTJ9OSwih0reaPzerxrK1pmO2QSnjLBlIr3dop5ZSjdOtr9ZgyIVAZFNZXgTgdEd/5lFjhbRqikF0dH2JJrhnNtKvrxnfawcIH+QsqJwVCiD6VeGm/x6zzycGySzYm68ZE1EQO+fvAxdbg0jASoPocIFNa3Iqri9Fp6NrDfn8a9q5WqaiyZI0scDAmQB+EKl1fQ2kJE3zedyzg2ILp5v1o+urWS1OpIArGq+f3wpT/lr9aBFAH93Rjw2EvRuIPucX/XVlDV0uo5/0ejWTjpw0SoWQQIbreiHRJ50F3J498r3ChBhM42yWSKdlBtrRkRNaKI/rtO0FIo30nBTTtAdDFPMEZoF15+nMo44CrtxJi7MeEn3h0sRglyOmlqQRQt5JCLmfEHL/6mpySo9OtPpDPtw/U47OdFCj4ekJDoQ2CI10NPlFiZtJYxXSmXIhlfreeV8a/LqFKlZa42fSWJVYRxDteR669ihEK20oqHinVjvUoHW2HBFj2AtEVS7VRisWAQA/yNHokxYKJDXOWAZUjqAIYPuD/wwbPRvzfuCX1qSU+YMtN0xc3A4r0EXotIb+97hqyu+xbG9BA7Jr5yupaHihJM1fX2K1nwXRAd0xr01wIOrDp1/lsMKCaNbJUATRc1UDNbOYSsRk5Hq42BqgWSli5HoRPzpKmw++c620UoFOC9DnLO/NrKt87XwFmz0nMQ2P7pc0GWZJmhhEy0UAur5GWgymWUdDnhnS1enoWsNIJ00sgLB/blaMQMQkxVq/1LJwdJYagstWGnKntq5TOIQlacVApZXdg4j1jo3jc/79biU/I8Wi1lzVCDF2mI8o76T577sOZV5Z+AiAVlNnkU7L7QWE93jgjNCzR2hWjYkUFlfbFhZqlFIqqwC3/fXFCrhVswDPA3ophUpUUNFp6T2EP9tax8aSPwer08j7IGJqSZrneb/jed7dnufdvbi4OK3L7gmhamyliO2+HTpgxCCaBXc6zYbF5KFmFnwneA3VDDussBPbSQtVSJO/sBs+ze/2w41I0iN6wLBrAUh1vTgMHBcj19ux03GpZWGpbuJYs6w0CN4t2Gdjwg6AREfrhZM0nUF0x3Ii6wvQlKQpigBA+KAXZ1nSyjwzI+yXHptF3xmFEjA5ecj5flY66Wg1kY6m6HSwLsfthxupBAdEhTCWqIhBzlYkiNZHY+laQxRyQTVWexBtjyDPDIndWJ6k+XRHIHlivtKm3bNXnZgDEK5Eu66Hjh0ugFTNvNbnzIofAC0A9exwAsrW1E2+/2fSCnzfod2FilGAWcijZhZCRQW21prCzOPI1WMwzWce/e/cLORQyBGNc9tBMa9UzMMs5EIFkE1/No8WAdhaT1doetk1swCot6YIFd1R5+euGnnkfJVpFR1t4IzQtoa42bfnSUPDk2nLKibAjLB/AXoKbLL6MQCtzJauHdBpgWgMxp6DuL7S3Mtq28KxZhlzVSMSg8nrS+c8XkcWpmEKyBH1Zwu3+Iqfk1BOvZyQ0R0F9CQZZ2cUdn3f7gXCIjnNA+HirBRANwvP01M1YnMDfHP0xQ1Ye9vzPDqTVp2M4MBmjyYINOmxQolnQEcLqrGArg0iuhHHiVrM1QylYt5esN13fFWugrIau90P5KuB9MnwOHSs8PrSOWMZxzsPHUJdRygCpAtqL/qV57uO+V47goyzLC8M6JUK70Y6HdGZodWOBSOfw3UL1KQ0Ka1EnHlUzqQJZumAfrojU4sFgvWlg7Lt+OIBNXlmSOqksXmPtF1jVgTgSZpQ2W1b1GajIQfR2mZZonRHIPweM3uLm5ZpkJNUcKArGGcDtGMp/q5AmEZ/l1reuwkhWjsdtJMWJMPNSvgs2BA6aWlHIVjX5NblOgo5ggsSvUsUOAOYiua06LTRd4etgRv9IkC6JG3Ez3zZb46PC0hsJp2xgThyUitpfo9DxZaweFYwUzsZex7WSTvUiPppisJagN7YICocwjppUqe2a+NYs4xyMa/VI+4gYlIS/H8O4NMAbiGEnCWEfPckfu+00RVkwgMvFLpYRq6Htq+cxqCLxqKqxurckNjvZCISjXIRnqCO1ndGsIcumhNK0ljXZLlRgj10Q4edXMHSWS0Lkodgc1R1Ede7NuaqJmZT0vBa/uaXyxGljG6E7lgqoDNF9VBA10YcnklTDUYzk2X25/qO2itlN2AGqHccjRqiyp00QF8yHNDDROGQaCdtrU1lzRdqJoaul1gBUUyG2TPekooAjVKBey/qVncUBS2msX/J62tTUB5c79poVui7Fzf3sFuwZ3rb4QYAhLrrbanIxO5LX0c8/B6zAFYUp2F2Azcv10L/vlfInmxzVTOcpPXVnY6ehndLnklj/6yT7igmK7OVYpjuyGfS0ndq2b7YrFI/ugtSEN0SLB4Aupc5I0/pqZYW8vpS0dGYABZL0mTFz71AfM7NihEKyFvS+mKxmo4udUfRSdM7Wzric3+AopPWDbrUxTwVMemk2FNW2xYW6yYOzUTXV6STZqQrOoyDSpiG3QOD63rY6NqYr5poVoqpPXovN0xK3fGbPc877Hle0fO8Y57n/f4kfu804boe+k7QcpYpM+zwjcwMpXxpVfS5nk8rqSuCaNUhdGq1k05RSaI0yEG0WMUBfGnlFBvEZo9SJ5cbJQAItdtZ8sACSUZj0RncibzzRqnAVfIY1jt0XmqmbGC75yR+1uKBp+p0bMsV0gn4wFxqDZQzKJ0IZSZ+jmKlPUgVAKiEaYDwvJQ481hNqdrVGjgoF/M43qQzEuKQtDzzCDA6mr7hc3lmqGePQt/JasfCQt3k9hZrnaSdjiBZKRXztOoYesZBIsz+XM8epRoI3+rZSlPVtjRTy9RKVYlRe+Ck2kflg76Yz6FmFkLqjpvdgAkQV63dLdi+eGS2BLOQC1lpcLr2lGbSxMIioJ4Z4kH0ok9HSxhEy1Yt81Kng52VrJjHihNpvtvtvnptcGEaqRCgWl9da5jK+oHNLlelYl5o5rFnw8jnUDXyqelonJZcKWKxHrZqGblh1UEgmPXVEUSLs56AsL6Ez77mJ/3XL1aRI8ntecSZRwCYqxZ5hxIIqx8Dkyn82ENXGYMxldDIyIniGQ9H6t+xF8idNDlJ2xDojuxekn7u4cjFRo8WBpcbpYgugEqdFtBXYMsLtPhiPodyMR8eheg7GLke5mtGatG6yxEZ3dFH3wnPZckyu9v9aJKW9vD9u4fO4TXvugfvfeBs6L+z4EGu4gDRjfjDT1zCG979cfzPe08lvo+ePQxVcbjogP+Z2aEe9ldKMZPWo7S+Jd+wMhTkDJzQAaSTxsIOdPnw3ZaUB2kVx+CCF/2EA7Q9gcrBO7WijLNKOCTF537ifAuvedc9+MUPRg1G5SA6UN+TlQe7ePXP34Of+tvHE9+HbDwrz6QNnBH6zijUqaV/L9lzZgJAi3VaBFB30sLJ8DSoHEAQvIvv8WrbwmLN5N5ASefSGBWaBe3NSthGZKsn02n9SnTCZLg9cPCad92D7/hfn438rCtV4AkhyiDaHrr4sl/6OP7Nb3860T3Qa4U7tQAiXnsb0kwtkKLTIczGyFYaKjptXaf6XgzdsSVRPeulApZnmPdU0k5a+IxsVuQkzUHBHwOgf67A7zEpvuV3/wWve9c9ES8sVvBihUXAF9BQfKf/9g/vx+v/60cTf9/WMDq73KwYYVGeroNmtcjPKyB5p1aMNagxdvCM2b4h0x0BPR2lrjWSLB6iBQ52f4u1EmalNbEXDBwXrgdBoMXAwAm8HrekJG0SEvw/8tcP4zXvugdnYlSmQ0laSc24eNcHTuI177onJBO/V3StHWbSunIBJPkcYmtAKdnNShELNTr3J7JW5E7auAZBWrCZWkaLZ9cLd2rpfrVQM9GsFlPRaS9HZEmaj6DaLys4hZO08OaYbnbmniep8eMHH78Y+u+dQTS4iwssPumbqX786eSKmXQjDicqQKAGt6mo4qQJarf8ThpT85ODHHGDAGgQrWuDAMIb8UyZKrYxMZWePUTfGWGuZihnXfZ0PTtQCCsV86gYeX6gqei0tZSqXR/zjUX/9DMvRn7WUQjTANHA4l7ftPd/338mcQcxjo7GnqNcAKmmrMBv+xLVjVIBRj7HK71A4CUmf3atM48KupBYKaTUE0MpJrMXdO0hjEIORd/YWK46bvWdSCcNSB7cffb5DVhDF599fiPyTsgzjwBNIOTv9MEXN7HWsfD4+VZkNmK3COT+gz1Mpiavdy3eqVRRavaC7X4QKC/UzZDkuOhVx1A1C7CG7sRNWD3PiyTDfPBe+GxrHTp/wpLUpHQ0+T2er9GAnO0LW/5MLQu4Kiln0i5s9/H4+Rba1hCPnN0K/UzevwD1ubTdc/Dp59bRsYb43OlkVq78cwtBtEx33OgFRQCzkIeRz6Wm086WDczXjBA9VbYQAfQqTYudLUD97rAger5m+HS0ZPuXPH4g74fyOZFWVMzzPPztQ+cBROOneFp89N354385TX/HUyliMHsY2b9EXQAWJ4iiT0k/t/gez1cNuF64+6maeRT/3iTRsUaR97jhayIwrArra7aSThfgckSWpPnoSVXCWUZ37Ks3CCB9svKUb4wsmwmyhETV6ZA3/md989tTkmnvXiDKCwPRIFqUFwboS2sP3cRSzpv+fMh8LdpJk6XhgekG0fJnZwnkfNVQ+i/tBT2JMtMU1Ktkvj3gb8SD5IqeT/uGlT07rHA49LuBIXnhmINeXJtJVZVkBSe2rmPX1wTojjNlGizOVQ2uJgrQIoBIpwX00dFUHR55Hsp1PWz2KN8+oKolu5eeVGyRq47bPZuvYSB9cCcahT8r7T+dQbjDw64nV39FU9WkRt6qjmVTSlA3e05QZEopYtIaOKga1MtpsWaE6KncCFaiO9L7nGyng3cepJlHdo8MjK5dzOdQLxVSFQGAYN3MVQ1YQ5d3cLd6duR8BJIHd6JnYGR9KYoAVcX6enolWF/PXkq2vnq2olPrFwHY3iyqHwOs65KOTjtTpmekmAiri8XpO0pxkGfxivkcSsWwqfN610apmEPFyPtzZJMpAgRFBbpet3oODJ8OBwClYg45knx9iYJScgwm+zwCdD0PnHCxpTVw4Izod3PyYhtJ0VN00jwviAU3/XerkGdquckp+oElToHHYOxsH46oIb08DgDoozvK50S0k0bvjRaask7aVQu2cMvFcCdtaye6Y8KN0fM87o90YTtsiCrLCwPxB94z/sGz3rU5LWCvkKtlcsdoU55JS3H4jlwPrcEQsxUj6HSIQc7ACVUJ6fX0SFirkrRg8D48jzdfNTGjoCjuBXIyPCvQ0eKKAMMUEtYiheNFwTCZq7QJzznvS9HLQc5pwfxWNh7fLXr2EDlCD1UAKPgzQzKdVl5fSZOH1iCoBLJqP4M8i8eup0M4RNXhqUt0tG2fbz9XTa8KJ3ZqAUSqjqzTwZDWg1A04ZZNw9vWMLR/AXS9ybLkz60Gf0/+HbtFTwg6GESvvZGfCM/5QV+dzV8m/M5FgZ+FmhmhawPye+x3hiccRCv3LwXdMdRFTFFYDIRD/E6HIohuhjq1vo9Vwud8bitYX2clb6R2XHAnfbbTwpo6s5ls/wrm38IFNnsYUN9F9WN2L0nfY9FKY75qwBl5vHDTjunUivc5Scg+fADdw8QCx1rbwnzVpP5eKcS1ZDaTqpPWKAedWkIIndtO+F6J56MsntGxhigX85yVAKiLLaKxclL/Lnvowh65YYEpRRwirq80safoTcbnoP2Ela2hhkq0ToOyuEzXZtcO7V8C3XG2bGC772gx1j6oyJI0Hz3JK4wN3m/FtNrpn01egW8NhujaI5yYr2DketwrCVBLw6uq3u2Bg5W2xf1vZNPL3aJnj0LV2BmpY7TZC3/2NAPhbGOp+/Lc8zUjNIOj6qTpkhiOk+AHoqIpczWDd1e3+8kqOT17FDno46gcQBAUJF1j57cGXHErpEDnB8qRIFrxnM9u9nH9QhVAmJa6F3QsqvQn8s5Fzv22wmQZSDmTVgoO+rWu2EmLJmlxsyxpoaLTynQ0NhA+XxP8ldJ00kTKjCBu4LoetXiYII1lpTXADYt0bVyU9p7ddtJW2gOcmK8ACHfU9wK5Uwv4n93ft7Z6NjwvCPpYBT5p50EU+FnwOx0saGDCIeK96KILqZJTFeNivUPVadnPExcBpOfMnqeYpMkWIkDy5IEFvQs1gxc0GdqKYp6KccGoUifmKzif0GSZP2dpfQEQ1pjDvQmBdHOu230HhND9mRkOszOyFSN8BOiaSQsLWrBri+qha10bC7X0ys/y+mpGRk7s0PoCaBc56fVYYnbNXCWSYLUH0U4tOy/FQhOL247OlkN+iXtBn88Sj2czNSvhvTvp+hL3y0XGZuoyRk905rFcpKJPuthMMt1R7qStdah9ymy5iJlyEa6nZz7uoCJL0nzI8sIA452P73QkfVFWfcW5lx2fBQCcF4Ic3kkTqxkKWd9LviDCK65phv59r2BBNAMz62TVjK2ejUapwFvtaeg7PYkCRjn344NoXXTHrkU7PIw+ASjojt2A7sgC7KQzaVGBlmgnbVID4Z5HZWvvOEJlwsVKoSo5Zf8ub37rHRu3HvZNJBMG0SpKg/jZNwU1MyA9fYfRHQGmQCcUASwnWgQwqOT/pGeGVJQZmY4WKKcaKPhUnqQ0KbmTxih/ruuh7Q+Lz4iUrJRB9HrXxpHZMmYrxdDe4/h02sh7rFhfa20by40SZsrFxEUAsTLMQNeXzemkADDnBySsAp9q5pEnaQbv1AH0e62ZwV5J70tPp0PVqc3nCOpm4MXH7m2Bz+NF5wJ3i4gEf01O0myuiiz+uaR797mtPuarBm5cqkU6aaqOeM2kyqkiK2W1baFq5HG0WU4xKxUu4AJhps3I9ficdXAvycW1tnp0pjaXI7zTsc6DaFUxT08RYOQrXis7HYNwp4PR5tIlaeH1zEQyGJNHtqjh10vY4WGFy1dcMxvqiAH+bLyCCUDvM7geKyzddriRuMgUqKbGxyGbXSfUSasZk3jOAt1xTBEg7X65072InxuIzqStdy3MVQ3qTaxxPu6gIkvSfPRt1UYc0IVa/SEMn4/NUDHyEY7ybsEC09tZEL0ldjqi1VjVMDJ7sW7y/W+SSpPKFXjAlxgWguim1GoHkgUdHX7Q0+vNVwO6kOd5tEKq2og1qTtWzXCHRzZaDoaiTYFymnRgN9xJm6uO76QFNIO9f/aePYI9cnHzch05ErU5EH8/Q13qdHQtKppys2+Cm/gQUqwvcWZInklLkzx4nhcafJ6rmtJMmoruyFQOJ1uJHkdHY98BS0wCefjkSoCyiMRsxa86DoZ8tjbcSfPpaAk/N6PgHGqUQp1a9q7KyXBD0cVZE+wHkqrCqZLh2TIdiO/Yw+AZy/YDiTu1At2xzuZqBUqWosgETD6wUM08AuFOx1bPhuuBizSl8RLr2iMYvkcTEPxOlkBs9Z1Qtd8o5GDkk/s5Xdge4PBsCUdnK1G6o0o4RFHIXOtQqXFZiXIv6KnWF/e5tNHqO3A9hJK0ipncpqZrBXvUHBfXYkH0ODrahNeXHXNOKGaG2Fqop1pf4efM9qoNIUmblWKDNAXcja6NQo7gtsMNtK2wTYNq5jFgOkQ7aTcv12AN3UQjJ6oGgbqTJtEdE+5f4rk0Wy4iR4JzKBCmkWMwPTY1XSWdNmyDtNoO1pfO+biDiixJ88ECtGqoEl0M0R1FPjQQvLS9BJLsrDp0+2FquHtB0UlTHUJilZ0FBjcs+knaBFQHGUQ6mrxBpAk6etLGT+mO9HMMHBfOyFN20nRVceRnzOXhBbqjUaD+N2ln8UQfPoAe9GwmSZWkVVJcjx1szCT5omp9KTod4QAnoHLUzUJy/y4F73ymUgxRhcxCDmU/ga2koHl2rCFcLzhk5msGuvaIe3nFCdMkvd44qAQt2DNvCe8Wu0/286RBTs8Oe2ZxOlrPDnkvMaSVSGdiCUtSkqZSRgPUPlarHWY/YKQoAgxRELx2APD50e2eE1CWq+EgOmnyIPpULUjiR7IyGqCv0yEHtQyNcjAzxJkANZHumGKmVhQ+Ejod1nCEnj2K0NHSBHeb/ozboRmqoCnOodDvQH6PozT8tTZVtpQ93fYClScb76T1nYiHFZCOjta1A2ZLsL7CnTRx79ZGp40pAjSEmTTP8/yZx6CTllRUTN4vC/kcZsqBUMRWL9pJqxjJ1xeb0T0yS/00xUK5qlOrUrZc69gwCzlcM0cp2xsJCuVdRYNATNIYKybUSfOVn5PMZvV4Uki9ceeqJlcQjdu709ouxUFFd2yUirCHLj+z17sWfw90KpkeVGRJmg+WPJSNMKVBVN8TFbuAdJsjC5quna/ALORCSkMdy0HFyIcU6IDoTAd7sdjcURI6h+d5EdVBgH72WD50CvW9jlQ1WvQH71kXDYhW4KtmHl17FFE5/MQzq/jeP35gx/v41Y88jf/x0WeU96KqEhISHIbrvkcaIQRFv4qcJLiTffgAWgTwPLoRqztpyTs8nOJVMXB4poSLolcYHw4ePzPEAoOFuokFyVR1L+hKdFrAL4AIdNpQlZAHtUmqkhKdVqr2qyweAhpL+Ht9dqWD737P5/CCIJ6iwp995kX82HsfiRyYvEJaDNPRxGRFpDsCbCg/RXAnrOdgZsji60EMollCl6SjZA1HaFtDzFcNLNfNEN1RJRMOUDqaSCsdOCO0B0Ms1Kj9QNIgmtFpxQKaODO0ISXC9F4KPFjZK+hsaUySJhnBsmsBUaGS1sDBD/zFg/jEM+Oluz/xzCq+708/H6FZq6ThgTAdbU2QrwZSCofY4fe4bhZQzBOsd+3AO054jwG6z6fpWM5WDCzUTEopFIRgVHs3U6sN72G+/UCVFsSSsF5UxRau/txzIibeAKWjJf3cXSuYEWf7AitktgdUkEeMDXjHUrreyPXwI3/9MN734Nmx13t+rYt3/MFnI+qqKjotEO50tAZDOCMvNJNGP0OS2MCflZIK5WInbaYSfbcSCwD5Sd+i3w0XdQFUndo4+xS2voCg+L4X9KSYCAgnaX1nBGvohteXmYfnJWsQdCW10gVBoVZFp6XXU+8b//1DJ/EL/xj1YQ1dzxri+/7s8/jUqbXQf1dZiABRBeT1jh1ZX0nZH5cjsiTNBw/uFJ0OIJ4PTf/u3jekTWFjX6ybEeEQeeEC0Q1prWODEODwTAlmIRcy19wtVEadgE93FPjQKtWuJJtjTxoOnq9RGeeONRSoHNFkeKRQOfxPf/UwPvj4Rbz/kQux17u4PcCvfuQZ/NI/PR15Ph3FrFTOn+kQhUOiwV2Szx3diNkz3fQpM0Yhh5IQ0KeZ6eDBv2p98U6tvBEXlZ20haoZMVXdC1QKYbNlQ5gZCgsO5HylyaSdNCBYozxR4XQOtbojEB1G/q2Pn8I9J1fwh596IfZ6ruvhP7/vUfzF587gwTNb0r1QemtOKrbQICeweKgaef69U8ppwplHK9xJC8yxbaEIEJ0ZShK0M0XOuZqB5UYp1OlQGYYD0ZkOljgv1EwuNZ4EKq8dFtBs9W3+3YfoaEZyxVixo8QG79n7xYzURcRRdP7uwXP424fO45c+9NTY6/3CP57E+x+9gP/zyPnIfYi/n0GkOwYWIkElelJ0Wm5x0bVCs7siamZyFTo641aIJMJsvcYVW+Q9bCHkQbj3d6vLhR2iM2mbPZv7zomFzDSCFqLaslGg3SRWkG0pikxx13vghU385f1n8R//98NjbVz+4J+fx8eeWsVvf/xU+D5iigCU7iiPAzA6bXJRMX5GSt1aNvfXHgwVnbRC4tnlrb6N2YrBkzSxCEljsChdG5A7aRan0wLJlJ9VLK6KkUchR7Ddd4RC3mREnzoS80AUb4vtpClm4Da6Nn7jY6fwWx8/FWJSyHj/Ixfw/kcu4Eff+0jov1tDF0NF7MmVLYVC03zWScvQs4cggkw4wOiOtN2sStJqKZKVzZ6DYp6gauQjQXRLoSxEryfTHS0uOCAqBe4FcRvxTNkICYeoTXD3/qJwmV0zmEkDaDDRjuFDc1UlYXP0PI8nG4+d24693kNC4PyEwgtFdeA1BKrnesfiymhAcnqFitIQDJ/b2JQ8rIB0NDx2WDQrRcxXzZDoB1tDEfUqIXkAhCStbqBZTba+ABbcRTu1TKWJrq/o4ZtsFk+m0zL1KgvWcAR76MZ2OuTnzNbV4+fj15eo6PWwlKSpBFOAMF1os2dzAQYg5Uya3EkThB3Y/rIgXCufIygX84mCHBY0zleNiHhGJ+ag53Qhf/2t8Xvy6Wg9OyT6sFv07GEogAbCnbT1ro26WeCzVEDy5GE4cmENXb5fNsphGxFVJy1uhvfBF7cA0E5GXBDteR63OnjI//MMKlVLek/FiDCNSKeVxTV2C1kFGIA/6+WE/CRFVMx8oqp3oEZq8CRttb1DkiY9Z2fkYrPnYKFmpjKKV9FpS8U8SsWcH0TT+4oIh9jJPC4jxRZhJEBFpwWglKIX9yN5pk8E8wh7/LzaK0xlSk9HE1whOQ/ojkAyFkTHHsIo5EKy93P+LCGLReQzMg0Nb6tHZ9zkIgCgZlzIyQMgdNL88ysJ3bFnR5NTbmfQcwJGSy2IQ9IkKzLzYL5qBsI0/meT9xQVfVc8F+WzT8Qj5+jPLrWsUCdbNbMNhGmlPXuInj3i+1cmHHIVg4o6yJQZA0PXQ9saRuaygHSzBizxIYREvHY6g6jHEBCdGVrvWDzoEtXy9oKeokrIft9mz4Y9pOaGc1WRhpdmgwhXjdjg/XrX4p20uE6H+JxX2hZPfMb5d724EVDVnhGMTdnvk5NTgHYR2b0wuiND0vk41XAw76R1HT7gLiLNbJY4h7NQpwqaYqeDkDANDwg+GwssxCp8muShp5hJEwfv2exJ+F6SdTrY32HPeV7opLHugqpKSP9u8Plc1+MecacELy8ZorfXM7Lhrq3uiIvPcr1rh4oASdfXyPUwcFypkxZQPdc6Nop5omAD5BPRaYMZNyMinsGSMJUwDRAUW0QqHjNvTSIPr+qIzwgFkHWpGw74RYAUxRb2nJmNyLiZNLOQQzFPIt/rKX/ttAbD2C7iatvif08OtFU0PIBW/AOqkAVCJiPKo2J4UMEXK0jaa+E9TFWB39W1bDpbSulovpcTr/arafGyzyDbvxbrJheNScIGoOMA4dgACNgALHkU9++qWYDr0TnrvUJWW14QZoZURQBALaAhGoCPOyPZHib/mZ2C6FbfiXTS0oiKqahvrDjIWD0y3bFqJCsyAf6MW6VI/VoLOf49ep6nLOCy91jZSasG59leIVsPMMxVaYdLub5SxJ5diXkgFgHaA2q5IKrT0nuLFlvEs2/c+jq9Rn9mD92QyrTKogYIez2uSwlqJhxyFaPvKKqx7KDvOlhtW5EgOs2GJM55KemOcZ20iKoSvSdRjXEvUCmjsXvq2SPuTyN20sxCDvkcSSUcUuWdNPp7V9u2UoZevDfxOTMT73IxH5rnk3F2s4+6WUAhRyKGlV1rpHzOomjKhpSkJTWR7CkoDWJ1d9z6ShZEUypso0Q7aaI4CZtrkGl4tVKB8tz96611LH6Aid2fvUIVRLOknyYQ1sSCaHl9id0kPqcnVft5cCckhasdCwPH5XSuuM4D66Qt1IyIT05sJy3U6bAwJ3pLJfSxUnlmlYp5VI081js2lcn2DWdF0JmhvV9PVAiVK9E70R3Ze8w7tTUzYk2wF4wTANrqOVhpDbDUKIV+nlS6W+7UAoGhtesX9GS6NiFEqVB7dqPHn528NzEwVdaqkY+YMXesIUrFcOcBCIRDXNfDWpeaeLMZJvackwbR8hk5V6U01SCYkgqZCYstfMZN6HTwTlqMsFZwToTn8RZqprILslvQpCkf+e/MomelTfdJkarO/nwi2p9itjTopEXptID6OV9qD/hedyYmiB763bBSkSpHhxQOY54zL7D1o12eeoqYSO4gAsFMGvsuxYIWQMW1evYokYDGdp8WBwkhWKyZ3FOvZ4/getHPTQgJGXmPXCrosVgzIkqUe4FsEs+wVC9hpR2TpKXoWMrv8ULNRMcaYuCM4ju1iv1rtW1xC6NxndpzW32+J6qsgMbRHYN3WC4yZTNpVx26yg2CLowXN3qwhi6fP2BIS0djgcRizcRGz+at4I5iaBVQq++xKnZSuqPKqBMAlhv09z5ydtv/9yDIob4Z6WaGWKeDm3V2LWx0AgqVCNVzZgHLq66bG5ukrbYtHJopYblRwiUpEGr7nkYyWJLWt6limUhHSzrLItM8gfBcw2rbiqyvNMlwx+8M53JE6HTEV/uBaJV9vWPzv1svhbtsu8Vw5GLguJGOJVtPL6x3sdVzcHimHLmXJMlw0Omg16ubPh2tayml2AEhuBMClBVfCOOOIw24XkDvk8EqybcfmcFKSy4CRD1ggHAnbaMT7aQloUnxjrh0vTm/08Fmc2RUjGSdNLEKyg7QaJIWQ0fjnbSg06EyYd79vUSFj8xCHhUjj62+g0utQWj/ApB4/+KdWqkSvdax0LGpF10cHU3cu0euh42ejVsPjbe3YP/9ZdfM4sL2IEQXUokbAPS5ux7dcyhdW2Gfkvg5S8WWShHrXRvrXQuFHIlSPRPSlreFzslMuYhingSd2h3WF/v5qpCkpVUkVhVbZitFbPccrLQsZRGA/d29oivRSkUvUZXPI7uenBitti2+vtZjkof1LjV6536tQqGJS/BLz1k0MV+X5j3TzkqpOmnW0OVdm0PSc2Y0+r0KaNj+HDxLrhZqRoROqyrghuY9uxZcj+5fhTxVgE60f9nhmIhhyS/es/uar4pJWvKOkkyLFxkXW4qxHkDN8FjzR0GONstjZ9IubPfxymub/J8Z4ooAAcPIjszUlot55DQZax9UZEmaj55Chn7JT1Qe9WdT2L8zjNuQtnpUljgO4oa0UDfheUEVRjW0CvgeJHH+JKXxNKmONVRW0wL6YTjIWa7TzZDNdB2eiR5CSWYNevYI5WKgXBn4wNjY6NLuz2xMEC0e9mye5bbDdax34jsd610bzaqBQzOlUBXH8zx07ajgAECrzdt9oYojB9EJq4RAuNNRMwuomQWc2+xz2oQIlgyrnvNaxxq7MYoJQhBEx8/NAFGJ4dWOxT97EPipv3NrOIqogwHqWTwgOGwfPhMtArA/n8wsPdxJ4+IG/voCEEq6xT8rfra1bmBSClDTZRXWOnTe6Zq5csiLDlALWgDhrvdGL0zFYzSp/h6Djjhq0oJfIV4Tuu4i6HscXc8DZ4RnLrUj/51BlH+XZcLbA+YpKQta+B5x/r2uti3UTNqBqEtdNhme5+GJ8y1lxVzVqQXo/Mpmz8alloVlRZc6SQU+6FiGK9Fr7UDhcDd0tA0/OL6FBdExNDz2TF92fBYj14tUouP2L4B+D+sdeX2xtZ4wuDPkgN1EezDExe3AcFZE3Eya63p4/Px2bDFCVLuVRwLY+olL0ti+wTsQNVMpKiLjmUttLvstomONQkk5w2zZwFbfxkp7gKUIVT1ZR8kZubCH4aLWfM3Epl/E3ehE53cBeq7I7/Fax8KxZpl301Vgz+hlx2kQLSZpcX6a4pm93rUwUy7yec9UoxCKZJgV1E5eoHuRnKTFiWt5nodnVzqxMRhXoC0HbKZoESD6nEVGCTsTAire+Njg4vYAK+3omd2zRygVcxE1b8awWu0M0KwUQzO1aexT5H1DNLReV7Ba2PWsYdgTmLF/5sY0CPr2CAPHxZ1HqdXUecHmIK4I0KwUQQjd+2R1Wp3G2gcVWZLmQ1WNZf4ZbCgyrpMmt1779ghf+kv34lt+9zNjrhdsSOz3so6QamiVXc/yPUgGDpXAFqVJxy3c73rP5/BFv/gxXIxQ/mKqOI1wksaeBUMlJnnYCR2pu8DVqzpWhJrDoBJoWe/aqJcKONas0E5HTCWa0RUPzYS9nAaOWtUSoNXbVt/hG6qYnCc11g6qZeHh4GPNMh4738LQ9SJJGrue/L16noev/Y1/xmvedU/svYSKABEvJzVlRj5gxe4LD7Bj6EK/8uFn8IZ3fzwis6uihwH0oDfyOa6IKBcBKhPqpLFrrXftwM9IKgKYhXxkZogVAXbqdKx3qfDHcr2ErZ4TCvLi6I4LNZPaLvQcDBxXsh9gFdK9vVs9K/q5AeB4s4IXN3pcilxG3OD9v/+TB/CmX7kPT8ckaqJ4Q9DpGL9/yTNDa8JM7U7r6+8fPo+v/PVP4DclBTogrIYnYqZi4OxmH31npCwCAHuvwMtMAIB+n+t+txJATJATLjqwP8uTtJhOLftzLz02CwCRmQ5VtZ8F8Rtd21enVdGkkhWaIkG0/1mfXWlHaMRAtIPI8BsfexZf9eufxAcevai8liwFHkrSYmbS8r4qbITuWDd2TB5OXmzhTb9yH77/Lx6M/KynED4CArrjaseKJGlywrhbqLzJFmoGPI8GuF17FHtOiNdyXc+XLjd5N12FIEmbBQCcE2hrKsEUIFjfGwqqeipRMRWbyV9Tj5/fRqmYi5xbcR3Se59exRt/+eP45Q8/HXOt8LmkXF87zBPzTm098CCM87jsWEO89r/eg2/7vc9EChNxs/GLdRP2yMWplW50FILbICVjQVSlTi1Ak+41f83IUNErV31p/Ga1yNV+ZbAz9+hsGY1SIdxJ47N44e+cCeGtdy0eE8tUz6yTtkcQQt5CCHmKEPIsIeTHJvE7p40vuWURb7p9OfTf5qsGjEIOD5/dAoDIi1Iq5pSt108/t4atnoMHXtiMHSQVuzjcp8P3C4uV4Bf8nET5aiCo1Koqk9ZwhM8+vwEAuE/y5GFBrXw9Rnd86MwWzEIuJP8KpJjNsqIdy3nfp4NSv9RVHCD8nJkJrpzgytj0TSAPNWgnjT2fcZSGmXIR1tDFmQ26oSzVgwCvlnSWJYZ/fXS2jM+/uAkgur7Yn5crpKsdi3PA41SVVEkaS2THDZ8D4cF7PmuwAx3tn56gwdZHnlgJ/XdeBFDw+5dnTH7/KjpaOquDKF2ISbHLnVog3iPu1kO0k7Yas742uhb1CvOTzBXBLywuSWPf81N+AiTPPLK/uxd0FR0eALhmroIzG31cbA0iTAD251VV6I89RfeJTzyzFvk77P7yfgBHCMF81eSJbXuMOi39eRBE79ak9F5+P1FPsXHP+dGz41kQe53HC4JosZNmwBl5XKhhN8UWFhCemK/CLORiOx3rHRsVI49r56lZrmyloTonWIFttU2DHLG4mNSD0B66sEduJKBia/fRc9uRQh4Qb27MzqF7Tl5SXk/uDC8I4ixxNCmA7lOsC7fWpvYWFaMAs5BDIUdiaZ73PU3v50OPX4qcoR3FmQXQfWSzSzu1Ubpjso5lR/Eesw74yYtUfVEuFgM00BXX13bfwdD1fGVLM5buuCowUnIEkl9r1H8QCPsvXtwehLpbqWh4irjnqL+mHnxxC8uNkmKmVl3UuvckPYc+8sT49VUVzkjGyNmR7sg7aUGnFhjPsnngBXrGP32pE2FcqFRTgeA9fvTcdigGAQJae9JkWNwvF4UiLptdlsFnLCU202KdKqfGqVoy37hm1cDhmXKYCTBQx0RAMId5sUXnKs2CMO9p5hPbelyOSJ2kEULyAH4DwFsB3A7gmwkht6f9vdPG937JDXjnF98Q+m+EEBydDRaWmo4WTVZOXgyqz7LiG4Oqk7bWtvjQqmrhcj+nwVBQVQqqOHE0qQtCi/npi+HKeBBER5X+2It5ZLas3ByTBNFdO1qNXajSKtZ6N77VLt4rAN6WV3mcMLi+LPhc1cByw0TfGfENOAgCopsjG3JlapDLQoDHJPj3OjOk8toBgGPNMtivOt6sRP5e1chHOrXPC2qDT15UdzrE9TVbLiKfC2Y6YmfSOCXIgT10sd13+IY9rtPheR6f95M7L3HVMiBMXTkkd9ISzrKoZJznffGPzR7tvhqF6LYnV+fWOhYqRh7X+MFxbCfNnyljSaZ4AMcVW9j7/ohf/JE7tezv7gWBjHP4euz+PQ+4di66vqjPUHh9nRcO0pOSbQVD1/eAY/vCQt3YsZNWMfIgROzUBkUA9s61YoJotqcywSAGmgB4yud8zVyZ74fyzGM1IR1NpHkysD2IWXzIARUQDeDEgXhGSVWBJbJBMSr4btoxtHjW1Xl2pYOONcSR2WgQvddZqV7M3AxL0lyPFgRkcMN0aY0xWwH5+2SQlSsXaoG4VnswRI5E91KAzrMwKrE4s00Iicx0i2B0OgAhY3Z276r1dXyujKHrwR66ON6U1lfCYouqmMfOxKf8d2AhtpMWnEtil2d+jFE8+3PLjRLmqpLKdMz+ZRbyqJkFrHdtmqQJe3fASkja4YkyAQDAHrmRQh4gdNKk9cwKYGc2+8pRCFlRcbFuwvXofHichQjA6I4xnTQzXvRJpI6fvCifkepO2hH/uXasIS/SMCQttgBR2jJbX2c3++gKcveh60nr2fM8Xihv+sUKVUwkinUtNcICeXHqjgC4L+ul7eg88TgD8641xLMr6pjocsUkOmmvBvCs53nPeZ5nA/gLAG+fwO89EGAH3Kw/wCxD1Xp9cT2Y/XpB+GcG1/W4rC8ATilb7VjCoo5eS3Shl1VvxgV3ouqcKJsq/nmVktGNSzUAwIl5VfKgDqKt4Qg/8/eP45+fja/Ay9V+1umgcveqKk70s7EuzwxXAlLMBfYduJ4vQ8+7STa/D/q5Fbxz/3c+famDQo5IRt4FDBXG2gANoH7wfz+E09IzBmiQk1dQR44Lgc31i9XoZzej6nvid3h2M7q+gPCcTi5HfMof66QN1TNpZvAs2Z8N6I7xQfRWz+FJqLy+4nz4AOC6Bfp5D8+UFEptlE4rb/ye5+GX/+kp/PUDZ5Wfu+cnDyLmqqY/P6Hu1ALRweh1PziuGnkYhVxskLPmUz7EaiRAZ0usoRvT6Qi61ABN1MX7ANTBnTUc4Sf/9jF8+tR65Gdxs6Vi4MyetwhVVVLcv+SqL0NkrkGo1nesIV9LIgghITPlvdBp2azMeteOUEoBdcB+/UKN//PNy7XQz8apo/35Z1/Eb94bpVUCapVWtrc8cb4FQqIKh+x6oSSNzbPUTc4kUIHNlDUrBgo5InU6HGXxgyWNwTxxsL7iZngA+m799sdP4S/vPxP5Wdw5wc4IIG59MVpWcD3X9fhaidu/5FnWhTp9h103YJrIhUPAn/fsRzu1QDz1kt5HcEaqVFpV60v8vDcsxq2v6PU+fWodP/G+RyPdRUA9w8vW00k/0Fd10uRzSezyzI1J0rb7DkpFOj9KxTOCPxfXqQWAZrWItY6NlbYVoarLfq4i/ur+M/jd+55T/kw1Iz5TKfL1LD9jIChKyUUHdg7ZQ1e5h8nFaXEkIM4rDICv7ujvX20LZV9BFxg/ciJK1J+VtAHimADj3q18jqBUzCmLLafXuviRv344trAoX69iFFAu5nmBVd2pDcdgrcEQ9tDlnTRmVSVDNOIWCy3i71LFBgs1E2tdCxdbAxxSsCDiih8/9/4n8MZfvm+sb9vlhkkkaUcBiLv6Wf+/hUAIeSch5H5CyP2rq1HKykHFTUt0ZuC6haryUFAJHKx1bNzgB9znpQ0fCKo+jPNcMaiAxGrbCvkPyRAl22Xp2xpvf0eDDnboXL9YxSVpcFWkLclgcxCvuKYZ+RmTvpXxT49fwns+dRo/+bePRX4GxHTSfD74WlvdSWOmu3Iler5mcI46o7iIEL3C5qUgetxGzBK/Z1c6WKyboWH4Gj8Uop/9Dz91Gn/z4Dn86keiPHjGt5fX0N0n5gDQypFqULmiCCyeX+vCKORw41ItNEMQup4tB9H0AGZ0DtVMGvOg2e45EVWlxhi6I1PavHm5houtQahyGeflBIArPomHkfi5R4pk+NRqB7/+0Wfxn/7q4dAQs/i55Wr/kdkSevYIJy+0IrMjDDJ9d80PjgmhinWq5NTzaKe26XvR0b83XuEQCIJoZmYs0sTGDYTf8+QK/vhfXlDPzcR00m4/0uD/zN5nEVSCP7yW2fd566F6rDiNfNBT8Yzgs6s+NxBUop2Ri61e0Kllg/OqSvTAGWG77/BAZTcyzgDwKv/dqhr5qBgRo0lJz3ngjPDjf/Mo/tsHT4aSVfFzA2HmAU/SLrQwXzUiHkNAtAiw1rFgFHKomwXMVgzl/gXQpLVRKiKXI1GrlhhaqVnIY65qKOeJg85DdP96Yb2H//qPJ/Ejf/1IRHAhTj10vmaCbY93n1CcEwqvx62+g5HroenPdNmKglfXGqKYJ5zmtFgzMfRtRLb7aoVDgPmF0r2LGg2HjeLjOh3ntvp8/lSe247rKN0lvE8vPT4b+tm42dLv/ZMH8KefeRH3PBml4qlmxJn6K+tqK+m0UseSdXkW6wbtSsR0OmjXW7ACEgL7rq1eXwD9Pp68QGepD8ld6pg5V3vo4of/+hH8/AeejBQyPc/bMRl++TWzsZ+7I83jrXUC5VQVVZ2LVsgjJ20LG/58laqgxwTaRq7Hi0zsTB+nSHx+q49bluso5EgkaYxL0mYrBt9HX33dnOKzq6/37g8/jb+8/yz++NMvRH5mDUc+8yBaKOf0+zGdNHZWiPYWohqjDBbPNiuGL85i8XXIvm9ZbIjdw1qbiqPJLJtxSdrfPngeAPDRkyvKn1+OmJpwiOd5v+N53t2e5929uLg4rcumxlvuPAQA+Jq7jih/rpImXe9aODJbRr1UUFawujHDwWuiAp1ig2Avgyh9y00kx1RIz232QQg9VFYUVI6qInkAgO9/4034j2+8Ge/4wusiP4uTsGbc6xc2euog2orKks/XKEWlNRhyDnrkekKLezhysdlzwv5KiiCHdSWbFWPXMuFA8OyfX+sqNwj2OWQwu4InL0Tb7T2FMhoA3HVsBr/4r16K3/72V0Z+BqhNJM9u9nFstoylevysgSyEs1in4gYBlUOlXFVAMU+w3rVDh7z451WdDja794prmtw7ht9HjMUDAHzty4/iB954E971dS+J/EwOOhjYMwbUJtM9hQDQDX4S+MxKB8cUlFJANZMWVOEb5YLSX6nvjDByPTRKRcxVDKpIJYj/AOrnzBKTc1t9zFWNUEA2Lrh70J9dXGlbkcA2rpPWKBXx/3zzy/EH3/kqlBUBUNXIw/YV5cTPDgB3HJmJUL8YZEVFSnekgeB2DJ0WCIJo7qsl0NHiDNNlcQOlTLhifd15tIGf/7o78fvf+aro5455j0UDYDYrKoJL8BejnY72YIhFBdWRXi8fsrBgVKHgc8claUHCu1g3Q500akqrfs5LdZMX50S6Y9wcNRDs3QDw3KqacaF6j//ina/Dz37tnbjjyEzkZyoBDba+mHKqSjSlK82BiTYi611b2a0EFHRHoSsQZxTPqFssCRDFDcZ1xKtmAb/xLa/A//iWl8d6tsnPmRUcAHDRJPlzs3tlmC0XUSrmcGq1C0LUsYF8PbGIO1Mpwh66SvZHS1xfQqEF8G1cYjppR5sV/q5EZfHVz/nFjWBNiWsNAFUOjBHy+qVvuAvf/4ab8PaXRWMw1Wzptl8EYKI8a6okLUKnDeKDzR71jVPNIYriR+wdDn3umCLAetfGYt3EUt2MeCLSIkB0bwaA3/2Ou/HzX3cnXnI0+m5VYhSQn/STeaZKLkIlTAPQdcLeeRWtlJ2pnKouCHpwtU9FLMIUu2fKRSzWTFhDl3fc4oofAJ1FbA2GWOvYMXTH6HNuDxxOb382ZszocsQkkrRzAI4L/37M/29XBF57/Twe/Mk34Ttff0L5c1VWv9ahYgKiYpCI4MALB9Gr7UEosZAh+pOwmRm2kYwbvD+/1cdCzcTxZhlrHSuUPI17URZqJr7/jTcpf66aZQGA0+v0RR+5Hs4oujw9Bf9anMU6rphrAGiywp4zSwLmayZKRUpHUwXRIrdcJRMOqOWyr50fQ2MZY1LKKBan17tRBaeY4WBCCP71q47zjpoM2rGMFgHma8ZYGgulqgSfja1FNuA7qwiiCaHUzo2uxTfhiLCD4hBiczIvOTYT+ncgqHCq/MLMQh4/8Mabld95JSbIYQkhADy/Ft2IVZ20G4Xv8FhTXQSIdjqCQLBRKiqLAFzAoFRAIZ/DXMXA6g5eTgBVNGXzBnJRYlwR4Pm1oLMjBjxA/MwQAHz1XUfwZbcuRf67eL2+8C5vdGyUi3mcmK9gu+8oZcnlIf/FGlUia/WHIcEZGfM1E2tdmydeojR+XLKyIiVpIh1tXKeWEIJvfc21eO3184rPHbVdABCykWB7mYiePaQiFEK3jFERgej3GVyPzgwPHJ+OJqwv2VpFRNsKguilusm9+KzhCPbIje1Ysu5ZIUdCM3J8jloR3L0gfF55llplIcLw6uvm8O2vvVZ5H5xeqbBPuf1wvCiPbF/BntVqx6JiPTHra6ZC7S0cv5C3G1W4rj2CPXRxYr6KcjEfUdBkf1eFr3rpYbztpdHkoZjPwSjkIutLpFWqLHF6itnlXI7ghH8mHW9WIublQPT8X21bKOYJZspFzthRrTFaBPAVNKVOR2fgKBUO6X0E6/z4XHQPU9HwxHjgOWnvZp9bOVs6X8F/fNPNIfEIfi3VKEQ3rJyqjsH86zG/VqGTtt6xIwrADKGRk3Z4n4vrIAIBbXlZUpkG2Hyv+jm/9vp5fOtrrlWzuIzoeh65Hn+PVYlKXLHleoFOeUJBW5Zp+KIHISvIqdbXdp+uoUI+F4z1CH50cbGnOIN3fYRKrG4QiLGBau++XDGJJO1zAG4ihFxHCDEAfBOAv5/A7z0waFYN5UsCqHnILEhhw48yVNUyxtfdHNNJmykXkSO0rbzSDvtq1UrxQfRmj97PUqPkG/MKnY6YVvtOYLMscjLy4kaPS0DLtBFATXe89XCd/zOrrkavFzxnboIbCqIVB5AVBMrseYqGzuxnMmZ8oQ0gkGAX7wOIBtGe52GlZcHI52ANXV7NZVAlp7uBslPrq2DS9RU9gFRKbGwtsg1SpfQHgCd+7CBhVSwm+qDaHNmzZ8nQyi6Hg8chTmL4zGaPBzDipsygGvIX6V63x66voCpJu4FBFZ4qeo1ZX7waa4YUNNnfVeHGZbqubl5Wry9VEeDMRo//vovb4e+9Y41g+IHhXqBSoVvv+gGFoBIoQ+7Usmf13FoH9siN7XQsVAMaCxCu2tKZoWiQs+on/S/1iwCiENI4YZpxiHuP2WetmQU13VHh5ZTLEd5xv+1wPfJ3gGCNiJVocX3FVeDFuSBGF2L/HYh2ThnYvnV8rhKxNKHeZeogmu3dFySavqqwuBtUFTT8VamTJrM76J8PMy4WhSIb2/9UaFYM2COXJ0OhTlqMRLp45h6eKUky4cn2L0DNNhGLaqrzMS6IZs/qJgU1XPzzQSeNri/aqY1nQbT6DqeyL9SMUKejG+PzCIRp1HIhk4prRd9jNotVKubworR3j5stHQdW+BTPiUCZN97Iuyut57pJFUDXOjYVG4vbvwQl7lVBmAage5A9cpXebBuCyrTKBilZDBYtlF/Y7sMZeaibBay0B4pisXo9sxismCexXWPx74udtED5Obq+xCLAYq0U+rvjPrcYB96miMFU64sVh289VFe+Wz/8Vw/jNz72rPJ6BxmpkzTP84YA/gOADwF4EsBfep73eNrfe7lA5iH37CF69gjzNdMXxNi51Q4EZoobPYe3h2XkcwSzFSp3enG7L0nfxs+ybPcdzJQLPCC6JCnQqYw6d0LFKMDzEKFQrHdsHgjLxo1xvPPbDjVw41IN1y1UlSIlQDhZCfyI6AY5Uy6M73SYRRTzOcxWijxpHtfpAIBvf+21yBHgy6UORFwQvdlzYI9cXu2XKQ00Od3bAQTQwJV5ujEw76O5qomWP98TupZifS3UTfTsEa+yqeYagEDE5WJrgNlKkRsSE0JQM9RBTmvgoGLkeTK0KgRdPWsIQoByMVlwJz/nMxs93HGkASOfU1ZIVesrnyN4yx2HkM8RZVeFXi+oSm72bLgeBLpjUXkAySpg8wqZcFWnFgDe7tOnv/Ilh8L3MYbuuNIe8PUlV2N79lBJZ9wJFZ4MS0la1cBiI6ooyCDTHSMKdLGdNLonXlQkaXES1ixxOtosY6ZcDH3vO3U64hAnoLHRtVHIUdEkla2Hyk8TAL7+FccAAG++41DkZ+L9yUE0QCmxfWcUeY+dkYu+MxJmhkpY71JT40AmXL2+2H183csj4+GxAhobXRvXzlVQMfIRmmviYotC2IEF0SwQUylbyskwe1arbYsXEVSY5aJPvgiC2KmNoaOtC0laVIFOTQ/bDVSdO5akxQWSvRh6+NteehgA7YqrryXR0XZpbyEqsXKlZKHTEfe5X3/DAgo5gre/7Eiks6cy1gZoF9Eo5HDnkRleeGFImgwHHUth//LX1+GZMur+rL+MrhXuiHPDdH99qZhMQFAsOLvZw0bXxmFp/6K/O7x3D3xV6fkqLXyJ75bnebE+jzuBegKGnzP73Xcdn8XAcSPFxbhk+E230/Px22I64pFObcei8Wi5OJZlQ8WNpLm/TrC+4j73NXMVvPb6Odx1bCYys14zChGKPiDaSTSw4Zu/i/j0c+s4dRnSIPe+MhTwPO8DAD4wid91uUEWDhFnxeZrJu4/HZ1rUG1Ii77B7aXtQaiTI6NZocaBF7YHfDBe/F2qjXir5+CGxRoXTbgkeTnttQoNiBXSIQ/khyMq237LoTo+dWo9sjnaIzXvPJcj+Nvv+wIY+Vxsx7JmFnhgx5UHhSBaRXfkgQWvFIYNKytGXjnkDwA/9bbb8cNvviVyr1VF5Q4IqqIvu2YWnz29gYutfqja2LOHSmnunSB2OhqlIrcVmK8avNq32bVDPj2qaiyTymbzcioFJ4AOqZ/d3MLFbSs6a1BSB9G0GhuocMl0x6qhVmIb/7mjwR1AD/pXXzeH81sDZXDXU3RqAeB/fMvL0bVHyuIH4AdwfmdYnveM69RGvZxMLtbQHowPOv7VK4/hDbctRQQtCvkcSsVcpNji+qIJNy/X8Yln1hTD5/FV73EIgjtxD7Ow3CjxQEXuCgNRYRr2Lp7cMUkzMXBcnF7rRpQQq2aB071F8EF+f7ZUlgkH1DS8cYhLhje6vhBMzVQqD8YZz/7gm27GO15/gpvvRq4n7M9M3ZDRf8QgR/z7cmK0VDfh+UyIndbXXcdn8cD//UYlLVBVgQeooMdMhQaScmI+jk47Diqp8LUOpeLdsERpVXEzQ+JznikXUcgRvLDehT10saBQAQYC82Pmj3dUEuVR7V/M6LnpC0w9eT6wnWAqhXECGuOgEpJgSdrtRxr4+4fOY+R6obOePSe5qPWG25bxyM98RWzRp1EKU87WhHmpcSyb9iBQYhVHAk7Me2OFQ+aqBh766a9QCo7FzUqd3ezj6GwZy40SnrwYtvaIS053A7ljyb7P+ZrBKZwyVAnogi+cstm1cV1MsVhW5lWJPnUGw1CnVxzPIISgYw0xcEYoFfPoO/GWSzuhZhYixTrWFb7tcB2ffHYNK61B6MwLmAfh6123UMWjP/MVscVUs0CFnXiRqU1jkFyOCNY9CiqxNRLiL5/NxIsAIxydVe+XhBD8xTtfB8/zovZPAkVfZI4EHfo63vcgNdIWY66+PUpUyNxvTE045EpFnEnpYs3Egm/yJ/t0qMQUWNv8qUvtWD40QDfH1U5U9WbcLAvtpBV50LkhdPeocEiyThr7+wxM+vjEfBVGIRdJ0uLEDQC6aYyjaokHLJOvnt9hZqjtd3HYkL9IPx2nQAfQxFHpVRdTgWebZWwnbcwQ9jjIqkqirQBLvGQ6h4rSwNbXkxdayEu2AiLmqwY2OpTuGDGYjh3YpWqRpWIe9VIhJCeuEorZDVQmpWzAf6lh+nLRu+ukATT5iUvQAPrZPI+uZ1G5CqCCKqoiQHsQLQKsC0UAIL5TC6gVXAF1R6ltDeF61K6gUYoezsmfM1tfYpBDqTni/IUMlbojEBjusgREBluzT1xoYaFmhookcQPhrYGDql9Qked8e9b4ZCUOhXwOZiEqYb3RtXkyqKJJ9exRLCUrLkET769rDbm6oWwUL392udvPiyAti6+Pcesrbm5LVYEHgO2ejdlyMSJQQu8tfmZoHAI6WnC91TY1zDULeZSL+ZgCW7hjmcsRzNcMXgSIozuypOwzz1ObCtneomuPIucxKwLMVw1Kxw0VAZLRaQE17Y+dvbcfbmDoehG6etcaolzMK4u0cQkagMi7uirRaQG1fQrbu4GwDH3PGcHzxn/umlmInY9TddLWOnREQ1YpBcbPLu8EalMTpTvOVeLntlX75aI/csIKNSrMV6ma6cOKJC3uPRbF4GQBs3F+rTuhopgtZTPntx6iBeKI598Y5kFlTDFVFnZa7QTjNmyuTznzKHTLmhUD+RwROmlqP035ujLilHlX2xZqZoFrHKy1o3FRkhhsv5ElaSlRNQq+oSptrYpV+GbVgOdFgxzVhiQa3B6JGT4HKD3o8XPbcEZeyJ+EJSKqmY7tvoOZSpGryonBx7iW8zioXhSR279Yix70SalJAFPY85O0Lp39YnMejXJRGUh2BkPUjAKXeBWraq1BvIzzOAQdnvBzZkHznUdmkCPg5s78XqyoP9xuUJGEStihPlc1QkIyIlTPmXXFHjm7hYWaoZS9BWgg2LaGOL3WjVHtiq6vli8TDviJiri+Em6MVQUNr+cP+NMg2lR6SyXdiMUiRyRJK1N1NFlAg30nvBJdN9C1R+jbIyHA3vsaqygGwrf9btZMuYhDM4q5BoVgym4gS7KzTuJ8zeDUMfndCmScg+vNVekB/LjfhYjrpLH//ti57ZBJPBA/EN7qh2XCQ0WAGGn43UBVdGAJ6kLNxEaX+nKJSL2+7Oj6Yp9NTlbkJG1J6FSnmZWKC6I3ew5mK0XaSVPQaXOEzhPtBcG5FC5ksiS+US7Edqnl57xYN7lyXRzdkYkQfe70JmpmIVSYiTM+ljtpzAMKSHdmKefVuzZqZoH7F0ZopTFMgJ3QEN5V16XvMCvMsf1JvpconTaglIqjAntFxSgoLR5YsXixbqI9GCr9DpOeFbJwSLNSRCGfQyNGMbarKE4v1g28sN5Dx4pnveRzJMSYCBvFx60vwQqIxWDcrzUNnTY6W8piMCaaIhfz0uwbzYqBTYVyai5HYgtsnYHDi5i5HAkVV7e6ztjCaRzivPFW2xaW6mZICZbBdT0MHHfPYxcHAVmSlhKqWQOAVjEbMQO7Kn4/2yBdL/ziyzjWrPANUDQpZS+KSvLXGrqYKRdRNmjlciPS6UjQSVPwrzckbn+UMpN8Q6LSyjRooqpKgZgL8y6R0bGcEF1jwe9CAn4FMQGFRU6aGFhistSgBtsbvWjilJTSAAQbErvOQs3kQ/4yHU1V9WZBQdcejaVdsspz2xriqKSESCWGFcPng0ByfU4SM5FVAHeLCqd5RtdXs2qERBQYRv5GvNfhc0A2imfPmHVq1ZVC9izEThpA94C2P/OwVyEPIGw3wbDV91U5KwaW6qUI1TPxczbCnY6ONYQ9cjFfNUKBX/ha0Y54PkdwvFlGezCEUcjFdmrZmmoNhrh2LqwiFjcQLlf7RXpca+DAKOSUym87gRmmi9jo+aI8NQMj1+PsAIaeFd9JGwdWKW8PhhHl1Hrc+rLCgfKSIOQid3H3goriOY9cD62B468vVSdtmIi2zOi7YWEHwd6ipKaqqyxLjsyU+eeOUwGeKRf5u3x0thy6X/as5DNys+egkCOomwWBbRIYswNJhUOiyTDt0hR5gY291ww9O1lHvFSkZ/tWz8Z238HQ9XjhN07YQZ6pbVYM5EggQ0//W4JCppEPFa4ZtvsO79QCkGb/ktGWgeh7TItMO49CyN/pUr3EJdyviVlfAD3jWe1GxWaSaaVs/5wpF3kCwUY2uABQQl0A+T3e7Dko5gn3lptkoXymHPYgDAnXxcx7dqwh77QB4MVVZ0QFauLOiXGI8wRm3WNxfpWBfa9J9u79RpakpURNCiZZEE3NiX2agVQp7Fq0Kilm9dctBgHLdQvhQUkRorCGrPRUNfORF6UlbBAArUCGfKwstTT8TqgaURqLaB8wXzUjypbswEvyosxWDLgeDcrWJQnmOAlruUu4UKMVPGs4Cpl47gWMmy0fvtt9B2Yhh1IxH6o4AbSKEzcrtRNYd4Q9OzERjlPtCqqgwfWqZoF3XlXm0QwnBPuBm5elgd2YILrVDxLeeYleshOtNA5VBQ0v7HtHqYUidYnPNSQ46GV7CyZfDcR3OmTFO1EmvDXGK2wn1BQdpcDkngZ4snHoOBreOFSlYgufn6iayPuBq1wEiDvomVTy9QvV2JlaMfi5fjGcpLEZHlmRTOzUsk4vq8J3EhZbALWABuukzdei1VhgvJjCOMyU6drY7juCfDXzIFQHd2weqi7NdKz44gYAxlLj46BaX+2BA8+jwhsLNSoyFOpiJ6RrA1GpcFG6PD6Ijl7vJmE/irPSAAJJeDmRY/uhfFawd5UQwjsdsgBQsnlPBR2ta2OuavK9RfVuJemIA8yD0Ak6tYyOFrO+5G5/PkcwV6XFr02hILZX8E6H9NnFThoQnl2eZMdyvWNzWnXcKISqaCoq7V4bM5MGANf78dmxZjlUHJIVXBlEux92X6wQmK4jHvW43PRFTypGHkY+Fy2wKSwedoumv748z4t6EJYKaFsxbCZhf2ZUV25yXU3WqQWixZbtPmUCyJRSIOhuJhHJ229kSVpKqDppdZPO5wT+EdHgTq5KNkpF7rXDTDVVeJnwM7naU/XFD0RsyUla1cCavwFzqfYUM2nhTpo/4O/Ps8ibY08xK7VbzPkv86Z/CImCAzWzAGsYVftpD2QFuoBqsNVP1mqnPkPRWYPtXvD7mGEvQ89JPtdQkw48VRFADjpkeWEGlpwxKXMVROnblx1vhn4WN5MmdtLmpVkeUUJ8L2AFDFUnba5aRLNKk3bx3eqloL6JRvFrbQtzgu2G7BHD0LaGoS7OgrC+mEJiElQVggPsPZ4t0yRNnpdKSluWO2l8noN1ERXvcVxg8cpr6Xq5U2G8ylAq5nmxQPYGrAlzgSLERF8105HkcwNRPycmfKSaHWGIM6XfCawjIdpg8JkOljxIQY7cLTMLecxWilhpD7DZtZHPkWR0IYXHpVgEmFfQqDv2MNF7BTAhCfpZPM/DejeowjdKUbqjykIECNbXoUZpbOeUWYGwP88Q+x4L64t10tj7lSZ5qPk2NSI2/H1hhrEgFF3qJOcE4Hc6+g5fX2wNF/1uprx3q2xCGB2NMUHiZv/GQTUKYQ9d9OyRtL6Cz97lLJtkIwEh9VDJPqU9iBZ+OoqZNDHuukWSfRfBzs/d2qeI88l8fXXC6yvZ3k3/Tsjj0mcCEEKUYyBda4hCjigFX3bCbMXApt+pdUZepJMmxyGu66Fry36HLEmjnz/J/sV1AWx1EYDOSpJQoZw9o8plSHe8/NLKAwb5xVzrBPLAwcBu9EVRbfp/+m9fg0+dWsdrrlMbGwPALct1/NCbbsa1C9XIXJGK7rgtJWlzAuUvlaKSYiCcdTpmK5RyotoggL0rhNHfafBrrLVtPhgLIKQuNFcIDpWONYwcQADdIEWfor1CpRK21bc5/bBZMZSGqEk+d0D78ztpnaDCmScEhKiLAEB04/+Zr7kDf/ip0/iGVx6LvZ5RyOF/fusrIsI0gNps2PM8ru4IBD5rrushlyOJO5a5HKGHr/CcefWtEohatPpDvjbSUGY4zaln41LbCkvDx9Idw10cke643km3vl6UjG63+btFZxHb/twMo1P2YszSd4JcbNkQigAAxr7H8r7xba+5FqttC/+f158Ye813f+Nd+PyLm/jCGxdC/10seIm/uzVweNdNVKA71qygPYhXoNsJFSMfElPY6tNu0lzViFW2jDOl3wkF3wJko2tj4FBVMrlTK68v3ukQafF+kDNyaeIXN1s6DlUj8LhkhQhx73b9WtdGlz5jgHa0EyfDwowSC/DETtpza2pjdnl9fdFNi/i/vvQGfNFNi2Ov9wNvvBmzFQPf8pprQv9dJUYEhGXouRgTKwLYtBCjEsjYCRXFObHRtXHb4Yawf0ULmXGCQjthplzEdi/o1IoKvjWzGBEOUSVpi3UTqx076KQluBfVzJAYhzSFs5yhaw1RzJOEtOVwx3JdiMEa5SKGroe+MwqdvyoD6SOzZfzk227HkZnS2O/737zqOM5u9vGd0j4XJ97WGjjI++cZIfT/2fpSicjtFlyZ1x7ypJ910gBqTbQt0WnZ3rpX2jL9fXR9rUlMAEA9csI+m7y+1rtWMLqQaH1FY08gSNIIoVZVW6H1lbwIsN/IkrSUkKtz6xLfHoiqKsV57bzm+nm8JsbHiYEQgv/vG25S/kzlQC8KDgBUYp15GaVptZcNdaejauRRKuYxUy6ia1PvH7bhdRWzUrsFe5nX2hZW2oOQaIooYS1W/jqDYUj8gtE/XtzooWuPYhXodgKt3KmrOAANpNmAO5CW0hAOote7FmbKRf5Ma2bUaDkuiL5hsYb//9vv3PGaX/mSw8r/Tg3MR6HgrmtTCWE2MzRfNUPzLUnpjkB0AF2kerLkSEwgeimoHLPCIXdpe4BrBLpLHE2qLXUJWWDAvHbi5mZ2QtXIR6hCW8J7zOdZeoH1QlIaXj5HUC7mObVuXZipZdeLCh+p19dMpYif+Zo7drzm629cwOulBA0I24iI7oRUOESa+2sHdLR6AnEDdj1RgEVcX6p5T8enFiUpArDfu9610B7ksNwwQzO1QPxMmljkoLO+vtBFwmCeKZmKgSvv1Fao2BUQFpjqJpzFY9cLOrXhAE9FR4uzVSjmc/iRt9y64/VOLFSV6zC+0xGsIbbu+UzaYBhKkveCmlmAM/JgDUcwC3m/i0g7aUzZcqsX7YjLs8C7xWyliNNrPWGmVhgJUATRIg2PYbFm4rnVLu9yzSacSQPCyTBLFmYqgeDVZjecpCWledIiAP0s9pB2wxltlcdg/aGUpKn3y+/+wut2vF69pN7nqjHz6uwMZO+7yDZJNfPIWTbB9TZ6Nm7zC9izFUMpWpe02NKsGGhbQ24UL86210uFiJhVnNWUM/Jw2vdrTbKHqWw9nBHt1DJGD6NmMvQdei/lhGtsP5HRHVNClmQPVXFK6mpZGorO2HtRCA5s98ObLdsgqLF0CmUh1cyQIF07U2bzeGIQzXjByfjQADUpdb3wwC4Pcqzxz5l56zzly4THeYXtBJX/zVbP4XMnc9ViqNXeS/Gcg+qvv74kGl2jVIwGdymqv+NQM4tcnIOBfb9srfNEpUO7aR07eZAjq1dt9mzkCL2WSh4+DTXJLORRMwtY79q41B6Eknv22eTDt2OFuzhmIY9Gif4OOhcxyU4tlaE3Cjke5LCDPm3yICrsre+qk5a82DIOqiDa8zxf5IcpaIZnhtpWmk5a+DmLSRrvpAmVaPYeJ01WFvw53UstC8tCgGMWcijmiaIIQCvwoqLiUr2ElZbFZ+eSoKJ4zqyYN1sW6GghFc3kZ1bFCGalV31Z7EXeSYvS0dKcS+MQR3dsCZ20RolSpdYEOlryWTy/4u9/nq6vTsvOyFkpkKTXS2aJAwCzZWr5c36rj1IxF0qwVCwIVZLGvMI2upb/LBJ0EDkdTd1JY/NSorhWmuRBlOBn3TmZzSR+9jQG0uPAPS7H0GkBWshk+1fcaMJuoKL9bfUcPucVx4JI2k1i64l5rYoehCp1R5UoCtu/n7nUCf3OvUDF4pIZY7NlI9SpTVPA3W9kSVpKBNVfugjWOoGoRRxNKs3GP/5eogPh8uKdrxqwhi669kgYptz7wlXODPWCwIG138VNglsPJJnpEPyVAKr0xcAqzZHBe4kKxTpn3HC3niyIVkmkt/yhVYBWsPrOKBA3SLERywfeRiccnKkO366VPDEaBzYrIW7GjDIjqjsCNOCllKpkMvRAVL1qw6dy5HKEry+RSszXc8KNuFkt4sLWAFs9J1QECAbvowIt8kFPTZD76FjDWJnwnaAS0NjqOZwGJVei0xQBgLDCntgNB4IgWkSawGIcqor11XdGGLoeX0MsgWBzN+2Bk6LTkY/t1JaKeZiFHE9eAPB536TBHaMCX2qHPQipB1FRKQBUk6hJi34Qvd61U6yvcPIAgHd0ZisGn0fcmFCng4qDSJ20etDpYHQ0hjT75TgE9imqIJquLyYewumOKQRT5GSYJb1z4wogKbyclmdKWOtYOL3WjSpbKtT3ZHVagCbP9tDFixu9xEWAqnJ9BUUAQgia1WKok5ZU1RLw1SRHLqzhKNqpLUfPiYHjJjaQ3gkqmxq6RwmJcM0QhEOSx0RyAXfketjq2VxMiKoxRtdX0veYxWCPnadG8cszYTptRJiGddKk9QUAT690Qr9zL5DF1ABFkiYVQLopC2z7iSxJSwm2sXStIUauh41eoFyV92XxVTQWHRtEXAUeCALlOaFKGlTS9n4vqpmhMB86mqQl9doB6FyGWcjh4TN0gzikojsK96Lq4lSMAqpGnns5Je2kUT8nWSI9oDvK8yxpZqUYHY39DrmCLhpMMnQGmooACrNO1oHhnTTuAxPIhCelO1aNaCetWY1fX0kNdxnmqiae9LusYhCtSh4AZtQZTkAXaiY3dE4jHOJ6CAWu2307NFcKCOIGXNUyueAAe47rHYsH6QCUyQM/fLV1OoLPzdeX35kPDNMF4ZCknTR/v2TJsJikAaqDPnmnFqBiLOtdGystasguQvUet60oVXipToPo02vd5J00RaeDdf4bpQLq/uB92E8zebIyK6wvlQchEFZATiMwNQ5yQZUh0ukI0dHSFAGkAlsv2qUWhUMouyV5h+dYswzPAz53egNHm2GqtYruqKKjiYXM5Ena+E4aQM9IUTikk6IIwAt2/aHgUxsI07CfidcCkgl57QRVDNbqBxYiAEJFAFr8yCebLZU6w62+A9dD6IxUddKSri/GLnnoxS0s1MzQ/GCtREXrRF9JbvEg0h3rgU9mzSwkOrMYu0AcOVEmaQILgtEdk66x/USWpKWESNHZ7NnwvOhAZUQ4REOrHVC3nNk8B5PEDtSrrFD1NAkqRoErFwJSJ00ZRCfz2gFohfPobBnntigf+rCq0yF89p4zgudFfYSOz1X470gj7CAmD1y5SuBDA0HQl2Y4mP29jjCTFrIfKBUVNM/kAdXY+1BI33K6I5tJE9TR0ng5AX4QLXU6WJWQJYWTojsCwNHZEl5Yp4IdIt3RLFCaYTsS5DiRIPrIbIlz9tOsL/r7w6IprFMrm5in/dyiDDql0wb33SjR2dKh4HmU9npxUA3eswRRnptZ61DKdifFzGPNLGDoerD9zyYPs8+WjdBBn2Z+BACW6yVsdG10rGGICcB+p4omJV9L9NM8PJNsdkk107Hdd9AoFVDI50AI8bt+YR+rtEUAz/Ow2raQzxG+VwZz29H3eNIBVamYQ46E19fI9dCxhiG7jPmaGESr58d3A1mohD1PsQggdmpZhyepiuZxPzFrDYYhKhpAOx3RYjEVsBG9HNmedWF7EEn0dgs+CmErOmnCHrbZC79bSd/jINawuf8Ye8Yq+xRd6wtQ6wK0JPEsZoPkul5ItGbP1zLDz3mjF96/Zsr0OxdtatKsZxZzndvq46jk5Vv351zFxJwrVyo6aRtdG0dmS4liQSD6nLd5HBIUATZ9uwBA8OjNOmlXH5hvVtcaBkbWUpATpaMlf1HGgUnRiyaS4jwHQLsFAH1JRApCElRNuZPmCBtE4AvEkMZrBwiMcOulQki6lVVqxEMo8LcJfzbmf2IUciEJ2b2gYoQpDbyKI9AdgYBClHaGZ7ZSxHafbuqbPSfUoVFV4Gm1TMP6UtB3W1IQLUrZBz5PCddXpFMbJCoVI49Cjkw0STs+xsNL5cWnojuKHocnFsK/Y7eQZ1kA2kXkdNqyXARIt77CnTQ7sr6AcMLYtXTNPCo6tUqZcEr5Gzguhq4Xecd3i2gQbaNuFnjQOlMJz5amXV8nFsZ7xEWKAIoEVNyzxnk5jQNnf9hiEcAOFevmqibvdAxHLvrOKPF7PFOms6xdm9LR5qsG7xw0FLPLaTvicaD2KeFCJvvnkEprNaCjyQH2XhAVFQs8CIFop6ObsoMoesfJPnKqYrGqSyj6ZMqJ3m5RMcM0PCA4I9mzbMpJWopiy6zAXGHPmM2f8/U1iH7n+uiO42fSFmomhr641mbPSS4AJFkdyN52KgXRNCyuQzMlFPP0vZXFbVSFchXjolEOumfHEhYBALrGxCJA4AdMrzVbMWAPXT4/z87ScpakXX0IfLOCVnukk9aXK1j66I5AtBIdHloNZOi3JOXHvUJU37OGIyqBLwytAuENopvCawcAbvc9vK5fqIb59ooNgiUIchfnJb6H03zViDXc3QkyDS9C5RA83YD0MzxNX7p7u+9g5Ho70h3TzDWMg2rwviVVsIxCjopndCx+MKZRdxQ34s1eQKclhES8+AJVuGTP+TbB1uGwZD9QK4VnOjzPU1Z/bz8S/A7Zx3C3UHXSqHoo/eyinDsgVoaTfW7Rq0pFpwWkAoimmUfV/sXWkNjpWKgbWOtYvMslUonSXG+ja4eonk2p05H2PRZ9lUQ/QsCnoylo8XKCIK4p2adpt1A9502hUwtQ8SPW+WFJbPpOh4O1jh3qMI/rpOkoZMosiLaiCEDpjhY8z0sl0CLPwPFObTUo5omd2jS0eCC8Z92uWF8itRdQ0+LFxOyOI+HfsVswLyqZjtYQGD1zFSM0k5ZGTG1WWl+FHOF7gkq8LY032U6QkwfA9xGVOmkAFdfaEopve79WdP8CAoN7rlArxWBJP3cxn+Nn0B1Hwl6YynOC0x2Dz0cI4cXQ2w4n27+AaCdNjkO4WnMvrKKZ9N3aT2RJ2gTAhkXXJPlqgC4akY7GlNiSGEjv5j4AqZqh4NsDlNa02aOV40LCiriYrAQO8uEqjjzTkWZj/MqXHEYxT/Btr7029N/LxTxyJCwcovIYAoC33HkYRiGHf/dF1ye+j4pJkwfGv+bywtJMmrxBJB7YrRi0Sthl6ys6MxQ6fLUJ06g6HdFEbL5mYr1rB3TaFJ1aViX0PI9S/qrB75Ir0Z3BEOViPvF6/qKbFrBYN/Gdrz8RoWHIMx20Y+1FigCvu2Eeh2dK+PqXHw3RiPYCORnmnz0URBuc3pK2Mjzj0x1Hroe1jhXq1sTRhXSsLxbcKQ9fqRK91rYinYm9oiqL8ggztYCK7piuw3ProTpuWa7ji29exJEIHU1VgXci1zrWrODua5u49VAdNy3VkASBdLdAR+s7ik5a0E0CktOWeZLmeywthNZXdGYoLT18HOR54mBuNkx3HDguWv0h2pKty56uxQUOgk6tkc/x73SmXMTAcSciMAXQ4s3Xv/wolhsmXn1d1ChennNVKSrmcgTf8bpr0awU8QUKm4zd3odZyEVm0sT11azQeTxGxaOshGTnhGiXsdG1MF8z+P5dKlIlSTF5CNaX/pk0l9FpFX6a6x0rVSct2C/pdxrEYOFCucxmSkPzfMcXnAAAvPmO5dB/V8UGcev5u7/wOlSMfKzVz25QNQtjZ9KaUpLG6NpJZv/2G5dfWnkAUffV0Zji2KLkT/Lsynie7qQQVEiFQ8hyQn4WFaOAUjGHja5FN85qso0RoMkKM9mVqzhGIYdyMS/ROZJ77QDAXcdn8ejPvJkrzzEQQiJBTifmOd+4VMMjP/0Vkd+xF3B1NIcecoHNgVTB8p9Nz6bJQ9LO3VzVwENntrDSoutL9iehXjwu/0xda6inCKAUDnFQMfIh6tt81fANw/3O8gRUNLv2CPbIDR1odQVdKE1gN18z8dn//Ablz2R1NO5hJV2vZhbwzz/65fCQHPLgfdemCodisjtXMbhaXBpTeoAWkjwPOLPRw9D1sFQXOx2qwXs9M4+5HGUliFRi3kmTZtJagyEutagvT1KVw6pEy9ro2qFuxKSFQwgh+OAPfFHMvaiFHVTnxF997+v470sClZ/Tds/GtUKXbr4a9XJK2j0NddLaFm4UksuGIpDsWkPkcwRmwiLHOMjPWSVuxJKyZ1c7AJIp0NFrRe1T5qpBAiE+l1Ix6MCkebd+8RteCkJI5KwJFGoDgY6OFS0CAMBPf/Ud+OmvviPxeQVEk5Wtnh1i7DSr1I9vu+9gtlxEx04uADRbZnYZjtL6pFEOUz110WkBoCbRaVUKx2KhXKYZ7wVcvE0SppF1AVgcYg9d2CM31SjE933ZjfiO110b6fDXhfXF0LGGKBVzkaLpN959HF/zsiOJjMsZKkY+lHjTdyjHfyd7powJkUZgar+RahckhHwjIeRxQohLCLl7Ujd1uWGxbmK1beHi9gClYi5Ev5El0tnC0lUlBMZ30gBfXYhtEOVkGwRAAzj2eTYkPjSg4Nz7wiFpEJdc1SW/sGAmLXq9NAkaEHTE2LyUTBtlnltspiNtUDvrd9IutWlQutzYqdOhJ4iOmxmS1xeTGl/rWjDyuVQS6cwMlvPtK+FOmjzLknYWjxCiDH5rZjE0M8TXl2Ljz+WiQdJeEFgdsAopE/gJd9KCTi0L7pLSHenvfcaXRV4SPeL8Nd0eyB1xPdx+ObgL6GhhLycAeNr32kmtQid0OsTfNVMpwhoGnY5ARTP5uxW7vhR0x3aMkXLc79gt+P4lzqT1o53a9mAIe+gqTbX3goYQLK517EgRE5DX1yhiPTApVI0w3ZHtH6H15QfRz65Qq5a5pDNDUrFlU15fUoI6iVmpQj6n3HvY3t2WCpmq/Sufcv8C4Cs/hzsd8voC6DvHRL6SnhPUKJoWGi61B5FZc9kwXXehXEXXln3SAKp0utlz+IhIEojz8ZtdG6ZfHAeC84Ktr0kJPqn2AdYFlQvlcd3RNAkaEH2PtwV1bUCkO9LP3k7J4tpPpC1VPQbg6wHcN4F7uWyxxJK01gCHZ8L+JNSDKOCCpx0OHgfVzJAqSZvzOx3yHMJeIarCyfLVQDRJ69kjzqOeNGgnTUiGNfLOg8F7ujnKrXaAUg7EVnuaoHauWoQ9cvH8aheAFERLXPDAqHPyQbSKVtrqh4VpgIDuuNa2sSBQT/YKUZ47UAcLry9xIFwXDQ9gdEfV/JsG2l9sEUCkowWdjl7Ke2Gy24/7/jeLCjqaTBfS9ZxrZoH7kQH0uy/mw4bOjC70VFqrA0Gt1PO8kDotEFToxfc4qYXITqibBe71BNCqtzV0E8+BjYNRyMHI5/j+NXI93tFg4F58PZsnUIk7Hf4Z89xaF/bIDXUrzQL1o2tLVHVdAZWolAuAjyKogmhmuNtMGESLomIAIt52cpKmc1ZK1enoKuiOk0LVKISFafpOaK5UHAkYV/DaDXI5wu0MLmwNcERWHiyrC7javGqFUQhVkalZKYIQ4Pm1Lkaul5juyK4nzjyKndrg/JxcESD2PhTFljRiMDuhItGW6cyjen2xe7kqkzTP8570PO+pSd3M5YrFRtBJW47431BlK8YF17kRywPhnsckXuUg2uAS/ElFQwBWoaIBzqYk/wrQSrSYpKkSxkmhJs0MjeukpYUsRc/lX0XKTMXgiWsvZVDLEpMnL7ZRNfKhzyQH0T2bViV1bMSEkAhdqDUIH74ADZo3ezZWO2G7gL1CFBVQrq9yITyTpjFJk/0OW4rDd1KQhUMCOq3USeva/jtOk4dywg4xk3J/5CxN0pYUM2mhw1fncy5FO2mNUjGU6LNOx1OXOsjnSKRIsFuIxZauPYI9dENJWlOYdQGCDrWODo/sEafznABYkEOvQWdaIc2kBZ2Odsq9dKleAiHA/ac3ACAyjycW+4B4Gt4kUBM+N6CmO7JEinWWk3ZqA1GxoFPbrCiSNH99sc6TDsPdYD4u/Nl1vcdVhfqesgggqACn+c7nKgYubA+w3rUj1hSNkkx31Fdg4/OefrzHvWgFdlUhn0OzYuBZf30lpTsCbCTA76T1YtYXKwJMoUEgC0zpe4+jnbRZiWXD/ju/l6uR7piBYqlegj1y8dSldshfCYgG0TrpjjIdjYkbyInRsWYZL673cKllhUx794pGmVV/XZ6QyC9KOIhObgy6E+JmhvTO/gVBdE0SYBElhlspD0NGt3nyQivyfclBtC4PK349VZKmkAkfuR6evtgOKZ3uFeJGGyRpwfpqlAL/JSC9MM04MPU9dq2OIribFKpGzEC4FERTGechp3okHYo+wpO0LQDRmUcAkY6ljplHQKHapSjssE7a05faaFaMxJ9bfI/ZfF9TojsCwfPXGnT47zFbV8H+NfkiAMCec3h9xdHReKCZcK0bhRyW6yV87vQmgGiSRuXhpQ6Ptgq8XASIzjwGnTRKd0zT6RDpbxE6bQzdUUsQrVRpTe7RtRPEz82Ej+SZNIB1atOf1UsNk+9fhyRlXpnuSI2zk8+Ij4PKYBqIFvPmqwaeutjm/5z8ekHRYbPnhLq+ZiGPUjEX7F8aC9dK4ZDBUIs4CxBWFgeA7f4wtL5KxTzKxTwfk9AZG+jGjkkaIeQjhJDHFP97+14uRAh5JyHkfkLI/aurq8nv+ACCVZ7bgyGW5Q1Cajmn9cwah8gGEVPtv26hhtZgiL4zikiN7wWivO1m10ajVAgJSIhJmjOinhX6gpywz1B7QAdJJ+3lBAj+SnaQpMkdSbGTttWzQ8nFXsGCmrObfSxFOrXhwzeYH9F/+AI+3VH67Mfn6P1ebA3SddKEd0dWDwXC/kuA7iCaGh9bQ5dfC9DznAv5HErFQB2NKQzGBdGyMt9e0SgXUDHyWOtQOWjRS6aYpzMO8syQvgp8mI7W6keZAIyOOXK9VEUAUd2RDd3PK+iOTL1VJ502mBnyZyg0BlRAOLjbUnRquVWLb74NpAuijzbL/PfI/ltyEK1zfqRmhml4rYEDo5ALzSmXjTzqpQLObw9QyJGUQTS9HrOomVckaS2pwKbDZLkuzQwNNZ/HVNCCvsc9Jnwk7l/cT9NJLUwDUDbAJV9YSzaKp8IhUpFJ83vMPlNcgWO+ZmDFF5qTixZ7AaN5ArQrKRcUxBisrfHMyjPRJ5G2bEUtRCaFqpGHLXgCt/pRRg9TEAUYhVrPvejGjhGs53lv9DzvTsX//m4vF/I873c8z7vb87y7FxcXk9/xAYRYuRHNIIFoJVrv0Gp4Vipug7heMNlNalgJhA+ZjZ4TUcGaFTaItLzznVBXdNJ0bRAyNUm5QVQDH5itFDK7QJD0AGGzZCDaSdPtByLTSmUPGCDs5SSbqu4Fqk6aSJmRvfi0zqSZ6mRY52HPrqHyMwwlaSlpy4QQvoddpzDgFr34dM48Aio6WrQAUioGlF95v90LSsUccsTvpPn2FuIeNqvopOlO0uROmtZiCxO06DELEQXdsWOhM6Bqi0nptECwD5SL+cgctOz12Bk42s6JqlGgJug8uBsqO4TsPTjWLCe29ABYUWuETV9ESvThk5Utu/YIRj6X2LpjHAJ1x3CxWFuxRZhJY4Gy+B6XDTqLuNmzI0bXSSCeM/JM2jSLAHKhXDWTBoTPSNkYei+gomK+wnYv6ukXStI0sj+AaGzQHuhjTjFtg54griWfEzPCs+loFLvSjYzuOAHccigw5btV+GdAFHYIVzN00IXMQh7FPIlUceSXUgzEZFPVvSA4ZIZY71ghk1KAbhA9f9YjrULYTpB9rOKU0SYBvkGEOmnha81VDXTtEQbOyPe4Sp6kic/slmU5SVMnD1qFHQQaC01Qw9cSA+ekhrtAwONnnbR6KUwpVfLOdSUPkv3AJCg64yDaDzB5YbHaLyZpqk7uXnGsSYOGWxTflxhE65x5BNTqaCqzasZeuGEpeZLGZywHQ67EOq9I0kRT+mmtr0nM6YyDSCvd5nRaUR3NACGsU0tZEmlm8Y776+v4XDnye6IzaRrptFIhU1VkAoL3QFW02NP1DFp04B6XwvrK5wjqZiEkHKKLHiYrP3PBFK0zj76wlkL4CAhUgFWiY3uFeM5cqyiUW8NAlKercT5Jfs4qdUcAuOUQjbtyJN073qxQgbLhyMV2P1oMDidp+uaoAX9uewfRukmhKrCZnJGLrj2KnIH02dBxiKt2Jo0Q8nWEkLMAXgfg/YSQD03mti4vNEpFvPmOZdx6qI6XHpuN/AwIgrpgZki/hPW4Ks6xZhmHZ0qhis5eEXgoUY+4RSlJEyVgddN3aiZNCFmFtD3QuBEbYYl0VZDMPvu5rT7skZtKRRMAvvP1J2AUcnjDbZKJpEHlh6dBp2W/l1X7u/YIrodIkFPI5/CGW5dQyBG8/ob5xNcKOrXDyFC0+PPtvsPpO/qS0/DMUHswhJHPpZYSjgOrwANQWmUESZoVGZpOgrfccQgA8LaXHon8jPlAAvpnHmW/w1ZfHUR//SuOAgDe7N93UlBTcEfZSSsX8zAKOU437VojfR3qGJqUviJAQEcLLB7CCUSzQhVEN7p2KtoyALzxdrpvqdZXI9JJ0xlEy50OdSD5ljvpunrT7enWFxMcYsbrcxEPr6KUpOn53GaBrmUWRPNzQhezpVT0BWk8/v5Eg2ja6VDNs+8VzHj7jbctR2bNAhsRvwAySG8FFIcqV+YNigAynZbe5xLyOYJ/86prUl1vtmJg4Lg4vzWA5yFiPzBTNqJsJo1ztSLjQiebSXyPW4pOLRCsr4HjYuR6ly3dMdW35Xne+wC8b0L3clnjt7/9bjgjN7JByD5WXWsIsxA1+JsUqoKZYlwnLZcj+OAPfDEKOZLKgb0h0B3XOhZec/2c8ufbfUc7fYcdNl1rhJlKzt8g9HU56LXGz6QB4LL5aWbSAOCnv/p2/OBX3BwJWHM5auQt02mnUQRgm6NM9QSA3/2Ou/3kIXl1lA0+U7qjE3mGorADq4zrFA4BRFqpvqF7IEz721JYZQRJGu0yzqbspH3zq4/jq+86rDxUxUAyrjI8KVTNgi945KKYzyl9+ABqqvrtrz3B10BSLNRMrHcsrHVsGIWwpx8hhFK2pyAcUo900tLP6YyDOJvF6Ggy7a9ZKWKja1Pp+BRdDgB42fFZfP4n36TcB0U6muvPmOqmozEWhIqqDgBvuG0Zj/2XN6e+j4W6ic+/uMnnj2T154bg9di19SUPQHgkgHVqdSWFjVIRzsjDwHH551PtYayTNlMuppofn6saeOD/fqPyvBFn5xdqJjrWEMdTFKfHQfbGaw/UdNpr56u4/yfemJoBwQqXT/siN9EkrYgnzgd0xxzRox4KsPVFr9V3RjQx0lYECMaIWMwtr6+ZShFbPSdQ31YwMi4HZHTHCUK1yUTUHTUmD4B/+O7QSWN/Lq2pM9sgLm4PsNlzsFgLc8GDTsdkZHbHgc8MWUFrX9e1aGUsF5JIj1Rx/KDm+TWapKVJVgAaMMZJjYuUhmnMSrU5lYMFd9H7yuVIZEYxCWb8IHmlNcBiPby+2DPd6tlT6fAAAV1ZZ7UfCM8MbSnWV8UooFTMYa1joTVwMDOB9RVX9aR0xzBlJqns/U4QK6T2kHZHVdcihKRO0ABKP1vrUPuUQ41ShIo36x/0gH5/OECYSdPdSRPoaCoqMUBVDje6tpLKngSih5MIkY7G1ry2Yp5kFN+OoTvSP5v+HhZ8z8jzW30AYeVUIGwjopuSJc4M6Wa2iPPqqplagCkgOxHVy6SYr5lKxUZOmxdGAqYlHBLHBADo509TJAeC4u9TY5K08DiAHgsRIDxyonv+TZxHV/nUAoFwyFonSjW+nJAlaZrBpF5FiXRdBz3AVLvCwiG6XpRmpQijkMMTF6ipLDPFZWBBdIjuqLmT1hGCaF2tdsBXVerZsIYjDBw3skGwDeGZFbp5pu10jMNsJUyZAfQmK8z8t9X3hWk0VqgW6yZW2gNc2B5ElEi5j5XQqdVpZg2E6Y46JX1FP7rtGNP5uYqBF9a78LzoATVJiHQ07cPnwkwHTwg1fraFuon1jo2LrUHEPgWgCo9bfepHp3Pvrhh5EBLupKXxvtsJ4vraUlCJgaDTsT6hIDoOIh1N93sse1yqLB4micW6Cc+j9in1UiGknAqEg2jZUHzSCFHV/RhB12dnZ8K2EERHOml+p3ZSSVrsvQidNECvuiOfedyBTjspzEqdtCVFkta1R3BGrs9KmM760j3/Jo46xCdpBkauhzMbPQBRqvHlgixJ0wxaoQ6CnK6ll9IgHr6twRCE6BEpAehnOzxTwqPnqAmuPJPGXpqtXpCk6aTvANMLomfLRqiVLm8QTLGJGQRPoqsUB/Gg71r0O9dFaaiVCnA9SmfgdEeNG/+RmTKeXe1gu+/gsKTaVS7mYeRzIa8d7euLD95rTtIMUSI9OpMGUKU4VkFNI0W/E+oCHU13sSXopI145VtnEWChamCjRzsdsn0KEFBmaKDjpZ79iwMhBDUjnAzrrHo3SkW/UznyLRwURQBfJnyr53CDZ133AtAgWvfcjEp9T2cRgJ2Jj59vRQJoILx3b/WciXSH4yCyIKZBdwR80ae+g2I+qg7arNJ5qdW2lUr9eCfUJV0AnSqtgWl40KnVmRgxXzTmuRYVbwt0AzqaE0bRBkk3Lb6xiySN/fup1Q6AdMI0+4ksSZsC6qVCKMjRSmmQ6I41o5C6pT4Oy40SnvPnrlStdmC6nbS2NYTreujYai74pDDjd6/i5rIqRgELNRMn/c1TNtic6L2EKA1U3EBXcCcmw60pdDqOzJZxZoNShWT/G0II7SL2HC5+oCsZVndq9RZbetYInudhM66TVjX5s1F1gSaFhk9HoyqteiukVSEZnkYRYMHvdJzd7GNZEUTPlmmSxuw00s6WjoNIR9M5dA+E7QU2e2p10PlqIDqQVjhkHMSRgEl4so2DODPE6LS6CjtAcCa+uNHDsuIdDXXSeo6yGDMp1EviTJreGV5xXn2jYyupriyheGalo5WKFtAdHVhDWmzRtXfncgQVocAWp047KSz79NmTF9tolKIjLCzpZzGYzjOr7jcIXNfj60zXuyXSHeNiMJb4n/Lj0yxJyxCLuhmo3lCPIc2zLFNqtQMIUdBkpUiWJG356mmlYk6LUScQbAadwRA9h8qE60yG2eEaV8UBAn+zulnQGmjKnTRdoiFAuKMUBNH6nrPo46dKdGd9CWImkz6nqSJrFmjXTqzG6qaOdO0ht7BQzTSKgY3OIoDoxaef7iiodk2D7igkH6pn2KxSuiObq0k7WzoOIl2oo5kJwN6TzR6dOZNZEABC3Q1VF2hSEAP6aczUAvT5ToNOKz43VSFlplzEwHHRtYZoW0OttGVROZWts6omxoVYoF3vWphXUM3EeCGNofNOUHVqdX1uIKqwXdeoKjhbKXLWzNFmVAxF/B600x1LBXge0HNGwjmh53rFfA4VIz+e7uh3GZ9b7SBH9I6c6ESWpE0BjbJIdxxpnUkTN2LdrXYgCGwqRj5SqSjkc9wHhiqE6TvoxU6Hbj40EBh1B9LK0eCNHUK6lKQYwup7+nnngJ+kad6IAYQojqrnOFuhw+es0zFb1XcvsoCG7mKL6wEvrFM+vYrOOClT+p0gdjp0U6jFmSE286iz0HTDYuA7qPLEYkH0xdYAALTSsmqlQCxGt4gESzY3uzbWOpaSzigaBN+wmM4vbBxCnTTNdEdxVko3JQtAqHt2o+RxCQRFAkbJ0kWnBeROrYNyMa9NZTqw5xnSs1+xvsT37cSCvjOS6QK0Bo5gPaDxnBBopboL5YQQHmeo3tFAXIvGKjo7lqJNTRCD6fvsjRKNe7Z6dC3LdjhMpOfJC200K+lFWvYLWZI2BYg+Q9t9R2vngSVpnudNpZP20qOzAKikrIpi1xRkdpsaA2ixQqr7oAcC1bdVXzlIVu0CgDuOUMPKmxSH8yQxUxbmSxRS9ZOESEfb7jvcS0oXRLP1I6pOmi/gstGzUfDNYXWBBTnTMMdkhykbCF9QdDLuOj5L78uMKvNNEqKNiG4KdV1RbNHZhRYDxZccm4n8nAXNL6xPxkpjHJinFqB/5pHtxWe3+hg4rpLO+DJ/fQFRg+BJQux0tDV30sxCHhUj789J619fRiEH098f75I8VIGADvnsyhSSNLMYojvq3L/qwne63lELg4hFAHGtTRpMF6DVH3L1Z12m9EBgq+CMXPTskdZOLQDc5Bt5v/yaZuRnrEN+qTXAetdSniOTQrB36x9vAQIG0UbPVu7Ly40SCAHskat1plY3Lk/jgMsMzAfGdb1YJa1JYbZShOtRLvR231Hy4CeJN9y2hO/5kuvxVS85rPz5csPEpdYAfWekVV2HVeDboQ6P3kp03xnh3GYfhEC5Cfzru4/j/NYA3/2F12m7DyAs0LLVd6bSVen4BtO6ed43LNbww2++BbcfaSiLAIt1E587vYHNro1mjMT3pMDoaNTHy9MaRLPgjSmnquhoX3jjAr7nS67nRtS6IHY6dM/UhiT4fWN6nUGOUcjh177pZWj1HWWhhc0ITcpKYxzqpQIubNOOXWfghILYSYPPa/jJgarCvtQo4ee/7k5UjUIqD6udEHgeOfw6ekWfqDR3oE6rN4j+s3/3Wnz4iUt43fXzkZ+x9/wZ/3vQSXeslwqwR9TqoNXX6/NoFHKoGnluhq46JwgheM87XoWnLra1FgEAGoO1B4Jnlk4xj0oRqx0rmMvSXCj/sbfeisMzJXzDK49FfsbW16nVDpyRp7eTJp4Tll7GBRAkaT17pBR9Mgo5HJkp49xWH9fM6V1fOpElaVPAXLWIDV+BzvX0VsuagnfURtcOdSJ0oFTM48ffelvsz5cbJTx2bhtD1wtRiyYNZurcEYbPtbba/cP06UsdzFUMZRAzWzHwM19zh7Z7YBB551s9m3fwdEAcvN/ULJ3M8H1fdmPszw7PlLDZc3B+e6BtHo2BqaOx9aWzI86TtPOt0L+LyOXI2HdvUmiEZtJ0m3gHB701dJEjeudHAODtLzsa+zO2V59e74b+XQdoJ40xLvQKH7HPwTo4cT5o3/qaa7XdA0PVKCBH6HdOCAEhehOnhi8GMw1KFgC88tomXnlttMsBCOIZl1gnTe/MIxAU2HQWiwE6CvHiRg8daxi7vr70liV86S1LWu8DoDTX1mCIza4/u6yxs9KsGHhmpcNN4nUm3gCluv/nr1SfA6ViHjPlIp68oFZ/nCTqAstmGqJ18766cZ6Q2Njy+BxN0m5c0stm0omM7jgFzFVNDBwX53xDS52bI6OxMH+b/TbwW26UcKllafdCARjVMzh8axoHdlln44nz28oAepoIJ2l66Y7iQb/Rc7RaC+wGh3zFxycvtLTSaYFAHY2JSOgVHGB8epqk7acy1YykBKhz/zIKdI51vWvz+Uqd3dGdwJKZ51e7qJt6O0pNf77SdT3tXWqzkEfVyPMOjs7gbSewAlurTwWmZstFpSnxpDBbocyWDaYIqzlZGQfGwGDvuc7zOuhYDrWfEwAVA3nMt+fZb2U9xmZi37nOgh6z7Vj3RyH2890CqHgNY2TopP3VJMaF7uLH0dkyzm/1cbE1wHJD/Yy/8/XXYa5q4O0vO6L1XnQiS9KmAPZiPOsPB+sMJtmBc26rD3vo7vvmeKhRQt8ZoWePtN8Lc7xnSn86DyEmmHJ+e3BgkrTVtoW+M5pONdYa0U6a5oN+J7A5tdW2pVUmHKBzFh1riI1uvFjMpDBXNZAjwHqX8u11Jgc7gQWO612qBKg76Jiv+SbKHbXgwDTB3qXz2wMlpWaSaFYN2EMXl9oDjFxPe/Kw1KCdDgBYqO//c97sOVMp5jGD8tU2DaL3c42ZhTxmK0Wc26K0eZ3jCaygttG1sdWztZ4TAD37V/xnrFN9djdgIhNcYEpnobxioGMNudjQfu9hy40SP7O0dtLE2dKBo5UWD9AiwMBx0R4MY/fmt9x5CPf/xBu1M8p0IkvSpgCmzBYMB+vdIADg1Io/6L7fnTTh5dE5KwXQzsZmN6hg6fzsovWA7rm/ncDmZl7YoN+5TnpFqZhDPkfQHjh8Dmw/IR7+xxUSxJMEo6NtdOn60hlM5nOEH6hHNc4m7QalYh71UgGrbQtrU0ic5qoG1rsWVtoDrdLvu8Fy3UTB7+ro3r/YeuJ7t+Ygms28GYUc91vaLyzVTay0B74Cnd7vnIk+rXUszO5zAQQADvtsgPmqqVWEaV5I0jZ7jnZJ8sPC+3J8n/cwUcCsbha0PmfWfWfv8b530oQuk86CsljMm0axRbRtGLd/Xa6qjgxZkjYFMMEMNqStle7IDfziB8KniWsF2XSVxPUksVgzsdah1Erdh68YPN60z3znGYGSBeidmyGEYKFm4PxWH21rqH0ObCccFgyuZZ++SWPWNzBf9W0XdAeTgbTy/vPpF+smzm31sd13tH/u+ZqJ9Q7tdCzuc/JQyOd4MnPtvN71NSft3bqDHG4R0izveyCz1DCx0p4OLX7GFw5Za9v7HkAD4PMyOm0OgGA9nd/qo++MtBfYxELmMc0FtJ1wqFHCetfGSnug/XPPSu/xftJpgWB9EaI3HiwV86iZBax1aDFP97slFs102xztJ7IkbQpgL0bw0upVcMrnCO/a7Tfd8dbDdf7PNy/Xx/zJ9FioG1jrWNr9QACarLBNQiV9O000SgVUjTwe80UmWGdNFw7PlPkg8n530spGnr9Przqh93tYapTgesAzl9hn11uJvvkQfV/iRAemicWaKdgB6P3OF2qGH1BZ+95JAwKrA93fQ1M+JzS/W3f778tLjkatB6aNpXoJq2x2WXOnltFKT693lf6D08YrrpkFoN+qhRVXnpuCJxsAvNz/XI1SAaWiXvGfnXBohn72kxfb2t+rpiDKM1Muau3a7Qav9OOT6xbUNkmTxELNwFrHxlpbPy1e9Na7XaNY2n4jU3ecAhg96OTFNop5olX+NZcjaFaKeGaFBlS6q947wSzk8Wf/7jXoWSOUNau0Ldao0t+F7b72+SQA+MPvehU+8uSK9uRgJxBCcLRZ5sPn7EDShcMzJfzjYxcB7D+VAwDe++9fj4fObHG/GF1gCcPJC23UzELEPHPS+NE334obF2v4xlce13qd3WChbuIzz28A0L+nzFdNPi+03/OeAPCjb7kVr75uDm97qd7h82kW8wDgrXceRs8e4Q23Lmu9zm6wWDepR5qlV9QBoF0VgJ7HX33X/gsKfNOrroHrAd/wiqiE+iRRNqhH3KnV6dBpb1mu493feBcvcuwnlvzv/LnVLr70lkWt12J71pMXW9rZQ7vBq6+bw0+97XZ88c16PzdAWRCMZaN7766Xivjpr74dFSOv1bJjv3HlfrIDhIpR4J4OR2b1U0uOzJax1rFByP4P7ALA629YmMp12Kbw9KUOvvhm/de8camOG5f0Jga7xbFmBU/7Ms6HZvTy/w+FaCz7O2sAANcv1nD9FCiBbPbwyYutqXSoZypFfJdmj73dQvRp0919EGfeDkIn7chseSpS9KzC/9zqdOaJS8X8VD7XbiDO9eoO7sRrHYROWtnIa/fSZJirGrwjrjtJI4TgXym8u/YDh4Tv/LDm85HNSnnewdi/CCFTO0fmqwY+dWodwHTerXd8wcE4H3UiVR+WEPLfCSEnCSGPEELeRwiZndB9XXE44c8zTCOoZQIKR2bK+95qnybY4d6xhvveQZw2GPVyplzUXlU6IhxyByFJmxbYgdseDPddsWvaEDn/umf/TgjGtroDqoOERokKGlzYHqBczHPfoasB4vzSCc3dh2uE2cITmk2UDxrmqwZXXDwyu/8F3GlBTNJ071+NUpHLz19t62uhbnIf0YPAsrkSkDaC/zCAOz3PeymApwH8ePpbujJxiz9fctsh/dzZW/1r7bcq3LQhVmAPQgdxmmCiBropUkA4iNIt43yQIK6v/R6EnzZuEaikujsdovHobYcPRqd6GiCE8KLHsWZ5X/3hpo3bBYls3cazR4SzQfcc2EGDGBNcTWekOH93yyH93zm7nm4K/kGD2Dk8CFT1KwGpkjTP8/7J87yh/6//AuBg9LYPIL7p1dfgrmMz+KZX658vefOdh3B8roxvf+3BoLJMCyL/W7dS1kHDW19yGEdny/iPb7pZ+7W+4MZ53Hqojh97663ar3WQUMznOM3x2itYTUqFV13XxPWLVXzPF1+vPXk4PlfBF9w4j6966eGrqggABOtKt5LkQUOzauBrX3YEX37rknarA0IIvudLrsf1i1W86sSc1msdNLAzcqluap+pPUgghODH3norbj1Ux2uvn9d+vR980804PlfGW+88pP1aBwligWUaIwhXA4jneZP5RYT8A4D/7Xnen+z0Z++++27v/vvvn8h1M2QQceLH3g8A+PSPf/lVRZUCAM/zrqrq+37gX//Wp/HZ0xt4zztehS+9ZWm/b2eqmPb6uhrX8/9zzzN494efxg+/+RZ835fduN+3M3VM6ztncc/Vtr4+evISvus99+NVJ5r4q+99/X7fToYrDGc2eviiX/wYAOD0L3zVPt/N5QNCyAOe592t/NlOSRoh5CMAVOWAn/A87+/8P/MTAO4G8PVezC8khLwTwDsB4JprrnnlCy+8sPtPkCHDLnHyYgvPXOocCNWuDFceLrUG+OjJFfybu4/vu7dUhisP230H73/kAt5212GtKsAZrk6MXA9//tkX8cbblq8qumOG6eHPPvMibjlUwyuvvbq61GmQKknbxS//TgDfA+ANnuf1dvN3sk5ahgwZMmTIkCFDhgwZrmaMS9JSyUcRQt4C4EcAfMluE7QMGTJkyJAhQ4YMGTJkyBCPtOqO/wNAHcCHCSEPEUJ+awL3lCFDhgwZMmTIkCFDhgxXLVJ10jzPu/ommzNkyJAhQ4YMGTJkyJBBIyam7rinixKyCuAgKocsAFjb75vIcMUiW18ZdCJbXxl0I1tjGXQiW18ZdOKgrq9rPc9bVP1gX5K0gwpCyP1xw3sZMqRFtr4y6ES2vjLoRrbGMuhEtr4y6MTluL7SzqRlyJAhQ4YMGTJkyJAhQ4YJIkvSMmTIkCFDhgwZMmTIkOEAIUvSwvid/b6BDFc0svWVQSey9ZVBN7I1lkEnsvWVQScuu/WVzaRlyJAhQ4YMGTJkyJAhwwFC1knLkCFDhgwZMmTIkCFDhgOELEkDQAh5CyHkKULIs4SQH9vv+8lwZYEQ8r8IISuEkMf2+14yXHkghBwnhHyMEPIEIeRxQsj37/c9ZbhyQAgpEUI+Swh52F9f/2W/7ynDlQdCSJ4Q8iAh5P/s971kuPJACDlNCHmUEPIQIeT+/b6f3eKqpzsSQvIAngbwJgBnAXwOwDd7nvfEvt5YhisGhJAvBtAB8Eee59253/eT4coCIeQwgMOe532eEFIH8ACAr832sAyTACGEAKh6ntchhBQBfBLA93ue9y/7fGsZriAQQn4QwN0AGp7nvW2/7yfDlQVCyGkAd3uedxB90mKRddKAVwN41vO85zzPswH8BYC37/M9ZbiC4HnefQA29vs+MlyZ8Dzvgud5n/f/uQ3gSQBH9/euMlwp8Cg6/r8W/f9d3dXdDBMFIeQYgK8C8Hv7fS8ZMhwkZEkaDWbOCP9+FlmAkyFDhssQhJATAF4O4DP7fCsZriD4VLSHAKwA+LDnedn6yjBJ/CqAHwHg7vN9ZLhy4QH4J0LIA4SQd+73zewWWZKWIUOGDFcACCE1AO8F8AOe57X2+34yXDnwPG/ked7LABwD8GpCSEbbzjAREELeBmDF87wH9vteMlzR+ELP814B4K0Avs8fQznwyJI04ByA48K/H/P/W4YMGTJcFvBnhd4L4E89z/ub/b6fDFcmPM/bAvAxAG/Z51vJcOXgCwB8jT8z9BcAvpwQ8if7e0sZrjR4nnfO//8VAO8DHXU68MiSNCoUchMh5DpCiAHgmwD8/T7fU4YMGTLsCr6ww+8DeNLzvF/e7/vJcGWBELJICJn1/7kMKrJ1cl9vKsMVA8/zftzzvGOe550Ajb8+6nnet+3zbWW4gkAIqfqiWiCEVAF8BYDLQm37qk/SPM8bAvgPAD4EOnD/l57nPb6/d5XhSgIh5M8BfBrALYSQs4SQ797ve8pwReELAHw7aAX6If9/X7nfN5XhisFhAB8jhDwCWtT8sOd5mUx6hgwZLhcsA/gkIeRhAJ8F8H7P8z64z/e0K1z1EvwZMmTIkCFDhgwZMmTIcJBw1XfSMmTIkCFDhgwZMmTIkOEgIUvSMmTIkCFDhgwZMmTIkOEAIUvSMmTIkCFDhgwZMmTIkOEAIUvSMmTIkCFDhgwZMmTIkOEAIUvSMmTIkCFDhgwZMmTIkOEAIUvSMmTIkCFDhgwZMmTIkOEAIUvSMmTIkCFDhgwZMmTIkOEAIUvSMmTIkCFDhgwZMmTIkOEA4f8F4mxca1Kf6FkAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.subplots(figsize=(15, 2))\n", + "y_lf = scp.fft.ifft(y_ft_hf_filtered).real\n", + "plt.plot(x1, y_lf.real);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Jena Climate Data" + "### Example 3: Filtering via FT in the Jena Climate Dataset" ] }, { @@ -1589,11 +1633,11 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 30, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T05:01:08.147181Z", - "start_time": "2021-02-03T05:01:08.046215Z" + "end_time": "2021-02-16T14:03:57.196100Z", + "start_time": "2021-02-16T14:03:49.828806Z" }, "scrolled": false }, @@ -1759,7 +1803,17 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1771,35 +1825,46 @@ } ], "source": [ - "df = pd.read_csv('../data/fft/Jena.csv')\n", + "df = pd.read_csv('../data/jena_climate_2009_2016.csv')\n", "display(df.head())\n", - "df['Date Time'] = pd.to_datetime(df['Date Time'], dayfirst=True, format=\"%d.