diff --git a/docs/source/notebooks/1-PhysiologicalSignals.ipynb b/docs/source/notebooks/1-PhysiologicalSignals.ipynb new file mode 100644 index 0000000..9e0e343 --- /dev/null +++ b/docs/source/notebooks/1-PhysiologicalSignals.ipynb @@ -0,0 +1,1019 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qkmmA_DBjjF0" + }, + "source": [ + "(physiological_signals)=\n", + "# Cardiac signal analysis\n", + "Author: Nicolas Legrand " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "tags": [ + "hide-input" + ], + "id": "ZygdFDknjjF1" + }, + "outputs": [], + "source": [ + "%%capture\n", + "import sys\n", + "if 'google.colab' in sys.modules:\n", + " ! pip install systole" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "id": "Apa8wuS6jjF2" + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import seaborn as sns\n", + "from bokeh.io import output_notebook\n", + "from bokeh.plotting import show\n", + "from systole.detection import ecg_peaks\n", + "from systole.plots import plot_raw\n", + "from systole.utils import input_conversion\n", + "\n", + "from systole import import_dataset1, import_ppg\n", + "\n", + "output_notebook()\n", + "\n", + "sns.set_context('talk')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "z45B5O_WjjF3" + }, + "source": [ + "This tutorial notebook introduces two commonly used methods to record cardiac activity: electrocardiography (ECG) and photoplethysmography (PPG)." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "yfuX2krLjjF3" + }, + "source": [ + "---\n", + "## Electrocardiography (ECG)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Fgu0VT3CjjF3" + }, + "source": [ + "[Electrocardiography](https://en.wikipedia.org/wiki/Electrocardiography) (ECG or EKG) is the process of recording the small electrical changes that are a consequence of cardiac muscle depolarization followed by repolarization during each cardiac cycle (i.e., the heartbeat). It is important to note that the conventional ECG performed in a clinical context requires placing ten electrodes on the patient's limbs and the surface of the chest. Electrical potentials are then measured from 12 different angles to give a better representation of the 3 main components of the cardiac cycle (see panel **b.** bellow): the **P wave**, the **QRS component**, and the **T wave**. However, in the context of psychological research, the shape of each of these components and their intervals is of lesser interest. The focus is instead on the heart rate and the heart rate variability, which essentially requires the estimation of the R-R intervals, and therefore the detection of the R peaks. A 3-electrode system is then often preferred over more complex setups (see panel **a.** bellow)." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [ + "hide-input" + ], + "id": "tR8xHmtHjjF3" + }, + "source": [ + "

" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Z0M5bnVUjjF3" + }, + "source": [ + "### Importing Example ECG dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "GwPtky-3jjF4" + }, + "source": [ + "To illustrate the analysis of ECG signals, we will use a dataset containing ECG and respiratory recording from a healthy participant. These data were acquired concurrently with the paradigm described in {cite:p}`20202:legrand`, where subjects were asked to memorize and later inhibit/suppress images and ECG was recorded using a standard 3-point electrode montage. You can load this data set with Systole directly using `systole.import_dataset1()`. As this dataset contains many modalities (ECG, respiration, EDA), you can decide to download only some of them to save time. This is what we are doing with the `modalities` argument." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "tags": [ + "hide-output" + ], + "id": "wmxy1ExtjjF4" + }, + "outputs": [], + "source": [ + "ecg_df = import_dataset1(modalities=['ECG'], disable=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "5-0zQQPHjjF4" + }, + "source": [ + "The resulting variable (`ecg_df`) is a [Pandas](https://pandas.pydata.org/docs/getting_started/index.html#getting-started) DataFrame. Using basic Pandas utilities, quickly check the columns names and datatypes by showing the first 5 rows using `head()`." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "id": "VMUr69ITjjF4", + "outputId": "9f92e946-d5d6-4389-8627-4e6d635c91de", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + } + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " ecg time\n", + "0 3.299866 0.000\n", + "1 3.263855 0.001\n", + "2 3.238525 0.002\n", + "3 3.224487 0.003\n", + "4 3.218079 0.004" + ], + "text/html": [ + "\n", + "
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+ }, + "metadata": {} + } + ], + "source": [ + "ecg_df[ecg_df.time.between(40, 70)].plot(x='time', y='ecg', figsize=(13, 5))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jc3X6xA9jjF5" + }, + "source": [ + "### R peaks detection" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "BRXw8WJijjF5" + }, + "source": [ + "Plotting the raw ECG signal is an important step if we want to check the quality of the recording, but it will give very little information in itself regarding the subtle change in the dynamic of cardiac activity that might interact with cognitive processes. If we want more details, we need to analyze the heart rate frequency, and this is done by estimating the time interval between two heartbeats. A heartbeat is not a discrete process though and results from a sequence of characteristic biomechanical activities, each giving a particular electrical waveform (see panel **b.** above). But we can see in the recording that one component (the R peak, that corresponds to the ventricular depolarization and the ejection of the blood from the cardiac cavities) clearly emerges from the noise and can be systematically detected with great precision. For these reasons, the R peak is often used as the temporal index of heartbeats.\n", + "\n", + "[Systole](https://embodied-computation-group.github.io/systole/#) offers different algorithms for R peaks detection that will be discussed in the next section. Here we will use an illustration using the [Pan-Tompkins algorithm](https://en.wikipedia.org/wiki/Pan%E2%80%93Tompkins_algorithm). First, let's select a subsample of the signal." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "id": "s0cxdv5kjjF5" + }, + "outputs": [], + "source": [ + "signal = ecg_df[ecg_df.time.between(500, 530)].ecg.to_numpy() # Select only 30 seconds of recording" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DDf38ytajjF5" + }, + "source": [ + "Then, we use the `systole.detection.ecg_peaks()` function to this sample by providing the algorithm and method we want to use. Here, we are going to use the improved Pan-Tompkins algorithm fro the [sleepecg package](https://github.com/cbrnr/sleepecg), which is also the default for this function." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "id": "rzDr7WJojjF5" + }, + "outputs": [], + "source": [ + "signal, peaks = ecg_peaks(signal=signal, method='sleepecg', sfreq=1000)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "i8k7BufajjF5" + }, + "source": [ + "This function will output two 1d Numpy arrays: **1)** the resampled `signal` (this only matters if the sampling frequency of the input signal was different from the standard 1000 Hz that is the default of many Systole functions), and **2)** a `peaks` vector. The peaks vector has the same size as the input signal and is a boolean array (i.e., it only contains 0/False and 1/True logical values). The R peaks are encoded as 1 and the rest of the signal is set to 0. This vector can then be used to plot the detected R peaks on the input signal (panel **1** below). We can also use this vector to compute the distance between each R peaks (the R-R interval, see panel **2** below), which is used to measure the instantaneous heart rate (see panel **3** below)." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "id": "705RlzjVjjF5", + "outputId": "be582bdb-5dfd-4149-d990-4528c8058901", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 799 + } + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "time = np.arange(0, len(signal))/1000 # Create a time vector (seconds)\n", + "\n", + "fig, axs = plt.subplots(3, 1, figsize=(18, 9), sharex=True)\n", + "\n", + "# Raw ECG signal and R peaks\n", + "# --------------------------\n", + "axs[0].plot(time, signal, color='#c44e52', linewidth=1, label='ECG signal')\n", + "axs[0].scatter(time[peaks], signal[peaks], color='gray', edgecolor=\"k\", alpha=.6, label=\"R peaks\")\n", + "axs[0].set_ylabel('ECG (mV)')\n", + "axs[0].legend()\n", + "\n", + "# The boolean peaks vector\n", + "# ------------------------\n", + "axs[1].plot(time, peaks, color='g')\n", + "axs[1].set_ylabel('Peaks')\n", + "\n", + "# The instantaneous heart rate activity\n", + "# -------------------------------------\n", + "axs[2].plot(time[peaks][1:], np.diff(np.where(peaks)[0]), color='#4c72b0', linestyle='--', label=\"Interpolated instantaneous heart rate\")\n", + "axs[2].scatter(time[peaks][1:], np.diff(np.where(peaks)[0]), color='#4c72b0', edgecolor=\"k\", alpha=.6, label=\"Instantaneous heart rate\")\n", + "axs[2].set_xlabel('Time (s)')\n", + "axs[2].set_ylabel('R-R interval (ms)')\n", + "axs[2].legend()\n", + "\n", + "sns.despine()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-wS4VMQbjjF6" + }, + "source": [ + "**A note on the data format:** [Systole](https://embodied-computation-group.github.io/systole/#) will output a boolean peaks vector after detection by default. We found this approach more intuitive as the time series keeps the same size and it can easier to slice it according to events observed in another signal (e.g the respiration or the stim channel). However, the same information can also be encoded as peaks indexes (`peaks_idx`), referring to the sample number where the R peaks were detected, or directly as RR-intervals expressed in seconds or milliseconds (`rr_s` and `rr_ms` respectively). Other packages will use different formats as default for encoding and you might have to convert your inputs. This can be done easily using `systole.utils.input_conversion`, which will let you convert your data accordingly." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "id": "PoRd1S_DjjF6", + "outputId": "4bcd7153-44bf-43e8-ce49-f1dd64e15b3c", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([ 559, 1321, 2117, 2932, 3773, 4581, 5406, 6249, 7074,\n", + " 7893, 8752, 9628, 10467, 11320, 12166, 12973, 13797, 14629,\n", + " 15426, 16242, 17069, 17919, 18773, 19619, 20408, 21216, 22014,\n", + " 22786, 23548, 24315, 25050, 25786, 26514, 27236, 27964, 28701,\n", + " 29458])" + ] + }, + "metadata": {}, + "execution_count": 11 + } + ], + "source": [ + "# From boolean peaks vector to peaks indexs\n", + "peaks_idx = input_conversion(peaks, input_type=\"peaks\", output_type=\"peaks_idx\")\n", + "peaks_idx" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "id": "Lgx6PyPPjjF6", + "outputId": "68c52264-218d-4207-9553-541b91671f65", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([0.762, 0.796, 0.815, 0.841, 0.808, 0.825, 0.843, 0.825, 0.819,\n", + " 0.859, 0.876, 0.839, 0.853, 0.846, 0.807, 0.824, 0.832, 0.797,\n", + " 0.816, 0.827, 0.85 , 0.854, 0.846, 0.789, 0.808, 0.798, 0.772,\n", + " 0.762, 0.767, 0.735, 0.736, 0.728, 0.722, 0.728, 0.737, 0.757])" + ] + }, + "metadata": {}, + "execution_count": 12 + } + ], + "source": [ + "# From peaks index to R-R intervals (seconds)\n", + "rr_s = input_conversion(peaks_idx, input_type=\"peaks_idx\", output_type=\"rr_s\")\n", + "rr_s" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "id": "1stY_xc8jjF6", + "outputId": "86c7a23c-89fc-48a1-866b-c4c9a9513f29", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([762., 796., 815., 841., 808., 825., 843., 825., 819., 859., 876.,\n", + " 839., 853., 846., 807., 824., 832., 797., 816., 827., 850., 854.,\n", + " 846., 789., 808., 798., 772., 762., 767., 735., 736., 728., 722.,\n", + " 728., 737., 757.])" + ] + }, + "metadata": {}, + "execution_count": 13 + } + ], + "source": [ + "# From R-R intervals (seconds) to R-R intervals (miliseconds)\n", + "rr_ms = input_conversion(rr_s, input_type=\"rr_s\", output_type=\"rr_ms\")\n", + "rr_ms" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "QlKEx3dmjjF6" + }, + "source": [ + "### R-R intervals and beats per minute" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "8ZoA-cBwjjF6" + }, + "source": [ + "As we have seen above, the R-R intervals are simply the time elapsed between one R peak and the next, corresponding to one complete cardiac cycle. Of course, this value is not stable across time, it is updated at each heartbeat, and these beat to beat values can then be transformed to a continuous vector encoding the instantaneous heart rate, expressed in beats per minute (BPM). The conversion from RR-interval in milliseconds to BPM is done using the following formula:\n", + "$$BPM = \\frac{60000}{RR} $$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "umq9of-IjjF6" + }, + "source": [ + "It is worth noting that the conversion from RR intervals to beats per minute involves a non-linear function of the form $\\frac{1}{x}$. This should be taken into account when interpreting the amplitude of changes in heart rate, e.g., when comparing an experimental condition to baseline. For example, increasing the heart rate from 40 to 45 bpm diminishes the RR interval by approximately 167ms, while increasing the heart rate from 120 to 125 bpm decrease RR intervals by only 20ms (see graph below)." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "id": "iT3RfJjTjjF7", + "outputId": "81302610-2c16-48bf-93a2-e4d5afd3f1f4", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 596 + } + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ], + "source": [ + "rr = np.arange(300, 2000, 2)\n", + "plt.figure(figsize=(6, 6))\n", + "plt.plot(60000/rr, rr)\n", + "\n", + "plt.fill_between(x=np.arange(40, 46), y1=60000/np.arange(40, 46), y2=300, alpha=.3, color='#c44e52')\n", + "plt.plot([40, 45], 60000/np.array([40, 45]), 'ko')\n", + "\n", + "plt.fill_between(x=np.arange(120, 126), y1=60000/np.arange(120, 126), y2=300, alpha=.3, color='#c44e52', label='5 BPM')\n", + "plt.plot([120, 125], 60000/np.array([120, 125]), 'ko')\n", + "\n", + "plt.xlabel('BPM')\n", + "plt.ylabel('RR intervals (ms)')\n", + "plt.title('RR intervals - BPM equivalence')\n", + "plt.legend()\n", + "sns.despine()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "2Bkmreo1jjF7" + }, + "source": [ + "### Interactive visualization" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cLXD6eQgjjF7" + }, + "source": [ + "R peaks detection and the conversion of the peak to peaks intervals into interpretable heart rate measures are the two building blocks of cardiac signal analysis. [Systole](https://embodied-computation-group.github.io/systole/#) lets you execute and plot these processes in one line of code using the `systole.plots.plot_raw()` function. The `plots` module contains several plotting utilities for standard visualization processes in cardiac signal analysis. Each function support two plotting backends: [Matplotlib](https://matplotlib.org/) for static graphs and [Bokeh](https://docs.bokeh.org/en/latest/index.html), for interactive graphs. In the following tutorials, we will use Bokeh as a default rendering backend (see the `backend` argument below). However, it is always possible to plot the same figure using Matplotlib if you do not change this argument. The other arguments here simply specify the modality of the recording, which can currently be `ECG` or `PPG`, and the algorithm to use for R peaks detection. Because we would like to have the Raw ECG signal stacked with the estimated instantaneous heart rate frequency, we set `show_heart_rate` to `True`." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "id": "83hQTuStjjF7" + }, + "outputs": [], + "source": [ + "# Extract 100 seconds of recording for illustration\n", + "signal = ecg_df[ecg_df.time.between(500, 600)].ecg.to_numpy()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "id": "fdC-Fs5rjjF7", + "outputId": "06422338-9692-462c-bbcc-f3ada5670de1", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 554 + } + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(,\n", + " )" + ] + }, + "metadata": {}, + "execution_count": 27 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "plot_raw(signal, modality='ecg', detector='pan-tompkins', show_heart_rate=True, backend='matplotlib')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "PFztYiM6jjF7" + }, + "source": [ + "We can see that the Pan-Tompkins algorithm does a good job at detecting the QRS components. We will see in the next tutorial that this algorithm is a great starting point for R peaks detection. Furthermore, looking at the R-R intervals time series, it is also obvious that the heart rate is not constant across time but oscillates according to both higher and lower frequencies. We will investigate these variations later in the section dedicated to heart rate variability." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "aQXe7KbejjF8" + }, + "source": [ + "---\n", + "## Photoplethysmography (PPG)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kSfVL2_hjjF8" + }, + "source": [ + "[Photoplethysmography](https://en.wikipedia.org/wiki/Photoplethysmogram) is a non-invasive method used to measure the change of blood volume. This method can be used in addition to or as a replacement for electrocardiography, depending on the exact experimental design or research question. It can be more sensitive to movement, and - depending on the sampling rate - more or less suitable for studying heart rate variability. The PPG signal is characterized by a main **systolic peak**, often (but not always) followed by a smaller **diastolic peak** before the signal returns to origin. The lower point between the systolic and diastolic peak is the **dicrotic notch** {cite:p}`2022:mejia`. The systolic peaks correspond to the moment where the volume of blood in the blood vessel suddenly increases due to the pressure of the heart contraction. The blood volume measured at the periphery does not change immediately after the cardiac systole, but rather with a delay varying depending on physiological parameters. For this reason, the systolic peak and the R peak are not concomitant but rather delayed, the systolic peak often occurring after the T wave of the ECG. The delay between the R wave on the ECG and the systolic peak can vary between individuals and across time in the same individual according to a variety of physiological parameters." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [ + "hide-input" + ], + "id": "oUkqexQgjjF8" + }, + "source": [ + "

" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "EoiXmUF0jjF8" + }, + "source": [ + "Let's first import an example dataset from [Systole](https://embodied-computation-group.github.io/systole/#). This time series represent a PPG recording from pulse oximeter in a healthy young participant. The sampling rate is 75 Hz." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "id": "Ypg0aB0xjjF8" + }, + "outputs": [], + "source": [ + "ppg = import_ppg()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "3oIl8N0OjjF9" + }, + "source": [ + "### Systolic peak detection" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "yNOJCN2IjjF9" + }, + "source": [ + "Like for ECG, we can use this signal to estimate the time interval between two heartbeats and assess cardiac activity. The main information of interest we can retrieve from the PPG signal is the timing of the occurrence of the systolic peak. The timing of these events is tightly linked to the occurrence of the R wave (although with a slightly variable delay), and we can use the peak vector resulting from this analysis the same way we analyze the RR interval time series with an ECG signal. Because we are not measuring the heart rate strictly speaking, but the pulse at the periphery of the body, this approach is often termed **pulse rate variability** to distinguish from the heart rate variability that builds on the ECG signal." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "t1F6l4CKjjF9" + }, + "source": [ + "We can plot the PPG time serie and visualize peak detection and the inter-beat intervals time series using the `plot_raw` function." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "id": "nkRx7sZJjjF9", + "outputId": "90a3e55a-6fe0-45d1-db08-7b2d94f8b08a", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 506 + } + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 30 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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RR+OKK67Af//3f2P//v14/PHHpcc1+2XcuHFYt24dnn32WVxxxRUYO3Ys2tvb0d3djQkTJuDyyy/HH/7wB7z77ru2uAUFBfjjH/+IdevW4frrr8fRRx+NSCQCxhhOOukkfP/738fKlStt8U455RRs27YN9913H77+9a+jX79+6OrqwuTJk/HDH/4Q27Ztw7x583w916RJk/Dxxx/jxz/+MSZOnAjGGAoLCzFv3jx88MEHuOKKK3yl74d58+Zh06ZNuOqqqzB69Gh0dXWhpKQEd955J7Zu3aortpL+awiCIAgin9AYY6y3hSAIgiAIgiAIFX7xi1/g17/+NS644AKpg2WCIAiCyEXIkoYgCIIgCILICerr6/Hoo48CAC655JJeloYgCIIggocsaQiCIAiCIIisYfHixWhvb8e8efMwYcIEfbtXeXk5/vVf/xU7duzA6NGjsX37dowcObK3xSUIgiCIQCElDUEQBEEQBJE1/OhHP8IDDzwAIO7XZ9iwYWhpaUFPTw8AYNiwYXjppZcwa9asXpSSIAiCINIDne5EEARBEARBZA033XQTCgoK8O6776KyshINDQ0YNGgQJk6ciIsvvhh33nknxo8f39tiEgRBEERaIEsagiAIgiAIgiAIgiCILIAcBxMEQRAEQRAEQRAEQWQBtN0py5gwYQLq6upQWFiIiRMn9rY4BEEQBEEQBEEQBEFY2Lt3Lzo7OzFmzBhUVFQEli5td8oyBg8ejI6Ojt4WgyAIgiAIgiAIgiAIBwYNGoT29vbA0iNLmiyjsLAQHR0dGDRoEE488cTeFocgCIIgCIIgCIIgCAvbt29HR0cHCgsLA02XlDRZxsSJE9HY2IgTTzwRmzdv7m1xCIIgCIIgCIIgCIKwMG3aNGzZsiVwNyXkOJggCIIgCIIgCIIgCCILICUNQRAEQRAEQRAEQRBEFkBKGoIgCIIgCIIgCIIgiCyAlDQEQRAEQRAEQRAEQRBZAClpCIIgCIIgCIIgCIIgsgBS0hAEQRAEQRAEQRAEQWQBpKQhCIIgCIIgCIIgCILIAkhJQxAEQRAEQRAEQRAEkQWQkoYgCIIgCIIgCIIgCCILICUNQRAEQRAEQRAEQRBEFkBKGoIgCIIgCIIgCIIgiCyAlDQEQRAEQRAEQRAEQRBZAClpCIIgCIIgCIIgCIIgsgBS0hBELxHt6lK6zxhzDEsQfR3V70l2Xf/molHEIhFTuFh3N1g0qpRXPhLUM/PK20isuxssFnMlR7SrC4yxQOTLV/KxjHKpb3Tqz3PlOQiCIIjMkBNKGsYYPvjgA9x1112YMWMGRo4cif79+2P06NG46KKL8PTTTwsHH5qmSf8rLS2V5r1161ZcffXVKC0tRWFhISZNmoQ777wT9fX16XhUog9x+KONSvejbW1o2fZFJkQiiJzF6XuqfOElbj9R+cJLtr9bduxA3eo1pnDhXbvR3diklFc+UvnCS7qSym86kZZWxLq7TWWfpOpvq9C+/4A0PjfN5mbfsuUzzZ9+hmhHZ2+LESjdhw5x60M2kpSzq7ZWWIcJgiAIIkm/3hZAhdWrV+PCCy/Uf0+aNAkTJ07E3r178dZbb+Gtt97Cs88+i5UrV2LgwIHcNM444wzuvZEjRwrzfeGFF3DNNdcgEolgzJgxOPnkk7Fz504sXrwYK1aswLp16zBp0iT/D0j0TZxWNY3382wFlFCnq6EB4S93YeQ3zuptUbKO5m1foN/gwRgycUKg3wiL9CDWbbakYYyl8gggr/p31+GIr38N/YcO9Z1WzsFiwoWVuCWNB2VQjNpIR5jYQikXkVlcZSu5KDNBEASReXLGkmbixIl44IEHUFtbi927d2PTpk1oaGjAU089hYEDB2LVqlW45557hGkklSrW/15++WVu+MrKStxwww2IRCK4++67UVlZic2bN6OyshKXXHIJqqurcfXVV+ed+TDhTGdtbUZMk411i+pZ3yXS3IK2ioreFiMr6aisQmddnXoE1e9I0wDEw7YfOGj4/lgiGf/fY0dlJXra2n2nk6tomtbbIhA5Tw7WIar3BEEQhAI5oaSZPn06du7ciYULF2LMmDGmezfccIOunHn00UcRC2iV4r/+67/Q3t6O8847D4sWLUK/fnGjo2HDhuGZZ57BsGHDsGnTJvz9738PJD8id6hbvRadNbW+01Gd6JGChiCcUfpOPHxLh9a9DyT6FfoWiZyFsaSOkSAIgiCILCcnlDRDhw5F//79hfdnz54NADh8+HBgvmKef/55AMBtt91muzd8+HBcddVVAIDly5cHkh/RF3EaMdOImiDUyeT3Qt8mkYtQvSUIgiCIXCAnlDROdHR06H8PGjSIG+b+++/H7Nmz8a1vfQs333wznnrqKXQJtqwcOHAAlZWVAIDzzjuPG+bcc88FAKxfv96P6ARBEESuEPgclybNBEH0Hq1fftXbIhAEQRAccsJxsBPPPvssAOC0007DUIETxscee8z0+8knn8S9996LlStXYurUqaZ7X375JQBgwIABOPLII7npTZ48GQCwZ88eRCIRqaXPkiVL8Mgjjyg9y/bt25XCEXmAG8fBBEHYMLl3UPheGGM+vFiQI28it6HteoSVzuoaFB93bG+LQRAEQVjIeSXN5s2b8fDDDwMA7rrrLtv9uXPn4oYbbsBpp52GI488EuFwGG+//TZ+8YtfYM+ePbjooouwdetWHHXUUXqcw4cPA4hvaxI5NxwxYgQAIBaLoaWlRXpKVHV1NbZs2eL5GYk8xc1uJxpcE4QclU/E63ek9wOcI7xra/FyeTmq6uowbswYzC0rw/iSEm/5EEQ6oW6EsECKO4IgiOwkp5U0tbW1+O53v4uenh585zvfwTXXXGML89JLL5l+FxYW4pprrsGFF16IadOmYf/+/fiP//gPPProo3qYzs5OAHFLGhHG47yN2614jB071matI2L79u2O6RF9BRo8EXQKjjoBfi+aJleSJn6ueucd3LN4MaLR1JHRS1euxKKFCzFn5szg5OlrUNMXOPEqnGcFm5NNY04KTRAEQWSYnFXSNDc3Y/bs2di/fz+mTZuGJ554wlX8UaNG4Wc/+xluv/12vPjii/jzn/+sT4YKCwsBAN3d3cL4Rn82Ij84SRYsWIAFCxYoyTVt2jSyuukzqG3PSPyRZlmIXKdl+w4UTZ6EkES5nJdk8tsw5FVZW6sraEYVFWFMcTHqWltxKBzGPYsX4+snnEAWNTJI+eiazto6gMVQWFra26IQeQONLQiCILKRnHQcHA6Hcckll2Dr1q04+eST8cYbbwh90cj45je/CSC+vSm5xQmIb3MCgMbGRqEpaDJ8KBTylDdBKJsZ0xiKUKDp40/QE27rbTF6jXQdwc2PzvByebmuoJkxZQqOLy3FjClTMLKoCNFoFC+Xl/vKKxsJamtEOvRqfWHbRuvOL9Gy40vvCfSBMiIIgiCIfCDnlDTt7e2YM2cO1q9fj2OPPRZvv/221B+MDON2pp6eHv3v4447DkDckubAgQPcuLt37wYATJw4Ueo0mMhTMjDYNU46aGxNEA4o6WiCUjIwVNXVAQDGFBfrVpiapqGkuBgA9PsEkS1QP0LYoEpBEASRleSUkqazsxNXXHEF3n33XRxzzDEoLy9HqQ+z388//xxAfHuTUdFz9NFHY9y4cQCA9957jxs3ef0b3/iG5/yJPg6NjQgia7EpdCw+PcaNGQMAqGtt1cMyxlDb2mq6T6SHroYGHHr/w94WI7PQFjETmfTXVbd6LXrC4YzllzFoHNLrNH36WW+LQBBEFpIzSppIJIIrr7wS5eXlGD9+PFavXm06kcktPT09+J//+R8AwAUXXIB+/czuea688koA4B6d3djYiBUrVgAArrrqKs8yEPlNrLsb3YcbJSHcbM+gkRRByEn/didjVnPLylBQUIBD4TDe27ULO2tq8N6uXWgIh1FQUIC5ZWXB5JVNZNGqe09rK9r37+9tMXKM7Hl/6aSrvh4s4cy7ff9+/W8/dNbWIkqHOhBpINLY1NsiEASRheSEkiYajeK6667Dq6++itLSUqxevRqTJk1yjHfXXXfhySefRGtiZTPJgQMHMG/ePKxfvx79+vXDPffcY4v7k5/8BIMGDcK7776Le+65Rz+9o7m5Gddddx2am5tx+umn4/LLLw/mIYm8I9IaRkdlpfcE+sZ4miCCIRMKBEMe40tKsGjhQhQUFKAhHMYX1dW6gmbRwoVqToOzSOmRzbBYDCwWs1wlqxJ3sD5T39r2ViDaFT/44dD7H+p/ZwPZZwzVN+oEQRBErpETpzstX74czz//PID41qT58+cLwz744IM4/fTTAQA7duzAb3/7W3z/+9/HpEmTMGLECDQ3N2Pnzp1gjKGwsBCPPvoozjrrLFs6Rx11FJ566ilce+21uP/++7FkyRIcddRR2LFjB9ra2lBSUoLly5fT8biEFKkPjD4yYCaIrCGwby6ezpyZM/H1E07Ay+XlqKqrw7gxYzC3rIxOdQqYxi1bwaIxjDzrzN4WhchBsmWYlo3OrbNRpr4GvQOCIHjkhJLGeNx1RUUFKioqhGGbm5v1v2+//XaUlpZi06ZNqKysREVFBQYOHIiTTz4ZF154If7pn/4JkydPFqY1b948TJo0Cf/5n/+Jd999F5999hnGjRuHW265BXfffTfGkM8BQoq843XVL1MnThBSgjzcKa585wTmXBpfUoI7rrtOLWHCE9H2Do4lTV/FR1/Qp7qR4B82XZNpmqQTBEEQVnJCSXPzzTfj5ptvdh3v4osvxsUXX+wr76lTp+r+ZwgisyTN02kAR6ghGuxHmpvRr7gYWigndri6prK2Fk9vWI+WLz53sGbxewQ3S/7hKx0iALLFPCKHIGVA36G7qRkDjhjW22IQStB3SRCEnZxQ0hBEfuKiY6Y+nPBB65dfYejJJ6Hf4MG9LUrgvL3tc/zuv36n+w0DgKUrV2LRwoWYM3OmObDHSSpNbon8IN/qMV9RR58r0PzJpxg981zngFRWBEEQWUl+LqsSRDZAgx8iCIIyGMjDmUtNawt+t2oVotEoRhUV4aSxYzGqqAjRaBT3LF6Mytra4DIzWLXlYVFmJfufXdbbIhD5QLZYXWVlw5GNMhEEQRCkpCEIHzR9/In3yE4DNtN9GkgRPsjKyYE7esJhtH61y3Ttje3bEY3FMKqoCDOmTMHxpaWYMWUKRiYUNS+Xl5sTyf1i6F2CrEfkVN01vnQNjPWt+p+tdShDCiMn67+2in3KYYk0Q+VPEAQHUtIQhA9atu8IJJ1oR0cg6RDpIdrZmfuOS3N8HNhVfwiNmzabrtW2tAAAxhQX6yftaZqGkuJiAEBVXZ0lFZ+FwGx/EL1EthhH5BQ0GexTyJQv7fv3Z1ASgiAIwi2kpCGIdOFoKZP68/DGTemVhfBF5Ysvo+NgZW+L0bfhTMpLhg4FANS1tuoTEsYYaltbAQDjLCfwKa8YaxrpYXoLTbNrYEgjQ2QD6WoT0qI8Ux9/kPKul6HiJwiCAylpCCKdSAY/pgkj77RflvqDzJF7n9x/B7kuv52LTzwRBaEQDoXDeG/XLuysqcF7u3ahIRxGQUEB5paVBZth0Kc75dgrydg3kPPfWraSe+UaaWlB3eo1/JtC5Z3lObNFyZdF9Tr3+zOCIIj8hpQ0BJEF0ICJINxTOnQYfnrpHBQUFKAhHMYX1dW6gmbRwoX2Y7i9fmb0fWYhWTLxzjQ+6mIu9jPR9nZ01lq3LSqQe48KIK6U6mlrCyYxlfedg3Ui/6B3QBCEHTqCmyDShlPH69wx64Nq6sMJn+TiBE2FC08+BTMuvwx/XfIIWocWY9yYMZhbVmZX0ADw8yExw+lO9D0SOQnV26yns7YO/QYPRr8hQ9Kck9GSlyoGQRBEtkFKGoLwRACDGib8EVweRHDk8EA2h0U3ILacGF9SghunnYGxc2bLk1D2ScMPmx/lSPRJcrXuZstWpcBwfp5AFOrUWOUM+bqAQhCEP2i7E0Gkk8A6X+rECZ9QFQrOlQwNqm3UrV7rIrQXP1tZ6mckp6B6SyQIoA3rrKlByxfbAxCGIAiCsEJKGoJIE7xJSE9bG6JdXckAxsAZkorIb8z1qKuhoZfk6A0y8A2lvHmnP68cINLSglhPDwCgs7a2l6UhHOkr/Yz1ObN9sSRd70WWbgBZdtbWIbxrt/+ECIIgCBukpCGIDNJRVY3uQ8mJs/x0JzAW/GkyRJ+i9s23Db/ysQ6ZrSmcrTPysQx6j7a9FegJh3tbjL4DWQ+ZkRZHH//WXTw+WQb2MlT8BEFwICUNQWQYtwMiGj/1dWhiFhiJj2n/s8scAjoc7dtXv0mPFgqVL7+C7sONAYrB6LPwQDb1JT3hNhxY/nzG8ot2dCh89+lFqe83OihPKyyVHUEQBJF1kJKGINKFw+DHPDiikRKRZnp5NN64eYu/BBysCOJzG6ePzp8IQZOLK9jRri40f/a5uzjtHaltnkQvkanJvxqxnghYNJqZzBgDi8Yyk1eOwGi7dRZB5U8QhB1S0hBExlHcwkRjKCIwUhWop729VyRo/fIr7vVoR4fPyZr6x2GcmLCYfNLGVaDoLmn67gfZEw6j+fNtqQvKZdF3yyxQ/BRjX6m3vMcMZYnpVcbE6CPvmiAIIk8hJQ1BZAG5uKJO5BaMxRUTjZt8WrQETNXfVqF9/4FgEnPxHXlRDPX579TP86e97Pr4u+mTiDUe9m81AO1IJr7/TLUxQWSjadQmBgGVIUEQHEhJQxBpQ9DxMof73DjUifc++fIO4s9x8IWXeleMBCwaBWOZ2oqgbkljjmZ99/lSF3IUxkBOaTyQVdU2s+8vK3wuq/bjWfWeCIIgiN6AlDQEYaGnvQPdTU2BpOW0yqTf5+2sIMVMzhOLRNBZV9fbYiQw16dYwkdIW8U+xCKR3hAo8xi3EHryUUHfpGfotBlPRJqbA2tD+mq5MgYglJnhbqS1FZ01NRnJSwZjzOF99826kI300c+SIAgHSElDEBYizc3oqk3TxNp4rLb5hlPEdEhD+EBFsRHt6ETHwcoMSKOAoO41fLgekeaWXhDIHYGshBufPybe7qSpOCnus1jKRtU4oG8Xmmdav9qFxs1be1uMXiQbTGDUadtbgYaPNvZK3qrKdmbqC0RjEoIgCKI3ISUNQaQL5eM2ne7TACobOfj8CwqhMvzu+nhVcaMI8OSsuI87DrafwO2mHAIsM8YcFWmEGdan+hLWa48ar5c+M/fYvhx8/gU6RS0n6SvfJUEQbujX2wIQRPaRIQeXxmw8WdcQhCLMMGnJ12qlNLEx+KRxu92pjypmAoOKLwBSiqnWnV+iYNAgDD76KPXoefIO2vZWgMVi6H/EEb0timucrfR8viSjry3FtMjKjSAIIvsgJQ1BAIh2dSHa0YEBQQ/6lCxlVNLxLwpBCMmXQbqqDyh4taTJd02XN5QmeYIwlbW1eLm8HFV1dRg3ZgzOaO/E8IDly33sZde2bz/6DxvmTkmTJ7QfrASL9uCI4ao1JZjvNV3NpBclSVfDYQwcOUKSqDRD1/kRBEEQmYWUNAQBoL1iH5o++RRH/cM8AMGsLImS4F2nMVMOkOPvKKtXS5VEC+IIXcOfEp800DTTR5m+ssvid8LFLq962dj2SmFtRQUeuOMORA0Ks6Wahp8XF+HKY6fo1zSNkzPtdnJPNrcBrunbFaDl820YPfNcz/HzqirkOvQyCILgQD5pCMKKocNs+PAjd0f1ukjbcsP0q7K2Fk9t3Ii7H3wQS154AVUBnTZFZJggBl8c8/iG9R+heds2/2n3OfxZ0shOY+uT6OXhXCCmIIyhsq4OD2xYj2g0ilFFRThp7FiMKipClDH8etlzqKytTY/MOY+fypcnFTfASe3+Z5cFllYg+PQdpLbrM0/qAUEQRB5DljQEIUF4WoKvcbI88qp33sE9ixebVpefCIWw6IihmDNzJgCgo6oKLBbD4COP9CEIkRHSMCCOtLQCmlsdO0uIk0cDdB+L6YEqX/s6HrY7vbJ2LaKMYVRREWZMmQJN03BcSQne27ULDeEwXi4vx2VaQZoE7pvk06cvw+YkWXiqYip8YI6ouWZfBjkCsgBybseVj13zLQvhE3oFBEFwIEsaok8Qi0TUTz1gCOh4ShfxEnlU1tbqChrT6nIshnsWL9ZXl9v27EV4126PchGElTwZJbrxAeXjkfNK0eUS75NZc5lV19cDAMYUF+tpapqGkuJiAEBVXZ2TIB7lyC0CUx703SrrSKyzs7dF8ECwp6URBEEQ2QUpaYg+QeOmLWj48KPeFiNByqLBOtl7ubxcV9DMmDIFx5eWYsaUKRhZVIRoNIqXy8vjAS0+MwhCSmJhOb+VC+633LhL3o/CNk/wcwqdJdjY0aMBAHWtrXq9ZIyhtrUVADBuzBivUuYfQVW7XKy/GdDFxbq705+JDC/vxfe7zMG6kKfkd79MEIRXSElD9AlYLGY+mjLbSPTRydVjpdVl6tezgro1a9FVf4h7L11jr3jVyK8KEN61G41btuq/2w8cNCtWFSwKAtsCEE8smHT6ALxy72nvQMv2HcI4V8yahQJNw6FwGO/t2oWdNTX6VqeCUAhzy8qsmUjzyydsdT8w8qfcNE0LTIETaHXSxAmq1ls1vzIKiSifHkl+jgiCILINUtIQfQPBYK5155eJ+ynLFOtAyvOEQHi8kzhMcvXYeXW5b5j65wKdNbXoaWsT3s+aCaXk+OhskLG7sRFddfX670hLMzqqqz2lpX/XVvw+ZxaUU67AenoQ7ehI/baU3fgxY3Dn9LNRUFCAhnAYX1RXxxU0moafX30NxpeUOOSQv22gSt3P991eHZVVkrtO2xoR2NZGV/lmBbkgI2GG3hlBEHZISUP0IewdoXHlPj1Zqq6cxcPNLStDQUEBf3W5oCC1upyHlhTphkWjiPX0eI+fBssKoWPqdJGHSgbee1H7rv04pfEeNS3peM0+GnV3ypXUIarLyIxh1oQJeOWhh3DjeTNxwZQpuO0f/gH/N+dyXDR1qrpMeYlAA+NXMZNDn3+f9bnm9Uh7V1nkUEUgCILoo5CShiBsWFbgAh7Q8AdI8WvjS0qwaOFC++pyKIRFCxeaVpdpoOWOlu07UL/23d4Ww8TB518INsF83qIThOVAjhdB0Bz6YD0at37sPQHGJGVq2W4hCDe+pATzL7gA/zbzfNxx3XUoLSpSy7evEKDJTDb1GU6PFbisGXt2hwcL6H2qlI80jGn7YBASEQRBEEFCR3ATBJAe23GPA585M2fi6yecgL8+vAQtRUNQOnw4zhs+Eqcljt8GEvvxaWDlilh3N2JdaTrFQzZRJTKHw2zD78RPj58ns5pYVxdC/TJ0zLVimXk+zSg/Xokj5jrs5qGZy/A5gPLjBOirSiW3TGyrdNrxJdXXB78VrPbtcow5fxa0ggy1J/lEnn2WBEEEAylpCCKBaWCV1kmYwTeIPukzhxhfUoIbpp2BkgsvQLSjA0221W7NHomQkwEnDl2HGjBw1Mi05+MelncKBhtKj6W4emytK/nqtNb1JyHys+XgKFXTAi+3fPPJEotE0NPWjgFHDOttUbKEeH0RKu3y7P0nUf9Ogvye/KfVVX8IjLF8fS0EQRAZh7Y7EX0CV6uz1vGKj8lFIBMTXhI0Esoqku+5ZdsXmckw6BlqvugdnL43v8+ZTwqaBH7bqKr6ejy0bBn+d/2HeOiZZ1BZWxuQZH2LntYw2vfv598Mqt7lUvVlTFw3OZetFkZ5+KlmHZ6t3ggzVFkJguBAljREnyHTK+C8/Bhj0BgnDE82wxGaXNmpY3dNxossnRm6TTubq4vSs2TPhCCvrGl88Nann+K3f3sF0VgMALBmXwWWrlyJRQsX4qLTT9fDaYbT88RQmSZJ2+Q3j+tt1ct/w8hvno1C/QREF2TkqGpVgpLFhcI6j+sFQRBErkKWNATBwXj8tUjZIqLhow1ecnQXXNNoXBUwDes/cgjh7JQ3u5Vp/K11WYXPuanzvCU9WxqjXV3+HPDmEol3VFlbqytoRhUV4aSxYzGqqAjRaBT3LF6Myro6Q5w0KB3ybBXf1nZkTbsRLIc3bFQ/UcxFGUQ7OhDr5Pscy6RSVapgC3ArkzCpPK03+Q29M4Ig7JCShiCs+BzktO3Zm9b045BPmqBp21vhPXIaX0WezUVd4Pzg7i0OAnBey/l+e1rDaN2x06Us/LQyiVsH5MbJ7svl5bqCZsaUKTi+tBQzpkzByISi5m/vvSdVitFckkOaLe+ywQIsvHsPWMLyyh/2b1SWrptHj3Z1Idbd7UqannBYLWBg7XmA79JPUr1fpQiCIPISUtIQfYTemOmqj174A0jxCQx9d+LunXRsIbBPerJ4xGrYPpe/yJ/PzeO7sYpStgzII6oSljJjiov1b0vTNJQUFwMAquvr01ff8r4e8+lzPkBcntZmVtK4+djNPxve/xCNm7eqxwdQ9bdVnvKKXxP39eJ0nLYzSdr7fHWEnqPQKyAIggcpaQjCBoNZQRJsD+rmFCnhbSUfD0SvkyWvyHkgngWC9mJ9diwfmW8oACzW95Q04xK+P+paW03bQ2tbWwEAY0ePTgVOw+lO2eSjKHBs7XsWfJ+ZRvLI3LqkaWDRWDKAclr89GNgjGOVo+Q6K4B6mYHXTcqZ7ILeB0EQVkhJQ/QdJH1gxlYoRStmkg463nnzVvUDk6rvkO6V/QB80rRs3xGAQDIxcqXimOUUfqN60StYCvmY+MqcfLOeXFXSuGz3DI8+t6wMBaEQDoXDeG/XLuysqcF7u3ahIRxGQUEBLj/3XL2o1BwH+yTnJzmKlm6+tqZkSRmlQQ4tFAJ8bqMKrO1VsGDxn4ePqOmyAM2W+kUQBJEHkJKGIJJwBxhM38vvdo+60rhHNqiRxe9rZu8ZhEWjiPX0qEcI+F00ffxJoOkZyfvVOsfH8/v8+bjdyVuZjC8pwf+7/AoUhEJoCIfxRXW1rqBZtHAhxo0aLY7sNktq74Ihx75/N+2VFgp59nWTzCedba8yis/seDx5br1qgiAIwgIdwU0QFnhjn0hTE2pefxNHX3u1/8T4AV2nk/cT7l6icevHiLa3Y/R55zoHtm6DyepXIt0/kDkxlEnDxNzNY7ook7643QkALjzlFJx51nSs2rgRu7dsxbFnTcfcsjKMLylBd1Mz9AJ3sqRxqYTpU21fn1dQCZ7fWi6hkPk7zPs6omJ15VPhQxAEQfQapKQh+gYa4NWRIGNWh4Q+MTnts+cnFMTVPcIrLBJBrDviNbb5F2OBzhXq1r6DEdOnA3B3Kk/fwYWjUet2Q5XJsP69Wt5zNBbfbpH32Mtp7KhR+OG8eagaUGhXYqf2O2XAyXaOfxB9bTeY0vfmwpKmoCDlk8aeEDJaPxJydzU0INbdjUFjx7qMnuZtb8EkQArEoMi6j5MgiGygL4wqCcKZdAw2fHa8soGa26NziQDIgvLurK5BrLvLdK2jssrwy9laJutWTdPiVDZYHF3dRKPQCgoyI0yQZNMcy/UWqLRIkZUE9Xlk+3dmxt0ChdEnjd/HDMpHXbSjA9G2dv133L2c3Co28++IAQyIRSLoTJzYZpTF3L+4o6v+kF/h8oJYJILO2jp5oJz6NgmCyASkpCEIK4orvp4HUxznpU5p2W7TCpZHAh4IMdbrx+LWv/uec6B8GP8pLbw7PajPgpAdwd0nLGksOG3zMzoOhouJKE1YnPHS7iT8q+WWskZG6jn8+KTJyQZS4XhyN6+5s7oGdeVrbNeV+hcBLV9s9xw3n+iqq0fdanvZEgRByOiDo0qCUMB4kgtj8LZsy+QDKb8D5bwZaGcb3iY/8X+y+J3kmksa17h7CNfvSnYCm2dLmiwo+EBePi8Nw7UgLP+yoKjSipLyxL9C+PBHG9D86We+08k2tIICJSWNnzY6u9p3H7IwFtz3lFVlQhAEkT+QkoYgAMvYN/N714WTHP34bYdJENF7SJ2ipsMXQnosdxhjOPTBh2lJO2NYirqztg7hXbsV4lmsPARWCroVgvV9x2K5ud3JLdwj5qUR4v9ogrg8PFqmZdcE2idptM7raWtDtL3dOWAaUX5X0i2/lguhkPmUNavPqd6AWZ9VVQ7ncOJH8vKszj65wrt2o7O21l2q+fRNekC9P+3b5UQQBB9S0hB9A6fTRWQE0H9GWlvlAxbX/hg0WsDKRtLyTjiDZ0/GPk5bUxja9+13n3Cm8DBx7aisROvOL1MX0vTNMMb69A5EUduWup79foeyAk4Z2bdTGsJ4sAbTcsAHlCO8cjL4pHFfLu4UCpGWVvHNDDYEcpkDMJ00hGvdudPZP03anYPnFq7601z/JgmCCBxS0hAEhyAGscYkWrZ9gVh3t/e0LXF62w8KkaOkc/tdVsB5BuG3EuDzet4S2cv4bEecT6cTxvSVb6DbNbKGND+Qvp0qN5zOu/Wdo4U0sJhC+xZAO1e96lXfaQgJtB32b7GUIgfbN4IgiByGlDQEYcU2XvGzh93ywzoYYryAitnmxaQ6g7jyi8F7HyqRBe83QFLzareJ52N9cTlxUDraVrK1UBbfh8Jj/7PLPMf1i5tmxHWTk9ztxLNkdJuYU/HmWfX2osxv338A9e+9Lw+kAdlcWOn4FtSa7jSUiawtCSJtPzJbLStdNF/K74jGKARBEJ7JCSUNYwwffPAB7rrrLsyYMQMjR45E//79MXr0aFx00UV4+umnpQOacDiMf//3f8cJJ5yAQYMGYfTo0bjsssuwdu1ax7zXrFmDyy67DKNHj8agQYNwwgkn4O6770ZbW1uAT0hkks6aGvWjIWVm0IGc7uScv+lf7k2iVzFOzrnKtmx4T44av4xI4QUWi6F52xeKgTPwHFn7jnsLs9+lzto6dNXXm8vEjU8aWTZ9FYeyaz9wEEB8W21Xfb0sIX9bf7MNqeGMS+2jaAHFZbrS7WTK24zUgvGzcNjWyhFD7FLNnSC2586TakYQBNEb5ISSZvXq1TjnnHPw29/+Fu+//z6OOOIInHbaaYjFYnjrrbfwve99D5dffjm6urpscQ8dOoQzzjgDv/rVr1BRUYETTzwRhYWFWLVqFS644AI89NBDwnwffPBBlJWVYdWqVSgsLMSJJ56IiooK/PKXv8SZZ56Jw4cPp/OxiTTR/Pk2jjPR1EQ7sP36xnS487rU5MZ1nkGclkIERk74eGAADHXOdjtLn4FFo4nTaByWeoM0LBJNZKWWNC7zzwFYNIpYJCILkfgnVS4t27ej9cuvzPedCoe2b5q+P7fbWdv27E0mIo/LgLh/IPfy9QoSJ96e64yvh+8lJbDXsEG+aPpG00eufI8EQWSUnFDSMMYwceJEPPDAA6itrcXu3buxadMmNDQ04KmnnsLAgQOxatUq3HPPPba43//+97Fz505MmzYNe/bswZYtW7B//34sWbIEjDEsXLgQH3/8sS3e5s2b8aMf/QgAsGTJEuzfvx9btmzBnj17MG3aNGzfvh233nprmp+cCA7DwJQxdxMq5uC8UTkdl3HStLWCCA5mmRRlZPKTrslJts7cHOVK3ZcGTaPDVN3Xh+t4wcviDrlVRcv2HagrX2OPI4OXXtBl3/sFl348PCOLxYCQfFjH3XqWaziK76Hs0lImPrckZYx0yZgLz04QBJGd5ISSZvr06di5cycWLlyIMWPGmO7dcMMNunLm0UcfRSzp3R/A1q1b8corryAUCuG5557DuHHjAMQHKbfddhtuuOEGRKNR3H///bY877//fsRiMdxwww247bbb9InYuHHj8OyzzyIUCuGFF17Ap59+mq7HJtJJwEqO1p1fovWrXZw78kGKknNEwZarbLV8yAWqV73mrvyc6oslrepVr6WuZ/A1ea4T2VKXOOXsu567/dQV8usr3x7r6bFY0oissKxBNNMNzbrdSWhZ6Ic8eCceyyC1xYVBC8ksaZILFDlQVrrlnyqyD10hnWxSIvryNWNPQ++PTIHSXwf6SjtJEASRDnJCSTN06FD0799feH/27NkAgMOHD6PesB/7+eefBwBccMEFmDJlii3eggULAACvvvqqycdMOBzG66+/DgC47bbbbPGOPfZYXHDBBQCAFStWuH0copfhrXqbLWWsAwvngUZHVRW6amsl8QzbmlwNXPhh4/LSAMgVhtX8SEtLmjLxl77aoNargtG+NSUTdNbVZTA3VWcL5nvOilLnbYl99sQ12xY6ZtXRID17wfKs/fP1OIn6GYsBmmhYl0WnO2WkDRL7R4n19KCjulocNl2IsvFUHuqnX6n1RwrfqDW/PtrkEQRBZIKcUNI40dHRof89aNAg/e/169cDAM477zxuvOnTp2PgwIHo7Ow0bXnaunUrurq6MHDgQEyfPp0b99xzzzXlQeQQjDkb0qT2RimEcZu9fEWZG67XR9XZDYtGeynjYN4LYyw+wVJE6pxSmo/Xm95p3b7TkAVz/656aTXWtePRHJywOCmWmMwnSDwAN45m9ZkVsAKr7y3QJx7YyQGzk08aIK3b/lyhZLEmu8t7TkWlRWMj6te+qxQWACpra/H0Z59i0VNP4aFnnkFNOKwUj3GsgdJf9grjC2XPwcGJ0pdxeudZ8T0SBJF15IWS5tlnnwUAnHbaaRg6dKh+/csvvwQATJ48mRuvf//+OOqoowAAO3futMU7+uijhRY8yTSN8YgcwuRHRG0V3S/SExTIcbAvDix/3n0kvydXJHE63UmBjspKVK961VNcJRhTcEmTmQp1cOWL6DrUoB7BuGVGMWzaEKXvpMzIauRlZjYylDy/03XbxNBZMlfkwUTH73bFuE8aeT3UcmW7kwqq5aUSThBm1Tvv4Io77sCyL7bh9Q0b8OcVK3D7q3/HqnfecSFomgiizvtMQ15n86SeZQBS1BAEYaVfbwvgl82bN+Phhx8GANx1112me8nTl0aMGCGMn7zX2NjoO56IJUuW4JFHHnEMBwDbt29XCke4w7abyfEEDMNPr32nYRVNbBWjOsi0/A7iSFsiOMQaOKi841hXN3rCbY7hAOScxYZ18MmiUbAe2YlB1vh+JYgXmMlhqh+FCkepmrefovIk2Pq3B+fCfR4FJbBjEgyacLsTUsrE3i5/5fxFFmpOGmdZ1vZtQiLfcJW1tbhn8WJEo1GMKirCmOJi1LW24lA4jHsWL8bXTzgB40tKZJnJ5VSUzxtO1hvmoDwLLJMc2aAkJwiC6EPktJKmtrYW3/3ud9HT04PvfOc7uOaaa0z3Ozs7AQADBgwQpjFw4EAA5i1TXuOJqK6uxpYtWxzDEelG4FeCt1VBMNhImj037f4KR0+YgDM7unB0gBLGursR64mi3+BBfFlNIvLvRZqb0X/YsACl6mO4nb8btw+kY4walIWGrjDk3RPdSBOunsnFarnt03b//UjTl8qdY9ozZZy2RHGU0Jrh70QStFKcRpLNT4zJLWmyxSeNEr0v5Mvl5bqCZsaUKdA0DceVlOC9XbvQEA7j5fJy3HHddeZI0jYiA8+ksk3as8GWhzaTIAiC8ETOKmmam5sxe/Zs7N+/H9OmTcMTTzxhC1NYWIj29nZ0d3cL0+nq6gJg9mVTWFgIAK7jiRg7diymTp3qGA6IW9KoKH4IPzjs27cNLOKTjrUVFXjgjjsQTfrU2LQJj2kaFh03BWcq5gtYJpKWVfmmTz5Fd8NhlF5ykUNaYvmbPv4Uo2eeqyRRnyabBpC6ksdZJn8OanvjmSVbXiTozymL46YoZBYETk6EHcVW8HOVjbg++coSx6lcPFshpivhfEXX0ojbh2SRZcl2J6WmwE0bbVtokaWrlldVwun5mOJivVw1TUNJcTEawmH9fq8QoGKdFKgEQRDZR04qacLhMC655BJs3boVJ598Mt544w2TL5okw4cPR3t7u759iUfy3vDhw03xjPdU44lYsGCBfpKUE9OmTSOrm3TjtN3JGDQxeKmsr8cDG9YjyhjX7PmxG27E+FGjuHH1POUZpf61roRytlf02ZNkPLD/2WU4+tqr3UVyPWgVWGkJrnHDpP2dOm0RyORAPT3PmvbJRkDpJy3ymvfswtETJ+KMto5ALfICRc0ZkOFPlhnntPm25cy0tcTaB7hIQ7bdCd6djgeJm91OwWRoSEykhOVcHzdmDACgrrUVx5WU6GVX29pqui/LWKmsZb6bAFS++DJKvnUh+hUNcU5LnIx7TIm4P/0p57/JAFD71qigCIKwk3OOg9vb2zFnzhysX78exx57LN5++22MHDmSG/a4444DAOzatYt7PxKJYP/+/aawxr/379+PSITvO2H37t22eESOwNvu5BD+7+vW6QqaGVOm4PjSUsyYMgUji4oQjUbx5hdfCOLK87eLYliqlloQiK0CgtvTno9krlzS9R7S9W7TVmX8Juzawt7/g8iUoHxLG3Ulm8kR6caNeGT58t51RCq1OFDdamaNoiX+FsV3+476iFLaY91NljOLMWgh8bDO1L8QjswtK0NBQQEOhcN4b9cu7Kyp0bc6FRQUYG5ZmT2SUzvg4RVHOzsR64mARaNo2WE+Lc+WvFL69oWf9EDjEGVozEYQhIWcUtJ0dnbiiiuuwLvvvotjjjkG5eXlKC0tFYY/++yzAQDvvfce9/6GDRvQ3d2NwsJCfP3rX9evn3766RgwYAC6urqwYcMGbtxkmt/4xjc8Pg2RUayeg91MwhhQdegQAL7ZMwDUtrY4y6C4omZzcmz+QyG9+PVowrcSESzWctX4LyzNCPxKyHbzMOMf1vv8637h+n8CFBdlk3HdyBXAM3jxY2NQTMiwOiI9aexYjCoqQpQx3LN4MSpra73J7BmFFyENwqs3wWz9kirbaEJjRv9UnE93iofLrvKLdnWBxWKcd+5y25vud8v9djlelHFjxuC+229HQUEBGsJhfFFdHVfQaBoWLVwodhosWUDxQ1d9PZq2fqwcXt2Kg6VHd5dl9YwgCCKXyBklTSQSwZVXXony8nKMHz8eq1ev1o/PFjFv3jwAwJo1a7jWNEuWLAEAzJ49G0VFRfr14uJiXHzxxQDAPZXpq6++wurVq015EDmAwXGqfaVcPkIZl9jKVNfamlq1NJg9l3C225kHgkbrGf51/WcwMxxUvviy/3QIG6ZylTkMdjNAZQ5+koTRAhwEp2tArWqMIVQwuTalcQyiVNau8lULa3VEarXIe7m83EWe6Yd3Co4goPlvvXyT13nlHXR9y+0JoV0/kVRoGspO06R+YVkspnC6Ey+zTGPOv/pvq9CesGpOBZG0rYCzUsHjllUjnVXVOK2+Aa889BCuPulkXHLmmbh13jz836WXYc7MmWpJBljWkdaw+vjAi7LZNWZZer1aEQRB5BE5oaSJRqO47rrr8Oqrr6K0tBSrV6/GpEmTHONNnToVl112GaLRKK655hpUV1cDiHdQjzzyCP7yl78gFArh3//9321x7777bmiahr/85S945JFH9E6turoa1157LWKxGL797W/jtNNOC/ZhifSj6iPE8PdlM2agQNOEZs8XnXSyYt5OcvC3O9mCunJ8TABp9ONj3HrGWwhOXKtb+w4iLa3orKlBp8FigiV9Dqkejevx9WbrFjjRe0k5DnZIwLh6zgmrp2P1xeGyPBzLT6F6yRyRGu/3BlV/+7vgjopHVgXlDeEMTzGjFjH+/5jcSjSedkjPRvzOM0GqbsQiEbBYzFZfRN+c27ZMybKGu3UoBgAYX1KC60/9Gu654Ubcce21KDUs6vUWer9hv+MhMecgnvrPPP38q/7+ary+qpDGPp0giPwmEMfB7e3t2LhxI6qqqlBfX4/Ozk6MHDkSo0ePxoknnohjjz3WV/rLly/H888/DyB+8tL8+fOFYR988EGcfvrp+u/HHnsM55xzDjZv3oyJEyfipJNOwqFDh3DgwAFomoY//OEP3JOXzjzzTPz+97/Hj3/8YyxYsAC//OUvMWrUKHzxxRfo6urC8ccfjz//+c++novoLcwDWblZffyf8aNH487pZ+OBTRvQEA6jIRwGAN3seawwCcb905C55SeDpmCung3OH/OBWCSCzto6DD5yvO+0hFt7EnRW1yDa0Z7YLhWQwkh1oOgIX8GRLlwN+BMTJWNxth88iELRVtcgvgubfEklnOVfPUs1Syj/jkiDJ1lve8Jt3PuuJ2e6NWAmVvL7Bvzy4rwXFoMWKhCnYdlCKHrnXmmr2IchE45xDqhikZVOuH6lgkzerRLJ8kPk98q1IN5udtUfwoARnEMxAleO5SY9ra2kgCYIIu14VtIcPHgQS5cuxeuvv44tW7agp6dHGLakpAQzZ87E9ddfjzlz5rge9CWPuwaAiooKVFRUCMM2Nzebfo8ePRqbN2/Gb37zGzz//PP44osvMGTIEMyePRs/+clPcP755wvT+tGPfoRTTz0V//M//4OPPvoIdXV1OOaYYzBv3jz87Gc/M22RInIA4/jUWgeldTJu3TJrwgSUzb8ZTz2wGE2DBuHoiRNwZkcXps+cibq1caefwhOdVE2PGaB8xq3MPwYNIPiYDCkYIk1NOPTeOvenPxlx1ZxZt4EEDW812FDxpXUjDTIFUA95SRx6732Uzo5vSTV9u71V723fLZ+5ZWVYunKlbpFXUlyM2tZWuSPS3sTBR0hy4m+1PBQED1CufGzimGXXmIsHNCoPHU938iCaIg0frseQCceARaPQCvjKIiF+jUIcfIMxYxkpC+APnn+7gDNQu2ahsq4OyzZvRuvuXShubsE/TJyI0uFH6Pfb9u1DweBBCA0YEKCwBEEQhBtcK2nWrVuH3/3ud3jttdcQszh6C4VCGDZsGAYNGoTDhw+jM+Fgs6amBsuWLcPy5csxfvx4LFiwAHfeeaeykuPmm2/GzTff7FZUneLiYvzqV7/Cr371K9dxy8rKUJZtA2fCPTLLGd5vwUAnafY8YvqZGHzM0Ti4YqU8LR6ySQyLceZ6eTkjyQr8rvQZ/RMl/uCFckok/q/y7EkwIfZJ+lY9/aarWH4OaMbtZNatZarP7rOMxpeUYNHChbhn8WKuRZ7QEWm6UKlzLk/g5r0vlYUZ39sRqY1MnO7k4BRfdVulDw4sfx5HXnUlQv0CMdbm4q6+eG1D0uJNNw1pquez6p13dOflSZZ/8jHuvukm6DblvP5MqSjkSt0+CbVLBEF4RNknzVdffYXvfOc7mDlzJv7+9/g+5gsvvBD3338/3nzzTdTX1yMSiaChoQEHDx5Ee3s72tvbsW3bNjz22GNYsGABxo8fj4MHD+Kee+7BlClTsGTJEsQCM9cnCFVcdpo8yxteMK+roIbwTDEvZ8sfQgnFopJPCFy8i+QuEJte0OM74/lRiMVQ/+46ezjuomsGrB64WMpMuuXQzQTKQQEbBCJFnOJ8bs7MmSlHpGecgVuvukrdEWla8FL2clLfi6IiTMkigNo1ESljuZiCTxrByXBBo7CN2B7FqICWBOSEt2fprQ92COUqTS8FbdyWVv8O/2TSVFh3+QtPl4vFcP+TT6ImoTT2KDpB+IJFo6h/7/3eFoMgsgblZY6TTz4ZPT09OOmkk3Drrbfi2muvxRiH/fOFhYU48cQTceKJJ+Lmm28GYwzvvPMOnnrqKTzzzDO44447cPjwYfzsZz/z/SAEoQwDtJALn9lezM4Tf5uUL1a/FjAPyFL3FCafGVgNzWUYY4g0N2PAEUekLlonL4yjLeGFU8/UJoM9aY1/T9GniZIYsRg6Kisd5csJBMolQPyabGXr2geruJxSC8wcZZCL95e0yBt59lkYfPRROLD8eZdCqtPd2IgBwzn+JVSROim3/aGm1M7Bqph2RO2RWuTUn0oLClnwAlS36gTsP4Yxxv/ETdccrJHcZSjKxJGOqipZwvz0JFlYT5fTNA3HlZTohyCU792D6a4kdCALqllOkA3fYxbAolF0HDzY22K4Ij7WbMGAI4b1tihEHqI8Uz3uuOPw7LPP4rPPPsOdd97pqKDhoWkaZs2ahcceewy7du3CggULEHIzWSaIIOBOnkX3A+48HbdYMPNE3kPnnRUD8F6mJxxGzWtvOAf0qoAzYNpG41hfXFoYSJNh9hMmeHXGWp+FE5T0W514qZvCOJzJaGB136bPk79f74ZQ6f9Wa15/03NcrjELz8+GoF2TPZ+/Zw924t5n0JXBOVJYGerLVKx2VEnbKYJu4TyO0+lydW0JR9LWbbx6mg5l5DZ8DhN4253HZaVMtnw7LmA9PWjZ9kVvi0HkKcqWNJ999lmgnc+RRx6Jhx56iCaURMYw+Q8RKmW4MV3n4X3WBn5HxV1gTNcEKI9RVBoEUnx+60IS20FD3tJzrBNpqjPcfDUN+59dpuiwWaQgEZrS8K9LrM88OWm1Z6CeRpZg3fnCP6XKw3MlE04mnntFk6Uo1Hlh/WQpi69e7x7ULGY8N0k8RaKH/H2jnKRnLa+r4E6ny40ZMsS/TGYBA0gjH6ByyFtorE2kEWUzlnStDmTNqgORN4R370GkpUUaRnM4AUMJB9Ns+355iY21SYHk08km9RnqBNHBSl3SWNJPvjebhYLkvctE9Cu/zQdEFhITKV3A2cJmCRO0JZroXoDb1TKOdIKvVn5+fIHo5GjxBQbPSsl00yGuq7wy8LF7ycNVHLky0e3JSnxdsv9KGdiCiWIyTPI9zy0rQ0FBgX663M6aGn2rU0EohLKJk1yJlLNtHkEESrYOnohch/YaEXlH46bN6KypFQfgKk8C3INuimzPUz4JjKXmnQbFjZrCxxTApaB9lKCKSXVrmgbxNjYvA15bvXAKbq9LvUJSV6UkSxrkTcfkwlOSWfAujHC2K4i3ggI8K6e4vtHHtj5lnypZVnYZw/tzM91SMzvLztweZPIdB5iXzF9cAG2vSTEi1Sfbb5YOG4ZF//RPKCgoQEM4jC+qq3UFzd033YTSxImrXDFV2kx785G/JPrSaEeH6XKspwex7m6XSeVzQeU39O6IdJK+8xEJordwcqqrYq1iWo1ykbfbLS68OY/puHAXeQsTJQBwJ9GMKZ4uJ/ZSa0rY+X3xHQfbjvKWYF4oVTDbV57QpqnemOZd7kfxojLhr+JyFGDJcAnTfqd05cK4vpHdWMqQxWLQCgpcJcEYg2b8uLwo3lTqsYIc+YKxbqtYK6g/O0tscfEoWEDEFdXKocXXVC3nPLQ7wmT8bo0MaoGF6f/j3eDSumMnLpo6FSf95rdY9te/Ijz8CBQ3NeOqq67CuJEjULfmHYMYLKidtnlLtKMTLZ9/jhHTz9SvddbUItbVhaLJcask1W8zn9qvPge9OyJNZExJs3//fv3vo48+OlPZEn2cypdfwfi5V9hvSAa+fHNhtWVyuZWMwIrCtnpIJsR+UTLDdjVR8ICueElj+lw/Dh5WcVUtgYJGJU9hkHR+J+JtVMJdi/lo+q/6XLY2zHI9H8smYGyKi3R8j24XEXxlFUAe6SwDleuBVNsAn8G14tL8HpInW40fPRo3TJ2G8XMvR9XfVmHEqJHey9rL9tC8QdAZ5P1zEwSRCTKmpJk4cSKA+OSpp6cnU9kSfRHDhCDa3pG4lDLxdj94DKLDVRsY2pwae5GBBghC3JxWwaJRdNbUYtD4cXpYkRNcVQfEYuWRR58mfl+1V4sx3wiOIoeGzto69OM5sFRS6Dht54rf8+5LQfSee+n9uSDa1YXuQw2p+swTx3paGACLl3W+IsH2GrXEu5AIRM1UgLgozGzY7sSrL0BwfZeT8aCSAYpHWbw0LZaFIWkbZrK0VXjIxDftzXLQGEflwWymTe7zzAPIKqZvUFlbixffeAMVO3Zg0v59mFtWhvElJb0tFpFHZExJQ40W4RcWjQKaBs3h2HZNMmmOJ2SZULmxRnAU0ucghQXk1JhQQvaeox2dqH/3PfMJRC5M1fkKHcC60ubO9D8Rn+fzg/vbIpvQRD49bbSS7yTL9sSGD9ejaPKk1LYbhzT0227l9xBefHoby3prkc6aWjR88KH9RC2p9YZKGVms/wTWN4FWr7wdTggsj5yeV+k1sdS7ycLy41uZSiIE+bk5KncF0RzGJNa23ZpFrKfH9fZCZ6FUAzgoeLi3Uxcra2ux/K23sH9fBY7t6sAZbR0Qq3/zEJGlrO13Fn5shG9WvfMO7lm8GNFoNH7hiy+wdOVKLFq4ELPPOQehfuRNhPBPxmrRvffem6msiDwlvGs3+g8/AoWJYySluO0YZUobr3vQlSY81sGhwZKGGZYD3YpAAwM1pCuWavEd5+bGPEQrxkllhVN82y3OPU/vPp31xZ62Jlk510Ihkz8E8eSJp1zlhcuM8sSTjsbj5DA4rD5pRIpFOWJfP4Jn4z6z3/eU621eJuRPTix7v6x4MpirjoPC2QLPki2Vh7EvVW9P7Moyc5j6d9/DwNGjMeyUk8WySqhc+SJGnz/TYjnoAoXXaLOO4/U1sv6Hw9qKCjxwxx36BHXNnj1Yqmm47+gjcfnFF7uSL6fJgu8or8iR8qysrdUVNKOKijCmuBh1ra04FA7jnsWLMfrLXZh67TXoV+TxuyaIBKSkIXIGFosF04hbByQBdgxK4z/ZpDuW/SvyuQh/QmAYuJuQHW/uZtIJQfoSgrAG8VyfMz9AEm0fg3Fi4aNMzPoxiQWBVLlqDKf/z0LKGWvjlq0YMmkiBhxxhJq82YTFkbYbh7T8vwOC6yM6Nwb0vjE5EbbedFI88JLL0HanAPa6ZVSZ5CGraHuH65N8TFnGYvH4BiWNvNis7ZQLE6ukpZKwDVOjsrYWD2xYjyhjtgnqfY88gqlf/7q+5SMblIG9Ql997j7Cy+XluoJmxpQp0DQNx5WU6MfZl+/dg9Nj0d4Wk8gDaF8FkVuodH4OpzsxF6tGPAtshxipPJTStw6yGbhOSxVXDo0yEFZ4xzulKV1AveIkrSksyfSE2xDt7HSMq5StiigBlEVPOOwsswNayLJd0cP35x/ndETfeOvOLxFpbglIDjmx7m5EWlqDS5Bj/GdsZ+ynkvHTsFtKBa14zs82Lt2TWr3vy9riEynTvSbHj2v3TeY9C7cy2ETi+YESLiq4yC/5D9fPlCkCx+g3oQAy3Eh+0i+Xl+sKmhlTpuD40lLMmDIFI4uKEI1G8XJ5uZqcOU5qK1uQCyVELlBVVwcAGFNcrPd1mqahpLgYAFDX1tZrshH5BSlpiJxCqe/j+aSRDEwZRy9iCeFNEIGGx9lfjiGcx86+z65giVAdrPtIVmyZo5qvuRIeWvc+mj/7XJqpcHAtzJOJRQygztS/uw4t275QT9M0gUiE1UKWZ3T57kTXHZS3cpjlXzlKToSdfGcpEN61G7Vvq02KxCIZy9r5SHqlCW7SWiOTzVCuN3nKRksSLaxTvUv2dZnoH7zkYW/QnCIIfsvaQdW8VfLjIXsHnPFA1PmbEyfnvoxTC0Pe8nOaoCbve88kx6Gxl2dyZdw6LuFyoa61VZeZMYba1viCyRiv2xcJwgIpaYgcQ3kkm1YpxNlKJpTcrSmc3363O+VIR5dRvGxTUi1G0eTfZB1luKZoGaVm8eWsQFQZ+DDRimAQSLYS8XVVmmX118WkQrXuy8rVKQ2VPEIuvmEf36vvQa1VTAXloSMKW/+oiXJJEAWmf+P+lYNK2cmy4NysOtyAh1c8j/9d/yEeeuYZ1LS0yL95F/2k/Xklii5zJsp5CDJ2DhKLWbIO8N0wllKEG/sjWxaOK1U6ThPUcSo+AwkznHqy/9llvSAIocLcsjIUFBTgUDiM93btws6aGn2rU0FBAcomTqJOjggEXz5p5s+f7zqOpmlYunSpn2yJvkyi4WvcshXDp57ODSL1PcFP1BzetlKsYiGRNH8RpMHLVWRlI3WASHjBtdWF23TEEXyEYxL/ETIlg09ZMonJciOxKhuy+qRRTYsZ/0mlKtwV6OFdOljBpfLM1PqH+Ojvtr0VGDJxgrvUbI6Dme0EbvNtuwLNuHVP6YjgJDnki6t52zYUTZ6MgsLCYBNOFolKUXh0q+b9+Hn3xLq70brzSww79RTO3ZTQayv24oHlzyGa+O7X7KvAUi2EewYNwsXTz7TH9GV1xAvmwoG3MZxCWcrS1UKh+AlRHuEnzUw3ufopFd0/42yDQnyCunTFCn2CWlJcjNrWVn2COreszCZKLtNZW4t+xcXoN3gw5y6/T/B/3DmRzYwvKcGihQtxz+LFaAiH0RAOAwAKCgqwaOFClFbV9LKERL7gS0nzxBNPSI875q0Mk5KG8EWiqrXu/FKopPG3rSGZj0J8mdm5ekaJwVBqYOV7EE19vR2ZhZOb8ual49MljTAdkRNp4xicu/VETZEQ/xn/XdXQgNfe3IS9n2/DsSyKuWVluvNHVygWpdTkXguZ34tQwcbJkLtCnJItKGWdHsdg7m/CjSWNHxiE9bd9/wGpkqaythbPvvceqg8fxuSaapzR1oFS63Ynz+1omp+/Fyc0lbW1eOrpZ9AytBhHHX20928F8foY7ehEv8GDxIEUT5lzxLjNKSPlx9ATbkPz59sESpo4lbW1eOAjviPaRY8txamTJqoNVJVP2ZO1J05pKIjhpj8JhRR8xghEUVo8AqzOwD2/+8RzjS8pwZ3Tz8YDmzaYJ6iahntvvdX8LeSB4qHrUAO0UIFASSNAYj2aL0S7uqAVFPTZo6bnzJyJr59wAl587TVU7NyJSaeeqvcF+59dlq+vncgwvr6uG2+8UdohNTc3Y9OmTTh48CBGjhyJyy67zE92BKGGbDLmGo5psKTOix1rstSk2mk13nTylCScDOohbNjaqkQZ+VOKpcy99a1M/CDmv7nWWra9J+mxLrDkvbaiAg+sWGZexV65EosWLsScmTNdpu2YneWefYISt6RJfSfuv+X01X313VSZUtKIBZKV26p33tGPEAWA8p07sFTTcO+4sbhizqXuZbA8b+r5k9+YUxJelGQcOdKMtdywfr33bwVAV20t6ta8g6OvvTqpdQ1WYCNa4gSyIBYxVGBMqIAwZm91RGs9KeXv77+PbxcNdZm1pZ/lWZPYY7nKQ1EQ6W+toMBuSeP0bhw+JhWfUfby4VmDiPVesyZMQNn8m7F82TLs31uBY888A2e0deD0b54jlyUncavYz4dndqZ+7TsoLCnBEV8/rbdF6TXGl5Tgh/Pm4fCmzRgzy337TxBO+LakcYIxhieeeAK33347hg0bhj/84Q9+siT6MsomyXLTBs06SBVYF4h+y2VUD8rL21UCObQ9oNeRWVConJIlLWuXp2wp1mMW82ZVZR+kM/ugPIHsONV7Fi/G1084wbOVgJpsnB+aZlbeuPj+5OVqKEuJBSh3rmy0QFBqgjKz3Yl3KpjhLvdqZW2trmiwvvP/WPoopp0xzXCELix1X2Xlnik4RZanI9wK2ovIys3rtyK2onD73UsUEp7TDAAFR9QyR7QN4TCqGxoArpLG//MwyTggLoeP9MShUukXhPinO6mm76Sk9ayMElgdGX6OLynB9791EVq2fYEj53034UMlXxUUor5CsT/IQ1hP1LMVWD4h/ub7aMUgAiXtI0lN03DLLbfgP//zP/Hggw/ihRdeSHeWRF5jbvgizc3oNJ0mwFHCeMpGfTAkTkJxBcbw2zQpMppnBzZRDZ7upiZ01R/KaJ7OcJzw8kh3WSmNh1PKCZXIju/XxSO9smZNsMepup5bcixpLKc7iR8o2Hfq67vRANPkS2G7UyDtVCpzO6Z2JfX3y+XluqLB9s5jMc47l9VLg/KKk6/U15cDva2UsSIttzQfPcyEbUQygHJCgcijlhc4Po4MNxM4OaIdO3KkJA9nqxHHOMoRBXXSR5kKfdK4SLMn3IaO6mq1wPoCgeUbZQhMhxeLRNB+sDKYxLIBYRWWvCO3dcLJwrqvkItlwJCbchM5QcZOd/rBD34ATdPw4IMPZipLIh+xtIXhXbvRuGmL+aLTEaO2bS/W8D6sW6QTR97qsP1CIFslMthptO7YiaaPPzZdi/X0ZN0kC4BtMmn1SeOsAOGttgriS60BmO06V0cTCslfpU3fx69nyXvWtNwdp2onFolI74tJTsY4t0KaeXKn6wEUV4CtigGR3xhLMDXk71cnU46DZe2FQDxX7zxoZbcCKu0fP9n0tjd+vxUuzPIjjW2m2Al5GpFZ0iREmVtWhgJN45+UEgrhMssWGlNkz3Ip9MWANyf+nOpbWVuLpz/7FPc+8mc88re/oSbhx0ULFSSsEQSKTXPOCZHM26HbDxxAw/sfOsZ3f/S2tzJuP3AAh95b5ylutuJ2LGMMn5XjoCAgS+4UXL1vnr53IqNkzONTcXExhg4dio8tkzmCcIWf7U6u05GHk5oeG7dHiJIUrejxJv2uGvwMdw6czrrqlb9jxPQzMPjIIzMriwiJJY2qUky6iuqmngAcPaA9HZ6/FiUc64phFXv0aADxVezjSkp0R/Cqx6kefP6FuD8NqSwutExIWtLE9HrlSnHm+OgyZaxyIg73M4jqdifDcxstF1TeufP3wVmGt8ZR+MayfczvttwyidJEMOPlq7atc3xJCX509jfwh4/W2xzR3n3LLRg3ahQ8qL8ApJQjLfv2YlxJCc7qiWGcRF7fcLa/vPXJx/jNSy+l/BgBeErTsOi4KZhWUOBry4hT+Top7Y1/K3yhKgIh0tSM/kOL9d95DdP/l7rEuZZNXQYRNPRyifSRMSXN4cOH0dTUhMFuPKQThAHl0wxUfIw4XFeayzmhZBrNuHn5XX3J6NiIk1msqwuspyewLCItrYi0NGPwkUeibu07GDXjHHenClgsZkyYViY5Fi2mZDgFK7Lckq1o8pdtzT9jDFpIYpEheMnid2+/ccX55+OxF15QO041HfC2Q2iaZeIiVrAJbviVSpxdkEkntzsJnqP27dUoufAClYS4V+11NR5ublkZlq5cyX/noZDlnUsU0QKYSuNpfe4cmMxJy83jt+LLx5ofMqARY4zxv+/4TdPPWRMnYfrMmXjziy+w55NPcOxZ0/GNgv44cfpZHjMHXv/oI9z/1FMm5cgTmob7jj4KZSeeaAuvVgfd1dOqw4fxmxdfRDQW4/oxWnrt9Thq+BHqeXD7Hyf/T8boiUbMUe8tWnxQfX6Hk/lyCdf9LOGZXCxU0cAgBx+FyD4ytt3prrvuAgAcf/zxmcqSyENU5rYa73QnV8csuxbLEFc0KDXec7C6kMja1XAYsZ4eeWeWpZ2D1XeQG6KdHehpia9Yd1bXuFYACV9LLCYsb6N/BBGVdXV4asMG/Ocrr+D/nnsONYlVdWsahivCfLjXuaKZV0DtaahXgORxqgWhEBrCYXxRXa1POhctXKjsCLWr/pC7FWGJMlIrSFjSJBH6teClKwnrtA3SY7LBRLDTVV+vkI2kvTBVidSP8SUlWLRwIQoKCszvXNNw90032d+5rOlktj/iUTQtze1Q5hs5Ybm5/FZEGPVWUusl7qNnZ6Pvxhpw3PDhWPDd7+Jfzv4G7rjuOpQOTToL5j+bvYhSF2pamnH/k0/qPoROGjsWo4qKEGUM9z2yBFUNh5ICGoRVFlWZVzdu1BU0PD9Gb+7Yzo2nvkjDOL6tHBRjAgte0emHBCR1QzLeM5LlVoKEd+gzIdKJL0uap556Snq/s7MTBw4cwIsvvojt27frToQJwjOqK48uWk6l7RS2BWV5HOVBlmXg5LS1oPbNtzD6vHPV0s4y6srXyLfGyPDdEYqspdxbCiRZW1GBB55fnlqp/fwzPKZpWHTUeJwqyDOVDSdfzrvXBL5NxPVEZJmRrMN2vzSzJkzANy66EK9u2oSKL7bj2LOmY25ZmatJZ+3b5Rh72aWJR3FRpoKVYdt1F0pWkQWJOTmJM1y3W9d6E6nll1jWOTNn4usnnIBnn3wK1Q2HMPm003BGWwdOnT7dnoSHCUZKeagkjifsp/AFmz6PZLk99cBiNBcX4ehjjnH9rZgJSOgsq5YA4jK5UbDqkWS/1Xhj+3aTcsR6rPeq9evxnSNGmHNSWQFywpJGTWMjAPHJVbWtLf4rrksH5NIdktJ8vETKZwSLODzrSIXXk21dS2+Qq2WQjacREvmBLyXNzTffrOjkL15Zb7zxRvzTP/2TnyyJPo3ArDDB/meXxZUAnky5ZYNDX6Y1nEsKA1EFqxtxlvJyyhhpnpS5jGz+V78O+ZaiRBy9nUvEdzq6+v8uuRRjee9QuMjJGTlLrHyCZtzIkbjtsstRP/QI74o0Dt4cMYdMjoPFzpa5CUp+chyGixKUbKXKvsGXwLmpg5zjS0pwy7nnoactjJILyxJH6MrTZwzQHPSLZsemAXyzWcb4khJcf+rXMHrmuRg0TuzhpHcI0B8bh9avdqGzqhqjZ6YWCmrfXo2iKZMwZMIEa0bib4UJ5LBq9USWYjwlIFJtRW1LCwDJsd6HDwNGJY2DBatJbheUJrYyifwYlRQPNclt/VtJHut2J1NfJ3gHnPzMaVj+VZRN9D5yGdVt9s3btmHwUUcHmCeRG9C7ItKHLyXN0UcfLVXS9OvXD8OHD8dpp52Ga6+9FhdcoLK/niDUceUjRL/vZrLmVTIrzHtaLBsnhgYyokjw+fzCObe3dF8uLzcdXW1dqS3fuwenS+Xhr9pyt+mprMrJ6qzUzN0YLAN1zGb9wNkOEdKgb3fyIlNWfCpuVrYDWElPEGltRcfBShSfoLit2GZQxNDd1IyuujoUH3csGJP7RVKX3aHN5QrTBzDpJJwVa+J0fCj1XRBtb0ekpdl0LdLUhGhHJz+CW6e4AYlfktgqJVKOlI4YwYkVTObGb2L2tDPw17VrhX6MLrb6xnGXUWoBwVW94Slt1IIRFozKrp4oWCyauNwHCi/NzfXhjZsw4swz0ptJEHAs7QkiKHwpaSoqKgISgyAUcVyYZ+BOdmFdKHcziVIOqhbWyUjHKRHHztHHYD+r8f5MfN8IySO4uREMq4n2VUrZcbwN4TDq2trAO/nBlcyxmOLJOlbRJXnKVrbTONIQboHi6VhdOMK056MYUMXnh2QFPxCCUG5a6m93w2E0ffwJio8/zpuoLO4Lp3HLVhQfdyxU64TdOJCnNPBedkr+MjLd5qUzO5FlkqUcVPxm8dMX172etjb0GzLEXXo8GBO0u66SMInaE25DvyJn2S4+8QQs27xJqByZc9bZwM4vLZkZ/lb9NB3CjRsxAnd9+zv4zcsv2U6uWrRwIUq7I4KYiooUwH07kklL27wchySw9mHCvrUPlEFwCep/hXftzjolDYtGEevuRsGgQSqh0y4Pkf9kzHEwQQSB18mbfLJrXd0PqHFVTYdrbiyY1AJ9s+13/U4UrE9grxeq7954HK9xopRcqR1jnOQITdHlsnhComzhntiRiXolTdc8C9M0AKGQoi8L0XcrfNnib8y1dlVeV9ydtuKdpFJax8EJtuCm6af7lXlhwgGkkefYtVs+E/TXhjDGUPXK311mKakvMcatk1Jn6RKq/maQTdJelg4dhrtvuonrHPveW2/FuKQljVMbwLE0c8u3vvY1vPLQQ7j6pJMx+xvfwC2zZ+P/Lr0Mc2bO5EcQZFFVX4+lb72J/3l/HR565pmEk3r7IkOqGRSs8CstDNnbUrX+KU+/eVdjOfeLZMonlxK9SnjPXlSves18Mc0LXETfJmNHcBOEb1QaQwXzX6VJiGXwZhw8uppMc7NJXeRv19J4QdWzzMP+wjaG8au08ShEMtu5ZWVYumKFcKW2bOIk9TyT2xx4EwLeVhOeMiIIZUsvVBzGUcbELWnUVuC5Fha2LWNepTMlnPony74vrg8Y1UE/T0kZ0iRBBBYsKidMcaLlMl4VbLHubrTu/BLDTj3FmqJ/oRTwZGmXxJUD73he7pTPHGWBqqLBks/F06dj2rRp+OtD/4fm4iKMLynBWVGG0885B90NhzkJOsjpUYnOGNP9GJVcdCFiXV2of+c9V2murajAAyuWIZrYPrZm7x4s1TTcM3I4LjzlVAcBdEGsgjnKLUyL8KKLcZE2FXS2ErOcLCr0/0avkAgAsqQhcguVhs/tUbvMfuKN+0ztaZp/uvAr43K7U6vVbBvIeAfB332QRb2U6vYIR5nj9/WjqzkrtYsWLkRpUZExOCcb5wGztPykhmEciw8vA/IgsVnxOFi9BJex/pdmbBdEW9yCz1aIbPLqqq1QWuBWfTZmPlGMp4AxpZWmeuWoRHfOO1th0Sh62tuTv4JLN5vaWwAAkzg/tygRdcfsliC+sk8pR+69+RYs+O53U+2y5yTtbalrp78ioxXBNd1JfeK0KuNx4osefxxVhxvcPIBgLJKmupN1ddIbKuNDZrRccm2lSQDIu7LqOtSASHOzc0CCEJAxS5p3331X//u8887LVLZEvqFiAaNpgbX14tMpRBk4