{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.9-final" }, "toc-autonumbering": true, "toc-showcode": true, "toc-showmarkdowntxt": true, "toc-showtags": true, "colab": { "name": "HeartRateDiscrimination.ipynb", "provenance": [], "toc_visible": true } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "RS4nPf2SHuhG" }, "source": [ "Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>" ] }, { "cell_type": "code", "metadata": { "id": "ZUJgGeY7H8gq" }, "source": [ "%%capture\n", "if 'google.colab' in str(get_ipython()):\n", " ! pip install git+https://github.com/LegrandNico/metadPy.git\n", " ! pip install systole\n", " ! pip install pingouin" ], "execution_count": 8, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "VNcqaB4zHuhM" }, "source": [ "import os\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from scipy.stats import norm\n", "import seaborn as sns\n", "import numpy as np\n", "from metadPy import sdt\n", "from metadPy.utils import trials2counts, discreteRatings\n", "from metadPy.plotting import plot_confidence\n", "from systole.detection import oxi_peaks\n", "import pingouin as pg\n", "\n", "sns.set_context('talk')\n", "%matplotlib inline" ], "execution_count": 9, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "4cMI7LRPHuhO" }, "source": [ "# Heart Rate Discrimination task - Summary results" ] }, { "cell_type": "markdown", "metadata": { "id": "inaNEpksHuhO" }, "source": [ "This notebook introduces basic analysis steps, plots and quality check for the Heart Rate Discrimination task. The current version use data from a young and healthy participant tested with the default task parameters implemented in the launcher.py file (80 trials per condition, 30 using a 1-Up/1-Down staircase and 50 using the Psi method.\n", "\n", "The target directory is defined by the `path` variable and should include the following files: `final.txt` (the behavioural data), `Intero_posterior.npy` and `Extero_posterior.npy` (the posterior estimates) and `signal.txt` (the PPG signal time series during the interoception trials)." ] }, { "cell_type": "markdown", "metadata": { "id": "p8NY1tssHuhP" }, "source": [ "**Import data**" ] }, { "cell_type": "code", "metadata": { "tags": [ "parameters" ], "id": "RanXAiXtHuhP" }, "source": [ "resultPath = \"./\"\n", "reportPath = \"./\"" ], "execution_count": 10, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "e06-piOKHuhQ" }, "source": [ "resultsFiles = os.listdir(resultPath)\n", "# Logs dataframe\n", "df = pd.read_csv(os.path.join(resultPath, [file for file in resultsFiles if file.endswith('final.txt')][0]))\n", "\n", "# History of posteriors distribution\n", "try:\n", " interoPost = np.load(os.path.join(resultPath, [file for file in resultsFiles if file.endswith('Intero_posterior.npy')][0]))\n", " exteroPost = np.load(os.path.join(resultPath, [file for file in resultsFiles if file.endswith('Extero_posterior.npy')][0]))\n", "except:\n", " interoPost, exteroPost = None, None\n", "\n", "# PPG signal\n", "signal_df = pd.read_csv(os.path.join(resultPath, [file for file in resultsFiles if file.endswith('signal.txt')][0]))\n", "signal_df['Time'] = np.arange(0, len(signal_df))/1000 # Create time vector" ], "execution_count": 11, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "-YL6QItZHuhQ" }, "source": [ "# Response time" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 371 }, "id": "1e2HWDnnHuhR", "outputId": "7855b6b4-80f1-438e-b70d-087d1b198442" }, "source": [ "palette = ['#b55d60', '#5f9e6e']\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(13, 5))\n", "for i, task, title in zip([0, 1], ['DecisionRT', 'ConfidenceRT'], ['Decision', 'Confidence']):\n", " sns.boxplot(data=df, x='Modality', y=task, hue='ResponseCorrect',\n", " palette=palette, width=.15, notch=True, ax=axs[i])\n", " sns.stripplot(data=df, x='Modality', y=task, hue='ResponseCorrect',\n", " dodge=True, linewidth=1, size=6, palette=palette, alpha=.6, ax=axs[i])\n", " axs[i].set_title(title)\n", " axs[i].set_ylabel('Response Time (s)')\n", " axs[i].set_xlabel('')\n", " axs[i].get_legend().remove()\n", "sns.despine(trim=10)\n", "\n", "handles, labels = axs[0].get_legend_handles_labels()\n", "plt.legend(handles[0:2], ['Incorrect', 'Correct'], bbox_to_anchor=(1.05, .5), loc=2, borderaxespad=0.)" ], "execution_count": 12, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "<matplotlib.legend.Legend at 0x7f186b243a10>" ] }, "metadata": { "tags": [] }, "execution_count": 12 }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "<Figure size 936x360 with 2 Axes>" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "AHWKhCf-HuhT" }, "source": [ "Response time distribution for the decision and the confidence rating phases for correct (red) and incorrect (green) responses." ] }, { "cell_type": "markdown", "metadata": { "id": "D3XNBf5-HuhT" }, "source": [ "# Metacognition" ] }, { "cell_type": "markdown", "metadata": { "id": "4XUsazH4HuhU" }, "source": [ "SDT estimate for decision 1 perforamces (d' and criterion)" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "FZ7NrgpXHuhV", "outputId": "46b4306d-7eb6-4196-b180-c8e5754d5b1b" }, "source": [ "for i, cond in enumerate(['Intero', 'Extero']):\n", " this_df = df[df.Modality == cond].copy()\n", " this_df['Stimuli'] = (this_df.responseBPM > this_df.listenBPM)\n", " this_df['Responses'] = (this_df.Decision == 'More')\n", "\n", " hit, miss, fa, cr = this_df.scores()\n", " hr, far = sdt.rates(hits=hit, misses=miss, fas=fa, crs=cr)\n", " d, c = sdt.dprime(hit_rate=hr, fa_rate=far), sdt.criterion(hit_rate=hr, fa_rate=far)\n", " \n", " print(f'Condition: {cond} - d-prime: {d} - criterion: {c}')" ], "execution_count": 13, "outputs": [ { "output_type": "stream", "text": [ "Condition: Intero - d-prime: 1.38023349795524 - criterion: 0.4602326313983878\n", "Condition: Extero - d-prime: 2.699085962223946 - criterion: 0.382121415010272\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 369 }, "id": "pUYRU_Z5HuhV", "outputId": "f9270088-3c65-49b8-aa67-b35fd3038a00" }, "source": [ "fig, axs = plt.subplots(1, 2, figsize=(13, 5))\n", "\n", "for i, cond in enumerate(['Intero', 'Extero']):\n", " try:\n", " this_df = df[(df.Modality == cond) & (df.RatingProvided == 1)]\n", " this_df = this_df[~this_df.Confidence.isnull()]\n", " new_confidence, _ = discreteRatings(this_df.Confidence)\n", " this_df['Confidence'] = new_confidence\n", " this_df['Stimuli'] = (this_df.Alpha > 0).astype('int')\n", " this_df['Responses'] = (this_df.Decision == 'More').astype('int')\n", " nR_S1, nR_S2 = trials2counts(data=this_df)\n", " plot_confidence(nR_S1, nR_S2, ax=axs[i])\n", " axs[i].set_title(f'{cond} condition')\n", " except:\n", " print('Invalid ratings')\n", " this_df = df[df.Modality == cond]\n", " sns.histplot(this_df[this_df.ResponseCorrect==1].Confidence, ax=axs[i], color=\"#5f9e6e\",)\n", " sns.histplot(this_df[this_df.ResponseCorrect==0].Confidence, ax=axs[i], color=\"#b55d60\")\n", " axs[i].set_title(f'{cond} condition')\n", "sns.despine()\n", "plt.tight_layout()" ], "execution_count": 14, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "<Figure size 936x360 with 2 Axes>" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "ymYSLHbFHuhV" }, "source": [ "Distribution of confidence ratings for correct (green) and incorrect (red) trials. Overlapping distribution suggests that the subjective confidence in the decision was not predictive of decision performances." ] }, { "cell_type": "markdown", "metadata": { "id": "oUcRkqj6HuhW" }, "source": [ "# Psychophysics" ] }, { "cell_type": "markdown", "metadata": { "id": "qEHiQ1WIHuhW" }, "source": [ "Distribution of the intensities values." ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 369 }, "id": "kGw43ZDGHuhW", "outputId": "9a48140d-1d03-4867-8123-9b303ee945a1" }, "source": [ "fig, axs = plt.subplots(1, 1, figsize=(8, 5))\n", "\n", "for cond, col in zip(['Intero', 'Extero'], ['#c44e52', '#4c72b0']):\n", " this_df = df[df.Modality == cond]\n", " axs.hist(this_df.Alpha, color=col, bins=np.arange(-40.5, 40.5, 5), histtype='stepfilled',\n", " ec=\"k\", density=True, align='mid', label=cond, alpha=.6)\n", "axs.set_title('Distribution of the tested intensities values')\n", "axs.set_xlabel('Intensity (BPM)')\n", "plt.legend()\n", "sns.despine(trim=10)\n", "plt.tight_layout()" ], "execution_count": 15, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x360 with 1 Axes>" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "pAt0AIUmHuhX" }, "source": [ "## Staircases" ] }, { "cell_type": "markdown", "metadata": { "id": "-4aCpZH3HuhX" }, "source": [ "### Psi" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 375 }, "id": "kWFkQFF6HuhX", "outputId": "63a603b9-9c75-4733-98e7-87d69b1aaaec" }, "source": [ "if sum(df.TrialType == 'psi') > 0:\n", "\n", " fig, axs = plt.subplots(figsize=(18, 5), nrows=1, ncols=2)\n", "\n", " # Plot confidence interval for each staircase\n", " def ci(x):\n", " return np.where(np.cumsum(x) / np.sum(x) > .025)[0][0], \\\n", " np.where(np.cumsum(x) / np.sum(x) < .975)[0][-1]\n", "\n", " try:\n", " for i, stair, col in zip([0, 1], [interoPost, exteroPost], ['#c44e52', '#4c72b0']):\n", " ciUp, ciLow = [], []\n", " for t in range(stair.shape[0]):\n", " up, low = ci(stair.mean(2)[t])\n", " rg = np.arange(-50.5, 50.5)\n", " ciUp.append(rg[up])\n", " ciLow.append(rg[low])\n", "\n", " axs[i].fill_between(x=np.linspace(0, len(this_df), len(ciUp)),\n", " y1=ciLow,\n", " y2=ciUp,\n", " color=col, alpha=.2)\n", " except:\n", " pass\n", "\n", "\n", " # Staircase traces\n", " for i, cond, col in zip([0, 1], ['Intero', 'Extero'], ['#c44e52', '#4c72b0']):\n", " this_df = df[(df.Modality == cond) & (df.TrialType != 'UpDown')]\n", "\n", " # Show UpDown staircase traces\n", " axs[i].plot(np.arange(0, len(this_df))[this_df.TrialType == 'high'], \n", " this_df.Alpha[this_df.TrialType == 'high'], linestyle='--', color=col, linewidth=2)\n", " axs[i].plot(np.arange(0, len(this_df))[this_df.TrialType == 'low'], \n", " this_df.Alpha[this_df.TrialType == 'low'], linestyle='-', color=col, linewidth=2)\n", "\n", " # Use different colors for psi and catch trials\n", " for trialCond, pointCol in zip(['psi', 'psiCatchTrial'], [col, 'gray']):\n", " axs[i].plot(np.arange(0, len(this_df))[(this_df.Decision == 'More') & (this_df.TrialType == trialCond)], \n", " this_df.Alpha[(this_df.Decision == 'More') & (this_df.TrialType == trialCond)], \n", " pointCol, marker='o', linestyle='', markeredgecolor='k', label=cond)\n", " axs[i].plot(np.arange(0, len(this_df))[(this_df.Decision == 'Less') & (this_df.TrialType == trialCond)],\n", " this_df.Alpha[(this_df.Decision == 'Less') & (this_df.TrialType == trialCond)], \n", " 'w', marker='s', linestyle='', markeredgecolor=pointCol, label=cond)\n", "\n", " # Psi trials\n", " axs[i].plot(np.arange(len(this_df))[this_df.TrialType=='psi'],\n", " this_df[this_df.TrialType=='psi'].EstimatedThreshold, linestyle='-', color=col, linewidth=4)\n", " \n", " axs[i].axhline(y=0, linestyle='--', color = 'gray')\n", " handles, labels = axs[i].get_legend_handles_labels()\n", " axs[i].legend(handles[0:2], ['More', 'Less'], borderaxespad=0., title='Decision')\n", " axs[i].set_ylabel('Intensity ($\\Delta$ BPM)')\n", " axs[i].set_xlabel('Trials')\n", " axs[i].set_ylim(-52, 52)\n", " axs[i].set_title(cond+'ception')\n", " sns.despine(trim=10, ax=axs[i])\n", " plt.gcf()" ], "execution_count": 16, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1296x360 with 2 Axes>" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "jK3nePFxHuhY" }, "source": [ "This figure represents the evolution of threshold estimate across trials for the Interoception and Exteroception condition. Shaded areas represent the 95% confidence interval of the threshold estimate by Psi. For each condition, the first 30 trials (connected with dashed lines) were allocated to an Up/Down method (2 interleaved staircases starting a -40.5 or 40 respectively). The intensities and responses were included in the Psi staircase to maximize the amount of information included. The remaining 50 trials were monitored by the Psi staircase only. This dual estimation was implemented to estimate the reliability of the estimation of threshold using an up/down procedure, as compared to a longer psi procedure." ] }, { "cell_type": "markdown", "metadata": { "id": "EjwOwGyJHuhY" }, "source": [ "# Psychometric function" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 352 }, "id": "pYnNCd4ZHuhY", "outputId": "5807b2e9-0fa9-4581-933c-a9666a262a7e" }, "source": [ "sns.set_context('talk')\n", "fig, axs = plt.subplots(figsize=(8, 5))\n", "for i, modality, col in zip((0, 1), ['Extero', 'Intero'], ['#4c72b0', '#c44e52']):\n", " \n", " this_df = df[(df.Modality == modality) & (df.TrialType == 'psi')]\n", "\n", " t, s = this_df.EstimatedThreshold.iloc[-1], this_df.EstimatedSlope.iloc[-1]\n", " # Plot Psi estimate of psychometric function\n", " axs.plot(np.linspace(-40, 40, 500), \n", " (norm.cdf(np.linspace(-40, 40, 500), loc=t, scale=s)),\n", " '--', color=col, label=modality)\n", " # Plot threshold\n", " axs.plot([t, t], [0, .5], color=col, linewidth=2)\n", " axs.plot(t, .5, 'o', color=col, markersize=10)\n", "\n", " # Plot data points\n", " for ii, intensity in enumerate(np.sort(this_df.Alpha.unique())):\n", " resp = sum((this_df.Alpha == intensity) & (this_df.Decision == 'More'))\n", " total = sum(this_df.Alpha == intensity)\n", " axs.plot(intensity, resp/total, 'o', alpha=0.5, color=col, markeredgecolor='k', markersize=total*5)\n", "plt.ylabel('P$_{(Response = More|Intensity)}$')\n", "plt.xlabel('Intensity ($\\Delta$ BPM)')\n", "plt.tight_layout()\n", "plt.legend()\n", "sns.despine()" ], "execution_count": 17, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x360 with 1 Axes>" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "X1j7kFaQHuhY" }, "source": [ "Psychometric functions fitted using the estimated threshold and slope from the final trial on each condition. The size of the circles reflects the proportion of responses for each intensity level." ] }, { "cell_type": "markdown", "metadata": { "id": "GwXSsbpAHuhZ" }, "source": [ "# Pulse oximeter" ] }, { "cell_type": "markdown", "metadata": { "id": "S3DNYTpfHuhZ" }, "source": [ "## Visualization of PPG signal" ] }, { "cell_type": "markdown", "metadata": { "id": "_Z7av3DWHuhZ" }, "source": [ "This interactive graph shows the PPG signal recorded at each interoceptive trial. Blue and red time series represent different trials of 6 seconds each. In each trial, the 5 last seconds were used to estimate the average heart rate of the participant, the first second was included to help peak detection algorithm initialization.\n", "\n", "Bad trials are represented with shaded area. A trial was marked as bad and removed if one of the two conditions was met:\n", "* Contain a RR interval marked as an outlier. Outliers were detected using the MAD rule on all RR intervals in the recording.\n", "* The standard deviation of the RR interval inside the trial is larger than 5." ] }, { "cell_type": "code", "metadata": { "id": "i_Nz2ioTHuhZ" }, "source": [ "drop, bpm_std, bpm_df = [], [], pd.DataFrame([])\n", "clean_df = df.copy()\n", "clean_df['HeartRateOutlier'] = np.zeros(len(clean_df), dtype='bool')\n", "for i, trial in enumerate(signal_df.nTrial.unique()):\n", " color = '#c44e52' if (i % 2) == 0 else '#4c72b0'\n", " this_df = signal_df[signal_df.nTrial==trial] # Downsample to save memory\n", " \n", " signal, peaks = oxi_peaks(this_df.signal, sfreq=1000)\n", " bpm = 60000/np.diff(np.where(peaks)[0])\n", " \n", " bpm_df = bpm_df.append(pd.DataFrame({'bpm': bpm, 'nEpoch': i, 'nTrial': trial}))\n", "\n", "# Check for outliers in the absolute value of RR intervals \n", "for e, t in zip(bpm_df.nEpoch[pg.madmedianrule(bpm_df.bpm.to_numpy())].unique(),\n", " bpm_df.nTrial[pg.madmedianrule(bpm_df.bpm.to_numpy())].unique()):\n", " drop.append(e)\n", " clean_df.loc[t, 'HeartRateOutlier'] = True\n", "\n", "# Check for outliers in the standard deviation values of RR intervals \n", "for e, t in zip(np.arange(0, bpm_df.nTrial.nunique())[pg.madmedianrule(bpm_df.copy().groupby(['nTrial', 'nEpoch']).bpm.std().to_numpy())],\n", " bpm_df.nTrial.unique()[pg.madmedianrule(bpm_df.copy().groupby(['nTrial', 'nEpoch']).bpm.std().to_numpy())]):\n", " if e not in drop:\n", " drop.append(e)\n", " clean_df.loc[t, 'HeartRateOutlier'] = True" ], "execution_count": 18, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 647 }, "id": "W7rpB_DYHuhZ", "outputId": "3506b70f-b332-479a-df2e-c7a05348ff0f" }, "source": [ "meanBPM, stdBPM, rangeBPM = [], [], []\n", "\n", "fig, ax = plt.subplots(nrows=2, sharex=True, figsize=(30, 10))\n", "for i, trial in enumerate(signal_df.nTrial.unique()):\n", " \n", " color = '#c44e52' if (i % 2) == 0 else '#4c72b0'\n", " this_df = signal_df[signal_df.nTrial==trial] # Downsample to save memory\n", " \n", " # Mark as outlier if relevant\n", " if i in drop:\n", " ax[0].axvspan(this_df.Time.iloc[0], this_df.Time.iloc[-1], alpha=.3, color='gray')\n", " ax[1].axvspan(this_df.Time.iloc[0], this_df.Time.iloc[-1], alpha=.3, color='gray')\n", " \n", " ax[0].plot(this_df.Time, this_df.signal, label='PPG', color=color, linewidth=.5)\n", "\n", " # Peaks detection\n", " signal, peaks = oxi_peaks(this_df.signal, sfreq=1000)\n", " bpm = 60000/np.diff(np.where(peaks)[0])\n", " m, s, r = bpm.mean(), bpm.std(), bpm.max() - bpm.min()\n", " meanBPM.append(m)\n", " stdBPM.append(s)\n", " rangeBPM.append(r)\n", "\n", " # Plot instantaneous heart rate\n", " ax[1].plot(this_df.Time.to_numpy()[np.where(peaks)[0][1:]], \n", " 60000/np.diff(np.where(peaks)[0]),\n", " 'o-', color=color, alpha=0.6)\n", "\n", "ax[1].set_xlabel(\"Time (s)\")\n", "ax[0].set_ylabel(\"PPG level (a.u.)