%m.%Y %H:%M:%S\")\n", + "df['Date Time'] = pd.to_datetime(\n", + " df['Date Time'], dayfirst=True, format=\"%d.%m.%Y %H:%M:%S\")\n", "df['Date'] = df['Date Time'].dt.date\n", "mean_temps = df.groupby('Date')['T (degC)'].mean().values\n", - "plt.subplots(figsize=(15,2))\n", - "plt.plot(temp);" + "plt.subplots(figsize=(15, 2))\n", + "plt.plot(temp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "There is a very strong trend that can be seen every year. Suppose we want to examine trends that happen within the years, we filter out the frequency corresponding to 1 year by setting its magnitude to 0." + "There is a very strong trend that can be seen every year. Suppose we want to examine only this trend as we are interested in the general dynamics of the system. To highlight that aspect of the time series, we filter out frequencies corresponding to greater than 1 year by setting their energies to 0." ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 31, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T05:25:06.518441Z", - "start_time": "2021-02-03T05:25:06.396767Z" + "end_time": "2021-02-16T14:03:57.571114Z", + "start_time": "2021-02-16T14:03:57.200087Z" } }, "outputs": [ { "data": { - "image/png": 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\n", + "text/plain": [ + "[]" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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dVARGklXA54ArgK3ANUm2TrYraWmcXauhWj3pBppLgbmqehIgyT5gB/Bo30/0Mzd+nVde+0nfDyu97s7ZIwBs2v3HE+5EQ/X0p/75RJ53Ks4wgPXAs2P3j7Ta/yPJriSzSWaPHz++pCf6h5vPW1qHUkfveMuaSbcgLYtpOcPopKpuA24DmJmZWdKk9zv+7bZee5Kk/19MyxnGUWDj2P0NrSZJmhLTEhgPAFuSbE6yBrga2D/hniRJY6ZiSKqqXk1yA3A3sArYU1WHJ9yWJGnMVAQGQFUdAA5Mug9J0vymZUhKkjTlDAxJUicGhiSpEwNDktRJqlbmH31J8iPg8Un30cEFwF9OuokOVkKfK6FHsM++rYQ+V0KPMOrzLVW1dik7T80sqSV4vKpmJt3EYpLM2mc/VkKPYJ99Wwl9roQe4fU+Ny11f4ekJEmdGBiSpE5WcmDcNukGOrLP/qyEHsE++7YS+lwJPcIZ9rliL3pLks6ulXyGIUk6iwwMSVInKyIwkvzHJN9LcijJV5OcO7buY0nmkjye5PKx+vZWm0uy+yz0+MtJDif5SZKZsfqmJP8ryUPt9ntj6y5J8nDr8ZZk+f8a9EJ9tnVTcSzn6fnjSY6OHcMrF+t5UiZ9rBaS5On2WnsoyWyrnZ/kYJIn2tez/ucok+xJ8kKSR8Zq8/aVkVvasT2U5OIJ9zlVr8skG5Pcm+TR9jP+kVbv73hW1dTfgMuA1W3508Cn2/JW4M+Bc4DNwPcZfTz6qrb8LmBN22brMvf494GfBf47MDNW3wQ8ssA+3wa2AQG+DlxxFo7lQn1OzbGcp+ePA/9unvq8PU/wdTrxY3Wa3p4GLjil9h+A3W1598mfq7Pc1z8GLh7/GVmoL+DK9nOS9nNz/4T7nKrXJXAhcHFbfhvwF62X3o7nijjDqKpvVNWr7e59jP4iH8AOYF9VvVxVTwFzwKXtNldVT1bVK8C+tu1y9vhYVXV+53mSC4G3V9V9NfrXux24arn6O+k0fU7NsXwDFup5Uqb5WM1nB7C3Le/lLLz+TlVV3wROnFJeqK8dwO01ch9wbvs5mlSfC5nI67KqjlXVd9ryj4DHgPX0eDxXRGCc4t8wSkUYHYxnx9YdabWF6pOyOcl3k/xZkn/UautbXydNusdpP5Y3tNPmPWNDJ9PS20nT1s+4Ar6R5MEku1ptXVUda8vPAesm09rfsFBf03h8p/J1mWQT8B7gfno8nlPz0SBJ/hT4u/OsurGq7mrb3Ai8CtxxNns7qUuP8zgG/L2q+kGSS4A/SvLuZWuSJfc5UafrGbgVuJnRf3o3A59h9IuDuntfVR1N8k7gYJLvja+sqkoydXPsp7WvZipfl0neCnwZ+GhVvTR+afRMj+fUBEZV/dPTrU/yr4F/AXygDeEAHAU2jm22odU4TX3Zelxgn5eBl9vyg0m+D/xM62fD2Ka99LjUPjnLx/JUXXtO8nnga+3u6XqehGnr53VVdbR9fSHJVxkNkTyf5MKqOtaGIl6YaJP/10J9TdXxrarnTy5Py+syyZsYhcUdVfWVVu7teK6IIakk24F/D/yrqvrx2Kr9wNVJzkmyGdjC6ELyA8CWJJuTrAGubtuedUnWJlnVlt/VenyynSK+lGRbRr8CXAtM8rf/qT2Wp4yrfhA4OVNloZ4nZeLHaj5J3pLkbSeXGU0ieYRRbzvbZjuZ7Otv3EJ97QeubbN7tgE/HBtqOeum7XXZ/h/5AvBYVX12bFV/x3O5r9z3dPV/jtFY20Pt9ntj625kNAvhccZmGTGaAfAXbd2NZ6HHDzIaA3wZeB64u9V/ETjc+v4O8C/H9plh9CL7PvCfaO+8n0Sf03Qs5+n594GHgUPtRX7hYj1P8LU60WO1QE/vYjRr58/ba/HGVn8HcA/wBPCnwPkT6O1LjIZt/3d7XV63UF+MZvN8rh3bhxmb5TehPqfqdQm8j9Hw2KGx/yuv7PN4+tEgkqROVsSQlCRp8gwMSVInBoYkqRMDQ5LUiYEhSerEwJAkdWJgSJI6+T963AIYOPTpHwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -1811,33 +1876,43 @@ } ], "source": [ - "y_ft = scp.fft.fft(temp.values)\n", + "y_ft = scp.fft.fft(temp)\n", "y_ft_copy = y_ft.copy()\n", "freqs = scp.fft.fftfreq(len(temp), d=1/365)\n", - "y_ft_copy[(abs(freqs)<=1)] = 0\n", - "plt.plot(freqs,abs(y_ft_copy));" + "y_ft_copy[(abs(freqs) >= 1)] = 0\n", + "plt.plot(freqs, abs(y_ft_copy))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "By removing all frequencies below 1 year, we obtain only the higher frequency values. With these values, we can have a better look at the sub-year dynamics of daily temperature." + "By removing all frequencies greater than 1 year, we obtain only the lower frequency values. With these values, we can have a better look at the yearly dynamics of daily temperature without interference from inter-year dynamics. Should forecasts on actual values of the temperature need to be made, the value sof the frequencies removed can simply be added back." ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 32, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T05:23:42.742663Z", - "start_time": "2021-02-03T05:23:42.638879Z" + "end_time": "2021-02-16T14:03:57.934167Z", + "start_time": "2021-02-16T14:03:57.574107Z" } }, "outputs": [ { "data": { - "image/png": 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\n", + "text/plain": [ + "[]" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" ] @@ -1850,37 +1925,89 @@ ], "source": [ "y_hf = scp.fft.ifft(y_ft_copy)\n", - "plt.subplots(figsize=(15,2))\n", + "plt.subplots(figsize=(15, 2))\n", "# plt.title('Removing Yearly Cycle')\n", - "plt.plot(range(len(temp)),y_hf.real);" + "plt.plot(range(len(temp)), y_hf.real)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Quick exploration:\n", - " 1. What other strategies can we adopt to filter signals from very noisy measurements?\n", - "\n", - " 2. What other real world examples of noise have you experienced? How did you deal with them?\n", - "\n", - " 3. How can applying these frequency domain applications improve time series predictions?" + "# Wavelet Transform" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Wavelet Transform" + "A wavelet transform (WT) allows you to measure how \"much\"of a certain type of wavelet there exists in a given signal. While both FT and WT both transform a time series into the frequency domain, a key difference is that WT gives you information about the time domain as well.\n", + "\n", + "This transformation is achieved by imagining a specified wavelet sliding it across the entire signal through time. This wavelet that we scan is called the \"mother wavelet\". In addition to sliding the mother Wavelet across the span of the time series, its size, dependent on a scale factor, is varied as well while scanning. The scaling transformation applied on the mother Wavelet can be thought of as \"stretching\" it only without changing its frequency.\n", + "\n", + "The wavelet transform of a time series $y(t)$ is given by:\n", + "\n", + "$\\begin{align} WT(y(t)) = \\frac{1}{\\sqrt{|\\sigma|}}\\int_{-\\infty}^{\\infty}y(t)\\psi \\left( \\frac{t-h}{\\sigma} \\right)dt \\end{align}$\n", + "\n", + "where $\\sigma$ is the scale, $h$ is the time lag/translation, and $\\psi$ is the mother wavelet. \n", + "\n", + "From the WT, we obtaing sets of coefficients corresponding to different time lags and scales. The greater the magnitude of the coefficients, the greater overlap there is between the scaled, time-shifted mother wavelet and the time series." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "ExecuteTime": { + "end_time": "2021-02-16T14:03:57.945137Z", + "start_time": "2021-02-16T14:03:57.937159Z" + } + }, + "outputs": [], + "source": [ + "def rescale(arr, scale=2):\n", + " n = len(arr)\n", + " return np.interp(np.linspace(0, n, scale*n+1), np.arange(n), arr)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "ExecuteTime": { + "end_time": "2021-02-16T14:03:58.478223Z", + "start_time": "2021-02-16T14:03:57.949127Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(15, 2))\n", + "wav1 = pywt.ContinuousWavelet('gaus1')\n", + "int_psi1, x = pywt.integrate_wavelet(wav1)\n", + "for s in range(5):\n", + " ax.plot(rescale(int_psi1, scale=s), label='Scale: '+ str(s))\n", + " ax.legend()\n", + " ax.set_title('Gaussian Mother Wavelet')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "A wavelet transform (WT) allows you to measure how \"much\"of a certain type of wavelet there exists in a given signal. A key difference between a WT and an FT is that a WT gives you information about the time domain and not just in the frequency domain.\n", - "\n", - "This transformation is achieved by taking a wavelet with specified properties and sliding it across the entire signal both through time and through different scales to find where it matches with the signal." + "Suppose we have a signal of repearing Gaussian waves. Applying the WT on this signal using a mother wavelet corresponding to that of a Gaussian wavelet, we can pinpoint where the time series exhibits a Gaussian-like pattern." ] }, { @@ -1888,15 +2015,33 @@ "execution_count": 35, "metadata": { "ExecuteTime": { - "end_time": "2020-11-20T10:06:14.988277Z", - "start_time": "2020-11-20T10:06:14.982168Z" + "end_time": "2021-02-16T14:03:58.817846Z", + "start_time": "2021-02-16T14:03:58.481215Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "def rescale(arr, factor=2):\n", - " n = len(arr)\n", - " return np.interp(np.linspace(0, n, factor*n+1), np.arange(n), arr)" + "s1 = list(scp.signal.gaussian(250, std=20))\n", + "s1 = np.tile(s1, 4)\n", + "plt.subplots(figsize=(15, 2))\n", + "plt.xlim(left=0, right=1000)\n", + "plt.ylabel('Value')\n", + "plt.xlabel('Time (t)')\n", + "plt.plot(s1)\n", + "plt.show()" ] }, { @@ -1904,16 +2049,16 @@ "execution_count": 36, "metadata": { "ExecuteTime": { - "end_time": "2020-11-20T11:54:44.741481Z", - "start_time": "2020-11-20T11:54:43.903830Z" + "end_time": "2021-02-16T14:03:59.734922Z", + "start_time": "2021-02-16T14:03:58.820838Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": { @@ -1923,33 +2068,20 @@ } ], "source": [ - "fig, ax = plt.subplots(nrows = 2)\n", - "wav1 = pywt.ContinuousWavelet('gaus1')\n", - "wav2 = pywt.ContinuousWavelet('morl')\n", - "plt.subplots_adjust(top = 0.99, bottom=0.01, hspace=0.5, wspace=0.4)\n", - "int_psi1, x = pywt.integrate_wavelet(wav1, precision=10)\n", - "int_psi2, x = pywt.integrate_wavelet(wav2, precision=10)\n", - "\n", - "for s in range(5):\n", - " ax[0].plot(rescale(int_psi1, factor=s),label=s)\n", - " ax[0].legend()\n", - " ax[0].set_title('Gaussian Mother Wavelet')\n", - " ax[1].plot(rescale(int_psi2, factor=s),label=s)\n", - " ax[1].set_title('Morlet Mother Wavelet');\n", - " ax[1].legend()" + "coeffs, freqs = pywt.cwt(s1, range(1,250), wavelet='gaus1')\n", + "plt.subplots(figsize=(18.75, 2))\n", + "plt.xlim(left=0, right=1000)\n", + "plt.ylabel('Scale (s)')\n", + "plt.xlabel('Time (t)')\n", + "plt.imshow(coeffs, aspect='auto')\n", + "plt.colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The wavelet transform of a time series X(t) is given by:\n", - "\n", - "\\begin{align} CWT(X(t)) = \\frac{1}{\\sqrt{|\\sigma|}}\\int_{-\\infty}^{\\infty}X(t)\\psi(\\frac{t-S}{\\sigma})dt \\end{align}\n", - "\n", - "where $\\sigma$ is the scale, $s$ is the time lag/translation, and $\\psi$ is the \"mother\" wavelet. \n", - "\n", - "The scaling transformation applied on the mother wavelet can be thought of as \"stretching\" it only without changing its frequency." + "By observing where the magnitudes of the WT are greatest, we can pinpoint the time and scale wherein there is Gaussian-like behavior in our time series. The WT is also useful in sifting out our signal from noise. We apply white noise once more to our Gaussian pulses and observe the WT's results." ] }, { @@ -1957,28 +2089,16 @@ "execution_count": 37, "metadata": { "ExecuteTime": { - "end_time": "2020-11-20T10:06:16.105755Z", - "start_time": "2020-11-20T10:06:15.562687Z" + "end_time": "2021-02-16T14:04:00.265503Z", + "start_time": "2021-02-16T14:03:59.737915Z" } }, "outputs": [ { "data": { - "image/png": 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F17AyGakYTGqGLLh6tWJZaimIXgBYrh0VTXHkRGSKngXHUzMqCwjKMzjzIir+FhybLJMTtwCwLPI0xZETgz2yq6v3HAezONIQlQVkFlw6OhGuFQh2VDRZJiVuzVZZLDhTHDkR15nMtZKcdkQ6rsWM0hFvcVjfTEqkxVGyvmmKIyfafhaQSHk3d8mTTnftynFz/aUjKpjrHVutqjREWXCVilCrlCe9uVDFISKXicgeEdkrIlePuOeFInKLiNwhIl8tsj1F0hmRJw/mWklDe2iPbDDXX1raEemjYOti0jLKgitTllqtqB8WkSrwHuAngX3AjSJyvap+L3TPVuC9wGWq+oCInF5Ue4pmVC2g4JqRjKjguLn+0hGVBQRByRHrm0lZ2XunvOuMirQ4LgH2quq9qtoGrgOuGLrnF4FPquoDAKp6oMD2FMrwns5QPr9nnniKeO3ABJNnUqLib8GxyTI5rRHyLFN6s7PiEJFTROTpIvIkEXH53tnAg6Hjff65ME8BThGRr4jITSLy6hH/9lUisltEds/Pz7s2+YTSipghl83vmSdRtaqCGV5ZBmdeDCwOc1XlQicingneOpmyKOJYV5WIbAHeCFwJNIB5YAY4Q0S+BbxXVb886usR54btuBrwHOBSYBb4poh8S1XvXvUl1WuBawF27dp1UtqCUSUdoFx+zzyJihmZBZeOdjdYAGhZVXnQiZgkQrnWxYyLcXwc+CjwX1X1cPiCiDwHeJWIPElVPxjx3X3AOaHjncD+iHsOquoCsCAiXwMuAu5mwmh3ezGdyQZnUqJiRuaqSsdKMHftynGLcSQnKnEDymXBxSoOVf3JmGs3ATfFfP1G4HwROQ94CHg5XkwjzGeAd4tIDc+ieS7w5w7tPuno9JR6ba2RVSa/Z16o6oiNnCyrKg2dgU++uup8w6+Oq6pr3C7GaKLcqFAu74JTjENEXiAic/7nV4rIO0XkiXHfUdUu8Cbg88CdwD+o6h0i8gYReYN/z53A54Bbgf8EPqCqt6d/nPUjKgsIyuX3zIu4dEcwiyMpg6oGI5INun2ziJPQinCjQrk2xnJNx30fcJGIXAS8Bfggngvrx+O+pKo3ADcMnbtm6PhPgD9xbfDJSlRRPiiX3zMvVoryjVoAWI7BmReD3SljVuJH9V0jmk5P16yJgaCES28dWnTice0tXfVqWV8B/KWq/iWwqbhmTR5RZcChXH7PvBikj9oCwFxojVg5PlDEJs9EtLu9mEliOSY1rorjmIi8DXgl8C/+4r56cc2aPEb5Pc3iSE7cgrXwdcONqI2HwBaopmV0BmV5Uu9dFccvAC3gdar6CN56jIl3L+VJnMVhwfFkjLI4rIRLOkbVqjILLh3eNrzRiTBlmdSMW8ch6vEI8M7gvL/S+6Phe4pt5snPKD+xrc5NTlSJelhZwGbyTMaoBYArFlzph28i4uKZZbHexlkcXxaRXxORJ4RPikhDRF4kIh8BXlNc8yaHUeZrmfyeeRHMgIddKw1zraRiVMkRy1JLxyjvQpn2NxmXVXUZ8MvAx/z1GIfxVo5XgS8Af66qtxTbxMlgVIpevSocWSpHZ8qLUTEOW8eRjvaIonzm+kuHreMYvwBwGa967XtFpA6cBiwNryI3vM4UlaJXps6UF6NiHNWKUK3YupikBGuM1tRWsv1NUjHS4iiRd8G5rLqqdoCHC2zLRDMqYFYmv2detEdYHBDEjMoxOPMiKMo3zKD2l1kciRgVzyxT6r2t+smJqD2yoVx+z7wYZXFAuVIe8yJuhgxmcSQlTp5lkaUpjhzo95Vuf21tJTBXVRpGrRyHcg3OvIibIQfXDXfaEXXUYHXtr2knyX4cTxSRn/A/z4qIrRz3GVVbKThnrpVkxFkcjWrFXCsJiVtj5F23/pmEdrc3Mp4J5aj95Vrk8FfwSqy/3z+1E/h0UY2aNAaKo+R+z7wYlVUF3loEsziS0Y6pahBcN9zxKjdHxzO969MvT1eL443AC4CjAKp6DzCx+4PnTSfOJ18TG5gJibPgzPWXnLj4G1hwPCmj5FmmdHFXxdHy9w0HwN8/Y/rtMUfisoCa/ouuDH7PvFgpkRGdCWSulWS0R60x8susmyJ2JzaeWSILzlVxfFVEfhuYFZGfBP4R+KfimjVZdEZszQmeMlEth98zLwZF+YY2HgJzVaVhZFUDW4mfmDhruDlINpj+se6qOK7G22/8NuBX8fbY+J2iGjVptHteDf7I7SRL5PfMi4HFEbGjYqMq5lpJyMiifFZWPTGx8cxaeVbiOy0AVNU+8Nf+H2OIdozFseJHVm9zXGMsozYeAm+m1+pM/8DMk3avz+bG2l0QGiWaIedFbDyzROnN46rj3kZMLENVn5l7iyaQFfN19Kyu1ethW5i40e72EfFKjAxTr1Y4ttxdh1ZNLl7JkWhZBtcNN8ZVNYByyHOcxfHTJ6QVE05c+miZ/J55ESywGq6tBLYSPw2jsoCs9ldyYuOZJQqOjyty+IMT1ZBJZlTZaiiX3zMv2t3+QOEOY8Hx5IzaPwJ8RWzydCYuntksUXqz6wLA54nIjSJyXETaItITkaNFN25SGJivJfd75kWn14+UJdjGWGnojEjHBav9lZSVeGZMskEJ+qdrVtW7gSuBe4BZ4PXAu4pq1KQRZ3GUye+ZF0EZ8Ci8kiPm9ktCe4SrCoKSONY3XRm3OBXKMUlMUlZ9r4hUVbUH/I2IfKPAdk0UnbjOVKJZSF54FsfaGR3YSvw0jFPENqlxJy6euTJJnP6JjaviWBSRBnCLiPwx3r4cc8U1a7JwsTjK4PfMi9aI2krglxwxWSYizuKom8WRiNixHsQzSyBPV1fVq/x73wQsAOcAP1dUoyaN2GqugwWA0z8LyQuvmuvaVeNgZdXTEGdx1G1jrETE7xVTnkmiq8VxEGj7W8n+vohUgWZxzZosXPyeQTaGMZ5RZcBhJQtIVSPTdY3VdHt9+hrdN8GTZ6sEL7q8aDlNEqdfnq4Wx5eADaHjWeCL+TdnMhm3Y513j83qXIlNx/Vrf/Ws9pcTcZMaMFdVUgJ5xu3HUQaL2FVxzKjq8eDA/7wh5v5S0YrxezZLNAvJi3FZQGCuP1fifPLeeVsAmIQVeUYU4CxRBqWr4lgQkYuDAxF5DrBUTJMmj9gFgCXqTHkR56oyeSYjzhoOzpss3YmTZ7NEkxrXGMebgX8Ukf3+8Q7gF4pp0uTR7vWpVYTKiNpKYBZHEkZVc4WVhVdlcAfkQZxPHrz+edxqfznT7vorx0te+8u1Ou6NIvJU4AJAgLtUtVNoyyaI2GCuuaoS47mqRmdVgcnTlTifPATJBtM/Q86LuJhRmWp/xbqqROSHReRMAF9RXAz8H+DPROTUcT8uIpeJyB4R2SsiV4/5d3oi8rKE7T8pGFVEDlZmIZa54s649NHgHmM8cSXqwa/91bWMP1cCN9To8V6OBarjYhzvB9oAIvJjwP8FPgocAa6N+6Kfsvse4HLgQuBKEblwxH3vAD6ftPEnC3EvujL5PfOiZRZcbqxswxtX+8v6pitxiTDgybkMk5pxiqOqqo/7n38BuFZVP6Gqvws8ecx3LwH2quq9/n7l1wFXRNz3a8AngAMJ2n1SYcHcfGl3eyNdK2bBJWNscLwkL7q8CCaJo9YQNUuS3jxWcYhIEAe5FPi30LVx8ZGzgQdDx/v8cwNE5GzgZ4Fr4n5IRK4Skd0isnt+fn7MP3viacW4qqoVoSI2Q07CqD2yIbxrncnThXGKo14rh08+L+ImiWAWR8DHgK+KyGfw0m+/DiAiT8ZzV8URpZKHbeK/AN7qF04ciapeq6q7VHXX9u3bx/yzJ544VxVYBdKktGNqVdk6jmS0xi0AtP04EtHu9cYqjjKM9XEbOf2hiHwJL/32C6oajNYKnospjn14Na0CdgL7h+7ZBVznm32nAS8Rka6qftqx/ScF7W5/pGsFvM5krhU3en2l1x9tcZjrLxljFwDaOo5EuE0Sp39SMzYdV1W/FXHuboffvhE4X0TOAx4CXg784tDvnBd8FpEPA/88aUoDxpuvtvmQO2NdK37+vMnTjUCecem4Jkt3XFxVZZgkOu/HkRRV7YrIm/CyparAh1T1DhF5g389Nq4xSbR78RaHuarcGZsFZPubJGK8Iq7Q92t/VSMWsBqr8bbhHS2nspRwKUxxAKjqDcANQ+ciFYaq/lKRbSmSdrfPppnRoixLwCwPWn4V4XHBcZOnG+OKHA4UcbfPbCN60aWxQlzJfyjPJNG1VpURQycmmAuee6UMfs88GLhWxiwALMPgzIOxCwBLVNE1D9oxGX9QnkmiKY4cGBvjqFVtYDriUpQPTHG4YvLMl3a3N3JSA2ZxGAmIW+kMnt+zDLOQPBi7f4S5qhIxrsjhoGikydMJC457mOLIgXHB8bLkdufB+P0jAteKuf5cGCdPc/0lI26vGChPlpopjhywBYD5Ya6VfAmygEaVyDB5JsPWcXiY4sgBK0OQH67rOEyebox70Vntr2SMH+vlcEub4siBceZr3fY8cGZciYxqRRCr/eWMy+JUsBIurrhMEsvQN01xZCQokTFqwRqUp2JmHnTG+ORFxN98yOTpwviMP3NVJcFz/cXLswx90xRHRsa5VqA85msejMuqAisFngQXaxjM9edKa0xdurL0TVMcGWmPWWAFFhxPwrgsIDB5JiGu0jCEYkYmTyfidvsEc1UZjowrIgcWHE+CmwVn8nTFpURGcJ8xHpesqr5Cd8qVhymOjLi4VmzPA3ec5FmzEi6uuAfHrX+Oo9vr09fxYx2mP9nAFEdGXGbIFhx3x0WeFhx3p93tjy2RAaY4XHCKv5WkerMpjoys+ORHuwOCMgQr+2AZo2g5xDjq1QqtznQPzLxwDY6bPMfjFH/zY0atbuymphOPKY6MLHe8DjJTHy3KmXoF1ek3X/Og1ekhEh8zmqlXp35g5sVypzemb3oTHlsAOJ5lX7kGMouiGchzyhWxKY6MrCiO0Z0puLZsL7uxLPvpjqNKZICniKd9YObFcqc3eJlFESiVoB8bo3GbJAaKeLrlaYojI8vdYBYSE+MIFIcNzrF4M+T4DYVm6lVTwo4sd/rMxGRVBdeWTRGPJehzsZPEWqCIp1uepjgyEiiDZuzgND+yK8udXuyLDryXnSlhN1rdeFdVpeKtxDdFPJ4VV9V4i2Pa+6cpjowkclVNeWfKg+VOP3Zggjdwp31GlxeePOMVcbNesb7pwGCsx00S6+Ww4ExxZKSVaBYy3Z0pD5xdVfaic2JpTHAcTJ6uDLwLFjMyxZEVJ79n0JnMHTCW5W4/dmCCvehc6fT69Po63vVnFpwTiVxVUz7WTXFkxFxV+eLFOOK7ZbNeGSQlGKNx6ZtgMSNXWk7B8XJ4F0xxZGQwC4lbd1CSzpQHLRdXVa1Ku9un37d1MXG4zJC966Y4XHCbJJqrynBgudOjVhFqMatJy9KZ8sAtOG6L1lxw8cmDuapccZkkliX13hRHRlyyVsxV5c5y1yU4borYBRfXSnB92n3yeZDE4pj2SY0pjowsj8mTB88n79073Z0pD5zWcZQkAJkVlxkyeGuQzOIYj0vJkUa1gsj0T2pMcWRkudOLXfwHIdfKlHemPHBdxxHca4zGOTher1jfdGC526NeFaqV0eVwRKQUyQamODLScnnR1cxV5YrTOg6TpxMuM+TguslyPC7WMJQjZmSKIyMuL7p6VaiIzZDHoarens4WM8oFl6J8wXVzo45nuTO+b0I5FLEpjoy4BHNFpBSdKSsth4KREIoZmSKOxWVxKtg6DldaDqvwIUg2mO6+WajiEJHLRGSPiOwVkasjrr9CRG71/3xDRC4qsj1F4OKTB5i1zJWxuNQCAk+WYMHxcawEx91cVbbRWDzL3d6g78XRrE1/7a/CFIeIVIH3AJcDFwJXisiFQ7fdB/y4qj4T+APg2qLaUxTufk/LXBlHEp88WLLBOJK4qvq20dhYXFLvwVxVWbkE2Kuq96pqG7gOuCJ8g6p+Q1UP+YffAnYW2J5CcIlxgFUgdcH9RWcr8V1wXwBoFpwL43ZTDCjDRmNFKo6zgQdDx/v8c6N4HfDZqAsicpWI7BaR3fPz8zk2MTtewMyhM1mu/FicfbN4qsAAABP0SURBVPK2ANAJ95iRJRu44DpJLMOCyiIVR1Syc6QtLCL/DU9xvDXquqpeq6q7VHXX9u3bc2xidloOwXHwZyFT3pmy4lxbydJxnVj2929vxJTDAdtozJXlTn/smi0oR7JBrcDf3gecEzreCewfvklEngl8ALhcVR8rsD2FMG5rzoAy+D2z4hocX3Gt2IsujiD+Frd/O1h6sysuVSLA1nFk5UbgfBE5T0QawMuB68M3iMgTgE8Cr1LVuwtsS2G4+z3NVTUOV598s2auKhdcM/4sZuRGy4LjAwqzOFS1KyJvAj4PVIEPqeodIvIG//o1wP8CtgHv9WdFXVXdVVSb8qbT69Ptq1Nnmq1XWWx3T0CrJhfX4HilIjRrFZba0z04s7Lk6JMPUkytf8bjspsieIpj2vtmka4qVPUG4Iahc9eEPr8eeH2RbSiShZY30Oaa48U416yy0JruzpSV4758NjrIc2OzxvGWvejiWGx3nfsmwIIpjliOt9zkuWmmxkK7i6qOdRNOKrZyPAML7eBFN35Wt7FZHygaI5pgxusyODfO1EyeYzje6jm/6IL7jWg6vT7tbp+NDRdFXKOvnoUyrZjiyMCi/+La4NCZNjarHPdnIUY0gUU25zI4G2ZxjGOx1WWuMX5SEyiX48smz1Es+pPEDU4W3PTL0xRHBoIXl4trZa5ZQ3WlAxprWWh1qcj4GAeYq8qFhbabxRHcYxbcaBYGY93Fu+DdM8390xRHBgazkASzOhuco1lod5lr1Jz8whYzGs+Cq8XRCFxV1jdHEbhR3bwLdYCp7p+mODJwPEFwfMWPbINzFAutLhscZnQAG2fqJssxLLa7Tq6VakXY0KjapCaGIP4z59A/58ziMOJIEsy1Wd14XF0r4MeMTJaxLLR6Tm5U8PqwyXM0QTzTJf4WyHya5WmKIwMrwdwEAcgp7kxZ8YK5ji+6hmVVxdHrK0udnpMbFSxmNI4gg9Ip468EbmlTHBkIOoaLO2ClM02v3zMrCy33F91cs8Ziu0evb1lqUQysYVdF3DRXVRyDse7QP83iMGIJZiEbHFbnbhzEODqFtmmSWWh3nV0rQczIFq1Fs5hghgxmcYwj6GeuGZRgisMYwUKry4ZGlUrFLQsIbJFVHF5w3N0nD9OdK5+FlcSNJK4q65ujSOJd2NCoImKuKmMER5c6bJ6pO91bBr9nVo4ud9k8k0xxmDyjObrkWbau/XOuaTGjOI4udalWxCmeKSJsnPIFqqY4MnBkqcOWWbeBOVuvUpnyWUgWVDWRPMuwyCoLRwLF4ShPUxzxHFnqsHnGbY0RTL88TXFkIMmLTkSYa9Y4Zq6VSBb8QLfriy5YZGWKI5pAcWyZdYwZNWscM1mO5MhSx7lvghfTnOa+aYojA0eXu8k605TPQrJwdPCic50h+xVdTZ6RHE1hcbS7fTo925MjiiSTRAjWxUxvzMgURwaOJuxMm2ZqHF22rKoojiRUHIHv/uiSKY4oksozyFILFI6xmqSKY/NMbaplaYojA0k70ykbGhxanN7OlIWkL7pT5hoAHFpsF9amSebIUoeZesVpj2yAUwfytP4ZxdGErqpTNjQ4PMV90xRHSrq9Psdb3USK49S5BocWprczZSGp4phrVGlUKzw+xYMzC2kmNWCKeBRJ5XnqXIPHp3ism+JIyVE/yO0afARvlmwDM5qkikNEOGWubop4BGledMBUv+zSkjTjDzxFfHS5O7UxI1McKQkUwFZ/pubCqb6rqm9lMtYQmPVbNiQbnI8vmGslikOLHbbOuvfNgevPFMcajre6dPvK1kSK2Lv38JS6/kxxpGT+WAuA0zc1nb9zylyDXl8tQB7B/LEWM/UKmxxXjgNs22gW3CgOHmuxfbN73zzVnwCZ628tg7GeQJ7THoMzxZGSA35n2p5AcQSzEHMHrGX+WIvtm5rOC6zATzYwWUYyf6zF9o3ufXO2UWW2XjV5RhAoju0bZ5y/M1DEUypPUxwpmU+lOLx7Dx6fzs6UhfnjLU7f5D4wAbbNNZg/3iqoRZPLUrvHsVY30QwZvDiH9c21BH0s0Vjf6CmOg1PaP01xpGT+WIt6VRIFzHZs8V6MDx9ZKqpZE8uBo8lmyABnbpnl2HJ3qlfopmFlhpxMnju2zFjfjODA0eSKY8fmWQAeObJcSJvWG1McKTlwbJntG5O5VlYUx3R2pizMH28lGpgAZ2315XnYXnZh5o97/Su5PGfZf9j65jDzx1vUKpIoOL55tsZco8pDU9o3TXGkZP/hJc7cksy1smmmzqaZGvuntDOlZaHV5fBiJ7E8z9rqzer2myJexUP+y3/HltlE39uxdYZHjixb1t8Q+w8vccbmGaftEwJEhB1bZ3l4ShWxKY6U3H9wkXNPm0v8vbNtVreG+x9bAOC8hPIcKA5TxKu4/6Anzydu25Doe2dvnaXd63NwYTr98mm5/+BC4r4JvgU3pa4/UxwpWGr3eOToMuduS96Zdp6ygQceXyigVZPLDx5bBJK/6M7Y1KRelcH3DY/7H1tgx5YZZhx2pgxzzime/B8wea7i/scWE/dNgHNOmeUHjy2iOn0WnCmOFPzAf/GnsTguOHMj984v0OpOb+XMpNw3mCEnk2etWuGHtm9kzyNHi2jWxHL/wYVUL7qnnLkJgLseOZZ3kyaWQwttjix1UlkcF5y5iSNLHR49On0WnCmOFNzxkPeiesoZGxN/94IzN9PtK98/YFZHwPf2H+XsrbPO+42HueDMTeyxF92Abq/PXY8c44IzNiX+7llbZtg0UzN5hrhjfzDWk8sz+D+4awonNqY4UnDzA4fY2Kxx/unJO9OFOzYD8N19h/Nu1sRy8wOHuPiJp6T67oU7NrP/yDIHjlrcCGDPo8dYbPdSyVNEeNqOzdY3Q9z8wCFE4FlP2Jr4u0/dsRkR+O6DRwpo2fpiiiMhqso3v/8Yz37CVqoJsiwCfmj7HDu2zPC1u+cLaN3kce/8cR4+ssxzUgxMgB89/zQAvnbPwTybNbF8Y+9jAFz8hHSK+EeffBq3PXSEx6Z04VpS/mPvQZ5y+ibnvdvDbJmt88yzt/DVuw8U0LL1pVDFISKXicgeEdkrIldHXBcR+Sv/+q0icnGR7cmDmx84zL0HF3jpM3ak+r6I8KKnns6X9xywwQl84uZ9VAQuTynPC3dsZseWGT55876cWzZ59PvKJ27ex0U7t3DOqcljHACXPu10VOFT33ko59ZNHg8+vsi373uclz4zXd8EuPRpZ/CdBw9z7/zxHFu2/hSmOESkCrwHuBy4ELhSRC4cuu1y4Hz/z1XA+4pqTx48enSZ3/307Wyba/CSDJ3ptS84j1a3z9s/dXtpCx4GltsH//0+Xvz0Mzljc7I1HAEiwi+/4Dy+8f3H+Og376c7pWWsx9Hp9XnXv+3lrkeO8arnn5v6d55+1haee96pvPvLe/nug+V1WR1aaPPWT9zKTL3Cy56zM/XvXHnJE2jWKvz2p26bqvIjUlSqmIg8H/g9VX2xf/w2AFX9o9A97we+oqof84/3AC9U1YdH/e7mcy7QH37z+xm0Whl8VtXQZwiOVL0/hO7zvzo4r6j/nZXvE/p+X5VDix0a1Qrve+XFXPq0M5KKZBV//bV7+cMb7qRaEU7b2GBDo4YA+N4vgTWr0sPtXjnJmnNR9616/tBzRV3P9DuRv7f2vna3z7FWlyecuoF/+NXnJ178F6bd7fO6j9zI1+85yEy9wra5Js2aPyeSgUhXyTPc73XNB3d5aujs4NyIIZX4dyLuC18Jnzve6tLq9nnpM3bwriufnWix2jD3H1zgZdd8k4PHW2yZrbN1Q52qrHTMLPKMui+qT4XPx/XNRL+z6vtrGxm+79BiGwHe8XPP5Od3nbO2AQn41Hf28Vv/eCuqyraNTTY2R4/19P9r4/ni/3zhTaq6K4/fSp7G4s7ZwIOh433Acx3uORtYpThE5Co8i4TNZz2Jp565eU0HXvkcfd67XyLuGTof+sLwfTu2zPLSZ+xIlYY7zK/82JN47pNO5Yvfe5RHj7ZY7PRWv1hCLxQJdydZ9dfgOdeeG33fqvOrfnpFDsOXJeK+Vf/Oqh4/+neC81URnnLmJn7morPYlMJ/HKZRq/Dh117Cv37vEW68/xCHFtp0+rpqIhEpz8jnjJAR8fKMePRIGa3+d8LnIuQV8R8U9zuz9SrPPW8bL3rq6ZmUBnhp5l/8zR/j+u/u555Hj3NkqeNPslbLc1TfXN2+tfKMfo5oucfJM/r/Z4S8YuQZ9TunbWzy4qefydP8ZJYs/Oyzd/L0s7bwudsfYf/hJRbao8d6kXwxx98q0uL4eeDFqvp6//hVwCWq+muhe/4F+CNV/Xf/+EvAW1T1plG/u2vXLt29e3chbTYMw5hWRCQ3i6PI4Pg+IGzj7QT2p7jHMAzDOIkoUnHcCJwvIueJSAN4OXD90D3XA6/2s6ueBxyJi28YhmEY609hMQ5V7YrIm4DPA1XgQ6p6h4i8wb9+DXAD8BJgL7AIvLao9hiGYRj5UGRwHFW9AU85hM9dE/qswBuLbINhGIaRL7Zy3DAMw0iEKQ7DMAwjEaY4DMMwjESY4jAMwzASUdgCwKIQkWPAnvVuR4GcBkxzqVd7vsllmp8Npv/5LlDV5HtBRFBoVlVB7Mlr9ePJiIjstuebXKb5+ab52aAcz5fXb5mryjAMw0iEKQ7DMAwjEZOoOK5d7wYUjD3fZDPNzzfNzwb2fM5MXHDcMAzDWF8m0eIwDMMw1hFTHIZhGEYiJkpxiMhlIrJHRPaKyNXr3Z6kiMg5IvJlEblTRO4QkV/3z58qIv8qIvf4f58S+s7b/OfdIyIvXr/WuyMiVRH5joj8s388Nc8nIltF5OMicpf///j8aXk+EfkNv1/eLiIfE5GZSX82EfmQiBwQkdtD5xI/k4g8R0Ru86/9lQzv67wOjHi2P/H75q0i8ikR2Rq6lt+zqepE/MErzf594ElAA/gucOF6tyvhM+wALvY/bwLuBi4E/hi42j9/NfAO//OF/nM2gfP856+u93M4POdvAv8P+Gf/eGqeD/gI8Hr/cwPYOg3Ph7dl833ArH/8D8AvTfqzAT8GXAzcHjqX+JmA/wSej7fT7GeBy0/SZ/spoOZ/fkdRzzZJFsclwF5VvVdV28B1wBXr3KZEqOrDqnqz//kYcCfegL0C74WE//d/9z9fAVynqi1VvQ9v35JLTmyrkyEiO4GXAh8InZ6K5xORzXiD9YMAqtpW1cNMyfPhLQieFZEasAFvN86JfjZV/Rrw+NDpRM8kIjuAzar6TfXetB8NfWfdiHo2Vf2Cqnb9w2/h7aoKOT/bJCmOs4EHQ8f7/HMTiYicCzwb+DZwhvo7H/p/n+7fNonP/BfAW4B+6Ny0PN+TgHngb3xX3AdEZI4peD5VfQj4U+AB4GG83Ti/wBQ8WwRJn+ls//Pw+ZOdX8azICDnZ5skxRHld5vIXGIR2Qh8Anizqh6NuzXi3En7zCLy08ABVb3J9SsR507a58ObkV8MvE9Vnw0s4Lk6RjExz+f7+a/Ac2OcBcyJyCvjvhJx7qR8tgSMeqaJe1YReTvQBf4+OBVxW+pnmyTFsQ84J3S8E8+UnihEpI6nNP5eVT/pn37UNxnx/z7gn5+0Z34B8DMicj+eK/FFIvJ3TM/z7QP2qeq3/eOP4ymSaXi+nwDuU9V5Ve0AnwR+hOl4tmGSPtM+Vlw+4fMnJSLyGuCngVf47ifI+dkmSXHcCJwvIueJSAN4OXD9OrcpEX62wgeBO1X1naFL1wOv8T+/BvhM6PzLRaQpIucB5+MFsk5KVPVtqrpTVc/F+//5N1V9JdPzfI8AD4rIBf6pS4HvMR3P9wDwPBHZ4PfTS/FicNPwbMMkeibfnXVMRJ7ny+bVoe+cVIjIZcBbgZ9R1cXQpXyfbb0zAxJmEbwELxPp+8Db17s9Kdr/o3hm4K3ALf6flwDbgC8B9/h/nxr6ztv9593DSZDJkeBZX8hKVtXUPB/wLGC3/3/4aeCUaXk+4PeBu4Dbgb/Fy8CZ6GcDPoYXs+ngza5fl+aZgF2+XL4PvBu/6sZJ+Gx78WIZwfvlmiKezUqOGIZhGImYJFeVYRiGcRJgisMwDMNIhCkOwzAMIxGmOAzDMIxEmOIwDMMwEmGKwyg1IrJNRG7x/zwiIg/5n4+LyHsL+jffLCKv9j//koicFbp2nYicX8S/axh5Yem4huEjIr8HHFfVPy3w36gBN+NVSe6KyFeA31LV3f71Hwdeqaq/UlQbDCMrZnEYRgQi8kJZ2U/k90TkIyLyBRG5X0T+h4j8sb+Hwef8MjLBvgZfFZGbROTzQVmLIV4E3OwrjZfhLb76e9/KmQW+DvyEr2AM46TEFIdhuPFDeOXirwD+Dviyqj4DWAJe6iuPdwEvU9XnAB8C/jDid14A3ASgqh/HW4X+ClV9lqouqWofb/XvRUU/kGGkxWY1huHGZ1W1IyK34W0q9jn//G3AucAFwH8B/tXfQK2KVw5imB14NaDiOIBXoda1yrBhnFBMcRiGGy0AVe2LSEdXgoN9vHEkwB2q+vwxv7MEzIy5Z8a/zzBOSsxVZRj5sAfYLiLPB698vog8PeK+O4Enh46P4W0jHOYpwB2FtNIwcsAUh2HkgHrbGb8MeIeIfBevMumPRNz6WbztZwM+DFwTBMdF5AxgSf0d6gzjZMTScQ3jBCMinwLeoqr3RFz7DeCoqn7wxLfMMNwwi8MwTjxX4wXJozgMfOQEtsUwEmMWh2EYhpEIszgMwzCMRJjiMAzDMBJhisMwDMNIhCkOwzAMIxGmOAzDMIxE/H9aS49HxeB6kwAAAABJRU5ErkJggg==\n", 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\n", 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\n", - "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -1988,27 +2108,15 @@ } ], "source": [ - "s1 = list(scp.signal.gaussian(300, std=10))\n", - "s1 = np.tile(s1,4)\n", - "plt.xlim(left=0,right=1200)\n", + "s1 = list(scp.signal.gaussian(250, std=20))\n", + "noise = np.random.uniform(-1.5,1.5,4*len(s1))\n", + "s1 = np.tile(s1, 4) + noise\n", + "plt.subplots(figsize=(15, 2))\n", + "plt.xlim(left=0, right=1000)\n", "plt.ylabel('Scale (s)')\n", "plt.xlabel('Time (t)')\n", "plt.plot(s1)\n", - "plt.show();\n", - "coeffs, freqs = pywt.cwt(s1,range(1, 65),wavelet='gaus1')\n", - "plt.xlim(left=0,right=1200)\n", - "plt.ylabel('Scale (s)')\n", - "plt.xlabel('Time (t)')\n", - "plt.imshow(coeffs, cmap = 'coolwarm', aspect = 'auto');" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Interpreting these results, we see the presence of gaussian waves across times and scales.\n", - "\n", - "The Morlet wavelet is commonly used on signals which have sinusoidal patterns. It is important to know when to use which mother wavelet on a signal as they will give rise to different results." + "plt.show()" ] }, { @@ -2016,29 +2124,16 @@ "execution_count": 38, "metadata": { "ExecuteTime": { - "end_time": "2020-11-20T10:06:16.703021Z", - "start_time": "2020-11-20T10:06:16.108747Z" - }, - "scrolled": false + "end_time": "2021-02-16T14:04:01.285776Z", + "start_time": "2021-02-16T14:04:00.271488Z" + } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { @@ -2048,23 +2143,22 @@ } ], "source": [ - "sine5 = sine_wave(freq=5,plot=False)[1]\n", - "sine10 = sine_wave(freq=10,plot=False)[1]\n", - "sine_5_10 = sine5+sine10\n", - "plt.subplots(figsize=(15,2))\n", - "plt.plot(sine_5_10)\n", - "plt.show()\n", - "coeffs, freqs = pywt.cwt(sine5+sine10,range(1, 65),wavelet='morl')\n", - "plt.imshow(coeffs, cmap = 'coolwarm', aspect = 'auto');" + "coeffs, freqs = pywt.cwt(s1, range(1,300), wavelet='gaus1')\n", + "plt.subplots(figsize=(18.75, 2))\n", + "plt.xlim(left=0, right=1000)\n", + "plt.ylabel('Scale (s)')\n", + "plt.xlabel('Time (t)')\n", + "plt.imshow(coeffs, aspect='auto')\n", + "plt.colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "By using the Morlet mother wavelet, we can clearly see two bands with different scales across time.\n", + "Regions of high magnitudes for our WT coefficients are still clearly visible albeit with minior interference from the white noise at smaller scales. \n", "\n", - "However, if we were to apply a Gaussian mother wavelet for its WT, we get less clear results." + "In general, choosing the mother wavelet depends on what kind of behavior you want or expect in your time series. Another popular mother wavelet used to identify sine waves in time series is the \"Morlet\" wavelet. This wavelet is a sine wave tapered by a Gaussian wave." ] }, { @@ -2072,14 +2166,55 @@ "execution_count": 39, "metadata": { "ExecuteTime": { - "end_time": "2020-11-20T10:06:17.192882Z", - "start_time": "2020-11-20T10:06:16.705815Z" + "end_time": "2021-02-16T14:04:01.776463Z", + "start_time": "2021-02-16T14:04:01.288768Z" } }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(15, 2))\n", + "wav2 = pywt.ContinuousWavelet('morl')\n", + "int_psi2, x = pywt.integrate_wavelet(wav2)\n", + "for s in range(5):\n", + " ax.plot(rescale(int_psi2, scale=s), label='Scale: '+ str(s))\n", + " ax.set_title('Morlet Mother Wavelet')\n", + " ax.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Applying the Morlet wavelet on a mixed frequency sinusoidal signal, we can find that it is able to differentiate between the two frequencies as $s$ is varied." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "ExecuteTime": { + "end_time": "2021-02-16T14:04:02.850107Z", + "start_time": "2021-02-16T14:04:01.779456Z" + }, + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { @@ -2103,21 +2238,25 @@ } ], "source": [ - "sine5 = sine_wave(freq=5,plot=False)[1]\n", - "sine10 = sine_wave(freq=10,plot=False)[1]\n", + "sine5 = sine_wave(freq=5, duration =5, plot=False)[1]\n", + "sine10 = sine_wave(freq=10, plot=False)[1]\n", "sine_5_10 = sine5+sine10\n", - "plt.subplots(figsize=(15,2))\n", + "plt.subplots(figsize=(15, 2))\n", "plt.plot(sine_5_10)\n", "plt.show()\n", - "coeffs, freqs = pywt.cwt(sine5+sine10,range(1, 65),wavelet='gaus1')\n", - "plt.imshow(coeffs, cmap = 'coolwarm', aspect = 'auto');" + "plt.subplots(figsize=(18.75, 2))\n", + "plt.xlim(left=0, right=1000)\n", + "plt.ylabel('Scale (s)')\n", + "plt.xlabel('Time (t)')\n", + "plt.imshow(coeffs, aspect='auto')\n", + "plt.colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Using Accelerometer and Gyroscopic Data" + "### Example: 4 Using Accelerometer and Gyroscopic Data" ] }, { @@ -2129,29 +2268,39 @@ "https://towardsdatascience.com/multiple-time-series-classification-by-using-continuous-wavelet-transformation-d29df97c0442" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following data contains time signals of accelerometer and gyroscopic data attached to people performing different activities. Throughout the duration of their activity, measurements were taken from the devices and recorded as time series. Each time series depicts a different activity." + ] + }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 43, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T05:29:33.039451Z", - "start_time": "2021-02-03T05:29:24.679930Z" + "end_time": "2021-02-16T14:04:43.226037Z", + "start_time": "2021-02-16T14:04:02.853099Z" } }, "outputs": [], "source": [ "def load_y_data(y_path):\n", - " y = np.loadtxt(y_path, dtype=np.int32).reshape(-1,1)\n", + " y = np.loadtxt(y_path, dtype=np.int32).reshape(-1, 1)\n", " # change labels range from 1-6 t 0-5, this enables a sparse_categorical_crossentropy loss function\n", " return y - 1\n", "\n", + "\n", "def load_X_data(X_path):\n", " X_signal_paths = [X_path + file for file in os.listdir(X_path)]\n", " X_signals = [np.loadtxt(path, dtype=np.float32) for path in X_signal_paths]\n", " return np.transpose(np.array(X_signals), (1, 2, 0))\n", "\n", + "\n", "PATH = '../data/cwt/'\n", - "LABEL_NAMES = [\"Walking\", \"Walking upstairs\", \"Walking downstairs\", \"Sitting\", \"Standing\", \"Laying\"]\n", + "LABEL_NAMES = [\"Walking\", \"Walking upstairs\",\n", + " \"Walking downstairs\", \"Sitting\", \"Standing\", \"Laying\"]\n", "\n", "# load X data\n", "X_train = load_X_data(PATH + 'train/Inertial Signals/')\n", @@ -2161,19 +2310,26 @@ "y_test = load_y_data(PATH + 'test/y_test.txt')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Quite evidently, we find that walking has a different \"look\" from that of simply laying down. Humans can easily determine this at a glance but can be difficult for machines to differentiate between the two signals. The WT allows for the creation of images that contain temporal and frequency information providing a compact and meaningful representation of these time series." + ] + }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 44, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T05:29:33.369390Z", - "start_time": "2021-02-03T05:29:33.040228Z" + "end_time": "2021-02-16T14:07:06.638946Z", + "start_time": "2021-02-16T14:07:06.144640Z" } }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -2185,25 +2341,25 @@ } ], "source": [ - "fig, ax = plt.subplots(ncols=2,figsize=(15,5))\n", - "pd.DataFrame(X_train[79]).plot(ax=ax[0],title='Walking');\n", - "pd.DataFrame(X_train[51]).plot(ax=ax[1],title='Laying');" + "fig, ax = plt.subplots(ncols=2, figsize=(15, 5))\n", + "pd.DataFrame(X_train[79]).plot(ax=ax[0], title='Walking')\n", + "pd.DataFrame(X_train[51]).plot(ax=ax[1], title='Laying');" ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 45, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T05:31:23.902080Z", - "start_time": "2021-02-03T05:31:23.015744Z" + "end_time": "2021-02-16T14:04:47.981211Z", + "start_time": "2021-02-16T14:04:44.500808Z" }, "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -2216,19 +2372,22 @@ ], "source": [ "def split_indices_per_label(y):\n", - " indicies_per_label = [[] for x in range(0,6)]\n", + " indicies_per_label = [[] for x in range(0, 6)]\n", " # loop over the six labels\n", - " for i in range(6): \n", + " for i in range(6):\n", " indicies_per_label[i] = np.where(y == i)[0]\n", " return indicies_per_label\n", "\n", + "\n", "def plot_cwt_coeffs_per_label(X, label_indicies, label_names, signal, sample, scales, wavelet):\n", - " \n", - " fig, axs = plt.subplots(nrows=2, ncols=3, sharex=True, sharey=True, figsize=(12,5))\n", - " \n", + "\n", + " fig, axs = plt.subplots(nrows=2, ncols=3, sharex=True,\n", + " sharey=True, figsize=(12, 5))\n", + "\n", " for ax, indices, name in zip(axs.flat, label_indicies, label_names):\n", - " coeffs, freqs = pywt.cwt(X[indices[sample],:, signal], scales, wavelet = wavelet)\n", - " ax.imshow(coeffs, cmap = 'coolwarm', aspect = 'auto')\n", + " coeffs, freqs = pywt.cwt(\n", + " X[indices[sample], :, signal], scales, wavelet=wavelet)\n", + " ax.imshow(coeffs, cmap='coolwarm', aspect='auto')\n", " ax.set_title(name)\n", " ax.spines['right'].set_visible(False)\n", " ax.spines['top'].set_visible(False)\n", @@ -2236,13 +2395,14 @@ " ax.set_xlabel('Time')\n", " plt.tight_layout()\n", "\n", + "\n", "train_labels_indicies = split_indices_per_label(y_train)\n", "\n", - "#signal indicies: 0 = body acc x, 1 = body acc y, 2 = body acc z, 3 = body gyro x, 4 = body gyro y, 5 = body gyro z, 6 = total acc x, 7 = total acc y, 8 = total acc z\n", - "signal = 3 # signal index\n", - "sample = 1 # sample index of each label indicies list\n", - "scales = np.arange(1, 65) # range of scales\n", - "wavelet = 'morl' # mother wavelet\n", + "# signal indicies: 0 = body acc x, 1 = body acc y, 2 = body acc z, 3 = body gyro x, 4 = body gyro y, 5 = body gyro z, 6 = total acc x, 7 = total acc y, 8 = total acc z\n", + "signal = 3 # signal index\n", + "sample = 1 # sample index of each label indicies list\n", + "scales = np.arange(1, 65) # range of scales\n", + "wavelet = 'morl' # mother wavelet\n", "\n", "plot_cwt_coeffs_per_label(X_train, train_labels_indicies, LABEL_NAMES, signal,\n", " sample, scales, wavelet)" @@ -2250,18 +2410,18 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 46, "metadata": { "ExecuteTime": { - "end_time": "2021-02-03T05:35:24.102742Z", - "start_time": "2021-02-03T05:35:19.568613Z" + "end_time": "2021-02-16T14:05:04.741897Z", + "start_time": "2021-02-16T14:04:47.986199Z" }, - "scrolled": false + "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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0nrzrnHnXsx7f69bvbrVvWAEKEfleAN8LAN/5nd8pwIjcF0ogjIjrcaIPw5VfnJRC47Pz15cmrDs0n3hQHlCh8Uz76Kl/ptEYoFuR8UYBmU/TNRqWdkWjgEozisKgHjEIPbIw908DI6Ds+s0jF3P0xa8BjD6fkQnv+2Pk82gkzM8890+leGO8NFI832N2ivS70O/d35UCKmJHveZ+8/edo0re/LOO/jAGWjnPGX9P72t/Ej70baERzWapYJQDChimvtwvzOOzzD+/tYkLGKDbkeOXjM9P+vlxDOd+nNs+WrYfV39XRarGWOh4U4+cOyK18sMuYvZ5tOO+Ms/7Cn3OYO81o4vA7fm5j47fPsje+TzPonv1vf72ljF56//9PUC4+cy32kvP8D5/+y5E5ehAvPT3cx/PzXdQjxb7fWxFIhgq04NPcHR5/9mjkeRotP88St6h7/sD9pP75X3G7zi3nr/rS4gUT+/Vbt5baP93/tXfx/ujf9739Kmf5mc8nnkvnanP9/7x/bM9/RMM01tzbf7bW0G6ZuMYJb+XYfa1bPt95WeLz1U/eecId/+bFwy3WwG6W4bsuz53vM+tKP38e0fn59/N6+3W9Y6R/Jee9aV3Ov68gZ/9/CXD9pN+/kmG/633IUhn+xCkIxd1MpNv9ZF/deP9+H4+/t7Hx3vP131pHP1ZvM+Pn5vvoT9/7uDM95iZNYGeM10a1H4SIQSqHfESMLIkAECivNuvi0QQBIk2uL3pz+B7dkNAEwZTQ0Dtz9fAaMIIVHf9+FJ/cN8L9ojXrX68Ncdu9eWt9an2wEDiXkKZgQ/jTP1pAN8xff8X2s/e2QQMRtl12Pw7/eqdMZCAW5SHfacN45FEAJoPgPeLNr9MC3pOdZoHr9F+EwtS9P+NMtUoqDMlCwgNkQoI6J+bnST/vN5Lnt+rG/XD6SLRzaNPpme0kE+gITg6MvXZTP/zQ3F+ltmBG58Z1yLUZ5HNI7S9N0IaxK53RGyOc+R4oPv7eL/49XbvZs37mN3xk+G4CuHZRknS9G7Tqzx/vj09YN5A+qEg0vvkJcP9pfZpjPpnz/SMqrPvu/k9ZjriuM7LtIv+O3nuKH6IxqLOQ7VHfMmIu9VuGXgvGdzztW/R+mbD92iEvnQ//9vx++P83n9u3tPeRb961zO8b9uP+b4974+jcfxu52S/94TxOXr3WB2fw/fPYZToYQ4Z0c8xt99NBX9Xe6nPj46N/1z/5mVEv7/PYX+Y1yG/uJafO+J+ZghpVH6/R79fuzXX5nt8vdrxvJrP0A/ZRKh33ktG9EvOwLNr3RiFlwzB2T5qL86pw++Fbkb7bz3H8V63Pvc+7V1z4l17zo9nLt1y6gTU33+myorZZyJ7NOQYxDj28e31O/aYl/rL+3Ieo+Mzgl52Rt0B9M/v1sN0LjRENLHnoZF+Mac6OPUPAKIFpPVi+3Nh2M+39sbD8z+zvd89f97l6BzH8aX1cXSknl9nPPut6+zP03fbKh/CmfqDAH4mEf3FUCfql0ArXr+j7Q3pKLn/5ujZAjrpA9TpYKkgad0xadMC0c8NbiiJRe8ODtXcniNOz50kN64B3aQi6WSMTXOgKidUisiyoFieUKCGj+SK2DakfIEQ4+35W5El4U15BSLgS+EtTig4b2/UyYpnbOEBFzwAABgaFVjatecm5XDeLQ42Y8PzkABHcfZO0IzUaP8O7u18DZaq6BBHVERUGRHXSAWhlf65wgs0HqFokk/UE8Zn/HmEuCMaRUbkOFBFaNn6eRgPrVMga0c+uuNGwwEPUvpB2/PrRPMkCIIFK1gqUlshIGzhARUR13bW39OGgIJTeYRQQOGENbzC2k4IpNGXgILYNlRO03uzRrhoLHKWgab5Oyhvm+3TedfHmU/WY8MBnwMHAJ4FD8YaGc7X3iA/GFZTzh8Eu/Wi0SRFlmLb+poqlMzh16dL2JDqFZVTd7SaMCJlsFiU1vLK6gd2pkgsH04ILegzZTHkm1ofJ3fWve0PErvW4WA4GsMerAHGejoGh8a99hFjP8CPv58PTUdhfU5Vjr3vRSeeHZw+/nITmbmV33bLmTg6gnsHe38w+b55ZBPsP0P9uz3yPSKp3p/7Z50Pwz0qNd/b9wW9P6NQQgNjkwUBDZEySASpXvvc1n0t7cZ0ZhDMRsY8rjvn7Ea/PA+YCBrt87t07tXd3855pQFl5FkKsPEZVcb9g507w1F6V25d62t+7nd/J3+WW7linyVo4+2Wkf9JDqobQEdDa57/H9qZ0rcIIGl9HwlSdohnE+4G+pgVsuvP/lMz6OdrAYOB4baPowzjLDV0RSI8IMvQM7JyBOxvGwIgev2+1+B55H9+Fv+V2wq+j8yox/zVrzG32cE4vue7/vbomLzkTM5/O/+897SMMzCgIkhBaIpsthAgQthEz+8TVj0Dza7sQUTLKTrmfM9BCpD2ym2D/jmSMs7o0Ptl3gfnfPL+jkQQif1c9T0tSEFqa2czVQRc27mP9Wu8xbk86lwhxlv+Flzbub/HAx4R22Y2irIc9Pp6NkWp+n42Zm7bOcPB37lIVIfV7ut9CKC/n4+T75uerzXP73n+O2No1/cYeV9+XvpYbbL0kFOgdXcmbHzezYdEW7+G3gvvbJ+7MyUihYi+B8DvhEqj/0YR+SPv/BuMxTJvlGp0j80kIyk4KVUNBzNExwE+jGcB9+gjUQO3Og4MMBrdRkR04vNOxAKAiSOEvrn55uVLIIgefNxqF5IoLaBI7BtgbBtiWRHqBmF1cAoi1poQSFBCRKIArhlEerA1CmAWNBCKBATwyEU5PCOsHx0hIWm26Ed01z8zG4rzNu9tOATV+tUWDKLSbbrxVxFbBtnCcVre1lI/GBZezdnMIGmoHPVzIaKBUWya2kiP+9s1fRGLmzoUdkjOvEEpYiQ7I98PN8KYL9wqGg/DrErY5arpHKSdmIZiUaz3JtbP0IjcHA0Hn8tuDPq8rAcj3eda38CnCJW/5ezU+6K5lbvwLtRk/nvfgHyTGuvPRUTazoitZhh0N8/en2EHIw1HzeeByCfsTp9T6+MkYv2qx95x3g9n6DYqeNwrBAN56AId4o7E+KyOY+tr0ufMvCZ395mMXZ8LfmjP+90spqLrs0HpcOOdfQ+82S/vMJJvOVKzUXDLaPfPez/MqNJLre/Bx+jwbETYXG3TZ7vxRNLXaKfZglCJUSX0AJCAEKjYtX3fFoiwzonpmqAbSefTuPo9uiGF94vg+/y79Vk5OGFEY7zn8Rh9NpA6bnYO0NiHnjkx09zr7zDtM8HQr3czCF521D6p9b59j3Y8l/t9vmEcKez2tp0hb+tt18fAFGRrO4bMbEh6OzopL/XbrTzn3fc23/wZd/057XXzPji/1+55Md7r6GzN933pmed1O/eZfnbec28jEsf9wf+O4MGU5+yPJmpbjFO39oA3iUD9Sz37qwSEUBEtGDuf3R70nemALNXsm9ZtSg9ezUIX/k49QH0IvswpDqKLcbev7Z3q0B2pZvuWS0foM1AfkxmN17XjzvPBSRVC45nVM9GBbX+YGVEvjdFuT8Z+jASh56uNsZ/2vB2DZYiR6Xg7M2kO7vhn5LnDJoRGQHjH2nFbzl1CHPf6F9oHyZkSkd8B4He8/1/oBAxNvewlP0FAKPGMLZyx4iPklrDWhMQVC2+K0JQnxLqBy4a8vEIJJ2zxhFVOeoAK4SGoc5Fk7ca8EGML566cN0cbu8KLGS2xZUUULIq5yQlF1ElKnJGQsdQrTtvbPhhPy5exyhlvyyvkFvDl9IRAKx4uP4q4PgIiaOmE8hBxqWd85XJGDA2RC2Is4JbBtWC5fAXx4Sdge/2AVc64tAXCalic+NIXPKOCSCNPY2EWMET7FEAOJ8yUQXcaa49shR5VCChI9donbAVQEbDJgrWeELkgUUFsGeftDULdwC2jvfo2ZDrhsTzgUhbrT8H5dEWSFQ+XHwHXghoX1HjG+vAKRRLe5lcgEixccGLCiS7glhGaITdcUSmiUFLUa8rz8QiOb5LeKp9QEbC2E5owFs56j3K1axcULKgxokpEkYAIc8i7wmFFaIqARqpoIGSJCJRArPcMLZtz11DEcnJoHwErtBidM3UUyPcGloqUL2gcwKEi8wmZEqpEu1dFQkakgijrzllsCKjuqB0RqHGkdHSmr08QskW5Vzlp/1FFRMFSL+BWkMoVOT6gRV1HRWLf6AOfAAaWekGoKyJrVGsLDyiUsMkJ7RvAkXIDO7Riam6hb+AVEdIIkTQw48EQ309HVJL6upkPjRF9a/3wBVy5kncHKkFRAz8EYBRRpufBEFeK9ABSs1w8pqbzTQYlo/ACIQ1w+P0YFYFYnVwZnPVdjtAzEZuRl9Sd6ikyOqPclWI3GGa0Ww0L7Ix/z+XaOWYH56Max96DNJrz2WztN5BUlHBCpYgLvUaWtOP0J2SktiLWFSlfAADb8hEaBVzkAVkico26t1JVVLXo50gatvQaLTFWPGBtixkxDWe+Ik7Bukpx9z6zQ3Q0Lub/d4fHndFjjuoIzgW4cZ0MHY9tQ6wbGu/VCouMPFDfrwmC0EpHkudnC5OB2IDuUDlaYR9EAMBTzi3EAyP7+Q/sI/PAFEzw956M+Ln5uTOjmP3vJtXb2fB2tCW1dRec+pBtGPoMdFr9oJkec/KClD63dByCBnQNaWggPa8xAms+x4QITLyL7oMGKg2YkU4j4u9tPzcZVQb65U74UNuNHfGYA3CudDtT+MXOMX3GaR7OAT9M+5ntF27IBmkQ1M7qCbJZv5k94g6MnaneP7B+VFZH27FYGgVkWpBlwdqWPl9PYcVCBefyiNP6BvBgaPoIBRGXekJu+tYLZ7yWjxHrilj1XJMTIfMJa1s62hhIn52l4VSe1OniCDBQEPVfi72vT7Qiiu5VjhoKCDksKJL6tRNnRKo4tydb/yuEGGt8DSHCpZ37GkycFb1uGaFuaFGRqWa2r/aTsYJaseCx50kKskSIWG5zCDhXRageWPf5DScbNzZbrnabAritJDjm3Zg/7HlS07nj+cs+50aSigITsW06F0THtUyIfCSAZe02FhjGQlCnmNHAh6AcSQPzyfZaBwZSd7Lnvfml9g0rQHFsRGb41A1cM8RRA2KUpsZubmrwJz/wWwXXjFBXSI2QyciuwmiiaI4bM4AayCQVzGm3KffI+xQJdmeFDvlYc8TEIw76e+ooTjW6XCRdoJEKqFVQqxAOEA5mBBGqAKh6oBZENIpgFFAtCOWKU32CBMJKCwA9TBkLJBz50iPi2p/dno2loRHghtNRpt1bNxAx6GSNdDPsEL1jam0DtwKa6HsVEaUF5MogAoSH189FHV+yTdwnsYDQGiNDwBRRWI2l0DK4VQTogpkpD8cIVR+DybmYDVpdNIZcHQ4bNyPHOHKfSx2BoQqNd4hFP8JOvIHQEKiOg7NTrfRg0E2OB5cZdvi6Id4Aoar3IehxZp+tpAIcjQKCOPpGcJrGu3Ka3Ng/5ulVUdPVN103Y7jpP4jGvuc23LP53fVQntfS/OwfuvUIlzwf+2ZEhQAGk0UFHbVw6jBCp27NFAFMc87X3E1D+vBZ/7xHM9GNTt4dTjMdjI1e6oeiX6Xf14ysIgFMhIii6Irs0fh5TY/nvG0o6x1GUGl6+N0+ePt9p3ecBG/mA9UdRjeW+v2gBlKwfaVHkEkdriIRpZnTETRYEas6HcEMjz7XwaiN+7lRMQVKWtWgVViUqkwjGlvtUPbo8OyYeCJ4f2+bN88pojdQIe2+PX15cpr3fefR8Qputg9h77RVRIhUVI47Z2bn5KD2OT2P+Tx+DTTOvSkwQNIgTCBQR+86ym/X7HSt+czACELM/bF7vpluPM0fDza5lLO/w+gPeQ8c7OvfXkR0Z/Xa/qTjvJrth45MTeNwbBp8MYXfKZJfsWcUzGP+Upvps7ff6eUA2K35o8+rqLuARsDgQNOHBSDcINZg1D4Y0Z1HO1sHGjQ7kQImsj2idOTGzXshRaHdVvTGmGzLlvVst2FyNKMKoYnt8aRcELef5mASoLbicR/A4XM6h7mPXR/16TwWY29U8T1gsiuNHaJn6xjbbi/5/uFsKdYAip/jHvAOVO0aZMyqGZlG72MWvY4/W0BB4L3DPt53fD+fiTtK/FSSQpW1PUdtf8b5+GI6c/peIsN2nJGtHaPKg6Q+l2b6pc9LeDCz9d/PgYlG4Vlg51b7QjhThIZFVpzWN4oalA01LmjLl1Ao4VoXbC3ikvV1FlaDItQNMV8Q1sd+rbhkEM6ojbE1BfIqB5w5IlBGaqVPZJaKNZx1QpnTFWgc6HpAWUSWFVUYOVAayXcVlBoWlLBYrpRO7IewgmPDl9uPYslP6iQSI5++hLy8wtYWbDXa5ii4lISFT9hOXwKhIT7+GFIr+JZ8xcOrn4jw8Ofhgtd4Wx7wBI1QLEEXzIlWBKpY2lU9+7r1ZwdG5Kay3m+V09T/ghOvCKg41Sc9UJse0lt4QKYFW1NHLnHGA1/wUN7gtL1F2h51rCy36LG+xmNe8LhFLKHBqa4sFWF9BK8aFebTA16dvgVYgCpfRm4Bb/OCcyzAAjzwBYlWcMs45RUlLAic+/Ps6BM9j4hRWCMUnq/mB74iO3nn+AFK41OHd+s0hoqAa/poZ0gutBpXWK+/SUDlMEVSMkJ76oaCEKGwzocrXiE3pT7q/M2drhqaOtnBHMvGAYGqGo1iUXvSiJfmAKqh6fMuh5PdJ6DKREMgReocYfR3LrygiOaIzblSiTbEljVqL6KGZluMGmRzyA6dQgHB8t6AKUDhVE/hm9Gqz7sNRE7QX8JaE+7oNbP0aKcfumLvt4WzOsOGFHpj7KnGfvAO49ARX0YgQoX2Y2wbHEXwQEWliMwnFInK37doYCRFUzyimcq1U4QFBI4V1CO4wQ55gbAibkw6x5Z61WcyY6zTkClZPqHnQlCfl56bqIjvMOT03fRQnKOFbLmLwfZVr53nEcZKsd+zykBpu/KTRXrP9RFLfkLMF8AclDW9RqGESznjWlIPprwKVzA1LNtbhHJF2C6QkLCevqxjVyK2FnEtqt94CguWoNHm0DLi5giVQE6MzAm5JWxN6ceBKh6YEZFtfW8a2IGeB8OYmQzkA3Lj82OOelbEbvh5vobmHOp4B1FmQCxrR74bh56TA4Ht4UvfMxi1q2+ltvZ76/u1vv9rwCugSOrz2Z1cH8vhyLb+rh753ST1PcPRWZ8zbiyOiDIgE8rke7EHBuZ9SXP7Qo9Uay4yECwvdwTuGsDpJsX582uzAzMMu1HixFkujtIO+rorx3Y1tYNTNju5JE3zVQAQCxoxsix97QF+JjQEynAnXO8zAgdMrSM6ni8FTCVZMI1Pf8Nhsh+bj89gswxEIbTc0RShAAlkObcJW1v0igLdo5iwYO0IjFPvG0fdo4SxtUWRBAECCWKoIBScyhNIKmJZ0ThiXT5CpYin+gprTWpLhYKFCyJlnPMj0vaEuD6iLg87h7zBzrYWkCHI6QQOFbEqEupISaRiSPrYc5nidA6aU0jDoZrnqTtIaoPo3zmaUg80ue54mVPhe4jPqdoCSot4xGskOiGnU1/zZxSc6TKYPWbvFk5mx04pH0LILaERI3BFpKA2g+WNCaizmuohv2t2qjUYrZQ5/22QAmr6ve//lWNnxHiwW9eK5i+5k+xz0J9hoW03TwslEEUULNPPGxbbAz3IcyzP4vsVPGCNaOgZ77QabrUviDOllKmO3HQveiARfkjtogE0JiuJqFHayjAkLAdGDdIE5ooQcoe3AUvoFCDQBJebJ9sAg6OnDQ5DkcWjyR0mtwOWqWHBZklyDalcEOqm9IoQUdIDtqgUwCKMJprBBNhU9KKo0kBlA4sgpDOW5YIcFxA99IhrE10EFAQL1HCh1sBtiHP4xqaB8CFL2SkC1LqBopOPOhKkfdKQjGpBJOqwtQzyzS8syPGMVc5YW0KujNaMN4IRiaRWgVbtvYI6wy0jUkMjxiqEXBnXuoDRcA4nRKKBlgBIxP1gcYn4Wdq8QI2t2dAb9IcRRYXNJjdQ4iQfKjJoBn5I+sZxa+6O3D3fKJX+0QUcmiN7ah/OUSa7YTccPbrnWWr9eYTRiFE5dapXjw4bfxtUJtWiMY8xGVMVoR/kuoSmOOlkfO3eb1pLLiHQRA1k5jE2HonskaRvsNYNjMOjHSPC6gyP/r1lUOwjzATQc5TYI9JzpGyOTtqCtL1GkRfP75lzpdzp9jUHAOCwQz/FI6sgBDO0GvMOldT3cqN8jyQe8yD0f8ehPqP+c2S0J05TGHNSPI9HndjGA8l0Sp9TYrthjkHJVCOgoCGq4+g0MzlE4s2Ieza+frjSfuw6p55Dfx89M5RSnDij2uHr0f8iSZ1mmiKmGBRKvd9zSV06zJDdvCEXEp7Ge5o3PSotFVQLOABoFvme9iVlKAiyCNicP6d3DqfIjAobg0HRnNDjecynyPks3HRr7msUfzbBHUkZ6JYjKn6++LmpewUMAR5UsHmP9T1sdtSOKqzfSG22RVyQwPfD/plugA7mxNizj7uK7M4smvqm95MAlRhsQYlmSEA/c33/of2ZM+bu2D/89x7B77/rc3bIac/jNJ8f3Mdo7Bnz7tdkMsZnNcS+T4VnqCVg5ybtHTyyc9PndqdwTRTzQIc5PCOHosHzSA2NJyYJVAwqBqOVwullg8LsaBOALo6l/x8mB3fYoW53NWJQF0ubEZV5z2jP1tyxqTMHUA+IuBq09HQZbrUHj8XEJxopWt8RcRkAQQP3d+n0TiJIGxR5D5/4/jOeR/tnnFd52n80wDdYQ2F3XwCIov2i9sqgqs6iZS7gNc+pbs/KtH9OY+OfvXWGz7/39fCu/eWL4UxJU+TGBQrCyfKlHrDJgmodFVh6RzUEVVMLCS0qasJN85dqiighKM1MgCqEazsrlzxxH2wAWNoVAkLkETkkNDXOaUQg9eeCRLlHhrJFq5kamEXVzNA63/W0vQXXDSFfQSKo6YQaTnhz/jY8tVf46vqANQfkQohB1FiYKCNUMtAqqD5ikaaiFa8CnugVri3hzbr0Z/7yKeJVTEgx4yQNKT/2+wIAnStKPGENrwCgR7KbGOROmuvTiMHcei0Pj4g8tDdq6NRt5EhxQk0PeHv+SbjQa/zo9iU8bguuOaBUAi+CFPRaoW7qSNUKyivQBKfrVyHEeFhWoABv2oLaInILWFNCTQGv4hO+JIJYrjitj1gUokGJZ9SwYAtnFF52uWyz6mMiR4EGTcTHMtSs6JdUIKBHiQRkeRnJKAr7DdoP+Wgo0VKvhuToz0s4KTJFCUUUqSzNovB2GPTorFQQGkRYgwkegULoTm61nCVp6uRKoJ4/M4uwdFrFtB9UihDmjgh4DlnnVDv6MeWc6YYmnfITJeNEK4pF0wHtq43PnWJE0rpDG6niG4WM4w5Ec3TEMgKA2SA/Gg7U/35EBIMdYIPdXUXzDfYiOCMaLCI9ABElDyTSDxhDpgolrE2RqbWmbsgk6FwLUhDLFaFcwWVDCwmNEzjZuBtiuNXhoCSuWGgxRoZSMR3VomB04bBXqdo54j3ZXwylcOGVYUjPCGRDAduhpcj4ukM2aooQpv6e17L0HM0IVVZKdUUqF3DVwJqkE2pYkPmETZZh1LAemMnUMIUDWlDUV/vGgkCkn02hIZCK+FRElHACt4poDmkoV5z4EbLYO7LmRrbGAE4IhgyHEDWnUCrCZOz4QT8MIyOs2TnjxlxHhinh2jRncWsRREa+ZsvFqFsf71A2NIkgTggtTwqoAWuNlmehuZXBEGY1pErPIQNRZ00ItI6M06GC5XM5jXBQC80watWofmL7FPU5QxAUY2EEe75uyJsaKNFI4p9bD1ZN+XeOeGhOShu5p/Y+XWjDAxHfAE3zIyenpQdMBDQFLY65kJ7n6M1cgR3C4/uqEPf93dtsVDoTIjpaPinSOQ0OmOiltKeG+++7mE43/jXfL9PJ5lyyJxxB2EhVWQ2SNX/dgiHVqPpCSuWtEtSIf0YZ07Z33BVl0GdqI6hkc6Ib2KyIbeWEjc+G6ut1IzckVrpbRwU5oIWBJKW2aq5QSP2sFSFc2gM2WtCWsOvDM570ntPcExDW+GqMi0WQAwrOXPtzEzRQncMZOaCr7sFogCdSJN8ZQsNRC8MexAjM5KaI71qBxBEtMB74glN7wlKekLanbpOUeEaLC7b4SjWERfUHthqV3gh1yBMvAAFn6J6fytX6MqFxxDV9pHuXjefWBrK9WE4qGzIe69r/HgAkBTRp3YnKhqx5i5YisXAEUQPJavuQsrk4KOtl47MxxFIPAvp5Oa8hpwYPJ3YfEFe5Jg8mMMRVY99ReuML4kzZIjJESkLsk3bO6Qish6I3jzBq9NKjQioakUiLqtaeTskoAmReuqpTj8ABnZbSn2kysLrkpOc0GUVobmwTKUrGUi6awLg9gsumHhKAxkkdGjkrxa8wtkr+a4u+HDqnCahWSKsIRQ/KwBXB4PXajHolhlTBEiG9X6s6jaGuAGk+T7ODU0Th4gqgMSEaehU9odTg7dDUOOKawXXrfSfxrPLtfMa1nrEWpdSUSmgGtvSIrjRQMx6sCKgVUFUnK1FB4YjA/kyKUG0hIvKCwgkUKmK5gKUATTqSGEyyHUCnYTZLjIUQYjhE0dypsjyfULdu6FRSxEtEk/pvqQ/p5ugUqmYo0TA+vI2DajhiqizpX/fRynnwu5Hv6oIe/Rc9mDTaNaNhI5LY+uE95Oe9llkFq1NmxnfQm+0MAHeieoS8FQQuGmwwZIDcMBWdb0zNfja962RYfLg2jH9HLebAyMxln9swWgbdxp2M5jQrKCJRjd52q4bbnIvmxs18/ebUC1OTmmkP/nxO1WOpNjaDW35