D9iYdZLj0yikcctWFB9/nIJsuYy7ZStXx/MK78nzmzVhAmZefRWWPfMs6js6cMwJx+MbTMO0mTPjJ+VwM5U8B2cyHHfaKlv5tv52sKCw6YaCnBV5wM0RvdxntQdS1284f8Pu7nlAuE1E0ZeHVYkiO1lJ1RLAiyWfMS9ePpqHyaxrMl1/veXnqS3ilF0g2yODwEHZ6Hh6niEs56JDvRUoG6TWQuo3vJWxhwk6E/5wdFK/asMGfNd0nLhT/qIyM14KRrmafYpDDwT8DLFIBFq/ftnz/SoQi0QQ6t+/t8XIUgRjDsbQ+tVXiLa3o+TCsoxLReQHGVPSzJo1C5qmQdM09FjMxQhCCWVrFA3ckZhQacK7KPgbMKz6ue+8TastSoJIcDV4zQ7cm78HlrMvc3XDD9O9caNH46azz0a/IUU4YurXUfPq69ysOYnKfqbwILKzYtGfcsOlMNJvVnUQ76XOuD7KVjmuwkTQ5/en7tMGUK4kKu0fA7SQNT0/R2q7CJ9DkxYAPl5xSlEr1JH2VvPtxRJElpajksVD/p6QW464FVOcjcO4w8PjOTmpr7EeJy4UzaKMUbAaNbdD3vvPXFJIqGNZEDGUr6z9Pvj8Cyi58AIMHD3aHjdLOfj8Czj62qt7W4zsRPLqBgwfjpaq6szJQuQdGd3u5GrLB0G4gEWj+t+mbQ3wsJqjtPqkloZ5YMQbwDmnEzeOMK5UO2auJKIb2ir28bdVZQrFtqP94EE0b/uCG99+zXg7+DJT32GSDMh7saKtAmkQyG8ZyBQGohVW63diSstBLuFnGqDGy5p8pvovgyVNZ00Nmj75VCQR/6pMGQyg5Yvtib94Vi/GYYFKnRFMTF0pyWhcIERlgmsq78yXpch/CRNtd1K1ZpE9Sl5M/J2fwclJ/dgRI9WzsypqLJfd0GfG8o7Wqe7HmoxnKUlbpLJ1bVFH7M8ygDkDQXDImJLm8ccfx+OPP47HHnssU1kSfQbN3Olpmsv2UR7Y3Yq8ynKodSXeHs5XZ58GOqtr0H7ggP+E0jz46KqtQ/u+/Zx8JZGM42SfK6FOvma4JyxJEva0AumliKXKjeAytz82J7zrZxZbtohXcV36g0lOgtNRfXlyG77rrkMNaNuzVxhXubgMATvr6sWyWBN0+zo426WCXknPCqemfraECKwZ0jrxZbY/dGLd3Yi0tKQvb544gu/Vfk0trkKGyT/U6goTHBjgIm/PchrizS0rQ4Gm6U7qd9bU6FudCkIhzPnG2fb45gsO910JZ/5p26LrI+kcQ+rrzaS4yZBAGScflKRmesJtiLTElZ+Rllb0hNsAxBdKAAgUznn7goksIGPbnW666aZMZUXkMyKT/cSkxnYkLS8OTxuuOGl2ksM1ytsa+OFikQgncBoG+9L+WHQzQBkUk2KMcXe7uTryVToY5630Oj2/ivAelTE2SxT5ql/vrH5mTh7TwFnlu08XPvMxKmlYLGY7cQmIOxR99t13Ud1wCJPr6zC3rAxHGPKXbdMzvxPz38btTjYll6oFhCMOq9N5iLks7W1DJr9N4ztljCHS3ILOuloMPeGEwPLw/TyJOux5KmhoH1WsCH3klFaSTuof2PgRGsJhNITDAIACTcPdN92EcaNG4xB22uKJj3XmXLcpC/nBZHHseRjC5YXVkwM0Wc95mj79FNGODpSUXYDDGzeiYNAgjPrmN1C35h3bdq9Ue85X1jFLvc/fbX9EOqEjuImcQeWUGgCJ+a5sgmJLWPLbeTLBa3zt4yPx6qmynJw8WSSD/p2CGIT4SUN5dUq8RcjJUa73iYWLeJYJtFkk+8q6vW55UCDKH1t+3RUOClJbnorfKWdwE+ykVjUtxTZIBZnSyGIhZzpxCcCqd97BPYsXI5rY5lm+cyeWrlyJf7/uOkxTyVvmsFlzMrB1fn6uxZjfYnOpR08/6gLEIpGUXwdpNI99g0rf6DQ/yGR5WmRNWanYAgaRfHCoJGzt9y3x+Scryfu2WRMm4Ny5V+DFt97EgX37cewZ0zC9O4KTp59ldzLueX2p1z+o7EXSp6aauvh7VBun5sdkPXjFcu/WQc2FFf6B55Zj3NzLlcvgwHPLya8P4Ro6gpvIDwyTAk3T7A2nxjGvUE7bl2CO94XbKxzii1bKnPxRBI+7zHra2tD06WfucnAxGOCuVgRUHlI5HK2zPMrBjSPbriO6Lpedd7/how1y2bziphxUV8OTCavocWUKkl7URXbVH0Kkudm8jTEWM73uytpaXUFjOpI3GsUvn34aNYmVdrM8VuUff5skYzzHwRIcdNiuBvHWbHNgZTq8e49aQIty2ObE1RY8Dc8uVM46L0R4S9x8zbEt8SKHoZyUF6kNbV0u+VUZN3o0vn/ht/CvM87FHdddh9Ki4vgNF99rvIit/ZT+P05gA0J3Y7wy9ONsPIdQejRFxX4eF1PeYF2DSvrCdG7+CMITpKQhcgrl051MC/R2hY15K4BCPtxG2MMknDmcopMfCyxSIs3NaOE595ViHehIVpytllTJ60IctsH4GmR6XBl3ii9NT/bsnPRsWzBSCH2heEbRHMJHmdvbCE3/JysnZQaZupuaEGkNm7c7xTUn+u+Xy8t1Bc2MKVNwfGkpZkyZgpFFRYjGYijfm1QcONdpvruedDRCQacpUE4b6OEoqwKVgAHtBw6qBVYq0wDqpp9sBIpaz1iSUmpLVPpdN/HVIzpfVvFtJV1wcY6eiiJ8SZzfYmftwu2fyhaOkr5EtMXDGC/xOxaJINrVJc8zm3GtO8zCfoZQwGkxl+ODicnfN9UFwg+BbHfq6urCypUrsW7dOhw8eBBtbW3CiqlpGsrLy4PIluiLqDR4brc7+c2Te5/ZBzTcQY2SANyr4v2taegUNC03FsQkQrrdD2xKSmaOL5r86+NUBeWSZ6wWEoAmNqURXov7fkiThtBhEOMrYZv1hfFvFlxx85oT6TOptFMciz9bJvG/jXXX6UjeurY2d22Wi8mbWF77BXtQsWI8HfWj6m+r0mte7tECxWjp6ORoXJCC6zwBSBU46ZtISJQNvrJ0jixfiHGpTDGEcVVUSkm6qwNO/ZjzuxT3Vemi6eNPEGlqQsm3LkxvRmnAUWFmq2eyhZDk7wAEy0N6XaFheC/q40Vx/SAfNIRffCtpPvjgA1x99dWoqqqC0X9C8mOzOqijSktYady8BcOnTfWXiLFxF21lEM6HvA22PWM1tbYtjnkcQJojuBbLO6KVPM4lhedo3LIV/YqLUXzslFTdUCmj5GVuGyNb9eOkyxzCKaC+NcrtMp2/++oTbTtuv1VxEaSzforS1rh/Zh+WCSxjpjptPJL3uJISfXtn8kjeMUOG6MkIc1BeqVeQVQUf5d3rA3cZAtkOLFuBo66+ShAnjfKoYnIGbemPHLCGE47pPLw3c5Tkwob3AuMpatJRndTraMCZW9oGNyJ4UuZ4JWgrrSxB6Jzdk/JVkG6WkrdzOU8Lfdn/vojcxJeS5sCBA5gzZw6am5vxta99DZdccgl+97vfoaioCD/60Y9QU1OD1atXY8+ePRg1ahR++MMfoqCgICjZiTwhecydEpwGVLMNOC1WHyJLF2EW5oEd37+NIp6scASyqN4PsL9oq6jAwDElCHRW61B+XfX1+l5fN3UjpWyTLhkrpydIIJC0xXNk6+AOWaVQiLQGvIWEBTzYc/N+DWGZaRJhX2AwXA5eDsek4hMxFouh9cuvMLesDEtXrtSP5C0pLkZta6t+JG/ZxEnOg3yZ42C3OkPL4ou9Peb87ZesGBMz4TMxqzNXXlzTv+jdZ9LF8SgEN5rgO0KQSkIDpnyc+l1RPH/wnMYGp+TnpOumf0j0j0xkDcRbOLAsfjk/SjD9Y2/R3dSMaHsbBo0bZ7ou9xto+O11gS0HyqZPolLf6d0RacSXT5rf//73aG5uxuzZs7F161b85je/AQAUFRVh0aJFeOSRR7Br1y786U9/QmNjIz755BPce++9gQhO5A8iJ5b8sM4NotUpqPUoPE6qSpeEcljzSlwTnuDjZs+rQp6CwPL7ijR8+BG6D9UHkhYANblM1ncxPZ7SYJexhI9oxYGy1brPyfpFSUmo/7AvBFsUASq4Oj6cd90ohO9q4XUSF8QyNkeBpRAsu7FMmJITLyOxGLSQBhaNomnrxxhfUoJFCxeioKAADeEwvqiujitoCgrw79dfj9KiolRaxnRN2SR+u1ZEqX6H/HwtQjin44rMv3im2i6ZY3H/NP92/yxZufruumjkigkjbpS7jtsKhdl4LFN9eyxXGyKWwylPiTKM+1txDpnOupOV9VJAe0UFGjdvNV/0YnHkEIdfd3OnnNJGbxeBkyKSdyaFdYxnukEQ/vBlSfPmm29C0zT8x3/8h7TDvP3229HY2Ii7774bf/7zn3Hrrbf6yZbIN1QbM4VwcYUMENTgjpe395V/0YDN4+qLMJt0dQ690OkIB9eSOKqnO3GVJ6qZWOL50j14n+RJFTLCfMyTd006oRCl4QJJnKAH8LLVZ7Py1us3nHIsmKmJjdVxMADMmTkTXz/hBDzz2OOobWnGpFNPxdyyMgzv6sKh9z/kJ2oyNEh3uVvzVjmaPYCj5jOJ5FOzh+V9p5zrPBT6G1d10Wtb5xKhIjBjSLS4XspA9hyK5e/nPfHievMlplZxPVnxAno55ZJyxhnnFQFj95pXj06I8fqNEIQivixp9u/fj1AohKlTzT4Kuru7bWH/8R//EZqm4YknnvCTJZGPJBqynnAb2vZWOAWWJcEPxjVBdZZHGp97WVXZJMo2uElJkH2DoyFSPJT5p9+BuU35oTDy4VkheMzW631zYFEaLiYJDgNhN/lKMUyo5L50XCcsz08VN8/rt/IH8fF4TYLbVjHusdjjS0pw8zkz8NOLZ+OO667D+BLrtkSzMs6cZkwQzJ3g3PCC08I8F2u2D3TdymdTwLlQkgYFdyE/g/kz/X9xBI7ZhSJx9M3c36LohnJ3v+gSXDl5WvBxiqOXDef7M/aRJkWhteC5GQvEMVqS2vNVHEDkHPy6yVsIUU/z0PsfINLSmv1tXtro7ed2qqcCCyiuAjUQgYg+ji8lDWMMw4cPRyiUSmbIkCFoaWmxDd6GDRuGYcOGYceOHX6yJPKQZF2JdXcj0tJiu9dRXW24oJIif9VW6jDVq8KFmxg4fbUkbyNutx9kc0cQSC/lvIJlv84zWZXI4tQvOw4y49YV+iDYGpf3U6VovPo+EioV/a98yrcm+njfXqxtVOuXZvhX1TJLYRXbL3HLHp4slkm8l0mO4wqfLoT1DqTvUToxkeXvd5KmctSxzyxcovvAcq3YMkcxT9TlaUkn9RmwvuTmL3Qc7FImxtkiLFRoB4tXp8mBhOcpmpSf28MAwc9ij+IClqooOY+puZQ9oFp72L7/AHrCrf7l6iV62jvQfbixt8XwiReluzhO3jpY5tATbkN3U3Nvi5FX+FLSjB8/Hq2t5gblyCOPRDQaxfbt203X29vb0dTUhPb2dj9ZEvmIsX2zdvqxGOrXvpu652HA5tvxr2B1247a0ZhOR27a/By4lD/wCaVpxS2gtHi3OM42WSxZZmppp7a7KQnDG4U6xzFnKZVHnCZ/pc1eNRzqHlcZJZHRQeFh9edkDye+pRTJSXkmsMKQYnvfgu+Mm48xWnDfjf9v0DBZjSW2pAknyCKlnCx5dT9gfnDlRyvnUFBqihwIG9tU1e2ZqlL5USQE+o4SaaVjjqKiWLfIwrz0Y4awSpMt5bGCGxGSclvSSlrFOKavIJOnrlAQQHF85eRc25u/pzShopz28R0Zn5XJnLr3Am7eQXjXLtS/ty6N0qQXnj9De4AU8qLJrvfohLOze2eat32Bxo0bA5CGSOJLSTNp0iR0d3dj9+7d+rWzzjoLAPDwww+bwv7+978HYwwTJkzwkyWRjyQmDGor+Yz7t94gJga9jgNP1x1qUGGsYngbMKrKkjWDHAUOLFvBuSqagIqUDYLBtJdyUB3UBzAJkY9r3Q74nAJIwjoOsL2sMtkzksro8UhZRyWubYDlVrkRoLKSly7vN2Px9tGnJY1tTiaaCHhu5gwXlXzfuFSgycTprTZOrw7i/A8sW4GecJjfV8UjG/4UTEqVrDHUy4Dv28RdGrwE3L0H1bDicL7eOzP44hJstXKbnpJcch15MDh8c2n9XlyMq/j9fYrD6zeg+dPPgpDKH26/raTyzHuGfiLnNlk+XhX5exZ/ctn9PEYOLFuBaEeH73Ry6JFzAl9KmlmzZoExhrfeeku/9oMf/ACMMfzpT3/CpZdeil/84he47LLLcO+990LTNFx77bW+hSbyC1O/btHmBuKnxUujEcRKOG/AEh8NC/N0NT9xOZk59IHAoWga8hIRf58u9v0ay83yTlq//Apd9daTp/jpK79O0co2DAMwUTz7ReG1tDrM5U7CAlIGBt0DKyancU9dYNZAnPRdKIfsmboIbMtYLX2bfMn6brgWYzbHwcYkxCKovUcVyz5xOqLkzTdUrBCEYZS/rV7ASTEIINrZZY9jbAe8KiWtf2cM63cnCubz5Cu/OCme3BzZrQcLusDFx5OrnmYovsVT+KlJlYqbiuBr24aHuLFINyLZsnVCpd83BTF/pK4WQ7LMkkZsMSWMkC5J0o/pvShahLkaE2Y3LGqef1nnDLGeHjR8RJYymcSXkubqq6/GzJkz8eWXX+rXZsyYgZ/85CdgjOH111/Hb37zG7z66qtgjOHcc8/FXXfd5VtoIs/QTe8VBhzKFjKSkaxge4QoXfFgiTOYkk0kVdty0aqrGzgyt+/b7y0tq58dC0Hob6xlbH/d1ncEtO7YiY6qatgQne4lPGHGafuYOV9JSLVrCittaVntlCkIk/cdt9IFK5ISLhVMnrY1ZNHA0lzf4koALeSwDU2WRvyKUwCu0kghYXHR2Rs2tXjKWN6zh8oZafHh/0ExP9YTkabROz4LrIpwe1/GGBOWj+yeMh4XWOTbGHnXLL6fnJQ3jjK5VGLblKAu87COadxUF5E80jGHftFFRi5lUCA0sBDRrs5gZHDAU112o0xzlWx29EVeyiQv/K+4Kv5E2+lDIZrNWOcMse5utO3ZIwyvGcbevvsHAoBPJc2ECROwZs0a/P73vzdd/+1vf4s333wT8+fPx4UXXoh58+bh0Ucfxdtvv40BAwb4EpjIQ4zjEcG+SNbTk/iDN7kwX7fPxe2KG7tSIIMtqnTWH8BJE06KrAwRSJkafGfY0guFOANgkaJBdQnRnXiAWLEhVxY4a35EAx6z4oo3ARBMjoUrYprhT6eTQ+T7lnnx43oG6zeYwXqpy5Ty3+K499yGYYKkNMlSkYsXzx6RdwS3UxyZEDJfD7zr7gfePN85DlHSNWl2oHrVq97zTWbtkH8s0mOJBPOrsZ6O44MgJ0nR9nZh+cS6ukz3hFuoRFhvutmiyhiSFUp6GIAqEsfpTlXLub308kLF7bVdRp7CX1ZuvMuZUWa7HQ8UFA5EzGqFlibM9dzr2JAl5us+felkyF+YE3qZuFZKes+z1/VTttMt/Y7Pcw2nF6D+/H77ViKOLyWNjAsvvBCPPvoo3njjDSxfvhzz589Hv379PKdXU1ODv/zlL1i4cCG+8Y1vYNCgQdA0DbNmzZLGmzBhAjRNk/7X2SnW1u/Zswfz58/HkUceiYEDB+Koo47C97//fezdu9fzsxBmpCfGuOwgvCwIyQdnAi25A7atMUHoK3q9B0sjToNtzkBU0zSTUi8+OAKkHYnq6rdptVGs3HOZrEJAywDdyzt3zMI+CDHWV89HcHsZsPkoz/R9D6oKPedw+59dJrmr2duJZLqmtiPGPYI7noRwr4k9TeFv+XPIy5mZ/uFEdnPZO5lewTUM5p3qob7AkPxttFaJCfwN+ZrkeYnDmVgafte/8x46KqtS95RkTv52sW3AJgJHCeGnbIxy98qqv4cBio2U3EpFwXmvzotUXvsfFcWSGqEBAxDtyoySxhlR3yYYGxj/5LXxknWkIBwHy/sdwjNCJ++Sem+J01axD4fe9+F6IJtRscYlXOFda5JhnnvuOfzLv/yL5/innHIKhg0bxr1nPELcyIcffoiLLroI4XAYw4cPx6mnnordu3fjsccew4oVK/D2229j+vTpnmUiEhgn4gF4GI+nZZ6EmFe83J+OZLom3DbjKJTpn9TfvAGAz+UIZvhbQHdTE7RQAfoPLXZID8ENaKWro3GMJpPSAR5vC4hIuSFTxHnxTSBAvvVNLo8NTUPV4cN4bfMm7PvyKxzLojijrQOjYbfgF8qgkKXp2+BZJymk3XsYTFsc6qirKpyB59RCIcf2LjXANwvf/Pk2DJk4IRHImKjsIe2+nkSWT6nkrPez4/07ttGZk0R6VwuFEIvYtzvxrDv9ixLs8xsV4B1VVRh01JH6bzcWO6I65rVLUfYBYZscp/oUm5Wj/ROzoyAwV0/t97X4UNjbozDJTec+k3tf2ZeUO/k1h74oewhYRp5SJ1fIh+1ObpC+K/71nnCY40sxu2nZvgNFx04xXWvfvx/9jxhunj/IBqaEJ3JGSTN06FBceOGFOPPMM3HmmWdi69atuP/++5XjP/jgg45WN0ba2tpw5ZVXIhwOY/78+fjTn/6EwsJCdHZ24o477sDjjz+OK6+8El9++SUGDRrk4YkIHcOgSR+PRKPmrU+c1Z+DNTVY/s5aVNXVYWJ1NaZHejCOt/3EcbDhTWaV69IVKzVzgbQ1et2HDyPUr7+zkkYXpfcmQXbLJAZNC4HFYha5BD4euAoZQHU13J4Q7xZ/tY1ntGB+FP7Ifu3evfjDc88gmvgO1uyrwFJNw91jRmHGyFGeZPT/Dj3EF2uHPMkji2NdebfPE/SKoCajYr6cwI5BtIICsGiUF9kxnebPPsfA0ZI6YG03mPme6rYm/jNzJnOCLXNuT+zzQm+0S6aj6iX5a/37x5U0IsslZigvxiD8vpQnP2rhbO+awfYc1hX90ID+iLYpigF7ekq3VSb2zJ0fH9O7sl6HQOEkUzxwRVJUHNny0QOqx3FI32nO6Pl7UdyembMKBglqFkv6/yD8jp3IB0sEX/Jnw7PzZYhvO3YRhdOmGhLzIljaSbYN0a4uFAwcqF9v+vgTDD7qqPgiXoLDGzZh6Mknof/QE6Tp5YWfol5EebvTf/3Xf6EjgOO5jGzatAmvvfaaUtj58+fjrbfewq9//Wt85zvfwZgxYwKVxcqf//xnVFdXY8qUKXj44YdRWFgIACgsLMTDDz+MyZMn4+DBg3j00UfTKkffwDhAiU9IW7/ahdo33+IEjYddW1GBby9ciL+sW4fyL7/Eoy+9iNtf/TteW7cuDeJZGlSVRkfaBksGZKYBu0QOxwGwigLIOYhX3J3UAqEvIulJB6GQeSKRHED76BPkR+CK7okGVuoKHWv0ytpa/GH9B4jGYhhVVISTxo7FqKIiRBnD/U8+ieqmJnNEo7KJp5gwDSCd5RGH40U1K1il0VUmtqp1x/bppNnaK5FHUEoBrSAkrvcqH6cfOdI0eDS9X7dJeX19vTHgVVXSFITkijjG4haBojyk1+yWUaa0/WLZhhzq31/gv0XQZ8kmKb7kci535TTMFxWvOeOqLVJe8BEF8/ItOzyXME15vqlr+T8xk/qecVQ28ssnyP4lKITyZGDynemy0IyWIDYjUt7gJ/4/V3Jm+acRi0TQtGUr547a6bOuF6IJKcpKmv/3//4fJk2ahP/93/9FU3KC4JF169bhsssuw1lnnYWNG7PzOK8VK1YAAG6++Wb079/fdG/AgAG45ZZbAADLly/PuGz5BksO5gwDexbtQaw7YgiT+tgra2vxwIb1iEajtgnsfUuWxCewvHYi8a99ZY3B1omqzTgVn1DQ2YgUMqrpBrLq4hy/dwcNhpdnkIMxJE684R3ZrmoR4JCzIU5qtdt1Mi5Iyf3y6tWIMoZRRUWYMWUKji8txYwpUzCyqAjRWAxvfP6551xknahfx8H2NDNcd7jvOfFMfkxx9Xmh6gDEOSPdksZUXG6VG+L3JfctZHyOZFL29kTZMarFmiZIfPuBSieMc7yuYxxjdI9tP1cUj3GZffsPY8yuQPT6fjWebCoKEf63ID/diaNEsll5cRMVp8lJR4zDcyXHOSopqZtvWCPKgyjnz0/eC72xmt59uNF2hLAqse5u1Lz5tlpg4wCTt2Ch9BoTha1pwW35zwS2RUZvyXRUVaGRqxjINuTbg7k3lC1UswAGjnW6M0Inwdn6nDmEspLm5z//OVpaWvBv//ZvGDt2LObNm4eVK1eirq7OMW4kEsHGjRtx9913Y/LkyZg5cyZeffVVnHnmmfj2t7/tR35lHn74YVx22WUoKyvD9ddfj4cffhitrfwjwqLRKDZt2gQAOO+887hhzj33XADAxo0bEeWulBGusGpSmPV66vfL5eXiCWw0qk9gg9j3Hx9TuYnvPDGyHnNqvc+J4gpleSXh2g8cdJ9vNIqOqip5GNFczstEzOI4OBFDMBkXD54dXdJYJ9EyHN+nQ51M3K9K7FkeU1xsMssvKY5vTatpaZbL4SQb9zZzVPzxF6DtzxTt7ESnsW/wu+rtZZDvNJkLYILcWVfnecClhQrAog4DcoHSUb8V/4tzU3JBtgJsCWvfrimJlsT0PYnruaPCS6pkUpAjDXQ1HEZPuA1aKKTYv3AU8baJuj2MsoJNkJ0U1QUIqxUjgyslorfvwv5NchVZvG1CXBkkNzXN/K+KdG7rqRcckjNtj3PM2qwtSCnjnMcegWHIM5NEWlpsRwirEuuJoruhIf5DqFizlL/LMow0NyPSbO7Hk+1KVk3iXcriRfbuxia0VewLpE/2hawtcL0ok0XvUBnxt6qPDzkkj9u2KsFFdSHS3IxIS4svSfsKyj5pfvnLX+L222/Hz3/+czzzzDN44YUX8OKLLwIAjjrqKJx22mkYPXo0RowYgYEDB6KxsRGHDx/Gnj178Mknn6C7uxtA/KVNnjwZ999/P6655pr0PBWHZcvM3s6feeYZ3H333XjmmWfwrW99y3SvoqJCl3fy5Mnc9JLXu7q6sG/fPkyaNEmY95IlS/DII48oybl9+3alcHmFYbBr2r5iOpqU6QO2qsTkjzeBbQiHUWPp+BwneSodgy2I0wpCoqN1205Ldju5I6UQkg1BbY8ejUIrKMChde/j6Guv5qYpItLaivp33jPFS/qS0QTOuU3hkljfeyJrs6xxnzS8AZT4wBufA2xBPyyyskkp+BzqE7NHHjd6NACgrrUVx5WU6GbQtQnFcunQYQKFkGhAKXkGI07m1oorzu0HDqJx8xaMu+xSfqZ+6rfj5Fg0+RCsoluDSXU75jRad36FgSNHytMTEbJvhUkO0Lm+kmyJOmXi8z0qwt13rqpwEMmiKl+GfTgcXr8ehWPHxn94ad85qForVdbW4rk1a1BVXY3JzY04Z9AQjE9s+1aacDNIlDiWdoNxLGm8PKzefgf4jgRp2rPgfNQW61VPddNJJjfPKnj3/IUc9XQ9teGm98/LTwP3JE5Tf8251lv4kIF/eJnaWCYR2PLbFgBNn3wGgGH0eefK4/YBhE70e6MsJHla22ruyV3W+/ZUvEqWQdTGedxrCorLxq2fQAuFMPq8Gd7E60O4chw8fvx4PPnkk/jP//xPPPLII3jsscdw8OBB7N+/H/v375c6HuzXrx/mzJmDBQsW4OKLL86Y+eOsWbNQVlaGM888E0cffTS6u7uxbt063HPPPdi6dSuuuOIKvP/++5g6daoe5/Dhw/rfI0aM4KZrvN7Y2CiVobq6Glu2bPH5JPkMZzAlafjGJQamwgnssGGQNjKaPH2hTMKgKh2JdQAkTt6zE0KX4XgKnAPLn3etnEnmqRUU2C63fL4N3U3NGH3uOeppJdIzhec9E9cnjUAh5/i6ZQNhlbrgRtkjctya+vuK88/HYytX4lA4jPd27UJJcTFqW1vREA6jIBTCxaecYhZbmp+DiIaJrvCoZ1tixksc7ZRCdJFDT++OLXth8ONjEBkva9X4gnCySbfxl6icLUcSW8M59dN2vVEaBtUOaTo5kg52rMGxvnAxqE9EMHyTToqGOGv27MEfnvmrbrVbvusrLA2F8NPZl+Lqc76hKLtRMGOednni1yQTcoOg3IlL/C/jRVgCKc1V+PVWLZw9UOpfU91P1HuNqdYTl3U8HQoq/SeD5jSg8JCuMX15NLWxgWd6S9ljU8QwhHftRvu+/Si58ALrrfg/yfm6bWGG//xaSEOsx2KFH5L5KcsFvG6JzCZfPG7lYNwoWfM4bkhWYm4jC3djPQnCbaeEDU+nO40bNw733Xcf7rvvPnz++ed499138dFHH6Gqqgr19fXo7OzEyJEjMXr0aJx00kk477zzcM4556C4WO0UmSB54oknTL8HDx6sb3uaMWMGtmzZgp/+9Kd4++3U/tPOzk797wEDBnDTHWjwfO3kUHns2LEmJZCM7du3B+6gOVvobmpCrLsbhRynz/rKccw+CEn8of87t6wMS1es4E9gCwpw8amnWhKXy5WpxtS8UCmaPHjr5GzpSZ7p8KbNGHbySXahJKhMdHgrTLHubvQIthWakK3+8n4wxvVJEw+i2OG7UtR5wUnhI2Z8SQl+9I1v4g/rP0RDOIyGcBgAUKBpuPvGGzF2+HDEEtZ+gYqoORwLLRNfpnBx+ZHZqhuvU3ewNkle55/eoiaHXAEgCePqea0DektcB8swsVLXKVuBQsZpFV7wnlPlbPELoloWjm2MfeJjOqFH9B7SMdFL5KdkLcnMfmuE1nUCqg4fxh8+WKdv8R1TXIy61lYcCofxu9dexYwrLjfLJZTZSUzzd+TKX45oUK9I8j2qKZ1drrgH+v7d1WXl7YLMXreFgd08DrNY5SUVVOkc9PDSllgMZdXpL3wTGv1ffQsUAJu1ken7sSbBKROr9YheFn1v8qq339n26JzxhCWAUlwjwr4qW2Ae/KxZ4ut/isaSfbOae8L3EdynnHIKTjnlFNxxxx1ByJMxBg0ahF/96leYPXs21qxZg8bGRgwfPhwA9JOcAKC7u9v0O0lXV5cpLRkLFizAggULlOSaNm1a3lrd9ITbEOvsBKxKmoSG1jZ4ECxWji8pwZ3Tz8YDmzbYJrD33XYbxhYPjefjNImxysDLzHrPeJE7J7Auq0gykzbWTP9XdoqCs57BHiD81S4MmTDBkk8AcLY82I4ZFk4o+deT5tV8x8shsGgPf4CrmH4iIWk4o68WvhySpIXbjxxkZgznT5qMM2fMwOtbtmDfV19hyvQzcWZ7J049czraKirEOQonpoLJocmxptNcLJhVPhX/N6awKjgN9jVzWmKHtDKlR4YmFPrnL3sZnGu6noXXhgkm3QIlV3oJKE+OFUdPayv6Dx3qPU2n/Gz9ikxBYP4p96/C57XNm00+2DRNw3ElJXhv1y40hMN4ubwcl4VSQzlecVbW1uKZ999HbUsLxo0ejVmlpRhnlcPy2+ovydzMivsk+z2O0pzB+VOSdY3C7XWaIVDqX7u4Ku2O+beSMsHlPI6Xj+2iVNnp5dtRjGMvAPl9Y9pqhmaQKVGzx7IiTkHhwOCsXBigaXFLYNNzhjT5iZa9QSbeQyiUccVFpLkZ/YcNM1/04pOGie4JxltZjD5tETyP6XI2KVfzGN9Kmlzmm9/8JgAgFothz549mDZtGgDoyhogvvVp3LhxtrjGLVHG8IQMucIh8cN+LRHXeH/WhAmY9b3rsOK5Zaiqr8OEk07CWZEopp5zDpo+/cwS3z5o5KbNu5RqtcRPJR3MMNM/sviBmBanA4W5iJBQCCzm7FjbUVdlDcQSTvYi5kk3E0561IR3W8RGR4zCSbBKRoxfT8aNGIEfXHIJDo8chaOuvgoHlq2QJ2f6lNQfRl/R1EJ2IUwBZYmIr6utkCuEAaSJeV8ldjGTMgX1mp9EDMGkzfX3n+n2RGbN4oCnwR9n8sqiUVSvei21ZTNNbaZxxduVX5PEarE4jv16TVMjALEPtqq6OqB0XCIfe9mteucd3LN4ceqAg+3A05qGRePHwWJzaijSAOp1Mr6bwbyLhkK12E3KFber2E5BHRVNPhQrKt+vcG7osQ23BRKMw1RSEPVxTteyjOTwT7Oc8mrvdFONt1LbGgrBahWmaaHg2+U04kmRySHpsqCyvh7PffYp2mqrMaSuHt87bwaOGj8+AEntVL/6Omdrv9OwzVqnnd+1sUxkznezB3XlEn/uY5/P2RH4tyJsKJ/ulI8YtzL19PTof0+YMEG/t2vXLm7c3bt3A4hvezrmmGPSKGUeofDdOysqUn+PHz0at8yciZ+UXYgffvdKlBYVpSab1nxdTJiD6CP5adgnFdaAap0c3yR3/7PLUmmqPERikNdVfwg1r7/pkGU8z2hXF5o++VScniV83JLGaNIrFMY5TatIIU5Dz1wMFJSVAh7iSNISDq5lptZib8hqmRqtSIQrQokBhGwlz0nJmkD8DoIbgKp9p6lAmsmpndh/miGCV9EQ2HM6KaQ8ZG+vB06zXVnCnLjK5eZCuSEiOen28K48TYb0HV3JuiT4lm3pO3x7vKwSz1RyxBEA4j7YjAr9pA+2cZztw0kqa2t1Bc2ooiKcNHYsRhUVIcoY7lm8GDUJK1TuQ9gG0QZlmMtvT60/4l2zTxjMfshU5ODnJXN2LYsn/e2YjvWeuB3irlNxFR2K2emfu6VMmbtDDszth1p/IExLurVWfStU8+fb0PTxJ6Zrnptvp/GiKaxI8WSt+3aFlRbinE6paa6O4NbHfGkk6MUBLiENa/fuxbyf3YVlX2zD39euxbIvtuHbCxdi1TvvuE/PI96UTIIFFOl3mcWKONn40GWDa3VfIaN61avodvDv2hfp00qazxNHNQPAkUceqf/dr18/3armvffe48ZNXj/zzDNRwHGYSnAQKg+YrjAwNwI8m1nFSYGsbeApcSS4daYpvc9RZDiGSzPRjg5u48ib1LNoFNHOLnNAyXNoBQX2QYchfOvOLxE1bE1LBDDMafgDcvl2GfuGVz2YyCM9NxOLSCqdlNDiQjGOUnD3dcNZaRL/18mZrZOTVmHycuGsCSlEEkrhIy4vOTcTLq9Z8CazhomaR4WXTUlgm/RxlFK2yZp3H1l+ULVOia/Amq8FKQc/axZvD/R2TdrZcOThl7FI1kunTkOBpuk+2HbW1OhbnQpCIcwtK7MKqP/5cnm5rqCZMWUKji8txYwpUzCyqAjRaBTle/ekwlsXK6zttqgsbYapRmUOP45/Sx1OuSqkZ7OqsV6TR04pNKxIFZ4ulBZKZaKwPVeYv4sy9/Xp8PpUWbn5I9LUhO6mpkDS4qHkj8RUzArPpfGVNGn3GRQYmnQI2/zZ58rbw6oPN+KBDesRjcXMyuRoFPcsXozK2lo9bNOnn/kV3ET34Ua0HziYuiBVUihc028p9LlZR0Jmj2Ka+uNkevyAtnuRltb4XIAw0aeVNL/97W8BACeddBLGW0zq5s2bByDueDgSiZjudXd34/HHHwcAXHXVVRmQNM9hhk7QqnnVB5CwK3mcJoXWwadpbGMZSFoHqI6TBLfXGe9PfiSj9YSHRl3ZMWVywCnqaa33kuUkMlPk6c9sxwybAzVu2YpIU5Nzx8iz1uCehMBcO1bk/w6oMxW+CskAzySHoS7aZJUlIJKFU46miYsHc2uT4jF5ySq/bOLAQ6A4swUz+tNJTnYlSSnh4/k9JuGUnvCVMNEk01mA1DtyV0BCWWxyJBVNAZdPUHgaMCcn9omhk+CbEqbvNAHj3Bs7YgR+dM4MFBQUoCEcxhfV1bqC5qezZ2N8SYmerrEuRDs741uhwN8qBQB1bW2WbFNtjXCCJepfbH2o/LkEiQvTtPsAchgLJK/rykdB2+5CSWO3tlOL6ohKH+EqPfnkkcnqLfjfrFIxZWDBgYul3geLeAwSv2xo51w8T/zY6VQclmzLs34in8Le16beQ/Pn25SVNKs2bDD53bIqk18uL9fDtmz7wpussRiiCV+iRrna9+9H08cfq6Zi/507r8sZY13m3fIzNiQ8kddKmv/+7//Ggw8+iAajR3YADQ0NWLBgAZ5//nkAwKJFi2xxFyxYgNLSUuzatQs//OEP9ROfOjs78cMf/hC7d+/GuHHj8IMf/CD9D5I3qHRiqQ6RO/kQjsuMPxR8zvDu6/k5hBcqNYz3OR275dldm1aqrOboQeUDC+/5uUiTJRwHK3TUYmetppG++e/kIEdFNqUVRwiKk8GgfRBGsJ/kIZ7I8J/XUh+k9UMgj3gGLUlKQ1JRGj8xS/J+/TpONCl0NHf11BbE7eQ/9V36OlHE9E0HONHg5iGb0HtJz/C3bcIpOhXNQalga9dcyAXvyiJDCrLEPabpgAb9WxAr0FiqMCTthnSbY4LzJ03GKw89hBvOPQ9lU47Fbf/wD3jshptQdtLJ/KyjURzeuFnfCiXaKjVmyBB+nizhONikpBc8J/f5rLfd96lqfYIoQ4dwonaT44g6JWKGfEkIH1uxD3ObcDwhz1GE5aLStqfhuOnDGzb6T0SxXGXKc1MYTt+lhTgLIk79by7gQf6axriPT5EyOals9kNHVRUqX3w5LqJx4TAUsmzLcW4LLDfkY3PrQmc2w5L/U5VTPMa1/W0gPkXK8rLIEnJGSXPgwAGMGjVK/++uu+4CALz//vum67/73e/0OAcPHsTChQsxevRoTJo0CWeddRa+9rWvobS0FI888ghCoRB++9vf4sorr7TlN2TIEDz//PMYMmQIHnvsMYwbNw5nnHEGxo0bh8cffxxFRUVYuXIlBg8enLEyyHWkg9n4H5I9jAqTFsF9+3Ylxyjmm06NsDCq5Fmkk3XnpG0BbINOp/jqAZWUDwK0AoUmxuQrRJA/d2XP4pMmuULITU910JWhjkOYjUO9kEW2WpXY6ph90GxXkvgZJPImNBnsiN1um5IMJvhbBtSfxWs90p1fC+SyBHZ3T1mhZ8BFW6mJBqNu3oPi/VR19VFfJfHCu/egWbZiqxnbNRcKCsY7jtsgjzEpS30eX1KC+eefj387/wLccd11GGs9mcQqD4thblkZCgoK+FulCgpQNnESt39LrppqoZDhGkvVByVFSTxd/hxeoX66IRHXlSIlOVHgWP9Jw0vFcBh/qHyX1uuuvw9O+66Sny2YIK5FSc3D9h4ycYJTsr9Ly+lIzPas3D6CGf52wnoENwDwTkLrbdIgT/Wq10yKkrEjRwLw5ndLGYPVUiyS8kGqGd+DS0WsJ79whsWQ6ldfR8zgDzXd1Lz+JmKWnSFG9PGHaL7jVBVUFVuEMjmjpIlGo2hoaND/a0uY6fb09Jiut7e363GuueYa3HnnnTjrrLPQ1dWFTz75BLt378akSZNw6623YvPmzfjpT38qzPOcc87BJ598gptuugmDBg3Cp59+ikGDBuHmm2/GJ598grPPPjvtz51XWCcg+mVjo2C4bxgUJRsPq58FcRvgMOlynER4mFhosniKjTl3IKg4WOMl7TjAcxM30UgnrndU1+jmoykNvBnjIF8uj3igyY1rUMbYHXSqDwhNEw9rvpxBsvN42SqLLYTtOhOUnVKGgH2i6jTo58RPbkmKO2NOBnd4B25k5CgR3Uyo1J1B2/NJJcK5z01Dkp4muecVx2ScFBEOK9ngR+cn6eEUKXFiLuJ6jO+g4PUqV1ddPTqrazjZpVZ5WSzGVXBYxTOLk3hWV9+MmmKAWZs+FlfsLFq40L5VStOwaOFClBYVmbMz5qkgI7NlarrLeRanBDnp6yKlntO6Eiuts0bLVqG1mAri79CN1Y+sffX1LaggUfyI/L95Sd58URLByUm9R0eucbxbPpm7cWkDw30+lTqmtyGWa855qsEYQ9u+/cL7PeEwug41CO+7obOuDj3tHTwhuOEjLS2mZ59z9jfEfrcKCux+t7wQStUH1mNW0pjeg6zZ4g2JRX0AV/lt/h1pbgbjKE26Gg4j0tLKfQw/dDc2IhbpQVf9IfToTuNNEvKGqFw0Yd+r0I6I4pJSx0bOHME9YcIE153r2Wef7VuRMnnyZDzxxBO+0iAMyAYzzGBJI5psiTpP4+DD7W4nR6sUx5m5+bdsddfYcDusApsaQcXBCotG1QZ6CYWXNFXRgDTxjurXvoNR53xTSS45lnKw+g6SrlYoTgT0Inee0PLCCC1DnMaDAsWkYi/oHEYV5bGf3aEbEK9XWkFBqt64ctat+P5MYoi3WQi3SOlR1PsJWZ+ickKVdNXJB2rzc953LvDLw43OmSAEMnByrrd2n0W2EOZsM2GNoUpy8qjXQ1EwQz0VicVElibg+ltyJ2Y80zkzZ+LrJ5yAZx57HLUtLRg3ejRmjR2LqTNnGk6HUenzOINvznYV5XGa51clavO9fveamkJAd+pqS8yLCIkkJf2RLS3DuCEZ143Smbvo4HJsw01YLY5IKSzFlWVUImxaLGk4yOqBLSxnsm7zqSfo17wSi6Hhgw8x5Jijubdbv9qFjsoqjLvsUnk6AnmMr6Zu9VoMnzbVnXyGdMePHo07p5+NBzZ+hIZwGA0JBUJBQQEWLVwY97vlG4OSJmqwXgmFzGNyBXkNFwVZidOxfrem008TNG7ahAEjRmDEmWeI5fFBw/qPMPioI3HE108z32DJ/4n6VoXv1dQki7YzZmjraB6QM0oaIh8Qf+CpNiugDoo7eNMs/6aCpsMsT3fQZxNDMjAzKgMcBii8QZre6SsPlOXh9EGkUS5Dw6v1S5xsptrm8rJzGmsyzhGhgbwvXkfEzV4tT9ugzZiGwiTIz6KhNR+OublYH5LU4CC+2sQZ5B5Y/jyOvvZqvggeVpHF+Ou8lXz9JC+5kNshUxeyuMB6AoJtoO82QWtl4eUnv2avxzC1W65W4yUTfWmeJvESZZSJ7RSAoQtJWZ/J6z9nC561XzDdVpBX2aosVa7jS0pw8znnAAD6FRejo7LKLGb8L8OEnpeeWrb28JwG3lo0oi1HquUhiiet4yrlmErAlVNXFV8+jppYlgjmciLIhD/EqExA3W4lU8lWolBx/e2qaba9oTJGZMkxn1XBJlByJJUDggWqdOPXxxLTJ/TxHwUDB6InGvXU5jLGMGvCBJz77bl47i9/QduY0RhSV4/rb/8hjj7qKF9yJtFMljSprVZWiyZfvrBMwZNjMXkaqs6VA0WqHPZoTStITnI3kDzynZzZ7kTkAYZvsv4dw9HmQmsIzTyAtCYim1A7XpTcN/0UTPC46SRuc50gcsILTFv99BHGvbaO8FZ3VKIZBlZaQUrPK/QIr5aq4LLqTI8fj1n+5SPwpeFJHrXo5mTEFVnu3Dj+h80CwpqJTOTkZIkl01I43clNGajIEBicCbHptlhR5W1ioyiWG6yDdhVEViYOVga6PyebLxmP35yClRr/drLuJZNxMXk2bF9xO7BUCd9+sNJuFs6sDrY9fA8Klo6O2IpJ1o85YAubKl/FCLZ2x2wtpSCCLZCkbVeyMhKkZ2sWFCerPqyZuCKZykc0BrKnp9kmfbxvm59GakHKqBjgPZeo7DnymQXiRhJbDDlPULubmtD08Sema607vxSGV/VJ07rzS3TWpLY0CrcqS/tPUXvprNDhn06ZYRQ+TNVmNTRwgKvIvDo6btQoXH/q1/DLH/0I15/6NYwPwhdNEk0w3VV8D4xX9x36a5U+hsWi9ot+fK1Z6DrUgObPt9mT5z6zJE9meR6lhRHRWMF9f91XISUNkTGMWwM6qqpsHzNjkg6WO7tN/s2ZfLkaUEkGnIlJgL1tFgyqMjoptZM041Rt/+w+WUw3bT+tAzzdkkZdQtsVpRVK22DIMFDXJwXu8nUOl8xDUkbSpAQTMm51c55o+uvUNE4ZmhI3TH7M35rN0ZxbLSJ3DCsbDHAmiDxfEp4mfgpxOG2Q/L3wLopucFPgXtMSz6wZ34k1Yy91QtRGedOx2AO5dR7oZ3uCoGgMmXtPGwyR5iZEOzi+FjQNLMakn5RZmWBoo2zhXTQuXKWtUABhMvx5uVlpoGLVom7545yWI9Z6q3f/hv6Dawwm2MbHkUOqsJFZ36USNCTt4xl58X2OKbx9Cg7ttKv6yAmqMDnuPtyIlu07TNc6OP6iDKkq5d361S501tQaojn1Sdb7kt+2sROzf3SaJrQizMb5q7U+8g0vXbb9qZCiTNHd1KyYhhyzaIYxrHG7k0wWDknFjb1s1C32TCdNORBpaZU6/uXRdeiQ7fsRyaTPdZRfm2jwk8Bt356F9b63Ud7uNH/+/EAy1DQNS5cuDSQtItewNGaxGJDwc8Gd0BoGdzwdjZOvD5NDRSM2R6uuHsIhf8XwwrjmbQOpVWbr1gdBdL3T5xSYs4B2eXkKFFPDa9gqY40nyp97zZCiZUIu8kGiySwjeCgMeqXvlDHOuEw6QxTKzsucfzqO6iTIKYgsjGFVmrPdye2gQPmlOE2IROlxylJXZkgVF8bJHKfu6O/KzfYbNyMaOboS26ikkibtNKkw/7YXi7WseE5VXfqE8DQo57wz5SL1YbKvIiuDWWln9Aei2sZa6ovU0SS3UXIW056UG5N1Y1izIsTcbqT6JFO7pmLJoqzgYZJ74njSRxXIl9rKK4lrjgGbFQoHU1sUvyJLUpiGZ5zaS2M/xiTl7adZM5S5uA90ykPet4pvqQluc9zrNG5RQnG8ExdAUO4B9ifBpJRMUN5ny96zLLwDTR9/gjGzzlNLU4bAksZ4uIV8nCSZb1ifRdQXcsrQjZKmetWrGHHmGSiaMlk5DncRVChf8n/89lpzeGWqSjqp4pwwoaykeeKJJ2yTJzcYVwVJSdOXMUy+Y7G4M1Lj5ZjDIM1T/XMeVInCa9zVMw9WOhy5U42nNYxhkmYSRJKLbLDFCecWzTTo4ji7s/wpEYCXuiVNp/CigZ/ob2fZUulZJPM88RRmZP7X+rfgkuh4Y9vkyot8ukNMlhjIyAfAjFkcTivJIAgj/M4lSYkQ7XZyuU1BPonmRoDNpEOqLHIljXP+Btz4GVA+qlb4jQXTTtvkUHkGi/JaeCqKohwNH23EyLPO5OdjaZvirztkUGY6tFFGeGWu8rxe/Ee4fTdM+EMaTUkGz3Nehe9IZGnGyVholZbMSxJd2heoToIMYWVbkqx5i/KwpWGtJ67K3SmwQtqBKQYSOYrqve074iiFnBNXlFdQh5PKLuv75CrEBWla0/O4pc67fxkX78txbOk2a97Ykdd+u69T+59dZvehZxpCGd6Z5QRSudWdv/LijlsTikKuzGmBybcbqY5dlHaZunt3tAXKjrKS5sYbb/TtaIroe/SE2xDtaMfA0aPt7a/N1FPWCDJ7I8lrDIyrRPot44BekLbCJRF2HY5YmRm/rPYdmRy6cjOCXU7R6VgiYWTKAtEKHLdzlcRzuu2kVdc7VGmyycTscR0GY2rtmtnCSYhJgSIL5/CbN/E0JqhgamxKnDNASeVjSJvXebv9bVLoCUTys4wim+S4Ua6I0ooZ36HCS3SaKKli/RadVvqTwbmr1hbZTUmLZoH2y777fCWFi8hyyelbg3kLioKyUwR3SxPiZWWuA6l3wlgMsN23oH/CxjI39FG2b0lBWGuRip4/8bvp40/sp3jY4LX1su/GnAd/e5QkfV/LqPqLByBSnhjK2GFrl/Kii8p2J70d5Y8BVH3POKaP1Ldpf+2cd5dUTnHucRVXwjaWI7NIOW5T0DmUh+2mUT5rPE6bYc3Xqe2RLTrzytQJaX1PI4yh9cuvMOioo9Bv8CDTdf9JO7QD5tBc2cRpKybrcTusVXml8SxprAouF9uUkvG5W9ncyMk53UmYtxdDCW77KBlUCF95ou8yXnEa+wjfnUyxThhxZUlDEG7paQuj+3BjQknDzN9lQkljNCE2OaXlDcCD6AitE1Fph6zxAwlgDBKTWXuDpjpI4CIbvAgnAS7KTDD4N618Wyb8xms803Bh9kKllmgCYvvDPdwBiGWSaytjLwNrTr4qsqlm52aAwM3bMpARvXfVuqNa55L1n7u5XfxbLId4YBP/xzgwEJeZ0KormZapyhsGaSYFnYfvzJaVJq0HPF9ZrvIxKOZs+YlQGTDrTabg2zWF9W6dm0Qe3ccEI4ntmVniO3GIypnoMmsfaAoe7KA1mVzL9h0cJQ3PMi+laOGKEu/c1DI2biVRap44CxJMUCa8MYBD0enpCNpKJWsELcSZ60i2UiX7F94zmCwj9f9ZpUoKZ41sFFwuswA1pYNzGNdtsT0FxXAuoikmGd/aaz/Vx/pM7tpyPZJreVL5uYzEGBq3bMWAEcPNSpogUFVKqoS1R3aMG/98PDpXTrpTSGL75qC3VbZMucIIrvHaDpNyyH7P1CcYjgM3tkN+u4NoVxdC/frZ+1hm3Y4J0z3ruF1kZa5GsH1aX4SO4CbSC2O693KrVl7XIDPjPn35wN5xZUf/aZngSCaKTpMI+yUvWnPeQC1xx5C/fXsVb3DJb1wBuFp1iO8xFQ+8VbXp7pEMSEUxeINdxc7V1TZNx0mBi5vcAQx/IBjHoABgkChf7HFtyiw3ddQYNsT5HqwDT9sg1iIDBzfb8Kx/uzJfN8rrWE8Fk6dednZnfn7AzapTaoAnmBwa87FtMxKGjN8OhTjpGtsuwZYD4aDX0mYJtvTJMQvtWTkmKgtL/dNF1IC4BZCkPeS1rZZvJa7gE8jHVcK7acf43xQ/vOMFyzVZO5ZSUqhuw7VEVg+rh5elb7GCNCgnmbWdleQdv6X4HCGFZxCWiWgM5OJ9mvKwttecb1MlOdsjqb5Tjw0kbwKt3xNP3JUn9daTDN0oJBI/zYpyj22PWSj1NKwx+3NOV5JGcLBgBpBUlsb/ZHLpuE2G4vhIv2RtL5z7MWU4/ZatPxNZKSbiqA9FEkpq21iK88xcSxr/1JWvweCjj0Jo4EBLhhBaBca7I0GZy5TFxkuCsZwsnFk4wgid7kSkH8H2AbPTtuQ10YDX8CdvshjABJHnJFGatrRzFg20hIm4CSoOwozWSbxxnptyEoQ1vSN+R+tqa5ktb7u1Ajcd1WdxXCGVZKVvOUn6bZGko1p+1nvcYM71J7ni4eiszaliGTpMqTPmxKRLvr1DM//LScMskptO2TpoZ+JXq2Kdw4sWEgzcpWLy5XBtGWEsW+vkEbzXmLzg/GB8WThbeWyKUOPfGvc0Etlzio/eTdy3ljc3LK+9N8ikqiiVZyKOz/uejFYVKs9vrO8uJy7Kz2ANZux3FZxTet2KY11Y0P088N6XKXmVZxWEsdRL8fZiQX1WLWdrPyJSfhrbtYRyjumWwvbgqXrvQ5njVpnlIh3R+1FT9vEeWN4OCBF2I7JvyH6/9u1y9ITbzElznOSrC+YAZ9zFawvNvub8ZQkATZ986it+w0cb0FFdzb9p+5Y44w7HPst4U/jD3J742O4EwHZ8uygfazw3edhw8W2a2mZBepUvv6KcXirdnrjfT9tCNEu0mdxYpn9sMjmWjd1qxwsNH230FC8fCcyS5tNPP8Ubb7yBffv2oaOjw+QcOBKJoL6+HpqmYezYsUFlSWQZLBZD+/79GDJhQuoag/CYRf51/mTdZmmD1PdvXoA1h7GnmUg3+Rd3dmURQVmrbJk02wb31kRkDbm9w7Plz7ttXIFwRGFyZFVcMQbjSpWpY5ZNppzykSgGUgnxAvG2hEgy5TyPJUOOCBJlAAebeSi3/sgvOO715aEqpK0TTTh11ydXbld2DM9rqwOcTt8vgu9RE32rHOxFxVL1XfH5daWdx4GIJOH4vwYFhHDbBxPVG55MlmtChTj/uhYKyY/MNZmZpK5Ji0ef+ErCOESXKz3U0pFOBIz1wbh1jsX4TUgyWnIOzh20Krwfn5gWRPQT2gSWcrY2KxlcMInktfUGzCfnqFuCJeOa5bF+A5xvgtsksFR6or4Dhjrk2H46WN0aQ4YEYwAX5eA8H7IrjURK0dR1wzjKarmmWCXtbRFP+SCV3JyvFxLxuuoPof8RwxyDd9UfQrSjHf2KhqQuWuuFaMIuHFdYxiSGd+G8MJj4NxZDZ22t9a6rcjF+FxHDcdWOx5tzXlJHZRX6FRVhUGKexh9PCyVJCiQMEd6zF0WTJprDS5Nkyv1xpKUVsa4uDBw9yiRHd1OTPT9T+2WUQ1xxRQsd3LZDtN2TM67jKTWsyUXb+T7THOEqzpi4TeS1A67mFKK4FhzGBbGuTvd55Sm+lTTNzc2YP38+XnrpJQCpCmBV0px22mlobGzEJ598gpNPPtlvtkQWEuvuRsOHH5mUNADEA7pYzHA9OeERpe7cATjCa39V/DAEimVAZesj+CaofOd+9o5DfdVB0EBzgthWSEw+aRSzM+bBHbiKE1JTkkny8xI+IZZmnHh6WXVxVNQZsBpyuVkotfX9HlcuuWHsA89YT098v7NKckpl7zRYMk6ORen5X1mOKyL46aeCW745y/chVNImwrJo1FR25kUua30xTjT9wJuM2AeMVllNWK0jeGFdtqW6ssN00VUKDnVatV3htzEsFrPXB9u3KcrDXibxP1O/qxsb8feNG9G6cwdGaBrOH1MK7jKWJvwhwfC9RhJ+D2RbP01VxN5Ou2qHbZY08nrhp37zHcsKQ3vv7pWUwMn7snZKoc/gth1O0Zh4POO7/TCMV4z5OckT/yPxLzeUvi1EM/oP0eNr3Oqe/CbbDxxA0UDLNp9k+WnWOOZ2RtPMbT13y61Su8akQcTfW/x6wwfrJWnzMfW/BhkZi3luiwFAKwiBRaP8NBwrIP8ii0aBUAiapuHwRxt0JY257C1pGN+F4pg2/NVX6Kytw9hLLzGnIVFWufY3JBrPWb4vTdBXMmZur3hW0KkrCu2vo8z27yDefwnaicQz8vIyb+1LyS7f5i66I1ISeXzOPMbXdqdIJILZs2fjpZdewuDBgzFnzhwUFhbawg0ePBi33HILYrEYnn/+eT9ZEtkMdyDAUp2jZfBh3u7EzNf0iY9skss4fyb+sE54ZUgbBfGESxjfOJixmbu7QFfi8CduAmEs+UkaescG0WFCJgpjGjQ4P7jIf4ZtpdRNGRrDujKD4YU3DH5ddCBSE3zegNAmiGiyZOncbSuihrgKGJ1cqm4/OfzRBvO3mpTZxTY366BfUVihjiEpi3mAqTAhsqTvWigXk9doWxuaP/tcIUmjebx8kC+0BlSdRCkeXxvfCmcZ8Brz4VknOZWnQClmqvey70iTOJ92g3L77sqkzlBfU5U2WS1XvfMObvy/h/Dsls34+9q1eGrNGvxg+XNY9c476gNVWVts+BmLRCRtIq+dZpxw9mzN2ad+GOsKdwul4JuxvUunfkGXUVJejq9M7Z2anEWb5OE0IyEtVa85zyCexNnfpy2YwZqLWxYmgThjJMYsdcEmBvR6aktbbtUg6stlNH/6GRrWf+Qqjvm5rM8qGE9YJ+shdatJV3Lx+h1ZG2WatKvlcnDFSm7WpnevOvYyihIqsCk1XLVF1gdg8ZOnug818CIopAn1+mRRPOhb/mP28RAzfAs8xYMbuOWjge+TxiqAdQsxY6isrcWTH32E3/ztFTz0zDOoTFpaMbdHrSfbCes0n0G0uJGynOLdlDxHMkfb++d/X9LHYAn5CAA+lTRLly7F+vXrMWnSJOzcuROvvPIKhg0bxg175ZVXAgDeffddP1kSuQZjXGUMAJNDYcd2WO97JJ2Q0HrA3GmbVuMFiiXTyr0VxfbDcWBqM9U3NE5Kg1NOptaBIWOoW/uOCyEl+enjD75sqSxlEx4IB7pu4IfnJyKyvmDSOmBNxHmwYuz4ufKYBtWcQZzxOq+j4g6C5GKbkhZhTJJTVrxVRRaNyhN2suRx+8K5iYjzdD6pRbAtIBTy6DhYoDSzBo25mMTYlFim0aRhQCUIY73s0B6lxBa0ryEt7uTQQXz7QE38wZstadQHZqlv15KmqO6qppfEYA0lc0SanJS27NjJuWkVELp8Nc3NuGfxYkRjMYwqKsJJY8diVFERoozhnsWLUXX4sPKAXLxSb9iW2hNJPZawTAyVhPHSFcXjyJmsK45xXcBSsiUVvHozKSwDi6Q25bbTMzHLJdXniKctLcLk92sVQyULrhKGWbaZJS8bwxiHPikrUfF3Ynx+q78uiXyGco6/o/jvaGcnDn3woUm2SHOLqa501tWh+fNtksQBxFKHTajO6ewOWjWIT6o0XjPkY70nap8d36GkH/DYN1q334qSafrkU3Q1mJUmdWvjimGtoMDct3OUHkpy6D/iaXC3XjFx2ZvGSYl2zNrG1q1Z6yRI/B+ZJQ2vrzf2TeYbgrD262bFiGXFWNKuv/ree7jijjvwzKaNeOvzz/HI8uW44o47sLaigvtOPMGYpC1jqXqkBze2NQqDd8v7j7S24vDGTc7xTPKRkiaJLyXNs88+C03T8L//+78YN26cNOzpp5+OUCiEHTt2+MmSyEUEH6O102SMmbXK1gE44NxRuBpcWlajZEoelWvJ667nhwryKg/Yk+WXatA7q2vM8vH+5iZm6KhEq5t+O4xEPtwyMHZKTGCVY1lNlE5CuIoa62/OZI0ZO10Xz8tSf7g14XQV3kWHZtselxxAmybN8rxdfF7ytBJ5Ka8OWWS15cFNRpI2b2JkbQ9skyEtNYhI1Ft32/HE5WFbRTfJIn4MQWKSybtosCd/96bj2fkhbHk4vtsQb/uJ29VCiUyqn5GgvOJ9kkOFZ0BnjdWvREI662A4MWl588udiEajGFVUhBlTpuD40lLMmDIFI4uKEI1G8dqm1KDWq/m3uTol+iXV7b3cOs37wa/7el2RfQdOYigoxpMB5cGSFqmGvE23FetbouykeSVv8k7JEwS15yMIkCxPXbdiUSTp7ZLDeMbBSkqE3rf66PNjXV1o37ffJEq0q9N0Ak1X/SG0fvlVIk9Z+209LlhLXhZkbnaerVnfkaoCiiOHPT6vcxHA2zbiJX/rJFqgXG7dsRPdDYdNGXVW18S/234FiPWkysk6YbcIbhVEIB7jysJ/T+ayNC7+WdtYfpvLeQexGOc5DGXGG/NxRbOUryEd7hHcToqpRLjke68Jh3Hvn/6k9wu64j4axQMb1uNgTY09vQSx7m5EWlr5z8Fd6xMoZpOPyKvLNtk5gnCsmXpaWhHetZsvG4DuxkZTXoyxlE8vwp+S5rPPPoOmabjoooscww4YMADDhg1DQwPP7I3IWxgMpxxYPvKYeKWNGRpp031B32feHmARgTMXEQXQzXU1Q1jXEy5jQ8XpgA3hnLYXGH5Ix8WpDknSUTohmn1bBhxmx8HO4a1ycJVoRrlFg1RLHLvCQRBetDXIHJkjLzN3dI4TF06aJgWSZXVRJqfs2fVOU1UQpyCGSY5si6H+PIKBm4rMirJZv2XuKRiy79KgRFGFscTAXXf4p3h0u7G9sF4XhbfKa7ynquDwieOjWQPwtmhYBnDCgZ8Rw+QyPpmPcQKpyaZvmRO+K8U6KQ3GaZsMEfkWTYZEDe80GbauNT6gHlNcrL9nTdNQUlwMAKhJDFzdKGjslo/M/CeLP4A9GLO1VaICUbKSAlz7pLFZ89kumjLlyMR7dk6euoGUQl/BiSz2j8EZZHD7lAShEP+6npzzu+DqJy1bEo3tuskiktcvWd8Xr4w45WM7FdMWzVD3Q/YpR6yrCwWFA23Xnfp/4TXuGAN2iwotJBnLJK9J6jA3vEBc1YB+ttvELKcvimSRjIHi250EJ8Hx+i3HT1zSL4gG8zC8KwboCh6uokdc4MI5RBJNs42X3S+mgdv/aCG1sYNxUax87x6x4p4xvLJ6tVDJHt61G7VvvS3IRH27U+qBON8PA/8lO437HJrxpk8+46RHSpokvpQ07e3tKC4uxoABA5wDI+7Dpp+is0kijzBswTHtC7X5qhGYRZqwDnittzkNceqHPRxvgOIWYVSxfEI/CkZxJKueoo4n1TFZfvf0CNMQO5kVdGAOR3C7RjCost+3h7GJzpucq062bdtLUvkrr0ALBdMTS6VpvWYJ5nuSrjCAAVKr/bqPD84ebtNvp8GPVCSFOJLJpvRUAqfTV1TEtJr0c8WzKITd1AtZXbe1XYBIaPOWTWMatj/E+Zp8hgjaI0uesvY5ZXVnuihN01jfROhtoemi4eQMN8oAx4w410TfQeoKVzmulymzhEVcOQMAda2tpslEbUJ5Uzr8CKFMSu2Crb20/C1snozftvg7THUw/PumuuJg7GSNb13ltRe3ZRAvXUiBsA466oJs4VUfxDhJc9HOWa/ZblsvcBQmoVBiiGQOK17AcngeJ0WJ8L6gzG1KGoZYVzdChjmEsG2zipX8NhVlsDkOth3Bzflbmj6478vxvXuko7oG1a+9IXlnnHZJBE+JxZjuONgwgISxLBo3b0HTp5/Z4srSTLaPtr5DVv+N4wTVYYZmUUAb0+Dknfqe1d6VuNg57anI6tTSdBnbprq2+BHxIsV9VX29WDiu8lRwS5eXO9jVg4ju2dKSYbmv+54yjZ84YwrS0ej4UtKMGjUKLS0tCIfDjmH37t2LcDjsuC2KyC8Yk/mkMXqi58U2Wh4kGlPZ5Nbw4ZuP8XQYwBkVNhwlj73PdZ7M8HGYnMmUT/ycOGlxHHvKMA2GrZMRfnje6pL6pJXXkcsFFcnhGz1fFdnjg255tvz3qMexrjgaf9nmQ/a6y7UWUyoHy4BXMjjSnFZ4E8kxTr1RHcvqaJK6LrVyZ1yLH/dO9ex5G9sN29Yv4zsxmajzrfhUt2pY33HKNNsywTem50OBZ9OThcxtpVDskFxJY80kpVwRDd5h33KgCDNYOxmucuWQyWiSh9f+Wa7bvz8kvgeeaTtgq2eJ8N867jgUFBTgUDiM93btws6aGry3axcawmEUFBRg9rQzLNYoslOZ+Ndt/ja0pDj8cjK1U3qXmBrpK1sqMZaqU6I+TTbh0cVwquOpsnFcKGHGsKLnt8tqCqryyXHK0JqP46RT8du2tk8pJbt4DGDa9uFS0RxEl2tXtnISVVZCwlyeqZv8cZzVJ43F6sj5AUXfn1g8FbhtCodYZyci+nHS9sz0d5v87dq3WtInjWC8zuL+RXpaWpKSWxOQJM1pXyWnhBoXcJPviN/Gytr3xL8iB94KCwSWDtj+iKJ2RZP1UUYFc+p7HTMkfjy8SHE/bvRoB1Hjc63GLVsNlyz56SKknt0cHrY+z/y3MSHeIrNFMWoYKwFAtKPDfM+afmKh3u7suO/iqyTOOussAMCqVascwz744IMAgHPPPddPlkSO0N3YGNfIg0HoQV+l0ZUNaJggoGkuw5kk8BoSpAY9qckFoDIyM3f05j9SWdkfwHEsYrsvGPAaQ9g6JMtvVyMtxheSk4axE7a0ufx0nS5JFAni34Bw2VbhuXl1JbWioZaGENcTdsaveiJzc0tn6GjJY/ydnFAww9+8OKY6xRkIi7JzqhDcOiZITzT5SUZL5iWxUhNEjP8bCqVOZRBZT+ntg+B7lFhu2S7LnsepgZC1A7Z7PBkTR9/q9cccz7YaLzmCOx5ALi4/TnK7k1E0jSuyERaLoaqhAU9t2ID7lj6Kv368FdUNhx2bCEmK/KsM0klvKpAgTS0VxPhHafFQLFq4EAWhEBrCYXxRXR1X0GgaFi1ciHEjRiSCJ/oRi9JD7RHsg2vhSWAGlCxGjLc534lms0jz2HZy+xrLBQdLSe5nZOoPLYs7krxV0R1iC+qG3aJEAu+btE7ME+/AqPQUOz61LLQIv1sPz8848axjEd4t3g3jBJiTUXLRREUBGHcIH/+Oe9rb49es1g4q/YrkmkkRYUnXZqlo/X70ixonQDKcnpFASGs8+fuzna7IGLSCfmDRHsMlhsq6Ojz92ae456GH8OSHH6LK6EPElj/nWmIMYFfwS+QzWvNa2k5zEqlr9uOsU/4ZeW14vD+zOsJ3W+cTPlQseSfrltqW/Pi1somTxIp7TcPls2YpiMPQuvNL8zXufCfVTpjCM/siDV+ZYr/PU3LbFHM2593gK8rIkkbH196j+fPn48UXX8Tdd9+Nc889V2gls2TJEjzwwAPQNA233XabnyyJbMbwQda8/ibGlJ0fvyw8gjv1O9kYM16jK9yOY18ZMfxIXTO0AZW1tXh6w0eo7+zCxF1f4ayeGIodG2b7BMd823pfcN0WX7aKbO5snVYV7Q0pZzDHCe+0zcjxunByInpngovSQRDnvuMrSz1fsuysz1p16BBeePcdVNcfwsSaKpzVE8NIY3yTwoR//KpIEKEDXtMjMfM152T5Nw1lzVuxcsY8SXFasVdeFecFMlVPFxMi/ZOxTCBNiimrPBw5HTp/fZKjaRadmXmiZPeR421UoXGtiZh+z/W7lAyQjOVhGqBrITULGS1+XLbj5FugBOenafSH5CxCMs4bGzfh18ueQ9Qg94rPP8N9P7wdp5lzFyajpkOwfk/8CaP4qFGzI2rGYvo3OmfmTBzT2Y1XN36ElqIijGDArJISTJ05Ey3bd5iVYqrvyCKW/qfKZJQZFigsygWV7TKmLsji24nfxkn6x4TSUCCoqY+NiyZpay0r14Yfogwc4NQH63enhRQ+XclkhnG+G+vzcMU3NFqCPsi6KOUkmjGOTUiRHIFNsiTjCJb87pzHR1pC+c5iMVS9/Dccfe3VsFuVcd4HZ9JqF4T3tzNu/Z8YIgp+x9sV03jbpTzJckry2rp1uG/JEkSjKT81z23cgEVDi3EGJz5gbSuS5RhztvCCsdgNljRJn5YqlkGcdk6oY7Buj9Ivi+qcZKuydQFD0ULU2A+XFhXhvgULcN+SJWgIh9GQ2KFSUFCAO8+YjvGjR6PKMUVT6gIZZN8LM/xnv+VUZ50svc11gHGuQW8/iTi+lDRz5szBlVdeiZUrV+KMM87Addddh46EOdMjjzyCffv24e9//zs+//xzMMZw66236tY3RB8gqXgR+LiwTYQT1xjvOmeiztt3LWtE1uzahd8/8Viqw/n8MyzVNPwspOHiM8/kDuCkfX+yY7F1HvxBoYrOQ7PJIJt0wdaWmhyucfOypidpdI0D9uQFZm5UpYM3RZmFcigpAywDAt6kl/MS11ZU4IEVy1KTvC934nFNwy+GFeP8iZPscZMTARXlVjKeghwp0QUDL8eO3uNAz4hxkmOU2/KvSakk6PwDw/Ra7fJovAGWoXydj+DmvUOmT4bjK90CiwLGzA4wRZYgXCztmMhqIT5b5t/T48mzMSdnmUwY37M+WZEPsExOla3hNM0UPzVPlFgKJdN0tKg0J1Db3o5f//0V/fjqMcXFqGttxaFwGPcteRj/d8mlOFqcpRDGmFFdqcshO4I7OYmTtoO2skiFHXvEEbhx+lkovehbaPr0M7Tv25eKb6zPPCsmSR2wK2uTf6fqlHiroeC0JIui0pSsLYmEGX9ysM3pu7nS63XJnqd4cipQnImu2YoxPm7QlNvcZDB7OGb8pqQVX6EPccTe3mmiLYlKVnm85xHnKQhgqBup8uY6J07dlMsmwyC2aeHJ+jxGC8kkFmsvR2sZ223Rd8QvS2G/YLssqhciRWnqD6ehl0Ug+/eVUC4wxlATDuO+55frzmyN7ew9ixfjseu/hyMTW3SkcjMWV+5brSgYw+GNm1BYWmqPY3IcnBp/8hYbJa1g6rl4c4eEtZuSAlt0LyFfUrmlFRQAMLQpsFRvZqkHFmXO7HPOwdTTTsPTjy5FfXs7Jp58EuaWlSG6eq1Su6TUpuhdvWBsnpi3Kadt+N6tC1jxvtPwvLGUH7xUILPzbhZjvpqEfMO3F9+//OUvKCwsxNNPP43//d//1a/ffvvtAFIvdv78+fjTn/7kNzsimxENovRBg6GR1SyDCcaJh2RQy+qQMY5ksKjv0WYM1Y2N+P27axFlzNbh/OcLK3Hq5MkYklTycJ5Darao4nWeWf5NPguvg+C1hbzVCR42OUXhDDcFlj9CaxvRBEomv0wga5HztPGyzsdRYWIOU1lbiwc2rOfWhV89/TRO+Md/wnBT8gxOCkCpHNLy48mbnEiJVoBhuZec2wjC896r4Zrx2aRbWgyDJevgiRsMhrojmwDZ9JLy8vE8t5HoPPQg1u0CFgWs3U8NuPoNV0IaBtmm37bvIP5Pd1OzuT5KPw3+TS2UmqAYnRRKZdcsPhw495WuGWXjWufIKd+7R1fQzJgyBZqm4biSEt00vHzvHkxPZYKetjZEWlowaOxYqwRGYYRtk/MR3Py48UvJSvf/2fvzaMuO4k4U/uU+5051b42quSShCaGJQYCQZBAIJAzYEtjYDGYy2N2mzXKb1Y9naH+v8YD9dbfBi37Q3c92Gxssge1msplsMAbEZCaBsBASwgLJiFINUlWpqm6pqu695+T3x86IjIiM3OdcqXgfkm6uJd1Te+fOjMyMjCkjIqMxyI0er1K4Lb90SxePokaRDhU0P4lCqeVwJ2kw6Tp59V4RHQmAX8GWZbhj2LnuMgQKGYCqdoMx2ggxTmE6Ee0eJDhqnplAaQipdqJ/p/1U4qOkE54C1uGt4j14ILx4nPrG+8z/TPKicn+6oZqjEgcbcqD+URlXOc0OTa4ZCUbxwkqpeV5GXl+CoUIvarIMyTlpnuxtQ5bOfuKWW/DLkqYqmSC3yX+dcKdje/Yi9PuYWLumDh/rET7Mtk3+VVxYYnCiV9mD6mBOduXR+MhtKfocmspNq/aZHSuwY8sW/OLFl6A/O4uTLm2dGn5Q638wwH0/uPN+HAD6/MSLaNBynng+Dq20t2fRAbmg2eUhdxyDUD98ygP2KZqensa1116Lz33uc3j5y1+OM888EzMzM5icnMSpp56Kl7zkJbjuuuvwjne8Y+Vmp4dZIUbkCfauq60k6CzgoeNkz0nMJRkl9YOIv7/hBlbKi+vthkP83fVf0zDkBgq6asMQJJFRscej5BWXDmVFSSvdY8o/hWFlhGDV0eZdd+/Fu795A/6/73sv/vzTn8LulNBs9MmD6XMcYt4p+JWd1YQ4/+Re1/nQpz7ViQt//81vOp/SAowphDpMph4CJZUjelTpZ4RnQue3QPmtYxgoDZKVb8uOl/VczsdoJV0aEmpMXM+vayit8v429v4vvvIV/OcPfAB/9slPYvfhw/AHHY0xaxnjLoRz5zRTvSrbOL53r66rxlSByUNdbttczwtU8Lc04JUysphkpuH1tR0ncXBc0lfC7hlxCwbdkoHU9X13/hD3fOGfOvuow9idv4OEf+IBw8VF3aYyQGbFXfdbQ0rhKdFrKuvdUWp41TndHfzCVfydZ2ivVo/Vm3PGLDWjYannjMkcK+3fX32gc05H0+nuCuWGLY2qQFZAs+yheaO3n80zZ693H8xUH3FxeZlCxw6akL7t5glRjL2CH4rMUuL/WDwrP6z0OAoPu+p2ljHmX7+s/DvNyVDPd4wRw8VFxMEgK8k1mJuG0xCMum1oDycQRqZt9FuARvNu9YAYI5rJCQwXNM0MTcNeN1Hh9zLDPdl4FRXfbY0TiUalcLnltqn+HWNpBAwJ3hF4UM8b5XUdC5xdOnKEb0wqDH/ctgNzzYPX2zzO/s2vOugEeRMpp5lBWdfyqWFNvnt4lhNmNXnKU56CpzzlKSequZXyICwFPbJJbKP4nYh6oRyACDM04Vf9RPtJbtMFDNh17wEAPsPZNz+P3QcOIJx8Kn+QiecYJ3ydimbFo8EKB+4ptD8cfu3MTxReS2U/8t/dQngRDgTgPSHgt9avw4VW2OHPy3monfqU341Q/ry2Ov6dh1l6wdyVlNwqLhy8VzQash7lrV8HE74/njctH9YCvmzHd5mue82MV8zJebUNOWZ/71YL7WeUONIJmR2vhM+0kWWS0W3bOf74l7+MN73rXSr2/t0h4LdPWo/HqQ/RCrFK53kAQoUwYuj5TEjnylHLWOOask23eEUxlhqOU2ms4q3b1FMwWgnjTm0/Zip3fezvMHvG6fzvLeL66rO3bOH9TbdgbBYu+Ox+PdLo4JeaZ6X+N/8PP3z/B3HKC38+1xN9c4heYaixbbVFhpe1J9wOLN3Al8+kcG7Xmv7ZdHh5GDzPKGtxJQBCARo3JKTtwjdWWwU7/xzjRrpcW68pf6blks4yynjQdmM+MeO4v4alGizEx0SC6a7cGuP3PU69MT1/vHeCT+vntGfq7bin/qNKlzyiZKNl8DZZd2xQHJ4+6ttRPIb7pz3X0o5jd+3Cvi99GatOewSGxxc68ULSSnnbkEdnt6xZYz738ErMjZOTppmYQFxcMHTPHIB4+oMcM39o+OXQaQPQ3hyWn42zt73S6NA5faCh5bPC6D8qfUBH98u+wQvEEyt9iX3lfKjXaYS85Xmvud6gNuQMo3NMPZzKSnaelXICi96s+ZSxTGQWGu/2B0dJAbJgWdACw2DVyRF11P7Yum4dgPr1dlvXr++WCGQp3ND16UQGo6bwdBmA9Hf5szGNOFZhHCEEScJLj364e3cbDpRCCs7btg0b5+YwiBFv+rM/w+75ef29B/6yiKxdW3uC6nIMVVV/G8tHAr+2b94MoAMX1q7j7nPy6nESQRLYHYqhgskZD5ARaKQHUhQwPgCBXygMXXDn3FLLFIxlG1ZAqbVTg2PUUI3SUnzrwLN7fh5veuc72bVb4vvv/umftvje1ua/+YrIWApKNQ+A1ISWK/NVmIe+fbOhkaToljCPLCPqyH7LE3VfSLp/8IzeB9ZDQLTsfvKTZz8KvaapXl99hcwp1TY8cj7YeGL7t89rXgeuKz7QGgVkG5neaPA8+MS3zi1YGvhRRSgMo4xOCT42JhCQsv6IPVh40owC0fHgq+uSmQ7ZZxaOtqHRfY8qy6Z3PB4h16j3VvTO/LQEp8YHpaFK8KkOQ6qFkf50HbrUy4j3nQqn2Acd87946DAOf/e75QulxDvvjMHAu67ceuy44Ea5fh04Jt9b2W+ZZdmHO3IqJC2iP4MlDBcXMTy+gOHx4/k7u+4ktyU603nbUK+HZ5177vhjGnqJg4doJieNJw20TC1pZ4X33PeDH2Bp/oj7jtqQhoc2N1HiZx7+jKkGyGeFQaLiIVo+qhg4k8x66JbvdANgc7w48pVrN6t5ZBO+q73i1HM/LelL4ZWt8hKlfWdDokbQhIdbeUBGmmc+85l497vfjfvSlXYrZaWoQgRCXacnFAPxb89LIusOkuCJzTuOFTl9+5zHXYheCD7DaRr81BMvGvt0KwgBq1RqI0ZLheJbVYRQnAT84r344/xDMSb93P6oCwOjwoE+dfv3C6XDhdN7o4Se7urSgFK17osxjctMnnfFFZ248JzHPc52kNe5UznpeJEYj3/alIpQiKrJtivPOotCT09hEMJq41r+/L923l2w8jjqt7X5p/N+CXUmfj8Zu81xovB9MMCnbv++gCmUnjTenh97jbLV6cgd/5o+ZcnPNCPmfdyxKmVGNNbkfqXinslsLW+BgMMdiwbNTfAsOuo87a+UrWvX4j/+zM+W11c3DX7n1a/G1rk5DXDnWHJ/fh1HuXAaGis8oXGuZaW19OiCMIpVE8J6/TDow+IVdeXNO9EmbfSlNa3Rri5aRmucf9f4k4Khw1uu/Dj6htsqikrkrNTxGuoyAql6kj7XlbRxHHbGMWzZxtulM7n+ovYMHo80+QJE3aBovwv62Qh61WVkW9i3v17fkSfctmz37gUL9fVyS+ee725XFUMvq9VYD/eRvTAKukbdOj7ncKJ0sDk3h9/+N//GpbNv+vVfx9a1azXcXXskltdgx9h60gwXF/R+V/s/e1nE6MO9cO9BDI4fc+h8+k4mjA5BeNJog+Z4hx/l+GKMCL2eGl8Z7umX0NicNHqOju3ZK151rRnq+OhbaVAMRnh0+WGADv2PdY/qkJlNfihv/JPtywiAFSONKg8o3OlTn/oUPv3pT+M1r3kNnv/85+NlL3sZrrzyyhMF20p5sJViA9PVeaWw2Cqi/i0Ebn2X/leIghVWY8S29evxf1x+Od76uc/p6+1CwH/8mZ/FtvXrcXjv3UJBAv8tDAvSQi1PpL1SKHOOQBG73ftqQjV/nysVbdUYT/5MKg3t31HhQHuPHMnXInrCyLKNCMtLHEpdVYWxQnALzJdCCNixZQte+6RL8LavfaXAhf/rF34B29avx7Fdu3N7/NcoV+gYqnuyMd4RDSlJVtn1xwmUysYY66CUJSm4OwqtZcIxsvBflhHMNcofy2DEgeKbDXM3fUv60i0b53a6Yu8J3yUc7V4TBpQCDDJ6lb36Rsr2383EhJZVa54rw2FVy+vUbRl+AAhs5M4C9v0QjEbhyrhNqma6PwpNgysvuACPPeccfOhTn8K+OMT6xSVcfdllOPtJT8JdH/moaveBuE6XioHDt0wdaVyWBg8dYmfogp2vmLy1xsbncQbi/PZK03XKKuC1OOgZYMak68GlZ13rJoljPdwpRlFXbNho1jTDsXyjod+3aKf67Rj02XuueFJqR9Allk0Kb2XRhqtsjYCjYw58pc5ry77rEPBGFYK5incObaK9ORiUxlF3rOPLNLEmk1DxPJzbF05jI7sT/QpYBQyjZSpr5CtrPPuSS/DoM87EX19zDQ6tWY2NvR6ueMRpeNzTnoY9n/q0aErSMDNOmmMncXDo93POsUTjZBLeaNanLps4wxvq9WRjymCQ6Zc0CoySQ+07YbgONhTYyotizPq5pqFF91F7nhTGsMLwZXhVZf8XxiH5fWWOxxbRaf3Nde4AVE4kV35K+LIS7pTLAzLSvOxlL8Pf/M3fYH5+Htdeey2uvfZabN++HS972cvwspe9DOeff/6JgnOlPAhLTmBWurgVt8gwrczWXLnZ5bfV3e256Itnzzjrkbj8xS/Ge97xDtx931Gcdt65+Immj9POeVRRV31viZMwzLTjGBbvrSBYhHnIv7Z4zE4+LxrKsJYKnP6rZSmf6m7ftAnAeDkfvLUoeZlm2n63XcyRGr2fWoqzrpefdhqefNVP42/+/u+xa98+nH7eebg0NHjU45+AxYMH5cfL4E6mz+jjJJdau13HrMIbZZy1HKdIxu8yR3fbSaFeCoUdCsn9ZLzl3hnFxMedi7beqNh7he9Ae9WmUKZboaID5q4ilrqZmDDvKgZgRwjf95Wvor9qFfomT4D9hptuKJEmHEMylr1WvncTNV4Kt+IfY+Pu8Xv2YfHwYb7udPtJJ+GVT34KZk8/DQdvvBHT69d7gHXsp/EUSxWa1Ovh6M6dmN66JfMwK9jKjaKG6hlAOwwDAYgqOb6/NlVc8xRn2Y4UvmnvRu7Yb1MNRxj8RhVPER67lHMm21IGHqfYBPzjdFG8XibcNDdVpXIZeO95H8W0cfOhUjIuC+VLhWCw4d8aDQsCoJX+bsDKftx69W9d/B/LzQi872p2KNNoem5pp5ZB/T5q7+We6ey8+5l3oNNVHBoCwM8B2XbAf7qNEMOCXsalAbZv3IiXPfZx2Pz0y3HkX/8Vx+++pwM0v/0Yc1iwPVikg8I2BcKwNU47yY9d4ZHpr8nFqD/Oe4KMNCBjkMBhuTdNE+ofHh3v2gNK/u3ihUWHFb4iHnUkgq61WdveeR928RP5zpMVBa906EuLB8PiILnwml8x0nB5QOFO11xzDfbs2YNrr70WV155JZqmwc6dO/HmN78Zj3nMY/CEJzwBb3/723H33XefKHhXyo9zcZkYdE4aZkzQbohSiByWRp2R7ur0yD4zDJCut/uPV12N1/zCL7Qum8sWHIWg25VMc5xiGXXIwoR/umi+UTRTMFfLqIsx+swMAJ73jGd0hgNdcfoZI1zvuxmLW3+5UygYqjIWWOMF6kL89o0b8arLLsPrn/mT+HcveAG2rllTKjbjKkQObEVMtIaq9rFeV7lnVBsSr7uNk+MVgWcGVivQFgLusvbPuKcktTodHgXu6dXovq44/Yyxc5wwLqmcEjWAXKlfz5dUmvp99U0tIaq395bm57GYjEq1vrWxS8IfWDYnpaTqvu5O5yjBs1J81O3+ZDBoae4ghwGxgF4zEo7TR4Qabx5CVPwoBGDVyTvMiWAtVMr8JvyUil9q1D3BVNc000mv6aJGai1MTC479g9XMYq8albj7lj00DX82rFoeuae8g4qHmQOzS9gdeEkw4Wo48FaeAx19CX5tdM/59qoeCspBaU2txWlr506gpWUXjtXfpMGiLH48cEbb2p/iH48PXdkX54cM8Z3bV+058s5GY8tOTITNbvc0mGgWF47tRcVvJAGCiUvLO82JNdGMVhKz0IyoNT4grzmXivgGSazR5jPCENiutmnuAAj5ZFxYa7QX7UnE640/X6i3ZH7pj3ne/Z7HaK8zt2EOxX11TPdvvpOzKE0bKnxiDI0Nx+O7I8ftLTP0nMMhzyn5fcVxHTlU+jcnZ31Y/l7xUjD5QEnDl61ahVe+tKX4hOf+ATuvPNOvOUtb8FjHvMYxBhxww034D/8h/+AHTt24Oqrr8Z73/teHJeJq1bKQ7q0BEZeCWgUkFjGM7aCBSAZr4qRV8YK68Eif5MnA3zC5X7j1S1PgttbNwRDsgRNHtx1ERvpNYRRzNwIMp6i7Hlv1IwzNcKKNrHua590SRmLHAJ+61W/1OZ8sP2bn2o8ag5KZcQdtlJa6rCOV0gJKjqx1brXQCo6zrtarDg3X8GFuoBRURhYMDXwGHzy29fzH2mPtP/Qfdr5t7cluOPNp3a5qsSRqODlkJDlrK0Q8mQfcn4VzbD1FXwRW+fm8MZXvQq9Xq/A99/+5V82OU5oDOKfD+jKyDx29qShuRV0pn0s6aemS6HXS4Ks3VuRm6Qfw6WlFlxzyr7cMQwXFhQMyjlA7hVfg+5+XykhhMJDoP28w+hZeVf1dDSfF3pur5+NNB4drdBWFb6kX4i6Aoc5sSXdUOeDWC2V8Y10c6e+rABv6Yj6K3/WeUJ1EEKgV7mrJJ5YxS0D57fJbZtT8uXMY7w/Bm+CKSpSLa8WBkbxew1D+axC72QuDLVPPBAr4/LopfPN0bvuauluE7TS6tAc4q3jeX2NMTek9Fs8zRXUc/Yw6pB74B0gcHWP3zl9enIqA6F5azZqqEq6Y6+Xgr/Lv9IrQfc7Eo9V/pf2b2sEiNnTRBpVRL1aqgEahzqQlX2IQ04O83a80xl3nPZ92c70E4e46+57cO0N38Dv/Omf4k8/9jHsPnw4L9cYe1x5qJkxux71biP2gY9v+d8jcs4MRaiYbblrfzflbYHK0OTR+oLsVgz4jG+OeSGWuYmKw4zl8rmHeDlhV3ADwNatW/G6170Or3vd63DTTTfhmmuuwV/91V9h586d+NjHPoa/+7u/w9q1a7F/f5kIbKU8FIrHPSwDT3894ZyJuBc+5PQmNnRWap0TukIAlieFVoAbh0IIBcklzkS8LcBjNI3MbHOsvT/+0ku4I7mkFJiq73Kdy087DU+5+qfxvvd/APuGQ2xdvx5P27QZF1xyCfb846eE4c0BarnaBDFfK0xIpl5h/sEIPnnujYIxVjHGJHjDGW9R3TA5hnEEFEYBH6s467vsEzwgX+HqdSGEd7n3/HE6/1Zr1QVF+ZI/HWVQuD/GHgDPvvhiXHjBBXjf/34v9szPY9umjXj61m047+JLsOcfPplhSntMC2V6znn9anvNomYEetPTmFi3FoOjR8W7Sk4JJ+mlVQC75uHwLbcAKvm5qK8EpppC1f458PUbqn3otjtrVH5X8DcZaVQYECsPZf3xlCuuXPle50hr+j3tZm4Ez+q+o3lWMPn0ncNZ1A1cy9/PfuhKNF0amqGMIwR7qTwqZaWzGAMTGWfVo8bpU7xPIW5B8QhZX8+NHDd9W0DlGoOc9Vs2T/PpExtSew2UDAGnzxrviAJf5JLIeYnZ2BXpZNzro1hbfyijiuuxM3aJ/pwD2LV/Pz70rRux98gRbJ6dxSuecTl2bNmiv3blLA8WIxcYmQNA5SKKumGJeeAYY19O+Gt10qs8LyvWUcFT4T8KV6J+l4Fo96m4rjoOndwrldJ1YFV4nSneGrMBQdZJk+2GD6Z3hcwlvv37L/4Tfvcdf4qBoAPXNA3+UwCuvODRKn9K3biBDKfBnRqNaV9KkDT83q1jenje+ohHlufXeJgZB8sv6d3OPXvw7hv/Gftv/Ca2b9mKp6xahZOddnyP0fzsrn378LffvAHzP7gDq+89iOeunsPpac+yAZBSMshDNMF3Yhwyb1kpJ9hII8sFF1yAN7/5zfiDP/gDfPrTn8Zv/uZv4vrrr8dBle9hpTxkC1uZLZFof9vbKrhK0+RvSKhlncdoN8b4Us0pI3t3BJUoiERBg1iwFo8EE+FxjGkI0P13f8OCaa9R7R+44ZuYPe0RBLztwBD+CsMmZt4hPGw7aSNecdGTML1tK0K/jyO335HboaTQiolkRllVVJV2Lx/Hsr2izqgHDg6MIxwlwWj512Z3vPPwYVxjUdUVvtL1ck5JRxbnu6HBofspkFtvgLFBFB+FikCf3ubq3ulhV38R2LFpM175lKegmZxEb3YW9/3gTpQLkdplOgUl+I45INFcK/BNbtyY26BGuwwPpr/Q6yXPlqJy9ftSqJRzVbuVya8OZWyoG17uVwmmPfIQkLQuVITIiDp9jvofPn0xNCxS8snRBrFYnDj7hpaaYTTIG7hGCPPOgDRs3EyNxkVdp4NG801P1S676YObw0QqZl6fpARZvIxdY4L4dpBY/P3ARzleA5tGzYDh0iL9LL9pGsTBAGGin9Z2VPGJpU/vkWUlpN+1PBsw/FYaD+mZpyzWplgaiNnYVTDESv/lOwC47o7b8bb3/rVSqt//mtfgTb/+6/jppz1NwNilOJbyYmEfkJ84htbCyDmGQWs8g4zcy/bVqO8dWY5+ROG5zgZerwkPn/WebEODlto91ktKvaANmrcKY7lsn7oZCvpaLIL8VhtVi5Alh74DcL1Z6dvd8/P43f/9V3yD4+bVq7H38GHcMz+P37/2Wpz3hjdgTuYX6yiF52/iOU2/30m/zMP8u6D9pv7IcKclNe5CvXDk7cz/W9ivu+MOvO01r8GADx7+GdeGgDedfhoerfqt8bn27999/vP4nf/n/1F79r03/jPe+KpX4fGy/kAfMkm+zXTmBIgND5XyIzVX7dq1C29961vxute9Dl//+td/lF2tlB+DYt3xefMJgptd4ixRbIlJ+90wC19t5YJ4ZkIpBBMmSrKi+sgCPIbwU1O2qe/yZEELgnXDEZ1ga6VL1G8al0gPalfeyxOtmtHDlc8NERb/7q2awdKR+8pxxeIHDW5MIaUEyt7co/hzITSW31f/3YED2vBnmyFuUa7vyDEKXMw4X4ej+Ngq4iTAiNOiYE/drIC03ELMu5Qa1Z/8DzO+WrdW+LHeT8tiyGn8tTWQOkkX7tfmn5VA52SOmhkO015zDJXUdikbpY/dhz6ZqXk1ScWK65KiVFsLTZuzkhgzvAmfPCOQV0KvV+krPRxDacl7qYIfKA1tytjH33fAO+w+mcsKqL+X4jBi8dAhHN21G0C6kcQmbHRj7/U/pXHfGuuzMULidRBhtbm9scIDrSJUVZ5RtsX4O4quBtO+j9vFt87e1Z5pNV7oueKnel3T4XmZKdocit+q9bHmG5jatBHH995NHxU4JZOWQr8qx2MbL/qLev6dOZC35PjGqYps02XJcJ63XlDOgZsHfywrWdh27d+Pt33ly6xUn7dtGzbOzWEwGOC33v527NyzJ7dVw7sCRQyd4Vwkkn9172HPi0M+q4fdOM/kCyl/jWNELGShocE3j8YAnixTgBNzyJe8eYk9aIJvTFV72jFi6Ll3aILqo4HFQTbKOTSpxXEHZ9Pvf/zebRgMBtg4N4ennHUWHrV1K55y1lk4aW4Og+EQf/e1r+lxuQcYAl6PHoxKnm3byKPWTZm5LfLVpLVZuPcgju3Zk3mbx0fHgGHn7t1421e/zPPDey1G/Nbb347d8/O6yWL62we75+fxO3/0R+WeHQ7xe+98Z2onfewdmgi8a3+veNJQOeGeNEePHsUHP/hBXHPNNfj0pz+N4TDHOT7+8Y/HK17xihPd5Ur5cSwhJNdeE+dYCNfI7wDXi8BNZCiNQKDXxjiShC6lJA+HmjEX4VAlkSt5Xf6mvKUqiib181HKihJgIthLJ0RfiZOnilF+6xhTPDdK63Iu31Fb9VwXYyQOrsiWteo1z4GyYsdroXvmotst3W39egxT0UdNkCrnuKjZZVhI7918KiFU3LET3KLPrg46BWhuSgt5rnvyCHxWJ7pef47Aqz4P9of8d6Xfqnzr1/fB1waBEh8g9kVlLCPk7NIjEBn3ZVOh0fuMdQnHONRUEhd6JYRSwXMFe08YFz97PVXF9cC4P54LFg5lSLf40GgBr2wph6cBGC4uilu0xhBoQwDiEEduvwP3/esPMLFubaFsuy74ANwwWDiKnTJCCWG/0YqPqwSNKK7BrUoikpAfyjGpWxfpb2Uv7ty7F+/74hex59AhbF2/Ds8865GQd44F4QklOsh5K/gQI/cpPWnal7LBGt0T/UkZwBu+pNUjeEWtr/6qVRgeP45ef1XZUYwab5axhkW/4kBHejdpeQMoQjBcucoZU9f4Ldwxulftuh3qwfh/Afzd9V/DIEZWqkMIOHvLFk7m/qFPfQpX9yfbUK6lpaIb79CgDKFOL4aR10SPYQQdHDnOMQxt7jsnHxRXq8hVEdnYHeX7Gp9M4YbWcC33iMTXGA2drY0lchuF94XrpUTg0KFU6ld62XMzZOyxbQj8qUz53iPzAIDNq1eLA9KALatXY9/8PHbv34/wiNNB4T/V0CVDiznMr+ub9oMCpkzj5ENVIa2l47EZI+Zvuw3H774bs6ed1h0aZGUK092HP/OZzr32qdu/jwtr8nwmmPjU7d9XhjCvnYuotpVfJN2PbbjT/ZUbHorlhBlp/vEf/xHXXnst/uZv/gZHjhzhBTj55JPx0pe+FC9/+ctx3nnnnajuVsqPY1G8huLOM+GWhZLN7dyzB+/51o04ePv3sHXdOly2Zh02M6eRJ7xQBFsKiIWHR6EEUb2SmJE3i60rarjPRlvdxyjeiaJUSKwBaMQxjTztKN4XjFsyOU9B87srhDZVhxKowSge3UoCn5IU8x/9D6h/jzE7RSW18xRvque5oHfUZzj81pz38sS2E+D2M6W7NZp5FUazOJYyIuuXz9Ie8Zh6CCg8RyxOdY4rr6/ykPNgcgR3rlush8UzojeVtRyrCHrgGW2T0t/Oh6Fv1LfYV27b6pGD+zHhY3VK9WBCrxltOBB0Loj1zCkIghj66MmqCofB/u7Ai1H7i/vxjWeKfjsCKSdHTEL0vi9/FZsue7KpFPX8GAD5BJn6FMo20a4oDqOyoqI6qYYxkscUC/7MTyT+0W8Ni+qoQ7ErjG81TzQQn5T9AhC4IY0oto3r7rgDb3v/e4XrPPBXX/4y3tgEPJ7gkLgn+6ytKYi3DToMgRVNJEblUaK/M39RwXu+zMB048kFato0LS49W7rpZY1Gk3EmFPvMQMOn+w6frNDQUV6iXp4sLacYvEGN14j6hgbs2n8AQF2pvmvvXmD7yTh40004fs8+rGY5QOKMxRGYG4LaH4uHDmH/l7/aPukyNI1g2VxpFG+nmhLEAnVrbVQ+EGFILT1K4xiatfBobZShJsZIKnJvsaebSWbv8gvPkOfJ1kaGIxogwyHdAyL570jtQNen8QDYvGoWALD38GGcvWUL4/iedBvi1vUbtNfqCK8YnUQ584TCKO+yf+9GJQmzptMFD9GQuO2rtu0z8e8QQruXUN9re48cyW1VZRpwvc52CM8c7768vCUPf7iXB2Skuemmm3DttdfiL//yL3HXXXcBaJFsbm4Oz3/+8/Hyl78cz3jGM8YS+FbKQ6tIF2ElwDJVb/DJb92EN//BR5VAd20I+O0N6/ETa9eKxpqCzgQibkrW0MKGeQQ6cdMMRbQt5aYOxqk8e3rWkGI6raG+UiQrVKkQ2M33tu0AZhTLDzmysAF3f+7zmNmxvRRmQ1ZcqopBVfmqPJPrUhMoR4ypKgwq+cF6PllmMea8jTDcFHmBLN51Fbl3hGJddffneQsqueb9Ku6nJvSHefUoYdK2fWL4QIx6D/JDOAqGtVdWQdAKFf2DPRGEYMOCpFijZc25kqPaceTvtZBVnCgCrYuz6S97J9i+vLUIkNc7Z8VMGwJGKhzSSGPmVnkqFt0HHPjGDdj8jMv1e2EPqPVThKTQaWaN3sQh74n25H1RAqnbVfKxWG/DFNhIY43+1jjjeNKwQZq/aZ9nBSELw2rPddEwp8QCx1JfnhKeFB3lcerpA0KBYxwRZefeva3rfIxF7offu+Ya/NFzfhonIxkrBmZuvISkwbwfOHuhqFgWexsY0eOyODxVvuvsir6NmaeYtbbX9MYCDzzgnX0o+HBqCC7tG5XQ1xuLWN/y25iUdGNgE54P+770Fczs2FHvUyrZjN8akG3r1wOoK9XbN28GYtQ5uAo9tFSGo+BZch8OF9KNs47xoXuf1ZXWsh7G4hFddbIYFM1zOZdy3GPKMoLHSGW56fdbTyUy6g6ja6RLgCfUd2ADkpec6c/uw5D5rb2Cu36AEzm3Sikjt99dcfoZeP93bsE98/P4/G23Ycvq1dhz+HB7g2PT4Kee+ETgwL3cR+j5Y9T0UcAZK540Y4kEmtju/dRncOovvCiPUfIoc1iQm5CMt9aNEYRSG9s2bWr7rey1zbOzpSwqW0owbp7tNoTR+zSQkvcqWW4lcbAsD2gmHvOYx+AP//APsXPnToQQcMUVV+Caa67B7t278a53vQtXXHHFioHmYVU0wWWrqBRY0ubcM38Ib/7YR9xYyN/9s3dg14EDRsEqCZNWBCohQdodQRB5+dqThKkbR2JVArMVogSD9IScsfhmLAm/FNglIMp41JRKumHYhRdEjLZKRdnJ37UEtEK4G3kK20HYvVJ43ET/twK2Am+tXYk3atkSk3cVKFNvHJo2RpWaMKVOkukZhT4UBqzclzyR7+hU/7WN1U68jLKqlM0xcFrNebDGj+XwCE+DTG+MkbYbLfQ421wSTvJod5qir1Sqvmsn4R4da+EpXLgryrgXgkGeBlXADWnWRo2Q8ahLUc8AtFU4J019omt5fTQw3aUrF1Z2lddKGNcaDjmHEIbD0jjQBX8IYm8Jo1av19Jnu0/tfi6WWkyqWruMq8qToTAOpg/kqe8o2qf2mQZPV9P7s9quUaok3nz4c59TrvM298Onbv9+mrcSr9vx0WFOyb/Y0FLDl65pqIUiiBPfrhJMbrh6RTlvJf0JDYWPIM+dKUuHDrvkcKQcbY3o0B4J49FNj/5bPuQZ00bAFkv4W4VfW2UXDx/G4PhxPOeiJ6IXAivVt+7ezWETvV4Pz7viCs1/xmBAXjiYXSAPRyLVS/956+CBUV5gMBLE0caVGr+Ngm+JcemrrSFopG4k731zICgMMnwYKQ+LZKkayTOM2YvOHyZ7s3hy+jCvgR07akbXVH/r3Bx+61WvQq9psG9+Hjfv2sUGmv/rF34B2zds0LS26ZU5xwgGgA1VdFATIzpC/ggUf9A6B5kzNC18+pVGGPasXME4HYCrn/rUzr12xelnGHIg/5GN/1ecfgZ6vZ7fTtPgitPPyE2wTqOAZLlwFEt7uJUHHO503nnn4RWveAVe+tKXYvv27ScCppXyUCiBEgBnY4PcgJ+45TucZMqLYfzETTfhFRdfjOzWK4UfSZiikekk84ERdFEQ86Ded2kmTkkMpfOWFAWMeS+rUd/q2RjJyCTTJfCVJ8YI+FWlMcceAjAsBZaSGbRx/r7RyBmDNaBIsFxlFZpBDWvhHvnK164rpuGEO40Ujqs8tOMEFJ18VQhHxsA4tM/M6Qj1uRwBsXhXCg00z/ZazIw2Fn8sXPejeBMkhdH7o6x1zPnBm76N2dNPc0CwDSZcIvdmIWDUSulp4wiaiTapvSNxVcIyjMVY7Cm97Fv1kwbGJ6JRtKWE+DGMJ/ak3ih4njGpaINosid80yO7L2U/owx9w2FKrpg8aYaO8J07Vd3rvZaFSzZOkSdNVcg2+UBkuFPBD9IceF4fapxtfQ6NGix54AsYxBoEyeM8Yyx1JYyMjLdB4zH/zm3surtNmju+67yZAv5d7nF9u1Odh5vBt+85PM3BE7vOnhXcpQNekevlvJUhiRV6se8rX0VvZlrA5rQjcV7KNrZv6fXg9lfhd11CQ03e8daks0S1ljFG7P/KV9FbtQrbN23Cay++BG/76lewb34e++bbnCK9Xg9v+vVfx44tW/CD9iPwH0VeiXYY2jSse5mUoeVw63W+iiMOSExdxIiTLr0YR75/B5Z4b+TXuaqF2eMfwktvufKc4uf5m2yEEBd6qKL3TStj+TSfjT0iQXgURqEo8FkdTsqxOPPLBoeCxyLPB4BnPelinLd9Bz786U9j7333YdvGjbjyzDNx2llntTeu9bLxsWaUVTmzEj1lniCM+LZ0e2r7xlr2ilfyZbnHeF6lPqQagRhT6Ym9Y9MmvPZJl+Bt139V77UQ8KZf+zVs3b0XQOzYH23ZOjeH33n1q/E7f/zHup2mwRtf+SpsPXJfHruT41IbcrvlqYdbeUBGmm984xt43OMed4JAWSkP+hItgZe/9abce/gQgI5kXocO5o3KbuWifT450IKkrdfSfarnKL+SSAaHiI6gFfYq8bJCvQF1+uG2LYUsjCEIBey69wA+dsM3cOCfb8C64wt44QXnYQLiW1dJ0IWU8tLlsBVCcz6O2piqTVMP8gMlCPjGGEfQtMpkCBguLqKrxIQDZR8Wf2S7JU6MEmS1odARWroEOUZPjyF3J6bjRNM2h8e4Jda80bRCZoU5r773iIWK5Ri+zGlrNkQ63XCz0R++2PojDbJpD7jKZFWQNHCMK/MTXsp/t0C6Qn+LBwa2FA7ieonZEoL2xqgq7t0bmY0V+UlqTtPUAn7vlLKjTK5b78KUT2atIV/UJsUsKZc6b4+saBUAuxeEwNtr1yo0QSuaFh8KQd/jWVGthQwnCIn25D1DSkSu30xM8A0sbpF9Cdqv7eYWfyvKO9WV5FJ8O5brPITBZYwN0k5XNCfVFge8geeqoWkQBW9QeuwYpQzxsApG5DnVJDoyLwWgrm6v0Z9VJ+/A8X37lPIVxbqpfarmv1RQ+ca32mAVTdU0p/qJuoXL7TqPq1DExMQL5ZvAmNywAcd27cLUxo14+uln4AlPeDw+/cOd+P43v4nNs7N4xWtbAw19f2zPXrefInwiD1LtAfWZOEjkNu2+8coYeLT309dh7aMvcPdVb9WqkY3s+6cvY2LdGvRmVmXYJAiGp9ZtNBWex2Mm3EyPpGw7wpus9GIVQMQociMJ3sCom75l+cUJd+IDIjFmyCr+uCQc20/agF96xjPQm5lBMz2N43ffo40c5MnX+POUDTLJmMSyZNqL3vzYPWDzsXQZgKMep+VXYvDFeHfu2YP3fPUruPvYUWzfuhWXza3BDjGnTJdixOWnnYbLX/YS/O93vwd7Dh3Cjh3b8eTpVbjoqU/Fne99v2m/AiiA5/zEk/HI6Wl85AtfwIGJCaxfXMSzH3shHvnEJ2Dvpz/DMBcpHOR+jTEdQq0Yaag8ICPNioFmpciiNnAImek5Cs2WNWsB1AW6LavXgJmKRzM5tEN07go+tdMt+UwoK8sQ3vI3sXjkErRRipOpXLorl0US8c987za89XOfxUAYjd7/27+N1150MV7M1TRRV8/Sv4/v2YOZ7du6YSXXcykkJsbOgqTqo16yEa2cgwJUt4FWWRkuLrmv+bSewCRmYYS5kaeI0PPdWUh5hOyidm20g7NRMHISHIYxC0AeGGPkqhgH7ip8SvCCENajft3ZtqhEa2EEvNytI+y7hgupqETnuQdLxwu1XhomoBUy5O1OpbeKadzitjOe7FEiXtVOr5xHmlaYvg2M7Xjs3pVeEuWYvaKMNJ2KoHk3cj1z36secWqbG0HSedW8GIejfcucAbVwp3wCbWC0eMkCPRnUQla2C6VB/WhrN56HShovVZXKULC4GDN+UX9Vg3meE5sMNrNKZx/J9mPNaEvVGmWEuPqyy/CuD32omvuBXd5HHmwUP+r4bcfr/FMaVGuGN/5GHBipah562/mTuO7JBTbHnHk/c/LJaCYn/b0nnzXaq0mHjur+pOKtcdShrR7cZt/Ja+TzJ6PkpgrPk4drkQzfef62rV2HX730J3DX9AwAsIGmTv/rj3NYiUOzQ6h6Iir6mWAu+rc0diwen2nJKJli8eBB9Kan0JuZqTQl6FuMvOY2MXytaO/lvC4yz1kY5ZXl8C8JLNsy5GFTpMO5NAaiqwIH81jr13jHOHT5w30/+EGbU1E+FwZiFR4eZBiff8149oKjPGjC6F4lEnYeDK8IlSvNQesn92JppG6bkLJFSt7+mtfkXJ833YR3h4DfOXk7Hqs+z33v2LgRr3xym1B/ets23PuNG7rx2YcY29ZvwC9e8hNY/4QLceAbN6SbFB2erMYZ1YUnpefxw7ucsOw899xzD973vvfhD//wD/GmN73pRDW7Uh6kRQm16srN9tlPnn8Bek1TjWF81gUXyNYEg6D2JXML6o+ulwUIN+Gi145bakqIbpOE1/GMPSOMAp0njlDg7tyzB2/97HUcQsY5foZDvO2rX8bO5IpejMf0P71lC5aSq2LZX2be9cTBRuGzpWteqoS5XJ/Fw4dVY83EhDot1RKaVLY6DBnCgAMI4deDaATjcj+zDytteMaiYK9jFnAwjlsB0m2/S5CEv6YRrfJoBSFuqj4XWSjpnq+xjV/Klca+MoYH79Nxmle/fSVGeblVYe+Yf26ODNFW+K/tLyDf5iHasaFHRnEbkDt9GoOMhZe6UiaWY6xJqq/aKT4ZNendwm32JKjt2SDG6rynnDR0aDBw8vaIcS4dOZLzhkjYQ8BwYSHntwFyGFahICSBfGjWozIXQZzc8iky91/Orc1h07UPlfISRENdtMKlXbIOGTLyWAFgx6bNeO2TLkGv1ytyP/x/XvRibJ2bS/CPMriUuTPIwOEbBEbgmEw67Henx59+Lx2ZT6RG51mrt2MMadyWT4t8+4hDA6ofBw/sXEbkycj7vmKYMaVmDFLymQDR7yy3VaylUnppDPm7qlxS7D/9u/WwTX0pmp3rePl73BAWZUBo/w4XFnQSY2piRMnzSeM74tcjmmP2RPbgM3gSzd9iCD6tjBRekw7hFE9RMrz6ilrN75y1ZgNDGoe63psK0T45x3w9eixxo20cfGAk+p3Zvl2NkQ62lDHO6iiCBrsTZMKdpMdPV24ZhQs170qvWKNXNO9YFMod7Lw7JW93cn3+zh/9EXbPzxtj15CbU23LA6IIWO/Hwkic/pInEulBvrFLhvOKwfF6RDf1wMO1PGAjzdLSEl73utfhlFNOwYtf/GK84Q1vwO/+7u+qOgcOHMD69esxPT2NO+6444F2uVJ+bIsU9DQB5HjOVGX7unX4jWc92xXofutVr8K2tWuZCCiPAm4fTLSzQcAyH7PZ6Rsle2fmbYXOcYpnjGgJdrcHjHpVUfbKq0M92NpnH+lK2hgjPvr5z6k+iN9Jr4xomZjsJc1zZqI6QbFcK6UYeEWhiWlDCLWS6e269wCu+epX8J/+7/8b7/nWjfjuV76q52qi3xHuJNbAOQlkmFwt03nmeXt4fXYaJzrwQjJ8FpJCgbu2KbrWvgVRCm0dOF0Yg0KBj9H8VcLuqPYtnBF6vypYbOUazAbOB1Jco1yiWyFk11s53CEJMSJmXJ28W6VHw+nKufy9UBzkqaP4sE266eBex3wc+MYN+gEZK1Pf5acVo0cqvVUzKAwZ8lthXOg09iijWAdyp1LqhzRHbZ+KRQi+wzlpOkOtIu768Edx9K5dKAafYDu2a3cS4hNsIm9DuU9sG/TM4IYwmKhwEmk8sF4aSjnqMEAUoSmaxtK4JbzakF2jI7oNenX5aafh/f/1D/DSiy/Bleeeh5ddein+4tX/Dj9JXtcxAsZ7oAxdEMOkQgqRl1PMxV85HjN3dg0UD8qPF+89iKUjRxK7G5PWeEvkNV5UiPq9lWPkeNw5KOHQN0+O3ltt20lZFQpxGzYlvAg68zo5ReyHLBuId8LQKr01ouIVwF0f+Zhuj5so6WAUPOrQLd9Je2mo+xffubfzcNuaJtu+hgsL2H/916vDzx97z/L+3a9kGjEmCmG2dEUMho0EMTLPsOMJkp7Q946RO+d/Iq++qI0QridNOS8axBY22ouFVxn/FZ5/IQh6bWirmqao8YmaCmIOCJcpL1RENkIlwwInJzbGhRijkotzXjzBQ2vySoGrwtBDbcHW8eWsLi9smq9OPWAwaJO3K95M7Wg5o9gPVa9eOfdI7bY0pPAypb/2hjtBa2KMZe7Fh3l5wImDX/CCF+DDH/4wAOD888/HrbfeiqUlHXawfv16vOQlL8Ef/dEf4b3vfS9e//rXP9BuV8qPcYnREHWRBV16xFxxzrm49JlX4v0f+CB2HTiAk3dsx9O3bcOjnnQxDt96a2oM8E+0RTwoiO5VBJGYXcylAJ3j2a0At/zxln2i0pZmNpnvlacPbBRx3md42593jUjaeNc99wCnzJZt2CYLwxCNJyJM9BEXl9TaavdNMZ8V5cv1VKE2CO4mYLg04LF9/Etfxpv+/M90GNctN+P1TcDlp54KgMKdKkYaJZxIpigYOo+zOjXueFRRGmKpXCohqdaGBMgYE2PBvEwbFH5Qw+GxUNuDS+cLIsFVneSho19+Nw7jrdShKbGCpqwi9a/O+R23VEJx4lAlGnSFYVTgdBRMmL3OdWrJCGtGgPah+utWCUEYGux3Aq5qiZg66SS3XRdg84j3qhRGO0tUvyWZzl5kDh0mwZIF/qH24LC0qKBNcmhCkW9EThqIfs1fC480fri3v8Sork1WBm/Fm0YYrmy743hKSBruKqwOPrCxgNa9bWPHpk3sOh96vdbL0SjE6rr4Yv+Izc5zUfeA7KIJoz30ut+HEFB40vAyZ55VyB8sa9RogCdrVPaP/ZaUSCUXld/mnDSiW26msk+dfRQmJthTRBp+ejMzCR4Jh2mvOg6RBJqXmwytI8IdCtjHYGy8l/y9CWnQlfhXXT/Tr+S7ztzGGDG47yjmb/ue+lTt8UqhPHPW8yYrvQKfhNI8Kkm1HE8QzJMMEjL3oEwirEsO140xIhRzIGWEyIdkOZm3aIkMJcQTe71MG4wnDdEnCpUZuc9jgq/pAcPjeV4Efcljrewl8uRjT5G8x8lweuDr38D6JzzenWMeR+q7NYSVVQdHjuDY7j2Y2rzJjKuSHFk8Git5u8JVkjk0DNIoyLqIvDq7Anv7MdzLDeS47Xpl+hndcT6cywPypPnrv/5rfOhDH8LmzZtx/fXX48Ybb8SGDRvcui94wQsAAJ/5zGceSJcr5ce5qA2cBeSs+JeEdPumTXjV05+ONzznp/Bvnv0cbF27LhMONrALxsSERzBauZ8LwVgy5LoRh36PpPVW2PWabPLpiPrOwjuKEKkYbU+wyrBv35iTNkoDCuX42b5xY3rGAKEUWKK+XYR6SaeYTb+P4dJiFv6KxMKAmwDVFvs8GiMaeTAA2D0/zwYa67755o99FLsPHQIQEfoTiEu1nDRSwQra5VQqD44RpSanjUQUWcfDP9GXnH4Zo61eBidhI31EQo2Dd6qI7n2hJvo4GeGfYFtjFyqfS8U0Znjr31gGLuaCFqQiAJgPnUrLLb6QHpqeWjgtVIww9hYCip6Tw9/9F8TBUBtuVH3yHDFFwLB48BAQI47+8Ie6H9B+EG078xZqipfsqzBqVEK2TJnavIlzBWSXad32sT17wOustUvdGCdxLPvJtwoCtCauJ01FYR0eO4ajO+/K480N8zOVXN3u2WIu8k/5iXa1NzlpRDu6OclLyn2oiIpZFyvYF00WSaWhxq9vF3JoamGVyzyFD3C6PFPkmCTpTH2OHxppCsHM4zDvzPsW9lDiIBUb/iGZhfhtcwLRs9LThj7Rxh5bmM4rJdPSnOjAYxsKYk4FEAbPelOT2UiTaNLsGadjkgy1I+QYPXSBy/yd4fvFnI4ooi2a58Pf+Y6a8yDkUf5IdmM8BUYaikQ986Cz/uLBg/rBKDoLqBBL/6agqI3uRC8srWODdjAyF5hGtPsz7VeiAy2RqnhQiQ3aKY8TnrZyTOj3srwm5IKY+mr1hmzIYU/F6LQrZNkSvJgNIsg8gXkGtSPXX8ifXAQNoyTD0nOZBr146FAJg7NmzWT9UHHpyH1mjKmI5Ml2/9B4to3QAzbPzaU1RZoXqmPkDJu8uaDxshj+U3hK5rEXefZkHwk/i/C9h3l5QEaad77znQgh4C1vOJMGLgABAABJREFUeQsuvPDCzrpPetKTEELAzTff/EC6XCkPgjI4eiwTxmgSwinOiCTkiQR3NrcCVbSCuhcnPkJxC4oZ5PeeDl0to04YY0xWedFntWTLsS+MjXEFdypXP/Wp6IXg5/gJAVc9+SljtaNzbfDDdt6adDuFPNVkJp6qCmGa30MLFFyIaKfnRbJGRHzq9u+rq9qV++ZwiE/ccktb3YZpGWau3agrczqOkjmuguAa1XSFegyzIzCSYsPwON9KoaOmWIwC31Eo8nrmNVRy0dA87+xPCs5B41FR2QM2iE8ct1xWWpxPK2Vmxw7MnHyyaF/OoW6MTwzlbSAj5rQUWHwlpJ2ChK9LSxXDGMa6/eDIv/4AAHDg69/AzI7tmN6mE4EXnjQeze0snuLZZFqgiGr3PrB99+dm0UxMUqMj5ld6R/L/+NtWsUj7ZzBo14w9lkQz0eJuxOKhw6ot/ikVJsfYygK0nVPaW9FZvygSWEZpPIuiTxKuBexeP6pZu0btx3rvGTAryYittxEZH2qhIjSuoj1Z39IbBa+kdUHArzrQxgi3nQKoSj8OPBw34bRix1xZi2ZycqycJV4ojVwnboNhNPxyTNaUGnefZkN/nqMW/sVMCz2PznH6luPzeLDcF9XTEac4+HPk9jtEtwKPeG8a0BROyrZbvB8uLLBRA0jyhr2owOCNy9/tGo/DqGS4k8RPojvDyDIDGzOCDBUa1YdRnoXXSL6WmubM2wh5Xggv7Z5uvV3QemMvLSE0vZwCgZc8GWeIx0pvG6axFMplaL7h07LvyXXrsLB/fztOKSc22nuGx2qTOceoPczZ2NUk8Tfmi0xGyeupv2ZyEsPjC24VMt5EawTu3LPtu6suu6yuB6Tk7frQuuQB2VCX34VAxi0aRmX/RjIYVmDt5XUvjOTMS0fLNw+n8oCMNDfccAMA4Od+7udG1l21ahXWrl2LvXv3PpAuV8qPc4ntJlyaP6yUADbCGCGv/WYIeRrZuiMaAqn1/VTRWnYdYW0MQUYSuK5reaViqBvwhXEWdDqKNUoU9oHGCOxON/Rwx+ZNeN3Tr0CvaYocP6990iXsSZMbiWI9MtOX14Qq2IbZpZPG5wmVrsBm6lnPgaKeeL43JTz13DcBYE+6yr3bFiaV7EoyQBqo6d/7tz61rAgt3BZyPWswrMJbwt3iuwmHMR+ESqK2bjzM7/j00LG0yGSlrV0x7+X61eCiBbkVR9ktu4o1AlY/9gS2SpO9RusGgMDzyn73cgTIOs7jamEhV3wQAmyIB3fn4IE1rNI4mqkphKYpjTLFKTyq77tKeQuOnYtRDTg0Fe1Jo2qgw6CQ8cHs016+grj1/muVKu92CdV4zcDJwElk8WiBSSxN8Mj1VKgqEgH3GuFNYNbA5VMjFGTa0xIxYn5nKmdDkbm62bON8E1+jTGQ29t/yPOS6be8daiDD3BHyMqpi08jkEyO2cw7w9D1eSUpKOdnS3BS6Eqmo+2bZnKiNXIYmP2QozpfOXjTtxO8Dd/0p4x1todi3P7eDOpd6U3cTE5lT5okkwSxR8Ko/QLnfcx7V+GAbcsZVxkqMaJvMqamuplmiMmxiXEjFI2f/5fbFDzNlGN4s312wGUNnk6F/NPmpPEOM6QBOMb2Rrxa/q0gvqPCoaFpjYcDzrvWkiIrJ9fHy4eLita0c9ubmsLg+AIbYJRRh9Y+taWNNDqnZQ7TaZ/J8Cc9jRET69cnz1LwOqs9KmTadi7KtQuNTjgcyZOG89KlOSl4i54jaqOZqHt+83ODI7wOpoOcQyhgx6aN1eTtv/VLv8zJ29uFhjpg4z9RG9YzLpS8SMuBPFCDooKPmMNUKbf0pqaxdN9RQueVksoDyklz8OBBrF27FjPparhRZTh0FLuV8pAq/bk5LM0fyYIZIOJ9UfAXbZiITABVcW5g8lyIXWFNMX3PCNM+45OpLsYpFWXxyDLPfOqgx9YtlDmF3CklEyg6z+UZ5zwK55+8A5/83m3YvX8/TgoNfv7nfx5Tt37X6dfvMjQN4lISKFmIS0I1nXTQqYPnFk8CrTVIVJQszsFADIhcShOD3jzb5tGpXtW+Zk3d6CPnid7JkCDFA5ehAFRpmFRqKrgof6fO777us234B893EEIH1W/AoVAuODGPbWzrgFNS+7s//g/Y9LTLBAxyDR3Gnv52kfc4GOKeL34JvVWrcl/VNfMf6HwBpnKah8ITbGSxJ3+yXecK42E6WUsnqaPj4RWRU3DR3qC/hVDn0gwbDy7aMKU3NZnnyig/nCfAji8JzJ3Dcm1knmFiPGNPrdFWjo78rmokJ1yShgWheKBpEJeS6/xgAPT7netWdiPoGeekafJz2TfRIyuM8hprYVcaUYrronn/S54iaesI/ON+7eDszUDOvOkZyGMM8hmtcaY7roeJfGYNJRb3EEw/ks8G0Y+3Z4sJKPu0JdHb0Os59SLzvaKkMR25/Q6sPvtsGkA5Ll7IYkCiG1qTCh9iPEPisUPVRi3JuFqrstFKP5petUamZJCQCjiy10a1uOOEHqcwoOR3HXRjTONGhqH9c3TnXZjesoVlTIvzZAxZmj+CxXvvpQZd2JuJ1kjTTE+rrg58/RtYc+459SnxXoygjxzulBKfH997d34O5AM0cdgGmezZGjrTGEIMiv9wOGzKBePlWApRPsvws1cdNA0jwxHt1WZyEnFxsQ13GgwQ+n1x+Jfz7sTBUIc72bx3QgaJ0uDrzG3o6XBSbqtJ/TQN+Cav6B9UUfLsVgZrsrxKc5bG73vSBG5D5aSpHG5xGJRFC2mYInpCaz3MHkeXn3YanvrCn8f73vs+7D0yj60bNuCZjzwbZz/pItx93edU2BbRkeJwT3jxDxcWWCYt9ijkUoicPhVPORUdIOhqjEP0Vs1gcPQoWiPwA06X+5ApD2gm1q9fj7vvvhvHjh3DtCFWtuzatQuHDh3CIx7xiAfS5Ur5MS4xRoR+H8OlJYRePxMDJk70n/xI5zbx4tvd2wycK9r8QzkTa9r+KAR6etyl2PmGIVuI2dTdv21/rATb/ppeNXY/E0v574Ctq1fjl57+DCwePIjje+/GSRvWYx/BZftPTEkp2b0eIiVWo5KMRXzlIM8pxTHLpvMkStfbkYJVjGgm+okRZkZ/xRln4v3fuYXdN7esXo09hw/nq9rPPTdPplF+eB6Vh0k971BxogeUp6hm3qvFNUAYvKsDIhrJcMDmIinw1c/1cHTXbgF+x3qQ4AFg4cAB8Vx8w0K3NIaME5IX9cmRtkaoZ6PCxOwmJbwMIQg9doSRjMEQyoIYf9uEgytJIQ1Ng6H0aAlmXbjBEUUanRTZc+K36ZU9NXQ1gvZZM1XyZZ4r1TYpkRW80KC5ArHytDP1q2XUoQ0J/5V66iYQS87FtaEkZKubaiyQ3EDeHxsufhKO/vCHeq4c5YXbAIDK/GhjmFHYXX4kFCf5bWGYieqPesTLKulazH8V3Fl5AdNuZ8xIvL4kU0ngH4h67ToMnVPjvG5mPwdThx4a2pU9dIqmqyWfnmcAgxxvASSRPMMDkiKZHw1H47KCAyi2mvk8siJYGQPNXVJwa+SmNi7dh0jY6+Ch7Ht8b816O4yYBT8aIYR5pUZgnL22cO+9CE2DY3ft0qD1spEGQLrVi+ZX1Es0mUPAVHeGpzlygwq9MrB1jS80DYaJbpUePDHjCa2jEypUbx8iSa8XvjhGfh4pjzd6LrkTRA79C0020iBQfWEwguNJw+1A5FKJTDtdPiFpMe910kt6iEvJm0fK7DY8MxlCsnEhtcVyZeTxF17oIPTOtK4IJ0plZsd29OfmWE5i+ZnAcNpuxyE8FVP17SdtxCuf/GT0ZmYQej0Mjh4FhkP0Z1dh6ciRtt30nfa0BOMb4dFwYcHkqIHIMZY+6/UwPH4808aKLC5DXfmmLYjumba5Q31YlgdkpHn84x+PT3ziE/jMZz6D5zznOZ11//zP/xwAcOmllz6QLlfKj3lp+j3EwVJS9pPl2bpDpxJ6/dLlz4tvl7d0AJrBU3GUg/ZbeUPSCAVwJCNq/NPR3ED7f2locvUntgCgLpBIhZg+caQ6ZYzIQnF5AgH1Vxl5KkRU9sP5UGJm4qEQugSRNWDKenft34cPfutGzN/1Q6w+eAg/s2Uztq5enQx8+apPDCO2rV6NN77yVfi9d70T++bnsW9+HgDQCwGv/6mfxtY167yp0HDRPDITLwEsPKmGkQXhwgihxuP0aeakYj2syE5WaKU2aqFMYHwqwiBSOfTtmzlR66hSDXcKpJgluLmbEUlAxQRVbyorTp0NPOoB8tag9hsnRK8Giqs7ewYL6quiuEmXeUEH3Jh89W2pDEaDo1SvakwLoRyIVbQBzJ5xOprJSQzuu69so2mARZm4segEah5KIMReSYZ2gaMZR+o0Ncr3tfkqaLKhuTxH3sIK1/ZkKAgTE+UJM62JAiHRs17PASkpH02j1igbz4YuHfVpONQekkmES01e0hOUv91i8bFCd6SBycC+c88evPv6r+GepUVsW7cel2/dinUtsMW6KQ9aPukN+WS+MMjU8cMm47aehL3pKQwXjo95eNJRyEuRYJZF7k35iZcDTSk75hupbNX2dsWwZ7+nMBTVXVMax3QzY869NWKlZzy/IrTCwji9ZXPBC6qedEahzuQ/GPrqFPtcyjJOKZK6h4BDt3wHq9LNkABSmL3jAVY01v5pb6hbKJ5Xv63MQbUULLjlDeQJJL+/6+578Ldf/SruWVzE+qUl/Nzpp2HO80KxwDIvEjlXSHn31pgNgqXcx3s9Rq18Ix3iJXmqmZzE4PhxZYDJ4VHCuDOMSZfIiYPlX+kNnQ8bXcJmxtEIkDNulhdK6LlS+50MOkHAkcZfys5aboZtw5TQNCKhcBTwpTl1dBhqV3oZy5u9+Kau4RC92VksHbmvDfFOhjIYgxHxyzgYsjEyH3bLUN5scOzNTGNwTN6aVQwt48ZwkH732LvV6nLMY1fKAzPSvPSlL8XHP/5xvPGNb8Rll12GOY530+XjH/84fu/3fg8hBPziL/7iA+lypfxYl6QwLQ1yPgBAxLZqBSX0+y0BSBZ3HS+M/Cw4Am8tqWbUhLbwpIlWmbWfx/K3ECBcA4ZVqLuUtEp/VZjGlT1JSBwOdF6ZTjhKZZFd10UJDcXg9kGxuJmJt4R7Yf+B9uYCYYm3me8B4BNf+xp+/z3vVtdpv+9bN+I//uzz8fQzzmiNdjEmZtS6vD7rootwZtPgH75zC/bFiNUH7sUVp5+BM88/v82EP2JNtdFM4I1ggNQnlcVDh7B46CDUCaVi3FZQVBMJNsIoI5o16NXWpnK6LIR7X9E3IHUuvRF6aBCewhMBNiia+ZNK5ciwizw8HlQUSqFjG6o0ZdbPW/tRBllbWSlX5rkRuFslvMdCFtMtHpYQaMfqupy/bBAz65M+UuE3aa/odgN6MzMjbjMS87cM5Vm1E4BDt3wHa84/z6fJNcOEC0/luTcFGVCwwmcMLfkmD7D7f+utZ+bK3QupjV5aV0n3ReJgpWiKhMTFnNIeSjRBefk4BrpMi8U4uSFjyOnCs2E0uJIF+VLZRfHu0//yXbz1HX+KgcCj94SA/zQzjZ9YsxZywmOEujY3UDhBcJQ+py8BpKa5rA9IxUDOSbn/teeT7NPu7w5ZgtpxaCLn7ZCDV0PQlxN0GkHlM+rPKE1yH7M3i6R7XUaNWgnih4BV0yGJyx3efbH1og4jaTb9eyhotMB/NoL0MbSJecco1RP8PDyxH2gPgeVV5bnVzaJ5L7v9jcl/xiGzck16MzPZi2EYcd0dd+Bt7/vfSp56/y034/+4/On4yTUXEmCiMQ3T8PhxHL/nHoU/xYUVQu6gsRUgijAiNho0jVrvGFtPmsGxY2JPUr476ZkXMo8dDJLRQRhlIOe2xcvaXNt9JPNj5hCtvMdVHSB76TbZiMXpDOhQIoQMe0e4E6+jo+fkqkHkpBGP2ahl+b5Ohpy9qJZ4LYaLS5w3LI+/SfnPBsLoIoryGFswN8228nS7Z9p+etPT7brCkceEuCZ1E01DM255suzDuTwgc9VLXvISXHbZZfjGN76BSy65BP/jf/wPLCRXvE9+8pP40z/9Uzz3uc/FVVddhYWFBVx11VV41rOedUIAXyk/noWt36TUSYGUGH4qWdkXDajbLehWoYp3R0Hk/JMh7WJuCID6RCprpXujKwh5xKRD6DOgtWUsZW4cBYiYRx6HTTJaGpRMXLknUJJQSMYOgsXUbW87adedwt5ICYkxYvf8PBto1HXawyH+6998ELvn5zkfDsX9NlNTGB4/hq1r1+GXr3wmfueX/w1e+ujHcAI0jsXuUlbsCaeSWcQpkmDU/CnF//N8+0ptKZT5XCYb5VCFN9/Awl+NUMZOJEcTSqcUiALMLU6RcaDbk0aUGvzqSt6kOBnpVeeiscqabbuGB+OBKTr1x5YElHz7wQiaYJX1Ys9KhTzPce12NzYcxApOp2Z1Ul0JjpfY1hlDF13y5pJxdPyJHqWkZAOG87IwZJWCJrmjU+LgIBNqVsmF4FHGk2Zi7VpwEuZW48sCsjSMe8lmxZzqW0YC66ju6TX/zj9dfK8oz8Va0hrxo/bHwoEDWDhwgHFj14EDeOtnPoPBYKDpdYz4/Wuvxe5Dh0rUl+FkrGwJAd8qeu4eC+Zv5geFwaQD3aqKWzI4cJEKZs1g6YxT702nL2N01Q2U1Wlds5LoIn3ChRT6yvzE8bRUuFSHTX+S23TDKZ2DKtd7VsJQGUam9QamGBEmJhGXFl1jsXtAkf9RASSVpvFD5ZPndwY7JW5HxpV23B1zmmCNMWLx4CEcuvmWsn8azxjsqihGFt65Zzfe9tUvu/LUW6/7DO46sL+zfZZFmobpUYzI8roCO6hv0odob22KORGulPct7DB0L+YxkSdN9rjLCr0yaJAsJuhJtNe2647r+8AapsQlHRn3pXeP1EtsmFA6aLbedWL8oSf7q8gWykgT9bwNBnk/iL2i96S5/COEdk57Jb3SYVKxeIc45HxUOkys1dHavEyLQIxopmcwTEYaRe/t8ORaSt5p9/BY1suHR3lARpoQAv72b/8WT33qU3HzzTfjta99Le5NCbee/exn49/9u3+Hj33sYxgOh7jyyivxnve850TAvFJ+XEtEDmGSdFEIy7JwngDh2iaVn5zMLWjixtZsT1gzffSMsaUDeClseDc6BIf4eCemYyfLVCelFpzRccBaOIqloUDBYeCJnhBrlEfVj1CIiHFZ4T8EZj7NRB9xUSQgjmNcp33TTWzYoSS4vZnp9kp3gGOFZ3Zsx8yO7eC4WjqlVcPRcGUhvBw3x0cb9/3Q9EBhV8stwcHF7GUcHXjBQoo6wRMGRveEodMw5RURslS8ctpPz/laSmNMCF04JttV+CaVMGGMYMHD+T4PjJW17uK8ryoSfn+8hkIYo2R7bOTw2iQ8Yjmqjj+8p+y1layQ6vprzjsXzcSEUbyz0bTwIDANrDn3HOq4FXClQlYYCKpgl/PPOGI8+EbRQvF+rLAV+57z4DhNC7xi9+1+Hxhq76IY+X9+G8hruO2nnp29ppKRpoQtFrREjS9aA5w2xujPHAVUGpGqc2b2pPq2FvYJLOzbx7B9/J//GYMYq/T6H265pRyjCgsI2ZPHetII+LsRjeCGc6Aj5s1pYml+vnwu9xnb2rIC4hbnffWWEvfz1GfQz4pPqvNT1iMZiHFXKpktROVvtz+HR0XjmWD2aGmZ85Xgbs9KoxwaPtdMToiwjxGFjI7V16Ucp/tE9tqQ+8Qxbo4t28WIQ9++uYThfiifpNi2nsXZAPLhz362c39+4qabUuc5zHjp8DyAiKV08ULuIxupaqF8ln+34Sqtkh762XtDy2SJrtJfogWybwo3JHxO+43DppQyT/Mp/21wVZaaHC3XMtIc6/nmobKcKWVIZJQj/hOdcCceF0UEDHiOPJrDni/txzzn7Enj8HQK1RsuLiIuDdTNXqxDebe2Ku9S6RVI+DDMYYC0BhHCuJXpirqinB7yFCQZY3FBeE1HLVsrcjVGDqSHUXnAgV/r16/Hpz/9afzFX/wFLrvsMkxOToJOo3u9Hi699FK8613vwsc//vFqONQ4Zffu3bj22mvx67/+67j00ksxMzODEAIuv/zykd8uLi7iLW95Cx772MdidnYW69evx9Of/nR88IMfHPntDTfcgBe96EXYunUrpqenccYZZ+C1r30t7r777vs9lodsYWJt8pVUQl/ajT+oCp3sLi1cw3lj1068bJGC8UiFAZ3KhXtCYE+D0njLkJGYGG3RoWrHhSn9KEHPSTNJSdJGBs+l0oFLvnKMGPJENLuxxty/FLRICSCmEPMgRl6nfehgjlFNbfempzkhmWSkcowt8/GF/RYkGR4g8wClv400jtg1t+7fUXfVKYiWSrdouYA3X6XYiLkU1fWPjO9Wvx9lNHGFFtGmg7t8oiL2Z0wM2z018+anJqgSfskxVYqCTxkpnHrLLlk4qBrS2mpayS4E+bqCovZLCyjExlPz5iqPvOYaNzyvQjasCdh025LWWUjvhxHM9SBchrHHEeAlHZ7avAnFniEPAh6apH8hh9ER7epJTxqzT1w42bKK9Y+/UMHM4U4GHzlExgqtks8JoTYbKozxRCjyNldNRv0RPE3QX/VM4IzEydA0vKd3H7wXQAe9Pnyo6EyPq2G+ESMlqzaAFIccib4ao0aeuxFGAvGKr01WVW3+BWgPWYvWtJYWbkv3XJgM/dcV1DesnLrFkXOGgmagJptYeCS4kgZRH1HzRw+vqv10bfKyX8XeJP0hPOPDPl/BXlYR8Lb7yDGGWe+aEMAyl5JvfFhG8psazJXvfPkxyzuhabAr6SDV/XnwYNF1HAwwuO8o7vvBnQDa21jb26GSHEUGCfKwkHA6Ywj9fuFhlPOnlHtAeXBSk8qjgzyaM06zkZcagWw20S7LV8W08TisTCVlOyGDtLSb1rXlL6XXjOxLpGQo9pUYqMj94nq+Ud+cOFg85jw/hm8Dak8e3blTJ1xOfKgIl4o5TKr1LjWXOpBRKtC0NQrXlechSMZu8bYWynXwWzcBjQmHtesKIXutFAAPMCcNlaZp8PKXvxwvf/nLMRwOsX//fgwGA5x00kno90/MVVp//dd/jf/wH/7Dsr87duwYnvnMZ+ILX/gCer0ezj//fBw5cgTXXXcdrrvuOrzhDW/Af/2v/9X99oMf/CBe/OIXY3FxEZs3b8b555+PW2+9FW9/+9vxvve9D1/4whdwxhlnPNChPaQKZfkOvbTuMQluRESFcBg8ZiCVH1aehTDCApwgsLy/rUIgsqg37ftO/i6Ir5cHh5nIqDkwDM0NyyKGLz2MuhQ7V3gE1ICtkUGdQPhMv2MQSjCgE1HybGqvhXSEnQ6361HXaW876SRmUGSga6anMTh+HK5Aj6wshyZgOKgMqAmISxn/aNz3fPFLmNmxXZzYOMY1VzjpZiAsGMR23puJPoZLIhlcasKerpEXkqfkL9foMLq62Ts8zHK8MUb05+bak2kSVmL78bhwKeU5jY/tDfZkpmsgwdkP0tAB+dOu5RiAWoWspnwJXIkxolECLZ18jqlMRORTRO42Mg7VYMnoU1HUpRGPCgtfIZOQcRUF0XHGUSGcs7FYCILLwFvPezE1gwBgcv165yMAVqGnovIIJIG/X54oFnl7gvkdGsSlJUxt3ZLglJ40YHqXvYgcpY/qEx8zHicyfFApfopvKqj1BNln/K7ln4du+Q5mtm9P1dO6VZRw6nfr2rUA6vR6y5o1ZZ8q3Ak8936uBj0n+VFw3gUXn4qxjEK34IS0hoBhzVsyUhJLn+/IeuW40PEeRZttNbOuabxt2G9KzEmKrmijTHxqFZ1yYpr+RHFDkeQ9937zn3HSpZfwuvM+spc9dO1xltPsWCXtaGkq8wSSGTvWxPv3wr59LY/ix2lfenKc00zRZgXXanQxhJDYouDrNbq8HP5g5p8StW87aSOA+v7cTIfi0rPNjHFyw3pW4okHW9yOUYeVqj1IXvAK1XLYUtuk2GvKWCBwlzyrONyJDquykZdgbv/mf7f7uc19VY7R9+Brx0Eer/q2JW2QAazsWd5AiyxruzQ1064YU4LyiiGjTXC/2OYeSrDFGPXhAjJ4krcBLZ0IIuEyy8cqmXPuKw6S581SfseRCnRgyEbpxIuMFxB7Ass9U+FVzPdCaPnq0ElubeSKh3t5wJ40RYNNg40bN2LLli0nzEADAGvWrMGVV16J3/zN38QHP/hBvPGNbxzruze84Q34whe+gNNPPx3f/va38c///M+47bbb8KEPfQhTU1P4gz/4A3zkIx8pvtu5cyde/vKXY3FxEW984xuxc+dOfP3rX8fOnTvx7Gc/G7t27cKLXvSi8Qntw6KkK9uWBmqPEaGIw4jezIwOXzFxltqTRsSDMuMjy7ZGXSIUpZItc9y0MNaKUo6LU2EihvqZNIwc27W7DddRBL0UUAtlhjpX4/EgrAuCZBgghtryFWGprsnxiYlmRa9lUIGUE3YrFcYycQU3tTF7xhnZcGMEZmr7yjPPQq9p+DrtW3fvxudvu42v0/6piy/OV7XSHEnmKZk1wU7PpFAc7fw5io98yyc2dm78sAU5kYe/+y/2Ue4zPWimKWTLKrTA7GmnYWb7tvahjM0u2rQKMHRbRakIiKPIlVIuU+Xh0BhpkJVHYuay7Zpw6pWETzmG2oGflVQr2HeU0KEYjl0qAjkrSMjzoD/rGH/Ua0B71JszexJZdpJ/G6WizQ9VWwcSOivhETGWe8EdiqOgW4NBqCs1uZmkxHl7zTV4GyXB0mT+NOf24NDafh9L992HI3fcAaD11FuaP6LGc2zPXiwcuDe1ETC18SQcv/ue3G8y0oSmyUKsmo/o4h/RnpZX9Xyhu+AJeo0zfZdzgmqJdi1TmzZcWPJcEsif/djHohfq9PpZFzy6ZEkicTDz6q4cBRY/zPpKfVftOzOkbhwT+0KGTitj0DDvoTH2c74YISv8VYOkt4+tEccWsewAMLXxJA7xdY2ynveubdK8n9q0EceTN4Y6MIgSAA1/kTA5N97Zd1FUbjvThlE8ZTn47W9ztVWnnFyMi2+YqcCmFGmJB45RLVh5kULvxyzjGahH00dNN3L4ylVPfnKnPPWTjzy7Bdsa1XTjgGgXgD/30mBMhebIGnQo34qcK9GPDn0UBnSiBQ3Jr3lfuYmDac1iBB2IqRJRrKkiIJIuNcJQbi+aGIoxpX5LPQN+kv70MsqxkxHEO/BNhqpNlz9VzbUK/eLnFPaoeY0y6IQ2WoFD+nvk8ZL3cusN5RhwKO8O0xzpAVPK+MqQWxlbMHhGcCuvR5qflQLgR2Ck+VGVX/qlX8InP/lJ/Of//J/xsz/7s9i8efPIb/bs2YM//uM/BgD82Z/9GR71qEfxu+c+97l4/etfDwD4nd/5neLbt7zlLbjvvvvw1Kc+FW9605vY4LR27Vr85V/+JdauXYvrr78eH/3oR0/A6B46RWYWB8BEJCZhuZmczJnHQxBukalIgkMKjGQabNmGG9taKuDSaFBu/OJUIObnhWDpnQiaNocLC4mQZm+gkuERSCM8e2pwmobyOyO8kXFLComKyVgupo0Y2QupEcSXGNbQ1A3p+0YbhoTyuH3DBvzmz/0cek2DffPzuHnXLhYo3vC8n8GOTZuMEDDUbv6ABdcwqHIy49ISOLlwmiPLQFSYkc0zoFwy9XgAsJBbFLFcvekZDI8fK5UlCwcr7NACBf1Mc1OEXy331KFTeCwTQ8YY/YSrMa13IRxVDAOiD9Wjzccyqpjxe0pal2I4dpFGxqJ7a0SSBpImvdLKQBwO1YkVty2Uex6HFFo90BQuVcB3DBylt0tZL3fQMX/OqWwL93La0Ybq0nDg0L2i+XI/55fiNys3fSwdPox9X/oKAKC/ek6cvreNH771u+ra8t7MNAbHj/GYFcwBPOYo/3rzIw8jDJ9DMt6pPGPitw2D0gC0zwfHs4KqvUwDP+P2Q5Bol5trGlDSyG1r1+F1z3gGer2eptch4D+99KXYtnads+96QghPNI4NLOMbKxRdk3Mnec44SrCllbVrw03i8vIbON9IvqB5hNq7Fd7tekt6+90+chQ8HRJSfu+B0ExP8xXmoiGnQ2iclDeGxdi5DhJvc26enF9Nhdy1tdr/95wrsQEcvPEmA6sEDsU6rH/iE7rD0opxZlqdPSLpVftjeHyh9rUucl6kwh1Cu1eXa9hCxrvQNNi+8ST8xrOejV4Ixf58/U/9NLYkT5qq8SDmMB2Vu1HKd21FbRxQvKfJdEWOm/ZvMqC03UmDjJgXacBJ33F4fdQHf9KjJhsGUJ1LNmJ4zxM+xjQPHIajPOcyzmb6Wzm48/ZfzHxNeopa+iG9lCh8LNPwnD6AjdWypLZWnXJyKzdYT5o0B62xzhipBkOE/oSWS9igRGuTpwHkaWWMdTpk1Bo86UfIeCb0CKAN09JzsWKkoTK2q8sPfvCDE9bpqaeeesLa6iof/vCHsbCwgEc+8pF4+tOfXrx/9atfjd/7vd/DN77xDXzve9/DmWeeye/e//73AwB+5Vd+pfhu/fr1eMELXoB3vOMdeO9734urr776RzeIB1GJgpgoBiq8IdQGJtfoyUluQ1ph5VV+Ks59GBNzMAAEoWBG+UwQ3BpjZLoQGTYrrKibfvJTJWwFdhcX46melIOZ2FiHLrZnpcSVp6Pak6ZDIPAE6BB4vGywIkGQ/8IQ5spAkjDWTE7gikech0f/xpn46Be/gL1HjuCkXh9XP/nJ2Lp2rTLw8LypGGYrQArDkZxfAcL+r34NE2vX5AdNsMuaBUIagmzfNey145lcv75ySqWF9DafyyK9So1Il3WCrRVKrOKex67Hlq0IKITTmvKjDAvOu9Z2NPS/QVYkOGRAwuq06SmCojH/ufdQ4pcrFJrqlZNYt1QMDl3GC9l/SYf8MRzbtRuHbvkOelOTom7XvpHjEr8j9LyH0rDWhulkz7rcjDPnSWHXw62tjWgHGlc438AYOp8eY6bPvlEqwiWSBDQrVPX1Jk+a3tSUCgHtzcywQYb6ntq4EVObNmLypJMwsW4dlu47mumdLIUnTTYWB2vcTWNlYVyEO9n8QKURFuW68eP87T2f/yJmdmw3QMp5k/u0sjDJSEM88xlnn42nvuDn8VfvfBf2HDqEbRs34hnbd+BRF12EI/96p24jUpiKPMUlpasDx4vNK8G3OO543iyHeRJ9k12OQNJ2is1aFkYa5yPodZT7MHg0QtE0eu3xnxyyqOCxXqYjij7cyc9Kb2FhGOsISSwf+r9JOSZl2BompTLvl0wvVj/qbP3GfNNM9NWzWnLT1JweUCFuRCweOoxdH/s7Z5/VcJs+FTwlBBy88VsF7LqIjkkBFsZdomdXnHsezl69Gtft3o279u7FSU2DK04/A2c++tE4tntPSu7re9Kw5zPlLBEGBNcLkObFDtvsR8pFZQ/HqG0Or6I3TZsslw8QpL4QW3zPMoaAXRhZ2jAibz0dfsTzGnI/ZMhJ9EQlCab8T7INh+nbMEoFCBt7JT0jXtDPa6SMWIJeNyanjHhHecCaxNtKT5qck6ZNI5C/Gy4sqkTDDLHQW+ztporXipuuVMJ4S6PT9+1aL7ZNpW+mt2wWBwxksFsx0lAZ20hz+umnn5AOQwhY6nK/O4Hly1/+MgDgsssuc9/v2LEDp59+Om6//XZ8+ctfZiPNnXfeiZ3JsvfUpz7V/fayyy7DO97xDu5jpchiiJoysgTe4KFpEBcXFQPgpGOAb+BIxEsRMdJVlXtl7ptcmUsdXxPUIiGWvcnJiSMteFeyKvN4bVZ1KSBLgAqhxAqfHUYeIWwpxVnFwop2BSx8kjUY4OjOu9BMTSmBSRplsidNAy10pzaiiGUl+MSPZnISw8VFbFu/Hq+6/Onor1qF4/v2tzeu8GQKwXaojS9VN+8BMROMURyBnE4UhMI1e9oj2p+usNiOp796tU64ZuvIeTTKhBJExDNXEUnFc7Ft90wWsIxM5EOmFL5SUShydgzb5HL8vsMwyMq7GS8lKuQ64y2WBEw277wzQoHn9TaqFAqfNAzZeupD/W8KwRE04fCt38X8bbdh6b6j6E1twJF//QGO7rwL09u2mXXNe0kZe6SwxLDJ8TulZhi2tMUqjKygaCXTK0q4qxm1RhphUnETD8umPIWe8mQlo33tc6Jh/T6GwkumPUW0OTaAme3bMbVpI/fbCs75RLY/N5sUrjw36prpyu1OTMvMbRjtY0MjHEWfx6yE4PqYKfmj6CTjluNpJk/PW1YVsGPLFrzyyU9O457DsT1789W4BQ3L/C4ouifmRsCdlSAgK3I9HL3zh9oQm4cEuSeqRpoKHukw6RKfChTmtZSP/LwduiHTdKHTjaeEuF4qzj7z1qLsz9ubBkaqp0i6DrGoGa6r/XpjT3h58MabML1lS+o/0x2Vu8IWIQuuesQjcGzXriyHLeq9XBgczBw1ExMu2HSaX4biefX8oozj1UqjKoh+aF6i9nzZuno1fum887Cw/wCO7dnTNkvGnBFGGs6TQnIUtLzeVkRBx+lFNqCIgbDxwxgU1DvxSoRAZVogPPClAYDl1WHGLbEGw+PHsSToO4yBRQrs8jZCaWRQ3tvmsJbDlgq6EfTtYPJdow2PTD+IF0jPF5K/DM1hOauIKhBrndpsbHvCSCNl9pZWH0OY6OvDRgFfMIeaLTnMRnwOfSI8QoVPp+eh10M8vpDp6jBiYt06BPJmFcb4ldKWsY00o+Im/99uZ5zy3e9+FwCUh4wtZ555Jm6//XbceuutxXeTk5M4+eSTq98BwPe//30sLi5iokLsAeBP/uRP8L/+1/8aC+ZbbrllrHo/lkUoJbxP06bWAn/7V2eBT0UKBOl9aJqc2I8ZvGxTWKq7BKfKM9l3XSkC0JEUVz/Sbo1dN5ZQ6a+axeDIfaiWqnJagR/IDLR47itDC/femwWm1uzNynYkt9NhBCZ6RTgGtyk9X5AE2jRHYWKSXYWJATeTkxgeP4ZmalIzBNFeRhjHRVzGOLMClEPurBDmnYJkYyAKnBrbBd19WEinGUbHKyt7D3l9OgqJnPMip4sPZIyxZMqyPgkbbeXyr8X3kAWprrJ0JCd0tMa7zmKngnAgdO9lNy7ayGvud4oGZBiO/vCH+b0SWmOpqBbKNXB0511YPHQ4/Tti8cABhtPHL50Pyco9RYhYsVbUdjkB5bxVlD6eB0vDRF/Sk8bsley2LGj3KKVmVIiaY/iIw5hi7eu0XyYO5itOY3vSzlf9Cv6lTvIaEpzzo+1XX4X5731fGzzV3FuPGDH+JKzacCfpgk/9IoJpMD23oU+1cK9cjxQT6gvQYYqxc11Sa1ynmWivR26mJlWIFQAdNsF9QYfIqA8knrUC+qrTHoHFdDONGnPNIAMU8EvjoerX83CqtJEbcN55N6dZA6/q35Eb7N6kQ5EuuEhJ8nhHhe9aeDK84q+Cy58HhcP3p4SAo3f+MOMywZcMbzFGLB2ex9LsHCbWre0M32qby7erEUhW2bSHLHxLKIBd9x7E544ewe2f+Cq2b96EZ579KJy8alVqyIT7YAzdZRzD25jGOf1JwPG778bE2rXZoKEOMMt2daL07FUhSxxkY09rzFmgj024E+rrHlDQbJYLJY6rPaT3ijTGkIEgG7xhvBJpoQeZJhAfahpMb9likmHnfVCsn5Q3mwYYWA/A1MJQ75Eqn3LxNYpxif1tD3Ip3IgT9ub5kkaZ3sw0BvcdRTMhLmYRIXDspST7Sevc3paWjdRkmOtNTQp6mfPnqDyUxbyRN2L6LesV8yOQIKT6oHU1t/uSZ9f92CcP1TK2keb222//UcLxIyn79+8HAGzYsKFah94dSEKz/G79+vVVZKHvhsMhDh06hJNOOqnax65du/CNb3xjecA/mAsxDZo6Zf01AubAblIZGyoEM2nxjpqINRN9zj0y2gjTUaSiX8RdQhNZNV6jmDQBWCSim8eevYm4Q/6mPzeLpXRFdbVYIUn+JsOYZCjeCYRRHIIYYjZopDnoNSlpWvqbFPKGrObJTVJ677iJdtNasWJJ9YfCUp+MbNLjKjOeipInGZRY29bws5B+T+h1pxN3CR4LPA0wHLDgWoTz8AeO0G0L4Wc0+Qlyp/4NASIZpTREKJxJxgFStPzbU+p7oZmYRFxcdN+1HmQmhl20owWjvI5ttSxY2bL73oP4+2/diL1HjmDrSSfheWvWYL1TuVW49djd8SsBEoWyoZTFrjKCXhAMR+74V3ZxL2Omzb/pO7nXzMlkQyGeARp/JTwS9QQe8imvdMm2SirPh4atNNzQmtqxy9OyMu8Q4bTypPHqiVurPAOpUkydE8qRNFsKtXDaF+3E4RBNfwJxKeN+6PcR+eQ1ze9gAOtx4Z7qhwAWUkXfXXQjDoftaaO53cnyGhCO8f4nOqlALX/LZ0yThbLJPNV8KBUCO05ewPY3GWl6M9MYHjtm+rSn8EYxK/BMjhGZjznGAz5hHUF6eRwMlGwm00+3OGP3jCyF8d7SnxqfNm2Xj7JCw3KOV9Q14rHbc7BK4ywNS88idP4xmdNDyBbcdpfhxsznoVu+g2ZiogghYfwbDHB0585865C7/8W8GtonvUYo/J7aXv/EJ+D4nj1ABK674w687WtfwYDm7Nbv4C+/+EW84ern4pLpmUw/hyZXR7U47+S8KbpuxzRKlgg4tms3+qtWGYXctCmbTfV6/al64uA4RAjJM0caDQiX+n2mReSpWIQtkpHV9C0P8TRPCOwhHWnsIcAe+oHyEdItTxyiml4PhoJfZBnY7gMFr+Hb7NWfxjeMQ7Ah0jOIy7nmPlOTiY/7hizpbSL7Fvw10bYgDGTZQ5Nkwuzhwu/S/uTUACk5/pBvSRVGvcEAzWQOM+N16vfbXJo0NlrvgQljSh1KeUDnp4SQzbx5UM2g6fnGwDgYrIQ7iTK2keYRj3jEjxKOH0k5lgSISZHzxJapqSkAwNGjR+/Xd/Zbr2zbtg2Pf/zjRwOM1pNmVHs/voUIkSaMFIcIQAtlghBwkYI+5UTplUmplKtir1fcquQWl3gE/VvKXU7i4CLuWyoZ6WEITRZ5BPO795v/jJkdO1xhtbdqFQZy3RUzNIwxvVfKWYJFMURl5EL5nJtK6yFvYwvIBFqdjKS/gwGayanWGBJE354XiLMu1nDh5iwgF061KLqKMkQhj4PwLbgebs66DgbJ3tC6bBIshYIqhfEaHykEmawYsdsyedJYA6VQUpTiXjMWGaY5TtFXgjvgm/hkjVNQildpGC0F0OvuuANv++qXMaB6/3oH3vvNG/B/XnElftLQxWO7dqG3agYTa9Y4gEV3znU4X3pmhVgB2rK8OQuDDNDu8dxOaYCzaxXLXAmJt1RvDyvWPOeHahsQtMzDjSiMeAXtkMqfQ7ORhS/6XUuYPrFuLRb2H0iPpMGCK3bS5CIkoHJTE/VZLkcORepaVXJHlwIsENH0S68yEnj5Wx6/nsfQhMSj0ndyXzhelzTWGCMaaaShoZJCLAwzMsRJW7tQPi8HrU6BM69weIJbPNxv6WtcWkJ/bg6L9x7S7+yNLtJ7q7J3BbNEaQAVvIHaMHzD9XaszYkTLqD5jpYRsiepBdx2J+Dmb2Q7GjbPcK9y1pjbo4oxeN9W9igglDUPBrvvYyx4gKJDY4eRCnwrjBQxdyvmt796NZYOH4aX7DWDIvYBK/Dts6E8fIhRyV+9mWnE4RC7Dx9mfrRxbg6bV6/G3sOHcc/8PP7gIx/GH//01TgjeWvf88UvYXLD+rY5z3uiw/ii6C7DbNa5ZoR2WKrnLaFkQOklQbJBr18kq+cuOJQ95iS9QE4cLIGpKN4tyde4IeXGAp4AQMg9MgwoJwpu2FgSo+ZFBCPdCitpbwC08bt9UcqV/Fwc2NE8gPaKprvWqOR51MfBsDRIRWHkFbcNKjovvaJ4H2eYd33kY5jaskXhEM8pcoqI0KQcMxMT2Vs0iHCnpQEwpWlCHA5MfrSEZ/2+oGM0Z2auSO5P+KNyiRqRWc6TnTOLJyvhTrqcuDuyfwzL9PQ0AGBhoZ6N/Xhy152Zmblf39lvvfLqV78ar371q0cDDOAJT3jCQ8jrJhGpXg9I86VcBV13tzKMqfSmSCEhRIeS0Air8HhyWk0wjUbhdAi777GQv58784wkaOv41jK7fsVFfYTy6Bo1XCZEQlBmEq6XQ4y47wc/yIl1pUEG4Lkm5YvWoT11aD1phsePIfT7LGywp1MxXvso5DAlYjqOO2hQypJ3Ul/J/ZCKVcI8gT702txIsF4GVM/xUqkq1nbMYn0UrIVxDxlvvPXitVQDbdtz8LLLXTRITxrHwGBz0qi2SRCUgmExF/nfd91zT1Ug/sNP/SMuOP10bE23UPDXnlDp4XiMrh7J7rp2fn2ds6PUDGMZnpiUa51XK+QX3LcJFyJl1gp8UuiUgnEhI4cClxRuSxdkGrMQfMvi7avSNdt+05uZwcyOxP9UuKL8W6epNFbqsxa6Y0N+GE4W+r2vRH06Nez1tBeZpM9iv2tjg0zmaNuXhilhoJLjhvhN4xAhipmuObgmfrsGG9m2gJfptjTwF/iTPYCyIF7hQaJPvq2E+W7bHhs0pDck7ZWY+rTSuwz7JAOMR6ODVHjM/HTQOl0qIVejijQ+ts2gJDodLvqMCw7sY5WaQUa0UfBB/Y1KXq/gSj+MzKUSgss1dU64XU88pzAvNzSUAYkR6x5zAe754pdUYtlamVizJic9TfArT5qkuOYcSe0+/uS/fJf50VPOOgshBJy9ZQtfX/2FI/M43UvC3JGYXOGmI0O622qEvJdL4jWDIdONpi8TIqd9aXFK7lHvPRl9Yk4+C8AYDWhLEr/1ZJC2Lh+mEi4S/THDjGrtwTxQh44Oue3Q9AVfS/XJ24KMozGywSevk2hXT2UaZ4K9kP2BItxJDdnwZe7Lk+nBaQLk+Mq8PyIESI3NGB6donLSpBA38gDLN0u1KQAKeXowMKG3xCc78oFKPi2MWJq0O1aaENRaqFQF/DBUeO3Dt9TN1Q+Bsn79egA5fMkrMrTJfnfgwIFCKbTfNU2DNd6p78OxGMWC4wulcq3e65w0hZAn3fhUGAwRZl1P5/nQAqFiNPzMU8A6hF/vVFEqPdJoQg+bNoRGMlSbjEsJ0tXivZdCgIOn6gS8LhDEpSWsOe/cIo6fjWM052wgs6dy6S+dhhRMzQPdM0QYckQMXw436jVVsdnm29nTT3P7LadCnmpqYVX1b0Ar22h/cdgaKTVspJEhDp7BqVcyLd1rORQjYHG/Cf3nHnmWvokiRn3S4o5Ne0NEwYSpTwBYPHgoCwEhtHkk2CDQPvvol76kBOJHbd2Kp5x1Fk6am8NgOMQnvvWtEoBi/FG8cgwnpQWj26AqvyMhD2WzPL8Obun9WMKjyUjpSRMHQ2x66mWlAmgB4J/So4yESgtSKP8tjTSozZ83BBPu5OXiKh45RhZVz3gP1Axgqe64SoweuzCGqKZDum60L3LSaOFy8WDrFVKcArPxVNOC0ARFy0clDlanp70sSEuDjs4F1DUHmbYU0yhpolJSRH4wsY+prH30BcIYVuk14T4L0qxnG4NQ/kCNryxCcWE+UwyTmxqJQ24XxjiSwhIGx45jaHLqjPT2ke1IXuRdu97VKFAjOPkbdy2i661aKH2m22ZyMoc0dBWhjKtnBK+HkyEUuERz6ym0+SBHAEgGAPLm7fCkQQRWn/MorDn3nCK/mjXSQNLNAGAYsedwmxts8+rVYj8EbFm9GgCw+94DCUeS18ZQ88NqsWtVRYcwRiVRoyEjzVIO4210YmWa05mTT0Z/djY/7/eqXrOZRuik6J7XVXGAJcbC8jgp2EmJ1/tGem1JgxaScWeYPedtXyKEkg59ZQiQNiBLY1OoygDWYy8foJmQfQ/fa3PherLFvD+E0Uod2DXiEIA9w3S/VZEorQ17swzb252GS4O2Dl+x3mufWYMIGTKlgSoZdXJumILBZK8j1gnaemwoy9YoTdPkANggE0zbJa99OJeH9EycfXZ7xd1tt91WrfO9731P1ZW/FxYWcOedd3Z+d/rpp3cmDX5Ylpg2b8hGFpVMUCjl5LYIfuS75UJabh0lJRNr5HpWyBlhCBkZR+4IxNLoRMRYeq6wgqM+dJRKK+gUXXvEEmW7UQriOfFv/lQwDXLgpBPmFHqm3KDNX44nHpoTlSRUleOIWlAiSDm0JwuAKtZVGOvs+Ip2POboCLjZdb2ce9AJQVor+tTC4Srt1Gca495PfaZcLxJ0lABRcnrtvi+V9LSGBT5HX0BvW3OepXCnJLC7LvISVwj2XIH/ffCmb6v5nP+Xks7uuuceAB0CMScIFT00jRhn/ssKYjS4V+wD+CFgVoYeK4eVo0ghqj4LBS29U21boTfhQ6kAenPetqkNJUIw9Qw9dC2mOzyNWx6tU7d2kWLbUZheFDitTyhdxZR/mnF4sLsGpjESDSZDS9Ov33Zy4Bs3pOa00uIZu9ILqPERPhjjTwF+FLSG2knPtYOUWWPk53WvGmTvAY8WJ/ikotE+dsZH+4z7opPycq5DUoALHio68dZItc980dmXct+JecigxpG/2yFkurB477285tVS5Rlw59ZUWN77Yi0NneNPS6O8eyOPKL6RJssLGS81zSvD1JwwLkeBXNi3D/uv/7p63Ese6kwngvkIOS9eV7gTpLGRbi8iNBMHTYUHc5q3zclzc+/hwzyWGLPxZuuGDYjDmD1KyVjT4UmjoOM9K8dQKqrjhN1KYwJ5PRTeDyQXUI6/hEdS2dbzEDCzY3v22i28Gaw8Yb06nRBwGi8d6pHXjwhF4/EbfpnxOdNZeVCkw510eA95dvN743WvQldrslsakyf7F7IY4VnhuZyeGcOKuqHU0G15sxTPCRsuLHwe3AFk8FGhcFLOTAmD2/DJJaGX5bwz8mA1MB5VQuipv8LAZKId1O1PxtNUjCkOdf6ZfCDiDPdhWh7SRppLLrkEAPCFL3zBfb9z505OiEx1AeDUU0/F9u3t6fPnP/9591t6fumll54weB/shfd0IkicVMp4wkAQpyImUShObG22yjZ7dWiioNxyrRCVv64PwFPKeEhGYO1qd4TrMZh410EpivVQiTbnhANXI4i/USTuveGbuSk20uQ41mw0yTHG7Era5DVE5P9pw46AU/2l38TU0nywgCiZmLGye+P0TxCzMaBkpqVSo2xmiolG59Qyea5Y42JSUgC015gTT08KEcdeC9wuThNZEZF92rkMWRiQzL0yB0WJEWEiXTtM+6+ok0+t2n+KPZr+KkHUzKfcd9tSQvWqQLx2bdm/gH1w3304tns3+DSe9qAdn0V/b05UnVZYGXltraeEQCiIZHAp3sl1K4U68vyTwpp+X1NSg/63hFM1gBJ3eX9CPct4LAYq3MaLMKTo7yM/wTABo5VqVcHuufyhqeobPqTxUvXvKAKhP8Hu47mqwd/BUAuOIRugVWGFKCsQ/LfAAavo5N96LoNuS46lOjdtf5yMmnINJNgUCVa8IMHNPLOSHwmsPwgjvaBdPP9RK0n0jk/RHZ4sva9kWAC/N+Mvbhqz8+HQd1tXKVLGO6pmPFFKdrm+tRwc+bcFYwTzF82P9vitPMvQoZmaKo00PKe6Y91MCpVgvuX1o+dHyW/JABRjxOyZZ3B1fdgRcXTnXVg4cIA9adrb2uDzMbl+vXx7UX92tvUWoGpLA81ek9zyzEc+Er0QcM/8PD5/2224dfduDnXqNQ1++qInATHn5ZEGgmrx+IT8t8SFUgPvHCPTtsEQoWnzL+Zwp7weJKPZfGKeHDyxdm0OkfHo+EDTe2WYFbxV5dET4dqIsUzeL/g/xNqTbJvbajQdMPKrMlTFqK+wNrfLuQd91G/QYyK5qpyzcn6KIvoqDOgsT2c6YPPe5HwuoWhPw21hEvMhw4dC+wmF+3NOmoQf5BEfhwPD3xMsHfTEeih5+pgyRnn7JwojkZGB28Pih7RpYlnlIT0Tz3ve8zAxMYF/+Zd/wWc+85ni/Z/8yZ8AAC688EKcddZZ6t3P/dzPAYB7dfaBAwfwvve9DwDwghe84ESD/eAuhfJgwjHkBk5EgoklCWFiMxdKtoo5tQq1PP10BM7gMCyr69VpMwqPEGOUIMHMFfQMHFaJG2WxqZ/6O8+SYBSCVACJQQoBkfjeYKiEndbDKbmfksJCJwHSak7MQI5dMf2Q/xRT4MWjOqcZlpEaBbOWL8MNgZLt6oelMM5rKRXPlsn2ZmcxsDdxCdzipLcRoi/BlKSBpQDcGadon27Uah+FbPwxc7Cw/wCO/nBn2T7y+ivDnHin7ENivtSpKu9hLUwo40UIuOrSSzsF4mdd8OgSvibg+N6725s4AAzuEwm1KwqKDdOoexfJ7+AaSNT4nD2Xwy3lRJmG9RfGGwtZQK4KQ1bqF/hCQrGtn56tOfccZAOgt4e66Qh7A6pEiuOdIvvKoxjDMhToUaE3nfU8OIYpXj9X8uvS2lBhBUX3EUKjBG/l0i7mj0PHiI4yj5DNxkybXWGX4IwwOjEQgdVnPxJTmzal7pIQnWDLU5NxhPY5C+jRwEzTU9DnmgDvhIwSfeL6Hj2Gwo8Yh9q4aOh9MzFRXLM80gNW9de+tyzKvpe2Mr1WlbFYt33TZpfXBCV39T3fyjZ1WDc9K3P5yW+biYnCSKPArRlhon7v7WHtCS15aKPAn1y/Hs3kZKmAJZwbLiwIT5p6Thptv8hK96anXab4meVtSAccW1evxmufdAl6TYN98/O4edcu5kev/+mrsX3TRsQYW9kU4D0xMnGwMbA2E+LikdryB6Dpd+ffYZZKSV6XlhAm+tooEJD3puR93kGEkOVcQ4bi6SkEieQgMjao5vQBLBtbKCxJyg2JjikPaglLqiu9nqXnGMs77EkjZFcjCwWi+SFg8d6DOHrXLnd+IxtQBN4qI4PPS9qPxfPCGCF4geTHMabQrmjaC+AwH2vMU1OeaRTLhEtL5cUmAEJ/Qqy3uIqd9DIy7gh5zuKHnasySbAOcdKHl7nt0mMrFLw24wJWSioPaSPNli1bOGHvL//yL+PWW2/ldx/5yEfw5je/GQDw27/928W3v/Ebv4GZmRl87nOfw2/91m9hkBSjgwcP4iUveQkOHjyICy+8EFdfffX/CyN5sBRD5Oj00rPMo2Xog6PHtHAjhbaKJw2f5KpnkYkyteMm/KowS46l7BTw4H9vBThrSY4RMyefjOlt2wQcnjJTKkr6vbmqV8JTCFMAnTq2gnh6ba6oBMAJNekUSp1oyL9EwL15Coa4A9mTyhi3irCjSDKlOIXziHWaA9VtrzT2uCcwsg1nETvDmIwC0J+bw9L8vK0IIGL2tNMwtXlTfgSBdyrcyfM6IMMQMfcMGxW6bp47cPCWhKlDN99SHRPHdntJeoVhTyrr7ae6L/p3zSCyfePGViAOQQvEIeD/vPInsW3dWge+Vng4fs8+hjfvXU9hdsbYlaNB4JjrgcM/Ez4W6BJ1l1KncRScGGPhsRTTSVa7R0YJ/4R6FdrkKYHyevuy8YK2FE031rA+Rp8SDwulFln4LsCRez7yZ3pic58lXexwY6dqJNhL2mCuReWuCnqSxCQb5hPa/0XhkUI4JZVVGku7V9K3jTb+tvYX4nWlwcFeCS4mmOkp98dr18LWm5kR+bmC7ofmIY++NoWsYLHiwnOZ35U8VPAps99IAVPzpPZ4/kl7sZnoIy46PIyqpzWa2bGd+a16b/FWrDOFhxDerzn3HLCSZY2sho344VmyCJph+F+b1HdBr2GQ6yqbiSDFW72SinUQOMnvtYeTDKMpaWnM88cKWH7tkiFnv1dDlgKA4VDMacZl8qTp0WUc7r525gVoc3GIHEP2lJ5pbQQuP+00/NmLX4JfeeEL8YyzHomXP/WpeOcv/TKuPP880AES0+xxPGkg5I4YsfkZl/OtUNV69O9+x/0ttN5A8h5p6VjT7ye5h1tJ+NIoHu0Z9NrnMlRIz2drlG9pZaCDOmWo1LyB6QnRnUCe1z02DNBvRX+pyNB3Gq9MBi89wgE+9CXZr02KK2VX40kTApaOHMHxu+/O/Ur0p/kwcl6GU+9dH68dY1fSQSRP8A4+uO+Q6RelHfCKlRmaib7ypFFGkmQAzDC0+MFwDYeGNgTGi1pRfAxQeUVbgMT8Jbq0+pxH6aiJKPmUanxEXsaHX3nQ3O5055134sILL+R/0zXZX/ziF7Fx40Z+/vrXvx6vf/3r+d9vfvOb8fWvfx1f+tKXcP755+OCCy7A/Pw855R53eteh+c973lFf6eccgquueYa/MIv/AJ+7/d+D3/yJ3+CU045Bd/5zndw5