\")\n", "ax[1].set_ylabel(\"Heart rate (BPM)\")\n", "ax[0].set_title(\"PPG signal recorded during interoceptive condition (5 seconds each)\")\n", "sns.despine()\n", "ax[0].grid(True)\n", "ax[1].grid(True)" ], "execution_count": 19, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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C733ZX4im7IcAOAjpJTIB7ZEB6KXGXB6HfsehPfrc5ToPg1Yeh5a6eixw7YXQxrPU0lhPz/5t5h9LO7i3j0NZGqNBdAnTBLG69jTj/LnQ72FZIO4S6LIcCWX1vYxDs3ivgzachwgpn0Pl9Vxow9/2QNij0Eb5Q6AnBBwF7WW6qUS+F0J7q6T6ikOglzptEjJgNutJcs/KEq6ANvK/G0XbfDd0W/i5Ea/5Tm9JpPX0RBigy0dBT5xI0UqZN6lSb3dHm3MZq2eJ0TSeVN57TSl1t4jcBb104d5Kqb5E9CuhDcWfB/BJEZkHbfi5UhVLsbba/o4C8JBrfHU4FLo/98YFpdQ2EdmAcDuoWi8aCLf/x6HHuWZed4rIz6E9G98hIvdBt4mrlFJldaiV8RLZJJ7PQrfH58N/pwcZx1XKMJiPQayONfNVgTBCCCGEkBFBQxshhBBCyNizVCmVUuqaPFISdymAAeg9ZCwyb4a1ACAis6tkppTaKiIvB/AX0J4gfwntXfJlETlFKXVvMoHWqSfCBMi9CP4ErRD/LoD7oWff16GX1nw7MKKVGVxPnzxv6P1gLguEA3r5sDEn4InUKgKtSPx7xMs7ZPzbXQSVnCUele2USezZQ4r7sVK8ltb3EppxboHe168qI61DVREAjwD4r0SclBFu1Mj6st8D+AcR2S+boPAuaM/T+4yozTJ9N/S+aiGq7E+oMDb1JlVnJhsjeZZmvTm4xftWQi9deRASfbZSagDA34rISQD+Dnrs+wqAs0Tk7Uqp69B++xsLWunPKqGUeo+InAs9VvwFgE8B+IKInKaUcvdCC+VZdbw8D3pvxqugvbk3Qy8VewJ0uY5kPG+lXJp1abf0SYQQQgiZXtDQRgghhBAyiVBK9YvI7wD8k4j8rVKq6vJ+qTTr0Psh3QEAIvISAA8AOBN6/50QndDeeUcHwkLXWuEl0IbEryilvmQGiMh/jDDtGMugleZ7VDCKboFe2sozdjqsyP49NhB2DLRysYpCvxPa0++YQNiLAteWAng9gNUVllts5n8MgOUV0i5L49YKaWwDABE52PHsHIk3U7ushH4PR8H3tBppPW6FmMGmE0AXgP1bMNbHeArA60XkwIBH54ugPUS3ZOdPQi+p9/QSr7al0B46t0WWdQsR8hJs1hOzPbRjxLoMevm8fxGRJQCeB+1JY7I0+3fLCMr0SWjjxEuhl/iN0UqZt0KrbS5Eq+U7Vs8SY02WZpVlJk2Ogt4jLOY1bqGUWoDsHYrIswAshPamvg6tt78nARwjIntmhrwQndDe6t64ICIHQS9/+lAV2QM8Bd2fvQD+ZIqgd65SajH0PqnnisiBAOYD+IaIXGguyejQyngJaIP3XUqpfzUvisjzA3GrlGG7NPNbPMrpEkIIIYRwjzZCCCGEkEnIf0N7rPxURGJL21Wa5Z7tk+LyBPRs9KgnQWacuwnASSJyshP8qSp5J2jOULeeQUT+D8J714wYpdRWAL+HNmC+0g0XzaFZ3Ab0MnUvEhFv2azMIw9Kqc0A7gHwpkx2M/xz2el1FWSrA/gtgBNF5K+ddD4TuOXy7N+zs730XPnMZfFuhFaY/pcZV0ROQPk+VU1uhq4vHxGRWUYaz4T2PnRpLmvmpj/SetMOv8n+/aR5UUROwciXjWyF7uxfq81lde2X0O3sLaEbs2VWq3A99O8/y/AkIn8P4HjovQSbxrLmPl/fdPfdatbvjJ8DeAYiHm1OXWvyjqxuNOPsAV3+zXrepBvAQU5+ZfwO2tjz7uyvAe11Y3I1tFfwlwP7x0FEDhCRPUvy+VX279mZ/G4aTZlbKfNWaLXNhQjWuQRj9SxBsn7vbgCvcMOydxTq294AvSffzWVLD0bGvrXQhrCDMxlabX+/hPakOzMQrzkuNKD7neNF5PVOtM9Cl3HpuBDhhuzfTzt5/wOciQPZPmlW284MqCug9/8L7luXxas8XmbU4Y/n+8DpdzNKy3AENGW9c4TpEEIIIYR40KONEEIIIWSSoZR6VET+GXqPmUUici2Ae6Fn/x8K4OXQe5vtgPa8SvHjTDn7JwCroPdbehuA/WDvaxTiTOglt/4gIt+HVlK+IZMBaH9ZtcehZ+N/JlMiL4Geof9B6GXqXtZmumV8CMAcAHdle9cshFZ6Hgldnj8HcFYW90wA/xfAT0Tkddl9Aq1wnoFif7xPQCv17haRCwFsBPBG6HL7lVLK9UaJcSa0B81vReQC6LJ+E4qyzlFK3SciZ2WyPiQi1wBYD+0p8TIApwDYI4v7RCbXRwHcJiL/C70n3Eeh9586vkwwpdR2EfkigG8BuCcru1kA/hPae8hN4woAZwO4WESOgfY8eT30/k67m99D78v0/kzxfgv0XlQfAPAwtHfl7mBe9u85IvJLAP0AFmfeJl+ANh5cLSJXZ3EHARwB/S4fgN5nqYxLAbwHwBki8hwAd0F7eHwYwCbovaoAAEqpa0TkKmhj1VEiciN0X/IC6LrbNBx/F3rJ2XNF5P8CuA26H3o2gNdmz5EbhzOeBDBfRH4I7dnzdug+63+UUuZebvOg28r3ReQeaGX9bZkBO4hSakhEroCuvy8DcItSap0TZ62IfAjATwA8LiKXQ/d9hwJ4MbRH3IugvR1j+SwQkXMAnAHgwaysNkLXnbcAOAnaE+pSVCzzVmijzYW4D9oQ+YXMk6oHwAql1PxI/DF5lhKuAfAGETkp8zxr8tcAzhOR30B7cQ1Dl/k7oQ2tp1VI+8ys7/4ttHFJoPvUYwB804jXSvv7bpbGmaKXZP4TdBs4FtrQ1Zxc8HnodnO9iPwA2kPsL6HH3rsQX44xiVLqj1mZvEdEDobeq/B50GPnYhTtFtBt+5Micl2W/xCAv4Ju31eX7G8HtDZe/hrAB7N2cgv0Hoj/jmK/SpOqZdgOp0Avz53av5QQQgghpC1oaCOEEEIImYQopf6QebN9FNoA8/fQitbt0Aq1zwO4JJt5nuJyaCXhe6AVzTsBPAbgLUqp/y2RYYmI/CW0svcT0Mqw3wL4CLTys609zZRS9cwz4VuZXPtkz/Qe6KXaxsTQppRaIyIvg1aevxlaadsPvYTZb6A9YZpxt4vIq6DL+Z+gPe12QZfdBUa8+0Xk1QC+DK2Q3ge6bM4A8O0WZFsuIn+R3fMxaI+cm6ANet7SfkqpL4vI/QA+Dq103gd6X5zF2TWTT0AbCT4A4FxoRf1HoJdgq6Kwh1Lq2yLSDe3Z9HXoMvsWtLH3Z07cnZnH2HnQ5dcN4Fro8i4zDI8qSimVGa2/BuDfoNvRw9Dv88Nofdm6duWYKyJnQBtKfgz9O+3L0Ma2HZnX6KcAvBW6bg5DG1vnQBuMquQxJCJ/B220fRt0ve2CNmac6Ri5AG0AuxvA+6C9aOvQBolrnDTfAF1W78pkBrRhdwHCBoMLAOwPXY+fDWA1gNOUUt914p0PrbR/S1YuNWgDS9TQlnFZlva+iEwWUEpdIiJPAjgd2ghxILSBZgmAL0K3hyRKqc+KyCLoPvgzmXxroI23vVmcVsu8Mq20ucj9q0Xk36H7oosAzIQuu6ChbSyfJcFV0P3Eu2Av0bkEeu/ON0IbbWZCt4cfAjjbNa5GuB568sFbszT6oPu+9wP4aTNSK+1PKTWYGe8+Bd1+zoYeQ5YCuMSIt0pEXgG9J9w7oevfWuj3+FWl1HAF+WO8DXrpy3dAG/MegX5Xb4dtaLsDun9/Y1YOzfZ9OoDU/mzNZ6g8XkLX0V0oym8NgIuhjb3W0pNVy7BVMuPwbOi+gRBCCCFk1JH4stuEEEIIIYS0TqZ8ux/A55RS3xhveQhpBxF5BMBMpVRobzzSIiLyGgC3A3ivUurS8ZWGTBZE5LPQS+0+19nTkZDKiMj5AP4FwAuUUr3jLQ8hhBBCph7co40QQgghhLSNu8dRtodKc9+wm3e/RIS0RmSfrjdAe3+wDhMyvnwH2tP19PEWhExORORwaK/YL9DIRgghhJCxgktHEkIIIYSQkfCQiNwGvTzVPtB7q/wFgKuUUg+Mq2SEVOO/ReR4aG+rHQCOQ7F/0DnjKRgh0x2lVD+A54y3HGTyopTaAL3/LCGEEELImEFDGyGEEEIIGQk3QBvX3gX9bbkCeo8jGijIZOFuACcD+DSAAwBsA/C/AL6olFo7noIRQgghhBBCCJn4cI82QgghhBBCCCGEEEIIIYQQQtqAe7SVICKrRGTVeMtBCCGEEEIIIYQQQgghhBBCJhZcOrKcAw444IADAND1rwJz5swBAMyePXucJSFk8sP2RMjoMFHa0po1a7B8+XLMnDlzzPIYGhrC8573PDzrWc8aszzI9OXWW29FX18fDjrooDHNh/WYTAcmythESIzJ8t1SpS1NlmchZDzhuETI6MH2NKWRWAANbYQQQgghu4mZM2fikEMOGbP0t2zZMmZpEwIAIjKmdRhgPSaEkInCVPpumUrPQgghhJCJB5eOJIQQQgghhBBCCCGEEEIIIaQNaGgjhBBCCCGEEEIIIYQQQgghpA1oaCOEEEIIIYQQQgghhBBCCCGkDWhoI4QQQgghhBBCCCGEEEIIIaQNaGgjhBBCCCGEEEIIIYQQQgghpA1oaCOEEEIIIYQQQgghhBBCCCGkDWhoI4QQQgghhBBCCCGEEEIIIaQNaGgjhBBCCCGEEEIIIYQQQgghpA3GzdAmIi8XkQtF5DER6RGR1SJypYg834l3h4iowN+VgTT3FJFzRGS9iPSJyDwRee3ueyoCANi2LT8c6NyC4Z4eAEBjaAg9K1cBAFSjgd7Vq/N4fRs25MeD27djuLsnGNYYGkL/5s35+dYdfegfGM7PN24t7tu0rde7rpTC+s5uAMDQcANbd/TpPIfq+TEANBoKazftRM+Klfm13jVri+fashWqXs+esRPDvX2ZrBuhGg19vH59nmffho0AgPrAAAa3bYdLd+8gdnQPBGUHgLWbd+XHSims2bQLo8lAZ2f+PO2i6nXUBwbKI05y3LoC2PUOALbv6kdP31B+vrNnENt39ufnO7oH8vPh7h4M7diRhw10brEz7NphvZv+jRuL482b8zJX9Tr6N20OxiMTj81OG3frkEl372B+3NM3hC1dRf1r9mcAMDBUt85NzL6sMTyMvnXr8/Nm/wTA6pfN4/5Nm6CUss5NNmwp5N+6ow+DQyPrTyYCO3sGrXZsvqN6QwXHGPfYpbNrAMN1FQ2fjAxu247h7qLemfXJHL+He3owtHNnEWbWQas+brD6vHpDYdXG4r7tu/qxy2gTy9Z2FXnUG9Z42bm9qIv1egPrjPaxauNOq04DQM+q1fk1c+wGgO6nVuTje2NoyOpje9euy8Pq/f0Y3F6M8wOdnfnx5m29qDeKPNdu3oWh4UZ+PjhUx4r1xXjQlDMvi3rDGv/N4/Wd3VbagN3u6/39Vrvt27ABjaGifntjTxvs6BlCwynTDdv60TDk2rqzeHe7+oYxMKSff2fvMAaNsgCA4S1bouPf4PbtqPfpvlC/q6Ku9a5da72rga36u1Q1GlYZDGzZWqQ9MGyN7WbZbt/Vj26jL1i/JdzPxujftCmXx6Xe12e1C5OBrdus7yq33zX7aEIIIYQQQggh48t4erSdAeCfANwC4BMALgbwGgALReSFTtzVAN7l/H0/kOalAD4J4BdZmg0AN4nIq0ZffBLl4cX54VM//gl2PPwIAK1sevxrXwcA1PsHsOj0z+bxHvzQx/LjNVdejc677y7CPvzx/Hhgy1Y8+sUv5+c/uu4RLHyyMC588Bu3FsdfvyU/fv/Z+rjRUPjIubdp2dZ14Zyf3w8AWLx8K75z5cI8fm//ED7/ndvw8Gc+l19b+NFP5MePfukr6Fu3DgCw/KKLsfPRR/Wjn34G6pnRrSm3qtex8GOnAQC6Fj6E5Rf9yC0x3HTvStxw1/Kg7ADwoXNuK8pgsI7Tzr/TCl/0ZCdGwuIvnmUpA9uhf+MmbJu3YERpTAYeXrYF37vqIeuaWe8A4Jd/eAJzFq3Lz2+7fw2uuW1pfv6n+atw3Z36fW+dNx8rL/tFHvbAf37EzvBXV1lKuAeMtrLk3PPQmxmvh3Z14+EzPl/E+6CTDplQfPAbdhtv9lEh/u2LN+XHDzyxCT+5sehj//Ocos2Pj94AACAASURBVO6t2bQL3/j5fcE0HjrtU/nxQGcnHvvKV/PzBz9c1KmFH/tk+Pijp0ENF5MaHvjAh6PP850rF+LxFdsw2bn29qX4/T0r8nPzHW3f2Y/PXFCMU9bYYxxv6epD5/ZCeT938RbUZKwkHh9WX3Eltsy5Jz+36tNHPoFGVm8233o71v762iLeRz4evOfhz3w+n6ADADt7BvC5C+fm59fcuhS3378mP/+kMR5u6erDly6+Nz8//4oHsWSVNnpt3dGPM39YyPnRc2+HYxPCw5/+LOq92oDaGBjAok+enoc98rkz87D+TZvw2P+cXdx3+hm50Wf7Aw9ixU8uycMe+M+P5sdnfP9ua1LNV34yH5u2Fc+6dnN3/l1iytlk645+/PePimf48DeLb4Mzvj8HW9dssCYjme2+e9lyLP3OBfn5Y18525qc4Y09bXDB9avQ3Wcb2S+8cTX6Bgsj09evfCo/vn7uJjy2Shutrpu7CY+vtg1Ym79/EQa2FAZAc1xb8bPLsG2BLis1PGz1V4s+dQbq/bqcdz72OJae/10A+ttz4cf/y0iv6MceWtqJH177cH5ulu1VNz+JOx8sJlt9yBnzy1j0qTPyuuPSeefdWP2rq4JhT/3wYnQtLL43zLoE2H00IYQQQgghhJDxZcY45n0egLcrpfKprSJyFYBHoI1wpxpxtyulfoEEInISgH8F8Eml1Heyaz8HsBjAOQD+clSlJ3FmzjROJPsDoADp6EBxYmgbXW2XiTMLWCn73JzAbc6admd2Z7nm8UUEw/VGIaay4ykAqIVt0bWZM9EYGm4m5MimmifFv81nkLiGtUx2UzY3mTN/dA9+8+03R+8pIzbTuozhnh70rd+A/Y56vucZMFUJvcJG4H2Zl0TyVgAAqInk59JRswwY5rG+oKy66bYHIyLQmPxeRNOFdr2aBGLVJavZKd2vlaIUrBqZ1alUGy7rI1w5XK+WyUhHR81r242GQq0mqNXEKi8znnl884LVqNcbeOff6/lDMzr0vVMKt84ZdUU6OrRH0gz9uWnVo1gdUcoOU0BHxTJTThtQ2X9ZMpaoInbXCgC1PfYoPKiUsuSVjo7inStH/pqZmEDVw326O7bXas6jKoU9ZsbnwCkAkiiLoS2d6Ksp7HXYYX6g2HVWxH4Gb+xpg9C3ixY3/K7NJxEJVwkV/R5Sdp8VqU/6e017o0lHzaqf7jPHq6RdJxOfaLEESvrX8Nit24/RZtr8ViOEEEIIIYQQMvaMm0ebUuoe08iWXVsK4FEArkcbRGSGiOybSPItAIYA/MRIrx/ATwHMFpHDR0Vw0gbFMky5lkupagrhQFrefS0qPCwldeAaoPUpNaSU1sq/KUspqEyxjHEjV0BPFDVtz4qVWPmzS4sLE0WwMabsHYpE6oGZRjNuUxEdT6xanXGNJ2TKklA7p2z5dgKtVpWYFnxkUScUA0N1XHfHsvy8JmIZDmpStH2RasbEWm1qGB3LiPVRMmMGVDYppfLYJ+LXH2teTmoiit0GBEVaSinbsKMvBhJRxT9GYmJa5szvmSy1fBJQSf235fcboiQap/sMfoR45t73jNR2U0MNvM9miEhuCK0hII4IoGLGJWOGVDCD7JprzRwPHKOmR+ydlX0fEEIIIYQQQgiZMIynR5uHaC3A0wEscoJeCKAHwB4isgF62chvKNu16XgATyil3I0TFkD/xD0OwAYnDCLS5V5zOKBer2POnDnVH2Qas2PHDuzV31+U19at2Pr440B9WO/d1peFDQwARrkKUNyzYSMwPIzlobDtXYCR/ratu/D4E7ugdhVLEZnvyj2uN/Ss4jlz5mDD9mF07+rGnDlzsGLzILZ3Fen2DTRQHx7GcEzG7h48tPAhYP16YNs2bHv0UWCgH6gPY/68ecDeexfxh4eBLE8sWw5s2+bVp1Ur+9A/1MCcOdsteU2a5wNDCqE6OaI62t+P+++/HzjwwNbuW7sO6OrSeW/dBmzejCVTzVvD4alNdl1pYp5v2tiNem8n5jT08pFPPdWHHb0NzJmj995ZubIPvQPZ+17yJNDZic5APduxYwf2Vwr3LZgP7LefF45du7Bo0SKgczPQ3QMMDYXrK5mQtNKGm2FPrB3Als7BYD+3Yfswerq7g+lY9WHbdqsfzcMyJX6wDqkG7pk7N/dYDtWv5nnXjp14ZPFi9G7ZAzt663hszSBedfTeZcUxpuzI9kFMlXHfQAO/urkLh87Q+0CtXduLegOYM0cvXacAzJ07F7WaoHeggcHBoeB7MI9Xr+rD4HADc+bopTS3bt2Jrn0Uenri+7iNlKGhIfT392PVqlVjlofFxo1AvY7lc/YB4NSNeh3z5t0L7LUXsGIFsHMn1gfql3XP8BAWzJ8H7KPT6+5vYGiwqPMb1vegb2cNc2rFJ10zbHt3Hf1G3d6xYwceeWQxdm2aia6eOgYGBvIwBWDO3Lm2t9zwMObPmw/sM8v7TsHwMObP1+M7tmwF+vqs52yO/XhyKbBlS/DZhoYGsWDBAuy3t/bu7+vrwwMPPIBV++vP8Y1dw+ju8dtw3racZ4CT9qOPP45ZGAJ6e/xyXbsW2LmzOO/vw4MPPACsXuXHTdDb24tGoxGsX/V6HWvXrsU+exZl2mjUsWbNWswyrjXv7ekdRGdnH1bN7EJv3yA6O/uxaub27HmGsP/QMB64737gaQf7MnZ2onPJEjw5o8P+ztKZYt699wJ77gmsWw/s3KXDhoaARvi7bun6QWzd2h8s2w0bujHYvRlzsN4Lq8RwVj9mzdLnv/k98KZT9PHyZcDGTdgYSm/rFnQ+8TiWZNMi3XfEcX7yU2VsImQ8GRgYQH9//4T/bqnSlibLsxAynnBcImT0YHuausyePTsaNp57tIV4B4A/B3C1cW05gK9BLwt5KoCHs/MfOPcejoAhzbj2Z6MpKGmFYunInNTM3vR0bTtqi54TVeMWK0C1aDQKrUVVJc/AbXEqeq20SjsTvr2Z4lPbyFYVEdtrIVQqKhVoJYaK72bqe82Q1rukMPEl++K1yPHmCd6umjFzegcUlqwfCMZvi19cMXppObjdtwTanukFXWU80Z5voyPfxKWkUrb8/PaLSDkrlV2WissW2heddX+DGThpmhWipJG6dSzhvNce0fUP3Qtj43rqJpkqDtfD0BcxIaPlYVgmiLHkZ6yEU3KO9KU4HYY8sSQed7y97wghhBBCCCGEtMWE8WgTkWMAXAhgDoDLm9eVUu9zol4mIlcD+ICInK+Uav5a3RtASJvXb4R7KKWSLjwi0tXR0XFAylpJCubMmQPstVdu3X38rrk47IXH4GmveiV616zFE3+8GSfMno3h7m7c/7PL8Mos3txzz8/vWb74Mcx69rNxeCCsb916PPa7P+Bl2fk9K+7HC17wDMw+4ZkAgHOuuyGPGzoeGq7ju7/7PWbPno2la7Zj7rJFmD17NvZZshlPbl6G2bNfDQDY0T2AK265CTNmdARlXHjNtXjBCSdgn+c+B4/dfheeceyxOPjlJ2L+j36K4086CXsceEAevz4wgAU/+BFeNXs2tu2xJzauXYcXOfVp0+BS7OwZxOzZx3qyu+e9/UP40c1/ioa3wwOX/wovOvFl2Pvw1lZY3bV0GZbPW4DjZs9G75q16FmxEodO8bYy64nNWLqlqCuAX/6Pbn4Yhx+6D2bPfh4AYFtjOTZu68Xs2S8GAGweWobtu/oxe/b/QacSbN3WhWOMenbyySdDRHR7qnXg5S8/EXseemge3sxr0Q2/xZEvfSn2O/oFGNi6DYuuvAYnBeormXik2ngy7qJ16Oxfh9mzT/LCnly9HfcsfziYjlkfeteuxeM33Zz3o80wVa/jnvMvwMmBOnTvBRfhpFe9Eh177w3VaOCeb33Hyueb19+Ak0+ejVpNcOsT8/DCFz0HJ73oGVixfgfuWvLgqNXFueeen8vXCs1ZZCk5evuHcPEtf8zjrOtfgoHBOmbPfhEA4Fs33IhXv/pkzJxRw86eQfzs9luS4w3g9+2PrJ+PAw8cxiGHHNLyM1Rly5YtePazn41nPetZY5aHyfLFj2HWs54VHLPnX/RjnPCKV2Dm/vth/bYu9G/ejCMD8czjBT++BMeddBL2OPggAMDWHX248p478/BHOx/G4U8r+lezvNd1duO3C+fl539YPBfHHnsUjj/6MGzY0oPr778nD/v2jTfi1a9+NWbOaO4dCyy4+Gc47hWvwB4HHojhnh7c/+NL8m+A+T/8CU545Sswc//90bNqNZbccjtOaMp88U9x3EmvwB4HHoCtM/fApnUb8nHefLaf3PZHvPzEk3DoQfqT9Ip7b8MJx5+AIw7fHwCwbE0X7n7yoWjf4D6DGfbjW/+AFx37XMxqDOLgE1/m5b3j0Uex+uHFeLHxHXPUccdh3yOf68VNceutt6K/vx9HHHGEFzZjxjI885l/jgP2Kfbq7ehYij9/5jOx/6zmT44n8nv3fWo9nva0fXDEEQdg36fW4+DsGND1eOZee+LY44/HPkc825PxyfsX4oCjno+nO99ZADDvBz/Cia98JWbsuy92LXkST93/IF46ezbq/f1Y8MMf5/HM9GYu3oC1O1dj9uxXeGW7ePPDeOZh+2L27CO9sCrkdfqgg7x8N/b2YVcDOCo7f+BDH8PLLroAALBk/v046AVH47DIuM5xfvJTZWwiZDxZs2YNVq9ePeG/W6q0pcnyLISMJxyXCBk92J6mJxPCo01EngHgdwC2A/gXZ0nIEN+Gnh/618a1PgB7BuLuZYST8SabFqzK9pNKeryJdZia++vu5WKemnu3RO6Oy6icPdqMfXt8FwhndvwIJyuPzWTn9ma2+3u+TAOPtiqPGPKEMWeze2m4dcSqqFBT3yWGVKS836qYThtNNa/D3v5U9r6E4tTZ0diXciJg9u9KjZFn8aQk4Xab8CiLJ1dhX8rKXlLG/qieN3ikLeX1HAGPtqINWOOf1Iy9xOLlIZkc5rm5h1/ZPovpcIFSyZvt2CPcu6yrewg9/eX7h5U1k9xLVMQf60SARvgnQcjj1Mw1WIdK905N7P83km4sOY7bJdS/fn0kHiGEEEIIIYSQicy4G9pE5AAANwE4AMDfKaU2VrhtTfbvwca1DdDLR7o0r/GX67jRXDrSXfYxpn6Jq2VcxYnElCl5/EDqzeS9FaFMxbCOF5fREsI+cTN1ldKxZdfc80S8UVfwVl6eMICpfJ8uBPV3piHNNUDGk/KUhd5SWVVfTonxmkwNkvMTVLUa0EZTFc8AbOdUM5ZINI0bIjJpFzUVrzRdw0y19jZZn78yyXkaTqAqDJXRO5y6plLL/Tl46brLgVp1M5i5vTyk2GHK7avNfBrGhJuoTcUWKPSNUb6acDhGnlR06UjnW0RqUBEjVhVue2grFi7bWSlu0nAaWHI2p1ZDfO6dUdCh78uYnS3yAZX63nMNpK0iUsMIPrLazpcQQgghhBBCyO5jXA1tIrIXgN8AeAGANxrLQJZxZPZvp3HtIQDHiMi+TtxXZP8ualtQMkLMTTTEvlR6T+i649FWYfuOaKpljnNVdHtmGjU/U0uxE1Xw+OcpJ6ZRN6dU8SCI3Jc4nZLEHrGV4rPqbcIzKM8waUxOGPjItKKyET7gkaYvJypxoG8zcettXr0xeWzwZQad4B5uJbj7NU5Fkv2OaZwKeIGH7/HDq3Ztni0JpidmIH4gb2UZA2OGOVc+w5CS+DAJfpf4dsg4ZcVW1uDMFQFq7XmyN6mJeMan0KMnDViO8dKXJvExZMofevFIJtwaIx1atetiOCjh9ckxnRBCCCGEEEImD+NmaBORDgBXAXgV9HKR8wJx9heRPQP3fR5AA8AtRtCvAcwE8B9G3D0BvBfAXKUUPdrGg6hnj4orLkp0P1aSZctHBRIyHdqaSiJvdShU8QwJTocPzL6upuGxDCb6QixipfRaYwQubco7mHa0viKoo6D0lhe1fTBiinrL82P6Fv+0wjIcuKi4t0s4pcDVhKdxs28L5a/1yH5/mlIiT0RiKwUCdtlX74ant6I8+f6TXu2uR1sa5fSZRRbFsWtHDbclf+KDk5P1j3Vb7tIZH0/dPIOG2IRxJWkLzmYHxT8dAkKP5HuihdurxAt7GKYM1QkPw6hw49QXpTzaRmFJcUIIIYQQQggh48+M8ihjxrcB/D9oj7aDReSdRli3Uup6ACcA+JWIXAFgGYB9AbwVwIkAzlFKrWjeoJSaLyLXAPimiBwOYDmA9wA4AsCpu+F5SAmWziOxR1tyBm8ryojAkmWVvX9yO2AVlwUzy7DCxM4r9BC+S1vKp2+0XcfSe52kboR94zSdfV0YRh2lbvW7bZKGt8i97r6BZEpS2sQq1YHWjfhW3+buT9UULGA7FpHYFksTDs8M4Zal8YzmXlnpZRBHTbwJS9pjL9J/lcymsb0jKy6JWtwezMpbWjVq4IhNXhC/bzbDqvT6rgczWl9aNWVnU61Mmhmht2XMhlrajoIJxYLKbo4Yvt1lPq2ghCEzVRyRsO9dtRDvfdOx2G/WHtFb3X0rW2KKe8QSQgghpBwV+v1FCCFkwjGehrbjsn/flP2ZrAJwffbvXAD/DODp0F5siwGcqpS6LJDmuwH8T/bvQQAeBnCKUmruqEtPWsf9OGjhQyH/sIgseRYiuIKSsvNNLtnkxG070zaUJKWrP7WcYlmG7c5sD5flVMdfLstWlo7E1uEt45lS0HkVhR/f04GROrsm5jnE+7wSo3pHrfBoy3KJHE9gSva4c+dLNI0AZeU+HfrGuHOaxKtCainllLUmYrcLe4fFkwnZ2ezJMs7kBevbwfdCq2K0crts19GpbJ/FpFG3KXPFCuftu9giIkDDHQsxyvU9kWBqAlPUk7LND6uUYmvRsi3o6RsKGtpuuncllFI4rGyPtqhVMH4LIYQQQqYH2xc+hO0PPIgj/+Pfx1sUQgghJYyboU0p9ZoKcVYA+JcW0uwH8Onsj0xEpJpiMmisyhUdFQ1tEUVLSF/izppuLs+UtrOFXNdq/tKRFQx2IeeQmFKmVSVWb/8Q9t5zRuk+Ou0qw2NLdk1VwnvQVPAMcJ3Uoul7bjSIxraUu9NAm0+StOr50xJSK+l8Cg8Sz5gxRlVzuKcHM/bZZ2wSz3DbtXUmxbWofVJ8w/yUI1ktzD6qYu30rE8l0U1nS8TfRcgGFzTMmft+uTIbRjizr646hLr1QeAaqNOfC8m5RiLpwcWbCT2y3sLdX61I0hcgXjRVXm41A5X3bEFPSngFWHWGeEyKjpqgEZkM07WzH3WlcFjSo23qfzcRQgghpH3qvX0Y3LJ1vMUghBBSgXHbo41MR+xp7XG9RmhJsnaMCb4SqMJkeh1PKdTK8grZ2YJp2rPiqymd48seufmUGXg++PVbsaN7MJ2bSFvLGom0/GCTnvBSVoG6ZjmlVVv+SkcWWGvtJRSnYmh3VQvenmTyUdVYUWlJkZhiuWQJRGUZIALhEXnGqmeY/85TRzU9PcEiXn6mYcZ6pqQX0nRpkzHvtLDBIzluOUaJsrkq2rZTdcKHYxxLhCs3Y6sNOPl4xptI7m5Dce+LiR2R0b1aunSk8zyjPW6HjG9l2bTdQiyHttDsF/OCNSCPKjUB6lGvcy2HlHm0TXVjPCGEEELap8qkXkIIIRMCGtrIOFJ1drur+Kp+W1DxW+32LNu4m0L0Y8czuBRCm8rtrfMX5Gm4usj0pHTHw6Lsm0v8GfN+nPY92hyL0rTEe1+tlIPnwCa+ztj1kjRx6g3AD/GpSJVX2tJrT7lghQP8TsoOzcODni5jwShv/la2zaE7wUFigV7CIxRsMhOzsiS8iCQwHvl+vraRy3A0S4tjv7RILNNLKhHfu72o/9H8YY/HIa+6sokZ6aarEt8mvjGq1bGib8NGyNZtcdkQeAURL7dKVJUxZRRNLDGpL420gSbetxhREktAt7M3HCGEEEKmByK1tD6AEELIhIGGNrL7sBzayjQHKc+KalaMUKyWDRAVFYGFs0lAzaTCnl9LvvltqOHhXFp3Oam0rIbxMS4mAKAm8WWNXDlbxsp3+mqDyt+X48RQmmJFY2ps36JGg95tU4iU4b09wqmlvYwKIYLxHM+1WErX37m8koTjhb3spW/eCdkakz31qL+7iY1fN9wxMW6ste5R5viaLkHXjBJfOjLkWecmVrYcb8yrs8xakiefnlRTkkR6jzbJ5CgVI8u79Qk2W++dh47Hn8jy82+PXfM9vjPP0CrZV4vkDKzhZzMnPuloFd9bBQkSkkEvKx7OJ/1Ny3GcEEIImfaMYE707mbdDb8ZbxEIIWRcoaGN7Daspe1S2rDA5dSSZaV5usnnXj+p+zJBojqOmDIraN4rLhvPXJs5E43B8JKOUksry+wJ2ul9mTo6Khja2pjZHk5mmiqFgtr0mFeEj614DWliSysrMouufR+ZEpjeYmW/siq99mTfUs2L140Xd1yy+6ef3ri4goAjZ+kFF7Z8T5khxm/mksdJmIyml4dpymuqap8UimZ6tpdkm/JT8/YPDGWTNzXbKGMu++gt1Wt001UnyeizkBDxu5MTawRQZcaz0RgX8vcZLj/fo83PU0XCQ4bPtCxWZOO2+DeUjPI4aS2rGwmTWAdZiWnUfxBCCCHEZ5R0NbuDlT+7dLxFIISQcYWGNrJbaSo4VNkaXVHDgwooRqLalKQxLFd+REju0eauIOUYvmzxnBnUpfI1VxmKeZ04554ANjWR+P4huSjtTpMytYtt3D4ZqfAq3aW/YgYIfa+ToGdkTRjavI9us27T0DZlcBTRrXjsRMNbrB9WPxzbo828bkQdj6q4+Zbb2rxTAkfGedATJzGWTLdm6Lzw6NBSpiwIeUpFaC6ZqJNNTUqwU7IN2FZiRXx3T7OIVFXHULeduPMoqjn7h0sjt+VEvx1CA1FJfm4eZY05YHRySybaVGIG1gqKJe/ZXMNW4jtlpIorU+7O7X349q8eMMTIAqWWeI70GE8IIYSQ6Q6/BwghZLJAQxsZc+LLMFXznIgujxdPIb/NzdHXxYRTKOKlppYr/zCgL1Guss6a3e8rpoG0bkU5St0ym2VHTart0ZaIUh8YSN+P5nue+h+BIb1fy14rnq3YVkMqcw32xGz5aBrjZd0gY4bZi8aU3akwHaHEGJFcOtIJdz3aHOOKqqRan3ikV3FLGTwnzzOOOZ7HUMhTMNFHOd8Aof7WveJ5BVcQzV3u1JDOkNENKjeWlOVvtQyxx2eFtId6M43o9ZRdyp2AUdGIZXnel4wroW8qww5qyFKabX5veknbIj273I1658psFYHx3kpkKbXhAugfHMbS1V3+falxPFhAhExPhuvcg4gQQsLwW4EQQiYDNLSRMcX29AIsrUj8Lv9SG54YZbOmUxJoZVfCK8hSBJbPag8lIyJQDZWHu3PA07olu2CTnnk1Qb3sh6sIVCMeZ8E7T00oiVIz/qcHoXrSWpU1PRw8TWxUw2cqCS07Jw1tUwrXxhUl2a2a9SjdtyWkyG4P93GNXGE9OeteFYefogSV1dxiBJcGnHIYhqJGwzd4WEYzp68LYo+j3uQSN7ZRxFWMIVYuXny3v40Yb1yP+GoObVn6JTESfXcFn7mKnQWs75iUMWv+u94bFCJUfsHhyn3kVppEK972rhE16IEbELjVtEOBhk3P91hUkFrKo40QAgBrNu3C538wd7zFIISQCQd/1hNCyOSBhjYypoQULjqgxPPCce+qogwK52/HV+5JU4SQKCIJ5UpKQehJkYgankmddDALecyNWLGdvr8xPAwEDXEJBdY0QhsZ7PMWU3AOHUVvysgZUFxz6ciphbk0XrmSvmpAyYQGN3bN7If99FyDUqHjTk8EmEi4Bp2QI4xtg8naWyCuGWVa9IyxgjO6qMo2jYBtxTXepuZ3pJZWdWwx4SUHizviCbuTGbxlfMOE51HEvfdc3GdwUm/GKpUjkLB1umvpsvy40d/vZ4FUOQekUs65G56UrUqYM1XJrEPmuwp53kcMwVWxq0HiaVqxAlu3hQMny14thDyyfEuleA2l0N0X3ruaEEKmNdPmBwUhhEx+aGgju4/y9Z/0ZVe56bjFuYqMlra2CCjagqi08kc8jWtAw2ydSyDDhKeSkU7QWOjM7k/pdkSA3kULtbEsEadMw1dpf5fJolEfZcz3FSOpLEvVi5AyOJySmei0fRdTk8LD1TUGmaiSX2CFh0csHCUWo6TrVpFsC/3TRCPljWcZRazmll7ub1opxJ1nje5dlqxLTl2rcHvVyTj+8oKJtAMTgkJ7YqbS8vJ30pDo8pWJNCINKtfBpBK0lng1ytkZMx4+/YxEIgmDfEgPJH7fFHQ2iyZY4SPPNaB59S5mCC4MpOWTU+LCNkNi/ndSq9lLQluBcSPtZOo7CYlR1UutJoJGyZ7ShBAyLREBYt8Ru4mt8+ZHwzbfcddulIQQQiY2NLSRMcXWg7izilsgotxKK0Yiyy/mXghppYnAUdy4aZjKmXzKPnwtS0zTLLZ87r50SV1ZybkbOrx5s73PSkCWtDdLeNkj+50mhZgyCMSvOy2+LwD2DH9T71dLLxvq5WtpLLO63aChbSrhecEkDASxMF+p3rIUtgXCD7X7MCvqJKmLQYNOeOyxuvWENTGmeJ+qlE4cMKm4dGR+KYbRQHQvaHwjwH2HaSzDoNNOylcxLM8n+M0yShVEBFApz7qydR4rjRluHMewGnh3YW9Ew9hoiRj5zqhChXrnF0FVA2m5H2F+YhWpFAHRxyiRIXbfdDLgk2lBR03Ci2cQQgjZ7ay87HLr/ImvfzMad+n53x1rcQghZNJAQxvZzViaSSskqKQFbGVQC3qFMn2Wq2sOOtwlFYHGYT6d2VdyKScje/Z02EBnOpjFZu7Hztdu3oUr/rTEEVfstQ1TzwNg3Q2/wc4nnDSiM65bn9U/qQno70IOgWnnH8flx8vAiLQ1IwAAIABJREFU0DQkjKDiKUqLRLl05NTBNBaU6VYrLx0ZdvlNClHY2fz65S7lZxqjR6sqVlW4t+tB5tsE/WcMNjf4z5jLMA2XehG/MhQYdSieQKlDm7dSpRXHCpNoluGu1b0Y9oRyx3XbPpd+4WZwTfyJG+2uPlgYc8KRfCPoSPEnhcSGK+W8oFCcoDGrorxeet4kr/zMT9JcOrJSbk5Wzndf0Hsv9JFgx4qlnriFE2rI1KJWE9RpQCaEkCC7u3tcd+310bDup1ZgzTX/uxulIYSQyQMNbWTsiXkJ+JpJ/W9KIdyiJ0ZQQRdIO6YkrabDsCxtESma+Tiaucz4FZrxnSvWA3I4q2laF3Z0D2Lhks1e3OiyRZnYpqKoe9ly9G/cVATXann45jvuwvobf2tk3jycvj+O3X12QsRDHaNzSDFfpWzNKPRom/S4Hq6Wh1js1VZsgqm6Gl+WrlZkEPTgEqMLtz2/YpjLSVUyjlXtY0bQF5U7TjUNnmnlfGw4m/IELC9FWYkdLVrXbGtN2dKcltda4tW7+wWa79NKrLgjlIotp5VYuXHZHSvclYDKjXTxpWNFfDmCcYyTVve/NZ852g0FjG+pc+ve7N/v37CqiJyQrZDbL5f4xICw8TRF2bK8Jp5HZZZPfHnIEXQS066DIROdRkO1PdkFwLT+LUEIITEm2gTaoa4u7Hz0sVFLr16nOzMhZOpAQxsZY6xp3p6SyzpJKlOcuLEwJ2c3sJXfbyWrUtoeC3Yu3mnw48hRuNmPKG7UKK6+ckaHYNj4WBEAqNXSzipiLw0pHR1Ao+5kpMOHdnShf3OnIbShVJpY34C7Ef/BvfrtkJe2a3R2jXapQjXajW28pqFtMqOUwge/cWt+7i8dGbmvTBkc89QJhjsIbK/YgPLc8kIyvHti8j6yfEt+/JFzb4/n7WZURpueHqX7e4UeGv4zuu9ryqsN3RdfMz8tXZe2CgTWaCzrBvPsgx5LpjRiHydsacllMIMuVGZYxIgIf5lhs93q8Txdd5vP4NbXXIKKxe0uJ1tZiVPVkGfeUkmg4nDlpr4K+fnG/kIOtw7lM44Cwo1iC40aGTkek+nBpb97DHcuXNfWvRNNkUwIIROKCTQRQWo1qHq9NF69r69SvFO/8qfREIsQQiYENLSRsSU2ldnTUcWmIucXssutWcp8x6BCCVdllnwrM+7z6CFvJHHO8xyM+2zR0Ygo9JRj3HKfo6Ojhno9pExKe7TZhjbn48nYo01qNVibKBjlOV0J2Ymtc1chGtcPIqSYjpatN0s+U8A2uHTkZEYpYMOWnvzc9NgpM6allo50PWn8jBMJWPf7Moghm6firlAX12zaVRon9QNzuLsbQzuNNNqs/9HJILkMhSgxW7o5yWNatELX4O8E2dUlXocsAkbbyuJ4ojXbjh/Rv2bue+nb2aI5uWNAtB3ZgpTMMcoJPYPvOWZMtAgngmSNrNJmSqI4nxJG3onT5IdYu8a/RME6jbxK+Sf3aPPevSuagtRKXnQb30/T+ZuL7B56165DfWCgpXsGh+rY1ZPYEzpBG9MyCCFkelD1g3F3UatBJTbVbH6jPHn+97Btwf359Z4VK4Pxu7qLsaZeb2DVxp2jIubm7b2jkg4hhLQCDW1k7AkajHyPA9NDzFYIl2