s7kjpgSVw9ScxgZSBfg7aiJApuRklJXhUWkb02p1RzyGb18V4x2EM7dWqhvrlDsHYIXZH5CZA2IJHrLkzKgPcIGx7k68hwWS46Vngcz5QQyNCZP3b4EYisSHq++ORpSL49S3A4bkPjlBVThDZq72yVAQaBithCJP4OzUrI6ABljHmfbw9mg0rN2H0X98vIYc5KujGX2kMsOZyhMlgGPef0ApoPzQwWOYxmOlhDKGRs3CrOapQPaLsBosJCnCrXUm32bkyjJrJIZ+cKH/uYRQN5dXj/vqN0nqive93u/w46awAALt3PqJw/vnnLAdHpdxGGp8/2kdFJvoxFMea86ZhDlmz3N9dwXbCjv0zovkDQauH/d0pm11saaKGAtjtt/02JB0h9hwapbFGyxvW+aeokTpDR+qsWHDAHU2nrs9B1IjW6Ye3cqqBQdHW+zBKc8RH97jMCcH2r3nffcmNn/d+dwB3v+90YN6dlY7ME1SAZCcWZfuv513XFjr9f4zXXhlYA2erBmdrAXOAtLAfG6fsN0aw9en08j5mEzokQs/m3+zI9PHtdkPtLIo5j9Wb3mvMOU/JaOD9GFnOWMSGylEDWzR0+IpuLIf+3c/jo2CN5lI91wzwM/2l9oVwpgCdeDWcIByQ40M3MgSkhygJolCHTgWkEcZoRoZNqFAzFlxQk1KQXNlPZXJDV/BaeO36/J5bMj9Ns0O5WiRxlRNKUw6+c1yDGbznoJvKqT7hlB9xfvoRhO2i+UGtoJ1eQeKCbXmNNb7Gx1nzit5e1fEAgCge0bSo1mwstQoqGVS0RtXpYcWFT2BaUEFojbAVnRzXdkYIBQ+cIHRVmfWq4uMhrDjHMzi+wiNeAwAuJXaEKnLDq5hwChkxZiwt4+H6FcTtEfHysfZzrWinB9TlATme8bR8C34sfws+3h7wlaeE66bCE4FlRIeM7w43MGoFiMDbBSkkPLx6BAKwhAfkylgLA4gg0ny2FL+EVwASXzRam6+6YYS1L6CVH9SIbCP5lKBqggoxUz+sqGqkHwACX9E4AVBEqQTlFK/1ZJtN7Ju4R7p001PlO5e6d2GRHe1A1CQABowfyLERPczYggfA2Oh9gw9UbbNR+kKFJ3MSiG3zNQqp5xOI3TsnrZ+VeUGViKf60N8HMCfXVZ28dIDn/pizydiQzDgIQfPVmJuhxaGrqnlfez9FqwHhORwfqgnQDethRKjD0OcDBiUS8MN8HDyulhkld+NdBTx0rIoMWoeLkBAESdRJ9xypWTiisSEUnHCVV8ii+8qMGCZWFcckigRTtci8R6snVSZ30gHl/xdhtAZVtGJCCmdEp//0pOaCBRcELmBunUIxGyyVE5oEEE+cdxk15GZnNFJWs3gyqHqejjkSs5JooAoidEq2r4caFs0Bagtq0IgoiyIuD4GwMI990p5zTa93dBCtHae5h8SCaE5p4oxApT9TjWcL7Ogzx7oh8QZhZTKAfW8MQFuQKfbcgiTbDnlKbT3MPdoFM9yJ2lpCMfTdm+YqFCy0YqlXpHJBzE9DrIdYEUWfoy440pxZoN/7eiysuVTCYYcwKwU+I7HOSeKB0s8R3MYRajWJBSwPAQJRMQ8Igc0oKZwQiLriXqgjOKkIQkLhhBxOqEh9D3HDtYF6vjJZ4nxsWYN5tr+NDpNnxtmHbH0dHEoXAADIzfnQg7Fz4IQxAjVMbdBc20hHEGIQxx6Ecwe/ilK29BlYA81TMHTvmM1rclDQZ7qZBxJrzwni7gDOTpHbYK5Qd6pP4OZ52rD7uHNt6AFG8AOWr1KNSQI+AxFTnrqiRhEbIud+rX5tMK7hNWa0LLe0q1UUWJA4K9LTLG+WyPJNrc9aQaIV55AQpOGKE4qlT7hLz2g48Wbn2YZZeXC8qwttPJd4934zIvMzimRAQSTpe2eqaw9iAlAlU0640itkUf2A3AK2avngtoZ73mldEcsFYX3SgHWrPVA7i3xUS6koTenTkQlrUCaD7x+ABWSaOudBip4HhwBYXwcuFDPNYWe5YN5jjNGQW9B0ECgdszHhxMrMUAes7uwa5rG/NeaeI+7niudZ+hxzivGYN3tq6giZvt9e8oVxphoFELshykavG3CyTlaFb3eokSnjQWgXvfMD21VXZki9mwBTR+8jKg6H62FYRBOTc1No06O/zBWzTGaqV8R8AedVHamae3TPjbTKEUWc2/tSX7Cqs6STDn+LAA9INaAqjSdOuV8sHbUTcKe+MA9D3fMJ+nvCI4Rkkc4xrXqUzAw5ytuIVIrVK6GAAqOMNFaUrAFxF/AaSorwqBNbpKlVUNXk+hISzqGASK/lKJUIISOp8RlPHeVSp2FA9n6vfs9DRGy8tIBlRH198w41o3Hs1/CcgiqKDI26L64ew8/mUH8Oq++hCpVuYI9CvLukZaMp6BhZVB77DddpQPt3bN3xcaTN6YK9ToQfjtD30MNL+yv6c+6ee3Kkaob4IWzP5fNdu9HUmaY8FjZ6jkfmgHcndH7dWz/QeU/Dgh56LtTrEdYdQnIjmuZt0mbS69l467Qf+R075LDvA0YXJC+CfZBRJ+lBGqaGUJ0+Ojj/z1AeDKoiMIxtdXgFhZXWF3igqGqoDS65U9WAEWFtxPAcgy5li4iG/aHkRvBsRPYcKR5y9P55D3LMOU1uyFeOCA1QG3EgLGp0cHchhwPA3enrOQEW+Z8dPqUTjrIXI4eCel7WzmmYDAaRcWA3UmpOnJ+jUyH3e30DIOzSvir4oMq0e8fVAxAuHETV96eBSO3QjumrP59HmZmDRu0hiFZUvE8dc/4ieYBoimiTa1vamjFqn4uV9FyJyRic59y+SV8D2mk67/fP7PvryIXjG2fyrbwtRyQ+dKPdTvDcwJxpdY5IOCrTrzHnrGLeM4bxubumoxGeI7mjzdUuCuH2S9+LJmeUOCCg9HqPPsauolhkylU3pwowKuqERIdJdnsowOIGvcb7a66/hYFMoXVKqK8nF+ihZqJQs+ALRimBTaYc6en2TkF02iQ5I8bQFREeezTG/k+EbuAraqOU32gqgsNxnnO36hhfuJjLpJqHMebzPgj4ums7yr5T07uIFUdsTdE3z5NvFsz3s8KFikIrFkDP5gjVrkXQ6+v53usAlI1xbSp2VYwGHuLWHXovz+B7FQAswer2Qcv6uHLgcR/s++FkNzkq5f1RRRVFVZqfLbdsnMEq0gU0C0JVCy7MTr9ehz0OZAHTPSXzOB/960zTfal9IZwpIULj2A/DbApaHtFIvBeM8ES37qAY5DsMd03CEybl1ZOgYF+5fm4kfiC6WMOg4FyNkveYTyjC2IrmYgVqSAwkrjjTFa/zV/Hw9COIl4/Bb78K2q66qoOiFRIitnDGJlrTIFfuTgybUhugkyrHM0LKWM4fgeMCigkSF4AI1CqWesErjmhJqXBbjRbdHHSrEk6g1Drc2kLstBnfOH1DdkeKZSxw5UCvCJuqJdKqtRT0fRgtRORwwtpOuNaItTBKHc6U09kA20w4oKVFN/WSAWJQyeCy4by9ARbgo/SA1EYemBh9cWsLmF8DC7CE046LWy3q7UmzGqFRIJdxoBNJ6zW8OLvCGVv/WEQ8evRGoeitht3ZoJtJQCTuhrpwOBz2FUEIEYpmCNOO3+tz0ClDEgdFyA3KWSAiTIe21/PoxXX7RlkMoeVRVsCM346otoBiBwUCOsrlED6JKJXTJOyVQ0ygRQ9KnzsrtF5Drrq5V5tD0XIaX0XNQVyIcPtY/XyaHsJxOL7TQcaWrEuQw0F2mxIyrsndEJyRFvsfdVJ73kPpNFIPZlSOqJyQSeuLuGrjnCsSueBEK5KoQEunfHmbKaHSBh2QGsRQ8wbGWpMh6A9IFEFR98UkV0Uq8gYQYSGlBjdO+nwUbQ4OJGrkiul8cSMgUd7laHi/zfv5zPsPtkfN9WgY0gVNEM5olCfRAUV9BIRI24ikd0OMUXBWyhm0FlqdAmd60DtSulnkXyPVI8gznL7RxdKDDXpgo6t3Mbgj1I7oxjJyxJRdcQYsGJcl4dp0319r6n2YuO5RqXJRVMpy4/qYH5z6HV3Y3leaaKAPhMgPKBRByaja9mya06IOVTNDetDuuI9doaU7AdVo7dmM1pmeNJ7FrmCop5cs0Qtq9LxNe6TT5IuoOE+ncbHAy5B4MM+DOzv2idXT+nBtIEnk/y/7YMJQT2QLOOo6d2r07EDt8sOa1Zn0vYh4N/5uPLpDrtR+xUMCj3Gp5jAp5VKZGL0vjXZbo+a8Ilq0H5p3fG2nLnA175k6XxsWVkfKkcNozAxuGTKdPwCGM+zGuwVIG5RWtyGhse4nYCBUDfiEmrvz1VhtvEoRa3iFJtwZR2tNHWkZgSij7pHXoNts7mcLOird0ZG0EIzubHk7BcGCqFqvz1lILWjZCTJxkdC2YXea8+qOX1eyhCN7e/lw3z89V3muHwigK+9d8YDcEh7LA3ILuJQ0gvAEq7tacKKrppdsj8qK8uC3NFDM4Jo0pSKsGvjngMht2H8grDWhCCPQR5oms+yVWXU8GxZeEYmxGELnNonPB8/BbJw6U6YYMl26M8jd7hQBCjPQoLW5WFQPwfMFXXipAlQLWlzA0lA4gUNDQUTG2J80wBB3c+9mMHpyaN2R+sILUDj1ZcDOe3Wk3gHkkca9kgpxADdA+ckDfXEOPIxC587UqDnk1B6ypOXYn2MLD13Os6vutRGBZxYrBKlUwX4Alg3UilLZQoAmD40IL6AbH5MgsOKRXmCsNY0mb3RCCBnl9BohJLAZ7G60x5aRwoaHcEWghMi1IwIefXXEg9IDIKJ5aKQqNXNRx0ANHNSpSqFaIqHDtL6hE4Sjvo8hXk7d2QkzkCCwvo/v63PEWUKCxAREo4dJ07ypckXiiIfTBUwN1erIaGRI7PDQfpGom5UfzC4/7rlA3eFwah5lFaFwdZmeh+CRXkB6rpAbeW3nQPn6ciNADYHUxQeOKoFOpYotm8qe9cPkIPncVUdzdqa4GzA+9+eIWELWg7fa+2DKp/Ao+5Q34lFGMdTxGFDom82US+aqi4SqqnFek6epaqT2CRnapXQBj4wy60FPsk/U/VBtLpw57yPdmJkEPObchJ7nQDwMo8kpuxXl8t9664INrmo102p2giYCsTnrdI0R5btR2LSjU/RihL4bGDZfmZxWOq6n0VqATOmyeuQ2aOR2vrYbBf7/I+rqybvWA8TduJuf1fvIzfY29dWtANeubx3ptfFS6gimdXUUB3HkpHUExnMc+zhP+UzzOx7Hdfcc5F+foxAAdnMGNjbNiKTt8GzuhARyZG/KM/A8qRv94HOUez+iG0NOHcwtdbqOCIO5gJsKNDEArhVSc8857gE2zEiuOapGoyomF+9IUu+L/iy+D8oISHwCUjH6VSyY8M6PHfriw9L89kG6PaVLaKCkM5o3Oya+7wYzRD0Y0dG4Xb7dZBvNIhaNeyBLCKDDHAMw0BcLIrpasjNLgH19pAZDKNxha9Qd92Dn41Hye1aAhDkRXcDG5waiBk1ovPt79/Wcg+lmr6GatQeFlZIH2lNX1cGVfq45bVbhUg2GuEqm/403XbMCkgBBQ2hxOF2Wt0ywupKQztjpTvW0X3hek19/LnDsP+viPhNVeW0jvcRpvcCwQXlyxB0h1PO7GPzX+nnu51y0wHvPuxdCbYS1BkQhXHnRYEwQBC5weXGfkyqQNc0vu7bnerq4Gyx42MwxLPDgoTNlxvv4nJJu3e/n2KzAjaLMAApTPqZQF8h6pjY5gQT+lUEDjexz5d0qil8IZ0pIK0yPehP7ZMJgili+aY/6DWT0QIVFZ3jRJ3Rqq6EIQ/JxRBQtUkYBdXI2qgRc6gOyRFzKgtIUoQCM1sINDyHjIax4zW/xcP0Yy/oxwvUt6HoB8gapxehso/aEN6amOUVBdgeIoyBvw0dauPYVkOqKJb7RKWYRulQuIKlYwlWjyJ5zA+5oRaWIlgK2pEozCuUzrvKq5xUJCEuwfmKlDr4KF5zogmV96rx34QCcH9SRiifU0yvkpPWeavO6W2L0PkGKgsBmUImObYgF9fQKIEKoLpEuoLwhXT5GMCTkHM5IKSMjYa0nQ3Q0/yMjjSiCo15t4iRbBMmdXKaGB7qosmJ+VCXCsvV724DalyF93A1ji6aJRX9d6IXNGSVuaDHgRAxxlUPbVIBR3yiGpYuYzBQArTezW849f2BO9I2sNdUDaa6GRtpWpYBVzUtqFHXzCgsaK2pYMPIz/GDUHAv0a/faI1J7fh3VDM6aO4KawaxoJCdDcEyAogirUEgJpmxHnW7ahLHwogVkP1BTAzv0uTJ6ucKlX490PP9LAJ2rryqAPGhJ80Y9GUY7R8oP/YnCqUGF1FF3YETFglFTPBdBUaltv09ZBXuP+HWHSvZWqB9Qvsa3blzr18gruKqB5dQXIQbzhhYWdeAizMmP/X2OqITTr3uMnbyux3DyjsadU8m0+OYUJZwFWWjI444ABYaIgYRBh5VRDHQn6KBeotKRqJqwQ+6CMc9FMpyOQj13TWDPSIPipNeaREH6RLB9yJyTEhYN9Jjqa50oWTRdK1odHEcge/T8xqHeHSna91cT6mu7skbTSwgIoSHxhsBq3MRyBcs2UCPA2ApJI/8hIYczCmkuS0XE2paOgMzjGKkOJoCJZnQ5ZhwCPHP/Yg4qTg71tEZ38wDUkVjx/nPE5gM1gtkkGHS88bweJDNxGqEdsjtocm2oL6Ig1bUbozu6rDm8Xusrt9j3dA9kAcNfTTzTmUX39bIh5FUDvTVbfxp9VypCOKFy7XM/m32wltDVfol6pgFa2I9jbx6IbLWXzGCuqg6M2m2w4s82sVfe1WYnw5UQ9f1DV7VTZoQGdrQ/Bm1SqdK5n28gAhEjsOY5xma15+iM6o6x0WYBdEouAETS8ySigNiEZprYOdIgHvCZAhNz0GsO2A1nDz2YkcMJDQFP7RWKxM6IuubYURwiIEYV1Vm4YKENS70g5Qt4u4DyVZlR3vIG5tCD1stpRWVGYmUubCXaXNLzZauKWq0xIXLBq3hFhKJfQQoWr/E1IZJOo/TJ2DihhdTVWFecsbYT1mpKgiX0fC1Ac7aq7eUsTenekxAHVT2roudPtYwQFgCCEAoQXgFGx64InQ65k8lntV2S2YaJ1ArzcfD815faF8OZ8oVCMyw6eNmNxsY7w3S3rgTAaFbN6i5MktHzJz3ibBNdixIy1ubOlCYjXkuEK8wFVjQpUjPpYZXzjeUKzivI/klWSXMVN4Y9k3SkTA3+hsD6zLWZUVBVvGGt+ncpvFbjxL3+YrBqzUgWEfAid75gR3RMTZWZaqB0jT3q4TloSzCUzYq3euFGIdZdNAJiMvQ1nlHCaSeNTATEoM5DYKV89YRZHzkOkJAMqWvm1FCn3C3bIzhW1JM6TZVtwxRNVMzyfAPfGcqkY0OwHAQYathUapjr1g8UVzkUAGSIX9/k/Nntmr5ZN9tgI2lxv0jJnGujmVp+gl8nWJHmCD0UXdlK1RYHZWaOrPt6mN/Ja1a4QdgVrpxW5dQKc6Yqez6OHeLzhkKKukVqCKx5JG4EdU55j2jxhJrdDhsLBv+5CiBV+4ggqnj5IXl+h+aOlDtOHgkeeU17+eEjavGuNtSpzEhxCqfsAz+ORvpeFqj2PtJx1uLSLtriKn5uLTmt1Ol4nbJrjsVxVxxzd1Zqor5fdOqPBWuJRsHeRgGBHfHVAtWepO7XrlCOekUDQSMovtf58+7GwJLQZyfbKS8jD/D9VCBnR+2l8TlGm8czmcw38fO8rsng1WtMCos24z2xvhkrwvMMOvXcxCqa7KlSTsVmO0MSFSuxkMdYH5/VkcibtNNB1a5Nn7QIg1pA4QA2tTQv8k3SwNX63gwThHHPyqn3l4eW3BH0uaVBMuz63vMzvV928/UwRu4QulPtLZAj8G1/XWJgyvG6dZ5/iHZEpAB0+ulYj4dSDHCjvJrZV3qh0tmBHjmHWlDVS1t43ms1B/p4VszBnU65FA2QuYJuFzSpGcQBjibuAhoynHQfztLUCVEhDS2F4WcaMyAy0/sUpWTRd1T2D1mAZOTP+a7U7wsytHSfd+O5Q9XslzmIpM9NE9rrvT7Q6ME88QQAy6FqdQTYUcHPcvuAIgQiUrEoIjDpmHSpdqvvhgOq6GtuINbP6xg1m99Ord7k1IUmSotYa7Rg/lj70RClQGI2WzYhrBVcVs1vL2ONIyat61k2xKCK0B4M0XcklEpdDE2EwKz3SxxMHIKR2OmnVr4hP6kzNSlWd3ZMYrj9q/UtY8/5Kk1thNKGc+h7l+fJz+uKHF0TGaIa9vPEAYAVwmYea1LGvuXX64wJHtoLkQCxWqWf1L4QzhSgNXlGzZKD7Hg/NhuOEeB+BZvAHsl9doBiPjiVw+m69VUCrvW8Q6IuOaI1sg1EoyjqTDWcQsZDuOJBHvGwfYx0/Rjx6WPQ5RFyvSjFr1YgKk3KkwBjy4iccQoZDUAKalSXClQBnjZGrATgjFOMkERY+Ix6iljqFSe8VfSjbuBckcSFIKgrIZZ4QuOELZz74tRJnJ5FGAlaH4Cp4cwrImU8lDd6sDtn32hjgkXrZMUz1uUjrPGVVSfXFL/IDRIAZkI0p3MuVlc5oYaT0gyCoYitABbdCHnDIoKYVGRiS68gUVW1Nqu/c7VoRq7zAQwwC06xInHDQ1wRSLRujWg+VixXpMtXwWUFXx+7s9Cjm5aLRg6Fw1WlJioNbC5AAEQrMmeFUVnQoisJab0NiCC0gewJaR6b18CpHNFElQOzURRnWhx3B6pp5NoM7FTXDqV36VEeKmg5nFA4DRVLo2wA2k9KMW1IoWBhpUDGqXaYHrp19M8NA65Nm56I0VObbYgExBLQgiIi6dNwd77mTY2ZAFNgNDpGNK67587M9WuEpI/RyHtwquDBMTgYAVUYhIhmxvatvWqfC6d0iR6ploJQHaXIPfKnxvuI7hdDH1XMxtVFh4HpyBRZIEqDHoIqWo9IHYApUiqiEdv+MiOfqFEw6g4jW7kA0L7OTRVBJbaIratMDZR3bl43Zu7D2eh5TnUyPh+mPXyiSnZypewN1pHLM5La/Rowg62GiY43JUgTjC5NqlrXnV8auTI+PypFtDDOK79OpmVKjNd1EYxqGFnX9kK5K/jFumqu4oSae85iLwHiKPYBiXQBCgggwgis99x4AQXphb4BdNGfXkCdA5g31MUMwLCgUQaFE6RZYrrn4VmEvgFg2Tukw/EJaAzQFEjcKwI2mydefHq8x7HIqfaBUoUYNAWPRqT/Q7U5bDGzDeZg8M6RmnJfGZonx2aU7ihaYoJZNua+n6uRreegnoGKGtVGg/KFSdUNpoRY1p5+wHlTUSwikNHuA20INZsTPeX/gCztAIDNt2D74sYRCFDafSDEaPsVMAJyUFsswgLAVhuuYt5Pqa+nnfjJxCRy4Qm307ZmTqUhc966EAO7Em7pAWFywZ1O8zNHjrUvuGUEYnAc574GUbGjopXGlmekip6AOsVgRbeUujcQG9+797Rxez+2lJJwQqXY1fqeyhmlRbzZzA7d1Bmomm2BJQrgSsmh4MxXnOoTlu0N4vUt6PoIWq+Q65N2TBMQMdAEvFwQQuyCX45wl0bYMuGyEVpTG44J2M6MFHUsTyHglFaw1cEL5Yp4eaMslvVprIWYIEnzRT0VpFLEZojUWiOuOfQce3YKqZ83Peg3nU/TnkV5g+bbb6onYA6xB128tqeAUFtANmE0Ddwo3X0JjNgaEPU8DpY/7fd7qX0hnCkBujpLNwimE3dOHusRQhm1UnwjCk5bmdSvemKtOQXuqDndxiXPL1UThJ9yQqmEtfCESDnqgo4qRTdCy1WRlbICeQM2pfhpSCOCiDsSwl6ZutdJQUc+2rQxrIVBCFhNJjLLolB50KghGydV6wKZzDhlKK/XeNAua4y90pdHhmfkxTczng4IjzC0Sba7htOgr2glB8h0rBABAdJl0SOp4cBo3fjvhrrJvevFm5pMNYNCHLQrj5BaJM5l03MZSFEM0pX/WiQsQdWBtH/akJktRnPYrprHdqCKcC3gkEeRSGo9l63PU3GnyugKTau6FNIaNNGiuq1VsEf6d4tTRhTMkFMIwFCHeLY7faM7KkY5FUkRw4laYpuzq8Q5j1zXD7rSoyr/NCQqSFT6+/YDp4+/oVJTHpYr+hyNOe0b/5mYypTRjm7Uc/g827H/ZsUkp3vt6FrSQKIGd0dJqAE33mMXmZdRjV2/Wr0h2nPl/f/Hv+FIeF7f7CzPOVOOSvW6I7AixKbE1KPV0m+0e87+rKBhAM5GqaHdABCqGu+xbVqDhJ4bi8BEgRGoMW9OZJD27P37geWBMc8ZmB0pXyPdkZre/YBIzP/fnwEzsjQcqFHrysUQpBs5u/wPNBCor83njp+jNi4+M3LxujEIr8E2yZ9PKpeBqq2/bZ8gb+uwP5ehzX39uThNG/kiTfbrsau8Td/va61NuciizhA1THmRBcwRDFUI81pdRPtcS58LXm/RaxtqEe+9ozP3Mck4byLt10WYzqG9s8Ia5LDvPdjxoZuvIWBaV/OchFhFpylX22m9B/W2fj1zNKpRwzOfUDGciNJcfGKscyLLobHzNpLnr9Qxp3a5wgy0AmoFInF68mEPEHxdj/mlyMUoPZJI0dgYTgg0lV6wPcuVJFU5toG5Tuj8CFIA6HtBFxahKVgBRpZFi72K0t3qlBfjTmQkn7O112vqJT+cOiuzZYmBWGG/Z/QxFXTEJrAFK0ypM9mcX2xv6flDZRu0Qg/cAnDhrr6uZQhObW3piNRWAy5Zy+Zct0GFYzZnCu40m/BDVRon56s6UutV7dBm941R12818a0pR84dtdoIpQKtAah6r5gJACM3RmDL5aZRBLojnWWi4wE9z9qD0/t76XxqTR03nVqEGgnhgCTtF5to8KdVwPMzidSpctpfy0orpdl2pB50UHRRx7kyITRTTDT77ZNEbb4gzpTWyJiNE2AcXs2MdP+ZGx6xadHX0LSYLNfZYPcZaMpPcUFrEQiaO+RqWq6S8mY9YauMp6t6zNlsGHWkCMFgZ12wBYusSPmCuD6Cr4+KSj09ol2vkOqVxEkjA3kDhYRYN9SwKU+eAwILcqUuKV6bLlyZEj+rEDiZ0k1Q54PLBiLfHCxxrtWuokNhQQ2afEy8jM2CbONwDjSkJ7t7ZfE+8TkoTQlD/KKEE3I4YeNzd0I9Z4rI0CloHlYgq8tktCWNuq9DZr1kdT61o0BNwHHTSGndwGHUOqhCusFsAdeN8LRaNLYCMRICEz56IJwXwilo9B0BXdo9bBcdo+0KeXxrzpzYfRVF5HRGIEJYNgReEKmikBuDwTYBN1bUeQuuOEmCRAy296cgkJbVlPKIeadloh82TvFS92+/gXjh0FmKta8XUvU1EkdRlGvtKnFecf5YxJBILPm04sxXJLIC02XtqNQ4oVnXTkg9r8LREGnUDxrdrLQ7Aa1H0RqhkibEN9obVh+iuSEzKJKaK+UI4pxrSURAA2rg7uQ0y7tSA29EVZ1KsLuXrasySXITxBRIRx0qN6a8torn27EFXWb1vtmwHspIC7IsyLLPiZsRKh8jYC/n7giC56Loh1u/ZzDFrx5hDhUSRrFmwCOIZsy3EX1XtTsZCoMyDv2e/4rWqU09Sb1ZorjshYH0azg4BHTzrPAlNDs9g5gX0LzEBhwheW78DvngoDTx2ajf0Rv94B05ZdovRjCakLueY2HzIFBBEkWZU7lMFB3L55wmU89psjGvVqeoWjK6O06zA+3/76qOPfgyj7e+iEV1ReuYkRYxFyIk1hplkaLa3oZE+Xtp4n9ANhr3JicEBEgkzZ/iuGOIdMPX9j6dSxWR9v0/r43haJE5wPN8+LD7yoxE9bl4pCf5qpvzpCYnKtg+NAdMGicIEbbwgEaMVZQxc60LijDWGs3wdQPf+qwHea2WWF0H2lk2DVzWDCp5iEnpgaZ7TigI0ZwQEqPpG72vPx6jioApIbOuj8I6P2JUgzoY28TFjAIqQt0QLRA3UFbuFLcZkXL1VS9vkJumX2wtoQn1HKkyBQqpp02YbTYFKYLZhbNEuJAMNopT/KfcN291R0dTm5BZ53ti6jUsC0Wj9Im+q9WI43zV+1avFUfgdFYBL4rAtI9fquYTffVywloIby/KWNrMT1miqiRbBogJ19Rel47XR9DTW8jjW8h6RXu62JARAquLyNsVLZ17XqMzS9yRWjegVJnizGqbPiwalM8pIlpOqE14UK2gvA40XRYQAIoncFz2ZT3gqRJ6P5/DOscIDBemGHt9d3atHylrnpurMAe7QAoLGifEUEagGoZpVB4qxhgpOwzPo2qopGjjnKd1bF8MZ0pG8rC3+XCcC2IGKZoD0zJiuXbaW/BcGPde/SAOSal2gB1MsU/gtS24lgVrDXhcA3IhPF7VOCwVYNIJPCfsd01/LyZYNhWcWK9o2wbZNohZlpIKiBmUV3BIVnizIIZq/HBNPO/2jKhDlYs6UiloFGQ1SDYGoyvFgUxRqyPwYYahRhm1UG+ymiLCamjxVC8AQKeSAWq8uDpKjuedkdn7jU/IveAidR5qMNU6Ilj+VcPCW0+OjMU39hWotsH4gzdWG7UrGBldBC6hy8iFsWbCmnXR16aLvjZCjNpngbnTUXwx9hygYgqLJQO1QloDsXHHAfB6gRAjllUXZcoqgc4mF8qa21ZFWQJa3E+jpaFpn0WpPVId7KDY113YGxRBVGZVDSDaRUa6ApnNfc9JaG7wW/NIeK8HI3Oh4JGb4A70wtki46Mgpis37njPMfZaZS0MiVNHQo6KOUzDoWpwJ4v3aOfn3tyIGdLFXb75huSy5kwZ/78xmtdDexatHEpE3hdzPklHe43OpPQWc2jdtDfHLtbVKtZP0r3tEK0OThHhnbKXGtTjX6/Z4+NgyeOdjnk0/naolOyMa8+rCS1BiBHY5IOR+nzC4f1Z0NW6mAhEAckjmWTBDVJ3bCCFlr/mhuXc104hm4JAR4K3X2eei7dmQf9Mz+0Je0QSRimxz/jO5nUKj87bcNKeG9LHc0z3A0djNLiU6lUDgjbuTqvuQZPODEiGOptkvVE624ROyLFTpueZn7Wje2zFfN3Jsnd3g5ObnbOSEU0mXWk4AU7tA8Y6LwhgiVpU3Giycx2f/hzEPRiqr7jfGwZqX/vfHoVC3LH60O04znObHagxz+s+eCB1d77CxsfTDzQopojUHDCpbbBY3NnR9ANVafMcPO71hsqI6HvUixQS2OWi2NoLkwPY37UjU7rGM+s+sxoFLxpCVXixM69AIEPgBg0w2fRgc66XTjBGBWB0ekOiiiRUk+SvomU4qjlRvp8RAej7jdlljkodBV28D2TYlf39pgCNiz+NvCz0QCoRAA+q3ljjrqTnIk6ULThiys7USEvc2OAJUS+dsFl+1DWrnXPdzFypPsawEjqmmuzy78XTPjZQXtG2FbJtaNumdgIzpA5kkixo1ffifWxlxJmbolSlouc46d4TjcqbLNgaQK5aPSFwu/XQA/jSKalEBJ4+5nS/eX31SX5rjUmDTHsWmWKl54P1OobTn9e+tZpzHNQ6yWa/VezLYxzbF8OZAvUaGYBB1h7JsUiu1zJJzaJ5dUPIF4Q8SZIXE36Qpg4UMdoiQEg9MpdZkZXH8oC1RnzlumDLjK8+ErYCPF28WKwgBsL5rIPebDEp2qI1mGK+gNcL6HpBu1wg1yvqdTWsFFqEuDWEdQU4IuYnSIiIixZOjNxQgzoBTs+pNonVENIoDLNJx0bRCHFqSHbgh7LtUAtqakqncu2GdqQNHDR53OmU/fOYo4es1a+lgazQp0eNXH68WOHJLEOGUiND5uUDOMcNkQoe+ILUVpy2t0qH3C7g7arRhVIgXm9qcqQAdEqZFksOWEvEWnSDeboCT5eG1gS1AikRYiQsUWHcXBmZJ+lpj2oYEiaGHEqt6ui2BpSihQylIS0PABFO4QxVmVTFm0yhQ9IjyhEQeqKmRu8jJwgTAms9MObac3N2eX2e/AnqiNYtmNnpUMDIx3DD0GkQAqMVWe2W+aD3REvPR1hoQ0DFqT4pvcii4r3In1NNiNWJigtaWDq9s8hQtpupqd6adLvcIvgvb06fR3M0dkSCa6/9xPZV62KYMcwNTQRMKms8I1OArQdwd2S8zktrw8ABMAm7kIoOsNjYKRLlqLoLo7jK5E5pzdBB4qBmDrmy11iLbmS5bO588LMhqJ7z14UqjmIGXYBDqW2Eas5RM/pOQzNKSzEDqhwSfd3IGapXzQxrfX8werIvgMlYNrUtTxKfA2GsJCk0jbeQMAg0DmcIgKY5AQeHwg0jhgcqGERajw5WzLbBDCEZVERV4pJOtevy1sMN7siTYDa6/H6DhtPPLTJaOAwxaFmjyWVTRMqMLzdqPcfSS1BUW3+ayh87pdORYR+HozLaeK6RE8ZkJTZafeZIqSGcgUq9Bk8NSgPT5G4ATTkijsjmpgnqitRrjUOtPxbB3DoSuRN9wV6Oe+5//X7/c/hvPT+YPrRZs89v7fUDDw7UTOHdq4bW3bUA6gV0t/CABsa1nVEckWoDkcp10KBmRGbhMqijVVEZrhq8ZGOCeACThCAVaohKA0vpAaaew9Rp7rTb02HMmRg04FvExIY4gENTFVLeQHUoxHIt6HL/RDu6m9a6SpBoTpYFUNemtL61Wp2zyrv8JYJ05diZBaMCWq52q/sqz4F2f3874/oY+qhNAaJqOfOqlKmf86Aqu9CKjYOnmbgIBG8raH1Sj6hVtUFjGjReQ5yzLNjagmtJeNwi3lwIW1Y7tDa1Q4mUfWMxNVWkcwG0ckHcLsD6BFmvkHVFu1xRL1dwDAAzeNtAMamd0zQvl2PtaSZjHpu/3fQ83OwoWjMjkK71aEV9uY16T5JOGiBvRRHPXZtQWaqKnjL3tBntP5iDhd05K9Oa33lFU5oG1Qoq2xDXaBkhlCn/Uvqf1G5jKzJFFBADI5Ii7omXDizcah9613mvJiCUFvtmJIZKDdlgK8vVFLpO+YJQrgjrk+bCbFedKGUyRGIaBXNt4pYwkJVrSbiUhMvKuG6ExwuwZcG6tr7mW1RjvTMG3buGKrUpX3SFlAzJGS0XtG1QpSgXPczXKygEcF4R4hVJNlQKWEJBE10kk1hLR8a2og5CKtEgSTt04sidSXQxzqhvFGJG2WaRYY1mE2TIPNPe4J7HweW7/Xul82hxRS84WBr3DUepOzpeSl8cYhbn+qhO5/YIzqsmKmZD8modIZCwACFA0qJqgWa4Z3fcCmPNjK3oGOUsqFVso7H8JSsY7GhBmxJd9WUapDWIiDpTuQzIUUR5xUwI6yOECKf4AEmMjVVko4aAFQGhiZoHjVCaGtGEoIUHoUaG03kkkEVKtmfy2y6AMFd5P6oxzuOiv98nurth7/K7M/LQo2Ven8qKqyYxNR+TVu/G3Jz4ziqzLiGihWiyyVrPqxlvv9c3ORixo0u9kOKHc6YIGMIOHqmUIeXqjotGxCfkkAFpAcQTPQHcUTnPW/AEV6dbjfuqccksiMIo0LoY+rtR9yU0rbHGtfT6dLvivE7bNTqKt2d5GtNYuBMLd7hvrHGdS9MBRQy4IMA0P3vUjxTpZgomzjLRkuyaXVnM5n9hBovpCzDAllsToE6NI63jwWQqPm3XNkPCABHMdXEAgG29BFHBD48qH5s+l4+vCSdAC0o7WtX7ZhJTmB0p31OqjMKQGsTgXaRaYMYB1DDoeQ1QWnoyI687UmUkq4/+HxTM7ljRVOxyWud9zk05uC8ZJc3o2l3NjYPui1OyN7cKYR3vMCOS5sA0MkdicuKKkFEBpT+LgNSpgtfas7PQHNVb+XG7oOAOkaLdfqg/+3A0P3UxZmPQHGgzxI7o057K2v8KADrS7KVLsiQUaA5NEcbmiIwn0s8GvP3z3OTIg1LPZaQ9oJXBBGlWZylAzx1zcvrzmlGr83fog7gRCgBeqm4rdvZyNMdKGTSzwI3+cdudLyAPcggaqQhPlQVtZqbAc11Cf3/BENzoW9fsxLpAjOfETikfR5q8C3f1XGAaawvALg+cjEEEKEIUJoEtz8/qNRr7JjyhNAxICGrjGHW+WhFbRx3XosyoYkBWbUCtxh4yv48IPUdc0wAG4kbSIK12GwcikKYWgjTLFbPzxbUGEhWVSo+CXAgp6bx008iPiNZUIG2rEZEa1vgKJA3p9FpFSTwIVjIkWGpAXCztRBHQYHM0hYYqDS1qvrvbkKfYnuXZ71gKxCALAhJ7dI3HIPWUl9pFRMI0L3y9dQp0G0HxHEZ9vkbzGt23L4YzJer1etJ9IoEfA9GUaVJdseQnxHxBWt8oymHKJdgG2gAmjeaezhCc9AamdpbjA65yxqWe8ZgXXLaArz4SrivwlY8LShHkzVRaIuN0CihV+iYCDOOMTaqcnNq3bd2h8pwpAJAUwQ+qdhKujxAOOD08QSLhFApECClGS+TWQ7/YvnPdgNZUNa42JZ7UwGiRUTjitChPNBVzLotWvebmEV6NNAqxckppqL4VVvqGc5S7mIQ7T5Zz4wmfPVoj+wOcoU5UIMHCGyJVPOARqVxxXj9W1Zenryoi9fRWF9x6nZJsosLFMaGlM+rygBzPWPkBa064GvR93YDrVXC9Nqxr7c6URs0YW1ZK5lYZS1DJ5nbME/BEq1rRNo28Ui7grMUs0So4JsRWcQoJgKAsJu9p0sBNCLVopKoWgkuCB1JDK7IidoEqziEgUsUSIhhVlfhkIFUuJBLgxsGIxDhSNZTGRtLuLKle+//vjdNbThQ35Vhzy0hZa5WFvI6oIdSRErbizC6DH88WhEg9EfooT/vSuj7mFH2+TbojFVzUoZaxTqzUwBwxJVHqJlnRXAR0w9+LR5cWsZlkba7cVa9GhBpYAoGbR03NwSFDe9osXrMOcZSZ+krci1uTLM8Ngu5EefHkYWwpqqSuggsUHGmZAAbty9+9O1TSjXtuFaBsMv8BHCoIQz54vv/sULLIiAoC/f+rFcecCwgThiM1UxyJJvSErSC7oUoAEEjXAEj3UTKaxpx/aHISAFpHTdyB6gjU9PmjI9ULpJqoyxxQ6sjUzsD1CLxFz6ElJ1Sxb0PKTwh11XXnSKTnvPp+ZePfKO5k8IvVX/RCpT51j+25cA5ZfopRRIMG56RVq53XduMeyoZmhdGT5cQkKwNRKPiITsgX0KpR/EyQpDKbeAUjmvRwsDxfhgnwGL14loR/bvT6Pqgo5xxQ+tCtI2kTCjU7T54TdXQUh2iQCclYrmuRpPUURSlfuQVsVutpq0OIgEhRXkcoVGI/G1Jx1VzuXq7FZLJr3kf0geFI2fwbCEJD6civIxbUc6cctSHS/4+GWmfWc85rrQl459TQjLpbjncg3XUoamFfwIPrGqxyipkjcjrzyFTmRm6mKhhqvkwPnknpjsZxoTjdtZHS1lToIvRz3psGsb3f1alyVefAI/VkVg50BGxn+McEhKR1OtMJOZ6xhQesRVNNlN7HyBnYigeLh/niKSeRBYlbF49yoYuexmB2cBefgFLwxFIrqBRlQrSCGIvWqYoNdQGumzvAzhDT7zxHb60muMGv0CIjnApiPCMZ0s1WKxQcUOPSayyOfTDgFLIBJK0LeWlKixYS9hI9XgOyrxeiTimUxgA18/j2gjosVmnKkClXlg4sPUfL7XkmRmVBDLrGEqeuWHmrfSGcKQA9ij1H1B229iS7ZXuDsF20OO76pKIPmyroOfJAIc7lnSCs0fUST1o8rJ4UUl0DLivj6SpqpF/UQM+59mh6CIRaWVVHbhxaro4jtUBKVWRqVRUVadKv07YNzAzarggxIpULGjEWzmiBkII6BsFmr9/PNy82RReein0iAsSixs2EeKihaAaJJbfDqDpsnPXWAihITwBtBIgnfEoyY8EjYlGduDZ4zT3qiqEgFKjixCsiMs7bW0UQ1zdqLF4ftf7WelVnKhsikKzmVAi20Syo4YQczprTVhPWoqITmislyLlh2wxhaoIQdEHUpk6vJ+E38XeLPRKlQ9Z0rBzDRoZURTEZAJ8ewcSIywOEAs7hhBYYOai0fGVG5SEbqygiQddpQA1Orwv2VSlOAUXHqysdDQRAjUff/MRoCNz7m+w/IUwGzFDWc2NwluKOLnRAGqmJzQoK9xypifZwSHoHEVqIaHbQ10mGu01Jop5DNtMgmiMjFp2+uW4+p0azM1VVpGYns+qHe+fFKSo78pUGYuGGtVOs/IB3AZmZ5kekhj7MiTo6nIQBI/XIqdNBPCBEAkiYqCnP6QdHWpcaNyOafGxOuNjX/nn/CH9P1HaE/sbg9nwtG3sV4QmoTvUTVpfGggRuioL02WhCyAhaBwuU0US6YhiAHkHUZzGhE0OICHvVv2d9YEErlX0PndKn13WCOQ80yqhHQ+ocLwYTdM1ZQV6q3TDoBVnbyOvtifEdHWiYiweDJtIYURd+0f61+9HzcW9CGqCR6e+9z82A7I4qHXpKLJ9mSs7X/IqqAj3UIJOCY7U+qOgmWM99EgKYVfQ6+DscKJm+FmYZaW/N0DAOimg1KAPDi9R/qOZOh1OwnyNRbedE7dX6NGjmtL4cTloc2UpZrC2htrAL1rj6GTDWvBuIgdSwT0YjdQS+11I00Ql3pKQ5nZee7SvvkoWWaX8n+9caobJ0db3m6nQUEah01IcsUNNzmJ/154SGY6yhZjk9gQWlAWql2JzHOOt215oMcDfsRRoQor3EEFUaKpmD9uyIRjMKpStZep8zCU5BHdiFs9YLO9QIEw5a22mmjy9nRaROr1DSK7NxEoo5jK5u541Z7cAYCSkSUnRnynOppyDEoU+JCOQJVoAhkoZKVnW+YrliSRsKR5yjqjqeF+55TNIGY0/MxlmLBtGu7aSMgOXLSHXVwJjUEZwEIGHYDgLqjK7EtY+vB1qp0zQ1zz6ZrL+XCJnzSDV9R3T+Ws6WMmlGYLAj7fCzajikc0/5XC511OeTdvvcAL4gzpSYcRJII3p+GCXasLQrTttbxHJBvLxBuD6CHr9qiiWPkFK6cQ4AfD7rpn4WgJ2qlHoV5sdywlNOePPEeFqBt28V6bg8ZdQqKLkiRAagcpKlyM3ckD7AhnZIrajrhrJukFK7CAXXimDKKvHyCABIr98AAM7nK4QJp1ghAqTIQAGKHY6loKv85aKR51fLiFBBy1RBohnw7jRJ0yRIS4YEoJQO58rbIVlDMsEJc6AQbYEzthY7pelIYwrUVDqTYImfqqBzahcs9YplfYOYnxCfvgrarqC3H0PyCrlcAIOhybBrCsFqEyyo6YycHrDijGs74WJO79OqHOJ11bHKeerfrBtuKaH316D6mRJhiAO3tihNy6U/S8tWXC8XUAigWtUZEsE5JMiih18NjNQCKhMKj/yUXLR/StBcm5IYzIK6aL6IREJ0ugwP2dhUW89T0KmvDogm5A4z1xO3AUzG0VBuc1ofANtoNRLUESmpvT5VLIpMOSLV54e0fgD1Q2aiXBakXnFeI4ae52dqfm3s3cBITr914H1uTWQk+dfcRWo4X82BGfsGiLtTpYWl7RD0PA2ZxFBawFZUIWjNGmzxaJcnCvfACCbDtxtc0hP9O7XPIsdUsu5bpEi1JN4VltRE8UGBmBN7/ftj/syODugGujtUhkrtKX/DuTi2YUjOTtX4/YziuxEi3MAu+UyafxZR0IwSRKK0IC+a7JL18MADFKVSUZZgOVwW3KGAykndMMsfdLrZjgY3zcOGsOsf0PjssZD2Swh9A3b97HVuxtlVlJ7etlE0vJUxB8s6KDouWBSn47obB9zrX83jODcG4N0+QPjxWQ0E1P36Fj0PRF96NDHqHTTIolRkq6sjACMhGE2r+n2c5igEsTmBBkQmZKfVGCLZ9yt3zMUFk1wEZzLu2Z7ZnEw2xMPz2j5km8UkQtNoexdR8fea9+y+nnR/HzSvBRlJpbFbwFoTcmVsNXQVMs2dsdxkzZVXEQKj9iXSaH50xLuqTDbnoeLXy7UAw4r0gM4B9Z7bvE48YKaUP/3HzXKL2PfH0Ivr+jniDo2jr7fonN5fjvKNArzDeZxjN91ABqa/O6BPcLGV6d1EIEFrbLlC7bHkgto0hCVWcxh17DRoLDiFbDlLWXO06tbHXszgd7S/q7CmM2o6Y1u+hC29whUPWkPTEMhS3XbRABTbOZIiIQZV81uiKTY6IlZzF73oyhGkf0hT7pI0T23IQMmabhJWLLKicsSDKTHmMyMV0jlq46usKIAq4ZoZIhGRTyghoAUFBLbzg9IG6xVO3fVzpnLq9ktEMZSbULns7JbIBQENC639WnO9Lt0PBcQRToVWSmEcVE32WoH7fX+4V7tpYKCFyrJTs/xnenlf+UI4UwBGnQRqSKyQ9ak+IdUr0vZWEamnr4KulyH/eL1CjFbnyiWw4oPgCe2IZ5Xzbidcy5E2VrFeC9ZrQa2GeIggRkY1aF05rNSLf8k4sfrzK1KiE7qVilaaClDUivhgco7XJ83L2S5K9zNn6hzPIAguUSO1W3Fo3VRVSFGqXAhXYhDFYftEDUmS1R/o8saix80O4pYRlXLDDBiGxEwHkh5toq4aRUYtYHaetsLEJ1qRaMMpPykitT2CN0UOabMCcr6YRUbIg0l5xMsZLZ1R4gNyUNn1tSZccsCaGesG5CxY14pta52KCQAxNtRKRvmjPk49r8FzBIg1WuPjVasiVKWCowqbhlJBKWr0azkjhICUTsppPy1KsRRCw6JfW+g1Gjx6Yy+GGFQmOrBvFlFzqKzIn5MJdDNRStZR3cmbCkNo8jxD6WJar4W6kdWdKUsgDkZ5SPWqggdVjTcXXZipfX7PTu8LWmC5ckSxemyqrhQ69cJRqTpPL+n+KnxPegkh+DyaGzpe94M8P8USommm4wbgWEvK1S1djnpQT9jkXfWfLft+V2Ao6M3IlB/5z1oPzNwwaBy1cKoM1y79GqiiEg+BB/a164619PpGs6Hh76WGqX9taCHZ3BhGQK/PNEVvd4YHMGVQ2fXN8HMju1rRYC0crDWeKpTmN4siSKuKTB3mp9b6MgqmBTmYQ/8+SOm0wVF8dzKxpvye2XHqPwO68+QBCg/GHFUb5/o21hkjZwNzqQnPk9o6WtCFXjxHsQ3ZZHsYm0LT8035q32GmQOrDA4L0lqfex6NG8HD9fYxN+OjRVColsc0NTcEp9YN3UN+CsGNbdrtAbAzsgohCIwyOTnzs6PujpuN+VyXx42yZhMtWJS6dYPqwzSCdKR/dqJccvoWpc9rSCnKr8HdIhMiVVVs6VpUaGIz+nCpZAa23Zu0z+f8Es+Vim0bUuiWKwXPTZ7ZB2aM7r/3QIkVrafWESGtr6TMGR/nOd24GXJWhBEkoCCBuaEEFbOqsaqDYH8gwHAyeC+IpecXI5BSQxNX0JSX6AqlwRwbD2AAw2n12k0UGppYjaWJPuziF26E+7sHFDS7p68hVUGm7tgxqdiHS9ArHc3R8ggEAaVhb/l9nC5/Xb6Ejc+41jOuVZWkPVDu4yykThQApGSOVBIsqWEJFQuXfr7vc2zfcdaKzgEqGsiJ5YqlXtAi4xzPAIAtKYpYqjp3VIcdWiqwZbV5lJYXUKKKNpxD0gBSeOi5XNqnIwdOH68hSdY92POTvXSIqAjRUq4gqVi2Rwv6XgeLpO+PKjMPVlRKQrTyEZMewITKz430eNbxEuUwDPqfksBfal8MZ8pgW+f/nmjFghVLeULanpAuHytV7M1XIdcntLdv0dZNnSnzujlFRTlEQEwd7SjplUYCmk7eSw54vAa8fRJcLg2PbzdsW8X1MkuaB5QUzFCX4cXeMoYOm7q0hlYa6lYgramhfrpAWkN4VApZuLwFAJzPb0Gx4XV8AAM4pwSAcZ02rSa6JwKaQ6WHf4AXZxQQWmBQEKX+uVKQaP0I1DIdVsPZGipmbiA5rczRBtvMp0RSn57q8OqiPvFmY3VByk+I+Qnh8rEiUk9v1Om9XNSZKk7N0bASGY9YkjpTW3qFNbzCJSt6eFkZl1XpfY5KbWvBthYwK/xem4CrKvs1R7ON6qdF5kaUaKfeY45UXTe0zKCtoOUMMo3vEJPmg5mUaeMAWbSvvUjqVllpTDg6FYSt6EHoCFVggSRFpgS0E6gQ0DOBimdLRLyYqNWIIJ+LtTtT/TCUQetL+aL0vnLtc+JWYm4/3GxjahwnIZC9PK8nQ7sz4QcquwHdnQjguFw+z0YiSOXaRTbYN2avi2EUWJBGpsRpDd2BCENuXoIhc0q9KZVGwvAzGrDOS3Usb2/qvb2LBykCajKKa7psdctogQ0BIRRzLCSM4AfgCLJMMrFudLjIgkbIiQswGTtuBHRFR6/zRPv3mNGx54/uDowaT1UIbM4Ii6pQMpp+5YrWQl9L/d2PuQ6WY8FBDS3NBx15oIGTKpaavHTtoglTfo/XzutI1F6Zz3OS5v8fCM94r6FaOBBhrc9TECfBiV1+XM29lhQVVzhrYx4i7N93cmTnpkiU0VcwDGzuP5Pd+Ph4VIpgqt3QFCmWHzhTW8lUFDsuDkdUG42csxEEOow7lFbhxoz2IToFrIunGEIx/snzPYkERC5WYOgUw+r1fbjcKRKZKEiD3jdERGQ4xIxO3fRcZd9TNyvPUlrApRgiVUIP1Oz2FQYCeQ7Pvq5Ugknt10nUpBSltrSqqFQ7rNHjOeNomoyyDgQTO2ABC5lTtUeoPH+qMlveu3QhihJO/YO+n6DbHRMibn2lfdl6QAKMvl/QRGunyYkKRnvrwQPPMeYErxhEtYB51A9qhpYoahI6Usqsxr7m97Ge0TbH+/lq6Sdhqp85n6ENgCw2z4k0MMnRanSeccUD1nbCpZ5wrRFrDljLGGvi4eYSAydzpk6p4RSboWK5z79jUPRmayZCUStQCnhbIRxx2t6CRLDGB1AUrE0DW7Xp2TazTpxpEhjYSkQMgssSsISGU1wQTVEyWD6XS9V3dUiTcCIaNb3YlFwJoqVzzE7xvE202hF88sLA0lTMg4fQRQtJESoX5XJW0gQO6D73PPDTDIUrAHLlZ/mmc/tCOFMEQQqafJYo4wT1mk/rx1pw9elj0PUJ8vgG7XpFfbpAckZdt/2FHN4MAYhRk/1MwW9rmoNz3RSV2jYzzreKvBXkdV+sq5amtYxkH3nXweGRLOyRjTmaaJO3FUCaoNhztusKMCNc34KZsGxvAQjO6UtABB6WBKKArUTkCZ1yBLc2aOG4QmAmcAlaHNEWuTABSaunL0bpC4ZIeGshqcntELcjbR5xgvKFNReKQZO6iW5e6kQtXHDmKxZacc6PSEWFQcJ20Xw2q8QtedR10hsQKCV1pNICORkqlR6whQdshkpdS9S6Uhu66ETeKkquKKVZ7iGh1oDAhFo1aXMuYtns3RRxmaPRtvFWdagAjfiLNLChZpSi9vGyIBJjCSd1MGJEDaHnDAEa0RChHVQPqFPH5hircs2CFFSG0wUqmBpOYe3CJnMC825qyyi0d6vNtau41a5c55vTS04UMFAp8ZpSYThShVKXw+/0PqFeyFApH4bCkCclA02MsvhB2Thi8sDbqP3huUldAEVRPwBqvJqyk0cttbZPVPEJcyJbGwjoKGVgUcWO1g0n0zf0KpOYiF0/OA3FjUM5UOwmZIqlQJoiMdJYxUVYuiACgO4w6OsMA2A+JDyCWzkCELS4AJX0tJjQETUAvc5R6qjP7Hy81Dy3ssk8J1xSX7oT05EkRyymfbTTVxyhsqiSVHP+QjHKctU9LZ6UNmtlIMjq3giZiIxKH/TyAbfQpzp/be4QuGM4Hi94jRY3cN3As6j+7Eh1ZTWr+UM1a4RsduhxMG69D9zZsOs7KqnCP82ebc4RGPSnPhZTP1eKCJxQRTSKThVMud9rnv/6/2N8ds9lObMV5tjtfcDd5xi3N4FbVNLZgSZoANApuCQVaBow5Nvd9Tm11nNPZ6f/GIl3R7harbCjI5VbQnahiRpQKmHbod0zAmxOu+XtBK49Ly9QNYGdMpRZa9b1Ug95NcSWWx66I++0zl6LzwzhFNRxjqbA4M9EY4vQ95ShvFdIsFHq+dyGX1ox6GAU3jmvKfQ5BzgK3VRMglSSX1U9h4MOTIiGS2BjBIp8j4XNcyalpx33tmPdxyhZy1fYvY6lSsgROy88bgWY3VEGlu4JORJZTAV3Y80Dv7YTthrxlBO2qo5Unpwp1li55YqpM5Wi4JwaTi4YYdTCWO1cs9qZmASMZErAklqBXFRfIARgu4JDUHEwCljSqgypoIHjWILtdWoX+rM1U/lzGvuWA1JknFJAZMESI1KwQHsoXa4+QssJqY2jcyw2FcRyxkwoV7VbPOBpIlFU8rP5SzjsHRPTYlcLE7RTHe52ijw/rzUASmh0274CvijOFMGQjg0nWnHe3qp+/uWN0sXefgy5PqG+eYu2bShvH7vgA8Wgg36yCFsIoJjQ0gkSlyE8kdVAv6yq3nfpBro6UsXynMiM7lqb/ZuM9JmuwyPxbVd9DOpA6b+qBv9Vnany9hGxNfDjW3ATpIePARGc0xOIG17FEwiCdVHEw6NTxYKXFeiypBrFZQRT0nElJWFCimr4xLqhmbPlDpVGHakXyxNLuB5joYdfZKU8dvoItI7UTMM844KlXLBsb5G2R3USXRhkvXaFQym2yEPQ2k4xAYs6UrKcUZYH5PSADScrpDyomJdV6X0+ViWrAyRMIGG0KqhBBSh6FKUNWk6P7BLvHSqzgBVB1E02GHLWau2cY+YAJkaypFVVX1K+cI6qApMDdZjeNx6RUfi5VFb5e6tvkBMjckOJEYErCketZk6b1WYp/WADxmbv6n+AGU7dKZJeHHhQTrI5UU5pswjaTp4XltBJ3bj3EgJaVyqhSFJ5+qb5UqUxSuXuSPhXYE6AV5pfbQer7nNuJE3r0PUNOneqgzdROFcDETZPZgW1asqWo0Cui25g50iJqHysH4JeH1OdekwUJ1Mnc5pJSIpImhjAMwPTjGkRAVfLX7EaQCkmQ3cYIXBHwmYnR6PLrdP99J2pR3CJBVVa39PcOBRz7jzoMvfHUL3aozUvtU7RgZij0gZSMeVw7RwpN/QOeUUAILzpOAWrU1czhANYioorHHKqWnCJcx5iEjCO/CR1P8RraDp49+/mxiyYe02SkbfWEKj0oqEzxbTXunmXQ+/0qyl6NwQO1FFrrl4G6ojjs3k/o5Di2JJRn40CNd6nArVbxZMT7efDwLx7lH6iNapRSztnq9MBX4jyPmd3yHCa50CPmNEkDdTM2QMbMnXz0p9LIxGtVeeiGc8EfAAxi7jXhqNoOVIDkco14lojcmWsZaDdtdEuQOPJ806zDzzJoRvVbBTpdeGJOoKYMl3sgEiRUQB74VNRA7hSQKSGyoRoVHUNInmdpTG2DUNqmih0GX3ihhbUxogcUEPqSMTOoTqg3SyKuDU0VXAUQjjUT+yf7YXt9bf+mcoJIo5g187YeS4G4vdUA1+IEcyJekYRg4Ba68/v57JeK07BaTY7IaJAz9C1ak7ctS7YasBli9iq5tyWOs4RX0YpujOl9L5TLDiZ6EWirEiO1RFDzVqexx0o/+rvanR2yVmDUOcrEIKmmxDjVJ+AAJwMSbyGCBEGk9qcnoteyhhzYiAGQgiEU9K8rvPCWKLgnCqWELCEilNgLGziW1YiJrZNyxvVDTFfeh4ztapljvpZLcNe8Ry06OpyaTeO7khp8HNiFXQnavz/8bzWoLigNOoS+LfaF8OZguAcNjzQBUu9dAGDcHmjhvnTI9rlCfVyQdsMkbLcJGZ1oMAMiqqigrQo2rEMtKNDqq4KtynSkVc10IuJEAQoVVBzoPT53EgX0SJ1VcIwiLwCNO9zcoDhVLnBXh4ugAjC2zeANITrW0AED6cvgZLgVTyDSYv0bSEAYGyFsE4etEOSa3b+8JgsOQTkEJGo4MwnhFBH3QmLCA3VKqtvQWl3SAbjTIcwNl3ftAJVJGQsWHsx3lguiNe3CNsT6Omt5khdLl21r8vEm9gEhQAsC+h0Rju9Qj29xrZ8hDV9hEt7wKWc8LSp0uJ13aNS26bj1EoDRwY3QS0NMXI/i7sRa8aDPf2zOadjo5RM/9rMoZaiBX2TCFJK4BARg1b8bhxRzwktKOUNUGdJRGs1MAFbHQFBImCziM5W1KlaF82p2paAwIKHqAWcT849JuVERy47h4q601S7pLAfgl3QwLjFs+QyRHb5QQAUKidlis+RaKVMpS46kSV2il9ujK1wj566s+/OlNiBHyzS45vXh2okMlCpYvKxblgAh0SEKTmfRkR+oCk8FAzbMLZ3BS2BZz8TjHwCFs2/Ym5KtWKjJ0iDxAIq8M7bNxEzkjSfL9FF6wGZ0QBW9IG59VxBADv6pxv7w6HiEXkNQGPBsZioo1cCQg4naMmEpPLw5mB6HZi5D4DhQ89Uz09yuuZx89y2Xojd5687nkwqqkMMSupMUS3g4ApwSvsAmwFF2KFRHhzILSDXYLRVtjzA4UjNU8UFAIgIJ3LszUUyBpVlqPcpmjiM3Ofvow6COvTUBKBRO4abGj9BitEgKyKRFoR2ipWMgIVMga9nFD8wAtTII/a6dmZocuyBmSHbHTstTaO9U40rQxsJpnwGLdq+KyY7FX7tRWAtot9piO/KezLEzgMJMKeFGWhYDjWbPt9GIj1YNejyFmh1sRCjkdWwIIdTF5uYEanVEKlc2CjDZGJG01oiZ8JpfpznxM3UKT/fZ6VI6sjnTG+ZcvOamHJoGfThmtEssJfs/GnQ/Bgm3cf2qKN+bVa2pVgZl82EYAAVFmjMiJwUPQtlJxnvL9l4CAeo8rCOb0I2xoM5dAc03FEpRu1OvhDtkSWGIZk2j8QDke5s6SbF5A7efp96kaJtrdd8nGwqpYQrq2OzUhpeT2qrjOumY77mYdd5nwYGUlA2y2L0vsQVKVhR5qY5T3G7aDqFB67XVdNfctkJbDkSSWlVyuy2gjhorbuQEOtmCowVgdhybX1sPV9fsG3Ngoiar61mL2FJhBgJ10Udq+1EOC+MhzTGyq/t6yd4Uel8BZUNfH3UwtLb1VJC8p6a6iWPlhMQoy8KUFv6GvSx8gLqemZbrusU+C2TbdbHWGhSZb7dvhDOFJMWej3VJyz5Seli6yPo0RCpt2/Qrivq5WqFcdU5EWngFgwWJUU+FqeOnVR4gk5Y66IS21nrEW1ZJ0YpzWhjKhjhjYw21p0q33ucSw81qlXkYqjSuSSlo1sukV6uGRwbyqPWV4pv3modli+9QZCG5UHpfg/pDKamlaa5oUpCDM8pZH6O6FxjowUQthiwBTXM15C61KQWTMvdsALGBjEXgWQImEo3fno80zZuT3JN5YJY1k7r48sbXQTXiy3qqe7XZI3ogk46RmlBPb1GPb3Cmj7ClV/hsp3w1AspG3q4NaxrwXrNyGtGM8QwiECCOjFdvUtG4r/XYukRb+doW3NHt1nulOa5oTtVfW7awuUYEWLEYhS4tjA2TmiBscaotaY49KJ7pYra7qK8fyJNKmUGrhshBsLVIjn5pEjVQwqaMxgyom3QkahHzvTA20Yyu9V22Ml9d4dhUvhxdIN4zFeYQ+X9YajUDoWQaBQ/NzqH8MKtfCF3pjzSU0WZ7h+siajohNX06YhUp1ZZm+bIXMixUwYw5NA7/evgNM37vjuR3hdMs0MWwOR5adVEH0RRFtjSO/Dg3RHmskGaSlS741NDAqIe6MwT4mNmqzdf5buCu714ritsjZoSHjH2OnQqix+QxcU4hhDHoMnRiw6T59SpCfVCDlnvzDrGq2bQto1Nbx47p+/WrDLeSx25XhJRwgKejC+PX7uQiNfx2UrAdgMVmFhBCIyeo6k5KxqN3aE15DmLGuAIbVBrycUmSlFDd54wZLQDDoBo/ob431jB5AhCiCdAgOC1ugydRw9mTPkdB1qnujIREH1WYUKT0HMwXWXSrzHTAge1c2/IdiddSN+BfK6hO1BOwwqu0Caem/P+PD1HpMjOY2p10GI/SJNeq248IzqaO5D+2EV8Cga1b61aP1FpXm5U87P9lGjKnzGHas6X8hpHPag2o7juLHlOHrD7KlUL+UoUVRStVtS8aS6Qij9oLcoUVBSiVDbK7p6+3SzKP+oGhb4PVAmoHJAoIXJW1NaChHyg/PW+NHTK55faJu1F6p1/bg4guFz33qEae1+XYRdADgjqrbnZZbeNmqj3GGqbsxO1NhUX2ao6Uq7OuFXGljVAnouJOkzxPSYVnFBbQRCDdEdKUysykmxIdUXMF3VEtmsXY2vrZjngmv8NCxhL0/SFFo1ts65AiHo2hqT2hBSjjqpoljKd9LlyEeQsuFwbWtXyNICWDmJWR0rrshJOC1ugNRhtUa+1sNUClGbBYFXX5e0Cyqvm1+cMuV6G8qA3HoF4EQHVBHDUXN/lEMWDB80mNMoDY22oUM5rzGnope6DBcf2xXCm0HDGE87bG8TtUQUMrhfI0yPk8tQdqWqy482jeh6hjGqk8/mseTjLWbX8oyb7rTXpRC5ktYoEpWj+Ta1qPFe/JlOnfbUm3akaNYysIOwk+wkTv6AYnklSumHeSkV+ipDWEB+fEETAH30FXDKW02tw3VDCCTG8Qk0BKydUYaxGEyMayYC1KjpVqv67MmFNATEwUgy2CBO0JsIZwYQ9tFp67UgTgP41GGlnRLxqp5qFqpSVVK5aHDiv4O1JRUHciZppfVl3CO9H8v5ZTkrve3gNOb1COX+EnF6rI9Ue8JgXPG4Rj1fC4wW4XCqul4LtWrBdM7I50TpWOrVrbUqBbLKr09DH4NbqaA0iNu5bQSsVxXLmylr6mBEzOEVdzJbnFTlY/lTAFk5oYCwhmdiEMj7FzrGcm4kpNWM56mJdFt2EHk6ElAhrjkjmVKXQ8CoxlhAgQc1fRQx1c9Hx0KKfVDYr+FqAsgK1apFGaRPFY9AaiFmRWw6QpYFEkZF9f/GO3lZMMlQPBJ6iqOiqk+5MBB6GJ2Dc/3ftTl/vJk2RujnZH7A+aZpLwwdUyp0oNyYbd9qAiFNI98b2VAsTtRnNr0FVOBspZbdpEnVmK37KCRQagileUUjTMwMuC+5k9X7Ac0AAwEF/FkrsCfkxnLoBrCpoL9NVPJJK0Pyi3mXmdnkCb5WIBq83x9iqlkxYW0BrZFL51KPT87k2G4N+qAaPrN/YY/oBW1Zw3oBsjnDeNDAzWx3WF0obLsO4jknXBdBlvXsAqedD7R2p68HAKXXv63jBTCLglEhrcFrotkYV1mii4gw9EOWUtcnIRSsjj+Vo2JFmfVBTZ5Atj46kKSoOYGlXFFYmQXFxjUNyvuNlYzwH7bMgoFnUnqAUYw+YeVK4/43Xa6kmdpSRev817A1fNWT3jpwrSXrxTKc/DiN6fJ0jy5/UuiP2nijn16N1sQxrswx2Iy3FMqjSS3ektrZga88RqTkw1Q5TfG6hI1OezC+jP718gjTLx5vofSbS5ZZiZym0qmhALSDWGmixBsSwQQIhkkpZZ9YajCU2UNXaUk7jbgJgYh+I56pYYCdwRRJGZaX/eXHdwKYaKM8VEHd9PYeESG3F/e+lf53n8aj55cJOE5vDc9xu3fPGPOziTBTQuqCIUQlBKLygImCTBaVFrC1hq1p4eS0B2eh8uahSc6lAzlMukijS48vKDfzAlv4SNMB6pitO5QlLfgRvF0VzrhfgelEb+emC8nRB28oo99IaOCVIrOAlgYJSApFXUF7BcelF7bk7UV5H0p9VBcCul6K1WCc1ZWIgxoAYGVsOKGex/UaDiJFVlKSGgIw0nFsLmlFeu0OIbUO7qB6CP783TlFrgbYGpKSOFQBeTnomJlUDnCmfc/Mzu01rzM9sMdsll28CZ4qkqQy6CxhcHkHXC+rTI+R6VURq3XSSmCocxQBiAocATgl8WjoqJXFBi57zYQmemfWwLIItN5SsqJQjHV3Jb/LmxQQonLLVzMPtCiEcAEOo3GHgOOh+M82PmFCuWtA3PZq638cfax2qh9egVnFeXoNTRQ5qcG1Wd2Qz7HEopwFS1IHIhnqsWZMCU1TFlSVqAbZTCggELLEickMK6jC5czWUV+wrdGGpGlzr9VFiftL6BNuTQsvXC+T6ZNDytTtR4rJ6gDohbsQzK71vWdBOr9CWB+T0uistXsoJly3i6cp4uo6cto5KbQUlqzPVnFeGaGPkxtIYo09qXc1vK6i5Il8mtZ8JmSLP80pRFf5iQlpeocUFS3yNTMkgeKXu5UL9WXIRlKKbz+zopcTgQNjOjBgJ+YGRksqOLkkPoyJqBFIQLYBIDEB6HhTnK8giU1QysK7Km7Zk1N04ADBMHjid7Z1su5HzOFRo5NK40VkssparHwbjQCiTfetNaafo8zXw+xlJX58moHJIxD62ncyqGUMdlXKhhblMwHAgj9Q2t/H6xm0oVoHm5JCoNLjmTywaOQ1JD/qgnimxWfLkOSTN2DBmdLLRAq3ga2B1iIQCQsg9781V7ZzDPxvI1jNmfgxKzlxfqXZxhqDKmJYzlo3Wl6sJkUzUOL2G9oU61LJDuQfpduTUUJsS350OVzagrMOR2jab02XX4WT5GFhqn9MQAcdVi202LTarzspwLBxR24omgK9Z6Ta5wBwq2fltxMASldZCBKRAOzndQCNXY5d/ajTbjko5vc8PFW92IwIg0pS+CHSnkMuGCKXekWgeCqNZ/p3R8kCojWG7xG6KVxmOtSKXDKaGKtGod2aQzmhWV8HSMFsVU5A1J9sb01D3U0cKxnBo/V9E6YbzTIGcaXKOnu+X77B2CBoAw2yMfci2y+WwoMWUb9kFJ2gSm7BivFtRR2rtjtRzlL8BnWrFRvGbc9E0wKaGo9NJndLt/3q+lLT9WeDpCFWFl1AU2Q1lg4ARY4aQCtwAQLIcu8gMgFFFdui8smUGNVZEtLB9IISmCri1hR7ULYi9rlCg0h1Dd4bm5t/zJIQ1/xyYHCpHs+yrsznQ+2hCiTHNNxl/P1+7I1GwXL2gA9NsX/XAVZaEgoi1nnqtsGsJuBa1O31/UXlx3V+Ox1GM0p1SJnQVxcjSFa4TKSso5At4ewIspcJF2erlinJZ0baCug17JjSB1ABeNt0zt03z1ksZjBZ3ajFE1zxwv2Vlca1rQcmtB7V9f4wpIKaAVqP+a8rSUQogIwYNXiV2ZVLqeyNK0T3+qsH4+qTIVFu3ngNGzLrnJaNw16pBM6KOrlEtQ3TLxYHgw+spB2O+9v5vgDBQJwLTS+0L4UyxNJzWN4jXt+D1Ajy+USP96YK2bYMHarQxYlYnaong04JwPoFOJ9D5Vc/DydHypbLC6ZvxU3MWlNwmJ8oHjPrXY+4TMEfgzchgLfomMYJTUmQshu7k+fValekeG1pp2N48IZaK8PAGIRfE0xmcN5ziAj5tKK8XhFC1JgtUsMDzp3zDVadwUBGdSuboh1PKHk4qJ/tg1a1fLSqX/GrJWp8mAtGrk6Nq4b+2YclP4LJpzah81SiIO1HrFc0QwzE+eSBR9u7htHTcmmIEmeCE0/uuy5ew8gMetwc85YS3V1ZU6qnh6VLx+DbjetkUlVr1H6BOKgfuC7qZ0wqM3IYXmyFm3dHNFWWtyJcBK7c80/zUQeYUwcsCXhaE0wNSiDinV6gx4hROWmODYy/WKjIcKY/ouNNHpImb14tFdLaI00kT4JdkC3/xBHMgUjW0wYwsp/XlTcdjWxUdzBntug6K5dQcJh8bEYNqBceTokeHQ+xIbxt1lYYjVcyh739j1DYipecv8f0c269b04VyU9Fq/JscKVMy7Mp15lDulfmwNyJk76e5MNvsUBIJctWxy6L5KYmTOspWO6fGiiAN0oqqrHl0ec6toQpgA5WgtLaoQgxUNnWE01kjpvFsRl0y5ypOiBWbVHgY6BNiN5idjlj8a3eiTA6/ecmEwUOfncpxGOme5MnrI+9j5F5G5M7/D/kCzqvSPjwP4HoBtg2yrVqc3b13a2R7C0vruasEgJYzyHJBaJJ9UyeRunraavSq6wasG7AVZy3IHA/ScUxswiKEEgBmy5OMGvQogfVncNEBpxgfBUVkBDsOHhuFOlTWqgqTSCtIAKqJz1QTFPLcpyqh58pVo1d5Lucc+CMIsrjy7HB4gGGM9n6loRranUQZGMHRjzk6UZpLpUaNq3hFySMCbv9opqd1JM8lkMX4N+15H37wJkOkZUa0jyUlaNGivC0pIlUT1hq6E+/BqRmV8ubryL8qaqCqkXHHHjFxBY/0z9S+aa7JPGi1quNeso7osoAzoyV12mtRIYKUToai25xjtUeKoSha3o52e12pQGEtCaIJ/YzclJbIFFXhjRtCi52qyGjGmGl9/jgCNXKG3dEZc/boPAHYOU9dGdfmlzuc3XmfpeyPzc4FIlE014OMkzhRpgVFEq7t9ExcYi2Ey8pYszI4ch7B1WYsGhFj3ROp3RDckVKan0uhn0LGQitOxVNgnsBPb1RL4OkR9e0j8ttHlMuK/Pbag8R9tlqJnnBKaClCiuYkcSuQtvfq5vVeLF0hu/L1VfUFrk8bRPQ9mAkcGOmUugI2AMRICMw4JQsyp6BUcXblw/5wipyWAsml25Kui+C2My8JnKI6NLVOqssnMAfEdEWLC2LYEMOCRMnsMba1Qx3t7UvDARQhncvfDM4USUNa3yhtbH2CXNXb3jlSpXZhAJizog5VAp0W0PkMnE690nQOp45K5RaQi0UFiiv0DTTKG99wouY2CtkOmp8ErZXkxuoxZwpAz8cqq9aeyk+r0v3ePAKtgd98DDKECiI4pwdQaljDCQ2ES0m6MU2CdKX6wT9qYfX+JCBGBjHwcGbNzzkrx7/UYAVlVY4+ctvxQmLbEMuqdMt87ZRLenoDuVxQJyfKqZeOGJIdemGJPUeKO981QtICLGfU5QElvcLKDyY6kXDJEU8r4ekKPF0qLo/qSF2fNqzXDTVX1DxvEO+e2v5KL9FHOvJo/8rFYXFBtcRJYkJYov47LQivLqCnR9CrC0I6I5YVC1+x8GtsHDvNDbDETUNAvSB0MbELYt5FdGoVnM4BQMT5pJsQAKQQEamhWA7PKBbdOkVDthVYV9THR8i6oZoztUPXfCwWpQtRyuAQQDibhG7s1AdAI3KKxrhRvZcCd0eqFOkHKaDRNGKgFIKEkTf0wZpgJGIDk+FKltBKAI8CjoPipw5HmyS09YAx9MacKmBszP59rVBBB+sXrx7vuVOlBTAElTR3qhrdj+umdTNc2ph40PvMW+tdWQwuCepMhbwqh7xsAAdwUslwjovK88YzGgcQt45WdflfVyucRCWKeHFid6TVmfYiokcnat5GwxThC+xGuXRHKvJALNywDnVTel++Ku3Dyipg1TNArlc1ANwobE1R71yG+E8IQFp6kIBCUXU/LM9ofq5I6Qng62a17DY1dkppRgMRPWdIbxlMvUoakCOgVFZN2PYgm6OZAPYn85S/2J1k/5nbdFbWgzCoWCpKwbreicCcrJ+TKY85MjUonc3nqjs/ILS5XiANatSxHQNRt4Ih82fckXK1yJ5fazVmIvKu7h2byuGcS+ao1BEpuNXelw74dW2HRxiIdkQNJt5jSqh5J0DARpe+7UjN9ZtnS8QZYIHNWTUKpUrlVxPEcPraFH735tym6YICnWNCBCqKRHFZFREztdAYzgCj0/021s0tsEDqKHkwB5oAfR9VsVVmQqiKajFr0CFyQ2JGaVqXLZCgsSJU0URKhKijrz3P7oYD5c5Tr5E11/w6OFA9p2ym+R3yUz23uudwkQBGhZ9rD1aO6ihLxNWU+p5ywlrYcr5pBGmy5hnlIqo+XEfQOQr1IE3A2Dsji/WTqiumumqaxaaolDwpxc+pfeXxinLdkJ/WngM+t3hWO7TlYsJgizrVVfv72DxIqOf80BfYtoLtunX7mZgQApvKsu9NhJQYS1LU/5SoKwG3MIRGtHvHfujljlrOqNfc7RhiApcGjhpQCiKadsEMOl2BGEGLlqAIydRUqZoIjlgO5zj2O7ukb7+O/L7bWPm6OVNE9B0A/hkAPxm6vXyviPw6IvpWAL8VwE8D8O8D+MUi8mPvvJZUhOtb0EXRj7YptUOpfVnV8HrOwHCiwsMZ4XwCn88d9XDhicwnrKbpnwsbNUmFJ3Ku3aFqn2Jz9v2pe+9eH4FJD8HJoQLQKX5lLZAqqLkhJAbHgFYqwvkJrVbw+YzQGvjhNagJ0vkjCBGW00eoHHAKFdmSPwHYga90RVW5c6RtoB8cNFfj8hARI+P164gY1SBSKmDAKTKWUHdUDRc5CNsFYX0Ev/kK5PKI+tWvol2uKI9PqOuGet1QLmvPOWqlKjLHhPTqBIpGv4yeAEpATGhpQU0Ph0LKEZctmCPVcHnMeHrKeHpzxXrdsD6tqEWdKfJivbWCK5sCX9zZy7OqFM3WrlFEpdaez1ZzQ1kLyrWitYZ6aUivI6QKKBBCChbVWRBfX0DnM8L1CXx6QMwXpHhC9JoKLN2A1NuJbUSan5dXdaocSQyB1ZkqDdsabWwDQlAkMsWAyBGnkFBIo2Fu9Ou6aRrR2RTFreuG8nQxCqPSYojUuXfUFK3pRhSCbqYusHHawC7T/ZIDOkH/jox6lA0YqCgARCGjnr738vqaN4IMoxV4nohgFD9xh6pHHhMqYs8Z6yp+MupK9b5oGuHyWyhSqgY4CzodzJO3czO02XKnqqlcOQ8fs8MsrSNrneI2U6EMWaOUzIk6mQjPBgkRlM5d7lw4AEn7pIVheLsjtU3y97kOsREXZfBaKLlM3PNpmvhhFQOmoI/KoQMmSgB0QzuJqlIt2yPi9gheHzWYdn2CXJTe3S6XHiBoVmJhRnf5tPQ9BymBTkWhpFZALQ6DCe5keMFtMlliwpaHI7WurRsOtUo3FgBgWQLYeFcxqlNVm+ZQAQGbUVAKJ41mc0JrdaxXN848f8WljGcEmc0TLVnHsRQgarFfSguoVR1XqWjmVFWOQICKSwCoc84bXIqeuiMJYGc6fZKz5GPnP/ecqDD9v460kxyb5UqpUROb5jJEF85pmqPjAjpkwQNqE01tPEif512AQrmQNw3Az63RoPS5I9Vr81ldyyIRmyRslj+jSGjAVnjnSHV6n6+namtnaFl0VNdJpF5QV50KdSBGVKdpke9adoq6MuegGCTSBXnWFdQEHBIggpAMmWorCIJIJwgIkczJIaWgufSZO1Kea6igorFTWJ2FGMQQF0JkpX5pQDcgkGDhMKUfNCQUdcbJKH6CgTR15Kl2ZUCqxZQzD6VAHO10Z0rayBmbHSnywBpBQlJ2KfBsfCtrzagisdeMeswqcPb2GrBlwtOqTtR1bdg2daS2bdhnvq8QEXAOEB5AbDQVP627WpE448QrlvVJRSfWR1W4fnyL9nRB/srHKJcV68dPKNeM9c0Vrk5Mh/MunjdwZN1/btDend49aimqDbNtamd6usV63dTedDVtZqQlqV3DhBAZaQm4LlqLas0qwFGCClpV1nqWwRA/f0oR3RulVNVHaM1SZBhs9iUABVW8dM2yKEV1eYKEiCUuRqOPyEGptSkGAyMI1TS4OrvE0SkiIItt07edqq8nMlUA/A9F5N8koi8B+ENE9LsA/B0A/q8i8o8S0a8G8KsB/L3vvFJr4O2qHND1CnE0atNEtJmyRKTOCKcIThFkMtuyGIUsnTXx05TIPBLUaUkdlXqOTL1P67xgOjhUN6gIiqY0lLVCagM3gTTulLLytAJNUJ8u+m5fegJCQNwuaJyQlg2FkqqscLQIqBs1SlfssuFr0YhqqWgiCEFrz2xbQkyaPJ8SqxO1qHQl0DrSBjh0rtFDzldFCS+PaG/fonxVF21+o85UuW4o19ydKWnSKXGAolPyekJIiOFVq7M5u1mU/rAV4xVvguu14XotuF4yrk8r8pqxXRTJq7UimLPaqsmZy5wzdXs8Ca0bpC4VulPzyxX5sUCyoF4aJAvwE4D8lBFPEfGsKjnlsiKsqlZI21X7qRXEUPoB021hke7gqvR+xXbd0ER61IgjI2xWz6c2pCWACTgtqva3ZUaOhhQgdvW12TBDyZBSzMFdUS5rzwebaZdhSV1xkk9V144IQn4AYtJ6OHHp3OmX5r4flr4R6b4s/fdONQU0f6x+SIbOETp55kxNCIKLUByqqA9p9D0S4/zr2gb/3euyCQlqz6lRw6I0UoQqDhGELnTRC6Ty7rnJa8UcijJ2YRF//pSG8W00MXInKiREYrSgkXOAlPpG8OwlQ6TCZPTtpZprw8iTK/t39mifKjuNx4+BnhnlneYHNaqHPO6q9emM2ifXa6d5+7wWo67MAYIgAvFcVWDKFaxT5HmisJhAQ+0oG4yxYIEp+1fKCE71ITFqsRYIJ5wWXbcafVclMyYVKwkwZJMnup9eZERh/VmnguY9CFcMcWsCFEWqULLmQ9l41liROIDC0guNNjDIcv30QuY8mTxwmYoQ75CrF1hOwEThc2OeBSwAuCIQehDOxzeYBLqLTYSmyNTsSHVZ8aMj1SY0Dhi130QJhv6Ymj/1ITeWycnrwhP72nQVXuhc9+/SGLm6EzUQ/tqe27UNe7Qb2DtVXQrczmtHZfp8nzbpPs9kb+8QAMlK8xPPNyyroQBbr2cnIIRYICCj6HKfD0zDMRcZOV8TKaILKcRg66Rydxgiqz3DJJBAPajLJFaXiBAUNxhzzPOfvJ5izepUWZ0iLqr8uXOcJspjz83rkXGjkTJBYurlFlxUBMCOsVApmqO8dFXGy6Z1MR+vGpx5uozgjDpS1QI0rcfCQlB6XMgEXsZcdpqf1hBrWGhDEmMLlWvPV9ccqQvy4xXlckV+WlGuGfmSe5A4JM3f56hBaEesZNpzAPRsVqfxdkeqWbC0KiqlNVkzai49uA1oKoQybggxBmxLQd4iti1gy56HqvTjBisrBN4Fmfx55jI1M11RbcvW90i+XNWWeXgAotlj8QROG2LMiKEondxopZHZkN1hA3hA1HtBBKD/P3X/FnJb0/2JQb9RVXOu9ez9fZ1opJNO/o2naEyIIR1jUHMTjN5oo6BiRGlz0dgBD6QjonZfKRhQLzygYGwNkguxsWkhChKCgQ56YdCYhr5oUFGCxtYQg/l/3/vu51lzVg0vxqFG1ZxzPc9+j99bsPd61lpzzTmrZtWocfiN33hSyuVHM6aY+a8A+Cv692+I6C8D+BsA/AcB/D162D8G4C/gA8aUwcj40fNwXDlOJBtozsiWJ3Vbke73HpW6fUJdP2EvL9jyHW9882TPx0aCWfWNkj1CAOhG6WQJMskpJeSSXIhJ1WcRAIY1B+CKGLQ09OwNAACuDfUh120b+eQrd/UufnmV3729Se7V9opcVpT2QE43Z8CKUcimrCqv3254e9vx+PLQxEAxMMpSNILTUBapE7GsGaVIovLLXS31llCTJRAr9KZuSJq30L75Bu2332D77bfYfvMt3n7/W2zfvuHxzUPJG3reWbkVyS8KHgSEZ8jZsOWSnPt4FLztBd++JXz7Bnz5oobUtxKNkjypB7a3hz4nuU5GXHwWHQkbhSXpim/pkNgcKdHrJs/GDKn6paFpcTrKhHLbsLxs2F8tUvpAVqaxvL2irA/kVSvRJw4wJ1NUZK6ZMKqBjTLljLIUJA3ffPlWluvtllBKxtuN8LpIQustLbipZ6yZEDImOlWuuTVPPq06FxyqVDaZd9xQtl2EU2OklxdZWy+vSFpzouQHStqlT9O8kz51QWTGbFNjgoikjlKVyOg7yNkfv8XIFHTcshbcTkWgdXlxY6PaP6UAF1jYWF+qasDIjAt5xnIFwZEDtEt0rqgXbC/iiWyNUMmoqntZAm8WfVKjgPdN8oZi3bY5H85yh+737nEui0BginiZqayo+Taw21kBWyse+mUTx8brg5zd7u1hidPsEfHGrPqJ5momYF20aPBdlKWkHr6+/DtVtsFWyv7msBX68o07btq3Xzyh2pwYrggo/p8SodWKvBSQ5i/R/VXUgn0D8uYKpo2xRBYVvlg7U9W2aV7A647HVp2cKDpn9rVoxBhY16RyVHIcayOsRaLjj7wCCUowYnk1YQNXUgCj/z2Q9gAOXUyPhzBY2fPcN1H4WlXHR0POi+Tc5VUiVFRQ0Z1jMqUo5D7KfBblt0NX/doWadKPcsjVEfhRQ05Ccd+IIYjo5rV9QPC9xJjUkhrO1ISJNNVdEsfbLgbVnOdj98JZYFZEYhc2yfUxQpGfs3EuqA6jvaGlBVu+D4QTFu011sht74xuQobVI9vWcorPohstQ30pg8myEnnUvRfr1XICUDIikxcDO1qT+ZegDiBK4qRQ1shUVgBAKXcAwJIfAAEl3cCQXDjJKVV739bSbmVB4DJCtinZB3LuRtWqOd1S8JWFFVPhsjmJfCtUkRKL84V2ZDXKU6tiWHCVWktW9DWy2u5bR6PEqH7j0VVo9YtyATWWorBFInRM5DmnNa945BdstOJLfcFbXfCbxw1vW8a/8m3G6wP4zbeMtzfGly+CFnp7q4pKOcqTZS0oC2Ndk/ANeWRfKNGtrtSQK/X6W9A3vwV/8xvUb0Qne/xG9LG337xi+7Lj8ds3ydOvjD0T8poFDZXFmOJJFzrMa+7GvG01juLapc7n9rah1opd9TIiQrutojMr2ubtvuB2b2JUrtRJrFhKBbSygvdFJ0V39FqajOhozR3P5vw2/Tq9vsmx33wj8MhlRU4FSy5q/CbUIozIW8toi6ARGhOKpiM767Dqe7KtXgdYfpKcKSL61wH4IwD+GQB/rRpaAPD/hsAAn/+em7I2iSHloWll1TNPJCkNelIqdFoKsK5apHcFl9WTP3cVZL0ujnlTpdArBwWc1MUi+E9hITEMJSWlvCbLB+jhdW9nPKbauIkRBQBta+BK2L5sDgGklLzIGj/egMcK2iWHIPPu1LKx4rgobwIh2x473r5963lFTsXe9N7FoMo5oVbG/UXhKDULdXWoDePFMlsVgbyJ8dAeD+zfvokR9dtXvP3mFY/fPiThMNBkcmXkW0F97G4wRg8IlErevHcxn+3tAWXvE1yuwOIeqEo8MjC7pOtI1HtJhGjj4uwRKv23iZ+mfmlKTiEwTY/AbaLUpn1TZr1ev8tgL0YG4pdUT/cePDqUpFggM6MsGVsiPN52lJLw9tawrkbXLIKolowKSXI2BS3W5uDWPCLV9qrMkRyMqYZUqkQOGyO/3ICUhCktZ9D2QFqkT1JcsfqmTYopHua1OyIsFUTq3oAZ225Uo/a7n0vzYY/kRFIZq7fFWeajsKJFFj9lsDOIlCri5rFzeJ+VTVC5oqk8YDYjkr12RW1iXAnNukFBSWAlEaMP9cybQaWRKYM99/ptBl0MuUMK30mNgWUDEWnEuKARIbXNGeEAKNGEFJ+Wzc6Y7QTvbxA4Z0DVaLj1VS8vm2lllJKQMwMgh0J6n5wSXemxtVZa2js1Ln/5gvbtF+y//Qb19Q3bN0Lzu78+hvpvlPb+PBsj36S4rSlOPn5Bcei06MEo1sjAvgsM57FVbG/q9FCCoujJbDlJzhRn3G7iMHrc5PvHnpBI5FmigpoLWks9khyjjq1rKrbXeQSfubNtVoWzKDQXgNDAq8GcUwaVipKkVpmRUhRlaCSC71MtEMkYdHN3Brb4nAwirQq87oUlG6QvOTSeyRyLooy7IUXsDI0eNdEixMkUfzOk9g2eAzrjRhsgrJbZmf8kWbyOSUU/cTP4F5OQ1kiR88XrDO2tQ4RNiTQDfohItR7l9eT4i/2L3EjtcEqnRdeCxk5AYXPL5YfIC98vNdmJt00+t8hU3UA7SfSQHprflqVoNGWlnU5+L0CPSDkEWFEzEf4N8IEYa1+gjiYhKGAWshoikZOZBNKZNerKUEgYG/PnQ5y+26vMp7cvx6Kvur5iCCLqDKT0nLQs4KaMoI3E4AoFvmpeJEeKVo9IvdUFX7aM14c4gl/fgG++kbqYr192Tb+oWse0I4aS6pQ5J7REI8miO+5ZI1N1cjq9gl+/RXsV1j7TybZv37B92bF92fD4RlJKWmvIi0bP33akksQw+SAaqykrY1NnsBtUtWHfJPq1vT2CAZSQ3h4oS3EkzmZ7hjFWNmOH7YgMmLPJGJ9txoRIlekwDo9MhPzYUHNGfnugLQvS2yuw3JDWG/LyilJuWPIDa1qkdA0LtFTgpgStQAFTq21enJXXsfajG1NE9CsAfx7An2Tm349JXMzMdEGtRkR/AsCfAIA//K/5q4Uh7vEQRo+9dgWoADklr+GUliK5Up9ekF4+ge6fwC+fhWp7/YxHecEDtw5Z2cQTZDWjAPgDSdELlHpUKi9ZPQfigSzZWMo4bBadalOLCUmf2wgj49o/n1unY1fYoYfq1XCw/ABX1MffNx7Z7Kp6DsSAq27ll1qwrsWVnto44LU7zA9Ah19o3hprITiD9j2+eZNF++2GplEdyoSUCXVvoNwVeu9zSs6YZnAmY5lyrHWLHpDmdb+aRVx0XK1PMRKV9FnGudcx5R1LfpiDZqAnQioELoQKgBYCLapU5J7/1kzpMQ1E/yVoLZWkXqUieRUpi0colYSktcJSkmtwYzTNPN80lL3vN83ZEG/5Y9NE5So5LQ+WxOaWJJpClrBu/yx/xOdhr3PGCjHdX8WQL1/eAAD52y/iOXyTyNRy+wacMlb1sq5pwVYkh2YphM3raXXgDdva8rkutLimaP+UbZQr/yr5LAWF1gttU895UBY/wcRLOYWqZAxWY8vyHLZdIW9KvrHvI9SRkhiSAukmhwRGGMw8Ey35njTfAU2UTN7eRC4GVlNXvGMkQ2Vj3jbHklMtoCJKNtY7KKnxr+xYppY17l5DYbYTzP/rKyvstjpm3vKJIntmWTIoAbUuWBbWfifcVnLDUj6BsrtZVEqTqd++aJmFL2jffIP9t99g/+232L75gsdvXwcosTmlLO8UEEdFvomhwZvkGnnR3xNniy3bTqTSSSc2LcWwvW1eNsPavokjojXGuhfkTLjdMtZFxvBtk0SXt0Vypra0IuWGlle0vDnboCiyrTs/tMBmU7kdIalJ13R+3PvzXYQGmNabQK6WFZzE2GjKupbzCkbSCELPLmqBRCTScdu8jMhRMaa6I9H2wNvSesK81qVhashEg+HZiQIM6rd36nulvxfFf/NEeHlArUN/QoFxKdIpijGl/JMTUUS58nt/3R9Ey4vIi7wI2VVanJDg0Yqy95WwtmisZaYyxBF5eh3T4Q3hkDTfyGDkmYwx0eRFnQyprUext54m0R5bt5pVAUZrQpWtf6MsEvnb3iTSXTe0tOizVPpy6tFLa2arWKF6q69ozibj/UlZ0DA5S33FnDuk/WUlLEUinmsWY2pJhJZ2VIPdsbD1pSr16Gh/CMvw9pDI9r6hfflW8ojN8bRt4GBMAXClPZUizvmXF3FWlEX3BbFqmkbz93zDlm54bXe8tRXfbCte94LfaETq938r6Qm///sbtq3iyzcPPB4V29sm6Qgx8phVJ1skEmNKvG7lWApjzQ0lSb7Usim8T9Mu6pcvqN98i/2bL9i++eIoocdv3/D4Zsfb/1eiRW1n5JcGroxyLx7VH9JbDFWljlmHtHvEWhEIqnu1kB5j6BobW4HniTN/13/bVkW2VoiDTlE2me54LJ+QuGJZ72IU3+5Arci31dEHUWeW4ACjPnQ/KaK/7MrwZ2RnKUueOaeMmle0krHlAmbCZsZlzep7I+zUo3DMYshetR/VmCKiBWJI/U+Z+X+hH/9/iOgPMfNfIaI/BOBfPPstM/8ZAH8GAP6Of8PvMW+hPk68RkpCw5klImUUibSuUgB2kX91uWtUasHGi0c9avAmW/IfIBtF0w3AiI6SkgJYqLIUwcgbosrvSVURz21gTbN+ZtZetMvcrUABOrd2Yh9YvaWm5AoGwSlLL25b2PLFkntlG/fNltDZb6wmCitEwKBj+5tQie+vVUg13iryTRjpyr2Ba3JFvg8YuULruWawpGhVOJXl5iwKbYZUzHeS03YK+iud3bHk8+cX0cS02GKlc3ZHE8yBfYqYPXqYDRKajf0ruZIh3j97Xh0/XfeKlBP2bce+ZWX+Y1XchTHMvDqNulEqkT6Dl/b6Zn6rISpqFzZ2nP3tASRCezwkwrtpbZ9dWHGKYo+FTah5ArEZCnpZH5IYrbDPUj5GtH7sFuXKv+1v/MPj4gkJ7VYf7lioV1j8qkZsvJZSCxXUK8Kc1VedkxmECnaaeG4Ap56kbZC+UIrSbhxW6NWMARjzkv6rZkw9tmF9pbV0LHnJoLdFNrh9Axkr4MTYCMA3z8o9YmE0vg8t1GjR4jelxbWSEtaKEqbkLFC79SZFpq2/AgWikEBf3bNMde+IhFepJWh5f4/f9jyA/c3gxKzY/6SRVs033HZQyZKYbLV1wrj6n54jpHuCRvhlvVWF40o/67ZjrD+o9MLaz0Vzph5bRs4ydpI7JVDCCs2fSYsk9occDB18jzJ6frDmM/hzXYp4ZHctuEkEWnbknMGtAotACdMicKzUXpApIeXWc2rQI1OSL4aBldMgq6bUz0tlKfDIqnyW1IiS5yssbQgxk9GgSpa/FhjV5B/7HuM1uPy51WBENbDmMZAyuFIr3aX8E7UoV/72v+Vv4pYW1KxU6FSEt1DztCVXKjtrZDRedwsctW5IiUJ9ZD4VeF+P6uYAX7fitDbGcc92khPLzQukS86EafsmM2iTHG5h9aPBGdGNYlu/tvfauMzBVnbWusejR7HNsWaMmLUmZ8YsRaKftZEWw064aTFs0xM8TU31Lqob0v4m5Vq2h9S83DYt+rqLPFFnxZwjlBRGm29rLwYLKCGTGRrJGRqtXthWF4FE7wVfQkTqyxeRk6+vGx6vO7795k1qV75t6gxWdAgRgIIMQQlJFF90N4dCJnnWRYsbp7aLrNTUAn4Tp1p9ezi52f624/HNjv3b3dMUeFM9t0hOeKt81Mtsbqte1vODuyyY0T+mi52sD3Huq7PP5KrpdRYJF7RYwa4pC8aGjZylfE7O4kRKNOhocs3k+kt9iMzPbw+0kpEemsu+viKtr8jbDWV5w5JWLHTHngqWXHWOicG4FTjEMiWZv8+cvz8mmx8B+EcB/GVm/m+Fr/6XAP5+AP91ff3H3z0Zc68jEvAhzthhhBPrivRyl6Sz+wvw+dfgT79Gvf8a+yoFYN/4BW/1hrcqSYFWLC1C+sxYkksv/l3OCfdPK5a14P6i/+4JLzfxmiyZndqXmnmFbCdqfv5UJLdreRGPaWuMlmVCp6xRlHBcvq9Sq8o8cc2MNA3hX4X+PVVLIywk/xi6aJIo6gb3GaI54Zy2xXdPV2cQa5s8F+f7zxbBI2xb1fyiKtGcnJCWjHJfsHxake+S20ZZBFZM1m3ITrc8M4MZ3LIoQ0xTb4XkSCwoS9F/GetaJIpYktY26BsQADHeNBpBSqFs417uC26/WiVatAms7/Ev70iFkF8S8ip5c0mhpcm8y4BqiZIDUJrmGKWGkpuGk0kim7vMtcaM8qqG7V4F3tVMKelCtTWBUtXKrrzvTZI3K2chV8mr5PpoEWEqxQlZ8rqEcLiQjPgya4ZB1mdqm+y2g7c30FtBfggrzrK8YE0rbmnFIwtkdl2UUroQ6iLCsalyJrOoudOiNcnrayfOgJ+q+T4QGDc5CUU/50XKKJQVtdyxOynKikfrzpi3PQcq41500eqFRAZNbso21nqukOc5T8NghWsFDtV67bC6iVLjeVK7wGy/vEkO0bajaT6ctbxpRfjWXI4kXiXXymi1g1eaqZNrGBTJ6i19eQW++bbi22+lPtrr647H247H6+a5f0fsf5a6b2vGvhfkpNBH3X2cvEDp0AcqdC+F8Yb9W/G2vv3+tw4n3r5s2N+qw4lTJsnNXCQXgFtDfX2AKIljoGRJrF963TgrWgxAo3HdG7nvylb1VvF43Yaadi0YNrUWZF37Im/E6XG/S67U5xeJPD9qRkqMR1uQUkXNqyTy5wWUHpLfJZNF1skuxnF921DNoArQFkoJ5b4gLYswwN4kn4VuKxIl0O0hBCPrDS0v4u3NNyABmaoU6A3rgZk0ijDWvzEyGWumYLwZzE9la2sWpUqomt8BAIuyVFZKSEgDdDUW5nVHgeb10L51x92kpNm+QQA4MYg0h2yCxf7kjRL2IhGLPa144KYOXMmTetWI1OuWsHkO4lgUOpLWABYJ7I644v+scKsQEgjlc5U9RwlcTGZYnhQ0V8pk/CHyGRE5rSGVAg0vA7kbuFQ3pJSRm8L8lJYdUOO8GVxUa68qkcvDiBfedlWw2ZVUI16QvMOEWiWPG0hYF2Ap4qzYl14MG4CzFqa6CTzY6tF9+Qb89or6+78PVjbbtu2oX17dOdH2yZhSZtvl84voJ8sikWNFBZHlVWnO1EYr3viGb/cVb7XgN18yXh+E337DeH1r+M1vNjzednz7mze8vW748s2rGlMaJWqSw56L6CADIkoNTIlAArfScC8Vt/TASm8o2xch19ByEe1V80hfN+yvGx7fPPD2mwcev795zjcg6JpUOsImOoVi4+FedE+KgYNJ8ZzvXZZDJ5Gozly8YXsrMg+2QGhUE7aUsZUVS76hrS+gtiO/vADckFTXy3eRc3ktA8275VJJigxht/zS9VVrmcqekpXZj4lQ1wLKjJ1FFtYm5WckPw8AZA4L+vXniUz93QD+GIC/RER/UT/70xAj6n9ORH8cwD8P4D/67plsZ8OEadXNhLLkSKWXu0SkbneB9613V4h2K5RntaXUI2TssyZHLGHajRlmyTEAekRqyVhXUR7XhVyo5dS9M5Zke9CaAM/rMgaScivYAVA2I5E6/Kt0iNZsNfkm9E6zCI0r0LXnBZ0en7p+ablYWp2kPw/1Yp95IZ7eSzASkzJtIRtAVRc2aa7WCcGtPRszDpMaP+adtHHNJSMreUNZxMuVk3nAgjeaQt6CLjwQ9fOsBa0ystaWWn6t47EQ0pJcaUul5+1ZSMa8rYlDfhH16I1BGpJGp3JO4Cb33gLMz56VRxfZsPRaC4iVYUcZ5phCZMqo+C06pV4dC5OnLNDOViUXzDw7fr29Y+vRKmjfpV5DfQgBitO+N6l9oZv8UkTRsn6aYZhCPpuwof1c+VKhGVGHz4EcSCcWJ51olJ14QmotpQCL6nDU3WHD8Of1tcygxspl8L7ESt875TwYVKdtmxtSdTKmACjTkUa9NqEIT+71n2A5FhWG1V3qfXxsjMeDQ0Rqw/a2Y9M8xlo7fNfWKDfGshYkm1cnQ+GRKa6aNK9Go8GRHg+vWVcfgv/fvmzYvt2wv1aHE1srkFwAQHMSdZxo25Et/ybmTGmB4mEcLKJae/kCS7DerUh8PL6xs5UaNHfbGnKOxawTalbHB4oUSJ4ZX52Ns3nEwAg2IjuqjTG3hrxavmMTxwk3QWYAwCrEG3l7BSMhrZZLw0FBMiW4Q/uM3dagjl7Estn+QMhZ1nVtCj1LIo+WImNZG4FUjns9tquEJot01CkiZYYUz89MAxJEouAmEhRIXkD0dfvSD9mEoTFjT0LDvLHkSlktHc+TUva+LRA0mD4SDanYejTKDFr2+lJW8DrT7sV6Y1SKDJUS5Yd9prDSmMTPWXWuWsUJ0cSQkNy01p+X5r6ZU8TWkcOXa9+vJCJVNQ9RrrerQxcQHSuXBKCgNZ3fnPAo8rQt3zYiZgB4FM4LPZvRaGV0Xt/QzJh6CLutscH13Gg5Y16L7P1K0nVI8PTnnBz+Zs/3bc+aVyrU529vYjS+ve5OHW7OGCNoiK3W6o58IgoROyspwcLejF3r8AkDpuSw7z2arX3b3yra1rD/fu0538GQiuiagc0xBXk0jbPc23HeR+OJWBgXgdHAkn2/Ixgsb0oi4Zq3aY7htKLlIpH7LDDLtBTwJo5rrIvXloqIJIcUPgh5VZj0viPtO/jxAD0eoPWBvL2h5Dcs5Q01F6zphpYTlizFzTedc5IJoQGHk1IR1n5MNr//HTz4emh/71eezSc6EUnoFRAFURME020F3W6g+x308hl8f0G7f8Z+/xW29Vd4lE94g2BaH604NGeuLJ4UC15KBpFU5QYguVI54f5pwbJk3O8Z93vCbQXuK3BfGm5lxy1vWOjh9Q3iiT2vKwtFeF6LL2JT1gFgeVk0MrKi3NduUC0LaFlQl7XncFCvoZRcUSetddKNv7IrLnZh5NIX6/qyoiwFy61gvRWHLuZkNWFk8XpCqRk9xp54W9HeHl0ArQXlJhM7LQnt3sToyIT184rlZRFPaujToMCmBQ0ymQ26IMo5CbNNzbgpy+G+rd4XQBZRWSUydft0G/q0LILDNk9eh0fq5p4ykBek+w2lNSyflano5RUp60LaKvbPoiRRTlheFunTp5s8p3XpeQ/JaPHJr1K0TsZaCrZCWFeB/NzuC1IizbuoGrlp4FYUPy2RtlQ0r4pCQnI0pJgklycJk1QqN9B6B+4b0v0GtIa8fgHziqKeGwBKya+RxSmvqm0b0laEiKIsCvVbJeJW37DmN2xpwS1nbMWMC7mX26rwjNojU+L5Zr93rl9nZPyQjYh87kGLunJZ0MpNyWpuqKVj4h98k7owWmTzbc9423tUat+hRDYB3hcKZscNyP62TbJkDonFqhRhV0YuqY+S9jeBWyr0jbVwuRsZr4/A1NiVbUAx5SWDdlIP9CT0gAHOKNTNWQqJBua+Du0T5eD124crCJKP2SHEEboidUckp8pIGswJbmQGhaoX6qW6DSQ39YskVVtCtXlct2921Lc6eFwBoD4akiolQniTer/VkJIcMa1Do8p34wjX5Omfks5su8L8qm/i4oRIPtZva0Fj4O1V5MW3XxIAwttOSCljXxMKa82yJHVqPG8qdcgft+Yw6l2fr5Ft9Gfba6zkN1Eu0m2VKM22Ia0rmBvy7QUAsOyfQLlhyXc0JM2x6XUKDe0lubM85I2JvOlKktQr1LIasc5WkghVyQlrJslTyBU7S96W1NtqqBotY6JRWbDc4KD823tvmcFWZFVhf1wWpPQYPOo/dWMQHkWY3XaNSG1N8kG2loS9rxLettSjUSEiFckZTNeVwLmmFKQuM6x2oRVwXbChYENRYgLS3CHa3rrccAeMwkdr1Wg2g7mBmuYd14qUkkexhmcwwOMtmt3znCXvMBiKG+PN6hG97di35tHsCAs2SHDdW0cHNR6gfrsWOZfcHYH4Ja0pJRFt6Ss9XtG+fIv2+ibFa7+8YvuN1FuKxWttDTvLcGPklVHfNlBKaPsuUEfBJDvrsOXQPhSt8KhZy7govO9VyCa+/eaBx+vmRGCPL2+o245dGRQpEUj/LktRYhv53BA1HolMDZlY9gfr7/7mSAV7puZ0sUYLAXuAcIe/05JRbtl1OHPQWBTOCx57XhyrIS/OYNEvVadVXaXqOYxJ2epJTpwJ6qhivD3EAbtVzUPmBSXdsC+fhPTq/iIG+8sLQAnlixjH9bF5ntQsh+UzzT19e6AViU7B4YILFiIpCbICVWuZVRZ5VXlByeJkK5rj/Cx28ZOw+f2gLfUiXlbZPt1WCeGtN9ByA5cFvNzQyoqW1yFXqlqRTT51NgDokY+MHnIVqAphWTIWI54oIdSe2ZWgBPGQDAJHPY82WYXfPyOVinIrqKnD5MzYyGvp5AEWwdGIA6d8wKEbU1w2b0YyGneN4pQkTE5B2SmLQFJKkf4ZZtkSXKXAojI1zbAoNaiGSFsmhdfoolzF05WXhHLLSo/ef2N94zzVXPH+dCIXi+KUklEX9nyvshd/bjmL8SjwIoP3aWQqm8HJfn4zDo2xSAzWXXLvtt0N3nLL4CWN3m/tjwshjWxFr87cn5TY+yNKh1DSG2sfs9SrEUUfwZiSfAyDbNpjsCa4dKkwIvWmMjgXSRpeFu8XlYy05yFBX4rfdfIOD8tz61A/8xTXqiyF4hnLvKPQLnlTiVFyw6K00I8ihp4oz/Ao2u9Um6jQByKUXHqRXhLjoioL165RqeiQ2V0RMhw4u/I5ktno6+RlNjx8LHjqRDZ1c4htZOEymK1g0Zs+z76piKe5IRXIs8z5YhwsKpyU1phGZjszLpoWmt561XuL1rRaB0WbOKHWBkrNqfFb18X6pUM0P3nOTIjAbR1ObHkAbROPa32r2H5TPQcAXySfkW9ZjllSUJrCRU3j4y5FY7Pn5rkBzfI7dL2o99eiUztU/mzKhrpV5Jyw7w1pa1IQfjPWqpB/oKxvQ/HeySNsnlZ7vvvbMfLIjbF9K6yGaSnIzMivkoRND4E5CkxUyhswZeQi1OTZ5BLG3F9u3aiyyEKErQI97xNoAo9RrakXo5bXGyfszFJnS2GVjTJMEY9zcOrYZFgFpsYq/xiA0Fdn0A6R5U/qwfzojUij2FnZME1udMbEmeDDCvNayi3Q/06TvEguK9TZGejQEzWlm68h/8wiUfsYkaoyf01+wJxqBUBLblWbg4SZOxPmSTMGUiDkgHLPHRUKcPtX3ZCq2xGBYXvcvmfNV+FA1Y8hvxSA6lnsMtKj2vs+OJwE/iYwuLZXj14DAG0Veclou9Fvy7qziJ33W1MDbG8QSPRI3GJ1Po2UZ3tI9L4GR0yrFpFLnqYw5O2bHqr6WE66TrVWW+LaYbHcIYteh+mDjkpPAwl7//Rge/63Ep0lYifFMBmQc0bLkjvamEXHhRhUxupnzUiKHGXTWJ3CCg/VNVNTQdaUBZRFdPwqdTDR2mAA2543o116ZF+iU7TL/EjbA1wUZVMfKHnHig1rWsCZcNNzL0UIKcyfcNV+IcaUPoiS+/IhYfBDzsL0sa6g+wv4dgffP6PePmO7/Rrb8iIMfnxzOvSt5oH6FejK7bJmpKr0iCHUbgr5/V6wroRPLwn3G/DpxrivUo16zTsWEgUz182Ta+UCBFoKaFmQX+7es7wWp6mWbhHKfUVeC9a/6jPKyx3lr/q11Mt6+Qy+fxK61bxocTNyxcsIAIpGPW730hPfc8K+LZ7TYB6C9WWVfoWI220lLAVYS1+8znwHNRDyImN+W5H3O5bPL96ncu81psxrmpekEZwF668/obzckD9/Rvr0AixCX2+U3gRWZq+GkhrWAuwrcL8r28q+am0sUVo2xc8CUFifRHuWteDl04L7i/RpLZ35KFNPlmWNivFyA93uSACWX30SI08VuOXT6jCb3s8Fy6cbll/dsf7qE5ZffUL+9ALc7kARxdzvC9ofalgLY18I95tCgjZh/6p7w3IryItA8FptbgTnnHC7L1jv3UBMNCYlM5PUBiKJWuYi5CtYNY8w9kujToDBkzr8zw1+c4MCmkCi2PvtDWl7RckFa75hXxetXp686CkgkCYi2Vi3DZJH0RjKLvvV0LcfvBEBpYigzgvaegPnBXV9QcsrtvKCLd/wSHeNSgntrXsgd1JGRWjxQXb2vsOmqJ5GY6wqhbAEj+OqOZcCmdy9GKPkD70i7eJpxfYAHr0kgXshjdEuQFcosSsFQBqM5dlBI8qBJswjB1mZ8FDYytuDJd/hMRVo3EQxkBppGuFJAsFttaGmql7K5Oxv5l0fYErCYymQRoXqNCPY0H4ZdOXx7Ybtdcf2m9oLaUM8sG1n0CKRsLT1Ao+xEO6VQhinRqwFB0AVlKYFwSvqtnnCddaCkVaocntsSInw9ioR4MdDZOnbJnj811qQqGHPC/a8Sj5TXkRuGKzb4MIh58Ceb6zft79VdWCx5NiqAyjfvojC8fKteJnfviADyLdPYEpY+IFGCSXdUFpSR4/sfcaH0VOZermNOLf3RCBqvj8CgiLIOevcFrn7KFIYfkuicqy0AATseQXAUg+r1Z6/epbzZNByw+UrJJu4iUMEkHpAwGgV/sSNkfCGO17bHZUzXnehXn7di5cX2E6Y+3bNg2UODhZlSbRo31IMRs3yL1XRPZI4tRZ+YKmvyFrENW2vXW5sD8k9t4jUQ9eV5z3LXE7AoBnGfGuPmhI5PNVKRtSWvQBxrNVmRa/NsOgFXnfse6D9hyAjWk7BmKrBGcdOSAWg6z0kxmN2Nsjd+9u+vEpU+9s3L14rMOGHQODma+8BDr1XpCVGQrM63ox1WMq47DXIyp1ETj5MTlZn//TSJzFPS4MDpExzwvBr/4zdMDjtVYdwg1mjR7OXUs7XjaT8kkI/Nef7JaHcM9KSuxGiwplOnG7m3Da0UFEE1LIKwdiy6trebgLDs/WgLMuWF2blhYC+T+7KgvvYEh45460tSNTwKJ9AzFhun5EoIb1+EUa+1ze0dfGovTyvPEbjUic7M2Km9vYAra9evyolwqL101rKSLmiloSSmuZMST+2XZAF9cm28QsxpuDQMgBimGgmJhWpJUUajUK5oS13KfoVoHBSGyarR9BCxH0OGnwqKwFETSMSZjGo2kpYloRl6UKtJCOe6GxUhODJMAGUkhMBcJXIh7XoabSE4vJyR7qtSOsKWgWC5JEpyqdJtubplsiZRNKEdaq4shwhIuuaNdqTQsSNtLBm8JJH721wqQthgxZK3ivKfQ+RtwpuCk9LYkw5ocZtFeOyqNchlZ6QbIABYoUZcl+4iySnAkK3XBbLmVK8swqiZS1ShHgRym7Ll0rpnL7VxhWlgOqCtK4oAOrLTRQb9HwiGzsjqSg3688CWlelky2DcUghRG4KZCmEskufWmMsNwuxK6W9Xy95OD3nHmWzDXfIAdPaRM2jKwvIvDpFqJPTXpFV8OW1DkZNjJzGvnpNN8Pf67/UJELl0Sll9itNBG7VhHRuQM0214Vgof0O5Eux0qFzzr1AbxJnheRKCRW61VsyZaGywU16PRiD51hJgrOWLKHYcx5GoyKboW8KghbJNg+k1B1SD7N5jN0jWfvm0Roo5fniADr0zyLLnCTBPOYAMMg9hcZQODMwtSoFwJvCOYxNU06dMUdPrJmsJRLwZy/twJ3dTRNHzCNu/euGkTBS2b9m7FSAfFY6fn543jEvYDKoLqp0HH5na6G1TgHcmsBgau05h+55ry3kHVkk0+padQZOWGTeoMF09BRbfiO35gyGBeYQkf3Ekq/bQ6jw+fEQsoZ9A6UskNG0CTQqVUcfWLRjHJMwBmx10xrmoszyPWHf1UG093yDRBKNI5L1k1rCnjISao+ie3SugGgPSrvlj4X8XI0Skr7vuVO7fJ4z8CS34cduDAhbY5AZW81e3Nvkxszcd7ZcYvTaIMH+jxTmp/JCYLKbyAxl3TU0AVvkKTgVZF1JxC8qoQB8vIe8rYg5BLpRFTUEY+BtXTZ6inXrcsPWh72Ofe61L+13Ime689vm5XR1lx2nUbi9OyPMkKrbPOg5yFCBPUpXqV9Y52VTlrtqNeoskhuea9Uakg4JDo6IuTnxmP2z/P0gLx1mp5G4IY+w9Xud2e6stAtekudL5SWDAmEYpSQRbArPN96fIgis5IEwDHY0kyFrcjGkjaaxqBxLgYnPmuXQyrjYukhimOv+KxTmq+geixQjT7dVHEW3FUiEtm2D0yk21lIT5ojhTZzCtEnqAu0P5PyKXF9QqGBJGxolrFkdYxp5XzU16Kr9MowpIocq+fuUpCBvyqDbHbzcwPcX8CKkE/vyCY/lMx75ZcyVUoGmp0FOQE3AslitqCzwnJaGzWJRI+O2iiH16QbcFsZ9abgvFbe84ZYeWMhYdDYhhyCSDaIsSLc7GoCi0RrKubPqtF44NN0kT6p8/qQK+k2iN2VBW+/Y1xfs5S4RCJYCjAkQVp/C+HSXpM3WoNDEhMdNkj5tIwRkrazKtPXpU0EphPuNcFulXsitNCcXSNCiiKakr3dQY6TPDyAlLMzKqFhQX9Wj7EqdKOb5tiKtBcuvPgnz4v0+FFVuykTXkL1POTXcVzGAtl8R3lYJ+z8ejNstu7cLUIVCjY11FTjmp08JtzXh5S5RxFtpuGWBYiZULcia0coK3BrS519L9HDfkB7St/bYsL98ARq7F8SjODdhJMz3G9KnF9DtDtxfZC6aYq7shIBsgGtuaAvhvorA3GtSxiJRWB9rdpYjmadae2MV4pP7PWNdld3IN1h2ZbBBvWb5hlJW8LIh3SUylR+PzoKpxYFbre7NduPttniOn0MXrTV2gyq3DUt7w15WrOmBVqwuWVFWHNlglyLraN8JKbVhY/y5GlMC1jvaeh/Y+/blZaho/9YkV+qtLnjdC153KcYYGfzMWT7lyCOpt36snyL5ZKUAaxE5cisS3V7yjjU9sPIblvbmUan0eJXabppEa6QTJjvk2SVQYs0PIodAJGOJytnz+miRyDLKImuvrNjLDVsW5rGHFTV3co0I9QrGxD7WFwGgmzIhl6zrsdOjR2eA5H00VQgrshfsDTTOOrBRwYmNFgK+XD9jKwng3vUyGphe5DNZ8elgbLn+1CEwZwYOoFEjhetYVNkiWR3uI9GILZNDRY0ivanCkBd1yiiu36IBg2KUCW0P166iJJhssnyQfFtFufmka//1CxhAenxBJsJS39AoiyMkJZS0YMmEtYjCXzJhVxjPvls/pTyFKcJDOQdO2B4V3BIeRRTqZZGI1PJI4IXxMOhMW8GJUJLmiuQVYEbKD3H85QWcK6iaI1KvYwp+6zygBDPskiw+IzT6mRoj4U2j2DsnvO1FyCa25CyJZ4QT1szJ0okHCKs7byWKvZaGJWueVN5xozcstEmNtqpFXPeHUIM/XpWI4a2XUjD4WhBWNq89ch1g+L4XlEUchWXxaLbBoJsajjUYUh5126Xo9R7+dSNjzO+8YkxLwZBMlgKgNbUc1lg3oEkSmhW85sERI7BCM6TaVr1WJAAl/ur5Q1bLDaEGodQeVEUfBVbs22DsHRrMh74QGflTd1jmbGRZGrUJpXc6yZk6O4ARkjwEGboD1BAmy8vSo0C/5qHuZ7lnLJ+EsdhQQ/m++J5v8FrJK9UcXqrIqmcui6BQrED5y+cbijrv89brZLkOSCH/O4y5OJzgJBQPpUjPLWPLK1Ku2NfPACWkl8+CRvvVK2hdsTCjKZEH7xWpbGE/7AaiPI/W2YkfD2B5E+fS+goQYck3EDPampFTBRdCSQsagE09wWI7nEPlfyHGFMawo1GEq8dd8JRFGbiMhUsYuGSR5z7hMXo33OMTEsysRh2zRQDIc6SWRRSgpWhUKjOyRaU0/BoZ9pg0fKoXceZBAFnDj7yEjQlQunAjnFDYR1bOfausrqH1yEAVoX7rIoprawTWQlk5E/aNeuJ3IodnrKtBj8Y8MIHfTKyBlHTMdwmVrhW8rq5NUkpojx5i9VDzbRWhbIZxkahJK9avNNAUC6OZGIlVSSiYgXVNbjiUJWHfugetGx4SkRLiCTjEz6nrjRpdMfucpco5yiKQmNsdIOqFTlUoOPkJIHUMLCKlEUSHjcUCxNYfFYJJPYpLliFblo4PF8NQE/bz2CdPRi3kxIMebZtyPpp5uiOrn+ZPJWYxFAGpQbRrMWKfRwKhTcoEOFOcev8VvJ5a1dwpoeXNqYpypvUaTH+VGiGMWrXG0s9tTRGJUqBFeY29L8qOGgr07q1HtVsDtrFSw6AQJYJH3izibbAdY3O0debEE1rVPpMq+M28y3ugjK7dwxa99bFbSnk/Fp0OBkVkB7VId15ErpBF75OTm1i6wFndOn9v6y8qZLq5W95mLilEUzF4W/NUaDRe8IeAgxqj5dBUVlutHACHdXSWxuOR90TgRqfzuLWmdarMM63GqOWMKVNi09yhHp1Spa0v7gHyljKhHq4lOXmtMkg975QIbdtFcdukKDDvG2gvICM0aRty21BS1ehGz1HtJSTOx8Cfv+X3NKCioVaRzVWphGsFdhIlSepsJSRiVCZkTqjIyJSFiKLtHp3yqFQkPFIyhH4TKsM1SsV1B6HIMT8nmx+jR7Jb8jw5UxaNB0WQMd0zHxsphDsRjdGoxCGK3UTWUhUl18lqtl5KIZQxsWjUYe0GRy6AEME26Nf0LFT/MvSDOAu7QdH/9T5ajUirNxSj2M9aByNR34dilMYRM5351Dxasa92rdMaSLWBcoRBj/9sTDzyEfb1MSI37gH2HP3+UwJQIbVLRUbn3OnQTVZmzZmWvx3NihxQKLOc8jmjcteYoC1/vbwULx9BiUBaQsJy2PMqBYpP5SRkr7eomESykxKUQSnse873sgoLYtt7nikAKZpbxjFuwx4SGCC5R+7F2bSgtQ2skSksKwhwfSxvGzgHZIbJickRZTVAuQaWy30D5YJc38ApozQpGbLQDibCotDkJSfkE1lo7RdiTJHkoejfBvGTPJvSowC3z6iLMIB45AZZKaNpOJ3x5RcdHS4C7csZ4NZxuUJaoLkNRZj7SgY+3ytupeGl7D1XCpZTRF4zaYCPrRKSTETgfReDQpP8vaXUmZheXsTgePkMXle024tAGFXxAeDe1ERN4XCMpZAXw8w5Y1kY+556UnzrQuq2ijH16S5Gx+e7eL7ui3jKbdE20mTLvKIuDamsoJVB9xcgZ2RADIr7A0WpKNFGIzGtYnikTy+i2H/63Gv65MULDGbsaEgoqYKZsJYKIOPTjbFkEar7TnjcaWA/Mqx5zoRVjaibGlIvN4m0ZWXDAcSDKEUzG2pZxQuzihFFn3aF7BWk3djw+iI1A5lyluPWG+jlBXz7BL59Ql0/oZYVTeGL0aCyDXEx6s0baW0WKVa4bXwamSpqHN5WiR6+rPKsSkhMjQK+kTIkFiFmIQD08iJG4l67g4IZ+bENXiSjrU9LcYIXUBqY0NCqULOyRKhK3lAoY00ZnAl7kboNjSWKA4gykYg8ofhnbUSyntYXtFxEbuRVmLjSDa98x96K5kkVPGrG2560UHIvq2BEE37aBKCRbH5J5YcawFZK4b6KQ+bl1rDmhlsWOWL1Q9btC5b9FXl7FRa/UCeGtw2mkQ005IkC5LXXP3PY8OcXJCshcbtJ+YibRvLLHVu+YacFj7p4QVGDrlj+aIwOOWNfFjx8JJ/Ii9RdWtYFy61Ivt+tYFmTOG7y5NwAez0tGNlA63lBs8e1vBTsrzUUoGyeF1D+QEZWhqrOUtWNyc5eWAbSG5qMCSfjseLa1s+pNo0ZMxFmclkAs3UPbM0kBSpTkQKveZEcxyJwYYt6t7cHyn11Jr9UKmiTHKem4z1egwdIU32TCHt+ewUTIT3ewKmg7G9gyljyAzUlrHlBY8KjiAGwLHKfWxiHmhMaV+QijGt+TWagyboGGh5bQ2PC20MjVAUaodZIVVrAIJS0gohR8k3lvxaIbTuSUnB70XvWXXzbRlWydjZAZt1vfsbIVEPC6y5RbGG0k/HclAbdYLOHKLbespFISSQbQ67UbWEsuedo39ImOZbtVWpL7a/I+6sy+Gme1KZsb1uI1gxrSxR7+9vKjYj8Fzpquq2STrHe0JYVXDqSJDqddk54WDRbqfVbDXDdkzURjZakZFiRdElKm1gkuxP1FIM2klLA88mgohs01j8j/6KU0NSwAKAlTnpJlKzrz/QWWCoJpWt6f3Rjr5SEumSsyj5ca0PKCVtKDvlLmj+03m+e673eF9xugqwRuJ+WHQj1+AD0HPacxZFbK/L9BgBYvvki/dsryk2cK/wyIoWMQGv5tEpUaunlany/18RJYnGqL7TjVnYwCC+rEMjc7+Ike3xa1GEv9O4pCVwzQkhlX0gD8ZkYj/K9GFSyZkrKeLDIh61odP32WWqbfXoF3grSrzYl2CHROTUS0kIKDRK5YxgQ+UhVQsOc3kDlWwlu5EUiU0lKS9SlIKWKVoRh0CCsV2bTh40pIvrXAvg3MfP/hoheABRm/s1Hf/99mnlTXUBm87oXj0jJ4i5oZDVhkkduYjSqnxMO82MGmge+CEw9kGcJ0525ryeLG2241xCKlQ+I+katCjVlCUU4XBEQTSWPSXOWdwOFfPC6Si6YRt0GFhsBl8BqhbjXKknir6y3nsQ6UzXfVJG/rR1CsJTmFJw+yYOCniySUySSQxIuks+JwCWDrD5RoCPqrIuiMMigah5YFHjqBUmIRmJzw/fWyGuayCVIK4n3CIAU+BNjqmTGqpE2ZyZE6BdJXZCmEQqY50Ndq5S1ArqGiT0xXKM9WApoMShmAZd1yGsbnpcKRHlGAjG1yE1rYtADonhUr9MgCtO6iFJukA+LHlr4X2dvj7bp87AIBCtbncCIMhJL7h6C184jiWFDhddf6oooVMkx2lQz4Tz/gkRRrkkgChLxJSS24SNQ4nnf+17t62UUOWTD6klZUrF4WpVRKDDbGTzRIgymG8TimuDZo6rDl7SKfYBmRmrjQs3p0IklIjXUiLH1hPNoTWd57PC+VDTKWJIbx1SKF6JEXhy6ax5m8SYLmUiMusX+GrZfXpOyBHZa2pzlms5C6SyhirO3gAMsLzN6lS0UNnnrDRazJPeuGv6fdvJClFlrv42e5kn5OWPbdDkavd8huhfOZQoZs1IGn0L/rvMj3HNvK4e6vHBiEINXDeQwoV+Z/IHQictUFDYLgURv7N7ZIVkgz0b4k7VenO0hwziQlWWQPTKWUJA+WRTA+k5eb80jU5WQNXcqKztmhay5nAQWndLmUDKqm8isVDWf7CJKycY2pwsz/XCC5avlCkPIeJwNMzD2hehF9MobJMoiUhYEMkV6jkpFiuyC3anBvc5SjGRryOT9aDa6J1/nmzsNTQeLbMJGQGFcnCEiVRu5vHgWWJYoDbSEguQ8U7IcIdI5aGsv6G2KLnHX4XuEMh4xVzr/LNqalU+w6P1Q3zPRAHU0PcX2VKZjbTpTY1KCRpYk9yurHASKR8vqXqVQL5HTiqeSvci5lR0gM6RiZCqSgcnAyXNaFtC2Iy0LshLSAEC52bPvMjEyERvDskM6TfGNzwrV5XVOTWCn6iCsVXO/q8h8UkOKiFCDbpdzUkItCs95fFYmF6uVelGdPqXiCCIui9C2qy5N2y5spOK1CedSsjUL70U5bUXCawWMvCRlie62DZklMpWpaoSqagrDefuQMUVE/ykAfwLAvxrAvxHA7wH4R/DV9aK+Y6MkiqptgMaqYrkO6wtaWVHLXQgnlP/fIH6j8dFJDVjQW15XKSaBmgCwKLfBxMwzdCsVi9V2CAYVDMJhCbW5oC2reNmgik4uoFuTauSGoenYOzE2cpYoR85o988Dy1jNC1qEfnj9Ii2yx0BOCY8sHsFdNzNmq/ljHnMxOHISj1fJUi+r5OZ9M6FlfWqKk+a8oDELM1RZpF91Ax5rLywak7MA8WxZRLEs0r9SNNqmhA2AT+I1PUC04NYykkbi9irwPaMh7V7zAF+kbmxY5Oa2VCy5ag6YKBCACCNjvwOAttxBqYhxsm9iLNYqEZ15Yhh5QVnApQgdv0Y69nLXfzdR0o11EXI/jIZ1abqJCpZenCoSfYqbringFlZfFWIqOXvC5mTzMFND1vw2AH3TK8KWRetNop9VoZk5i8FoAP5oKCbyOmDmmUOkb2b2vKncduS0IyPLBp8Ia05i3HFBoqQ5VCGcHyLA37d9FxnFKaGuL9iXT6ipYCsv2NOKB4S579EWbLXgbTe2pj7v5vp0ogQxrFq9fWYw4dsqfb/foJEpcVrcy441V9zzA0vacMMrlvqKsr8h1zcvXosqiVkWHeqGk2z4Wf+OWPG0Cg6/KIlK+dVnIX35/FnyTG+f0G4vPk/3JHVxds0ttXouATEhBpGyS+YlY2mLJCLnBCO5AYD1vkLq8q0oJeN+X7CuCbdbcrZQk6WZKgrtPXE+UBBTMmMwO1OdwFMq1s9VjLRbRmsN2cpXfF6QS8LyUrC8CDNqWgtSgBfPDpy4RxijneXJLlpqYVmL53qIh1ci/zVAz5bbKmOunnXLWwO6ODR0XOUkcDAU7GlByavIn7ohLTek9YG0Sj5meWxOMGLlDFompBJYIy8wKJ4rYOt8eyClgrK/glPGWr6g5YRbXtE44VEqKgN7zUrfLTLK53oi4CGGc6sidKP3vzG8JtXjQcAqkHMieIR63TNQgKUtoMSeO0WLRv5V+CUjACCtI7Vv8qTqDlb0Q7dOGjgloO6gJ0rP17TvIlcaCJtGsXetJ2WlE5zMZfS7AhA9xCPZioRZiiist8XkhezzIi8qbukNBSFXantF2t5A+o89om25h2OOVMoZbAq6OQ3WxREJlttMmtvM64pWpOzMnlfs+Sa1tLh0cp6JwjyMpedNyuOyZ8xuMOVF1o6UNhECKckPJmXk7Xt6sXwpK0AdDSolUjBnRFoLSuv1pCyCHwkorL7n+qs78n1FfrkLjP+mBGc5i2PcyhggOEepOyAWzRcUoqyC9b54jlDVkglmSGfdZ62/95cF65pxu2e83EVW3paeJ+YGqzlLszhvPYf904ucT2t/AkJIU+4LjCLcmhlS66/uKC83lE8vyC93rcWkuXHB2pFaU6I/LUxYF0FA3G9KLrNnz/2WeoLJCYusJYLXPjWCsLhnGlRyr4SSEh5N+vDIdzAIyyL5nvTya6T8Kk6DxxsSM3grKAoFNvif9bc7oNRBEC04UYxB+0PSSsq3IG6oeUVKFZUyataxZALw6WTVfzwy9Z8B8HcB+Gfk2vx/IaI/+MHf/jAthyrxOeD87Z/T++ZuzAQ8a9wsge7hkIcok5S4G+MO83OjgwdPskHrTEE2mm1rUq+lIHlOgkQxGLIxoFVYwqwxjXgUYFll4Wr+jeV0OFZ3YvLrUQG5tyVrSJ3lW5s7zKLINYZ7hhfF5Er/JCHcqIpHTHLvlwuTXMBFqGi5VIGRrejsQYBoECZ41pt4dJabPM/SBVPvG3m0I1NDgxBgAEDLRgWe9B7TKQuSGFPSnyU3hxM5S5p6oAnN54X3S2kyOS8ikAFhBtu1D9z6PEyknjoZh1ZunnvDmrcn87B7sDrEVJ4Xq9EHKOY69WcV52CHOPRcvRLqEjlUCtXZEPuAmFfG8qeaGImAKJdJ4HhRSff+5RCdMpfp5LFyGABXkM4dH+tE4rhgdWBoATwioNG1o/k7tO8go8gjUs2cL5RQWSNTXpPOkqpHhirtupyJHGHQcfIaUTTvcoxu2/MzNq7oYTa4m3uYr3LLLC+JEpBYaklFEpGlqFFlpBNFICtKBe/rL0tETqJxGpECHZQhHzU1nozNic1g0Bdhn7Qk6qzRKcv5M8dAh6Y6Y2iMTPWLOTTPojMWnUqLlLGQS/doTS5JC1GW7mXWPMBYVHucCarY2dCG/UGcGQoBctrijHTiCUg5C/GGXtc87DIu/biobJpy1CZYuK29WJdPziuGrLQGA/KfsXgNTfMFqFaw5eM1If3I2BUFUDUfB86iKuQp7FA/ZoH7oTYwhahs0vmXSdcBm57iSlJthNTQcw/N+8ySO2Wsfi1lkLGRpq0XNG4NSFWMJSI1nurUx4/l43ywfb1cschMMCosQhPlemzum6M5em1zUJ6J7WPyKqQtXujaZYblWPLAgniVoxohdjCFc/on+3XPBW4hx9Ly/yqP/b1qlBJSY2HrY9n7LALsBDVeGzJGtftYOKud5TrOkWz1glseUcoZrOtHokPNSSD8J77GskeJnARG90DOo+4FhGjRIDMiy52WLQhGZNbn4ezDt8WPtdxoOUeH+MVrid4ik8bKCZi8YEUgAEDW/ElAnCpW4BboxlRaFjGgi/4uolAMAh0ZV2HIE8auMqIWYF0JQMKyWmSKkWoDhTpiOSdkq/2pzzs6Yqw5K6Tm71YUZNo1HaRqKZsmKAsWfQaAOL6TYsRaQ7JNGejPMj4/S1tg9XKk2iP2bUcGoZQdYAic9ORerX3UmHpj5kdPAKQCnGTA/UhNoGOqAOTsRAzNX4uzpnkSNSUvmlc5u0WfEmNBBRVGy4RHlST5x265AaRwObWisyXdyUS2OkVHobY7G5UtcE7KEkcJVFak5SGwhe3hnmar3g5A8PJG7mAQQaKhroElx4sXuYAhCb8lNdywaYSMUVLCknuBwHViTzN9wvrXoR0dqpW0CLHkgwn8CCDx4q+fBd9OUgwy5SyRnBqibcCgfFuCNbtgWnzjdHimsgM1ympQVbzkN7ScsKQqmOxcpHZRSV4c0PoEQA1dCYuXJEbhoknWVlg5Q6GZ+uNmNNLrZ4m2KBVn2h9iLFTF8psxZcafU9WTwDDTglpuqHmVHBR9ThUdninjSuKVt7FhwrKTe2WOxhQ7Xb1AFo3NqeGWN6xZ6MmtMrol1o/Gb+5G1CoFXJNGpoxAJBJ5eL0JzQtzspfgvOhUzlJgtmDDQuLRKk3GRYokN9yWXlC6NWG1urITvkP7ahnFlLAvLz0iRTdULhKRYo1GNa1J16aoVDSiiIDM+qrPzAgn1O427+J9Fc/qp3XHkhvuRTzMCym9fNXaUvVNakttD1lXMU/JlGwtXIhE4D1GDmTNGZFN+fQiDJWfPwuD3/0FvEquVFvu2HWubixzdWtSmNgdAG6Lq0G0JNSqEDcttdA0YmYKw3IrGpmS+nWfPhUsC+HlJjDV+6pe9rRjSQKpSCEiBSUccBIGjVDltWD5dIMlWXsR28oOdVteFpSbeJjLfcXy+d4ZN+830HpzNrLooTQIcPbyCb324P2lJ+0bFCmXjH3bwUvPN1nWBZQIt/vaWbnUmLSN2A0oJ6HQQslJYNxUpN4d7TvS5w3ghhKKh5p3vWptMWB0hAwG1ZlW64nXD+RchJGzvmFNG1pKuOUdtQjbqDkQxMxsALLObclbJSsS7QYV+fy3ulPMUkMJkIgkkey7RMCjKgyJVoCAlAVS0+eByczkjkjxEe4iTcVqO1ncP5hg+Xq5AuCheVLOaldj7iG0TyIvMnpXTXm2iNS6sOYwV0XE7CovNqlF1948VyrVh9SVqlKU1Iq5GmzWmSg1V4dTLyZuDH7GUJtKkdzKdQVu8srLqnLjhlpEbuxpwd5EzzLjODaRgST795oV0MCoOZbdYHc82HpZbwXrmqTu5a2nIThUPyj3ND9r3Z/JGINTQnlsHiWug4HRCbLK3ViU7wKTu98kNWG9qSesuD5mOqbBvhJJTjYAfLqLIbgpo92+F5cZ3Bj1pRu3FpGTyFSSXKk147Ym3G6BECxJFD+pjGqUZfzLHQVALjfwyqCXF4lsan6cyefl7TEUGUdjfd7JI3D50wvofpd/y63rDcFZGotDL1miz59u4nCpNamTrODxYCemsNp0fU5I1K6UJDm0S0IJ0anaCJXttcP99iS1HxtlpNsGThl034Hy5rmUOQtDNj0e4kSok3xUp9oA93NPh8D+0i7kXEtakLKUb8hpkZIzF0x+wMeNqX+aiP40gBci+vcC+E8D+F998Lc/QCOHU4HIlfCBMW3+56z4fXETMRJDcqISq1OPAfMAUWcXEaNJJnHcYJMzT/XcG1/UIWfKcLWNiniNIRhpCYSxepOlLoZtBpLcSD06EiMKqhQ7i18gGvDoWMhV6XNXNq3cxn3V9lrrX8k958U8Pz361o0O8cqwjDs3tCyQOM6bPSnZHSLLhRmLKXhS0CFotpNYZMqNDuOtSrt4J1ICMavXQiBkVVnH5PnK85HnYf1rHrXz3DbL0RigAZo7pfdTASSDnrD01xKhj0auvG9J5mXNiz8ny9uzGGZsNgdLYs/bs+kww/wkOtrEO6nRw5xaz9nTvId06Jd1L0bTNOIESE4FJY+SupfXNl7L34gg/ghej5cAa/6U0UwL60+mJgIwyfqzaG/9AWF++A4yigninAgRqZ2zV7S36EwLHtezRgQkEFpiV5hjrqXBTiW6OLP3qXFPu5YfEKPUmBI7Nqz1v/UCDoGDQBb7/YghnDQ3zllBlT2T7Z8znxp9PymL3zHH1HJlkkK6ck4akapIlCf0K3lE6qx+3ZLRYTEhKjXM2egV1egUUWCpWrXWUhK4Xd2aw9wsF8CIJ9IqnleDrHqEFXAvs3u40Q2pmLfRI2sJbckou+Q+FBRUrQdnbFVGb2xeZ8sPmHX+Ht0Udq8of5yBM4unOBWhtU/bjjwUpqRDblYsznyIIltr7MyJqVVQ1hqJ1J2ESQmNikYFzAMtxEaK+GgqK90O1ryq6brcJOqu6Vtahyh4nrXeVk0FmXeVnYLssPxcqhtQldnWDARcR1x+oPb1cgXWPzjkzb87gffZ3zEaZVEYi2CbvPdafqRyX2v9kZUUYE2uj+kDgM53q4GmjjIrGmvyIlKhR3p+z5UakSSGujDmT3EOHJ2bceswVj6pIWXeQnUAELnMsH9DrmnqEWPPITrA++QAygXcqsCaa0VaFzFeFBItz6I7AJJCAYWEQUk3DBasa2nQLU+iU70mptZXLJJLVIpC/Bapm5VLj1CZPF1WlZVrVrIiyxdDd+4MCCHdn9SRy+E50bIg3aT0gNRdE3mRlnNihnxbe3/tWUeOAusjdySW50frszHafkAcjgDALMaUBYc8fwnoEcjUcwTPRJU7nZDRUFFT6SV6AjIK+aEw4F10GYP/KtkHRdiZoR2GCyk6TL0dpCkMKQlLJnNCTvVouIf2UWPqvwzgjwP4SwD+AQD/awD/4w/+9vu3lNBun3o0IAvTSHPom0EDAvGEKq49qbhJZxOQmKR4IBlFM7DmURBYs4lsSrkbHxqRGiY40pAYWNOCDKARgVMV2EJbQRr1oDaS3EYlfTCeVEnf84qWOnmFR8CCkp5JoFaFJOzeir5y79+cQ2b9kxpIAvdYk8I+VDFumrOUUkViQg0JAN2D0RyWNAi46T2H52i1KlpeADOiLLpHAKMi6UZLidEgESqBXvXEVzv7uPzFYyTPsWnErfaNKOZNpQLS+kwAI9OGhhVU7sf+hOfFBiu1fuhzr1Sw04LKGRsvCmVJ7rkzY5V0fgkEc5yDzDRACAxeuuSKQk1YJJPkmyy0Y6GHevglTN2hUz1/ivIiSe4AkBVa2liKHFo/p7wwCpBTKYotuPnBmAzzSdaawDMZFSVlMBo4Awm2kZxTyX6P9tUyipGcuU+ekzBSParWTGkKe2vkUZrZqDJCROt93+zNAJbXdRHF9NMqMCr3MKdNnh0/gofZyAE04sE914GZHYqTtNTAgHONypGxh75IZMrYM9vLr8FlxbZ+Ri03PPJdxqDlgfV0JJyAF80GCkoRjLwV7jXa46QRmGWVCMb9XrCuhM+fpC7ay01q2K1aV8vXY6tAhPo5sYIoB/nlrvchik197MhrCYWK+xiIhzlh/QOfkJdQ1+7lBbjdwbe7eNmTKIP+9Jz6V1lRF8KtEbaNUFtGrYw7Lw5hfDwWqVnTxqhVygm3+6LsXMXrxcSSBn0OCoVQUxKGmm9I5YFUFskTNu+6sYhmgSDVtw3768MZ+2Ir9xVe10+JR+yi3ATmZ1Awy3ks9YGSd6zY8MiL53TJuMheWbRWnEUfXQFm9inY8wV7lMrmkuVKGpshEeFN67dkUoUvVVGug7w1JSWZ40evzURArqPx8MO3r5cr3PMNYzTKDKa5UTCgDAa8aG6Q1ZO6FymKfsubokVE1kskexOZof9gRb4D/JGK7s81u0O343IVCqcKtURjVomOWiR7uaGtkhNc881LR+xWOoLzYDiqvw7rQtgWmRT7Lka+yYuUkxvdSSF9i0Zxb7esdS8TloV8XEok66EOZ7e9uJWb5GDdbmIk3ZXJUvNoiLSuoq4ZVpIGUogb5V7uRFiHi5RJsTzvHPQv1hxoamiUsGRhsLwt4lTbP4khlVLBtjPWNQ+ywlh6KXWHjdUh/HSXUjy3pTMYRv3fDDpx3t6Ql7vos59/DdoeSJSkSPfyBbxX5PvmeZNDXrTCvylnkTNF6pqy9vdADobmMnLJst7uq0SWaku630kOuBiTUmcM6IQrUrhe+l9Kd9REYia7pEXvd84giF5FqWFfPiFRkX2y7MjchESCFPa7au7+vg0RKiOicEdxtOBUV5L9VpiKsQM5FWH502jkVfuQMcVS2e1/pP9+nhajUNHYoOIKbaxTdGYwEBgZDCHa1ldqmqcDSWLDaFD14nDdKPMcleAtYCZR/sngMeQFYZ15NIlhJZ7kfMyHsAiV9s/YCTmXUCn+JBoQ8rYakf6tTCrMIPU2N4gSC3SDKhpTpgh7zSycGBB2NTVaExEaikajGJSyRo9CbSqeKqlTj1D5Pz2n3RNYiurKNYTYoxBQgwdZqIGPBuJhfAgetYl5boAasCyRE4JEKYmlrhWFPlwZUwIPJI9ESZSj1+ux6OjZ/YmhRMiQOYgm86wfO3rLEwXvZIhqlBDZEEOqK+HxXgkC7SNAa7loNID0itzUaxnuMUancu4JqfYMLyhi47x0w5EEppgDfFGG98J7/hXtO8koImfuawj1lUAD/h8Y4TlmKHEYqohMUri+50pl9/CPTFx9nYn3KxrCV4qhMxMlAtALI/p3gBeZtE1ygKmUkGealZLbIt08y774rxNsiHxTo5hGRsNskBmFA1r9up4vZvl+HS5yjBL3ixu7VFqEeTJtO9Laty2D+sVmEam8FI9IOZFKzL0159W8X6jjwoiJkio7AlvJbjgCwE7kBWztfpJ62FNO/jtRpMnnhzU30k3+mTPNI1MKzV0W0LJ7bUIAToIhf0cv+8RGZgb2PJeGHDWJiCbUwMjZtF6c5kU0jU5Vqfkn15X5IOlMETZGF55mmS+1AclzpgLcEVLgvCmknXNBa0Kew1kYvDw/t3F3ZZJCTn7AULfc73fTfWJ+1MnW583EqUWiorxILiua57Mli0q5rNdXc2KaUckj2YRcXC/CPNTt9MR8+6cRKcvb67lSITI1oy7c2dQjsKNjidQIbyhFnDCWr2QENhbFTpnQ6yl2Jdt0MI9MDY5s0Xo6YqSAUu15h0sRFeym1ZJDSy5jOvEGco/QdXRG6JA/z64XEtifXdX6ilwI+9LrYrbKg68y5W5IEcEdLp1wSuZB7GvvL6mTWaM03EDLKnDYdQMnEoMiV5GloUAygM7c54msyrCcbK8fkV/+uxCgSIkcWbNqqZdeRYWcRM/EjNdPU7h/L0HRtzXSfXU0Hnt/7Z/XXgWEYAsALxVEQlJjujIFA3JYCxGtMwxuZypOvCO1CqaMxHOFv7E9NaaI6C8BuJROzPy3PT37D9WIPD+KidDKKopsXj2qwIZhnQwOq71TIINbmSWy0hRqJKqs2gLjIgHsoSpzjCaKEwFFo1KxAGyDMMOZhpVYJmFjiap4mDRX38gGaKAJA4ONKdGE1SoyVjiLEmWqCusSY2Dnpsl6GY1koyIQQJ1oYYZ8RmVXEgur91NU5er943BP8l4iZ6l1Jd6FulEdT42DAu6QurQ48QSQkNumyr9s8PZMGzIylIqVEqqdh0927cMU4t6fENFrlECqyBA38XycTHk3UNCNHX8+ZEqAGa19kzEFPY53JjV21eAWhhghzAC6gu71JEhGzJRPz9OjigXiqSwsBTiNIjfFqGeAVhpUkVgoRNn6ZoIn/AZJ52LOPV+xrEOumxnC9ktiuccGu1fCEvIIWyIYs58RiHyf9n1kFIOkrhILi9nGBbUlPGpBZanCbgU3zbOcErAAQuc7TW/fCMhyETtxjdQ448HDXGjHSg8UbJ4rRVWLblqhXmaZm4uS1wDAtoGKQp2mqBQAUYZSkvyolIW5ryxoL5+lhMT6gloEf77nFTst2D16moPRKMpxyUBbOrxr25RpbJEEcmPRBNAjU+phva2yuVr9uk9rUzayHYvW53MmvxZgFEnmHNYV1BqS0V0SId1WtE0YyqQwpK0TpVVWFsP8ckdaiuQCqKcd693zxWrpzK9NV51B3JZCuAvBJ2qzZHj59/C8sSYFw8MklsLEITL3UlAK4XZLXmPMa8aY99WMCa3lR+ZpZpa8WqhMyBlpeQWVjPb2EOiSRqaYG6y4r9Gnp5tEqMzj7gqFwXlbRapbL1aZH2g5YyFRxPYsjoXWCLz28y+F8FYytp2xLcnLbUSqb4O7ljIakDZlayNQBbZd5PwjFd13Fn38JjNCWEfnBSUCdiXoUFrjGF0f4G3fsX0vueJ9HCPZ1gXna0ndkIp5sSWL13/JslaWVHHTtbLShkIbStskkq0yg/RZou0j20XMQ9S5gKUclGok6tA+db7Q/VNg3e1yY8+r5Dej7+UUnGV2OZeFxXaVLHk1pekYqY5lcLZQmH5ZpBRIZD+1cTHHr+3FxjKcTLlmFiQFALp/AoowjtK+I62rRGi2bep/6saFsQ7f7gKLvn0CFmHabGV1aJ05rQvtQAJuZUdqjH0hTRNJ2Ffpy14J2yYsfvseprMa1+a4Kc6uLHvHfW1YMvs8sGic9bvmFUyEdPuMnKVuKSnBF+2b5D7VXYp+DTB+8/YpNDAXJz6LLMtWT8x0TmLGQjsIjDUlIdFaCEvusiGn5I4XCQp1FIotZZsbJpY6zXp3JKTATtU4YUfGnhZwJtELm+gwXpuu7p4DjsfrIBsi0dvw3DW/boA1GsSv7uogfMiYq6531d6LTP3Rd77/iRqpkUHBUu41fGKu1PirJrkMavQ0TsK6RwCTgLiZVKllQqQWO+RDhWiUxxqCd8QUbCb18FKSKc+k9yp/E7N4gtQTe4jYoCvpVqfKGApj9MbujdFzpuI9JZadwGjNo4Ew/G02VsgDOzMmrInRUYf+tZQlqgLIfyxewtOoBfU+mIJ/fNoy+cUQTPrejIomzy8YovNz93uN3mawe8DHYxJglPYanTrtPQVjxOedGk5mNNnf5uUfn8xlX9P0nRnoZshHg9egiglN2N80smGGuiTx6zO8TPJRjwxXjS71+W5az8CcSaS0sBoRDl79Z+NvY20G5E4MCsJU+vi9o1LfQ0aRR2Qa9zyphi74Z0M9EcvmBRwwpYMnNniYe36QRBMt6uuvGgH1fLMYDfWQlyjIHlmEGlYeOmuOIaJFmSjL0j3LFpFKyjZpZQ40gmpumch8atFQqwuVE4ETg0uvPzQ6oHr0ZVVjqtdEs3+dLTTr3I3zt58smesWlMuQ+2B95pTE+xwewFxw2hVEH4OepzmzosZ+JPToVCmiiwhsRfNDFP9vBaitGWxH4D2mJHUmshPntjeDC3fveo9MYdlAewaWRQxLpblm00qicqzaejLaTM2tcwICG1+/MPcEc+7lMCx6WnLD3rKPR9W+LKU7GVpj0FSEO5Z2CeLCLinTVvvd12ByueqEUkngPEnLcZijiFoNziAOcNgTT8fXt++l+8xEDLFFOTHWkBJjxHLVLKfQooTJ14s+K3W2JA5G5FkzR1nqnMNR3hv6gEKOnnj9xwhFSwaDp0uZb5cL4AVVmvtcAcwJ08eo5yVKlGIpFMbGovwhKjUHE0wHtKhuKkBm6Qs3YFlASbA2VKsgLPyGU4+Cx2iwRWqUIc/3PfsZtx6hYYnmNoUIA2Y0M1btSyIxLHIYumhUEI1srzmhs0dDHfsxGmc6serDYlAqq53B+ZVownKHvKapLkhKSeQLkZJL5S4j/ZmnIUAhUD81pCD9Zo1iS79FNtamjL0UorStXz5pf4k6q7TlnZkhFfXrAYMVnjdrDhUAj1QZAkGmWxvYs4fnfpEbxsh6bHb5KIWLr9tTY4qZ//ln3/9UjYHz/AxuurjRC4iCFFu9iw3GYjxV7qFWguyWiZtEj8yY0qbiWI61CBWNgmo2UCQRkwEq4CTRKGE/6bkryZOsO6RlTmjzQr96pweD0Y2qCZoCYYgzo4OJkINCD5xHcIbCdzRM10ujys8XIjq2ARI0z8eudanQh3vXiJQYnALCBAGJq5s2Nt4MApF83+/W8knG/rlSOPXDDMx+XkLU6Wf4wHBOCn3ncbQqh+cTxr6GBN14j5nkzi1fAOiRUAAdOuC5HDKXDOZRFNqXm0DEshWbaxLdSG1DqhNl7om3Ei2By5llkNyAioUaPUJMxZ0ckXDDPJZXBqScXgTuE+fvh9r3kVEMeETGooqzcZC8ILLca20yv2Vz6McajNGiDmJECWlIIsYtK0Qn7Uo+saNghPb1fEtyhZpSAYo+MxISBk57h+nMrDJmRCUCr3fZHNe7bIzri9Sry8I2aZBUn6/mQYf1ReBdAVUnxkUj1MZes86jdoMxJZujYf4/3aQY7JqrslBWpZpt7gAYBp6E1ZQWTRyvUpRRGKgK2r4ru12Xy068oInU6X4T5ejzZ/Ewr5b7sKKVVdk3Jc+WuTulMkmBcPu3FoBXe9ZaFyUTWmXU2g7BQUmkF4jfXZm9LEJnNeIs98McdS7TtXh407xaXu9OFoEmA50Ap3nnWoXRj3veGFkETynxhQ4/1IqzmjnRAcms+2FFSRsWSqi5F25uCu1kljmQSBjqTGmqykDKmj9lNlsvDRCprY+GlbF27SzFxBMqKN2kP0EByvrDZJH2WlVpFHc/GSX498yf+r66j0Cyadj+YgTX1ktXIHtEqmTWeoiMNe0K7e5RXItIWXHR0xIKgWCIvEwJjzTykOfnrK2qTEudS50ny+qwYMtttnwpc8L0PKkOcwPgRgQrGQeRwdjkeyMnsPsQaJvlDs1OGCsjIcq7PydzaqaCyg21rJKnfnsBKVMk9k36V6vkImqEZpYdrlyX0iM1YQxsr/NnrM6HAqmLWZLsz7WQGxZ7I5QskZptJ4e42uOIc8HmgCEaZkg0zf1WFlAi1pxzoC2Smw+IswGay26RKV9LOhk5GhRaLsPyoatG4XqKyYnjyRy9Cf7cbwtL3UyCs4HOkNfYZzEi+xrI6sQ7FGaG1tmiUQc2qv4E+HMCgtHcWHNEJ7lg6JtU3HF3Rn1vD4u+D8zPr0n07wDw3wPwNwNYIWCxb5j5D3zk99+7mYvj6utgVNl7U+qNOlMUoG4AWX5R0lpD0eiY4yXRw/6sDY+dOo1i8ggAS/SDza/MOHdgdY//nCP1rNnE7u4njLrqyam8b3MkLnz+Xr/tXt0MtURh86zPBtVFnyzq040r8s9B/byJjT53mhNuv50bUbGfwGigxfGI76PRFc8djag5EtWCgR5zus6M2XlWD2OP7okzlj73TlKPRJlQN0Ynq5Ng4WoEMoPjgKgXNwK57XNTak3oegQ4RBeDQmbz/r1mY5wgnqsfon03GdVZFu3ZzKOUNK+NyCIR/Zi4qXflSFhAs//dvcrmZSawE7uYo2VuTEkNJwKx5gAA8kyB7mmkvju5QmCgdY0mWimJAZppHk2dx+NYjnPPo1ImGHf4WADKUkojFbyxz65FN9okEY6SAqvm5LCJ5D2cxHC0BGhRbixcKB5CQQHEZyCKodVKObBTBa/rnKfZz2H9hhuUXu8li0HEzChM6nVNA2SpR6YiCyCG5Gr7N/efkYKiECLA1oci0TkUUQQPNeJyBrfmFNA9B6b3H3E8prU6sHVRV1yTeYvVuG6sRhFDvey6lyl8z+x8IsvxJp8X5qGXfMFR/plBb5DHpjmzLWUQZ2H2Y53T3CRXBAA1e2U9oTrkfoD2XXWfGH3s6I/+fc+rZDUyNTfGxibUesy+XnqBWnPIxrze4eQmkCgBxBKVai04YZpbtTEvllxmBCSCyYuz3PTofDJpEhTlxh4wRzZnfyFEZjf5rkP9InNfJyQI61J3Xmvu+iVx4rUkcwU6R1AgRqRGKtj+nuWuGhUWnbPIXNwLva8c9mjYWpG6axKpYTeMpK96r9wZHgd4dLLnPiIaOjvxUZeZHeuGYhJ5UFVnMpSPXJznPgeHaaz7aXI35un7/j6rc9A9EjKX96ZRVifQkv7OXThbA+bAtGf9LBLk8ptr0FVU9qUxas0AJEc86HYmX32duGV/iELGq161j7L5/fcB/McA/DkAfyeA/ySAf/MHf/uDtDFiA1fQ+2YkimW0YuWAAjaKbQqKHLXByo3RAzn9tZZ3SH5kQqWEBAJzQkMDISNT1Q1fDQCdcCAMC9mV5yAU4wTuuTm5vxfROp2joaDD0FT8XiryZwaT5RYRxrG05LsDHOekGamDweYII1a1P7sQ850MYr9HN8xk/KAQQ4HU8QC1szZHEW0ch/fBKPJrER+Os3wn5zU8GcdoRAncz1j56Ol8igbs/DmBA637GJGy9xKNkho9uXb8fGpbN6rqpm4he1/nmwAoj5KOSGASQFc+zeMTSUOC18qJN5AHY9LH8dB3VdQPo/Kd21fLKAb8Xo3FLgFeLqGgSSJxYiFuUUOpEy4ERUk3gKybfkkCZ1vUq7gko53WiIwZxG1cT4wOVWmAR9kJADeBr5iXja68bGpMGWNdW+7iaVzu8qxSoEPXJHKbp85opwWFodTuKUHrbEHosVsch54XY7ANM6Jui9D53xZhd1xSRdao1EIxMhf7QrCcKV5ubjziodEYzXs4eJct98E8y5b7cH/R3A+JzLWyanRO2Dd5kqMd3saD8iO3JjkByyKe9dY6kx2z2Sidpeq2inHxEnM/nBq/O65c6pKUVsh5RSoVrUkRZ1eIVPHNywLelKFrE68zWwXzEKGDRqZQFskZ0/GLteIAleuszH5GykJSjmJhAgdLQKJNkgeitXuFva5KEHV4jNSN6zy9Wn6NjZ1RpBMDiUt37KWQ83uITGm+RJq80D9c+2q5EiPUzGZUjPL/qDh3COySq7K09ghuQc8tzG0TBj91mI1IA137pYJqAhWGEQdRmyJTjj6Q9SbGeZYSLQoPZitAr1Hcmntxc1bZSSS6S0pC8LVkISZo3Nn6mjoj7BZmshtTnpfSXy1SEenhTT5Za4o4MrbfWm7gJtC+VAXuDIWIovXcIdq3ceyAblS448HqmhYh3wgWkcFimRNSagDvKEYGgQ2L5hNVlnyixsbuKDm4keHRHwWN9UxNB8jUc6bnZoRn1WB93NASI5OmlJRVos5V6tXZvcffzzUzjSW75puTjdQU9nfd44GuP1muaeWEW5F9UyKzpHL0WAbF+myRqQRZA8ZYLPD4CidqCk44oOtNohsLCVpSB34DNFotuiVledYMhPWS/JUtMkVpIloJ+iGLjn3VPmpMgZn/r0SUmbkC+J8Q0T8H4E999Pc/WJu8abPyOxwavGyCdxRvousuBI9WWS6VDdVF5szgEbHr20Nt6m0HlDnNz6yLHSFXytjjAH+48cGN3v5reJ8MSY+6Hb5zo/JEaY9eYfSI3fz5ECmZ+68RIi9mi9FTxiD1CF1PwsGgCdEp8z7Hye9Kn0ergETVlZGr89vYRAXfz2WL8uQ7iy7WIDzODDM3piZD6pkRFa8dPzcykISAyQZPEaleINrybRCJP/zfeeTDxlM60MZ1ZcLFBKwZ9iEq1clSzse8TWNk6qptmnEj+aHad5FR8RldGb5JjSs0QtO8r7mZF82NqtTZ+vL06hHzk/Xk90Ukd2PPICsBAJEwLtbJ+x49bKmECEzfGKzEglH4uxNgmtOyikV5YRYGUvsbkIhUDUaljFFXInNiJd7omH9TCrIqiZ7rp3O517EzKGNGp+7Xf0W2K7/TKepNGm2h9QYkGnPG1CHQhoLTeZCt/bQWUWS0RM7OZd5kgIBdPK5WQ8XHIZkxZXkg3YCw6I6xc41R6BbmYPcyk943pU1d+0tXiFtfZVyVKMjIBNSodJauGJUyr+sFbMfGQIqm94hqSQ1VoWsly0ZajR1WveyGpLFTx3nhxtXJupd5yK5kR0enG/3G4qW1GylpPsOZF/p7wvyGe/sOcsWg7j0qxYPMMxmR00kUG+iEQ5hYaKMz80S2C4Mb4IiDnCVQl9RhNjOXqUyh3FncHPKk8qNHpxJs9Z3ttyY3SPxOnudkhekLejQmIq7sM0oWqYi5ZH3PoMHtMTZj421J857VGUVVDSRuAGeRoTHXbhJiDnuz6JyvFd0PTQbHKJWuZWM/LpRQIf226EwzwqVEoEqI5Vxs7M7qmQ71MXHcM2x9ZOwCYEdYOQABAABJREFUtc/CfNmw9BwfbmgqK8kKOdvvwx4/OkmLO0tj3tSZfilGo85pdebbg6omL8EfckIaVDTZuPpMm/XO1GUEywRxRyQgEOlUdI0Q2NZj40Huee5ceLZDWPkr2keNqW+JaAXwF4novwngr+B5BO4Hb55gRklqLVFngfNNcXrYMpkqiCxas3ukpqIMOS5ejwij5yN6bQ/3ZHTokDwtJ38IDHjC8Ge4BxMIEjPKTVhRjNygUtE+nA+tK3vuRbcF1jRaEyIjQUns9aIUUz8tRh+vE8Xezt8V977pt7S4oULcxMusBQTdeCExP1m5+uOz6VAxM5Dk+9wew/1Z4mtVwd7D1sc6XZ4DMo1jHDuhPWjDdzHvycZxNrb82Am+B4yRrggZi7WijBHSzxVqTnWPuODjiRgFMj/cgIJ4qY21L6k32bxksXnR1+FDkg1CBksEC+DCxQwo+Tv3DSQK2UEZTWrIdahhO4suav+WVHukL+Rg/EDtO8io/iyNotk2OfGk2fOBk0ictdHDKErRovkwFpGyum2L5bkFGvuhYK3NW/MYtipT3iFtaz/2Aj7rRpR5GJc7WlqwLS9oqeCRX9AoYeMVMU9MYIsVi0HsAJh7qExGBTDN32lzLF4TTTyNd61fd88PZKq406vUyWkP5BBJaOphFYjOjmRRqlRA6Q3IuxRqNBIC2wABVQhJ8j0SaZH35DkPbbmj5YJ9+YSaCva0SE04zu40IZJ1yomAxXI1pI7KthPKRnhkYC+Efbc51Pdf86zHxGr5PBAKmFEVDeygMBiDK+VVgGU6BlQW0ONVjIjtoYqyRptPopSWWG6EJChFlWN9WHHejatC5VFDQ8WqhElJFdacMjIBu0KzapOIpUTxxnNZsn1nrutzBRAZaTUQMwIhBQIbKvWCvta4KYQ+bdJHhzU1ISX54Yyp76z7uN3iBpQpjGI8+VygqShvaijJSl5ULLS5vDDiCTesjLjGHGcBrs0ooMQyd/JRLnszOa+Gt+dJaW5hLVLfspMdXHffnjGg+aLB2DbDe86hiXk0vd4Wa70tiWwvWetEqjOm61cZYAjTMSekXB3hQq26Y5bLKuiMRXKHqSoDZlw7ajhxMCZByRn8alnBJPU+Teckbii8iR5EUgczZSE7k5xoqb/EuZcA4NJLb8RxszkCwOHgtn+UJEZ1SbsYLGpI7Gl1/c+d9FyRq0Z2i82LKiuqBdZl1ZlF5vY93dmT9ZnvSdj8Korv3yIfKoy1M1v/OSElcYrsre/1Mcd4SO0L89/LDwGKXmAYgsU0tMYJINWVVS6x8RK04NSnpAZVHvPFUxsmXDegTBeNeaTNdXMAnn5y1T5qTP0xPct/FsA/BOAPA/gPf/C3P0ALnvHTzvRoj/8iRH9E4ZeBEOMFnkdF4B6pQn9w8dKkHjO90rt3GyMhQDfI/DMCIgmG/86sa/Tj5/OeX+86KnOA7c1u9YM+NoZQD+fDMfo13t/1+LCGnuXv5/uRR6j8Ptg/v8yf484A+N5z6rQCwTgEdYNUjVJAo3XU58CcB3UWgbraysdCvMFgJXSliiSnZvZG2abZ36sh1YJSbvTSB2x0MCJPLJjuoQmv1FlzoofOo1JmtMbjhkvK2uoeJpk93mf8oOGpr5ZR0RiG/jiapEk3wyH6Md1uVKQBaNIsPAJlCnOPRJnT5ahAM7EaEgJfNSVaDF/40upMQycteJGHCIy9hqch5zpfSzYnc2I0Vq9iI5BC31jp/PtcVm+6KlJCrgDk1NzLnlOvJGRRqYNnXaP6PtfUU0wtg1lqiVAioIWtyzHvpJCmYFRRGnLGzvI+zpp4g6mvR2WxM4iaXXZONTQjqpiDP8U8KQwedvNGz83XlOYIObOfQR9zBbHk0J2x+dl4DNS/Cl+x7zzyfCFLo9yRuZw8f6pAIlSi9Mg8sIhSDBbardnf478xZyqdjcMUnfJoHffoQ2TyQsqSEzF5n79n+866z4BACGNhpDazIhlzKk0LcJbdSV5coQ08MmXNLbonxpRFZKxIq/7zep7oa3FkdQtKrsq6huSR/L1JRLslg3iZrCA3vOfcoUhSEnNobAy9nzo3lHIMEQGEBLQm9T1bWpBYKK6HvU1O0udJ0Ct6pKZ0RVvHYSZAsxzuRlK0BQQpIEtQOL5EaZgh96nQv6SG1TxX7PnanhHrmZouF48X+aU1PwE0khzKltTQViMH6owj1QHI9giL5tC4xgApGxMd1HNzRJSu+QQA1MCc0TSyphMMPA27PQZxzvT5Hx3Lw/yfdKZBVyaDmwopVlJCEJEHXT4I2ydU/zejazSkhkk2P+t32keNqX8JwIOZXwH8V4koA7h98Lffu5mVPDdRIKFKCInRScpAFGiuyZQTdAHAEEs9kRBRRIMHCA/NIlM2xic2RjQ8Knru1NCHcO6mmdymyHs9oSgsozH2xDCwvKl4/xm7iM44LyZomUddpk3Mrm/xLWMgHCJT5rW2PKbwO1+M5uzRSRgvE8eLQfoMe0KoLJAQbVR4gRueswIWBMHcgikSrm3XMdWOtL4OqZe6Q/UAUbCvopUWzTibO/Pfhu8WG4IdzueeFzpRNiG5UQSeIhns9b3S/kBiqzWi9YnC2MexvWxRoOj7iKM28oLO4GcGlNR3Mxy9zccERrMRJgKRFATOAPZgmF4Z7d+hfS8ZJZTnDUQEtL6uEo0UvvF+aVpfZjRYRMo8i+TjEOE6F0q0bmyVSAhF0jYayMNONCo38nlyem3xLCbUvOqzSw6HEabRpPJsVLRkPopBxEw+BuZhZHRPY47GE9gVxTnvb827e9mNwe9gSNFIlM+UnGQAlIBl1YSLJnN8NiA8kXoZ5q3VRTPPskW6zQNr0Unbnk0pjEnvSY0ho3q3sQBG34Q9Dks+74WaWfNhmirQAbKLFpQEga80VQSIMlpZw/kTEiXwIvkfzlIFdLkY5wjQDcxSgFTQFqk/1kLNuCg7E1cQFYUVi6JSqIESw3yzTeuJAUBr13kRc7M8iZgnlFwW2u1bRMqkoYxDJYV5JqM/7hGCpNTH1KrD/36g9tVyhdAjcgB6REr/nqFcFqUqIfJSkqyXDHl1RIKRC2kzwoGWF+k/Wx1BhTyaoT1vjTPRUIQGa0Fvr6mUS2d0Q5SFZmRXV6yzjntrBM4ajSoiR2YWuzkyZfLEI1NKWhOZ3WStJlSNEjRO6vQKEQuI06dxRQaBuaDRLvpM2kSWlrXL4LBuImLGWWt1jZgwEGp+eQ4WRWYQkO8glcnEHeoW0wAYwlg5O/JkPEejcdYNhr0n6IoA3OHgKCx1XI8MdM8clyxnpbGeqRhTZqyGZ08scPNwP8nKDClUlbXAe0IdkR7oEafuTGn+XnLHNGdKy8CYTpTsVfcPMaS4l+dJsleZLDCYo5HW+DM+Q+0YGiTsrTOc81nE+6PG1D8F4N8D4Lf6/gXAPwng3/XB3//wTSNL44RUzz1ZFMgs0Gi8mBXbveZi0cOVXMCUwf7wPxSRMnws6CC79O6m94rz1fuwr+dFMkc9Rq8Ehu/PIlpnOTpXSmz//oQlyI4JAid6ymZP86wsnV3zbGzdMIMZwufnA84jXJeRM2fcS36cM/GZwJvG1AygqPwPEccYmQoG95nH2fsXvY8eseBh7O1a/s+MKPAA76NhI+iLnaLifXYPqvWM9TZOxs2gYyH8Mo/5c9iH9uskpy96sX+A9p1llK11kwl23wY7uupdfMbG7HfmXZuTpp81cdwk9z5wChoIx8ju0Zhy2GzKMI+jOTe6cyL134d+9Eg9aa4MAIhRke2Ypt5g2XeROCiFIQIVx0EiPAZt7g4D4IkhTXId0s3MbD5i+QU1g0FOxpjB+rLAgZvRGaduQPU6heaoOkZTiVhyPoCg6Ft9GEYiQmMeFMHp9p2AQKB9PQrRPcxhbTxpMTLsxmUpoB1ADsoyNwD51EB1RjJVmIcoXYg0D30wR586RWxuyF7JylyWnKwFkDE5AB8CFNTGxvKmorFqx6Tpt+7oNAdO+LuRRB+YJT8mmzMC53vFd2zfQa6M6z1Gba2EgqyFbmT1BPugQMf9Ye7PGcTX1gtZxEWll/lKDon3IeqSaHBADKgEXMv4mEPe7xtglQtICEXpbU9VYg4ywxn6nn3dfI3MHPAb6kxvVD1CY0o2mMBJFGmXJSpXoX/LPh7k6Mm+Z/uYERJY+R3LUXJEQsiFN2dNQ0LRz2pwuM8RJ7tO1Ndm/SDqesayZ2kVdtywnqg7geM1vO8hChzTJQwCHXWk9wja9AZ1T02eaxyNqBiNi/umnKPPJ0dyvCMvPZ8NQljm+4jv8LImWA3vAxGHHn9mSH2kfdSYujOzCRMw82+J6NNXXen7NNu1LLrkFuk0MfRz8VIxiJrncLhlTSFp1yagbhNW1dpaBqOqAJ/bEKlAj0x0OOCFIXIQEBJ4BdAZ89yYIESPgE3lqPDNBoIr4ieCKCqzVwqNb6JBKR8Uel983ePRi4wG2NmFAXpQ8onc2LUIik3ybM+ZbWJPxqgJPXQhYK9z64Kgs/K5AA5/y7Hw81YmF7bzuLoHtd+Q6RWDQdWjm80TUodciUGo9M+kmGmPSFmelLH1SX6aZshxOxhS3dAK72cIoAuRa8ExYOWHzeX4u3k+ucHJZrzaOI4Oix+g/WAySgwjhhD40TH6g7AJufOlb6LD5hAVozA25jk0eIYVw2xJ1hMlqfJeKYEU531F4jIrw2Yw1FQGz6nXAaNeYDrKFo+QnMBSsnZyhjvPxoEZUwbbKsZEqVj/IfeDT6B+Bt8IRAms8FVmBrXdvYox8ooAy/Fch2z9N+KNgpYyqjMZdtlqimuUrQJNhPcntYTWjCihK4KxzaxcPYdMFGWrGWMsVVFptGdEqlg3jeoxN7Rc1JBRr2vKklxveR8AnK0K8LGT+UBHIzMaVGk0tGVspf/MAlUyCFNLnSzEYFjMwN5SHxNEEc+DnTZHZzpjKR/WFIAA5xIPORlxU9L9npOujQQqlgvynon6Ve2r5Yr0azKmKBhPNMKakhbzlpwpzZExxs+Q6+znOw2JylqFsa7ag+HW86imxgEe6175waCiCSHS5f3hnkwLsbntzsgOA+tkJX2OGMwP6GuHqBMSRGN7bpZTB0DyeXSOJup6VCZh20tt07108bwhk6mjQ/KoYDca1WQz2mw8LJcm8y7yMckxJgsdPaT6h+mUmXoag8nRM/kKmAHCjlg56lYJoIaqKr3pQFfsy9EQ8/G8YIuedacWuAZYTRWo803uS6Pruo4XqooWG/Wo6FAyOKP0hINzwTW24X67Y7nLI3tmkkMmDkXZh5ruZRgNZ4PLT8bzgWTE9B8815M+akx9Q0R/BzP/n+Tc9HcC+PLB3/4wbfbA0ujpNsv6kDtlD8GT83gwmmwDZT+2Q8D6pVkH/7iqYw5MXABnx/rxh0lsfxnD3/Ee/PdI/r0Zgld5D3EMzv4+Hmc42y5UZmXnWbTq6vtugI1KvuWHyDNoTyfqVXvmQYgL3sbJI0/ogt2PjTAm0EGw6RvpyxQVjfMgfhbHIHpjYotzsXtiePjO/vakY3su0wbgx15AIp05cs6RGn58/V00YM8+n+8ZGJn9kv5rJB7Bs1yJ79i+t4wi3RTs/pNuCO7cODGqU3jvM42m9xdrjsNc7HXTbP0n/V8TqoMH9XAeM3IBF/r+ud1B/DxsktIHAT2bLMxkm2LfHPs9j39FR8AVdJXAAbo6RrBn5s+eM6ZyzjyLCYPyKHCm7oQBMLBSneWOzRG6s1zT+ZmZL1Mo0aV/tZnzhkf4MoUcIGdz7Aq0M3PB5MH13Bj65VECEihjHAdNshelORhPADArA5YDEpSG7s0lzM6qPp9N3gRJSjpHqaEideZHhsC253OFyJS9zuslHjeMQ9jz2MKUPj7NNW7PncL1PvUd2neSK4MBGQyDPie6IeVG1cmOZX2J73mSz535sz93JtNlktSHO+TQjnPjEK0M++qVLhPnx5w703S+W/8ZkFwm3SdtjsxryJwQNlbvmcVxtAx11CCFbCMhElGWMakC+YLloHLXn4jaIGMHvWKO3E56JgAvf2OU8Rb1TT53Kczdseapjac929nJmJ9E880wYjWo/DPWuqYqb2N/ZmMNgMP5YjmduGcMTujwXTQC+3CxG9T+tz5oQ3tE56M5V31fdQi0Gry+n3bE1ClSCeYg4B6dCvLDMGMc3nNYR3rDYe4HGfmOfvpRY+pPAvhzRPT/0vd/CMDf98Hffv8Ww6zRum0VRASrPWRYc5jSSQQr8Ngoa7FXFcZThIowT4imC4E9RGuTPSrijL5A5FY5TO7pOPSJT2HiiA7Hur4ZdPLQEuJ5fYoN37uwDfd0VhzzMLxhgma2aMdRSR+MIrtx+27y6DC698ArtPdBGn8jDiW0NHpVvG+twvLiXEGkNCRI+vkoqUdfvfHcBewckfL7hTDPMAhby6eRyOqfkStDM72pdkUFR7h/y4kLnnuZU8aSNVKfR1xwjErJM9J8l7ohtc2NqeitnOlPBSc115cKgpUiCw4NiughkZso0KX2PJzxEPUY4UR4E7vnUiBjF27Hr29/El8pozrcRp5G1ZBMChuS9WBeQSMkof89RxyHdX7STPhXlGEDElw+o3EGXRjMgCnao/EUPxeFJRoQF4oRCXzUZSEkJ4ZBqAYt5D4dZliKKwYWmdIN0FhEDftuWPdZvogjDK4UiyyUnAyf39wkujLceBrOAcDnbsvrIULXNPfm+VhIf7J6NUtKiLj/nLrT5fBbmwdKf97JBqrDuebIdFSi47MjJtRUAstdAuWe92E15MzTfjXLXBnIysjm8M9loD9uqcN74rwovLs8y2rAZEjBe2SgMDs7mchc2/fCPQTlLSrKnmOHQL5gYzOjAIz+2hVkcYHWtKiyLFHcVB8/JMzvT+Jr5Qr685f7HPvbk+u7Bz6WTfACvWT7wAjp9lzWhuGV7D2LccVM4SGcEFDMsj46HVIvpTBHLQF45BIMj7AY0xpUvsfCrcbulsFhfrDnHnpUIjggrM3vgWhAyJ5eoTmOSk4C6jqf6X0yfgSAe/QqOopVV7HPY2RifL6TU4eSonL0fic52qMahEw4oALiOa0/SSXDTBw26HjTOLhBZd+H244Of9OL7L3JITun6EyjfIy6U2Q6PmtxX/RXPZwVvdP3RgSSlb5nWkQqk+aLwxA4RyczEBwrUMeSOVgU0mdGMstNOEJcgEd93+jn6k7H8TrX/X5qTBHRvx3A/4OZ/w9E9G8B8A8A+A8B+CcA/N+f/fZHa3Hlnbwfc2zkIZpib9SpDsLHOMmetWh9x4l3vL0+yf2zaeH498+iHNNkMc/xR2M3trjea1cT9COG1OxdPvvNkNdzuEm77sjcFzdeE0YADgLdjj2MNdHwHU9KvQms+fdz7lnsd/yuBaU3fncWnbJmCkNsV+/nsY5wqGOe1AeUBvvNibf2MLbuBQ+OiyfCxe/zBFp5OM6UdMAhAB+Zo0/P+T1llHtVg+Lj4xSXLI/rdN7gulPraGDZMRhOJ15ERpRJvTipEBCYcg3Eyu2AybnRiIqGlVyD8K4RFVZIrMFHxL7hOisTjb8bXj1S1/w3ct6qcqvDUc8cNccbIzAnkI0RzufYmcITSVK6IRnzAGKUjq7nNclRBPYopTtS6JxswSKtkeZ3hkEOkcsL77vdp5H8uHLApkhXQOeIKAgX+1GMWkZlIWCozpTlYRziPCbZWZLm09lrhswf5rA/6i21sL7OxmeovfZOpNoIQ0zOS4A7GOIwL/L78uhZ+95yJciEM8Mx9neOZEfH6JXyqDc5vHqeIdQzLz/sbXawAaMhpRGp2XgQmXLUYeb+inGlbhZzSAAQuq8Y8VYRS+T1t+Yu2bg9a3KOsIdzV6r9OqSRKpMiumaaiY0A+zKigrOo02mfgwyW952iHEgeqQomnBovz+ti6sGgUGJHPj7OhVn3Ofs7vjfdJ8q9WY5FZ/2sE53psofbN5160ofMyLW/rwwpGu9A/3VEDoBL+OLQD0M+IeT4hzy2w7HxFWlYX/Peetbei0z9DyHJlwDw7wTwpwH85wD87QD+DID/yDu//2Gagms9T2eKVB29JmNIUwZeFnUjxZnr72fK9BGaJVCSswR1nt7bZ1Exnz1r4cRT954oOpMR10xohdbDxB0eGJMUz85r+VmmqPu5prwt/40r7qbU82FCOxbZ+jVFEi+b5YM0AAZZ8JNK73jaIAcYwvT8fTviaVkGz4pRnzusLxhE8TXOiR78IZjTL46vCf9ZQZoVqRjWj/AO+8zHW5/TUE+qTREm9I3gEMEYXMM8babTc5mjv+a1PGzY01obBPs47qZEJ1P4dJN4Txh/ZfseMqp7wQTDPq4ZdxswcKbkubI0bQTjMZMRpVFLuUZCI8CLeYMGoS+eVn1/sh6j0wAYn010QvS8UfJolckvZ1tCzxuVvpOPy1NDTOevv7ecy8hUFzbCKG8OBiZJ/B3mSWSWgrhksljnpm2QCPJ/MKYmit805QIEiJ/1r4ZxzmRAFFWK0NBIfPuNFQEBdl+/HSlzSPqUU/Xv7H0iRlGPeIQ/RlndQpRYxGFGzQnchMWPWu1sVQr5GyPTPQegjyv1aAa6otCy5o5p5G7+TWzyZJrPG8lhYlAb8+oiDMjWz6yWRs/0UDZAoxJRwbJxmeeJoTiQgNRUOW7mBFhOHUdf2b67XKEemTJDaY5KmtwxhdIK83ox63cgbrJe4XtiM1p4dNkw5xbGJzE4ITw6RV6wFRbBDHLktKvEmttMaDB9wEBpMl/EgCRndztEMU/ESydr0TsPxmdEf5g8NaKoqtoPuCvvNpaNckd5oOjf5hAedZs4bub8OdMzZbnXEE3uBpXVz2vUkVM29nFcByMoRlOm582+T8yOuVFGz/pkN6SOBlzTfejMkRz1ouHzAN+z94aSis+MMTofLRfZfntmRM1OuLmvHqWd9dBJ/3HdnsykBww+HuGcs5FF3AZnnBtSJ3vs3N4zpjIz/8v6998H4M8w858H8OeJ6C++89sfrIlfxDyUJwodz5ZnUm+uboqqvMhDUOExvLfNE4PxItc+RqHipDpTNA4KOTwF7vQ81/0+YlHnawDiEYznntle4oQejJ+oxA95UcccKTNkh407Hh8JDsJ9nHp9QzTRj+HutXivRYXwqECee08G1j0ca0XZ7+Or/e70Hr7jXj3Do6wZLtj+BsYFLq9uzU2G0oWX36XadLOU/BmMcIZjNAo4KlYfbc8Yf+T21LX4/dr3klG2PiwvUj8EAFgOebvo/+WzPDG8bC3On1niMBjwyDngToQOMwznV+XFzzOtAftsmMe6NuYWocaRuzCb3KBOEnJGGNIhakHx8EiUujGmPEw77qy5zAqboXweSGrUlIkK4TAG7gSgQXHxyFS466sW4d2gqIaqQaFywyNymhPgMJUwthSuGt8/NSoNqmXRKbLr2dnVaaaKAZv8PSsR4Z7VMTLl8jIodbNMnfe/nh/DSGy5j4GZzRRXjVad5Rn6GEyG1PBkTjzy7zXLHetO0u/VvrNc6UpiN6TO+46hv/Mcea9JP6vPA3NgOXMZQcbjbA8Ocn6McOPw90ebGy+QuWEOtDhP4LaTOEXM+TCvxUFPeRKhaiC5FpE76sRBJda1R08pKVJJc1G56vqy3KIAdVeZ1aNM5zJ2HquuF3Xon92JO/IBjza7sRHHmgHQ2dw9OtWu9Jz5Hq+NqP6bZzrT3G/fD2x/DHrTPG9dxtHJGgh7hRzT95IBRg8eolLAqKPO7avkxcnfs4NuNKSu94x3jSkiKsy8A/h7AfyJr/jtj9NOwtAAevTJJnGTHJxoUAE60ENkShb5DPdzJcu9k52CM7YzxXtWODqpgdx6itcLVv0c7j7gZIMXJt6nnPh8AjVOJ5tTtOyPsBubvDauACPX7Tjm9jvD7aMNuVGeEGyRp3HguvGVMAj8M2+BCRM3lgJ8qRtRFoVKg4Bo4TP/jvs49ueGkZ0P0et8HFuGeNY+lCgbPHCd8SyGsfu/mFcikULuHjX/LnpjgoClAPFwxfxoINlz6QZVHj7z9s6mOihaqn7Gz32ekp3a+vi9jShr31tG9bV+bhRNsdLhd/P7szVLFIlZlb6awjGaMB3Hr393bgAdIsChzQbVGQ34Yb4SZE3iGPk0Q+Is0n66Qfq87TJi3Bi7c2DOmzIT1eZkmqcsJUSvYpcF0bgM9VHUiOrsfecJ1m5ME/w1iZAa5bJG78RwmMYPnSI/ogcIvd7WUFOQTuQi4H2y6AuF/jYb85B3EmG/p80gj6kvBxsztlpbQaYef67KjL56xJIIBVD6cnl+ScfUpGibpm+K5wxGhBsWEeqjuaTDvURZ57JfIpBMMlayJ35/J833kSsG6QP6XIjRlRiB8/qCFpWKa+W9fcWdC6Lj6JU6giHC2Pw3Fw6zkyjvR9qA7kE0qkToe/0hdFeErSFrwpB5NLznMTR5yjDjSeqEQiNTtn9W6vU+GeKM6AarMeKxOyr0KqcGFU4MqmEcMcoyWZ4cjtF56XJbiCFcPoWSBk1Z6IbrgBBz/AGgYhnkV5pQFTF3as6tj/C9uL/MuVBnztCmOo+s/3aYKvM+Gtd1CvDLNMz9E90U/VnJ5zJ2bnxOiKr++wt5eCEbI7rB9NHBkDI98wPQ4feEwv8MwD9NRP8ShMHmfysDRH8jgH/lnd9Cj80A/o8A/gVm/qNE9K8H8GcB/DUA/lkAf4yZHx85l7eDp/3cGwtb3FwB5FMPjJ8Cw44ZEvQ+5qGZDSl3ckcjTj+XxU/P9j69tp4zCAoEhTQ2uW5GF2hBgZkNqSdhFfcC6KIHjl4AP+9MLBFv3t5ypyEdn1NSgWvKhYZegzu+BU+qPbsZp3yWJ2Kv7h+/yGMDzJiF/z03g++MRkPfNNIsTFi/pZF4YjhmFjghKnXVPsRONeen2UbwBAIEnK8H+XwUKF+zyQ4KAXVPZRzHhJ479T3a95JRA1SXdLOeDJn4rM4+O3t/Zpz175JAcA7DqVEqOUhPfBbZHZ/jwcFzAh95r5kC9O4xet7ZWIh/D1GqyVnzUWKA0VMcPlfl2QzgvtEdI1PR2XJ6jSAjzvp5Fonz+UKnKf3HsQjyf1A2gYOhcHmP3jdhdhQvLflY+x5FOB0znOx73ZA6eq2fzRvvnxnfHqEybwl8fAAM0anB2xyjdrMhNe1v0eC0SEJ/H6K5P2z7XnJliExO8O95jsztbH+XJ37SLFJpDkt9Dsdxmn5tMmKaGwdF3o+71pnMTIorQu5KDB3TW0ASwa32G9NzmD68F7y3T0ofRI8QaO4FCzPoQJyUee/fk7lRAUxjMhpNz/VDq0UVo1z+HRhGkDZ/Fu/DZR264ezjNw3HnB8+N9OH2hO9dkbvnG37PRgwfj8bUoffYURKnX0/Fyiev+97SjRO9XkxjmM9RSnYiFLieaPj+URefkT/empMMfM/TET/FITB5p/kXjY4QfDDH2n/IIC/DOAP6Pv/BoD/NjP/WSL6RwD8cQD/g6f3YVZhyJ0yz7x43LTCfRq7kwIzS82AGVTjBiUPyBaSs8Ch4+q7gTQp1OrFdKNHJx+DtDK3Rm1caMhrVea4qha+1R4pgcHI2G/sXAQpjJlJarUAcMiFHWNCSmpUSPVov9cPtD5Bq0eiToUoN1DdkXhHqjtmhijrbOJdqlDXHeDWKYqzYFIbLT2yBakFIeOIQGXcQ6uORzaBE2qIyas+W9Z6DqEewhkDDYOwczoYUdbjps+qMaE2oX4VtqGQH4UuVFpQGrKex5OrVWloIOSwCWXFyXe17jpJ/2C4ekeCJ+Ykb2o0sCZBoZj5+GyjQG5GN20wA1XkI9FLVMhcGeKGTJKLkiCwtMp5UKzMY/l92veRUeJ+MLw/9QLNvst/3b08M5pnxTl6I6MCaUrymWPdHCHRmPiq+4sb8eUxo6IXnRN+r31VOfxivpc5J9Pex+bEARdNokrXfeyySeWvRsLnenPj/AxR7hChin2Oc8BYHmN+ZISmXLXZQJhZDmOe5OG34fMejVJnWVAgpJ7fmJvbdEvnaU3385HL1CGX7MQAn5+rKMcYnA+duYwAgsrc0RkhX5lBMfbV1kVkwLQojc8x/dz7MEkNi2i6PkD5Z5cr0SDKk5F4KFA6rP9xfQ33pE4t4kCHD7gC6LkhBJhv8l3imgHm2fPqQNEJQYNzwvaApBBDUHf4mjOKdV5mMwFIIhoNPbJsrUdrg7PzRAAaZPJZizmpEkU172yXP9GIqlS6jKI6yKMOi/VPZF9rtVsRXFFV55nXXNcNCEw8RIYt30rGdNobqO8NMxTQ92GTHzTqPVWRNz2yx0M0ynVF7mNwZrzECJR9lVPfr3Q0tH/jM7A1HVNb4hqeHQp2nMnJs9pq87gmzUebYZg2dv2RTYaUR3JDiYnZ0T85mGIe3PfJmQIz/+9PPvs/v/c7uXf6PQD/fgD/MID/PMmO8O8G8B/XQ/4xAP8VvGNM6UXPP47QlbNcnvmeYJv/2bnm6MORgGJggXsHSuALm48T8OxYi1j55A/XiL+LStpZ//z+0AVb/A7okzJa+vb5cD5uh9+eY96Owh8TBK3fo4xrP/fXeRbNGLY+2meXx045bC5YPggFOUSLoycmzImPGK0BmHiASPk1HG8NV56eevajd5a68LvsjLvLTzx23wHmYfd/XD8nx6ln/5l36mvb95FRH2nRwfFd7tcgYWlai112Wc7Ue2fSXNAAlzjcq07WngtAuFJBhjmHMbm5r8kjVv+cWUnPMzmpZqfAuYfv2oN+5tEdNzTqkaggC6JHfZSdH88FGQxhOsJ9DxCXsLRyhPMFheIjzeWarWvq0Efpim3sZHc3bPRztCHCBL1nA0TyCLGe8ywGMqbJoIrdsmjEWX/NuJxblIejYTEaUvM4nkelvp8RFdv30n0u7vuQOzKjRj4AGY99jEqeOcLGXMM50hRPMxpSz/aF6zvpzgnrY3y12zVkgtDAq3SZujnoKiE3z94fIjjWJ5WdXd/qvzPn5cFJMCBdOmvmmbyZmyvkvr6OkadB7pGZFLHDctM9x39U3udxEeixGVjvy7AIL3/32Cg32ci64MZXNwr71PiII+8q8n4qF+J6x3v7hZzlq72d2vxZ9dwD//zq+I+0Hzvv6b8D4L8I4Nf6/q8B8P9THDIA/D8B/A3vnYSCoh6Tb2dPQMK1Z00maCediMxZsojChEJn6jPvi6Jo/Zho2Y9Y32DwgtBaOghVuycLbZsQqM2saxUEfBRShlXXEw3fRwHOSGjcBZErBqoEWf2FrhDFidmFinuUJ2y+Pw8K48tAzLkgzaU6bVN82ARSfK4WJTNWLlOaLAeipgLLgYjjergUyNn7LHo050YBkb2te1x6tCkcx+fFZu0Y8fsev49eGsMKz0rqcD6YITWda3gWXWDHMDdwYnjZemEG5sKeoRM9anUhXMJ6sesYsYvd95msE/h4/24me/npm81jW9/SomfV3gOj4jM7U6LBNbwPm9G4sfW/E5RRT421uF7P53SE80Zv37gJncFfY4u/ofC7+P3sdhoNKD7OsaGmyzgHZ/jw8LMpyjQqKvnkN6MRNRgH4VXO1RXL6MU9a3E87dw2H2SOqIwenh/7rccISzzf/Hf8LEYlWKGeAt3qhpQc26F9RATiFMYz9zNO67ZNiA2exjh+zgishyZX2fYr2Quzjo07pYh8r7KixGeOldP+hzU11yabx+aqieEpZ4hG5s/WqOdHAX3/9Whl2KttL8hTrkgkkYJGLyy/RyIa2kdHCtSu5HPQjUzMXzgsoxHFlALjY19fH21maPuz8mXBfr8NAEKdwZivbL+JBlWP6OJ0Tdn6tOjG6KyS81dKABeZ0Y4CsWfVHF3Uo0SjYTQbTY0yEKJH9l2UjaPXRfVT27IPzo5uUMXcfzkopAroc7c9a3Amn5BFnBGpDfqt/c4iViCc5ZKD4njissV97pkhFfdTj0hNubqzsy7+9ixS1PPH9TmcIHLOnEbRKJ6dCEdY9HOZ8qMZU0T0RwH8i8z8zxLR3/Mdfv8noEmfv/fX/cEA8ZrYaQLGERgNqOOmEacTA3wdtusRob55DgnLYbH275/36T1rPi6M+KoXhOVbRTKD2O+z843K1qgI+W+HiXemII2GlJ1j7vBR6Q8GF+Wjcj5j36c2h1Wj9/mqDYLh5Pn077sgke/PWzLvjhum8lm/9eNzf4brprDJDvdt8ypEombFNkIi+xcax/SIhHomL/IKjxfu+TfzWF/24UJBJOZTWFZ3TLAnqw/f/YQtypW//q8f/TjRgIly5Ppc0Ts6CeKYKC0nvfy9mKLnUaroZR3OjzFKJu/Pn9t7hpR/xl1WxOPGY8Z8qPNjLhwo4azveRWvvcMn/XuS1zEcN8mEj7ToGIhKSPqKNf/R4+IzNSUak6z25xwMCGCUldEI9HPF65xA+q7myLzfnfZJDYNnkdszh8TwuZ7jGSzovXzfn7NFufLX/qE/3D8P+26EfcbvLxVP7srjUblnCEmCzcuur/i6jvvrlXE5Qf5O8xSfrKuz885zJSr99r2LAI0kmTNrHp+zK5/LPmPfVNl9ITev2tW8Pet7JKwAuqzyPlJ4BvH8/gxjIgGC80kgk4zz5zDcw6zjopuIM/pjuLfQ1/f2t8P1LobzapzPyInidzEiFY83h5JMk5FV8fQ6QVeK+9LZcVfwZ+/nYe5/fIx+zMjU3w3gP0BE/z4Ad0jO1H8XwF8dWHJ+D8C/cPZjZv4zkHoO+CN/y9/EQJi0wZJ8OuGm78Q7oPz1JANbUcAh9+ZMCFg+Rb+3cYOJEY+ZgvvYr3GRp/D5pULv3480nzMOX/6eNqsBm92GSS0Tz4S15jiESJJPfoOOsW1obTCwYo2Tud4Ja06OW/bufTkXFoTm9aZSMnFT3CNkHiS7LqvXpLP1ZR//4Vmqx8UiUi3kSsVxj1EpG4NEVndnFOAAUFv4nBkpBW/klGQ94+LPGoFDkd562Eil37PnKwFXCuwVzGuI2TdwGmsrvNdk7HX+TBtgnP+kx4CsbyqTSSlz373SD9uiXPlb/61/m96KbGS+Lv1lUkIxOic+YtjrwYNSGr+398I+JV5RxiTo+WPK+kfgH5fz7sQTGI+/3KCm75+dH4iKw9XYXfXzGE2ZoX322qNTUZYfozBXfYnv/Zmr8ueKyMUa8e+nCGVsZ/lSo/HTlYloUB0hXaGPM1wP7xtT9t1HYSykCrz1QpAV+k4jQmfOg48YUIc96pBDFBSmKSp66kj8DlDl79OiXPmb/9Y/whGyCBxF6hmk8azNjs/Ddcmcvf28YHX+0TOnxPj78+/O58YROttlm5h5fd7xpDvJPUL0BxqjJd+lzLI7rXQ7M0fzpXEUoYMGV46GKkYnBTCPYRyT2TiycwDw3J04T+172ztMj6laJ0z3IXCoN3dS6gCjY0hmzzh6kVjpmRMEhEHncTkadCNj3p3PY3M37nN+XhzX+WgkR+2aBxlhY2OQdtmbpv57nmQo2WNjfYbF1gny3nqI/TwvGXAtV340Y4qZ/xSAPwUAGpn6LzDzf4KI/hyk4N2fBfD3A/jHv+q8JwaSharPvSpxQKhDQ4JAeOaBOxMQZ5b/fA6bpHEy9lB2VPIvPPk4p5H131CnPbcaC6Mn70gxeSY4zoTOoCBxn6BPDanDSS4iTQO+uhvHM9wANCZG+/3QlR+vP48znDAR+liwPC17RuYVM8r0eC4AARp4PG+aDKZnasnBOxM20WjYel+tX9SFxnC+aLgCoxCZO395U1OI+wNKyKyo+ql0ntmGRDyuHVsXRplrRB0/d7M5ObO3nSppFxvTVfsa76jAI6yl4ZtTr/90K1fruR/elQjgydqdj3+itM7fDdHUCYYx3+3YiedGFIAD7Gg0nPrr3AZ436wQQEhgIutnPH88bvjpV3hpfWxojEK4/DtBGiAYVEY4YsoV6ZN+r53N1YMifHh/HKNnzZPNv9LYjM6/gxx8Au27WpODk+KDxuGP2YZ+0Dlb4cF4f4ZoCEq5f6LQ7nkdR3TC07E4UxYnHQkq6+Pa6fvwqO+4MaD60ZmTTRxohJgOERX/oR/vzMPZWWmfzcr52XndmAmQWiMuifqTtBgZmWQij+9Pr3cCpx2/P99L43g7jJ6hUD8bPAzrrpt5wbkUZNv8PiKqonFmkeZ455dOkRP45XzMR9pgfIU96koWWJP5ynCUDcFlpSOKPui2tblt15YW97Hr+/g5akX9lwD8WSL6rwH45wD8ox/9oSvdU6NWYV51Sb7snsmDERUm2XAOTfBjzUfoC1wEhG24kb3vo62GaJUGc5+2GGkiCqx8elmBnZEnOQ9CDXBB0PHBdahddB0G5f79mREFXCvs2i43UZvUbUOHldlzEePJGQGdRedcOYrXcmaW+btJmNj4dIUe8nzJjCgRKlW9aLPh1AXH8T6SRqEM1z0YTNQ303guOS6y+IWIlAsPckPqdM5FgX5ifMm4TlCEs/GcN9Xwu3iMPSv5l31NxTzEBIDJiiXKfTc19r0+jX6WcdGvn6HZfXiCPXRDYxrmEPDcAfJdmzlGalTgVfnmiXLY/w5e66hQHuFRtobPN8N4vvjdswjVeB9nCgUPEW//dMo/iMrJnDcVjx9k92RAHY71tW9e+/75SBbTPcZWP+rMqDqMAfhUzp0qEwMKgcM5Rhl8ZlBZ/TE/XhEJftPzfb0THZRz0nGcQvT6YEDqteKYREYxa1nl6kfX88GwDwrwMLeiYnWhrDFZTLdTx//cLWkNHoctTgaU9TfCGuPr/Pd5ix70Y57PZZ5UWDdxffX3XV8CRva70bkpOpMZ9iLf+5yp6HA7RmdLhe2xg0U13SOfQ61pHk/9ejBWT8YSkHlrOd39vEnzvKifl5Vx05Ahfp5rQ+q9NXf4bBp3798UEEi6jyeusIiWMSi6k0j3V3OxqCbi1zZUE7MwSMfPfR6c5P/OtatsTK+Mqhw+p5O/bY+K75U5YNJ7Rl10fu1jSDByHYns9XIA8XnqwV2nnZ5B/6DLpD7mpDLFY7+4aj+JMcXMfwHAX9C//28A/q6vPkcwpDxvKgpNVfo7m41tPKEgaTiXn/NkUg8btE7YmDN1pmBZi9jxq41lFnGmhMdznCnmoatDSDu+WvVvUkX1PYHck3VVuTDZdhKN8s/tPg95OWlQ6nvkZFKobAROnstsBF/ft23+KTyTND6fdyCXw/k4KBcnQ+ZC+wS6F5/fLGxYo2BSb+NZTsEoLEzpiQnVMWeQuB7G+3DDH/CaeYctsmtxOqajQeX3dYwOWN/PepcwGgljv39+xQfo93G1Zt/7/r05Nm4g523etGw9A9fMSB+55498fowwHQ2p+f0chTrc1wnWfZQfZxvbuSFl1x0cR8GLCGC4y4/AvMbzdba6q7nar3MxBz4iby+Oec8Y77WkTtay/TTA/4avTzzjZxDIM0fj6R435y0P31334xLKFmTmrAzPxZ/j378rsuOsxWgU0PsV9/RuSE0wM0CV4h5/ZFhkoukSmama1U0bxmhef2e5ch9tR+fziV7Fx3lj+pDf0wfl6wy59uNODO4rlsjjNZ7vg0fjS8Z8JqWIY+7w5bCurxyX7+Z0ThFC+2xwgEwOJL/3E7TUey3+5r2o6NP7Rs9Zs5YYbkSDp/2P4ey259c7GlCzgfwRh8nZXnZ+4Lm8PDrqno/tzxGZ+up2qD7M5wuDORY1M4+JhgD9XH1yWg7O6TWDwWQ5U+ZdAeDscHLspAjFBR8ESTUF3wwW+8mkiJuFPxTGPHhuxLMjBRNTqPdxXNzm3zbWn7PxnetRuCEVanXJqwk5M4gmY5SyFPO1aMnJpCeyjUEMOFNk3Nscoh7DNe3W/Llk/zs+q9kb4+QT84YQBH0c16smNab4YOw+JSLQ+4FGNBslrxOGeI4TqIYJcTN0OWXnZ6Yzpaqf1NeAdehKkPeIIyZj7aTWUYhOWY2aM9it3FuHe/h3snCHdfFzN7KxtfHSXBBrBl96pkB/qF3MqzO5Ee8tUtyebT7vXT969u09gEER+6iSOjtSzjepr1Nwey7VdJYrzy14kD0xaksn8/FszQPAGKHq8nJQLHg8z2wInRlG0dibo1LjMdeRg/ka4/lPopQU13CEBB5zx+SwNO0Pk3Nk7iePYzIa/R9XUM8UNjt3NzBsLnb6/Wfz871E/Z+jEdjrZNn7MXeZT42C2M5YHcdX4KjgB9zLtD/3844RKfn7Yw6e2D+f55qbNZx7XnPTPBsMrPn0Bwft8drxd7PBOt/7wRF0kYt3/Rx0/9bx9vP4vGvoS4M+NDdjQeXOujo5OMiid6OOeraeB7nFgMTi1bHuuXO295Km05ns6PtMvMZH2vwbX7tkpErhPNyv9V6bnXSDDDg4iM8dg/E3g1M55orbGS4M1GjA4mRvmdsvwpgyiuxIi+7faeRk6Oik9NmKNIp1Qhc7cbLO2Por71s/y3HtD9jUabJlUs+9ftzm36niVmEqNDlM7On4BGEd4mjjhjiFgv23gYBiUOiJxDilc4PIhbpP8snocWFO42/sXubG4oX8GLJ1/qn0PBq9h2NwfC4zpT2YkZNC/OKCpl43xloDNPdqqs8zGVoR7nEWaYzwHvOEGfHE3CiMKSssiZAAi1LN0KEI97sau5N1I69HwQ6fK4TU5LzNrgOZ25dQ3MlwPWP2+znbM6XwI4bUrDAcleDn+YlAUPBp8uCqZy/mVMl4nyvkByZBdy6NG9E8x2z+Yd7A/HdHg3+G9p2d91k7yoL5HBMMKWxqp0qbK5xQI+OJJ9eu6EiCi3u0/SMow/b6TPGY6908NYbtKxrnyvwaf9Nfs/eJ0POsjtcaYY9X7UwBnWmWz6hjPqIozccfoVmT0y4ee2JIxddfQhvu/yvHa26RAj4q99Imo8p/czSixv3hTFGXV4ffxzVIRxn43roAdJ/U7g95qu8ZVyfnma89389H2jP5fFgPT8b0GC0fx7iP+cn+etLm/LR+3klXHXKion48PhPbdwG4UWV65uxgivcfz/cMhXGW0vDR5g4t1VU9KsiGNGuDITpcd5IFwzNSlE6EvvaUhou9/eSZvOe4+UUYUwCDWgWnaQCeLLRGGS0Vj3CY0SA5HTRgUEEJUulBKkNHVr8zMgO/q+Clm42oiE21lsg8StqNmVGOxUOR7c58Un3A4wLxhiXUXutkWBTGjqLn5hhxYh8fV6h0Y+4RjvMxsAjUXE/KlPKZ0W/4nf+tk5Qlv6vCPKvP6Qm6bymjIh2ihyYoPJimuVHN/g5CCNDb1bNGaBEAZ+mz8wC9prr5ma3GiikIOTX3UM4C6mBUWd7CBxQDGyuJVAkoyejniRmIzyLi0q9a3FRTlnvR/LVZ2CSuQAOaL0UKhvMYKfTTYySiOLn070yLNTzmZvPlzIiK72eZEH8P4NSojt9HmHCMCJxFqN4zqOJxQDsopGdGnxv0LhfmaDa5XJ3pgcXY7obYeU7GWRNP0jlRhVynqYMsKnOHawMu1xsyLKfjmXJ3HqG+fs4DJBt8ODYaX88MqvjsnI2LZQ6aoXG4dpif8zqT75PK/8h+12tmxfs7MxKH+ftszGx+TuNykGthTo9MarEHDekrDKLnhCi/I94ZbWfP0XKlzuizz5R3a4NzzGWufRthst3YPcshG3OR31fqoxLJoDGnOeTPJRL9wYgoYjbM3EeRM3rnTx7ZXGrj1K8bxuy9iN9Z8wLnvh7svroMnH4hx7mMi2N4nbM3FgomPz6SG3hZA7ZSQN2YiOPoVSonI2rQNyH5v3aMMUFn9Nqmci4d13CsnfPQh7DmD8+VziOFz57FSPRxvFbcj+I4XqES/Vwz/CuMd/zuPHJ4HbV95rj5hRhT0jr7UTeqmJNMAiRRLnWAevIzwwoamgIQBcLxGiKIIpzivXyIpwnp3JUwCb6OG7F5kDPgBtjx/KPSOW9gEQ7ISOAQej96/Fr/9wGB83Ve5jHKMUAMWFWJyTMT89YO5zg5vylSzjDkgoIBap3h0Lfpo9Hktyiay+E7i1L53/EeDscKLFOMWR4VWAYqUjeoQrRqhv18jU0x4+Ct0KJ8UMebZhwNqiHxNwiU02TYr+Pbs40toQ0e8ANLHj3fRH+uNm9IwGgg2Xs59qjMXimg1v80bWQfvy9yh4bgza83qSsl3B0luvZnZRq4Wu8na4fbtKGF+RyMrH48w8hKLvs4yYLjXbDD+jwZW38zK3zz78Y7fX/wzxjGnsF5D/eJ8djZoOr38ETeXZBSnM278RgZf6bxs4+My0fG5uz3VzkXs5Jrn8V9yRRZ/+wkX+8QlfLPg+Prd8iQcsPownFyOJbm/SAorNOaFWdfz487nr/L9J5z29u4xsxZYd9dK9MWJZnloR17ts8mXanmGHqmK519Zwyrvl++Mz1nBf5DuVR8lJeAOS3FAT7Cy4JiLn+F7+LvT4wR6utyJlM4HIfjs5gN2HFf6jDPalFocyyHXH49OCB0RkffnON2ZjzZ9/73HOmno7PFftOdCVcORcn5Pzj9glF1no8bS1lcTJQTGfHUaWQG7gegxL8sY2ryxjDUeEIelEobnNx2jVCZB0CMqAHaFz2c08ONzE6zV9om4GzJd+Vez6GTc4CFTTlRPlk5u6/qIKxmg4pG/2QKGG27D/vchixxj5KMfSVXgIYwaQ/pzI8i3NgEA3RPQPQci3dF7F6FXs4J0MLmMJw6CjDL0ZHnp5FEHp+dRT9MIFh+2lHA9+cit8yAHhsdGWPOg3hwGhsjjXxfqA0GlV8b5IZdJnkmCS1Uu58hVj2v7Wrv9TA1j+95mhgOBot5MZY/dfDUHKNP5xdnvVZ0TIwCXxQegrBqUfeeIY5zZ/VrlE430J+yxc2DL4w/a1EpPvPgfaQvblS5ryWMDc4NpIOwZwDTZnW6aWH0fpsDIvkpYkSHTw2dmK/aI07nx8rxLvk+pNyOx9h8HZVBv8cw7xvgSuZAJDQoF2oQUcglsfu8eGYUZ8FJRGkgIrpQFs5avE4Nz/zKKI73d1C2I7x4MlLi75/B+eIecKUI+7HBSTTIzOl88e8zxWs2oM763KMBM8R0gufgaDz9LsH95r19Nq4R1vsMdfTj0Nnn5P1kWJ0YVPO6OTrDRuNp3mzO9KK5zdCzs7UUFfuZ6GBQ6hHmy4ljEziHyM+OoFkWmsJua/cqAnI2h+L846DAx89mlE3M6TEWuJYW76Hd9TNrcDaezggszpx9QN9TCVVyyYOM8vvUMXTkAx1rgM0tyhjTqeRRjYYUgQcZaftblB3W8kH3OeaixusPYzLNdUuJiPVRfZ3gfZkwjPk03l8rT34hxpQo2j3ipJPaNgs6TkITMqcUttyLoR2E/olH8myj8ejFhQBwo0gnbqb+3owrFza2+ANMzI4FIVCKmhIvAmYwoJiGwp8JNUzyQI1+MUE8d+pMUYreEAu3ctgQTeF6AuU7ZYaz/Bqz/FVhT61qrhvUAC6DwmRjZgLECARO+0US3nYD86l37Mhq4zDMYfMLipC+DsyK2hK1bmSF52SGqz2j2KePRgbmcSQ+UVAMQ6944dPTpJlRcRQuh2dkp1YPHYVcluNdqzHP6FsaYVhfH/Ec/lQtspTZRjxvSlfQvfdajEQqCOs0hyae90oxt3P0CMeUL6d7dvfyXW8KV9d4dm0/5gQ+lCa47zif39m4lZCmKzDnG90V9OIswt29qwYBPOYz+Hku5IjNBSAYEyfK79e0ORLR76HnwvUc4euN/cyod0rjAcLMg5FzpgjPBlrMLXVldpruV8bkrCwPJCjMh+OBrsgezjU938M1/Xzsv/w5m/urJuV+bg69Dc/lI/PKIiaDQTXtu7NRFe5uOlekPe+G1JmSee6A7jDaI7nLXFfS9AX4cfN8ibmeZ0b5cJ7pdy6pqSv2prgfDVXb1zOicd+jUR1KaYbe6GyOe3X/raojMFKJs3ZlqJ5FW66MW+uPQStnqHE8Zl7j1iKJWjz+avm44T/JEv++e7vG909ahDp/aM85OUbG3Z4BufNefjCP2xNZYtDKCfnjv33HuPpFGFOmUPuga/J7wu6KNgz2NWH5pR0Vvg4ZC4YC+oZhBUd3HD0wQE+gN4MqWviWk2O/GRR/AvaWJGJCpFENufYME6tMAJMYYubU4H7cWTQKpBx3JFCrucbUe80jUgfFnFQpt/wzW3g9J8qeVacLbQMMYza25ureYgAn9TQAeymqgOfwvJTynhQ0SUY6EaoVhMUsbIf9OV15X5PcwPAMgTgM8qwsdyoBbvxaM5hmhP0lasNzetaOCdZB4bINjmKtDDGQhHWRdV10B8JMKHK84Pg8xs9tTelr6hGp3tgN3zOIlvUlUwWjoXKRT4Pi9rvQRu9mh/ieefeszZ/HeTVQxJ700ZTzCP2L57V7YpAYosErG8fsaFCFzYIpPNuwYU2KLA0KQ7qUE1HZOMIr7NyHn03X6sx71/kZspL7MUcP7XvN1kpXxuM66B7zc+Wj1xqMx8xz9kpReC+nbm5zBNQiVZFKqH8T6bT7OB3OyWP/3But82j+fv7b7/0kCjuPy3vG+DNCieH9hSPvmfNvPCZGE37uUuDjep1hTQdPPB+deDNdOg1/j+eJOVTyPhpW050doh2TUR32WWsj8YTu/+g6wFmU8qgr9Xlkzs15DnTn6Dg/ov5lNTiPxvqVUR+Id8LvzEFtqzpRdVucvK8iB5qeL/MextXSSHqzSFRLZzpGkNtk6R6jYyfKYP/8Arqcgg7AIOwo/vfZOFg++c5Zf89e/xToczAT9xyquempizprqtlOh3sLc3+a9/PxNB07t7N5coRcxhw05QbgyajyH0c9MsgcZnEszykUpLNBZcyz9oswpjAplTYHG5VBSSSwWpd5GFx5HQXEZag6KHsNdJgIcjsf93z578PEzcSe9zCcc4qapHCOM+z12XuJI8SQZ1e3hkXqfTtuYLFdebjeK87rXp3J0JKDaDiv/d3y4tf0pNB4bHy+E4Ts9F5wDjeR9depRM+8aubrP4P7SRdUSKHXCUvRaz3nV9AsOObk4/HZGJONjCf7OFkCsnjTOn64pdznUxh7ilGL95TS+JyOyWLusACAM+r0Z5j64bgQ/f25I1NH8gCdi5PAf6Z4PpMHZwbTFYQQCApslD1T7sxHNp2z85wde+aJ67CWo8L73oby0Xbl/RuvK2v9GYvSqHSdf96vc24wzMbCrKi5fHgyZ9/Nq52Mj6vouMyN5/NpNqDt/P2+J+SGvx/3urN+frSdGtyH/Wg0pM4MqPj5nCs17znpYl5a+1qj+8dus+Mj42IcZjSEPtsRonuxD9szC2iceH0pZhr1Jzr/PYLD7lmfuMsVc0Qf5OFwD7JDGgQ/3ptFVYbzBz3HIa4nci2eZ95vP9IiDHNeB3OzuRghz0wZqUlv7ajeeHjfZez4/E/LPgDuPJ7bXBuumyrXcs3NRX2fo8FK5mjp43qWtz+ff0ZVyPgfrz8/l7NxPjoNjrrR4V7I9A8b14/Lra6/TGuLTtYCXT/Ts/aLMKZke5ksRoTEe+oDNIatTyx/P6cp5uWwyQBjvpRPCsYBY8rhOLkVUaqP1Zz0ePMAzJ/jHGQyE0xcpbd0D1g9VK52qslwLTtNhIexKfDDBD/ChAbmuCjcz7wAZ4mVBh3z6JZ0rAUj2O/tST5PTK4kbsOdRm9UYo0whuc59+rMaJ6jVXa+sxYFRxQkpqSIILMClCM80/fDoOB2yvmOB2YinT/z8xQK+5Zyh1m5RysSasPPcw4J7E6HmGtlJC9+b/YTbmhpGdaW5U2RCr0uIFnHlNHAg3H5u9DmfKkz2IQcd21kWYuwsHjOq/Ye5O/0+nycizML3EFRiUrVRd+6YntUfGdP7BVNrdzL88+HcXxiLNkmNsMFz8gsZM6lgxwy59oMORoMJTuWLTo5QYrlRg/P8QxmF+fFM0VzvPdjrZdTpwx6wUs7VzfYrc3ebHUQuCe5G1mnRmeIYg2OJhyV23j/8jpHlo4GRDSijs/w3LAaznWAdc73877i82O3wcifIk9z3bfoZLtqs1PkFBI2O0bi/j+f7wl86VSRPxlPY6A8m/exmUEVHZYxf6dNa837e6GIj+c+fn4lS6NTM50o7Gfz8cyJ1qGVE/HNIA9lDkakVIQIRnbN0SFEh2dzVOy7Ptud/xfQwWm/IrDnKs+kHhap6rqTjZuMXdRDZzr7gVBi2tuvjOE05wOejEWsrzaiKPpZ4jP4aJ7TvA/FtdOf59c5Z34RxpS1YcKo9/xMKAzQsjA5XbE9CWWPE/PaC20WvihcRw+jvbdwafzMFeyY0DdNog5Cif3upAd2Dx9RROeN70oAnyaLGzQOOu4EVzL6pAtkB4eLp0M08Bxq1p+jHT8ujp7QefBgD+OYLhVWjzBO3v3EJLlQoevPPFxnQsGiUoMQCs9q/t2z65wKlCBIzRsjRBXsz8c3ZyL1REYBKqr94VoTUcgcyR0U3JO1Nhwb5tkzz2aE0P0utWd5NM9/d6ZgBNnxAfvoGAAclVdgVLRnj99Z5Gs4/1coaOO8o1Pl9Sw370yuvNfm+fIsUnVUlk82Xfvc8h3OvrvK4Yj34QnyMWfpfE6cGVJnx390Tp2u/zNPMQvX1RxNb3poNJXsvex950rybPz5fJu9zVHRPX0mzw2pq8jTlaF1OM87EMBRGfr5HTVnEadT4/Xic2Bch+YE9WcU18lFjshVi9eMULIzBXJeU3as/2bWkS6MqrMmzs6uJMc99JnjIf4+tg4xO0Ph9L3qvbl6+axcd8z6DILzHgQmQp6VclX+52PH312x90VZdoxGXRFInMElQeYsGp2Zpvcejo/jM+k4sZ0RhDxrNv7zc+n9TgCd7zMGubScwctrDDlt47WtmfN+yJfDufMh3sNV+0UYU4yjIdUjHEHhcIhR+O1k1UdD6nTyfnAjjHSS/noSoQI6c5yRFVjrdYquJ3Bs6XTi9feH0KtO2h4SrcPxfmT4zrwBhHpuUBnMLBpUA359xK9iGvupgzo+Y87NEfYjwrzZc6PwzENPo8LpIe4Q0gZPVKLUDSqH950kb9uxsaWTz+y4g6dm/v4g2DVHwg2Zk5pd4XMGASk71ncwPhUa1TX5Bo8iAodN91D/Z4oMxmfCoNMoguQXmsE7GkvzGMwG/s/dZiXy7Lur37mHdYKKxT1gXqOzp/D03JMn+0zJftYGwoBnx6nXL/YysoONm9H0HA/RAXzoHq9+Nx/juZGXUKe4H/Rr2xzt3833d21QAefGRWyRmOSqPZ03F3JlUIoo9OVC+Y7n8rk1GVVn/Rrvb4QBXrX3DIAzw2f+7RWk7+p9PFeHSMWOnc/H+e/fpWYYgfnxnMHAAdlzja11zlmc56nP85OI3qDnTAbYoFCbjJ+eyVkO2mHdnECRr9aOHW9zP1OTzyenZnQiHa7vzszuVJpzdWLfGTTU35wp9Wd5F8fAcmtmA6chnzqBIrQy5qSdRU/OcqIMYXX23azrmIEV7y/W9vJ+EHve1LwHd0dS37tmZ/CzfdKPu8ixHKNR147l0ZAd2zDPw551ajCdGFLdEdiCDWDPZMztn5/TRyNUvwhjyjzj3pi7whkos4HnVmVsPphh4sVmSZPGXX8F+xlv83ySJYhBZY9kLuibAzzscM4w+WaBYcmY8XtCQuOREj32+dLXMxlFp1EshZPNLvc+Kbtw6UWAR4PKzgPAC8PaZB3gbJQGOvRoPM84bfmkAgTsnE+M2u6ldcMzEIJ4hAoHXrR+jpPPCEfct8yT7vkZIJqDsDjZ6CDUwEnpPm0sbFwPzyiJ0dTMPsJEha5jbb+Vz98RDIE+XZ7B4u99Lk4G1TE/UWFYs8KD0dHxu2RUAc8cJx9Xjt871+EYfZ5WnNLW91lS+vi7o0IR2cGsDZvmRExymdyvysb86azAPjvH6XnPFN4PQorib46yKcD+gpPM5QpLcrnXFqTRoDoznGTcOgPgoKh8MCLln19AAefvTn97sj9dGf3zObsCImM15+x0JSwal0HR0zl4pkDNiv8V3flHok+R9OR8bnJ47fPwGJniD+//P3WbHaHz38DRkLdfnhlUcvxxDMZIxvP1GeHkp/cxOdLmZtpTQ4eBz9/3uSkOkIz+jGxP9r35xHlsxBWzrJvbaEidGEVONmHyNo/HcScjGPc2QYL0GTit5VM9qRuWsyyKDsczAy2+73+f6Dwhgm4yKrZTY/edllRvsTYjfVx3snObeDkhBPHrgp7uZXM7ddyYIaTP55neILoHYAQU9mxSyC83w9acdbPee/Y3QHjPqPplGFMYrUVfBExAA1peEZMDzzb94/kI7QMFEP34eWIRYJGOUWhc5VFIa3quyjQYUZHxLXoQrpowr4yeJfNINGSAjUUtsL9RAi6iHjDlgf0C8MwiU7AtwoU2DDFTCjW+MqhVCP+/GL1zXSk7v9QA6zVsbMI3ZDAB1SjRn0xkMgHAo0dq/t5Z/aDdCb+DGlTWEnDIeTtLfDXqcxOl7cTrPBRUHqIXoycvtsQjllhYHwmpyXjGDSGhgpOMeWwxmjVC90aFOh4bbk4MXTWEjxhuy22jg/ISDV4bpzgeItx+96B+V22G4l6t7+5xHX/7QxFsnHkSEQyqM1kRFd3r74IS4hvW6Nk7Qj9FTpw5BC7v3853wTA5GErgQ2+iks0UiWnCfCbACGpiS7oG7PUq6nS4Z78LUQSfOdVmh8ohWjn95tJgnMZ0NoxcbuH4zOc9KJ7jyiiaDchDbSP2iz3fj56w9c1e//F3fc7Fz6738GCAnRpvvzsGVUejmBLaxzUq+cNvpmckzyfUEzwsjGNEavj66t7Cdc721tM5PjtjjGBEjz2DnI2Ge3fwspJSmHPiWfQijuF783fOG+2fs3/fDRPbo3odKQIjOgvNmfs1TiORMeH+A4wxRv/iMedGl639c7KJSIrTJdVomEb58dXBAKZTcX2mC8VrDX1i+LzNUReastbPdLf5GmeGVHesHfWQqM+OEak+T1Orp/N/vvpH2i/DmApQpktML8Qi1U9OvgvLKXgG/BJxM9T8mzlcyeGzHg4dZ/O8CQ7HQJV2ai6AhkkfJ+ukKJ3tDx02cLKp+G/HCdgU62u4Xtu4bMFbiDrpb/2nAe7HlEA5OcwMgCjzBr9MGTXA0BCEAoguI1J+jykPCpEsJKVVpi5YIgGF99WUsVkJIRavGBMaERr3ZzkLX31Sw1ieekwmNTWR+LAixf2Q6xI2BbtufAVECFQqgwISlQ1zAgBdQBCaGrvx3pJ3Iz6nOMZztDd02GEGZ9AEu8+zRmzUtefefxuLJ3LzJ23zpjYTz4COCm3sy2xEHZTgoMh+pH2EjCIqYhFOesWCdPRadrjvwWjipnKo13r6MWFTZ3kvY+TpfP71xh2lgOxKP0/37XkfrLI3yGA9i/9uOru/PiMRAU6cJTifM8C5IRr3mCuj3c59NqfiOQ/9YK3xNn0+w5EtlyGe7xnpjv/mCRnJ6W+m6FQvuXE+H4bfHAyvuX0MlvNjtvecKD7fwv4Qv/Pz+Dw4RqiG8xn87+D4Gh0hZ3PqKvF+hr3Zb9sF7G/OBZ8N6rlvgEVDrsfqKuIk50rDHIz38MzREwsKD+e7iNTZdzToTHYPBAQDKF7bPjuDSR7W5yEy1R2Ss2PkI+2ULRQ8LP/OXNwGJIldTyKDvU9zblQssTA7jvWL03s426fOxs7PbXOPjqkq89yNzyhGcmtIaziLfh/y++f7m9IiztovwpgiQLSVZBNNJ2dIGnSd3yBGJ97V/m/0nBMkVM19ypwaUtbOaJOjJ1IIKuZKV31jmv2Dz4wh+fs4JmcYZTOsrgok2jj04mQ9gjTz9KNZ4vIUo3HDyBT6AEmzvJ9gPBG1YFTJ+Tts71z4ADRM2ggJmr05w4akT69h9MwCIjAAqfEApoPAHyJIID/ejjl4EINRbTlSehOHjdGvMT3nM2MK6J6tfCLYzeNivZpzXmbFOea6Dee3yBN0I7Lvg0H8XvsolnhWDiJ843epvacsA+fOktmQOvxmyuWz9iyp98ds5ik8g2BFg0qm8fm99Xyra4/iVxlhAawf4XoHpfuJMghVOudDBuMqKptBrg9/H6JKupGeJGm7x/gJDPzUy3+mHJkz7UR+Ha574aw7u94sJ6NMGym7AzT4SR5VfOYjy+6cP9tlKCZl9PmcnwyuyYh6Bk+V7+vls/gp23tOkeEe+fgcD8fECBVkPIb5G4wlex/LZ3ykDUr9BdTf5mbcv6LSGx0I83MWXevozD7rszmWTKeZ112ce5HqfL7e8Opyps9163fcI4d8YV+Y6VQeicE0sc3F/kxj7+M0n9+PvzCkpterdkZsdtSxupybncVn+3ICD2M8P6PYt/ke39vjvgbBMcy7S+cNH75rQZ+JOitwNKTO7AY77ln7RRhTgAptDcm1VOxDfVGIWLOoRhH6x9S7Z5tpggxWTVLkzIyo4TpIA4lB/469UKvRVO983Ggtx8Y3WR5NnAQM0D6fmDxu9Dm1YRLHvvjx1LBgH75jJKHBJYAoI/M+bGAMzUMCAVkiQ6nJObrw1QhI1s3PokdB6WHK4Cx5O6KQNyTegyBIYMpezM5+J+x8PTphgsWeq+VKSa5DdQNMYH+dStXG2oXTIVdqLPDHIHCj3gUdW6Iegt5bGp6FfM9eqM5ZHO161AWIJ7ieQK9EYAhEdaauPxV0J1GplsqgUAzPNGWwzR8if14uOAx3HYwoOX/z7+UayzEiZZHhlFHTgpayPytXzHQO9MKvBKajIQUS2BVBvEU/t0F1prTGz59BtWwuzN/NHkAALgf8mNmDGmS/5089UbBMOR7r1QUwMWPwNsq1ulLala0peoM45+x+r5XYw6Y9R0FtAzrb+C4gf3aewUlwgUg4QyvYb+fPB2WTGRKdCgqVKStB7se14onyOFc4rhSJePzgaJlhMXOu0/ECB8WE0IvwDp8/MbAOzhvva8zlGPPv5tfDfZww943f95yH+Tf2vd3N+P7jLc7Fn9pBEZuY9GcK5rmROs+b+fnO57Am208bjKq5PVXsg3PB9mB5jcbQ+XmfGS0xajqwk7qO9PzZkr/OjsHnz/cjz90M/sRG4tFJnSqVLpcno+kga4IjyXTLK+Nofr5jXluQFROsb/4+6ha2N8309Bbp83y0kwLdfj3ux8xzL0Ecaulkf7S1b7pwPB+DTvWg0cE8QfxCPtvsnEnDnhTy2myeGrrJ9CEe8+5HE2eUP1d7ykwe4ue7ksvafiHGlA2geB1HK5OR2gZAVInOaCSKX0xAIzDMk18h9aVsIo2ejREjH5sd16z2zrR2h01M9ZEaDKp4jqQwncpxcVh9I3hOlNUn8mP02tHDYIugsVGEi0EV+5UmqFxLC6gxkIDU9p6kB1IjSMgcUqtIZJM5UAZbFIoZhrFMdQNIwjWccof0ITCERQIRSM5bS1kM3KDE20KyEG2jLMYvj/12ATo9DzFqGzI1VBUqkelGjpFxtqrsfk/6mgPRhFyCUJG6IaiEE5T6cYPxNmwAbfh+bgfPbjjOFzPp8J4wEPW8NerPK0AtOeVOKKEGErXwvUWswvOy44b7oPwujvxKYbMxYmYZx5+10aCcAKOC+8yQenbG+Hr2u/eY9gIy9uS7CeLFx7pDhPO5B/R54+fzCPV7ePQTo+7MGJvnywwx/AhcdGKolD5cw7ztCJcdvjgn+FI4Ru6le6kNMjQaQqNzC4CbGNOVRR4Hh9qlkX5ihMXzRSX8ECll9QIHJ2I0+qM8/C75emdU6nSS5+O3g65qD8b0k/eHvycjavzM3v98htEP3c5yRfy7KbftzDg4M4o/CrE8i1zFNTIaUrbHH42fK9l1MPKRLufgR4xdQo8wRhQFMOpZV4bV03MHZ41RZNs1ElecRlKjwTRFsmI7QC2jTLmAWp7lR8n7yVl1sq+IdJf3Wccnq2xo9n1wuMzIGdMZbQ/JVAdDaHQujWgel0EB6TPM3ym1ITb7/kPPanLGzHO51+Uc82lrspQJPtVXYlRqjoQLAq6viffaL8KYkqjF4ptsbrtMgiSLYCv3YZBTq07LZoM+43yJGYmqRDo4HbyRsmn1CIJ/H6IaprRapALAuKn5pM2yJbFN/DEF30gMGvFAhHBFNxppQ33hkXgTEjWAd8QW7X7pu0UQqo+NGU5XeGxOWdkzuuINJZEgYv/OlHF/bgHSl1r161qkwyJSLSjxZvjO3p7ZeIyF96LAsLGyY+MxEoFKYpEAA4lHbN2I6sIgGtf9GXdjbPAaRQWJWhCR4/3Yqxi7zdn8gMg+Bn9us1A4zGvwQGDRqMjvD2yYovja926IUdhQ7HB7TtRz2ez7LrzIj7E+ScI/uaLqo2AeLPApjfNP2RjkhvZofHSmxhG+Oyq+FkUCHxXoqNC+B8Xy69L/n70/j9Wl6/LCsN/ae1fVM5xz7r3v8M0N3dBNY9NNR0AgJMRuhVixhWQchyCbDOA4QiECJYqljIrdRiayrUQKdmxhggyNSRji2IK0miE4dhxLNiEIMIZ2MzTd/U3veIdzzjNU1d575Y+1x3rqOefc+73ve9/7UUu695zzPFW7du1h7TX+Vm67svAWhxg4H2S6MJbkQ1WHa+N3PnujQBLqWrQZBYtybaVw6ACrX4Za5bmv8zCigJGUrNJoQuU1p94weK6uqcKFC+FE+1G+56D8U3j7Mmx4ooy5MsQ7HI7le3AQIxwFz3hh7ZXVW+wnaOQVMuEHE68TIXuN7lOYItt1k3VRrgcf5zckhk/XypS/TIGMphbj2KYr+WZqx5+ETpV2aBXNUjNGnXLs4v3ZqHmqTM96Rx+YfzUnXM3trc+SYs/z+09Cyu4Jo6zbmkd+rRXSrFRNlQ6VrqkNYh4BzY5U3gvhd9kj+RyjJBz7ydlyCuBVrsEyVP7kmocq+umyvHbLZ0zbju1X51eRZ8zQlaKg2EGzDV5+nf4BgIYFOJxa0YvHHi4UqvcnZ2Ee8/j9NPe7/Jn55qlHqvy+Ho7Sm6SSQTLnluW15pGdBZ6VyCHleVHgCLCnAlGW0v4GYmoE4Ljgi8QwsPU5OTMX8VkxTLNSgGYo7o0qAgdZ8S+jnCjIS5kPcBXdlK+Tc0h5l86FmJd/yn9KQ6Ou+Mp99EYoUwBViGXkHVAIfxwWbRxQGTiAlSwtHxZ/aCn/5HwIxsVZPDFsisnCnwhcZ3tcHHQMD2ad6hlVuVTxYONTC2cdz54VqfKxskx1YIaYFwILcIIskE2ZOVXWlpMQGVCubRQ/K68hEuWqXFLR25F+FsIVsrLllc5hh3Fsy0U9c4hERljChkYGkto4k9Sriu/iPGZFDQBnD9NUqC37USpS05yrKZyrgqstOZP5ie+TvEnIilLc8JGpJwh55PHNzMdlZQlZSSrDrcpQrKREqXr863BOlbyG2YpTWp6VhNXG95pa/9PYlIpxfQi8LsrBGlQZQs5em4cFQFHnJHj7ynktaU4gAlAJ45HUZO3G6+L+nxoKsrBLJ6F/pcAb/46CBchXvCTyz/i7pxxOXaIiVR4oFQ6dtH8orx0UhzvXylHiIyUyGOfDtDTKVP2LIcVAkVScFanyPSKARhpDUBZcYt4YglVzjt/F9qbRBvHXSW5CJeAWPGW6bs6BjJwoZ+fWYYh0yEpSvQ5iWzlKoc55mD67WpOMdI6cCK0za7V832lbIojX15wPsyHktTejnJ0JyZEvZU0kcKIH5gd9mlSe3XNUKlTnFItzilRJs8ZPEDgYVBjz68hDISpJkQ+UFnmChw/RO5EUn2lrAgSlEsBNVhAq+QWnazW9z+TzlNdT8K/puiyNFicofuyF3xXKYQJc4BytQ8hrrJT1qGgr8onIRzxKgd3nfRWvK3PHkXlt+S7n5vWczBPfwUMnZUnmkE/GrjK2F0TgKlon3ZOtAPnaibyZ+EkhO+swno5ro2mag4kiPOc1L6+PHvEpTy2NtUmBRZQVOV3D0chfeLOiIiXtZ0XJkwIljAU3w3eokHnuNoC8IcpUGCSdw70ixcM9uvUACnkfVAt/c8yepgdhhs2cgkyUCyG2UwrgJexjap/F0hgXj4bAlefCsKhCneLCVSq4aoPwfcqs/FmmVC7KCm49LB41WTBULEJiX0CVzxxm7OF1gzliUjHOMr7MyTwxxbhkXcyZ5GwRcbKYe8rML70LOxgeEyNjCOpdFBpkXFw4VE+tPDLe8fDIVrMp6aCIxm89KDOOsA5iztyUqZdjWl5fKmwlk4vfa9jZQ7G8h5CVJ6cbCb1kB7DAf0YmUo5vEl6YkyEi7YkE5nLqlYnzl64v3y3FjsfvI3MrvGWIzCoKk7X3TCD7/YkB43VRfmf5Ue6jUjGKIVYpHr3kJaVSMgGjKds+efbMPo5rrvw+/l7tdy60HCAdamlNcvBCBXTIeACVVluCWP08AFK1MKt99HBz8ooCgVfAY+qlnBmI6iCehveWdLIOuNyFBU28VdmTcXJhNuSUa3si0CSDBPJ+VqgBDOZymSJ/TTkJnHM58zuVClndu3MokNP78/fTYchrIXqr5tZYqZhHvjOi5l2lch5Pv/R8zAvChHp+5gS2+6gM8ZsPwZnLhSuNOPe1+3qIkMOtgLy2pwLmCfoZTtdanU8yo8hMIhNOzjyKc0jF3+qkrTqkVvaJJludoxkFufB4hxcue2nRVP2NZ22ZKzwV8qfKUnnd3LqO61JD+jit9xgRcZHYb16zpTe13P/SZubq5bldlmmZ6wtIYVrEtwL2gkKZ4ybfF8pZ2nl1HvFcSF5JFQ8AQU3OJjlrKSjPIktOAXY0OShVo3imZ3H2SMccqSi3RLKFxwqo5VM9VaQm5+ocT0nnTBj3cq1WaTuVYSbLG/H7OAfyPaUoC1Gkw1lYjKXIVqeeqod6kd8cZQpZQxRXXn3AA7lqdNRM57Ty1F7lEuekyNRn/4zFhPKhdCJopZ7Q7CGZhPF0uNWyB1AK7TMKYLh2CmCQxmf6rPJgDIJNFMzLdypDJc4dRLJQ81vOxcKHFyjCaWovhihqBCYGoAtIdA6WHQSFQKf7ib0AaCBbkRgKnpAsZzFkocpXSmFXpwywZAZTL0JeCwoep2tnTgCZozq0LyrPtXKhyAamXh+Ued4ziTLrAiOg2rIers3hlRDPLApEwIy6caLoztG5PJP0/XStxdDRYnzmxr8UDOTz1yv4RKoYPbLCW34f9z6AFNp7n9A43bsvm8ciz5qs0aKNaAEv4W1OIYSzIHWy1iYhozKPoZ3kKZ2xIs54l2b7HsM2JqFOczDH4eXKF68bm1WkQjw3pnwmC5JVE8W7zyWMl2dB9b6YN9CUQEXnzpo54kn7d4FRlELh9B1KR6CL4ekTmp4j0ahUCepJkZoo69JA1daJIB7WA4CJIHIfap/cna8/nZtpWydrLkRETN/19ZLsx6kSdc4jea6F8AtQyAKnIYN3r7nk6S3knUhThXj6nTxb9lipAJVhfyldAgoOujIUluexhAgGQ2U832c8nWWf5HSYhxXPsgsj19GsARlK5UDBVbxvWsQ1KYoFkEopFwFFWOPEMpIU1omHO45hCcSUZK/CSyICfmiLixBMnO7d6e9TcoXhveRjVTucO1Lu/7LtaByqZFzyFc8oryvfueQlVChWd1G8NhplyzNLxjY/M85N6sPUYBbb5NM5FPvjqREnO2MQjIRz8tjde+0NUaZEkHYh1rEs9CqHfdAyvQ3fyWJ0qk2uvEjZKiCb8BwM5Uk+B58OpsSNnsaVKwZsWIjREgDExVh4nEJYmvM12IVWrlrkUdPPwniR40WAZUCTuK8VRPmIfSoZhY+5LaygI2jH2SK+xYsXCln+XidBq4prjeNYxKXmsY/hN9PcH1GCbUCSy4ytPkB18Io4GFB49yx0COBGEhLCuPmgVBkCXBjzKbJaOX+x/wm1cbJJT/4uQsMU+WSRrA/TQgmFhw5KlOERUUnM46Zrj174XrELnoI8fnGco9UlK8NifYkF6WLYFIAUznc2FOZMeE358+QwAdXgIWAgKscISkhxGJ8oKa+JGKgE4RPo6MmaiDlTUZEqcxqnSnZ6xTte76Hvfor8R1X7jlQI2jkVjqZ5l8CMYFq+Y6hDJ8IHndwTf4/7NAr6FMIoqrC92Xd+mPJctpWVqDqGfRoXn/rJd6zv2DYKnl0Y3kpF+gT1EiJYarCEGM6cCXMUc5OmuuH03vjsu5LrCVyhb6EwqCh4eKLkjSpzVubaT/M5EX6AWohN66Xq12l0Q/n3eaNcqXTl605LeNT1YAic19ikrfLcSc9+raAV07UT8qunPGUmHBjAbDhU9CwAtcFqVrGd/B5D/uSerKjId9JPO5vbEwwpBeplfBf5l+u6ASEzvFIcSv4Z0FuL7+4CYyr7Ep85/fzkbwZUAOuaU8LStTwBm5oAUMSQvOnsxNzSZFQpPIuiEJ1XlfO4iSE4oyjWsidRCPefeKRKQ2xQUaTdIpVA3iXcMxNBNUfVepl6ReMczeRjllRG+czxkupcneSWnlu/pbIsP0959skamMl9mjPK1MpSbD/KwVT9zAY7nC6ICb0hyhSA5DLNi4MpFK0NtZLiQSo7PC9SXzATUHbzhgvEcjDD2NICLSZ4CnKQhHdEiMzawu0BqEn+TGUNCAe3K92uRR8IDEOl5YXAvmg/IPuVDLaMJ41J1fmpsplVkR9VWwRjP+KhlxPKS+1dro1WYVUJ4aWA7wsBO+ddzB+2CeQgjXc9DnKRP7uoOVipS7E9548pCeHjWgmb81CVm3SqRN1FMTcqU1ltPV8leIA+Qdbn989xvICMk2KX10yxzmO4Xvb2nRceJZk/jlFWwNI7Jtc3T4SdeH/NYGbbL6hM1p3mogBZgXmdilRJpQBdfpbDcQueUypSOF1HD6Vz7x6BBaZW7JNDZ6LITXM0KgEkWCKrWPTSspf4qcqhLyjXxxnlK8zxqWDj569FXlf35rUU4RUp34qzhFMK0lkgLwXzKAgW/ZocyHEf5QM2DhdV+7bmBzHviE7AIu55ndR2/XktwMTzArh7TUXkVwDQxd6OY1QqP9NIiooHluNz1utRo/ql68/k0OT2akHo7HX3KD53KWd1P+MHnw++UtKp0Jg9quU107DedH2RMymKWYT2PlUqpnwsySbg2bN+auTKgnNY5cmoEddHHdaV76kVtfiepTxUjsW5UPsqn6zwuM9eWyrd4CDPnVe87srFm673yN9O2inC86TNu2WEaFjN/PbUq1iNzVn55m7FaHrtXJ8eoszH+6IRvwzbi/dN5x445VezshPj1JiD0zU5NaSc9O/c3Jx7nxO5Nnun4t+yFuSw5Eo+9vefV3hjlCnKtaXARSy//A0ERUM1AMRKnuN7OXlq4t9yVzi8CuE9fl9q/ulzypaiGCaRBazTTaGIQXDpoIsk8e3ZW6XJA0omIvIsHbT3qCwNRQwyEcMoe/JchWyx9EohM0SktymZDoNSzlE8fIFTgSPu7Lkq3nHRies0b4LowYqhe9OFG72HaUyU9COF+sUxLFzxHhEdp0DkQkiqLvZRqdjG8SithCooVNOCweXBMnnDmfc+PbQAmVuCFqt+Wid1DHZ8hofCqDpE13ZiGsWYJaE3CLhOt/n5Vf4JVxs/z0NtKZtjCqWntqQsrEZFjVL9r/L7dP0Mk48WvxjwmNZkWG93MfPPktIBNhF4p4eGByEClNx14MV7y7/Tc8rn0ryQzcHb4CmG8NVGm+nzkoGHIhKTrIVYUiEZFkqUyGleHVB4q6MylK17csRMhCHO3qhK+YZKHtH0rpPwrBx+PHNIFYpUDDtkjknclBV11PDEs0o9Aq8tFKa8hicIlnCh7wTmDNQh19dCV5VTOzkTZgFIirmWV5wXjPSMApWU/Um7eiKUxGsdiwVbTfMrpvkJ0evBItaqhOZVXncORS3ngAA5Z7JU1OcEoVKomYYEVn2dDEOVp1cPJBRbnCSlvWaaKjp1flntlYjfizJ8KmyGP6o14NOaPQ23n1OoklJFtQc7elun98WfMWel7H/kL9OwwRRSWHh44k65Kzc273XGadTDXJh4nfcETM6rmWel6yfCc3U+lu8f8z1Jnazjk7PvzNpLstADQjLvOjdKyuAeObefmWDPjG9SWEtjauQnqBXo+DMD1YR5mRicyzqf6V2JT/hG+q6Qe+6iOSS/KZXzPZeWMnevXDeR8wp5ViJ4JqF97JFl34eF1L4RyhQTzgIj5GsKgW96qJ4RiF+FouB116IXVy0qgatMOPZUJ5gn8IrKSlgswGAN1+TATBnOm+qDPS5n5lw4TU0YzzQ0wk2YRa38ZDqfTzVZcFR/Pg3nqGNTZ3IWYu7NJJej/DnNdzuXyBsVqbJ9ARFgnCjLqOsppPEovBPp2uKwm1sHpeJQHqonyaQoEZVCjgqyYqQmgmLN+H3Ih+KJUDJnxckM5D4r8LmDYbpuqu8mY1lb+2YOtplD+3XTdF8DqPpY5kql6yc0Z2k896w4zJVCxRUDALgohTATajEdw1kkv0L4OOlb4T3MAnCppIfrJwIwg/LaLBWp6FZD7HuhUJ3EuBXXTj+fHTMPhq4U2fsthoUxgnS17vK7TSzMJD5BUGj/jCB0ThkqkViBOpc2znXt6by7HlQ1t8X11RzPIWMxJ89ZHOZSMZ97RkQGi3XLyvbPrb282nwaawCYU6Tuo/uty3W+XSokj7uF9ddNZf7LOb5Q7ZU7KN0fecbEKPige5FFjYy2OgPYVP1dC7pysz8Z93PzUCpt08+nnqX4XnM5iqk3RfSNPDcqCrXR48SAdZ+XNLU37409R6f5aP7sWXp676nxbq69sn+pFmoyGOczqjKaTMMAQcF4klNLouG+VKim92YZ826+VRpg5r6b/n46P+eM+vN0V55/bnOicM+cAVl5mn9eneIyT2+EMgVQoUlyAVxQUgzZEGtArBcwtQzkScyWGUJegHGROTbhZ16sQD4sywU3F+ozFXQIuZ6HZzqBpSRitEpyacqiaXPC3cj1tEXlyZCDhoUhi9LjUV0LOrHeEJ0izGBinY6FkYGsEE3z0U4QtpJwlsNpzglATCrVb5i6emNbMSyuVDRjaKAjA8sGHvqkGGwZw1tBmFdxxdEiHa5Mc5XXjgow6EBGa6JJLZaUkD4nlIfPUo2ggOIXayXokzHOvzOo8rYSCKwFnVFgP8PPWUFJanmV1rsTpnUm5LNSfot9UPbx3IEX5yzuXIFPV8my9blSpPIfyXhRHlBlrtS5e6OwdBbUJBCHtk76MU3EfsDwzCt1EkIU8yziWk2Fy4t+pJ8xF5EY2mOy98taHiedTt4C8RxF5e2evJXJy6kYPVCuP6XhyUi+3+Qwy8pcnUgOlAAUOp0FldKEvPYjeDSAan+V8xytv1PDSOJDhUCSrL7hNWL2a3onnvSB6giHcoQVCsGIGIoJPp1TAEJIe0QbTUMLUThjjbypsSntP18X+p2GokcP+32W5TRepOS3KLyATupKlZT5EUN5oAwZLQWgqVczfl+uh7lcqtdNcb3kszbLHFFRmN2/xXoqqQQUKBVgAIXHqRZS5xVgwAXRb4porIo+1u+iEL2Rc1QqRfcpESdtxxDzuA9Sn7LJM47hVImq2+WibTX5W97fqaY2Hk9ArUq5qKzzOOcN08UaZXAV5cR35GzFvpQ/y3cIT6/eOyrbZc7UVBad257xmsiHyrpT9bjNG02kJ1RdC+BEAcvt1J7s8n1LBYzn2pzxsp6jMs88tV/kjdOMDBn/LiOeUv+q3+9W4M/RG6JM1Uw1oVI9MP6+GvC0AIq43AIRBhSTPWtLykly+kxs84lQJjckElALgvf50I1PKV2qZSHZmCcV+zDdCOU7St6ELMpYAHZ+HGqLTyxkR0khre+LgAexP/JT1b+D0k+F2sNSt8WIim9sL92PrOjJ4Vxs0Kh0cEAFmsBul4VIU+2Fam7qXKo4RxkydJ4BVmsn5BgUDvaKAaUxLTwc5efloZoUzdinQgFlUO1FjGMb13mh8MbvyrGeU1hTHltxYBG48FYVfZi9/9SaU43PjGAztS7JnM5bKF8nlWFawKnyO1Wk7vIm3AVs8qC+vOT1s32AKNA8zRkq5lg+mOQzxDUVkDupEFxOlKMpsl7MC5iE/s3y5ipfr+jPhKcT+6RITUFZ4vX5szqPYdbrXR785Rqlmh+W1zMy3522VSZ9z4X2zSlRc1TxiOI6T6ccKWbaTK8D5/qFlVI0owxFIBUAJ4pY7tP9XpKXoXO5KjlnLa+52fC/O0J/ynY+b1Svq9qzdu56wmkIdKlUzxnqwEh7vRZwa/W8OHFqAwHVQu3UqBYF+SlNFRYgC7D3KlXFdTlnl06+lz9Ow8bqtibKdSHblVTyuSk/oHA+zec0aQG3CCw18sQ50Im7jA5z181FvWDGcMeF5JHK5UzknHQtT++l6l/5vDlF6i5veS3TzDgoznis0lKdOT9LZbW6p+i/fHa+L+m6Yn6n66lMOalDBk/fZ8rv74vqeWOUKWJfofjFz0qKg5Is/WyTsOkDGELU7IFCeC5mqISDJHiY8J0j+dyx3O986Eu5COl0csvDLObrKKXhmOCgK3CK6l1mNmQEogBldy1D+pRqLYWEQZ7UXchjVOfxyLMik9VwxFVhtBhP6lUZk1xbRIid3BOF/KL/ooi5hCwnbWSghVIRI+EgyfoVGbX2NiHaAUj3WdXCB4t6nAUFh6aw6sWobUJOvp/GfIvbWyoiqEnI5ZTRNRhPkLLiHMQ2z1tnolfL5WuKDW1nKm4TshJpiryopIyFsY1tuABIUeY3yVxmhbTS8OP3fhJSGJTcmM82hVKPFr06Ebe2DkdP1JwxgzAfnvlZUylUTJH9IgiECns7s+GHhynOHZjA6SFYHSKlAlR6qGeEpbI9Io6lHKv1x1AiJIR8o7x+Jta9Yu+eHGSUQ99ChwAEj3WR45TaoXnjxEm/Z7wO8XOGgvIjmB0o7I1KiaNJG9P7Q2jfnGEnGSiqn4TSMj2nQJU/S+swF78DSLl104N+6n2KFJ9q1N25BlNFCsXfPq0lAjiHk0/zQedCEKcUBedYZ6U0IJbjUP0eDHhzIX4l8mJsV37GUOVJX8rvQx+q0KcyThZhPcRx+RwAUEzDyIHShJQF4bus8VNl/FQYLw0VHmDMeCFz3t903uZQWeUMBUAThQoliuC8ogLgZA+V19dt5c9iDnw6/8v3TgZEJC8zgASsFWW9GPWi0jOmgnA+b8tIj8z7YhFfD5RnexXZJHw07Y3oJZ6ccyWwhszwaZTLOaPZFAiLEOtE5SK9J8oD6rkoz5ay3plLhuNQrLa4rgSZYK6fk3joxPs9NerfFaoaeV8Zsl6PkUZEMiznND9w+qxTI66MQ4zCqCOr5tSw6f1T/IRcl7E8286f92+MMlUKgFNkjtPPJ25AdmAV6iMU4RinT8gCVSRKAnDYzEHZKi17iErUBB1J7j9lYNK+gp9BXgLm61FM4SZjXH+5QT0rOCjoGPNPdzOx8h0TQk9IvExCZelBKv6ugQ5yjQVGzQDjNcIoMwpd5ZGasV7PWShKy1WpHE83tYJLDC/nFpweWgQPDiGTUwEjCTI0YW5n8gdq9K98fURdqt4jWmEmQuA5iNb0/JPwSZcOkWxdEUUqFhks7xGF6fS5c5RCOeOhM5n3c1RbraIlLayhrCWfjOHrpKlidM4qrLhG9iyvn0MymgpDZXtzB+qUT98l7M7RXJ5Lfsfg2WSfr4tzWXg8zx7y8V3KNVUIuqdx6fdb4e8jaR95EzMnT9WD7y8jEOKehiiHHrUidWdbk/ksae7cAGqFKisyOMnNvAsq+GVoug5jfi6d6bf08fR5pSKg0v8yF7PK/12elhmBvX5HrtdT2bdifZXPOcnTKbxcct/Dc10+DYpvN93zc+c6UAu/d+Vi3/UZFX+fKl1zXoRTq3/5NyErGHM0h+RYhfzP9KN+RjZuxv7ks6qUIXwxr1KPqdxPFACoKL5TwdPOKVQlGE3t8XbVeRmF61KRjwpVieB3TnmsDDNME8/ew3MKE98qjH7pu0nYXORTWSLJe2pO+ptTlEqa8pQpwnV6dpCDy3vO8cu73jvLepPxeQmvMxWK1F25+ucorz1X9WdqEJrSG6RMUVXkFYgoHOFALOrzTDfyVJgtPz8R2ilr3aVbNZImB00ODSS/pWR+ntWdGn2yTLKCC3lODEKjAlR2yJXSaTNmYc0hLmpVJQQSOKF2xc02ooFhC5BYSVQo9gpM6ofEt2NGw/3JGPlyTAthuhRKkgcjMJ6I/0/s5V4lVwqCXsy1qoWJmI+lw5iKxykoBNAYlbABp5qZVcGpync5Zhpi7VITpiWiZC4uGBmeQWEdQ80kSyV2SgkKnWwVNpGsPcXqSZ6wUJ8jzkm0oih2lfJUhSqRSpt7GuLqdFYZ4z3iOSoFlaIOWFLaMlxunIOssBaKM/heyz4wrwymQw5ZIfeTPMTXTeUBBGTrLoX9WuY3xnC/qdAzzYUpfyfi6qAp12qyOAfBW64/VepP+kxZhZ9e51Eg9c0obid8rxBigNKqF64v9n5ci2k9EIFjeYbivrMWyslB5smEdRJDA2uj2ZzlMYYTTpWqtCYTn4l7YWK0iBEOE8Eqe+gL3hRq53jURqZz8oBjdRISWpJY/Rn+TANzCvicN6oakxTWN9Ne6MtcDq4HVUBJ03MyjsbZ5xbnR2qzQIpM11Q5KuXamjfsSJRCEGBFsq5fKPxMYahTRfg1e6bEVJrrVE4VqGqOodM4lpfdJ2hPeWcKd594EmPtyTp3aBIiNvOsdFbNoNwqyJSUKMlAeXaUbc+kUpx5x5PQ8uqMmXpsZu6t1lztIa3C5gOP8NPnUVZ45gAw4lmvKj6H4nqRgSyayRjUxq2UrnGH5z4bX6i6R8ELr50AS0QqZVX5vfZoRRk1KvZlHp7khDOQ8jIpyJDxWS6dlQpBPkQOObSsQSTyaQYVKdYiZbl2uvZSUeWJfDmlcj7lmlxvU+ZB/IKsT1EYq3aSDBXbAxQsSoUrG+4VOETo3EVvkDIVaWrJqpMip0L1HMUF8ZDvylAOAAl5L8LoIlhKXIA7z6hfVJqLqn5Vlr/I8EJxtLus0VHjrxICiZOwkPKGODKhmFOTGcOpBSO/95ThpOeWzyv7U+b0FAs6fpfHjSoB565NkvpSCYehJGmRn5GvjdbnUgnKm1WzTe8a4/KjlWhuU0+FjjnhOD6nYpaIAjEw9QqUdTrqMKI4fow5CFZiV41VPDAIXHmd0ndAfZjNMJPSs5eeEYTWc16nszlYJRObrDPpQz5E49hXbcyKf6+PphDXkUrZbE6RKulEUSmRHyd7b3rPuXvP0V0K18uiUZ1rp2qzXCMROrj4PX0/j64hP87lUb1MP9NBqlLbd7U5l1tb8qyHeKUUJIl7bu7K9kq6a52c622t7OTPah78sDVSrqdzeX6SZzvhEZNE8ZK3nvDLuZwUANHbWedylsrTwxWeyitezlWhWH0e6dxZPo2CkDFTeBlvRaT59Zg9iWk6ivykk5DJM3TO4FWtg5m9dS6H6q53mzP4lD/vazv2oZQNo0wzfc597d6FJHhf3gxQ7GE6o/hN+cTMuTANIa76QFmam1Id+JkB1KYGTC7WRnyGyKy53cJEe/anQpBfincvEWVRnEPn5G6Zp/p9zoXvzRFVPSgUa8o7sMrDTJ/eYcxhByADGM31aUqfqjJFRI8B/AEAPwTZ2v8DAD8N4I8D+F4APwvgNzPzszvbYYYKcbUlwpg1TXpZxmlex9zLl16auXyOGiHFJctkvq4OY4nXGnLgYDVwISY1WgFcaY0OHikiVEATKf8JhbYeFLd43TRcpUxKTe8QFAUHBeu7Yi7E4xURmmI70W09UnEtfFLQylylSNH6WDIBiZWv0fbi3EVLcHab80l7J2ALE8GlzGWL76PC+2i2J/2Mzyrjo1NfC1S+hNoXLVJTtK2Z8MCpchkjmtMH4b0zQAelz84JuAyx+CPmHYCr94nv4kkn1MPcB64OjynTi32QfRSsa8he3pKhzLmymVSKUS/32Ln4eNEpa/Sn6H0g5PXqXlJw+DSo3JcxHHHOu1CFOpSIkMU1JS+ZCrFpr0zCpO4Cs4gULXuxbRaGlLwb8ftpvlT0yk7zmRiiaCeL48Tjf5qLWh6A+aCSk5Sztwg+exXOHYZFeOqUmBS8Nun38l7yLu+deAYEePWyXlSdcOyrzyteH/aS/F14gON4oti/CLmudJq7MFV0Yn6dC8KK52i8OaUkrFSheXJtCt+eS05H5H81za2t1Bfkyn6aTnkaimfK2HH2fpJPwEbxvsSfJ6hZ6eyaKe8AlAJvsDwV9+ZnZ4V8zsBXK/Q1nwZev5GGcXde2jkjSDSlnhhVznh583zMyASo+UWZIxO/n1Ms5s7nLFy7k3lO1wSeMC1gG8ElUtvF/Sc5tpMzDSgQSDmvhfJcT/s92ivjOxdIfGWb0XuuYcUAVF4QyEMjGgCnxs/CPjx7LzDZz6CT61TKZ/dVhAwjKz9pvCZzllGnZdanaynOa1TGUk2oEiiLKNQ1rc8kD5XAu/IZMqfg1rJvQ+Ode67kk2U/kjfqZB+croMsH8Yv6lJJc2BrcfzqHPNTr3g+a2rj2lTJPTffkT5trvN7AfwZZv6lAH4EwE8B+F8C+PeY+QcA/Hvh73upDFeKL+1JpVC0BH9b/pt5+Tyoacnd/dyQMKfoVDCZbRv5EIoULQNlCGCJqxMpuWCLf6cJiZz7FFz45b+IyqfSplICmjGDSFVS7s2pVWZOKU0MbTY2Of9LoV3FHCVFJ/4rFJ659ub6WY17UEDivylgxdl5KphTbLu+zp/M0ek45Hju+E/d5V4G39m3+r04KUBlaEEpDJY/y7Es32l+zsOxXQmcMa44M5Wy3RTGVxyQ5XPKkJ+5pOP0TqXQf8/++3RpRhFiqkL5Kk/z9G46XZ/3P5HPrr8719kM6EDVUpmHQ+U3p4rf/N9Z0EifFLz0we83k/dSK1I+/Av7xWcBrXpmUMbva7/kQXVY4PxYTnnWXV6p6TxN1+t0DgDMKsb3KctleymniikrVkD1+ctQ2ccyNHz6D5ieAS//rEjncqBSn2bW00PyOMv7UxsPzJ/7PNN0j/rJmpLPVfUv31vLBHJ6n/LWLBXM84ApH5k+P53r03anRg+uFfXTYvAvN19RGC5BCUqQk8hHymeWfavkwkJmuW+91WGFOUwy7yWF6X5J/X3AmTB3jZ/MxX3Xz/Z7cqaVPGPu7Dkx5LxECH55jqvgeCjHqvz99N5iPc1E2JTvMyfPZP59vwfr3PlVf07V33Pjf98cfGqeKSJ6BOAfAPDbAICZBwADEf1GAD8aLvtxAP8BgP/FXW0xEZxuMT0gTwTvyUDOWYUY4gE4t1jnEsmLP6p24mKNnqBoCSgFG0UeDTEw45E4WSgFsEW4QFhnLMBLEg5oQuhavHSO8WlYaAp5QOqUCcbfS+RDIC8wH8YoeiTkHn/CuCphHLXnInuHCKX1d7oo44aLCoOeFKut87GyIJZqTqQwRx2sVxSYLUCe073Rw8LIqIyR1BmP0QkUbcpjyB7K0huQDzNfMYvyZ2Tq4iU9zUWL45StvkFhRMz/yPWoZIxqZlP+nB5qpZX+1Mr3sGT8Kex+vLf4IAzeHGPL1i11htF+VsSMysMg1rxTS22+fqLkT9jLVDlK1wEpD2rOcjzft/pgJdTw7WU79bpRiJDo0nZdbDPuBZAGc4QfDwnLEw/VlCrEqOA9IO+kRlRSlMI1lfEr/53QPhMa2+Qw9DEPJvMVTwZQYX0qfbLepvXQ8juUPCrm3/gQmpIt2tNi4FOFIu7qOH5iqOJkYT4JwyMGURBiwnvk3IdsXJN8PAIXRrMqtG8yDT61r5NnqjLcTSzNcYSikS2uv7mzbno2lGs5Zw7nNRT5WDXiITxm+lPmoD4vplRZnoucq/K7qaAOH/mmn3z/evlKpDn5Y5o2IFSjw+UVWOQAxVCpyb6/S8CrFKU7Qk5P7uOa/yVUUKKqX0CYV8p5uvJZjRIKPpXVohwm1/uTsxyI62linEGtXE2F6vIci96yJIOQqcbkrvEoxzY7o+r857u8oXPzEp9VgoaV98Z8JX2XApKUuhBFcUbuPHn21Bg3sw4r3oDaKzVdiyWi8X00lU3T5zFaIK2D6F6cUX6me7/8iur0h/LzePU0ak2eV8tlGaBr4kgIz455+Ofo0wzz+z4AHwL4g0T0IwD+EoD/CYAvMvO3wzXvAfji3M1E9NsB/HYA+OpXvnyvNaHcWK9KUwHnLkY1vbayBBQC0BzDm/bz5O/ichcForDQPUerXEaJO1EMK/SVMuzrfKx0PpDL+kZTBii1FmYhUTFZgKghQ+cE1DwupzgzWQlw1aFdWjKmh6swTV3cWzIAlg1HGbmweh6dzlNs80ShKphgFFinaFdlX8uf6TsO0M0zlvzq2RMGUV8vXlqKh9UDrH7T2mDZu1WHO1bvMD08p30JDOehHozXGYZT8pUvfeVr0p8HWuDLsIiH8IgH9eeONRefeRb9r1xPD/R+xPbTzyLs7xyPreLNyzBSPmN5LBWpwislFNdMHS562gaj9DpERSp6R6tLT9bdwyzDWSGYPzvmFKl0f0jcTnM1UcLTNYE0OOQTEE60JNRK1BxN5z/mN5S5uYkPptza09ATyaedR1orBampYH9XX+a+O/l5ggx39xx9R3l1ryGHquQrX/7KVx90zxwPmVOkTp51Rq6Ya/ucYWja3kP6mvdJzl2O6L93rSdpwGNaNuXk+uK8TsrQ5PnTtlO+eLwuGVTnwR1OlKnZiINT/j5Xd6t+11yI+S6qFNwHKGDnaCrLTSOPzsmccWwfcuaV6JOl8viy6KNTI8w5ugs98iE01/4J3yznJyhbCtkAEK+KPX8Zj/mnqUwZAL8CwO9i5r9ARL8Xk5A+ZmY6IwUw8+8H8PsB4Ed+6O/nuUKyqe5QrB012awlut8clTkspcVc2iwT99TJIp1uJk1eFl+s5xKfMXGjzr5rPg2rTT7td4xnHWFAYFiYKmZ2LqcqFqUVqoEaZIxCjGzwQE3BHUpLTOpvlXx+6hqdjmVt5ZkT1kpGJfaOSmkK98a6YWk8ZhIDz1pmKpS5jICY+zexpE/vpVOlMNYVL9soY4DrsLzToqNT5Wr6WbKsnOF79yXzSy5Lndtw115gospDlwoln2GA5fifGAQqb9nUEpfH8VVDiV6VSr7y9//Qf0GGNwqOopvmFUqcc9yRhdY793GhUFeWUw5WaV/zhrxX5z1Xc56EdGwSV8JX/GzeepcPqjKfZU7Rz69feKKnCd3J0xU8PiTGlun3qY1peJ66I791oiwRfPZC0CRvKt6P/HdpMCjfJRpapm9aGkdSW2f2yRRd68RTXXg4q7ZnwjSTpwkMnaxFfHJdbGlKc0LNHLJfXJc2WcCpUpISf67cTPH8oHQXI6+DqUJWGX6KsY5msLhGFQpeN1lf1buVPHR6zQnohQh6PkZRfLYsJXQp85Vf9sM/wkC9VqZUovZODVbxM+CUX5fe6Zel2T0+4Td33VeecXP3nCogpSwBoIjEyLKCKs654oy8y3BervuTvJe6zwgRKtPXO+3HzBydCVE8NTLXvKD+7m7Z5KGKbKZ5w87US3TOOJSeSXcrRZFnuOo5NVIfz3hLy/ZKme9llKQToxS4mK/w2RlPVbkGa/Cb+5Uir/Sd/bzPWP1pKlPfAPANZv4L4e9/G6JMvU9EX2bmbxPRlwF8cH9TPNk0YcC4rnGUrKt4eS/VtPo2EA/MqFxl30jWZ2tSkMPnnJX4nGI1p7lH68gcI07vxgjIKdliNKeszG6sCTPIltoCqrXs+ycQOnGXwlL1LbpWJ+EdcW7L/p+ED8ws+LkQw3rj537NMjcGJFxnnmGfU6LOvl/Zj6mQ+TLr9h5F6kFNgLPwU0LbTuLjq0TwYuzn+jxVpqvvCkH1rrCE10lxHwNIOe7Vuii6fJLTOFWGwOffl3NbFJ45RVabrsdyTuYUqbn7KqviVIAuP5t6oO5QpF4ux4WSSF7u61maeKPqhuRdI/hECnkp+MSrejTOGRtkbE49+rMH/gPX8n3XVefBHca4qaeUwGe9UlE4kt8ZDiSgEnehAT4AHAXAS/G+fI+f/R04VaTOKVFVX1+jt/tl6ZRHnPdCzdHL8MxXUbzmeI78/ARkgImMdm7P3hWJNPUuvNTzJ8/Nf4c9d8Y7cu5Mu8vwMjUiVijOrzjXc22VCvZUoa0+uyOFZU55n2srGlcqfpc0nNxWLePcr7CfNfJO1+I9kRMPvefc88957e/qY6RPTZli5veI6OtE9IPM/NMAfj2AvxH+/VYA/2L4+Sfva0tyRiIqHJ1WUwencDDEeF1SAJ8KflNv1ZwFXVQoXw2sOhPy4TF/wJXXxDaBiUIV25jE0KZnRrj0mD8wE+N6V1hAbje75asxo9Nry7aBHCY4F+pVClhzm+uc9Scj69XKVb2g81hEa2aZG1X+rPo9C8vsK2YZqURmLEMWyjGqmkFGqpv2/5wwUTGsMuywuC6i85XjVbZXeg9mmcnM5j9nVSvnKSpSVHxe1tnwkFpf8wr6TBL5JJ773EFwX98/a7pPEE6AUZyvz9+dM5wUf3De+3MHVI32nE4k+btYC1OkyWQECRbD5HEiX68hMEqo9LSeqpC9U7j9as1x8bPMUbnHAzVL7MUBU3iSpkJVBKFA6WWaAKLMeaBKTfcuxeouISiOEehUWZaA3tOaZIl3gVKB9/ScEN6X8vGCEq2Y4OP6ST9qY0OkaRhg6fnKZ0s4Ezisy5izyJTyxIgkVDwpXHy6hufOLSCguT0gLzTeN11f8tPnl43PmxjNys+FLxd8vuRrU8NZ+YzXEOoXicAwsJkPPhB04ZRf3q0oPES5KdfH7Pdncqmm3o4aEVQUjjmjYCXEnwEHyNfGC0/zlc8aGye5UWffCyWvqOW2cq/ORRGd8+5XxlNEuWHeyFb1Y/K8hygO+ZoiY7EEB5np911RHveF5t2lRJ0L+c1y0Pz8Jfm2isqpZb47DXoTGeghNLdeyjOj+m5yVszxrrnczXP0adeZ+l0A/i9E1AL4GQD/FMRg9ieI6J8G8HMAfvPDm7vfopcWQmF5AIAyJ2DWEjIrHE4shAzMWSnnaE6QnApF5XUP2WDTQ+8cwEY5DlNoT2lzXjk7sZqjFMKLrwpmGusjzQrK34GncGohms7dyyGM8cnvc3HPD2ljet9sDtG9bZ2/rlwPD2EgtbJ26l091/5d7d11qJ/EapfruvCAnFvXL7sOPgua9mlqIAE+OdnsREH/DoZjTjE795y7+vIqceqnuX5Ta+C8Mv/p0nlF6r4w17qVV4hsCPdM8yun9CphrVNuMQ0hPGk/9CGdW6ENFb6fMwA8lN8A59eWtPEp0xuE3hd55ZzVv6QpmEH87JPpw5TfTPblPetxakhN953z4Nyxjs4CidxD5/bjy3qi71VsZgwLD+vf+bk78Ridya8sr7nvHU4+ewme8tBz4cSwP1Gkpn2aflfLBaUhNxuuZ0siTPp5V045UPP5c16r+9JApjLlFETnofSpKlPM/FcA/KqZr379S7VD2RslL1l7GaYa5l2f3Tc4UyFwzkpIRRCFnmz0mBIxpzidtnPqrSrpXBvTZwEENcdsZoWsLOyeel747EFbAhMQGGWXaAa1DTgvYN1XTHR6X7Js0KlH8pVpcutdbU0Vluq7M4rRrPUnKIRTjxqluO7z45LWwol1pbpo/vfq+vPMpPRURRv83H25CC8wV4j33B5K17wEstTrpHKqX/YQO7eezn2uJrygtNjNIffNeaVVUT+Iiu+mELQp72VyYEavQRVSHcLykoeAGWBKv8e976fuu/i+DzQwpHWdeISvFffk3St4+ARMpc6ZCu6fou27DFdiiJCx8GcE2bssxNO/p8iQ1XUzyH1zFBWzqjfExd4+PT/q9YHq+/K7+Lt42UJ/Yo2ZSdhgLMLpQ05cVNKoAEai4P2PPI7AiKh8lEcOZSlQ6X+2VM95RsMAnX6WhuD8Gff6qD4vgfkQr9obMA+Y8LJn3OyZf1d415mcqTvPw9LIGddJeS7dle9UXHvXm2UeNF/38CFEM2dZLRfeYfQ4E6IuP/Xks/PC+jngqrl2SzoX8aSQ99+r0n1r6iFGe2mnVoqnYEnT8yV/nhUqRqFUzayhaZ7r1FxTecrOKFZ5HZx570/IUPppe6Y+QXo1wetcXser9yIulnzQlwsnLrycc3G3QvQdKQQF+cnzgfutjdPv74SFn9xXfj/1XKTrqgKar2Lx+YRW+SfY9kOEwzvH/B5Uyoe08bJ019o/dzBNE3vPWgdnPFV39uUzBpy4j+aMJeeuqT675z3OgtDcsydLqvbmZJ9OLYWV8pV+f1hI6EOoXLfV7+lgnIQSF1D8wMOVqpP+Ju92WGdlrlQIAyxzZuWZGtki+err7cEoj6gt3CUARWxnus7uU6QiTVEdZ6+ZCsJ3CFqzxrIH5kad3FcITQTkMOkwF3PWalB5FtCD+SEwWUNTpf21K1CZREU8P68vkztzjl889H3vO9Pv//vlx/WuPf9Q/vfKuY9zZ9RMzrV8PhOFkSJx6pD1+55V/X5HxM99Z+VdaSOp3xMZ72XoTiX5gUrUQ+h+2XPOG1t4s6ozZv7zu54zC6v/kmfQy65B4tcYW/xQIqIPAewAfPS6+zJD7+Dz2S9g6dur0Oe1X8B3Z98+YuZ/+JPuzENo4SuvTEvfXp4+r/0Cvjv7tvCVefpunOtPmz6v/QKWvr0KfSf9OstX3ghlCgCI6P/HzHMhg6+VPq/9Apa+vQp9XvsFLH37NOjz2u/Pa7+ApW+vQp/XfgFL3z4N+rz2+/PaL+Dz27fPa7+ApW+vQp9Wv94cPNGFFlpooYUWWmihhRZaaKHPES3K1EILLbTQQgsttNBCCy200CvQm6RM/f7X3YEz9HntF/A56BsRvU1EfyX8e4+IvklEfwXADxHRv/66+zdDr33M7qClb588fV77/XntF/A56NvCVz5RWvr2ydPntd+f134Bn4O+zfEVAF8kotuFr7w0fV779qn0643JmVrozSci+jEAt8z8v3/dfVlooYW+O2jhKwsttNAnTQtfWehl6E3yTC30XURE9KNE9BPh9x8joh8nov8PEf0cEf3jRPQvE9FfI6I/Q0RNuO5XEtH/m4j+EhH9WSL68ut9i4UWWujzRAtfWWihhT5pWvjKQvfRokwt9HmhXwzgvwbgHwXwRwD8+8z8wwAOAH5DYFD/KoDfxMy/EsC/CeD3vK7OLrTQQm8ELXxloYUW+qRp4SsLVfQGFe1d6Luc/jQzj0T01wBoAH8mfP7XAHwvgB8E8EMA/p8khfU0gG+/hn4utNBCbw4tfGWhhRb6pGnhKwtVtChTC31eqAcAZvZENHJO5vOQdUoA/joz/9rX1cGFFlrojaOFryy00EKfNC18ZaGKljC/hd4U+mkA7xLRrwUAImqI6Je95j4ttNBCbzYtfGWhhRb6pGnhK3+P0aJMLfRGEDMPAH4TgH+JiP4qgL8C4L/8Wju10EILvdG08JWFFlrok6aFr/y9Rws0+kILLbTQQgsttNBCCy200CvQ4plaaKGFFlpooYUWWmihhRZ6BVqUqYUWWmihhRZaaKGFFlpooVegRZlaaKGFFlpooYUWWmihhRZ6BVqUqYUWWmihhRZaaKGFFlpooVegRZlaaKGFFlpooYUWWmihhRZ6BVqUqYUWWmihhRZaaKGFFlpooVegRZlaaKGFFlpooYUWWmihhRZ6BVqUqYUWWmihhRZaaKGFFlpooVegRZlaaKGFFlpooYUWWmihhRZ6BVqUqYUWWmihhRZaaKGFFlpooVegRZlaaKGFFlpooYUWWmihhRZ6BVqUqYUWWmihhRZaaKGFFlpooVegRZla6FMnIvrvENGfe8l7/tdE9Ac+rT4ttNBCf28TEf0oEX2j+PuvE9GPvr4eLbTQQm8aEdHvI6L/7evux0Kvl4iZX3cfFvouISL6dQD+ZQC/DIAD8FMA/qfM/Bcn1zGAH2Dmvx3+/lEAf4SZv/aZdnihhRZ67XSOb4S//4fM/Os+pef+KBa+s9BCf08REf0shK/8+dfdl4W+e8i87g4s9N1BRHQF4CcA/A4AfwJAC+C/CqB/nf1aaKGFPr+08I2FFlpooYXedFrC/Bb6pOiXAAAz/1Fmdsx8YOY/x8z/KRH9NiL6jwCAiP7DcP1fJaJbIvqtAP40gK+Ev2+J6CtE9GNE9EfCPd9LRExEv5WIfp6IPiKi/018MBGtiejHiegZEf0UEf3Py/CdhRZa6HNLs3wDwAjg9wH4tYEnPAcAIvoNRPSXieiaiL5ORD8WG3ogn/hDgU/8DQD/xbIjRPSzRPRfD7//GBH9CSL6w0R0E0IAf1Vx7a8I/bghov8bEf1xIvoXPr1hWmihhT4tIqInRPQTRPRh4A8/QURfC9/9t4noL02u/58R0Z8Mv/+huPdj6DAR/TNE9AERfZuI/qnivreJ6P8R+NdfJKJ/IcpGC73ZtChTC31S9DcBuKDU/CNE9GTuImb+B8KvP8LMF8z84wD+EQDfCn9fMPO3zjzj1wH4QQC/HsA/S0R/X/j8nwPwvQB+EYB/CMB/95N5pYUWWuhTplm+wcw/BeB/BOA/Djzhcbh+B+C/D+AxgN8A4HcQ0T82afMuPvGLw7//BoDfek/f/lEAfyw8608B+D8BABG1AP5dAH8IwFsA/iiA/+bLvfZCCy30OSIF4A8C+IUAfgGAA8J+h+z97yv4CAD89wD84TNtfQnAIwBfBfBPA/jXCnnoX4PwsC9B+M99PGihN4QWZWqhT4SY+RoixDCA/zOAD4noTxHRFz/Bx/zzwXL9VwH8VQA/Ej7/zQD+d8z8jJm/AeBf+QSfudBCC31K9LJ8g5n/A2b+a8zsmfk/hSgy/+Dksrv4xO9h5qfM/HXczyf+I2b+SWZ2AP6top3/EiRE/l9h5pGZ/x0A/9+XevGFFlroc0PM/DEz/9+Zec/MNwB+DwJfYeYewB9HMNIS0S+DGG9/4kxzI4DfHXjDTwK4BfCDRKQB/LcA/HPhOX8DwI9/mu+10GdHizK10CdGzPxTzPzbQkL3DwH4CoD/4yf4iPeK3/cALsLvXwHw9eK78veFFlroc0wvwzeI6NcQ0b8fwnFeQLxX70wueyif+Ll7ujZtZ0VEJrTzTa7Rmxaes9BCbygR0YaI/g0i+jkiugbwHwJ4HBQgQJSe30JEBPFK/YmgZM3Rx8xsi78jD3oXYoRZZJXvQlqUqYU+FWLm/xwSBvNDD7n8O3zctwGUiFzf8x22t9BCC70GmvCNOb7wf4WE3XwPMz+C5FXRA5v/Nmre8AtesZvfBvDVIFhFWnjOQgu9ufTPQEKDfw0zXwGI6QgEAMz8nwAYIOA4vwXiqX5Z+hCAxSKrfFfSokwt9IkQEf3SkHQZkza/B8A/CeA/mbn8fUh+U/n320T06BUf/ycA/K9CEulXAfzOV2xnoYUW+gzpHr7xPoCvhRylSJcAnjLzkYh+NUSweSiVfOJrAH7XK3b7P4ZAuP9OIjJE9BsB/OpXbGuhhRb67KkholX8B+AJJE/qORG9BcmvnNIfhuRRjcz80qARIVz43wHwY8ET9ksh+Z8LfRfQokwt9EnRDYBfA+AvENEOIgz9ZxCLz5R+DMCPE9FzIvrNwRr9RwH8TPjsKy/57N8N4BsA/i6APw/g38YCrbzQQm8C3cU3/l8A/jqA94joo3D9/xjA7yaiGwD/LERBeij985DQvr8L4M/h1azLYOYBwD8OSS5/Dsml+AksPGehhd4U+kmI8hT/PQawBvARhAf9mZl7/i2Ix/yPfAfP/Z0QcIr3Qnt/FAvf+K6gpWjvQt91RES/A8A/wczTxPSFFlpooU+ciOgvAPh9zPwHX3dfFlpooU+eiGgN4AMAv4KZ/9Yn1Oa/BOBLzLyg+r3htHimFnrjiYi+TET/FSJSRPSDEKv2v/u6+7XQQgt9dxIR/YNE9KUQ5vdbAfxyzFuzF1pooe8O+h0A/uJ3okiFsOZfTkK/GuLdXmSV7wIyr7sDCy30CVAL4N8A8H2QsJs/BuBff50dWmihhb6r6QchIYZbAD8D4Dcx87dfb5cWWmihT4OI6GchYBT/2HfY1CUktO8rkJzQ/wOAP/kdtrnQ54BeS5gfEf3DAH4vAA3gDzDzv/iZd2KhhRZaaKGFFlpooYUWWug7oM9cmQq4/X8TwD8EAQ34iwD+yVDAbKGFFlpooYUWWmihhRZa6I2g15Ez9asB/G1m/pmAivTHAPzG19CPhRZaaKGFFlpooYUWWmihV6bXkTP1VdRVn78BgcatiIh+O4DfDgA/8P3f/yv/7J/+yc+md69INKkvyaDZz7io80hnvIIEBrFP9/tQhNuRmVznT9qI90bypNP98Z7y2dM+ln2t/g795qB/x2eXfZX3U2ffM342fXbZX7lO2oj9jmOp2AFA+lleO+3n9NlzczF9r+k7xfbj9XNtz43fubEr5+oh952jONZl++faftm+PLQP0/um984959x93/v9v+ThD/0OacpX/vxP/qmTvebIpP4r9tB+TP2u1iWpk7WbnjOzh8t74zWKXXVdHMPyGQDSNcQ+fSZ7W6UxNn6o1q5TTbUnp31T7Ko247VlH8tnl7+X/Sz3vGJftR2vs6pN65TA0H6snh15G5OCYpf2eByzPB50skfP8ctIsQ9OGRBzal+zlc/JwJOGVW1oz8/O+9w4Tp8xHds476Pu4KHhE/9kKHhottB+ROOOaXy9ajDqrmpTsQvrUsYq8kSCh/EjtB+hvQXA8EreZ1Rdej4AaLYgsKyTMF55vau0lubeS7NN46a8g1O5LyfjXfAjzRbE0sf4Xexb/Lsc69jmSC0UPBQcOruHcX1Y94RjcwFLTeqb4THNZ7kOvvKDP/Ja+Mr3/8AP/Mqf/NN/Ln2n4pkbfjLCfilkBAVX8UpPslY8y7WKwv4P/zxUtT4MjxUPiXNSnpWeNEZucp/B0JT3WdlfxQ5McZVKP4jC3oWt1kl5lsbrGQRmSvdEip8r8qkdxS7t8blnqbCfAMCqBh4aI7fpuQoODY1p38q7qtSX8n1nZbLJmafg01wBgIeurovtKEifiDm9+/S68ud9zy0pz3VeM9N5mrZX9W0y7w6BfxZzEue55C9xjXjo9I6G7MnanXuvad/y+5+u++k103bOyaVz+0RGKfPVcuziemAQHBlYNqkfGhaaXLo2znOkyFfy2pMz7Bf94u+fnYTPLQAFM/9+AL8fAH74h3/4teO3TwXY6eelUBM/B2pGQ8wnTKgU0OUwjAJKfUBJmz4xn3SoUj78jR9gVYtRddVianx/cuhN+zf9PAsmUZiLTN+e9Fv6kt+fwFDehffI15YLu3o21Q7S+My40aefe5yOTep/YGwn41wIe9Pr43vV186MfzG/1fuHtsv3J/bpgJi+R1wv5XjM9nkybuW98VpGrUjFa1KfJ/M8VS7vY+p30V33KfZnv8/CvkmHxGdFJV/55T/0y7gUKmXfiOCnvIP2FlY16PVGDhU/BsFwgFMNHCnocNBHpSIqR5FG1YGJ0LgeKo55oSApdmAQBr0CMaPxUnKk5Cva27SHo8APiKBq/ICpEsRK2td+hAKnQyIqE1FwH/UqtUUsgj3Yg8kgKjxJUUoHqFzrVAunDLS3SRAGsnKF8F7xADJ+BPk8VqMWYdoUCgsAqPB3qTgYP6Bz+yT4O2XgYNDyUeYi8La4njq3T3PnSWNQKxAYG3sNYoYnBaca3OrHUPDY2Ot0aMZ24tw41WBUDbQPykTop1UtLBk0vs/zH8eJFBgMBtDrDQCgdYeCp2ocaAsixmq8lfdVDQa9xg4X2OIWl8ePYHULqzsc9RZHXuGKn2NzfIpje4lBr9N50Lgeyo+46d6BZYML/wKKHRrfV++/sjswEY5mW429rMGskCp2GFWHAR1WvEdnd7Lew15w0Ni4GzT2AN9cpPlLigzL/EXFjZGfGQUT44dqnZdKVMMDLuzzsC4Zg17haC7SGly5HVbuJimNt+oRLBm8Y78F4wbcrt4+MTx+2jSVVxQy/yv3DkNh5AaaHBoeEBUfBwMPBUM2rWnHGppcJfQesYaFwYqOSdgDgCNtEJUuBY/WH9OedzDouYNhizXvQl8YvVrj1l1gpY5Y4ZDmr1dr7HmDjnoYjDDhGbGPHhpEotAROBslIEp+VJbW/hZONTggzH0QzFfuFoNe44jAV5UNsooLShChwRD2cIuBGhAF5RwWCg6a5JktC78c0IHZgEiUhMaL8m2xAhHDICjrQZD2UFDwMDzCUpPGWrNNipEI3oSWemhvxThRKDXxLB0g8pbBmE68aDiJ48NEcEHcLpWxqPBNlYc5Ab8c62hMiIq6wkS2IoKHhmMt48FD+tyiQc8d1nRA43sZY7XCwB2s17iiF+jsHkezhaUGB16DmXCF59Bs0euNmDlY1kHLPRiEMdRWPx1rU7yvDopMwW8Lea7hQZ6h1mlOorEAAAYSI5MJ8x8pGyy4mF+ZCUcGIzcy32TFgMUWg1ph5BaaLBQoKWqlsYpJYR/2liiV51WR16FMfRPA9xR/fy189rmmqVIEzGjmE6tp8mqEzUnIlmAA8OHwp2IhlG1NvUDR6kvhoJ4KOHSirOhkUSz7H6+ZPg849STkPhR9J4V4axT6GQqg4NnhbEU7UdbC/XPjmfsdlClYVJbwYjxjX+esqFMSYfm8Zaeck6hETT1rJ5toZk9NPUTS9rznIvYlKa8zzyjXxvRzkAd43jpUedBmrpn2OT5f+juvZOf3ufv78ppy/ufGprRyvQ4ixLWhE1NXIGi/F2uoH0FKhBomsegZHqDYw3Nh9SJ14kECsoU4CosUBHY+4RsioChyaU0I/9AFP2GAaq+L8SJwxIPTqjZZZAFAYwz9kb2T2irnJawXJX8kYbrmDbUHLipu0mcPhPeKhw/YwymxgLtCMYv8Cypbe6OVtPSWROUoWqoBQHkHVnLgedaYLps4/nEOynmJ76q8lXaMHMgDtzCwyeDRuD55XAAEhdmk96SJ5yONXyHsJN4+YzEVRZsBBSjlg2WbwaQx6hUsNbDOgDVB22N4Bw1oYPQNrG7glfR16oVk0rAsQoOjrAwSe5iwZuKaSkIdcfDo5DWZ1iwFoZgdjBvCfYCDxsAtVoXxoNzDaayT11OMW1FAUSRnknHH1PdRdxjUCo41HBu06NGO+9Tm0Wxx4HX6e8PXaMaDKFNKA+0jeFbwysCxh6faI/E6SPh2feZMLd9RmIzXigDu4ZTMT/TeyB6PgqkIyCAkb1xWyBQMWxBlQ8iIDp4VrDfQyifvHZMI8I51Mk5GgwKrTfIQedIwGJOnKr7PXUa4qNDFfeKgkhGC4MUwoZzwM2iMTKLIkJX7iMVIwzb1P54Voiw5UVyYkyHHq7W8B4vC1YIB9lBqfr+yWKETv5U+B29yUIQSj+Ks/Mj3tVzHTCIPUHGO0rws97C1w+ncj/0t36EyME8U2visqNg6GBCy15KYw7o69di44AXVfoSxR2gtnm3HOuwvnT01hEqxTHLEjKzhWUGRL+Q68fwlQwpTGrPayKuAicwcl9zUEyW/xzMq98tSAw8FC4MWQzJAGj9iVB0cFJgbEFiUZh7q8SWFwYsXNHpxz9HrUKb+IoAfIKLvgyhR/wSA3/JZdmBOyL/rc6AWroFpqJlGpXREqyapJOiIFcFVlmuLNglw8bBV7JKwcYRYbyOj6awcMGK1lQ2gyYmQUiwqz3kxGRIre/SUWNXKYUuMqaAevV7AqTAQmbdhC3DYhKpJFhLPCppcYrzClEWIS0wpWG5EIJFnzLlsuRiPaDHP1rtgbSGfLCDxQOcgBMS5rEKwgpDJgYFGF7329lQImliRFEloS6kkx76m8KTQ5slz4xqZCMlxTXnoNOZlH+p5KQXZeCBn5bUMiSrXYlyP8T3m+iQ/a0U4j1fBJCehVeX3pdJfKvzxPVLICfJBnvp7Zr99FkTsxZLdPoFjjd536KhHY48i/EchUhmMTOjRYatu0Y07EIunqjcbDNSmcBTNFspb2HgQQQ4ipRoo1sETISevVxqDXifhj0EiZIf9Y7wobtG7a1WLgYUnEDxWfIt2uAVIlLXr9bs48iZ8z2hIPBbRW0BUekJzKK0LyoIOe7f1x+S9KRWFZEkMHiLLBorErtjYI7QboJoNrG5xQ08wsoGBg4ZFN+6g7AAQwZoVXuh3YFkDWGOljrgYPpa1xYy+u8QNniSDRUMDVAhhI8VgVmHdUfBUNUnoUcjWQzksZe1pWHT9dQij02C9xu24EQHTOKzdLS5278GZFkN7gWNziVt6FNaJWJ2NGxA7RcqnOQGAtb0JfZTRum2fwLKBZ10JMnHNXfjnaR2OusNz/yTtB8Ue5ngLbQYoM2DfXKF3Da7xCEPb4ZH9GJe798OjCLv12xj0Gge3hmWNVm/QGIOL41NoP2KFG/FQNRtY1eLoxSOpqUWnjtj0uS/HVt5bsRN+7keYYSfeOtXAcoPedRjMCko7NPaAzjscukfihQ18bjs8E8WVCF532PktPIvnZaP22N6+L15QpWEvv4L3+ndCnxiX+hm27/9tsNZg3eDpV76Cr1+/Da0YjXZ4V30DqxffBusGbFrs3n6CkRtc67dAmitB/nURMUMHb4BVLTwUeu6ggqirYdG4XvY+aXitYVljZDlPVuqIlnu07gDtBuzbx+ixwtF3sF7hUonnUQceNVAD6w2gRVjtRpmznbpCzx0OroMij8YeAATjg95i9BqN0vBKwYBhXA8yomT16DByg8e8RzfuMJoVnGqwoytY1mhohCJ/Eo7f+mPi/44MRtcIfyFRDBt7EEWv6XDwa+zsBVZ6QKdkX6yGmzSOx/UWA7fY2xU8K1y1hI56PD68B+0GON3CmhV66jD4BsxAqyxWtIdih619kaIOpmFeUQHSbNH6Q3rmoDsM3GY5Ssm1bfDoD3oVvH3rfK4Hr0ZpjIo8yqIOrSzXSNAjEp+N50g0ijmW89zQmORHmT9KSqZETQwpYsmqFnu+yvykkDsJDI0RDfWiyOoOt/4Ce7tCp0c0NGI13GC1fyqGigbo3RP0rkHXbdFqkzz8++YKDho9VgADhoLXMCj/ngAP8Yx6ziGDje+rM8jBSMhnVK7SmGa5J4UjwsNB4+jF49hRL2ddjOgowsZHarF3mySfdqbHeryGcQOUHXBoLjD4FoMzsKzwxe5jNL5H199A+RHPL76Gnte4GbdwTGi7AQ3lKIwpfebKFDNbIvqdAP4sBBr932Tmv/4ybdyl9DyoD3fc+xDL+/l7C4toaufUIlFZUVFsQK6tEXHTS8hADrdTEIuUVq5y74pFV4UDPC/EaNXWbOHQZKULxUE/5wEpvTPIISCMwksUFqqHTn0p34uYKyvN9Pv0rkQnceA5Rt+K7hCt88EC5chUDCZZ8JFDqHJOhzrfPtcWh8jEANSx6iksK1jcgrW1ZAAMBoq8j+n8c1Cw43PmKI5LuZ7m5iRdX1ga45xU1/OpcpkVmrrt+yxo071Xx1DnayqPSBmCQK/XG1USUwiD4VNrPfnwL3lpZJ07ZeB0mzzBInTmuP64/mK4mOO4RhQAL96RZM1vwDpamw0IHjp4gbQPXhB24nXQYgSxXkOTrOToPWMoEEXrN6W1uyIDpZwISOyhyALhEHOkxGrHYsWUvIMQJ+96UFhP0WgCoAqxi4JGVCC1H0OIntxjWTwlBIamuB+t9HUStsoc949QGcLqIaGOXoX96G3gWjkMIyqFFEKrSmORAsHwKJ4c7wCi5HEafVD2w7uQG6EBGNXD6A7QMp7MClY1sLoN85JzruKeU14MLtFbMnKLgZsU8iTv5dAOO4AZrDS8MhibNUbV4Ti04vmkiYErWnEpnyfEDiZ5rmQ+R25wdC1Gr9EqETS0G2DGPZSz8FrWrVVtCl+yzFDKicXZ53cSwS16MVxS1sVKreCYxAumOhjqAbic8xTmRfmQZ6A78bq5sL9U3l8A4FXwQLKCIQ+jxEOIcQDRCqwBxwa9VdAEOE/wa1mP+rgDqz1Wj3ZwxuDg18kK/tqVqcn55lk8PSAPkwxXLu3buFqjlR5Ayk+LY5najtZ50lCBj2tywcMcwlB1C6bC60S+WIcMhPlttRWFKHi2SXsR4IPnhojz2gjGAtIeIvYbqHAmZ4kl5zdFJSt+rinzRybhU5ZlH7ZazgnjRzTjDp6M7BEojL7BwTUYncbGGLR6gLEHmOEAasVjyYrgmTA4Wdtj06HxPVq7h4pGWk1giJfBsQKRTv2NBtvIj9IYAIlnRZ4socseLnjvhMcRmIY0VsRe+hQ8xnGOxThb5KAGc/XcmTj9TIzBU9nRBYN69JoJv7TepPvFaB1yK90gHlxl0JsNel7j6FocbINWWehgzCMnxiOnBxjlMXjGGPh5lLsif2Vkj2GVCpHC/Ai6fN9o/BbBJK//4AlN6Q3BM1umQ/jgdXPRSBXSXCSyIchlymBQKzH8+CbMjzzRuAHKjVBsq4iodAYwp7MfEK/q6LXwPJhKxp3Sa8mZYuafBPBKiBJ5EX6HCtWZMK67LO/AaR5P7Eud8KeqcBtpoWYwgCg3GkjJ2PF7q8RjNfoixpaigM1iBVYjjBqS1cWqDpZNsIYqGHIhwVOEPu1s6qMjg6PeJqFLrNhDNaaloqACk1PsgiVMQioAwHIDVygfRAyiQsCinNgo414nmHvSGKiDYxMs1WKV0ywWLO0tyDs43SbrkljvDMBAQxasFIwf0Lhj8oxEpSUm6Y/cwMKkBMw1SQ5Da/fpsIqegmj5AOSQamlAx/tkVfOkYU0HVoQBkljuoGBgoUlJMjAH1c3n5P5oQZ/GQU9D4DKzqd3o07C4KMBHBU+UlbAGA6PXJMJczO2I5GAqhZiDiOqLUIVyb5QACLI36sTW9C7F/tRsw3jrFLZVeqPiAfy6yJPGwVzi4ORAXqkjGharlWKb8qY6OqDnNXrfYY8NnNHocERn9+jGW6y9S4ecNR2sWuFAW1lz4VBrtYx/M+6g7SDChFlh3z6CZYMbu4EmhtcaK7VHe9yBnIVii767Qq83OPIKB9dhY47oSNai6XdgpcFKvLyeFXbjWhSFDljrA94+Pkcz7KDGI5gUDpdfFKu1Ex4g1mkHbRw6f0AzHkRhcCOcWWFot+jNFju6wuAaDN5gpQe0NGA13mJ1fAY99gB7HFdPMOoOR9thdAamCd6acEghKKvCbxoMIdl5bNZQ3gbvj3ijJGytw4gWvdmiszu0w072kxJPy6i6lPMQ98egxAq/8nsYv8Nm/xGUC3kLeoVb/RgHt0bvcigMg8RzNh6h+x2IPQ4Xl9j7DXZ2DasNBtVhpfdY2R0aJ4JaFLAQ9kzfbNHrDZ4PlzgGBaJTDk8MoRkP2HzzpwDnwKsN7NU7ePr2L8e1vcT7uy1WxuHJai/v020CD9PQ3mKtezQkik7b38Lsn8szieAefR92botvvtji0Ct85YnCVdfgy4fnMNcfAc8+BHUruF/YiRds2MB5Wa/bpkXb9VjZHVaH51gdX6BTkscV+dbQXqI3Wxxpg9HLWO/cFr3qQA2joz3Wh2fQrg9zrDCsrjCaNT5WX8ToGuxti1ZbPKYDOrsX3mxaHNZvY1ArtMpiaw54hGdY334EGnu47RXGi7ewd2scegXPBEUKh6sLXHRbqG//LPjFCzwmhc3Vu/jPV78Kz/s1Risizw9/RnxkSoo9GncUnqcaDNwFJVR4rKERje9h3AALwBrxggw+ezCYqQpX1WzRqBEr1YuhAg1YqyQTXOAGXufwrufNF0IInQjAW3NARz2cbtM+W4/XMHrASB0G7nDgNUZ6G+xEAG7IhnyhEcoOaLxDQ4Tj5gIeGjd2IxZ/PUKTwxW9SPkoDEogKhu9h4bDyt6CwBiaLQ7mErf2AgfX4GAbbIxY/deHj9E9/Rb8agvXrtGvOzzrN/jwukU/Eq6+1GKj9+iuP4C6fgazWsNtHkG/+71wfoUPbtdoNcNcelzoW1wO74Pg0UKhXz3C0WwweBGyZU8NMH5AO+4xmjWsajCiSV6uKCYqdmiHW5AX48OoOox8hdHLmWbIozW9hBiOsr61ljyrkZo0Fyr4ajRZEMVIjpz/E+WVGqzGB4O1hKslcA5y6Jx44Izt4ZXBsd3iyBvcjHKmKfIwjXhBV8dnaK8/hFtfod88wbV+G9/av4X90KC3hG0j46HHA9RwQLt/Bm2P2F4+AQywG9fYYQ3baDRqxNrvUnQQuIh0CZ4hy4XhjZBk4BiZBHYwAezJcgMbjJoKDh2CDBgMgaPuJP/OrzH4BqMz0MphrQ4wfsT29n05/7TBcfUEt/gi9naFj/drbLsRj7u9KNfH69BHCjmwYmQwVIRSEglfJQPnNXqn4Tyhdx2cOp+v/7kFoLiPHqJIlYLaibU+XlMJjmfyU5CtCnNto8gDmgq9+T7JmQJyiGAloCIj78VFGJlvGbqmgnVB+2BhDUqGh0quacda4vJTjGfwwrgRWg0gxdA6CBdswAAsJMkzJnZmt3O0So0h2dyGQyJbW6LVzUJDQUOTTu+tvDCNE9Q9hMVKJvW7tCrGWP3oHUBY/AASwlF8hgm5EdFSrwLDY9IpZNLCwPrAiII1LVv+rFhfOXuNypjcHDvtQd5BqZB/QQakJIQqWlXAgCZxc6uQJxIVHc8ZWORkfRQ5UDkvLSuFU0VK8uj8yZqNoQWlhbOkKgSPfWUZkr5Q8s7EtXri1Upq0OQ5VDyDffpo6jVLXg06b+X5bChYIEHJcivhnCIc1yGOYY+ywkgNGhKhX/lsYAARLGJ4n6y3mKSbPKFuTB4S8XDk2HEPwIV15FQjVmdHYfw8DCxaZdHSgMb3yXrGSsPpLjF/ywrWB48Pk+whOyRlSgcgDU9idRuC0cZxQM1jFuvdKKETWreAQRIIrTfwyob55qRIyFiJ1V2ThyvCCr0ycLpLY2t4BIqQW6taaEgWmyB2xRCWPC/KOwm9VBrsHcisU79HbpJBpw1ebOMHGNuLoucduOnASmNEvvaEmEF+BBWeJ8eEISjFjRYDVuMO0LZPCoRtNmAtRqq93+Bm6DBYhdaIJ6JxPZphB75+AdgRNA7Q7SrF4Q+jAjOg1RpGeay2X4RxA7STub7SL9C6A4zt0R6eg4YjfLeBb1Y4YIud7bA7KhwHwHppi5wVpeT2FmoY0PQ3aDoBjLBe4TiKgrI1l4ABVvQC2h6hhwNYaYAUxnYL26xhVYuDW2NvWxxtA6sVWq1w2YjVvhl2UP0O5B1YaahmDdJdUtYHJ/usD+GBq3YbDAAClvCkeYEV77Hpn0PZAbzawK2vcFi/jYNrYB0J3y0d56OF7weYfg89HKA3HooYgyN4/3q939N8PSBY2ikj8EagqdLAlO5HMAQqLR6s4AFO4V7BYxlzFCNFT/MYjKrRGNrSIFb+oEgpO8BAwsatamFhMPgWvWty7ooOIDduEK8zW3gyEsoMJ7wweHeNUrBGlMGGJfSqdccgE6nq3LG6Rc8r9E4840Z5GCXhX8rZFP7pjXhRR6fEI1na3VhyomAtlO3R0gCjOigCPICDa2DUCrZZC79z4mVtaAAUggLkqj45JQA/8UzTxDlSAbWBsZwnZoKPkTWUPRzKh6gF5eXs5+A1YuS5Cx7C1HaQNxyJ4VeUquCpgaAbAoI0J3PTB+NxCBtnCXe0XkETQxFgSKITlLMgO8r4QqIHRq9hPcG60nsanmfljOtwxKga9CTtDr6FVwqNGlMOUrVuAVDwdvq5tT3JwS2kiepfGa0VU0qsM/DBIK4CsIjxg6wbAAjKjgBkEBwDnsUT6bSB10bONy9hshuzhyZRkhQEAGVotyD2aSxLpfouemOVqbvonLV7CoNdXl/lQMXpJDphdBmVL6CohDhVj5gwXUOaxpjW6LFRPsS3egvtxNvjlCQWD80aI7XYOYlldj7kMpCDIYKxPcx4QHt4LozatBhWVxL7yS1uxw1sCMPYGgJpxhqAdhL3ru0A5QZ41QginF7DosHIBs6vwCERVJEX7xBcygWI4SkAANNmj48XoXHwBpo0rDJgJc/u7B7tuEsKkVcNWGkc20uMqsMtX2L0DY62hYfEOreBqXZ2j+Z4LQIjM1y7hm4vxLIVhNTBGXTagA1BKxvCWg4w4x6uWcHrFr3ZwLKROH9vYJQLTFTgeLWVvBIfhVeEA4lFIIECLHw6HKMLuAm5T1o7WDQhgTMEICkOCEIiDCUymSnE0Mi43jJUbAiTCCGKHgAHL2F0qivkXKkcThItyVnRjKGXyRMUQhUAhgGS0M/QsAEyN4ZzGspocTFsh0ml5OiINjWiSU/kwlgQn5NIASO1KeHZgyRZ+sxe/SzIgySPIeyxlntRUgqLMFB70GLYidNiUdNuQNPfwusQltI9wqBW2Nk1Rmek7ZD4HYUYchZQGkrJQeC0QaMcmEmgiz1Aq3eCZU4UoMb1aNDjAi/Q9CJUKz/Cmxb96jGGZoOd3+JgO4yuAF0gD2OPUOMRtLsGaQ29PUCbFSwpDN7g+tiiNQattjDaQrtehNPdc/j1pShBHaeQHAl7kHnkYH0nnUOXGt9jrY4wAXzCQ+PQPUJjerSj8JFt/0x4ntmIp1xtRNDQwUjjCZo8OtWj8weshhs0w6144kgBSmNsN4Be4ehXuLWrJNi91d3CqBGr4ws0/S304Rogwhi8JYNvkwIZowYInIR7OAc9HrGyOxyNWN/3VsN7gl47GDXisv8W2ufvA8MR5Bz4y78Ih+4C3z6+i6f7Du891XAO+NoXHDbNgO3NezAffxP7n/5b8M6he/IIjR1x8YUfwN5ssO8Jh2uN61vC46u38MUnj/Cli1t8ufs2rm6+iScf/Tzw/GP4Fy+g1mugW2H8xT+C68uv4udu3sG3njZ4+oLhHONr7ygQQZTn3S2G9z+Eagy6Rz+PLYDu8pdg5xr8/PsaXatx8+gdfPVqhSv9Ibrr90E/81Oi7CsF/bXvw+HtX4hbf4Fv7x7ho+sGNwfg7asWFyuHtx89g3E9mg9+HvziGdhZqKZB830ryYdSGr1r8PwguWWH0WDdPEK/XWHNO1zu3sf2+lt49/YZ4B1gR/iLx+jf+R58dPWL8K3jF/DBzQr7HnjrknG5tmjdEeQCCqQi0O4WRmk8fucFfEd4trvCcXh9ylT02kcYb2KGIQeFQc5XL5EHo1kl9F3PEr4LIPEBog1YKzQQNMzG9WjVISko8qwYyqVg0WDvNxi9xsGGfGvl0GmLLQnE/Gb3EcgO0MMebnUJbALAh1vhduxwe2zRNQ6NdnjUSC5K09/AHK4lR003Ir/oDqPXOFqDG9dCK4ZfEda6R0d7NOMBF/unSTGyzQb7zds46At8PDzB4A32Y4NNI16Dx3iKy917IDuA2xX67dvYr55gZzv0VsFohtFAE1IbWBtw04ly0B/waPwIqvV43m0wWIXnhxV6a6DWvwBrdcDV8UNoN+Lx4T0xQOsODmK06fUGB32RomMEVdGhUSMMbMpNAxFYSyoFB0AfRQzLYpSwLLlhMWzWODFGNSqgNqID+3DCKjnzDQ9BWZXIIas7WN1i1C1GSH7iGORAIuBS36LBgG3/TIzqrocng8P6CY7mAs+GRxicweA0OmOxbQ7Y4Bbd/hnUGEKDdSNefRYjhfMSPjs4g6NZwZkVWBuo/gB13OFq9R7a1QGD/hoct3jer0EEuE6jVQOe8IcCWuGGlJvpWacwyBgKmaDzSSMHdWce3FBG24vgSi4gdh6wRe9aHJyETq+MeGk3wzWacS/rRml43QoKqlfJaDs6hf3YoVOXaLdfxLp/AXW8xsXNe9jS+7DNBk636LHFoNe4VV/A4Fu8OKzTWapIPIHNBEWwpDdOmXqV0L677pmzup+9DpwUqTkhMAq80ToULQo53yiEv7kheV3ADKgGgCCPWG5SQpxnlSZIBeFf+RFkB5AKVqtonWYKFmn557SeWEp8yglQKniaVCMWFVYp1lgTwSifACWiJcuMMXGVxGoJUUo9K9hgoYrKaqeiJ8eBnAhnylm4xsMHoZ2JRAlzIqB5CKPMnjzOsavBkhA9BEQQb1Ac86CYcHDP5gkprBzR81DMWwwXYnhhlCjq4JBPfSFisfKH9kv0tnJtlOsgKeJEKYxQsQcXClB1fbBExvbqtSdoT1m1n0coKmO+59q5j2TtZw9qej7LfFTjNmNxqp9Z76uS4r6IeUSvmyTIMXvTPJkKrIHYizeXXFWjAyjWkNLBSKETEweyNVqMNUUocfAYRWSr6J2yXgGqQc8rGBpBIYbdRG+JE8+0Coe71+KdHvQK1grfkP3BCVY5Wa5JpdBOYg+tArKTEqEACBY93UFpCzZN8oopluRhr1R4RsjNUA2M6ZKnLbZtQt2XOAYS7pq9bOLBimEhIog4Vim/QABmBNCmcb14gewAsgOgm2wYo3xgpxwHzt8lflXwhpi/0WqHphh736xASvJQfHiGglxjmOAV0IYQrWQJNQ3YNBi7SxyaK+xuGtweNIYQ/dJqL7kIh2vg5jkOHz0HexZF5dEttBsBAxwH4PrW44P3j+j7DoDGtl3h3W0DPR6B5x/Dvvc+jh89xeqdt6AvL0AssL/HUePYA+Po4T3gveSPsDZQpgFpLS6dEGpplIXRDB2M0FyE6BB78Bjyn5SCsgEtjRV6q3AYgP2BsV0RWqPS/sBwhN/v4PsB1BjofgfdbaBa8ewdejFOWdfArhSumhUaHVDD+h3oxcd5P663UmuLWxytgXUUrMN5nTIpoDGgppH1zYyGB3RqRGsY3svOfi1UerSLaI9YNwvIJQScMiE8X/LRIkU0uUjaCcBAZM3RaxWBbgYWsIiD7YIyJYaMdSPjZVhqkanxKPKDtaDoJQ8knpDK0XwnMcs6s148gc5rOJWjUsgOKeReq1wiJPFQiih6AdRJNXDtGqwNxmaDQa/BI0ET0DXBQKlE2AYpQJH8C+PT8IBGOzADg9XiffWdhPWbVRL4lRdICMXiEWclvMPFvOromQpe8alxLZ5/4rXKMgYQz34NH462EzmBYvxHeR+fRJnEc9xxvvJEBo2RKzHvEDnio1EOnRLhX5AdhQ/6dgVnJHeSPYEI0AowmhNP9yTAL6wGkEOKhjKNRaM0hgC6Jd6vXJ8vAs7Ed9XwKfpAeGzYASnnKp6lLqWxRPRp6YfCqFfJaB/hzkl5tErAMlRIA4mKrgu5xT44FeIadSEPLkVe2EEMMsxQnYVrOljTYaA1jq7DwbbY9Q0GRzCa0WqfJK9z9MYpU3N0TrFJv08S/iPUOHAa2lcWxCzbT7Z+zt6DXKwtF/u0LJ6emHxNYEnqg0XrDmjHPZr+JiBbyUYYW0HA2vsNjq7F9bCCZ1FqoIObloN3aRBrgQgUKifyQmF0otSMVqHRBpoauEagfpUdoIYDgANAhNasABDQPMboNW5HQQkyyqNRHu1qQIMR7bATb8/umQhvJqCJdYLkcnQtjs5gPzRotMfKSAz1mgThq+lv5LAcB9D6Er7pgPVbsBDGf7AGR2ugiNEpB1YuhfgpO4i1EgA5I5vaWxhy8AHOWQ4AEcJGs07Wca+aFBrYqAGdMkmpihvbkQm5Gm0h6DEMWbRqSPlVET45Xh/XiQ/5X5osDOlqzUVPpSAMRubnoD1g1JgUNPHSaHAsVEhGfo8hoOCU+DuF3+aQu8QTKOkkGIUjWaEuDBtX9NxeiX/PwfVPr0mwsDRV/u7IuYqHDhMcKajXJfDE/kGsxhH1EgC8kcOBQQI2ARHUNjrzAvFgccidE6EmJr46NmJl1hatGpM1WoV8kuThdBbGHtGSglZX8KySRXmvWqz1CNaENXbo+muY8ZC8LAAwbh7DNmvsmke4dRfY2Q5Ha9Boh0aJV6d1AaWKCGhXgpAWjCGdFsupa8TyKYe3Qb96BNYGLZC8NY094LK9Rq9XMKFukWWNg76AXbWCOhZQnBR7rN1tta4a1yMqkxwAJbxqYENOyc6t4bzwL6NEAem0eKi7/hrd7YdQQw/YHn59KRZi1WCkNoS1hTUfDmXHea+m3EClATAu9C2sMljpNnklPWkcNm8l1E6rO4yqgyaHR80tDI0wGLHtn6E7vhBLqGlgN+/Atlt8q/tFeHa8xNc/anB9K+/ZtYTHqyPebp6BvvF3cfz5r+Pbf/UbAIDH37OD7loYewB3hPc+tHjvm7f4mf/s53D59hW+9D1vw+grfHWzhj7e4vC3/g6e/c1v4Onf/Rhf+Pu+hIuvfQHdLz2AiXAcCLuDx+Eoe7a34g2y6yuoyx2aJ4JKiGB825gjhtbg0UUDrRidEcX7xDjisqA9eIPdUeP6lvHi2qJrxZPvWZQ0f3ON4aOn6J/dQBmFy7feRsseeutgvcJ7HzPGUcblySODi3aL1eoIfbiGevYBhp/7OVDTQG3WUJePxUDADQ6jhnVxbhHCRw1cu0azuYRyDjCiUG365/Arhbc2WxxaA6DF66SYP9RMPo9RHRYNBm4x+DaEQppcT4k8HIXwPj+i7a/l7B8FUt61Ela6u/wyRtPh+XiFvW3x4U2XlM+uYbRGaqOtxxusjs+hb58BzoG8hTJGwtaD8KpJEvW1ylniDDHYeNMB0WgUDEaOJTxsGOXsOoY8FkTAGSvhtXFVtd0ejgzWeiMGCiWAI0QsiHCbLyR5bE+XODrhhevWolEeWjls1S7k3CnAdMJRlIa2PVbjLa6aI/bUYrAao1N4dtygbwxUy1jrHS7cx1Ike9zBmZWkOzSSixQh5DPolGRDA6iiMqJsqMkJoEoBKOFZoTebJCPGc5nAaFRGgmswBnAFl5QiD8nblqgPk0LQAUhIG7ns2YwGH7RwWop8e1ZolYVRJDloasQaOwEea1ZwzQoMheP6MY60gWNCoyU0tjWUDEvWrGBXF2i8A2iAHnu0dIur9gVas06G+8HLmCnzGI0esVG3FRLtSkkqx4gWDgo2vI+DTkqx8QOaGO5epDUMeg1HBgdewzqTntVoi4YsLtSthD2PByi28M0K1qxwbC9xpA1612BwGoMVA7FWsmaZpOyEvn0G2t+ADwfoq0cwqwsM7SXYXOFFv8azXYuPrwnDCFxsgE2n8M5GQ0/Aykp6Y5Wph1rd5xSp+nsRXKfCpSBD5VyPMnckCYQJ4ECnsCcbMPlTpelgmTIcLMp2SB4X1sFyWtzvvBZLIddKXA3zTQF2PFtbCQylxFKiAjOMTppolYhCVHnfq4xraW0BBNVfFVbD+YaDGXRyL8K9QPA0BQ+QwMU2MmsxpNJHtClB93NKC/OGzK9VLZRxJ5YkYok1bhPKeynUGfmEcr5UzE9JVvmQzxStZ3IvVcgzZY2ESmkI7ZZDQ+xBBUpgmuWgUHkSsPwYS53aLSz/Fbx4yquqXeepLwVqTYUMiLx2svfr1Osll+n8zoWypinDmMb9Eb+Xfp339qoHrLVPm8oSAUwqxLWX+TShlkmxbNPBSQqs26QUONWEWjmS60PECTTARMsyBy8oaRFOCi+nL7iT4mwFiwAHFEoc1AiMdUifJp+Eovi91w0oGEFiiQBiRoMRXil0Wgerf4xPNxjNCqqNhR6LOjRKBIzSCxSLCUdwGan/EoAZwlhplwWJqKRGqPeBW4zOwHGA++XsSY4Q9eQs4G0QBMVbTexCFXsOiGQ5THdkE4oSUxq/JASFWjxxLqNhwqsGUtsrF5YVsAwp2mmc5GARe/h2Dd+usd++i0NziWfHSzzdd+gHwHvGxVbhcg08bm5wdfgA9uOPcfzoOYabQULTlAqexRbWG1jLGAeL4XBEv++w3w04HIHet/DNCqppoIwGe4YbLOzugM3hFpvhGo+3FjdXTfBKMawjHK3BfvsFAEB32EnO2OYS3rToqMeFMXjnqpP8LDPiwhyge8n9U9stoGV9uu1jCct2ci5pDbSNQtcCbRO8tdG7QQRllLxbXMfkxUBnCNYymAHPgPUSyuabFVS7gupaQGtBt2NBvWxpxLa1QTlQ6IyHUiyIks0avLkEAeC2BUyXwpg7Hdfa61GmYv2j02gFlWWFAHIUkepcyF0xhXAeQ8zaYYfmcC1GVDcCnkWRhVjtLUkb+8FgdyTYMB3MBOeDhT7yfQ6eaudANhhz3BFbcwAzRMAOig4QwtLNGlgJH/C6kQKvvhXvZ5Jz8hlY8jTyDLgRSmk0/Q0YhO16nUo8AJLzeMQKYyizwiD0roUN4A5aeXR6RKstOichhOQtylwxFZAnjRLviVJxrVHIC22gVYexWYuXhSPYloTLa+XQwEqKQjQVUnEukMbU01l6XgDh3wQNG4oMx9pc8XuDfJ6bABNfQp3zBKgpXhvMlklW8KThdAuf7tWI9aNaFYphk/D3BDpmVsmbOeh1ylNXxIACNDileABIaIpQklutnISkN1rCwcnnCIyYfzqoFWpo9OilFB9r9PSXefFzKQFZ6i2NZOLZbcim4sqEgIrKBKfFs9TrDXrfhZxhhHIKHp0RAJfWHaHHI6g/gsM/GtdAG+s1ilOiHwmHXgxAxigoIgG9uCPP+41Upu4T+GN4Vf77brjnafwxEC3qGXKyxOmP10bkPUtSUdqxrhB5DHm0NKLzh4BEJTH/kgzp4ZuVMCezRq/WGAaT0GEAQCmGUdHVLAuHdQNuV/n3YAk25LDSVpKdtZL8h2Bt9KqBa1aVS9/HApAQwasJxe2U4gC5XisDHHMZQshM9OJEoafR4tEyRcE+DmFFrJt0ry/CALRyaLRK4Q3iGRcUIMUObbcBOyuhPaSgbY+WFC67a4yqTdZ0BgnCH20xmhaNXhcodyRCEblK+YlzOOg1SJ3W22qpn6wFEcYGvUrjElF3ALE0AcLEImiHXFe4/eO8sgO8CK1gFCGhJoNjUFZOsjfUp/5nz5cKhUVVFV4WD7ZSOYrWLyCHmeRQFCnJKb3MazzCYlf1tYiSshDnOu2RqGgoM0m0DmGKxNDFezzUKPJpEyMUFlUEMjGs1AWAiTF5UwBK1kMpkptrLkXrpiRVW2h4rLGDcQOacS+FWDkIG9pIgrURD4jzuhJO7qUYuoYibE1ZKJNhkH2A9B66KxjdpkKw0WO75h0aNaBpbKUg93oTatnppBAxhWKxATgiQtR6aEmuViQGC3eUQ3fciyfZDoh5E6w0xmYLp1vszRVGbvFivEj5EwQOnnHIwcciSOrhABqOAtzgJK9G6R7NeECrO3S6hwcJMAIrgVH2Gqp5C40asdFdqv8FACu7AxOhJfHaRwS0o9kmFFLtR6z6a8kfCwAW5B1808HrBrcXX8DeXOFbhy/g2W2Lr3+gcbvzADy0Br76jsO7mwO+9vFfRvPe38W3/vJP48U3nuP67+yx/Z4V2osVmkdXeN49wm7scNiN6I8jhmOPfnfA7sUeL24cnvYXOF59EZsvfQHrj55j/fgF7HHE4eNrXH797+ARe/zA9z7Bo+4d/Nx6i91RYbTA09sGf9t8P7aX34N3f/CraNwRTQjVvhw+xgU9xzub9xNCa7M7oDm8kDX1xe+BW21h15d4cfFVfMzv4qbvwAxcbgjrTuMLjx2uViPW9gbGHkGmgV6vRMnVGtSKct3SgLUZcbldoWkU+kHCC4/WYO9WOFx+EWsAZncjUQjOAZ7RHq/xqPsIdq1x0ayx37SCOEmMnte4Xn8BeIfRDLt0rhEE9OBRc4vRGACbT45BvAQRS52nZPwI3pyxEWt7z1Iv6mZY42g19kPweDCw7RzWRgyGKxyw2X2I9uYjqI/fg7+5Ts9QXxaD6KhXOPg1nu463OwV3v/IwzmG1oTtRuFqa9BpiVDxqhG+4ZxAz+9v0LDHhXfQ2wHb9gpXZptRb+EFaXf9BRA8LBo4NrgZNxi8QW8lPN9oKX9ggiEnBbBF4InDDnQUhNJmtUVzucNx9RimfRsHL/Xejk7as07Ac6JBeNuJEvWoucUKe2xvP5LInuMOsDaF+cWQ6Y56eK2wMjalPAxW44bWGI0UxG7MiJW+TYBVjRPEwka16JTwNAYlkA9HBl5HXpjlREMjVECqY47pBuKBETkglM8IZ3lDY0Y5nigRMY89opNGkAWjfDIuAYKe7KEAk4ssEwLYDgZ0dAjjkSNLHBnsu8cpCqDnDkfXwrISRTXMW0RoBZAAQMSYzVDOYjXcQBsL12gMqsXBrcAMHJ2UdRh8G5Dx5OxLsjN5UBHWF8cghq7HiBApVdJUzok41g1ZkJK6UprkTCb2GJsNvNLo9QYDOrwYL3F0LfaDyC2rxmPbjXjS7vAYT7G9fR/mxQfg5x/DH4/gYQBtL8TYRJI7vh80dkfg9taj7x2cMxjXCi8ed+j9dxGaXx1CNFOHZ2I9OKnzE6zvEUhiagEo267CkyaKVJz0mOfkkkcqo8DoED4kqExjzpGKiXgBcc6TRhmmokgABSI2frSWe9UAhkHNKlicTRKMjBrR6VFQdbyWOP2EVqPgzKryblndJkttjLElklofokwJSENEClMhL4J1IxbcoBA1yTMULVoC8ACE0McQMkVhc3rdpvmKMdPRCibCeUCzUQ2cDkm0IRY35W74AawILY1wlGHZHRSINYgkBEWxruat9NJM19DJGpvIs9nbUhfcTeun8kxlRpLrapwq9FG5iM/yyKGL0aI19enE0NJcx0kHhYlS6OCcgiIHmzvTDz/zpNCnIFAzxXpdtfer8p4WShuxIOPEv+NV8Xm4x8DxWREHqy1H9L4SMyPlugn0PDkPpwv44qDIOtZJkeIwDxqhSKUbE7w/Ba8UEI0ZzYmCn3lHsEZGD5PS8NpABQNKNGgA4mlpaIRTOljw8n0eYsUML5v6zaBUG8iHei6lIhcT6LMX7hTevpx3DZu8NzExWjmbgAIinL7TUq9p5BZ9QA8bvYJ1BK3yPlPJgBU8H86JIuVGwI0g10C7XsAP1AhLBiMZeIZ490mgbC0ZkBYDRywPUIIHgR10Kv4twpUJOWl6PIrhq4jJt+0WQ3uBF/odXA9bfLTr8OxG4XD0GEaP7UZj3RGerPd43N7APHsf7uOPcHi2x3DbQxmCbhWaTQfq2oTapTRBawXTmOCB8hgGxn4wOFxe4eKtd7F65wNs330uc+gZ7uYWzYuPcXX8EK7TuLlo0RiDPiAD3g4iMDXd2+jaHlv1QhBZ3QDCgM6FPLzwnsqKAcl3a9j1JY6rJzjQFsexhXWSi9cY+bduHNZG1jbYA42B3qxBRCCjJQxdS1F5oxw2HUMRQRGhC1vIs8LQbGBWVzBXjwVMYBzAxoDciGY8YLu+BTX5nImeZFFONoIcGNZYDLVN0QSvi9in8goA4EiBlURODGqFg13h4BrcDg0Gq7DvxUMQHXpauVR2oDlcQ908h3/xHG63BykCtIZ2LnhbFZzXGEbCcQD2BwfvGErLPtofFVamwXG1RdMcsDINaBzAdgS85FEb77BxI8z6gHb1CINeiYGHpf5dz4IWfHQtnNe4GVqMTuEwaHgOypQWwT8Weta2h+r3oOMBvN8BAGgcAM8wzQqN7qDbAKHuNQ6jwe1RY7TiWTNa2m2MhP3GFAvt+lDCYJD1QgpsJAdGaYFXt8rAKMHQHR1C/SlRcAytxYisXQrB5BBdURa+reTCMpepMChGfp/Axrg+G0ES6xENjjEfSIeyG7nI990UTndZS9H7XkQLAMiIgMX5VXpDY325PiDUjYVniSgY0KMhPDoOQogUsQMDAQGSYJpRDNHUptx+MQpLuLhVAqZiyAaQDVvVjIrgEhF5OY05S9F6JgFt00QwcPDBaJ5r7YnBnZjBRuSwg1/DspFae04ifCTXyWFrelzoW2wOz2H2z0GHHdzxCA5hzKQNWDcSkcGSo2ktYK2HtcLXtQZ6q0B0XmV6o5SpHO409ST4WqGahPadKlgRcjwIkpNCr9kTVW+kaJH2pENuhEbvuwoiFEDSzld0FLe0PcLYgyRQx76qEOJhxFUfizsa8ui0E4tPtDAH13HfXYWia+E0CgJVxOLX2onFOKDKqZD47lSDvtliNOskpI96JcUtWVzOayPjFJPWDUlRM6s7kDIZdEIJjCggdQPW6ohWKaz0ECzkXmrIeC+oOe0FXBMQ+XQrEMkBna4hK/CrYZPE+GnHoY5Ds4FXJlu4wiHV0h5aW6nUTgYDpJ6FDehyFiZgKrqkGMaY3ClzlPVSCPZlsn6xdkp48lIxKNdmWQAwWY0mjDjmZiUFYwJhLgpVLmAHxBDTcr0Lo47rNArwUTmLgm7cAxElmJHh5dNaZQeE5O76PSVEL7zcCeWaEXxidACQhe7C3R/HSfr2+gtrAqjmMxZFjIAbqiyciwA0EUI+WOVaGmOwFibQlrAHDI9o3DGE+IW8twBs4Jq1KBWqQ8yqUMTBqCGGGF0aJWKh4K4Mh5CwutYdAA0o7YPlMq8rD4nh16oJ3sJcWDGWO1DaZQNRmHtHBjZ6lEN78rNMqM7oS609QPsRXX8tqKFDCMUBAFJwuoEnCb3r9QY3o8S13/RNguZtjIRkxAKQCUrejVnQtiOIlAhl7RodKazNBlDAoCRUsHexPojkYh6M5D6ttShesYZJaw8CsDMeEoIhuRGqPyRkOZgG0A3s9hGGzRM83XwVz8ZH+ObTK3z4QuH9Dx1ubo5QCtBa4atfNHj7yuMXtl/H4xc/j/Gn/wZuf/abePozz9B/PMBcaawedejeuoK6vJKagkxoW4V21WB9dYGma+GZsduNeP/5Gu9dfAWbX/BD2LoRbwE4fPgUw/Uexw8+gtsfcLneYv3kfdC7vxzPV1f41s0lDr3C+88bEDW4vmixMg5f2q6xMXu8tfuGwKS/+ECE0uEoIafdCn5zhWH7BPv123iqvoAXwzYgo0my+nbl0RnG49UBl2aP5nAQhXNzKQasSwdoHUIKO7T+iAvd4N3LFY5WBOYIeDI4g+fN2xgvxFBnhh3MQbwvZAesdh+hGXe4bLaCPqZXsBRr9Snctk+SQi9rPfAZDiFYr4mUd2gPzwHIfne6g1cGB9pi57b46LDFbW/w7EbBOmAYgVVH2HTCAzZmwKV7hu2Lb0K///Ow730b/cfPMd7s0VxuYNYdzCiyhIORfXQgXN96PH96xDhYEBHW2xZdu8ZgWzxZPQY6YLN6D2Y4wt/egvsBbreDaluo9Qrrx0+wfvQE9vGXcNy8hRfrL+Lg1ng2bLHrGzzfGRwH4NADPtiFjAGeXIjiY5TDSh2x2j9Ds38BPP0A/nDA+PFTUbKbBvryApo9WlJoVk/AIOxHg6c3Bh+9YByDUWKz1uhaglayh7kL+cnDAepwA+xuwKNErMAYmFYibzarR6DGY2fWINfgOGoMTsBTjtagNwad6bA1LVaqx8rsQ82vPqErR4oRFVEGscGIHCNBRjQBgMukPCIgGkmBhigY1OW8jEqEsUfEwtXxTPHsqhSIWNbCBaTAku96kjztKAPENglcFSb3ymAwUtZg7wW9b29FIR69Sv3UoVh4g1z/TDkB+6HgAWJSEj7JFqtmDa0seurA1OAQQlSjDCzIdxJa1yqpkddiEOXVS0SBCspUDMHmWMoGAIVzx5OGVjZE4USQEDlz934jCr4Vhe4wmqA0CyR8oz02zYhH7Q6P8AyPXnwD3fP3gQ++CXdzDfviGqptQV0LdB3c+hK92eA4thhGQj8w+t6h78MZ7DRe7Br07Xkj8BuhTJVeo3MIYUCtNE1rPU3bS79zEaJUKlM+o2+lnBqEeFVVW6OTRTosTlGKXBYICqE6WZWTYFZbpT15EKmE4xOVBAWxFMdiY2WhSGIH47PVRFMp8HAWlGKCX8EQkiU4aP9RIYokMJ/IdaVIIYeridAY6ohnBS5CDROJEMUS0+tCLYfSE6eQXdg6WkbKfA8Va3FkOHvFDj7UvmJF0GRD/C8lJhQ9R/H9QVbyyIIVpPJYcZF8XcSWZ/SeGPWb60+VnsSpdyYqftkLdhoPfBfJu5ZhggqMXBA3tlPOMaGupH5OUZnzTMXrS8/R1BAx196cIlVeV+d1nd+Dr4+mfSrqY1XISrn2xmwroXZZyvNBrVhGpRJiwBOPVsjPqdCPQm2m6JnKKJJyoHvdwPtYJDHzw5ijYXTIuQuJtmVidNxL4gSeojX6dJABSHxB+FquYh8pqFvB6ighcWIwknh0ZQfxcoRDEgT4ENY46g4jCzT54CRJ3HMUHgq+HHlyRPT0DuysKDght4aseI+MH6DNSpDpIIiI1hEGK0YG6xUa7UCEuj6K66HtEc3+BZTtQfvbpLTJixJYa/imxbi6wm71Fq7tFZ4et/j4WuHpc4/dbsTQW6w3DZpGYbtibDuL9XANs3+B4/Uthtsj3OjgLaO90lCNhmoEIIcgnvnVqsFq06BdddBGQxHBWo9jD+zHDofVY6wfvY323bfBTqIIVNNI/tXxAH28wda+gDcKN90KmhoQqZR/y6DgadBpLUEZQDsJ/Qo5UgjGgmTIgeQdGM1gFrCKxsRwbpdCVrkLkQ9e2nNNK/D/7KCVRatlzdmWqnxex3KuWSMhgsoOYg0P3lw99jmknD20alJ4bYTXYY4F5sPZxucFns+GRKiVSAwBQunNRgpAjx1ujgaHXmEvUb/wzADEmNBpMVB2+xvo4w38zTXG61uMN3vYwxF61cA3+SyWPG2FcQQOR4/DrscwBI+Y89g96bBaCVDUaNpUh4f7AfbmFv3TF1BGQzUGbT/ADAOMbtBqA716GwBwDF6jp9fAbu9xPDo4x+g6jaYhbDqFxlA6y81wgD7cwF9fw+32GJ6+ABRBdy1IEcxwlDp2LAAOzhNGB/Q943gUAZY9YK3C8VJh1Uguuot5PCSgJ3AO7EPob7+HUoR23MGTADH4hGyKBGISRd4Y9aOU9EFC7kbE3FTFNnkhfFEKJs1wDOsLCMqpRhNihI2v8qUAJMOcGDA5PQuqiISKMkkRsRJW1JkzOIfz1YZbypET0KE+oEq5ec5LJEDKXyrrLPrCiOVGyXtTJIYmIjEyBgQ/D0FztF4U1liTyQQ3K2sKHktfoRUrP4pHvIjWAiko00KrBqpxcLqV8VNIYfSDF8Ch3klI93E0UlDXxmgnQGvGyjgxStA1NsfnaG8/Bt0+h7u5htsf4PoB1DSgsI9YSSFs5zVGB4GLdwznPOwoUQP9CKg75IA3QpmKVC4c4FRJAuY9CJX7tUo89jkJLrheo+U2WdiDMO+CRyV5pDh7pHKoFxLiSkNDisWNC4aJQCUYRBSkgiCmycErQgMHVyR423BYKC2uUgnRieEajMZKLRpjjzl0UNVhObHmRQzn8RFZpVAEoxJYhmzFeOET0Al2UM5BU4DRTUpIZgyeJJeiyu0hKbBpw9KTJP2Q8B3cwnFuPCkQhbFiFoQKCpDSGCWnA5JAaalBLLrrOOdhOSjowNhE0I2Vr0+FfyBbN6NwGccvjttUiYk/o/crrqfoCasUqUm+VtlOzBcrv49QoBWyZKUERtVOfo/hB2VoawJXACEWAi77PkelIWLa36Q0nvFIlddGJWK6J1M44kNygz4DSpyCuR6X0O9UYJEoHFKFYhHCGFLoalAySohXCcltswUOBGu6sLZCqF4IyW113ado+IjeYAA5FyM+049oij2XPIGTwzjuRz2xR5WHOAfPtodOhT+rcBByYHgYNQoUtd2jsQe0x2uo8SiFW0fJkwIp8GqbcqWkFtYFBt9iP7YYrCT6Rh1KKYGxTYd7QDwkO4KHHuh7+elZ8qY6yV9s1gc0qoOCrKvjqNCPCsdB2o4hQ+OFxtqMWHVHNOjRHq8FTe79rwPHA+zzF4CXHAW9WUNdXACbS9jNI7zYfhnvj1/A159f4lsfEd57v8eL50d45+E94/JRh+1W492rAe+ur7F9/+eh3v869u99jN2HN7DXsha6yxbttoXqWpA2aFyPlR7w6GqDfljh6q1LOBfyI0aPFzcOH9yscPHWV9C+u8elZ6xWKzSPnsGPwdu530EBuNp8A91mB7/R2HVrPDUbgdoPc2y9wkAtxmYNAsOsL0C2hYpKVNPCmzZFIWiSYqqdEe9AoxmdEaTIuF6tbqGaDdT2MVS3BllJ4pd8YCnw2vCAi+aIIebdFrzFeoOeOhzbS7RKQpZ1KDAdi003doBRtzDtGl63GNoLjLrDXl1KJEKATWaulf7XRsxAUKZsu8WufYKd3+LDwyVujgbvP5XcsZudQ2MITaNgtORLXbV7PHIfYfXi26APvonjt9/H/tsfob/eww0WetUmRZx1gzGUUrnZedzejHj+8Q2GwwBmRrtq0a0aeF7j2Tsd1mYDZ1oYzxhfXOP44TN8/Le+LSGjo8fVVx5h+8UnuLQjWgDtxZfA9ATXB4P3nxJ+9ud2ePHsgP3NAd46XL11gdWmRdddAlCgtwT11Nx8DDz9APuf/Qb6F7fYfXANZRS6qw02o8Xm4gLq4rEoMErASI4DsNs73Lzosd8NWG0adJ3BdrMGkcb+YoWuWcv6NA0ihL8/hsLiANR6h67dQG0GXFxegbCFUR281+jHKAwzjk1APW40nNFgTSDtBSDMjzDBQx0ZU8yTBAAbgHzEyG0Eft2JdzkWijYx75wymIgK4CiJp8EnL5JnhiINJgdSvjoXORiapoA5KsmuPgHmyAVR3gpGChLEyN7LOjnaIPd5ClE7gFYSYdCwyKxm3EONPdRwFMMSi4FfBSVWuxFaCSgTMzB6jd4q3B4EpMZ54bmrVmHTSqQFDNDqXuRYJ2OsjzdyVoy5Fqdp2oCS+kjQB9dvgUmFd2jx7BjqiO0MrAP2fTpq0BrgcsNYNYzL9oBH+gWevPg5tNcfgL75c7AvnuP4wcdg6+CtE+V+swaaFr4RIKSjMxhGoO89xsFh7PPY7g5NoZSf0hujTJ2EZpWCZwyZeoAilRZjEc6nUhIcV4pUCscKHp8ICSpJ19kjFSlaZnLd5+ylkA4ogBgo2k2J+cW9Dgq6mLNY9MxxsPKSFkhOL8JxhAMnIMFxEmuQagBVC+MRjjsWVJsXmrMXjoMAPi1WrIMwp9JY1V7A5MmLeSGgVKy2zC9Jc1NIflNBP6LqVesB4Z05F7JVcOKNCsJ6+U4pDymuERblomJEZ57/UJrWipi2Gt+l+nRigSqp8nkVuUvTUD0K3ETFcLQoGBfKemqTZtAr6XQdvColL8wZigpCmWP2eaJq/YZ1Fz1TJTpkBAYBRQONeDfjOsxgHLLmnBIBoMyTTN7haaw9pgpOzJmUHAYNJMMCIGFFXgHGDYjAKJkn5mrzpYGofN+Y/zlSG5DwJNxPhFRKhsOYLWUo1H/yPRp7CIdvKAw8DpLgHhLDEYByInqfZYG5HUOiuQsCiIR+Be/0JHY/1hECi6IjHpDTtRMFaRfCBm2wMArSWKG0kZeQnuEA1e+B4wH+cIDbHyQnJSavNC24XUkNKWxxO3a4ORB2e7Gej4OF1gpaK3StwmYViknSUUIF+x4+QKuZKw0eGWZloJvs/TZ+RKsstmvg8kLj4tEadnQYBgtSkLypnvBiWOPR5l00b+2wYg/dtNDHA/wwSBITADXs0WiDi+4FjBnBKySLtCYW2OQAxOOUwIsr3WRUSS2fidc0lIlQHq220KTh2Cekt1hzjSnkwob6QNQE9LCg+JQw0o0itDpHARjKgmMqI4E6WgOAeKnYg53kCFOR2K5C3nMMs5qGTb8WIgIHRapvL7DzW+ztCrveYH8URWoIMPFKEVYdYd0yNq3FRu3R7W+gDjfwt7dwxx72OIDDeldavEjcdGAjsOqD0xhHhrUebnSwo4V3Dkor2FFyqMTzG/rHHuwcxn2P/rqHsx72YNGsGzSbDn5/gOn3kuupBR2yHzwOuwGH2yP213tp30jO1PHIGNb5jI1AIm6wcIPFsOuhjAYphfayB/c9aDhKbmXjgvKRh4+ZYUcPRQ79wDgOhKNtcdQr2GYD3R5gmg5oLTBIHhbbEbAGatjDaINue4BTGutGQEhao+ACG/GeMFqFUSmMSmNUDVplQjifrmUd9iBvQg625DlJ5E0tU8WQPEUMxwCF/PlSTkzn4iQ3F4h8P8ijEswGJkKjKHgug8eLamXLkxhcXQB8ioBXo+5SFID1JgAcZcOKeKVE6TPk0JCg9ZmQk0YxNzXUmYPyVZeTfMcq8FpCL2l4YutyAKCgCFg1ujbax1qp/QF03IP7YxxI0GoNNB20aVGmWvS+xcG2uDkaHAeFZzeAdYy+l151neRjaiXQ/ivVS4rN4Rrq9hr2+hrjixuMN/t0NsU9FUsU+TRnYWyZi7VI6HsOtuh5HvPmKFMzgleCFKYcjhInGDi1/sefZfhdWQyztLDHQ8CHsDSrGrjgZoyILaXVIFohdIhnjZbpWpAlICSSV0mOAfFFlCkHVSxUQOBKiUTIYSiMugN7BaUstIshZUViNQWYX2VBoaI2sRFFLChS1ps0XnFcCCwiITEUSzJhWWBN6hXJGMV6LCWlxEzVwANwIRzDkgB0jD7nlkyR5/LcZC9BnGPZhCg8eVL0VBRgAtMgVpLApET4zEzOE4T5MUCkgwCsc75RqcgFJZHAMytufl2WXo1SCC6vKtfjXcpGvk5AETwpIMwBgkCenlv9HoSUMoGW5581B9gyzTM8/67ZK3V/m3E2MxMvx/vzpkzF9VMeUMq7FM4EZEXKRESmCTBHfKcYiuuVBkV+FK2GoByqxBkRMq2fIv8NCFZQlWGDmRQ0Mr+S+HOb9keO9Y8Hfqkg5j640Gbcn4Nvwz7Vpx6pUFjRBK97Z/foxp14d/qd5DGMg4TcsAd3K+F1zQqu6RJi6XFocbANjqMcwj4pO4Je2mgJe4v5BTHEL5H3YO+zQlV6e1l4ZUzGPwYnllZIwhqRWM8be4TePQfdPMf49Bncscd4fQsyGnoVihBvthi3T3C9fhdP+0t8dNPi4+eMZ88G7G979McR24sVupXB5YXGowvgsjlg669Bu2u4/S4d2N2leBa7ixZm1cp72BHtuMN2s8O7V0+gSGP/lUvs9xa3N72ElvQOT681tFoB+BL22w3eXT3B5vEHaF98CL2/EVAOAGp/jXbo8dg7uGaFi/VbsFpAD+L6VAG8weoO/epxWj/Rou10gPgPPKehERsTx5eKnEBZf6Pu0poqw9mtbqtwwYYEynjbRIMeBRh/F8w/wdClNNhHQ4bL88xePGgAdGPhvYXWNoSXS57g4Ex1rrwuYqUxrB/jZv0uDtjio8MVdn2DD54rHHvgZheAbYjQdYSrLfDkwuKt7haPRvFK4cP3MXzwEfpnNxhujyCloIyGXrUwmzV4c4FhdYWd7XBzMDgeRxz3I8Z+gO0H2FHypqx1AZI+nPUBvMgdevTXezz/WfGajtcOpAm6Ubh4/gL67WsY14MMY7TAfu9x83yPFx+9wP7FDewwwo4Ww2HA7VevsFlL7gojRD/YEfZwxHB7xP7jPUgr8ay1BusvXKN9fI1muMVqfURrPIwGdBBynWPQ6MCecXsr4XbPHrVQtMWT1RMxZG0/FrnnsBepZRDvhrq9BnnGdvMUuh1xbFYwtBK4a6twHBSsYxwhYAKCXiwROY3uofUArY7CV7x4j5QdwN6JgA9Aeyt8PaxbDwG5iP9iqRenNDQHQC0yEmlTGLIiRS+VxigKnVepfU2+ClvVkzSKsvgzgBz9Qy0sNzi4FQZvcHQmGcVUAHFplCDArlSPFQ5YDTeClBiMTNQfM2Kiz1EtpSKVinn3CruDKFMRTdI6gFmhNY3UEDWipCo7QB9ugBdP4W8kFBQA4L0UI1+toExgOpfyTrdjh+tji/c+VtgdPJ4+HWBHAYgwRuHxkw6KNIxmrIzFBrfY7D+Gfvoe3Ifv4/DN9zDc7HF4eguzaqBbIwAURBLKHfPhJvzDe4b3shZ3e4feiGw2R2+MMlVSCh+KDDjF9c8DTkTBJFuNfaHsnIIExJ9lqFz0Rp3zdmWx8YygmcKvYt5SrMVQe7Y8OMT5FoLVWWPbvBcgeUhYAobLeNyIpBb/yrDknLwk8cCdKhnEETLaJySaKtxIibIWPSXy7pVjOm1AV4yhRjUMJ/N39u1DGF3MdVMxpIwdCCoUhT3NV4req2IUT56dheNYf4mlj9GYMZMrdRfdp0BFLwZQoPolhSjnfyHkT0Xfdrl2Y/xvVKzK36f9qD/LCs9Dx75UiqYKaXzOXFt3eSBfF+WZVOlwYsR6KXWuWlz7ErKrJNcwrvGT+SiExDDuLsJxB69UhMWvwkjDUkhIg2eS6Yl9rrmE8rl1XmYK/0zGJ52MHB5KQHSgMPgm1WUBsqFIIxb0FHTSmLCtbEhSDsW1oyIFUuLtMA28NnC6m1Sll/M5OoFUQF4yigO8squ9r6RAWtqj1oPaTqC321XwejWV991oCfmIdqxVC3SNx8o4dNqicWIVTyGvIWdErzvorpUQv6sr+O0jjO0WA3cYfSweyyAimEajWzXoVgartcGqkyKpDVloF4E3CMpomM5Ah/hNqTFFcpCPFno8oPMHbNoR+05hs1Fg1hh6yQtzwfq6OxKujw2MukDXvQW+EMFEt12GiSYFeCvKrRXh0qsGnelS6LesGw58WwQDAQaqw9ljXqsY1sSTHesmlvs2elhhMvqlPLeovxgQCwE5W0CACedxVM6NGyQXIxS3lnUdXAlEQIySSEaN+T3xGjH8EjFpDN0FDthi79Y4jAbHUWEYRdBURNAaaBrxZl6sJVl+o/doD7dQ/R489CmMU7cGuhWUx+ZiA3Wxheu2GJsNhlGLBzaEhiqtoQMi5Gq7Rrdq0HYq7S0xTsgGVEaj2WYR0KzkPtI6jzPEi6E1QTda0Ca1hjYeFI03niW/xGtJSWhXoG4Fs17BrAaYzoC0rHsA8l7DAD0c0Lk9Ns2A7arBZqNwPBoMAdZawn4Baxn9qHCwDQ6rC5huRLe5ggKghkFCfwMkP9jLHrBHNKrBqjuCDWHTGhitk8NcEOzC+cWSDmBVK3ndugM1DCKVQCKgckh2Oi1ICt4qAByRl6P8EAw7jnPOu1MNFHupn+kAohwxQD6E3LkhGZJl77gEvhDP2QgyhdBnWXPR3C3RC4MXA1nMLYp5k+KNikBnggDdUi8AQvYoAB8xvC/kqZLKYaVSLN3AqQaj1egDkuRgxVPknKwHQCIEhNcX8rcfhTcNR/HcH3v44zGtQWWtnCMQo0QEeeqteKQOPeNw9DgeLJwTzxGp7HVNmAVeQjZhLXgck5fUWwc3BB7sQ/1G55K3W5NP610RQSmCcz7kTt2NQvxGKVNTi3cJ01t7pOKi9yeKlPY24NxLkbcIzQhkxYBB+XAJB0vMI6i8OVHpoVzbJXsqivA3Ingysnk4qFwqCzhM9SbVJKF+sSpQUn0oC01JoYxCUgj1Sx0LCY7Re+NpDAXp8pRnpJgIdyDxsxqxUK2BoVEUrOD9ijlgqkyEj+/BHtDIgn+YC0G80emn81NB26Wibj7N8T1CfaiPFN8vjkk88D1U9ggghwnGwrgUBUyeP5ynykCcmwijmj/zSTiZhvmlkLpCQX+IshK9aYjjyLK+fIRBT4pUXRdKoP65aqcGgYghm5khRCF0qkSW733SvxAGEd9Jfjk1SMRr72prGr75WVJOzFcAAS7l1mWERK8AciWwCNdzqjJqIZDf1wewmIpXkUpoZJabykM8tahHoZPhq3mMROC0DyNIQy6emvvmlZZyBEpjpMzTHBkc/FoKZoaaI0OwXuZDGwFdMNSxoiHVzGuGPZphB93vQMMRNAziIYkJ7qYBmxbOrGBNF0pI1OG9Al8rIX6d8ZKPEyrcR6MNB8UMRgAVYAyoW4GbDr5bp7A0RzmxvDFy6IXoN1ysHFrjcdXusVYHdMcdzLgPni0FWq2gm0bymFYrqKtHwOO3MVy9i936bez9Br01qRiq1oTVyqBpNa6uWqxWGhdr4GJl0VIvihoRSGuYVYNm06JZi4BoOgNSBD9a+P6I5nCNdXuBq+4I6xWeX7ZQijAMUi/IO4/d3gV2rnHo17CP3sWj9gJvPd5gMzzHev80ewethbp5Jv28fSZCYNOK0tmuRUAxq4TK6pVJZTLKgrKlx1SH/TA1msi6VmDVwqIFdL3fo3DnQw4rg2CUhQLD0AhdIpy5Ho09ynp2YwKgkBploT6SiiFYMZE/Q6CnEE6gMtS9DnLK4Lp9B8/6K+xtRsHrB4b3DGMIqxXhckN4tGW8te3xpL3B1fAx2t1T0M0LuMMBfhwFsGHVor3cQK8aNG+/BfXW2zhunmDfXuGwMzgMlATLphNQEtMYrLcrXF512G40umZEo4IgG/iEbg1WTzo0WwN75YLXtIFqjCgmED7TGMZqpbBat1hfrNHvjyBFApRiJILCOpZaUdzBd1uY7QXaR1uwc1g9vhXBFQB7D9cP8Ic9zO45NtvnuFq9g8fbDrePGngvysEweMlHdIx+8Lg9GChq8Ly7gjMG7dUt2nYDA0D1R/BR6iuBGbAW5ngLMOOi2aDRI9ABgzdodRcUHZWAtiT3vcGoWyizAcAC66+PiadGkAIGJeOtGJcUtJJ0A/FM5XUg614UTKkZJflWUmyc0u8CeDECoZ4kqyGgNusUGVUa4bIJNyAKQsOGaALJc81e2tFHGQ8hBE48Up22WOsj1nTAdniOdhAYfn24BR12wBCgw9kD1CV+7k2LwawxkNSqOo6y/o4DMI6iTEUgIfaUggdiHrGxveTVHnawtzdwux3G230aM7VagYwRw7CScMWjW2HXa+yOhNtbi91uxO62Tx6wSERAq0MockBn5eMe3A/w4wh7HDAeQj3QwIN5HFMNwYas1Es1QNMQlFbJoKVI0P2s9ThXDPyNUaZKgWUa1nfiLUIR/jTxSKXiu2eE36yk6Jx7UISPxXajx8OThCvUnp+6z56kIjeYJCa3hFhOaF5FrSWOglSw5qU8gqio1QpbuLEKeanGrniPaUx5afGYfi59KJS9lLvAQXnz8UUDUpk6GVP5upirMI5VThMRHAM65D/5GGZXeghE7I2dk/HiXJdJscq1FgCAhIGJkDrpD1N4RvAmYL7O0pwikH/WIAxlwdrp2JdtlR7VeoyiRSv/9ITkocrCTO19iq1E5UYVzF8sZRHNUGWvAdfobdM+zH2WrW65Tlt83ThX59op0QHLz8p+vy6KynWEEy/REyMlRarwAkWPtvcmGRMApAKdsgdESYthGB7BcguVwB0EYY2qMRO+RWEN5Oh8AodaSC4pUioUtU51rCLwAylAG7GEqlwbqyoyzFIkfPACKT66rHirUCsLyPxHUzA+RSXOBSQtVyhxEaxGlXwutBvKPyhSaLSHUgQTjFGx6HfkpcmjZlr4bi3r2jmQt+KRajoJIdRdWusxv+eiUxiNSiE3m8ai1RLO0lIfxooFwa5pBWgiSEHUrcCXj2Av3sJx9RhHtUE/NBitSiGDq7VG28rfFxcmeBecPMcLqmEUWFUjISXttgV7nzwMKYzISU2erhuwblpsOoHmbVuFYfBS72T0OBJw2wiA0aptwQw06ytwJ2BEDREaO4AAgToPhVkBgIwBKwNaD1KXqelDftMmFWN3KhQmhQcScmkO5Sn5ABFjZKlB5mBQeeYZVc5qNEBGwVXDimAJgeVvfA/lLZoITx9qXqVzBsHIWZ0X4exEbdiMpy/zPC/7rIihcPDrVIg2GMChdVDEO0LXAhdrxsXKYmt6rNVBCl3bXlArSUF3Iayss2gfXUCvOqhHj8HbK/TtBXpew4Vh7zqNcd1gc7kGe0bTGay3HS4vDS63hJURIwUAQGn8/7n7n1Bbsu1dEPrGmDNirbVPZt7fn/r3nj4sEIWCegUFIoIdQQQbgg2hsFMqFD5BbQg2fFTPXmFDEG3IUxEFGyoKKtixChTsVEMpeI1qaMNqPRWp9+pmnrPXiphzDBvjz5wRa+2TefPmzaxbcdjss/+tFTFjxpzjG983vlHfbrh894ZP/9gny9bvgre//ga3v/oW/HYD1qutY2Rg6rIyPn17wb41tP1b7I8dt29uWK8LlrWgFnKQUtDXG8r1Gyy/+w4A8On3XyCtQ5pg/eYKjixH31HaHTd+xzfrG373qWJrDNUV93vHtgmWxZwCu1gdznu7oJDi/foXEK64tQ18uYPq9yP5Uo2W5r5j3b+AVNBKRaXV4gtlNDUpN3k7ikId0c+z8wJU30NlJKhDuho1pirBtgLRqngwXyNW0GlvydpAGgn82fmXxN2GuXmPT2ONieVg6BXJ/U2tDn2TAE/F1/Li9T8RQ9r5VRKs3HDhbWrd8466fQZv78YY9d3ArzPCqBWoC8STYzubWcPeGa2zzW+ZrpsItRCWxdl67jbG6nbovRtQizXXNN7G2i8VtF5sfa8rGpbR+2kCauTsbq3F5l8lrIs7j5KA+1FxFjJZUwnYRzKwvqcWaiZ9rMC6EC6XgtaKlVuIJSs+LInHnxOYIk5rypkhmh3WZgYiaNgkP+XYMC1YqXMALCmNCdMJzvebj5CJGfkbtVJHK+IEZd6I7OgQ6Lbf0+tG7x71Xk+zbXJcR9gwn4GUSZTqAHMOrobpAj0FtIfxfQWo5gBvKmIn2OQL84tkKgqygW6OwQQEemzMGpueM0nK3k+Lc7Ej0qlurQACEPV8f1W2TZcLCoZ0JRYdYk03wLnIP64penHFvZzrtvKaJ+A0xmEAqFef43fmI+ctlcNcfQKVp6AaCq/3Ys/waLJ+ZyA1Owce/z/AQUL9BFofg6evHZqSw8GSDqbq9d+fx9C+99sCqWCExjPr6RB/VoUYJZIvffTFIDdDIFUUmJtUskC8WBPA0zh01IMLqDG1ZIXBwGEeWN+1hsrITTgOlt0Kt9vd+ta5DTk1b56qAnCFMkGXq0lKanNLbAN6m16wR4NDKbg3y2bubawPtUg2/ixeK1XQrCGn7Om4hmjaygTApHhhOpGupVPQWzx4uS6UGVMi4FK6Gx2Ym2j01trXTyilguvF2bcGqReAC/b1E3q9+LMgWHnLtTgZaCiuZcNCDZ/091jaw1h1Fajbd1svKWNw+vqG/e13eFy+w/frX+OH/g0+7ysezeq7loXw6a2YkzgRfvcNcF0Vf3l74NvlHZf9B9TtM3TfoaqobxfLzt93qCjKWlGvC8hNLmi7o+5f8MZfsNcF3326oEvBD5+juL+52YXZUd/vBaoFX97MyfC+rqCr4lZW8P6wtfD+bj25vnyeGlMW0PUGXhbwejUQ+ekvIMvVb/jVg8SQFLEX1ZdDD8WwlN7UpVjTGmo/786QH5MDF3q8bNy5tHdw27Bsn20u70PyY8X/CqVI4EmC7Oz5OMnU4c9Re1I+/LpHV8b3+w3fPxZsO2NrFjda3ySTnb5dFN/ddnx3eeB39Xt8s/1DrF/+Icglm7RU1G8+oX7zCQBQv/sWdHuD/PU/hfbpL/G5/g5f2g1dCEzA21uBZcy/hajiel3w9lbxj/1VwV9+o/hULZEAALquBnRU8Z2bW6gIbn/9HS5/9TuUv/xL6O0ThAsKBNdF8M0b43e/u6TEte0dl+uCZa24XRnLYvv7LgXb5Tvwpw31n/jHwdcLvm0d/bGhP3ZUl9KCGbRtKI8v+NT+HfzFekH/toD5gsvC+P1nwv2uKMUCZxHgfSP8/r6iCWG5/eO43b6BcMGyv2Nd/m1jM5v1niJp4Ea43P8RarmAr4LGC27Lm81pLB6HMOZ2MI0W633JVjs4A6JZHm1gxuceWeKMWQE8O9VG8rZrAVN3s4ipDvesLFBjxkCMvlwgVNGWW8rrANtPdq14bxezCG8LmrAlfTCs4JnMXXCtHcyKtTRcyo43/oJb+x7X7XusX/4hyv0H0Jfvrclys/WR6mKJueUCXa/esPwTHnrFe7e+cY9mQDcYOWa7X2aZD9wuJmFdecO6W69VhEmR/4HJrBf7fLuB3j6Z4qBeHbTVrK+N9yleBHu5VlwuBdergamldFRuw0WbOLTkufYub5dkYK0eTK15NUz2eLsI3q6Mt7ea4E26muvlV577PwswlXKCF2zUcdF+DaRmy+poyHkOeDPI9TqmOaNqPx9SPNAxIHxl8RwPH5FAy/ph36r5PQxYCMokdwPcJRA9G+oOFmS6jgBPGM11h0PSs0woXldObnLz5hhM2wBSp+uMeo5Zbvhj8jwgg8e4hwxxwOOf/XVHhp9SLmkFrscaFogbcImPPKuDr5IS1wgS7DciA++siU7SvQlUqcGYBOlnJgrAkIi+mFPzcZD60XH+9jyfSa44BQdR26A4gnW8ciJMKdroU2XzZGJPMNiqV6xRvG++Jj0DLzvHibWafvxKuncemydm9Tc6oklyJBtU7fkGjoxUJBDCECFZ2ji4oHABFrPIJbYxSfmU96UzJorRIoMo5QWQErDauQSQYpfYRuf4A5DatzQhMPpEQVqg9cS8n5IaTexj7wwR6xdi9ucfj9dgWAnKxaR3xUwDQM58xtqZCSRLOC1kznU8SU/Daa6wF1V7drjxAi4dvJg0rXh7BHMuNGZH3cjHxqbhwg9Ubli5+H3VNFFg7Vj6I+XJygVy+WRM41UsC+wb+P36O9yrNVj90lY8WkEXa1q7Lm4csFpt1u8+CW5rN+OJ8hnLF7MVTlbF5X5lrQmmymqBQ7oGYljqW7YcLo2BM5TmENaaYN8J7w8GM+GH2wIi4K1+AyzA5fp7m6/lexAxtHcDdZsHmNtmoOp2Ay0XFGLQ6uyV13kVz8p3VJ8rmkmHsFmPtUtyviLPPe7j4ftT30KziN5RuzUHrdtnA+aPz8Z07tvYQ3LPOrWG0LHPx3FuK/FbEt4KS5LEOZiU1T4vxQLM22pB5rVsWPHIBuHgArpcTVbvUjswg7/9Drje0K7fWBJBbY7Xorgsik9vBcyEUpy9vDJuV8a3N8XbpWdvNWOPF/CnNywqeGvdXAMALN99g/K770Bv36JfP6V6YSmCT1fFd98WEK9gAroolqVgWRi3G+PmDYcVZHVH6w3LN1bXtH55h7QGeWxWm/jpE/hyhZYCko7aHrjWO96WK769FogsACjZLh8CAGajvvWC925JlGX9nTc0t95IZXsf98GZJSYzeim8oGgzZp6N8ZFp75uTah2WkIrXUVBK7HZdfQ2vXhM1xRZRZ4iReEh1FHnduQ52n3uzRF3fETWCxsTamsRcgIKndbx5z7hd7OO+Fzffib599hjV4kkO1tGclxqq7tlnj3rzuqEpEQ/O3nO6rCbZLis6L5kIjHtT2AxFZbW+XoWB6wW4roJLFVTuWGBGb1CxPoHrCr667LEUa6BbC/ibb6FXk2+3ek3lRpzWujBUCvonY23f3gxMvV0Jb5fBMsZ9Qyngy4r1mzdwKSZPva5WV7gu9oz5fS5iybxLFVwWxuVC6L16v6nBOn50/FmAKSC242M2/2uMFEdZ9wSkou7noyDuAKTmAOsUSMZ7xP/jgTlnMQB4nZKCaDAYcaT1OCzYDNtLy3iPI4BhVcuMF9mnPkZToF7GZjezX3KSROR5UxhpP2cSIxAZ0sgRQEbxMqkOIMVha8s5fof38tcM8GYbdfyOZYfsazZwoRVCuzFL3mw0JHlRE2ZSP+Q5EXWwFoh0MPd0uDEL3wUgvJg7R7kbhYwrNmqn69mB1Lm58xNLeJpPc93MgFbkq2sAAQAASURBVKfl8DmB5Wlux5xKQ4rJ3v0ZuOmhpifG3f5GE1SFJEEdLto8PI7DOUnxyro7xnX+3vjZ9DzOwDd+70Uw9Fsd4tlJA4S+aMe9jmJ4nZsYtuwKny5zrqePmg5UgNSbGk6yutj8uljhrkiAKX8ZcjMGplwHLKzQBAzsjWrNhtysyGl/jEwfANUFKALqyxSQIi2xRYwZ28Wa5u6dsljYgv/nRNFT/x5iKFczhQBgD6g6KzV66MWzWXUHCLiUB6oWC7zUHK+ACLo1wd6OFVq8CbmzYef5Hc9XMB1zYgNAJs9ChVDEesco2Bog38wdVYtlfLflDTtf8Bnf4NEu+GG/4r2ZeYDIcAW8rsCnq2Xs/+J2x63s+Av+h7jun90N68sh88qVUVZbi+p1Rb1dwHWqS1HN+h9zhh0ZXiagqxkMbJtlZ2tl9M6opWC7MRb+Fm2puF4/AwDK539kzJT34Wnf/wBp3WQ0xSRefLuCe0O5vlnAuVzBsqN7D6qt3Oy58Fq06FGz92EiokpgtjWlFvG5K2BWXNjA4VoUM7taZEeV3WR97Y7lyz8ymer755OBCUG5msQIyFq8nJfTOn0GT7O86bc4VIFHHwYeqymBPegUvK0dt7rj2+Udb+ULLu2LSUNVjVW+3qxu5O0ToqGyfPodZLni8emv8Vg+mbOvApcqkJXw7SfC7cpo35od9c0NUf7y0463ZceFrOelEkGXFfy7vwBdr7jdbolU6O0T6HpD/91fY799h8YLCIJb3dFvhPtfLLheK95uBa1Z7VetwHefCNd17DeP+gZeG5Zv/wq8XFC9L5wEmK8L6HYzMKWCZf+Mt3qBVAauQKErallxWZzVk7GcPHaCaMFSrthKBa2KtdygN0KRHWv5Aay2TpKqueRJR2lbqgfU60g7L9nvb+7PZ/+nrG/t3uezeU/RBFFSIcCTuoAxSaN5qJayN5SvRdz3ZGNpNvBRAWoH+bkyAFoseW5KKbYWE73ivS3YO+N9MyOSxz7mfdSjAravWFuDhoU2rO3dnsHt3djgNvaQYM1RFquVWq4JbvZyTav1uN6l2hQK9bLJ5BTfXLslDPiBhTZvjAyb08sK+vTJDHR6Ay0LUBfot38BuX7CfvkW2/JmY+yW84UtSWDyPgYx8HYruF4I370pPl3EDIa8+TKIDLTdbli++wZ8WVGuq4E3d22l1S3YVa0nHjdcl463K+PTjTOZ1Zrvgy9acuR4/9Erx690zEDqGdw8M1JnIDUDmcOGHEF11Ea9OOL10tXtgyMCZBjlYcG7b/aWx1dg7vn0AqSdma7BDs2B/HPGOf+fAfwkhUhHQpcsBtJPgENZHxHWtykplGegELa1cx2QveDr8ftIchFh3gGEAvnwZM+oCeDC3xuYg3JnV6JuyOVRrDwYJL9+ey+BejewV+ekKCm5HNf8CsDMGaPzz15I6GZWyn8+V9u9kvklAHzBfp7PIaWOM2iP+ioHVcIwloopQRVjAuSn8z6zVvNZnEHR0elr1FbNVupHOeSPuyD+qY9RG3hKJkRPkXAY6y2Lt7MrvHimFx1Y7P7RVOsBxJwOB8thO7738iStC0OGcyAYRivmOCSDHWu7AanWDr2dSJ0p+olHsCB9uhXic9GMCGjUE5ABj1KqyRmlmiTErXM1deguhRQDgUu/mwSXzcHQ6gf4pf1auBxCAfBIOh37AQawsr4l8xx+lVSYmUSr5bLrELYaiMYrHnzDpiu+NLMTfvRisploxunNfwsDt1VwrQ23suNW7ri2z1i3H0wu8/4Z+v4F8uU9s/5cHTQu1Qr8L6s5Ei4XczwkA7kWgJuTmd0Hq5lqe/fEteLxsAzw/qlga5YZ37ViLxfUeoMuF1C9Z5CsYn2F+vsOYmOsyrahiIBvNwvqLm+2t0jP/WIrF0DhrJSxiI/G2NsA3zF/amE3ElEwK6QSKqvXpIznqqg1m6/7l+EGuW/Wz0aMSSN2VrM0oE3JrjJq/14xrtFLSZTynv1WhwFLdVA85FZLFVxKzwx6mEwpF8hysXsAQJdmyZqymHXzeoMsVzQHAcYgW4CsC/DtLeqKrNfOupipy20xWVfERVIWyHIFvX0LWlbQcslz1usNenmDXD6h1yuiqXhx57u3i21IhQmtWc0KM/DpauzYWjqKlzQIV8h6s+v55jug7+DH3ZlrAtYrUC+ZhAXMdKdSx6U23Nz9smzWw0imuQZ4Lzk24wgw8Khv1q5iSpqwdJC7xpDY/CrBqEsHuRzM1oFqTpYuo5vrks71rZuYO2UkwmY7babBykay2qIuMz7LXk59A4eyIGpPJzdMEkW87HCLtfPp3iy4hemFhNRuVpM8z0nyczmoW+J+OGi3H/jP62INbesKKctQSTjLttYOIs61wCSnXmNXbT6s3Kz8xRlu5QJZnXkFgKvatV/M5ELevkNfb9jrDVu5ou8B2BTXlfB2JbSlYF0t6fR2M3nf21VwWxtW3l1q7PVzZQHWFfx2MyDvskIqLim8vblBj/fqgzUlv1TB9WLju+8MLgrpEdi/Pv4swNSrYPPs2AcMBudZ2hcFfsPa2/72g7qRQ62S62FJTEETEjyd2Q37OgwDArCY8xtD0lJ2KjR88d7nZqxnKdkRFA5KOmDJcAcsWfMVOvjh0HRiqEiz7ovc/pihudBHqD/9gV37LBskcyscjNRRchGfZ/BiwPI07jrAVANQo+Zpqp2K7IaxUhPTQcb+BfZjf/FC5BkzNukLLQdE8MTCxA8p7tELyVrMSJ9TeQ4wQDPbUOfrJjs1ejQcWCkd1v7HP7RzOcvRzlFoyF9Y+yGYT8c/ciZKAuAbJylkdrJEU7KAAPHat5QgvgjwkZug5ryMZECc5bFW6rnO7Lc8zmwtMIBLyOpmSZ197EdJXXD/UzHrmX0OR6eQZHRhbM0y/K2PoLQwgcgaBIb09PARYNkBHVpLBmKObInHuWAGESGVniQa5GuWkiYTEngwnD7Fa2e6elKGze4ci/0iA0BvgNLYnAEPaHagAQsVFG7QhdGpo7MBTOLBzsY9seff+uF1VBQ09FKtzobaBKo8y9vbASxxGNF4dnIkCuzcWr1CuOJR3ww04IIdC97bFXuveG92rwI4tB6ZV8W6CNYiaWrxqXzGTT/jcv93sNx/D/7+H0HfP6N//wPal3eIZ3vZmSleTV7Ctxvo+mZF3eWCjmLyGZ83SyXHpIq2d9zfNyy9ou2M4lbAj63gsgBbK2il4FFvKMuO23IFLXcPHgjaOmTbsX++Q0XAn99BtaD+/gfU2xXLDz+gfPedOdx+s7ud/QpyVql7HdLeCfeNzbnL8fuoYbAg+9PVxqldCGuRlP2BHUz1DbXdUR5mtkD3d3umWoPuD2DbbEWlkBlNtaHLdTwDwTpGLzY/z64Gfn9rATGT1akoCKtn7I0ZULOjLg0rbZm067yAlrfBcvt1SjFb6nb5BCkrmrcZACzxeavNm97qoQZxLdZc+VN9mMQP9kz06jVyqhbEv+15zrpcIcsV2/U77MubKTvUpJuX0vF2MTOIt4s1wAXsvb65dlxqx6XsWKhBiNHKinb5BOWCClhN5/plJLGXC8RdJuEJNwtkd1xKgSyMygKiir0xWocbytj7ipssbMVaS1R6Q+UdtFgPwEvIVoFcL8lPWLmCekOhu0mIy2JjW6/gItDiiSNUZ/CXBFFdCh496l0HQwsYO6vOQMZOHj3ZKjUs7W797doddXu3fk4h0Q5znQA4Pgfy3ngiNnqcbmLM1N5G8/OoKYq2E5RKHM268Eq2qh76n3IBsTWCBu1j/1qvkARTa+6VTOaYd63d7xEM0Pncu9aOpQje6oZLsblnyg9GLxfwxRhXWi7I3lVe37tfv0OvF9yrtaQIhc6lWhK8v0XzZUs63VZLHHyzGgN7pTsWeeTk1HUF9Sv4doN6XRZKAS0L6JtvQZ++gfh7xzO1lobrwvh0tfYU+271cNZz6uNn/s8CTAHHoHcGUnEc+v7kghsB5rO8b5YmPQVUvkgrIjg+/g1D0SeQMKQG/j8y4aFqOMWN70WQfpZBHZizU+Y+PodTWwbIGbhPAcMEpJK2PkvZ/Hwsbj4C0RLySAwwOoO8tGGnOWB0R7Mswg/anJ9AlI0fngr5BvicezVQXks8jPMcMKv5MVb5PbG6BgMOHWBkg16zGGcHptaLagbG52MuJv3odw6/n/fiBaCkcV2KYRf8im09vCaezUHiGHPFQW9k5J/q24zdCtbODFGGDbhoARxQze87B7ln1mwwimN+B6uDZHsmJhHHuT4A6W9/ZBImpRhDy07x4dlzhL5c1JiYMj1faTzDqcmPey0e6HWvT7IN0BM3pKl1jyGJjSTHSydHwZCEAMk25BFS3Pn6ZrkzifeNUigJiNgsRWKdm25zJDeCLWq8opSWNR60mAaHaTtkVuNF7H0NAKmaFAcMrLQhrH0V5M0RjsmXec4HOz2+pTnnM7ieE2VRb+aYX2nI+XY3W9jYNPnvcrO6g74aaJDiARy5lM0AgjWE7Fhrx60+cC0b3vQHa3Z5/z3K/XvvnxK2wgpt1vCRXVpSb1eUtxtovVjWd7kaoNKKLl671oHHJmhNs39QKV5Dp4outrFvu+KxE7ZWsFXLnguVzDSHW5WqQppg//JIswGuBbI1yNby98rlCuKKulyxlAvW+oYHX5ytNxb1scM+NkVrBvZEAkxZdroWe+5bJVwXkyk1VBR0hJutTS5jV7FvZmG879DHw4LrMoIe7BuICVzd9KKu4GgSPNejRJ0We2bzNzoIQGU5LMEBpor3+bFaXOcKPEEhdUUjApeajpMhS+v1is41n48K63W3lOZysj4UJ/5sFzJwspCZfgCAcAWV1VgjWe2ZJUuCdA+a9+VmdvkuQ2evabxWQmXGUvSQjLktbTi20dxrbAGVDqkXkM/HGBItFVKNlY02MQaorDXMcP20IJqZoGqs8Kzc6UpgpWTPU/1RqiVCuYx10tds6takOkxyDMBOLs8ZtYTs2CR9ZjdOWWPa9RgfkBCoINUOTJouqNGOh9Ukh6Zu6KZucCCFbvMZLFCseV/mco1za4kP52C8P58SDs6TibOHfbnYHFD1HnjTPap1yGtDiqxmIQ4GrtX2NGbNBN08zxeX+o754HMcAqqr1YnFz+oK4QXb+g1aWb3p8OhPV4vHJlfJMScymetSrP7wUgy0RtsjAENSeHuzPXNdw1YTdL25MmDJpr2x7xBsvV+9jUGthNYUX1H5/RmBqcx1H485Ex6B3PxxCEQmGdT5NV6NkdXhxIPFBoT0dTH+vJBBkUslkTWOJVWIP6AGXEL2N2R756z9AIYzu3Y+R/VmjJTugDqBqZT3RXfy07jF/8PNJguh5zE87QrK5YDQ1QvCw/AiGbFJUmivrU/AKhae8z0JEJggSo3xikA166VO98tKqgQiFgSJdrAgQUNKOckCAYVZkL8CVHNgpxMoOP6e/zFmtm5a1E+vceIaMlDNscDppTHml73+q9TIBL6jrg1nKeiQQRIRVKLexEGmdgPdL2KQA5M2/cIBHMFYvAxodMhAD5c0zfW5yedvedCrTU+6gYDeTNPe2sggprbdRsMKnRVpZOkJjtj80rnPM/xNLFCPbKLJpOxP5/q5wzn62haOdpBjcigPl9dB1M5pAtcjUNDRboFNntWnuoQwQYjzSWaCKgoqmC/gekqwEI8AYQysrZdRuwCgaHMJC2WSJJI9515bx2dnfJyTZQGkSvNGvCH3w5TcIJhEqqzYyg2NFtzlil0X/LBfsXfG1s1oIhjD1i0TXtg21kuNxr87vq1fcMUXfHr/t7Hcf4/6+R+ZvO/LZ8j9bn2k3A5aVVAvqxXfv90cTK3QyxXNJS27VjS1ebE14P0ueNy7uUhFoENkFr3eJHXfFY+N8GiEe/M+iM5saDFzEKrFmKl9x/7lgb417O+7NWy93bF+c80mwrRUMICyXrHUFZflhvvyBiJFF8LWCJsDqc+fBfsuw8WLbF25PyzwYGJcV8J2KeDqltmwmr3qxiQkakDqcYd8/gzd26irKQXk1uCgu+/FjCJqkrey2v4EyeSA1apYT5hXJP+vdpBn70t8qWmywsEOkOR+IGQ9vwAAblYVipqQuFrxf81nJovsmdItFsBhTycoVtpsXfM6z2zQHOyXN6Xt3nMs3sP2b9OmFGciuB7No+J9Imiu1FAnN8cEbssFUUMa9dX2f4aEzThCQhb9mwSd1FookK2V50NdgipqDsDDjdXtzVWhbGsC+R/QbA5TGmQNoFdtD3wRa4U8e+vWuPvROGVtABzg+YcAyrZmRZ1UQXOVg9dynZJzc5LOEnNjfNQdYscdPdWjk0lXbCymKUiDTc/mxBFvhGrJn6FYs5kLtAxwHffJSkxaJuQWNkaVivXzrLwcwHW4WseeGn0/o4Y9msjPR/ded1u5omHBpiua1PH8sIKpG2MPTUYsQPytPrDSjrW/o/bH2IeccaOb5p4ddb26mMxa65qGbbEHmSTXEldvF0KrOMhNXx1/JmDqGUjNjI/ndwZ4mj6Gxv4IVOZj2JYzzvHsR0e+wwfF+nOgKRG8BIDSwQQdrimCzKlwGsDESL2uX3p1bsexctbCq4ZkAi+cn8OFqY9zmIL0fC/tCajshxN4O7FSsZQMO/QXwfWhzmYa26hlidoNGoYaRXxR+QBUZXpfw/1rklCKL0BkdRvqDFU2W7WvAuo8nZ/CFxpn0mZ4Ot+P7CmBYalqrxgq6ud5M48PT+855pKcPushsIxrzrqa6d4dZJBkwY6gpDva/MzEeWWO7gT4zucZZgnwZEP+2Of53JPqdKNeffNXO+YFP2yboxdGSacl3+hUBiM1M3/h+OS6ikMPuTNoTiZyOofpkbCXOK1f89xLjTu72YVJV4F+fKHTmhDF+pFZrJ5YqGzJh8J6AE8jkxkf4/yt4W9HY5OBpTYdthlTZBun58DOQQAlsFhWs2hIP2jUjZDJtKLWwK5/3JuzbNvW0qNcJaWGQLr+9XKBcMVeb+hUseGCrhWbrGnCYQDXzkQySLJMOPMzI3XFF1zbZ3Oj294NSN2/GJC6P7yPioArA2Cwgym+XkCXC/T2CXq5odUb9nKxpqFiReRz3xZxFioaRxITxAHq+UgQPt1/Y8YEKsZO9d0+NHq8MGH/fAcxo356B1+vwHY3o5O+o6wdlU3OY/OE7FEQK8red8Hc+6WL9Xz5cjFXsffdnoO3ZQF72wqJXouThC+SADFu6kkLWio46u+q1Q/xfkfhgqXeoMRY6AJlQuEOAdCED8/Nr30EeIp5DcwlCMe9RMBovNieVjypxXVy/4399RhEhywfwEGxEfvWOA+TdUV7DOECUsYegDbYrzCnoanOOm3nBZXcoTT2Zoy1aoAp69UTQMSSvCtoGXtRSI1jrey8oJcVjVe3uh8JWCZBZVc3EJL5AIz5Y3en+zCWOq/VgK+fPv6zouD0PMVadGzlMuK7WSodUrpMpab6aOyNI9HfUl0QSa9pkhiTwsdn+JVolTGSXlZrqynTtpfSlGyHXLu7XLvpgr1cPH7owKIoxFaf+EJdkOYxfQOguIDQ2Z5nBZm0c5oX9qdjDQes9GUvV3Tux3gS9hzMfRgbqpt7cL7WpXTMuhlrJq9YuaFyM3kfbda6Iwyi1JQjBEDXWFDVTG24QtYLpF7QvLF852pqMpdEFlKsVdE6JVj+mpDmzwRM2YA/BZWHwGMApY/qpBJInaIZe8jLeCd/EON7hwARL2xYp4kUwXien44AVTM4l+yDElVWGTxNRdbzedt5PE/Cp3GaZEYzM5KXC6uRGl87IzXVm80P/5OFfJpNjOuPxXg2vMjajLw7PAKzF/f3I3t5Bfl1sPf9sQ2Z0TG7OObr+IJNOMv9mlPoA5yYJAZQvx92Wc+1eOPaHdT7OdgdhQeFR2ORbDrqC0W4UYqamEx1APFXQFNAx/tEz5vF+L/m3A4gdciuOcOqZGydgkHCxtyhTImGISt7ugcppTjOO9vubc4rRmAMsjGMkNhSdvEjHfLW37huqjqYqjBGKuzH07VPuptNTIxU9K+APw+x+cUzRyOpkFtK3O9pQw7ThwMOigwnDYBzuB9RF+nMQ2QRARkuTKbxAKaAIhgc1m61SyBUto1zKR1dGKom6Ipmt8CUzVRF0wLWavePxznZJgt30SyvWfQpuQEABSYxBcP7wdn8qdNgDEA5+gTaWGhKHmdpn7VPcIdUIpNucDEQxdUKmlHxkAuaVrz3BT3r2Ex6KWpgisiAVPRoudaOa91wK9Zg9bZ9j3X7AfX+A/j9e+j9C3B/h9wfBqhaN0apWtFzuawGqKLo+fYJ/fIJ+3LDxldsrZpcrxH2dh46hbQO1AKWY+PIMV98F/E5ONfMSRNnyeyjPxo64AXVQFm/gJhQv7yDb1eU7W4uY+JF82RgymyWfYy6Aan7fc/XCeerWhn3q82nz3cLjve1opBk0i3kVbPfsNrgO/tmUkTa3bhDxOQ67GCKGHV9QIlRl92COp/PO702F/o1j0L9EAzaZ/vZ/DyLMhqZEUokGEy+KE/rcBxmUhHGSn0K48eRrTyCmfbXiD2PlA9xRCYryeS8s5IlpFo8xRMzWCjUUSCotGdSG4ABtMLj9xNM+f7oTFhjB1PeNkJBGcyKy97Eazez+SxryhttDT/GSedEyxgYv+YoKprGNH5faRh1KcjdK8mdXwOgjJe3Wnr4GI1AnDAlhYIBioTnDKjUZQFkQEp52LK/vK8+7vF+hSjlj0HgzXtKAKpo6stUUbDaGh4IwMEtuYPtq+60pW8ZWysVVGeTuiemo5Yv5sicmBMwdloPcWP8jplqMKKvnaQs3sa/kII55rvFMgsbK31hq6O9yDtq36xv3aSQCNVU5neZrE7PW2FIXdGWm9Uioh7mdy2WtKrFHVbp3xPM1PNxzN52zG53c51UAJK5MP9J/gRf8FRw6GmBeLhGQBmBcGSZh9tVvJ5Nd3L4ByDdTEAAZyZXDgBRQdN56VOQOT/sCSCy4J2cXRvvTgELyINnGoDuIL1LeZ/XSuX4PcuIjMkZDEwEjkqcWa10/ELJhySyO5k5/QlHXAnnPRpAMrJsFOCGjvf1ldzPZG0BwiXrqIJyHvbxp3GfsitjHMJQHqAX1xMbRrz26NlSc86c0wDAWJwPwfX0/vkXB7B7qqWZvj4UmUKQeIynMeLIYtan67RzmlgqHVKs4+Zumx7Dkw6xyZA5W0ZTw8iaz329fssjMrcFzk6JG9f03Tu1u6PW3JhWpuriuVg4QE5o3ONZcAANeLaOFLWI9ZmSkU0MAGX9QEK2NO59zpcIRMN9SVyuAxzMMJRrBg5pEdx3KBWU4swUdSgBhUoGLACsDcA0B7sSSBkkxe4x+xrk4xB1mywdKuUgNT2Mt3SULHCmQzD3su+eTmoDndamSQYFRM0mRibVWbtWVqhLRzpXPPSGplYbNWzqOWvXosdWLSHLso9LGYzUjd9x7ebctzx+AN8/Gyv1MBAVtWtcSwZExM5Mra7ddyDVLp/wKG+46xXvbTHr8Qa07nVRPdYrspohArgwlrVgXQuWhRB9JznmSwDZ89otmo0nz4eKom/WB0geG3h7gPcNpT/c9MMafoacCYADKrHcgr8ms/XCUlE8HhWA4OGGGe+tgkixrVdw6ejL1WoSl9UYqFrTeS3cByMTrXuz5MG+AcygxzsKgLp9BqngUi4gVqxsUrI6zeXf4ghmKvcsHNe72AMaLECr2myfpsUD5frShdiShA6A3WRl3o+Bn56cOu5RwXw9S7ltTR/1Q3PiuHKzGic0RO0aZVwDZ8EUPUQsAaamuu7Gq4FJ5adgNhgC46YCOOgIpkncLc4aiscaPo/Z3IczAuscLy7mUsdlfBycj/mFUx/QiFw6NxjsOQEWbFm6Ip/vSWQ/gLGH2BvYuh1mRicp3BzzEkKqbfvJou5wOMWiMT8CTCUzJYq9LJlcRjXgW4mtjon2KVHl4K+7OUZXVFUDXt54uPNy2PNiLgWbeq67zurkswkXyEHViC+YLF5lj1NqgCnazfmR3lGkYe1327Pd9TbHmZ3prBMJUc34ROqK7qxU49UdG8denckCv9esX1cP/1mCqXzQpuBy7v/zEZD6mJVymZ9/fiWdA/B04yMQjiAzfp6ZKI0MAucyZRNs5M3ideLrr9lvjwzTYE/gIAqY2TUHguo2q9BkVSxgmVk+v4oDu/EM5mJMhOev6QCizjVarmifxmn6eAFCMnA8mD6cAy6XKnS/T6o4GlHE+LkhhXaTMgHpCkhhaHHYTCTHZtYlj3E6bozxWrPVfRyhYY8C3q7lsIB8BMTnYw6k8+vDnI/M4xxstlwADwGVWtCeltXSXR6GlEHa/H++lhx7RZ67Xdt8rjGfBKqMapMOQgaHo8u8PWejmTB/zRrnVzhM323SlGE8sXszxWE8YYDK70UAqvh/FPknS0RDf03F7K6nuV68oTTnZqz5/RLyEJrXuDFGxnZVsBdtU0r9aEhEiHNDzuymzxXWbm5qZTOpHXUox31gKJ+eeR2fuxIgZTwPwUzxWMOYxTa0ObEVID+uQ7onN6yA/pDYepInSo5PfJ2vLSM5Ntdszix5Y8ucPnCFaMG7XM3euy9oytia1bK1NAGxRpuWiTRQuxTBpewHIHXZfkDdPluj2ffP0PfPkMfdmuOKWMDvvbaI2YDQ9WJg6nqDXqJvyw0PXPHoFzxawbYzHhuw74o21SMBZkDBhVEKo1bGemGsC8F6/461/NWhKi71E0g32SAzgQvZ95Kx2iDbBuwb0B7gZrKZWrtnhyND6+BsDtrEACAA9EJ4PDqAgm03wHBvFcyKh15QSjN3sLpan7LqfWa2zQwyeofsVlsHVVDZrcZh8wbDyxdABXW5glSw1iuoCO58tSQBR8/C3+5gEqTx07TACwgIVcqUdAqzqjiqJyiKNFslTmBpZnrsPZ7PIfa3+ZjZofOeHX9zrt0tEE/KUqRc7Rzdpa1Syxgi39vZnfjtlNFP7xlJ16ZLMlLnukkDpuPyipsbXIqxYCvvYHRUahP4PEzMscZ48jdNgriYUUVIsz3GEJoSwFNgHxjIakyHpC6+Z3U9LvF02WM06j28QF5c0llDwh09+qJuKRLGseeTm4T5+1QWNGFvQxDEV1il+wccTAmjEYOJUaS6ThDpXqjEKFRQm/8oSgWipqrvHnM1oAPsIIpLPygyYt1Vcpt5DKDew8woWEg9zrn4f/ZcDUDj8aABeMlawLXfrfVGe3dW7Vi3O0vjY4/WsqC7i2pziakxo0NaeJiDvubVNF55vbb8WYGpj+R98RCdgdSHG7ofqjwBqudAckbS4cA2v3NSkUrHIFMnVkgJFtgD5MCnW2oX0ag3A/hgXF7tiXoMKuz8eCxWqWMupm0OZ5vz59NEmAHU/NrxM7scPv6FP+RHEOX1UWBzpsoHpuQ4GXh4XrCJpsaOI+GDuQdQvN8hq51C1hiXiP4siCe17CaRQNSdbaAAGkSckeLlwEzFohLjNBdKxuuff3YAfPERtV7hj/gBiHp1Pw73xoO6qGkz2/+Y254wiB5EczbpZFBg8kT3oKRw7eHD5pMywemc5msBBog6ZpsyjwSCItoxiNo8Z437F7KRnlmt31bm5ywQjsYTUD1uyMQAi8vgAOLoYVFGMWtZLNtF9emeApgytwZ+LDgdU5hhjkXRqf6cTJheKAGT1sUKyInNlCKOk4RlyEnsWS/aDPR67dTCHRJz+yDDpWmzs8esqTPgOrYO9WCAtaMQG/seoCrued9jpzdb4lNSK1/rxEy9vm2KMJUAUfaLEnc7i808Mt53Nde+R1/QxI0m1OqkVKP2YARDSxFUFrey7riwAamLvGPdv6A2b3a53c29bzN7+pn14cWLp5cFVArKN98C6wq9fYJcP6Gtn7Atb9h09Voptp5RXocedUjMhOJSqfVSnZUyi+pazbhkLYK19FwbQpKqEvslO6hjcBEst6lfE4+fUbigdHes9OBkoS0dumoBaiUsK2NtbOzUSbqtAvTuJhnNzvG+MwpbnVrlhm39BNKOsl7t/dYV3DvKw5z74tzsdquN71YMrNbF5tb6GVDFsn4CQLiWOwoLWrG9598tR64Hfk+FLMstxIAC3df5SErN8uhMAJ7Q0kh6Hk2Rcs/GUTMxank/kATOv+1xyyw+J5hRTIGmBDj2J3tvl3Ij9ppITpYpYRkGWabWiD5O6WobV5+Se5f6wVU9QJp4ROuWkBYWdwy1NdwZCsio7T6tN8FEiduiS1mGyQcmeXbck5DtkbVbgScWAEtmBJO9lOGWek58pnLB35u4GmMym2sQmWnCpHKY18f0VfW4sbIlMUUJ6rU9gGKun/JlN2OwLgW7l6A0LMkAstczKReIKoh9LYn4QDoIPUEez/OJCK2sYFEUWIsPKTwSCjjWYM+xc8QYc02UWuCXbF+6TaektB3ioKMi56SDhjlLZqLT3fvMdGXJZEI67jqQnkEygNdx+XT82YCpI5OiCZ7m/88ykCf5E6YMhaoHJQNQ/dhxDpQDVR8LFMfrdMz4dQSZhcTgjw4NsnrFSbxPgIWkK59OZrAlWTdEbDIbUgQiSSneBKiA1wHLIYifwNXZdWXuJzWo3aGzluyXMrIPXYKdQjJT5wfnw6zqDGgDRPl5mezhNEYpc+nOfjgLwvDsbHcw4RIhD0bFF7DO6qxKObzv4S0yWzTOb0j3Tkzc9LMAUSFBmQFJLNjAYKHivowRCDbK69siYSAfAKkZgAezpi4ADUYvf64f3oP5XsRrzBnEcf/EsogaWUxPMKTcL+SR9DSmv8VhIcDoKRU1RaEZnzOamOSkChyAFGaZiGc5x3vM988bsiL6woxnIFzICo+CaprG6qkWMuR+ywqiHapuASyambhDEfM8b6J2ihqEyJyzYCcTDNQZxqgCHSb3ix4z6ijQEkHkDmVWRF8BRLNoY+i94XBo7kWe5uirdXgG3IfidQ9KwpVKiJ9A1CYrBMZEdS249woRwtYHI8WAMy52TwJELdzTavfCD6xyx9q+oO7vqNs7aL+DHl/MiW7bgN5T4kdk1t5UC+h6NQnb2ydgWdGvJvHblk/Yyg17X7BJtXotAfZmxg7ZL89txokJy1pwuRQsK4OZvIkwsBRJ2RNBDbg6eJ2NJrgQtPKh3o0LuSWys2hE0N7Bbu3O0lHVGmGaPby5l60Lo60F2yagbomBMMtgNjDVmqB1dRdAQmHG1isqWb+kWq/QuoKWHVQXYO3gm/VBkjat6y77093MTch7UdH9HUUU5fYtlBir3FPu11/R/b/yERqUUFqM9TN2aItBIqGlntwxvtrWT6JoSO9SO38eYv1Pxirio1DawGtkPWl1ln2e1/s5JTZ/D8DYl87A7RRdRiyi8IQPZvUHpVLDEtHWw2mOqeK1ZXp9W68GUxG1MhlUYweroMo2KQuGEukMpuJ784eUBc1Ziu7JsHmPil6chRUacmBQ7gc0AalZ4pf1TdM42/rlybDSnnfBqJfiiaGKu0FTp0kSFFcVMDMo1A7d05p0vD9dbO8JyTYLo6GCWMEoBqaog1hQqJhqgYJBnRgqVYDd1EE11QVCFYUC/JNvlzoS4wGYEqyMOCLjQhBAz9wQz9fsYDLAc9YERqIuFTtHllSLyd7F3RHVk2+mrJokh1PcZvcWCap+7PgzAlOj8G7U97gDneyILM0hwNSxeafMz48BQpAZ5/ndziYO6cCmw0zBEPbH6Dr+ssOlUOrNY9kmmaAk+gbBjRWOAcTTMddNqQcsnu2OhbUIHQDPufdRFikDh0lnP3sR0OD0etMCOYOokLGZY0wZmZCJvZtBZ4dn7IOB8s9R9aWYlyM6nMsZaI5C+ykLDxhwAjKbgnk8iEBkNH9YhFMxG9KwmZ87okdWLcwkBlAaphKSLGZsGkcqe9444g4Hi4lk5XzzyqBanuzq53nO2jyB4EAqwdScoeGURdo+IIAS0nhiWvheTzt6kmjGvYx7qCBPIkRNm0UNPWWP/rxRJA/GnP1tDtedZ5PedpQI+KYB6jCtaEg76wArXLKgNdzjRtNvyfWquHOesUCWlSvQzOsUktTbF8/Gkc8sO1NC9OiRsoB7g9bRiwQqZpDBkuem04asrgGZJcPMgqoNnQtIi2dIrbaQMHUHCwZV1TZjB1UNAKkXqzNZ7YQzeLYes/WVghdYK3ItLt0ti8/2+BH4ZcKLs39drtee7excIbygeXZx54uBJ7lMrLg12xRl7FOzTQCe1R1ANoDUtVpvnpV3rGRA6rL/YIYTj8/g7R203Y9da8mkfbSuPkVs7Pl2A5YV+u3voOsV7fYd2vKGe/2EB65470taLnefYrUSlmV6LrwualkLSiFcVsbtyni7AJ+u4g1aOxbdUPsDYQ8fFuNlrZC9Ynm7gLeWQMV6N5X8SEvyugBMnolWz4ALLrXhdjEW7bERWmPsK4PJaqXkvJdoklxmOS+ER19QWLCXC0ptWG7foXBFkW7vvW3wMg4L1hygau/Q5lnx3kC9gNoOZUK9/wCSjrWsoCJ4KwVdf/vQ5lBLPUnXgfE8BWiK2uWubAkOtRogY6eQO+JLKRsiKaoZ85jSxmusMhkxZH8KW/sLmqknCIjIhXAKghEB+hw/nRKMfn5mzx/JwSMwyZrhQxw1km5neSHBLeAJKZ0L59WK5nuijLU7Euk4Bb6xTpP/ZA6qiwXUnavJDrlm0jPHwg92MBd+v3GEs2CytzzOk6dkb8YwHIk4l2vL3KdwJIq0LIOdyns8xoYxavN2sn6oxVVJwPlZJHueJhDTVcDRiB2S79W9gW1MXo64KtQAsYd0ARHb/uFkRaikWDnbo7AzsBLlJTrmlQFT7zvqpywAqu/NlSWBlN1/l+Sf6maPcnEHowhJp+0jUmy/kLIc7zmMjQxiJMeXbLwqj3H72vHbrzg/6RgZgAyx9chOsYwaqY+AVMq0AjC8CCDPwd1B2jeDplPxXGi0zaTCDs8p2obkwQVBc9MJuV808IuFjsngl6F+YFqR/XV9AoWm1a2R53PPDO6UKc+HeQJTz9cdPQ6O4OUogxuAoqk1OzPw5N+TQZf2c/ZBx3lQoAeX+Qm5JCweNhqLrrnRcWZJXh0HIHXOegMJOG3f8F4HRQFtEKkOvCJDt9iGJLs79/kD6dm1ZJvCZAMju3FgLXPjmLIvTycu4NNmG1tQySzXmO/ZhDoycOG+kwxVe7r28KBUjCaGmc2ZDDx+FFSdr8d2J3NdUquNihqp7jK/kHDOG+sAxb9t3VTWSgUTlfp2rz1KUM5wx45hqTtJNmTW3k/PYfFnu5DYZkcMoo4aY+eZr9g0RtAwZzjVn7uWiR2dmlECGGuDsDtVxfM/AT8/opazwArfi69YLWSfWc9xnAhd7X4Z66wAGLsY42gmJJQBEHkmuciTNZ3Nsz6KnPM6fOzI53KAKakrwmyG4JJs1+iPvjgmG9qxYJMVzeUsAqCLgapothkJL2sE6ffJpTqLy/oq9QRSa/uCZfuC+viM8vgM2rfRG0bF66QIhAJaqtVLAd4Y8s0Yqdu3kOWKtn7CXm/YcMFdrth6xaO5JbqrFULaUoo9a7WyNcUt1mtqXQiXFbgsiutiLFqljioblnY/zGGqxpDxsqBeFxAT+ubBcS3JSiWgqmZskgyI35tCHRfuuFTBvhKWhVzuV0AhpVEDQPNhbJXN9dYJuzD2XtGq2TPvF2OVuD1MWhiNeQGzdd93SAuzhQmdqQB9BzUCb+/AJPfrvEBox299vJJx2/fH3gqIzW1PJMbPbQ3p/jsM+/FrYyjEqzmYsDVoDjCdpaECKaOHUdaT+xGAKuKrud4qwFLsjwRNKaVO++a8N85HKFbmZKJ9PwAVZf6EYWuJnY2vVRSMlDMTNDVYnyXvGAkjkx773Akw5euiUM0m3in1ouKy/HN/TEAR7oJADfYNtk8vxdboZKXmFHDGnnPdlsvsuQ727HRPkznDUTk1j2v0RwTYAn+K3NkE2n1Mo27KYhb1rxlNgaretD3uH1cA0YNSnOWWBCYRk9qc0hFHuwLM5mAZ10+5a2FuJR8JhlzZSXPcKUw9HEjF38+SzpFAOLJQ9jnGaMS8QtVZyOip5sYZ4bCMWdjqMRiRA9Sjg+Or408GpojobwH4nwP4J2Fb899T1f8eEf0VgP8lgH8awP8LwL+gqv/wx15vnqQjG7E7kGpPkifWdgRRB1TvgREA5MI1jmRh5gk2LRTx/xkoiMTPp4fQ9b7MtkQ1sQxLU0UF0D0wt4WoO4gKhuoF8wLPds/W168W1pMUbgZas0zGb9RRtuc0SdSQHZgoUNLgoXcOEBVZ4DOIss/j43CasAdGSayeSU13rZiCdRqP4TwW4VAWYCKCsvG9cf/PUqJw8rFak+5Z3JBDaIIqoQJ4M8Uh+zNwNzNxASLn2rD5+g89KWJTOix6wdQ42Cb7rXmczB56n/ogtUPBZc4JOfWxiPlABCUdtVKqY8MNhoroMONn75r4Tn493cszoIL/LXnAXTwzxZ48yOwotcN7/NpHjOs5QFFnc8gzXFoXm1sdBqQSqHj2MAuYj0EEqd83Igh6yquMyen5uwGiYnOsUwZ2Plc7N07wZo+qZy2l229EPRfgFrslmZ05sZLPEI1NLjavab9DaO0BZK2EfX8kQdQDK1UyBs5BI8uO2OwObpMyEgHR18TG32v6VK3mx21sQ76qTIfMYpriuAX9jgVNrPmtBQrsIKq4Ph+ZCZ0BrBVvH3vWVNodSL1j2d9R9y/WvHkPg4ZmQT2x1UUtBgKC1Ylicr0aMyXLFX254LF+g63c8C43PMRquEQozw8wEHW5FPSuqAu7twhhXRi1Eq5XwroA62IGGWGOUfftWDPgBinlskJFUFav4+IBprgac8UBAqePkEgVaVjI+rmsVXBZGJeVsO+E3nmqzRjyRAN+8PmuOYe6EJoy3uVmbOZioKcun1EuzeSQ+wNUitVJ1QI8Nus7RZTnnqCKrekpE2G5/x6l3u09ecr2/wbHzOjkmnDaA/J31epJ2euMiKyumrRk3BOOxUDsydaO4xysxzPBpyRGBL7Vf4doGG+x/5zptaR9rnuZY6Lz9QaIaqiHxGF+Pn1vBlH5e6omJ3ZQlUwURR9Mt493dVKWc0wMRdRL2TUfY6BwH06ToEiqfnDEPm2Q1hh7K+UbICETYTySYLNVe1xdGKFlMjv64gEIs4Z4aLQsT2v2PNYxnoDtthH4r0UOa8n5PnUxjlPIYq2SdW5ubT62b9uneQGV7uzSHE/EHsAZQ9h1cD57RXaTgROByPYHcha2wt4jYqGY+zrtNWUCpwGi7T0IESHFvbckuUCi+fWJeFBwspDidvzZxkfnOemKG5+DxQcj7qTg47nyp2SmGoD/pqr+34noWwD/NyL6PwH4LwH411T1XyGivwvg7wL4b/3Yi0Xgc3CKwmCkXgGpUfswI1dCGBTMcpwDJ5AP3sQsZNAcG98xQ3+2dAQiLifTfHvWB5AhkfEMcHbuRvQ9mhadOaN8WDwmRmLWA8+/H4vESeKWr+sZGorAEMO4glwPG7+rPi7BwDSX9zWtWRf1DCIwFRriqYt5cdaYyeoFStHDuAoNK9gjxTqu1zpze3YimJYAFNkjaNpYyBqdRq2LD5TLK2lkigAQC4RNepnn4ZvGLGlU0IGNiyAubJfjIY3bwX7fQ9qVMlDqyczFNJozXKER5mmeD1CtE4jS0RMpMpzFqHjNLJKAXoxpzLOPjrnYfMaoAai6z7uuzjJC04jCjFyOzpJfWZt+lcMSM7Z8AshNN5lQUtOIq8+AGUhNYAXzc4UApw5WtCeQLBHITBsHgKwJmLObZaRw8veiXkp0sTUOyE3OkoM0kikuJ8lN2aWrcRzTRQGq7Fn4mP8dR8pylT1RZAx1MufQQ/Y7FQUxR+eMrYN/c3BzllVdpjEFkQNIHYMgmZ7HWH/smTRGap6rYWUczltraQhGrkZABKvDKN0swrltoLY5G2KZWg1GKgCIAygQgYo7Kq5X6LJCSkUvF+x8wUYXPGTB1itEn582IpP6lQJ0LypnBi7OCF0WYCkmPylsxdgL7WBpOMifXbbHSwW3BVxHUHyQ+K0VvNZRN1XGfAHMhrtQs1qy0lG5WK3WQqg7IWTyvethnIkJs2Fn7I9NGLuYDfhariiyW/C4rCiXC4jtWQvHUQojjWiQrWpsoPjaJx3UmrGGvWGp15Rn/1ZHBmhz0gnH/web0zXcZo3Rj79rVLHoPsUp+vT3s+PlHOfMdc/jjwQszSSzRCYH9LWKp70/EqvsJQSg4Uwb7z0Mr+Ym75N77STf+2h8AkidxyWuNXtYedPuUeIxFEnzQadYCDjGOSAyK3S4jD/A1Y9sQjNzAk/IzL2kCksyaDMrNf+9X/T0op7QVQOQqZShYxlCjsscj05JuxwvD/yVjKUayevjGOVqH/J8l6Lb/WOAqtVOQVPuR27ewN1ahIz5GEzVsYn4XMdXxHrAgU3BUCDonsSrsU9QyF3hCTokGI3zCwOuw3uc+qCek4U2uSh/9sRCuvFEGMwdximVQpT7ogHqj6mpPxmYUtV/AOAf+P+/J6J/E8C/D8B/FsB/wn/tfwbg/4wfAVMxqHMPJKsbMUaqTP7yc9OxWfaVrxUT1sMGhQV5AHIRCSYmCtNS2oVn5mFmpGbAkBQmAcLOdLCCfSIW8saYBGuGSaPhqUysUG6OaoXFpGp2zcHIRG1MIvGPBnEGVqOegurqVKfVfTAIwhjMVDx8nqEKINXEZDWbVMv+SoHILHFzNkoCcPoCqshMZvdgsDNlgR+zoqjmWIzTP2bMD0WH0tPG2pqtdqOm+2QkMFlbKzGoLgYi62JjUnYvCrUAGRXuADisw4/0OR3Bk5QnEBVuYTMAYeBpXhRWY42cmXs1/weoGlKGzPBLt6LzGIcISOPD54WWYkBTDSTG+I0NyF/XN+pYuuMcZruPl5mvCHqnIBuwcSToVDtlSYNofPxbHyFdSPBEttmWOWuZwBQI+Vw2Hg1pX25+mhu+Sd7UU0FqGT9llCJPC3hsbiOzKQcg/XTeHHkzeN+PI1Md53fon8Kjx4s5cA4WHrD7PM9AY4wnhixNOCwFVTDm8+xAONYNey/WLecsZilqJDzODHtZzCVxAqrzEQ3COy9otGRSY5aNhJ3uUuQZTGFIKglDn1+pWc8aT9Kwdg8i1BMzzqa5QQPqkmYkxGxfc4FerkBZ0D79DlJXPK5/gVYv2Phq0uiQh3uPqzScYGBdwonL9wpneS4rsFTg7aIm8asGcLKHoCcpkpXuHZiASLms4FVQr569ZQKXgnJdUa4XlLeb1XzFPPe1lbVPNQvW1+aymDSxdcvUl8J5DTHWAQIBoHWgMGFvFuztUlBCnskL9vUTFsDWr30DcQHqZszasqT5hDVCrjbW0qHbw9j2ajVXTIzS7uZE9hsdBigo7/EMPIARXM/7icBrKOP3ydbjThWqVjekkYSB1ydqt3dTeZK4ZQlAmkaMJNDI5pcfZfDM/dNrq2YjCRrXFk/crkO1cnY6npvB5zoxjUv8LBl6fMTwnM7P3z1UNQQLoMUlZ+eAKK77cL9yPSyH9TD2QLA8MSfRM5Ax6nmCQSlezxVytHwfH2sDDZTJ7khcv2LQhOthzbZrHmMSyedwRCYaz58powbTEwkk9nUvAK8ou1Oy+jzzmJcKerExVRnS348Aq8VZQMXm52pgRIkBsTW7oKGyz5sDWJySi/Ep54KO8Z0bWyMS/jyMRuB7kydTdBpPIeuJFYxUR0kjlBn4W2JdAGVTCU0x69dw969SM0VE/zSAfx7Avw7gn3SgBQD/b5gM8MdfA2cgdTabOBbeR8YKwCEY0OAxXzxQs1lDMEWznGsuwk/2xTfELsHE0Ni4p8ltD45kMAUIitpEYESQyTmZR4F+mAQMNmoOogeoiEV0pgumACWz1eTMTIVyNWrfF1kIQDykA0mJ07A9D0AVTS/3rEdwh6w+MUtCqTNNSnqamGGQYsXGlgOoEPRpoYl7/7U5kbVCvVnW2IGUZZAj0z3AFDllHQwcgq1ks1KHqo1D8eycTlnAiK19wQ1Q3dxquTmQ6uI/8zGIYzRofZ4X55qqsfnKMaD1ez7Ph1Ev5UycnjYgl6nZhupzQ83+NmR+wFF+Mm9+AWbt88iKHWWtIxhnpSycdnFELqCzy99vDabGuOYKnpIBKw72TVCH8DKBE3kAO7FS9nrD0IQ9EJqNJDKbe8ChsenNlivjw871nJlTEDkwRgRJweLMrPJY25CJojIliV7vELm90Ot7FFI/+10/Vzqd4/m1I7mRc3cwUTH+UZeWhdpnmcsk7+tkSZ2QFtlLjHMpgEkf52eQbRdIC2PPMldq2RuGT2tr7ivRwDmGpnihc/QbW1agFMj1E7SuaJdPkLJiW968l4lJo8cYOj7z8ytePkFLzAfHagxcFnPvuyyKtZrEr04yncPhLxoZY2JGWWvapedYrIsBqcsKWtchU5xOMHsQZuBovbjWSngUeqk0j7eJdbyLf2SizetMYQGO1BVdG2h9M0lRN8knwfesUgCZgD2xD5olzghw2eWe4Pe3POa6oUx4ZLb7CKTimOumxOurOzSBVQ4IRtNeAOP+zDL3ULFE6wSvqxYMua4lCY/107nvT3vBzHK9Yqqybniqmba4aNQsHp/J896EfAZnC+y5Rv585PVO63cmbmDz7tlYbPzt09jPKqQ5ueTnOzMnwKjlynOFNZKNr+cWJvGuQsXaYahAUEHF+5pO5xEMWrAsMiXC4p58tGfSMxE1bOyTiR9rHhCJXkv0DXdpH3ViV5kIOMZDhxfBXAqS5+CAKuWDRGMvhBlSVG35N7H/zHM/vp/jfP54krUeE5MBQmPPk2n8XvVCzaSAx+sh65zHMpJvXzv+5GCKiL4B8L8B8N9Q1d/PQbKqKr1aVezv/g6AvwMAf/Nv/k0UaYn0k5Hqm2dlTh2bZ934nCYbb4yoGTkfYyKFCePRTCH1+M7CRODcxG5G2gZPC6cweWNFjtwTKhuboSTWR0SRFtJCo3lwZJYORdvNtfEuN8mmopNuOHfnefMBUg9P9QItDRqyNjK3E9XqcLMegzfYBrhrHT1b1Hq2NGHsjdEV7ko1WLqJ+HgCFczGzonY+BDZ+7A3Nq3sMj+aFs/IxJ0twfsO2h9AFIe3Bu0Nh4arKhn0UDMJjOnuE9lklh9OXwsvuZCM+THPiZIgKoBU6z4/5DgGMQULe0CdSXebF7bwxevahsrOagTwy0AUg5FM6WfvA0jFHMiChvg82LzQO48aKk0GLjuP01ioiJwl+RDe+vgoIBQOf0gpR/RVmWunfm0wdV5XDvWCbjRCXoMDD7oJSAkMgHw27YvTRoLYcLxeKopl2Zp4FoqC6yOQ4SlwiKA1v9YjmFZQSlTFZSIBihUTgPJ5nIwULxMrVaY+L+UpiIjjiVGdAPYsf83AAu64JBFI6OHcjcVToCyHrAK16edTxuEgVTxJcgiKog1CDFVG9/k5/xzkljqErEFLkw+X9I2eNWYXXzVqE0cTbAAmDV4uec9NEuxWe8UYbllWO9/lauspHcHgrksmooy5dvZpkEGZgCKy7xd2C/RqIOa6dKzFrNtXbri4UUZ1SWKu+SHzW9dsIgzVo5vfYmCKHExhqYjmz4f5DE3wuRTBdTWI0MUAldVP6fw4gMns24tbuDN5zVQ3JUORgp1XMAv2erO/6c3WYZVMfJHXLOo+Jcfi2ZuZYwdVvN+N2foVj3ld+af+xt+aAnNbO145184xAnupgaedMoE1g5CY70/rQWT1nVmfjbeAab1SBffN9jbxWs7Scv0bCZjoC8W5LnbP7Ifx1KzY2cSkc7sMg4kZAsVzF9c6N1S2uk/4fmpzpkxjwh7YnnuLjmuPWp4pLojrnZeyOUkea0lcI4azIRyQFBI0TyBHoF/PzOJhLRz3KcpRRvCveX4HIwodiobn2nbfk3zNDkalaX3aO2IcxVmnobk6XP4A0UD2fuxKOLbokdyX4zNTQS9DukfyI8ZRkZB0wBV7YZX9wHDGXIoE43zMrVfmfSd/HrGD/5rw+edj7kY8P9vz5/ydEjvHOv9RqvKUqPrg+JOCKSJaYEDqf6Gq/1v/9v+HiP6Gqv4DIvobAP6/r/5WVf8egL8HAP/c3/5n9UNGCnJkayJQxCnoSRncsa7o8J5TNjddZk6GCslOYQAGk3Y9AwiiKMJVf2d4cDxqSgz5R7bHltI4h2kwpkxuSNpcyiY6QNUcRAdyT5mHPwx1AbrlhkiGhIbEC3ylQwvjnOKYQUSTwcTsna3hZLdN0pgpy0LOgcE5URiBAnk6hZXQime6hCDsEjk6Bk+HGqGUugVo6jYurUHbDjQbH+1TFs+LxnWp7h6lFnQA5q7DDSgKKgNsfMRKRUYlrK6NmRtAagaWM5hS1czYFgaUrKO6OMgSdXDzwUN83kzPUtbDHJAI+hVAsLa+NAUYowjYjwzcvGmcM2J222xexyFKR5MCe9pyvhdfwKN2yuRfv64cZ15X/vbf/ts2DM4ECxfrS8bFwaZtvKzGZMe6kjIRevGs+hGGHpGVg1hQ0aki3a/UHOAAY65C3gJgzDB93kgygAjGTPrYmIEDiJqzdDOQisLbo6W/BXkf1UyNYGEERocgxwOJo8vWcdPVYJ1dKuk3BZic9YYUedSkvSrETklqaurrNHZ6YFPn87asN7CQyXEWagPETuduUpKRASXiAQLhKyTXA4smdTX5ZV3NMWyqU7M7OqTBM6trwQ48c21DwhOQWh1IVTYwE6xUdfBXZTNmPtg+IOu5aFkAZhTY2gParTaKCbQs4Jv3wioOpKL+C8jrp6guCKkfK9Zq7BRg03FOlBZTv2Kt49riVneNPdNYuoKKFoXu9YqqYgnD6n2y1FlXZ6yyXg1jXxt7X0sZ/K95zOvKP/PP/vMKIIFUruNTkilnu4YdltujqznZxUwfHmMjK39cMwMI2fXnHYjEW/xWAmPvP+Vy5tiY5mBeyOVTvKBTwoRDIKo4rh3BTAWYGqfxOlCO5zMDe4y9D/B7rYBMfYcOa+LElo1rHMlG+wYd1owBpI4qpGkkjfGb9j7zs5uAxAScDu8NGWvhxBR+9ZjBkxti5Ln6sxRrdqeayqBocjxeRjNcCwalz7K1EwicjxmiJhCmYKVsfxZXKwl7ktB0cE/P2Llmf/4+A4C4VHfah9iBzjkOmA2/4txfgegcs7MAIsDoZJwW3x9OzKfrjneZgFSezym2eXX8Kd38CMD/BMC/qar/3elH/3sA/0UA/4p//t/96GupTfLSNwdTw8ksivFnyRuF4YDaI5/SkfnBopg01YvTatKpiWYnSVuba4OU8GjFG0CalCvAw9lkAQC0GLhART6YHFSrB1lJo86LhUYwJXmdoSlH78bEiDczDB2/B9FnOYft0gwsuxfUS/bNIfbxkmVoT8uaFKllRBa0zKjWZKQezVipx25jsLch6ciY/gSmIiG9ZlxiGczmDefSglk96EY5BJnZX6k3l/ZtoO0OetyBfYNuG9B2c4OK2obpvgMAba6d8ZoHulxBpZmkRJesJbMsXzkvOTG9MjAIdq4JYWtWA9G6Sfz66VYUpiTDOgMAo7L63GEIhxGFbVhWmEy5+OtpLo+LmxDs/L3M3jFInIFyYMDSfUOzgNwWPguIrct5WHsbGCtOq7sHVGbA5LCB2p2C67iNYRvNqmODjvf4LY9YaHMzZ7g0b2zIEn03ynIISgAHBy6ZBGCsuXbvBg+Tb2I0z6zYpkwZ5yIPeMAaz30kDnCcu8KLz0nytYFA5ZzNLPZqXPJ7AA4bi4Cx6+Kfa2bgEmyo2Z+zs/GAM6UQCOmhD4jVCvSUyEVWEwCYopE4EIqAZKcs5TwyDcmY0vRxkiEFwNcpa59BjgMfNvAe9yhqG86tB0JKFFbLq9ytSW1/pMwvGD5dLtBSj26hQIIOcZDVLp8gvGBfbpit2ze+Hnpf5XmQWhPcak2caxnPEpMFLmudABQLbrVhKQ23cjf79vaOInvaQMuy2jyqC1TU7M4BY6dUjKlyIGUqBQdS6wpaL36tM7Ojx7EkwaX23MNaJ9TCaN3Wf9FIlNkSy544C9wToFYANK0gKGq5ZTY7ny8uec4KZG8v2u7H2InYQaDV2R3uz290vCpo7yBMyfQ0nUlZtAOqwROcEhHxLE+9psiL8ItMddSYQZQ/L9Kn78VzUsDUsv9OaA5CkmgmFPRkkX42mog66TgCRAa7cFjDfL8MADAYFWsPwmymTPE3oubSWdEhEFSyNSXrGeeaJDJb/DmoPzJ4r5PoeY6+V4bZgUn8poD+K6DE7ldPp+lkySZQJVxsj50UGZloSXB3ZAXn+h6LRRkDXjrr57U9xjY95xFmIMA8nGMDQDTxNZZhlvSeI7Um7JrMnPjYQgBL+496/hyHULrAx1Js/ddQ/eQ9IK8FG8mmwzxBgMly+BxjRVMz6jObZ78/WNQZ4CsozdPO/VDPte3zWIZy5GvHn5KZ+o8D+BcB/H0i+jf8e/8yDET9r4joXwLwbwH4F378pfRgf86yI4suJyD1yt3O/xpwUjR6lByKxk9B6jz4Qf9lbYw7RJnZAhJIBSMjL8fbDBZat9xpj4nrDMzrv1AgAioNZNITNB2kbA6u1D8g8vREaXEHH8B6K/EG6ALQBlQFdZf3SQdNi04UqUfmySYgD7lGs010a/CC5FH33LsmmAI8K4qQ9zml70CTyceDkGYekT14Ghs1F78oZKe2j/FwRkr3HdqaNXp8kSGKYIFXB5UOotDXBB9j7GPjkqcHPlip7vOhCxJIJajUo+IOsAc1WDnRUUtAGhvZlNEEnr4+Xow+X+OZuZrsbYc5RVwnZSZzys+AwC5AjKxbFPhbvVsUZ8Z5nTM3c2FsPFNh6hIW+L/1MeQGgFBHOW2+xtKNDS9Ak54yvyG1CzDA1LMmIefM9PuSHeaP2bzzRpwvn5suGbPooBaToGMGUaPJ9HGjmdkRe65LBu+Hvh/ev6TD77W/R5iTAB4sQ9K6eHZcMnZ/BAnzeGedInw9nuVI8YvJ+h2zx/l70+Yac7XYLu9MIgCfv3P9RYzFCJaieNz6NLE0VJePx3lFTRrKMsyNpB7X2Ow3tqKVFXu5HljApjXruo4SFqAQ0F1SKlPhQwCtpQjW6gYZLFiKNRReaDNJojSUmY0hsvV+sjmneDPE0PAwckjpt5ln4GT6kQDHoKXLJM0451IFlW0vYBp7YMgWQ7FpoErnl805J2SusMSCWlaU2tDF1BYM5HNDYqwa2p629GMi0gBV9sL4rY7zujbXEAOx9tsshA5gGQxNJHJezVn7e0tKpZxYR9uBANTPyoVjTJDz2539QBWmI+DcdUWLxVh0NF8CMFQZwWjPe9VJ5hdrZv5MB9hUsp3JEkxW48indc9S4nZmGq3Ep2SzX1GuiUeDiWdQ9eqgKelouhy1tRknueCrv8W4D5nszYTYnAwb53d2mE4QwOWwbmTiTePpo1RH5fuHvJnGWIejXxyilhA9R5s5vgqw71VPPSEjGetrqri7LYl+PK4hPQ/gk+cS6g4bZQoW9HAvxtjEPjn+Zpy3nevkbJiyzQGijIUae6CNxQBSswv14RxID/N2fP/15QJ/Wje//ys+nob/yT/ktUgVtW/uZmfOZWk4MIGozL6c6cenB8wmMFyTb1niMjoiU01te5MZQHA2fnw0C6D3dgya460jeI7Eq00mm+BZlMuDgZFT1jTAIksDt82secPpyDN0ev8C9A653w1I7Q0Qt7/2z+kYU6whI7UGlALuHVi8cFfF5CuAy/0iozAc/boW7FrNdKIztlbwaIT7Rtg7cPfWK9uuaE0hok6Uqa/jdi7ExsyUYqxN8YIGEQNZosBSPO+h5Bm7sXjMpgvcd7Mr9r4vuj+AbbPx2FsyU9r9AXakS1HQzGwyyWpOXJbF9Z5CizlecW+ZCeHMtL0AZ36P03xCBkMncgRTPP0/HXgKUNn+35QBARq7dtmzWULWd0S82V/WDLBXrYsC5Mj0rNMShWnYBCSMNGcRa+pKYsIAlgZwBKQNYZcqiB5oxp4puVko27XPgf+84NgCFlI/E7UdmjH/SLbnT32kIQ2QrE7XmkwxMAKPCFTiIZ8z6fm7EEDhLDpDuZ1AMbvUzZi94sVCxyJwfZJMHBmqSfhC4+vIZiZDdeoNFxvx7m5ykVkm6GGjsUsc58MutQmp3HCv0qeAL8bAmJJRv5DOg+KNIHk5rtlxXXWS83nSK+5TMIAzc88AilhtnwEpRnWmPczl46hoh2sN0LjKPb8f+wB76wFTLZTM+EuCwGNYImU10FSvyUYJFTxw9fYRZZL3RSsJQmVxUyC7N40se1xZE3xUtvqua2mo3B1Iueug7MmGpuw5jHjKAloBfvtk+0UzmU02FaagjRxIXZyVqgukXkyqyNa83Jg86zUlvgJa75gCIUIt6qCJch+MNS/YNWZ1W3r1xJkZSYtaBp4haLyCqs9/d9QM+aIsavboKnkNSjxkidJAuwDL+lUW4tc6DkZVA+cmMOlKYA8Ks0E3eYNQYjSpYN4R4eH5OUME7gezFI8d9sfT+UTddT5ThTO5Ufojk8u9XKYCfluji+zopY7nxBMvHPJLVWxSD4noGIO9c157ZPgt0DVlg6rVRxfq9owAFqwTUCNB42yVAasKFNujqmzO+k/JFVWUvo1zSEY/wFewn5TBvIIAnQP9weTn607jH2t/gKf5iBYmr4DGAAbjVQE8JcDCbbVhyfqeOdXZouQkwFWCrGcwD4xEZ9cwUrKEZn2VHHawN/ow2bVW2XwMRmIuwNKxRm9iQc8nMgHH0pEy6DnpNrsbJrCNfWQCTl9jogJEHWXsQ5JqqiLb/2Is57ul8zOLwep97fhV3Pz++EOPjn3zhzM2YzE5TeDTonpeZGPBiELE2enjUC81GU2IszLGztimEQHzoa8GWYYuZF7BRMw3Kn93+np+SA/XGhk53xiTfXHgIM3BlKjJ/KYMMK+LZU8A+53iUr/qWjtpMG368yKQmaZJ0taCmXJpRwCp3cFUa2Lj0Q1YAbbREgFaGV0UgNnpVq+Vau4F0ZWsvmb6sITdkSkyh7qok7KxSQDl46HNGTsfl2xYuSygWgbQ2h1Yth0gstfkYa3O0g3EnIJ/8gxQ2L7HsIe8L+aFiuGbIBSUBuioOmrvTDbvzJQGM1hcEjfo/wzK5/vENJzVU9p3Oj74XhgYsHQABPamsrZhdhBOUseUaZAnAp7ndByRdQWNjGbaOL8Apr/ecWL/pkxc2OweZAs/hvsiGxevrh06gyKycMCu36UP0k7sywiUbFN63hhnSUicNwDr6P4iSxe24TptNEPWcLp+fZUqcJZkLoan48+efh96eFZCPmxzlvMzopYvQEpIKiNZ8GKM5/eAhheVJqAaQU93EG/bXLhuxbUShknI2KytGarSWDvz3sgUDJV6ANN7vUI8GTdnlndZ3Ohj1NsKhpSvsCaTI2p59KiLisDTgJUcgNRZUjQbZZBLm9UZKVo9odTbsG+PY24wvFwGK+WJxgh+SE/2z6RQEuw+B42JUlMYqDHzMYQmVwwg5QnGKfiLdSFBFZtMtqpaHVXc75D7lSHxObBR0v0mHZ/D3+IQzJnwAd4PvyOUzAySrfL5qQNsBkw4y/fGfT+qcebY6GBs4IlIJR1jFmyMqNcl2gkdEjk+zl71bec3rRsMDWHck7lEP1w/HDjFNdp9ZwKizcKcZAuWJJlwSMYioAolQcH+DB5epvBjHsdzItPze0zq6QlgxL1LuR6Zv1+AqOKSUqFgweJ3P9ownpNrsW7M75s16h6mH+v1B8MtOW7jmFmpOH97Dfuq46SUmfblmHN5H4jxYiXOZ/A83FlnGbHGzJhH9tV/T13JEaTGPP+VFMKWvI21fiQMx3nb56m2bwKfWR81tbGJMcz2BT5257h8vvdxfC1F82cBpiJzwm1D9Fk61Elllt0vOm4iMZQFYYOeC0tIMng0gJzdUjrscxPGJvb53qrVSO2MLjjUCKlO5UozKCJXUET2ngxQdTEt/Pl3o8B3NthgbdkwkjavCbp/gW4b5Ms7dN/R7w9o75Bth/iJzDVTxGzsSylmgVvdZnap4LrYlLlcR6NXP57cT5Sxd2OmHjvhsRPuG/DYFPe7gajHo6M1Qe/qTRw1GSE7F0KtZrnZrgW1Wla29QBVhLWTOQ2pucsc6GZE9l9yDqDvBi63DbJtkPsD8tgg+w5t/TAmUbAse7PxaH3UFPQOroshoOUCAsDLBhAP8xPtYGeIMmMR9W+5eWaS0EDVXLYlozgbiHlhNWN7I2eoLHNSqQJoaGSNUJv3TijsvaIy8Byuc+k3j440n7CTPD5UkcWM2qm+Q0rUTlF2LxcyW9vMELKxjaTqiQYFqS1uc7lgMBkBmdIOXEcm0FrZfoU3/xMftqVaAEckiesK2pT5Kh6sM8SlMBQBW2Q6VZAduE7yNHrRN0xpSA9SYsxHYJS/98SEUP7enJ3LRNBUuDsKbctBlhN9YLrPj3lTPpznaUPOpAaOvT/mct4xtuOZtSDY2RcuGE14be6T6qFPiF1lAEZvKir7IatpY28sFpOkA+pZW68gVDJGhl8kElh7BkOjzmYwj7E/WEQ7PePR2NuvZS+XVDXYGFsz803WBKyRNWYAl9JT+uXxAljVnD5hFsbM1sR54W7MFD+w0ma9sLRh6XcUacdmvcSZKCOdnP3Ia6SIQbfbWIB8k9K6jN5ec1DotclULscAmgSVjTUDDBSqAq2bE2nh89yx+bMUyT5fMyg38GD1ucQKKp484uos7w5tZrIBwGIAb32hwUy55bzW356ZiiDNygNiLMgSUB/U3qTM1oFVPluxjurcGmb3xBcSPB5kbx64GtDy8DliJv8/y3OyB1TsWQNAWiEs0LIezlRO60uwrQAO6bFg5MY9tvcY1unu5jtlZpIBJwH7nGGXhHcq1sTX0t0j8TWdWwbdXHEEM8ckcdSbATgwIof7MSUS5p+P5NdIfAFAmZyXz8dRTTDtEXENsXan7NzjLa9rzbGWCRxgSnTP/z8xVAQzpDjX/QQLyGpj3uEJbk9qhBmHj14mmz7yYYg5eNgbgecE7hOhYa9dpnkQFvG9rAf3xfybOJ9pvCJx1iOBODFRcgKiZ8e+noqMF9eV80OeBD/z8WcBpgA1s4HZrS/d++S56eNHWc2QjZAFRslKzTrVCDSebK+DkUIyUinl6oORkuluMB03lJpBNmHuGD1P8MjI8MRIpUtdsFLbZsxLfN53yN4g2w4VNfBgJ5NBdJEKqmISN7EiZKOBImvZzVFrWjCm0R/BWLBT3cZg34OVErSm2DYxVqpLgimZwBQzQUXBhVF2ggqhLd7PQFyJprYQzwvEWe0bjn4pb4uasVne1zpkb1ARSIv54Zs/4ODKx6P6o9B2q5+SBpWS842kg7jn/bFg4HlDnI84vVn+CdicIb81XWxeiDNSXeBjHDLH6MdSPKAvrlmOBaZbvYZbnVvtl2f82cfmg4PUJaEOjlI6JR3MAvWN24pHu2eQPTDWuCsEuLkEv9AYvxwXjIXthV/Lr3pENm7OOSUAmD87e6J6MoY/bxqTccWsBz9r5ON9EkzF+0w/I+2QzEs/OyXNG/HMqueGgTqYwCkAys0lAdYATueGmvMhQGaPQS/WrTmz7hvveSPNscxrYCjZVM0xxHH9sfGb6jk8qDSmyE1D/BzC6MOAezAYT5eSx3AcfA6krHElp5HHuK75Htn5Nl4gsNoohZl6zL0IY0xjvMMmWz1dz5ZHirvqtVSaEr/Fe2AVMibNZJTOfwRjn4NFp2yNh7gBOsroJWXSSm80HPbpp+McZAJjnyq+zgRgiLrPuN44Qp3xqpB7WlFtrfM5TXwCHcV2AZWQpKspKtyhjWxg87n6zQ4PZHNKn4avu4QtjABGs2tXTeQcGGMVr5ZMpK+/I9CX5zfK8xm/M/pQutGLmNnOaPo95pO9/lf2t1hbQj1y/vkU0J+/FwF/jAX5P19afBQsuAdGXBWmRWq/jegrFddnrNUwaKLpGcH0e/ORS/bp917Vasb352D++DvP4xUJoQMYmIDU/FpP1t0Zdw1J7AyeZlm2JW8HkMpT8VqTYAGh6t9yuxE3/7D3j7k7JKiHa8GPP1c5PycJ93EfmL5Plk7Vec0CAuFl/9OwZv/omGOKGBcDV+G0zIe9LpipcGGe5+osyZ2/MScGXh1/FmCKVEHNaqZM2tUQEq8nW2jgeMVBC4YGmIv1/yjWeT0+Gi1oWvGQ1fsoVXQp5lrXj4xUGC70DrRuNUGjv5Qvfh5MRU1QBM5EwVzQdLo6OmdDvF/Ihtrudt3BSE1udfLY0L+8Q7Yd7f0B2Rv6tkOaZB8RAOBaQEzQtScjxUuFrAtYBHrdDVC03TKac78ueOYejCYFDyl4NMa2Mx478NhN2vd4CPZN8Hh0PB4NbRfsW4OKovvAqCjYGaB1LWB/OGpl1Gr0/WOxn+/NFtgujEbGgMyLj79gAkzt7SDxk2YsXX9s6LtL/U5snfYRUHApkOoSx20DiYCCmdrvXuuxo0hBkR1SOIvuC1XrV8PsMhZKEijXhxPQZl/oooY6pKK1mxyudfujqJ0qshig4Z6f47koPh4l35AAaqDuMhiW4+rwaoNQgk71FsyWtSuCQb0T0NWyiAQFcYGooqu7LoZzH54D81dHBE9fC3T/9AelhJIQxaxqNTOZZbQMLk1/Yd+fpFWzzCayusBh3OfsbzSNtq99bof1d4Arz8QxB2g62uYOeXLJmqihCy+eMT66bqU2/CQPydcFQeSY6WUg+8QEYLGCeZPpMcT/7za6FDp3clZTHCAuUOEM1jjcxyZ27+UdiiRBnLGRo1DtVrPD9kxmtheUrNG5qeQchOXrj4gDNhmDebKA/clOPsBuBHkvNPpR4Byf+2kzP1wfBXCSBCfx3BTqZjpBzWqkqGXAZ5/7MJ6Y90hPMipXYGEQ7aA6tvqDU18ZLnjRyF3Z/i+p4DCmq+qOldhZk4pdq2XjZfQ8q+zun2zy5zBduC7Dpa2wZv1BFwPT0ReK4PU0pWCRBxbATZEmV9662rnW1ZNd4WJ4Pc6b3+hQwHuIvQ4+y4vai3jOgpUKeJlBYiQncErgqQ71iqt2ckwioJ0BQm5OIV3tyZ7n7OeCcLFFmCWQx2Fu2oIIxl8krSOwj0DWzLmO4DJCtHhqRc0pmd3cRPM5MBledzleQ0VXRSdGcUaaSUyqS+5qiAAwx+c8kzBxEnjNImUN0Olkj8zIM2A/MHzT13n/guWhk4qAONfw7P3na/lTraW/SDREFnFgICOZEeAgTyVy6mo1z0yWvX0lMWVorlVgoIS8l3oC1TgGsBekl8E8ByeW6uXhpMchicjRKsTvoccjNm7dXKYdRJvsbzmuv2HPn6DKftYmo4kwDAvAOQyYjqcXz+lH5jnn488CTAETGzWDqKS5zzeL8bSGhQ58DkQmRiomsYDdbKJkXdDcNygYqdaALorW4OyLn0o+e4ri3eGVj9Kv42nNTEfmHGyi9t02R5c0WH3Unh/izEt/bJDW0e7GTPVt2MKWVUedkCjEneu0ddtAo+bINWkv66WCFpWoHRuMXGvq42BMVNsFbe9oe0fvMyMEUDcmiMkmnnSBkI1j7yZ/7OIPgHgdEUfGcgKfudBJsis6F62psXMqdk2SYGpaXLmDmCBbA1ZAWgczO8IhaG/W2Ld3UGkJMk1mYTOl+T1jjHX1/PlpJguywZwoJXlEatdLpGbr7GMt7JkVso2EVEdwxwWsow9PSB9jQaKMJ75OswczFXIRKHmNGHLzYQ/6i/pGmvfDgJ859EVtlE7q+vMcfz0uv8WhOGbFcfraNkPFk5tHjBeQQOqsD08Hzji8p5Ldp7FZW9DgUrfIxJGOwVMDUq+ajJ8z+gcGKj7rKLiNTfLsXDQzJ2eANWs6XoHjEeydxpBGw3H/a4Tpzx8MoKNmI8bcs+mzpoime8Qa9sKDZbfzGaD29QYfQGrY8Y6s8WAA5/nStR7Wp3OtbayfEVwf3o0ikTb6N5Xx0Bor5ZbzhSzR5iM5WOSpF9ZQbPgbMZnUt8xAfNYYezDjTknK0RTKGaxJzhRXzSSo2kxyhVE71aN9hGfB81b7fljcUCPOP89nft5y7o6moQlg/VyEg4kog01pfj/jPv+GQCqOmYGZj9wfXjwEEcxGLJCvdQpmjo2pZaxHk1onExV9ipFcAjqfJOHZnMsYnufvjXO013zVJHs+15l9CkWOfd9L9UghHtCHGYV4gBvllFoIc69CgHM/GeY53uLAmejjunMc3+P6fGT98vdksH8j4CcQhrNcttyJofT3DZAVDPy59kxPa8iQ9o25HwmZeS0/rCcY63Ss7QEMAlSNNdyTFs4ABiSPWjTB2LPzWqb9QF9c42FOzGxmJhfH1xmTvADdNh5qYD5AlYx6SMpaZWstIvGeGA2B43znmqk4/1RlTJK+cOMe44TDeEXcErXwh76Z/15gpuBol/dtgKiQdwE54QHEU2rfZspmipZtW9CL9Qtp5YLOFXu5oGHBQy7oWnBvK5oy7s0kfved0Trhy8MC/MdmQGLbTb62be6+E6xDyHpy0CkHmcap2SbqdrixiRbvEr20O0q7Wyf3toHu79DtAfnyGfrY0H74gv7YsH/vn788DFg1Qd/agZnqWwNXNrAQLJUoysUYqZDHUe+H3hyRPYlALYIys0Mn7LvVSj0ewUh1PO4N9/cd+2NH2zukW7+reWzCNa93y1i3yuBi37tcbHAeKwEwF6DCmrbs49w8IJjo/JgHUTsWEr++7T4mx0aPh/qp3sHen0TqHXRZUR4PYxnXu92j5Q4AWIq5/O11RWdGkYrChMqMpRggFJfquYQfnY4gOqar2DqR/Upbt4e6MEOLopYChYB7HRsHEYgVkrR3BP4F7EEQeXZauT9lJp+fLT8ZFZB4QOYgiroAIKsbgfcGIYDV9NfZA0sZomMjVNBpKw5GwxbzfzcdsVGBkKwKThtGbMLHjOVU6H12Ez28gTNc2I4gNgLVugLqoAoYoEoFymKLO1tvrvMGAiA3O9sY2aVmxfX29aXE4aC316EXB+CW1zJ+5tnSQpr9YJzvmgICl9JlFlQyY810mn/zg+B6dy9DH+PqgeHh93gEkef9LArnk9mLBAAi8PF+UW4a0QPYOlB41Y8rX9u/32h5NvKIuQMHUWDvQ8i5OYfML2oqc/OGLQruvXMAVLM9ve0LDRVRx6JZ52UOt1u628ZYybLavPXnWnc8rwFMAJn5UPaeU3H3PhsT4SWTNgry14wRMGlv5Z4AUNQXNfI5pYpabG4u5fhshJmJAXvvaeaMB0EykBMq6MVqoEo0Ee3eZNmDXmMqRwxgSZLzCvTrHRb4c7IsMt13YK6xPRa0R5Ccfmtu2W/1uZMp1dQQOz/S4XiyyFcB+j7+zyXVGCTqLNXEptAInoeDaYf42M6JNSjAvhIEc919w4uAdW+c7AkwEsoRyDIRmBWap2CrALPCDGXU9iSy58zUIO566HV3O2qeDx2Ca5OmFx+f6MM16sEmwPlKkjYlyGbm5OX99n13rrEy4O/yWXfffXaUHtK+jLEwWG0FJaOyS8mEdjBR+VlHIkxOuvk4bVVyl1CkOsrGARBmNIHLagX1A0XJnGRMM7gDI/XCXVvVWtd8NHguPVY2FYOy1SWjN4C83cK0D6o0Y8phZmDGSMaOVJ/W4V1clSFD8tc6JcCPsRnjZeb7BLKavUNS6OuJwJ8MpojoPwDgP6Sq/yoR3QBUVf3+p/79H3tY1m1yewBygwiXn2OwEgE3ZfAdGa7YIKwZ2rGBV1M+1EkZG0XeOyj6KA3r7y7D+hvwwech5QKO8QMwvABiwwwzgygufXLwix5KwUj5R39s6FtLABUSv/YYoCiBnBclSOsJaEL6RiJHcDodGhnv1OR6iZLAxkD0wEhJMxDV9wazRfcPVWix7LL0gs6E5qDP6qsIvdsDIzLXEE3j+EKj/NER12YgarBTBiY9wGWFNAu5pHegcQJL7Q3Ui9dONaeb94mZaihYHAhrbpwmYaF0cSSy+60eaI7zg7km6WCm5s/dmTmCsVNNFYtyNu8bxdpOsWuB6AIqc8d4j3GVnifhNI5ZO0WxyZCDKusAEoXPNncLLA7s0xvE+81Zs+e3CyAV+aNf+vg5a1RKMHTI/J5edwpajqg46OaxcRyCVuJTPefYsLUUw7CZKXVG1IMHQ9vWpkB1Drmmtz/ITiLEpdxQAkgFEzUH+Hn6L7Lnc+1bXG53gBx3Tl0/YqDAky+2BVnQ5GOpGRr+AccJmI56jhfsX/y+b8i2xsc8GwXhWajOZQRdEWh4gDB/nsc4nV4xaqeieeYYUzP56HJsyhvM3fn4aP7PQCrKqplGjQyADKgPGfTji1jgVtTY6WCozoDqhezXvj/LTekALpM1Uft/odHUWxHGSoNlIA+KI9ubJgs/4flP0OomOMICOCaAJ32gZM/QHBDxLwuk/uB1xZeFZ5+zYT4BHE16AH8+J/ZuXi8BjMD/9Bzk/8OQKc57Xnt8c6FpjzdANa1pB9ZSDwzVE38Yc+DEaMTab0maSN7Mpzn2c2OaxhjZPqmAG1Mopho8BlRLNn5WyHhP3w+jvjeYzZRFzmzJCUTNyZt5XI81iF+Zq5kd15RHGnC1pACSPQv1wXS/p8SMMU5TrAXKJLL931VBqTIIBc885pTlJnlq83Oh494YbBpOirF3xz36SKJ/TF4fwWjuj9P/D6U4MaYzWxcn5om1uTZWMbHMVKf388SOZV6O54cjEzWzeQHkYw7OczNZJ40yDWNNOdYXOiZEXh0/CUwR0X8ZwN8B8FcA/oMA/v0A/of4A/tF/exDJHsrhbTr5ZGN++rQgJfFGCnvmdHqFb2s2MoNjRbsumLXikdfnJGq2DvjfTsyUu8PODMl6N0MF8Qd64BpPSIL2EuqK2bUa05utSiWYpa3oYlfaUOVbWQb2wZ6vIMed+h7MFPvB0Zq++GOvjVjproBhr4L+gSm+i4oC2MRAdeCstotl323GqZMUfBwciIewQWMmWrilugudTT7c8W+dWyPhsd9x77FZ2OngpmyW6ioS03JYdltke6Loi4FosDj4VmEbotm17FYdi0mefOeYOoF0/SiaDocBAeg6gmo8ndmm/QqoPpAcfZOVc35ShX0uIJEzfVQBbUaM9V4gRZG8427F8pFLoH1FLSSAGgEpcFiiiqYKHMD5PH43sjUOcxuDWq9txjWiwq4onKDMk2SvwWFN+tqX3Zwry97sZ0P5WkJ8IVRp0xdwQ5hMVmmW0tbvyvrPWWtUq3XTNa2neQB5yM249yUf4Hj56xRUYAbG3NkfwEMqUFuFP24efSW9SlPRjhzsBNJipCk+vNFWK1+ca4JIoIsV2NrXObAnllW9tqolJmMcTtnNaNO5xzYByO1d87NZfxs1LfsPLLqlgzQnNuFHUKpmhMULHCOQDmWuw4DNoVaBjVKjF7WAQZUJkeySIzpyLDDgVBkd6U996XyHlAAIGVBOAYCOGabiaFrAZSyrsJqvEoyrz160XjwEwmLcx2DBTclN2ydQJRlQi27zjgCV2DYQp+NPpqwZY3RkpGKYNpAHplzn3arp+1bAqphMz+B8HkelmXUTs5Js2mfPLD8GfQYKLO+M5ZQsUywZI1HAOnKzRlqm2NbHz2J5rl6BlIBIGIOhYTMxlsBXkGiKGjZ86r73y/tPtX4YtQd/oLHz4p9PJsd/ZXCvTA+q4OIDpO4MVtCtbBk7Rx7DXXxZthFzMGRZbd7f1iTjmvoDJhAJl2ntht7ZxeFVCN0A1ixM1gy4gxGB5hjAKAl187B1o5APGRUWe5AyJ6cEdCG9DOShvl8FEJnRZPiElibM2v1sQn1QK9gEiwcLQ+cHUN1J0BP/vkzcxgfFXDzPlQBnFTH+uJS2agvixU0JJPpHpkv6ImHuiZLBTFLf2VfvzyBf4gHoWMtmfpIAcj+psFIRV+6rYVUO07fAIHVpc2sX6wzePqs/QiW1kpA6ZgaJvjvDvDMemRGS9/BOsofMgHma/dhL5SeczCPYmt6BD/UrXm0rtdJZjzAsHJ5SvoBSInk3FNwmKVxMnkz+OzTOPkUOMxB2/OGs2ZX9mQwvhqv/FRm6r8G4D8K4F+3N9f/BxH9Ez/xb3+BY9wYOjMoZ8tnooMGPOpJRlFt9aaK7PVRZWyMUrKX1N6GY10wJbsDiKgVUhlgaj7q6ZyCnQgFYkr8nJUq0QQzKPyYoN0mp3q9lOzjIxipvjX03SV+u0D2jj7XKbm8gqvJ2qQJuCqQvaiclTiPox9p64tA8xgMlThLp+rskrn4Sbj5hS05LNsuvYOUs45KmkDIaqtK1Ew5Q6U1Mi3DmSWzOBPLCGKT6/HXN9HoM5XX1axmimuxnzUrnpfWATKZIIqNPRWrndIymgUXtc2tUkdzeU70UmFWlzAART0prGNBe5WUVQFcGeOMFnkvLkJ1rW9jBmmBwGoUOoqDd1/0TomG3HgyYH1uMpsTdP5STVYCcdmqWOBqcpqe8wFki5llza14uE9mIcAIFo9v98sCKT9+1ho1A4D83ll3PzEhI5spYwOZgdQMDiYQlf8nBVigUgASkDLMWcvrGdTzu6qe25819/okF8ls5sSSZL0UcAxy4rM+s1GRSQZMKlIIWXo6z11WC4Wt+WO8B6wvnN/3Mc2PDI+d+8jCZq3CBKQOEpsY67j+c+adjjwiOaOC+fcR2VTJrOe4nz0TKvN5wkHvvFGP7DFlTdTcs6RNxc3imVMhzQ16BhUHQPFBzuHM4s4F9E/B89PXJwY1Az+BhQQ+33isoemA9yIJMtfLREY4q/KSbcJU02VMVT9dc7xGfP1qbbCxGtn6YAWHA2bJ6xWypJvJsHRcwy97/Mx1ZdyCeH6OINL/Q0epn31rgMsIZHlOPqhmMuLJme5AA02AGp6YUJ8DdPwdkm5JND9x9Qf/w8Q1kCzK/DUQCUU6/V7EDUfFznPxv5qAy2tJwfbkWP1K1HsOk5xonXI4rxmwvDj/g6xvXttn52SNtXkap1C0qEtKZ0DFhOjdZapxA1S2njzvdYe5MCkKMoE9MSsiY11JK++p5keVsrQgPbZiXdMBrEQIypOM7TQu8154GMN4rieFBkGPQH7aFw91eh4sUoxfjFkfpk4QtXlZyvQ7vu7Pc0mntfAwfs/PvJx+lmwexnwEHFzq8XfMACXaO8Q6NZiqj46fCqYeqrql3zrR2cT/T3qYm9+eAcn4AduNiEwBFyv09vooLRVSV3Rno3pZsdUbGi/Y9IJdF9z7iiYVX9qCvTO+bObeF65994cBp8dmwGnfrRlt2w2EzE16mS0I1smS3MYLT6zUwh1raVi5odKORTcs7Y7a7uDtHbx9AT2+QB93yJd3yLahv9/R3h/YvzzQ7lYr1R4N2w8bRBTt3qBdD6wLAJSuYBfn12uHNH4CF4Oh8qAoreKPPv0hddx3G4vWJCV++6NhfwQzZaYYs1W8uAGFioBLMT2sLtjdMKPtgsJuud7MOZHIApVdChpXFF6sO7sDZCJyRyr7oPhgOoxBsFRmHa8oCzu49GJadx/kytC+gOtn8O4uWL0Dy2p6bneMWnZjqKRySihtE4QBC5sR9t3TMFM/fi8CWZKx8Rq+JXS2INEy2hWNLYALZqpyw4KCXioar1jYes+Ubp3hhZdDBunsPjdSVkcJJbnLk3Skm47EdZLYz6igpAzKkhMFR+ArHwQ38Vu/4PEHr1GUtYotdf8HMUvUEJA1ceb9cZCJ5OuIWm1C1B0eGov5ERtMMavXjGWCGSwmKWUVW7uIQVzQvWCc++6STgGwQkoxUxKt2LHkRgyYMxwwzCb2Xg5BTNpYu0Sk9YlB9aSPwBpyD7c5RS0ODijAGecIi1pAeysPVAIWWMIhGB71/klLe7cxi8L5U62CzdMGam0KBncDStPvxQmTSq77aS8fvxfBTR2Z5JDeBGgl6bhA0co6eg36tkiIIneTOxloqi4BrwfWL+pEwmiCaViE52mDsE8ZUSbFWlr2kopxBIAd1e3QfW/od8sOa/d6poJK5vq4PH6w2tqQweezzVa3qQIKmR8Xy/4C+exT34GyQMoKLabeiCaaLA1rWMyDEKVIzM7gyTTnCLYnOhB64jc0nk31v1EfB8nnb9clx8per6Pxmlnx4bIptqfDmlWzdtT9y5/CfOIPj33Uzn927ZvZG4In3qakEjk7V9z+nr2vX1yzsVJtgNGoF+vNmZQ2vb+MNb47Sxl7Ye8wMN0HAIhnQxrQANTVGSgL5GOtCxY3mBT7FR1rAAZYEiDNqoI1yea95HXnLViUiSwlwmM3hqqwYqlwyTx5msY6THUmlATRBGZz161omeiMOULaUT2hNSs0sl9pAIG2DxZljjP7aU5FbV7Enctqz9d+N7mxu2KirgOkASB+NqQI0zFR6226SzHzs6hzdWnf3l3eJ8ZE7c0TzTLKAuKYbAMAIA3UiIDaCgrbWn6pisUZPwbMMVAqFramGsNYyMBNzMFs2xNA/DCOemSi5gSjWCIxmDv4Gq8ioPUCdJ9TvEOXy2D5fJ8wCXHNdN0ZUA3znyn2ZXF2yliqGLdzomM+WrcxrlFiWA3Y1zIY3FfHTwVT/xci+pcB3IjoPwXgvwrg//AT//aXOc5AKo5YJFziF6YT2Zi3LCaRKdag15oqFrfYLF4r5TVSnbNGKkCDudX552xEiwRSARAAz+gW5Ndmjz4mN7NR24O9CDq/56LJstvkdKtv7M37J3kvqd6TkWqPZrK+Juhbh7j0EADgAKpvLtfq3mHcVy11aknFl/ip70hmZYkP24b4behRN6YBUoyd0vgI0KJHO/IOgIXQKTJYZkRxqKvSGGeb9F1GgzWTk4WzVh3ZoZBOOUN1BlJxBJA6fy/Od/SjsrEGM7g1UKlpHc99h5bq96oZcOGKSg2NC4p2VCY0ZmeqgObzIKhiJQC+gRxAlQwWSzL7pCmLiOxUU2OoumeGODY0AojXeDXAgZAIMoNrsqryFHR8VZbnmajMjs9/5xNEoYYQKBa2+NI3nkOmK7LUX1ua/uDjZ61REci8AnZHa92j3v6gA58/nE1+qj+MtStqWNwXn7xBMDzjSvF9l2/FewejMvekCcAaX786ZtnNGd9FwBPZTft9WN3CuHKbt960Vh1aEIbUxF7LytGtfsEL5nUAVJzZvqcTjfHU47imZv6QSsyxJhVohYMjDKk3fE6fNf7TnIuEgUrJhIhdiwNY7TmuwfbNBh4HU5wp6x7PKZ/YiBnQAgDxqCUKMDG/JkXOOp8/GT+ZarwO1/cBk6DZf46HDPL8uwfGf8w98jkR/XKGecLETGE4ucX3ZzBlLNO4+Djrc83QsJ4fNXgByO05CCOeOfmjyZ7Pro6/0PEHryuK51wKMLLecRAmQDUzUVOiKe47y2CikimcHI6B0/30NeiJufKEQxbtvpg/qp5wwPFCrO7wKOv72hEtYM7OaflzD/DndSRENTYF43kZa17kqdW2N3v9KQF2YFHmNf2wlk/rTLhfioPSV0n7WM8zpvA12tmUg8qARnSuWG1/1uZs9WtH1vg81/pEImxWBHWX9IkMIBXGzYexHeR7xhgBpnwEYP5Vz/uehFJiOrd53AY7HvV7A6COfXFau2NPzDfgsG+0ljZxoqFgajuUFeTOojq9t57v4YspONcpzvqHAPhnFsqGy5PFuX5P0wNjDr4CXvPxU8HU3wXwLwH4+wD+KwD+jwD+xz/xb//4I9BuHKk5MSkfijv2LaZZlXqB1hWtXiF1RSsXc+3jFRsu2GT1j4p3Z6TuO2NvjPeHAanP7ybr2041UrszUgd5X/emi5bOAQCUYsBqqYRagbUCa1Us1ViphTsW7x+yyANLf6Bun1G2d/D796DH3dz7Nusn1R8b9s/vaPcd7b7Z54eZTeyfd/RNsH+eLNFvDO0GLLQPsADgAF7y4GLNG30jnenmWW86TzbpZoneWnepYYeIQKZaJbMo9wWOp34Cqui7s0JdwN0YLiLCtiuILftSmLA1cxPbdEGhdmCmrJC/ALWC1hW87yiXFbI30N7Sse8wnUQ8o+pugy2YKQbxBu0FvG7GoDkzxYvZknO92Guwu0eAQFVNakeKQqsHSABQnSpmFKaMA/NzZEc8uxSJm9YHS1WLAykxWNJ9QQ/ZX+WK6nOpcsNCFbWuWOSBwrs195Th/tR9QUxnuvz6uFCdF/0EUWJBKhGjOBAYADdaDRxr7vI1Tgv3T9mQ/4Djj1qj5qxx0ZaJjajpiR513DZjAaYsJkLaEBtIzHnPDB8Or/GjomkMQFxsZHwjpt5BvOf90VKBCmNNyposCgDvsWKsQPYkkeEIldenVsPRj7EVQnMf0pH4HHFDLbZmdbVEyJwdDsky53eAXStUCA++oXDDRd6NNZA9JcxWKF6gzECFfW93N7K2HTfjyBKf2H4AQzo5s36eKbZ6oFFjBhWU/T7+lhhSKoQXd4vzflVsAZmg4KGXDHJyLQS5JNuqe3Y3K4ojTWgm0Dv3fomAOliLrgZymhZU6lh5sww77QlQGq/oXLNupkjD7OimXIDijmGC7HU2avEik+7nuFu9iFZbR2W5JshKWZJ0u4ZIfNlfZnBfsWfw34mxyXoah1MwS3HLGK+SF02N0w6wZAYcVkMlMDdFKWzmP7I/1cEAgJQ1+4N9TZ72Bx4/e10JEHHuKxWsVPVaqcWbwRfqOW72XMkwpXIHx4OD2oEhiOjZ+0ttXhM0uTzaZ1NS6NyoGTisXxR7a7AsMX8y8Ocnc41kUWRI02bjrogbOOfB2Af7tFQSTwo1WxTt79ien8LIXklMio0qKglaGGx5X0SCgt3xMtgh1nY4Zwo2qrWxnrd9rN1PlMW0YftYAgCtm43l5Wo927zG0xhhGKPMPdfyvV4hxVi+phWbrlnnOlt0q3rtlFCu3cGsPNy0McDU3NvS3KaPpx7KqACiEuAi4jxY8iPYePEYsKvt76EMyHph2YfsOhQF+/YMSN0t+lirOY1rzC03WqO+gErzdRj5vurgf072x/lEIsqeIVNlFFI0B6RBlNgtVcBlySox944mKWdmT9RWvi7PW9B8/CQwpXYl/yP/+G2O0wROnbdT1WGeoC7zi4aD3WukQsLRtWZh33Dt4yMb1Q1IpWNfVzeb8JogRQKR2TIz/j9qoygnceGxiObnsD6NwM37SsUDbo1ojZmS6CsVFui7BWyyd/RN0B8d/V3A1Re8qsDlZ4zzXIiMkTF5mWmbWC5JJurUHNfBFeBKZzYbbRKFiICF0bugqjkDVo1xj35Ws1bYA5ppsUcCKh5yPwdtRMFS+ULAxzTY6D0lCbDyczNmQCeGEDV6fhVwbyj8QC8rqmzoVLFgt/4r3FGVUVkgUlIeZdbpYzGLJHmQFTmu6gyWDlc/wAJauBFI2uvGUBsTbw13oWCqLo03wKeeGbNsewEJJ6gyV4yQz+hrlsqz+nZelJlquAjg7IKn0Eki4FMrHZi+Xt/2c46fu0ZFoDxr2gNcRuD/NPlnFuqQkdMBpCKbed5EnIHS3iyTWWCyP/bwMiQnKn7P5PT+p2zhLHWYgv5X9SixcQSgSpJHR1Yuesipr2HZHd7XPFECxNazSCYIjTtqzBahg0HushUB+FO2+DCeniWOjXe6F7bz+zw9myTMY9M7shdMBUhqXmjUbOVbOlOrmFj405hmthhhLT9JJf13Y3zOj8y5FmTOzgsI5XTf4iiTDXb+3MIEMEn+7uw8pk4dWu2Qy2hegYn4vspxH52sne36BarDUSsz7fNep2P/ijGbx+AjCW8yLh8EJQGmzoc4kNNgpeJ1VOxV6Wgg8pQN+pnHz11XXhXLA9P1R8DvoOnISo2qx1cMy6jdHCz5qDHUXJcOz0b+3xmp83W+UnL8xHX6vNYcEq5Ttj9agbz+vZFMFB5f5/okZPuZAnH3Q07ap+dUwODDPJXcu+BMigX/zdcUPaznCaRU8DQN0/otni2vPdx3S45VR4PJ8MVZ2vdYG7qH3HZGZfCQekw8zg50cxwwrNCRvT4BjFsa682Ua2BydbniABrmtT9qYYcxjt/XF9M4VQfnNSaTYGPfi7r8lDT5sA2zODmu6cGKOltIWp/3A6+bnNfJj9Yb1Rjr53kaPz8rhHCao8FqkR5Z1PPxVTBFRH8fz1NqeiP9577297/4EQWm4ToX2ZWZkSoVfblCyoq9XtGCkaILNl3x6JcDI/W+F+yN8eVB2Bvw5W6SvjMjtW3mCNfaaQJ5nRQxoRRCXRi1MqozUrWa9nKpirWYK821NFzKjgs9sOKBdf+C2u7GSj3egcfDaqXuD8j9jpa1UhvafcP2+YH26Hh8v0H2AaR0V/RdQQsB73aeZR1AgiYJHDHleUejxfk4dOhGSIUwgYFT8OxASnp35m4wUudDRUzrvltaZXf3wettRWEzoDDb9QC4jJ0LNqlgMidGUkW9vIFUrAdU24FyB5UCrhW8LiieFQmA1zcCcTBmfv5bS0mg1Uy5O5+nfPrDMnz0/sUyTMTAdbcsTr/ZGMsOrAAVTTMI9s2xsoC5YqmEbZ+zS8gG0LHQ5ZSasncQw3GSDJdpoJltfApbD5cqjM7GSFSuaGQsXq2X4cKloXvuYGpJ2UMVRBEUHe9ZBlZu3Z3BamSsqUDJgCdTZI58I6BJhnYG6PTLAKo/bo0aDGwyUypW8C07ijumWZLj6PSUoKd5irDtloGbs3DnzaZjbCjk4oLF5KqWkSuHsQUwsnDBFkjzOrXivZw4AVRKlqemsWdp2dH5yU/rdJp02ky2nK/FepW4E2lhY9kLjT5JUdDbxEx+QEDhDlR7TkidyVJzJCvbuyeQNgNSc1+cOXhRed7JJkkfpjWMtjuw2WclBtaru9bZfpHS73o1Q6Kyej2I9VjytplgdDSq2GWZGCaeZMcGfriMcY6aqTD8mGd51p+xZVDDzTVMiABj9shl6AWCSjvY6xWWfqyHPLgYZn2BOZXNZh2zmUfOvTI1+47zi+CvuwNZSHTdiayXFY3X0UgXQKUGRUcpzQPbCsFwO4znqsmYpz4Tc32cZW7zYVnxBUXtXkQNo8xgwO9byo+ckfhjmak/NvYxFkVd5j9aZ0ST5tFX7NiYOaSdyUidQPXhHINJUhmswP44RocxDoeEjr2SesJBq7seR605F0iph/ch9Z4+UGMqlLO2cJgljNrqYLhl2udaew5co+SZyUwnY+2JNoq2NkXCgrBUW3cudfiwMpzhJUbXCiJF4xUFhELmOsd9B7fNenf2ZuMUjFSw4PMxA4K240VxvJ2/NT+Cihsq1B2sYkqfy5utN8vVn5+LJfX9QyaZNpEe1CExflsfvT0jHsrYYSpTal2fthvjGugAYMWZq+LgrHXPwsKAzagNxDBHg+2JAEY9fcHk5BeIw0/K64d125yZaoGID+NHpQIoA1DNph5xT2TI3hmwOnmf870s3jZB0L0X3h7jIZzlO31SVM31e5EEixEYia+xndhw0GFP/Oj4MWbqP/PjL/ErHacgIwwnnhipsph0w21Uh71tPdZHvWCkDCxoIv6ZkVIx5mQGEYcMyImVYp/I/MRMSfYQKTRkL1ErBWk2+QII9G4syYGVMkZK/fykHdd83RWoX7/7xH6S4wLG32OSaU2LY/58Ds4mFHCox/rgiPokYvtbjlop/xxjLHMGxid/FhiyUc9C1QOkejCgyIfVbgK4sgNJe2xmhkq6MytR++Uuf6puqT7fh92p6L3YZ5d9CVUPcneUUlGpo1NHZQsolmKLlRQFYKYSwPGhnYtw53EWDFBlxhX2GhVA82WAicEMtMi8SQWxmvmDAhwUvfcZUXepIbWGnQTxXj4GnD6+eba6ZA0PYEEO1AOcnq87Z4/Vc8rx/6if+YVkfr/YGhUuQefMbxYtRyYYOGaDZynDBKReJhPi4SFz10Tv8GLGkbZ9RQPnOUp+nnXjmafT4zP7yrVvzgTPoAqYgDyAMuVYgh01Jsq3Xxo1VBHU+PScQKox0a8A9KhDmz58bA+sXqYPvVg51i1xfb+7ID4FjoBJliLQ4eLZ1gmEPY2vBbwfMSTH8fVNNi56+p3YnMNv4vxuHzIzU4Y6xjfGyn8jfjFfSKPpNBdzQCf2LL4cfi//lI9jQGpPsD2XmuD9kKF9MV5ZnwJLS4RTIyVDIAmoxji9Ps5uf3alFFMuv1bnJaKGapzfqHPDL5Os+aPXFSIcEmshiY3/x8/na5+B1FNtSuTYp7lOc9DZJzYceE7mAPZzr1mZf/dYK03jAubrcVZgPnKu4xwjjAB2fmtbb8Y3I3mKMtabObc71idLHCZj8pXjLC+3c48EmFrSRqb1elpfYj2fmSq17O54rfgPe19K8nWoyrgPwKHuNc+NXqyDp3VmTvAFK3dWDuStVktsp4He9LijA0qKUryGeRrTcP6Tos5M6bhv09gl8/NjyQlfq0NJcEgsOpDKspLeLU5LFurEUPn7qXifRvY9mOY+VPrE2saoxRh+9XQ/XorGGGHa04Cs8fvo+CqYUtV/6+tv+SseZ0aKCFqX1HwnI8UL9uWGzgv2ck1GapMVW7d+Uo9enJEivD8Ye3fXvg48HmZ//oqRMhnbOCVhRYEBJlOZEbgQaiUsC+GyAusCrItiXQSX2nGpDRfeceENq9yxtnfU/QvK9g7a7qD7O/TxgDzuWSvV3h9eK7Vjf9+wv++QvaPdO/qjo/3ea4/exVgpANQU1J4NFwZDZSxVSuMcrJ4ffpko0uEec2xU/Ao7BUvV3S3PAJO9N8+SOjUAI4XR9g4iwr4JmAjbbre9dUJjd/XTioYFhVf0ejF55Hqx7PZyAdYGbg1lN6agLBXaurn0iX1IA7iMsZGuoENTX/9cC3it9nUpVjvliwBx8R5BlBklWv3hLgC5Tr5QB9GKQgyggp1hig0iskyz7C+TiPAsC0aQ293Np4uZ33S1zEsrjIUJnU1m2JRRPWPDKljIZELijZOry6/Es7jsblB8qqUaN/QYxM2SPdJuzTsnbf2sax6bx9hIfmrz5R87/rg1arQniOx/tidQ612SdQm9gdvDXObaY0hxg5FynXgmQuZM3HyE5LSYJb/ZeWv+n6RZ/NiaNV31QlyUZYz9j2xspnUnd4Yi7D2ymmHqMmQ3s5QGGPI1IqDRSA4VNna0hwTH554oWSuICggxVm4AvFWAszuFOug8n+JciQGuIGq+23vhfGSMw/FpYvyelptgqCKrWmrKvz8UuTv7GAX54q6Kg3WZssYfExSjnnRKOBGpWejS+Hpk3D21oECH3SN2EMLRYoEmkOCmDMGcIc6IONkp1h3DNtt2fIWPqw5p4AFAxgmpWhIvkpPkpg+nYYvawUWNmejsbF3USZ7MUGLMQpoYrmvlRRQTjJWlXEZT3xloDChhwDHsKeagKgOpX4D1/mPWFYLVGr5ipFKtQDFioz/bPN9CTVD6Bpbun/dkHbltCaLO0thxIpPck6c5QDQVJgmoWVpOy5LP/wBX7Elptto9qmi6oGnBrhVdrKVM84C/eW3PQaI3rS+HMRag+WYXLSB5Lo0ogJZITEdiaAqenRFPpg9DIvvymY39KOpxItBvu7FPezuu3ynZPoGd3rOsgKL4BmM9DyAwy5dZOkSs7k2kuRNud/mqzddot9DE3Ptatzr+WcWyt2BYLA5rXjM19zuNR9tMp0YSDLA1fQyFr3PVYEPhZ3b4MHxzkjH2xO6GaW2fnGy/sj9F3X78v/fBUrnU3RLilgBTaaCGbPFDpYLKca05S7SJgErjmhSenKdwhvRTmZKJZ+APDFX+qPX7eszyU5v2/scA/PcB/DMAVlhu47OqfvdT/v6PPuagLBcDK56Ff4zGaBXqG8+BkUrabwQWrR/lVr17vY68ZqQCQNCLQDClfuz9hfJzyDrUm/Ida6VMRtRAbnGafaUcDGjvU61USNY066SClYrPGjK/rw2nN70aoIpPRYFjogKvM0H6YnV85aB3/t3ZBGP+2uqkzIgiXBOzhn9y9LNJ7zKndG00VnIAQ0O35LVUVMvETI3z5EIJqEbtlCYDSMzGCnoGSoNb35tR2a2YZKDvJgvzhbJwQyVGdUvoKuI25vaAN7bFrU0PN8Me3JebjmdJunhQ60CMIsFMgDkTB2Ht1uwMkDdVJFIUNW0+k4z6ApJpPqtJfKi4rGZy/ZuCr8M9j8wmhhQwmaeoG8n6KvtN+7tfBkzlefzMNWoYub/u22KnHBm3DnN9OjIlGeSfgZQe6weJ8+blHH06ogpbmj2jasYOP1W2NNjkSAgedfYHVvkc8ExvEeWo5w2IyEGY389C9n8RW+8OshV63px1ZkhiLfcPZQK1iaVycHDQ3c/yv/GiBsTy2ae8gJeBdWT6pZu6xefqq8z7fGRwr0MMO9eUHX53rsEjHFzc4j5B9alvTqEhN7JqC0rQEk2GmcRYqLkw4tXC4aAqn7R8BCd2Ff7sQpJVeno01YJ7iAFqBiBqmeTZfS/ruXKcxvsGaNDT3nIek5dsYAR9zpbF1zTXa80My1fA7x96/Ox1hfTpnicj9ZXzi3oUDrMWl/ZGwf+hSarK6G8HjM/EwNmgY5bDnqVUxPY51AnTnynIrPgn0NwnC2rFYKZe9fEZ42iPZTabnQAXAFNekO0V5KUT5kY7GJXRiHbIJwfLN8b25RwiQvahO8nJgkU5K4IOzJ2vOeSmQQqxoD+OSfoNL3pOVkXNITFr4FKSOpiV4TI395SCJ049AeYv3ftzQvvICvopySghsGTWSMSyjHW9qileRJ/bGbw65utAzsEXc5rtHj7fDNsf1f9P5CAK1dd7T1DPY6oCaDDp41l/OjdSsKsLBps7McEnUPRKDZQ/AwD1mAuvL3E+fqqb3/8AwH8ewP8awH8EwH8BwH/4J/7tL3JoXUaNlDNSWr0vxnqD8IJWL2jlgq3csNOKh1gvqWCkdmHc94JHY9w3xt6A+2bOJ4/NGKnHw4L5rzFSqmY7zuTgqbDVS9XBSq0LcFmA62p+/udaqQvuViu1v1tfqT1YqTvkbvVS/bGhfRmsVHs0c/B7d0v0d4E0k/np/uMbCBdrUsu1gEMSN3fznhaZAaTsR+dQLmWNXitWCmM2kPmoXmp214uFoHcBsSQz1ZqgFMLeFMw0XP16AZO53xAplnqzrN1qPVZ4t7oLDrZABLKbsluDIUv7c0Ca6XDF5ZIMq5XiOvpPcd0NWJUCbra6c+9gNokcyBymKpCSMNKOWi6goqga9SIFwIomAqBa/w4K21h3k2mx8J0yJZkZGd8v6guvGHNXi6IwoTJ7HRWjcLGeESRY1IKwStbod8EOYkXn6kzVZgGPy2fEm4OmRDCybJHZyg3cM9C6I6R/I3g7MVNPkoc/PoM8HX/wGkVQFDTrM+XZbQ5ZjYxaKW4PA82z89O+WTbTWancgCOb6bV6AZ6oFmM4azmOg0puOKr21BFgpirds4bTKv61QCwkMM1NSkJvH71Jsr/UwHqpahlMla11obcPXxcmoHMAekpgr2oMlWXfbQwjS1ymVWPOINr/C8AwmS5sLlCwUtYVfQCp1OL3fK4PNrm1WmYzjGicZRm/MAeQCm6PpwCSygXCC2SWkUBRIFYTCKvVCRkgdAJS0+ZsDnjHt57vW2zve/dkiLizXwGWgwOgZ6upIMwghNlcE4lRZYN2q88gD7oz8GM7T/XsjNK0zUdWWa0/jPp9y35ncMAbLJ9L0FUYDIbUNev1GhW/y4yjpbvl24WQc4C91rIj+p+VNPaIaw6WeGakeBo3QYHTts5CaAZ1wWrFmP2Cxx++rpBmDVywJ0wy6sNmO3gMWVWsP0Uban+g9g3ct1yHIN3mrrOJaekdm0IU9ItOE8/H4rzWitrzpi67Fzch8XkQ9XS9LGi8ovGCXcdH996PXUr2sQtp/vmwvnUeXmi+PfbdpP1708FIuQuyyvh/OeZcEkixOyJaX67X5jaRsFEupo5xhj9dhfcd2Dbo9oBsWxp+ZT8R4KAwUGbw4rU+Hx1qBhcqDRBKFqeQ1V9XvxedKhovCBv0SPZbCcqkBAr1ihM5EoT9Qd537HlaCuX3AXLCyNaEWMdjv7ASFMqv7e/8dTHv4fa8ZQ1x9JeSdkxylWJ7WMqufSy9yEv3fT5RS3zDH+0IdNoOFAHtpkAjWUdsSvwUOzAEoGZpZLYaOjB8XRqNnaPNzOF2Tbht/nrmBpiAHR8LHewcfuKhqv9PAEVVu6r+TwH8p3/q3/6xh7rELxrMBSOlZYGUmoxU1EqNZrNHRiom6VwntTfT8EYfqQGG1QOQ8YB+xMbYQ28BfymEWgi1DFaKD4XG3pRPu1u8tqRJI2CIJ0Zbh+qwNT987gNEvQJSXMk+ymBhZvOJ6MdkP6TB+gGHoOcPOWZmagZNZyYvsymibqM+XZdG/dQU7Mlwssm6KZRkpyTYqRfNe3mpxkzVAq4MriXP82ybPrNUo++U34O5dsrrp3Q3uRftZpfNbXPjgn3YGFNDJWvMWbiPonPvQWXzA0MqyvOGgdO4HanpdDt0QNW6B9I9Ci85GwA2t19uztR2OGsL672Wzw25W+JsJBGB8KtVCMConZDjR5hbRPB2yKzq+P8vdPycNSozWJEtnD6TSzTmmqmZMXmlqw9ZSPZx0zGnB8uiyV4l6wJMn/15njOo0zhHCBbH2aZ4jIf//PQsHeaRs/IzkBoEkB6SrWfZThSbh+PmbNAwB4k/6fi4iCgvQj2ySOYvPqbspWbE4cDsK4ze7MKYltNT4T+TTGP+4u9dUpKfv3K5GQhmpvT5dyKg6soJUM59Uw79u3wvVJ5Z+mmPPGfiX5ib2Asf10Gan9mJeVYv8p7rPuJ6AgjNTWfLC8mVTnNjZhXOVurDIvo4UHQC6PP/j+0ZfjlA9fPWlfgIY5aRIefMkk+Zc/eiS1OgeJ2ndSjWzQlIndePp5OJDeaDCTrsh3O+zD3schwm57l49iNjb0kVT/C9ICryEZ0/nwBAHMHAROz1Y4xAXuYEwp+ee3/j3HOyrYWvy4fsJY5rjH891mwdMZpO6oNpfY9BoPk1zzVoHyTGjuqBo223nmLSOLc5OWbrujssT+yVvZ4e7sHr9/+YPbbriH50H8CHXKunMY21+yNTsnlzmf/eXy9jDZ0SKH6P53vNL8Y01t3z9+KROOQ249ZNpz9PjVclLXH8VGbqCxGtAP4NIvrvAPgH+AOA2B9/kPn3h2vfYh3a2/Lmvv03tLJi5wsaLdh1xSYLNjFGausF73tNRuqxGyO178BjE3fvMzlf22UCVRFc+1mQ0aHJyhR37lsYlwtjWRjXi9VKXRbgsiiui+Bam7FS7KxU/2LOTPu7uVndP4Med+j9C/R+hzw29MeGvjXI1g7GE+3Rsd8b+rukg584mOKFQAuh3BjlxqhvFfVasLwtKGt1IMHPQMfr0LRWA6d83IxC7z1PvGxa7IFjGFEQs43LUvPr8wOkIugiXp8k6JflAMRsrbL7UvjUb4oVW6lgEjReUMoFS1mNpVxWM4a4XFMCUzFAU1kqgC9ZF5Xs00HuZ/VQMjFZ2jrEGzfIY8sFlntk0j1DPD3cxvIQCjcQKxZqYBLsUkAUPVmqZ/P0UEOlOpjA+SGbF0tg1LQwkwOzYKhsYyvE2IuAqWCtHYXMfc1kQpZ978zmikTswZA1JC7OUBVqAMwmnOD1DCqItWnYpH6wiQHHLNJTHdUvdvzsNeqpPqHd02GOu/UfoeiD4UmPWRqirVm2TfTInMwMissaqFh/JfIEBi3OqHjtkJ1QsfXOHdeCZcl+KdTB7PMTw8kv2IE5LgKQyaPQ2wfe2NoAT/MR86/guOHmpiJA99cPE5Wtm+yHSbG4MYNQA3M/ZuKjWDs2xdkNKqR5pYC0OiASoB8bPFIm1yaWu3fg82f7fxjQ3N5cf299upTWlITnuXiNA2vDsr+jsPV3amz7idUQWUZ379XBjkndSrGWDoA5bFq2nk1a6eNWw9Etamh4BIjBWsSxS8G9LWBfby9lxxVA5TuueMfS7uYc6nMhnAixfEK0ObD5+zAep22A0khY6FEOhzraS9g3xdmPLc9Jlgv6ckVbbtYfxx07AQtQ1v6ez5B9FigRdr5AqGCnFaKMTe3zrhXR1JchuPDmbGazmhF4skfD/lgPbnfJSEHSXGp2mYtKvV/w+FnrSplAVD19TvAJQaWOhTZ3a3xkM3gAJsX2/kTVmUT76CYzF7U6lfmISDATMvTh97Uu5nRZF2hdIa706XU9NHaOOdMxXEKHdXc4/Y6azOGYZh+bl9I8tmO7mS7GSC2VUuGStYXFmPF4DVtnCEWshnhnk/yvxaSpcczgPQNoVRR38uP374F9M6dPN5Sy4SCzXVYBZCye8/oN2Nqi3sOLRS1pG3Gh0Wm2zi8L0E1JZVQ/mXtoWcxh2h1EX5VQzMG9MXBDUXA+Ig5rzQ28esRhVstfK6NYG06ACWvEClGLxg74EXvJkG0CyKftMMV42C5SX1BUbV+E1fHp4+5ufg9E7RmAEQcGuAfSMCyZwt6A3p4N0gDfhzeUcDF1k7lWVjSsAEwl8dqqn1xSPfq+KQNVh4wyencFxg7p6awK+lrC7KeuOv+i/+5/HcBnAH8LwH/uJ/7tH38QTVauHuyXxUwneLE+UuQfWtB8MW5Shz2iRiO5EUxYbU5kZ6NOSo/Z5KdTIRADpbA59ZWokxqTtLAVoFpgazbCT6xU9JRKF55+qJPSHqzUzEgJ1IsXPpL1BSNFi7FS5B6jMzOFiZ1KWsSzjQc7az1+fnovnv9P0/gMg4v56x87sk9VZqQ0i1m7wOuGntmp0cB3GexUNatpqs5Oxf8TUE7j4eNjY3Riq1rUUTlTmMyUBdHw+jZqO6g1L8q0wszSNxTZTUpGDYV6yu4qSzJUwVIFM3VmqMb4HBmC3LCSpRoLwyuWKhwsxVmqnh88AnI6fXgt4isXoq8d6UClmtr/OXg+sFS/zPGz1qjMDHsG+OCgdbJCP1hMBwpJJlmn5/YEpDAym6o6HDpD9jAjllfZ48hOx5cvVvTsMYUj4H7+vaPpl80fPfx+JkycnRrupiNr/NGhOjZlk3IdLbLt/Kd5NAVr9uZ8+Dg8jzPTF5nj00nn9yfJZfSUOfQDm/9mkrISRn+xYEEi2zmDwplpoOwdKGk2cLgvsZlPMqhkJl7VlTmYfcW8YPqe1bKwG0KEQuNod/50f2bZ06He+EVQF8/B19g9qLN54s2E5VircMoIz0AqJX1fYf/m6//oe8Ggh+Rwlkn+AscfvK4Qxr3l/N6Q981AqpArGLJReD+O+9fGP2VUE3I5Uw4frdn+fFnLgOrx1FD64CvrfYzvR317VCcGfHrk8ms9rjeHMlIaQOr8msdlcjS+ns/rPE9yz5nVBedz/opRUJxgqlXcWXlmrfLkgSOVEesNYGPtzOkcYyWTZqq0FyzJMzCYTisZqedrUt+eNNftw7iciMrYN4a1Pb24v0OhcpDuPylWpus+H9PmQR5/pnJpvpgzOzWzUPOEyvXHpZ4v1tM4GOOa+TTO5y34x5QGr46fykz9/wBsqnoH8N8mooKf1xL25x1E0OU6GKl6TUaqc8VWbmi04KEXNKl4yIJHX3BvFVtjPBpjb1Z789iNkdp3xbYP175gpFoTR/gOWk77fCl289eVUQrjcimolXC5ENZKWKuxUuuiuC7dHPzKjmvZcOU7VrlbhrE9TBbmzmC6PczF7/2O9tlc/Pp9Q7vv6FtDe1idVDAo5cZWMwV/CBcDUcFK8QQYQtrGtaCsFWWp4GUBVwMZrxbcsLmNQEgT1QO1EJaFjTkqAzSVUlCqaZPFHW+IPVs/HeyFm3VZwGWcKzCxUnvUTKkX0TtDRYxHX0CkWNnqkpb6cF1yaHg1C3OpWzBcLpa54GVBBdIC3e7xAM7z99ImPYGs1XfwZUUNM4sYw4f1CyoYCzhpR6mWNd35AjDQdIEURvEMX/FA1vpkkGt6LejaPUMSHeQzfo9xdFKxzLGpAo0sO1hYUQvlGDIrpBJ2USxsXcK7EgppMlUCM5+oXCz7K8WZKrK6DPEMDFn4ErbMadkLIBsj6mkhnB8kvAYFf8TxB69RBEXVPYPBCF5CD87tYZtwexyClWSl2p6slDy2Q08zrlPGzY0nVIdeXP1nulT/HTqMjWXhLKhIl61gjXnJfj8zUAkHvwDNMfwlDE/6YJO6KFof7DIRUGvULdgt6wJAgF3NpIQInkWOdWC0fYi+U0QGILZesfvGVqmgcgMEKNSg4VZ3BtWewUUpbkaxjwV4SmLksVQLXNeLnXTv7qQ1/gYq0M+axeJUFsh6HSDCxxOAmwGNTbHxiuL1UmEmQyiYY/8ACxe2ByOetXurg6FSwt4ZRFHLqLjU5kPgyRwSVFKUMsvB7I2s6vOKVhaUYgxGlT37AIbLH+Ed7PUyCn4G4SUahto863X16471SgECpFQ31nGmqjfUdnc2zIJBaz3ijoKqJukFJrlwSSkfk/cpoo6Vd1tfyK4/6qY2XRG1VDZn2mF8u1rNFsjrI6Y8sLppRtMKQUFB+zCg+hnHH76ukGLlcQ5nWefMSFXdsfb3HMPs6eTufSV6hkVafC48IjZmZdoctLd0mov6cgCeULD6kWQG/HekXtAvb95qxOeIS7nE7/MYa8paqSavpbxn57mz7G9SxaH7/bXtlLI/56xcbDLWraUCCyuuS8PC3cd5AClRe86UzFa7tAdqu2fda45hWaxNiBUf5ToetdVEZHI6r7uWNhAJVSshKJ8W0FJB16u9ZsQ5bYeqjL6BkRz2pIWc3OcqdTQStGnOzsZBfWytCBv0KEuJ79dKAAhcTG3QPAkcsULUo9k67+0NyS5pbyO+q2prVKwbYdAEWPIGkUyaE445/zxLR2yOxnGzSznay6uA2BPfwCGZmLMpX68D+jo5RBDUvqGruRUTKyoqFBbTqCdsmBksiloyWvY5emyLFPPQW40exv2nHD81ffOvAXibvr4B+Fd/+tv8sQdlo0Up9sCbVWydXPtGpj0Cii401UgR9mClZCrAk3jYnxmpM5CyIsmgo43JyDIdtv9bgGGBRRZITkWSRduolYrJEi5+pxqLYEV0yozEEe59wUIBOLj4USFQMcbszLikLXoUa+ciTRg9pn58aow/8/cPJso/Irs0fj476r0AcHmtxyTbYGPc1Q9wJsVrC6ZGnFpe104NYGnnkEYcyVYNlur5nP7/3P1LyG7b1jUGtd7HmM+79j7/H0MCuZhEDCgqCSpBBREkqCUNWgkGFFEU/pokiJhLyYIBLWlKalAkJf8QUrAWhEDEiqBRa6IFtWBUVDSX7zt7vc+cY3QLvbc++pjPs9Y+5zuX/Z3Mzdrv+z7XeRtj9N5a663Xuq65nP34++nWqi4BO1OOofzH+imMYKmG3xvi98ZqgrruHcbX30NI7udoznWu7izVMJ+gs79a1FGx9xplYiOtA0pd2sZSubNYolPlnnm7VRQp/zm69Htmpv5Cc9S9iP2OfMmG+JYbk8E9NfRY9y84h9zlfnUcc2F50djN/Wfu6H5+v1eT5ODHYkW+xVRVIHDNf6uOirKRiibXOoa876x+zmJVEuHcWCnJWp9kSMgMfYvyeif5yOc0rwdrFl6Y8A3BH4VxjH9Z47evnn5PzEh0QlUQ9uVy+wdgYyK4tRzDe0DNc8P57F5H5Et+BDFk4U29KW7UNi62Kj7TU8vikrjc9lhHVWusliOXlWtT1gJ+TkgIfXwY2Nh6Z64EDIVyTBV26u62dmeu6n2y12DNPL+WdWS7bX1t0/AH2P5i80qyUDGXY7FSEkDUcvStdSDl93qvkqUqLQIcfNBvLxAbm+0sFN1k3jUH5zVnIpwJlSyGmYwU71nWS+697cq6nevT69henjClZKDkid8TQihW8HqvkyFb6jWQ19qJfPO7dX6fb+/18Qmycm7/baLs2/WpagggpHQ3FkiirOLN29/u328g/HnzGaH4KXVZdExM2V/cqZxvSrqz5tUyZ9w3oeRaVt9PSJR+3Omyb1BtdK2Uui6/Yb7E1pxxr8GUbR4mWPX+Gr5TBP0ml/s3Zaa+mNmf8Q8z+zMR+fF7b/h9bqbq2u2iOa2M1Nf5BcMaPueBczZ8Xh3P0dy57xR8noLzcu2uu/YB5zlxXs5EjWCmfPAvG3RulZFyDaozU73r5t73oHvf4R26H30EenLiIU98jF/jcf561Up9/gQ8v7rG9PmEfT4THZkZqHmtlJtOTMxz1UpxS1kfmamPhnYo2qNBDxovaErcAHiCwXqN48C89ZqKqX+Ts6haJEmvEr9+OCOlXSFD0HrDHI7Qe0+p95MTAMw5oVMxx4Q1xRgTbYg3UB5+vZo6gtCbuGRNFKcdaDbxbO7qp8ePL9axOC+Xb50nbBr0ceU5GFEHVW3ad8t2LT+dqRqnv3/SkUY1G94Bi5VhXxZv3KfQ6Qi36gNTG1q4/F2zxTkQmPVw1Ym+LCagsx8Tq1FjekPapxJolEDxlvuaBHPliPgwRRN/XMVwNWeoZvOaLoNgxE934BJoOIppNNplXUTKoeYA3k02d5lKrpSy//372X7rOUpgAWxEvck4oeNZ+me4U1H2zzifsOcT9ul6e3s+t/taVMIYZkCIYobD3H2xFkqxOA6mOeJMa/ThTnObyYD0WxC5AlG30Ub2snH0TfC8JJnN/G5BOPXtEpDn0wDYZmLF32tdHu12n5fvyZyASlhXd0DNoG0ku8L+L0AkDdJwHj9kbycy9P6lRYPoJwrQBunHYrjZ1iGs0OfzuS/CHx/p7gcVSD8K3Qbv5xfNfE2f6DZTOg6VkMyxj1MJgJVJEzDm7mAHhIFEABb+OsPRZpzvAoTZes00T6AIvh26wAWG3DBH8KccPtcovE+NhayOzGSwQkD0P5zOWmgExaN/KYnrQD9/XW9IzHassRrgVD5t7uLlxFxz1j3GDQCM9ljJoHk/HRPJ3kQmVDnsks8XGWAkrl3Owko5mHNZg2PPntgd8owk2ECb9InfzN75t9j+wrEP66Zody9wKSgBtTZXXzv2CcveYeHiR7WFRO1m9rgjS94PAA1iPihfhFnzwtab0w9isShlfmatNAGPGeUTpzxw2gNn1KEzoWIidW796xabsmTBVkhnSWO3Mfy+HhdrfpzZ7QFSqyKbXpMJJ/AIbARxbmw7QzfEZFw1apk0ajGBBcLQNOjaZdr+ge7eZ9OyZ2ZuDO7HWGxhtmWIWtfeMfuHs70hhW3zwtUewd4Y2F/qnC3PXxPA2qqlzq/7Bltyz0FYM+W/l3lckGoX3goiS13waB6zNvW1/prd2XYoetSTUlGQIEw4suL4gIgC56fLZyTYcdVYkeAgZIxVG2TDq6TTcu3cEjT2m4oaV2sdoi3lzZx7DntCZWJITQDX/HuE63GTNf8SGEzc6Z5IzTicn5H+/abJ1J+LyN9nZv9b/zL5DwD46Td87+9hc2ZqtqiPesNIeQM50s+azeMWOu92krVWaiW69wldkn7OPZDi2tcWK9WjZqpKXjTYBW8mN7ZaqdRFzxWo1VoL9pPCrOzUTPtuwJOnCUCu91eWrJSooB2rl1TWS/W2j67Y3llOvny2LMTIB6xbw5OV8iBNYywJdAqmhrwAnrjcGSAtmdnmnjiXqx8n6jHNJ3HVDCLTgS7qpqwdHqxGDRXrpUjPm0d/wUrNIvlb+1n3AZiZVPljUT8V9LVdA9JH2Hk2yNUjADzhzX29+3CzC2aKpi5h8Ua3bpV6qaI3g/fW8KlnUJVRJSKyZH65j8EGIOLweigaCVibiCQN3pZHBFP494SKoongEg/EHEWVlP5IXHSVAYPFveIN8Zjxicz3SRV3EtjMK37P228/R5ll8JfNCO8a+wzuV1f3HK+FYVpmNes+B+Ay15/T5L/s1+vrX5ygbCbgEYeyPy9Fbn5jj35u26Trs/wsUerOTPm4VCpaBCnEWvzDmltMAiTgfMOfGr1gdL7e5PDEFLSW1xIhTLopOqpAQMOjFb7GUX1r8AFgZFyWQYOKwvS1wbD3Y/NeZGy0SSC5hq/KPktMngTZpJfbMN2DnpCAEbD61mYQwDy4HEYNDdCwGxBkk1WdmHpAbCwPyBqc3O4n2qFne4N7n6Lbtsx2LH8ShMu6MrM0phjS/b6wPYGqtUR8uAIF7+qu/PHFRvFaiE2XWcv79/wFt79Q7LMdF1YipRgZ8C8GZYbBj23Iu+Qg29EQE4WYJ8oyxs60qCy6WCsiXCJr8b+te935vcZuNeptKSWekDSemIjdrIyzLWfZO3Bjg8qJnSnw+cJBvS1utmV+w8d6Uf0AIYvf7PgL23lj+vKchRW8f8nY5mXpLed3TI8JtN/SclVIGGdBZKkPxgBkOoADAGzVwDryKmVWvLDJd3BhDVGfTPckyZdbKWDYfXOVneTvtf5sBJnJPWgki2Rd061m6lukZ7LW62+p2ZsYMiD5Vv2UH+TPrIVlETP27JKUGPq8s88n/rGL3XZhrTN9E2ufAQRzLN8WPggwGe/KW1Izt980mfpHAPxzIvJ/j7//dgD/0G/43t95MxFc/Qecxw+OlLQPDPStRopOSNdcNVKfp+LrE6tO6jKcJ9kOd4s7z4k5JkapmbFp6dPPx5hEPR4KbYKPh7NSHw/Bcaw6qccx8aWPcPB74kt74kM+ccxP10HTVeb8CpzPQLs/s+5ifj4xzwvX13DzCye/DQE/BC2YqHuPKRpPtEdD/+hoj75+fjnQPx5F+kaZXyApMeh84vn+YiQSSWRXTDNnpqZhjI5phjn91roA1yZTg0wb7XD9a71Fny7/W2OSYuPe65p4ns4Kfp4+MbhUbeIyRZsdVztw6gf0uNbENbjYhFvPGB4LzonB+qxn6PYvJkmvksp63i0WqXlNT57OC8DXjDg5HiX02hrIewtJzSEN2gasB/qtgitQlTYbrEkg/IKhjlg5Mldc/so6Oeo8EwmVzFVDlUGGrESKjNTomn2CGk04uFCJNxkWCZc/TDzE+8BA4TVUlBSVRn/JZMzhPInE9WaQROepiob+TPL+W2z/CH7LOUpg6OOZCCalt5Rp4vl1yf6qe995bv1IzALV5L1D4wPV6K/Cha3MykBAr4wcJmDi7xONwD9qgLAWr/v5InvhAc/6eA2ZiIo3Y8ya6UyCAlAqKzV7Co+5NygXBdrN8pgAh4x1D4kAXQWNjBm8vsJEcMoBE/F+ZiVQp2mCBrrpbCAiQXckIZHNMJXJ947htQ4MggBPwkKnz5XPrhMIRFNag338GBHJYmk4iBoQdSKRFISUqtkFxQhgwSA4cJVz4cciXm8wHVn2c+pPznD7e16azLPXTo1o6O6Ng6f53GswKIMaWQGXmeATH4ABX+QrmnYc013geG8M7ZiimcxozIHb/SOWTBTvranRgwcOIsi4Vm0ZGdLYjz6eGe16/yieA6LQM8cXC+6nNFzC+q5SzyVAx5Wvk+gLI+U+mhCX/MHS1Y+B6GkPTAh6GP10nFut2O+4/SP4C8wrrJmitK9h4pBnSPvc/rzPJ3ReeS5TcloAnZyLuPUPR8ZKjzuIAh8fQTs0v7evs0SBu2bOTSe8Bn18/Lhk/XG/DHngbB+49MBAj75SLeeY2py5Bt+f55pjRFypc13Ar0938TsvZwUeD4IOgtYMgGaPztb8tjq9ZzmOw5OoX32ZODrNvAxnuIc+VCEy8aDjI8LMI+IAggRCWsGm16iH4xxsuvNea5DLJfuTDJVGM2vWwYZDsT4O/7w5YeeFia8eT31RoD0gP/5qtWoRhT5/7fWG7cDEA9fxSNaPLJ/AZf+mAmBgqGAUxo+X0cF7hCuiAHAlVQtglC262VquJgljGFyM46zV4wB+eFjUCRmuKfjp2SEPHztN51uWd/YHMKKGWtTvUSZMoQQwZh5Z5B1S93du0jezD/9JQAzrhlq6UC+jANDGE2LdWyNFWUJAd2gy8NGuVP+4+dYNlJSVUDLUY6zVbqEJVYrf2r4byYjIf1BE/jYz+18D+HcD+Gfhvav+BQD/l++99/e7CUY7sh/OhWOrkdoZKSn/Ft1M3313iLPt75dvK05vy1xBIuBf/aRWvRQ2576uczm2lQHutD4DthEWpwXtZmBW0O0azNORrzI5lPjxn6pCD0Xrinboek/UCpGR8QOV9Q/fD2xrVp61PIpMgDzoihqtYKckiuwlZDkqYVLRmr/n52qobFnULyQ8ZAS29POedITrXAt793ZsVLuEnDH7T7WolXqpm9LX6/9uBEXQDIt7yG6d1OeI+il3+PPGmlfWT6m53MMlLd6DqkWNXW8TTVYPKg54XgMqCb5FOdc6luXyh9JPaE3Sg78bLZ2l1FOx071iWE/t9F5DFVQ6ke1gGb5pLvEG9f9dtt99jrINOVwNTaNOIeps3Jr7BrtutVCLwlnjdx1b1lOt/S67cJuD6kX+1l7LTS71htWoj/EW/t7pJqr87jW1Zoqn5fU1a4yux6i7jzq87AEkyyFSZFnAy7rRt/lou/H385IF9+W5dIJ6V4PGmr3SZ2bVD81NclX/1cCYdt1akGSADISlS+d989jBXiQj72omsmahjMPtfBOL55ir+Hyw9UP7qiet543jlbVr9yRdJFkLI2OVTC5ZqX0cM0l4W8+Q/CT7Ke3nhmwNGZv7e9fR3ZQDlPGUo+f+/y7b7zKv1L5Za9/nlkjVWinOiRkbUJrGz5vm/yoNIa+R3X59dY2hOm4qeErpcNTAIpL2KeqBPp04i7Nb7UFkYG+5fT7gPAC8MuK+nu1MQA1D2Ly3xhqMN97NhmyQzDo0AFmv97L9hgk2JcSisoxrtCh8CjP+NjaoB3b7+/sxFut51mOrJ9l+LmgI5LGBbER9vlf5Oslz/m5362MLkNuBjI2FLPPL1m9KNJNIaX27R/Oclv15OVcixbM9PreWCNT1t87bdzYS6/oryli8rZGMqWqN+n6Ovx1jvdt+jpn6HwL4T8Tv/2EA/wSA/yqAfz+AfxrAP/ibf9VffDNRnO0Lnu0HDDR8nV8wTbcaqXM2fD09mfo8FefljNR1Addw5yr2k2Kd1D2RogSNdUEAkpX6+GjQJngc7tv/OFza9+XhzihfHq6P/+gDj+YOfg994iGf7r40PtGur2jnJ+R6ukPY+VyOYMFIOcJNiZ9L/ijvk6aQFjeJKubhN9rxQacql/X1Lx3to2edVP57hIvf0d2FJm5660cuqplY3fhdWv5q3vPeH+I4FHM4szSDXWrHfluNa7iDV6MkyRHv1lsmWzz/76CQ1ZciGtROQZvuGKYyccqBpgOXHtD2gPQBPaJj/Dj9SOZwVPoaReKo7uzXRl77eQ3YXPtDhoHbvAYUwHj6rs42IG1gnhdUFFOfzi4BkB5IlraUEskcjsTbgDXBkIGhimbOTF0hA1JxZ72Q25ckCAiCCGBbDFsLGG/p69oTYOtrYtCQ/E3KLJRIlE+aGvVaTcx7MYRcJEJHrwFQwExzArGpUFHIVN+3iUD3XQ4odJEiU/X7Q45/pznKbdvDKOT8jP5S15L3Da+NwnXCvn5dcjJuIQlhPc/LnDIGEL3EbCBdJYE9obI5N7bYtG8z+WLyJBPafK4GkaXvC4B03quspoNJ5RzoSqRW/xcHbxjcAF7XADga2ptsizA7y1/xvYeugMkMuMKR6dSPrPVpE86ISIf2B2YixwI5QyYCBCR7xMJKCfRMFFN6z9kqz3/0OdkSLZ4v9gqb5nPCl18BsoJRJVMAS9Bg6AFT8b5r4szKFJeXe38kh9S7hhtsBJ1XSYCaTPSYs1krZQYMLBc7AOiRkAHAOXo+/tBr1aCJwaDOTssjWRBnlfyeoMufy/0mNKzLeU5H+9hNN8q9O9rHy1xMoIFbtXqun22iuPoHDOK1IcBqOSDzReakNrbHq8EEEAGzXa8BXbAiXZy5ITc70F/Wr7/A9heeVwTAIVeya2TSjvGZyWjWaaYVursmpqqCn8XzfX36Qhi1T8lC8XwwSWJBIxBAooOKFvWFMEsrdJp5cRt6YGr3WAsfnkTVNDYSeiL8n5evVbNY/gO+9gARCxuNNgVHR9Ze+nzh84mD0v6Th8Y4nGAisIND3lrEGcAuVzaI5rlYSaoVSdi616U1WLDOtYdd1kiZQXv3hCmUB35MvlMZt4gmQAtgTbIS3yV+HWY7MNpH6d8VEljxe1kEyJYCQuMSCWc5X4/JUE2u7Ypk+YBQFYx9/ZE8h37ej2PN25RmqlrashMIahLgGXSTFfP8Tu2QmF9Unz5vt6jLswdEh68U15laOelcEOauJgCWSgrw11cVApUhAIBjOz4yum08IVHrOmNcSLBTAGDqioeZTJjL/+QwXEOg04265uR5qOdoBwe+tf1cMtXM7P8bv/9DAP5pM/vnAfzzIvK//5n3/t42E7d/HWgYVnpJzZaDe0zJf3TsS2SeEpdZWY7X7ttMpPg7QDvJVQ/kibMHCr2zToq9gszd2cK9r+NKxx7SzjJq408v4rLrVvT4nU2jHsqGJUMlVZJ4c/DbGbbl4keP/61K8TeQXK2Jbf0UFbSuuK7FTk1OOBJ/b4319nP+m2ybQ5Ct5nJv2anSQ8UboK6f0htkeHIJM9hoPpEEY+dJVWUVeA7fMGdxU2Vgx0HPWpsxAI3FUbw2Q/UKcwqBqssQGg0fZHrhuBpaBFSmsVjJCoozKUIoOe51sZbrZiJNY5agGvtEimCkvMbKIUBHwSfUPGCLFClp9BkL1hQPAk1CyxwotkgkTzYC8QzN+utJ/I2u/3e232GOWjVSCyUu/6oZAuV7eX3JIq8MNlnkZY3kj98SrFenuTcIQizUqwfS7TNs4l28WM/mHVXLGtFZn5fcv3eOW/m50xkVf7/ANG7vEuzUt1uItSpbMsyZTUn20v+JOEsld8lx2J37zwtI6SiNKHQVKzMjxDrfgpWk7ifC/EyFtFKmV8iKNr/m7XB0c45cd00CADEFxM0VLCR5rIfxgNMDqBbXokUgBCVSulSM92tE1N/twm17vLoGMong91i56obmclyb3vSVLJJIyCs1atYM7T4eGWxDE0W/m8fckXWXeu1/g7UqfgHWvpWGvzSzQWFYk1nAqr0imzVFAcP2eLYFsBVoU3r2e6iZ+t3mFa/OyP1nHynu41YnhZI0xXx078W2f3w5tsIKAJFIaNx5zE5Cohlfvq3zWccIcVfc6F1WE6nV13GfX7iGvAsw77go55q70nkF+4uVEn1VYiymaq8pujMO93pHB/TKDr+cy/J3iUXucWD+XpmpyPjYeDYzwDqncw4vzF9+Xuw7z/TkGK+XN5KqypLwfNzZV4KiNYFa7NTaPbldg+9t8wZgAHAweCJkvwGCaId1b+fhPT3KIiOKrX4PbcW6vPh3ppWPfS8mrXOk7OfVP8JSDqyxvnh4YzDBin3yHrNI/NYSvs/P3z9nP5tMiUg3swvAfxzAX/st3vt72wyCp3ws175x4DLFc3RcU/G8vOfB86SDlWtunyfwPJ2R4j/K+76VtyiTg1blfZKa3uNwmd/HA3h04OjFva8NfGlXsFInulzo83Rnmesr2vnVWanzCTmfq7dBBGlzjGBGimzoGxsTKG235K84+LmjX49/B9qjLxSluUNWJhs816LAuwF/u899XvGaqTHMf/aGcURgNr2OCgCGivc/wR5YsseUfucOZRNf2q7S6lt1ufoNaxjSvS9Muxzl6w9PXB9ffJ8j8pPz9O+LAh+b7kzXPh6YpVP3vLAlVVXuRwMLm+LvCYc/qLMzdp4eGPan/zyb1421A2KGrgdGe+AIhmq0DkXDVMWIY73EAr2LpIa2Rli1K2OuoKyYM+XPaZYL1KYQIfonAC4JmltwiSRTNZugR92URTJHhsqDIHg3eCNbJTC53ECjeQIIC8RrAohJ149irGzvN0jgf2b7C89R3lD4yubZWSR8BzymOYN8FrOY0nh3c4GkgUxs+uh78lTZKLMM+PX+Ggkr4yrPsmgoqzNlZwAiUWkvMrD79i0Tim9NNTaBqZ4Gc8jMCQwBcBks0OQZz7VgOin103Ctc2MTZ5GJcnoSPlMyUgvFoc2doYYHlXJ++n0T/VtQis9zEbUlu81ogr/XyG5GMqYCsQab6te6xUloh9c1MqjVBr2xgMlWAWAvKIXPI25zDBBxnjGeyVT5Z0gGKdVOfcT5Mpmg4YvA2a4qG/NmyIqGAdYYqcy8/irD04k4N21eoBQGAKYo2vTeUc7ATQ/56eYX521GAilz5H07tWO0YzmlzYEmM1iN5o8D0HlmMpZIdoIwy5hiInplRZGHmEEDTaYszpH7hiENrC9RDAy0CEMBGNDkExSU/h623yn24fVSTO8jBUObyyxEy/nf5H3R4y4lr9k65TZwOZh11QZCBRhwVvto2zxiZA1uiVR170vTCfCfrwendVyzRX8pTQUEyymqtPcu+bvHDUxS+BnsK1XlfSrLcCIlfqXdzJ5YZJtmH0shz817ONbcZShE5ijmj7mC/uoQamZu1FUZ7Uia5HDXz7T9fnzsiUBe5BY1UHgBxihJ05AMixgk2vpk7zkwqTScl0ORzD2uqJcac63nM0AXVeA4PHE4umR9rJdWvO6q96N8bSxAUILATd4vKgVccmc9SJiiiUKvTweamldWGy84zVLEa8rdBVGWeoCFSxZmHr2v8x/zfl4LrgOYMLQEavK8itcfUsFhKpg2MSJhbQrIAIYIAMVQc9B/As9L0vCx3sM/l3z+3KTwPwXwvxCR/w/cweZ/6R8q/w4A/9rPvPf3tnmw0DNguFJDHpKWGNhZBzKXnKXKnyordd/e9UrSW1LlkhlaBK9aKY1BTitUxdJ/t3kGlX9rTlmK2jNKmaun0fc2rUwUNalNsj4qa5Rq/6T4l3VMlU//DTeRddytCZTugoX90kCYWnP5n3ZPhmYUclZpkyZdrluywq0GeV4/xYkbOYETpSXqnexUYaiExaAztLyHQY7LUeJIJLOOrNsm80sL6990s6ijGRcw53a9iThKcXU0lQzEtDBUPpE6gj5nA9RwiQT76fd5gCi+/+KGFMxR/DG571rOR5WpGtNp7qaBcU/BVOrhI5kTCVt1yQaanmQrJIs+XcIo0xCWQ6sAmGg3HG36XWulyvY7zVGba1ZlFJlIvUMzCyOZidSbjOQt68qkwRZGuRnBlNfIXKg/zyN16laCbdbyuDm6xBy3S29I9AB7Ys05sW5agh4gkvJIqNb8KS+LC8fmiLHJ8Tlh4N4FBpvJ1NRgOlv3xTzMWrakM9irZK14f91YE7JTCykujDJZRaFsdx/Xfs/G4j4cDHGraA8c8txEEtDsCoaHAajPQ00mBta1sWBoeDSKNU7fbcp6K1n3E3swUSpZmalkq8zTCMBlbpvs77ZNaYACoz38eGJe8uAJkQCxHtKcEPxWP7iKCG9IcdyLZKLCyWwldnPVeZUg0xkr9WPLBHs/WUwMNdxD75K+92Xzv/X2F55XmEQJLEGPNd8tJoqW6JSjbVuwp1vvtTulEGv4u1qpTMbqR3L8wM8p+41xr7MeFl4vu6SUyAB/38WVSK01Z8XEdbszJFLGQF2nSOIwzuBh8vNFXC7LWKtKnN/s4FIb5I6UjK0mShqMbQsL9Xt9a2Wg7koVMlFVakkwrCQD7ubnn1/7eeWuYYYDNJPGALFtJZpcs3k+6YJD8oeNefn6etg8r5XhWtfRcpLikZEx42um+j6TXd+2mC/FZt5jrC3YGqnnBQ5AvzJ6otgtid9sZPi25JQtGlZ/PraW4XEs+WRpJSGGUc+/AFCL81xBzzfH+2b7bjJlZv+kiPyLcAeb/7mtLETh+uGf3aJj+P8GwL9iZv+AiPzdAP46gL8ZwL8M4L9gZs/v7gcUn/PhyIgthOTr6YyU10i5m8yY7txHK/SNkfrGmBNdjmRMnvqhjpB0r5E6jrBC785IfXl4IvXRDUefOMKf/9CBHjreVSv16axU9K6h8QTrpeZ1eb3UnJ7pl4TqhWaGQo/K7jCZ8oSkf3RnpI5VL9UeHRo3bjbrLQ38sp/NjYa+bwzwaQU/muTYkEigyEblPod9u1wCU/OeUpFEaQ/zCvX3vkuoqvrR5mKmWgT71/T+DCodlx1oeqHp6YFCdwMImEHHhx/Zx4cjJoGStDGyVg3x/Z5EXfGdy81nOy55I/8Ly3ScZ0x0lyNZzwZ7AHI9/Rxez5TIAYZjfkL0wBHo/TRHb4e6Ucc0gUyBddf3hgM0hvh9HpLkTTrE/KAA96hy6pcFagJWJm0ZS8akcU26TFzoS4cckiFTpaYp0VeFRI0Ea6h8ISHK7eH5fE+V/Bbb7zxHWQlurifkOiGn10jhuhbocW/qGLK/eu/445XJLChwNaUQv551UeE/m2GEcJ0rsI/xyR57y8TB0fsmA4eKm/BEcnwVybNLQhbSO91fOxn6qrMXRS42a9/hHIgyXxHIkesaAGQ/FBFgarChKmg6t89L2ZAooH48TFZUoueTzVU3EnUNDFCkd0C91tTdNJfkEoCPbSLFZAuH35Py6Z9lh9dY2aMs2jYh5xXz8+V1JccXiAisfeT+6xxQeH1QlyfO9oGJVnoh9Sx6jgsUwaYfY9MBKbKpGphIBFLem/DKc+UmMd5c+0RHU2/6LbBkYQzOIBgEAwqFhXscMphnAuOS+SN7VfXrMxMWmQa1p3+yBhNk7nIoYzErlMda8ybCL7VU6vvi84FBbKCNkf33ZgSVZEYApMNddf/zgFMzgeS8oTZwRKB3yiPXLYPisv47J1S/y7wiMHQ785iWIQKvg6GNJ9r5Nc4l5QRzN/cwAOxxlx8ex9m8nta0r3udC4M2zFRknNt7R384KCMdsz+y1xvg18LbzfRkP82819BVXOcA1mUiazPfATK1HI81O6IMVC3rU+o8wn5SRwce3dyFNAwwxhQ82oh+SNGrS1YPu3r+04igKg4AoB2RLBkg55qjJRgn7jzl3eYKFgHcwMoLv/x1Rckioghf/mAGH7Ae9bEWdT3XV8z2wOwupTzbR5qoMdDnXH4ppdF7beqjr0s9Y85lcmW6kthVwrWSraZ+XpPtE74mrqMaOvN0LHIAcOnxad4js9uJPtnDi21FnKGagKuBYr3H5X0+ZQxYrP1yxDXYsr3ox7hdyFeg3wHynjX+tJvv4xmKgYkmCvYEpALA+9dNWPTPMhOc0CwXAZC1Y3NSVr3uqPEbhCo/S1eb2f/qzWP/p597X9n+YQD/BwB/Q/z93wHw3zWzvy4i/wMA/xUA//3v7wPypvP6KA177OXcl9bRyeRSHraQYJu29TqoG5FYb84bVr9kHzWKJCOJcIbKqdHeZrr3uSOb10o1WxadlcbH9OL2tFW+xmarXDM+3mza9umiMlOAJ1KtaxpQLNOJ1ag368F0TwKycPWGBAMI6hxbtp+TX5kYr2CkWnOpmDaFGqBmaGawsKaszNSWJJIJ3FiqRWlz240WfHI1xULQKPIIGc7UAy3rpg4P0o4jKPyQlbSnD/YeiMsMRJCzkYozBLPs7xsXHzox8lELVCyD46y9icldvPDapjcHbVO8/5T1YKYETQcwW+mtYehYgeuMSTQILNgNEfwWPS260JZpgZZPZ71mTKqsoRqB9ruESTEiQRKYB9imngCS9k/UyHtRweKnetBgiXJHsPBz3PlvsP1F5ygJiU1ek3DuA5G0WivFmbQ4bm4M8s+wyS81d29q8FYR72KpXhC4gmzXnGf1f3l/Pt+dZh+L+34zd9n3/e2uet1Ulb4nY8x9CtRTAsEOxBsS7IEw8G6wsSKqPObWILMBEgydeF8ozNDctxhj92Yrrk9c+1+K7Csi7e8tB8iEQBcaweJ11QGb0WaBOj5FNLAOltZmBh+s3VEE4hvNeD0JGtAAGQwuh6wywLtzn/qXotYFId7riZPk334fKEAJZSQlCmQz4vwe1j8GoryYopvzX1wTtB5MRnym2jKgqCwL3OxiMXqL3as1OjyW7FVFlsE8BHqpz5IlD+T14+P37fdQM/U7xT4cq+7ctxwi3XxivLJR9iZaexe9VYSsRsO8r6vZBIC0ti9MFW3uKzNCpmSGlHIpPm7rXCRS266XMU98qBppkpHyXSZg9+ouR2dkt6r2D1SFgxN6KzXAm78LS0UFSLKb2kJuvpsevLjrReIEjTU/TGpq9pFSxXstJg296kE5OvW21pCGE5wztnoqQTBDvk735rGTGUHt+Erdlx7uUrvFJ/W57Tvk23+/26zMNVO9EbFp8+Aj4kjOhwAKJdYgdixQrPU1Qs1yfVxx14q/cucZuOQOV3Yw2Ki7YgPOPvE8Ozjt10TDeRtwJ2Nu7PNZz2tVAX1r+4PWPYnI3wngPwXgnwTwXxO/C/9jAP5z8ZJ/BsB/Ez+XTEHwnB1fR39hpNy9D6F1jNYL0ZR3qeesBOJ7vVQt0vMaIA/sH49gqLojKo/ogfDoRE4MjxYdo9uMOqkLDzlxyIljeF+pNp7Lpee6sq8Uns/skZL1F4WNqlI97T6k2qGwYVvZcNqRHy1rpI4fDvQvR9ZL6aN7b4S+6qVSMkNKuvQTqRtR1q4T06RMdgg5X/SbOhTTgH60tU8CXEyUhmZCu9B73Vgp7W1Z0Mf7mLSkbbMtm+9rOjPFWoNLGhpa6PcPjDagR6DKFgnSGC7dG8Mn04/T61XmxGyD0Lv3kQLSxWdehfavFPCcPrlGJu8dvBl4M7ocXpdxRQJ3PaFzeP8pHeGMMzHU5Tk9gxzJyZR9JJyZUrRgHFw7jWzdSfXTtwb+TUnm5zXmOw/Evb9NkKCBWCku8943XmcSATIz7YgtoUB1+BPrUBFYZHpuIS8x+d525BfZzPu+sZfL9Zm1UgiNt42RdY2UcNo1FnLDT3oj83MnSF8U3lqhqy6IcQyActQYl8aaxkIvtrCRrL3gomLAC/Ij1nKpmOS1hS2GqibZrcnWVwpAeIZQXx91UXPf/THhdVPmzaX5mdM8gWC+kcCHebGy2OEJubrLWZNggJlAZUB4lOOe7mJK1so/ei3Gc6aFmMV1yyaaKmUhzujOf16XhwbRq8ciChQAKUUNt0e5ppuwiKScRdjbydEmiBgOXJixYDPwUKyAv8pPsu0ABGf05Vu28j2Qau9BlUm0rDnZTHBZ3wKc+CUSrQ7I5YYCEIy2L/dTOzCBjmckOxbJ0mMznzDxmqZVV6PltXFKx8g+SQbFYT/BtIWbn/fV43Wu+9rmmUwCN+X3hkmFAzkd6jaFDsqIok26+A13Po1Zz8/NLzmvOCPlrpXm94+ZHyvvJzIlTAhLY14TXfJw4FXyZBYsti70QxugHfN4JNppot7EXnQ15xVPbEdzVqomUUM6LusOeABZTpHNegPAvIYD2XZb5vLYA1i5gnnq/XX3RdwRmWs6GSmyUh6TufJHBOhRM7XmLgqGfY1sMtLkQ+IL3M4/7iX2sZNy3iWompjjIbLiI2ApErKUgjI/nwd4VdhyRvrhB3tPXMu5B7DYSbvQo3fbaQcMlOgVQD1qoL48fN74PCWAz21Z8OmvkADbvSjIxDVxIOY4IWsDkK1Z/JoqZtiGVSOH/CeKq3/JOUDYz45zt39NfHAAKcdjjXOea/5dKbWoA1zrgeQ59Tn5ShfKrJ0yr51CzrkO7M5Isnz9m+gquKYf36ED2oFzmteqms+/HcCUqJ0q654rOwzlyLbtD20i8d8D8N8A8Ffj778ZwL8aRZ0A8H8D8He8e6OI/DVE0eff+rf/XRsjxd44y6Ev3PsYcJfAm3+Xz3VErSKqkUj5jVzrpFZ9UGvswE2p2+olokXDm+59aXs6NlZKWFND9PttEPZaN7XYpOkSIXD/PZHKmqW2EpDFSK2sP+2Xv6VJ5fe9QfZqEFbmlEyAWnPjAjOBzVq/JWhQjDGdoVC65q2E6bd19UtlRMo/CjslUT8VfTSkDYh2Ry84gHv3IC2ofTmbJ1XmiJQiArPuX6od2zVZPanKibizDZQJTEP4kWf/IgsrZT+QQFFswmQWdz+Lv4PZmZb3HwDIjDq+upgFKK/zZ8mSfVeTqXJZD8tS/O+QhimgJhAIpogLbswX7YlouGyUikrWXBCVThcgCYmfMFX84211Xvm7/ra/JZtj1miArJTVCWZGElVqpfK1+T7bflbDktqvZIP/7vc9V8K/AGNXxywXwZd+HtgDn+/Vj3JLme3tfdOWPJplCHydRS3rsDAhyPvCtwF1uVtlNLWt2ikG/mYLUWZNG+ALq3oCJMfhv/Na5U5OB6KpxU/abWT+vx23FdvukBpmUjEBkYmJHtFgHLd5XaznWT4OBAvx5zXZaqDgbQdEol5vtkTiUwHARDmYpopg8zPuvycrueXtko6b/tTq8ZSGFCUp0jlgYlGbR/neOltbvd793hEXHqZ72Zst2ST+XQCB3Ofy3q0+Kvb/e5swePrth8/vtNV55e/4t/7ti3mIwDlNEe73J1YixeQ9+50l3VOAAP8yABplf0Tw++7eR5YgQNJZDCisBvp1zfSqHdyt6bmtGsj3a8sWc1W2RFfi9Y4N0Ui4lvxstWAhwLdev8YHEyrgfbyyJDSv5zyD9HheWl+JF8FekWjcG1uxInyx8i5NwhHNbHlNmRTMBCQWM86eSC3AEV4Rd/J1ABsTUdtjSyIZVInbzL+yTvfTsJKnAMOD/SPwxkSVyVx1Dn238Z6RqE3HBEzp4unJj/UDMuIKcW0EXvulAauEtagTUhrG1wXovxLVdT/XhuJ+blkf5YLfIWF8g+lmWTC4mZ/F/cbE3IXEJg5GQn/zOOoPlkyJyD8A4P9lZv+yiPz9v+37zeyfhvdzwL/r7/n77JwN53AL9PPyZOp5SdTQsJ+U6//JTHmdVB2ISMeOZBOLlI5StSwnUslaqaMwUr0ZjuZ9pXpoMdnE8ZAnOhkpOoVdz+gtdfm/cAC7XyWzvaidPzOJYs2UGqQtqV477o1mb12m1VEArcwUKWlgp6V/ZvOB5xPk0d2Nx8x/Ai0DyRmSvtbU5ZXqyRPd+aqknewUk7JyD7wklfv5ClTGFN006xZmsFMCQ+tRwxM/0T98QFO3y/omusiIMyjzeQLx08JCcysG5nnmeb0be8R1lDFgevm14yQyBySCNLULLXTtTTwo6+Jo7RSFqpuuCNwUwt3R4DKEBLv83t2a8wq2Gv3tGt4WNMo0tJxT0t5LnhHsnSgu+GR1xUVcqLl/iMCR4w5fDBmMQuNH6yuBeach+wNudV75+/49/06TsZpopxidrBTHKl370hrd1n0MlPFqsETaYsGkBOe2bY0LXySANbAs49hWIMwgCEDKGSjDbWFhXvvlWTm0ytTXumDwmgcjBfhrbZQcbxKMYpCza/qp478GoAac6ohfk+aafYumoOHqd8hikgFA+hdMHc7ERs0grmc22JUrakC0AR05nxnNXqa5699c8r/97I898qgDYRrYH8aZls98TS7iLQAGBvlztb+Y0mDNEV3B9HkoxkYXZ1muqI/ockWi44nSA5H4mGYwYxbNBMKl65BVI+W7u983lGR1XUjyRHHAi+JrlZESIwC49JH3VJMLHYap7o7qyeKVCU6VhlXZqQczpZaP1ucBqtyD3ZVojK3Giu+vtUOKZSl+3zJpEUtG6/ch8ftttzqv/Hv/3r/HsoEok+1gqO5bNaXKpIrtF7YEqiSoIR0DkCYHq0/kCi4hAmvusjjbo3zWuueneGPnAa85Zt+0ETVSAEoCJdGLZ5f5AYi6mwVsczcbXtegmoMwwK+BPgP6NXdJzrUKr92lDG7d17XPVMhQxUBrdJnXAs5KkkrDiVonJZG8JoRQZRzASqSOnp+R7KBorvMy2gYSsb4wm93CWdgmI8aogrVTh46cgy/x/o1zCkZI0KwtoEwEXu5Qzn1NXsn6MYnyw7UoWVlOfumWiB3MITvMjU28Od8B7qLIEMuPO2TMbUBG1KiPc2/jwmS31LfmjXE7pxaJ76qXWomtwetAK9DTgq9por6GQQC5NXMOLNff5wGKwe+9FueY9/RvQnT/IZmp/wiA/7SI/CcBfIHXTP1TAP7GYjn6dwL4V37ugwwh4xre84asFIMBuvcxSNj6SRX5Cjctq79fT3mpkco6qbboZ7r39WbRNC56SkVfqYZrdTgvhY8v/WuKPrrWdIm4wrNuZJvG9IQPhXli7ZR2T55YL+WSOfXHS9PedKLJG1W+G8wmSspaKSzEiP8oAepdMW1mvVRrKxFSA2TOQDxfzTX60WP80N0PyVpt90G5jCxKzeLUcPS7LKR+0qHiAY6UvlOW2t3DJ8rHB3C5DANjQELCpT0S2e43l4i4vGpLzn8DRm2T/C1KOhdPYNVOqfexcVe/kWhsU3X0OvpP9TaBoaGUoxub5NdQokeW6rfd3InNEtAj/e2Ofs5M+SRraVpiYCDYMFm0GkyU11cAGI7GJ1ro0ONvv4O/r40B3QjWOOoZk03M182UcL5L7gl2AFhJ1Lv7ojrMUSO+GZjYy3dLLOoLVd4ZnppU+cuI2krqvO+n2OV/FjkFWQ1g6nrhu55Tmov3kkbXXd96mRmyhorBmIQTaw+5ViYTsgwpZvR2cimd+bhlvSMCo6aMzyJDF1vn309qgPlvkIQ634W8z0/E3J8rrAFNbKDRZDyCm1bv83h9s8uDMUE4uvXX61WCVABpOuFjqh6HJ1TVsY/uU9XUg+h8K68zkZRrNaK9tNOPYNWv5VyyOh/ZEZgUUKtc51qzZIUxWWxHzEOJljFpwva67TPeoN/V6U/wpmmv7I2r637pbQ39Y2+Oda2mvM6uVue+lTjlVplxFUiduN8tMRlMliSrMKYrsVrIGeukWE88tC/w0RoGNOWpHLcj1tZaU1J7HzlwEwg+MbN4aa2bum/fSqTuDEmLn0ebEezPjZHK8cQ8swBOANacSWUK3QxjPkGLeWUKgFFkHXqbDgoCz9ipXousWZMlVSO7UqRS9/q+O/Pjc3eMT1vneFr0RhIB1KX4BLO2BPZ2rxDbXX279vOrfukcoC/n9DKNRGPmvG+I/ney9vvuystEnm0lPBktiWlh5vYb4vY37+uSSPHglqSvvNxmKmAS3OXqKJZ1rsVIP+dhSiltOjvl59uTI70Nr2/VJAN/wGTKzP5xAP+476z8/QD+62b2nxeRfw7ePfyvA/gvAvif/fxnAc9L8QxU5CyMVG3Ke10e7M65mCkjCssAPuI3JlE+qGVJ+bonUo+DtVJ+Qh/dM/mP7sHso9O5b+ChJx7y9L5S4xl26Bfa+My+EXKd6eLHjC9NKH6up5QK2tEWE1WeW3boXi9F0wl38TvQPx5Q/uvdJTHsNVVu2JfvjL4N2w2ZA9DPzVSgR0LnYIwuqZOZf/wZTXunYo75AkBkzZR4419tgh61U7Rc/9Y9MYNBmeF2NWRi0JFIBkQt+k5Nlw/ZXA47H1+AK/o/9Q4V74Qu0+UVE9jsUV+K3PNELdOM3KYFJGeoiXP2zYn6Dr1cX6zjCZgtm2g2woX35xnWIGFbrutrIeOecAoOuMvfNKRBwM8hK99Q5Hiwy3h1egDnDJnXUDnzZBhkqOJ+GeIBpMiMHT5gU9Es5LXhmoOosfjlNvNaqRF1UudzjU/4vGDAYqbCKKZu7kBE5f58uV9txnMNhTVeZjBrpvZEe5OEFqbrXRCashzTUjuw2KnvbaJAh+QuBJaQzBVBqHp/1V2mOxeQ0xmAPaGydOGC96eJekBvVD0yMZxoONsXrylpEzYvCA0bYmenCERPRzmvuGZMPO9jUwVAS4Q5t8pITYM9n8Ewf0FQqiFJ5EibkOuCmkXdQ48g2Xz/RJwds4mpqzeUgwfsjxTj2A5v33Bjk5gsfUiYW4g3o00b9A1AUlyzZ3CQgZkg66gYSNSarRmovUXd0QPPZL48YB35WqL6AIMWSbc+gcW6dmK0IwrQo7a09HnxvwEmUv5ZizWor39ptmmvlumUzS93P3/Ppe7id8zPnDcNgj7PlyDvj7s5C9VC1q+xP9kcfJzrwnKN4O9ABJATudK/SfK5dlfJmH/zes8mg4rk8zx+8PVRj5D2hbEXloMfbdHpIjmnBFMVH80kqkVbDQInbWdG7Ds5rYgD1K+M1JIMiwBHd8D6iF5rXXd2wbnWdb8yic0vKeeqSs94n4kKIFf2oXTlgfgBcf8rAB1/+89SMiHFCr0d0durb9eHTraZ8HHqZ2IS47pK/WaMcSaZZpauvKa5VKAH4HnczrPekjeeb41aKZaqsHRF4PVDLiO90CA4op8dWz64EG6s2NCWUygIgN1jSm3OplWpNuDKjTsDW7bFSNU5KeZ1aZGgzsVQR1Ll85Wz8A4STVi2Vop+aQlMedJuEb9oC5Be/dp8RJbkPdWIVL9uf7TGu2X7RwH8dRH5bwH43wH4H/8mbyI6UoNDSpoYAADIOipuIq6DnJWNQh0PkkXWGyOVLJX3v1MlJeoISY86qS4DCh/oW60UJ86tgKu4hMV2R7sp0RN1eZ+96e9x7zPlRhW6BWsaPshkpjJ4q1uNor+BGBApUVRUwxMqziN+/jyBZZNjK0HDVMG49kWV14Y/ycCprAQ3j/e2W9UtbIJOdEiUnj2nqOslEodmkOb9pVK328+QHw7fh5ByqbnTooKJYQQBb2rZFneuWCfl24lq7rx/YE60bhssEI3aO2loRocwdeRZB4YJuk5YSDGG0N0n8R9npbAzBTUwuydQ95zVykflrub5BdSqu5/kZCspU4pmnV4ttxDS+De1oelqUPiLbTEunZWyNT5tufbdX89aqnyuSHIBbAmV1HuDW9wnvHekLvrfYItrUFqRt/rTWSjJwwKQKDKANKBwIk1Sgubj1ZLpr0qImlDZ7XHW14lJ5jMMpjrBDmDV3mEBAqwDorMS9fduVGAR/PWVeOe1MkeTbcLUILh8nrNATQNVhs1MqvYTeZ8DdSWwE/76Mfxthfkgo2DBMiSbE4ya/+6DJt25kknU1fuJwEokM7UOqoJXZL0Wirq/BuVa85KlLOod08NkKZlI2VD9hUpHEvkOcY7vHw0pyxMEg1iSJL8nxn7P5vkKm3/d68r4GUyoiOivRpwWuDIiuRthhKEroENIumwPuP/Ym8s/lypl6yVV2CkA+3neGCbdH8uNgeQNtGFyxTYnuiRmBs2eUnRfJOBFQIbAR+1Plw6hcf/NMrdkY9lvMCET+1CrbNV2NCVxUrEV6Ovqt6Sy6tIp68vjtl2CFnvxck6d4Yy2HCrBUA3qzv21I+LzEX9Qfpbs9fq8l/5IXOtby2brfJx9DNUut90uQFcI5rzmOEBrGLafDUgZmmpVjEiu0y7TL4yc7bcI/2YCxeQs47rbeKnOoXf2z4GOpUjh+eX5MW0wW7Jbf8Gqnd1vDMbH31AREDAgo0iTtO8oqrjfL+skjSgQSWqcO9clGJpINqD3e1i2Re+d+23d/ijJlJn9SwD+pfj9/wzgP/TbvH+as1HORAnOseR9Y2Bzo+J6O28nod5o1amKOQYZqaNL/I1kppqaM1NxE7KnFOV9PSR+fXqdVJvnras5GSnWW4QJRcn8XhHvvQYKsZDwOf8ZyF3f7dCdoWpoR18sVNT3ZPPL9UVvJux4KgZ3Y7Iogh6IFI0PaINKw44xo0eX0g1RcV0T2gRtaCZV92N197+wVW/q8WY4BVJW5Oep5KahpTZEoq2eSHWJ/ixCjfKB2aLfVPfGsphjmVEMt8U2vaIzd4h/24j+CAt6/55LVBp8xHleqFWB23gQNKDwD4VEMm4mLhUKhgdyoUmHwNBD/mE6wmlJgJiI2bZIBPE7F8AFPMRX7fss37z8WULUpAIYPgNfxqCrgRFysmpmgPSckId2qGlKuGYcb1qq/lKb2XLvm+b9iKJpL1ljzNViIesZr4HJ99zqpbQaTdy2ymBKyEFcPrrqGNcCLauWMQJ4kQGJIl/v4eVhukh39oSSnPhX5Tj810pcwBzCF2OOMaMx3pKMvp62GA4OqtDOgYHSCMbaE4Y9uLdMwj0IvqSjxbFYOWdNT9AJcgaqnDXKNr0f5HRZrIRsVBpucp3bXPctBNRmGFVYghuwCTs0x6q3OUCyXTVBkDYg7QHThjbDtKLNtByf0nAJ3ewcKWWD7vxXxgEbv/M5gcZ4e3Mt4r2emFp+LrAHFDz3ZMqAJcXzfnIzA9VV7xRBaLBCQCDFOJI9yn2mhNDvhGCHvjVXujtgfa/L9BiQYUuomCwp4KFdJFlqLf/eLNMLI/ZLbQ6qLkaKG632c/+q5F/K8ecbJM8DIqEEbsAn5VBC9z7xGh1x98W0QQ/mjq59kZog4OBM3IGVbFP5wYTqe+CXiK8VfpzfWGu+8biG1IrSsyZeTsEGvSw3UNZLFYOEidd9WuZHmnVTDMLdoMTnDNMOb+QdE+Sa3OJCCtD7cgYFXhPdm7zPmruwZuBvExRpLHBgQNDzvjURwIALzY8xxirnga4aAGuAWENRsLxUzd+T1nfnuqnHsjzv9/Xfv3fxL6u9xbvEdc0RCOBo6pHZm8wBvZ7xOTE/3MiEzXjl9rko4IBfj6g3KxLWArftTCAkW1esyxmKATKDBqjOsrbE51rU7JXDnWZv7zVuvwQz9RfaRjShHHMlUmUe2qQm3KrKY/U38r+bLt2/J1SShMLdua83L+plTyk69zWJJAPRSwK2aaQxR8qIiHznTlc7QezBlzMlyMedpVrmDvdGvqyT2hqF3l4jdJupPyt1DSSKVmnouhgvnb3Xjpl53y0Aqal2Jz/Aprntctgs06a59fJ9t2si5Rq8cyHjunJ/igHbjARjmAcviomhR0pEpHXM2aIwMgre4yd69/NuBhmR6GigsQ1L+kWE9ebsxwORrE0L9ER2M5CXLdlLAXuRcIJVrMALgAfM4nKiBvPaJFU8MHFB87xoIChjFmt1ZdK7f33u+ndymtXp/lU2sL0uWEElaiUu4XKqPayUJ6Lglovc9xGmP+xWguc3DHAiZuwHx8QaSHkfcpwuuQmwwJF3/aVExOvxalHaGyRaqskFXbmU1tTIYMjf5nWcPg4EgGbPMKUzEZYq7ptgYIAi09ztyI8B8V4Dhi/ybCEhigA8ClYQybuIF6yjGZ6XojcHY4CJbh5ATFMvFI/QP22am0tD/TyMLN5nIC1iQIxdw8Nld7Eg24lIriIBeD7LQlCySQbsNbvkNg1yfsK0+1zewvZ4nJHo9nBII8pjK2gWQ8cn5myw7siqygQMOMRlKgaPLDN4BYMnSz0/mQM20waD2Rznpe8YXK4nYm5DH68z/9/aAo3le7bCfbjV+lSNei/eIEfWAjNRmfXGAIPXmB/FA6oVHBnamCk3AxAOjkvON5WM1sQMGRrtxemK+yJ1JUJeAmcAnsT8gszUu22xUoXRRFyKmO9XglUSYG0roGPgqBJJwI6cO4ovkTz11e6knKdsklzeloxUuRczIZcKYLoqYbHfkmuC15rE2N8PIT+n6fvHvIfSwh3lTYCf+wqpEITHYcWh0kRQl6h7DdVClhSe4QgwyzrPa9K6g2tmr3M4d47zS2VKInk2rBiDMrWsVWvHJkVLOZqIs1QWKhQsE4pztgj0/Vgo41ZgP17ODSjgJzK32ezlyfql8YSUzywfupJYP+eE9dNsRiamSpx7S8OV6eFJkej5GDDK826srElLUEDqOHmD+K77uW+1gMmY1aRK5oo5Yk71+dS2ZEkBQNztj72pqirn57Y/iWTKzPWKzytqowYZqRUULLYibgiJInqy4t9IonpfLn4iq8cBk6mjW/yc0CgUTuMJNugVl2i1eS1Eao5w8ru80Pm6YImCv7JQ7/TFaTTR29vH+XuV9m0JFV/LOo1w8EMnclIazNmycJ229LD5OaRIoyiUmumPw8+bxyEVYfUw3syTKv7tk28kfrcBwhoqWtVXYLlKlfQ2tojEU+N9xiQ7wNqphzfEBSD82XwxsnDWM8AZqvgJCyc+kcUi8mYE3g+toDm3Jn93aJ8HlQi4T0AWN7CI1yVAsazSo2BfxR3CWhTcd40ETNxG/Zo+SdBRDXAUKyV/30ik6u6/S1QhS65lhHOARMWJWs2oO7mw2AbIlZISleGEgUWBqugvSkzB4EnUdRWQw9IJjr3fzLxx7zx57zSvp1OFN3ccOe5emvli7uORbBQASgkF2G7qu4MfH7NYjDd745j03fJ1uAoomAprAIbmdU3Wfno96be21gAM7xhEIIR1VAM+p3aw51wUSbc9mWIrLrdFdheqaxq6Kg5diXeT+JkBn2Do4YYDsUD28Vx1ECFxsrAy9sDHnTlxPt21CwipHuU7w+shVbHZSbO2sR0R5I51AOYLjODpC/yXH1xOGK+xjyNqIvzkplNbLPJyfQVEvJ+POdNEJtGg0VdGcbBD3Laoe1I5ZsNz9ETj87YthdMu9121T0ymJryWZWZy7ckTsSyf22cEowMTitMe/vrpyd+BMxwJFT/IT17TZtWworBcWfzt29k+8v6l9L0eqDN4DZceyZYoBlpc5yEdbZ7o12fK9vy+d5beg7JwK8S1JwCw77Bif4zNB5rXlswMInOfpAwU/p2o8NhdY2VnLdl/bfZHWUcKMhJzw+yPTJyqOYjXlSlqvzMGmKyLYm8p/3q/xmNKmn9xnDP+ckYqZMImyMY3ZVNxlc9+Hy9DL56GuiYx/ggdRyZ8Bsv1sONKoOL9pbidy+h3BnVmyH9HXC/4edSYW66obaO7YmW7tXxWBWeg/r5evlMkHRVHe2DoqmwShLmKaa71k+xJJFfcxoxkMSV4HldVSd+7W4pJMBmpdU18/jiazwM8v5ssDkA1zRdMDOuYmNkj8FKOuTU3kEmeE2D9q+9QKwmnjw8DgWdJAGD1YbNMfpMVE8VsPn/O7nWTbOWQDHqZC1rEUwSXrNaAWT0fntxSUjnjPJIouDervm9/EskUgNruJWvEKee763B5IyUaqwuZZSLl8e5KpCojtZIpT6R6FOaRcqYMgwGMYsRCU3TStenem83GyCB9Z5xaJkaUD81oHMveTHmcJZGigx8b/bYjGvW+k/ZViQEWsjJJqZKK5rGaH7c7uximLBTqkoUwUd5D4xsW65Gin5l0+faSZ4S8r7W9hqo2dK/u1QBRtYUgJBZqgiFxlbIWA25PCkCb+z1bi2Z9k9K+QJsjGKOFudVkijLN28a6NLnLttpCXNZ5r/UYQetHcgUgUVoXYSyGqsNfItDIT/1zZiRUzFvVgENiAtYdofrW5ovZvrB9EyGMIt0JeP2ULJe/GhhaSFIWcmzp7mfWdnTqj77FZBLBNn9/e5LEFzczwzx3i+N3AEZlsKDFSGVOmLoM9q7Df9k7lSUZQZGHmDpLUOtnCH9kEPT2EPJfu2fWw417Yhfj9VxEvL9JOyRMfeItE8DlyRUXnI9HZfXjkG1JRs7hvx2zATqyZmqgw4wOliFVE0AYQEnDoHmMLaZWpgFzRW9eG4EIeOL8Hj1kPHEtwkodV5hYnM/1uRIJlzZYexRL37Fs2QGofoXMgfH4wc9VnJTRH8Ee+Ov69RXSdhbGYN47Loq467Wb0aNqRO3ho11Zk3viwMlpKN7jrRL2+3UEQ+/zQWhwwWBA8jtPO9CKnNCb37oRgYbqAjmvKi59ROA30vzBG9POdRyFoWKAJXCrdQBZKyUxD3CtIQOV5zcAPQ9ED3BS0QBh/N7woJrNWrlVCeYvtbGH0LZV1Dde8yLza4paR/JSH3JLjsT8J5TyPg8y8ytL3d9SCyiGsWZqnzfq5uDkq/EEt6aSiiAGmg6g7CqIEHls84CIJ1L3tnt08CNbzUSNcdd2OhFdhGpMESxmvkZbKDOCrS33hql4QmUzsMeSlHHdrgdCOR9fEvNOAtK08T4em1V9rZ13SetMBgWoQARrpTWvSSY0EX8dmqr6pQApxz8hm3SvqStUSB7w3CcjpUvfsLuWR+wnt/VldRbc2iDk+Y7EUSMT8fN/IOtNza2SrGkZD0X2l7Vm8Xit/WMsRvlq/r3f4y/3SDhW3s1/WiatfoznfB0HVAUI3FHyTz6ZomyEEr/VCmb1S0k9pngfFG5zOtK3bqSVSDGoUAUeBwf4op6ZyavSCn3dYHutlDv3tEFGatVL5QJdsgHLGo29HqcyUVmHUVgsJlUvTXkj+dLe3HCiNejjQPt4LEt0nsgiJai2yzO6dNeMXs2ZN7pvQYORAjXMcT7Vkyq3SRf0nHwV2gwtrtMc3rj3joozaDsOzWvinyvp6leNuJhU045ZVdDLgpCSIVvJ1KWP1PaqNJ+4xgn0jygot6yPkikQfPEgu9DFm3U166puyJeoOvO3OSZqTrT5Ujq1mWaB6n2kUgrjQc0VjXInRB19XtX8DUbDB3FEmmhfi91tZdwQQdy+qyRRXDRXQmVB/fMW9mAobdIlFtL83QNhBspE2qd474kZ5hlEp36xzeDXPGql7PmZyTKKUQzr36Q32HlhPlfwzh5j3Pj7O+MYwEEUZ1NWbzIAe6SxPsyDIyYFZtGTLPqoRKKNsN9mwbgnWbyW657i9Yx+1S+6eppI1NiB8Z524OMhqQowA67LMCQCpfiwj0cAIrqjo4w3ntEr8FA/t0RhAaCJoMGZYjbzBRDW4w1DvmC2B2huIOOCjdOb+tbzLRGQtlhwj4/o9UZ5glv2zvNcDBbHeTBX1hrw8SPs+RVyPiHXGXMl54OfIPr0YOH4stXFQARTPIDo109o12ccR18OdCUC5II/pKXj37CGJgNf9DMCrIJQW9SEBpAi7UJP5su8ub0pjj6SEfP5sAYdzo5dZmjSci0z815Y3S40uSDiwapBcMojr8spDwzr+CK/RjdPRpkgAUC3sQVZQ3vKzOpxmyi6DfQ4RyaSkkL/23vIXPrAMT/RRtRfFBtkX3ufQPfPlHcyjz/m9mYu5+PLkGIlUemERjATcAdgBqQ3OaW/aZ8smMRXBzm+fu8Rpulotq+Te1BuYfh1Tc21wmVQC7CkGcIV9TucT1rgEXeQ2wzpRHd0V/1wreHa3QTobTGxBIyaDHe3K8GymUSNkeAhNMMZS/LHNEGB2XrWq9kc+SnWGghsOliyjCdYTwU5QmUS88QdXGHipR3WO8bjx0wkvCn38DWkOcjexhNTu7NVkJKUhLrAeJ6X+qBF0VWDB/RDLOtjx5Qyh/qx0/VQBK5YCRDLgqFKiV/845qxWG7L/qlZ+xzJCOOBATqzXtuYc+BEfAyLA71sBaAWay2To1IrJWbZQFz95t0NVSpIUJKrqqDaZMRY0tbaiHpjrXTVeg7RDSSvCgAA+Gjfn1f+NJIp7GwEt5pIVeVcLUeqcteaSDXGuDEO2NBs/QxWqs2gQ0Ofq9MXnlorZRM5dM0lQ9lHwugUVpgqotUSl1H11d6X+xw1U/77YqL4N4DXRKoXKRGZEiLhDO5vk/T30LxMnMzQIgjq8d3X8Ikw7ZAbr8s+Oa9YQLcAr25snMxajHxcQhp4A88WO1WTBG/SdtmyGZ/wInBHSF0mpYEq0a7UpmsQxB6w6edJ1OVbTKLcxW0AsjOEuWps53iD24o+MSY1/v7moPw6SBhSLGav2cQQr2eYcR4bgjHU6N8Dn7ySkg6QB/CfjlIhpIUlcObtcvt7t8TfpZ91Oa/yv/X3SrDcrasyVFH7ckdv/4hbPRYAmUhlg14CHmzCGMmPgx3zBeywaemiqY/OIrN873atw4qXzbNfaFr/wDBZSKpok/hxI3tMKS6dT++I8tHc+XEEATqvPe7bnMMDhJpqmMMwhuB5Ws63nF9aW20SCHJcY7GaFsYW0wJxjv25pgBovpiZpcSv65XzA2tpslcZRgT2cd+IBzhuRtFX5mczgZAMXOGJLESylkq+fIkTuJJVmy7vERFY+/S5ewNFZGWZY0KuJ7RMdC2CqNG/gFbBAJJ1USYTkaBQ8hMYOz7kEwMNJ45cYwC4tCbkV00MXa+UZWmwQi7vCxCljNX7T0r3hrmDmO/OQmh7BFAu7FkoOe81bhLz6oj6KA9cggUT1uosMEpgOMYnTCQbBS8ZK+/tFgkVE+meDFbem1Ej0WckcXwtbdP1zdj+I24CLLBue0J8ikyAFYsNifGUiVWgWtmk9PY5ROvvGxnQpTIRvAsqa0DpCZWkzGu8AdpqsvUN4n6ZT8jCbX3u2V87Jjb2pDIwtaflNl1ag8FjMY3kyhVCN3ZeGlhXpDOYjjtBqA12fMmENmtmRZfkV2zFZLlW12BSYf1YiZRIJGZYPZaY1LVo7murJh1x3gla8xpJANXdLh9bTGCw6il9lxxJPXT6/DvfrB+xNZmbEKbJdMfEPLeSyWV/w/7V8+vc1AR9IPP+kahFh9/DUxuGRQILgTRPnNwYST0xEoEppbCh9ol5YAKuSsj7uNSnATknKPfrDUNFADdZPtBuRVfdV2Grch0Ug4grQH6b7U8imQJ2mZ/KQjj4HLAjoXzcE6q4AeP3WiPFPIOJFKlnWnQ2DXmfjsjiqTNftVIvTXrZ0ZwOfrW/FLPwe6YXj1VEm3IhBm/fqokiM9WOngh6GluIrHopBvX+xjU5BGKD6HOUg15qkDBhEoNNgd60JFGW/aYAsh4Or4j4pFbnJZDevk3KXr9GNACbu3jNR+pm8V1eM6VQ84Z2aoKBFknVzCBAdbgsLWQn0gZEV0Gk8nyIwLp5LyqbwOW9KDz5xX0n4rN29ikPuLWlr76f+zebB5eWEy0DqhkBl0tynC531M782XB95HlgvZQHGKuvjNlCXfI7CzO1rlOcd7wWrtZkK4vlRXJyY/8PolPAmuD8u+TtQvdH32zmuMu+b7decPO8MriRHovkBX8P+6rRza8XxqnBXf9iS9bKLBlpbT2D9bcOgPPyRIG7y0CKQaoY1KJeBj106gtR9jHq57vDoCo3lt+SpepdbnOpAUNwmeG6fPHmuOTW1N9HyTXLzzinGrEI4g2Bil4z5G5hCDPErWlVHr5AR8IypMd4OwI0tgyeqa9HWPFuBfx6k1lbBEcqwIzg5uMLL8wCS8xg1xnMHlmAMvGoI9C4PiHXCf38tQdVseg3c5fK0T5WRglHSmWsBV/n6S6jUXTtgddEt5mSZIEDeJcdOC36AJni0BOHnmk0QZOKe783BmYMeJo4AHOxn9BUTDGICboKTiwWwAM3Ddai3QLWZQIwoTA5oOJJMWWKXi+JdO3rdkYN1FdMdaVAXWtYHzfEHc7avDDUjSju0h2alBzjE9kYFys5nbb295faqFABsEmXTNbRUJL6rZgtEflgVfzBuZ4TfVmLWCc1KfuTlo9PaXk9azIFIBP1GS6beRzwAJc1USPmFK7dNeGhBFDEQTs6wdaaKNbz1iGV3xXDhYmUygr4vR5Y8NEcbDnkSvl73d9ZkpiszzVa7DMIacvR1yZwuQuzRZkF0Fb/o0kQpWQjKQV+5N+mK7n15CygRW1uVANEjBE902y9dq2ZgIg3jXBMYELQs5kyG/kCMQ9i4KOxH+XurnnNxUSJAIeOPJd1Tqh1Ul0m7lJK3gP5ekgy5QoCYT5/sh+dBXCN9ihs4YQEqy1zBxYNeG1irYChrSRKVzJlEAye07K7td8V/9V73c/b6kmVs6QtuSsANB3oWEY+d3DhW9ufRDJVZV0BCH5Xu7i3dFmGE8ACGehafe/ATVaK8j5m8U24yOzFxNTAKm+YSpNULU3dSo8aJkOYPiVUK3Q+5wHb6sj9jpkC36d02aKDX6Hg0mHulSkBFkoIIBc61elmAlgMRUPQxHGO1GRDn/zaeJIjIpnUEqmmbT3fQqCuWtVXGWbu0wLsyveQBbPye0gXxLJ0coSJQ5ohpJsfZUPm9HNhEGWQtQpZgLZEtTNQuxeB3fTtQKApRSZgEWStQc+FbeZkWa+FhqZbRUPC7dhK1+mgwuTZnOjqCBgTKWjs4hRAVsO/cZszXxe2kGDcWMS12NmGJn5vMxRGKvTiaWbxBl39o2539MXKRMOX3NgnEVk6+djc3r+v17NtQY5BBuO6xqcGw2G+iHuD39i0b0m3zhNDF0LPucZNSZyVAPxaHCGTueYqolVB3CIGNmNWdfQP6u0lrmudDh9ngjkt2eLY/fzdzPX4rJuqW95firDW9yTOmyMiGVPW3uX7jE232ZfJF8cGul1GgCpRfKwN7fkTZC4WwA5395PPX6/ax+LYZ4NmNIVtGljoNIPfu6Zf1M1Kmt8jG0NoHg5ZtDxo4xNm64S6A6GkTG3Zqn9sEhkfu3tS1OTyz1aJmogAhmJOo0yrR0hwaJxvc4leD9Md2gKf5nPfEYXhS8bTsh54whsN01mwRRAyzZOnOxgz0RI08WRYMqjlWgIA5/HDQrKLnTplgD5HDOAW0Ff5Vn4nkenKlhWJ4C+3vVF5BEN6N5SBCST7VszFRIU0SmwC44qm0aswn/W1VFr4gwuhH9EHrBrVuHtm26VykO1a1iB72/0CwHnsIwmSkLni2szHVs9IUDlXQLjXdYPvY/NYiSUMptGKZiQTdZnXMx84czyY6DIy4TwRoJ1ZS1V8lW9zp6yXUJgxQDscCSYQSiq/ruPwOEGmwrrE44WhKgdswcjIuKBs7C2SAdAyotC8DgpvbD9FiU8DwnkTAGidjpR5mwkOXe0NEI8lyBIyvisa17KHV1O3Xr83tOV7yOJUZtNEsoden27Ww/G3TGVWMjvFa8lz/ouxcmdZrS5EwDKWKPESgLe1mLCZTam5n5z7ZvTm5GMCw4WecVfuk4eva38gL6zdffuTSKYAhAOV/04U9Ft0M2f1e2DOWLdpacxbEiuRVStVG5sxkVo/I6EyiySKidTICTPrpYo2uqKfSxrmiLRpUG4TKcvjUs1aKaAmW+XvkPethIqNf2VJ/PKElPdvwUDpX8Ofwj4HvuhpsCBmnmSaIhkpJlCU+sUXeJzCti+66i02Q8Mt+V0JcNrV10S45IGzJGbcB0r92FR0mhO7gg4IINqBuQahD+Y1+aVEE4jFq4WrXwRXoyxm2agHCwK66RNN1GuoRNaknI3nVmaYE4RZLojZqNJW0MPrYIEg+3vricwlA6LL4S/7U8SiKG0fPxVh5CdJLGx8XkAL1Xi+BjwhvwDKAi23iRex2FiRq31DWvpH2SJQtlKIufV7KzbmACrV7TKyYghDQAPTYNcAYjzrxwNsxA3EAk5tMU86k7f05lVYa1utlM4R/ORa5LymTlbgDF8gughEDT+hl+TItqSGDH8qIy4HJO4SPjPgunbZLQOmOb1uylq4+8VcUHubcaoZgUhf65Zfhw+v+jJ4vY5ax0N7LGo+H43W0aabHUAEZursTwP0ekKu5xpL7YC1A+3z174jzWse3Ob8Av7sM68vz3fKehpWu4Rgs2xckANed6DTZZcl0fUedQFFR6Cl52c5ULcKZx+q/GzgZpxQAowythoGmgyX3QlFKn5uAOC0A6uvmGWd69fxABsD1898Tj+3H+2MXZE89x2OzHo9yh5UdQwMdEyTlPrweQZazpAygbwF6aJ4qht2JModAVbtO1U3BkgvPWgiIWOQdgcCf+ltq6Hjmkr0vSQ/7qxXEncRl4UVNzOdJ0Z/YLYDNEQi+DePH5eBQTkHQ261U5CUd1YTEqLyAKIOxjd+0l3tU+eTGoCy4S6wVEMLqCZ4KvmcypIF8j0s9mcpgSJMMAB8Ue/tyfv4Mm998tDnut/gzKSZpvMkwAC8uaQs5tl6fYzAFa8V1//W4APfT4IMN6yx9lhrOJC1U5kIB+ul4zPXeFp4s82DTSYUmrJWMUtpGrlfJoo+9oIhMkn5puQrI3GbDahAZwAgZ7C1q5YqmtQa0pmaJh9T3NGT8wnX9ivmiZKjwaC4rC/QJ8Yiax3NNEphVv2rRdNtLZ4CTPzzHr7FIzPPN8HmEd+xajEJpFicw2TJYWi4cOHAFfXFfn95yc5My/RY9+KYR6SyOQfeyhzu259OMpUsxJKmcMs1UTwgqDVTW32ULPSEidQR5Qq110GTuMHCeILWtOwt1XAlK5WJxybxez3hNWB7t+2mEubZR/cD9z5Tr6/N1wuNKEpBewRtm8Sv7MvtXuUTGcwDSJ27RiEiAEhYc6s6Q0WrzXVY+yezz9SYDquIrHKR/NpbUE8JZi0r4r93pSX+GTGlmAJzxqITet4QBMAcQTF19ITIEmUirpP1a6ncMXFkS1Sc+g+U1+7MY0WvuSUN2jJA5ueBycRd8ieyLYIphYEHS25hGtK5YHeaCNbyp6Ded5ij1YNGEKS2g1EwLK36fWMClrcTmckbK8Wk6ucCGGPgUJoUerCl333fH3yrUtz7Fq6N1Z0vnRxvzpq5qbhsNKh0uwbQHSCh/HY1dNZ8z8tm7vA4YzG3QJ0Jl2UwCUWT6ezD7LhKgNPUvJk1kNIcMzfZEUG6axKkoIHMjLHqzn2WcyfrTYEAnnpBCA0Qo1Qvxr268UndrrHXPl5do+7PAnldLIl/D91Th8u+2iPvNTpkzf7IYEdqMHR8OJBRNMZmCukHaH8PmZAeiwD7xowB6TFubQKXLZl270h/8bfXzUKaeeUYN21unW6LVaMUJoESW8c05URvHbWesBZfcw2qiY7yPBWLY3dEW/blDJ579IypluoT6o21TfGcjwiuRkoL+f4WdtQemEcLBKwi8BnSY+4tJcqXHttxNKOt8iOC4J7gJIMmgaPdm7V3SCNZA7vmE13J1Zw/Ox/9wTdRIO3yS70Hp+q6HgsdKOPlhc2E+pFYZaqwDCfYX4cAXK0vAbAxCJRt3mVPrPnLBAoOvNBWf8xo3ouVXLEmuvaaXEqFNUdU9z8lOK3YTMKASKzi/TPqeqes4N9sOVeKGLpcea+TgVCZOObnd5nJlIsxsRGNJKm8JsCYex+k1UIBERvEr8dqA+Dikkig+kfMIQF8cG4mWDWeLlcr673aQJ8ue5Zi893lRIPgxOHxTCRHh3BOke265hwZ95vHvotlcldmW0CLIOvQDg1HQK41JpgR/9Zt3NIHqn5colfWBmFcShBVADRMlUyqVrLkn6kBnK3avx0wGM3njbN9ycf5Gq6LnO/cgCcUHjCwgP8e+wjWNc3rAeQcWnuxvdv+JJIpxq33PKQ6byzrx+Xmx0SKwTmATKy8Piqs0MWSnfIBv7v33WulWPBdF0LeFJ5Q3RotVLlIQb6lZgnwxMiKvG9egOncEi0AuYhbVHpnIlUryPNLSL19p3kskRcmhiU4JvpNG0nSpS30310dXZka0b1/4AvTwejfgeWykNjqeXNPfuvukUksp+vtZgYvMTSXH3qRtRs2QAAx15QTNQGALHqWYBmFDnszCkmnI1E2o9DdAsHijVkmWO5wSZIyiYrMMBsuspv3NzYiVxVl4k/FSHc/H+DOSnkNTSx8EFyBxllIBJhYAQyky6S7Xa06tvznnZWqyJVfl/cBDPk0ShKqfv17x/+H3tg/KvuI1OdKw1zKbm16DZTdXDXrRkBjzssDdjPgGpCPR8xRziQjfn/RxwVKLTMSDO5Pyv1GoqwMkBQDh8SiRalHBNO9TXxeLROpWSS5ZmQgOff5GHXy3DaXeL++a1xzrC55bRA7lYmaa8wCWYa2jf8xne3psehpBE5kKhwQCUMEaRjt4Udn3uBaJJIpwKU9c41Ne8RC+/y6gx39cLb566/TeROAJ1ljuGU6Gf0BnwcuyvLuZgD79fMED4tZiKDMRjkebbj6l10FUALAZleaKwCsdymJEwa6XO6mFcxTg6BHm44TRwTEcwsCRiD/GYARtY2gFKAddsdH89cNIAPwgYYmn558RZLlgIzLrWr9pMdUq7fSJUfui4rXhgEegNEYwdfVlRwR5KLhhNeXrffQlj3XlgiqBbbZrP9l2EwCZAlm1R9cwGWtCanBTtYFAouRAjypDEc4D1L9NUTq6/cCLsOckSxzW/bXNWlf9TMnou9U9Jji3H8lMBNgpFrK+OpGZQ8DWscWDYwTloYCaw2BRd+5BWBTXuX3m88RD11JvcfALpl73GSeW62UCCZDXgkjBPE6RylmIdbd+VfHueqqgCUFpIKFCosWj5uD1GmkUIwnYAtimNJTsjy11CMGQ6U28sR4faKDEiaKaXsNEEFuP5+KIWSIyzUVQEISW9UtThIsQNXP9Yg5IRQkwYLB9mTqnlhwfpiRLCUwAskG3BU3tWDr2gRM2ENuNaR3hstjM45/AOghk+YccImDNB1n3lNpRFP2LZufY5Wp3Dfxi1f+jji4zI3f2/4kkingfZ3UvemrP7Y/Xhj1zWyCZQxMpKoVei22v/eVovSNN73OM+ultu1d9ifli/mye0LY2kKIZmGo3mwbK1XNKSQa+L5LrrjVRMDWYEYu7pYkJy2YVcSTpwkMcUbkynPo0bp/1JIKBUGGNoExal+KKHzHqouqDGK9nlWp6Odsn4gBhFbY37AhKqUwm4u8u+JF8apQzzsxWuh91TLB1HBTS2tPTrq2+ibkTm1IVlnQlIxU35OqCKYnn0ft/r0a2qbUJY5axbukU+6nibR48miZCHkSwERyAiuxUmcEuFEGeN+IUDFZavl3+R1L4ndnqb7FWr3Q+r/A5mCZRB1NJEk2M1lKi3RuGjUaqrBrbP3fXCmyxpv0BoGPQSZdbMyMa0COYH0AkL1MV7+UPy7ZX34uZcQMxAN1I9fMgGcirqlIsu7XkFhEuD8RAMXl8XHmrQgIcsxpWSowhqX81k+LbQAIP/MaSPkt+5tdQ3JeFYlmnbpkK5+z+QIOn1c4z/qCNjHQclFupW7KC5870AxyfHFDmXGuscn5tdTB2fGA9ACpRN8qBmwMyPkMxKGt+iowYXJ7f0aQAoTE4cPBkyrlhUsR+bdMQO3CHMADf55JwGRTZiw3O7JXGq0pVEdI6YIDEsmaytM6gJ7Baxcv1qdzlVbnKlBSqRg0xZDph4Dp78Ua65SDPeeBIRruaoJeEjPYCkAoIzvlEad/OZUBSDe/TOhwJUDpiHNB+8vG81F/Mrl2JNvt50V+uXnlvqWk7J54h5NsXRPWk7E2tAOzBfOKudipLfZZICYZunRLxC4d5dUBALWZbBUb3l9TfFzKAJmlMf0qsX72aDFmI6Eia0WjCXUSAmNy/Y/kyQCLXj692VK46JKcO0MyIw4bUea5ztuhVyYKZB8AZC0VEMG0rmO0eaZqSO3y8Wb7+jz7xyuiyOdrEBkgqdzW+nr91nV1cNz08NgBpd5TDmdXpPShguU1TFDBeE0JFExvISHPEhMg6yBZ25isHVzm34sTNe8H35cA3YQmV7usLe+dwmTTkEaxAxZZl2X2cr8xwaHSZmOS9TXAHe3hTrJxbplMXe2xrrFoMtzc0oAlkqd7HzKAyRXXQM1jVUOCVlkfCBp8Wb7uW9ufTDJFeR83UZAVphrrreoiTQ2Ecj5sf0s+HiYTyroQ0qEzJRRZK5XJ1Ew2aqPPzLKL+UuwuGD+LZHyx0hFIuVFADyh2s4FdYyyEil5TaTk3UlxPQ5q/c+7k+0MjeTixv4HQxqgwDA28dXl4haJKZFCwCU/5wAs8kjWvo0pGLBo7oasZaunKA7xhZGiSxCvPVv0TFsTPhEVr5kyAA208oSsHgmivigP7VCbuNpjyf5swtQXLx1XBG4r4YR52lLtl+/n0Q96S1mDAABnnElEQVRi9UrISXb7Ket5xERXJF3cvEnlkvwxmKYtNierCSJ4ZLZGoDIu+RJ5c1/Cg28zrMk0J5ClI3ZgoQRNNylg7usLhb6jnwgpz93m+4+78SaKpMnmYqRujZmTnUI4cEWSRRc/wANraY4e8BbWfgM0ommvzbmDPnT1e9nFHUXI4PGWpG5F5LcFrUcSM6esBN22/MLHlEoiFJTl+rRm3vgcEsxS3b1dRs3ef9w4xYxgpAhWNVkSIN8X51i9eHoVUDdE0bI5Gtmk+ZidtiHOpg3j+BJsVfQvuT4XYAR4bYMo7OOLnzl1O/XajDcutt8L5xmMfyS5TJZDwygYgJ1rnMd+QMXrKmoSPE5HwrXBFCExMmCeHsy1B8yWtXgmC2aJWAOeTJGdUPE+bV0GThOc0w0jWignHnpC4B6gEwtkYnBKB9RpiqYDH3omU1HBEY1k1gw40SNp8wDWxOunuOUcC0fKaWIBeI8cIsgEuPxxT5AJUF76CLc//1y2H+G8qDaAAmDe57IhPYf2L7VZMB+swUmJnyhMVvJn0AK2rb5EVC3M9sBoDz/mORz8KzDicqpbAeqQnue3BzsoGEjZGOukYpmmi98VLqAiE8qEXCeGCsZgHMX53vAcLcETydjKoiE7wIvAEMQBccnXHwFgHzrSfZSf33SgB2hYGYEPLLdJZ1vJxPi96sAEYNIDqGGM43WSEq1NoOW+IbsUwKaOM8eYPx8BdoChEudwYw+rVG+efo3m2AA2HWSifBLNum2qmkLWBmAlUxDABmaACwCSma7j7GmPeG4B/lMUNsXHciRSh57JKhm8l2eXvY9d3VIWiKicNwG7dB2yy2lros57E+KmIBLRSWpUpLDNcbyVlGBSRKCJG2XBeS5uLKQnUm2x8ZFUuVJjzWuIa2gRS6n5+aL6tBbCbO0g/s2QTL3bMtcoj1VmgwE45fAkhSjxYy8peu5zsmhBLbfQlvJmy3I0W5MhM+1KwedmM2sn9h0PNCJ2UGL28bl3FkUKMebbVpKrZKPi4L4p5btvRYaWvQ8CuZkTRUYTxy095Y2ZXCkwuch1QEPrHF5ZACyukSxmUdfXt0Ctq7Mcr1fIxbdrWJ/XMrET8M9/4O+0tWxwvc6yfQ3zy0xCeCwdSGpZzLxg3CwXLEcGGUBj/X6/9liT9ZL3FYOBgkZO6XmgC7EJeO/dpUM1Bpm4pGfeRVSqI1CWiRJGWZ7HnFDvbFQslC8SDCw2qn6PMyFVe72CfElm4dsT0C+77YxEbaBdH2NPqftzL2BH/l0Sx1lMYYKmTRcpztw5QYWFvkomATIHrB1pYGDw2qk+nu6IRikpUyeyTKWu8cycwzYWaZqDHGMCKJK+WpMqAjweyzLdDHieEy1MYniP2oQjiXFKU04dUurIT3GagM64wxw1JfPp/jvejPKczetWMSIRcG3ApQ+/p8XBHLEIZkwhEZi2QO5tXr534cplNVm1+SrHjma+Fgeec6kfnJ+kDJrmlizlNgfkQgTDhR2LwAKs79IWx+BjVPEEzIKdoi+frLYbZrBD3QAiUF53yrrwEOCQJ37CD9FravUSUhi6eAD1iQ+wkblF4OpjeJ2HJenj9Sa6behlLF/WXDYY/a8eGlKkuB9O86DnOR0x/9BnKBxmBMGrrgGCYCUNKEGkRUJAJUjuI/tOTc5Dq3kn16dfdDNLW3QAyxq9vkQUxoFIxgOehCECe5dLeZNXDs4pPj8MPVLix88DZAWpTJhDGkkG2L/OnCGKc0/mwtS5BGAl3IkHxu+UigIxTcWc4u/xFbbWSQGLoXJQdOLokfxIgKqzL7k5aHIVBigMeLHWHnfq9Xu7MjGA1+Yl2BAstli48raOq/U8KJ2n1zIi1nGujVHnZNr2OynXbHMw5T5/hIxzc6ZjbAUsBUqAPcf100uyEG9KZRAVHG1eCfDzfMQrAbgk1xmguB8oaQvGqb9ZhwU1tp35Pn5mk5FGMwBwFUMHgi7JPpm7+lmUEXjz9cWKGgQjABIJw4pquGNYvef8euxrbbX4r8dNSeFiwTRq5HvU/LmS5wgQxw0zWs6BflkXkwdBuhzWJCzPzXekfn8yyZTkKlceoxoGOwHzEoDr+pvGE+7Yh6SZ2f+kWqGTjfJpncvbno1zsWSNzbZtUrrpTJLp/TDKASLqpnbG6G2hez63rJZftu/VSN23ZNSGN1iz1euIlK4nUTOy+VjkxO24GX5bBGjxRVvMOGYE6Bo/I8iSufJOPyYsOeabXeX13UH70HVbMCzg356QStYUKWA+MTQJVyNKcTBw6UKFK0PFn1ISUDJU9x4g2zkFVl3QLYmq8oFKZdc+QttxIzJF2eV+DTO6d4f+2RATHZPEIu2Iz2J3i+pWk99RXrcZTZSkitfhXSJFJGvhX+scLetjbOf2l9jWZdtZqJfXsefUu4S51Cz6Z67g4mUrCdXrB4kH+2m97+w2k3bWTlAWgjTACTv2khiTfSVbzLkzgYj4+t6CKU52yrZxGLvsvalGyP7Mm/jqm2O8YwoaidtWR4XVONoacGm85g2j7LUHyOObpriip9GUEWNxZMCo4my/NC8sx/X0urPW3LqYtVHnp4+jSs2JgEYBb68eEyq6d6aYcl2/OIkAyCKYt1fg/J8LUfPaSzH/PVgHdKCNDkBw9QdoEa5zQOcF7Y5OM1lqttgcAA6qYCVEPG8Hnsnu7Wh+NI4IyTNNP/ZGljFv3Mb4FTVT14S7guHKOcMgOCPJOq3HGjqzJooF4uyfU+VC6fIJbDMIgyW+xovaWW8iC+yCoBow/BKb41GF9eDafmc7ynPr8X2NkBKMm7grJFmNzagoWI0140aTeiym834efVVc11fFuQN/Driz3evvEv9sa7AffFfWPS5QUwjuiKGHk+wMieAw93ShDJjB62ZjHeMudBmgKUKPGvYKkrJtDQzJ+tT+RAkU2wRwrvGJKrcH2H8yj6/K/eJa1fNvoGU6MjagK++9ybLYiL6VmnP7lLZ9HkKeDytAPpPdHCPh0idnrgHRBTWTqeq06+doXfO89rAoEVgXtGGiFaAF5VryniI4MkWjTEDgXdQdIFnnzsstJICZZuEVmonmkQYWBkHHuSVcNLC6NxF3Btg/r5qsXKW2TOM8WMSjhp5znR/nyAQxnf1qbSEswL/vgzR/MskUgJcFfAabo2/iMYK9NbGS2z9PrlxyokJ5ny+TzLzpasRGZZtJgy0dLrbg+huyr0C5RTxgkM7CUoNM2SzQuW1ME2VwaateUO+9uRZSU5cfFCekhf6fyOx1AmqQdoBIoNhMa1ELWZ+EEx4HdA8HKLQLYxZ5WjaOBKaUQE38FdPWY4mi6wrg7vEq3cb4mVX2x429q8RcyjRFHDyCxQBwtbL3qkEEmu5y5353MxZn1+6LhYtUZnKWTFVe+1ns8OOc3Re3lwMiaiQKwzqI1eVb83lAXnonCALBNOA+rulSQ3RlQstzi5r3o3Fm0SfGV7TlW2xSnURT9lfYp5WI2RovsCU547nbJsnfkEn9Q2xmwOdX2NORXzm633BjwObEfJ7b9cskiZbpW+1UhCbtG8kS9XHH4RLcMKTw58ybQods1OmcD1jv2ey5XV89kOoPDO2r4WvZaFesCXj435W1BQJIEj8eNvCtql/KpnsHbEqMVw+AVARoZPo9eZm2GDGaybyT7IosQOW8/D29SbAkzkAp63NMcU5g4gOHXHioI4uKudnhXu0j5XD9+gq1C+16et2Ua4cxDzei0OsTMi43pOCEUxtq24RYA+Tye+A6kQwVaTaO67tpCdsfAI5ajwEmVesEwFnGdixJ7/VcwEy8VrPPkgRL7t/Tr0/8OC9c7QOXPjCk45ID3TzweMgnDjnTmGKg47QDn/aR567LhQ99Jmo7TfF1fmSwRZQ6kxgmufzbPOh46JmBDBD9wUp9AlFdlxou5PiURyZZvs9PX1/niFqfAxcOPO2RgEwTf67NM+Q4HrQ+9Yu/ogv6fOIYXyE2cfYftqDwj70ZUEwjDMK+ZrFGbJKyLBMI2XjrsPZIJnrFFKtWig5+r8E3so4sJe62rKB9fE3APAEeJvicyxgE8ERoRJLDjaUP5/Dk5ppMcCys9OMeiEa9X8+yDgrQo+8dGafzWp+tajgKkG0GnHMdF938HnrlmiMwnBYMlHoNtMqySE/WRsKeWxownlviSlk97ebJ8KckEz5WTZvPGdVKna0TgG3c8nHKNV2pb25uod4XawNRAQcap7dbEJ1RE7Re44BuMCciS+YWz7NmKNkdOfL6EgTnORvWvKcSz60U828xTDy2BJb3EJ8/xBOWEa9x3kqzHULHBcKowzpOqUD8UgV5DXffWKWaSBmWAZFmLVfbkpy7Kdcp3gbixJGsnBvz+LjgsV/TE6lhkpbwmYhbC7mpxr03Eiz284Hvzit/UskUx8I94K7x2It5ge7J0yYdy4LolUhVh7LsK0VUrRZzJhsVjE7W0RRZx/dQ9+g1I8AKojASJd/73URgQvQbMxkp2p/zeVHZkfFA1VmTIUS/zZYt9LtzPUc09Ryuny7BMoNoIG4gJUbbkAKx4TdfS5c/QYeFLnrVfLORXw0/6SL/dr/yWtoGBosF4t1WPyXfsUWHmXFgqP8nE17i6gkKawA8kaZjWxyz8eeE40EeJCgDUGkviUEtgBcUrXtJovy9BUkWR3fe0/9ckEN3jf37FAaugZS7UDst5bMkAmNKBviPz/2cNI+sLSesylb5fqwJamNxmVDZ/O7n/9G2OTGfT9h5OTDRmtOo5nVNMPNE6d57SgVZO/UGAAGAuwOnBUWrYZEuvUMK9WpX2Hozse59OXnZdOMTEdhsgPYsSKbT0hqbsQO2rmG6MqWsAWWuc2ZoKKcyf0xj7A4Yqkzcg6J9juH7+Ht9bf0+biPHt9suQy3rHVdwHijjUGgzTFwhVfFxdEnDDMqrhwlQIqEzTCii78t4eG8jmcMD2yvArxYNT+nSZW5EIhpz4xg7Ra4tIPvpjX/Z5BeA9LA4TqknJ4Y4WNquK+WcYc18fS4U27y4nMHZ1TxxFmnuQzSe6OdPkMeEtImr/1VcdiQSf4xPCCylXn+Gv4oJxU/XB0QMv+o/oWHikKcnNnjgaYpzuIS7qQM2rfReWddYsh7LTNDDCCB4ZzznI4Isfz2DYNa3rOvak5EiUOkA1oRJx2kPnDhwTd+nLiPnJ4FB5wlpH34P2IHLGlpMwl+e/wZkjgAafkGQJlgIX9ddGs9rDHW5FwG0CaBFzbWzG76ZNlzt4WYrJsAwUG7FtcFK0M353WucvecPxJPplGqWwNBlTornXP0WKwAzTFN612QC4vKnYctU5qNH+xiE+sEceLmGP++xl4Wkz9drM+CaKwnvYng0sifIui1uHvBaBr7ZE22SXR2ozmw55/lqvnpwFVbIz1kk5Xokx5yJrZIFbACaX59gCdPaW9TnGbLKIiD7XJPge3xIkynf17leEzshapi1j2jWTUZtnPSNea1mLKyXY/sUB72vct8IrCTJ7gJ7voxzbnT+bVG4QZZq4hEyzO7sFUaO9WmGE4ffkdEEvMYCyZ6J5v2Wj/NfJGpV0sjnZoD1Dcsgx+ANxoetnlddL6/RlDPq5j2R+gzZsR/niul5vMNasm+UQPI7mtRXv25/MskUB+K3ttpD6s5KVWZKlbVSjs6yILqry/vYg6MGIhDkpezzuTXqza2gi1KTFNYmcaEdEXjEYs3+NSJuHDEByDRIa27TCzibVXpIpUsfk6ebQyA/z4O2KBaLRd1GcBQNQEW2S90XXcdkDrRwr2tyAgp0UQgp1PhKJlRAFb74A7RU7c2iXwXdvqKYvSDmCfzHTzJY98dzl21d2/pYomqRRDGhagKM2WJi6hEYrkXfTRt8kKt2TGsY8MG3NPm87p4k6htJSdUCJwODxcLck6TaR4WTOBfKlWTp9jM/n8XMvjdLxiclwC6TTn5n/m647c7b7c4+pcUqpQJYKFQyVhlq2TZWFhjxC9sXq3iPoXDym+dnyvk49rQ3QPqWWI1z32+NcUbnPlFdSVgPkIPP98IOA2FmQPq15X4BAF3+cosFWedI2UstRlcvIkkZFwGh3ty1SyYTq8BSpv/ubqbAxyOYquHx//O0TJQcgykL7YA7/c09WToONkT3+fg8/V/vO7j1cQBpeGKC51C06X97UToDpYUsftqHBwsFbeV4zAbG2jA+foSFXXqd1wAPUu2HX60kB/DkCkjbUGvN5ZNhZ559+ZgUaYM8NBv65gmxCXnC5YRkqrhmxfP6+ef+/mDLTN0mOVVh7HEXv7/U4Qaa2+aFx/ya9VAAMHTvjfOQp8ue+mKMAeCynveNysTRlpRnA8xK/ZEHOf7TJT0eaNWky8Ec/s5CeP+8pz0yEL7PQxPuPnfJgRGyVU+0ViBm4vVyZK8GGhQDj2xcrngev4LYSAewv1Rbyseq9MlVH7N1l+ROgM19ZXpSTxa2yQnjuZkn5vRA9dm+pHudYbnAkUHsuHBJx4zk46IsOGrmHnqlyYMnXRHbF+TfGQFeV6RMj8kT3zfLWs+f3IZJUdTG8+mcvACUYYoxfd8aW9PoyPWEMi6yB5RrPcSTE6VsLJjrZ/sh2Zs2L7SxN/mdbLQLQK9n1FENyDwTKGHfqTSyMQPYFFhkZ6pwG7el/UltobPVTAcLOWMucIZ9ZIDj9/5H6cWEBE7SKlx7xnM5HmVm+wA1v59cbtejbqjhMjI4F77IV8zmbCZlcpdFzZ1FU14YDpxIowcITtudIzsWWwbsZjP3Wu07EJssWWFVXfOx0qkazzztAwOKa/YFuLxhpM55pDS5yfB4n0lmJnHrXoYtFmy5JVuWrLzb/mSSqXfbnYW6J1KMSapr32KgkHVSgqXnTcvnQFPy82Fp3Up3oe2LuZGV2goPbq+Z87WoPZBw7f4Z3uRX1nPbgb9fKDzpakvmR911UnoTMIEN7LbpkrC0/2mucbegeHUONL2ACYwW9GycD66LCm8GyWas2RGdeUc5Fc4cOeXPl9TT9P2k+fvPOaphee44gXggEA+zP4p50alIGcSxSFN7nacoUPFWULXFrkhq9uNEZwBXGaFZmCie57x2ucguxPF7lDL2V/MbwLSGQQwxHciayOKNt2PYt/rdGQIVRpLnZHf9KtI+TnxE6LAS0v2xX5KhEkjrMPEFyU631M4xGRIvNu2VOTGHYT6vrU6KrJbSKhTIpIxnkT2mtvEIjtnyOx+PgLDW2/kTcW4p56nXKQLgURIsBi5NDOftfqIpDF1OH4fL77xZ72Kb5vREymV/VEJaygJFLHv5HV22WsfnFZ8RjHT7oFTXtlqqaRK1lo4oNw1HMTVM0LDA76ouYcxQCpyzJ5E0jP4FU0c0yo3nOGeLwB5fHPAaJzC8L6CPv2JFLwo5jkiYRigF5mL2I3IUADYu2LggFu8DYP0eYF1logvJT8iMYGuWSKlf3H9taBqP8L4gO36Mz5T+0JRihiupGJvNnxnkpASHjTHjjCb780buC9vnggkBTBK2ub+PLNTdIp2Ibw30uBlc1uPymwUE1OCJ13ZKi0J3KXONJ32XHpC/JCHN3ktP8967g55ZM1PnxMJUTX2k0cS0gT6eCXJOnUD74vdAyJtS3mUjzx2d78wEV6zpjXN3tDqZoc6YU7brDZB18t99jllA6ijPcctkSlfSRfBGZYE8XmIxMwZwpYqz1UqbdazEzs9XTe6XwQAQCaRxHtB134mgyZk1e7nD2ra+XIdNGKYzTuH6R4Bmk1xeyxAkTspav4312UDWv9GlkaCOTQfJNBLqeM3U5kYTc6CNT8gcGO0DaEvWzONvdkHnhT6eMe73RCrX4IhZm10wUzSN1glgO40OxdNl0vAE8VOdyT8jmXGjIAOFeKv+KJwEcszqVme1xn7Pe7GyS7mfjAsqiRFHcFqP+9oBtCOANG61NlPhjBTnBI6vYS0SKUlyJA00tlrAfRulDCL37Tsh2V+Omec32Krmn1tNoPIx3Z/jP5pOOFHjRZCK1/mNEiZSfEtXOrfgV2pQUya/3IKFyuij7rw6qulBWj0egbH5rshbB7G60Xb5pZ8U4WL9RmZylwHKyEVcruZSo4KCMDGge5RQ3iENVyy2jkqGE4/OmDAF1nxy5OQ34EGU38CrEPXdJm8erhI/1lrRRWhMf1whmOIJVTraqZstYDZMsQzim8RkrN07wSsgaOhZ8FkHumaTvSE9ArriTHNjjfzcrQT1vq2O9WsBe8devUNZ7RYwx4MQOgBh0eietM7XYuft8+L7b4gRj+POQG3XhIs2pX8YubBVVmqhph4M/rKJlG82rgUihPzVAJfGhoW5DWelGFTrI6QxN1CDDDIAVHt0u8kE/XuXrTcZKGk9GjwvppnFy3VLdir77MT3JOqHKOz3ZJqNtdtwy3P2X+PX+5sr4ARHIzk/tSzr2hIt1k35d/u/5xljsznYRcXA0ffx7KyYZWJp5vVTxwd72/kxfL0eOHRg6sChfl/S3Y9BI+DIrLCf3PAaLErpxL46A85EJ1y1ZF5RMyXrnFskPgmWKaSvpBk2gXM11E3pNE+mGTBOyK/Dbv14hGwzGO7rhKlB9QlrLZF0AClLhLjJCB3hbGoUssc8ffyQjDkAPK6fABiu5swdA6+abLssNcKn7EHTQqq3pHT+2jL3IGqrIBuTz+eYJHGr5gF5vxYwZk/MFD/NH6CYeASg0WXgsuZIswwcwj55PQMksl7VtVDEwDYX91rCP/pmFrJczbFtcyVJfA1/n+pyU2l9sVIIsw4bnqQj2Ln2SIAQ8KBapsHUTTnIOhIsZI/Ihz7d6XEemCY4i2MZ4PeEq3a8ZmnMZShwDsUMENEZJ78Hvl4tkyXg20BnlFGu+vQAsc3C0dNmJlFUmzg7zWAXWb+zHHqZlDlrxXskvxN7DQ5NSyid1HFChsd0Q73nE2V/omMblzouYFwY/eH1jpEcK5OqGPcyLo/bmmZypHP467jxngBSBSQ20C7nb1hLPfUA4r4AgDacNTuwA5BXe8BC3gcg6ycbXQpjDjj1I+cEZywHmlzoOLMtgbckiP5uJfkhaMq2QEzcgWC7xbIG06Ok5ZKc9VcBuxqiv51w9JJxjAbkWDVSFViZ8DnxiYcfHxZr7rXua96ZUK+pw3Lp6+JsIJVnhtVKYgFAQA+m1rDa7JzWI4z/PsD9J5VMsc/UXdL3PUafwQHd+7w+CpFIvQZzsg9BpL3zLfBbdujzNSgksskeJKyfKmyVqK6ACggpmkLmBHpzQ4pzt9586xQmr05+2Rx0fu/So+ybRMG0T/gWz4nMVaNjjne3eQJ6ZOHeiKDGA/nKXqh7YMAAqCc8apgzajSmoalEvdNq2jdtt171x/a/awLM+ismVHBsySmoqMXwGMknPGemlosRYiJm3ZqY96O6gEBhYtIoTTRpaeyMV0ysNwfGdX1u6Eu5V7I7vSxZH/CNxGtLrr6VfC6WyF1r2svj39oSNeY5LklUTaBqv6h6PrYxY/X3XTP9l2q7IzQcfwFqIIKf+XTGyi6voan1irsNugGsZ2SSMW2Nz5p8xfvkOPIzUYPyslXbXu73qj2bL9ckv4LvB2tC9/mDY4e/AyX+izmW3zsvyya+YywDCjbt5XPXxd0XoFnK/Qh+AFnGGQYG6zJUl0ju/5hrQR1GmGABA5kwyPKrUmkYTWHTC8t1PCF1fDK4FY37vRhL3Le7Jewcy6lDFOiyrhvgidY02Bl9bbS5VRmdwaZBcLlte1E3ZP1kRbFdneyos8IDwDkw+pdtF9t4hszRX3fJYzs/dfNAJKRwYc7Tw/yDI71unjCtObkGKGYsRl9ujHwN5VfVMQxACa4kEeUuAz0bEQ8gCtvvMpzg6zIppOSrJmrOXv2yEj+Bj9nJuknA12mbOSf746uGJgN0lGDZbGPxgQiygWS91rrkEMOFnjI4EcNHJL9uDrCu7RWJCXuMsT5co55lWeM7W3VNwRFsUS+OX2/ZzNtGZJ+JVNewx59e2zwD3Kn7V8E5YK1/5O5zTSl1lr6GLiDR1zR3Gs57I6zT1TzBkXFF0uLsjtoIprCwSHT+6w//PHVgwsGOArDPCxDF7I/FaFm8jmPcinW6TYgF2BvfN1vHlKM4txYg0nwOAJDufzOSpEy6wuGzyv9MnIFb94k7aHacWW+arnoIV2Cu67bWbipN3rFLiuUS+HL9yzVjXzv//Bs7HZb3vGcMN/dJJlfYQRnAAZYK/IwZlui67qV4cyZFlynGbCEjjXRP/CwkQAOL+3NJYb+1/ckkU95yqQSUAQjMYKpZkqS3n3fnN8r3REqtlKxaKc3+UstHvy5IyUbBEkViP5htQf7W4gwPPizgWwGAa0TwNjNoc5Tbb1O/vksOWOukHD2PGz4OnJIiR5ajCELVg4e27ci2vzIA0dACXw2z+UCUti9OLiHx6fbAGXbyM2QaFjcp3CzX2BNB0hVoiKCrYMRAJSLlk+tKrBjI3JdGPj9u8/awYngh67VmXjzr186ZrcFrKS0n4yb+fEVpZ06WfSUYmLHcj2U9WpKtdynsnlAteRLARWAFMlww+dy3tpqkbMhyokYDUs7eZoJx+2zWWFXZ3r0NQH6O1NdEgFtYqPsxVkmfsypLx/2LbjZhz6ePERWIupufmbmkj3LcGJPzGjHGDHJ06NGTiZrnGeMW2FobhNOmHAfk6Mk6Lwi22KGPAZHT4QftmIf3OrHWfZFVd4Kjmx/7jzwU6HLhtAcuazjh2vAxW/ZsYtG4CvDjF3fNuobgGoJff0papNOk7oxx2Dvw6ILeBPgQPC/DeXpCdV1klkudzuEJ1uNwWSDn32s4s8V5OvLSQLqBX32Z6M1wNP+sM8Zri8DNi98Fn+h4qPegEnUm+Zif0HmunjKxjfbAgKO3bZx46L8OvZ5on38eSVGwR0yUtMP6AfvyKw+gxgCeXyFff4KNzwU+paHEgByP1RsMiHrZOFCbsM+vkPOZZhbWD2fDwrAiXd9iLdHza96bbPYtjx8wji+4jh8xWtQnFCCP0qXH88/8XPUPTD3wtf8KlxyJ8hp6YY8nPvA1x+elD3ziC57zwE+jNAgV9lx0pQbd9y47nPMYDSddsICyjlLCtdqLeBpZA90VJP00v/j1ju/5UX6d5hQ524Z5RV7fSNg+5NO/JwLJX3ozUYz+eAFaZ9Tx6fXMQNuZjqhjkoYhmmMbIuFgONLBb2jfmp3WuVVl4EM+M5Gmu5k7Yx4hyfJ9aWUNZFKVtXdMbmIt7G1C1R3+zIDPK857Z4LsCdE11+fPKfg6JJmr3oDe3SziaDNYL90+j3I+LcmRiGXyNiNxr4HuNTuGUMrnEjO1gW5Pvw7BaA71Hkhef3Tg6h9evjCeaPNE//q1XL+G0ZubncxR+kOKpxHXcwHkQKD5S5ki44rE6MgazowVgaVkCuMK04bZH8586RFS3ZFyv1wryv015cjjM9FMiMhIcWvzzDE/pOPSRzK7TIyGLKfmjhOQYMgsZNPBb16g2U18ntUEDXjEdZvV1TOSJCY6fhoJwC6wJMGcUDFtr4UbabRijz/YmiHbOeyJ+KEDdOOeYSzhidyerE0AEm04NN5DaV811PF9eFWJ1O1PJ5kqKOm31EEpU9G1UNd/b3sWMQO/1UrVwHJ7bZVtJXJ026HvJFLrgBYbAtZjOAy0MVaJcBOVK7Ua32zQe3/cCAXP9+9jRgqspLC5y81oFRnbz4PKAGRHPw0hwJFAXUrA7v2fENmRQWZk+tGXwmxpp/n6b223+WU7lHZ7nH1tNIiXHCASFK8h0Eyv02DKxOO5H/s0hclw1soCdU3kdiYydt9UXP62TCMM1VKdP7+FrL6VfH0neYszsv1NhL4ivQZJmjylNLeGe/fPXv9WQHdnol7ek/K+eM0vLfMzg53nZghhiMm0viyADJvlnDJJCmMJGwOGATpx5hiNd9zHbb6Gsr6yTzKGMxezgQ5fU8KZLhKpoavgts3Lg06ltDP3MuUzNGXx4OR+3qP/xkzyxMGNEcySUibtr7UZNVPTe06NwZopcVYcq79UKJFxnmEoUxTI9XM9kbJ0iBuT/admBnvTKrMxcEhDk4YOOr1d4WYmKevxMdUxtaNfP4EOrFKbqYcM0n9vGI8IfsbpSHCg0wjXRwDRAzx+Z4L8brsumIoDWb0Dxwe8ifDN/TOueyZ4frEg2mHtgPSJqR1n/+IBElszxDgSm87AEWHWAfRfxX2wByjO5AF9PvP+AYBTDhgemzX1Qx2YUpk45PKgxi6f963hEx+J8rJHmIjho9EBbNU14QbkcF5xK+4WcmuX+h1yZg+tqStwqv1h2P7Bz+PI1//S8mFDMIxbN3qXc7t5AWty9nnfX1cUBTEgdZ5OnkYASEt8wB3WVkxiq17FPHh2l8WG53QwsDKFZpz13/fQsUi+RDxJfs6GEUyVAjiaJ8rDFGqGORum+PPTkBboBL0p3+s6E9w0eBLWQip2X/O5ziRQGIl4Nuk1j6NEO4Ar45E+PZmScMEb0jFl3fsDB7o8ARj0vNDPn4IVWi6q3uzXd3wreZivLQ+2fQ6DCV5baw5kN1uTLOeXZKy7y/WmdmfIrmtJPouZmXkdQ3z2AmE9kVo1VCNMMdzsItavEgC/9HaL31vUjxoMKp5QEcAgo0RV0nwTW9xZqzr3jJT3VUYqxkAaoOiW9HiPqBnADAFrl/E5YLjAmQWKj40MAZCfec6Ws1C9951r9BmFyocxV43ab6Lu+ZNIplhW0LAp5baAuno8kJFazn3MhpGN4apUrG7UhrZwOOmBdNxRL8sCYnfi8UaMVzr5yfOZBc6ZHIXbV8qDRNLVb45gpMZYTmARfGlvPu/KXhAPIGo6aOOtS79P1osnkIYU8R5nu+JWEY26AQOsAdCU++k8YZho0e9EY6BluikhxwgLziYTzRpGMD4yG55RHMjaKW7en2JZqzpbBZyXpsXqTYW1GYjUTuvLWSiK6EOqxKbMLZLxpr7v1Gz7BA6cwyc8ThhEw2qhtP+9kmyXDgjUok6oPO4/NQNewBc+jUnB88m56qYgq4icVHsm9UvKlYGCrKSNk1X9Lg7+u5lnnn9biVV9/bvJYjOdgK2g5TvJk+9roODRK4PF07Vnxy+7SZoJWIAIzkBdS4anCj2OGI8Sr52Y5+l1Vb358yLQx5GJ1wZYiGB8/YScF/Qa/p4ffwUcHfLlx3wNaRsLQxi5Tpf9hLzr+vgV0B6u/Y9+I1XWAiDqI5wtxvXAJT7uLiiep241DkxOHotYgRNDrD/0oOjXP7k0ujUBe/v17gkCZX+UYFNG+Lzie2Paqb4NwAJ2TTzJ+jw1pL8RSHIs0V0JJZGK5OqyHnltvKIjWc/8jAIEeZ8uQL78Fci4oNE3Sq4zd0quC83+vFw7BY6Hz6t9BcC5jRPydRa6PMAoCbCixbU9Hl4PF1IfeX6NOTisE1lzySxTG+x4YB5fMI8vGP0LdF748vmvJ2KephtRoG7aMOH1H6wBMYjXIwnCwniizzNRZ8BNhYb2BIYeeuV8QFaK1+O0R0jJHOltMvDRPEjfm/16EPacR85jNaFroWzogpT7+T2p+JwPDFEPoGTgiiJzZ8ZOdDmhmDjtkYHeZQd+3f7qy3z5S2xiE+38mvfK6I8VbJhtbm5iE+36ijSi0CXJAjwYFljKtQTeoJTXg651V5gFkDXIpCqYhK4jb1EaUUxTnEPR1XCUANStq8WZnEio3DZ6rbMqQJ9+DF09+FQNYDLmopugBeelcHO4uLfUE7GP6C9Vt2EKDKBH/6HqLljlwI0sS9xfpz08mNYSq4HW8F5LqcHgMJ4zbbj6F6hd0Hm61MwEV//B2f8AKXQ808wGQPaaRPS0m/0BBCtZn9doo5Cvj7HOPlYW41dsoF8/5T1EsN4fiISmHZmA6BzeDqCoPO711UzOKoPV7MqebWLe28qTTU/muJ64ZK75OcbEQz4dOI1eXHT1PKN+k2ObElMyYA95rhgHEixRy354wJIXApFAaZnDATznAeDIeOeaa80T2HK3jbXhOQNojCSd615jSQKNVGJ/hwnm6DjRXfbHOBNLKfUdUsrv5+8//ZdrE3UQ8S7vkj1uya32jqoJlfK5dwh6BqFLvrUQr2VC4QiwpIFAfq3N1b8prMh3lwkFxCDNqcU6i1jIitIJrCRUEEnDCYRm1wJCXonV8FqH6UGiTXO3zLt1eqLn8P1UJDsl03zCi0hH53BM0QbM1Jsm8jzZDN0rEyoP9qdIToDZO6bSsMnirGNX8ffJFFxR21FRcolcD4Vl3G/uCP7mah6oYui8Muq9wvl4TTxYaKswR8x8RYAXv+51R+BxBg3u3+z7XpnMiSVlSfYz7IQFFrI6olcMAehAFPQ52SsxALolP7cjj5/Kb87ze0/w8pyXc1dfd3/9/prFQtWEqu7Hi3W7GdgrI6VMttcC/mKbIGoXzzR7sbBJB5Bjk3JbBWBqwAVgGua84rGQ3H6HobAASJJZZN8ibRtlbiWQqoG+6GoceU++K8pP5BCA999JJshSSlsDl2kEJdicl0CFAFhyPlVPepp6UuWglGyYkE9nXhfp+I4zzjKBj8cawx5ol8M0B05c/ufMGtmzeyLlnyq5aLJx5NDujImuhErM8j4XI8Lc3MpYFMZ6iOxWHAv4VeU7gPUDMiIrZNLLoGqay/ps7kYjPJHAMhYhC0mma3rCnJSghvyPJRXaoslvz+ahahf0em5mBhKLGlF1b+i6go2aRHHcGqIBaAY5IbXCxFECUTpepX01FGY7YqvmIJtg7OyXmfe4s32OyDu2sBBqdG1clsvDJpQAUyRTYXTstu0i0Ogh4+99BBi6z0t/7E0AyLg8SKaZU2DfkLinyzzh5kUAJorxUwR6ilAkLFt1sYkWioZ0rYtz0CPRYhNaVgzRtj5leKwBgY9z36UVLzExggHVzS/7QwJbfbN/p2Uixc8D1tgdBsgUDPUeVjsw+brmkPF0Bd31MrWaAaL7GjfQEyh4V3ucUnPbky3T5jFRcfub6jVWaiPNKmosl3+bOQPWHynHBpCOfKsxNxOk6c6lMf/PYJFSBniThy4GUzLp5jlv11f/TF5ltoSIV7C5M4ETtYE2T7SwdhczaLiF+nqy4pC1pgQoGufN1RK2klhK5opBA13zGui6OuMe6JlEMYGq94yWz61jmK/lPXuPrbi++bTjrJLXUX4bVOH96fXlgjkVJ4AvYv6NssYN9+17259EMkV2FPD7qt9kfPfXrqBAtgmiiTvRrB4GK9j36cvyJjBEshObRn+ArPfIBXvmAM0dZKBk0yVAFxOsBcsyaeJ7aK2cl75QcJQEec1GTMpASAAb0iKek8A1oJQUtRYSP1uJHntMMfCdA3J+gkXcMlu6StUTqzZg84SI5mLW7MpmcZCeHbbdmcUHxBEFruPFKMP/Poe/8jmWRlUFOHqpn8K63rRXJdrAgvY66dfTKETUYCFRICUsL/cPE/DBWjqdOa2EEBDTFvXt+2WJglREpgYNvqg1TGu4sNsmc2InC1atRQHkxDbYR6IUQq7JxJvn8bG6MN0XqXxfmbBqzde791QWKvtWZLKUIe/r99hMdDVOVqyc9nax+yU2OQ7gGpjBIs/zLJI+H2faG6Q9kglm8iUEOMxW3ZRZMjT68YD2Bv3yxeusvnyJpMsDcvvpzz0Re3z4TwS6OOCAyHE4M/HxI0b/AquLYiSlRBVPO7aeGrxHPtrAUMm6hvNa90/dqAa+Clp1dMHjkHx+nRMHttohOA7g89OTrp++un38cShaE3x8CFT9M5oCR9z6VQGl4t/7eQqeV48x2HB0w5dj4mgTRxv40IGuV/YIGdZwWsfX+QWHdMzmbQ1ogMKegC0QZRnOns8IYkZ/OMraHy7pe34603R+LlCgNWeVeqHUgGSTqESwr5/AeWF+fgXmhP7wo6sDfvxVFJ598YQKgLApqQrsyw8+/35+BZ5fgX/jXwX6Afn4kswTwAQ66mkOVw6wdoOuYAp3HQOAQ7468BXMBeB9qJiAqw30+fT7pn1sCdWhq5En5wimXB1L0mxwRmlCcUV9HpMpsluKmYwH1wNPlFa/oNM6vl5HIOHAhw5o89oN9krSnIcNpzkry4CT/WMo+zskmNlfaDMRjMcPiyGdA7XYnovOO5dWmQMNZ/YUYgPioccLWAUgkjTDh5SaH4jLoNDwnEdIp8jmUn7sbnkf6mDpBDBD3jlmW7L7sqY2AVrpHcUA9jnaVrNytIlhUpr3WsZhZu4OyGTKA2MkC8B+n5rfwSC8bQlGJvemGYBziZkiWW/HOaDjmWsXz70BmK15fzYsBUUbJ3ReOM6fIPZnO8Nky0DiOry2MN364jV8nYwFGnoNnIMxxr8jRmzPn/zxGnNxXGe2GsmxxRgfAFlO//xICK2H2qWBLsFiE52GG3GcLC8wccBcMZyxBrLWcr/PBJ/4AtGoq4I3zmXSbpAAClr2qEr3RVnJXwVhGoaPWdNMqCZkA963fbAFpPEn7+fV1mhkPMTX1GPwONATp9VXze/BHn1m2YdqAcySidz3tj+JZAoI4qSAuiJLjw8gWYxvbVkLJXhJpHbq+BvBpDl2sjFUZJa4wFZKVsVhpTubcEcwb7bJomSr5hbQMaHy9y63MK/FcBbq5XNFFuoZqPirjXqc2PhOZh/vURgJitcCMZPU79J2844IepDvsBsxyWSEioAsT2W5YWl9vj4r9qUgXvdE6h0l66+jlQcLbyPYvd0z6+sVmsmRyydmoYY35xqLRCuChq5wCv2m/2YhJgf10viydmvdj8BrMuXIz16PRRTWA556r33fxnN9x033nBIpng/dpHx5/78kTvaKqN2+6+XxX7pmihsz9FobVfu/8WXKlBoABjYzj+gblwYyWx8qdfOJ44CEAYF/xAAQ0rHWd1c4m4D0XGRZzLxcv3ZZaS06r4XaZJEbkBbpl/g4uCdULCOquJDPl+t5B6ssn6frn4Zb6hyG84wAaApaU/SOcERan/WufnVMhIRI8nW9SbBkfhwsLBZYFCFL1tEIgiEhuBGLfoJgWMoCiESxt8uMRdQR5OHXReK6GAu71oDI648ZGaVJqBAu2KcnOHYcfr+IuOX5Vhs31rxbmEgbA/Onn6APl4FJ75DHl6jd6hjtwwOu4ROO1+DE4dgEDCFL+sSUjkN+cqArpKEjZDKzBDc7+rukxQnWSBUT7+PVmfIFnpHt4D3J9/u1iBLzkJENPOL+9LqHc7a8Z0dtkglaOZ853hiw0QGQn3NFktqbpK3yL7GR6cBc82lmDC+vrUy+30sEqUz8GhOs9DX2/RxLYMWZqpauflvwiVLYH9/c1K3Xr1J7wt5RTHR89xcwfd+uEZ9ZJfgwXPUeWKGCG1nEVMp1m72pNALal/NEJoI3vBVmIQJwByyjFkvWnFiBPyDOKVZCy1hgtKUIURvQcWZi5F9UwI3KKIXqYnP+M/OaqBj/cSJWEhX7IdOg48w+Vmzym06CN5v/xV5ZJlx+kG0pneK+2d63AZ/1/tJQjjhB4B/1BRItX3inUTzL804pLcd0fk8okypDfW+TcC+deLe9Cw02gDgSofXZfkVbJVjsfT355P1u6zOnibfDEfZgW/uYbNstObtvfzLJFKllnUgZBLW7LAnqG3PxnrnKoDECZboPeUaL7FvgWfdcYap2NycY3voydeshuZBxbki7ibotbisMFEYiCpgTdl0L6R6jMFWe9EhE+luSxAmhJk93+uZ+7sLRz0MoePH1AR98IiE/Mw/mWMhgFhKYM5rzCswGRFic6QivmGaQohh+DeCa19M61JrXcE4Nd791U/KomvrFPVogrCows7ROzaQpk6VXpJwSA5H98ZQkDJ6XmGBlTcaV7WKl2cjT0GIf9TWYEE4siCJPH9jnjD44d9ar3nu3YHbCsv4qlr0tWPbX7Hak2zWGI8v18XtStu17nH3207g7DC6XqGv7e3+9ldftzNXaMcu+KRWp/UuxWRlb0xJoaB/OQFWm1+ZIi3Rgva/apDuD9QC+kMlqnkCVXkT2/Nx2QY4DEINd0VK3e1Jljy8u8Xr84Nr6dO8acb8V21y4nK/Fom0qUGsYo2VwRAMKR4Q9Hk/JTtyHj05DCJf8uWmE4bO2SZHVQ6re3z0MKH71K0e4OQZ9WjP8eQRUXz/9fR8P/64fP1YAVsckkylHtxXXOPDZOv5cH2hKh7lln9xl5Nx9r5dxhN9NKACsezTkMVOb12pFnVIeaJXkVUYKiCa8JfPs3a8/sALnaM4lgDNTIaPOgrEBYH71zwpPef0rfwWuVOjAdUH//F9z9ssM+AAuXXPAbIcDaZH16uUW8KbNr/N5Zc0HRND6hakNz/aDI83N6/V8fr/wISH/QodIqdMs8xaD2tMOT2ZDfvOlhxVzJPIePFsG9FdIl7MmJ953TmeVmhhaG+gy8dFO/KA/5XcP68nmbzUXMTePaB7Ky8bekL/UJoj5UQRDP2CtSnfdUMJrpZ4LBNHmMs0ESwAZXlMLQbiqBfOAZcDAGimaFtH50PdjuSNqGnhIJr7TikU6tl18BZNDzVPX1zQJiDiFdU3X0DSqmPHzXmrR4v0qFmojV4IcOjKZcgYzLKxjvwmAf7Qz1lDkaw2I9zsrxbWK4IHpXmdD97uaaAE+X4zoN2WiK4HRPbGhTTlrWplQMXmyVtgdJlLJSkqiVS7hPXcmmv2soj6JqgWaULj9uhar/Lgf5un9qM4/9/up9eyj5WDnyD5bXlspPjcWWaTAcMxP9CInd3YzZIDBAmu5Tith1wBARo71CiBPeB3lzyVL72OWNZ+csyWrxBgMAK7Z8/F16i1bN6waQhrf7MAPP4dJ4LC9l947639ufzLJ1Pc2LsTVBp11At9qJEdZ32KmivNQ0YgDixnYNrOtDiQ17HfpkrjrlwdhLGAOanYGE1Qlf8BioL5Vf3FLrrZmoXmACoRtuojBHfNsIR7p4BfOYk33fTd349vsPMWbA8ocYVWPmOw1kUvvdyIwDPSgmdUUFhP6t5Y4MoYkyBxtp9LW2SFKg2oACKxJXGX1lQL8NRxEC2GLnz4z5b0DDVU7r3ugZ1PCrGLKywDnPQN1vm3CAFvnAmVR8gWPKO0+gGl64Ue62LD6fe8Qlppw1de9Isi7JXo1s7gnUes1KznKxwqy5X8vZGxLpMpjQEgTbrK+vzSs1EZ5q+8n+7xdSz+POTFZW1MZY0xkf6poBqu9JFG0Q7836+X3cewB+/hjcB81MNz8HErWvdStLFvb49WGejH0i8mtbG7OoRdwCWBRM8XNc0KBlia8ZkiDIBw+13n8b1lLdZ7ukjingyWtyQZ6MVDjT0XUxoZcyNSP4xLB0bzu4qNdWwLme7bubb8+RKg1A1eXAUaDSEMEOhHUAO62B09KZcBPAq/7TeaX97qGRPo49telgmG6vK8w/sn+R12txJy9LtyMTskn9PrEPD4KeHFbZ3LM8YI6UyVw1HlKR5MngAOiHqSPQJ+buSNckwuQ7qAZ7JuBA+sqatE4TSoEIS8qDJUHxVrqYxYDQmkfLdgfLRwDZazXRQDHe5jBzQhwqSZS32LRfoltubOu8ZsrIO8JEMFHCbRfWbUVjEa9msWcLfU1+zWh9I2va/FtA8jkyYLN+wZxtj1GKR5EtvWURlBMtBjMJpNtAEsuKLGvyoz1+b5KEcQm+2wBBpGZUpPt+xDfBylzYLJQiyFJ5ztH0Tzop8oo7xfZpIAwAyWaBLTqWiZ1Ai01TzVxeps5+Mkvvxvk2mWBoox8FuvsdGeYVoVhBIBsj5Ag/7igeuHCF09ctQNYEr+6T0yYKgsmCBdJAJc+PKGPQofF5mheS/+clcQDzk6SBaws6bSVfBEMS/aHcZ2sz3k5bUWed398YCXhgK8jXs+/gGX6SG6D583G+iyytg5K/JuAmfLCZ/891TM35om22FyU3dEv6qNQEq2XoHj1xKC2O58zW25+rP3IEXxf0Oa2WL68holUItlOTOdBESmNIG6yEJ7yI05aKfELRPLY9a18z3aUSmRD1m1Emy2Nx0zdlhlYP2OC0HEF/TzDNSp2OajhLGQushUBnREHRBTA5YlVWUx9kiNTo9sF5eRbDUfuiZRP1u9rn/g83/OOwGtqgdLvzBWL8ommNTJXt4XDWCAbybvAUvNdJaQaCyDgckAen0v7sEkUKPfjOaznc52X708Fe6C9J1LZVLckQHvSVGR9oSN/qQ287ROA4lYUzBrtm9+Ml0zqf8mkSgDpLcEJMsTjp6/O/NIlM8ZrfxzbAjnDfdPBiLUQ2TTgPGEjKuumJ2g57oPeEVUgZH/y8QVplz0N8vwKdA8XJfpNyVS/Q8Sg81pOTXrgkgNP+8BpHZ/jCOTeg48v7UpJhC8yPXpMtRKMrNPiARJNIxzEuC7D85wI5Rweh6JHPZUfWsDNZzDKUZP45Yskm+XnBkn4XAP4s5/ieY2aqu7joW+1GTx1qzdgj59N3UXuaQfOSA4OuTxoVZc/9fHpsp0w83BHLMHQA9ADbTorgJD6Nfw6T4h1hdP4c1mX02DoOmEX/479fdD5z+8V9pPC02taaHZh/ch5dp+Y/OTYdUIeD2fKYrLR8xMH+96IJiKeDOrxgdEfWdPBmipaRAM+tlkrZW0lPBKBVkOZz00iGFoMFGGjh5wwubJeiUHvGXbClNxRlvnR3IHvEL8GZLbysEsidNqBcwTiDsv1gq5cfC0DsUP2+Yt9cX65zXK9BJwtIDPhDrgNsx/efDkfly2J8pqphivq3BQjA8zq9Fqd/dwIaZf2jahfeVfzsVw9PcBlHymuZV0nDrWNbQSQ9WjsD0WZX+77pKT3JhctucWI17WI1abRfEqB2dP4hO/t6mH8h7ImJuSnYUDBOOo5HzjF8Al39XvIM41LuA7RhEGDqQEA1vYyKSGLU9ewwaa9WfsYjaZ5nVvME7WPVAVcyjna5J+Aj9Ootbfi9EeGnEwWgTX/7uEGFMDqhQUfu7MxyXLWu50/lXvrSAfBampCowrGBHQaZp0lk3POFwRQCBBccqykCTTTWgl+ZUwh8M8qzFVtiruM4N5vH8Ukh6+v93je22KAKc7JOQTRhNqt0scU9EYDC8EUuH26kAVdyV6VK77b/iSSqcKI5vbq5lafs1x8F/pp+fjPfh+D1oJysWZqmU7M738I8Jpsccd5H3BnVKN+4s12d4iCB2vyLcrt/l5CvzMmHDMI66dcL4QogMp9FhNYIKlmEw4LB4oW8j9ILwhNnJeKEBMVo/7UvDZIxBv2ebCvgVp54CWCQIJ8pEU5fv59Tx/uAeCeWMvL695Sy/G++2m2TNDi+4N94iFWlDV+cTdCGBrCQUmR9VYDa4JADEp27SZOQsaK9HhFbN4lV5Fqvh7T/TwRjQPeJlLcXqV+657fTCTK9vJ+s2Siqo3s+jzkY7+83K/CunNniKfbpEMpuV31hqLOWmlv3ti3fmQwxZ40GNCngxVTdklgCz9ySgDp6sd6SzN31oyeJjnvwDIAIErtqSv7c+hWuwIECBDvQNYCOjOUQCCHGNY4IoDVFKBKlpdzDJ9LZ9/Hmp+CBTjQ/Y+fOWAZfEzzhCoR7UCwm4azZ9ZgLF7VwQlsc02tA+HPLtgYEl6bbT+5H9Kgat7mIsCiij673AY5R5JRonzaTjouxiLVQi7Iawm4Q+Dk3CnrRFbwja+/DwszyBhQ+YTNywOtdkRz0LlqOR4/BFj2uuive8dS/qQ2t7mizgseWDSXDhPs2l7rfNC6lhScLZAMWHMR242kyU7MfVQOLEm9B2CDrqrlujIpaNkYeEk86/79kvVSvqO21ksAMs8MiN363M1myFgxQK7JlEnLPmkZ8PIMvVkLXnahRi8FuLxHEwQaCTZ6f7fA7cWBQcyJEfNG/V4VC/fF++etobaP0yUCyNMUa7zF8s6AVgr4yM9pQJqZ5OPlSA1hSGDetsHvrwlYGCXIAvbISG3rF2wlQlWWfkdhIwFOd9WYL/znUvNU9779oLn+lbWc/UTTMZT/ViJV66C4tnLfJvb7B+VvMlW7pFQTHH9p93B7f90qE5Urj431XeX5rEu7rQ+M83i9+ZqqoFhs1yvxAWDJ9m7z0v37yFZJfge2RGqYoMMK+B4AUrR98KTRggl7X4PF7Q+aTInI3wjgfwTg74UPjf8ygP8jgH8WwL8dwP8VwH/WzP5/P/dZ71gosk18zvX+ht4WitkKopnubCHjq0YGPIn5fR6eZD8CFum93ThoiFiO4Za3tEdnw9yUdPgEVRf32iiUkj2NKIN9pypS7jlOJFVFp8M+VImAI4KbWPAxQgd89NWLqsGTozp4rgvQqM9oF8weUQAvqHRwnegd8WEQ1MAapAlfEK7Q2F+zu6MK+xGYIwise0qL1dtakZfnG2tITZrmm9/9nO6fxaSpvq7Kj5iPTvXjmqUY/pvJfHm+OkfS0CIngoraAbBAWzwBs8VsvU3cEKR786T1TX0DmUF/fGek7rbmNdjyvxci95J4cYG4Lzq1OBbYk6bynvqdv+g2J2YpCKIcr7EPXNnIVNFogk149eOBXpxw5nlhnrv1u/QG7d0dczjmjg5oW0mVTQDNa6a0w3pfWvk50M5PSPPzmDp4PXC2L4kIepDpNQATGgyV4OvoKa8A/BKoGB7HjHoGJBs1Q0d+juW417ugd8EPX7hgAp9Pw3UZ/rV/bWBMglaSphSNbFVsVDKyCXCP3FF1D7Cu4QHdNfw1Xx4+hx99sQ/n8ALir3Dnv0dz9uPH/nQXr6j3MTiq+nn8Fb/nj0BSi3U6C82JQkMU8/Fjzuk6TmeAzk/gfK55vTBKQvOQ1iBffgx780CVuQb0oh4YA3I+IxFzF1XpB9A7jH3HAGenzifw05/DxvAEWBX2w6+8BuvwOXkezmoCCDe4keg05UD5nMyUIbFB56VHYUdaBigW8m1v0tthsmqlvD7NjSVaNPR1tu9uq8z+PweeUzDxg78vXLceGk1Go2/VNRuuqVnLA7Cexi3bm0586DMTKGAlDjRl0W9NzH+sTcTr2TIYRwS+/nSDu0U6ltm8vlEPmIg35Q6GYEuuUCRqWPP8KY8tCIURZCuvi+TEzIPQAUCDHWIz07viwz9Kcrq+t5JxpiLYp+GrD11CuY7WPpAAUCV/zjBHjKYWc5e/zg10LH/3zxqrRlJinoIgZfWCuK+4xrJ+ksmGn+9mz2h6vZpju1zOmUDR/iJd5/wABMs4zzU3EFzmpS8J1EqqLBMwiK/7zj6hBiJgnV0a32DdNzKfb5oFC2YPF1gzULy5kj9nl2YLFpT7AkCvJ1S8P1ajwiH6TXEuqPbxgLvGkqEyUGbb/B6EgH3J/Jt3q3QRQ8eViYqJhCHXalPTfI+RNX2AK3+wkihN8H3G/bEcjjczubinnVGS7R7nPXeEs3cF66YpnsG0nmGvXgGf7wEYf2hm6p8C8C+Y2T8oIg8APwL4JwD8i2b23xaRfwzAPwbgH/19fBkD4P1vW/KrQh1+76QAROn2YHYFid9577wFjfV3zjLRR2p77DsHxT43ZK/SenmyFiYG0d2pL/dpei8c7p/6PlkkdXJHIKYBMp2xml5Abc0ZKmqE03komCyxxMd9H0Vizzix+/d4T5KZiCfKBO7XCNmzyWuYPNhyXT1/2svE7+dl7f4dIctDi59a/769blhxMMukrjJkSGT/3WZxXD7BC3xSQxiKOFKi2FHbKeYySwQKgqhBkQhIbE1iiH1mQuV/Voeum2wPr7VN+dwLG7XkQDWRqif5zkDt+vF3TJRti8z6rF84mQLeMr+U4XGzWDCZSNVxp1EbZd+YE2xOyJT4DPPaqnB2k5pJlGzeVDbZhu/ngGiLJMHHFxe93G8EKyozEmy/35hIjVleK4HuRfKzxgUBjfhbFmAFLLzluoDTDGMazqcH+q35PzSkkcvPbRXc4ClYMxpBiVdAgad7TAmQbC2o2/mX6D0jSADhYEARRgA7CyWemATC7AlF7MuLJC/uE7EwoAgJUEX+WD81dT+JY8BGmFiw6XBx+uJrYAGihUTR4PO8AY6+H7r2G0AFQ64iI/PH/L5QDcR3OiuiDFzkG+sHD7cG0yaAvM41GszYPahi0M76UG0zUN+ZTJIH24tNYTA0TEB7YgY0lWehV2BlL7+HIP+xtmoSA2ADK7Ou5s17mEjtydOEFYOhBAvC4ZWyxm/1wqm3rYLyJ3lZHzO2hydF9VzWc1rX31rHxO8S2T+vPn43CNMyZifgRl95//h2AJk0rc9ba2IFEVnRR1CF+57H8YbBIXjgf1vK3IAYNzMSqZQA2i7nq+ewss33k2G2vr8kTjIvbHXN/H6OZyoUqPYg0GaxFpVkPT8j7gaDruQ+99/7hpJZ8nDOXWgn4OsTGew4f4qRsl8CdrWOb6LeA6+yuJrgvxufvI9mqJrWZ/m7AKSjMiWDm3TVXDa6GXtxHrH1O0CQe+I+Aifq+9X3I0iFn5tS/mDJlIj8WwD8RwH8lwDAzJ4AniLynwHw98fL/hkA/xJ+g2TqjmD6d6z79DdSvRlZDw8kWiAYTQxdLyiip4XQ9nENHOppqZPl5laXPVFNtAazuK3o0hf/bFwriWFzUC6WISuq6DeAmwV6uMSUpAwhKVo7FGYJagn9evGnRN2G7ou9uaWvXA02w/Cb6LlOWARgMvuaGGxGUWP0vJmKqSPRHXc+HNEUkhPx0twDNG7wibMFNXwJ+2HsA3O7D8TzLwZ9Lk3Yk6dqVMH7pL4fWJP0t1ir++OXsGBetgXgfg+yuJ9mGlM84GN5tsBRkRkLg4Sm1xOmkuTE/emvr2301oQkoM37eqylq+D7RMWEks1AF+N9tccGgBdU6oWNovTsZtVaT/wWqFbt+F0v/kttAq+Zit5QOQ7fABz3hqxeX+VjcZ5nSAGdqWpfJA0oAIR0K84nQQ2bYWoSm8Nyzn6Y+SIbTVuNzR2jiaSj2O6+REtkEcv6iDy8YH2JrEH3BYWLhkt5BM+xxhMlORMxzQCY5XpNc8bqVz824Me2XcpQMiYzNc0ykbsuC88dHyePQ6C63P0e3eulHoclem0m+OlsLyoDgmRkLi5TzPmA6YmoLnP5mHDOiWbTOqBWGpKzZiOkOzqewBzQ63OhwdqdEbrfu1ckZPWemQa5vvpj41wJVbmPDPBk+uNLuUdOyJ//6xlkQQX28SPw8WPeQ6y58ma/fwb9VOjHj85khgMY7xeErGyNu7Dz5xiGZB7XcIF9Z8iMTCy1htpYDrey0pmNHTLJwP6afc1YFuCYuAlPSqRNcKLnutDE8NF2VpcJFQNnv8YfW80Uk+1PfOAvwyZm7tTHMXscft4jsWWtI53Y6sZ5t0qpAGzBPoDo6+iB9GUNV7j83a8H10iyBLUupYkBbeY5BkrwiZBBYfWQmpOF/4j3xzqlHrJLyGpZ4yyyVBr8G9jB0GsIzqtvIGd1DvQWNhNDBIAmwN1lQnWiy7UBKLxPOoqZAwTTvAvjKQ+ITOjHX0XHiR4NbNs8s79Uvk9p9rESmjQbi7/3C79iHUGAqoIFkBB0HGcmQ6aI35218oTJ2fCd0XKQZ9amvGaQ6+myXb425gCOfbUJUbYQWI9f+gVTO8atxl0QJmKoIOmqN1vxnDf9ntLwxAfYQ7Oe85rAwoCBlhLefE1KAvckyL0LsBytY464psP1VoBBnnozhFmNRN3uSsCP2jcqQ1/BZcuBNMFtsRLfGTBbmrZ8T0D8h2Sm/m4A/28A/xMR+fcB+JcB/MMA/lYz+3/Ea/6fAP7Wd28Wkb8G4K8BwN/0t/zbvvtFdZD639928QPWCfHg83VSTlbKakL18yh6uj9tDxaUAsBWl4GVGJktq/O9v5S91EeJyv6aYKr8MS+GX/2o7gf/jRND9NSccXLGaLnXODIe3xVF0M5IhYuMSCCdCPe+5WrH+qnc//hD4ZONW7T7IqQI9zwrSAXfJ2RouM+3Q7D1j3/Lmgv99JfX1p8ilCAEElORkUiYBmqfHHlF1pRMlAVi7js5AjWllT+mB5pu4yGJttxZBvJ6YntN1aq9yhfnOZ0Qd9F5g9JLmSBftxsLdUt07rK+xVzx9a/JUi42xeVoP/l/fGaqzit/19/0N8TuWIIZvlvv90vCwtLi+uX7oDnpi8ju4hfbS4IW/dzSiXMa0AKRjDlD7Maf36l3+OurvOFVn855DZBIkNhHhoFRBSLuSRH/vbtkqrJyQ8MGBuhLg27/6cCHSwT52f//9s4tVrqkKsDfqt3nHwUTuUhgBHRQETOgcntg1AcCGi4SjIYYCImoJL4YRGNinPCCDyaiREUDKFHU6AQviEImAYJIjE+jEEcYLiMoAkO4JooBDf/p3suHWqsuu3ef/5z+zzm9/2F9ycnpy+7u1dVVq2pdatXRSjo5YBLcITskSNp5X4W8p8Pi9nRnjwglBdYXmX72zK6ohZILNahIf4Wn5LhOlFSMmvzdxmosu8J1A8qcYyU9p5wv1Rja/nhuoebxIzvvwyJWjRc752jlVDk/riO/zowolfKDdhUA8yrPFlb2knHTpLhb9bDilVdrj/w+Azmdzzel17aT7r/f9qiTFy0Ymh7dLqbqAr+PlCN2KG/zc7izzdOhBzb9wu0AdHrlEQ8D6ByJvogdm5SysZmcfc0B/jv1UYocKdh0RpVHAFujtY0IQjVGnal+GEQZa1dhMIN16smHPD+6U0QVZOURKW10hdZjGGiNrV51DVIdLFUP5TGeNBe98b1bPmZHFFEvya32Pn01uNEcrTLtZ12/HHJUxtZ+fh5dWWyXeUqYLqBOk53URyObyDBQKoOqLc2LkTKJYo6bvGfWthe05fXbaz1S5ddixWZ0OLKxbzpg3FigZShOk2kBCsi6IB95U/VbW7I9BzRTt+aYMu2Lubm8ql8TIdxhSOVm8zVipl1Wd1HR4phxo7n+JWokcxrVnL7G+zuYAdcYXKM088s0/NdwkcbUCngy8DJVvUtEXkNO6SuoqsqO+quq+gbgDQDf+p1P3VpTQC3j6/9TmlTxa/artHumvAzrkOrp7H42xeD/tebVTwQrHvnsxcw59LJew7jOE5wPijZtw8+Y8rfxfVTlO+WSykA1hnygNelFc7Tn3LiMiOT3WFMm7GwIqaUNmmLwhrN0E7XzqDzNRABNK4SrkAaS5o2WCUoqkqaBcRQrSGjnZFjFHJERSVadhxWj1Ysam9SO6eDL0RhQPFqTzEMu2TtuHrK6xyoPyLZfjI0hVRaLk+abrm/Ttu7cok1RqLdzJbL2PiZfjWRRCqKs7ET4IfVRrlQWxZBD1nnwjqOnZtjGa5tG53J427Osuj5iiyH3fLYHGbZKvHg3rfHKGVFtZb7mf/kRoanm10aktlfh7cbbyzaoWr3y5G95hOp6w/jVq/h5b0ApJOD7D0sanzs7jjSXTxcpr2mdImw2cJx1gVftk6NG1Y5jTtvabOBKPtNKrFKgplW3cPbOps3vkazSWtJaaamNDLhhtZKRjRkRSeCYwQ64TmxG4epxYr2Bq+u6QAIzcGwcrIb8p81CCqxi95gjTR4JdgNqbhwdr5v2AY6O8jlsvrWojS6vN8LVtZQ9sMWoSoKWs+iUtFK2PCpU3XLMCiEf7oplGiSL5pVMg9ZRJsLICj1KyGpEV1foqnP57dEiROPalE6CVY04AuiQnU1oTq/RY2tgnw7cebbjrEDRrMRaL7Y3qg5D3nPnjZdWZQM7ml8jm2Ou+Bk1Za+rRZ6GfF1OydOudDeY/h2PSVIX71NDRSZ+WjHHWNYriZSsrHITLZ2WS/cFln9913tTplOw60jXdeWg1gMaU61eeeKtj9PjKw+sz5mB2+6Dyuf9tF+strNf1xqsfYRKWHPURa8GydX+PAKVj27sjazpghXqQtYXoEUaqdkf+fvlx1aDdr/HCGWPSTGI/HtLnk2y87Cdm+pvOiRlVTIweiOovS5Xh0x5zzuJY1vgflWOyn66Eokm922/D7BijZtkpQiFV+8DxpSvYNCtdZ8fAzNa1KcUf1hfLeOtCFw7RP0eE+OqHtqbymt83mznTE1i59LZns0pkvJezDQwWtbROPg8Utdm/edsGNabvIOsjXqZPIowuN/HXjumHPXcpFwFdZ2umKPE5x5LMW3OlcqO8PZ7u5smMUpTcISs6xSvyuzzRH6fq3a47jR6VKNM2306n13WGNOaz1OD/vWd81qaDA7ceTdvhO3iIo2p+4D7VPUuu/9msjH1ORG5WVU/IyI3A58/7RtOq8G0pBMsxq1rqYvNxq9T/7Q+l9l+73K+QBkAY7m/tUr3E2cdWzUUA2lu30ZKWwu1+vJJR5qeMeWf0fSCbEhlrZY9sH11vzYypaOftWATOus8WatQq/01Hg9gWt2va1vto354++/4yfKkqqXDTyNUtQl7z9kcrSE1t4eqZYTtSlrT97M1jTeHG0r+3FCdTdmjK1b6lezVGbEIGLkyoE9YQrNXRfMAHqHmB0u+Cs1GZlFEu7xDM5Epp5uwZowZmwLt2j4SNWdIdZ7vqSFlXrP65uP87QNRIsLX6kgNkqQ6MOw9hEl6oEesfJ3aFISB7CDx86XKGXHescoHtbdTNXCbyX7X759fnn9JHz+Jfq3aFmmZfz3QqJEtcWZetzPwrbmdxtFTAM3B0DgbavpFTdWFZgzZ4yI2llSyZ3zmM7PHMeu5DVptmJmLO6+wSLl6tOg7ZEeBV8/cqs7VNU46uV/Pzcw+nuY8Ob6nKvuUKClBXgFSUm9I6ab5wbK82dFkjWYHriO13+bRnrI+c70veeE1ytDJltdAprul/Z7ufVc8LqKkssAafc6ZRKKmzVcNpKnxdrKxdEhDagtbzHZ9qi0qYLjH36MELZ1XX6TMlW5g+V4pb6dp++xKk59jOpfuaktPHp9me9RgjXTLnMGuU+sNXlxqzjh2Z/f2nNX3Ez9PKi+286BQhEGr4TTnSExsSopgu0+41Z95vFsPl4lRNacEoZv75qpoZsEb5zps/dbTNPj+9b42ayLbYMqT2rf84L/G6bIdVav79JLaHq32+1mwuhr8NpYtOu2G/ogf3Ds5xJgc5cyZNP36oz/7TDpdP0dxAmgtktJe375+TqXO2bX5Pevt6evm5tLadz1jafe4ujBjSlU/KyKfEpHHqeq9wDOBD9nfS4Bfs/9vPc37rZvshzbbxRevfraJWthZFTb4ijTPI95YI9VB2G5ubuk34puPZ9yQdF28k7nS07o7f6St6FfOIFkflzNsvJRu2R+12eRKYbag29qb0USkxk2/0neps7EizWC21KHyftknoH6WlW+C7z5ntGOwrPoUtshbkVvL0pJkVJRN9n7qaEaCexOG0lYbHZF0hNjeKLDS6Kb0N156UlL2+mRfiXkZwRdR3nVz+k6OTl1d50Gx3vTpSf2hvvm2bYNhVO3s3G7N2qTunYSIGUJqhlPpRPaZLihFNxV5gJL65+l/ox0MnNMZpBhWblBBW9ZzQGVsvCe2b01qHnlbjj5/rliKjh2abJai+Y5yv/fvbl5sn0RaIwlcwY5VSqUu7EuqwaYuDMG8ahNHg/8ozBtyl4nvk6rGTKOh7bnxuGmDJuV2Gr3KkeGJp8wO5VbGXM3PrQioVfx88mtLo7dVvGwPzDis8vkgdq7U6NEGqGfNSF1UeWn91Og8/ya5ipHwwJtgPVqFOM0RIR9Hx2MRv4yv1inhY2rqI9rU7lmMJ+gP/k0Jjo7y4F5ZAcMH3NTrdZ8k28hUflzK5xxvaiWyVVKOUo5hr21vxWCL0FESG1toJTYwQEob29s5WiEKrXtim1L0abOm7J9aX7UiFDMLHxfYGqhctz7ujHUZJlNuGQNDNZK8T0yOFmAYrFLgUY58+b7azeS63EGL11msHLtmn0yOlrMpj4usyuI/e6IbI1K0LObzAmSsG/Y9oUoap471wdE3t2P7Rc3TfDyax9z0j0csPENkkLpnyBdtPgl4v/Z9tWX+swvaCn9LQNsIREOXzgddoQMRKVkDxeC0KNUoyfYwJY71qLh/Zz+7MT7yfNtHqKYRqdbr768t5dJP4bR00mSsiu1RR3P6+fSsq5r6VfdBQl2rTW2Ycr5WSV/W0m+SVZVMbLqsDXt3sPL7FIPCdQIlhTIXZMmGVxpzdk03F7oDeaID3CHT/dbT9YS/RxrqfOm6YnqN364/RnVqJIHVTbVQkX+mKml9tcjjRn33J94nJxWZZwz6fOaWf5U874ib8FIrBbfRTzuqd+vxNhLdHto77Zdonafa1N96BEPfR/32dsSq/xna60tfmlzrfW9jB0Qfb+pnJteDJ3DR1fxeBtxhlfz+A/gpct/9SxF5KfAJ4Mf3ffNpg02Z+gmm13SH81oH6a5vU5OaEGyXGuWLxZb2sS4PduyKS3iEaWpIzW6AbwdV9yUkvy6lbCQBXmlszqDKA8w8sWPCK/2JXSeSzBNq99vvUL5X3VCZ93jYvh6PVmmtBOcDvYuGtAv/0qHb+7sniDlv+s7HR3+uN6S0GbClKjX5DJyT0vxSI5dHsYYBy++293BPSXaa2V6pPkK18QXNUPPDy0JSpwZVbrHRogz1ZCpLtLHmkkaBodjAtxKzvhhxg1ur3/Kk6FZL29+7xYAbSWX2PsGQGrV/r11nq10yvgdRUspjxbTvrj2MmbEaYWf+vFQNp4a56l7T5066ZjrGTpTB+psfmul9tGUayZ0aUnO28FxVQ23G3bVSJqaVOudk8op/buRZXNB2IFaHTdZ61bhsvatA+S8yABtb/O0QULWPsO5DnbXrl2mZnv/RRCS23mpsxtusV3ss3vKp17yt+KeS07PHEcQXeeoLK6/W6gsu61c6lgIoxRBoBNXmN8hfQzvjoL1+egREidSLFidR+77X4rT6bCnoxHEyfQywdl5RizhN9EabHuWLUr/tfX9ixOgOA2lrkXqCJ/40uHNbpL5XH7Goi12FGr26xu/YlcHe9dlNP3SDavukrd30GRe9c3Gu8U7Szf1rGueKpwtDng+u5WBs5425zytRN1sH2noVnZ7YdIKYE8NkyjTF1z/QHXhz79cWQymP70g7bZ/zvtG6Tk4je2lf2f6pTjMPzb73NRrwQo0pVb0beOrMU88863vl/Pl829cidc+UXnO/1JCyV38lvk9KZwdkqeLnf+al8Jm7K3sJlHyXkvdiVf08X6y9bUYLVuq8lLhNdSN6m0dfUpDc+NphbOU9UI2H3c7AAUo6UloNOX3PvOujP+cGz9GqpAuKNqkkvu9jXKOsII3ImA2u3rtRQ4bXVCoN1RvWTADNhkBX6D4AcmRHmwUJJf/Af5WNR8bVm0MYk5LssXaAracLmh3r+3KQcLMekgSsa6pSSVdKdV0kMjljR9r/Ov9fmvtYLrkZZ6oDpE2JVKmn/4l52oQthTYbeSX35Xp44aZ65zvHwdgo5Jn9I+11tml2pxHlk0a55rCLnrxPcZUjxnY4paShRIrLGEp17OX7zQKodVRMjav2umlE2DpJVx59TkZrp7Q5ZhxAxmR7E+1sEamLplqqVprH8nsn+9tA543OeqCOq7yQzdfWqP+03ewb+5gq39HHScW/7mpVJ8f28c0IrOErSjc2XCbfi5mk6vhpc40qiFUeUxlZJevzpuP98MXW4eBV60qhHC/jO2bH8Tha0RhJue3l69HVlbpnyvt9iVRN+nOS7Kw6utKnxVaht3/sUevCaq5PbGx8peOqY2tYvbldCwdJKZgy1h/PdH6JWquSWOf9tSIkraW5fd+Ep/9lh1wqB3Vm4woQN137BayQy/UjOWo4DJtuwe9kL/XAZloRbCaS4U6n6YJorUPnID0krQErjF3kohwWnazgtxcEoPZJ9ce9r9LunxrzflqkRO76qNN23/GsnWsZRz43jo3hk8tV5+f3NbZUKe+RZowqsLWA1nTAVvbEvAHl0U3XffmxwYrlW3pfW1gM6jxHO9+p7Z/KEamyv9jXfdR5TkXyPCGS9XpbxKHRA905U1ANnbG/XxtgxpDyTr6ypXq7ttIR2di+zaIP+t9D1MY/2LE065pW2qzV3NBsDfpRvG/m7ypaS4m3ey2nTo5uC4dQ5qlcNLZYR9b+TSl0qX1jLP2V8hlzqahtf+yPy5nvl8WQ0nqN97Vx0nZn2ToEFx+ZOjfacO/0nIKTrEyZWVyCq/3TeXJPrOYnMl/F7yQaA0v8C1H3SDntAu7EqFXjLQcoqViTRV/nSfezp0bN+zpm3VTj/P9TMJcHfhZO8kLWwVBvt4/tw47aHgC2eO09Ix6ZymsmL4Zqtp0F/fzbexW/qUedMmn05/rkn8k3aUqzV9AWg1ojVa0H7zy8sjXa1E8gbUTKhNh+zUkcOKXvWrSHZjcP1olxLgq1FTZpjKUpHgHeeo8dY6TLbauR3rxIO/k8oH3wkv5YX9ucoRt53z75/eu19XU2ZlofFNUBMWJ+KptoT4MvKOf2TfTXpe41ZQxJwitu5QXwpjjKNG9yzF7f0RbJSbJzaa5/u0HVenJn0vG29KukvkHbwkKMua3EnXL0fahMlP6+qW+7onxG2Co8YX3LjTDxPSS94+wkiiFliyEvyez7KTAvcymvPmNUZTG3jajuc3b0h7PsFbowTuEk8shfa0hNo1RuSLVV+04twiW0w1mjVr6QnYlrbF3nTqItx6DM7kyqry3zsO0RzW80G8Fq906VV7tzkcZ5Pvc5kvc8m1C7f/PGkTJrRJ12XjwxGuXj9YSW0SZF3/ZHbr9+svWj9NG+75XqkszvE/OxPlfev/tK7mRR386wfxGZrQOnTxiC/pzrkJLGN3n8rMiuwyaXhIh8AfgK8MVDyzLDN7FMuSBk24elygX3T9m+qKrPPm9hTkPolb0J2c7OUuWC+6dsoVfmuT/+1hfNUuWCkG0frkeunXrlhjCmAETkvao6lzJ4UJYqF4Rs+7BUuSBkuwiWKvdS5YKQbR+WKheEbBfBUuVeqlywXNmWKheEbPtwUXLtn4cVBEEQBEEQBEHwNUwYU0EQBEEQBEEQBHtwIxlTbzi0ADtYqlwQsu3DUuWCkO0iWKrcS5ULQrZ9WKpcELJdBEuVe6lywXJlW6pcELLtw4XIdcPsmQqCIAiCIAiCIFgSN1JkKgiCIAiCIAiCYDGEMRUEQRAEQRAEQbAHizemROTZInKviHxMRH75wLI8WkTeIyIfEpEPisjL7fGHiMi7ROSj9v/BB5JvEJF/EZE77f5jROQua7u/EJErB5LrQSLyZhH5iIh8WERuW1Cb/YL9lveIyJtE5OsO1W4i8kYR+byI3NM8NttOkvkdk/H9IvLkS5brN+z3fL+I/I2IPKh57naT614RedZFyXU9hF45k3yhV84uW+iV/eQKvXJ+soRe2U+uReqV0CnXJduF65VFG1MiMgCvBZ4D3Aq8SERuPaBIa+AXVfVW4GnAz5o8vwy8W1UfC7zb7h+ClwMfbu6/CvgtVf0O4L+Alx5EKngN8A5V/S7ge8kyHrzNROSRwM8BT1XVJwAD8EIO125/DEwPhNvVTs8BHmt/PwO8/pLlehfwBFX9HuDfgNsBbDy8EHi8veZ1No4XQ+iVMxN65QyEXrkuuUKvnB+hV/ZjcXoldMp1y3bxekVVF/sH3Aa8s7l/O3D7oeVq5Hkr8EPAvcDN9tjNwL0HkOVR5A78DOBOQMinPK/m2vIS5fpG4ONYsZPm8SW02SOBTwEPAVbWbs86ZLsBtwD3XKudgN8HXjR33WXINXnuR4E77HY3RoF3Ardd9m97je8SeuX0soReObtsoVf2lGvyXOiV85Uv9Mq15VqkXgmdcn2yTZ67EL2y6MgUtQM599ljB0dEbgGeBNwFPFxVP2NPfRZ4+AFE+m3gl4DR7j8U+G9VXdv9Q7XdY4AvAH9kIf0/EJEHsoA2U9VPA68GPgl8BvgS8D6W0W7OrnZa0tj4aeDtdntJcu1isTKGXjk1oVeuj9Ar589iZQy9cmoWqVdCp5wrF6JXlm5MLRIR+Qbgr4GfV9X/aZ/TbN5ear15EXke8HlVfd9lfu4pWQFPBl6vqk8CvsIkRH6INgOwnN4fISvQbwYeyHZ4eDEcqp1OQkReQU4nuePQstzohF45E6FXzonQK/dvQq+ciUXqldAp58NF6pWlG1OfBh7d3H+UPXYwROSIrJjuUNW32MOfE5Gb7fmbgc9fsljfDzxfRP4T+HNy6Pw1wINEZGXXHKrt7gPuU9W77P6bycrq0G0G8IPAx1X1C6p6DLyF3JZLaDdnVzsdfGyIyE8CzwNebMpzEXKdgsXJGHrlzIReuT5Cr5w/i5Mx9MqZWapeCZ1ynVy0Xlm6MfXPwGOtYskV8kaxtx1KGBER4A+BD6vqbzZPvQ14id1+CTk3+dJQ1dtV9VGqegu5jf5eVV8MvAd4waHkMtk+C3xKRB5nDz0T+BAHbjPjk8DTROQB9tu6bAdvt4Zd7fQ24CesUs7TgC81IfYLR0SeTU7TeL6q/u9E3heKyE0i8hjyptN/uiy5TknolVMQemVvQq/sSeiV8yP0yl6yLVWvhE65Di5Fr5zHZq+L/AOeS66+8e/AKw4syw+QQ5fvB+62v+eS833fDXwU+DvgIQeU8enAnXb726xjfAz4K+CmA8n0ROC91m5/Czx4KW0G/ArwEeAe4E+Bmw7VbsCbyPnQx2QP2Ut3tRN5w+5rbVx8gFzl5zLl+hg519jHwe8117/C5LoXeM4hftdTfKfQK2eTMfTK2WQLvbKfXKFXzk+W0Cv7ybRIvRI65bpku3C9IvZmQRAEQRAEQRAEwRlYeppfEARBEARBEATBIgljKgiCIAiCIAiCYA/CmAqCIAiCIAiCINiDMKaCIAiCIAiCIAj2IIypIAiCIAiCIAiCPQhjKrhQROShInK3/X1WRD5tt78sIq87tHxBENx4hF4JguC8Cb0S7EuURg8uDRF5JfBlVX31oWUJguD+QeiVIAjOm9ArwVmIyFRwEETk6SJyp91+pYj8iYj8o4h8QkR+TER+XUQ+ICLvEJEju+4pIvIPIvI+EXmniNx82G8RBMGSCL0SBMF5E3oluBZhTAVL4duBZwDPB/4MeI+qfjfwf8APm4L6XeAFqvoU4I3Arx5K2CAIbghCrwRBcN6EXgk6VocWIAiMt6vqsYh8ABiAd9jjHwBuAR4HPAF4l4hg13zmAHIGQXDjEHolCILzJvRK0BHGVLAUvgqgqqOIHGvdzDeS+6kAH1TV2w4lYBAENxyhV4IgOG9CrwQdkeYX3CjcCzxMRG4DEJEjEXn8gWUKguDGJvRKEATnTeiVrzHCmApuCFT1KvAC4FUi8q/A3cD3HVSoIAhuaEKvBEFw3oRe+dojSqMHQRAEQRAEQRDsQUSmgiAIgiAIgiAI9iCMqSAIgiAIgiAIgj0IYyoIgiAIgiAIgmAPwpgKgiAIgiAIgiDYgzCmgiAIgiAIgiAI9iCMqSAIgiAIgiAIgj0IYyoIgiAIgiAIgmAP/h9GfEqBytPwyAAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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" ] @@ -2321,7 +2481,7 @@ } ], "source": [ - "for sample in range(2,7):\n", + "for sample in range(2, 7):\n", " plot_cwt_coeffs_per_label(X_train, train_labels_indicies, LABEL_NAMES,\n", " signal, sample, scales, wavelet)" ] @@ -2342,18 +2502,19 @@ } }, "source": [ - "## Conclusion\n", + "# Summary\n", + "\n", "\n", "To summarize, using these techniques can extract valuable information about time series which are not readily available.\n", "\n", - "Cross-correlations can give insights into the sychronicity of data. With careful analysis, these can even be used as a step towards a more holistic view of causality in conjunction with Granget Causality.\n", + "Cross-correlations can give insights into the sychronicity of data. With careful analysis, these can even be used as a step towards a more holistic view of causality in conjunction with Granger Causality and Convergent Cross Mapping.\n", "\n", "Fourier Transformation allows us to view the time series in the frequency domain, allowing operations previously untenable in the time domain. Filtering is a common task where FT is useful as it lets us easily manipulate the data to remove noise or highlight aspects of interest within the time series.\n", "\n", "\n", "Wavelet Transformation lets us decompose time series more finely than the FT since we can define the \"mother\" wavelet to be our wavefunction of interest. By characterizing time series, we can quite literally, paint a picture of the time series that can be used to pick out specific waveforms in the time series.\n", "\n", - "In the context of forecasting, all three techniques can be used to inform the modeler how to prepare their data. With cross-correlations, the best time lagged time series can be used to provide better information about the target. The Fourier Transform can be applied to denoise the data and remove certain trends. Wavelet Transforms can be used to classify time series allowing the modeler to include their classification as a feature for forecasting or creating separate models for each class of time series." + "In the context of forecasting, all three techniques can be used to inform the modeler how to prepare their data. With cross-correlations, the best time lagged time series can be used to provide better information about the target. The Fourier Transform can be applied to denoise the data and remove certain trends. Wavelet Transforms can be used to classify time series allowing the modeler to include their classification as a feature for forecasting or creating separate models for each class of time series. Again, these techniques serve as complements to predictive methods and can be used as feature engineering techniques to improve time series forecasing." ] }, { @@ -2364,11 +2525,24 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "## References\n", + "\n", + "The contents of this notebook are complied from the following references:\n", + "\n", + " * Chapters 1-3 of Priestley, M.B. (1981). Spectral Analysis and Time Series, Vols. 1 and 2, Academic Press, New York.\n", + "\n", + " * Multiple Time Series Classification by Using Continuous Wavelet Transformation\n", + " \n", + " * PyWavelets Documentation\n", + " \n", + " * Interpreting Continuous Wavelet Coefficients\n", + " \n", + " * \n", + "Ngui, W. K., Leong, M. S., Hee, L. M., & Abdelrhman, A. M. (2013). Wavelet Analysis: Mother Wavelet Selection Methods. Applied Mechanics and Materials, 393, 953–958. https://doi.org/10.4028/www.scientific.net/amm.393.953" + ] } ], "metadata": { @@ -2387,7 +2561,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.3" + "version": "3.7.9" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/08_WinningestMethods/lightgbm_m5_forecasting.ipynb b/08_WinningestMethods/lightgbm_m5_forecasting.ipynb index 367e791..2e307c2 100644 --- a/08_WinningestMethods/lightgbm_m5_forecasting.ipynb +++ b/08_WinningestMethods/lightgbm_m5_forecasting.ipynb @@ -2603,7 +2603,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.6" + "version": "3.7.9" }, "latex_envs": { "LaTeX_envs_menu_present": true,

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