MgRbNmyBe9973tHCocPq5KItUrku0TXBTpENLbhDK3buIhtjFIgKoWfwlosiLGyoitlpJvBikHkNh0l2lWsbRGCb/YwCUDMDGocxUyCZK90bWUsIxArxTFqYp6U8uHigpqjibVr0wlNy5iRGDMnGSOL/XAICOJeekBVFCggEWot2bK7p1ifIg+GEiTh2WjApyyO4taCVipwnsJpi/QMssJtb3q6NNIQL+9ZJQXZjb/XYDhYQkCTmZEpKr9FEMZNgkfc1gBhNPOMJM3UVPFMjrcRXjnqHYGvlLk8TjICAWChMXfa07eIJIH43C1b8MVjR3Hn97+PLevW4fItW3HamWf68HUIw2ysCLleodAnuNxwJ7XURtMao7BhRyj39ir1AuDh0MASs0svIXUQE1wORylw+d8SpozvrAAaeqW9GkzbhbJrvNpKVzj979T2cAyaWb5P/yiuFbeVUcKR+lbCt1dM8t/Om6TG9KRBxZOGlWt7mp3msX3t0Too3mHHLg3YytBoBy34L/OhFBog4cz0bchCs0Mc869Ea5umKeiGzLvgGUE5XNgZl56HlI/BxVEgTExgcGw+P3MaVIlDZTMRJpm+Hh+1mW+fLA+JssGNxinotTJmGKXN289spEn5YorhGDwSIJdyiPQgoE8NjZDuVwV9iPmVzCeh1lQeIPj8Fshz3iqcDr1JAy08VEIAQsCmy5/m5j0yA1b/bD0Kehgck0aa0pMGwyFWP+ps3HfnD7FlsITXPOfZuGv1Wqw65eSWp/O8ZJo9sXYteqtmOvmS5JEt6+6Z6pKW5rJz716898tfxl27d2Pz7Cx+em4W29auhUIYaneQ6ZL0pCFcbD2im3xjHdOhEm4VGmMV+8ITh267ozw3Pu8hI7vypBm04ZbN5CSGxxdy36m/KJV1+p5xkGR4kWuF5J3BQBiFaIqNLCSS5vpFLVj7NxLe57nNMjQPWhh0clM2rEftFfKkiTm5rjrIlXJe+ttMT3NobghBOBwKQTgihwjaeWya1phH00PrLcOdCGekLBUzXpQ0NiojjPRmymO3PCAq/sPDaJqC1/KzFb2ay4PGSDMYDLBv377i+dLSknp+3333qfczMzO47rrr8N/+23/De97zHnz3u9/F5OQknva0p+Hf//t/z2FNXvn5n/95nHHGGfgv/+W/4HOf+xy+9a1vYfv27XjVq16FN77xjdi8efOJG+BDqUg3xGGbbbw4iUJ7gtQWuiWDCEB6Kt3siWYT0zFCQowRjQzZgcOcPIG2gNtnphkA73ujCJnkeyMVLmtIiLIeweYoUqyweoKQ6CcJls3EBIbHF0RYE7DqEadgYd+Bdo3I0i09cEixYQVv6HrScAhN02AoXWXJk8ZeQRwyI8wntGWomybWTqywZRKpPekWK41JQTI4NU1yDYk50wmSEH7VDzN+T1lPTItvLTCnnS4vYhfSjCc0D02/jwGfFoo5d65p7E1bI42OD269p8okqrQuJEDlfZTWCDkpbpiYUFcak2BujUZbZ2fxb694Bg7ddBOaycnWS8ZTxqifomThpf1DSjbhv6nd9DActHAd3XkXFu6912kzzQOvgacYmgTACp6kpFWF9yyMyflY2Lcfg/uOYtWpp2ohUMGQhf4Mi+jWGYeqy14dpSv7yDmXyrvXfu2ZMrKiUHBdOqUUyTLvVheYuVqs7EkBTiBakP7daMNJMa5CwS27yMpKNN+RwYoqgnEoxohAgq7wGoqsBEvyT55cWvCFNGyR8cIqWQPypEkwmXqMd5aWq7Zihj0EcEgF4CR+lSG2godKQ6+HvMEoK+zdZOu1fbtGKbXQ6Cwt3YBQMvQHfNOMnY/CoCbXJvGqmkdEjT+n0t62t9h+b4wdjbm9qDrIYp85nj/0WibnFPIDeWJYWqCVUhs+U65TzjHknMZHkfODeZHmrzPbtmLhwIHyWzWgEoTQ6ylPmuGSzhtHISb92VWY2ngSju3abWDP3iUQNDv0e5jZtB3HHf1D46ncNxpPPe+tf/zWt/AHH/0Ie+kDwPu/cwt+41nPxs+ee07RLudhAdD0JzCg27PY0NrSnabfE0p/3l9Hd4rw5xBYvvJu5CPZR91sp/apOUglGiM9afo5aXEzRYmrWyOBaxRiemEPH4N6T0mTW/3CGIvVVeKJD/b76E1PY3DsmFgiazDQ4alaBi9lXTfXYXFQFsT+gTmEEJ40NK4QwGF+IWDNeedi/1e+mttC+pzWLMHGIYJi7HGwhGZyRtCkwDJ9DpPvCe9STYOriYNp/MrANGAYaC75sEbmvVFrlebFyYlYTVXwMC0PGiPNaaedVkWaUWVychJveMMb8IY3vGHZ3z7+8Y/n/DMrZURh+tPwxo3kTjeQ8ZCtAClj6KWLdm5Iyyzt556QBiVsAACENdxzxR05iOK3Bi0/c5SQwutFu916TWvBu6ygGBk1wGFlVnvICm17MtEynWZyslDm21OK1pOGhEH2HhFW7ZgMaPJ2pzw+OfY8xzI8ynVrNMYplXfHs+S7hipvTcU3riIJzOzYgUIY9YrWmsypk9Ki9Txws2m+kNewNH6I9sV3RYkiRCmENB1RG3/kUKem3fZJyJAJ99zxghRLib/pPa2xEYzbfssklWr9xTjv++FOTG/ZrI1sxbSQgCKV4bJe/r6ck8HRY2a5wkiFLvdpBEZl2EGhJFs3au8kc3D0aDpRtAZM6tZbf9/zg8FEXt/UeQLd4mmmGaRYF15G49BK1v4SLtQSz1oizs/ND6UweIujn0mvs/rJG9GgrJQALd52evgorwiRJ6CAR9La1L5JpCi98vJQGwyjDFvMbTJclh5Wipu3jU6/DS3ShlESxrOx0/NSzcpZw7SrVOwANlJLOwPhSOWKat8ryF97ATb4wAZQ7XYlP+a6CnZPYTQygN0LLoiOIhdj5/vS8GOqRfKcrHgtFePKE9+5dZk2euvhwGAOQBwCzc+k91QITaEAciOEi8j7mGkRwHvO3deW3gqQcgJZL9+aGLdanyxvslI9FIc8BLs7qZInCT6l9hn0lAVg9/w8/uDvP4bBcIiNc3PYvHo19h4+jHvm5/GWj/89nnDRRZhKbdFYW++RFL7S7wNHj4qxDljWhgr/ycaDJZHbjeVJz1usabCwbz+mt25luibl02ZyKh/MCP6mL5rICW0RI5qpSSwdngdC2m9irlTi2yiMPESrBe0m48JwaZCMDJb29ZT34HBpCc3UJLY++yex828/rOsq2ZL4cOT+aK3yzUtEQ31cKBMHi/VzLonQxumMlwTb3BmnZyON+jTNeaLvbIghz+sAxJRcmvcub72Q1ywZWEodpuQdZuIU7bIHodLIxvywliKBcJCK9PBaKQAe4jlpVsr/f0ozOdHGjcsNT8Uo+Okhb04Vt+kpMLXv6Z05iZKvAU+flwKe+car6wheyg2d/9aFOtfrwhN+uvoujDMalvYTInjt83yaIQrNu7zSUSo0gimxAGySxRJ88hSKBqWuSDRzrZNUlopNeUJeEU6LqQr5RKeYUi9G22EIQrEqFEdXSMZ4TE08c/MYMFP3m2oZmhHuHSPYugsf17po2yLmtE1YWSYOVsYQw1xD1zgJRJVjoRge7IZcOpK8H7lbZ16c07YiLl4BoeekqZxydw7FXaMEqOqz0ohdGzsfTSjwJvT7mHvkWXkuhjEbRlU3VrDSykJ2A/eUw3HGaY0Mclj1/E3eqWxuB84+sHXlyw7FVlWTdMLfZ4qWAa2BknDfa1MpLaUxQD2XsCm65Sjh5HllBGNtjCmZEM+dbdsr3J5ZQ2NspFNZecsIPwNyG3K89iYrrz2P8RJ/co31Am7KpaQ/y3ylUM4N3wvwcZnH0B0izIoDMj+3PEjypWZqCqvPfqRzK5XhdR1yh8JRA1fT75s8cnB5jdpbAaV8IddR3QrpwNXJY0tYrbcrL1rTuKyVlMupTZuw6tRTREL0DLP1cJJl1GHtSZdejPVPfHxxuxN7+YTQHiAWB1bZkwtxiLWPfQymt2wWw/Joj/xePuvg4Qj41O3fZwPNU846C4/auhVPOessnDQ3h0GM+NA//IOCG0B78Jm8z5uJfLsThxwnA0nrSSMO3NKe7U1PpzxLYDxXY6aSlOa4uAgV7pTG30xOYnA8y5HFwVoyeEhvzGZyCsOF47l9MVmB8uwlvsXhN0xT8qEhy2QpP49cE/aeZk8aMrIF7VFSXDEOBOMpJCd/nJQLQMgGPWnAkOOQtc0tVOxNNjLMD4X8ra6tTzgRl5YQ+n3l3UcyPXlPZc8bK5cbzylZiMYrI8zQ8EJAGp04L2lXWJ3pfyXcKZdle9LEGLG4uIgQAiaEixMAvPWtb8V8kVAzl1/5lV/B1q1blw/lSnlQFGLezdQ0Fg/ei4mwxncLdIStEIRF1rNE54rwhHcVs8rVnL67hNsu63ECSBmBqCNlt6kr3lE8KwWNUjAtTuRJSJd1lAId9HwxM2nHHfqtYDKxZg0WDx3idjkkTdwaBLplg8YAcCwrnXjIE3iaWx1rC36mr2LMbSEQ09QnzaQ86KUXygci9+0bQICG1tsKlIbRFIK/7MvgI51G+4qAURjkOytUV7xfqkoY4TiQx03r3SuZXW96qo2xV2MnITX92/OkkfBHIbhmwF0huT83i6X5I4jDiGZyEosp7LRToGaB3J4VlN80BtbypKecXzknod8r8aUyz/mnY4ykrqhe7B6jPB0sB9WwwgSxl3rT0xgmV/Zju9obKSbWnC3o2Qj8YjrgrBUjUPczi1OuoMpGM2ihWlWzyqidBCPwiRBI3xNBGw4YtorCGRATzmtvmOHxBez/6tew/olPACLQX70aw4WF1isshAJuwMFTalPSiQoclCi6pXPICk0aq+J5/Jmcz8wzmIdaOqZnRXjiBLE2km9l4Tkr3qYtVghI4I7CcOsr7/mQJeSuIrB06CB2//0nMLNju5kbsR9F7oY8FLn2dpijaK3HGyI/t8qA9RLKYxJrRT9IaZ2aUqfJpccSStwQ+K1lIqN0qtusDI4xDYogL6fcHuqFvCtYvhKgGtkkxohG5qCotK3EIqrLOWnMXNBBSQjt3B063LYh6bVS5IvenHf5WW96GsPFJcdLlDwNQl6z9Gkrh9CeyJ4gnO/DeEeXA6fBtw2Weymq+nvT7ZCbV68W+yRgy+rV2Dc/jz1HhB5FdGY45MOG0Bc5aVLul3UXPg79uTkcvuU7iJSbJ8lRVJrp6dQkedKEQg4hOkeh+y1up8OhGNETh33WI0waxEOvl+q1Cb+HC4uJjDRq35G3B3vgyDYTDApGPtDtlfxZeD+1ORgXW0/9fj/TcTJq8XLF7CXeBGSPKzk+Aa+UU5EPRIpcZoT7jlFHetplQxkKPrXhoifi0C235OcM0xBAv936ZIgRMs+QjDSSVsSYDWTSU0yR8UxjquFOUsZvAuLiUMHHuMJzVSao5vxtds4Y32p7/+FXlm2keeUrX4l3v/vdeMUrXoF3vvOd6t1b3vIW7N27t/rtD37wA7zjHe9YPpQr5UFVelOTOH7suHCFNAKvIVhxsKRCa5gCOoyxUBqpzfRXJv3TsprD2B1DifbEsYqfVThKIlYq9rVTav1NY4XLAjSrMMZM6GPE3Z//Ima2bdXvxXV6iOAcQf3Vc+ivnktjynlbiMFSclq6UURmnG8JrVkXeS2rFAqI2TmeN1LoCYnBgfKMEGOzLtmKWROeJLhhi1kHNff+umXBIaZnUJ5d/LDmjm8FjFTfOxXoivkdF252/7WnHgRjDe/ou17pSi8LhbhZg5xXJtauxeSGkzA8flwlCTQAUMv6qVV+nWkhI2K+CaEjySkpSboTH57aGlT3ohQgnbqmCb5FIykBytONBCapoFPTHo2TSnbRV8YzGZ5IStjIMRfd1T2AGFZk8DkEzDPmdBjFtPdiXTCswgEao1YGVQ6NKGl3UO9prqa3bsHgyH04etddVWNMkYAy5HmwCkpRUSRw53GbMXBxFN5i7tJe9ENfZL/SOK55IOGn6qOgMcZ1XYQz6HpgZador2pIgjK2+gZ00YGcF9W3nJuOPe2O0TRWzAdQ4p3Bdfq9LMXCrqfF27Yt5UkjjFjdxlejFBZyTApt9viSJyMpLwNo+U0o06lx8dN31JcJnWUdFbrSNZeWD6UcTCG0YfPN9DTQLGBw9KhqJzQBcXGxvfJ6arLsg4wEpFgqo1opt7bDzrKCehag18is7+bZWQDA3sOHcfaWLUyH9hxuDVbbNpxUTIU+dMi3O9HFHKtOPjnNh7xVqeWXMzt2YOHAgTzf4uZN1/sREDf/6Nx5zeQk4uKCmhea+zjI8h5fwQ0Ig0poaYRIKt30J3Jb0uNayvXCoByagCElvDX0LfQa3i+h38fwvqMAWqN7k4wWrgdxOkyJsdFJq2v0VRgis/dVVKE7Ie1JDvmRRYZBN3nc1mtz7qwzcfhfbmvHKoy0LPPGHI7YpJxWIQQMFxbZw6a3ahXjAa+TMI7YPc/ejORhr15aeh7UrYksHnOImDC6FMbAUBqJ2Oi1HFr60C7LCnf64Q9/iL/8y7/E3Nwc3vrWt1brnXrqqcV/vV4P11xzDXbv3l39bqU82Eu7MXszMxguLCC7zokqQm7jrwbSNVIwVSkQCEHeVzKc0ws3br4uwGlPHCusOH1HIyAyUzHdWEu8o6womc2B0xfGWUMq8oKkAYGy5YOs2QNh5IhgASfDCUxu2IDFQ4czw6FxSeGlJkSHLCC21aSro5gPWtsQkhA4zMIb16u4bAuFt/AeguzDnzNXwPXmFpFhax+F/NcYAoghF8xFMNWi/Ypgr9zjPXRVcx47c/4UH8o5swmuJcz8Vytk1ZATgNe5dYc+Xq4JtRkloo9RgnDpFrBbRbu70Hp1Cf/1/aWrGVrTpaB1hDsxHitPJQh81DRDjVHhnllHXiNLrwgXLZACrwXceo/7uKTHZWD05mVMBXrkib19WJv/RIPY0EIKjzxlp/W09A76n1bpJCN2JD4gw/HUyWswOBNVvhm9tu335AFDRnjNH8bYNxHZGyrQN84+JgM6024BemEwkTTLU2LpY6uc1mmGfSc9/VQt4itS6WZ4M660c12bkzKfmr1FSOWkkTTdMySJMXQmuXf4vTVOqr8SXmGkYZbkyjGGJ3eRwxB0YmnzrlCmJM3w6IdaE+TOE31TMAI5V0mqw/Mm9nHXFcCyrba9hsN7TnnRCzC5bh2mxaUew4WFdOtTNh40k5P8ng7WeH9W84Q5YLiyKBRO6mrtjytOPwO9psE98/P4/G234dbdu/H5227Dvvl59ELATz3h8WKo5YZo+hPGk2Yg3vXy4UtaTwoNYsW8l0OMbKie9qQxoeox6nCngGykoL5I7uyJnDFNThzbtk8yXIINae9ymLrkZ+Q5Q+H7FHbvhMuYfuIgGyNbbxpoWQJ5/fN27fYiVR6qwusm59Ux9LIheskNQhrHdHtB7wmgvQ6910vzM+D9K/n+qb/wIvRmptnoEQcD9rDZ8byr0ZueZlgC3eop+LZa+0gHpnCLG7Kkwp1sMvhh9lAkGYxwMeFLOy8Qz8aUDR8GZVlGmg984AMYDAb4xV/8Raxfv75a7/bbby/++9Vf/VUMBgP89V//9QMGeqX8eJe5s87E1uc8q+pBUXrSDPzwD/K2cIVB1Wh2w1ZXX1MHXLFbeAFM25kQy1txCAwrwOX3lsDE4lE1rw4gQo+E8OK4YY8qTHDJ20TeFpQIfhErGgJWnXoKtj/3Km2UgGFeUjGKWYguQpaYGNs1EwYxdRoh4omNga99rb2JqgYW1p894bgy9w6eaV5BSkp3nxIHWIlQ7UdmXha27IlVCRPkoWcDgXdS4/K4kAUSetCJRxJnuL0OhYtD5/wwKhaKzLgLGJz2WbCQbUkDimd4sPNlcIJlnA6BwMWfoo7tOq8zuyY734WGrnAu49tdQpU6qhv8bPulQqXoVmrT2xNFqJcLjkObvdJleBGCZumhURlnDQ5XuW/0GpPypwTpdIrJyoIRi2oKYxDtyr1bAqHpJcMljQH0XBhvmlp9bQBwQ2elgsXtChBIcTB1XN5KuBUynfa9WV1kA1DnV8pQLAw9YyvELo54Yc6pFGGSxpBgjRRk2DFGNDnvvtHejsuALec6yAMHAVcy0gxVThofx9R1484cKNzzjPpOPRq/NmT5OFKuYd5HNnxK3ioj10bJIV1GmmiMCr2+z28SvMfvvgcL+/Zlj+BeH83UVDlWMliwPGLeeYnbBR8WD0E0fHrLlvaCDMWnIrbOzeH1P301er0e9s3P4+Zdu1oDTdPgDc99Hrauk/qVs94U7hTaG4GGwiPWGsFkaAl4DihZb+m5EJqmVerpuT08nZjQt6iK9Zbyi5TpW8NIWt/QCN7XevSmBhQ/Yk9hMnL3sicNG4G8UC2ROLg1ROU5K+aHviO9JEIbHPhgUlUuZVcyQDbGQFGjZ9aYw/liSrznq9dF6JBsMO+ZXtYb0nzZEkKTb5PzDiXYqOLju8Ilhm8g4I5t6HvyCJOHAYRHeX9lGZ/4Cnv5rRQuyzLSXHfddQgh4Gd+5meW3dHLXvYyxBjx2c9+dtnfrpQHSUm0KvR66M/OgmI79Ylb3pAAsPYxF2By/bocS2rqWkFWKbLIz0ghytc6107ejLAlDSGWWCllrnJy6BBvK+yOL9Cm/vrl1cikiMt8Ia7SwkwS2UjmKg6C4DuMrj87K5iNdpG17eicGoK4M4EuTyZU/DFCvvJbLg/dTKXmSE6XFpblXBUGI/mhYbpV75CYAOGKJHBWThNrArSnBBtGq9rgvgmOyjhpvioWmbJ5AWPVuAF+t+cfP4V2bYQgWsi1UlimEy/J4B2lujBQ0pz6RojsSp0T85WJ/hxjiremZv3HCa9xjUhpPTi/hTB6qCJjscVcTaxZ07oSOwpv1ZjRaVAr4QbFhitk9wymzhgVftq+beJQlLjBS2Nxs2MMyrPLw2nbVMZL5W6dIQN5Q0iDx5rzz0N/blY3E4JQFnTf1VM9S5uYrnUoc0hz7YUFJZAV/OJ5i2/civ7WwEin4Ir/Sn5HBxa8j6LmtzzEYA4+xNXuZlpaMBx+GwS8RRH4L/knW1Qh3tlPCc8N3J1bulEV7NraRPGZvlolXMMR1dzCmRuHDiqY6beu10jjNMMRSnxSMEq4y5Lxwnln+Ex7W4/IMeHgiGkgr2fT5D6kUimTdoeQ50rW6fSkMfJfr+kw0ohCXiT9Xmukke0x7MJTQw3LMUyivtdpnpqpqbYvx5hz5QUX4G/e+lb8ygtfiKsuvxwvvfgSvPNVv4Tn/MRP2G5UWfWIU1WoD4U7yXHm253IyCC8UdB626QK7l6eWLuG5TN5WBYjlMxojRLq8g9j+OHwLF7btN/7+QaiIsQ9tduGUfWyPEuhOEVOGnGzVfIoIhmySXlp2lufBrofQ3eLw0D+KdII0JiFl4wXHpQPS3Ubku7xuMz15AD46nU+JDVrwkM3egPzMz20nKjZMdKQt301UbsYM9WnlAYMx9QUhscX2moU+qY8FBs2AOb9NkR/dlVrAJSwrZTl5aS58cYbAQCXXnrpsjt67GMfi6ZpuI2V8jAo0mgCZKVXXEe39vzz26pO8tOcVFO3WU24Wpwm0W9kA4KCzVPuPcUuEyxp5IlR/s1gSKE0u9DqvkshIAttFIeuCH5TCiIhBAxVO6XAmbPtayGSiSYbx8omhgsLbRvEgJwrv9tpzoK4vp0rx3gXxiKpyNN16WpeHEUgkFs5d9xtYJEGI9NGUT1G01Wp+GuFyBe6yzWJ7nrX4DCVEHrZRTvDJZsfQuJbAqQKozI2VqooCGhtGAnqp7Ayv1G93chzURg9O4Dhq2iFgNJtYCm7tYfmNSVGf+fggC1eQsn0rbyBIoTAI9xwycXtaWINNypGY+ndxl/x+ud3DKolTu68ldp2Z+gnNc40JcLSFzUGIdDaU3X5LEgDkgO7uyd5XI7FgPpMp3Y0lnWPeTSO3303luaPcD8hdHjSVJVd1i7zOsq553qUD4CrG15ToWFm7vLjrv0l1quxJ8YSvmzIzuF4pHApQKEPPmhNnT4rngZVeIlnS08q4vfuvqusPXQbBS30ipQNZDeu12dQeMnGKNm2CQkB7JjL/ZF/irZ4L9gxps6HYg9rYib2kR236VvyY5d3yvlDYVCM9r38K/9RrE1qotfPYTBiDIqvhKys0sl/Bs/ITr0e84ZiKOIabr4Fp9dDTxlpqEvitWSo8/lTy4uDVtZln0n2oCVq0WeYYedPInZs2YLXvOQlAIC7P/f53FdqV9J8Kht/4lIMjh5tYUUojFT9uVn0Vq1KOXnSvLKXi8mvxesZ2v2vrhwfmlyRNN8Nju7caQacaUqW3Qw/SLJBaAJ70rQeMiTbiNAZmjggG5pSHh5Fu4THeRwO2wTFFB7YJKMF4d2E9KSpe2uMcxutPMBUeGv5ZhRtaKbA9LLFu0HG+YqRhhPPV2htSDlpENqUE72UJJrf93oYHDuO/qpVeV4JTgk/5YesyDXWWz6HXuVnSmcQXjMhrf9wmLy4BoMkzzfoz83lPTqObPYwKcsyV919992YnZ3FzIxztSuATZs2YcuWLe67yclJrF27Fvfcc8/yoVwpD47iGAKsq2RNOXUztQe4Snb5cQCfFsj8IZ7QKMJ9XEHQE0CkUGSEn5qSpdukwRgwjJAlv/Guq9PGqU4pnb+h2PMCRr6pqW4soCSw7M2i5kwoD1LAlCeVtC72JCGNNwuatH5GYLduuEoRSnWNcpTHT55VzsCK9XLeW2FUvCuF4A6mImHz1lPBDWcsZBhz4GZm6e0Jp77xVqkpvUU8uPh3FV8iWOFTHm0WJqDEhZj349rHPNoVfFvX5pygTsHlKht57decfx734wJeKXUDIOE7CaYdbThCbvtcjqNOp2r9ml4yDBbfnLpMt/gRjbNCp2t4wjdSiO9IQKWT3oDO+VHjMXVZGbZ17SO1Z7x9KTxpWJFWDbQCslBcVBvVUz2iQ8g5ZsZRfLkPRyFXhhnTVw3fK/Or8rxZXEj/5ptT2Ihk58+65cfsbeLyORcS3UbxTrTBYa/5tVRY7afZHlAxIowq0hsqGY1s+Jfa4xV+o4xwsh63Y7q1ilghD0iZQ4zX7l3RnT6g8utleIRcYJU0A1gZhqXlELk/mmRM3/TUy6r7QOaQoeTpGy5+koJFtrnj+T+jD6zsXNbCawEMFxZxyotegFNe9IIc7tLvt3lpzO20Lf5RmI6zX4cRW5/zLEzTDbVKlo0QyKj/pvXYdPlT9fOuMqqODFPs91W40+zpp2PLlc8QYMlEsDknDUD7PyeUzR4yvcy3lAzfGlWO37MPS0fuy3MQQgvT4lLrwVJ4Z/cMPwFY7uPbiTIfUsYKkodlLhmZ8yYE5jfNxGTO4UTGmNROm6A45FAvHpLhHzxm+PtdJjsnT0NjUGK4K3KW2pqNMHSk/SALeaKwh3KF1majC7D9uVfl6+NT6c/OYnDffQjyyu60DLKNHNFQwUEjG+Tbv6BllLSGau2AbPhrmtYDLLRja400y77L6CFfljUjx48fx+zsbPX9KC+ZGCOOHTu2nC5XyoO5hJorfywEbSaMStBxQkIAx5gj4261kF/0oYQNhxF7CqIVekhR8BT1rrhlUa+4faEgvCVsblJO07aqk4hhw8zOwDAUJ6nEZISL5OwZZ2Bmx3YltGYvBkAaWCDd1ml+CGYvwVuv4VNBLy46z69CCKF00Filgpr7decnkoJRCtmu4cZVhtPLiPIWAHk6aYR09tQRQpPn0eArImlg3l6g21actsrwABiBo6JQ2mZ4T/nhcS3cQ31Ca0+OGGCxf6WQBFIa/T3Pp6Wpvr0Vxi6pVoIdJYt/a9h0pxUjn2zfUWx5YDyeIQss+nuY+ZWwVOhmrVgFXMIh+i0VxorR0axDcXpuhLjCoMI0TtQbqayatRnl5iU69719UOKiFMZTJTI48Inucj1poggncPZimQPEKt/Gqya1SfSgxG0JWmhP6T3FXXqnMo8UYyLaLPu2PIbyP4Sg+ZZjeOyiqzFGzD3yLAyPH1cKtaKDiaa7Sk2FLtAcZLY+Bk0TbMVOW2h6JQ4Wc6uVcApFlgsTAgo8KOEo+4kCJ+zCZ9xyFEdzOFJ6CYt/OPneFDx238v1oJ+pwcIbjrxepFHU7vl+PyXyze0U+TEEvSyNpGZeej33tqrNVzwdk+vXF9/zbTjkTZNoV0wKZ+j1nPlLPLyheW5lHyXzSPiM3EJ9IEbdtku39LPQ62P1o87G4Vu/m5+JkLU1556D4VmL4vN27rSXHHmtkKEqhzsRLqgDGJL13Jw17bftDaCaD9PVzxB7muFNDzi/SuI7mY7Qeovxs5FQyqpZhovDQRu6RfJsv4/h4lLbD4fVpXZlTpqOWy2DTZprZUgvP1gNV+ldzduWxk35hUI93In1G6s/OO15Bwsbn/ITCL0+BqSDV8OdKFeRL5fI0POsR1icpZxHDa+dHGNrrE1hZwFoPWlmV/LROGVZnjQbNmzAoUOHsHQ/JnJxcREHDx7sTDi8Uh7spcwSTwygNzOTr0T0lDA3nIcUGN1m+84qHua2Gsd7QzEUFj71+2gFJwZECDCB2vLqQcGbBU8BiAzLEvVGKjNKeMpwVZMyEqP1BEYb7pSKdJHsr5rB5Pr1eTye0cwI1iGI6pK5kkcPIPLPiFNedc01QO6WheKdGEKef5RzCQFmIcyOITxTRSsM0hp1KZAWvx15rf1bVzpasCMzNM7hUyjX/hxkhblAIg1jTZ8RD9k7jb61CmcIvO9kaJ8ynJnBuzlpAjoFDz4tFcpLpwdLQDm40P7PzwXhNZJg6xSqhQBeAcTzOMkhSTpHBvdR4I3Tr2ormn/Dx3VvXoy2FsmI6HrYaVoYeMNH1TbHtgtaVg1XknRvhIegOx7+tv6N5RvR0JvQNOqWEdvGpCe3hJC7pbmuKfbS4JwE/Ty/lmZkHqUNijHXlwq5524uhWl+lWFQSmcyBBFfKnlrDktF4hnDpYH2uvD4ulRgYsTUpk2+9wIreTasWNNtH29LQ0Z9T2vFsf3dwO6zIkTbzn0UY6NqtZsIYb+HmpNibD5B1n0XXsCxnJ8u2qg8Hs07Nf5Ma+V7zWyg5K6GckrQgYazLeWtO3TTT6HkBaNoWsOF+Hd/dta93XJ68+YS3wA20sxs2+qMPYqQD7uG5H1Ez5Bv9nF5PtF9+u3v886S+PTMyTvMIDJ97s/OYnLduvJbMX+0zykXTTZIi3EJmbkN0003NclckTQ/cszEBygRcNPLYTkGlhAEXMYYorwdzbd8IQGFu3NurHayGaeFx0botQYbThjd77dNGw8bS5tlKL57ACZv5rPG40bmVTSyisUnMe7qDZCi3ewV6nh6jVEm1q5Ff24WzaQNKSrnuu7hmwoNkm+cIk+a1OJEvj2skCOoD5HoeHLDevRmZ939+nAvyzLSnHLKKYgx4mtf+9qyO/ra176GGCNOPfXUZX+7Uh4cpWDKTSZSvVWrsDQ/z8Js6f5fXsENV4GB60njMbwiDrR9mhsqNVt+5p4KGyFsbGXfEmhXO3YETeYbMRM2850+lXGaswIhvaY4Xz45bD/oTTux2sTkGiE8x3y62mUsIWVBel/kpJZ5rsvQJriCUsaRxLBIeGJhKM+fSmqnJsZ55gmjjtKRjRsVhQT2s4iqcavIwVRh0NS3Vf5qCiEPqQPvineVYk5UssHNwEbCDSV77si3Y095WlAaH3+Q8EUYaWJSqttE2lxL1S+UJMRK+13zkMbl7HOFHxXBO9L+qiRDBKA8FVTbDrDFqbZsi3Evj8f3LuloW1c07dtmjLJSE0KXoZhocCv7z4O9yAdi4IRwqc8fte8beZIskmmaNrY++ycdgIVrOsfeOyB6tER54Zkh+v/g8SnlmuikNSxJZRNmvWQdayyylciYn96zwXgwyPPF7VfWNhDc1rZg9o9QumpejK73jmwDY6Nbhk3+0yhALKuwIYlAtfsj6raCXl+PX+gKfpv64AigifGNKwK2roGHIGiSg5dGyVRX6hZyT1T7hW7hCwJWO+a2jlFKRc6oDItoVz43Y1v1iFPLOh2F6q199AWp68bgkaNY0lQJviqvUZYKbcaZ3J8fOl2Hscy7o+lXKzN183Cb4Fe2w/QwZP5eeN6I5K6KP9lcibw3hGeGPSA1a9nmY4OuJ4layB4l5KnG4U2CJrF3oJU5QkAzNZmMd207zUROHNztSVPugU75XYwhe1oJ3mP2Y0kLcvgPexn5gLFXaKfuMWIf9FJOGq86G7uc5M8JeGOYCtqIl0rT77cedQ6e8gFOL3vtrD3/PDT9vuIpK6UtyzLSXHbZZYgx4tprr112R9dccw1CCLjsssuW/e1KeXAWeVo4uWFDe+1bzYPACYlpFdmKQu0+qig6Mf3PCreuEi7+LStHOMSxhMPlvI7iYE/zq4S8Jng536jnxmITrTswMV/DEBqTbKytK5lvTXHyThyEt87QMGMZ85yYuvQAaNvTyi0bc5ogHjshKQpOR2lzrqv2ltVvNwHoKq2lqz57URU44JBeDyetYcWtX1Pcyy60V05FmFfPSNBI//L2KRvthBuyYwQivF916imY2rxJ90d7xxNAIoWHaSFMbI7Re1kNh4TsbmHG21/F3q2MlUvT8JwX8BFAzhqUN8J1gprQQO6f8iPfIwtm/tK81jaFGj/hHr12DAVKyRzVN/SajVKwVTOVCUr7vembm5sIJD7hbcqQixGlNzOdcijRMIZtUlTraWxwJhslhTAfvfkVxgETFqSE5CHdwGO6leGHij4h/5sUOdpjQwtnpu8ydC8OloorXus8S+C6pcfGkJ5Dshy67T6DXi/Hg1Z/ZP4pvs0hFGVoWgGjbqTw+PU8W0p9RytzcMZoeXaV3qOGQ16TQnHq4jdA5rc1uckYJPgkXMJq64vEre1BjxkndVVRVj0D1bhlx/N/pnxIe4APrkKxXsogww+BXfv34z3fuhFv/sQncM3112P3/DxKeSjLDTHGqmyixmMGybcxWZi7imPwCsaTppmcZBrRTExguLDA41X0gZqKkmYSLY2qTY1fCRRJWynUqckHMzue/zPorZpNdTWNyjcE9XKYJYeWE+2WB31to+wVnppbe8H56K9e3SYXXlzkFwX7bsRaOzJZ07c5kIRBqaf1G+bLHUaVkHLS8JiL9404oLJGEq/B+qsWfnNgYQwovO61wxxBs5sUUiY94UIIfEuTNBSynJTWLzS9wsDTn5vFyT///O4BPMzKsow0L37xiwEAf/7nf44vfelLY3/3T//0T3jnO9+p2lgpD8GiBDK0JyaJGE5v3oQNF1+E7EFgFDiH6VCohQ6h8tzwQymYiatDRYMlAVWv/fe6Tykoy7G3D2uxzL6wZYbQpZQUMaKCCXofhiwQhAAcvOnbzliHmXk3AesufByayUmvqfRDkgujIFN7BYeQtzulJ5TAjpRl4SLKwi4TciP4qkSYNUFTMARPoDZ4qsYjB+0uiDTE+EopC3gso9kYZ7jMn9pQCokwKpQgipAwv4NiSFki8ROF2iKv4I0RrnDICqQSnmhBfdzUbq2kHNWTXeq5jlkQlEMuqpu9Grw9XlH8Epz+CWiUfzo2rhZyS28ZdFwfW8EvNT5bn9qWCQG1guQqsVKHJjwTBhUNd/5hlcx2aqVi4q1nScPysJx+BOjF5/KlMb5ouGMRf89CuAht4Nxb1iulUkII+ZaYpNTw7SJ2rYc69EuHrBiFjn6xYcYquxW6Y+GToay0NmL9ij7YWMAfgIxc3NUwh68W4ShqHwQFU5UeE/zcxrDYozxkN0eCaUM+G6sYOUQqWcaglZ85YzFyim43FGukDXMlHWqHFA0ZF95EDl8r9noNHrnOjgzUyg2ZX6iQzKDHYk/JVeJPghV6fI24qU/ioS31cKcS39c97rHF917putWphXPo0/2Ef3KN//Hb38Yr//zP8L9v/jb+8Tu34K9u+AZ+9e8+ik/dckvJf5yTn/E8sVMTnidNZd/nb6SXC/GbbKRZ/8QnMI0IoT2g41xBwsBLyXlluxIONtIQT6dk5BI0mZMmBOZRRId7U1MCB5JBmLdfMhz0GtAtSJmekBekODxK8pe9Kai9BCOgmZyqJprO+4tHWMoI/b66Ql7npOkZFhd9fLL0QRjTvRxKNv9PTeZY//gLMbF2rftOFrVfFF8SfLIjJ002zPUxXFhE1g3oec4TJQ9byfteGpusjLAS8qTLsow0F110EZ71rGdhYWEBV111FT7wgQ+M/Ob9738/rr76aiwtLeFZz3oWLrroovsN7Ep5cJX+3GwWfHs9zJ1xRlVQUzkM+KGXvMph5o4Cq4irIpKsraGUUCqMkxVv0Y8dR8hwlHqJq1mUfZj+2kbTo6py5cOrFHePkScvFz4VaXpYc86jfCU5ZENO25xmMNlbxIIRch9KoE1xy8rVNbsNh14j1l7OS3bFJIHV94gCPEG6y3BTXSOrDw1jGVqQ2nDzsPAQxulTexqEQO3SnBt4pMJQglMfZ4dgB5g9YAQML3cU6KQwZPxw85kU+yL/1Z5vBm5hpApqDB34bYUg2Z8Y20iFLnbQBP6j10VtZRnGafc4ksLC8znihJth8tfVg4VvKwEp2D21Vtw2C/MQgpNR+uxvsz0tSEX96j6TVetKTOjC34pVhwzAynUeyKGWvSyUZiPNssQiRVdCf8L1pMm/UQqmtbkujANlfdprZQhhFB6MAXahsleiDYnSfefcYWkuF5dYSVFhDzXDimzXZS3ao4hofokmtbwOZahgd2hRd5Hev9o7Uo4TarzZc0BWs++dHCdibP5eYgannzmPCr7Qtc+Y7tFHDlzMe6JjUDQweoq6ANL3PBKeAyEAnmdpbR86NGDNuef4dccoE+vWoZmaEvJbjTdnhrXr4L1488c+isFwiI1zczhv2zZsnJvDIEb84Sf/ATvvvjvjjsV/T05QXZX9B+tJM0ZRchfJbsLbZfUjzxL0KqA3PZ1vRqLQ5V7OG0JA231Phq1GrD0fhLH8KtYrGWCC8KThcQOCXDEBYVqVLyYgoxoyDsnDX82E1bxQTpaM9g5dicJgb9ei11N6jbrO2zFce17wqj3hBUShYLLM7NiO/uyspskVL6rVjzobE6tXu+9kkfsl00zRd1pXTx9QNDuFNZWJg5t0E2DgBNcZFxt109hy6PPDsSz7vqt3vetduPDCC7F792688IUvxLnnnourr74aj3vc47BhwwYAwP79+/HNb34TH/nIR3DLLbcgxojt27fjXe9614mGf6X8WJWoCGJ/bg6A3YNEkMynbrhT0AwtCQ6Fm2cQgjJ/agVOMBMWH5XE3J6YKRiDsC7XCEuHoKrGZb/rJuRFXpMkZFmFuugYMDkHqLlGKXDWdV137TC+9O9MfCvzJW/9YXhM8jMZY5xOaD3BtuWdw5QALoKQovSMCXzqlUNNhJLmKcBjKPDKg6Z2khmQ54F/O8I+Gbdgiye5VYRdoK7UVBRZDjFLStyowh5XNH+VsEQ6Sc7u8TUJVO6fiDXnn4cjt9/hKxbpWT5RzsYasEKXWpV7OZpcDukZ9VsDzT/Z7FB2CO9q2zZCz4VVpICcuJsEzcK7hKoLeuWtLSldUvkKwkgqTutsKISaK/othSr5M+S221PM1ujDObtGGUDdKe4wRBR001+PzpCHjivOpet+VhyXZ6Rhb4Fh5MSpKgeObJv6toqqw1ast4U0pKncrhUDAOdwkG3J9Ss7VEsxlEbtkMfBNGAk/RBKV6RbUbqqSxoKvd4eP/ZKY+uN+sbwjiI018AB8G+1J4oryaF/F8Ye+b4cmzIYqGrZUFArmu/5JStgZlxqrIE9wPQWLWFljw3y+GCZTNWUjbQ/hSdvMY6aJ80YaLCcsvHJlwIADn7720Ym9GhP++wfbrqJDTRPOesshBBw9pYt+Pxtt2Hf/Dw+8tnP4YWnnMrt5GXTuFlbozInjWek6Z4IlQeG823p/pqJPvMfmY/QJuLVYrJcF3CeFPKiysmInW9C+p3CS/UlBDn01Jt7omeat2fjQvak0fMwXNBJpaW3eBueai4sMXm4NB/UjTcTE4iLS+rbLP/5vJSaleNWeX8MXT3p0ksAAAv33qsOBE5kGS4cx8TadWJtPR0l8xre73STF/HA9JuvXFf5rFLLjFs+Tq4UXZZtpNmyZQs+//nP43nPex5uvvlm3HzzzbjlllvcurQ4559/Pj70oQ9h8+bNbr2V8tAszcREe82hYspGWKTnjts/K4hWcC1KyRQkIZOCRZTPXD27VBhkbL30/nBP7LwTGCdBrI1vVsKP044N78jugvCLaEMyEX7NgrbPGBzgFKPVHkUQDMlIpyRokrAHtAp9v2eUiwRrEv75+kQrzFI7xLhrAi6f8Okx+MaL3L9so7a+Um9RRc4DPzMeWBIc75RWfMfARSN8kKwox14oEdIDB/rdmPoOwZSvGXUUhBDA4Vx8wlJhumas9pYo6Tq/4eInYf9XvmrGE3mt+DQnBBcH5BiVF1Kx1h0TQQvtGUKVQcUL80vVyBMhBFWn8OwQ4yS47NopxUuBlE+89Z4S3hKkuPWkEJncxzXEQlmTY47Fe7UHIvQcOPTAPZUrnkkaWFQvBb70fX9u1nkfVN4D1Y5Ilrn1p56D3tQkDn775vRsmUKjvIp7oo/B8WPKRdn1JHH5i5kPN2Gr2As0xkqCxzTQhHpaycyGg2SMoYd8414DRJH4McEsjbBScSzCL4LO+VTLNaOuAA80lry3swJTfsrjtDyncvPJOHpNSUsI1w3vNQaX8tID+43Yl2zclbJIBTgrkwge04mlRnHSqEftVPaTMAy262aMJR35slTulAhYvPS9nILLl7s82jqNsve7ODJMJPC0TLb70EEAwObVqxUt37J6NfbNz2PXPXcDp5ySnrcN1Q8OCjCKOkXi83GKNFxU5isnEIYOk0myd2j09eaejMcytchHZJMN59udQqINKEKn82FgW0/OVyR6I3MHkTzWBD7saNvNa7XjZ55bhPDLMKjQa9o8PMxvjIxDe83SGDF/cn7KELNMr6s4G6CSv9fwXso8ywmVG1WGSwMMFxZbIxuvE0qdig4bBXxsmLMHGwIHbLhc5iMmt9FKccvyjoxSOfPMM/H1r38db3/723HOOecgxuj+d8455+C///f/juuvvx5nnHHGiYZ9pfy4FUdWJOE5l+Ayp5xECplOyjwsrHdUXIcL24g5HWZBNpbvmTmb7RDrhJoFq0IIQTkJ3sQ48Op2zDfVK3EdYp3kHmZwJslZJDdW5UnT4U5bM3AkhpvDfDxDR+lJw6ciiYgrr5oEUzMxmZLYGYGA1lEImp7QaJWCQIxQvZMg0RjyN97c8vq6RjTfPbQ83UVSRMwjK6yTMOPilBAcPR7nCP7ZWFTTeFJRMDQlnhftAlII1WFxzl6nccEa2TIeTayeK2FPA6sqfAVQlfdSWa0IO7TfS5urM9mu8ggWaNrTPyOM1ITmUIHLGkrcDuW8Z3zi+ab9nvCJBTGayxAE3mha6cJJ9fh7A68QsOmZ9eLRNNmdEtGm/3j1o87GZPLi5aatgmzKmvPOTW026K+aQej1MLNtK2ZPP626Nt2AtbSu6Y9OHNw+kl6bRnkVz33jjeFjJtzJNQDKT1PjFBLl2iwJd8TJsNyDgFEm3PU2nXo8V4w3e4BkQDKf9ZNl5iasYjS69FbN+MqOWgqd8yuIsajJEnTPGmHgnEpbhZ1/8id5f0XxjL1Go13f0bRFva8aCJxDBnMVvD9nLVwynMZMpP1A1PNxtXa706hcLPe3FDkyrGIp8HXrmtagsffwYWVI2HP4MABg26ZNpfFRwo+arFiBrcJ3uhRcG0rY3W5Ab2YGc488CwCw6pSTsfqcc5xwJ9tHYEMLJaRtr+0eahaivHp8TxqVXDiUXWavHqEDEC8ToVANGU4A9GZmCtk29HpsnJL5ZY7edReO7tyZ24Ujkxk8bpInCeOxpKdp3b2QKQUPXXPu0VVVEZnWnyAjzZpzz0FvZprXmftuSg+YbFzJa85zK5OLQ+CeHXsIaCbbW7fyet8vM8TDptwP82xbpqam8Gu/9mv4tV/7NezatQs333wz9u3bBwA46aSTcN5552Hbtm0nDNCV8uAsE2vWFO6RbuLgImM6VY66rsMrWKhTPFUaNUJWRogxGkGXlN1CieDfUQs3NeboKVeWnhoiWxd6VEO2Qq7nEuzAbRPDCqGdZyzFfPIwhpGmEKSEwKK8FKzBoMKkirwboj1iQnT6oQxjxlMgC2vOSUdMzE+eApOBwqyx8nSRioXFPUApsKEYqxYcuDqsYNthZHCNAjRfdMqt4SkF4rqyIhMjjnOC4SXqdk9D5ZpW2zV7gfcUlPHAzwEjxhplW7mN8oMMX4wxr4tSeuxn3no74PBeEHDJNqyCatfNnSOxp7xuY/UfaQ7L+VeeNFbAk7jKjwK/0u1nxTt6OMdwm2eNNkZYxbZG1lSf/NsXdtc//sLimYapfD535hnY/9WvKd40tWkTgIBDN/uewdU+SDkftp40Q+u56CnFktcY2hUTTbeGHD2PuRSHFuolBL8zMFvLgICJPTcD8t5O42DUt2EPxd4XuF/w8dSWzZuhaCgAcatOYVyXynSXEaFizDjp4idh/nu31+syHI5SJNYje7kG9an8R5E3SC2Hj9e+MaK8JcqTOeJwaLrQMlQOm0DxLRtcFD03/KvSdvb48NZc/Gx6IK8KWmdbpEfbxNo1GBw75vd/IgsZLhkI8Vfg37Me/Wj81Ve/gnvm5/H5227DltWrsefwYeybn0evafDcpz8duPVf0rdeSDY6FG0fH0pYO/Y9WtmbbzgaEZpIdH/DE58AoKWFU5s24dju3fnwFNBTHwIUztPaGw+ZXBcAclLgMtyJeA+1S/SGaEVPh1MHIN/CFIThoI/IuOKXVr4MKcGt0Tskz7bGVlN6q1bpK629cCdnPZVcmxIiM++tpB4gb5Xl5kzrKpRAeHLDhtagJb1IC5jBBz1Mbtkwl/axlK2GQ+QcX5mWTKebPZVn/kqplvttpJFl27ZtKwaZldIK72bHbbj4SZoghQbD4wvozeirnlV8IguB/gmkimdsn6JMMIxM4Fk5CFAufFJGdoipEqKtkUY2kIErnwEuw+1yV+SwIPPMKi2SWKZa/FfWlye7odfmkOBbLMZxOZQnHCWwrDT7Cm9Edttvv7ceJxLW4fHjaKam0EwlF9WmTUi3dN99iREPxPy0bZbXFVO/VIfmJrpGB81d7Ljss+hW906eWxDJSAU1fzZ8rQsOdfLmvrNKCOGyB3+nXOeUIP5EHpMLhzXm2b7lb6mIRa9d04ZUyIo5KmEKzjNRuQ5n2cgIgXmE67FSdAzOe2AFpPl08nZRO/a5wkuhyCbBlXLSyGs86T0LucqI6ueuYbjZoJpC/zyFjOE1g+zUPbrpa0EX3Xk3z4Qx4pQXv7CsbgVex6AxsnB9cxMOvy6VeM1LxG+J340wpipDQRDrASA6HnyOUqCVfq0AUR0mECGkduV1tEH/pbkj+j8Y6OtdjcEvNAZuBoP6bxhGCtHh2+Vq+9kzyAhD+mhlt4OWMOBy6kX7irWY/TpiPYo1r9A+SceUh0fXNePeuNy+JdGhpuVBSOm1XDcgJxiFXJZtgOUHfBV0Ld8doJTRTU+/HHd/9nM4tmu3BfnElSD2W/FKGxS2rVuHNzzvefiDv/0Q9s3PY9/8PACgFwL+z2dcgR2bN+OeW/9FACp4nDWOFn1ZfGiLpV/y4gevbLjkYgDtzZ4y95ZLByvz2cqLck6MAJHwpen1EJoGp7z4hRguLGTFnJdXyBEh3e7U6BQH0pMmNCUdVkn4qbHYth2aBoOjx9pvJ8o8M7Y0k5MteOnmJNWPxANBN/MhYa47vWUztj/3qmwgst5Lgp7xeFjeSUOReemAukGNDFEn0EhDZcOTnggAWNi/n2G3N7fx/hAybiMMc6FpsDTfepJl/cLQqhjRm9XRFUWo1EpR5X4bafbu3Yvrr78ehw4dwoYNG3DRRRdh/fr1JxK2lfIQKKUyEjA4dhQT69bqx43nyeEwK6XUgYl+KZw3OVN9CBimRLJD2R4rPQ04TMMKRBCCC6zhxhmrKzNqYueHxhgBHpo+aoOD+FkTQilULEasPvuRmP/+7W0z5I7c0N9lEEgFkITFSUKITOhDQD5ZCY2KK26Z6kQKbQIGx461Ny2IE7lmago4cgShadpTjxB4roOdF5AMS4I0rRdU7gZW+Fj2GCXMa+btKebyCkhn8WxrcAUeidv0XXT2EQ+0fCYVnbJUDDiVIt2ZVRP8O3tVFAJ3+jt7xhlYuOceI3NlBcGFtxivWEu5pi5QSO2Z16R7Vg0B3uZFZ1HCp9OeCkmzhiq/xTw1FhbZcrG2OYRQSMb5BD+0+Bn6fXObT9unynFC/UnDjAOmBDIvTaaf9hRRKR8VeuH9NgMH3P3E02BgtF5/ZhgO/VtuThpqN+duMn25SrWcF1RwWteJcj3EenmeNDY/THoIub5538n+IN6nb9O48q0omYa289vS/yF7Zka28xRjtgZsawRiWpP4BtNc3/hV4zml4cMpqU7w5oc/dfoWNI/GFYdWuXfWt8CJKKpmWljCU8oc3XbhYK6LdipH4ZGjwA4peT/RofLGTReX6Zc50PHZVhCHck36tyOHFOFOzjqdwFIYRywLN2v4zMc8Fo+cmsE/LS3g+9/8Z2zfugVXnnEGtsytcdoFr/mqU07G8X37O3mLpafcjm64U2EvQySRZadxi0wkK8qmp16GfV/+iqZdqU9t6CvLzPZtCP0+lo4c0bKFwp1QfM45aWRJazJcXMRwcbFtRoQ7VYeVaFl7u2J7vfXqR52Nw7d+V3QY8ron+CgRO9PdNOZI+O6FgJo5ou/pb2iafCU9jdMrykhyYkuw8Hv0k8cjDFG9HjZcfBGaiQkMl5awsP9Ai2PCKEiGrWayTWFgx8d8ZaW4ZdlGmoMHD+JXfuVX8IEPfEARkKZp8MpXvhJvf/vbMTMzc0KBXCkPlmKVU6cEYHD0WOlJ41wxaMNb2ofBEXjgM26leET1WglZggFrF/TcJgtPUT+zxfVssKczlgCOe0LolljA0Z4s9ICUFLQ3M4PJ9euAkOJ1ASwns3rT72N621YxBj0WHnLttDjIZGrAUAp+IRR5i5rJycw0Qgt/S+XNTTiGYYiOwUYDpWgaw40ZAytbhRAuixGcZZ8xplheOa2Ed6Z+LU7ZFdyy0lGemDsJqHkZnHHa3EyjimM8ccMJIsAu6wLGGIHpLZv4hMYqJiqUTu2xsgvZpnmbFUrxrKgYzV+/Mf1JHI4QlFEKjrI0Od5cg1fuuxiHCE0/w+4o3u5uJfztt6E2hcsyCebDgRFg5T4hK1YsldDgGHEkjBElvGI9a0Yxn+yZ91ZR6izlmtfwid8XnjTIeDxuYaV64K6rVK5zvzrXiCox16kZtXS+i2HVsOSHVJl/qoMHyzPz+uXbGq3yl+oVHq6mM6msSIVjEHm8JW1pOJeYtqrL5kuayEMZk8zJtlRYVU3Jcvm5lklU/h0ykDqfF2OSRppibD4Ps2tSu6JX1a3KUuQF4ZymM1hBtOfIQkKmcul508t8HM4+BIUfjhjDiSxdbTrvQgjYunoOr3n2s7B7/QZMb9+OEAKO7d2bapT7KsZWvpk6aQMGxxcqfYlvO8Ed3+AySrEfHDvuPs9yYnqQaPr09m0gY0qZP5Fy+7hAt9dJJ5hUThopC3gfN9qIKT3/Bkfuy+1M9PnQr1aayfZCk9DrteGpIWB62zZhpCH489rRjagA0ExNYfHgvcXYWB6mfwMIroya5Z/Q5Fw7QB3vc9jXj87zROkFfGMjEjlwQqYBzFG+WeEZLvPNkGGrNzuLpSNHCpztrdgLOsuyVntpaQnPfOYz8f73vx/DYSu80n+DwQB//ud/jp/92Z/9UcG6Uh4SJWBw9CiaqUq4kxRYmjJPjRL6uaoXFiUEFRayQmYeJICgJaLlSRgynxRCDRmNupV4+8gRYLqKJ/R4/TjCPzfRs66kyXOm12tdFBWjGwFOr4fNlz/N6V7HrbuJxuJQu6yHwMSc6vdmckxvMzVVnEa0N4QRkxwImNs248C4gAqhOScNFUkpx1mPqjEi5jEoQVUIEEZgV94UPG4vPMwDQwq5Bscp3K1Yww5BvkNwdoungHgGRmF4K71LoJXIYPBOCnnmW4qZ5vWQxhw5LlmkksVt+sqq+71tq/zAqVg+y8umr4Gv9TlcWBA3UdSVMBfeGHPSWrEOrAiTsUjuE07Mro0Bfhy9XnN5OhxIqSjQsFwHaawtil2zcTaIOsXv2LO1Ugi8YdmeNK1w7iRaFCXa/BGKfxgjmFoLOM8VuKCrTv22xTO1HiHnfxGHFUQjiWZLetZnN3U956yALi2Z+Qzqb7DjMUYgMrhbA0CeC4mD4q9dY6aJ9psSn0ahWDt0nQxUJoplGIVCw54/pm/raZOXOSlECg6XGSDvs0wzXQNJ8a3+7eUFbLtI4eQyCbLFW9+6WudD/KlQeHsyzDq4ntRrzz/PGUhqd5lbdKxSjI3mQNJckrkCWB5sjPzoGvTEunE7Hcb91MbigQN1e03T5JvlRg2to97EunWIyQul/E4q7eJ5MnCgCYiLi9oA2WlEEPjQ4THSVgsKr4o9xa+1UbK/ahbD477RiQrnpOn32yS2/b65mYwMM4JnNfmq7N70FIbSsBWCGDfRhexFog8fYoJhAsPFhSLcqYr3JPtUctaciCJzzCh7Pf1IOYHcA+pBjlwgfkTeTyEETG5Y74ahdV5aslKWZ6T5i7/4C1x//fWIMeKyyy7Dn/zJn+BjH/sY/uf//J947GMfixgjPvnJT+IjH/nIjwrelfLjXIwu55Wm3zPKSFs8wt54yYSFkp8flc8gQy+EQuEqHkrIks+EYjfM75WNYJQA4yn7cE663HmrT2Z2VXcYfUDK1l66koZ+v81uv1xFRDbvKsClYsDrotzFy3qT69bi5Bf8HABg+3OvwszJO/jdcHEJvekp0IkDhzsJwci9VYnXG5npJ4F7rETNrEN47YJe6nngaxRHKwP+CX9WXAqjgt9s+VAaMVzhrnJrUaWoWHxhdJh75Fnor17NRgBlLCLlQeJfaEohXu5J2qd6cPrf0Xh4qLY8o4azplJgrs4R6nNox+Dtb6lkyuR4hZIuyjC2ubqmJuvrIxW94n0UN1UE9Q2aoATMtvsAQiqdpymvhxLSlA3BKhz009VwSwVavR+3RH+uZbF7KuFUZ/4vI/CGEJYd8x/ophLiVUZhrd7GIW8uZIU/K96svFu+apV99wru4kduU7ThGjjT+2h4YjMx0dJpu0/TPm7DZOQNLYJ26R8+fQ0GbxkOi0dBVItaCZI8sUYrvPHSb2UgSvsjgNvUhu48GE6yzLp8KMdQjFWuPwOh4XOWZ/TBipBXau/TH58FEcKV8oVPV71+OmgrgNCjXBbp22XsuejRmhNQSq8/9dJ/VpER5EFFpueS1yHzv7Jh/nV05111eJuU22Wc0jG/W555BebOOtPvg+ljKPCl6fcRQoPB8QW+1rqtGvI39wcm4k0Fr4XZo4ENXRsuvih9Wnpme2X94x+H3sy0uqCCcVLCIfexoPG96WmRyBosn9p9z38d+bI/O4ul+SOZd4za14SfP0JPmkZcow55wDnMdFbdYCWKlPfyhSQNe+6uv/BxvE5UTv65nz3hY3iolWWt9nvf+16EEPDSl74Un/3sZ/Fv/+2/xXOe8xz86q/+Kq6//npceeWVAID3v//9PxJgV8qDv4REBBRRB5Qlnp9x0rL0gJlaFtYU8bDC41B6UQwd4wL9JqJjiakUcNNfMjq4SjZ8wUQylnGFrDEUGKvoqyH1emVSttCefoRebzRDGFWkYi3sCmpsIlyNvZbkteoxshWdEpC1jL9t46RLL0Z/bha96eQO6YU7IWQPAU+RlAyTb/gqtB74FhBPGE19Oomq8wlqZb6K5kcYG4J85Bv7CuMkGYSsEk3NdyXh9Eqqq5W7mD2ycsNaKEGbBLp1HzbeCSxkOzBwE7ottVzqM2PU8oZAuCKMTPx11yl0zdBjH6j9XSp9HLJZoT8hXXdJSbN9HJVta7jImNTGhS+WeSEac92p8gDQ/fAzhSOecin2QFW5hvGg8ttx37eNoSideCvoofjbRW+98LVlh1IEZKO4q8yhoBdS2bX9laFleY1zg6I9G+7k7JkiVDU4uA8DExlfhKLeemGaT8jwO1jSBik7FTbnG+0bTrpZmXeSAey+rSmDUokvhignxe9O84wo5APZjNiDghfJttUymoSjBW9S+xmuwUDxe4kLxRDHUPbIYOsdIA3aw4YQYHLb0LfdvGP94y/M8LPspmlFK4MkWAOW5x2wLOPuMkohT8l95M9p3hvGIFdWVNU6eZbY68PFxSqeslFgjBKcUGQqTTq4c7/jHIYOnvV7QNNguHDchPIZ3i1FGolKFWMDe2h7vFZXbHGxaZQsMrF+fWEMsKWZmAB5xKjxUGEaImiWSFzcTE2WB8gqkTrB19b3wg97q1ZhcPRoEe5UK3zA4ubvPDGF11HK7L0mG31J/3EOh9dd+Nj8D3lrbKKNUmakGxntYf1KKcuyjDQ33ngjAOD3f//3i3e9Xg9vetObEGPkeivl4VOO3HFHmwhshPW8YSONNsrkE15ZWbpwN2yIkQp/TUkrXKYdRTeHO7XMVrvLGwEZ4mST9bGKEl8IseYfRuC0pRCeCsEM2WDlNhNSEtEBC8Js2e63Rho5P9ZgNrJ4SoWyvKdq8vSelXi9VjY3kSyzp52G3tQUmumpdkyMI8kzIK2FTI5K42/XS3vwtGCWp9qex4QvwALZGOjkGRIGQ9MYnA5gQyBGe1BEp76Db+wJoevDaWNkcU7q2LVb9AWhkEvhayndesECj1UgpSHBEYZLJXqEN0WuqGF2tlOxLo7OGmP08UU10bGXVeJFS1NEI8MhprZsaXNHVQ2EtU5SWFPypCnye6WbNIrcOckbDdKThnHQKr7ePGmlueodprxERqydUpCLYZqqpQHNnvzzFeS14t3utNyTytBweKknaAcO49H92JwlNIZKJ8gGFKg5LcKdkN+z4bxYm3KtMh3M9ckbUqOrTujK4T+DoVG2M722Y2BerLU2ajT/Fb8Zx9REOkiS+MJoW4VHD52PgtMPoIxRzOd4rXWyYT9XXf49lncnCA6TO6/gATnMgj/Rr93SnpITXgSXR/k8ROPS6kedrTp2ZSrCk/t1rfAyediYxYXBgB4IFwJKjwLGTZ//W/pXHiyWHQ8XOxLgJg++sco4t3h6XdjchWLPhl6/9ZQ4vqAPbHQLWuaWBpsu2IP41hp9VCnnuun3c56UEaWZzvKnNlRJ3SDL0Md27Wqfu4fKjaKHAqQS/hBa2TfGxIe7r1MH8j5S+V668uHdj6I9bam/pEsg56TxSNP0li25HZIFK8a/TCNWyqiyLGlk//79mJ2dxSMe8Qj3/aMf/Wiut1IeXmXx3oMYHLlvtDWYYh6rRF3UFcIdM0cIYwApxp5HQRKcuB4xdiK4kmFK4dQyFCngNkJwrYzTPZ0UjCamkzn3lEy1gxFEmwQzX+mxnjTZst1v5160ffLPP7+jn+4iFbNy6PkaPu0EIIw0U3UjTa4zld2iiZk1IZ9ce9eEksFEGOKyZ0Np2FDCAKFZzXBD7RYGE1KWRPskmxvFNyS4q+EGuWJuz/X6yMqYaARaCRBtRQXQyJJvbJK4bRWEwHhtC8WGy3ayYUcklrWobgQbbQBwjE/KCFMZW9DChxxK9YPifbknOddR+UaMsy4gkzFz02VPxvTWrRlHO8Dy+mIjzShPGvEuI2h65CgUes5CsX4KR7n5THPVckhCMGJua+tYI4uuF9tw2KkMuLc7LVeRadrcBpneGvxy925QU6qfR+d5ZT4Sn7Mn3VUPMbuf1D6y3xHtrrSVP2rX2eQ8st47vgFL5nyozHth4EiwSRyUb0x+kM71VHRD8AkCOxJelTSPSjPR3lrSKu7CQCJx3XikeHSoauTMH4ntavjayFIgEw/QeiDH4SDTgpqdSP4NDg1McFVpXr9NkE5XLS/LSPOjsdF0nOpXwork3Jtt0/618qXcX5W5peokU1VyxQBpv4w5b3UjSndRSrYlA/0eQtPjnC7lx7SnxYfDUiYtgW1cWcKueWYx+cVyjRY9YaQpO4C+olvA682n9Wxir0JKfm77TrKv9tgaoyQ4OAfdj7rwYSsAyjE5gubkcKfxLyhZKX5ZlpFmcXERcynDv1dmU2K5xQ7CslIemiUOh3wFXlcJIbSuhstlGsJQkukDCRlAyUF0LohCMQcME035RPiREZaTUKMS7rmnX84j2Q/Bq4wCFcVcP9TCMsHjnPQDKHLSkAA8s21rm/PlgRJNKaySwGeU7cKTRjyj0gh302pXvR42PPGJALIxJQvOrXJgE9NmSS79VcYOYdThqfOEY2vMoTH67p4slMoTcjZgWcXNySUh8Jgz/ysDYjEzfn4mbtaRZkmYHs9G4+NJpOdaAfc8aVQ7AdBzkmFKG1UILLZfnTh4WaVQiMY0UI0zUSP2UZDrXKtqDSgtkEbp6UiCmsCsXj0a6AYJJ78ECbmy/w6lnBSIYhnYWGeftWPJYyjBU4UUdp57T7mslGCFdJE42Snbr77KeTe+4iO/UTlpnPdubg952OB4G+gPdPJa9bzrFNYxxNBfz9OODC0551epYOhcZ5kPxOGgdcUneiX6KscjYFP80VSTeM+4UWkLBm9G7l/rOVvSy+jgtX3WTE5wGC7fACMU82zA1+ugk2jL/VzDAYcGWrpA33fuE6EUFmwvJ8NtB+t4e7peXx4MuVJxKCW8AQCMteeKcPYTXKRXBXURLW5ag5bk71KeM/Vz+LV83LFG6dVwqUOmbppuA6Spe3+KvEqZAUu/Nzzxia0nzeJixRs7JPrUDmb71VehN5vzxXSHO9n1Tu3ZfyedgNpfbvhMMzGB7VdfBaC9ZYh+s/zV6xcekjEOEfrleLM3t9AbBJiigbZvI/uOzC9EMNGaTPS7Pa0eaEmyAV9ComRWH3e3X31VSihtjDQr5X6XH10GopXysCpxOERcqsfPytJbtarOXKpMRxoDyLXYCExWmaBYdym4OacbOYRKclEzPjr1T+EB3qmXFwZD9Yjx6LF0FPd9VK+LMB1jxS9y0qA9LepNTWFizRqsqd6eMKoEJTC6iUQJnmTUYM8AoZCuftTZrZfMGIWTwcnTe1IWndtNivlhhVQmUBWC1JiCLsvIhYEl44ZqAwav8svSxZXg9RSF9lcJY4GvYl0cA45aszGKt0+zoSzBFJObvLP5+XQptWNP1/m5TLBbjBF6Tsx0eC7GDtBFO643geoblT1uKrkn/RBrWVdCFRwQ1dI/V51ycucYpAdg60kj9jzNba/RhqAgcC/q2xp4zyhQa8YVO3cOLpcSKletuoXf36LmhbSceriTl2CyNzPdefWv221KzOxOUoAOIRFFHTbUDHDtA6PUae+TVonwxtih1FrDHLU7GOScZYmuW2MO3eKRYUnPlwZa8bILqsARe49xT3xrDVLB/FvVM/MqDmT0VHbw1OCtUdqIAdqglt0iAEgPjJD3lqX5kq47xrE8ic6zoki+78shZXiVGVbqwzXwCLzwQnKGx4/zdezUn6+z6XlSbaqrnce/Spq+f+DEoiy9rgMjRVrkAYovA9afGWNOtbNk/OnypAnN2Lc7PeCS5G1Z+nOzIoze8SxhGX2Y6xsZdVR/+rC0DH+SeG7bH7cQHwhBJB2mLvu9fPgs9nsRUgwUOWmInpFB3hoZ+6tW6bCfcUAXRpoflSeNTSItDc9K1nbQl+avPzeHNeedW5frVsrYZdk+cIPBAHfeeWenUDyqzqmnnrrcblfKj3mJgyGGC+N5UE2sWb28xoVBJhtUwJZeT1ApFQYRWpGeyd9Hd+7E2gvONzgbdVssrNWEH0/ZRymAu0qlI3zabtwTbl/w5Jw0xBiaBkEIX73paax7zKP9cYxRpPEp/xtaCaZrNpvA80ZX8gE5ediyChkIRBwv56RRhrwk5Ig5kzlsCM58c4gdHzy7CrKQ5eSkiUPIkIvQBMSlLKjq+nAYd3XQLs5kdDPtskGycusVHPj5nSnKSJIFTZXnIhni2JtJCF9Z+W9YaMt4rJU0SMMZBF4xyCauX4HvLaDzm7sN+R8ZWNPoGJ4fthQ4I5W/ylr//9p78yBNjjK//5tV79FvH9PT3XP33KPRfY2G0bG6kBACgYSEkBBgc9sQYbNAGAJFAAKHDQ5uFrzGSObagI31b8WxEssuXu8i7JVBBnRgDgkdSAgdoPuYq7vft/L3R1VmPXnVe7/9dvfziZDm7TqysrKysvJ58jkcS5q8TaZP3YeDv3/IvYxU9Uuyv622NKpAVviRrh6qVN26/6jzhWv1QS5I2lKYVlx67myOn66itKBBm/XHkFBJ7tOx+mji7mQTV6sYJdnlWsMjfNvKq5AS2PcKeC+RH2+8Q0JZv1jtYCl2HeUo/IrNVEkTZd+PbEJujztxCfFojdRXBQ5ueGPS+G8qf791PRyBs0CYtRXXRgOq59BkbPXVS9AxS/Xd0PhhKmmESAWaZKFuxrfzjvX0m+MfZ2wFiSPs06o57449rlk3mVfM3COI9ZmUmduw2061zbM4+OCDbqXtawh3E4DUVUa0kZ3IQPZF6IsdS5q8L9F6pu8bUWSqOmXnSKtLwjM3oscVU3CjUdRy+4UtVNtAuHG3dGDhgGW8LwagfW7gYvp7BGn1dXJI/0gHWhHHSA7PQZTLkAsLKE1MIK5Wvcozcw5K6+fOL4H0/s05cJMb0uNkbqXSDyXN9L4X5NcTwrTKpwlYCqobV6tYfdKJPa/bSqRtJc0TTzyB7du3B/cLIQqPEUKgPgg/OmawJAkac4dbMm9bc9aZBXv9b74WfiNrouIIfhmRNWHX8hcVxKz4MpEwJk4wJmvpeVIFUVSTmRY+elqA0h9rs74tBZqFvclURtjHmQOrdGNSdIOa/xqCYcCkP/2Rt2WX9aBtmVsD0G2NTF9iWtcYVhMJeR72pFf/DijSlMDty+6kV3AlOZ5O9rNtSN0I3NS51LRfVzxTTsDTJQRCbld6/u0oKySCsR98+Po3rbcEsUxSp/iEH9UX3CCqvpXRfCJgzQi8Ck543o3wfseEPYSv0YV1XkhIyq6T+6WHLyfssUoIc8wAHYPIRS1lYR4Pw5qQCyJ0I3XPSObndZmCuKykFfe0g+2aQ56DITw6q55WgXp3/h7YbUb+8LRWsZKHnp+PA32dzWvlgs81RtfLiZlG2sz57UGVK+zNUYElDfT7lncZ1Z/giZOCtD/EJR3TTG2jVNfMYPbSV+QnqftOVEwau7/T7wD0PjsWVTADTUAxZ1oGkkslpKGsscVpXt2H4e9avm+8XSbJiJIH6CZjvuf5K+WWrrNx8cBgkX27dNupNrC/p0LNU/xjstEH7PuKyLdNeNy0VBlxDIBYDXkXEMKuhqlbnMytktuhJeVG+4g4xtbXXhXYqf5NlZFRyc2Q6S5CkHNtzU2ww0G/U1Mv2KsD1XoPiwo+KgX17wiRLYzZygll1VH2x6RB5Bn7MsqTqwqul/7PmS9a76Os1zuOt9MUkb7bjcOHEZXLqM/N5e9OICaNqUilcxbi7h9wi211XqYXP404aP3DDFvgV9q2UErP67VSaFuNLaXs+j9m+SGTJNU4x10OmD6hEyATmVzIVkIunazRE/QqMd1vy+KgExhT6NXB8OjgZMQzcT/GQf9woW9CHRhsgrD7hiXA+ASCrN5ju3Zi3fnn5WV26JMcrKOd0tdu2/Qg/a9SbvliY7SF9Jsapy4Hed/wpqXN+oPMVjW1UOIRGPQkyprc0pTv9j5kgYO18k71WWNCTuIjWWlZjYl7usWot6sw8LW50G2kLIdocdqtz6OA8vU5ewWevmu6D2STbfv81SefpNtXuUMJ2naGQJ21lz0BsIRLXzMAKHyfrBsyCjBP8wtkk8cfh/Iq/4SyWMDIlRlUGTy++wizjMgNJO4tzVCkUOVKdiP2qmV2bLIwb7yveaBT9QzIRNrb72GNm6RPC2t8tW6fBklvbrnlvAzB3V5In9IykZNxqB8UVEwpSml2O2n1Z+tdCCoRnUUD5FZY9gTfUYrb75X7nLXyI45zYUKoLHqBe6RjYubuZPd376lCoP78fpTGxsi9+J45+cYZCrz8X7eZQsoPu2x7txVTzFsdn0VjPkaa4671vbZdwezn6TvHvJBnHuNvs6b3bdWB7jSszwICdmqdl/drX3yjwiooC4xOBD6ftrJf0Dmg2tRIdIbMfA5knER+p++8stiV9N0PWCk1mR7mh0VtZHfqEmWNKRNTKVDk7qTSXIc6gohjbHjJhcHrpYVQJY3dVpn1nk9B1C3q3YxjraSh46x3MTpz7aauqOmP/F2IKpVsgcR30eI+nbuZZ3UIxaDrMToJiervnSr6mI5oq3d/9atf7Vc9mCWOTJL04+7z1WwDHQjL+c4RKxZj1Tab+HrMdnWwWiKMeCe66hwjC5ErzCmhXgkmLsI/gTAU6wHrG68Akwtk6T+mcOsI9boMibhaTeO9qI+GFXm+W1RANV2mahty73nQOehVVrqi3zEk/kluRRAh7weW76xG5lYL6hlqIcq+QQTmFmQi70xKTYsX6prnCyyYCjOB1LnWNeG9pkcpSCaExooyvakmE2iDosw4WR9IV1lcs+bqOhXbg74v5L1TE1ZyX/lh5Hjyj78izfu168IA0mfDxcpEIh4dRWlinJxkHOVszl0wARGr6+V9trpmjVWEFZyV1MvO1JSXD32N7AZzBRhh4uijENdGU1fUbF9qSbOAqFpN+6B2RzT7LMVvVUYP8GyDZQFmCLiBZ+ZTVphFGuNc0fkAmmZ36gW+FdBUSRFBJvVMcE+3zz3+eKogA9RQlf9Oz0zvwasIUAMLUXxF1nuSHpyfo1ayhd1PibI4PzH9f+bupDcVZBqLSiXd33U8G6u/h6gfOIDS+HhaDyK8hl18zHqa7z3pV8biSlENjME6HzcNXEVJcMwQ0JY0tuWb60JIF1gC9bQWDoygxEVWxAhso/eg78Vze8b3ucBa2JdNzawEjPGenqoFv6hZN3FLlQV16iF07DWsNxp197uov2G+NhXmcfpnQeOpeyzSR2Xvd6tU167trt08VtAijiH0GGBSGh/P3ofwfVampwJ7suDBJNaXfQ31d+QJ4tstyhI9Hc9kqggi8zVRKjmxy7xB6FU9pbJirWDhuef8F23hWQqRuh+NrF+P6poZTBy5u70bawM9ZzVCC3T27g3ifV2utKWkeeMb39ivejBLHTXJ7zaat5SIKhXUn38+39QggfhoEFqQFTv7QxBZH0tbiAlN/ogCxFDYyPzaoQFHeCY9+QRNZNVIJ172RMjTEMWbtFBUfFzu0tA7QSWZX9BBSvPVJI8lBolRkmZgivTv7hDmKgUAFRNFr+rSyWx2nF7NSsiqtsac5HvbVj9f3z64qwx0Mk26Xa5ECQQONuoDj1sUuWhQ6QdnX3DFVte1PVRmBxUw2ZnA6cwd2TuqFWNUaKT/0jpYApuhtHHbw7Vgo/VQ/UCog+mZZhnCroOnnQrbivS3RE3yshW4xDqGlGnWn/RBo2ir3vo55u8APU8Igak9JwOAMZ6WxschGwlkvY7GwYMwBUb7Oll9suvomBVaKanqLt02zzXbeTE+SwFVZaPpXYE9ON6pvVHkCMOiXEJcGw2e0xNIv6bCeeoekLVLVi+toDFOt9vIxLVSADmexP2yz1FlG3EEqMBou8lk/2TuTunhxVZe1bVrkdTr+jtgBIp0rkn+Nd5r8160y1R+M54rS/KvOcbR9mpmoVYU48h5L5ogG0n+PSTKTiHguJYZyhX7/S8QynN3WOODYh1Gx3lfG9gXoPXKMheGAmHTsyJiNeRV4nritqmfRuDgFnE/D30ltfJS18svKBtJ6mLjaSOvFbQeGwBVoH7nC77r5t++w1qPSSOTBOsvOL+lY/3XUll+rPE1ioLuRipbVkeLcmTO4M8mlv8tvJmlukOUK6kFqlIElcvps1aWNEI47SlKZXMORxTjaiyIKhUkc/MFz70AYt2z7vwXAgAqU1Nt31urJPPzabwtKYnimS1pBk2fnPmYlYbOpNSFu9PmKy6HKJUQP/ww5h5/PC0vipAcPpzN5cwJL53cu6tgZPXK/iDqc6wK+IRXmJMeNQEL+Wf6gruqVcJc4GzhwyptAdusm9d9i5zr3EMvlTRzc2nU+yz4aFq+cIJ20vSNspFO4Gng4E5JfbEjzzYyuVEWAmq/8Qxp27rCcN58PgVYVoYnEGQw45O1YpvqGkP+/uZkXQtZHnci4VFO5voIT30AXZ9WM2T44hfoeCJxCfLwYeigmE7cjfwHjTeh7sNxMTNPcsrQ1w4IVvp5OO+1/Z7QgcO+vue8omYSzg9aJR0nRogIUgR80a3JrzHRp2OWdSlBnrH9PDdfcbl5DfL+T+09BQDwyN/+XbqBWNKY71B2LUeRSJ6fcc9mP5eOQpNOYN37cfCMY03dwmgfJEqqfhJU2ut3PCruRz7BrviKeuFCj7GGKw05VLtDReZO/VisMRLILGmIsqVgvB7ZtBEjG9bj4EMP6/TdpiCK4nGGjMuCCEDGfchAG6tNdExQcwFH6QvnXXcVgNkptgLE7quecUvNXRDRWGP0e20Gq3cUNjDfKWp9ZdRXv3v5yfZzbLU/ea2U1BwnUAd1r+o6RVZFhcY8RAmo6m6PWU0q3/qxHRKPjsLWICs3QFV//7fMff6GQhoIz91IEarcYFyfuI3sTl3MuTZfcXnuWmWXE0VeJcnmKy6HECLNQNTGolzeB9I2N65pP3OlQOlDTJqoUsbCs4fyS5XKTuw9m5nTT8X++34LY66n/037hCiXvYr69LAWnuUgFSTZgrms1/WY0KkVfGPucC9rtqLoWHJLkgS//vWvccstt+Duu+/uZZ2YJYgQqTtN1IW7k/JhjUZG0Dg8l24bGUFjbi4XbtXEQSCfAHtmBFQ5YgjLhsBABBz4Jm2WUgREmAHciVBw/DSFFK1wCp0bmBz5VtIdM2pnVS67jx4pada+8ByMbFifubrU86BiOrgYrQsRzPUEvgVBqym5cEKkYf2c89VMkgIxvTAMtxxBJlfWxDyfoFoCKrWMMZRoIldWqMJ9lhhUQUKVRZLsMw4n92JP7j2KG1XHsDKjyFw1P37VMUf7jyCTzVS50MjeowiVNTNYc+YZ5Hqk/bPmMF0acslVB91zlBKu0qaj7mMrPQC3HXxKW9+4UriBbM/ahcbO8l2HmkMDQDRSzbM20P5EFTG6b/qVkpE9cSbvv4hjiDjG9L69umwtWGrhoY220X2NKpdAFJr0Pu0x1WoHH5mSo1BQz+qRlymNe+0rthKL/s7GRG/GLDo8BNrIf7m8L+QZ1ax71N+0bNywxn93vCL74jjPXtNkQUGZ3xvKooACWIj8mWtFr6Fg8T1fawxVYwm9T3uY9XwnHWi76+v6NGmeju95Pmru4hVkyfPKK2sL8fRwUh9jvKffANWOMMYOVUU9SaLbSHXUj5BLIf1m2vXTY4szr/K0nXrm9ruulIBFY1aIrucPzZne9wKv4lPHalLfK6MudPzMtgjkDW63d+A+TGuw8L0aC39N6MbFXD0XX9IHIQRJQe85p1zOU1i3c63sPRe2ha41tsyccRrKqydbLr9V4moVSaZYWH3ySShPjGPi6KOw+uSTC+tuWFIa3+6s3NoIGof9Coumz2gA/d4mKpeIwl641t8tsObsM1FZvbr3lVshtC25LSws4Oqrr8b09DROOOEEnHnmmTjmmGOwdu1afPSjH+2BAMYsSUTmn96DCXF5chLlyXTgHdu2FaXxsfwDRwWazIQ0KJAakxdTGDdWkQJ9Vl+PTCgNYcYvuTgTddOiQXo+1nYx/omgdAQVUfQNz8sCemZJU9u4EaWxsXSFpN5IV1EyJZDzAafXVKbwtqKhA2gsHEHuLxd2hSO0asWXgF5ZVu5pVCGTFmcpbnQRlnWA/SisGDAqsKuhlFPlg36UVd/23GxWrhP3gtbDrKQ/Dg49z9N1bcVhdf06xLWadYAgv5FlF0h0/eJqFaNbt5qnAJnpMlmZp4oeRymjzrWupfcHJq6Fy7b2oWFFgXtia98z16yfCGZSBbEuUkLk16lMTaV+/pavv1PVrC31s9NKMfcS8chIGiOAMLJxIzmetollXk7HTeKfTsc6Szei/3BjFRUI5KQgc7IbUHJYtKLg6AtUuWhsz1yFhD8uQxrAeS4bF62xIPvthY4r6v3wBUcWIrV4XFgglgt6p8fSTpUVG8e3IuCJLOZZ6nKmyioY54XIEwDosdF/D753lAZitU7IV7xtPYhXcWEqFakVWxMZ2X9b3kDNJJaDJcTri3stLXzfH2nua1aet5JNvr9SEuUJ/W7ZxYiwoo8obo16ZcQjNcS1kbxN2sGrEOot40fsoheEoK54UmaKzOIxjI5lhvKYzAWbzoXUe+4jivzvjK+YXmT2DGTmrK6ZCZ9SLneWJlrN6+n3w/MBHNu+vXXlXhvEY2OoHzgIIF2wiioVVFavRnXtmiZnkmoqy0BlUQnob7BvPt6snUqrVqE2u6nVW+gJKuaQ+q1cOr0LOQFGN28255JMW7RtJ3bZZZfh+9//vvPhfPLJJ/GhD30I99xzD772ta/1qn7MEiKqVnuipKlt3IDaxg0AsgwxAJ5++jZoBUdCJjRCaIsCc75JfcJzYdygUD6zhC5iceGbABaWaa8ut2QOEBDa1Uqd737gF1SKTGY7RZRiI/2hbwWVKhbU5NI0vW+f1Kd3DnFtJLtIdo1IZBMoso1OYKlQ6c0WYE16QzN0SRQg1ETesHRwy7KtCQRtC0NhaF7HFPaRbwMVzp1K6j7rKA9kEr43g0Dfon/HcRpEMeSnTFaStJJCxXWKbeWMsOQ6SzljPFM31o6z2hZaEff1CXqMKlcLbEYlPeWGJypG/AgVIFONHbQEa/IroghbrnyVeYxR19yNhtavKIVndc0MNl3yck+ZMII7+hUd4RV3o25a6LUF9Hz88yqaml3HGn+DUotd9y6Vwa0Scl0RcdauVBlAzyuXkNQbWZyuxGy2JsrDPE6Dx92JNGp17Vrsv+dej+WhAHwWGNn95KunzWOTAOm95nWwFEiWwlXVl1rlpdtCQq91Lee5WmOu9R4bCmZ6iq+v21ME55sWISkSeH3tqm4i2G1V/ZvMTyJS3+z7Lz1jechNiRwRvgbIt63Z+6O+t/oc6xp6U75PPbvK9BQq01OplXQHDOjV1tl46LsBAFEpTt9dT8W0C1S9kWc9sud9Rc8oMF64lxKtz+t6oLzWlrMWU6fsCZ/TcZpo9U2jWUTVLvVu90DxFKA8Md5Zm3mU3vS5l8bGAMC1PhKiaaam0c2zGN08236dukBEMaJS9j3TGf+Ef1GA6QttKWmuv/56/P3f/z0A4IgjjsCVV16JzZs344EHHsBf/uVf4pFHHsHXv/51vPnNb8a5557blwozw0s8Uu1f4WrljZgLKz9vn4mxGx9BZgKiWmXzBOEzCrC2S+jz9aTP42oUWO7O9/vK1hsJ3u+DxOjWLRBxjLk/PuYvxxakVTv0PLtTKqBTLbtDHyxpomoVjbk5VCyhQ5VJ0077MielE9jEEChM6ZFk+ShSuJFr6np4FCa5BYDdl/Jrpj9zM3ZHqJFZTBPbAiTUjlQhRlCT97DlmfmndYD5M1tNlPVGZkkTUM4KYQlspC1oW/qy1Hj+bkm/5FbCut02CvCMDbaCKLtEdripkM1XvwGICLOXXuJO0CKiePaw6dJL0vddW7O4me5ajTEUxqPEgtrk6ee+v+12kbDqZJ1bNHY554WrTM/JJ/TdCyUt45uYizwds7bAtPtyFAFJo/l46Gum7HmrybIjrGX3P3HUkRjbuQP1/futQvIy1BAYj45i/YsvSHdnKYZhjE0F0HTA9B3QFbZugAaT91hX2W5Raht1GXTGS0XilqdPsrcQRaP7CnoGG+83nuz2WRsI6LkLfXZ0v1mkIII6fafyZ2x/C5wuWJg2ndxLYCFCRFGqACp4jVT/9s9nrDGpqM3aHLa6H+taJ6pWUd9/wL1eFEMIM46YPTeQjUxJQ/c5Y6KHVo+PWotJs+nSV/Rkbi6i9uMJdmzloubY5NsoZUK+r0JbuvSD6vr12HTpJe2fSN4p/djIOx+Vy5i97BXOaallev/TabfDpksvQVyrYf6JJ9MNVElTKvXGOotpSltKmm984xsAgAsvvBA33HADqtX8xf/ABz6A888/H7fffjv+8i//kpU0K5CxXbuaH9QhauUtDVBrrib5BwzqmgQyIaWThdYm8vlkEMbkx1ll862AaJ1S+tFRQrIhz1sTGNM8llY3nTxpK5LQPThClGcS3yWj27aiMj2lU677yjdcNTIlTVL3pK9sg9UnnoBopOpZZVSB7cjE1gocrPuDWt3W/QJklQZQ2VC81lmSWrAIEJnMMXM3zEKNFd1ciWKawLsCgK53RCqpJwJ+RYxhjWNP8JQCp1UZ1nc+0rbRQQGDk2ah789QPBkXJzMZS3ABQJ5h/m9xRpYW7sVWvurf4YCe7V7LKCd758e2bfWa/U4cubuw3NLoKOaMPhppVxEQlxWfxUJLdVXBTgF9z658q/p7rnBw4yuYzzaU5URfyNsJPYpI9RyaCMh5PQZMUBgWmQ+/3xpFuQumf5Bzmt2DVtiS90orSMzvh4gixNUqGodUEMzweySE0K4LRmDXJAGaWMgasX+y711cG8XYzp30KGgBhiysaItXX9wcwNMe9N0iSkqo5svfCSklBCIyxgbKUWXZSkePwtK1oiQE4nZI7fIYei9aEHiM95sosQqtWKxzkberz9XULo+6osmGJUSq8cdbVyCfMxXcUltzAVsT1X/UopCtCIzKJTTqJNZKFjslIu2XKEtjQRT1hc+NYPQt/71W165FabR55rrSaG9cTUSp1NTawyYqdxbUN50qqQQdxJIm+0ZPn7oPlanVHZXd2vVFS23rhbwzqiz6zvvmAKtPObmvmZo6Qd2/KOfW8mrOGrUZa4jpnLakpdtuuw1CCHz2s581FDQAsGrVKnz84x+HlBK33357TyvJLA3Gd+7oW9miXNYfPCKFAhB5dHf6IaVCbSYQGIMlmYD5YwCYk7XcXYd8ZD1Iz8TNzASkJniWssctySMgq3skgn7BZEzfkuy9u1N1Zib1B1Ztb2cPkWSbyF174loNlenpjq87unULRtatczKBqMDVICurhtBK+g0155ZOHwBp5wIh0xH08z6mFT/0t9EVyXEReZ7wFK+vmfdXY4XGRimSQgE8dQf19DlX9nH3kw5eGh9HeXIVShPjKK+a8JyAvO1FrrAx2tdSLLiKBleQ8NXdVZhav8nKvPGOFq3KKgWnT3lk/+2UoQI+q/oKjO3Y7r1MbdMm1LL4MGHI/ahgilTIklJPCjvCGxOFXLpIua3byeq3jhuG51z7Op5rChEVWhrpUwIxE/qN17JK10dm73xar5hM/EUceYSeVpQ0IO5R+XuTBnMPZBCjqbFVPdU45On+2jKuRYWuiCIzMLwQKI3WMHPavuDxug97LLHyA31ZwgBQ9yHjNKMTNq+4/l6o/uo/5/Af/ohDDz+Su6YFECHFhVo8CCizXdcgjxKNfvOc7wOMbVImwWGtWbuo7we1YvKu9JN5EdQCGtkX1G9Ti5Mo8gaebVLB1h5tD6isnkxdX2wlTXXEGG8Na26lOKzXHQtj9UyThQXXui0vDeYc109t44aBxvqIyqW2leAijlHuJGiscg823J2yvlipYHznjqFTamic4af5mD6+c+fQ3g8NaaC+L6Jc7m6+wbRMW2rOJ554AiMjIzjmmGO8+1/wghfo4ximl0SViv6Y5zFp0o+1XvUrUdNKYcRZkEogJsJaax8cYQqnSgAOrmDZggm9pt5Ivr2WcKr3uzMc08TZvZ4QArbWXk/29KSrtwgak8beR7dl7Ta+c0dvlHn2ByLK7j0hE7iIrGAb8x6ltKKKAqnbL1ekWZe0n4v1zKirVb6fKobgmbwK7b7iE/TTcxMdhFijlI7eaPvWNY06Bia4vnfBuNe8PqofjW7ZjNEtmz2FGdUH9Z3XJvIw9SNClW/Vzemznsm/rUQIKj31hSzlqz7PvQF/Vp7Qe0SFJ3LNngkVWXkk0KxRvw7fbxofJOgKp3/S/bni2x+k2r5vYT4GH9a4mP8MCdAFCrRBEQkILUfkgcvz8SdX9s1eegke/Kv/L62u7T4QbnbPM0iM9wpAGifsYL1Q6UKtJ4oUX0ZGD5kAoniqSDM8uTs9FbIDUCMVBra+9irrXHj6I/mtFL6G/kaN5fm5wlOOsc34FNBt6fPTwolqDwAyaXizqDlZDkGUGd45gllErkC295E/CsYt370WX9AqyFmAQBo/acFU0uRjAbEuanYt628Rx5g+1a/IGwZGt27F6NatTuyceKSK+nPk71oNjUOHDaWJbDRSKwSJXCGatWcoDbM+1/n2Lj4ibt8qprp2LTa89MIOLpb+T5A5nGqTqNL7QMG9wrBi1MGmi92Zhx2taCTje1SQSpzpLW2pwubm5jCZZd3xofbNdRgMjFm6jO/e3dfyUyVN2YhrMnPGGVh90ol6EImr+YqMHZMmF2rzyURRTBpT2SG0wJGvjnvO86wep8eR/XqyZtbNLMdfjKlIUPOdJsK1KrIF3+VOiEdHsf7CF9sSBUTZk+mrl0oiq6i4Ws3bVbWPHUzTet55dUylmZOWW+8iFlUyX4HVx1uKFiMGjOlPlR9DLWlCzzNRSqWsfD3ZC0221b+ewMEgVjw2xvPpwaRCCVCGNUwusJKNcFdlhPkPES7bXc3rdJJL9XXNC1PPxRK6lSVAt33fmPxRa6m8TuG4PmHWX3hBVldrPArVN7BybyqkhLnfcw/poT5tG8Guk/cc63y7bgPAiH2ln3muRHXSyKrzSFDN9Hdd32pxF8+FYzu1ujeYKeC6mGrli/855+5OgbHCPj6yAwdbSqWs2sY2e3zyl4zwN44qB/yK1yKFY1ZVcqga261tFKIsTxYWIMqmFUiUBdR3rmkr8K39aXyevGxvuxjfcM/7ql9/y72uSMnlQ5eX1ye1pLHcG+giSGLfn/m9bXfIbla/fiw4FeG4O1WroDdcGhtH/cB+p/+l1t/0zBbeJUMXNzzCvQ6C3O55HTyrfMwglmvq3Si3aXk1SOy5ffoDrTz3YcW3ECtKpZ5b5zN+uJWZnqCyMfULw5JGp7MbM1YuBF3VotprOpHxrYyTlWHfdmFN3ApnOY7wnAc4VsJ1rixSY7pvAPcpk2BOnrxWBeakWk+G+zSgCiFQnZk2JuIiEohHRgzrCcBWmnRHVKlg4qgjAQC12U2pUGErLxxBIVew5IKkpajTh1nHqX12YFIiyXtXE4k/tbG6Sz/gtK8616SKIVoROM+abjNTJROUktLf1V2okkQUKLA86Jg7kUB5aiqd2FJFlGFKk/00FJAw20n/WyDch6pl6MhCgpDb9u1IF8bh5I/5J5/sTZpQpdyK3Ilres1AENkCqjMz2ep/Lvj4LYoCQjBVyDgT1NC4Brdf6t2+Z2PFgrKOzauySCuWakxWShn17KlbGqnryPr16WlxbspPM2e4LydNewpSrtuHQ3Fc8mwc+Xukrfd8+lo1nra6ChxFWrEzvnMnRjaE5wO+185BdxN//YLl0fFVjyXWd9R3olcj6/ZR5XonhEAyv+Cs6keVijdwcHpOFBw7k3rdIwTb/Zu4Dxvtkw9uql/k3yKi0PPdl6cuZiyo7IyAJY3U8dtgfW9V/e027pzRrZuz+tkpzgcAqfvIhvX6e6jrtn0barOz7vwrLsH4dinlbYHLnDGPUWP+EBB1qKTpjHQxcmzbVmKtmykM+5Byu2d4XjMhEI7dtAQQpVLa5y1Lmm7fZ6Y1WEnDLAniajVN8U3SxdqYvs35ZNdwC6HCdZK7XQAwJ6PO+JMLlobAShGBiSCZwNgB5PzX81jx0Irq+ngGSUeIys4bpNZbiGylydrcwzqUJyZ06se155ytt0uZICq5pv0QpiKExkcxJ/m+ybra5Uljq/el/clQLlBLB8OCwL4euabTfbJ+6igMJKmiVY+Am02uePL0U3si77PGalNpkQud6WSrNDoKc5XXdw92u7tCqCsQ0Pfad5r9PtFK+u9HCTm+4KpBq35DwDbPHdu+3XudVsmFHnK/glp0Ibek6eg9CytXqHJE0HfG13ZEePTHtqHHmn3OFkby4Lct9jur7gMTbixlgP47ivOxhryL685/Yb5fFRHHkI0k+7cBeh8qnhe5oN89MknyGFeWsteNSYPCNjUU7C0EtRVxrOs4cdSRqM1uco8JjR8evRStrN9tE+bztr+Xdtt4+0Kgj9rvmV2Ocndq1B3BNbjKb43FzvhE45fob5N1HxF5eMb3JP1dmZnC/JNPwf7emPVw+6l1g3mfJe0TlcpumTSJg+cBqte7V9YgY9u3p4oQa/wfNOvOe2H6g9ShtnEDVh1ztJOmWpRKxjwkn2s2e6douw6JMDzQOWT639iO7TqWm5q/DbO7E51fmErVwVt/9QohRNrn2ZJmUWhbNfrHP/4RcUGkfyFE4TFCCNSHLNUYM/yUp1ZjVRactDE3h2hkxDnGNLHOB/Xy6snUnDjLiiGcSZD+csIoQP+GqSgRIjDhDM02fRO9XCjyCoKSHEvL0SulqjpUIROYdAEDG1DV5M7MQJXRJ5crfe1MKUJ9aM22NZ+hbntLuNb7vSuiiVGGUJNQ/a/HXJ4q5TyCJM1Y5qtv2mdpqtpcieDDVGKENAoeQaYZOohfi0Jz0sjfFX1pW8AkCgZnZdtzG02ES6hsNMY2s6yg0OCznDJ/NEEY/YIqIVQWtM4hbZ7FpHHcSGxlTaslO8pGf/u4iihybZnHp9GlOcWY454PM3ZTQn7b5wQy4BUIjf1CCJHpYkXu9qHGgkzBmiwsIB4xg3wa5uNxrDPgyUYCWW/oRYlkfsFQDqaPwLUmoIKAo1vIxkS9kOFTbNrHqzGyxaDNbcWksb+foS5rj1V2WR6BXfdBn6LQwRr37b11SxFD2kPWG471C3W5JifpfuAV1NStxaUiQzHrXPd7UhodQzI/byhxXWUV3La2FDIA0jhLJBiu8GbpId/PRJpCvKDKnh5jK7wGQYv3oeO2ZG0RVcpoGJmiVXs1vIrMrJS2FkMGxwDr5Ou7kNh85asGbNHTHv4Fo/R593v+229o+IKoXGYlzYBou7cPk48ks3IQgqTaljKNuE+YPu3U/A9rlU1nE1IrsipbqWWh4rUuSGd75vep6IPt0duYGaFSwU3qFS26vELLJmlwdf3yiVrIIseMfwI9US2Nj6O2uSDIay8RQFxNlTQzp5+mJyx9H9Qz4ciIp6D35c9QTSzNoHQwlC7CUfBkF7D7ChUgfZYBtHx1fGI+H3OlRerNeqItZdZ3VR1FXr4PUm+3DUITZ2u7tN8HpUxqLXvOmrPOzLM6GFk/gPxB0OJtpYzw/+ucCNDV2vCrab2DRFFbKEh4V9o9KCGaPmf6HJqkMG6FvMtRq7D8eXTlVmgrFm03BbpybykUjTal45ZnbCqcPxQ+Bo97l3M+cS0dJOrZE40izeCmrApL42PGaTSFqXZ3UkGhZbqtND6Og79/yLle6j5j1SMh/dquohqDtYDTfHVXZ1NsYc7XmpJGeLZlFF3CuxhCi3Ddf1y3L899WJ9KbWVChCyZJIjsWHdqTG80nHs2lGDqHG1d4VGGqDIBosi16642m+7D+jrZ+5pb4phjd6Gbl7HNGu9JyuWoVOTekL53kbCUNHbj5hUKlNMCegwZ7Dse+mY6x8XmM4rKFXOuoM5MEsQ+qytzSgq3ky4e5VWrsObMPxnItfTcOGPtuWejMjU11AqaHPN5CyGQ1BuG5eRShI515dWTHccoYtqjrVb+8Ic/3K96MExrZANfPGYqaVTGoLnHHkeysIDVp5ysJ63GxDSRELFfYDD9hM2JkBEIMjBZ8QdDVIKLmnip+UuS7yb3lZ9iC5108kiEdGf+am5T50flMqprZrz17ilZFill6UTTDg9C8y6JkoZiPG/DmsrjSqSVIq6wSvuMEzcjCxKqUWXYQq5l/WS4QxhCPqmPPbkPzVMNgdk6xlD8eM4lUPegeHRUB+32ZvHxoPzI7cmWtnRxFE3ZcU7Z1t/Buufvhm1KbjR/0b07sgx5fkV1IsfTbEs6jgrQ/YSG1kVZNCl3OluR1c175ghXgNH3HKE9Pd6Vo32CufXDUE576uI8pwIhX5+zCAIN6ct6DJBSP6e4WkVpYsJJNRyPjmJ89xHpuXEMmTRIGVkw/LEx1A8ccK9H3iEVl81UULkKmLhWy7epb1DBuyziyOnTQaIIlemp5sep+sOjPAgda4yDCiLNku+lXhSxv6fO+ea29PCsI9rjAH13IwGZpO4ssuFa0ghPvIyoUkndmYL1yPpPE0WuYyFnKaK0kod8T0TWNiJTOBkZegoUZfpbrcr2WNLIRiOzuIJ/nJT5vXmv1wFCoOWFgp7iq7vHwsx+hlG14s4tAI8LI6AnAFlfDLnWLhZRuYzRrVsGczEhjCavbQpZHQ0ZxjQ9/y77FLpLDVr/uFpNk3UwfYeVNMySQlnUeN1pkK9O0smlEbOBmtArpPMj/YtO4OyPq5T+AIEFE0GZJFh49llXUPSZWTsr21n9qFAfXB20hKgBCi6V1asBIRCPeAZwJ4NPb5ELdURWVikjhpFHOSJt9wj9bNx2M1ZZ6Qqtsh4wlDqp0sHOPuLEraDKIpBTiW9DLuyb18xXVo1K5ivCIOVkv7WSxdcnAhPC2UsvSX8Q8/eWsSZbQgCJti5K6G36K+Fs9wR0poJVSLHivV9/1h3Pxc0bCB7rqYf6sweWNLosJy2pakTPSntbBQsYY5MqmvQ921JPCAHpu56vj1nKBX/8Ls+Ku1TuftY5lkJcvc/FMTd6j1ZE0utKaTynTRe/zDmvtnFDHnCfBIOef+JJTBxzNACk3znPOEQVMrOXvSLdHkWFQTXVcbqMRHq7uD4mJpY0TdpSCIHVJ58U3Jf+CJzsVdL5+5s5nqix1zqGfveJ8sauQ5HrkbqWfZxQMbXULVnvta9M/UxU4ODANVMFCl2IsRcJ3O8nXXzI6+IqmgAAUmbx2txK0DlOeilhrPxHJbdfpa5gMYTKwGPde7+s7lNl04CtEjzP1Xd/Tn8olcy5gpq2NRISzDtcZlPrw+XKgMbu3mNoafRWrdBcyixxJdNShe2VmCVHaXy8BUHEM1GhAogxKZEoTUzkblFQ4yv9uBKBQQd3bI62dhECC88+p8uz0+mmRecB+5RCxlEm0dUz7wc8kH1lAMxefhlEHGPyxBO9SrRyFlOoX6QZMqzJpAgoJohFgh0DKHV38gWVtBUIAlox5xFEnD6qhWBaD3VNeARb6/q073qqow8LPH8zjpKnbGFvsKsfaTeLlieOQpjCRaaQou9Fuj3ytp2wFFHNurN/UlugsLEsnGxXAl9ZwbHHEnRohbueoNHxSFCLPlOwAtD9ZCoTcheefRa1La6LpLSVnvS+jfa0z8wVjmY7Oz/MCW4iU6s03QdozB9P3Qct2JCArsodVyYJ6s8/j3h0tO3ikoUFlFetApC7jRoElKxTe08BABx+9NFCxfymS1+RKstsS0H7MnEUvFbH0FVm9d1rNAyXorwC2SkFCx/GgWnBxljWrB/oRRf6nbAHWor1XWgl1pS2tgnqd9MdecB7VTn/ccY+8u1SVjJp03oWo4TIAtmqPz1jnTEek29H0JKm5B33chfIbF+v+pAa+wYsMAoh0veG0oqSxmpX3Xd890CVgsY3qru6L1mWoqKGPDs99guRu7IuYZZq4OOlDitpmCXHqmOOan4QtZrJsFcglVA2tnMnRrdudSYt0GkzTWEoKsVI9CQX5jleqxhlMUBX9WwFEJFCjXLya+sPvHY7cW979Ukn6gl+fvpgvvLK/LE0WnP2TR5/nJEuvR+kljSmkkbHUbEEt1TQI4JCK8/SntwawibVIpCVlCzjkxF801CiRFk9VCDQvI8YSgNn4tZ8dVtXh9ZfqgCv5kc3D05cQBQ1sTzxXV9Y/TQTKlQaYeRtaf4bUDjYq+ZqG1298r6D9gp1K5VH1l4tHpuVLZx3uBcTHCKMKYumTEATVpt1cy3VNyCA+oEDqM5Mm0rMKAtgbfRLwGjTgJSpFStBKRS6zYQQSGQWADZTSIXdz8gFFkWgoe0uMXHkkRDlMqJKGSMbw6moDSyhLcqEYkPZrT4Twm8+b4x9Be1QGq2lLlRNvgsijmFaG3ZJ4LnJpEm8hpCyQvVVcyd0imZLQe1d0KDuyzLdRirmuQVhWBO2onzV8UkqlVyRZ9XDLstXX29AcDWXELDcnci9kLmEDggNa5djwSiM6/ktaRrpNUWkXfXo+b7Ayt2T9X2PFUq/ceY1TZQ0qzJrOEDNNwD1EocVTdlLbjyXlaelcdyklwh0ASsqlTB5/HH6u7XULWni0RqmXrB3saux4ljaqr0W+ff//t/rSV7ovy9+8YvecxcWFvDJT34SJ510EsbGxjA1NYXzzjsP3/72twd8F4yitXS2AgvPPW9avGSKF7VfffxG1q/zRtpPLTNSn+uF557Pd0RxJmSq4JCqPCVEGNXQ31hZb2B89xGpMKzqEVKieA0qfAERTca2b7NiAwyHuezkCcf3/RrJwoJr7h+6dYFcUUAEdyVo+U307UkDmdwLzzFUkA0EURRKuLeNE4xVU2kqmbRw4k5iHNN/65hCdyfjQLceSuFVmZ5GaXw8cKJdIU8ZyBRCRAFCx2LjdJp2VhXole0LlDTCboO0HFeZYSsA3LKK9R9EoNXPq3cTTa2Y1auzMJQWXa0uB9ovXZ23lCOO1Qx5Jh5LCeMyCRGgJSxB2lOvTKhNUzwTC0bfwZYSflCISOSKuURibMd2jG6exci6dRhZv76lMmyhTcU2iYjff/rMszgx9aIYBy0IdqJ54OB4bCx7TuE4bJ0Sj43qGGlpbJeAAKPGs9Dlfe+noYAueAcFsrTl+UIMFbJkkmBk40brHDOgvBnHzq6ISXlykrjAefo9cY/TdRfmn76b0IkJIurulOT76RhRKsFtD5G3hdoSCVALSL8lTZo2XBjf0Zxkfh6lsbGeLxINS3wPr7sTUTZq9z/aNmro9MSkMT/5aqzHwBbZhglRLi+KIq57zPnJ5AnH9+b7PATEIyOYyGKoMYNjRVnSrFu3Drt37/bu22h/jAEcPnwYL37xi3HzzTcjjmMcd9xxOHDgAH74wx/ihz/8Ia6++mp87GMf63e1mQ7Q38QsRs3W116VZSogwnjht09ALixkk2UiIEKtluQTIZUNKCRkqEmZmtQ4rgtECZOfkk3k6Ec6E2oKY9I4l196qxGdIusLTmr2+oEDKE9Npf2ArmCKSCsK0pPVdld4zE8xFQbUNS13zyHH+1ZvhWXFkgl3Uia5pYG+IX89tBCmu6V1jKGjsTWGIZpb5ogoQlKvY+aM0wuPs85y6mAoinQ7+CcwemJjK63oMZYiLagcEab1lK8s8/CAgtNbNF0pbV52u1DlGxX0+qKApWVGZiyYoPLFtnDJ3iPHOjFgAVhUj9RUPM7cTBOgTK5pYyjOB0X+Lnf6PGyhTSmbo3IZW197FQCgcegQSmOpCX33MQ5Eni48wMxpp6IxN9fTPqaCItc2bkQtm3PJuudePEpDN6Ne8CKOUBz6VhrB3vW4lP45unkzRklGxA0vvRCyXjcDxiatuT2rZwghHMWOo5gPLMS4MfCEOS5oSxqY3xh9uMgydrn1c11zzWxdvqw6Sb1hxi3yUJoYx/zcnHdfR4hMMTYMAq9PSVOkbKTtlPhj0uTfRN/8cOWw+sQTFrsKHRNyk1/qShpmcVhRSpqLLroIX/va11o+/uqrr8bNN9+MHTt24O///u9x1FGpm82NN96IV7/61fj4xz+OM888E5dcckmfasx0jCVcAJnQ1cyChZDU6yiTjBhqkhSVYiQRnZhIMq/yCzBCZGn4MnNj8zjbpcJcCbVThRtKAsN1JjBrXSFf+enTT9cTnw0vvRAAsPHil6E0NoYD9z8AIJ+M5hYstlVA9tunNHAmsiBZoMxj8oVcMvH3KQmEyIMbU2sRSxGjXFzsQKkOgfro3632Bd9xHQYONuuQlp2nOBf5dn3fpN7Wc/DGCiLXEpGArLsBvZ0VanoNutmr07LaMAQdXwCtkFB9sWuoJZWyvDDasBuFbD4uUgsLoa0MkF/bUZKZ41VeXXub7V7iU2AGBOk4JqmM4e3L2p11wKRWByLP6tQJtiWNx71k4ZlnsPDMM4AQmZVnYPrWgrLIWAgoPK6Le3JLS91iLOE0dXcKCzDmcGYrl1zlYNC11KmO6XbS7DZFFEGKCMqdauPLX4bY49rbtIwsrbUiro1g48vdwNI20qcQIs9HKbrcgMn5b+XC5inIqSd1d0rfP1MBMXPaPn09x5Im+x2PZO0jze3dMCxBWH3WQ762NTOCpmPr+he/yMn2BhHl7dREucgMKZ5vof6WLknLIGax4V4T4I9//KN2gfryl7+sFTQA8IpXvALve9/7AKSuVMzw4rg76dgfTSayApAL2UQ4+74mc4fTH1FqSWME0BQi+8jaFgn56rFsNLIVKRH8CJNvOQxXEUt+l01WQenlV8pHvjRa03FxKlNTAIDyxEQ24bTjqYh8m89qxtu29sYsQ5Qk+4wJckAJZLg7CS0YG/v0c8uv6WYbc5UMwjLHN5U6vnvShbv7HSE4ajs+hdDKF7WBvCNSEkHAr2hwhTffpNVq84JYJ+lvurlYiGv93RHmtYmgrPpiVxhNGJn9qnu5B3kbmu2XKmmA537167we+tL2WEfKosIhvYcWFAPpsaTtM8FexHEq4Ar67nrO6YEg2B6kD3c41o5s3KDTcQN5TBr/5USa0rnbVOuttJWt9OgSXwDNNNONR+g2PoZI6xsR9zev66NSbnuUw+aPvEw7sHnIDEvFp8vao7xqwmthAiCszFYKDWOTyIPqU2WGsobJtpXGxnQfoS4/8089ra1karOzcPohVXJ53Z2ywyx3p3hsHGM7d+pttitxXKulceayNvEpKKhlSS+seoXILJKHwCqhOjODVcceY2wTRWmqiVVMaXzco6QBdPzCbJwMKcCZIaWoiw9Bn2WWHtxrAtx4442Yn5/H7t27cd555zn73/72twMAbrvtNtx3332Drh7TBG39Qk2LqeloCxOGpL6QKWmyspTvd+aHrf2+szKjSjmQ9Sk9QNYzH24Bfa73G6wm4bE5AZT6w527gDQ1RV+h5rI2UbViPpts9RtSBdK1hPzITWfsBG4UAsgUQLQ/aaGDlGuWT8ugbleu0GFYNBSZ+6u/1UqzLsAozV8Hi6ha9cYg6CRwcGo2n18vro0gGqlpYUVZA9gBhnW7Z+faAZS9bjQZrlDprvDqzdTNRCtw7dMtpWvRTMxyC+qZu6EW1gSiaiVdwe+hMiIeG0X94CFDKATgEZ7puEeDJDsV9tyCUgwgMHb5lRxKIBVRhMbc4SwAq8eqS2TPXrTWz3uG6qNFVl5NqG3aZPj7FwVcTQXVJtYEEsX3r/tnk4r10JJGCL9Cxnsv9P2hSucsVXlRoGGahj2sSASA3JKmFWFYxR5q5RmHjmnJMslSTqn2KY2NYToL3Nk4fDiN90JPi2OsPees/N0S9vWEsehknmz/G6E0WtPWMkBBnwwonui/vUMp9xdfdKlMTzluOVGphDVn/omxzXBlLOiPglrS0MUaZgnh+xZme4bA+otZeqwod6ef//zneN3rXoc//OEPmJiYwIknnojXvOY1OO6445xjb7nlFgDA2Wef7S1rdnYWO3bswP33349bbrkFu3bt6mvdmdZZ+8Jz8g8hMRF2JmIFkyWRKUoisvI0um0rnvzxLTqonhYIlDyZrYzQFaf8ktnEOlP6mMqi3LIg3Za6WqUpOa1JqrK8UAE4m04YeSUGIGbXGuEKioJaxvgwZ0yp8VSkrQ3SbUJPyryCui3QKsWKR5lj1yNkUg5kMW2ikmsx5D3eAxHqZi+9JJ9U2kqqdt1J1P1lTB5/HCAlDjzwO0DK/F3R8X6s0x2lVrH1S6rMSqzbNtvACPyp3B1E5HnuPoVN6MLKlY1s6/lrlxZYm51FbeNG7L/3PtM1qQuBKCpXkMzNwbG8iyKgYY4/ynJMCx9Zpjt3fLWvIpoIzfRQV+kp4hiNQ4cRZUElbbcRQ4E00DGPSLg9UGhsefUVwWe5+YrL86sG418Ardx/K8qGtE/3zoXMp5DxBVHVgj9RTqbbI22N44/5Bah7d9rQsQyEts4JKYWcEyKB5PDhwnvc8uor0nv0GY1FxdaI5vif/k7qC2kQZ4vS+BgavrrY77DaKNzsTrkywBl4nWJD1l26j/j6rOcZDUMig8HS7kchS0qhYyX1o05MPygaP4ZBscgsPVaUkuaOO+7AHXfcof++8cYb8dGPfhTvete78KlPfQoxmTzcfffdAFCofNm1axfuv/9+/OY3v+lbnZn2iUplPWHwW7Zkc7JgGkQAEEgWTL//fNIn3ImwlFpJE9PgtSLPOLLuvHNRXr2aam6yU01FAYDckoZOuLSA07owJrwTtpVHNFI1/haRcN1GFKGVOqfZszIi8kwySxYnlocMPO/snDyler7qabiyRJF7PHWFajR0ilfzeQcsGpyZX16eFqJsoaYTSxpPrAO6WWiFpiju21oRQTOgWG0Eb7WzbeZEOS0ut+ZRmatovJS2dR6WRZYMWeZ0RF62EAIwnlH310jjvdTJdbL2tuMQUaFdykxZ4vZpw2rGOJea8Tu3aKAUUNraIYqQzM0hqlYgDkRIPKv3MuB20U+UMDV9+qmuC0Mn5RWsuBoLAIVpq5tYhZBn0eTA3qbg9gVM9Vic5Wnmzb6l+4NuI0+/88WkKbCAyd95dVyo/qliKMmSEYQoen4qpk5LfVQpQxfqXgVJadUqHH7scd9VjLkCdZPVCz9GnQApTWsYX7pv27WHFhByG7ZupnsG+2r3hoTMJ5o2Qz7mpW54ixNni+mQgkUktqRhOmFFKGk2bdqE//Af/gNe8pKXYOfOnZiYmMDdd9+NL3zhC/jiF7+IP/uzP0O5XMYnPvEJfc5TTz0FAJieng6Wq/Y9/fTThde/9tprcd1117VU1zvvvLOl4xg/1XVrEY+SYL+eFJlaQKvXEY2OBsuSKgU3+UhWZqZTIYHG51ACpHLdsAfj7LiRDRsAAI25OZKC26d5V+bs7mSWnmMrYHwTv5FNGz1WJCsPFatGTySFMH/b7k6etnSybwih3Z1o2+vVYl/56REAgNGtWyDikmlxI9PrGApBdW2voiEXaJRiyBRq6A2QsxNpKH6kR9nh0EHgYPNe6Pb02pF2d3IOgHeHJfQrwcLM/BIKHOxZmdQKOZVhy45PYV5T0H7jq1cgFkRPsMtzUvZ2js6cZPWzNFhqdvkGtWxQ55UAzFuFwVA4Hnr4EQDAqmOPzYJoqvsxFWEhywf9PmX9VSsjPe5O1J1gYMqaLFZJdWamr5cpjbvuLYEKNS8s9H55j2vR+qkJMkky17XmljQiirPvq6VQjkQao6hSDt6mkYa96P1Qx7S4wi0iAanHh1bfO6uSUdSG0J1b0tjxYMqTk+k3jSqs1a8ihVRcChm8WBvcNgmmk/cp8uj3K+Tq2wlFlk5DSnlqKv3WN33X8p865pB3QYVZihS5sDJMiBXRa972trc520444QT81//6X7Fjxw5cffXV+OxnP4t/82/+DbZv3w4gTb8NAJWClbFqJvgdOnSo8PqPPvoobrvttg5rz7TD+hedDyC3oHEsaejKWr3hBP6rHziAqJwKAWpCSVfONlz44vSH5fohpSUUaJlQrfyRzB0qs40xkRSOrz2Nh5NvJEJvC5OeSY8r30rEF1vDTqmtfxvPUpkeR+7EVcB1d8qsTWzFTV58LuQq3/W5xx4LTDybCEdayBC5S4gtuKvrZX0xL9qyFrL7r4fUzaTNT4aA/x6UIK2eS7ZqaPdtZ2KjLTS0pA8lCOgsLUm43aiySwiBgw/+HhNHH5VZ0kjri9imUEHr1kPhVhWtVlkpLbsPNSs/jtPxzlL8Goq8pJHdIlHixFY8JsNizL4IrGfnQUqnL4o4hiiX9baoXMneM88FjMCbg0HFKuk3my652LxuyN0J6pPSirKmye5e3leSWFYwGR7LRZmkloFOjCQyvqYHwroHNd4JS6APC7tKMetkUbSPIxmPZL156u35Z55JA+taZaBNyyS5UCcWhykbX/bSdJ9PaS6Qui5mv+mcR5Q9c4psn6mcbf25K8tMx61XldPjd3GJ6WgwunkWo5tnkczPt+bqJaBjpdnjLTPkFCgR7bGAYVphRShpinjPe96Dz33uc3jkkUdw44034p3vfCcAYCRzWZmfnw+eO5d9CGtNXr6NGzfilFNOaak+d955Z1OlD9McEceobdqEZCHw/EQa98WeMC488yxmzjgdAPLJoNd6wJ4Apsy+8lLnSJqJgWxNzyTm1TLJfe3VPQCejzRVIEiJmTNOwzM//3/++2Q0m1/1Sr0iGY9UkWTvtr3y6Ai+SZJOkp15ayYICEtQzVb+7TKVFYYzsRbExURPqOGXKQRR9BCLAelzsdInwBF8/ebpxRPzVcccjYkjdxce49bXVyePEKD+tLbnShyzz6tN/ncj9L7AbH8BNA4dyp+LlI6857mhgOzrZuLoZVYc3+TPyfwG//jTUvFxnKX4TdM759uJMkTFwaLZn1RKX59GxmchmMhcYe3V4qT/iFKsY86sv+B8Y5xWQZO975Gu4+CorlnTmwxebVLo7tT0ZGLp0IwedOPZV16KqFoNfAsB+6UKBgfOYtJoS0Xf+y9tNzhVqKV0opY0rShVqeVewI2a0jh4EI2DB4Nl+C+Rj+lKoZksuJY0Go9AmJdPFoEyJX0aK8fzQLVlmlKutBk/I6QUzJRqhqtmVwz23e4pbSju0++5QGNuji2hlxT+Z7v5Va8cnGUns6xY8UqaOI5x2mmn4Tvf+Q7uuecevX0qm3Qptycfat9Ukwna29/+dp0Nqhl79+5lq5seEY/W0HgqpPASkPUFr8l4dd1aNA4d0gEKfSsZIspMfPUEMD1Gx6Mhc2An9o0QXr957eKkZJUoQlSpIDk8Z00uzX9FqdzdhH2FQONFlMbHUX9+v7FfmLN5vV0myvVMGMcJIXJLGhKTRpvvq4kpUfTVn9+fr3LS62YTaWko/gJxUbLjBREylODiVX6ICDKpk34jPKvXzSUxFby1HYSAf3JCrJJWHXcslFuUqpMdDDf/F475vCN4+ZQjRauRykoqkKEkKBjYq/hE4eqNydIlrk7DElKFMONhtYFydypPrjLqnfZdYpWo2lfv98cv8inL8iC0YQFQ9f+oUtFKVDvOS1yrpe+jpWhMi1+EmDQdvBc9uW7AkqaVDEJtB5vusk1pv/S1lT1uqQWLdBg0Y6UUxpLTug1TIV6oeyEBWnNFq0+xHOn7aEVJU169GgvPPGOW4VEi2fXX8wHDrTDQvzzPuaRduC2FgABEXApaZpihzNp83tZYp/tXR3HMwqTf4SVsWdKs6pliTvXxxsGDfXejZHqHY4ma0YtYZczKhMNNI3dpqpMVxCOPPBIAcO+99wbPU6m31bHMcFFevToN1EuYf+ppzGcTJ+mxpAGUWWImyMZhSxpZr0NEceFEV0+YyaTSWHHXqyvwpicdWbcOc4/bwQGt1TambaJy2bHaAFSbmsJLngLYVYCkgYMjPadV7kYijvSEK7VSSLJVUdeyK+SyYgcH9lRW11krhiyXrFTx4ekn9jV7rFAw6hgyr89YfeIJ+b00W8E1yhL6NTr4uwfRmJsz3y16nOcnfY+U8FfYCN7VYvIuUgHMW49u8LVhwb52S8/cncqTk+b2KEJSV0qazJWIWtJ4nleqcIPbXtkEtmlcH2TZpnxWrFoxGnuEv94rxoaZoHUFgF72vV67Wzix1gBn3MpjsgnTlVgI8p0MxF4JxaQJxIvSrqlKORKygBMCUaWCeLRmWJuFsNMzAwgu+pj1V/tNizXvocQqUKHcKuRC3dgRj4wgKqcZALUbqSdWWlpee6JB8FvlU5p30Z/ianVpC7yyFSVyPmcsTUygsmbNQKrG9AC2lmF6DCtpAPzyl78EAGzevFlvO/301OXl5ptv9p7z8MMP4/777zeOZYaLid1HYOa0U53t808+BSEEknrDWY3c+tqrjI+oCAT6E5GAbFAlT5OVSztYom9uJBNHgImquVuOlLLgI8/KmlbZ+tqr0h9UyNOrl6byQilY3NSlSP9Wyhtrn4o7RJ9VVC75BU/qqqQsaupZRo/gR588bxI42O0bAmR5WddbWhlGWo5h0TZ+gdxVeIm0qk3N7AX5R2Lh+ecBATQOH0bj0OHs3lyBwbBQshVUJAWv71r+Ng2g2lHAW4/usFerTaujbhCZNZa+khJCyXalxFp47vn8xOx56bhdhkzsWtfQeEFFwmpUrSCZd7PobH3Nq0lZrruTju+1AoZDO05JvgPNPweCvkcDxmP16cRaaiRelyYRxTpehx+RG8JIifqBg+oClpUiVfw0d7/a+tqrciu/uNSSJY0vUKjIlEwQQDI/76bQJmO0Y9HmochKxZg3AJg6ZQ+ichnxyAi2XPkq45r2gk87MWnyYvxt1ktLmmhkBHG1M2vBYaBQQWfPIUSEdS88F6ObZ/tcK6Z3hIN2M0wnrHglzfe+9z386le/AgBceOGFevull16KcrmMe+65BzfddJNz3rXXXgsA2LNnD4444ojBVJbpDUqIUmmuvYeolX2S9cQ4IMpi2kThVaT0wOxwy92JuGzYk0dLEtOTnPUvOh+j27YSCxDW2neDd8U08wVXpKmJlVDgCuuOu5PaE3ncMcoVNA7PwUbHWCBxPJKF+XSl3HnEAtqthlrS6Aw4rvJDu+aRwnwZVYIroV0QDKrqCEapMinsxuCWMffEE2nMB1WWam9vTArPijqx3knjElkr8L5bJ9uMyZjInkNoZbpbBBwlkrOa38Wz0tZeADa+/CKUJiayIgVqGzdgdMvmzKLM7ucC8888k1mm0Wcn0nTZpbKxzbQ0siuR9/+oXPYrNPV1PRaOImyVthyxg963BVUGDJD1F5yP6lqPZYDt7qTcN4Vyfcrru+6C87HqmKMDXShPWbzw7LM49NBD8L3IRvBr3W9V3wm4marj46glJY3X0olYNc49/gTmn7Td6YmCkb7uoXExIBBGlQqShQXtftE8s5Awr9eRu5NPGR+l73yPhsJ4ZATRSLU3hQ0YJ6h/6DjVjO3GBWKGAyl5zZTpGct+FPjVr36Ft7/97fj5z39ubE+SBH/1V3+F173udQCAiy++GPv27dP7169fr+PIvPWtb8VvfvMbve+73/2uTtf94Q9/uN+3wPQY7a+uUmwXEUWozsxg8gQrS5IAZD0TjGXiN+GmcrFPSSPyYKPa5cIODhrnK1GV6anM39xcBeWAZJ3hW+FLhTzimpatmiqBgSIEtLuTLQfkZujEkqZSwfgRu7z1sJUTyUK9qVm3EZNGW9K4GajU0rqg/cWZuBcLJh0TmGg6wr5nxXh0y2YUoS1JdFanBDQQt1t44F1RwY2DaWTTk1tyP7Msdnr1btpZboA0MGlpbKwnuloaULS8ahVEFKGWWZaKOEZp1SpvsGkRRRhZvw4zZ55h3mumOIxHa3STmXmLtqd1bzQmjbe+XgtHkSpZlVJumY+LRXFwWl/NHWwbVdeuTVNH27Wwxq2Jo45EbeMGAKnbjlJIiUigNDqaK0C87k4AIFA/cIBeIN9dXzCtFFXGJq0cKe47XVnSRBEWnn0WkacNjBtw1oRCljT+5zx5/HGozEw3raN9XRpLpr1TA/2NWtL04H2sTK3GyIZAKvBhx2f9V3Q4K2mWHrx+yvSYZR84eGFhAddddx2uu+46TE9PY9u2bSiVSrj33nvx9NNPAwDOPvtsfP3rX3fO/cQnPoFbb70VP/7xj3Hcccfh+OOPx/79+3Usmve85z249NJLB3o/TPcos/1kYSGcUljJdXGEyvQUKtNT5m4R6Zg0hYEM1fFWTJr6gQNIDh9OBXFHsLPOc7K62D8CfzPFeITO3KolRa2aGim46Sp0pmhzBNR6w3EpiiplrDr6KDxz+x3mNUm6TV21+fk0XaovgKVtmi5ITBrHTF2kKbp9aanpsX0y0Q3GzXDqkilKyHuy5qwzw8dDkHc0y4KWPc/5J58EABx+9A+IVMBS4xXL/pAqqKjIU/salzGVod66GH0Buh19SpVucQRvKVFZ05ugktHIiJMidO3ZefurmDV2Y4hSCWPbt1ulEesxa1w89PDDqRVEHCGZz7PQpAqXrB+LyLDs8VdYeAM920rWFUmm+C8+ROSHotnhA1gWtsatVUcfBQA4+ODvU4tVraTxWaTS9zFX1vpSfUMA9QMHMTqdKzAMV1NAK3lClCcmWoqLElU9x2R9Mw/ua5MrSqhSODi/CFimTRyVxkk8+LsHm9ZTnW9aBnYwl/BZ0vR4TlIaH0dpfLynZQ6KVi1pcgtPns8tNfRcjLU0TI9Y9rOZ7du34yMf+Qhe/vKXY/Xq1bj33ntxxx13oFKp4KKLLsLXv/513HTTTVhtBZgF0tTaP/zhD/Gxj30Mxx57LO6++2488cQTOPfcc/HNb34Tn/rUpwZ/Q0xPqKyehIgilCcCH/xmK0oREYx9wn4ikdQXCstZePbZ7ODwCn5+nkcwNHwv/NVkwtjKNdloQDYaiEpUSRMjmZtLBVhbOaYyJFnuTrlAC+NZqon9lldfYVaE1ENNzOXCAqJyxZnkhjJQqWDFvuPzjCL2PtInPTFpeuFbPXP6ad7tjsWP3t7G5MaypDHew0xYS1PgmkotJ0BoMCaNUTFQASpwUN5mLQjK7aHKy68/eeIJaftqgbvzieHIhvXYdMnLg/vjWg3J3JxhjbXl1Vekljyh6jrbcoWWdiMFAEgk82nZwRTNdlF6hd66kHJT8yklVxitZ27yx13rqKwOCZavrP6UVUozBZwQSObnEVUqWP+i872HyHo9U4CTa6R7rH/9TJ+2D6tPOrG4HkiD3NpjfdNmTCT5nlhxx3w0G6NbtN6wlcrtPm87/hpTQEE7GY+TLWmWIKKpJR7DtMOyt6RZvXo1PvCBD3R8fqVSwdVXX42rr766h7ViFovxXTux/77fIq7VsOacs5qmTg0LDJlgFPstaQ4/+qh5tM8dKlvB0ytmPkHR654hgruY1hndshmVqdUAgDVnn4W4VsP8r35tWdKkv0vjY2T1Of03qddTCxiSNh0A1p33QsSjozhw//36Ia05+yytpLH7nHanKuVm9GvPOxflyUnU9x9AEMf1JHaFGJEd55vLUxeAPk0sgu+XV5mEsHsUUb7Y29S7JZPEeH/Gdu7Agd/en+6z4z4RJYrI3J1sS5HmzWEEcXCEFElSVfcDrwK307KEAArGwtJ4qozJjZBkk7HTt7JvKZoz4fHQw4/k25MkbN1IS/cFJBW5laSUybIWGg0rM4cmCkfj0MzNdqHo+AEEwwwpX7LxS/U107pAOJaPULGQRqrEwi5TmJPg8OqdB0ACFCP/Hhd0nXbcUJyxvonCxOi3VGnimz8g7O6kz4siJFaWJ7MA9481Z53ZvoKgaf/gVaTWabJAyAwvQngschmmc5a9koZhKKuOPQb1g4cApOmtw2SjbJOYGmnMGOkcN7J+HRpz84Xl5Gl79QYn7kUoxS3TPXGtpl08dPyDhhVMOou5UVYxOQjJ/ALikaox4QeAqnJBIauLRRkaKjMziKrVdLVYSohI6L4ZlctObAHl0uFYzZRKjom0cgFKg+Ka19XHFhqQ9KmvBVz1fNcrr5rID6NCj7DeLZnkAhmA2qZNqZLGkOvIH0rAEel1k5AAlSmQtPDmM2pTfxhl9DJwcEDRNiDKk5NpwNfs/sLCJnH3Ioxu3Zq3W2aB5lhvqAluuQXhRET+GELqnUukx/Vv+dAsXlPrfUX4FV6EqBTn2b76RNi1Q2TxwDzWo0j7YTxStY3MECs3RyEyJQXBDuiulDmWC2k/kPUmsWwSGquOKKI9GbEAoLpuLQ4++KD7LmSIOAbm3GD15kG5ZSjQQt9qVk5w9/J9H1umJXcn9S+315JDILOkYQUb0xtYScOsKErj41j3wnNaPr7QDBvZJMhjSbPu/PMAAI1DqULIp2zJgw+mH+64WslW9chBXiURtQYAf9R7iKw3jFgCQgj9LOsHD+rt8WgtczGKA5mf0r5RHCAyZWz7NuPveDR3IRFRhA0XvtiqpN+0PA2GafYXWc/cR6SnL4s0zo5M6vBKdX1cPY/sgN1KYelh48tflh+m0uD6hKxGQlxoClYiabp1IL11lXWlV++Q6HV5CD6PQbz2cbWK9Re8CAcf/D0ANA2c6ku/bTwzX3YmKKuyFt2dnDoopV0e42Yl0lZ/0JZ2YSWNKJX6rqQpEmqMLFZUmaMeNxlj1b0rJU1ULqfuTdRqUAdZtxXDkrj99ElJ41j+WPuVC236h94eGssmdh+Bp392a9BdreUU2KLLtPVtWG6teIJtYFvGsqC/JGliiccw7cBKGobx0GwuIYiSpihwsHZx8SppsslTNqivOfssiCjCXBb4NHQeje3A9JbUkqYW2Ju398aLXqon25Xpaa8QM3Hkbm82p2Yo15JgFaTfSiCN22CvNCtTf4/QSl0dfEqcPlJatQqzl1+m/45KJUy9YG/T84z3QQX+JdmdjMC9RKEjGw3tUpUrZ+jKeWS4DpgyB7F4E8SUxqOIkOT6vXcRCSh9BvjcVH8qVNIIAIm5P7WUSOsppcyzvtC6CwHZyMdSUSq5acYzypOrkCwsmNfQRYk8XtSKpTUFoQ6aXdBXVTrnvhJcCxFWliTPuCeEs1Ch3aNKJV137dIpXctXMyZL/4SspF4vdhPUgYCzeiia9eWi7EqN1pQ03QiXTd1l++0ut0Ro5ZvQcYYtZggQ6TvOc3OmR/AowDAemmZvIB9SHUDYd5iakAUsaWjK4Khctky7Q0oad1PfYwasEJJ6w5s6FTDnoFEltXoScZxmMPJ8lPW+Nli95+Sm1jehVNCR5e40feo+VFavzvqoO4kWWcBcKZOBB7sTQjipeH2peR1ooGflrUSyO9FVY2qR8fxdv1FboYUfalGjXJXI7kDNyc+IyB5qFZ5YOTVL2d0WXa509wgl8AWVNDoos+3KROI2KXcnT2peqrgRsd/aBoA/w4u2jIC3v68k2krB3USQj0dG0Dh0uDcVC9WiICYNHY/p+FYaH8fkiccXlhuVy5ALC2YfCwW5Jf2zX31ndPMspk/dF9xPXafp8NHMuixkLZO+Z83ThecXHADDMJANLW0o5pihQwiB/ffcCzalYXoFjwIM4yGu1YpXvOhqRyspuD2TPtloZOWYkxZjgu2NSeO6fDC9oTI9jYon0xuA4klTj57FqqOPavG5uhNdEZvuTuO7dmZZqQKaBxGRtKBLY+JsWtJIc1uSGEJ9HsfBak8d/DbPLqSVVZ7DQ/EyjFTovoDfPTekCRU4uHEgrqVuJE3dnSyh325D6u5kPFMylrbiqmG+KkqijYBlHji4kDbv2+jHHqJqFclcf5U0QYTQrpGiVDK+yaXRUUwed5x9gvHXyPp1uUKPvqv2Oy2EjkXWTx1CeXKyOOaLViC17voSj44iKvkXA/R71kK8mK4Weji7Uw+x3fCYJYOw/mWYLmElDcMEcFIlEwx3pyam9Vtfe5WzbfKE4zMlDdyVOzuAoR2vwzLtZnrHzGn7tIuS77ktNiIuoTI9hYVnn3P3ld3AwekO4c00lFrSEDefJdCf9HtG3QGIu5NhSRNwFdRpnklMmlxQ9bWBEppk9iqKfDONayOEYR2SZmrp9E7taheY+AzwsdU2bUqtw5plqfG4MuUZjjN3p4aZdQcAFp57zrRSbKIMMiAT5JVuSWMH0g2SuQUWKcPiWi0Lgt9HgnXN3Z22XPmq5paJVjlTe0/JMotZh1nB3gHAzhK1KFAFUgsxaQBg9tJLwi6yUYT5p54uuBwd+7vUThW8b1IW719JhJQvgoxfzBKFQxEwPYZj0jBMJ5BJ04aXXtjcPcpCxDERUsx9dlpNZ4LmBIDlD8JKQZRKGJvdhJH16519UamE5LC74h1UQGQxaZAk/tXjvsRV6RW50K8mvaaSRuTvqKXgVME7jWCbhsuHSGNDaGVB4P0SuStBHpMht+5pKRZEq2RFD8OrvuFlLy0e74SbGllYbZVmxUv03+kx6XmH//AH4MQTgChuLeipvgZZgR6w+95w0YbArZSOBYGDx3cfgdGtW3pTtWA9ws9KBKxEuiJKrQh1UHJBlTRy0bqOmR6c9OEOXV9EHBXHE1IWMFTh3ClFbbai30fC0H5Pmd7Amjamt7AlDcN0SWl01MxA0QK5Kb9HEJa2q4D9mvIHYDEQcYyxnTsXtQ5p3JkIpTFz5XR021YgihBVKu7KsR0rRW8W2uIjuH8RJpWj27Y2PUZEvvdGWu5O1OqGHFavQ5RiLceWV08a8WREHFn3nQoxdnBMQa15qEUN0kxbyfz8QASTQZvFF413uhnsLDaRMLPwRMSCy1jNz9J1A4UxafwYpjQceLMlmlvSRKWSM94MCiE8meAKj/e/C4f/8Ec8/5u7nePKqyb0Nn2dASoUyqtWmRuoBVr2Woxu29rxO97UDTuK8ve0a2uXQi1NbhW80mkWYJnbiGGYDJ7FMEwHdCsAxKOjKI2NETeG/MNsW9I4mSjUyj5/zAdKVCph5jR/0MdBCcoiILCs+ZMz0mC8tRqmTtljnZQpNGxlhYr/kQRi0iySkmbNn5zR/CARgdZZxDFK42OIstS76SH+9PWpu1NqpRGP1lCemCBpm2G6LQGe+BXQx4EoGoQ6TwiILPVvzyi0ahq+cSCqVAwBVAWKrkxN5YJIQDGg3A3btkbSVgd+974VRYvvrcruBPubM3BC1mp2dqfOysnfxbyP2OepmDTdKytaZ+bMPzH+VopgoZTCaHE8DOBL520QRdn8ont3J46h0hpRmR0Yliv8CjC9hkcLhumAqFzGlquu7Pj82uZZ1GY3pat79gTZmlCFLGl4UjQ8RJVKV/2hVdoTWBT+mDMqboeU/v1D7e5EFSQANl9xud7+/F2/SV8RHUQ5t7AQQqC+fz8qMzPAwgIEPSYT7IWIkDSogkUgT9ErjO0k0IrRflGpnLkz9vIdLRC0hozxI3ZhfBexOqNWTVJqJZmveWgK2nbcnfKylFXU8LXLQNC61Rb6nuignftA+FPWppImUM7Gi1+G3/9/15PreQLyZwpwHbNqADiulIZFY/fZ4dSCT7Lgjykk4khnlOx6rG+xqkP7TRkQomnGR57XLVmMd5dhumeFzmIYpnu6mcjpFUwAnqA0xddxvuGCFTZDwCAm9rabydpzzm56jmwk/hSuypJGJt7V48Vyd2oF5e5UXTOT/Z3GmDDS1wfS1s498WQqkBElgYiI9UwkLLep0Cp/LnBoSyUVX6XN1OvN8SmJsj1N0vMOHmGNb0ShHFDAjO3Ynp+uzmtbeZArryWJKcQ0YZHf87UvPNefUh1IvbE6Ukxbxdhjs22dKoR2+0nq9Q6V4Z1UzFXS5JYt3aPiQCXz/rg0Io7T+6aBvZm+EsrExSwH+JvD9JZhm90xzIrDDUnTxN0pJHwMqUDN9A5beKjNbmp+krYqyPvN2PZtiMfGtGuPd3UzGl4ljbKSGdkUvn/9nmT3UF49SZQyMSprZjC6bVteXibYCyFw6JFHaEHQVjMCuaIhE2xqs7MojY6CmDDkJu09mrOJgsCevRBie0coA1VuzSQl0jGNKGBqs7NmuyJ9Rk2zOxkxgogiKJFh5doypzATmHtwX+vSCrWNG6zMSjlxtYry5CrvPsqhhx/BoYcfafl+fH1Dja1OPKU+Ylv0SGpJ04OhV7kLhmIKiSgOLxa1e60WXObGdmxHZXq6q+ssdYIKfP3cF9eqjekCbUgzpPMmZskxTLM7hll5CIH688+bCWiiyEg1qrMv5FsGVj1muOhohZfEOVDMnHE6AODQQ1k8Cq+6fnjdnUSkXFrC74IStNRq8qpjjsahRx/Nzo8wunkzRjdvTv8mcWjsWxY+RQAygSoSWHvOWem+x5/IhCw0TxXcAcFnMUTuTgvPPIu4Nhrcr4It2+m1fVZoIo7ai+tDYgXJYDr1FUKL762sNwaqlGiX8uQkypOTbZzR4jP3uHbSNhiY4tNSFkWVSjrG60Dm3RUvhEBpbAzVtWv8+zNLGpkk/gyA7dCC1dvUnpM7L3+ZUNi3JFjAX8KwRTvTa1hJwzBDRm3zLDZtICmWHVNtXyCH/taJWXxmL7+so0lAGiBY+FeZVRBX6U4whOX2M1Q0S7MsUwFk9vLLsPD00+5u676ikSoahw8DKv22ugb9N794Voh1fWrtkr2zPZu0FSmjhmhiKBsNzD32mLFt9vLLcqVV9tzikaqZGjhyXTZbipVCBRptiYO0365QSxpFK/0iWZjPs52tILwxaWjK+AEpaexntOmSl0PEMQ49/EhPFORjO3cUZstLsztFEHXRlW5gGOIaLRVEk8DBpfFxzF5+2WAqwzDMUMNKGoZZTDwzIxFFEJVK/rcTcyIgPPIKzLImJimM26IgzoFOK+1VeAyXkLv65JP072ZBYVWmprhaxbwhPKT3ZLvRlMYn0Dh4KDvZKkxZslkrzWngZVoPv8VNTxkihUyIZN4MUmr221QhGJHxbfq0fX4XCBVcuADpebYQUWbRNDwWRoOltfgiM6efhsrq1Tj86B8gouWhpGn6eiQJpve9wOtCpSwchGVV01esCufKzB4Vn8XqCu6PI/Lsu5g/sJKmJVbvOTloZTm+axcamWVnx996hmGWFaykYZjFJJRZh2BPsjyW2gwTRCZJWGDNrGxk3Z1gq+C8w8KqY47O/1B1ayE+k094iHngKYcAACS5SURBVEdr5t+1NHV3qq+yAncHr5GY+2gAVhKDpTcMcXwgi0L3lMzdiTK+M80CZSvOKtNTiJpYeNBnazS5lCvakqaV91YFa5b1+tC6O/WapF7XKd4NaKBrIQZnWVT08S4a33p1eRU4WF2v03KsGFOMn1VHHxXcV5meGmBNmH4wTPMlZnnAShqGWURkkiAeGUE8MhI+qCWtzMoVSJhiZJIJrF5vJ5lZHtQ9+4dXMSBEVBiTxghiSX9nCpjaxo1WeaQc55ZFFudE/9TXsDMYBdOZd0tB4OBhYutrryrc76b6DbfTxO4jml+QPluaOapeLyx7WdNm35NSNnXBWCo0E5JkIxzjiLo4LX4w7sH0XRHHqZVll9md2N2JYcCKSqbnLPaXiGFWNDJJmgb+dFNwr1Dhg+kMZfHhm0BIqmiw+tUwZ3dSVhIFVi6K2uwmbHrFxdnmJpMoIeBk1whaZFgZhLQlDYmvwq+qRYEw2GG8JaNspMJ2srCwYrM7pciW+97UnpOXzwpwQYYhEceQC34ljeHiJAAR939qvOmSlxtufw6DeCZZTBo4ytP2y2ElDbPS0e/QMhlOmcVnpTptM8xwIJunik19xkm8C59Sp9tJFrN8UdYyDXcSLZNEKxdcq5Th7VM6G5NHsJ84+ijEo3mGIRHHeQraFtLEuqlkSaYVej07Jk0frV20BcpS1zs47k6uJUw7GIKh0ovFcWpJs1KV2QJtCQlRpbJsYmBE1Qomjtzt3SdKpcKU7mbg4P67O5XGx4OWgPn2/vbh6poZkp6782xSxe5O3VnpMMxSIa7Vmh/EMG3AljQMs4ikgmYTXakdk8aXrnaJuEMwgyeu1YAozlZNLeFDZX7yxD8QNMbKsCEilCdXeYXLojSvzVd7XQk3b58s+HLWTlImloLVkyGll9mdhvVZtIN9H12svkfVqtctRcQxGgcPDVXWK2YwROUypvae4t1XmVoNEQjaiihCVFH7xMCyOxUxCAV5bdMmAGqs77yc8uQkopCiTynUGWaZE1erqK5du9jVYJYRi/8lYpiVjJSF2RcAuJY2dmrgdIm/93VjlgWTJ50IIJ2Ib77yVcY+KWVYSRgJj1XJcCCiCBte+pK2z2tFWHDuWQgn/kx6oKnYEj5XqV4hit0Jtrzm1f25bs8xFVlm4N/2xrDZV15qnKN+55Y0K9hQeDko9HrM2heeG9xHgwmnrk+LOzUWcVRo9dP7CwrIRucBpNecfWZR0ZBsSsMwDNM2rKRhmEUk5LJBaSkmzXJZaWd6jk+Q1SRF7nZt+k0Mkkh0ZinR7B3xZB/SrlWRMF49JwV31lz9sOAQTeIDLRWrkam9e4y6drPCbt+zWskXcYykvrBy3Z30e7uy7n/6tH2F+4veEacvDSq7UwARlzIl8OCumSx0rqQpHH94bsKsOLi/M72BlTQMs5gktsuEBycFt09Jw+n/mPYZ2bgeydwUnnn6GdfdKRItxXBZDDpVSsgkaWq55txzZiGTpzHX6Z3MJhM+pVYP3Z16Wd4iUZ6YyP8QwhsnqVOichnVdWu1Jc3KDhy8shhZvw6jW7b0pjCBRU9JrmLiDEz5KrJU7H1x8+L3kGEYphNWsD0wwyw+siV3p1ZeU54IMe0ztn07Jo46EvHIiCe+xzBb0nT26RJRhHg0HNxPCIGoWrE3ZlYzwlBkpanNaT365x62VCxl2qE42GhnrH/R+YhKJSQLKzdwsBCe2EjLnHXnn4coFG+mTYQvdteAUe5Wg4uNIyAbjRbnGm0XzZY0zMphZX52mD7BljQMs5i0Eji4BWFjqIO8MkPPhpde6AgmYphj0nQogI/t2I7RrcUr7jOnn4aDD/7evJZM8jgV+tJmRizhdZXqqJouKt7KMlI8iD6l7RVxlFoFLKO2ahv+FnTMMAQNVpY0vVI8Nb1epoDuh3JKZ6ZjmBUC93emVyz+14hhVjCyMCZIioiiJgKHYO090xV+YWCILWk6FMBFFDVZLfYIKkoBalnSTO05GdFIzT2uD+g692Ole5EQcQyZmMFRp07Z04NyS0gWFlZ24GBgxVoSdctQKGnUGDSo913AmymtZ4UP6WeEYRhmmFn8rxHDrGDSgKSduTs5ihvW3jO9pEmw2sWkL2b5wYupGDRmW4xs2GAfmB5C38tepuAGlleclShyYtJMHHVk18VqS5pFDv66aHgsupjWqUxNLXYVtMJkcNZg/bGiyYoG90eGYZj2WeFLTQyzuAiB5uk+WxFIV2AcAqbfDK+7U9+sBIz0TTLbJFCZnsbCc8/pv/3noo8puIVbvyVOP2LSACSexyLHFVlUhvS1XQr0wpqrawZtMSdE/5Sa7IrNrCBWtJst03PYkoZhFpHpU4vThgLA+BFHILaDmToMsWsKsyRplvZ5URnARIjGS5k84XhMHH1U8zS+TnKn3tRTaEua5aN46FtMGpUZZxm5hrUFCwlLnsUQ9JouFnVe8tB+RhimL3B/Z3oEK2kYZhGJKs2UL0CpIBuNQnAGBabnCMh+WYZ0wfgRu/onxGTFThx1pBGnR8Qx4jhGMj9feHLfAwYuIwF81XHHIq41H9vaRVnQDENskcVCSrmcusqKZPyIXQO7lhDomyWNL6A6wzAM05yVO4thmOWCQGZSvNgVYZYTIhJOzJBhYHrfC/p+jaDLgxAIRukW/bdmW04xaca2b+tLuSKOWwi2zjDDzSDGuZx+xqQZYotMhmGYIWaF2gMzzHKD3Z2YHrMiFX9dCPYDsGZbsS48bSDieGXHo+FvAdMuQvTP3WlFfkeYlQsvDjC9g2d8DLMcEOi/qwWzshDD6e40vLgrxj235ljpaaVbgJU0YKGYaQ8BRH3MhsZzE2Zlwf2d6Q3s7sQwywA27Wd6TW3TJiQLC4tdjYHS0nsU9Hbqf0ya5eTu1C9WupImj0/GfYVplf5Z0ogBuIEyDMMsR1hJwzBLHKHiZPA8iOkh/YoZsqQpUuL4ZJGeW9Kw4N0MEUUQJOjzSoQtF5h2EH1Pwd2fohmGYZYzbDvNMMsBzqDAMN1j6UA2X3G5uVuIsKJECEAmfVWkcEya1oirzbPmLVtYkcd0QF+tz1hpyKwUePhlegjP+BhmucATIYbpKVFbFhmi/68gK2laYuLooxa7CosPK2uYVhF9VNKwuxOz0uC5ONMj2N2JYZYgUbVqbhADEBAZZrnThWArBmDNxrGnWqO2adNiV4Fhlg59dHcSPDdhVhDVdWv7lymNWXFwT2KYJcjmyy8z/hYiYu09wwyEAnenRLrbeglb0jBNcbOMMUwxfUzBDXB/ZFYMk8cdt9hVYJYRrKRhmCWPEgR5IsQwfaUwcHCasryf1i5sScO0BAvFTBtU165BZXqqP4WzuxPDMExHsJKGYZYDPA9imB7QjbuTgGwkhrVLz5UqbEnDNENY/zJME6JSCSj105Kmf0UzDMMsV3jGxzDLAsFpVxmm3whRoHgRQJL0NQMTW9IwDMMwDMMsf1hJwzDLATYpZpiu6UoHIgDZaBhKGlacMouBTJI0ThnDDAOsW2YYhmkb/oozzDIg1dGwQMgw/UQIgckTjw/thGw0tKZn/YUX9C+tLcMEEEJAJgm7xjHDAc9LGIZhOoJj0jDMUkeI9D+eCzFM36lMhQJspsKxsqSpzsz09Loj69f3tDxmGSNlX93uGIZhGIbpL/wVZ5hlAbs7MUy3dLPoKwT6asGw7vwX9qVcZrmRWnKxkoYZBlLFNVsUMgzDtAt/xRlmqSMT9vlmmJ7QrZZGQkT8MjKLiFLOsJKGGQJko8FunwzDMB3AX3GGWeLIJEn/Zd9vhlk8BFswMIuPiCPjX4ZZTFIlDfdFhmGYduGRk2GWODKRaWpe1tEwTHf0QtHJShpmEVFKQlYWMsOAbCRsScMwDNMB/BVnmKWOTMAxaRimB3Tl7ZRZ0nDqY2YRUQIxK2mYYSCN08VKGoZhmHbhrzjDLHFkksWkYXcnhumKrlwGMyUNW9Iwi4lWzgiOjcQsPhyThmEYpjN4NtkCN910Ey6++GKsXbsWtVoNRx99NK655hocOHBgsavGMEAiASFYR8MwQwAHDmaGAbakYYaChGPSMAzDdAKPnE34z//5P+NFL3oRvve972FkZATHHHMMHnjgAXzkIx/Bvn378NRTTy12FZkVTho4mN2dGKZ7urekYeGYGQq4HzJDgGw0eExkGIbpAB45C7j11lvx7ne/GwBw7bXX4sEHH8Rtt92G3/72t9i7dy/uvPNO/Ot//a8Xt5IMI2UqH7IpDcN0Rw9i0rBwzAwDLBgzwwAHDmYYhukM/ooX8B//439EkiR4/etfj7e97W16Er5p0yb81V/9FaIowre//W38v//3/xa5psxKJo1Jwy4WDDMMcOBgZhhgJQ0zDKw55yxMnnjCYleDYRhmycFf8QD79+/H97//fQDA2972Nmf/7t27cf755wMArr/++oHWjWEUq447FpWpqTQmTcKWNAzTKWM7dyIeHe28ALakYYYJ7ofMEFAaHUVcrS52NRiGYZYc/BUPcPvtt2Nubg7VahWnnnqq95izzz4bAHDLLbcMsmoMo1l94gmoTE9lf7GShmE6Zea0fSiN1jovQMWk4SCZzBAg2LqSYRiGYZYspcWuwLBy9913AwC2bt2KcrnsPWbXrl0AgN/85jeFZV177bW47rrrWrrunXfe2UYtGSaFJ+QMs7iodzCqVBa5JgzDMAzDMMxShpU0AVTWpunp6eAxat/TTz9dWNajjz6K2267rXeVYxiL8SN3Y3TbtsWuBsOsaNacfRYrTJlFZ+aM0xe7CgzDMAzDdAEraQIcPnwYAFApWBWtZn62hw4dKixr48aNOOWUU1q67p133tm0PIaxKU9MABOLXQuGWdmMbp5d7CowDMa2s8KeYRiGYZYyrKQJMDIyAgCYn58PHjM3NwcAqNWK4xi8/e1vx9vf/vaWrrt37162umEYhmEYhmEYhmGYFQhHOAwwNZUGY1VuTz7UPnUswzAMwzAMwzAMwzBMp7CSJsCRRx4JAHjwwQexsLDgPea+++4zjmUYhmEYhmEYhmEYhukUVtIE2LNnDyqVCubm5vCTn/zEe8w///M/AwDOOOOMQVaNYRiGYRiGYRiGYZhlCCtpAkxMTOAlL3kJAHjTZ99zzz34wQ9+AAC44oorBlo3hmEYhmEYhmEYhmGWH6ykKeCaa66BEAJf//rXcd1110FKCSBNqf3a174WSZLgsssuw0knnbTINWUYhmEYhmEYhmEYZqnDSpoC9u3bh8985jMA0gxN27ZtwymnnIIdO3bg1ltvxVFHHYX/9t/+2yLXkmEYhmEYhmEYhmGY5QAraZrw7ne/G//zf/5PXHTRRThw4AB+/etfY9u2bXj/+9+Pn/3sZ1izZs1iV5FhGIZhGIZhGIZhmGVAabErsBR40YtehBe96EWLXQ2GYRiGYRiGYRiGYZYxbEnDMAzDMAzDMAzDMAwzBLCShmEYhmEYhmEYhmEYZghgJQ3DMAzDMAzDMAzDMMwQwEoahmEYhmEYhmEYhmGYIYCVNAzDMAzDMAzDMAzDMEMAK2kYhmEYhmEYhmEYhmGGACGllItdCSZnenoaTz/9NGq1Go455pjFrg7DMAzDMAzDMAzDMBZ33nknDh06hKmpKTz11FM9K5eVNEPG6OgoDh06tNjVYBiGYRiGYRiGYRimCbVaDQcPHuxZeaWelcT0hHXr1uGxxx7DyMgIduzYsdjVaQmlQWTrH2a5wn2cWc5w/2aWO9zHmeUM929mOTPs/fv+++/H4cOHsW7dup6Wy0qaIeOBBx5Y7Cq0zd69e3HbbbfhmGOOwa233rrY1WGYnsN9nFnOcP9mljvcx5nlDPdvZjmzUvs3Bw5mGIZhGIZhGIZhGIYZAlhJwzAMwzAMwzAMwzAMMwSwkoZhGIZhGIZhGIZhGGYIYCUNwzAMwzAMwzAMwzDMEMBKGoZhGIZhGIZhGIZhmCGAlTQMwzAMwzAMwzAMwzBDACtpGIZhGIZhGIZhGIZhhgBW0jAMwzAMwzAMwzAMwwwBrKRhGIZhGIZhGIZhGIYZAlhJwzAMwzAMwzAMwzAMMwSUFrsCzNLnbW97Gx599FFs3LhxsavCMH2B+ziznOH+zSx3uI8zyxnu38xyZqX2byGllItdCYZhGIZhGIZhGIZhmJUOuzsxDMMwDMMwDMMwDMMMAaykYRiGYRiGYRiGYRiGGQJYScMwDMMwDMMwDMMwDDMEsJKGYRiGYRiGYRiGYRhmCGAlzZBx00034eKLL8batWtRq9Vw9NFH45prrsGBAweC5+zfvx8f/OAHcfTRR6NWq2Ht2rW4+OKL8cMf/rCruiwsLOCTn/wkTjrpJIyNjWFqagrnnXcevv3tbzc99/bbb8dVV12FDRs2YGRkBDt37sS73vUuPP74413V6be//S3e8pa3YPPmzahWq9iyZQve+ta34v777y88T0qJL33pSzj99NOxatUqrFq1Cqeffjq+9KUvgWNnDw7u38V00r9f+MIXQghR+N9dd93VVb2Y1uD+7efQoUO44YYb8MEPfhAveclLMD09rftmq3zrW9/Ceeedh6mpKYyNjeHkk0/Gpz71KSwsLHRUJ6YzuI/76aaPv+lNb2o6hn//+9/vqF5Me3D/9nPPPffg4x//OC666CLMzs6iUqlgcnISp556Kj72sY9h//79hefzHHx44D7up5s+3rd5uGSGhs9//vNSCCEByM2bN8s9e/bIarUqAchjjjlGPvnkk845jz/+uDzqqKMkAFmtVuWePXvk5s2bJQAphJD/5b/8l47qcujQIXnWWWdJADKOY3niiSfKXbt2SQASgLz66quD537rW9+S5XJZApDr1q2Tp5xyihwbG5MA5MaNG+V9993XUZ1+9KMfyfHxcQlATk1Nyb1798rVq1dLAHJiYkL+3//7f73nNRoNeeWVV+q6H3vssfLYY4/Vf7/mNa+RSZJ0VCemdbh/F9Np/z733HMlALl792555plnev/73e9+11GdmNbh/h3m9ttv19e2/2uF97znPfr4Xbt2yRNPPFHGcSwByHPOOUcePny47Tox7cN9PEw3ffyNb3yjBCC3bNkSHMNvueWWtuvEtAf3bz/1et3oz+vXr5cveMEL9H2qcfmBBx7wns9z8OGB+7ifbvt4v+bhrKQZEn72s5/JKIqkEEJee+21esB6+OGH5d69eyUAefnllzvnveIVr5AA5N69e+XDDz8spZQySRJ57bXX6o5/++23t12fd77znRKA3LFjh7zrrrv09htuuEG/0DfeeKNz3kMPPSRHR0clAHnNNdfIhYUFKaWUzzzzjHzpS18qAcgXvOAFbQ/I+/fvlxs3bpQA5Fve8hZ56NAhKWX6kr/5zW/WA87Bgwedcz/zmc9IAHJ6elr+6Ec/0tt/9KMfyenpaQlAfv7zn2+rPkx7cP8uppv+rT4OX/3qV9u6JtM7uH8X88tf/lKedtpp8h3veIf8i7/4C/mtb32rZQH229/+tp4c3nDDDXr7nXfeKXfs2CEByH/37/5dW/Vh2of7eDHd9HGlpPnwhz/c1jWZ3sH9O8zCwoJctWqVfN/73ifvvPNOY9+Pf/xjPQ6fdtpp3vN5Dj4ccB8P020f79c8nJU0Q8Kll14qAcg3vOENzr67775bRlEkAcif//znevttt90mAcgoiuQ999zjnPf6178++NIV8Yc//EFWKhUJQP7gBz9w9l9zzTUSgDzllFOcfe9617v06qbNU089JScnJ4MvXhGf/exnJQB5xBFHyPn5eWPf3Nyc1r7aA/38/Lxcs2aNBCC/8pWvOOV++ctf1ppY9aIzvYf7dzGd9m8pWUkzDHD/bo9f/OIXLQuwJ510kgQgP/ShDzn7/umf/kkrcB577LGu6sQUw328Pdrp46ykWXy4f4dJksRrYaH4P//n/+i+bgvrPAcfHriPh+mmj0vJSpplzfPPP6+1hjfffLP3mAsuuEACkB/84Af1tve///0SgLzgggu859x8880SgBwZGZH79+9vuT7XXXedBFKzLR8PPfSQ7qz33nuvsW92dlYCkN/4xje85/6rf/WvJAD5L//lv2y5PlJK+Sd/8icSgPzIRz7i3f+Rj3xEApBnnXWWsf0f/uEfJAA5Pj7uNYk/fPiwdjH5x3/8x7bqxLQG9+/mdNq/pWQlzWLD/bt9WhVg7777bn3cQw895D3miCOOkADkl770pa7qxIThPt4+rKRZOnD/7h4lGP/3//7fje08Bx8OuI93T6iPS9m/eTgHDh4Cbr/9dszNzaFareLUU0/1HnP22WcDAG655Ra9Tf0+55xzvOeceuqpqFarOHz4MO644w5j39e+9rVgUDtVrrqmzezsLHbs2OHU5/e//z0efvjhwjr57kOhAi+96U1vMrY3Gg387Gc/a6ncn/70p2g0Gs69qLawqVar2LdvX7BOTPdw/07pR/+mfPOb38Rll12G888/H69+9avxmc98putAxkxzuH+nhPp3N6jr7Ny5E7Ozs23XiekN3MdT+tHHKTfddBOuvPJKnH/++bj88svx0Y9+FL/73e/6ci0mh/t3Sqf9u16v6wDuo6Ojxj6egw8H3MdT+tHHKb2eh7OSZgi4++67AQBbt25FuVz2HrNr1y4AwG9+8xvnPLXPplwuY8uWLc55rdYnVG6z+lQqFWzevLnwvN/+9rctZ+V44IEHMD8/X1gntX1ubs6Y1HR6L0zv4P5dTDf9m/K9730PN9xwA2666SZcf/31eM973oMdO3bgG9/4Rkv1YDqD+3f/4PF7OOA+Phj+9//+3/jmN7+Jm266Cd/5znfwwQ9+ELt378YnPvGJgdZjpcH9uztuuOEGHDx4EKVSCWeccYaxj8fw4YD7eHcU9XFKr+fhrKQZAp566ikAwPT0dPAYte/pp5/u+jwAGBsbw+zsrHd1stv6TE1NBdNOqvOSJMFzzz1n7Fu7di1mZ2ed66pyi+pEt/eqjZjewP07pR/9GwBOOeUUfPGLX8Qvf/lLPP/883j++efxgx/8AOeffz4OHDiAN7zhDfje974XvFemO7h/p4T6dzfw+D0ccB9P6UcfB4Ddu3fj05/+NG6//XY8/fTTOHjwIG655RZceeWVWFhYwNVXX40vfOELPb0mk8P9O6WT/v3ss8/ive99LwDgrW99K9asWdOTe2F6C/fxlH70caB/8/BS22cwPefw4cMAUs1gCGUmeOjQoa7PA4Arr7wSV1555aLVx1en66+/vrA+RWWHyu2mjZjewP07pR/9GwA+85nPOMefd955OPfcc3HppZfib//2b/Hud78bL3vZy4IfNaZzuH+nhPp3N/D4PRxwH0/pRx8HgA984APOttNOOw1//dd/jX/7b/8tvvCFL+ADH/gA3vCGN2B8fLwvdVjJcP9Oabd/NxoNvO51r8MDDzyA7du34+Mf/7hzDI/hwwH38ZR+9HGgf/NwtqQZAkZGRgBAuzz4mJubAwDUarWuzxuG+rRTJ1VuUdmhcvvVRkzrcP9urT5FZXdSbhRF+OQnPwkAuPfee/GLX/yipfOY9uD+3T94/B4OuI8vHv/pP/0nVCoVPPPMM/jBD36w2NVZlnD/bh8pJd72trfh7/7u7zA1NYXvfve7mJycdI7jMXw44D7ePq328SK6nYezkmYImJqaAmC6PdhQE69uz+t3fZ5++mlIKQvPi6IIq1ataqs+RXWi2wfRRkzrcP9urT5FdQr172YcffTR+vh77rmn5fOY1uH+3T94/B4OuI8vHpOTkzjuuOMA8BjeL7h/t8873/lOfOUrX8HExAT+x//4Hzj++OO9x/EYPhxwH2+fVvt4M7qZh7OSZgg48sgjAQAPPvhgMMjRfffdZxxLf997773ecxYWFvDggw8657Van1C5zeozPz+P3//+94Xn7dixIxi8ymb79u3atC1UJ1VutVrFtm3bur4Xpndw/y6mm/7dCqrser3e1nlMa3D/7h88fg8H3McXFx7D+wv37/Z473vfiz//8z/H6Ogovve97+nsTD54DB8OuI+3Rzt9vBU6HcNZSTME7NmzB5VKBXNzc/jJT37iPeaf//mfAcCIKn366acb+2x+8pOfYH5+HiMjIzj55JNbro8q9+abb/buf/jhh3H//fcbxwJp1PBNmzYV1sl3H80olUrYu3dvS+Xu27cPcRw79/LTn/7UMIFTzM3N4ac//WnbdWJah/t3Md3072Y89thjeOyxxwAgGAmf6Q7u3/1D1e/+++/XaTcXu04rEe7ji0e9Xsddd90FgMfwfsH9u3U++MEP4tOf/jSq1Sr+5m/+JphCWcFz8OGA+3jrtNvHm9HVPFwyQ8Ell1wiAcg3vOENzr67775bRlEkAcg77rhDb7/11lslABnHsbznnnuc817/+tdLAPKVr3xlW3X5wx/+IMvlsgQgf/CDHzj7r7nmGglA7tmzx9n3p3/6pxKAPOecc5x9Tz31lJycnJQA5A033NBWnT796U9LAPKII46Q8/Pzxr65uTm5a9cuCUB+7nOfM/bNz8/LmZkZCUB+5Stfccr98pe/LAHItWvXyoWFhbbqxLQO9+9iOu3fzXjve98rAcipqSk5NzfX1rlM63D/bo9f/OIXEoBsZQpywgknSADyQx/6kLPvn/7pnyQAWalU5GOPPdZVnZhiuI+3Rzt9vIg///M/lwBkqVSSjzzySFdlMWG4fzfnox/9qAQgy+Wy/O53v9vSOTwHHx64jzenkz7ejG7m4aykGRJ+8pOfSCGEFELIa6+9ViZJIqWU8pFHHpF79+6VAORll13mnHfxxRdLAHLv3r36A54kibz22mslABlFkbz11lud866//nq5bds2uW3bNm993vGOd0gAcseOHfKuu+7S22+88UZZrVYlAPk3f/M3znkPPvigrNVqEoC85pprZL1el1JK+cwzz8iXvvSl+qVT90e56qqr5LZt2+R73vMeZ9/+/fvlhg0bJAD5lre8RR46dEhKKeWhQ4fkm9/8ZglAbtq0SR44cMA591Of+pQEIKenp+WPfvQjvf1HP/qRnJ6elgDkn/3Zn3nbgekN3L/707//4i/+Qn7kIx+RDz30kFPeNddcI4UQEoD81Kc+5W0Hpjdw/y7u3zbtCLDf/OY3JQBZrVbljTfeqLffddddcseOHRKAfPe73920HKY7uI/3p4//wz/8g3zf+94n7777bmP73Nyc/PznPy8rlYoEIN/xjnc0vSbTOdy/i/v35z73Oa0s/Na3vuWtcwiegw8H3Mf708f7OQ9nJc0Q8dnPflY/zC1btsg9e/bojnrUUUfJxx9/3Dnnsccek7t379aT2D179sgtW7ZIAFIIIT//+c97r/XVr361cAJx8OBBecYZZ2gN6kknnaRX8wEUTlKuv/56WSqVJAC5bt06uXfvXjk2NiYByPXr13u1sVJKee6550oA8o1vfKN3/80336zLmZqaknv37pVTU1MSgBwfH5c//vGPvec1Gg15+eWX67ofe+yx8thjj9V/X3nllbLRaATvh+kN3L97378/+9nP6jpv3rxZ7tu3T5588slyZGREb//TP/3T4L0wvYP7d3H/3rNnj5yZmZEzMzNy9erVui5q28zMjHzFK17hPffd7363Pn7Xrl3ypJNOknEcSwDyrLPO0kpNpr9wH+99H//Od76jj1u/fr3cu3ev3Lt3rxwfH9fbX/WqV7El5ADg/u3v3w8//LBul6mpKXnmmWcG//vyl7/slMtz8OGB+3jv+3g/5+GspBky/vEf/1FedNFFcnp6WlarVXnkkUfK97///fL5558PnvPcc8/J97///fLII4+U1WpVTk9Py4suushrQqZo9vJIma7kfOxjH5MnnHCCrNVqcnJyUp577rnym9/8ZtP7uPXWW+UVV1wh161bJyuVity+fbt8xzveIf/4xz8Gz2k2AZJSynvvvVe+8Y1vlJs2bZLlcllu2rRJvulNb5L33XdfYX2U1nffvn1yfHxcjo+Py3379snrrrvOq21l+gP3797271/96lfyfe97nzznnHPkli1bZK1WkyMjI3L79u3yX/yLfyH/1//6X03vhekd3L/D/Xvbtm26zqH/zj333GD5f/3Xfy3PPfdcOTk5KWu1mjzhhBPkxz/+ccc9kOkv3Md728cffPBBec0118gLLrhAbtu2TY6NjclKpSJnZ2fl5ZdfbliPMf2H+7fbv++///6m/Vr99+EPf9hbNs/Bhwfu473t4/2chwspAzmsGIZhGIZhGIZhGIZhmIHB2Z0YhmEYhmEYhmEYhmGGAFbSMAzDMAzDMAzDMAzDDAGspGEYhmEYhmEYhmEYhhkCWEnDMAzDMAzDMAzDMAwzBLCShmEYhmEYhmEYhmEYZghgJQ3DMAzDMAzDMAzDMMwQwEoahmEYhmEYhmEYhmGYIYCVNAzDMAzDMAzDMAzDMEMAK2kYhmEYhmEYhmEYhmGGAFbSMAzDMAzDMAzDMAzDDAGspGEYhmEYhmEYhmEYhhkCWEnDMAzDMAzDMAzDMAwzBLCShmEYhmEYhmEYhmEYZgj4/wHgdFbm62U5sQAAAABJRU5ErkJggg==\n" + }, + "metadata": {} + } + ], + "source": [ + "plot_raw(ppg, modality='ppg', backend='matplotlib')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "YUogPYYijjF9" + }, + "source": [ + "This concludes our introduction to the basic elements of cardiac signal processing using the Systole package. In the next tutorial, we will take a closer examination of how Systole can be used to extract different parameters relating to heart-rate variability." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "gVlCk_yyjjF9" + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,md:myst" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + }, + "vscode": { + "interpreter": { + "hash": "40d3a090f54c6569ab1632332b64b2c03c39dcf918b08424e98f38b5ae0af88f" + } + }, + "colab": { + "provenance": [], + "include_colab_link": true + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/ingredients.txt b/ingredients.txt index 14ca686..3fc4f08 100644 --- a/ingredients.txt +++ b/ingredients.txt @@ -3,3 +3,4 @@ * 1 lime * 2 tsp salt * 1 tomato +* 2 Tbsp cilantro