gxIiTUIkba4RhFdlGttZ2GMk6CRsKQx1NkNj3smfYqIGhqKaaOmqBufPiICCC1tFLGLfNaDcpx4c+NibUOqKa3W9kaUVOQ0BOG9tlJEfL8ydOvufUi/mFtF7fbviqLQyYYKXuXdrIJB6abuFSMmAowjSkhlzY/jVH/TRh59g03/RHrrr9hNDJIBsVtKbY3jTIiTX2FuO3NFV1S0amDbj2OfQMUeTjxjLCYo5nlQeZUW9OAHXyW4HeKcWA9ZsrbzYxnG8s9D7eUjcx5hlA/oVBS30otyS0Qut15vmY27hecYcusvixoCrcwrNdovKtgUub7aB2B5BOjvNqUy5Qy/MXk8uWzL3NCDRlbln3vQvQ8tSIZ595H1lvnHR2CenJP6DRTfrgkhJB2mGDjva+fc3D1fhkPnfapxC063s6eQZx50T0jFREA8L6v3jwq6RBCSCvQ0EbGFm8Mzt2fAEcxmZx97MwAr0py/C+5N5mNNW3bsrRF4geuR7zimsnETIthz6mIkreZjXaRC8uGpjLIUDZ1dFgebdb7MWYwBffamwZ4ir+ySWapMvKMFgLL+7CsIsa8L2hpm9TEvKXcMBNdk8rqGprWukgKEXlMA3DA2OfNGyjznmuD5N5yhtdtu4atslXlTKW/tdxfYL7B1DeuGZj9n2f9SVgRIp7s/rJ/6Tbg1T0jcmpZydiwHMvJk8tLrFn/EG2k1qdDfiEtg2eoyo1GkSVLY1UvVcEr11fH8OiFxjzEnIZUmnLV74tIuuLsP5eloxIG0vL98SIBlp1ZoRayMyf7hJRxv+TjYhp+f5HdSJknJoCzL70vcLXNMRis0oQQEmNC/bZIddbOJLsqclufO4FJW4QQMpmgoY2MMc6PNFf/lh+nvQjM2fKVc44oNszVlWJKaaXnhcf1H0ltnZ1ndL8tEajMoOLq2iyFrmtYg61cC07ktopcG95UaulIT2xHIkPJro1wDSdu8UxTndAM8vCs+7RXQzTN0AdplSWwzPOJ9CFOWiflsZO8D+k+q5JncOJ6wgBstgGzXx3tH4VJL6imJ2+bnh6uXj/lOWyOH75ysNpydFMF8QvGCIx0R77rjzN5xYgaSMCryaZh141bbuMJJ96SV52bQLVJN3qkNYy2kWVZc2NQwipXtLuUYca+N2SMKqXZ5OAXUdB46bSH8Hjpp5PHqODRXeaZaNdR1xLWjBUe3928XGqGQijkcaya+bfTKUz9TyoygRHjd0pVatL++Fe2pD8hhExXJqQHewX9RGDuXOQWsX5HTqffUWRi8ZMbFo+3CGQKQEMbGVPMjwJTERJWvJmz2a1Uintb8qDy4yX0Zk5EPcinPmosxY4qNE8he0t05rwyT5wwIwG/SCwNk/0YpmGyee5N+Q+k53rUOYa33ChYqwGNunVrU46pyDd+bs/WTRpv8/PAC48WT8Bzw3FfSColo2umTcAPclIJBXg/Uiylc9m8hGBA+Y+W9JJzZhULtYGwp4s2OYxSXXTlM/aL9PeObC/P9F2OwdPo+9x5I1OzN0xgeQWZddcZTEzXt9RkG2UfJl9n5DvDTcwPCrQJy8MJCatdwJhrGOiiBhtHRqmJVzxeezG81M3mH3gcxC2b5UNEJSWOO6tnlPMxPqVa/KRw6x0ijdAVLnCtVYy+taHc7zXxKnDQcFzhYStPwCFktKjVkqthxBjRBBt+uxJCSJhxGPfj+8TH7xFz8mNqZQuDmhTDTbtzkwgZDW64a/l4i0CmADS0kd1AYQgoFCz+Pi6xgdzfy6zaj7CwraNQgoQ8xewE4nlZS0gZHwPhWcuOpc3wwIh/eLgKQPN+L3VnVrsra/a/1KxUp/y9ZeFMjzZz89tp8BU0d5G9/0R41nvaiBGsi6bG3lM4B+pQMGHX+CFZ2nFZyMTHtaX5Hjvhfql8mQ3DGBJKIuCNkedp9m0BC4QI8n2KrG4wZKwYCRGPNqkZ+1C22QBC5Wftp+XPR8jiwOuDi1mZ06E9Gn2WysaLPMgeK/37YsmlZ8V49i/jX9cr0XbklHhYkXmemv2dgmhX7H3DxB7N+ZxxDW+OiOGkpOjnPQNvUjnhDTZtVs74PTEjc6VsQu+tqrbF7bus/ioRz5rIVUHGAHp1PaP+uzO5s4Pod1NlT8KAgDRKTAqGhuvWeb3empfYeCFuv1b5nvbyK5lHRAghZHfStjd+6kM8dos73kz5H0+EkCkMDW1kbPEUU576WB95M8NdhVVqsI2HBfUS+XJfhReCq7hWsZuD2VqWtogQEgiPf3h4Ou1AuHUeyjKPKwAEKpsm1BgeRr2vz0mv7CPINdQZ1sqY5XKqEnkfI3r81AepSGJGsdPAXP02maQ4XhGmR0vqrjJDWeK8CIgk7hqA3fSanht5GioWtWV6+4f0gWuQMPZlM9tJ23tHulYa85nQbG1GHnZM48SYmDAd2qFlm2rAq0SBSpv06jF+bO94ZDEGOreUZ280EEl8W7hfIOEJNrlAiHaqnq3ENjbGZXXqlNG2U/eGbXjOnnN5vJQhLGaMqjaAldVnd1JA7J7A/JCwnBKuK35Cbjrm+3D6A6sIxIgWWD3AzCoihrnEUUMp1ALevXb9aLN/0gIb8kyTb64pwGnn34nN23rz81O/8qdxlKYFRGxP8Sq3oH31aHMy5GDXDmufaEIImfaMh5uX5ZnmBSa83UzdWDWxRcSYsMmlIwkhkxsa2sjYElMmhEbPqLHKUSxUnCSj9SdOYFA5FhJFpRzarIz9NOxMXF1d4YEh9iNHFLp5ePgRApOjA/uhALmhbMvdc7D8Rz+JPk8oYXd5K+dmK+/pQMjQ6dY132PSDmuWle/N4HpGlHl7NhX/lcWf0HQ/tQKNoaHxFmMCINaRqQ9PNrNUWKlSPW38QOp2x85WOHi0XjE3b+9Fd+9gfv5vX7ypkCUyKUP3UcWPwXb7ItcOEQtMzTFwvXqmvELc6KNyL6RmkOlpaOIYhe3JHsX1oZ27UB8cStZ5cY0xETufJ0fE/cr2gHPDYg3RTCtiPWpG8wbxcFRTzGYkfwlup8IGxvKop6cZtRXjT6E7CZZp6HG8IjX6h5CHbtGHVJUp/mwq2Vht6bxJV5W0Q/Gu1UrNKoR2JgL4skyXb67JzsBgHXVjIkhX98A4SzR2eP1xK2QTJR4763/Qs3LV6ApGyG5ie3cd3X3D4y0GmWq04WE84izdZfktceJKOFuXUc3SVnO+2/h5QwiZzNDQRsYcWzHVvAhnannJIGwafawlusJKnWZYMDCib3GpSULxlHJv99KN7dciufHLnQFqLtXoG9bs/YDKPka0Q5thKBOpMFPUkwjJpSenEUHDgaOwrfJtaHolOI2hutXMfE3KXpp1svLEN76Jwa1brWv1gQHsfOzxcZJo9xO0ByQMCZXwjArRWQRBYfSPpmYf4Pc5ptLdNPY7cyMqcfUtT+JuY8nWRiPS/5tGHDF+DLb5Q7TSXYEydPtg2wAxHX4pWh2RUzfs/ixqxHKX2zNd1FBWirYB1MMYSz2HLjcly8srlI9h8Aq7kwUNwtZSot5ypEb5RD5aVOAZvOdpSud/NBg3hJ+nOlXfhHPN/ZwouTd/N2XfhvlN9sOlvfTD4227o2ZNxPJ09TzamvXBrB8tYLcZiQSQiUzNnYwwhRmx8Vdgz9YhZJLRuXMY23cNlkckZKKTMu6V9fXWhPTy/txfOnI6/H4iE5UpP0mWjDk0tJExxhlcTS8eR+Nl261UOMzz/qmoS2nenpDUTKc4rjDIm48YXCPJ02759wWCGoZSxru7xOvPLtrmLPfEprSeF5WTvGH4y3LJ84opS6cqSvmz3iOOEfE0YFe25D5ApZXcb19FmM31dy5rQcrRZ9Mtt2GwqysZRzpmoDFszwQd2NyJZd//wViKNqFwFej2u4zXtGBfYSVRYqwLW/iKG6x+ONAGlHkcq5flzOioVd/DJs/Uud5GXxQqP68pRrNwlPxTHLMvsX5Du3XDUphWq8etLo9je3wrb0jK+1un77YNomZiYYNZ2pPU3efUCQ8YobUM/mQhz4jt1jvTwBu4z2t7EcWF5xFdud7G303w1ZnvoClByeu1FC6VJ544VtRS3zr7npBTX9WsrYkF5i+rphjO81h9RDITpz56wVO/r5kSmMMnpvZrEyl+v8S49vbwt2jx02v3e24QMlrURHIPVkImM6W/Z2LV3FraPxHPvEXsnTKm8jhJJjYiiV1bCKkIDW1kTBFLiRHQvliEezTxtDLV7nNDlFJRxVRYO+1fjCk67OWcnDgRO1tLs4QSXxsh5ZBvtyn2aAvN9K6yR1vuzWLpSguF0bT5URwsb/9dJkvDrRNOpfTrULyeFHGDlmKLn974aEqqMWfjH/+EgU2bk3FqMzqghm2PS5nRAVXV8DIFiPZTaBp6I/ch9aOoXHHtKdsjHjteWB6heWTsKZcy/kXo6BAMh9530hBoHBrXeteuxYab/lg9c8tj2glC0c+5S/i5xdb8QJ+qPxStvsT1AvMm0QTqW2gCSsQLUDle4UHziVU1nboY+3wofTkhGWNxJR4nMb66QcFPDBj1zfqogVNfxTcwWc/oth/zUuvGrPjS2242iXcA2wjn6WXcSVheZs37QnWsSNT6TvE8ztwbMhmkWqmYEwsabt+dnXnfWM57aWtvzenyzTUFsNtw62PipKOkal7y2/C3aPG9MOVLiExh9Gp77J/JFCCxdGQZ5oojVXREpi6FnzdkPCnXixJSDg1tZOwxDAGxpe1Kl/mJeFulNkt1Z6ub3hZwwoKrAQaWRwvL6yqeHIOLodixlSZ2XGs2PKxic9JzbF2OnL6OL1N6p2YWlUyhF8+jzYocC5iShJb2KrNBhIwjeV3wbAcVp34184nUk4mo4a/NmIHGcHr/NenogGo4hrZazbs2pQlMebc8Jtp4t2K06eBeZ3k8+558E2zzh1J4vkEentQpV5HVVcw3CVi0ini2Z0oz3sCmzdi24L7WBIgKZht7UjbJoAFwqmL9OHbrVuLlxwxyRl1KTTIwD4ul+9x4xWHl9xCru5ZB0TaO2HXcMdC5sjqeb/bSkYVxJnS/aZ8MdBOA8sfqqu+mnX4laFMMGfQi98WW+G6ObRLMxYxUJOi+q9h+en67VeGw5r0l5N9YxrlJ02CIWJ0O2HODuJN5ghWATETcuQgT9b2t+Okl6F27bkRpuO2hFRKfJoRMGlzPHELaYaJMYE7LEZtEVgx6rSwd2TRQu7otQnYn7MPJaEBDGxlbYmNrQCliLr/oL33UvK/6jGNXmeLG0zqKphrHMVY1Z1WGLCZ5gmaKhtEtKJAxm7p5JWG8shSHATHcSeqWYk4V+RmZWYbB0HJZypqxFFgnu2yPtgnyQTjWxDwIw3vrmJGMNOwU7UARb+2E+Eeu08Aixjsrt3F8T9Lhe6sFYvnGx1pHvq/g0HBjwvz4GEv8/qvCM6eieArl0C8Yv1+wDi2FvR+16MKLetnOm0rPu3AmNgT7JadNVJyNGTKIpydAFOOHK6MxIkwJBoYqGrpDBqjAWOkPQe57dcafBNH9WO0s4S0rGZDDNtAks41/H3iGnWJ8DRllvGwSTdN8Bs9btFkMymnnjmEvnHDFlhostPJb/HMVDkRTMWMYkirL5tSh0AsMFXZsBnXEYOCOP65HW82p/563u1M/UhMfPKh5mqTYxvKJ+hZ3LXkSw7t2FRfamdSDkf4ckMC4QcjkgUtHktHgodM+Nd4iQMwlIL3AhH7C1XFV6M+trFzdFiG7EdO7MrjCDiEVoKGNjDGGsiM09dmMlitYXA1uakY2UhpZJ/m06tMc0Asdqqvt9vOyFFnBpBPyZUpi0+iXy6KsmEZqvpnGNeKYRVSrOUa+gAKq9Ld07GPK1RhMEyWQt0dbQNFre0y6ijanqnheBl5iEUFMJaGruU5Gx8atPdX3wRotqihNQwqWWrH06Q9+vQhzH14/NvJNELyu0qpf8fJz92d0U4m6ybrx7ESzy+79AfW5EbVhRG3vx5Ivo1d1IntHWsaeFvuklDOWa/DM4zrP6FbhSkbSCc7bv3hTNMxbzs4dE6xZrXnEdF01Y5bZIZxq4H5a2O/MMYJ4Y6H5zeJm7ITZN9rXUuOiWx18O6SftCejn7QAUMa3lBehzKiYKGRV8v1UyBD2RnVK2Wkf4ZTyb5tKzcfvNcP3Oe/UKFz/O8x9zWGDXE2K51EN2J+Nzbucbyh/okOFfsor2Mnfr0wXbINrfKnQ3U3fho35JCYAo/MNP4Ik8m+YVgzshEwwuHQkGQ16V66yL6hxGDsSkx7E/Th1biy2HDG+sxL9urV0ZDPvjO6+9Go4hIwmIpLvNfuuL/1hnKUhkxUa2sjY4ingpDi2I6YSQTGSu7Pl00uUFLohsc8B6+MgNO57EjnKGXOZq+SsnZiSMKGXM3VEoT3fLKOgO6s9ILsylZ1BT7rQj1pDKZRcOtJIZYIoD8aSYDGUFE/ILJEv/xUwkNnOHIkyteKW75dnfsT+94/uxabtvQmpx4mgUbdoZMP1BgaHJvfsou5ly5PhUU8VlBsdokYtQxkcrawhT9eIgt3fO8i1eRlK6Ra7hVA/ouXw60Xzh5xt7EFeSNbylyWUGcS8yRjmsau7z41Lk1Nf+OAT9l6Kg2UebVEPtIjhNlQxrDFVOZfilcgy33neRmJnad0XGQuL1OzzZD02x+RAsFkfHGOtZ+wLpFxl34rms/pDefjd2HNuVPr5gpOMEGqSkfvt+6xexUpDijitWNrc+mTVoZDBtDiMj5eFcKH+zs6+qRyyPdrMfihaEVsxmDnf1NPhm2sqYP5WaZSM4buTRz53Jga7dhQXKoyXqzbuRNeugWi4BH9PVKMYuidIARHSBjUBPdrI6NOK9/soIRX3V/PvMz/0DKNbytAG5MYN93fwv535+5ZlIKRdasZnDI28pF1oaCNjjrcMpL4K94dUzAMoNWPGnGgTXs7HSBKOrc+cUe9+uzR1uhFlir/XWpGpbxizE5eA4iXkjOTu4+JFME8t3UugHKxMBN5ya05h+Qq0wD3NvKLG0ylKoF647yuE681hHtp6uYCSIuW1WVXBDWfN6fEwAFT6gRCKYxS6r5mddKy5+telcTxPFbN9RpRQqVLx+5BAGgrBvgrQxvbUkno1o+/zlsdLyGVlbzyjWTdrks0OVv5Ei/AkB8NokFr2JIBXthGduPsj0FHDR0MmC1/68b3VI3vejmZY7BsgcGx4T1p1ocwjDKahw6m3SbkjbaaCLdCX33hOz+hjtA3Hm8s9D+4BGnmIwhDlRHbKW8XejWfEimRktCHP4yuUolsFQuWsgof5WT63JzjxwoxuFaaVqfk+JPqdYjyFl021fta1oYUnViUipQxmrsHQFWSiWGxIEvv1+5PjxgvRg2txXqE+/frWpXhwyeZouMgI9jYJ9WmETDIqTg8hZOIT+qiziCnoilZg6ZQSxsKyCU0h+geGcc8UX+WG7H7E+e1BD2XSDuNmaBORl4vIhSLymIj0iMhqEblSRJ4fiPtqEZkjIr0islFEvisiswLx9hSRc0RkvYj0icg8EXnt7nkiEsIcXD0lqmdciCViHFfR6gRuM6PltjVVKFVDyzGKOEolfwpzQLASI4GncDQVL3aQ/VhFYPnTusowsZVOIQOLZ69x0qtJ+HEn0BI4uwt3nx8g9L6cewJh4tVQIzFn+n/KQy2uJAzeYSh8y42DY0G5QTJ0U1GnS7/5JwFSSw+9rgL9/7P35tGaHNWd4C/yvSqVpCqtCBBgCYMQCCSQLAGSefbg7vbMmT7dPj1zpmfmHJr20DPudnvstt3tsbvbHhv3YBrwwmJMYwQGJEBgNrEKCUlI6EklqaRSrap9r1LVq1fL29fv+2L+yC8z7xaR+b33vbXynlP1vsyM5WZkxI17f/dGhFysFcsXH47UERBizmQGTEgIeSWT0m9UddtECs5JkCJJXPpMAsu0/6u5pt1fyoB69gKCJ8OjzsWkI/VxtlZ6H50XKWco9aoE5BVZeaa2bwSi2GsohkHeklurmjJQCJjQ2XHWyjnqbAzpDoZ4504nD2NOFc65TJ2AHg5pOpt/JSAi7yOJB0KF01nyx2V1G2lE0LNdZ7C+ovE0+7EOQ+svGJBn9drlpjf57E1XKxk6UftDsVWJUqiH2BW6sbW1ek3Ln5isWUIH6dGv/j27dklirGAT9pAlIyNp0lE59wnQOdT9uqaVTW5p7KuaLgBa7LnDdRasWOQrjnxIr/mzQJY87sMMJDNoZGIGd39nR+f81XRB0n0P7an0jAamJ0kHOEJNNRFayhVtfwDgfwbwMIDfBvAZAO8G8IJz7qYskXPuVgCPAFgH4N8D+CyAfwPga0aZXwDwuwC+1C6zBeAB59xdC/USNZVReJJ0EvGKGWaBSGAZJKOy0WgaeL1Fk8RsJedVUBe2kiPAOvPuuaJCanezIh3PL6uMsGRGk/vigbViyrkEqv3lSim613aehia/MCahEBAazSOcc7yp9AfzVSNnZKH5dZH/u08U2xTSHUCXwhlQ2Skb6fR0K7gVSyWONkDKEhcSgZUoXXlaGEt0JSoPgAgJDxgeTuncB5eDBFSu8t2pXFKy2BV7patVK7l3LhBsQC23Eiqz62LOaVp94ty8gMYVR8yJoDxo5k8fcNbaZAG9/IbliMrTBh1nRlViJZR8VrAkHSoljhM6zoQjrKXq0dVSZyHjgaVzXCky6pbxHcQ3GByn5efQ8uItOaJYCvFH62znDeqGbA6Tzk27XLN7MicBL4MmZ34/5bEFeUjfg/81E+WFdEoXkIxZAPrYVzcvWl1Mp8eS+dlw7D5hOlue/5YtL/N7KLE7YoGTBn3uuztwur2NOR9vdf+uaWWSvS11TTXNj5ZCJlLbLpAimK/TQSCDNKrMk2t6EjQaK/s4iZoWj77y4O5Kz2iQbuLmsUq/pgualtLR9lcArvfe/zvv/We99x8A8AsA1iB1wmX0QQBnAbzbe/9p7/0fAfhNAP/EOfcPskTOuXcA+N8B/L73/ve9958B8A8AHAXw4cV5pZpsMoy20iVV4pkKAS/KCwaJMmOPAHE0HDzjUBmNHgoaCkSCKxzIsEBNY9WRPauhAcB8n2pRtVR4LOBdscq8KgZw5cBnEVlg7Iy2mLdytZJsnqQzBZh9M+k8toCPWNkS4GDlAGMTxd7SLqFOvOXzrXyzWURVk3fY8cd/2k4QhWmXPam+UbaiTVxXd4oGEmV9zHocdYxwuRnegg5sVUfqPKjCL6+V5lER8mm0AM8TAuFD/sD+pzC8Y2cpH8GiyHfQi7Q48F6szopWt2yo2SzYODGYAAAgAElEQVTmIj3HxD+mDN6IObpETnHt7Z8lzmX2XWQfIf2yUveXS+hVxWGnT9DbF3Mih0sMcZTLduXwaadWW3XSlVSyZOZpCzFQ7TtlaSMSRV1bi7+y+3mQUtC5LQWj3eZiwjUcpHb7UKdh9B1Q9Dt1RlteOucnuJV0jMxxuUIEzDKkRzYdW9T6is+/fLaOVLaXK4/clvaMNA869LNh+4EzGB5Lz3zL2obWMbpvP/Z/6tMdlFhTTUtMkTHQaNZOgZrmSAE8aUFpziva7HzR+YUGoFes0gxWq6mmeZJzLt8ukjrdmrX8rqkDWjJHm/f+Ke/9jLi3D8BOADcBgHPuMgC/DOAe7/0YSXoPgDEA/yu5978AmEW64i0rbwrA5wD0OeeuXYj3qKmEQsikBLCc4QhjzzIgRIJoIvpFVi1/M3zIk99Q24SZ5yAR9LTgJQDu0NLt0PmIQsG1dAbJiOL0aikNNDLwzUT29E1eDncKMmYIJxcKWTG+UT2vDA9z4kJgh8EVbqGxEUieEAfuQurqzamp/PfsyAh/aDTUie98Dy9953sqzfDWbdkNZI2UrMAVbZt//TfZddnWkWqlCn8Yyxb8rsEtFAUIbSTI8xeAtFERESEMePZ6O7YQf6F3c20kTwHLIvqeOQJdloQc5H32HGaHhoI8WFtACk5YWho3oha4BJ0by49GJ2bwf//5o8HnHb2D5XhhS4HshHzVlHAAwRCfwhFLb8tVSUHeyuDu8HDQhcdW9QmZpXxDhl6j69Vt6IVvrNB5JHBOy4gEdYTawzkzEMIC1EN+MSuYKf+d59VlyzPsjNrsCsRY1d7foiK+pR/YM9OPrz4vX3FsckFPVvdg/JjylNVHChfpLrStu1cqyVUBy+azKT+bZcNoknnku3USeNabJGhaq+gyYGtyEpMn6jN4alo5FIkPwb/50COLyktNNc2LXHiXnejOFCHsIuIspCqXdUyHyQOq2Zg11dQJ0ePdqTP333/spzgzNLmEnNW0kqiyo805d6Nz7l+3z0e7zzn3lfbvX3PO3dgNZlwqeV8B4Ez71i0AegE8R9O1HXRbANxGbt8GYLdwyAHAs0ingVu7wWNNHVLIQ6RxKH5TGqQhm40+i4BVFEYOLsDSSF4wsZ7UDaebfCQzE01cKhQM3zG1deZp46ANhJMwf/lsxkiU08yV7D/sAivaFEB0AWg7VjuVRfCmn8hGfE18UCOxgZIjQKnxKeS2iwuxDYX3Hs+851fz603v+7XyPI0GGuPj6UXYU5T/WWlL+KdOneJtXWVFm1oVUThuQkaK7mfZg2ycFoCts8atKFs5P7KGt/xsruBRL0Iulwt0awZ1IDbaDmL57gzQozKRIOaU78QZ59HwbOUrpwpXBnMMiHSk1HCBy4Scczg/Op1fK6cI+DtFtxgFT2yu0G0XqvqgL35zR4zuD7JVY9vNFP4NcUabAQg7Oi/H5jeVT8p32ZEyh6ETEptfmzLZiTyuSMuHg1MBRbRuxWdEf+LVywYNJg3MO9I/KRQv65VBhnGIN8a/qDvk2Ig406N6GCPdj0JlUoasQID8Mih3ipf0aiCG8tS03MiRMRybwxeb9Jl/hqOtRE9UjraywDOVH3nkeJGPzCFJUnn755pqWg7E9GFBp89NLDI3Na0aKjNSFoCiwRcRp1kUuwg62mTgU4V39dwWGzw/ma+QrqmmMnppULoNUlJbR7Z1lInpWcw0movGX00rm3pjD51z6wC8D+mZaLfANKEBAN45tx3ApwF8ob2SbC70HgCvBvCH7etsFdpJI+1JAPTstWsBnAikA4BXWRU658Lh7Sld3mw20d/fX5KsJgAYHh7Guqmpor0GBjDQk2DfxeuAw0eAoaH02elBYGKiSDfbwLNPPwOsvxQ4fhxIEhzJnk3P4LlNm4ArLgeOHAVGRvJ8J0+OY3I4QX9yEs1WqtZmz6amp7Fp0yZccWkPWq0WnnryKUxMtzA9PY3+/n4cOj2DoaGU14MDxW8AGBhqYHJyEuPjhMd2GVjTC5wfwrmdO4GpSeD0aQys6cW+dRcBY6PYunUrMHgaLuOFvush0gbj49iy5QXg1EkcPDCJofEW+vvT1T8TExPYvHkzjl/ei6mZFhqkD54ZaWBysuBreLyJmfY7AcCpoQbGx8fy66GhERyZHsD07Dng9ACw/wBw9hzv02fP4syuXUCrPXmcOAGcO4fDWZrJSWx+/jngyGFgz17g9Gmc7u8Hjh4DhofTso4dT43hkeEu9ablQ7St9p+cwfnzU+we/V4AcOLEONb2JujvPw0AOHhwEsMTLfT3p21z6NAkJqZb6O8fAvbtAwZOYyArj/SL4eFhXNpoYNeLLwKz6QJgR/kZHMTgnj3Y29sDnDwFZN99ZBSYnkF/fz+OHp1Af38au9BsNrFx40asW5tgcnISz2/ejKOXRaeBzsl7uEYj55H+xtAQzu/YAUyM8zzHjgGTkzjW3w+MjmHrli18DA2PAO0+PjAwhmTmLC5tLO62T/Mi5/DkE0/kDrbWyAgAr+aV7HpypoUmabfpmRls2rQJl1/Sg/2HpjAw1GB5s997Tkzj7NkZPV+1WsDsDDY9+yywYUMqR7Nx22oBvs3L6CgwQ/I3m3h640Zg3TpgZATbt28HhoeA4eG8f2U0PjaGLVu2YuBIL06eHMdEWy4fPTOL4eEJk1/6u+VbePLJp7C21+H48XGs7XX5+Gm1Wti4cSMuakwDtD/NzrbfaT2wf1863/T3A+MTRboTLwEjwxgeHsYlM7PYs2cP9iS2KnN2tInJycm8/AMHJnF2tJnL5cnJSWxujxkqZ0cmmpgm7TYzM4Nnnn0Wl13cg72Hp3D6bMHz2bMjGLrUY3x83OShGzQ7O4upqSkcOXKkUvrp2RYapF2zyL38upU6ObNrL56zOXtoGJgq5iOMjGD7tu3A+fPtbzSIU6G+9nS7rw0PY3j79nQu2bMHL118DmNjPcUcd2oMM2On0Y90lQMdH4dPz2JoqOhvg4Oj2OuGsHbqCI4MzmKE9EVTBo6NpXP46QFg4DRAdYDxcbyweTNw4jhw8FAxlwPA8DC2b9sGnD8H7NmTymaiOzy9cSNw0UUYGh7Bjh07MDG4NuXvzCj27BnCmsn0Wx04peeXZqOBpzc+jYsvSnBksBhPE9P8uw0PD2Pni2O4/sRBHDLqxp7dwBnC15kzGNyzG3t6HB8zEPOMb2Hjk08Ba9cA+/ej2Wig0Wjg/NAQZhvAkSMFcDg1OY2B07O4xJ8t+tf0NAZOnULvTE/7Uzdw/PgJDK1zGB+fwZmzEzhyZBgjozNwzQRHjoyi2WxiZGQEG0bHsGfPbuxpxyYwvk6eBMbHcbC/Hzh3DqC65+gYtm3dCpwZBA4cBM63v9W58zzd9HSqX15+OXYfn8aZM0WfbDWbeOqpjbhojcPxE+O4ZG2C/v4BNJoe3hfy+/z5EezYsRNTZ/ep/pfJ63Pnz+FcNo9PTgENYlfs25fqkVbbD5wCmg0c6O8HZmYAao9MTHJ5WFPHtFhtNzE+hhde2IJTh1OdntqVw8PDC8fLocPAz742v3QA+p94ogAwJ6fw/HPPAVdegTYzGNqxAxgbTa+HhnB+506ms50+PYa9rXNYN3MUAOB9C/1PPoU1PWmZR45MYqbRQn//OcZKSN8ZHR3Ftq3bcO7EGgwMNfCzVzcwcmAkHb9nz6TzS6av1LQkND09jampqWWlt1hUZSwtxruMjs5g4txUrjtKqvtyTSZNTaV65/XXARC6AKD1zgWkbCxdntmOl23QPB0/AYyO2npjbp9tSDGOi9Zi30VrgUajsDkFTU9NYdOm53Dl+h6FbYGUvf/kDG64NtWhx6ZamJ0t9LYfbx3DVet7cPvrL2Zl12OupoxoX/jwt8/iD/6nq9Wz2ZkZPP3Ms9hwcVJgEGsSTE9N4blNz+OqDT0d1bmgel5NS0p9fX3BZ8GweufcewHsBfBJAEMA/jOAdwP4GQCXALi0/fuXkDrGhgH8DYC9zrl/0SmTzrk3tfP3A7i3fTuTklZowhR5nqUNpYNIW9OiUSAk2IyOiUQtx7ZLk0mN3xkbrJSSiEsVSBPiQ96PRoOKyP4Ki5FsNh1/HsmQB4RHQ0wjEUsWr3ld/OYLZ9ZE6lg9ZHYNRWUdjKQrC6OvuqCthKnQ4oDdJ6Yx2+hSeLwPxXEiHJ1WtiRQttFKozRku7h+2ctgbk2bkTGGq6xeCCbJoiCt1Svst8gXXhoUqCZbtUOKrfjp5JolNQSUAG/nYivaSiqNjRdYq5t0IV79sIrk/XlldF2+Ukbx3MlCGrWYi0aoVijEWLUTXWnIytPbyHS8cjeYPsaEXBkingXKDDWVYqkCF+bOAKrukJYUG6j2wLHuhnYg0OO5kBUhzooVbSG+EG6wspVw9IKuiqNPKg5cnkyuMjTqUW1dUTdT77PC58ULiORqaEpTsx5HznRpxdbzL/B6v/Ftdu0B3o+s/lNFXgpTRr5Upzsn0CF45aU9fPDN9YygmmpaIiqbtmqqyaTzQ8DjT/B7Sy77SvChSLZO8ynVP6DffPPp0WI+VfbyyjteoqblR9Sekpv71N2rpqoUW8rw6fa/T3jvQ+FFJ9r/HgfwIefc9QB+B8DfAvhSVSacc68E8AMA5wH8c1/sa5dtgnqRkW0deZ6lDaWDSJuT9/6KEt6Genp6Lo95K2sqqL+/H1i3Lvfu7t+yHetveD1e2deH85eux4m9+3FzXx/GDh7E/ieexK3tdM9+9vN429vfgYuuvgpHjhyD6+nBde1nz93zZbzl9jtw8bWvxND6rTi+ey9ubj/bdWY7rrnyEvT1vR6zjRY+9v3v53V/4fEf4/bb78C1L7sUH/vB93HXXXdheGwa337uKfT19eGSPaex98x+9PX9PNbtGsCBswfR15cukjxwfAjbnjuN9evX5zxu/Pjf4B133YWedevw4k9+ilfedBOuesfbse+Fbdhwwxvwyr4+bPvuD/Dat74Vl930Jjz55x9Fn3jX85dcipf2H8Rb+vqw9f7v4XVvfSs2vPFGnG0dwMC5CfT13QIA+NrTP8Gtt96G1736coyMz+DvHn04f6+jp0bw0I5N+fWps+P5OwHAvmPn0b9/a379410bcf3LL8abbrwWl930Jpy7aB1OHT2ON5M+vfupp3H1G9+Ea/reBQA4fOAQetevx2vaaV74+2/ixttuxaWvfS1ON1o4PzaGN/b1YWjDNhzftQc39/VhePsOfPgLB/Bbv726xsqHv/0dFq2wZsdJHB05gr6+O/N79HsBwMGRF3HR2h709b0RAHCmuR+DQ5P59z01sw+j4zPo63sLTo1PYAwON7TroP2iv78fWLMGN930Jlx9V1pf1q8AYO+mzbjixjfg5X19GN2zFwef2YS39fVhenAQ277xbby9rw9Hx3ejr+9NAIBPPfgA3vHOd+Ly9Rfhvo2P4rbbfg6vvfYy/N0HHsKv/PLtePlVl8y7vXyziac++td4V5tHyu/ORx7DtW9+M66643aW58TgWcwMDeFn+/qw7bs/VGNoamAAO+7/Hu7o68OWk1vw+tdcgb67XjtvXheKDnz6brz+14stM3PZcVE6Rb00MQUcHGf9ivaz4bFpfP6xR/Lrzz/2EG6/4w688upLMZocAk4Mo6/vVpUPW09gcOoE+vrewfhpzc7iha98DTe//Q5cdM01GFq/Acf37MPNfX1oNRp4+uN/g5/v68P04Jm83wDA05/6DG5/5zuxZsMG7HjwYbzm5ptxxdveiqlTp7DjO9/HHYT/bz33ON72tlvwxuuvwu6zO3D15evQ13cDtu0fxPaTe3IeKb/09yd++H3ceeeduGTdGjV+PvnAD3DnnXfiotlJbL7ny3hnO8+mz9+Lt7bfaWBqGiONJt7Q14eZ8+ex5ctfwzuycfHcZuDyy4G1a3HjjTfi5YH5/OipETy4vZCtwziI3oFR9PW9DQDwlacexc/d9nO4/trLmJwdODeBbz7bn+f73KMP4o63vx0vv/ISTKw5gtnec+jrS3e63v7SM7jiigZe9rKXlfajudKZM2dw3XXX4Wd+5mcqpR+bnMVnHn4o57/RbMF97/vB62azhb/8zvfyazpny76x/YGH8DM334wr3noLTo6OYaK3F68XMgow+tpb3oIrbn0bBpsel136Cjx95mQhR05vw6uuWY++vtcB4ONj/d7T2DWwD33tuWzTsc248YaXoe/t12HD3kG8eGpv/ozKwIy23v99vO5tb8OGN96IsQMHsf+Jp3IdYMs37scNt92K9a97Hc6tuxinDh/J59HtP3wQ1918My6/5WacnmlgaGISNxrv9uMXN+LNb34d7rjpFTl/N7z+Zeh7RxrBvHbnKRwZPszml089+ADe2Zbb9B2GRqfxxccfzdvlRzuexE1vvg4vXzOF1/T1wbdaePbTn8Xtd96J3vXrMdj0ODc8gje20+955jlc2R4PM0ND+ZgBuNze+Nf/DW+/8070XnIJBiansPvYcfT29uLKK6/E5HQT11//8pzXi3cdwzXXXIHrr9+Q31u37Qhe8YqX4fpXXQoA6O3dj9e85jW4Yv0arD98EldddTGuv/4KbDgxgCs3rMH111+FNWsPYMOG9diw4TK8moxZytehPfuw9uqr8eq+PkwcP45dD/wYt7efbfteex558004t/aiXOeZOH4Cux54ME/33Be/jJvvuB3rXvlKNDYfx3DjFPr67gCQyqS77kpl0r7zO7Hh0rXo63sDpmeb+MQPf5jz8eiep3HTTdfjnTdfi/V7T2P36aL/jfYcBo4P4erRq/Hy9jw+OzKCzV/8Ui7HBianMDKbyi75jgd27sLFr341XtXXh8b4OJ67+/O4s/1sdngYm++9Ly+nps5I6nYLSd9+/nG89W234E3XX6V0+q9/7zG8cHQMv/Gr8+flyT//KN7127/Fruk7PvmXH8fPv+tdcD1pNPbz996HN9/+c7j4VemmLzt//Che9Za34Mqfu828BoDnj7+AN/zsVeh75/UAgI//4Pu48667cPFFKaRwcnovxidn0df3FgCpo+0j9383qO98b8sTuOWWm3Dz61+G/ceGcHZ4EhdvfgTX33ILLn/Lm/M5/G11P18yOnbsGI4ePbqs9BaLstUCsXG9GO8y2TyFDWuvRF/fW9WzxZQ7Na0sGj90GHv7n8JtmS7wFx/Du971rvxcb6l3LiRlY2ndxetw8x13YN0rUj2PzikjL+7C4S3b8FZDd9n0+Xtxyx13YN3LX469z72Ay9/wBryirw/N6Wk888lP4+eNd7jnpw/j9ttvx6uuWa+wLTpu/uI738VdP/8u9PYkODs8ia8+9Xj+bNfZ7bjmiovR13dDXm495mrKSPaFECbxuUcfxB13vAPXXHkxPvXgD/H2d6Q22FeeegS33XYbrnvlZRidmMH9jx/Ae//Hm0rrrTI31bT6KHZQzOu89/8h4mRT5L0/4r3/XQCvr5rHOXc5gAcAXA7gf/DenyKPs20fr1UZ03svibShdBBpa1oskkHewUPRivgvuR+0OuNFlW+HI6ujSKyDZwK85oH3MiqdpOXF0VUVgoJhOWRVmrWoKXBwurXSw0Wu89aj4RiSEytiNNBe7BsuwX7hy4HkaiTrrB+9Kol+bxL1bq3SEYUHI4LVM8eeSWKHu7JiioNe50u+1Qru2R7tKqX1i363jOnUAz/iN5IEvllErHtf5ZDn8LeMne8SXimn+1WbGXLTWNHFHpMIQqM4T3+zoPkKbyvOD+QR8+kKN3lGkXMIHLbN0xVlVeEjdKEXBeZDWH5PknA5isjxyVn81VeeL24I/svmlHRKo99BfXCbzOVPtAwji/dmG3reQTivakWbzY7JJpXl8sXTikmhfIyyM7gQeDez0rDuYl0Xuawz2vS3KCJ/ffi7xc5oSxJ6gGIwXcGDcS8wPdqrv7JyMn7D8x8tUI5dH5RXEV1OpGNRrKQdNa8o6hLFeQ9+Dq5gyJKnxWvQbwTV12taGup0laxjc4I+42+xzp11ScLPKZXDK6m2eowNGXlGm5NnAZfwZOg3zO6TOwLUVNMKoIU4A7um1U2uJ4Gn5z9J3TqmLCwcV4C35W+sj7skvPQnhhFYNpaVn69oI3ptvaKtpi6QSwpcTJ5dn+lrk1MNPLrp6FKwV9MKoaCjzXs/MNdChbMsSO0z4L4H4EYA/8R7v0ck2QGgAeAOkW8tgFsBbCG3twB4k3NuvSjjne2/W6txX1PXyUIgJBghUVr+NFg0nVDlZJtWUyz7laXJg++NwiOIXdgxqIgjskWZ0jmjALMsi4VQaQA4dMM5B68cMgE0KEAuSUqNhgvFqLDeUoKL9OB7oKx7eNVBy5x2+bZbEQzSIgmIZL97Epcf9NoVih6OXJLe6osSxJkXc4tPKVBNHW1xZ5nRJRjWqtNTgyPEhADc2TNX3FfCsgC7JJjGi3ckadExq4oF2jflN05xNg/IbQFdAtYizKEQqinMkPlEiGgus21naMS+XBY022jh+d2n82vpOFPtLK5V80bAf+XMoX2NJeTlybnRQQ4I680yF5ftHbM2tY1tF2qOB+NdzDID40j2IY2j2C9WjH+uR6l2YYl9OkZYkYF2FE4cRlQOhH+mSa0ipOMQup+oLFm7lCUOjEcdoFVofrwekk71hYhMkA5/1l2dkbRIJAMGsl5rk3iPyLisafFoxx/9CabPnitP2KZEBTOJ+WIxJwzWWRNDHnXGTCIchXLkxUQLTZP+NYSLDMKpqaZlTnJOaDZrR3FNVYhLTxUYsQiRe7PU0Qe0g4RCqX3Eli0cdFzdiWBNua1XXFtE5xylbi/2fLqCybdaFwx2B3Sm23BMoji7PIlgFVFqtfKOeepHD+HUgw9V5qWmlUuxFW0LSs65HgBfA3AX0u0in5ZpvPfDAB4G8F7hQHsvgPUAvk7ufQPAGgD/F6njIgDvA/Ck975e0bYUpBw8bZJIXUUwRUdkB3EWBvyKYkj6AvQT+AVUZkejm0nFVC8y3kODbk6XIcGfRN4KO9YiJ2Lx/LH2DX2nqvkvILL0XPm9ZDco141pnxYRxRLkzAosamrfKsZU6FsmRFmgynHiHJrzcLS1ZmbQmJhI62614i8b6kdk6YDknwbxVQFplxspY6nCmFWGA3FcKTcCA8uNwiTg7olxVHHcx+RVziMRiS2StIpdSPPo5HKyIOy1vJGmIO99GllZ3Agz4cPlAHzMREmtbuoOtcbGulKOFSSr7WDpPIs54mT5IauXdFCzX1h9raR8CJkgxkDAz2eWU7BhA+Ja8IuyiDecJ+XjiJdurwBj13L8F00Y9JsxvhDqizEnDi0jEmgTUO9kLfpGkYiVrX6GvF3g48zUM+1CQ98m7TqOPuHfLaBr0joUF2Reo51UdaWYk9N6D85lTYtM04ODaM3MdJQnLIcWeUUbdawpL1/EqArdUkE4ckxXWcGfJ4UZ5LisQ1dqqomTnNf/5Z8+uGS8LAQNj01jtlE7D7tOFqjlqa6EBZ/y3/PHDxg8Bb71XGGjCsG4MWzLkeBgO2i+ni+q0PFvfAunfvhAecJVQp1gR9SuDO240pHP+6f9wI6dAIDZkRFMD57pIHNnND3bxMh4Z/ppTQtDXXG0Oecuds79onPuFzvI9pcAfgXptpFXOef+Bfn3z0i6PwRwDYDHnHO/7pz7AIBPAnjAe/9wlsh7/wxSx9tHnHMfds79awCPArgewB/M7w1rmjspNAGA4XyKhahLLChggKncTC6mIAndakliOyySPZ+4A8YeY50YmUGHFXlvki8v1WuApyUMV8EBu6G2JeTstf2GQlljaaSnyAAUjffS3/FCIMPJAP69yrxBabNl7WagkmXAhwne8T5sfRYKFtKs6c5gc1dMTz/6GA5/4R6TD8GA3S4K/JZpiGOoQ0/bzoNnK6ddMBKOtrKtI6WBoYIGlBPOfMTLEOC28VCD0KFIcsPao9uPUqCtWiBA1jdtGZXvZiWYCW8rTB065HcVh5/0OIk8BVhafMNY3Agf6/Ojc//lg10pR7ab3MosnQ8j19LDw6jke8vJiT6wOxsLIrBqoY4oVYVcXSQK0lXGv1Vw9aiSbXyQskdhHCXgSuGDPHsHPddnW6wGKvAi+piMuWigjerQ5LZMGmi+0PRoORrzcvKhW0WGRBAo4705MwWPSv6RLLmzUxSfyIhvNXYc795SfkbbPhHfqGK+mjqmkRd3BZ9NHDuO2ZGR/FrpzCWUkG2IPDwSqquhZPx1m5R8aPHrUNrAbb0iT8hYq1xVYCh39+bPmmpaLJLO5hDouSzskznQX923GVv3DS41G6uPlLlvYUoLKw8np/mKNjhnb9EPGEoTzVbMkVz/Dc91bNwIbIsSXVUkDZR6vqhOrelpNMYnlpqNRSOPVF+pQolzuc6vML42lcSEcmo0gdnZNF+SwDebJRnmTk9uPYG7v7N9wcqvqTp1a0XbdQAeQ+rYqkq3tv/+UwD3in8fyxJ57zcD+EcApgF8FMCvAbgbwD83yvyXAD7e/vsJpCvc/rH3/skO+Kqp60RQDEY24KMoErVMHQf63AxWBFl05uxEijt5jkII6etsgs+TOJeD7xbAk1cT90uoqHYJijo41oYmj+kswt6Dn+MQ/j4XmlJj6pVqhYUED+0JOnuknRscdeAgnrOflaG14MpCuu0q6RPzwHncml60ZmYLPiLR+XY3IkBlMLzb5f93wup//Jv+DlIvDLkeoVRFMOHseVBOSRlI7kWdWgGNMLSNZPGz/Vye3VJx2Ff1xTP2hDM176tKuMl3IgYajahQAjPAq8WX4JGmLfyT+swdCsovNxFpDzE658gz27xqwvg7kT6UUEcBTaP7HZMBAgwOOTLTa0c+vdHHbdb0ygtZuJcrj1QrqLqMGtk4knVqp6c1vxQpoo4tlyUmjhnp5JP+pvxZ7H1omXZZ9JbejjPCdHCqcLljNC6cMI0AACAASURBVKp7hGQSczCSZ4a8C2/hHRAvRqCED3ygTPywlepyAEWa3klZGPOA1zQv2v6f/ij47NjffwPnN79Q3JD7JZYQHWvSX5qEAloWgsQ8nq6276xyKbNsMLggI05ClEfmSx9YbV87lWtaYVSlyy4H+2QupLfCrak7JCSlOHZgXob6HCkc0FjomHZGKFwpzYNgHgpFSGyLEts60iiu7pphGt6xswgaWmCHz3KjjhYHEBNC4pxcNanY2eh46MhD1zklzgUXoda0uNQtR9swgHuQOskqkff+3d57F/j3WpG233v/Lu/9xd77V3jv/533ftwoc8p7//9476/13q/z3r+DrnqrafGJG5dhAReZxxGD1jVOJIWhz9MhA2pF/jwvy0cZMx+ITKHfYYopLxSskiCu3lZPgz5sdZwDvHdyZrBqlAyK56xSXc4Fotmk3Uw61iR4KvJ4nkeBwSoaS6CZxjcnNQtOAkwA6nDiznttOflWbJzbUeDy4Ht9Rp0EdbrE7CKROqOtBNiyDAxqfHDsn57nqPtmel8A7kIWh1dXFqCcjDSURJ/LFR6hqERKPHpMjK92t1Urm2ikJR0mJB2fd6ITjelQstLk1VM5K38voz56bmQKD2w8HHyupmbTERB2xKnCQvcUiMrnqZAMUCXGHFFiDDB7Rs3/xmoqPtmKcSKTBlpBR84U40jUGYwr4Ln52IvgGqwon22bGhq3/FnwgHo2ngsGzNTOaFNRtdQsrBiR/LvFhiz5uFqlkfMIlXGKA4NLLtOscyNZutyxLrchb8si8qJSjsXBKuEwZEX7YF+oqbuUrFkD345GBjI9pDqSQYFpJT+7NF1UAXxMp1gsXwVASILuMiYnKyZYBQm0yrNRPucZCFZTTYtNdfxDTY2xcZx6qFMIUgs6tQ3vYneuKkpqIJ89J4XLokG/MTvDObJ1pNdB9vV0EaZjX/s6xg8eAtDGJtrUnJzE4ONPLBVbi0KdqMwJxTRcAeFw3V/bO6ceehiNiUldINWlSoKT5ktlwU81LR51xdHmvT/lvf8/vPfv60Z5Na0ikg6JHOsQkeIxp5PyJUgQzXZwMPuQCkMKwKL4rUA0KY6psUeEmOIvAEK3KwIT8179UFVZvDCnjQWSKgbABLzFYNS5QfeGqThLnRuZwtcf2Vst8QqnKjgAB9/obwuYFoWL6OHC+SFAkLyS0FgigAj1bZXwXoVcSd15orZyPLp3HwYeIYugQ++UFekKXqtuR7hcyDqjLdbmpuEQWNVAh3YEg9cO3KCx5thPdgYaA4q1TOLdOgOeq5H87HIIcOdyUWeW0ikhWADrbNvRUj6kbOUONFNkK5Cfival76tnhibx0DNH8mvv+fYZKpgDiF6XrqSRczvzdDk7nXK6EWZNJ1BMzsgbASdIQO2wHTSEH/qXMM1W7qk2ID9lnT7WmeS3kLKDjwcvy2Nnfsr2D80figPk4ZGWk0hwo5pG8gQKqHN29O+KsEkUgLIYIvWQTxpsW4SHMnUUpGUSGZKVwnQsS1KHHW0sn0pWI7oLQY2xcRy8+3PFDakjzwF8DAZjdQD+RKnVSr1cMRJ8yzPbVPLEBmxkU/AkMk+8nVRbuDYA2KHNUVNNy4mWgerXVXp+9wAe33wcAJ83P3rf5qVjahnT7MgwTnzz251lEqaVk1ELMSNvoSiCz8Wz8Xx0Z6pgUBdAAlLCZkYi56UILlgTJ4VHtNuqMT7BjgBZnRQ/X5wT32VFYsYhOvbVr6E5rtYCxW3mLlO94nj5ULdWtNVUU5hCEe6BiG9FLKI3LDgMeEr9kqZfvpQdhjPLBAUzUJcUJqIUtJNAA3IyrQXoBoKsA8TBYYWlUcPXaMPyrQMD34d+R/F8dHwGj7WV8lVFRjOUrWCxHvFVROSDGVv0sRVQTvTJvJ8YaL9xhwcJV1McSol7WFiUFKs/KaLAJ196CUNbtmlWQxHU1FlCHp86O45PfO0FnX45kVjJp0VEHFyPiUBH5FJ6I8SDcJRZzJh9yJJtAWsvTyocUhH9kgYs8N+cj/TaePmW5p85AsUKy077ecgxQ+WsFwkdqYfOM0tFCYn+BDLeuCctds5nR1tHqi5kb81nB7p6nkhmyq/kisnwd406To13iK005wORs6UDBPgADgHPVkRkWXeJ9ic5RBIXnT+KIR0ZF1Q/oJ3dYsO8J1aDGXxaVDpULedH/tOZ8kCLONG3Qm3LnIvihpQL4GnTMmkiWU9FmaQ8uLUhvVDUnJ7GmSc35teuJxGOtc7AR7o9pOw/3fqKbNvFEFkBN1GbJWKbsSI8u9bFlfBF2saZk0Td12uaH338qy/g7LCx0mABSNpXq4GODYxi77HzADIdLH2/R587tpRsLVuSDo0d/+/7898H7/4cxg4cBACM7NqNw19sbwgmsTEln0sMqgWg9CiRQF+OzTmxYJSQo03dt9PxFeKL3SIrj9j83NNT9EuiQ6dBN6t7v8EqukhmK6dQXPs3MYFitnKWwgYKndgGduHIGbsK1LQ0VDvaalpgCiCT+bPiZ1goFGXIlRTRM9oMYy++FJ2mzRBjzoe9ZZ9QimKFC1CIgbG8KobnaZCH8yqr5e3gNMiuMjhED0QXhrT5bhcIydUfAEqxCPmNVFLVV21AJ/92xFvmY99VkDzctSimG9+Q9HH5PrlyUfAut1PMnTRGhHVoNRcAzMw2sevwucpczjYWX5FMwW6ydaQwTsoVIgrK6RUtHYPlIF1FgtDKeVBkCGDapHjdtzS/PE+L9EFT7CLbwgEGQB2Qw2QoqK0jo+NUXIvE9B3pe1lzj+FbWjKSQKgUFZbtYX3fIn/4m+o5mj5kKfm3lMEelF/jO8jrkB4gitKyyVzSVpSlPa00UbAVBH9E7hl9I+rrbqeyHO2W092DfOv8W5A5QpRb6X1cESBB20Q6PK33Me8xo1W8E5EhwQJztmhjWo1RKFHRKY4ANqEiWDoILIzwzZkv5ITjnVQ1fVh1lB1Gyrmlli6rk1xPDzu7RG4V6cT2yM2pqXh58vOXyFuLvPeYbUTOU6mgA2rHu4huV7ptiXKLtG0kfqSg4ZL3k+OH6YEVwLGaFoGaTfhGY6m5mDPtOXoeYxOz5Qm7QJFpa8WS3LZ/lb1e9ylJGK4yvG17/nvi2PH8nKzZkVFMHMuCkoX+LOU1sPiYSyz4LDrnFPlYESUdh+nyEUiN2Zj19BClXX/2IUwcP5FekHPZmH5J90dcpVSmi3AzNLKijeURiAxZbdmamSn0SGYHlutV8yG2e1VNS0qVHW3OuYMV/h1YSGZrWoEkZUnlKBZeBk/Lf1MDTTvXKLjleZoIYJUJYx79LipWOXidQcpAKiFoY8ANw2QMpw2/jihEIfYtmS+dG8Z7XYjL81nEbZsU0FapjOI3K6skwpjuvWwdSm8WShilisNCkFotQ1foJQ6+mSpyPHpKDVxZKktDn67p7ansPDtwfAh/8pmN5Qm7TYmMhufvp8awAJaYo0Q0L1UM00dVZawr6grKuZyZdr/Mto8zyidKaVUl0uUMpL+pYsiBt3afFwC1BDsLChh/LsA8TRLxPUjwhB7uzacH0leXgYiUZ+ZZ537yOQYoAzbj4sPx38FgACeS5R2IOUms+ni7CnksHH2hT2CCYWIgxnUTORALJD02jhTrgglluCk9Sj7LxpC1Oo43gH6d0LcJlcHHqHIYmAUYl4xR/YVcFhTiQmNcUGmaYm4MO+vldyjkkDpbT/Iaq99BdEQhWGJgFfn4Zh01wLQ45MQcTudDAM+851dLspMIfOgVw/RDHj89apax8+BZ/Nnnn82vTwyO8QQVHG2poOUOQ9mxlFO8BOfNx2qRRQR2xLfKlqCpvunrfr4caMtWjD/w0FJzoch7r8eCQT2JQ3MuZ03NkZaD7tdNojsjLDBOvCrIySAG+ozYxY44OHxL6o7cWbcUmEu6Mq/zerl9JvSsgDxPhEMjFoCU79IhMJmVeI77QtPMufNoTqareVmQs3D+zOU7ryQq10WK9qCr2JiaRLpyq2XhqUXGI/d+GScfeLA7zJdQs9nCS2fSeTAVKav7W64U6mRF21EAR8S/EwDWAngtgEY7TU015aSieJH9tCbasFCITpohnwLDlwioTHgoBKQB9JTVlYOCZfx566cAUDTQRqN6NG/C00adEN4AGqnyIh0h2UtE0ThZn05ado7DqiGj+eak2GVlKFBWdCimnypEn4A/8sPoKuXhrtT5PL9JmaH4qeGQsUG2z0i3lMzGTcD5pM4zA/ObaGdHdePDAxifXJyIVkoyGt5iVzo6dEABL4/mKzVM2mM+tn1s+4HBlVc/LUCP+nyZ80/II5kp113Z3gz8hYtHYvAJsFO0Us5AUX8crbO38BT15WlVSpasRdt6GYCEfLtQMYdA+JfktZhjSmril0yeke+nPVzsZ/mQ5n0+eiYgmWfZW4T6ZdCrReox0OeQM1zNr4QS4XgL+VKswJtsbDH/pOXYFE7LgmXe0EGMngpd2jksOSZA94J/fiN3YAnZVsgA2u9iSl5Ab2GAjWhhF+5r/FHBHHfAx9+PNSORaT62a0BofIn3iPFRUzdJniMt5lkBPpat9GHztNCRpLz9tx9+NKiPTU4X9fz6hx7hHJcFBkCCn9BjqMw2MEj56mQR8gVVDYUMzKZLugtAld0aapo7NZotbN07WJ7QOaCx+PpzGTVbHr/xkUdL03ViK1CaPXSo4zyrsbsmiRNyqZ5/omStRmsTlW98Fxcu65zjjqdQDOHCUlghj8pmap8pvCuUJ6iuMkpY4AovbqnGXmNiAuOHDi9N5SWU9PbmOgpbJUn6ly+Zp1cFleoicpedtp1C8BMagGfv2FPoTN4Dvrk4q8DPjUzjDz/15KLUVVN1quxo896/23v/S+LfL3jvXwPgPQDWA/j1BeO0phVKXODwyVBZsXYJylknlBCQRyqSPktHi6cgtcvzcgADxuydPeDs8m2hQu+RQ2MIKhg0tQtfm6VHisyN2IiBkUZU8edMuSOWdHRVwgVCCoowDDju1BX9naU1nAeqNoEEWqE1or4Q57TfFr7iLnzDHHxtgY0x6jhzBTjFtlMUjuFo+XQcgsuAMqJbZwLAwLkJPLdroGLueZBwKvqW55F7Ary3toc0PnP7EXkWawjabmwMy0whsDoKJ+d8h+vWRAE6utWBFSHGVjuR+xSYLxhRg89+pvjnY8FqmWpADf9eCyUhp56vdgi9HCNyalNzp3BISdukzPEWm9pZt1NFWH3Nt+vn836wPvF55LvHnNRZYdaZcqper7tikCkDLKHFtwLPWFn50PWhRwE+6PmQcq4Rj0JEyzCCgviNwBBj76x1MFmWoz9CY46BBAZfzNlt91d+lpt8aDeLb9dtl+FVWuccC0TQMoTMDWXvoUem+V41zZOUrSEPvQjbLBZROdSSDn9BPYm97U9vTxJfkWOGVytOwFa0masuiH5lrHjTRcozKKEGTpQtQ8XV7Vv384WisYlZfORLz5nPTp+fwObdp9OLhG+nulzI+1SXLKO5rnQZ/m93d5yHArOrhahzIwh11FSQtPsp0fnEuWKFkWxThc0swZxfMgdUOjOYjr1Iu1AnhjJUAiyZ28UvgRN4/NAhHPzMZxe93irkehIiu4sJV26/foH72bhzzfEh6lmaSIEOBc7Vk+S7OImK5voKQerpWdwV2zVVo66c0ea9vw/A/QD+shvl1bTCSYJUbNw7ncZMR58xhIIDHKQoKe+iIJhRndzuq9G7Br3rL+FMUtCZAdCRikL1CONUAonB/XWFnhXC5SjbjF8LdLIMZcEzPyTV+I5G/tU4aVsKXBVnj56LBeBJyxJnZlCHDFOMFBYRBqMBebirE1v1zYNoOdZAzCL3aISbWLnmzbGly5fnAnXSxaRxePDEEB58+nAHJcyN5BltmUJLZZfc3o/lJ0peFvFtPUstGKMA79uGHc1YPAttOUpFL9133OotIcM7vlUDjRgT4kSw6r0NQluHN1OMlAUGBHg8+cCDmBoYKCoj5ci2Zu/l9O8sHR+WogWOHsPMi7s1Ix3S2Ne+USmdalvpSBNTgnQklDneGKn2pfM350E7K+jvOMgawnXVt4iwJr9TaSXqnppocx5kPSzoR3raSkBp+W3yLUvB5wPrm6ggkKAD0NALaBls5bTLf6m0xgP1zpKMR8W3KftIRSEh8Ib5TKxOkAWDgc/L6bjRlVtygexipHRJV5TGqzX5K3lZJ/rZalSylgMpPQb826g5PU6Jk2ej8UFNv2Joi7skcWhaoE1WTBmKlDJiT645WzJ/YNKURXY2vEX+IgAqnZucRFLrbr6AJOeI+x4sdJPDJ0fwvf6DJGH6c/bAQczs2buYbAYpukKGUFI2D3WTyofNiiO6HVknAY4XLElFgRKx82kwqve+vfNLlowesZCV2V1h6L3HfQ/tiaSI4EMx3Iis1GO2f1pkoKYwpsfSuWJ1pdkkS9A5XdJjO1WWG4WM9VYbJ1jFVLZ1JNtYBzSwgGybi2K+tPooPdKFbdOZZS6YmetrmCT1xoyv3YfPYeP2k12tq6bq1M0RtQXAL3axvJpWKgU9XArhYOmi0V8xbIuB8OFsHl6AowV7Vs2jG67B+je8gfFY/JToGEMQdWEGiBKNpCZFps/4mynAF/xaVu3JfdsmkSCQMRV59aNU6VtOhsbuD/15V8pJXznWPilxHMWHk5a2kULtSZQNByPKCxXbjBUaxfwpL4MDnmxbjACyzYaTidoUndZs+or9TG7DsWh7uSciGt5DOK4AwPEhJgIKGCn8LywD8/tEVqquQgWh8iyRThKRIdb5UEXxEQC//ZuCbfKd8mdK3IRAeO48LNs68swT/Zg+PRjxHPD3KfgvHA4ak43I9oHTmNm/3+RlsUjKJ6n/q5k74niLFR5fWRQAsuX0Kj6Meiz6gVyhG/IPO6P/cCdJhF+rs7CKpB6U9W0RKCAAqxAQaE2/kiPGQnZBHeyqM5KWjIGV1BlFk4Wwlwo3WVyFkSzrDspRyNiSc4Voc6/fzXROBbpnDM/S3SI0kbQHk4ysYElEsIPy2gfylfBY09xJ9RNloyh0Jep4Y85YQ77Sqnp65BZtKZWuaPMtBtLafHDglm9blpXDBJTtbGZlGit2IzaK5kl0cZf+x1b8r3IAcDnRVwjo3tuToNHkQWIAMHv8BGb2Lq0Ok5EHX9H2wObivLYPfqE403Axz27SOsrKJxmcWVMZheUWA+CpfSj1MAe+G0pETeuU/usXn83LvO+hcOBfpVXNds6ATh8pS+jfoVdN1KpvbnMsRS91PT2Ltk1gxxSKPmQ4pO9a31rOFNWZSUAU3ciD2iF0u3+zj9LgR0u/AtjQ6CZZcOD+40PYuq/C1tA1LQh1U3O9FcAKcOXXtNikVuO0f3PpFFFLiREnBRMDdy0HUybsCJpjCllpZ4bALoYClbNu1mP6aKwVEZ5dx3hj4KC4ds7BM0BKM+FklKuugEnwHGDuotK30HR249NdKcd65blG7AM2oMOBDlGAdH6QSOAwKEz5zH678i3LAiSjqtnQawk+yNYXqXPJmiY43+Y2nE5cE7argo3CZkHiFmepvQS3Wt6zyCnv20BBJEoqtJpMrYwwKG2/ki3krAKZoWTLAJatYlPSKMfCCSvkKys8e2b0LQuEjgomezB675UcVm1N5hFDCpPiqDw2FPHeHqDkTB/fanW0YqITUsEbosPJVWGljjddeEHMl0O/n2xBKbsKuWaLSD4/2qMjK6ooq0REineQ52eKNBGHiHYIW4ADY4/cE2ML+n0Zu/l9ATB43z4LiuhP0pFkYxWC+NjPEobnQv0+PpBGTm+cuSxFWDfMSVUa3zEglK4KmcFMgQ6Yjh0HGiCjeDcds5q/bPx4S+bV1F1ScxzvhxJ8dEkS3VbPkY4u5xnZ/ZIkMVeuJYGVbqygMmVIKkGSATGAq8zraZFFImmD5OWE8lNdtP0KtH0vFABwKSkUDLWGOtqoWOrtzc9rWyg9pYwyvrywObYdmc5/00j+1Nm9OEIzFiACxJ8tV5LnwdbzT5x8aw4rcaWsY3ZbfnN+jLXpqW0n21Vqe04FlcSMy9BL8rMBeOAEeYfBx5/A7MgoyWLrbZSoTmztYrFQw2toy1YcuffL9sPlHvVE5+jCaBDYwjJ/h3mSsn0F8RVtYCva8tZz4Isz5XcnzjoE9cLut7M2SV1e00qcb1YLVXa0Oed+MfDvnznnPgng1wA8uHCs1rQyyUCV8t+O/wxiKfQhnwgUzhIEU9LnvApqGBrAomkohkFa9TsvK6AkRSKVadR7IBiC8cor1Gm9AMrs7WHYzKGMbwbuSBDRIIHdLitqNRpoTk7OLbNh9MtVChbFD6mPAX8S0HHktFbY4ybADD0XjA6rUkehoPe+n4v69Te8HmuvuqpdtRevQ5xM7JwTyXyh0Fj88/ajCmPJ6hpWCM+bqFVlC0TGPvs8uta3I/TaV+Kd9FZkrkjnuKwInwkgh3SWjrdlMI/8LEo+BqJdZZG0+5IyqYEVdzRw8NM0EqiM8j6NGBVZm1NTmldROm3r7KEJqFuvHbNdksC+7YQmH30MU09ujKaR1JoIyDTR76VCbstq2ufijrdAheS33S90naF51Kk+IWujwTjK6I5wqqfn8LxMMyhfLusbmgnuZ5M6kWEAS57y5ySBz2Q62L3g+xQVqmcxMegSLqvU55UkHVFmmgDLtJ2yNq4iotW8E6hMBSpI/ZI9jbQL1zWlr4Kx5bJ5LRvzJUpdhNL5n5SzXJWslU5Wf5LzX+ijG5TOj1nZxhxXUWbFakmB3ZL+IIFbudreWdvEG/oY/S36v5wfysEtsg0Y2ltHOr7Ko/S9apoztWQACqGeHodGI+sPAoVs08hnP4/G6dMLyaKimdkmfusvfgIgZanSGW2LCCJHx7Bt4qwootuq1RSizudntaV6IrYcXoA2b3k+fqS5qndfoezE3tE+49sLg6MxNprrRmXYV14ytXshWMiVx+5TY2ICkydO5NfNycmV4cRw4lsEbHVXRZCuYLJt3YJogAQPzqNYRbH7jjV3hjAsmxvAN5tozcxUfYVIaWTHNs5QHROxhNTJirbHAPzE+PctAL/R/v1bXeavphVOIQxDA7oxweRY3pjBFZ7uNVCrsbCyCYaiZVKBiPNmgdrxiOsiqbWtF9i1Jeg521m6nAXJpgWiS95M5DisAHrvkSxT43jwscdx8DOfq5yefqf07Q2QJDKTxSc5C/ijNyje4CHXsweVvEDTU2WBReu07780OFa6ymt0gisF6175CvSuvzSvwNHtMpwYN/ke/wimUQ0m+qIJjlcgCUo7B3OLpm6Q3qKSI8tUoSscZGHgzsL0sny8d9oU2mZUn2/h8vuO9DXHnKTVgWLzzKzcocaVWtoFWi3jm0sAX0W9O/M399Gm6Z95z6+y8skjXocCQAkgSJRaHkmmv78oVVckyDca8NPTpekonXv//2fel3annlO0s7oTxxsnPbeHZZQz08mhUDZCozoBdVKBy276PSMFmDwWJfDSrGdsz34hg5SjTBYL/v3U/OOyu5nopGM74zm/Y1RUjOlwOxInUYXmKv9eBK8lPFNuclYqGq3miu6gziPTZWWEjWvrHQQHBR/GfY28OpXEyu9SYVgkVFtRLU8da+WTaGulEyfiLN341pE0yEnOF1qdCTt4S3XJUocfOHALY66ijwPbhrEkidHvYzaJxZMQnZrPxennh0+OLEo9i0Ej4zMYHqugQ/iw/avmGgOsbU1MAjOz82O2Q2q1PAaH0sCiuD4iaGHUfU3RuWORAvwWkuppp5yUbRVLGrAXWIAOENfTymn/8aFA3VxfrbyiDWHZ7oi84LsmGeM1uyHwjlDZbM6Rehu651jw3mPs4MGi3t5etGaL3Ug2/+bvYHZIt2kZWd9hKYj1Jd/Cqh/Yhq1LSeEQ7YtEjAkKhai5M0lKV3lTPObUQw/j8Bfu7eQtbArM46shsGMlUyeOtvcB+Ffi3/sA/AqAN3nv/3vv/eKGNNW0/CnioIlty8LLgAkQSzIDNIjAzFlg7IUBVs1HjF+GlMQZa5cTM7TTe2HQnV5L4E0Chy63WnkOXlyJJCbPGaDlw0pfay7bJiwkOZcv4XYVJkJKgU/I00RUO+8j6ovCBx0/PFX0NQ7ik2eRb5GRXNFWrCAqfv/+J5/AyHhnAH8KBlK0kjxL6KHPwmjQNnsbGJbfpmgk+YbRtjVocVawyQNw+bX3fJ9vIIhnpdnJtzLxLM/7hyYx5sWlGQiQFZ4LUfLb4JP2IV2zcFYYvFKlVpXdfn9tt3IwvSiPJAwYu55u3UjHHJWtxnzBHJ7UKQl+n856NsX7oevpWbgtmSTSC0TfW/kw0gzh8sV3LRpDbB8tq89vUbmm2IsC0Va7UvWhtBw2MRtOj9izkCOaPLM0HXW+kcGStZW0h9idB/J9uLNcvYOSOSHEpCiCO7F1DuvcuyxtKYnC0jy6xcIyXAJUls5iZAnIz7TmcH8yqtL6WAYCUUPdG+8T0qnaebPCWXQ5fb+aukpq2y8JPsqtI8uUXaL6KN1YyCXTcQXVVW2eyyLSpTwwVrRBrGiTjrm0Mv7uUu6ErwyWXJGq0AMJn50qefOgbJXUaqAfbTyM+x8/UJrOUgfk85SUcEx/9sS3TV0IyrZfT39XGH/AovWhvKpAx1cbXCxjGtm1G43xcQBGH1kh77BUVO5nMx62Wqyh0x1hhH7YYT9+fvdA/vt3P/q45hN8RZtytM31jDa5g41aKd2u3/O7TNcVL0uxj+xnS9pfSo/sjPfzm18o8jYa2PZ7/7Eou6eHyzrfgm8U11Wrsr5Dt4m+RxWKr05cHZSaFOF3pDiGDDrKvi3dCSk3UWgZBP+J7TBUpHdodhhUa5HFS+BWTYtIlR1t3vsvGv/u8d5/33u/dyGZrGkFk5ywI0InjJ2EAWJKauWEckhwg0LZhQxDCziJY2f3VAAAIABJREFUctCPAGcWcqZfIi+X3SPguVQUQphdUVqId66c5GW1lRxzMjVeIqicyOw5PiTzpxPSciGmIAlH28kf/iicT+CGVrNUihiJNUUM/FToiiP9EJy5EJholE23MqJOH3OFhUFsJRg78NWDRYInCdkrMClAG6sTWe9kvA/7HiI67tkXT+HYwGiEc1JXFyPfWA2OR7dLx26x5WOhrNGtF5U8YHzyX3RFW/S7Kcvf6Ct0bPv2d8xFqD4rSL1zqGoiIxLRB+nvYKxFXrY+Myu0vzx/DzGHREiYdcF0lhMu/12GEVaZM6Szdh4kgTR1LXjUZ9UZ6YPzsLwjXpY5dcWETQVbpDNLxxOtVznToNOWUayfF+9inN9GeJATumfb/RIgQchb60w/6biRT33xU/crWl/MORgTHk7Id8Kt1U8UC2Zf8eZPXo63dcMqE5TKlwshrWyF2AjIJHWmrphHbJW1+DgagLPGgkFZf6TzhHSU1NQligg5ZOOWyOcSeU23G2qXQGtS870VdCLltk5QHpGutiKTslZeGgqZnOsdxBltwgaBL48i59tqtvnItpO8AADAhaCexFXasSG2coT5ZZkOSfpFF3WVMvrBk4cAZH20kOnd2lp04rGfdqUcGDpK/kjiIsuYjtzzJYwfPqLu0x1RagqR2N0lQNEdL4RXdi6y8P13x8+nlwEaautIOddlfKQ/EJxzqH3GMC2r3zhSVzuZTEHKYAvkoNuQ6dQddtMX//QDumKLCaCtGy/NGZUWHf/W/flv+h76jGKjgS6Aadb7+DbDVLehek1oRZu5G0ySROS7gUWY5zB2Thm+oqtcOfPNaqROVrTVVNO8KBa1XbaiKrxdk6QwiE7me8WDCW4pBIkrDRSAJmhxhDfwiUyCXAHgRoOiAmCUYJecLB3agjbwvM2LGbVKn1vfIJKl1UXjpxvkenvRahQr2qhhePBv7w7mkxNsgQSQsiNOhjRL5Kl6JoEN8m1yLcEApDXyr6pKiPGX4q++KCZf0GMb55/6xtb8d0/CjSy6vZWMBKdntDkBMkO2KxBWOpzL/6htGMkHeWrbS9h9+JzODwNQqOLwmAupKHGwaw8eJJg53nKgXo5p5asoAAZaVWryGGPO+zYgSzkgvwPAsw5WEN9c1WNWzYiCDKwPgh88zPO0yxFGnRPnuFiOZs8EaMggTHmyggWCMixilEjgcU6etiQBuhUlLt5DGgfmHMKA4JI5R5De+iYkowIXTB3wNmClsOJA32RNLQFjPZ+Wru4OqiKkIjX3Fc+UU0ZxVTa2OOgSdSpKZ7nCRITRFx4eXMhAvptg1ZQD5PuAO9iZhPFFmvyuVx/bqkD0Sdqy8bkxtNIs6PsX4yPWxbNv5AQyZJ8BXE4cuPNzjzavKU4C0FRygQYQgc9rFjkHfgZrRKcPd/GS7dgzxSJKRNnL+KZBQS5hzy0BpbBGA+RUsS1Rp2VRh28HMMitqpeTLbFSKEmqOUOY00qQ0mWosM4TdVeRfunMGB546pD57NPf2pazwVa0VSy7rDkmIkGXnZA0ddizleSkErYyDUKqh2QJddIx2+QlFmQ4uToutITo6lAAdjCGxAQsu0tySWQ4D+qCBLVYVcV9SLOAYBY08FPUC64Hy+o6opJx6uahf2X83/PDF+eU36IjX4xsQViGX6JtL6xi0kdlcEqhLNrH2veJOpIHASLQ/aWCZBoHRLeUXuM5EpvHBfywUqab1UhdGVHOuR7n3HXOueu6UV5Nq4ecsLacUs7p75AkkDNvrD47Wyb3LIPW4tWuhc1OxW8pZVnUg1WSy/9wLJYDN1JQUt6kjhLTIfKicmXNmmh4hRoEEpMx58asVypvSx1RkToaWvnvqtuySQDFam+qAFqUtpLdTjJCTQE6LiuB3CAzvrldn+CXFE4UBw525pE7gSjYBzYezn/3JI6f48b4EAOdKulSW6HvTF8vcoaIJIkRpJGW4bQSmO4GWWA9A5YTEfXW4iva4IXz0gJyiWLH6oI867GcT7lVWaGcCeWQntGWhGQA4dH8TmLsUKc0BdkNsC5PRnhXGL/l0GLv1wqCdGyLCNgGmZyyilWIgTGWJSye6oqr4FJdRDHk1iqqfNHfFO4mnqtrSobVG/CLRG7KTE7N1eJpyKUiHIx6zi//DFJPCVYkb/BH1EjjojMsr1EAWp48135MbRhmPKqD7BWfhkyQJD1JhrgIFg/d3QMstO8X47wQTTH+7YLlar1im3D14UQRLvAknK3aCgUndDBC7JvFyvFA4oTu0l3QbbXQ2eFJ/G0blJ8Lee/12GfzrDGuIsFqsTPaADmmQ3pdGc8tlK6g0EsBBCMQz3V0tgw+S5zUGaX+Vmaj8NX8BZ+FPlRT5xTS5SV5H/bP8jmSykYy15T0/U5p8Pwk+re+RPizbRwq06s4YhdTUsZ0i5UUG0FtZS0qqG6VvtBH7n1u0Xhb7tTR6jOmq9CzQRMxtso7zuR0Ax/8wrMd8AnQ0ZGuaAvZ92CBpFG/BbPPiolFOhPzx+BYhNo5gNmLhUNEB9CKOc6yfwjt/tBHgvqb9+0gVVK2su1ZwE2kIsFilu3rj+yrlmk+RPUXibdkXW8OjuGVRnJImoGW+W9iW0GubrPzpDcIvhjtENTe7eQom6LysclZfPyrL7Tva9uwlIWaFpy65bq+AcBhAAdL0tV0IZLlxTeRNzu7I5N1THGJYbzpFC9B1QhQagJIAcANRPCFAJc8uWwLr+5mdbXoO6viwla6OqPNOXhEkDrAjqjQaKDKH/0eLbDo299c6rMPHAGoOnK0cT03cxbwNOXbLVae7KSSCH5NHWQlBaHYqi9TELjiQFe0ZVQlCranx6HZpFHPdv/I+SVntKnVgflPqnToAZm1udpqTSjRMdDT+nadbitn0fb/9EdojI0VN5IEvtkKX2fguSEaLaL2CrVrJGAX/WwU7Rf5xEXxi8kFCXyJMQAbWJAiQvfB7H4BCmlgPps3xCuRLRr4u5NWEoZg3jfkdkc5T1SWivqkgyefzoyVRYQv7ZQq3nD4M59Fa2ICC03S4cSCIDKW8udyxZt4Lq6NyuiFPX8rIJvagbpw5nhGZOxEVAsfKDvIe8RDaM199vaKEEZugEmaXFSnHPeqfYt8lrbAAA77kVGz4D9QhpVD16NTeZNnx5spyyuKM+V77N2EDGAyjuqXulQb5BXXnMWQIitZFP2sik4lx4z3xpxaEwBMzTTx/J6SY8O9R2t2NviMfSPLM9YSOlBsXJN5TwrQYtZLiQLxzWYLjWax7XtUfLXCfadgU6yQcMJxKxxrqcOa68oUdGpn0cOPzTdlK6CRN12h0xA+OwGsa8qJgtEAuM5OqNQhYM1dSoHtHvUkLu/zE1Oz+N2PPV7w2aZWizraqnePbuj7VSkklymAuxypNTOT/3YJP3/P4ppuNfjElhMLzN1KIqV4iGdtkjonnXbk/F7BqdxqeWzdN9gZl8xG48Gq1i4PXNcN643mLlAqj1Twsjp4Kub4ILZYWhrX6RTKEMEFzj6zKbz1reWIkdhYlrfVQtUVYTo4ZQFIzu2E+E41+d1KAQsrmaTz1jJVWkYf04HA6ZOWodtUWuVI+qPE9Lb8zu9Fs/7Fl57HgeNDAIDZ2Sae2zVQvFvGn8Cal/N8s9qpW462CQA/BfBEl8qrabUQm5Qi4EtkEpQKfWge8PAs0jKdbKlRINITANRSFcx6mL5jQFoyj/e2JIeesANYt35YIi9No8MhN1olfpCV7xVoIJ5TQNvCH8R7yq0jj56KnZu18ETPMlHb48Tyqb5pfIBu6iYKCIGBKheKgA38+mKyJ0pzcMsu4tjtceWONunsknwwpYSsJIQB2uSvlP2kW2Maidi4hu7vMSNWO+W6gxVMnTqF1kwB2NHVk8U1h2LpuXjpdZFE4HBqPBJfhfgWgZfJLClDFGsHlaio6DC8XQ3c0cS/USip2W/WB4khRqpSZbda3gaEDIPPe2qgEoFF+4k81Np4fRMgJEYge8eAoReSxxk1T5+BD4K99u1OSX6XdByUAbIyffhalC7KEa4UOVgD6WhDq2aIzM36/KySMW498+QjB/iVWgNjX82xRGYLfhJhZJmST8oGQtIXzl/WC2e5nryDzkFWv7GVUJZDjlXD4S7ZCuk6lmxO84r+E/ygsmA5b1r107lLfja7l5v9P6DLZTJarrCT5emxYFUMMK9GLtdrI1pSFSDrdRMnsPevPm4/zCblNqktFsU5HGq7LYMf+dnyqox+l+lg333iIP7+4b1Fvpjk9a2wgUTKllte8sdCRzPUMbUNKvQZbUbFEZb0an4KVnW0MqSmnKQsfu/7HzTTyf6oCwrZn0Q3nBuLgeq4jnj8dBrERv3I3qemRcpFyZaqpNzFophYrhKYuZT0zHvfV1xUCEqttqL7AqROxFZI1kl5rHRLTZm9VJlNz8ePuVo7ooOFxhXT6WkAhxd5yLW076VelBVBAzaVWguuM3ofP3s+usMRFTQ5g3TeL/Kmq9+qffCq2/qW0czQkLZjKW/ms7CtRdt7ttHE1HRj3jwuK/Jch5JznyPGu8STzRVtlhGko+pKiI/x8UOHoqkHhyYxNdMsspIopaz/UXy7NhGWlrriaPPeH/Pev9t7/0vdKK+mVUoRY0mDbOwpKaOkDgrWQgO3SthkRQtL14x6IwUy/YFJMakgRRgwnH+8Ks+uc96EUmGBPmobSgXyVFAGgs5Nkj/yPVreI6modCwG0ZVVnTjGrOAU5QgA/14dkXBM6aFAbnjPo2WiCm/6LBH9tlBUC2CI9+dyJV0p4hR0Ev3LUQXb8W0WTP+lBHXps9A1qy9u9MeM7eGxaZwZmozkDpTZ04tWgzhLBCgnv5MX3zEzdOjWjiEu9VYHXF5FjR7DKQXimKCfrjD4dB8Ja23lY4A6Qnl/LN5Dj7fsm0qLiss1R1+kvWJNg3Ttunt68jMbs3LKRCNtawZ6KkMvLNsFG+2z2EJARne0Y+kwlLaBdqSJBDBkXlUZGuw3oclY5MmSyvrY2BFjQHlviEFOa5RGfftmTJZHV5ah4El6+yhwaDk+2XuJbyVBCc4uPfNQnkvrjTmC5QZtm+A3pYNfyh8rqcqvbxkaE+iwyWuUE2Ks47HPEXAiBpVAqLZ3VnKDDRZdraaubOzJ97DLLSMZLbvaI5DnSkmFlX4JPFqzM+azNNipZDIQK8FiwVt03pPAZpqA8EW6SqPZwsxse54qU90J0BJlRI4npatIxrTOoVY8cDY66t60yny8WMvkaopSs+Vx6KXh/Jr2OQAYnQj19fBKBq4bSNsjv9vVb8Wd0KR+8psGC3Xih12sLhWfO5a3Y6o1NZX/lueZm9P7Mn+fJSPvEV7hJHXUPBMfi0oeV5OunegFdHVolrclAquU4y1nJ/LdyUTh5IBQ7KU3WECKsEscxGqjXHU1zjRn5JHIZqTJraDLLKcB/vC2IPN+B4Ko6ra+ZbTrzz6E8SNHQ5WwLQztxQEEhxAr4n/w5GHc+8CuefPYCU2fPYfps+fy6+GdO7tavjJto30MJEacGyfMxytVOWMVajlVH6+0Pjpe2BER5FOmGpzNw+nzEzg73DnmVVN1Wt2nHta09KQmpfSPFvixWZCmjygZXkZ3a+OP3ZbzpwQWrSgFDQNpKSuda/JRdttZh9xmj8LATVZ7XqaoympG7yk4o42qeJR4u0YL0GZON57fBBOWktT2fdWySSPC/B4lzp0oKeVMA3KszpCDlk3sBHAhoAiNHKZgCT0jI0sHAE+ScxIo0a1C8vSZQieHKElMQcLwVqwa2KEAqLWEX9klgY+RGhT2MwB4bPNxfPux/eEEAUp6e1jfkivYZDR85gBlbZjwMS9w+oAh65kCGB7CPm4sCUdlVljqJGVctB9pgyLY7hz5V05luuqYKa+qbGKwkQd2VKMvVhx42mfEe3pthMQkFjuXRDApm7NoC6tRSB9PCB8sSfdkZzpHFOVZjjVpO2tb2gWvVWWUQiBMTIYZeXjzCnnLjHNRPeVbGOTsexZFEXYihrOVMdA59PwqZIMomp+HJ52k3DEelX2+LYsijsag0IGQOUY6c7wbcqAMY8k/O03H0Xc7Q4hX8Hczo8QZv55esmThrcYc+8UNb0MhSyLvw18k9pCNDcuRWpNNj20+ru45ppALUmqZmO/kijbSj5qTkzi78WmeHsXOAupzednvnBk97cHPPdY8l69os1anSv1SbS2pZLFxRhvTkfX2TEquRsqDa7cnabDaoVxO0zMN/MEni42FrBbL2vnQS8P59lPeB0cBty9ddkf+LmTQ9Lbtc3+BvBrbHvHqd5tHH9frM6rifO8WWfz4fEx39Ui7edPIrt2YOh3YZldML+aUv8zeZ7mQjw2skBLABhzaNlghj6us7q2wg7Dgky/aEuar1l+pPUum0KhTipZhYEXWtWgKtpI67XOZHqTtA/1+4bEfc7TB8zPaFHZGdqTwrRY/zy1C3do60jcaQf2POsmDGB+DW7g+1NtTbOG7WDTw0I8x8OBD+fWO//zHXS1f2b6AGG9gv/MjhyBWtBEsRA012tZBB6firPI7RDHJdsF0R7GYifDQ00fw0DMBR21NXaHa0VbTghLfUi6WMJzA3BPZIG+lZcV7LpxA97MVZQW0SVNpoBmM+k2nYvYaJZhKzqcA2mQ6DsyBaR0ODj7g8CyuS8Aaua9dBIDIqMypsdjEnB8dMCaNiPT1LStqfvyxCvnMScaQV/0wtuVq4ewMTfS++M26c3rxoXs2BYo26s3BV75POXMyGQ4nWae1v7U0LuhTpYzDGnM0LQVIhdLsOttyQ2QsLhPxnmJriowPuTqGs82VP65LFUC3xG+DXVt7TuK/Ae4EUltjybYLnNEm5BdbkEkCLOhWIMp5mrGmupweG+1Ki/EuwUefZ2ZGW8Yr492L/iLGSTF/SOCwuCfLIAlEKZq6hQmVAZ+SDzo3htJHRaj0OlJPcMThwdukaD81g4p3YeCznJ/A7Xu12rukjWWkb7CemJpCKlLqDPi1qXqAyzR+Xh2RGxT8JGQZYiYzgYaTTgXFnOI1mqRdNmXHq4R5i1kgj8WLAuNpvyOvrRxyRIaIIkMrU02VrnTO0Q4Mk/cYkJaBPnldHi7pWTTweCWRXKXzl19+3k4YkmPeQ61GoO2cOGNFW/p85vx5HP7ivbwaqkJLeSxZkuYFrT4ieGMrk1jhwtHPtrmWc5xUPgz+RBGaL2nDyPLobqie3AzMG0fv+1q4sguYzNXS5Hd69ll655mdp/DU9pPtNBFbTcyZRfmkX5C8o1+6b67s50Q/Pd8u0ovfhR5c1RG7mKJSOuJpwON8ZPaPNh7G2GRgu/E50MBDD2O4koPUtsGU8x7pu3/rJ/u6w+BKpTJ5XBgQRZaWsFcMr2xpV68yD7DkXujFescaeDFnFLmRv4ilWxGmowHzLk8m9GPHktAVbaITht8PtmzMs/aIIGyW2Qs9PzL5xXQ3Qd3aOjLdJSgQsE/1dmnHMKPB0JMB9PQkaHbZg77z4Fm8eOhs8HnU1ugSKVuYPXMoNr5yQmZniWQXEFhIhe1208qL8jrFD6lOyEwH8rxgK9wne3uT4NmtNXWHOnK0OeeudM79nnPu6865h51zj4p/jywUozWtAvLG5JpRVPGMWGiseL0E2JxkZKQ5jPmxDFiU+FTJfQaicA7Nd0nnQRtYY+VBN6sESXN9hDrKjAr19lX8hc3VMMxRwotseSz61pF7P/bXEUAwgW+RQ50rTubSeRsCnbumHEiFUICndJvVUid0+1mmLNCorjRqun3fOXNLBklFRGZESZTtQ84rY/wqUJT8Dg0ukTKrL6ZISP6D1aLkvWJkGSb0HBQZIuj5as/cYSYM84LNwqiQABwzikJgrzC8mMyQ4J1SyAsueD/kdYTGAHVuSH5p8VFDKARCs/5fvJT3PndusneVgrHEsWa9Z57WcK5RfqUzRRcgPmSglm6QNCZSov1BjAvRJyzHW7gu0S56+auZDo7LJiZzob8LeybnR15s3JdkuFc06kszhAqj+QKMtnllj52uR/nznL3C3YN/WF2U5yBJpM0V09IYz5xRbC4MbXEryxLtzK7JeTykfGokyoCEMJXLBpVOgMgcHAp8SimGQNJ5Iy24uFF935BrUX2YvlaVg9cvQLIOqZdkTAE5qdUITvZDAQgZYDMlqnuZMot9fi4LWQBK7IUCNhbjO0nUijYOWBIvR/6cAzGJagutN8mghOi5KJLH9n+h9jz21b8371/opBytYgDQPthDty4z9J6iTJAuJT4aRQo7lEFj37o/+MyBnPnnuUMt46HVKgJsWmXjok10JUJGo1/9ekd8VyXtByjaaM52Rpvuf/wAzo9MlSesSK6nJwIMCyFpqD/WtnwtD3zxBy92jceVSdIY1o/Tv+F0yulVodu0TH0/zob27XFbT+E/VB+M2WdGv9Kr8qjsd0FditpVdAxZ8yI3t318RVvSw7AhyaujATdCyWZntEknqaDHnj+GnQfPFvx3wYnlZMAPe+jYbkLs6JSgYlu8a7d4pLRt3yA27wmsngXyIx8Wiugc0r4T0b2QtxPtP/yYD+OTK6PToojySWjwiScxvH2HKr7wjRZYEt/tpLgfwyfT4Jva0baQVNnR5py7HsB2AB8B8I8A/BKAWwD8IoB3A7gZwOu6z2JNK5oUaOnM31G1gNprth3J6vPFT1aE91ysKUCqimaS5wmBIryQ9D6rtXjviDCOKRsKo4FWMkyjyVKMaHoDhLOeqyXLISC6ovEzHzr29W9iZPee/PrME/3pUnrCQ0Z8r/lqkxxgBZTpfIlzFUvTJL+HjDBWVUoLriiI/c62MAgtM2cgk+P3rUmZtgPtLt57rowJZY0BO4E+76jRHgUZjVeF6s7xIPVIWdV7hWwjOZ5ERJMA4TJAJDcUwI0I7YQg7a0UQ5E0athpnjmgqGWA6fywviEBzI2HjF8qo/PyIbYCYWMie+ZVYUHnZL6izRZSPArX7pfWtnHWSjVLdFJQVRPpacJwo/x1lZijVa+oiF2XOd50VXJu13MHmwvzdCoLWDsFK6TtbQpH9qfg02j6mJGknDf0EbV+NOCgHUgZ6/JcNcG5T+cX5lwJjicxBnOQMpBZ1ss+h6FAWc8EWdOTXBlGZUXsswb1iyogpfyM8n3obwnyI66/yP6fiHbXhjeMfhX+DqGdGbwHP8ArK6d2tGkSc4hFDgj3ZeG0MIOaaDCNfK5kTWibY62XUOCaTbsRdgGk85kMblPAFecz3fqqxR8zR5w9v0kglvGhbJSsnEI+clEjzuVxrg1uknmj2/PhKiRzyzjWZfmWpNlqhZijisk6oaebxnZFmnr62eAzGlhCnQa0/3vvi+3xPcrPJsxYFqbV9OYXOuK7KskpM2Q/zYW6vqVbZC9LtaNDII25/d8cx+zOP/kvc8q3XIg6sIMUkm9eOsul/A7rcHkKXx5kotPzuY6rKmovSbKtr/jMAeOUBZtaXSPHxcDU6JCumz+HnhcVhuFLnNtJEt06MtrcNKi2jbv87be34djAKADgpy8cxwMbDwMAdh85n5+hyQId5kHx3SaonUm/YUj39Kq9KXWD397eBI1G5Czb2LeoQFWwI2brZspJm7juJbfElvmyuVOBMOUr2ioO0NE9ezB28BDPCrp1JWGfYRLFt6Tj5uSZcXz0vs15Wem4qMRKTXOkTla0fQDAFQD+IYA3IP2E/xuAywD8VwCjAH6h2wzWtAooAExRKpU5FQAKQAf3MmMVnukoClei1Qlefe484EBhWrZt2UT3RG7/rYTnSeZkbQJQ0Eaxg2cguKGoiXewgH5Y+aWUl3wt8Iq28UOHMHPmTMFmby9as6mjzTeb2Pxvf7N4RhSSTpRQy4iwAJz5rGiTUfTSsRaKJqO/tWGTPqNjgkZ00nMQ2H0ngd/ifqZoUUX2uV0D+NQ3t/L0UvHOyqBKYQC0srYqAjUchAUrAdGyryANR77Swqi7XUdjYiK/PvfsJhz+uy+wbCwjWcUHtMcB3Wc/yyMM8Vx5Av+UaVJtvOUOu5Z6pKnEUaYKyPtT1tfIc8uIlv3WKDOTVUX1BHCnYJt0JraBem14CRSSVFo4eD2XQ3TsMNDI+vDiFWNyWRqqeXWG0UvLMeRLt8kaI8qRRlJYToaY403UhvS7Fm1babV6wQjCncmqzrNABzkfsrlROEjU6jLJUgQsUvLWhZ85oTuU+qys/hJ47GSBZqe1M0vnuQZbCiO9bNVsUbwhQ+UtOU1Z5WTyUM5xcnVwRgoQseVdbCWlF98ousWX+PZBR685Diy9kOhRwVVqXjhsPDsjpKaCWr7kPDNonxQnOb75N9EOKqGXSUc8CB4HHegg+y7VtRhLcde0LCi9KxF/OYkxp5m0c4x3EUCsAqSg5zy5+zyXj3T8kAyRM9oqbc10oZFoJ7nSKF380Nb5CdAr50xRJH9GdDcTeewCsf5A9CfqEKDOwaor2pS+X4HMXRpmZirUZW0Nr+2nuVBvbzJvR1uLvYOQZZJK7AXLT1fmn4jR0Jat5YmWMf2fH0jPmPKen+9Fydpus52Jy0a5Eiuik/Ik1Vufrg7NeGNOKQfGq1Pzm12Xkw6HkOLLpifiRJD6Oplj2Qq1knnRo30GXUiVi62iyrE/UlhIT25/mwPHhzEyno6vcyNTOH46dbrRrXtT/1wXZGbIdoXoY6q/GXqpNc+SLFm/BoCZ2bk5w3p7krwNTJ7nuXXk/k98EiO7dgMAmtPTymmndmeBGE5CTmfEMTKwvqfg1JCNIgtl+mKIwvNy+rfQc+k8yOVvoQjMzDaxv302a1r1wuMPFzp14mj7hwDu9t7/BAQN8d5PeO//EOlqtw93m8GaVjg5ZwukEFBSWkZYIBTKRVsYEuGizmXJL+xiTV3GFQl19Kpx3xKeEm0KTpBF4hAIFSWJDzgHuo+0UsKkQmQWSJQaCdYZVHVGMygiAAAgAElEQVRFWxb5MxeSeyEna9fCz6YKjm+1MH16sEicOL4Pd8W5JfUBcQDOSjPnuSoC/JFEeVqm5CpjjqTPFVFh4LVI2lyS826b/eaKodzOKE0z02jlSiXnMSuPfCMJmlp9hzJJyszSWuB4VaPC2k5KygbrMzbHJ7Dld/5Dft2YmMTMUKGspFGHAoQT57dIgyNJ6KpVz9pUIm8WsJWlk9vhmC3hIZze9BsJTbF9P98yI+8jUgHmNaXdyQAlhGJLt8hMVL+jSBxnqUgXAD9pf8osK99KjYs8D89bGCFpdsspxvqy6HtlOG2YyDwVU8q7pP96gG1VqhxrsOY7/lyWV2obUGMl79ee9V1VnS8uVHBDoKqcl0hbmWMnUig1YoIvaj0K8eAgkKjYh9Wtzc4vZJ7rtmzIqrHUEupI0oIzfE0Kc+R7lpElQ4k6k197+swqh3rgBBAQZEUAILkOJXRP7YjVOmouQqy6VN+VckHKRoeXv/u/I+8BBqDpQJ6Aaea9YMqXd/4LgE6dHVf3qoCNacsF9Fe5PEjKJBHlzx1vukw6hiwQms2RCe0TPHq5TNVRQ1p1YrnNtRAaQlZZAYPSYaEcB6I7Zg4SOpy5HsB38EjfwXBk5jxH5swO6PzIFGYj0fUrjdSWcaLPJsQpT7+hpfe0Wvz7tn+hsD0Qt3XnQXJ3BLpzQMj2ZJH8kXI7jt43yjv7/g9EszSpbZDXzc+Xmk/3nW9+AHjmve8ryrP2fswf8ktPPz/o+3iRjs+z87Hzl4oGz0/OKd+Z4fa2nkzxyG7RAUgwmbZDTgdwcflrFKmIbicXTMPK5HWqKcHaTjgfSKKcELE+oiYI5C+lTDpqf4V21QFrEzk+UmdEeEWb6wmfqaV2/5DbQ5IVh77VQroam/OSO6QTh1arOEajK/6NGHZH8VAa7MvkJmBMvukzUVzerwG8548fmBO7PYlDM4Y1SpyuQ5oZGkZjPNUHD/7tZzH4+BM8gTBeJU7JMQl6pErRfCyw0wgq4rZTYBwqW626TchMFt8uDAICIWOHstDT49iKwi5P3TUZ1Imj7WoA2Uah2SmsF5PnPwbwy91gqqZVTCHDNeKpkFsfxYxnVows0kuQiisvslwGlkjnVAjbsO4HwC0dFUSTOBLMKc/HsRRacW0VSnWcMuEqwSgWPUQnY7s982oqSPHf+MijpWmCJBwYyZpetGbIIdHsHUjUUqS/zY6MYHRvcYizXGEl5uk8TfegLtkvhBFkGDXhctqRXEVWZhyxFW3W74Sf3dZq2XlbEkQWoAh1tNHvVXQjkieogGilIctamTwf117qzO13980mhsTh4I3RsSKdCOFUUYfUiQMNdmVjg0Zx6wjY4Csw0kpXiCSPRYEZ//ZK1kLRVIAc48M2HLhsFUA5eWcGxEGDKK3UEyYrFcZboWUWbS4FHlWAad/SirF6HdbW3MCkNWggUjYWrTosi8LoB0lRYQD4FlgTSBmm5xioOSd2zSsThUt5xiwB8PusrxXMlL0hXw0piuVF2fzy0thNJ3gMOptjcln288gL6baXTMixQQxDFYQgAjOkHpNXAJh9rYJ+FnqHTshKn027fDWFN7ZOzB5Zsit/Ct0rbHKq7xr8QswbEKCPSAsA6151rZCfHClybFyEwRPp+AjunHAB0a998GEAQKPZwvYD6Q4H1c5oc5GuELc15ByvttcSJLfokbtQKD2kqCYvtmWNX86yySfrL8aKNvke2hGn34UnEcAm5DgSKxDgVXuwFUxwDPyX4KYMsJsr/cWXn8eL7TNzVgOZq+cJcR2T6zlcZS/S6T7nyF8yP3Rx/ykPEaWfi0a+ii1zJrA0VnmWXtEJyUYlxxNYdP6DH9FFkP6sVgx1yg6q6X0xak2RM94oilxSb5GF70Yht5WTfWpedv4S0b8iK3jmRFKZExhEIQ6ZIBTYiyXr4hObdDwF02S/oVe0KVtRbCfMjE6iuzguSIhOz/WdEIOxvs1WhYIevSB3qtDDnAYZqHJj84n3QCjwSeb1HkgS7qABd7DTd+nKirb/n703DbLsyM7DvnyvqvcF3Y0e7N2YwQ40ll6ABjDPDjnkcDhsk1LYYsimTYVDJqWwQvYPhyjJFGkzRJqLSdESySFnuA05HHIWDmYTZwMGwAxQve97VXVX19Jd+76/qnrvpn/cmzfPOXnyvleNxgww0yeiu969N5eTmSfPliczCyAN+HWTNKafUPsAXM4KO5ZCdfkWj3dUBofuYC3cXRiB2avXsDyVHskpRVUieHVgTsk2w6jyQvYFDV6UlBzs5GQIhPJXp1hfL61z8tTpDG1fPz+ZgTh2lGrLpVJ+ZHTerh9v8+F9h9UstI0C2J79ngVQBfAw+b4GfOHtDtwBJlzV7e8q01GA+oJiDmgrDFSGCIL3aVERpsTKtd75QaxffZEw4sTKuGWgvBQxOOGToa+DRcHASc8FugXgo0PDTlSdNVJiqQ5txPj6rRk0q4RwwaOUt1M1ztl46AjOdnTixhf8BdnyYuCoVHov7WV4irEIhDY32DTlNdUNTf7Ob9wxPCKMoq+Qc4koarQfKIrlkjg2SESC0/YU4ZsHtNHoOWMaKl2qcyHibZAOLalEOlSTWg1XfuXXaE7hCSshPDaKHhXJj44MnHJWHKUklCVJSmm3hYqd4wUsvdp0WaH8zscoVzTlnNF4OalWmwKS26TpvCLr8gQXDNM8+YOgLeGs9Ots5OhIavzJQtlxpaFJEeBBcJd8mDveDSfzAKQGryRqRgNuUksOjsuw4UIZX2BsYk4VerEJXkU4RhfkODU52a5BULQYNDZ3EB9Pnz6OL8chmKX+XdQ5GfLdxvVAjB3HIDySKigMTTAIlelweUkQKBj7mHEevGlC9fNziOaOjY8MhorrRDHkWKmW7ySUENq2pBBlqsgFw+hOVie7Y3gawVuaIagPOCS1Gka+9/33XM5CtYZf+3R291MBz3BQ6Hh3fZun5XQnj4OGAZHxinwMFi9oVZxoDAj7RJwGQ5zDuRk6TZV2yMACMd+CY+VYWzmPzdEQaAXynegj1AlqXaMhdCqmft2ehbaWcgkrt/Ouqx8ypH5eTkcUSgbMyeYz8rnCbB5pJLhkxVPrPYGlc0/gRnz6niZoGkF77G600i04tyPybrULXTH76VagAVtTYfjN+EKXkfaJBKZzhLq7pnfIHW0/jqCdiOBtK8/fCk9OSBPQh6bqbXRsMptiYqyC3V9iR5shwRjU7so+sp/aPJF5qA3Pdz6H95FrLhxpH6jySNrJFEql6C4qK7cJS7omk9n1I6tf6BjNmEWrgeI55mlMLv7o45IEdsvtwJFjFOLL7mSUvpUmoP/LX8XMRbcPiHZsqOAFQaNASGMEVxZonn1IA9DBM1GQun20E5vV67I/9Tou/+qvM9qhvMNaGwTWp+3gfJvDnaMj329YzULbJQDPA4BNR+U4gH9mjNlljHkYwD8B0H67EbwDH3IIHFMRw7XAoRFIpJjDDaFjxN9Hlb6XVUgGG6AaJFAYuDRkqQNVwTLvgyAfr4pddlkAua9FcxblmHrpoSp1jRTiYAzCvI122r0fQBfWshdsYUY63sAUjVihctdV42jdmHOxCPIyQ89ovK+t5Y6RwnE0ubPQL6KQrETAUicIv7uNGIfs2Bnu3JU72tjRV4F2TNpNLeV8XoCfDwFHs1DBQihvBcMgo3PDqaDPSZvwe77UBV4ZFU5pSDrlENJVGhXq8ArPpmdYEQOJ8bxCZkHbTRruaMpawC1kWat0Drds9F1aMR7u0WORvQCjIx8LwMfb72iT5ZI5HRhA2WJnYNR5nAJjSENf4OHnLSlTQcv73fU72gq9FKLeKDRprUlDNM3K5wHPwOeU5jiNomf5XImti6g7kDxyq7BC3R1tZD4WRuPQahRDUjY0Fjwj5kcQRCCdg00ZXuEni3DHiJyVYQ5fGA/cCBWgwAlP20N+r8qxrehZ0i5lmpTSH3n16gJH4zolvwo+MWS8rsUkUsQ5I/ENjjpT8mj6nt73FrHoYxdAwPiw1IE+hGDrdXR94pPvuZz0WKK0b+iOlxgY6ZWnOAVHREm9rCQWm/i4BAte4KdtFeksbHGMya5GOrXCr4TeG8xl6WSX843Kqrwt4qhUoxzJJ2Qu5WGOp2k72lxWdveg5MO3yUvJd9l9+MHtBuTv/O9gV0f2W95xRseG6y+h/gzgto2HL1e/f43qMUnC72tzKoeFnLbUttFlTQNkwnfN7LqQMsLo9lMz8LnvtAcLpFrum1/+Kj/SnsC13/0EQU2brDF8xLzL3wr7MXBoh+bpjydQu5HIdcp3qe1iLT+GRnHaa4srf/GNyzQJAjkggC6uSVmpudwcrrntyGxOgjtrOsFdHHkd2o/G/yFyQi4AOjorOgpStt0i5PXdn/4LUnUR/xL+DEXvz/Wv7LI7qg9SPAObXqnzr79zG93oVFcmbeQynY4fx7LZ+UtprxFIW0D7HoO+z38xuHMNAExLGUmtTirI2hmLaGAyLDyNht6Py1wESv9pi9pcf9Mb1HQQgvSZgetfqS5FPxuaVMWh4NMdeB9gNQttXwPwijHG7Vr7twAeA9ANoCv7/Su3F7078KMGMeZSKOgI0ypUTp0SzpTZvAhuFKCx38uIj0YKqga45vgqCrevQW+PdNxwq1UktnyhRF1pA+DPA78F5ir1KlckbatUtFHg8LxdIBfWaKRrkjCF1ZTKzCEV6wO5dT11kNAxDVXYcLyah2DhU1PAAq1XqUxxJjodOCFzIlf6uM5Poj4RmUPiuEj3uySODRERYEbeT0bRJRa033WkzCEUKCaKb0nmjYFU5POuFbQjz94LLuwNnMH8zja58OYcTZSvBYsFsr3M6YRoujhrknQjHLuuDkkYRGmN8iSEzjePN+URYM7roO9dcAEU3iH4t/vti+cGnx8j0j5mRNAoTc+LWXcWOeglKoFxF+HHoj7axzOf+ayWOA636OAK2YvcYQEhcsIdGNHpmPEzfkRVRM4Fc91nITZ5Q2B2f6O0jDlFEtG5ViQsjfgdtfup7rC6Y4bd2NBdefybNPppAoAdBSd4ZfTEAV+BS8nqLIJo+yh/FM9qOchnJK9b3hfCK2d4QGt3MKfF8bPEaNUWGfS6aFUFuFFHE3U8qbK7uXJSB1YExw8LyEWtW4RUvmS/m9Bz59ZsQmnjpoIU8QKC4BkSfJNGwXPz2hBismIeUrzTooRORcm4oFGy3KziQqeLev+OfA50DlEFBL0qtJvqmFTf8XnYnSdUzpM7jAK5fxt2tN3m9aEfOkg6MoKPMP1fcQ7mv8lJFqm94yYV4AjMCB3mdi5YWovA8Z++p4tuls11h1fI3vXjyVcFsrMaLbRpcwac3lezs+5Lb1/D8op3MLP7SwmMvPU2VrIj1DRgAXlceW0AoZxiTmhlHjWzq+pHHqwMOqN6oK7HhLu4xNzSeDyAL73lr7tI509D1LiDXtSZCPuV0oBcwHC8I/RlgAVxBCcTKEADfZWPKs2FASgBMQa7SAe++nX/ULRDWvgzgjaS3XApHiUmQrVA7awpquz53OsdOh6FELOvSBAWxYOMp/TDSMJphq9/+e2rqGd98L3TN9F2rj+aNtAVNIh87n/tK8FRkABgSmUgcQttXIeQO3W1uSHnG31Pd6DmtEdolMlHByXD5UOsvY18W0p+UypF6ZHpv1DwQtj+IhPnDtweaHqhzVr7B9baR6y1i9nzWwBeAfAfAPwOgP/UWvv1ojLuwI85KA4O8tBsIYVpyTqb/KL8Ik4VcKYk73JTd4EpFUkByz8gVE4KFIrA9iW4yWd2mbhIbwDYmEO6STCGO4V823hZtFS1ywoErLVWP9akCC+pIJGdRUFd9JJV1SMRq0MhqsCZgVVLq+hCnyyLOUMROk4ykAqTU+TZbjXhzOHvbd4Uvl2eGIdKpI80GkNFNOYUIQiTn9Qhlc+RIropcPqLUyxT449oGUE0E31vaDqI47yEk03ZwWbFArAM+Za8SgbEh2kzGgDnVU0tMmRjwhzKpK1q0KrrA+psL9g5UczOfAXUwUadb/Ki+oBWEd4hZ4wcB4J71uc2IfRBrZuU0NOf7o66BsECnL8p1hPFl7WlgNeQjlu+2HxkoMxbBCrdMxki5J+YF5DGhGZcMLSoQyGCYzqpIukCJliwsCfneGg4xeaHbvT5ugMxIXhCLJ9MK2Vk8ZCFHxsdD8ucDxpavLBovYHOQueKjbVNLSqo0ooXDanWZaJ1W3fHY0wA0vweD3m8ShH+fL7r6QTLdG8J6uHXeKBDiJ8xMdMs4+OBnnRrprK8V+eHBX6n3nsvh93b1EDHG1m/E63btgVlZD/EFJa7P/lOAxbZLh2syGRdHuumHN1Lf5O104DvFjVJ6C1pWfwY60BnJnIwb0ci6bSYTmQQjmZP0SDIdH2Y8AADduymMYbReeAILof6VDMg9dDVLnh80CF0OHNaKEV4p6Kys6Mj/TfyENi6t68fKT7pb+Nq93wS5L3Vj8zybfHvC49IbIQMrYAGzsldFspCHN312aTalsPa1hJbaCuRnbusjhJ1oFskK+K+8iSycA3Ehy9qqPpMmkxOHxvoCRmetQ/w8a20XavGUzCuYKcy2dGWE3DA7AStNdBfVpUGZP7QOVMSejGVCZnezv1JNKkeZBec+CAhw5fNjcCuorYjvaON61yUZ7jvMd4HOPs8NraZnUIK50EJRA/IHA7UXg9Vapu1RdsFegs8NO70DGzcXA+gfJC0xwb0WszVHb4tLWWs1NKyB0fn0DM4U4hvA20i/qlU0ne0lagvSwbQhjjL01pkm6n/i1Ey9ZdRUg6qidBa0ZyMOk9IQHaSwJRKlPWmrCOXlXL3Ny2fpBEO4lXLxDuwKnhPlo219qS19v+w1v68tfbw7ULqDvwIQ8xwLfA+SQdFzGnphK22qJCnkY5ajg5Jl5Ylzyv2XDfmSKQCS68zr7TANkk/eYWZCuj0u1QqqA6jKT5EyDahhOkIUe3HW0H0KI/AO0tAnLYXwLtn+/FnX78YT6BBiTsFDI0kEc4bpkxR6aQBVaSkMa7QqaY03ToUG63FRi0XoMgEr3fEKoti+Xtafgp0cS1dtyDp87vbwoW/qCJKQSp4uQEvLGOtbbyYuC9ZLBhINKRCDmTzLlihS7iyLYbAyAgm0eZUEdSOjnRzPHT6cF1ILtxw/At3wmkFSmPB4RKuUuhtVjsd0OiSvnFKnmf7nqcWkbXJ2VeoJFLnHYP8SDWhCeeV062bnjdI52zgj6DGnZxv5DfxUyngcYofI9SEN6ZJj01A9xC4K11kxGeZvNCHEhujIB1BjhAAN5qzd0ULe8yw4bRJjd6QvBWjLxiPgAB8PaIiukNVINiUrqPhmPs26dwjP1OHtS6f8kWbKF6SUGV7sp9yB28B6MY5f9mM9pGXozk5VXEiO04SHud37Dfhw6REtuCh4eeAHYtX0E2U30cv6rGIz2sLcXRkqB+vBv6XX309+q1eT7C0cosX3q8Wkgb6WLPFkKCKdPGuOH1K1+SF1BFJAZodEhy5mDuv+A74PD0Z/+AIvkB1c3LG19F48VDR7TX6YMpE8Y62cCd7CJoTU/KwUok7Rvn9v3xHmzFSz+UdxCL1VwEnf/af5r9vfunLgV31YQdNn6UQBNpnfyVdRY+OZMNAxuc98CAN6BHvwdGR5Ld6ZBb4zDMROmsalHaZMj82duJXfp0nKJfVhTYWYLYK52a5VGLp6VwK8U3/LN64iUu/7A+Zogvsqh6wSqBqjKQrh0YzLP1s5yh+569Pr7r+2wWzC8vRb9Jn8Y9++durKlsGMTL5YviiqGFEzu1nPl6SwpV60XhI6fhIviF3YYUBjeQ5mHCeF7Cdb9KgKDLMXb8gDBzQipOTWiu+aM6YUjm6o40FaqqZqf6Y7syn/pTYNG0klpsGU7C7W9i4jmfxxSjSW1YJ1GgC/9YWf9dpuVxCve4zzS+uBPkKmXBBglJrC2x2RGR9aYkvurksBsLRyMuSZo6cK/xUNGJ/EtlBfTVq0FThJZzEFst9XpGkQVZL6IvyDs22ITocedKOif7R0YA+mPDeQwjfAxhj7jPG/IYx5m1jzKwxxhpj/o6Srif7Jv/9hpL2LmPMHxljRo0x88aYt4wxL/xAGnQHioHM5pw5EKlZeFSOzxgv3oYMjyq2cgGuwdpJyp2IA5pGTQRGBq/VSXZFksoKIoKfOm7ks6KT0POnU7FJGC8Aa6z3zTTW0zSEfNsDxUp/rTo1BfI8WsxiZj6u9EYQA3cKkGhdoeRShVVGcwmkwhoorSDsvkC2rwaEoAwccEY6kWNCnCsXJjtSygSOWFeNPFrVG6P+WEhqTOnpg/UA5W4TVRFkHUkf+NyySRKMZQARTdjNHf8c3tsi15XStnDitXLhTdKyeA6OyxTR7xbhfRkUL9VppQx5biw1oD0/FynOpBBGU9nuLivaJRcSZD+i2KhwUOJVef24yBAy6diFiwHcWJUGKnLaMXlBTCYktG2NDR2qbNNiA78FwBd3ZEGM3CPzuRkeLZ29EQgMVgsepBkYtBwBKVs1WSvxaijbbdHOHYj5UiD3OapQHgnZN+AjkGQtB5bKQWng0GyK8ePoLiw1xIH2vcsf+U7RDBcONXlRxMckJoqS1GCSaHxAa3PDucaq5Ly2cQ8ilJu+5iCdd5TwOR1bBE+Na+E4pfw/gg9/jOm84dFM/pMbT17uLTloAIxNV6Pfvn/mJj752vno98X+gdtyfB8AWJsU84JVgA/eCecNrzML+qD6YyDjePpQkAnnI+X5wsscu1owzy7aEFPxVusTpwsNKSLKTjyxYBjsaGuwqNVonSXXU9xz3vd5DWwRLi9Uu8NIqXD26rVC/Bwsj0/kv5OVFeYQ/VEA6USTtEJ1rEDMCVvNLeyk8ZNEWWSOPK9XSQKwtRpqg4O33BZajZtL1KnIfiN+DB7bnQfF3lsVMu6Z74CxCwvic7hDRgYqUlwa4STlS2x3DrNxkzpqs7MMARsJQm2Eg+ZbYAFzyl2HzeyqAoB6YgNnfCN8bif89C99K/qtVCohIeM4u+DxHJtaxOSMl5/qLh7Jt+DbxewP5o9AzChlr4og2LWipSE2rby7PNjpK4QXPeWHjXOun1ADT9GfCmiDZreM93Dbke9oEyd0WO25QAAXHR0ZGEvCzqT+jeyTgaBf49PSdsrFdiknNVip1TE0Pu/LiQUyg9MY29HGTncCxIorzx/pM9r/LWWTL64x3xCA/+GXvsnzQR+GpjZdtLTAZkdHdv3BJzF2yO3vYVIvr0E7jSqwXaXMhNjR5s1Y4i+gvFvRMyN3LHPdvfEclZDPWZItvMOU/vbyUXvv2vujFGz0QYSoZWOM+RVjzJbVFpgtdP1qk8mfAPCvADwIIG7RpXAKwM+If58XdZcAfAPAfw/g9wD8SwD3APieMeaRZttwB95PEApE/rOB8ySXvLyIoHQpAElVVtTAGU5zjhsgPb4sGuUpJVOQiBsn0a3sAqPgmSoR4EZroMOY9D/udFqltU4w4IoVSWIlXsp4iPbS9YvCIJAYVrJjSjx6nzlvUs0mQ05cPhwReNaGd2fpghWrRz5oiC+scPEvpjCqyjXf0SaPi6S72JhunND3XunwR0fq0T20DfmvqCJI6JAMATsLWxocarPjTv9A4RZrgNLAyI2dRBz9ZOVRULxGIxWr4HimcLExHUZuKLCjMEQdRXf/0LkfB0I3LJ03JBxvSwviwRCSRwfO/4hzkL2znKbYUSCIK3z5sZLC+cmUX0JPNnMk2MQtGJI+IIu4XCFPAh6mQmwY6G/ZF8G0pAR/C4zPFdsk05QGq3TIiW5VDFUUPsvKOK8vkO3SQRPJQg2FsDp+dLLsjnCRShagFeoLiy6maYVFh0LKwVi6eBH06FhWshHdJttfkrI/VgH/JgOhmqXRtI9kWXGco+VEcGyW5hm7ovS6iqkWZQU23iVxEiAZrA2McSnrihwcTMcpiR1JtwlKJX5cmYQL/+cvYmU6fh/QqkBhKOc6R6PJx6cX0XVzKnifWB9Ik/KF4irL0hEjxsgIpsd5Ad9p4ORNmja8c04u4kl+SiF2pGHDUxPUz0ShE3hkL4LvrKAGplmapPgIRmtttqPAv2OLBcFcNdw+EiaLPJr7/L/4V8UIRiC4C+/DDhZMT5XyIHp0JOTRcZG+p8oUfa8ww2RmFjOf/swtNaNwR1v2kCR8rkvnYf7beLqTwW3NQLqjRTAScRxrAJGjI2lATGJT3bQZcZbeg03Liu2IozJbnqrhcbKruBOzWO/zuruc/65tjSC44zt9WXwH3vsEC9UVnGofzp/LZYNa3fNsCt883I3Xj/fm3/633347UmrEFjaEhphPJeG0LK9eaIJ+m+l7C76+ErlKLm+D20Gc21Y5/VOeIE8Rkvp9aKvx99y3ENhjwn+h3iMZgXLhjrY4vVnljjbGY8vU1k/bFej4SrXaIkszC6TdAzP4zc+coAUxfZBXIk5tUWx5K3ffR/ioBH6VCPcT8TaJjJoMEgQX1X3LLUhqfrHb7W6Ll891G1e29FOGvug8N/FVcJ9X0TQMgpcIbnnjglOT4mX5NClvYDvqrE8jd6Z7F6d/L3XPgqrvwG2CohDC/wlAjzHmt40xzzcqyBhzwBjzHwB0A/jpJus/BeBua+1jAH6rQdqb1trPin9nRZp/AOBVAP/IWvtvrbWfAPB3kNLR/90kTnfgfQPJXME5atOzPc7+AwUh/50puUwgc8bOdr5QRyR1NuXPERyIRRAVmNn7YJGIJaEGv2S2PG2qJBUs2hmTLrfEHAhNAMOHW1757/RzHE/16EiCSzzCuxAxoaQ12NFGIo/YeEYWdKwNNybq92vcvu3XRhKx4uyJ7/7MkcyOzuPpjeGLa9RQ4gqF++0NKHr0gjwRguIjFVFtkcml0/tdKEc2vJuLlQMEigPJyud1MHlihYqjIqJTpyAAACAASURBVJWjoFjm4E42wxR3oxB/iXqbHZ4ROyTq57aWLVZBwTIvkFn0vAJDeXFkLjDiUTpO0kEMuJOdL6pGc1NeyXCSx6g59CxxhpC2ph6BvBwfoVbSFWMNd2XRIqArOgj6wBGcYoPbhAem2QUQabC6vAXP4ZwKuV4hXvRnM3KOOV6bXByiqHjxFhp78N8kmiHN0sIQb2aAlmgoxYHMvTRVcZs4y3f3bOrfg+NLpU7F7leVU1oY6XK+kznXvGxuYsHd4VZcTNpPAY6lKC8MgyYYUZBPQj6pc1o/Ftl9k/1oKZEpNFMYnCOdUdFJY8mRuKQtq9WbmoCyKV48MS1l3dERgdmOTsxcaVe/BYEtAC51j0fLutA1ji+/ne5i4roH8r7X+ACr06b3OtEWhveXFfBIKdMpnSbhjhFjRCBNEb+Vwx9RVbU2BXxcLi4YrptA0rgJ29XMjptGJMhO3RDqSHBUISACtAQjVu68dTDT3oHZjs5iZHLEm0v2YQEZOEZpDggXcOl4ULqhTlRm75B0VuowcjzKJb9rYrUgyZjUqZnhlOylI5EHizWpLkknQjCnRNukjaPq+wjsJwuxqBkBeeydXHhjldC2smsVxD3Sq/EBWPJDUVu14CFb5CchoMmZW/IFNAmHzg1Ev41NLeJPyfUVdB5Iv3hruZTfS5Uu+ioFOkbnINB3fTLFpZKlkw6IBkIAYI71wjRszlC+Ia4xoMw608GoUs12kTM6i0+4ULSa/L3fQRnOIZv/ji/IBXa/lcd7C3prsKPNyB1t3LEk+sbwz6Kd1MwOF6f9mMwuLOM7R3sCbFrKpXzxNy2H8B6xgE53s7PFH8qvKe9M+CIviC9IgvQH0Z3Sq566jH/G6ZbqBKbcAluvaUURuyVaUv5LquupeuTapZ/ixGjU8vvPs4wg0er8m6rTNOB3xH5DyXD5TOUdlYkiuyHv5UL+nZW29xeKFtqeBPDbAP4xgNPGmH5jzFeyhbdfMMb8G2PMvzPGfN0YMwzgGID/EcBvAHiqmcqttbPW2rg1JcAYs9YYs6EgyT8AMADga6SOUQBfBPD3jTGtzdZ1B94n0LRk9z7GaFbhdKMLHjGfUUwIqoKf4Js7wqWVKMASBKgimn6jBmw8ElnIQeYIDy5QhRAu4rsBkLCFNqzewDQFzJhweVqs3M4fHGEDfjXHrV1MLjwSwdGRJfWbJRHH7oJRjzgxRBGJuFP8L6tFPZpe87EFXlYls1aeDXT7PCGlMerooOlTge5+Q41gkoJbzu34HW2UdGj7SFtyZAoWhy0gj1pzoO3ckUc00ueYsR5EsWm8ghkmSrQ7cY46xSe4syRvg5g7kYVc1/d+ahcRoRLJniND8HVtcW1mhiHhIUHpsYUyr8l6fEOFVToGKLjF3zASjuQRBigdg5x2WN2e0NyOtoYLIKSN0t6NRcJZcPp0L/Pkhijlom0ahLsRGjMe7dJtU/TcqDwxP8THkOkoOEqnMN9JIXlcgcCyPDhAAjX8pAGu0myAr+G/iYEVKhmkIoeedcEO/iLyog7WhjNgrwG6Vi9ac8oUKT1y0S6XFc0LOG2kNBQaLzbqOgeVYYUVxcZRcer5MeW6Gu1bpTIupghOjZxcyJw3HD1XLxDskHa5rOwXq+pVtwNip9/470XOqRAmz5zF5Okz+seEB7Zc/6M/LSyrXDKoEwcovQze/ZayX4KFEqBGaUE4reQzm9PyWZl3fDFW4GL5vAl0Yaq6RxlvmiJc0BW7bxS85HcbzJti+mpmsYDrKSIPmdNMfYzw2qI72qbOnsPEyVOFuPyogqSj4Ino8CwmUswVeswhl5mkAqbDIOSr72FXEo3Mt2R+U12f7sKLnUwB8DWvRjsv00RCbnBzJitUtE08GznnwOk/14Ez+0Oy73pi8ckv+0OeJJ+K3zdF55TwL1B+nSQpziRfFNjx7D4l1Z00/ctaUUVB8UFbUkIFAPR85rONC1kF9A4pRzxmUCoZdr8U3QUV2IrEQZ0IvdKBVXenUZ3K74TyizmC4AK7SCNIUS8U1S7Ajeo6PL0M3qR6r2tHYLO7mot0MOrtl5B9o/eRB2I0YjuGPjFhv8NyfUbK8nIJNokEDYkdbYrhx3bWwRQc7Ur0RE2/pWMyO7+M17JgohvDs/jGoW4AiqyV/hXJB8lxkXzxJ9rJ/FeEXUp/ULObLhVRofiIIrYcnT/Re6O5viKTqL4dqdeRoqi/gAapUzdjgEEscJf5ntBoGit50iPWU3HjaJ/MY0r3oj+Zu0eYeTTln//tpSaQugOrgZbYB2vtEoBfM8b8DtIFtJ8C8HcB/D2RdAbAuwD+BsAXsnzvB/wXAOYBlI0x1wH8prX2j0SavQBO2XD2HQfwTwA8CuAK/WCMCc8f4bC1Xq+jra3t1jH/MYLp6Wmsq1Z9f/X1pX/a2oDOTmBkGCNtbUB3DzA5gcOHDgOtLcDMDC5cuABMT/E8ADA1hamLF4H5ubSM0ZG0DAB9fenZ6G1tY5icq2N+YQ5HjxzBujUlTE9P4/yFC5geasXCwgLOnD6NpZrF7MwC2tra0NlTxfB4DW1tbbjWXcXQVC3H+9rgMiYmquid6kXvoUMpJ5pfwOlTp4DubcDAADA/h+ttbRzfsXGMtbejw9aBeh1HjxwGhoaB6em07M6rwEiG/8gwhltKuLpuLWsHAIyOzqLTTGFNtRej0zXMz8+j7dAhlEsGPSPLmJ72fXx9eBmTk0s4dPgI1rYadPQvYWJiKf8+MDCP+dY67p65ju62NuDaNWB4BEOUpmWfy+fREYx0dqBzTQtwvRuYncOAGNOVjk4A2/N6r9xcwvj4cv5sk3qOoxNutXrqPG9ra0P7zSWMji6vbq4NDQLLVXS5PAvzOHfmDDA8BMzPAzU/ppiZwfT588DMNNDRCUyMp99qNSDDIe3QbmBqCm1tbUisxeLCIk6dOoXeLSm7vN61iKn5BG1tXmGn4yXpMvZs3bPs66FhwCa41rYhnU9LS+jt7UVvWxtQrQJzcykd9vSI+XUVGJ9I2zE8AszM4NjRo7g2YlCf6cWWDWVMjM/i8uU51KevY3hoDrY6hrb6TYyNzaKjYxotCz2YmZnBufPnMTnQiuXlZRw/cRxbN5SxvLyEEydOYtumMhYW5nHq9Bn0X29B7+gKZmYW0DfXl+Jxsx+YnfH9OTWFyYsXgYV5jm9HJzCejUFXFzA+gcG2NmBwEJifT+dWkuDIkSN5e9ra2oK+vDm+gtnZhby+ocE5JAujaEv6sVyzsDZhc2WKzJ3OgXSe58+9VQyPruD40RFghdDO1DSwTGjzWpfvawCYncWF8+eBqcn8+fzZs8DYqB/TlRV0bU7TzwwMYKq0GadOnUbP5jLmqglmZmZx8uQpdG8uY3Cyhvm5ubz8qekZXLx4EQuja1j7F5cTzM7O5vR5/foipuY4bQJI58L4GMYuXEjpn/LiySlgcQFHDh8BxsaAmRkcPnw4nReTU5g4fw6YGAf6+4GJCfS0tQF9N4DZWbS9+26utQ2PzKGlNo4NKzcYjp19SxgdSftuuWaxuLCAkydP4q6NZSwuLuLU6dPo29KCyYkZXL68gJWprmCMJ6dmcPHiJSzaCYD0S85vjQW6u4H5BfQ7GhwbxciJk8CNG8DwMKand2Hd0jJ6urvTNlSXcOrkSWDbNmB0FCMdHeieTBhvlXhMTMzg8uV51Ka6Uj6b8bebY+kccPkmJ2dw6dIiliauBWWMj89gfmketfkFTPT2Yt3yMmYHh5CUStgIoLc35SEtExMozc5iPHsGgA0A+np78z7fkFjcuNEHrF8PAGn+nh6s1GqoVqt5Wd1CZvRPrGBubiH6PDpTw8LCYv48NlPD4uIi+06f2bweGARmZnDk8GFgzRpgcAhYXk55NE3XP5DS2qFDQEsLMD+Ps2fOprJ1aAio19I817rQuTXBxATUcVmuWUxOzuLChUXMDLWis7eKkTE/d2/cWIAxQFvbKK6Kb3Q8cxgfw1h7OwCb8dRx387JSUxcvgwsVYGua8DIqJejTp6vXwf09gJJghttballMzuLC+cvAJOTGBycx8J0CW2lQZXGrvVUMTzhcVxaSTA9PYezZ89ipK81nU+ZnBybqWF6egHHjx/H5vVlDA3NYXluBHcNZbx4ZjZtz7lzwPgYcP06MD+fzhE5boNDwDyZW7U6jh45CqxfB0xPY+rCBWB2Bujrw8rKCmq1GqazowN7e/0dNdMzKyiXgN5ef4/E3NwyxksL6O1N0y9VlzA8NIzWlTKmp1fyMujvhfllzLdaTIyPY3p6OsVxZQVYXsbxo8eATRs5/j29udwOxoPKl74buSwBkMqnS5eAhXl09yxicTlBW9sklmsWs7OzOHP2LAZ7Wtg4jc/WUa0u4lBbG0olg5s3FtBSTmmso4/rMWx8+7JxGRkF5mZT/XDtWt6O+XlgqYqjR44A69bxb6NjwNQkJk6cAO7amsrFySlMHD8ObN6EZuALh2bwDz/ubwWI6Vsd/Q30seVlnHR4xOCLrwE/9d+m/OrGDaBWS+eEhNk5oLaS12W+8U30/TcP5XNCQmf/EkZGUx3XLbi1tbVhZrGO5WXPk6leINtaTyyWV5Yx0N+PMfc+SXDk0KF0TG7c5HTS2wtY6/EXMh3zCzh75oznX/PzrL6bNxZQKqU04nQm931+YR61mtdBZ2dncO7ceUz0t+L69UVMZjL9+vAypqaq0TZheDioFysrOH7sGLApow83l+dmfR5YXNuYxbBSOQ8AgwPA7ExqO2QQyrRZXL4yi2Tmuvp9cq6O+bk5HD16FBvWllBdTrC0tIQjR49i/ZoSBgfmMTtRQlt5CO03lzA+UMbd/f3AmjUpHlRXBICVZZw4dgzYktKxof1QQGcsXV8fxlq3oL19Bmaum6X7sNr7k3N1LC15+rjaW8XIqJcl1WoVJ0+eQo/QFaX8X15ewbFjx7FlQxldQ8uYnKqis3MByfwCVubnMdHbi/LYKFoyHWbtwiJmxkZR7+3NdRgzP491SZLrIBKoruNgZWUF1WoVg9OlfH5MzNVRzXwKc9UEKyvp/B6YWEnt4ra2VF/OZNf09AwAP5dqtVpOd+Pjs2hvn8HyzrQv5ufnAzw2AOjr6QHK5fRFdQkbEsvSrE8S9N+8ATuTyrMNxqR5WtNY7vXWYnZ6GuMTCenTZRw/nvbpwsI8Tp8+g74tZVib4NChQ2gpe+9nPbH41uEJ7PlIqscvLVVx/MRJbN+U4jSd6cPV8au8U+fncO7s2dT+HZ8A5gn/S+o4duQIsGEDsLQEUL/WQD+b42yejI9h7MoVwCbo7K1iNKOnEaLvV6uLOHniFLZvTvHzY7US51UZ9I2uYHpqIfh2+NAhoLUV5rWv4ObHHg7y3Sr09S0EciXXB2frTK+t12s4fOQoNq51u4g8XfX2LqCeAG1t41gR3/IypQypZWOwcQPnu53XgInMnuy46n8DXudcyVyrXV3AxGSqywh49913YYzJ9ZNY37e1taG6nMD5NoemalggcmN+fg5nzpzFxnKm142OYqSzE51rWlO7sLqEE8ePA1u3pLzZ+bSWloB6zev04+NelxZ+MiwSOdbTg54sz1g2R81cN7qFvFtequY+COrLkPZNT48bm/ROzrlqgoX5udyXgXodMIbb7+fOA5Op/c7of2ICqHp/Gq51AZNifC5dSsenvQMYG8ckJnDp0gKWJq6h63oVIzM1tLXNMj1xcWEBp06fxo2tLfmYrBB/xdR8HfOZDdYzsoIjHQvYavsxOlPDHJ3Xzr+yuJC2i+K+VMWpk6eA7deBkREMlzJ9eGgIqGZ+M2k3E99Nx40ljAgd0P1OkgSHD6e+1hXiJ+rpXcR8NdWhJV0CSH2tkzXw+W5xuO1Q6gvu6mL+STYW1SWcOnEC2L4t5XEGuLZhfarrr2nB1XVrgInxnF+l7VxMfUkZSNt1filBjeieCxntD/W0eL/YYi/Gx2dx5cos7Mx1jIzMoTOZwLrlvkCXAwCMj2G0vR0dJaR64/IybrS1YWlpyfdhVxcwOZXO4452YHzM67+0zTdvAuvWpnrQwiJQr2FiYgKXr8whmbmO0ekaFhcWvBzM/CPXrlcxMp32cwfl2yQ9AHTlvu9UH3zt7XE8epcfuzvQHFQqlei3hvEm1tqqtfZPrbX/JYC7AHwMwEEALwH4KIDt1tqfsNZ+5n1cZDuP9OjH/w7AzwEYA/ApY8y/FunuA6Ddvuve3f8+4XcHmgYZOUEjxyJxEEVR18oXG0lFoxTcs5HfZC1BgXlIQ0Emq4UWijTZj4LQD75jiLyP5yBV8Mot68MGEX0qEFxp22z2jeBLawmjK9M0f/zGVIBJrEubxit/JpE67JNoA41wj42VDfEiTeZJm4z4J5hGPhilY2R0WUFejhWfZUb8tuFvGuzENqZATxN2X4OotjyZmIFsXigIFEGkMxtnVY6Z8Q8RXJXvWuReEGVGoqzyJD4SLu3fVc4A2fex7CoTkW1VeBvjf8XhV1qkGsDb5KKpWCA7Kb5oVxLHVcGbJbTIQxjF1PHthKAztWqOhwzxi3RJw0A1Sk7N0rjsvCyvIZFzNlJWELQokyjPMnmjCNkoyD5j32S/K2OTF1Ms92UR2sfgUxFu7pNsON2WISuyIo373ewYQ0/WiDwLdQI5R5oKo0TIE5qEWJc2IjkNgjQ53yqiJyrUSMZmmy2KK0qnylVZSLSAIpooKoDWbIvnlwI9IyuNEwFZZG+DchvRdN8NXZbXasBnP8fLaUBj8rgkNav13xrxLLdTho9bgYyXoMkeyhuCsgTrjpccVkVwDjS8YOeb0oYwrFvH26WX/KLRbjU0JgVBtcGhIEH+QNbRbwXbLVfBa3/UQDVlpJpK00fyBVcXBjng7WP3N6AxNHdJlwLsWEpL6Z9E5gvMCAtgEGxQa0QaAf0onVpwbKx7NtqdzIp6o90bp+8wktVrioLYaSfnjMRZTSjL9MQg2Usj9TlW6utn53BzbCWe6Ic0h2U72ImJEN3pXsLLkgACHwTJxNpYRG9aX+g96+dzcd9Zy2aYIn5NKBejMkLpGY3QJaayCfmONsF7pPpNq6HFNWQ1Qj9vxkeRpxUIRPNm5cb09YgpwYpWig12IEnmHPN5SdrRdDHWvrAjY/0aXh/i0ZEgxzPoG43nNqqUpZP0p2dXoUCnorRIu7lINfE4NEKCCja9FJo0QyyVLZIvOZko5aP2W5krP6bq0g8MWlaT2KZnNfRk/35gYK39SfpsjPk0gDYAv2SM+UNrrbuRez0AbbGvSr7Lsu8qqtsYM1Uul7cWrVbeAQ9tbW3AunX56m7fjX4AwK5KBcPVZcwsLeOxSgWTGzZi6OYAHn/lFZTXrcPFb7+BB/fswV3PP8fyAMCl776N+59+Gtv272NlAEDffHrnQ6XyJAbG5vB2+ykcPPgytmxcg29dOIQ9zzyO5x/fiS8cfRt79+7F4lINp3ovoVKpYKG1F/XWCVQqezFT6kZpYAaVSnod4ZpLQ+ib6cHDd30U9736CgDg4t9+E4/u3Yf1D9yP3q5urNm+HQ9UKgzfjqPHsf2JJ7Dj1Vdw4o//DPtffhlz17pws70TeyoVDFeXMLO8gscqFVw7ewGbHn0E91YqrB0AcOLGaTz2yN2ovLQL3QPTeLfzDF599VW0tpSxoWMEnSPXUKm8CgBY3z6Mgfk+vPzyC9i4vhXm/ACGF2+iUnkJANAxcRHb1pfx8PQiHqxUMDg7h/lSCx4lNC37XD5fPXUWWx57FPdUKrg5MoaV6Wl8VLTnZg0od03mY18/fRNTK0OoVA4AAH7/29/EwYMvY9OGNfjNr3wNlUoF1aUaPvHtb6NSqcCcH8BIhvfswjI2rmsNzz4WcP1yB9bddw/uz+o8/7ffwu49e7D1maexND6Bc5//El5idPQUtu3fh1FrMD4xiScrFdSrVRz/wz/GK1m6yfUbMNDdi2cqFdTqCV478Q727t2Hh+9Lo2fH6l0YnVxApfJsjgcdL0mXjZ5lX3ddvIwNDz2E+yqVdD6tXYtdu3ZhV6WC2twcLr/xFh7dtxcbdu1iecdKZYwOj+KpSgVz17vRc+4CHn/pIKqd03j20btxz/YNaOs6gSeeuB+VFx7AheFz2HXPZlQqH8PxvlN4/PGdqBzYhW+eP4Rn9jyO5x/bic+8813s278f99+9CZ9t+y727tuHh+7ZjNdOfh/PPf8cHt+1DZs6R9A+chW7tqY4Tl+6jL5zF/Fs1p7L33sX9zz5JHYcfInhm47BFJ6sVDAwOY3qukF8rFJBd+c1rNm2DQ9UKjj6iU/hwMGXMd/djb4Ll/CsMlcuXR/H6b7LOd2dGzqHj96/BZVXP4qF6go+9cZ38m/rrgyja+I6KpV0TpfOD2Bowc+V5ZN9mMcoXjzwMM5/8TW8mOVbHBjA5b/9FvZnz+PlVowMDOKp7Pni62/iwWeewV0vpPzjwrdex649e7D12T0pnV7pwLp7PJ2euTaAHSvbsHffM9h97xaMTy/iUNdp7Nv3LHbduwWdfZM43HU+x/uNy0fw9NMfw4Gn7mHtn55bwpvtJ7B333PYfe8WTCRdGJrgtAkAy5OT6L50BfdkOA5Xl/N5uzg4iPY33sRzr7yChd4+9Jw9j6dffQV2ZQVXj53E/c8+i617nkFPVzdaNm7Eg5UKps5fwM0rHXjm1VdhssjfMwNn8ehDd6HyysMMx6W1faiWxlCp7MNCdQVfP30I+/fvx/07N+HzR97CCy/sxUfv34p3rh3HE08+iI8/d38wxm+2H8VTTz+Mp1pmcf3YCTyf9UvHsRPY9tjj+IjgS9OXLmF0Ygr3792L6TVrMV8qAVu3AuvWYfeu3XioUsHpv/4Cnty3DxsefBBXz5zD5kcewYbdexhvlXhQHM05z2cvXR/H6RueBt/uOIanntqFg3vuC8q4MHAMGyf7sXbTJty7ezem16/Dto98BGt278YYgN27d6c01z+I+vIKNmXPNkkwXiph10MPwbSkqttESwseeOABlLdmvMkY7HroIYxOTGLDXfdg/7OPAUhlxLWxrrxdV7oncKL3Yo6vfO4emMabl0/lz72DM3jj4kn2/N1L/pnO69mOTvRevIwnX34ZLRs24Prldqy77z7cL2TlzJV29F28jKdefQXltWtx9rWv4tHnX8CmRx9B18Ur2PDQA7ivUsHgzBzq2x7FcDKRz1PapwvVFRy+fhp7nvkYnn98JxZbe7HSksp1AOida4cxadrF1l4sl8dRqewDAHz/6jE8+eRDePU5H4PVfvgYdjz+BHZWKhgzZYyNjuLJnJe9g3ueeho7Dr6IwZk5LLS04JHsG5PnNweAJMGuSgW2XselN95K9ZvnnsWV8QvYedd6VCqPqjQ2V+6BvTGFSuWF9HlxBd/vPIHnn38ST+7ejuWTfVjAKCqV/egdmsHpGxfx4oG92LltPS6NnMd9Ozdi15oJ7KpUUB0ZQV/7Vdzz7LPY+swzbI5o40bn1rFP/gn2vfQSWrduxaU33kp1sH170XejH93Xr6OlpQVbt6a7mXbv3un7b3QUxhjs3n13/m5z3xC2b1+L3bu3AQDWXejDPffswO4HNqJ9dDQvg/7edH0AGzYk2L5jB7Zu3YpdlQrqi4s4+8UvYc+LL2Htju0M/6lNm9F/tQtPf/zjMKUSGw8qX6bOX8CNS1dy+UT1y8GlTswvrqBSeQaLSzW8fukoXnh+Dx596C42TjeGZ/HGxRN49dWPo7WlhJ7ZKyiXS6hUnsDyyRuYsyOoVPYH49t3ox+7MvncfeoMnnr5ZbRs2sTasTw5iYtf/waePXgQrZs3s2/zPT3ou9KOh/cfwPr77sVc13X0XenEIwdexNqdvr+LwOle8vfcwjI2EJ2r9eIg+mf7UKkcVMs59dnP4el9qT4cg8P//vdx8OBBlNeuxc3hUdTm5vBwpYL60hKO/f4n8WpWd3VkBBe//FUcyJ4P/db/h127duVzAgD+4b/5Br7w//zXAIDyhUEMzKW4VZdrKH8r1SGHJxbwpeNtqFQquHBtDOcH2tW2AsDSSh2fP/I27v/IA7kcP/oHf4T9L72E1s2bUzq5eDmnE6mnSZl+7qv/ER977nlsfvyxbC6dzOcSwOlgc+coLg91olL5OACgo/9NrGldzvH7xvk27NnzJJ599G5M2C4Mjs2jUnkO664M4/qk11/+369+DR//eCUfs9mr19B1+CheIPWe+LPP4LkDB7B2ZzpHL7/1Pdz79NPYfiClz66Ll7Fh1y7cl+Xpud6Dlg0b8KCTBVe70Lp1a/4s2wIAh66fwJNP3I/K3gfU7wOjc3j36hm89OKL2LZlHWbml/Ha8Xdw8OBBbN20FlcnL2HLxjWoVB5DcuYmPnr/ViSTgzDlcqrbwmBsbCLnwyc/81fYs38/1t17b04vru9uDo2gNj+PhxWbnabru9GPnSt3M7w1Ovkwwc2RWXzz3LEc/8XWXiwRefeFo2/n+takvY6B0TlUKs/hcvd4bhcDwKe//wb27z+Ae3dsxJrLQ+iZ6sHjjz+AvvZOrNuc6iTVsXGsTEzi3t27MbtpM1p37MA6osPUp6Yw3dKa6zMSqK6Tvxsbw65du7BtYS06R1M97Mawb9PY1CI+f/gdVCoVXOmewMmeVGfp6J3Aka4LqFQqeOPNd1AyU3lb/ui738aLL72E7VvW4UjPSTz+xL14ZKdFX18f7r777gCPsXI51bHWrAEAJPMLmCyXWZrJNWuw/d570XLPRwAA4y0teOj+B1DKdoVOrGnFlk2bsaO8I+eff/79N7D/QNqnr534Hp5/4XnsvncLPvXGd/DyK69g/Vrvjqsu11D+5rfyNvz14Texd+9e7Lo31fPe7TqOJ554EB9/nvNeav8u9N1A++tvYl9WxvE/+XM8/+IBrN2xA7W5OZz807/Ay26Od17L/RkAnycdx05g++OPY2elwvSnnM0IAgAAIABJREFUs4Nn8ciDqb7/V4fexL7MNnTzZ3x6EZ879H2V/77dcQwPP7oLL++5Dxe6xnC+v53NuaO//0kcOHgQLRs3MlyA1JZZs22bSlPNQN98O5MrFK/BsXl87dTh/PlP3voODhx4EXfftZ75KgCgv9qBpeU6KpWnsVBdwSdf/07QVqlrHP/jT+OFl17Cmm3bmJ1PbXfJ69rbDuPuJ5/A3ZkfiuoyFH77a1/Hq69+HC3lEvqGZvD6xRNq3zuZMbuwjE+//SYqlUpgb37t9Dt47tk9GO+/DAC45957sPmRR3FvJrvP/c2X8fSBA1h3zz0YXlrGdHUZj1cqqM3N4/Rffg77M79ex9Hj2J7p0kyP6e1Dx3ffzmnzxsAQHnj1VZRaW3Gk+yQef/xeVPY9iA3tI+gc8/bYX777Xezfvx8P7NyEtuvel7G+fRhXiX1zY74ddWtRqaS3GI1PL+KtKyex/8A+3LtjI+pLSzj+iU/lPp+Lr7+JB55+Gtv2vgBrLQ4TmpPzaLzcipFBb/u3Hzqajs/HX8VILcHkzCx23LUDTz2V0ve06UZ5MPUtds9eQWtLqif+zbHv4YUXXsAjD96Vjw+lo5HJBXzp6LuoVCrYcm0UFwc7UKlUcGN4Ft8+73n8le+34SNPPYUdB19CsryMo0SvOv25L+LJvXuxYddDuHb+EjZ+9GHcV6ngevtVrN25Aw9UKkwvm754ifluVk7dwEw91WWttcBXvp7X+wff+RZeyuT3X7yTyov77t6I0do1jE9XUansyenylVdSPRlIZVKt29tnAHDk9/4QL778Mlo2rMfQ/ALmjMn9k3T+n/7c3/j2nPP6/dXT57DlscdwT6WCjiPHsf2JlF9JHQ0AeoTtOjlTxWff/V7+/JVT38fzzz+LJ3ZvT/16j96Nyou7mI5zuv8MHt29DZWXHw50OQDoPHEadz32WOqXGBpBbWEBD1cqaDt0BEC6+2lgYgrV4WF8rFJJ6WZ2Fk8obaZ+l+XJSZz9q8/jIzt35nPkev803r5yGpVKBe29EzjWncrBadONlqGU7hZbe7FSTvv82s0pvNNxNi9/vqUHSe9kPh4fZv3ngwpNnKD8wQNrbR3Av0e6y/8V8mkRwFolyzry/Q78UIFEoBWFCLAs8o62yOKLjZ+NDFaVYc8hZkpEEA0DsO6i81gEjCuchBCI9uQVFkYSkOhBIy8s56iVabsjoWX0+6p3JzQYHyA7M5jixdFEySA/5sdBYv05+yk5pN9//nffQf/oXBN4gbWXnfVsxdnL4v42dya6Fbccyx04aZENIhzd+9sCslGiMkkLFC0SmeTuPKI7p/gmBf3M6diONnovAL3AOjyfniNnYhfXs/PrCbWY8O6O4D6kBsAj9fjY8nmu5LQpbvTOGEsvggFgxXd2IbH2XArvFJFntLM7TASejQJOWcSpBhbsjjmW0vGznEZioWqctwb30EUCyQL2R+7R5mejxxtgTDYGWWGengkfpvPdSvwiYbjkvHfYpFC8+Pzuj9wNyX8XX5tE6DkWna/1hzzLPrgrIX2uJcC5a9P562AeQLlPU1bP0vP2FTUtP/Oe9b02/zndyXnvRb7V+4fhinz3jUwp8TZMB1FiERtF69Iw5iDUlOAcQaLx/V2C1VnL7gMJiyY7j7SubqhnyMQeiVuNdAwum4cgUzQc0rjKEWEUuYywWl/wcQwufFcqyu9oi3Qeu+MxiGouaJjEOXiJAmZKeFVaQMbX37vu8fO/9y7TuUz0HiD33cu06UuX1PvaTLkMmx1nBCoTcx0a+TO7T1eBhWp48b3LSu9oc2NL73nS82V3J4o2NU30wT1hngbkna5B3WK8bJbdQey+YqkXGJV2eb1G3ukSyBsDyLvmhC7TqE8a3a9sIe6gtZbpk6m8dH1H6s3T82ald6BE7v8ien69WsXs1Wt5nc1CcCfzhwRCOS/lnT6UMh/V720i7n2hIfO5DqMUvEqdnWeV+oi32V2R9F42C3/3stRV2J3AaPIuQXbhUBLKCMqDAX7/EXQ+QueI0/XzeRH0HdfXqa3myqpr/JbcFRfcK02/JcpdjpF+ofchSnqCMn/pp9h9ko12wAR6LoET//PPqu9vB0idvsTuArVs1xq9Syw1D2NtFboGvQydGG7EvSRUTu3+Kl1vze9tkgIF1GaS91Rn/FjMGTqeRtz3l/pSQtwBea937B4thTaYX8zp8lLeed5MfX2N+B4g7jUUvIndJxnwLeVZ6sn1hH2jd2ixJtLfColr4walLcHJO/m42/Cb01HJuFB7giEh2s75Le+GconzM8bbCK1o/E3qP1ynDZpP0jXm33wbmlK39AG5PHl2I7okbCPdhazZBymexfeTcp8WvaNRFiZ8uyUjaJ/cHWkJrZBGJLwqoWrfmoy+A83Dh3KhLYMb2d/t5N0g0uMjJbh3A+8rRnegAUiGXgoEjQaB/lKkvEvdMXeEpAyJ1+cfFD03ZVjSYdiEd8g7CxVniXCKxpUQn9Rad9lwgDZJT4zYwAFsYK0ocLUGEHW6UWGuONRysJY7DyJHZLhEtM3lcklVVL536gZ/IRU54cwRWjNRDgluNuFOH3DFsVQyDBdLhZkr2oQXWt8yFJBZ6MRWMuc/TTZW3HlBnRtyfgChQcgVW1J03s3CKBaoRZUOqq+S39JJ38wxGIHNSL/JKuWCg0A+bZv2nhuYjGaCBRDlmdIQOHuQc9x9d2CAaD/QS8ldWh2EgSwcJr7L0/53hjozyvQJHH/WsBB8zxvccWcd7Ru+OAPfr4rxNPzGm2AEyQaVaOTk8uIizkjnDOUD+tgU9AW1puMrCkGeYAzkc9Y3dD5rxQWGqfLMq5YL1OHCHK+LEDc1fDSg8jXPLtvZQOwT+m0k3mK8gtYVyxDOAWnUhvk0nl00TWKUwIddMAfyPlBxhEUfc36FZRFsCmXO6qE59cMEfZHTqTrdxOKG1K+MT1eEC+0fKvN4VeEie3M8OC8h42P6V77YG3wVn3QZee3mFLoH0sX2d8/2o7qkL1Q5KJcManXiLEZc5qQJvHPq8i//KpKV8EhKutBmytzRyxw6SVK4MFUECXEap3LUFdqAzmzaZjY3SobpiFIvpJC2R+RdhY7diEdpgXNSf5En2OmFCV0k02843gWINTP3NXlDwDmDaBquT1KdLENBGEHMERWc+UlQIfpBdXAI137vE+mHJFE7XTrK1IWPDwkkgi9JMqT6PCD05NB0yNN4e4fqjQ10GDLHa0NDqA1ot3p4qJ44xfHOJnJiLdw0tEIPz1FJPCpy5ErG+9CLThz1GZREpbKiz9MjGkvE2a58B+8iZ2O5eSHnsFzUKYlxK5d0+5gFNlhO76ZMF6ctF1KNmBFZwDH5kBOdXJHJSSMdkUAQmEP5cBPpbxc4O8xBuRRfvKI8msogBoLnsMUOQ9tokXu/6bzKKmJ9IT47oAtJ0n5M54D1vy3nFdKnEfBA1c4iuFM7iPj1DHUUUCgYP2rPSruE/YaQfbr6raIs9Q8ZhM11Ez62MujXlMPgburrCuwN9x7a4rTl+gsL7k3/Sh7P/CsSN0o7dCyIn4y2R7bNBcTQtvmy+aKn+y1VVylzVHWCvCwMqo7Rk2t7jkCegSNDcKJtlKyQ8mlaLOV3dJE3WGSXgibqH8jykU0KAS9kuCYwppSdAkz4Ep3HRA5yrcpVxdsbnMZ5B247fJgX2j6W/R0l784C2G9CiXcQwByAaz8IxO5AAUQcRIFTJAZFxlxYJHPi6ugwTUNH1VrixFG4Ls+Vp9GcJVyHijtTpPNcGrIGwJfeupqVaRlfl0qTAcTdPRFNrQCYwsQEM5iAYMoNBB7KGFvQjUJcwXVOn7/6dnv+/t/99WmBFxhN8Ig+RcllygVRbCPd4RQ9TS+Qz7dLWDWMII464bgy7qKWeASbT0WVCLaQSxUNGbWUkN9E0DMnWWDd69ZtVMEj7aeRVzEHsRXfjPjGjAaBmlTkU7so61/q2En4s60L2hK0re5wE30QRuTJOS7K19ou8jWiQc3xrI2DtUDgpJcdFyxO6zhSukyVUqnI6gq6hnuwayXGQ7N0g//xb/mYk3GhDkZnADe6k0hGu8lFDv+7wVhQFkwcGa6dPpFoU1k6TY36LI1QFvXWBGiL13L+RRdsFFkZ2zGU01oADYiBVyfEcYGO0IBtBu9kBoZWpE1apWzH6OpkheNvKm060ZXrObJsy3lPkf5EDV1XGuHD78m5pZBKo9L0dRcblSeuIqvxBpo8MOSpkd8AKY8FglMGSPFNQcRpEPI48a1k2Fix6GQCRy8M4tilIQDAX37zCiZmqmEihk44vwvVEOq4VRzLANfH2C4kGdyUhPKkWaDOoNRpYrIii3lekuVjTaR3HDUYyECmU2dREgZvcZzDZ06RvO/zhcRELogIHDS+LZzWcndCQIdCd2nGNmP6YwSMgdg0wGU/3W2g7raR7Y7taKPfNPnIkoY0Hr3/6sMAQp+VOxzkLkKSLXBoJ8riShDFkeswCFd8nbIHYPlKB5bOnC1Efe5vXuN4U+RyR77Hhe9o4+nZXCL8sujEG5/BSOWJ73gBgsC51NnOF94kYXH7KUtuIzs+SJvT6ngQWrlsgtNh0mo9j7UJDxQo+pbWGekX4x35lJ6orqHuaLXCLgzA9YWSxoj+pJ9aWvLFxP6vfA31arFcWw3IBTO6c1DTiWm+RtdcAODtIgaPZacByZN4OH+OLUTQxTSp79MdkTnftWCykssVQb4ioDnYsUm8+2x3UtRP5nT/kOeHdfNqqD/C623Fi7opK6I72oR8pnMjkD+ivwWPpTs+nV0nF5dYW2yc7ikfZgsi0vSO+FfkAiKlMUODSQtOfmL4ELoQh/qwxUR56hNtebkk5WlYF9dR4viwnZS0Ipa82KegsTmpU/Gd9ul75qsAX3fWgjOLAgUc7r5eUogWEOSQzsY3Xdh0Of3iLJOJhE5tJmdoGzkqH1J950MCH/iFNmPMdiP2VBpj1gH4eQCzAI6QT18CcD+Av0fS3g3gpwB8zVrb3C3gd+AHCAXKVg7CEVKQlBpOcrEq58lOJxD8molWq6XLlAbHzBSOHW7bVn7DKxTxiGYqBzOlyT1nP/7iG5dz3IsMiDSrJc4ZFPahXkgc11hhUh/UDFiq1DAHPBHin3+jowAvPg48Mokr+vybP7YwdV7EWaHs27iddpuEVaMVB6q8CicLp7lUAaSlsaNTDIhCIoxRuN8kaqnEt877hTau1AeGgDE82tOnhKcd8pv1d2ZkFBnH8hMhCWcAOZ1HHiel7dQpZUoSjyYTuyWsTY1rByXeRh49Cu5lIq/yOQ7Ld3yKNqWGedgHqZIlPWtBMuKQJTwgyKTwYmpNUweWwgNp0qB0VqSkwfRn0fFTtCp6JCR1osgFw9yQihimzMGY/abKqY4IyNzzrwMSbOh4lPRO8EiSIIkvWBgawknq5rEhcxsIxyUIipDPgJgnMn9h40CNnSLhwY9HIgWzLDbzs0bkDMJv8TG0Ip1iZBhKUwiMOFdG0TcJIT5F/IwvjjnDmtjFQdlURVGZByk76i1yc8ZPSLCCGw96FCRvMEBT5QVJcj4cycsixn2yxlGyWV+DR3k31qtiRTZQsCzXVeXHlMfFMov2E+fd1OwS/uRrF3McvOxubvGAJpHO3QAL4vRId1KkOFz/4z/FysyMf5+ETje5EGXZMdKrg3riHQ0WXG9vVKQ8ZYEeh1lIM0Ao04V8LMqr8yz+m6t2NsjnFhgTnlCpl8uIYCGhgVOoYeBXjm88TT6X4OcZj/qn9k0o9oKxkEf3UVzINj/qwNMWP7URSp3rt0mX/wGDjFan8wFw7FFpW9C9lK4i9GUBqsOw4qzlaUsFR30qkOJt8t/saFhSB5/rhuT1ZVHHaY5bEYiFjcxLyXVd2R55PH7JBPo+dUY7nCwQnJgi2+yLs+Q5stBWju/MQYnsuhNH3xcBW9AAKVII9XTI/XPRjjbp39DqjNGLKZXIQttXV73QVmhKWgu+/kIWnMHlulzQ1hbagt1PdEHBiBN2QOYVLUrq/CqHFMfZKfNZoz1t/gChLcZ086xwjjvFF55lUNuGgkX0mGZDdNhwt5GXE4ZMOTk2YXWW6dCyg4qOjgwWr0QAN9cD0rEpG4O61jYWPBvqZHJ3vroYZ8VCFJPfvDy2MCW3LmkTQcjIdP2X2NSC/mngNXETsDnd1GlPNAhLBDXzdNQRoI832xQQ7T/6DECMCysrJzjKv/OMPMhDwyEGwl8R9xfTLCnt0flppcBzacFlpYNg1ztCXfQO3F74oS+0GWN+0Rjzi0gXwwDgZ7J3/zx7/kkAHcaYXzfG/FNjzC8AOAfgOQD/0lpLL3L6EoCjAD5jjPm/jDH/DMD3kLbzl38AzbkDRSCUXdPU9lqEVmd0YUfcqWFEFqEIago5r9akO8EcakTZh7ifSCCSMVFNieQGbqzNlME7PLmOwDllyRj8wh8eIg0LSmSK0qqdGlGHkxxTYeZJg0fInoRE6LJIEtxiVKlYTIsa56yPYmOF3BDinyKGwe2yzYscH9bVFZsrLp3NiSbY0ZbrXVw5YicMuDQ0aokYe9purGhz5C6cvC30CFIwOqCIWVtcSXBUKvhYlktxXOVcynVqSTvi2SZ10MXZMEqcR8BKw9wq40gXoBy/yRVZETTAgLGRIiIMXDD573wRjjlXihegAx4oDO+8JsriwXmZ5Ndxp3bW/pyu8xLifC03GEhbpaKe/yQGSREtw+OrKdgMioaCoUQ6hBmfCrEGkaSlwGmKzPHMRauiXFN6Fs9ShjRamAuA7kSNHvPlKlEYj+RxxhSOCy2mER/mu181vi0LE0Ytc0AIA00VkZbtQmokK/JeEc2PpqUGoGxPMF8agJhbbAH4PQs43qBGpUXpKyb/rOBXUheJEVCkaZJXyY8xOdx0N8UIJlU6oBvqyg42Qk/V5RqOXEyPaOOBTULWa07aAv4LKHmIgyldUEudnxPHT6K+sJC+p85d6nRzvCwv3KJZx68EKsOpoyqxIjhGyVeSY0AVoQZ6cnhHKdHZlahkPi95fwe+ysgiJ9VfHP46/yKg0ou4gw2iHZL5NCBqTbeXIAOJqIxK9X3frnCq8pdBZDtDhuhi4j7DYqGl4PkhBC7HNeco/Zw2VAag8d0xtNsEARIdRsoKunhOj42lEFtMoTs3NQdvmsbv7JCLbhTCExTUKj0I3d06fhwsrCXRPNoiApX7buEjD+wTOEnHq7ajje5eong5fpvyIL6jjR/dy3GLdgztQGavELXVuPbwrNGdKUT+B/4M147I/GbHY95CAFARC0gELmUapJmEQY2uannUJ00QBF/bJP9JGaIhtEyRlDvaYm2g/hM5n+k3b+rFdfhAF6C7piwYj+X82ulgNi9HVXGELSPlKIs1ZPo6mI/I74jT2+Er5IuNMpBWHh3JZTvXKwOTgAZzZGOnLZ4TVPJ2SryZfIe+I1+KMUYfwU5VPz8ojw6Oyozsvqd1BUcO0sBr5rvj7ZK7+zS6o7sgg6BmnpDjrYEMghDprMNRaWOOr/X0y3e00TQ0f2OdS4Llg83kXRRsOt6MlgnvCfrWFy98bfH234HbDz/0hTYAv5L9++ns+R9nz/8ie74AoB3AzwD4XQD/GuldbD9hrf0kLchaWwfwXwH4IoD/HcBvIT1a8j+z1t45NvKDAJIJNKMjMV0qniFneMKgBZzDxAscLa94Q5QEmz4XLa4RXN2CXrqQGDJOX3+8AyiDd3kCp3aOe4pr39BshnkYBaTEORa3I8CHOBGEtc8iCWktFgoeYXu18Wh6IVA6PuVl0MxAk2fU+x0vplTWDUFrIaO7NMEadcjdEjSYGFR7FQKTJzPZ+BCHhgErmzp/qUKm3tHGnMVUt+NKfWjck6MVKFCCoTQlndcNejalM+ok8AqROz6KK806Cv67UaLYlEpLwqkrF9aEAUwHKLXdueOJ0pCbwz/3a2/kxausx4a7LvToJBtEtFHFi1XuKks9eSqNaM+x46OYYutogyiszAmi5PcoZXgEu25USw62Ru4kihimOV02eVA5xZfxgWDuQeV1BEGPFPM4UqeGUr+MrJZygZSVCHrjc1RBhz0qxhA1TmR5IaYgg6w71CxEvysWgktaaHxYsVsibjgExSisVgaLRBfTQoYbpSEaVNSM2sN4QVCm0CdENCZNbq0zxJuTToFDk/CEVfqzRLnC7kRzKAVtl7xKppXjzuaKQIhj48sneWN6iCPdWxb6zpkQ7YSIQmGR6iqRhRLGD0g/0d0U5ZI/DgsAj0pmKHJHz8/9+ncDXSvnyeUybM3fxeacvekOi7rH03WzOAKx0LnSACiedEeCjIZX87FdALZ4R4gEOdnorpYC2gFS/kp32rvi8t9BVbmixPAvl0InlszM5BzEvHYVxxDJnhvZPYFjVoDcZe31n4huIRsh+7OQ14I46blDSrX9gvxxJ+kHHeRigFhPEQ5RAoLU2bxAXM/JS5FGhtMfjfLdVxIdQwu6iOaLYfdK0bkAPkek45TaLY2GNtDdHV8I5jpdeBM6jnKUrmZHAjwQkH7jO9o4TdIdbaf/13+ev2d2rOCpPNhPBKUUjIUhxwbSfma7WLLsVPeSOycAPcAjyfgYq7NANpoWKmvK0cXaWwEp80olg7pbuLTC5IOfDglZ9A0RlrYwE8pZxRATUugnjB71ahiNWLC4FW5i+EVRurgn5wwTCSVhQ7MdnAT5rJPorr0YwqFPi+vdWlulfspkd4Go9vLGvRA7OukCtRtotsOKFiYGSwRwGxPuUiVqtM9mwmAaurhGq6HV0+MB0490UTpg+H7g6ZgxvxHXH/hJA/RYbrBdmzSQS/In2iqtL8JTeOgOSeXoxLypRvXTOfzSNGTsNN1FzI3QX+obIGmUB6xT2pXN8TqXTZo5rYEgJcaAJ0v7JnU3Ob2GzGPoslrK0JKYa6veeHEHVgUtP2wErLWFI2ytPQXgJ1ZR3iSAn83+3YEPEIROLiKECwwn7ghpEGVKfUPwyrhz7LAamCNSHiGXMSwDzqVceVHFlHJpihdRREjSQvuVKGHNKBEMC+EcZE7fQKlrAqiFQseAlmW9AHJKEMVDHn8BcKZPldyiY+Q4WlJBJ4qsohCxM+rJkDiF3ZTLvALX981033vxRNI2FDrwLCfyoH7fl64gbmj6aLGiHW3eQScX3XxedkdbOHl4g1TrVvQkMcq98dRokiCcH1QJsmAOLRmxKPmJX1/j761NUiPWPYuz/IMIa8MVQm33g1wckHc1GGMwMrnIGxo2PUoOIRgxNyi6ftD5jgnhQHH1ujFmzrH4LlTpxFGjEqXyKvCzFjlt+XTx3S1uoS0uVnw7nWLcyDkrp6ZnfXJXZYOFCUr6qWeQ/KZGE6fV4Fgj6ZDIypJ8UU5JiW/wLG3LIvyDb40WESikY6Aukri5EYrTEJUmq3NpSe1QF0SjRhSlANkJXE9xFcm5EhhpStWlPH0mDwPe4NJape2W/1aM2njFJT8HnO6DjD80OgqlAGSUazP6h67n8YhprSYQ3uDHg5Sg8T7FkSiLYFg4HUfFoUk9IAvEUgovphHGIizjAe7YY0DowkTWOydtKzwvLsGEeo4gnfGpRdQTi5ayk9Pk/jVynBdz6Iodbd4hlXCvZcS5ElscoZDeteZxznUgxGgI+XcW3OEcHKs4OjJ6D6uSN2Dl+ZwO6YgGOzGcSbGazuDy8hfKsXbyTrYCftSME6Zwxz3D1bXDsr7nOow24SBUxUjwVoaNymwSQXOI6GVKn35YQJo8jpc4iLUtvKNJOO1zRceCOgS5DmP57ybmT0xoUxxZIJ8F/FFmevFes0T+i93r1Ig/B/aKBUplfiebnPtyB7JrmwlfAV73T2y4W821n9nOYpclXWCvDg4xPFxgQ5H9KxcPZHsYkKNY2ZDD6055HwvfQNgGghPhBcE4Ft3RVvK7p9Ogjrqa7lZALlSXS9TODYOuHJ3Gdk8HO5vpsbakz7msEfxcztkI4VNc5e4jyuccCjSNlJXhkdlSZhA8Sb+k7IHMMYPIzsSMjyjzX7KFwJWgnaoDzxc0yPVk9kzGUgTYUH9QqAeIBWzDd78BpvDIcTmU8hvV7V01dPzoewBsR1se4O+/MjxoEFZwDYSC0OT5CzA7dpGy/TfmPwpiX305UuZo/cKutSg43YD59wwfAyi79TTdJTjS1oqywHe0MZ7N+LdvT1CL1Lk0oPOG8mPZP8LvYkxJuQ7Ft4Xqh2whPVK8jCm/A7cfogttxpi3bqE8a639u+8BnzvwIw+UOfLo2yIna9zxxYFdWGkMrt2YwiMP3MW5D/xPdcGIVeOks80iV1BsQLD3mcJhZaWRdrFiCCMHP15CMvbcMUeeA2DC/VY4a4GBQpUskwqAMlXEMtCOZKGoUIbftF8v1bzUZ5tYFhYYRGHlwtyGd2oRZ400hDTDIO50uwVo4DVuRDe0HOmINWRcUnvSG0r5vCGKRhC1ZMO8NOpJxUlGe2ZA6TDq2MgWfYpoVjrKmRKEjO40pwFCJSNf7JXKnqAlm4YwCjzlUZHCWggcYmBzuvgepjhJsJ0CMbLJDSD/zDQvxzdzR4olRpNWns0MQIoIVBYRsD/pfMh+Fx3r4+gzj7ijjhPaaaTwxO1osxFnLTU2CG8oDuQgBkGAIzfCG/tzKLOz4W/ZWQ5PaYUWPeegLaSZ6LNvRJ6dyUdtx5vITJoUwSl3Tvh+pxGDvP+K5ZXcURuFYA5qdEHqDgZZjg/Plxcvyg2cJY3AhFV7w05BifWh/M6N9ACkI8k3wtfaBD0XggFGp5cxNr2Mu7euaao4g7CtabRxgfyj/UyTcQ+GkJMemXQeZL/RHE+S0Ix65eSZvliQ6ZoxZho4qDixUBL0zjVxvypxViWJBcoury9IRk6vaS1jeaWOluxuUubQCO5is/l7H11Mpk4ijmNS7s9yzoRyg76kuwnSMfOFw2ufAAAgAElEQVR10CAuCdYCjzy4Fetmyv5FqczSNisL8narjlMd+J0xnJXQBVMmqglO1vKjzfKXEs+A9ximmxTpk3m7GvCuZhanWGCRjefRu04wW+KwVipiOoHTYbRFW7rTk2b/sN3R1v/Vr+OBv/+Tma3o38vAMqq3A1zMsVMhAqe94JdwvKJAh8l1ySzTKpRaRx8EOY8ve00/+MZwHVMPKIyCXIi24LtWAKAsTkCJHS1J4jbp4nlu31qr2sWFC5/IdlppDRFHR8odbZ4/KTt6hI3m5gvbEUsEJNX/HY1Rf3Fw1FxGe65LuN2v6EtFR0fSHW3q/d+rAxYcLO5oc/0cHg9pWP7YjraQFiNBdTkthzuWKIHEZEsqfnTZRdllrg/auH0XTE0afGlttrgUop5PvpzOY3oMwmC8DF8atKEFkVD9hh/fpzaFNIHIG9U3RIKwqT4jxiM47aZkyN2H6TfJZw35m8DrYXIBivqWrJgX3MyN0AdVYMH7OGo3UxAdWa8uCTcBlSX8jra8vcIXVhJ9wXg7a4O+E5eni+Bd4rY84x1aetqv/JHZnlTHZ7KD6NZUJ/PNKQ66Ct/7SVSoO2Z0S3cQ0nGhsprZMiRN4L+UvOUO3HYo2tH2Mbw30/oO3AGFmRCQzC0G1CuzGoo0wOde78DD923hrwmTNOw9Z74lY5BH7mgbL6NGgjA4Aryo2I0ok/HiQ1wF4xQmKVNO9BRNANMJ/ZhKRaGUI24C+aJFj3LFwi/YxCJ6A7SEgRAej0GVKRJBJiJImENItkkxhAI8UDxeqwKlnwhCBd+lUgq4qEKvHximcDuQu9vcbyrQ2ZncLDpZb4MvPBKdGNEnpLPX2iQ0PmgxBXRmrVUi/ZiWwaaC2+lohbIXOGlsAnlHGz86xuht9rWGRz4WTMnYQq6P1GuiHM0x6LARjme6YyxK2CLqtNnFZkZrxElsWL0SdTIHg6Mjs1YIvuSPjozxO240WFt82KPD0a/Ve9oJfUgN+JclOBm+yJcHUkhe6RZ/5RiySFP9botwJ6egE/EcBHOoC3WxpvEFtGJHLV3gJeno79wAbW7+a4YPq1F8C1HzuAdGjxGyQBieceO1xNIVygobLrqnO9watyfQKGxIM4U7VIK2uvEo2kXWGAyAEx3T2LKhBf/5vrsz3BpnimlHuvgL+9klLF74EL3GHB2ct7JcjTw7DcA0GlOVlNw88MRBjXpLdB65qzZnmWRxRu5YZ+nF8Y4t5RJWaoTfk+AktpOC9Cfb6UZpSI5HurWDtTXdtZGgXBKnDCh9Qvk+c/pG+LNL+8DOTVhXbfF5ybGXUO5ZYyC/CQYZPf4HVK8M6c4V5Z2IVM6E+nIoMw3rBykjGG/Ov7835ZXJRQ0Ee3eOnxi7DN9xeincgUOi+NmOEuFcdeXIYj6Md7TVF9OTD1K1gtqxcrHD0FPO/OKAmI7MOUrVJ6q30Dya7KZjpqpfcbpjfIgsHrLdHAwVeqQkr44upsZkNJ8vYjdCxhcaL6wRGauceEN3erjAB0t+c4S4fJFHxMbugKJ3ZWYNZjj5xQOA78pRbAM3fmRy076lNq9vg1wooO3nQQFejVYWqaRey9pIZE3pve9ocyftlMsmCC4pl0qqQztHMWuEdn9bnomvfKjH9yEh9qYkYBNfdGTtIHxLW6ilcyBJbLAThkJov9DFVmT3rosA56y9fNcRdMFgbX56Qv5MiuKsR/Y5mctNOgbT6ujiBLffwXZIi/ku9Eo5QHSuu+HmdZHkpHFxlun0F903Jo/+M5Q+JK4xmypqS/FJS8WJtMH4HW3iNBvykx5zm9chgN1zV6B3SX8ffZ/b0OmEjrYz3KgQHh1Jg8t9l3l6Y/aZ0JPzQhqcjMDei74NbAvr6RYI72jLk7OqiN5I9ADJx6gekCTFQfN34NYgutBmrX34B4jHHfgxAb5FmToTiow9z+AKd7YIB1Van4+ySh2pPk1ELuQvUsexoowWGNE5L7YK83X4h82KNJkqeHGVwkJEiBDDXBRF2hapN4aOpojntWdODtg8wracfyGCWQpjcKbP7DIj+ioGUvDSaJYg8ogqh9xgZOVYywzyZo6xNEEnA+PTVXz93S785H/ySON2sLIaOD5igxco6Kljy9G+y0p1rdzJRgS3vDuDGVNKBJO8tDeMQovdbUjHQDiG8rwmPkdYKVwZ59esGJmY4Mp3g+YLEvIoK6n8yb4WEZjBwpsCsmn8OE6Ff0T6oWgnnKjRF0US5n1k3Xs/twt34ogGKFMgQNzNce1oBroILKG1pYT161pyOqELgbEjpJLlFV+9MmVYRKUjmkYsx/j2aHRHkzUw/VTjS/FGsjzBeMhFlNhuHysfw6MjZXIj5km+CKjM0xAa8DBkNE4jZblnIJCVsdryxWbaD7G0IZbhOIk+Z0a1NKCC0lQEQwO7EaGJsaF5JN3lL13ZEi9uVSp1CSuNyARW7nvc5UFzN9MHam9ahAsFMhPhDY0nNEJCz3+G+iRNViyGm1CwInLeCnoJIIj2p/qxV124U8r/ZsEzBvw3bT+4bCyXhXOXClqyk4LtdKB6lQFZPeLyVN1tZAzqdYvWlpCmqXxMqBMq4c6p/DeCNRapJnu9XjjNmgW6+CN3k0hwfet1KFmWf8t27FlPW6naKnRTmzkJA2WaFh7utn+vkcxaEB2FHNfcYW/Vu6lc6tDRJOZb4Z1SVIb6nZKBc9XqC5XNBvl9EIEtRAGEX6ZAaS4RcygIvMv96tQhT9ORCeIMbZKO218hP3PzRZsl4V1F5DexN3NM6LwQ87bhjjbHx9y1AYEOZcNdEmSup4+hHSpXcCUezgcR29HGD8zgNCnv2czrIAGjwS5hZuM2EURAkSXyxet/yN8jU4vo+Lg257+J3KLySJOlhfYTkzX63epFIPu6VCrlO+2Cfhc72oKFNvhv9G5QVpnsA2pbJ4o/IljI8TqnrzscO7br0Yq+pzKfsk5D5hJXv7k9S/X0XE9U2vv/s/emwbYd13nY1/vcRzKS5cj6ISm2k0hRKlZFjpNKXK7KH1emqlSGKttluypVtC1TJktDJEqJppASNVAUqYmUKJEiKZKSSVHmKE4SCBIEwJnERALvYSJGAnjAm4A33/fucM7enR/dq/tbq1fvcy7wWCrSt3/ce87ZvbtXT2teq8vLde/4Ucs2e0KFVzvKWrHAP8tz/JgUlSZ6suui72QLFNnOji7SWWgnSx4C2RBSDW3GCFuOTHuFgtpjtIY8vubo0v6wegPeY7POKVbnUodajTARBieZNJ5T/Z1X3Lujrdm/PIex1a+W/WL2TDlLg3X64ohkwzvC2Stm/OUNw0M3UaHSnqVizGM5vG3zOzOoVtdk9k4YdMQkz6e6t5RoIvMBjexPQQdt1O5huRal73J3WA7LtSgdJUZ9ZjjPdW30tKaoCLQqbusTK2sWeELzsek2IdRYmAZh/H0hMY8pxoRs204rZDPCKc1MrsrCY9tkc0fbnKVtE66kAYiZbSsw1WZV3uwZJknaYcaCPy8y87sWrMFRNDPzqgioycPNKWWGRWknEXX2jIeacyVs0NisAHdxew833Xa8C/tqnPDoUxedQfXPQul7k7OS110zp2bPdQRQqaLSTJFnqEptZBk/y1j00vwo7rGzJ+3ebb82KCGovao9+NcZBQuj6nFj9r0eow60grlTAiszyrrSkDpCnYZ3w6NcxqWwCgMD6bzAkXFYt73GMx76O/fEYyEHC1ZqzW3r7/qOb8E/+C+/uzKkhcEmxK4Y14j/8O/+AL79v/mvaXwNVNQO53X3YZAhMoxFYWDhdvatKrS/1JlsJsEIaF7qyDUpStOrmrmemAnvwGefLwjHWS/A5mVjQOsrYSu9nIsQWkcKWDianXZL5zvrpCNNLU4ttdByDTP738G7LoyQudcw2GXnz93mYqJ7ayew1NVG7KpAsBzJwYq7tGvX1AM79hGF0G1mAL0+HKQ5KzR34ZtJK7muCQ9/lmeZnnT3kn7GOJANVl3vY0XTKbotGIWIUdpYZa9OHakvoC/3ZXCEBTncRPbgB7JywUS0LdgooJU8QtfTs4hFUTSw0oE+e2vu7KWwWICVZqFH/7zCuHmOdkpfHvksz5ifNAoZkksWQ8tTN2My95mxs0D9/uzPtoxlHu/ajAB9BzZPFrO4dlYRT/Oa9hnfKaYRZ8v3xiZ66BupWNlkinZfccp3h7aVevYOZqceL4lVVEaz5h6qmzGWZsf93L+OaNMiQz0XnaHolPdoeX4LR6OQTshGn5mFc++hNbSZfhQcGR/3olLTV83/81nx7nVL7VKE14yM0pxHK88qfpjuNifjJkdMS1pYYmubqCp25GBaI3L/5YcexsV77yvzN5c6EkR3VATfmnLhrqPYfvhh9dswJIcOIC0xy4c2RZtWs9A5m+p8WlVLy6xRunrSOXSV69YxonNm2nSvUj2q7Sg8HuPZaPh9ZZTK8Nj75OqeZaIk/Gbtq8vodc6/5mf1cz6/zR1tc/KD6ADLfE/N2ajjm5oMR9pBA9C40uiVQsAiBIzOWjRLTPM0RX1kOXKNM/G0Bl8TGWgj2qTM4NtSjJGH0ZAX0RYV/OWLwmfWkcDTWTRj0A8Vb1lxsz1XgozYucvZE2avW36j2WOlCzKSY97I20uL2iuRCF6DMwgeUbYlvFSfMU3U0Y7pv0rgZXAcb2cvje9hee7lwIa2EMK3hhD+lxDCC0MI3/X1AOqwfBMXouxKwNtAUCtNOHhgFA8nw/ADoSoViZAV5Fl7UNhWKSZFaCheFq03jgtcyC+b30NAZob7TEijWDM1g4HVIk7VFjTTNBcV2C2hk77ACKmzTBIxrWJ7YVBYebsg5vdAYNJFyUrIBhQBVnm2Y0TYopzcRJWEcGlP7zbaKOTfuQwdr0Mpe8sRxx5+5sBj7CrTDTcjedRZSOP14VQeSWhi5iJ95rSLgYg7t2lTGbTg+lFH0TCsnbehDi7arWvT4ygmCFEx5FbxYI9ChDDw2vs5TsYbGobZHYwyywrepsi+qlEqMWef6eADzCl1rdDTKQqnOJxvjKgai4qXu3vNRCr2YLSKwLQHPQFrA896wcOlHgmueYxSvvX7/jN82/f/nW6bKjost7muf8bL8v+lr/10W8/gXGcg9aOKrKsNN56UyEKUVQpZht5dLy1cWGGxOQfNc22odWQBUwwd7s2rFUgI19TfoxL43N6YQDbzRsU889apacs87PIiHXIeE1LRio7+UPRxBCxr4gitfgQyw7VRxEqMELdsiTasx2wNg7ZBYbwcEHD7gxdxy/0XZuo78yRKjw3mWa1V7CsWrS5I6ybmPLJ9bLvxNHUjvWsf/nswzGBVArNyk+ebFYZM05vU0MTjWaG7uReI7/yg1JGJB2sj3fKo8j8nos04i3F/VsnDyibLQ+o0c1QHplicN036bhbLLKwpSpG37l3DV3rOa8yz1KxiOoqnjQozqbuA1tHJbtxNFHBrik2D7ZUFjxd9lOLiekugepHbgD5XpDhsjLtoz/cU9fn4Riv2XizLp9qU78E5K1JPrRW1pwTjwpMzL5XXJtLG9YhjMPtSQW3PbqiwWJoLzU/araJ0sIY+Flm4MZKxoQ01SpTrsIHHdYCyUUi1WT4v3n5TU4cWNw9DwOTIx5zO16Zg06kjzSSpvqOuq5zZUOZcqW/Kkut0hDZKUqUsLo6aWUYbR0x7exnW/vlW6YgPeEfb3tNPY//cefXbYtCyLMPMRncv6ro6uFTHjwjgP3h+ThYWp1ZOpKwwlT/RZ1GP1+GRnbVbBG0UZPrI+00Mnsr45J4Z5nN1f0oGs7AzTp0547PyXuRx1J+VATCAoob8Zmp75uxbfsOmVd1amLNiGmvuNyQ4gjEuRZS+Ek8m6w+lWwF0inyLp5SejOEh+m75Dm0wX0+jG7kPHNHWRssx79iVs63+rKFRZgxR6+2Yn/FS8jbjNE7PrhODGqMZl5Ih6vstvmOk2Ax6bUYjTYB5nztpJImvDMNgeEcoWsm6Sx4l00or65c9Nzk47rA853IgQ1sI4UcBPAXgBgDvBPAD+ffvDCHshhBecu1BPCzfNMXiI8X0drRUsIqv9vkTpy7jFW/5UiFy9r4iUVjGiMr8xfnERYx8eohU1R9HjJlJRIz6fUUx07/bX/QSE45vmkcdh1V6eYTDhnt3dErPodAiMMNJnUVkgtvJaW6NNsmrSjMWQjCGReey53XFehXzCFQefT0GpWAhRqqMyVlD3Xj7+2IIWM0YC60wVduaY4j6ApIVicXQy/f7WKVsUZQxL08CYZIXKzOlvOJ5PzJIzQZs06hYeHvGXzGGzBmH7T5TTFA0QqqBlRlJgSOIcNC40NN3m5a0SeGnDW9esYompSRvcKXzG+pU8yOfURJ4W+EIRTmXHxepGZiLhrECYE9xJs/4PY9h7SmundaI8e4YIJVQbM4FtQM6CzHThPURLSxBAY+dvNQYDufmooLEGgs5cPas2M1qFT7NJvI7NtvVGqftuL3nfOaFjrp4au5ZU2j91N0Odm+F2XVhRwFvtVfjhN29Va5L77nTFbDa3k70oGlMnyH92lwqtBqFFLBmbyDPX3lbcHWnLrUXDP8jBnELZ7/f3FjBt7XhjZaz2642moUAXLq6wtlL+/OwuA9aHkg9LD1pnqXwKc27PnKdG2+hGxtOSlOtIG5/v6Rz3mmouadRszxCzxi3JhqI8lmcmJg22iwCrvJdpUemtEQd45pO7VU9w60yxbsPbTEMNdIgagUA34nTRBMUpQFI6dDePVGOdkcR2qcbnaLWZT4arkay0OvGOcHj95VSJLehyIVHI6DxUqKZmjfZDFf3CysNvVLgpjH1jdgtDbbKsZ7zVq5N73FEWxs1aZWAiFHdy+SVS1f6OOuvulheuM1CpY27SkFHRRlOlbyH2mDDwxjazTy7h+qclHgFbmLT1dqb/c91GCwuKmtCI8uJ7McHsb2jDcPCGKudO9rorjBPIdwqnKuTop0b63jQGNoMPeV+i+HJ4tieo6ktMSocwmet0L1aWY8tosBtjb5WMc/RyiEIfuA95O8NltVVBN8mpRdpyGn+zLxz6kgd7Vb32qTOUsQ//Z/+8/TAkhDvnEhFwU12aTpzsbu/wrlLu2po2jGlguDexRqr8amVX0yGnqQIoDEZpoNkLbX3lfKOygz/w3u78L4FjjoVul7r/Ny0O2icZul+Hd+U+RmaSzpH9k4uloNFT8F73WbQLe8R/Ox47jkKTVEbcq0hxk9BKj95+61X9PuKnhjaovcU0f+Z8yWPrWO2GoNZm/6ZEXihcJs1Llp4rGxr5dWh+Zy7huanO1upwLBurpVOiz83uiUW3NMze0ebPzZ/zq0Dnb3f9DB15LUvGxvaQgj/FMAbAXwKwItBpzHGeAbAxwH842sN4GH5JiuGaAKxMpWbKE88rAbgwvYeN6nfjJr0SGtaaG2FuxCASEpnV4DI5enPfg6PvuVtRqAwBIIaXl68CCgCaUZsjHCM5NN3Rr4WOZoBX4PS8EvEWFVthvHSRUsv6nTU9AU6LUj6ou8DS8qUTZQBTLCtcSbliGdvZWYOq2ec8uoQZYbpuvHwcgQfz+Dx2MlL5XPPe2Q2AgR17nrPBO6i+CEmqOFZ8nsNc4GW0eC1tWkbmnSMXeUVFRYmoz8XDPAsI90oYVBg4/RKLqxURDERjWYnGs/EhqG1Z7lrXKxFM/6Gn0JKYcTDc1NHQqJrBc4WV1QQzb7qTKjMX/VO7AzANcJ5MOrCe0cLG5t43EWDG30h1BrG3aEO9jCs32eNfGme1S+54/5I6gs8j8ZRQO05j056a+rsO+upqwQoAbXh5/Vz8bqU5/Zye1V4/D18Vs4/O1z4Dcp6Hj992WumFXTMD5/5ypN40wePta131umxP3kHrnztMdiJCc0G8DiLDoBaYmvrSXXEvDWJ3gc+/yxAOdHEUX9Re2auX6YZpdN6TnuKr2dbZvdPgan93k+rqMc6s50cRZaPW3sKTTm+nd3qd9rAsE7x0T8zLGSzM8SklECkFAnWScb7DJVFgA1VgI5IAqCiJ8KCjGuURlJFRpDzShy10SNGc58Q9D1E46TvjmBFIt/RxhFtbeolO5WW6MacOjL6z9eVQFkf5hTZIHFCvV8/2tRqPD5udmGj16Dn3Jet9Pf1+3B9cSNpbR0TsT8X2dtOnSFQgzGGcJli2oOASknqGReSrYf2PNAYQG154S9d33/4V1yaaAczw9ao0HtPZC7AikrMV3X4EEdOtqmQm3fagVTZHP45Tmco1M8kh/IUMC0Nwdk2NoLNZKNIfLDm561M00aRene0VTgKrxtbI5odp9Tf6CqFhY3E0XKYTofXwU8x6vHRWWOnSj7zQms941oZw6BlzMa4ZSJXuqkjOXpaOciuL96Yh2Ew97DxM5tClRur68mOH8kArHYpA+/CqyORWp5T4agMyIXLe7jrwTM+rDzWqJ06xChacV1sxtbIYkb2bfY7nT3LN/Zl/44xgnGyecy6iXSWaW1mlF4GrMo3SZeKZmoexpdxe7J/eta9oy3WdVFycHZQ570TqRvtFGF4fspowIbu1MkBo9WLTEajUfwUNU3zr+/01DqW5o42KzgXONdH4irnLjUFtF5DR56uQzSGplYW0WSOcXb7uzprBaCD8lSKyLbzU/pMeiimzyKL27Hpz4bWqzZ1vYOwvIdls3KQiLafBfCpGOM/AfAR5/kdAP7uNYHqsHxTFuuZSVQkE4vOiw3S0phgsQhYjVNBeJFeQ2boQgj48gOnscqXlLPOq4CgeYnGc6sIrIKYLAIv6SBLA+2YNkS+AZz+riUMqkm03rqzuHKOye4CNEM4aBkVXbMKAFb2BPHgqbBMsepeFuRJNoT02QYZucWkxwhNiH/r+RNjNIzVpDriiDB505uCVinY1vyJ3/lU+WyZ+trYvAA6p7jWzYRmH4cOXMy0sjAaBm1cY+NnvV/MSaXZSrotuGuUUQXiNWfGehqyUtp6Tlsmr2G6pK2MJ6gTBSszwQCaOxtaQcQvkf7bdABa8TGTOhJ6ivrbh/ax4hhRJWVPmuwpfA1MmyjbuEuZ6xrFhK5wrQorRjrgZYD8zwpe69k/37VNZ6ciKUobvpey7sjA6aaTsQx3bBWMZrFVrnvTXTMDfA7gpPPg96NEJNf6Q885xtJzK7Q39WKp575Dj//v377ZGVtUdN+V3QMrFDQ+dCqndqapKDXUC2V59LPQ24sRyji8Pq1ofU/6sWfaevny703b9PJa44HsW6HLZT3gj23DYnusOqB+o4zHa4l6n6hH7b7bCCHNVZsZdw/f2T0moDRlLhp3TkHSbAYUIJmfahSGxE91PzOPDuPBP0ArhINRbjhRBnyHjnJWkTFK8YwgA6eOhOJxlYc38YVKaQDad3IGTVEcfmpUp5A6AJ/M6aKT4bD/royHlTWqLd7izZgqv9wo4CPJKeX7BlHQz7GsO2pWOSjKIf+dPr9R+2udFCuPV/dZZD7OkXtaBVtUdwN64+Byx/2ncXV36db9qyiJlWvnWQrfs6wUdHCUo2oDUidKIRjqb4qOT1DpYR2cHezdU1QYHdilUNF1auA8B7q+tNEYEBJjo3n3hodK8qHiFRfGkNbc0Rw0n5bhOPrQM7h0Zb+wfBFe+tfyAjUfPP+pthDuTenu6cw0qSP76j/lLBGC2jOCf5g0qvvncpfa6UPXSfI9gRLyuqp7PjsIhZxiU+rIA0S0OcRepYc09xfxFRYcOV1KbmqKsQakqb1reMSuQzlvYMtzGiYk4zGOTAda4yUfE+0km7ooEdFR0xXpUmfk1xFHehwWNnaEmmGgOjKyfaOZ8oJmTAaYGTImfFGpb5VJ6mxMCFtb+qwwr9KsKeuO0iM2QjU6Lhooib7F+FnXLRq+poCnt4dKXWm8ozDPYzfFKDYUP2X4oR7vaCP+eC7SuJyINjUGc84YF9j71yK/7xnj1qdwTOcApY9eRBsb1lU0ZfT0X5uljqx8CmdlmMmGkDeIzigFQ5+pau1Kr+Ng1tipd1iuXTmIoe2/AvChmecnAXzncwPnsHzzFy0sCRYLpCzwXql4uq3DSoRAyDBALrtOiPC9n3wQV3aWYl4xShzdbokUAfdNAoZhjoNJG8P1LdMuv896kvJ8GKHU8mEWOa6lq+uUbS48/TQv9K2JdNKEuSpqxIOnubQ3118s2jtFNvEwVgYP1sAASuGgiE2ESvWXCD4pNiyjYOTO1LjU5tlo+TP7vBfFNcsc9eagIbi1nS8eO4Hjpy8jhICnzmzjtntPmSZpnuB7HrKQPgS67Hcy4zCU3zNoNAD31laOSMNNmGbMWKLaAsaAZSGgH5TxU52p9tApjzjLWA2hvTvAYzYJdqXYjsZA2uopVL161xtcZXssZ6GVTIogwFx/MoX1BcOmvRmRypwdGbdMqVKCeO+btuTuwdRpx6Cppd2Z9tb+oArD2yiAyBNxneJRwWeVVNaQZt5pPE2tN3Z3Pvhr36utPG+EByjF2FxE0qZREmXPm0lr3w+ejkTDVshlazS0KUC4NG0G/UDPw4ziYJaeU+rIdaQ3ZiW8anrekFh5HvM8GoXEbL81wlBgrkbwzRwH1ndR4bTT9fl7zqm6wUN6aw6X4iOVgtDiAyOZupOqcat+ZJwEXDjWFX8vxSiwd95iXjMxMpVVjNUAxXwLKxObiLap/Qy0tq8mdWQvXc+ic0cbe1IZQ1Rr0A5YEL/IyiqgnzpSOd0QzpPfbQojvU6xSSF1ID6ZFYyRxuoWA49Za95b1ugQCD8Nxigk0TdR8cA6iqLnjPFcyrpodOF3ynoiKn5S1fVYQXtkG+MhrZvaZ7Ey4c562lSCMeqzYos9E++47j6cOnu1M+rnXs7c/GmsrlzZuL6l2+69OrF9ZtdBK+1p6hUepReYDxH8zJMVHFw3GN5Fj0TBxkZ1b6z67sK0WZQMY88IjSdFsc7wUBGOg16MVBAAACAASURBVJMxrIVgvg/N2IYQ8J5PPoDjpy9TJJHvlGWjR+b2JJewoFS9vPcBfX9bofVtScbpRZXZaGwt26rnNX1l2VnLMH7qyIy/6SwGE/mldC1s5CTD4snrPrZ2ftjXUMpg7mhrDc5Mg7gpzZNx1KUXwVQmocOf95yn0DFIszNygbUT5cJZXdjpjCMruc/GgYPgTsdrMN/LQPI+i9LQDLvsz4XOSGPwktoj8zw/l4LXC8zGCE0R+UkfVHGCxY3Cn5V32WCYDwivhQ5W1Fmb6ljSmG0abOZrXB4nNURroc/1JikM9dg0gYuoKjSbFUVHSdZubGrCjSLarGBtzky519CmJY2EBybns8O/2XMs52CiZvVnpiPye4UpDcf0s+m8V2YOZVIcnq3AmiP09VUJ/WhHJtXVaGvPijXyHYDnPSwblYMY2sY19f8mgM05wsPy72FJiOHhN74JWYuBqmSbE/4ske+0npHMv73uvvKbpI0oRGoizxbTlu+FnAWEjPwrjBaxhkq8Y1SEr7ZlXp1TGMFGi7RMRxk3oBAtE+hrVbqKU5rbJI9oTwurqKnCT/bgIViZAC6GoaQNSp5bU0NEenCq1JF6gZXXUn0WtYCCyqwkmud4QRowAgLed+ODOHPuKlWz6dps+iPtVLVRiTNrkSGpH9PeHULA546ewCNPXkAIwNdOXsKNtz+h3yKGQmWyI4Y7BH3PS52Tum6P/tHbqG9IZf/CapbZXe2K7I3YbiZuplEmoDJB0Gkz7NnwGAvZQ8qrKBoPfLsHTPqZdQxuPStaiHvD+++iNohhgq/IEmHW4gq/b2ukoVbynUDFm4rxXFdQsp7ArVBSnwVTj2Gt4Mylx3nkLW+tyoNI6SM6eKl+7Oyd3sXKM2cyMMA0MbaVTdJgygKoKDZu33vfwsxSgXzv7RP2VASafd/gtKCZeWvsseu9c+Iknvzgh2m+K97onoVG2HRgj2vSBke7Lt5YxGM0mt89gwYJPPbZ3Lp2n0UlLG5atCMP9PCUAEVGOe882JdnS10rnYaRhNpnU0LhpAgmDeqHv3jGvuVC3aw1V54xvDcKrzXtRfRZtLr/fTDWlaIQmcWXvX1m69a9opUwFXezY4x2nuEog6FRiOg7abRhXaWO5Cg2FdG2ICUt8VVOBJtdnyGAUnrB8E46nZyriIfGeTZyJH3UDFlYLCrOM+zjuqKUL2ui9YWv1LByWyA4TCqy/HGKKZ1nc9zX8SIB/bSLz6Gsw9EqJaP9rqv6bc84NrnpMgGo6LYYG+OCJZ9TjEohawsbeIGaTeXrVY6/9/1YXrq0vmIuojTk0otC0LJXX1ZTPHMjBwXppC5c5h8Vb+2hs+auyYoP2XlPd0lKRdTzbfl6DihT+lh7XmIE1D2S+QX+bnjOPEFORBvRa/eOtvRfDJxFxqL9Vvh/O56hptGdK4x7G9lG3d8270TAKXR1dg7mSWykYKWZtX/u3o8slDVV8sQQtLI86rllWiPr8Ogfvb3UefgP39wZWEtzJWNOgqU9B9U5wMiOJPfq1JHUhplna0CkxhTbqUDu8Akc8V1gpTktTcdodC9t6mhrqGp48bnvjgxNyACek21x/PTkL6Dw6UnMDuZdlHG4OKpT1HN2xoDeRzFOirdpZX9zjYTaU2kh7R32zK/zq4wDRM6xeEJeZBSsu6c5znRSyZO0TmuLaZv3vCwZ98uO8zVtaT/9am3H0iiKGLbPVAYbMrrRWVJBGxvoXprIdmPAlf1ro+jr74QJO3zigZyZuA3Zbz05ZgjtHnLJc/Q/Q4+LM3Uqo/BhuWblIIa2owD+V+9BSBrJfw7g9msB1GH55i0hAKdvuFG+GYLQe0dz6V74PvP7Xzh6onwGgkIkq7H18ANanCaEO/JDK7BFA5NgKaluIj68fnrF0kc9BbbNqmjYxOutq3jeFKD2YYXDMNAt86Y/J9jTb5IKB9DeWpKy7FmljrTePXyhL6eUIS/sSEyY53HIAh5Pz+WrS5y9WC8ntgxFe0+S7z2yNhrEMr0KMg2TEPCtISkEQgg4sjVgbzmauloI4ig2TymnlXt1nCevu74VMGeYhrX7kOeiU9Wuh0rNFq0nW+vNxM0W5tZylQZWe4aaNDhGEVTGwl8BvPJtt5TmhyHgxDNXMthOOswufmx/a6pGEdjqcGwbkec50jueEjqfH20MWK84E8NnTZNRI0bsvZS2nPrYx9t6nb21ieCV6h0MP7Nirtm+eQ7ruGY7LvWVZ7ddaLNZLW7wBGL/zjoDa0PvTIQbtGJd9if3ZSMQlxcv4tyttyUwBkPbe4UJW+OtaISDThPRVncmvgiFSigRXOCvVDq/umdFhzv4u2mn0KHNiL/MfX1f47favTmvMLivvOzwKj6g5WxF+97m4LvFvi4QzBnW3aXJi+2/JjDn93tIs0F+cI2gRak7w5f2nJ82Kt3Uae2aMUyNMZEiqficM+isMFTZAgytZ8WdpyhV/CUrbjsRbawUVUpHq7xy7uVYBGDM7du0XTrKi1MsaaNbIN7SpgS0CiHhA/XdLAfgk1k5vC51JLyoAfoY9Fyzkk15L9s1MUqamL8rZeezjGibe2ddqmSZaz4vPccKF6+avWjpvk6LV/dSHCeKaKMNoeDm+esbAAFt1AXaSKNnM69cmvcDNjOKdvhb784p7TyTX4dVKrIs6TCLCkAofBVkHJaH9tox+EQ5OxbYotr/rFT0QImQ7ZHhCVpusalWVQSowKF4qJgjXHi/9Q297VjyTxnYaYwFpmj22ydueTzVidop0yqre0XfidniVCX/dviAOE16Tmhtma/m81yqEB9peXClmKf9VXB5qAYDG7mi5prpSyd15OlPfLI3QwghqjM7LAaCResMFsGkL25EwlDfU3xlpUHaIXOerudv+iUrS+aNbx1jrBFdpYVtZPdKP+SoqrVqMtRrBrtNHVlpEuNmrbdSA+5er6DkOzMVNsNAxWXrKTWffet0oaPSZI/JdwOj7YzWR9ZbRRxF7VSjxpLriGOAwsNmf7FjUXMPG6ddtGlfZ6K72qJpJONYq/NgvYrNGtQ4aK2jkewZwdAYOSSwrGxx1KbFLmes+Dg1ZaPbGGd5zbXRlGt1eLYNOv/pY88g3+505Xxi+SR6reCkydaxPP8B5vKwbFQOYmh7A4D/LYTwawC+Q94PIfwdAO8H8AMAfv8aw3dYvpmKy69X5NbXaNAjB3mxEO4hiZSeMP0+TunzcjUZBbBGX4oPZUYkZmrYuBVnxMiSy5xlIAHbEB1tAGGBqI0mAH2v4d3cQadcU2TKSLpGqlU4DcElYhajSTVBc8H5x0tE29RJd2EEbkRfUaK9XmtEW4zRXCKtlSRedIqdPmaIpNgc9dOkhXT7vNt48xzw1liYxxIBkj1GA4DFYsByNSGEzHSP7XhIrgGfS/ld39EWSB9lDYiAZUR9psOsjzfukDyYZpU45jyoswGtBJLv+mXbFkWnyu/mvgNHAmgE73URIGEI2F/VOo1yvVEidNY8kMARZ+4HM+Nmhl6lvZL9noHoGXVbB4gqeDddez/GekeAvL+Ro33QisO5CCPpxzVoexclo7MPDdylDdLulHkva7J2ILjw+29sD19XwIvAQit8GsHdeonTyPTyx+acBPNDWl7CyYENb1lIZ0F/a4G4WpWxrSdDYjjMbwTg3l/6VeyfP+/uu7l1aWm3ritLbZ/ZyHHVD52B+pDvn4B6FkLAtL/f7kc5XxsKXhUH8ff2bL30tZ+u+64FR49nhn/SlfP4ohhCov59wxIjVKQH81LpBxmT/lnD0v4uhoPeOBROsoewp/wKAS+76aI/kBmc1sWzm6xzbPGn7rdzfkTJonieijOY12W6MBilSLn/loxrVplrU0J7qSNBCk8vnVffgWlNRMUwqIg2NqDJONm5zIvMUc4DMTaptqBJf9lblbYcjE9mmr/2/tnYGnS4Nt+HqV4ze8vNtmBTR5q9NBdJ2SvLi5dw98//Qvc5K6R6xePDvFfs8Uw/6vlsjHQckWBSRyoFUxPRZqIc0UZ2LldVJrM8fMq8Uev+8G/c5A++U6alvt/tzh//SV3B8DpToa+mFPmDeBKgwSGWvegp6KyTTcXfNFcN71wEhdQvKQ9dZG73Ia0hj0PBqfgYwx/Qzxb36c/0UsyKaX0hlWZEY2zucWsj3EL73RxggVuU5iL/ehGULBen5uZTR9a515Gd6swY+XeWn+L0jIEMCTBns5Da6jwH3lNUtZeyuES08X4g2q0MhDIOh770Cp+xMAQsENWZZWeTJnXkQsNp5VxmFTUNogdGxnWvUeDzZ/qx/I6sq586su3WyoRi8Ey4jvaVOf+NA58aOEd40bsR2mg1F13U4YkDCEcZI0agY6boh8FFttiovvais0BG6MmJxB9UW/ZcMbMego046jlUc9RtxQeDwRO1DRpLhxY2uqwD8C9p6FHtmwi9r4dmyipPyedE7SXal7WdeTrMldX9bbRnng0fA1gagmKI/uHX3FjGxXhNfXZ1MI5sesB5V+cfQpO8vnS2rdp/HYsX5W2daqyuyY3GPSzXrGxsaIsxvhfAqwH8AoD7888fB3AfgH8C4FdjjNdfcwgPyzdk2T3TpgECYDiTmq6s5+mj3kkvwlLUyri2tLN0JcRrSsaGF/7S9Yo2e54AQfUdO5/b4nmaE/VClrIRQsB49SpWV3cAAOcu7eLHf/vmDLuTOpKVK2ZO2NDzdUGWXUIINTSVps9jkmhqxINnMO8DWvhYDAOmGBsvv/KSgnMmD73yetXCY+PJTN4l+mJwv3jTbb1fPYJ8UINn2qcDHHpfIeFJRjobQ2aKQibDVrBr7mUrfLK+8FbXEeHE7jdHuLCclvxzBPhmPIhNm7rMC6A6DY4RaOFFj0h3VrjQ3NlsLvSZi96luZbZ7MMVMIceTRRLGYDq0fwvFRshRV1mPWcg8Pahzyur5yo3Pb3TS4+p27LGmR7dsHihs3cOyKiHELC9s8TV3WU71ACcv7xb4ZozTGR6Mz51QiNG6ynqMfBmnzWEwtl3VmnODHn5gcGDNoLW6J5Y3w9mNy22kgKkSGQbzK20STh32tszlTbbE87Opm7IyaO8146BK8Q4WT0JVPSTs3eOv/u9uHDX0Qb+MBMl4RWGy6a/lfLYyZpSrH9uZA+ZPdLtmPkXVs5gFp/ZcvuDF/GXtzytGyYoLNr3eBY/IMgZT2lrho9sftO4+8xVX1nXNQZE7eBgy0Z03dl8y0uXIMqaWQcCM3FK0ZKlOjYiN+kiy+dBeyWrNW6zPzDfEIYF4uSliyQDnIpoI37MpG6yyiwMAwZSiFoFqPbirXwjGxqZ35piGitPqSXxiAJ7pArYvKi0YOtf5v3TsLGd9VeyTIzq7p36rr4rrlVGBxw4DWycsHvqZPfxXBQYw20dgjzjXINz06/6x8TQlq+Kx+R9ljZHGYNFMtYeEmNUEZ8A8C9++ePls00dacvJZ+rtGRe399amlfzyj/w4Vtv1nZ0nn1LPrZHh9h/8N7PtWZbB8pFKIaqUqpofUGnouI1m7M5ciDZ8DcFLWSCqEVOnb2P5vbajZfZOHeh1VXKnOVcxxuS8pKJH2yjH5s6cYQHw2iaPBRqckzqS5QUAp89dbeQThovRYTKqwC+Dxrel36nFqTXazSG4tfOcQrdNy8Z6Eua5WNdSjh7s3qtyp3v3GclMKi2cmftuxLRTVtvb+PKP/Dj9EhBiVGk42dkkmvOdzgtHVfM0Ma3hSGqjNOeX7F1/tTGaRBie0+dpkpFMO2qq9H0VhELzZV8lR8oqi1mj6BxvU4xpNt1qeajh3ciAwoWEQqszSSxTLJ8ZRzX3ZJmiHD3M2WhTD+vMSAb4Gf6uPVe9o8ZzLGvHRjnudqJ5aFnZoHRXOu2rk1lnrjDxjWkXMY61OiAlHxAv06Ycr0DbKOsMaCdcTMbDEXoknxxkbDRElSEkJmP7uUtJ7gzQsiLbod2ji3mRanOgiDe20Z4zglLL8wpcOhK87p/Yvk/vrLue57AcvBwkog0xxl8E8PcBvB7A9QBuQIp0+wcxxldee/AOyzdq+fJLfrT90UpQIf8Wk/FgXlCjh8E+q4I2Mz6AIJ2ocFgIlCKnSy9j8RSPmppQu14RJRBHjKR3Lhy7Oz0jYvrUhz+KEx/9i/L23v6oWpHXvdRRPP4yvuypNMt0eFqtNaWn0LbePeoeDLvcJORVD56oCIB85vzjkr7QMl25IdW/vtRWw6bGYBlbYvpsaPUs00l1AG3AsvBaQ6FrONykyLmxRSRMe6aYf9dbsoE/fa5ruGAF9aAFpUhzqaNhWuGiFwYf7ETbodJB6DG3c9tZcEMvynIyAoZI8io6FcJ803fz3DJ9wSiCvGKFNsvgsJHWGt7V+IzCtqcctuk/zNP6EwuJM4prlcZBYCS4bPO1nmBIeafi1DXHTBa09tt7yWpkvOIpM9f0HwC8/6YH8cnbnmiZWgD/+pU3VCPUurEUjUUVvpXHq5HQotew+d5X0Ovf7JlpItyiPuMZRVZBwzwXWOr3DSYgA3Hx7rvLKwDc+xw3mcq7H36mNDvXJZDqpjE5Z4XpQgYs0W4Bsr+fAGDa33c63WRDlBeyrqFTn2kMHKG16Xq9ATvVNU4cam/NjNsp0xSxoqjpRq4GtGE9tnVAhqL98xdw9YnjBJc3AIMnadyaT9Evv+C7v9sdw+w+Qt+4sPEsOUjitn/5okrHOy01KZcMjlCpvQq9hja0CX0ffAMcAJUS2tYFoO9oa5SfbUpJppmNE5SZh7BIqSP1fVJUnYwEYoST1LCs5KzNx06aP9UoMCzQiwhZVwIjyF72hQLZTOQ5su6ss7dUFLUTDaN42dhGgLpG/zX4Ic3FvLpgHY5p7srtNUeKIwWe4iHaVH3uPqNMBCrSrbRjDS+tYvDqbo0is85zcyn9fvOdd+C+r51Vv+1fuIidp07U/larhl4oh8qtBSaKqFttb7t9MXw6E4NGrJam815SLLvFnV6JHdrDRialgDf1vCgxVnaTYtlGcBT4nc9SR86AyqQCc64KY0NnfmHubEPnDClDg448bKLkUMcga/TOj92Pnb1VwQONQTFsts96xqZoMrMEO87OASxGiDVp2VgMLRFtdFDVNejQtJkNvsUJLJA8wXKHk5aTnTrWKdvHnXpvOkLAAJM6kubWGkXYwGnXREcZ1XeETa9f7Bz0+PNKG63ewo4xhKB0JGUcTC+HejbqHWBVPoyQdMrt+bH3sSpIC3waP1x+6GEUmV72xWxEG0ob+mcd+RzMM3YCVvRkjg+G5occgsIDVMadInNKmTFSe5HsbJBV4yR5WVhBJVNGbbxVKaODPtcFV0/R8IcHkTsAgPiWqHWJU9ROKHwvm3XK5NKkt4bea9KWd45ThB5HSFYcYZ1QDjBElVqY5znBhrp/iUfv6QF763sgkGjhY95/rhw8TcVAzLiH94wn5kQiv1PUuiUNx4FY3sOyYTmQoQ0AYoxfiTH+dIzx/4gx/u8xxp+MMd7x9QDusHwTFua7W2tG96UzN38qe8u3T8VgEQmbcDoZ7Q3CgkifAEVURuXMjTdpoWKGcDGSVmMKAfe+4lfq65mxDMNA6bZ0O0rgYuRnuo8xMYQy7qa+HVsHm168517snjrVH5gZ99Of/bw8TH0XhUcFk9dY5XTO/Bd7iDKPshgCpkxohpyeRa9dB0y+n8IxhnhzUIg5eyNLRNsahYgtvGauYW1NhFuvXLz7Huw9c7bA9swXv+T1nhSlUrIkpFOLhSIU9QorebiuTh2pdErt/jTChZrAnhTSA0Y40E6x+wyo1WskDtftw1oYS1FQcYMziiY3vcmaTdNEGAUDSFM6gnZAMVYB6KvEeR/TuIvSs8xzmi85I325UAuNWvDmulG9xmlzbEqTTQwC9v4v32NSIJppx8Fp6wwXCMA4xpzW1hcehAzNjoRxcNDj6e/1WBFn7bQcxJgm1H2/Rfl23ICNcFMKx6jXR/CiK4zHzSO4Qgh46PVvQDHyAIjj6K7N3LqEEHDdF76WIwiiu/RBBPsAvPxNX+jMk/0tfb/3Fb9Szsn5O76C/XPnu3Q0rlql10HuaJP6pXbUis80FhIMN9rnG3Qq+4ecgZ7+9GdS6qXZfen3qVIuBhFI63fWAXjnjmfs4tGjePIDH2z2odNxeasf7boZ3S34yX04F+3Wxzy7p07h0v1fLWekj9PXeb7XM28jDnR6n/RFGdeIjnMaSZuKyvJbTepFMqipiLaB79Dhe4GIplrezCizSurIbKz17mjjiLatBWc9IDxMygjlBFbmx0ytStmzAX/CbSll0fy7abgmQpCqa0OHgVHGBDQRbZWWm2gbSzMOGtE2FwGDmXNCcNnz0otoExBNA7Pyor5/qu6zOE1pTcvvRsEXjHMc/FR+UmxEGxtv7d7aWgSsVvq3C3feiePve3/5PjzveZj2awR3WCyUPDhsbc1G7HjFspGt0bLdc5zOUH7XRu7e2ncIbYx6z3j7xypKybjDfHqko6SiIXhqzRnh6CmWpRuaEHX0VsFDXCdHGDSw8jxao2GawGZagHx9Rd6Se8ux4IFJyK+Mk6cqtMrq2ncnfaKRWTgC2TsL9KKeE9tk4VtR5iChlJpNJ8YIGx3BY2BaIrgh4c+6TiWizsytoimDr5Au8NqoPgCLoJ2AlNEvOob0ks7Upi+uehceK+OIlCKZZfJ2XwB6j+eK9aPdj7HOIe8Ji4vKMYkRi0DGtRzFriKUzNZaJ4vp+7QT8Md+5ucTaL1oHDXefmYedUSJmSpGBEPvCgxzpLrQ2/x1moDe/hecoIz+prG+hz6+83/8H2YAqUXj2/SZHSXUFE4zqFRPmMZVPUfZHvRt44aHMhkQ+HM5Q/MOWm5EW88gK7RcRbrmzxvoWLxS9JQGXdfP5j7DAuIMv78pm7gRvBHpTlAnYtTpTBn8YWRD9V5p3mG9Q9PWYbl2ZWNDWwjhdSGEv/f1BOawfLMXYwhgVcrM6Q4h4OLRY5iWS1e5JQqBCO01pp7nz40grkJujRCW/z7x795TfhEFcZfQhoqwGq4A8jU/C6ERrHjM9vufXn8/fa9jS/Na+30WtAcAcOmee3H5gYf8hyHgwtFjuPzAg+WnB1/7uzIgHH/fB3BkAP76txxRCoKWH9CMBTOY7KmzWAz67pBJCyLdErSyoysgstIHOnWkYjYyEerd01K7bZmjRjnUKIs2J2qX7r2vzH0IAac+9nFfuFJGiJxCKPNa0Zm/y1f38eHPPGKa4DsNoJRyxZtMKYKiFeWhVr67BugeI3o5VZznbbsl8/0mTUnQz5uzhoYhahjQqAU4N8pgxtsq9at/0AoSL6rSa0fSjBWwlMDK8DaNhIAn3vM+GQAULu4pJhTARlBy5k3GykIfw8s4QcluTSN+Wp45+FSqBG8Pdt71DBeCe0N+Tylu0PK/QxcuDwyqmzR/Ptyytnaf8eJ3BJZoxtU07ew/baDW6QuFOb/jPuOYQeN48gMfXD94ZRWg3824val85sIObr7juIJ9tZoUXXdBo2fBodFWkWQVvOduvQ1XHn9c1yWYrWI00bi5zd3CaVCDet02M7vVZE9s2Lmk84n5vac+9BGMu7t5z/vv7C0n3HzX2eZ3tU2b75aHk1pURy2NKISEiPVwUn8ybIaBTYrHwvGzLl/QoVWX7r0Pp2+4MdfxUyd1ecfSr9lLNGbmYznVlU0dabMFyO82ok3hNBvRphQ65KikjG5+hoGGDhteKAyLnDrSV3IyfZym6mnNuIBxXkSqow2JlixEZSSUs7+xMofvaIvzEW1iMK74VZcQQEpnAyPNYRPpEk1KrvJdK22afbeGEWVP6uaZzFMvBALCh+l0cTYSn+v6vxLeNmnHmlRfSsE0lzrS3h8TsVgMXTvkNMWiXEcekxiDx8nc37YYsLLGloU2nNmItWAMa2Gx1ciHc/vRRrTZYlMQRtp/rIhWSml0toclVAVo4WHW7DHX0OZEtEGnweMzzXJwceCCGNqkW30PsIJK6COdFze937BwYCU6b1OfOW14hpjlakpwTy2/10S09QxtJj1vGVqLwE06vM4+EeOUy0fWOQ+oxvWS/Yf4RPs6y2FuFFmgKEB24jDRq0xTUgabviE6TqPGW9OERQgqdSTfyWijhdq75Kht3qOTQTm1kqIhXeNAZN1YhyfgEpyIthAwCn6Fs38ip46sPHxNWaia70a0ieznXsMh/ZIc4OOrqOglbxZLc9VdjYM27hSeuIOKuCh6Y+R3BVnUhjZFQzB/dBCBF/xHbYYEF38G2u5ZXaCNJlHpM1VEm/am0msxLGj+DsC/SAMqsrI+mWLE1kLrgJh3VPogIwuPDIMDjsrkosAxRn92ZlqjY+E27AiHIeBPP3Zfeazv++1LS929vG7zbQBjdUKL/TvarIMazFnvTHOiiXUvaV2A5Ymf62AOiy0HiWj7KQB3hhDuCiH8VAjhO79eQB2Wb66y/dBDOH1jviRaKdNQlCfpbM8rLapgFfDwH765PE66l6CaH6eoGZ+hEmvPBtBckFkQDiGwIeDh338DGs7CFqOEbRAmC0PEVPBF24nR0YTrptuPF1iljjBM0t7oCTgOfD1kGra2uq9duve+5I2t2kpwPPFn78Z3vCDgv/u+v0G9RzPXTKTT+BIzkX5jw5P1tJb84htFtG2Yh16BqRQsNeWGEGWPB/idd32Zxlbbql3Ye0WMUeeARC2uVkrqbQQMmZ9Y9weoT9ln4zgVeLd3lrjuC4+qZrSSh41uJqKNPF7t/SkwfbrjaTVdTalGI31wd/ZWeMP770rt5LMr3wW+33nXl1EMpSRHc4+WmeTfdUSbTsPSnGli+uTddSlN7NrzOllBlYVaDWirk+0ximxUkHU5/u73amGwnLFIe60n4OtnXRjNWKtNLwvlVKe7X6ap5J7vXZrOxa6rd86U0argWr/7991YjdzI4DdbgFzGVESSm5juXgAAIABJREFUV3jvmzQ5fUNAFvh6QmlWEl294Ubgsk4xZY+aFcTtGld9U52Xheor7devPn5etVHTWoQUCd4be/6vDVUddjQTbWucOXn2Cj552+P5TGfFVVHOzHctI262jxGqjZVYw2vWqY/LU5sHEngD8HvvvrPbNoG01hgwF9nldlz4C4kwzOnXOtrnveWEz99zXv3WdCk4KdTvAUa/aadP4bGKl7p3lEbzjIFoFt4dim4O4sDl4Zd+RNvcXIetLUyrJaohxhfcexGhYgDV0fd1MKyQ4RQx+l629v5boI0w8iPajMLTiVxTaSQXNYqC0/i5EW3Giz/dpcM8hq7OioOtxZCdsbRHOLPgPNY0c6bPySrYsAYf6xL4jM9q41D4XhXRRs8b5VQFUY3JRrqmlwe179sorj5NlzLu7OCRN/8RAUyRYXYscY2TDFDoRY2ITvvw995zp46SRGe67XQ6UXs19Tuni+Q0kq1y1eLOtE9mItqid3dWgmM1TtgyKahcgybzaouFMbxpw1rYMo6Ya9Jl2bT30mV93UZG5/eivitM7au5/e/xVaI0jfV5jFNLw+zdW8pQrfc5y+/q92J0q7YtSxPdMyIlTk2auGQMqXAVfp7bYAeC1EmT0aLlD9J/1k0sV2PhsxjH2cjJ2dSRjLMUTp1PHTkX0cYpdPML5ZGso2LdQqZNdM6tQYDppcp8k+sxX6/mr9knnKbYpvmEPs/jlIykZUrGJsJmGPiONj2uxUDGq2gjd7RRRH0eyheNj3u8GMsr0c6t/04jP7JR0Oi/2PipjW410k3d0Th7ZtDKwqwA4XXsjtfIXywfoqLIyqPHRmZh5451fLC8WzN0mEnmMonjdZ1LozToywFr6D6XgXhLmQsZR+pX4+eeU6ea4zjpCLADRrQ1Y9OPlFGa0y82+qAmKpT5rta52XVugPC7CxoP0b81ck9/jAmmP//Uw6UPa4T6y88/ioeOa5mmF7Uf46Yrjs0EUxhnqaYJ3YY1zmr66PXV1wU0V6kclmtSDmJo+34AvwHg2wG8DsCTIYS/CCH8sxDC874u0B2Wb8xikN/OydO4cNfRTIPIaycrRWKsn/0i3OcIqXT6E58sT6cYa/COIAxGUoQ8pikqJdXMIBKBV4RuwO6p030MFuRP5lxAXp7UjnAP1hA3Gm/Jd13/VTx+8pJLmAJCYSyEl5O5YGLdLb3nvZ9ZcJ1pi5kdFoQAzaQClfFjBqJEtLFiKCSjGyuRusPifNUzzJR6Fk2qANJmCBH2hJzP3Plk8xsrRyzDYYX0dd6nDcziQdlZCzlfscOIpH2S5lLWZWsYsFq1dwnIMrEHrBLEjXeyDcEIfMjmFNDryDorhaid/eWILx47UbtAwCdueVy9+pk7nyxnZ0Ve9ZZHdlOv2fU2DHTjfTpoJVs3nYu8r4ejvnueq3O6clYGl5R+uY2vvf1PcOn+r2bwWclj5t5IzUoAcuXCNH7lVb4JD4mq0C1TSF11lQnZ0NYoPXrMdsa/LgC1VS0A5/dCQKP8ozdyk7FZQ8XgBuBNf34MFy7v2SacRg0cMwIuhoCLb3hT/c0oHEMIWD70MLC3q19thEO054CFJRgBKePpn/mDz+WvsSpXpA3WAlthYJr8dVK0QwHsDL4tdvkkqgUAXvHmL7r1lQIiBLzxA0dx9uIOwdSHsY/LZmAtSq3NhEKB67YcLSgRw7/29lsxjlMzNfaI6uftOZ3rWBux88/jqLUfDry22OoBmm2yz/m47u5PeOv1x/M7eT+qveV3GvP56OKGEHDs515GEKwpcUYvJkY4enjvo2fxzuwl22td3X2DMLMlNleQaJ5HK2eEX2ruZRuJjnci2ixZZ+cnAN172QJFe/Qj2kyEVNr0akyLEMHRBDYCjnnq5Gmd6vrKqRTRZvQZBgfaSI5+ZIdbhtC9H9gW4Q2pK1W6qXcNf8l3psiP1mBhFdViJODfdk+dwoOve335Pi2XeOYLNT25d/dMeQZshBct+xEC8NTT21guTQQwWr64jfaxEW1BpY4kgajuM2dNLNhulCCV0RhAtijzxjimaDgpwkdXnIOGZqbUkJwqcoFJGdq21Pdhayul8u0U4Xd7paeMjlHLXJYXsOtx8a1/3N/jmYYoBwWv7lzqyBgVr1Xkd8YDxMLW8xQLCDyW2SNslbw2DWSanNlGrHHOM4iGkNKwTWPdQ0nmT/g7koxhxI01qSOHzn0+ETp15GYRbSmix1d8W5sDj22KxDfGdrpC4P1lI2CC5lNo0Zq7mGzE9GQcTqeJzr+OaItTiiAcOXWkiq7rR7RNMWJri5w1Yj0XE33WdFPTkLm7qBoBok5cU98rSiYHOW6CnWhs5CcbeHSXXZ5RaIx3l2mUyLx2Hd028rP9scpcjCOl6QR6VE4QTE9iftYVnaKJRpwmhI5jXxPRJs5dtUafFsbNsxQFiGNAhBgBGU425PJRbvRGii+CvgYlHIB/yUNT+zCXJHdE42xdjeX2jjYbTdnKiWYuenJ8jqQvuJXuwtyYN7O8BIwDPKDwcRiABx4/j+OnzX2onTMR6eyrHw9QGud06+ggxYtos7hH4RGniYaXpiZjKwccludeNja0xRgfjDH+QozxewD8zwD+DMA/BPA+AKdCCH8YQvjvvz5gHpZvuGIVaLH5OX+WB/ARLb0kd7R5OM16WSVcTt46hMQCYxW0H2u3RhEi+GsuUiUA495+9qQEvvKjP94qvgTQkI1twuSpiLb0/8ruUvUt40WgqLDIYeW1+WtaLPG1/1F1JXJ5uGXePEON8gqjteE0P4L41+guKpwEW9eQZfaByvtuBH27DQDxOKSxsfAndQzTZVNHGt3S+pKZpsDnoakDfPklP0qTL3ujKqBTipu5btrc4emzTiMp7U3RE+5bZq0pG69nixvGKXmxSzs9zaYwhy997aexs7dSApGA58EQWVjL7VgvvobZ5X2Xo6/mipx1uX+wpC/ovLdcjQ0DJHyxfeVFv/YJAMDumaexf/58gdHzZi4MmTwqw5pJnRUzo4uIp8/vtM9NsVNcugosODkHrbyQPY8FcH7Hf2H95up4+w0h4F+/8hO1JaqiIqMV7mOvsnoedvbatMClAXkhSbX0uTsJRdpyBakYAZmj6O8TKU36CKS5fMmrP1m7CgE/+MobSp1hAM6cu1qa52hEHpPn4PDk+z6As1+8pY4RnnKBnXD4jEZ+zZmVehZFmQAAdz30dKmjR4rmd6FZ9lyrve8hizUKkdXVnf4h7ZaWbgXCFQpwrDk3Ba71fSuHJ1GEAMloMhORtxqToaPpciPDoihUtFfpE6cNTsne+QJj35N1fqwp/bL/3LbJ59jtydDQ7atLPH7y8uyoaxcRTRpY3bGGM0aMe3v5PT7zAELAeDWdSx3RVT+rND+heulz+inr6W8jEhaLQdMfpfCskWtKSTXou04Ug27oK0BwL4acOjKWcfWyA0yxwqbGD41emvEBhi5FHRmV4VgXmS5F3Q88w5NI3+zRHqHr9yIKrCxjoyqLI0oZZ+JFxqs7qr0zN96EJ9793vJ93N3Dlcceqw1NOgJpTjEJo8TsVMEwBOztj3X8+aW9pc3M4KFSM6GGdrMRQUW0cXaKODMGgtPuEy4sowH6/KzGSeFBURhzun1LB9LVASaibdm/oy0cOTJvaFtDY5iHN2/qtGwDG0IMrwgkZ545eb0K3vU9u6jDALAMo5T32lDg8XkqpSQbEGJU06wiWZDWaX9JBieTJo4N1R5sbrHPHXo/hMRxjdOkeH8xuPOd3pzpJTU/o/zk1JFcbBYOc0bQpT9tVJ9ex/YVYTGqwcO5o21onSGAGqUbKHVkilaaXBzcRkwbh1NKcxsnkhuAlDpy0aZc1FFqRPNUWkltWNfRxTq1n6LBGxk+GL+tIR6d0r0vMq+J6FAWiwHCJqffpc9auvcvC3xdWgBgGBLfCzQypyo0F7ecXeDSFc8psUbaFnTSYZmSw2m/KAeKrHzp7n82rBvDUON0MicTOGWKEds7y6L7E5oToxyvFu9Zx4MuX2oidJNouanckWikhj99fslrbsx7x3e2tne0qRYMzUm725mzzt2FKlvCJsa1Nc+FF2GACj4ekyF+CKjO2QIievvLMa4eVAHLeKfsP98gb6Pye04p7jzL70qVVXUBU0zOQj0d1GF5duUgEW2lxBg/FWN8EYDvBvAvAdwG4CUAPncNYTss36jF5vMXYkvMdrLak6dPGLB35kxtYn8fe8+cldfTO51Lb4VBtfc2sK5ffh+naIhAJWpWkF8oRSLBvhoBBCwvXapKbGrv8Xf8KZ7+9GfSuAsDrJV3nuDA+f/V06hhq99bz7FpWneb2HyZE6YBOFFUmukIQ8BPvu7TGMcJwhEdP305t11hFTk50fWM5InGWwWQGCMOEgHmCnfOs5hTBRTBwngCLhyGLAnVvMflVdoxsd1TTN8PGtFWhCa1D4Fpbw97Z88C2fNqefFirhbKtlVC56SVmorpyM0LX6Q84Yn51gYYK3zpuZozdq5jSIJ4MJmqy9WEI1tZmEJs2AleLhnf/nJUOCLV66yB/T06wkUHds/Q4BVhbsaM19iryu63EALe8qG7myjKomwrP6R2dvbo0nMFS1T/avvkhSiRFoKjXYxSN1ZK39fHOoyRypmIFeeWvQnXiTY9Y4GZvdlnDBhKOeSuR3uuxWjDkWhsRAtUL/XBirX2s2XWu4A6nr5Niah0daToViU8VuPzaow48fR2fWbaQqi4WZboTDaaRqQL1PeXY/muFK8wERlAEvJyHe9MjTtXCyw7J0/peiRAyNquLl+uArsjMBQhgtAP47leUQ4Wroa4tmuVHspb0M6p0+etL/xX6dFBImPQjla+j46r+KyMFysd2KzjllebViNCAPafeSYbe3RZTa2hDcYA4HSjAtOMXqiZyvQ81PF4JUpEnvTh4wYPPw+hg3sCcOb81RZPRPYSr3Uj/IwCMaKexVI/YP/cOX8sJtpt+5FH8cBvv7ZKydRvCAH3/eqrythU6sgMho1MV/eukkMTKyCto9DCPGevdlYm8p1B6g4dPuMOfS3fpwlhawsDakQb3zcn7/PnrSEpQFXqPMOLNakj7T6YjMNVxrebGtoQOFrBesGbEmODP1vllPuaUqS40VfDgJ2nnqpjGgY8+Nrfxe7Jk6ntrAgdr1xV/an5GrWjEaL5TmXSKNItQj9+9W23VDDz3C9zRoUpRjz19LavZjZLFUIbQWTvoUuNTpVv4wMxAycr122x/DJHh46TiWhzI+PM2TWpIocjRzCtlvR8oQ1vR464d3oX+CMafp5LT4Eu8q6k6E/Rq/LM8NfFCa3DVwWJhqL3HJxr0zGyclFFrNKZVg5NhGdl3EVuCRVHpDvQaj833f4E/vKWE7VtVqonbbI+fDGqVHJusVFxbkRbgnc1Rq3YlX0SAeXIRfMlTrVcCq/jpE+sE6Qj2pQzqR3nBuNNZ9PhxULNUlFSExqdPa+J7i7TLOZ9hV+apnRPIUWthWHA7qlTGHd23DvaVLrY0US0jVOTApkdSJJziYaZnT22FkOR11hBHQlpKfofTXSU2Ys8sY59Y7bsnDihvjP95uNWefWaFahc2yFGLItfe0aoUqEXGZvw/N0///JK42d4MHaie+Lk5TIOJdJk+Zb3VtteGznVgsypJqd2/6tOdUQbbERb37N3rex/+uxVvOyNny9osjrMmDtmIxtv656ydj7dP0rmlzRoLb+Pu7tZVzTzPvFPIeOdp8/vpP0/VEOzdd6KNH8qos3yydDwf/Wxc21q3gJP4gX1+VnDj22ge+nd92sj1gHg0pV9nL+8221WgjqeczGysI8n2sUvOhXUfXI6O8T6qq3YwMs0dctmSTgsz7k8K0OblBjjDoCnAJwEsIuNyMNh+aYvDTIgYttRamMIeOLP3l2Q7YWjd+ORP3wzipc1kFJseIiGIoU4dWSA6CQ0Q8TMOYNgd+9iYYWSwvkjhIAzN96Mpz78UXcKktchi8T0MZLARwopdZl2+Rca40B+rYxdmpRxH0ShZwsLr+PuLi7dd7/pcGYdSRm7txzLXP/Yb90MQBPcmvYyEpHWHtjKc2aKyE54BxhL6/3Bz4ijSB7ZzEAPer9YJmC5mrC1RUIMeWNLscohm3efhUbEiHO337FmRAHMCYnwcfHue/DIm/5I7asyPqUsy4zTVMfnGdp47kNAIfjBeCT27mjjMzpndNrIIBVQhHY+oMrQxoINtS0Muxivl6upqdtlmfmMAg3T411Kq951ytXjx7F76lSpwikiAI27uAXeR8UTl0qQgch3f0CNYlNLVum3uvctcmw/iwJ/o1QDSkmGaqhCBb4nlAHIAneO6LTweYXwVG+tVH+RBFSDMlQ0Rah6boaA9SJJQEqfu4a2GEU61EJrT8Mqvcj5XlVD2/JrjyGKAYQUjCfO7uA3//QOgk8LFwvCzSJ0M3jNd7V/2qiLkqqoc67lDE37+7jrp346/2r2oHQG4OR11+Ppz3zGhY+Hqocdu1uImi6fec1cOBpWRuNvhNDi7VgqAJIys6OY6MHYRt2m7yW9joKhnqe2rbTHNu07hIBL99yb+aG818YRCAFPfuCDuHj0WPPO6ES09RbB4l79rP7upmKRcz+rZVjDa1Jfes0do3tMPOSb/vyYG5kaAnDbvafLdw6ysT3HGPEjv3kTsxxAGHD/r71ajzH/t4quOE1YXsgONDblIs9p514PG61SP1OUulFi2TNvDXHKCMWpI5XRraPMbe5oq5MWY8SwtYWAWBSiMeo0iVa5sFiI8tCPhBF+YC41JrLy+dwdX87K26icAdcVFQlj3bpNidB00+697h05xM/V6BEDRxiK4RWkJCwGmjInbJgamv3GkSCReEZvNJI9pFfsXmLedz/TsitXl/jp139W4R7VgEX49k4szyN+MsbddYbTiDbFKBXLwy+GoXtH22IYVIq6BGjuRL6a1JBh6wjicjnzfE3qyDVbtaeMFnpf2RIb0aYEGWHiOp0Qg1RDtNo1dVNHTqW6OsdelAc1GUGGQlhZU9uMVmPE3pKU6B4cllGwEV62hA0j2oJW5qbPaW+qiDb6DCRjUDedOd2DyYX1IglE2vviXNpJYziX+t4jqyG/J+c8LX807/lyQnHooDkr+oEYEbZ0dpCwWOD4u9+LC3cdVXSn8PrZ0fv8V+7MeEynjlwM0KkjQ6Vr06T3usXRR7a0EV7z/FWmZrnepo70IlWKLICNyQ2+8qM/ob6z4YPPLJ/tQtKmipOFbtosPj2RTmTEi0ePJdwUeZ+RjJL5xl7hNOUDgF98S031bnFP+hrpcwNV15Bb2yGUNSUew9/jUZ2p5t7LWRZ0/eINQ8DVvVU9M6i8l71jFs7+8gwltftJG/0DlO7iwlfuxNfe+vYZ6GqnMpfC38eo029bPRGnLeX5GUrUpF++8sCZFl8yL6wiWP00uQcpMSbZl7uqjg/13ngB4RO3PI6PfOaRmfbqeM9/5U4/ungdTOwcENHNiOTpMpRTCtLHF//6J5t3FbzdgNTYOKQdludenpWhLYTwX4QQXhVC+BqAmwC8EMDNAP75tQTusHyDlhiVMqAS1DZ6pJ5nUSAmoSKwQCJIZByL0sq2IcydpzhjD5BynxsqUrrxtse9IeTc6SiVi/GFlAstBSkAVMHU85qplrQyzikmJJd+NkpFlSQjlvDmKUtGkdoAHEWVHVznNyZie6dP45E3vUVXcyim9l5J//eXU2PEYOUW39MkCpSebkLycrMBbKOyRvKvXmcwnsya6HmMwnKshh4ZG6BD5G26I2vUUszwOOKrr/mt+fHkuuWdrKCIEbTHtDKClW0pm2ny5itCwdSeSTYsLgKlmeLfyXvU8/YvistN18B9HLUCiOpyRKHdZ0CNcuU1KIY2AH/xuUdLHyEA13/psaZv5ZHu4J3Z4tQ9+4Uv4Zkvkkc3GXNjlU+KXVHGzUwPe2J+9HOPZKZJp6DqzqllZolxT/Os66WfB1+hQsoHzpvvlkZnEXDDrY+XvcfL22slxAkYFo7E1OkyAkBITHqP8e20Yz3a+Jyywwbxt+oZYrsG0xRx3Re+phv19tScYjeicsjjqtDC3S98CavTZ7JQIsRtUntKYP3o5x4p32cNabBef62nvE1bpmietwfFW10ppGr/RSHMighRHMxorXnPF6XBXF31uSrtKkx0LuwaOeO6/1Wv0X0UJYG8m/b5mRtv7o7BFm2DII/LcWoNVNhEvp/Hw+X/EPDg634vtatSR5LyxJTVqO+Wld7mowor7pWu+XND5hkfzww45PmeLbLXqI2eksam5K7gJLry9o/eowYlzkO2rMZJ85NotxLvF4QBZ268Sdel/ehG70DTO1b4We9j+cxCtb0HiAV4oHWosCm86MIOdV+bqwQ2MkJKWSS4KyIstrCATh3JsOr7S6oCtNlTNC98j5szdQWmMzfehHFnp8gxG6deokjrTZyI7GOLZjyaOjHPGNsoPXt4eJ7LWrF1onQItcltJIh3Nwh3uQlrVMWhut/4e1rjjC+bPnQndl2aVHcMHMlh6+7OFRh6/IxNHclp6KYpYiCl/tYitI42mdcqcBv+ZDhyBJNKHXlE3+F2RKeWTE3SumH+HusQgNvuO4VTZ68ASKmtb7j1cSAr2D762Ueq0UroGK+HaOCFTwkBO1+6NY3/7DnsP/hQ5TPjBEXgg96XWCwAnh9zR5v3qj7fUfFcNjpHpsUaFyWjQml8qKnWxDDbnHkbsWbndVgfaZHOXcDEqSNHSdlp5EHDQ3p3tMnjrW/7a93UkUbjrdL4DludsyA4g+bswj5w6z0nu2Nj4xqvg3XU8I6V1EtzKIsWEs6J2QnWGtVR1wpEg+I4ltSR9/3qq5KMbO9oMw4j7GzCBg2BuTyb2qju0q75wnw3pyPupY5UvMcaubhXFKzQ52QIAZ+96ylcvrpURmg2wKm2QmuQv3Tf/bj6xBOFf3rqQx/BavtKc7aFT5v29/vAGtqq9UQ6kxTvp4UDV25ORbS2z6N61zUmy9krke0FSaizI7Jvr6xbO9FNiOyb6Lh8btctvaP5426wfEy6rHKPmdlvyXFjxhDUEPNEwyTdKPMbKSKv7qPe3G/iiBuGgLNfuqVkMavg6MjbnkPNQUqEL8sCNa1vGpbwKZu0mMqDv/v7WF6+3NSY9vdxelP5T+4v7jh2NDp0gn8T3CEOhP6zDR2nD8uBysaGthDC3wgh/FgI4RYA9wN4OYDzAP5fAH8rxviPYowf/DrBeVi+kUpmLkph4sjGDUk/QQo69rpMDEAESLnpFRa6OdesShEl3U7REHXg9e+9K8GgnmTBvJFGs8AaRLhjBgmVY2C4x1EjP1ZIUrTfSJckm+r+91AvIBYwRdHIpZk3DxEXrUXfy9VtrMMg7i9HxTSkLqrBSgQhCUcvhjQHtGFIlxcfNNXiOoaoVtNMF+fgrgyrHvdqZVJH5jKp6dDwtpeQ0sW3q5XOJe8UUU5WLp5TGwSwMRhk1K5Cp6QC0EqORsEeyCFq0GvmX2YNf3/bM2/LJsqo4h2r558j2pRGLZcyrliZKrm/KYSAP/rw3Qr2P/zAUdNAy1zP3tEG4NK99+Hsl27ZXFAihpqNyKIwBKoCWLxhmQF664eTkpeVCvK9KXmuH3vHuzDt77eCnUSLRDZ+yfq0jZc1z3up8dy2QzVAffHYyZw2p4/XVRElmdCNOe9iGi+nMSu/01jqJcty3n0FeGM/kj1ZjxtI56OEIiAp2t/2EVLKA1VhxcUuJoAr111fO2Fv0UiGtayUqIa4Sd1jKLhV9kwjbBilSIOLLQ3KuEQp+eg8e/u/KKFFQWIkxpo6jtqUcXXatLCuRzmWJnm1LC2UPe87JXifCzCi1BuGGh2+pkSnrSaiba5f09rGaSsNzySTk1JHEu+Tywtu/zKA5HRiI9oclGyK4Bji18q7nkPWVIwBVnlQK0HzmvPdawUEKT0A4K0fvjtvTz3vqgmHbpYmA/DWj9xdnqWzWJhUnzehlOshBJy87noaCytiAh57x5+mITc8hcY9cqZZePbuvwVaJSK/D2SnG54HThFpPiujWy89k0YoJeIiUupIoSsxAltNNIHsyVhgZ0MUzFm3hs7GMzyi8GDTarU5rRF4RDksjc05B0QddZNbKJ+6SmkyerBSmxvWEY+smGZaF6HouiF8TSSIbRfJSPOu6+8vrcyhIYkoBJIySxQ6ABva4Mo/brGRITaiqIxjLIrfFB2ztVZR10tPVmBUUWvmjjZ6dmRrUdJiFnjGUc3rsKUNbeGIjlhzU0vaiDb2hifblpSdvRXe88kH0vsh4OhDz+Ch4xcAALv7I975sfswxTSWf3fDA0kpvSDjgNnKMeqrIa586CNp/CdOYPeWW5VsoORhKyPYu7c4oo32Qms8D02TYmAscktgp1NDLvh7kf3KDzXkp8A6r/hMEztPY9P5Sdt2RXJ+vaMtKgUo00MZgy2PPHkRn73zSfytf/yPOpFp+kUVDRJjMjC6hjYoZT0AnNkd8KGZqI6y5rE6YcoZV3eDekYqoWFE10NgWrBQDsD1/ERlqGb6gWFI9xnu7TV3tP317/0e5bDIeNimS+a0/BGJn/aU0Bz11Oie8r6uEbUeYje81xruySs8Dj4nQKL5f/G5R3H63JVsNKkpYjkqSYqXxefisbtx4a5jeUyWRybQBa/v9yNvK+/v9I2WTRBqpY1wtttOWk5pl2mqs6+4NasPSulLq5G6P6zoH1Yq0yiO8jWTkxdZ2PAqhA97zhTlfkI2WDOfu9ham3rYINvi1Jzu77IOW6DP/ryws3a3DANO33Ajdp7MV2MQDBx5eKBU3r1iaLjiTcZWlhQ9a7c54jl7jr3T3h4e+5N3zDaiHf87ThBOWi92SpnWbz8Fb/ssKif6w3JtykEi2k4B+AMA/wmA1wH4ezHG/zbG+PoY49Pzrx6Wf6+Kq5CAW3wfAAAgAElEQVRCI8xJXUbuFbmQsNwYFpomlFGh/Jb/8/PREKzShgOa8hZlAiqCjYereBwCy8gRUoVlyNVDkXdTxJPbnKt4E0Un0zBJnXVwNi3Dar2PlYDieO1paadRCNqLwznibspWwmEhd7C1niZA9a6cYux6NDXjiH3DnVPbEDZN9BYOoV1yRBXvI/pshfIU1W+VYnlfjGNSAsyVMpiqYKoNOUxeljBtFA6nIrRzLgwdRx5yFFtV9OpUAYNSXCYvROnw2Xjn1XEFwhH10XI14sjWovRvI0Bl7jnl3DhOTsYqf49IDnfFXK+5o+3KY4/jwrG76zo4+5TT3rC3GjfH6bKKp5jfXIfp9r+HELA8f74jAJl9UwSgucusE1ALihT4+Jcew+33ndIwqs9ayRBCwJs/dAzbV2e8H4F8R1tWQg8Dvvqbr52tn5BRZczLHrQGCjs0Zz7HSRtZu9PBn8vaigDf4jarzCzwmQ52PvO5OiQhECVdjnxPqXoLEz6OWI2xpLdtmGszznRO6DHgPNdz0N7RRspY/1Cl/3QIa7WKu6ziuOIRr8m6T+X7RoYWaOFV9gEbvNUDKTZtHxelKEGdD+Y5NkwrEgwI8nU1TloAh2wZX4GVGmuHYTsrfARHFSmJ09AcAC+4MzknjGPEEZs60o7BPoMo1rl+pVPNu1HgRCNorra38cib3+orOdy9UKPjeP+wku2jOeJZWhsN36P1EbkNVGUjAHz0s4+W+uPURv01UOVzofhhle6vEoqrjz1eX6S9P9H+5dRhvYvrWfnZpo7UtHswdzcEwlWsAFHKz06qn6IQqj8kxZdEMWwtMMSoooWOUPo0Was0ZlQFKLPphPMkm4CK2APKAt//6t8AyICQ0vc5Xu8zRTnerVV4iJKTYOG2QsfYw3xQzJ7wxo6pDWKx4KwSCdVokuDcZTS262OEk6u7KRpqTvFnxwQkQwO/U+8VkjV1XjZ7MRgnQGu04fcKzo6xqwjT1ftKQ+uYxtEx6Y62+uzI1tBEtMXVqBT/YUtHqA3Pe16bOpKeB+eONhW1iCQjMfw7eytc9/mvpfbNnJetRPxJzPtKlKMJHREfmJV9Db5dbCW+JITq+NNzUokx34VGa5EjYcXpEgBe9ce3aseTwlpHCGH8jXfcnl+v+JejlOxZGkKaJxosZTMRuAyR5XvcvDIMeiymxJjnPoQSNZGmcqJoMEsD58/UybPb+OKxk3lPe3t/UryMcoCI/Yi2Jv0cgEWI5W4yryR5sPKNMeo7wIA2slBKUaew8VwMlzEZOVSa2Hx+4qhltHK2M21ZPP/56R43ktviNOHbvu97lcGP72jz+PQCZ6YzvYg2fU9Smcx6//s0Y7A1ehR05krVN0X2vJyBSh91Vhc26gyDOGfHqpOBdrZVc2DTDyvnjTzecicmnSmnBOpEmc+CfkcMaMkg4vO6iDXln1cqnyzVs46ia2imsxF1VNWsTsPA5sE6Zpm5nJmYeKu03f2INjYGSZ37X/0bLgjaGBVw+qabkwMwkCKiZwxtoHu2ZSwlNXx0+Mg1Z1uerY1oM/x4BSdq/HYNDG0qUnCKZW8AOiOEQNKTr0p79P5wRKd+5j7XKiNZ/jUG+b1nzuLRt/1xXnvtAFVoi0Czpps5vWjMOO5Vf3zrfCOH5UDlIIa2DwH4PwH87Rjjz8YY71n3wmH597UYpMICkTEEHPu5l6vfK+Gm98qz6BI5QY7MzE+xIhzFw2yA76ReuhSyjok9aFXjZTz0Pil347hSnbIiRY1jqqkjNTDWOJC+JwfaNCeZNyvfG735hkUx7I2ya55YApVJFa9VHo++d60ygRw232tT2gsBeOLd752F4dJ99+PRt7xVtA5KsD7xF9fhzM2fNuNCZewBFWkS4TMRNqKNBVYp9o42joxJ3ZB3shHAPWYoiiLJGp5jhUApjkPAsZ9/eYZBhE7NtPG9AMdPX8bvvOvLCCEJ4iu5qJsUcTI+9mYqkW3Zk1DmM2Yvvl5Zy3xkBQJ79Utp72jTr3JaQsnHnQQkoxSa4cw1cz01eAcA3TWF7CE3FoCOv/f9uPL4E93hWWbPfgeAYUhCoN1f7cXokZ57gggaQ0CDi3/2ZfKldhaCP0dl0qNS1p6/vIennr5SqohwzjMn3a7GCSEAFy7vYW85b4CYnv8CfOv3fi8EGRbPt17JZ6II394+CyTYq591XWZk2VBKVKARigrjToriJgB20mltBKauIMFKQ9lnJHwBVeGGacJyNeF5R8QYrT2kBa9x08GcC/t8YebFRmSU/PGdc109RKdigLKR7wJ7804Ia1NipVfX06jaeLXZqLeIF4kK31rjE2bxl8qnL2d75n6d8p4RhPjolm4VuAE/8/ufK2O//7FzOHn/I3jgt1+Xj0v1HPbK05/5LJ768w/phoUmlnGUQZX3lv/x3waQU0c6hra5EkLr8KE+2xcK/k2C5rGfe1nBedNyibO33FLmgod64i8/hlM33GjailWRlTs2jr95Cup6c8TucjWp81H2HHVtcciY0+9UEEg5TvSzGGaLV/h+abu75+jcKDxEj5RxTdF06N9pnNYQmtpoUy2lh0bh2Uv1wwo55ciCoviK01TuaJP+rDe1OHW99LWfhkTgNHecZCcaMcA1KQFpz5279fY0vXlNyjmdTeVrfg8BcZVT+nIqzM6rynhh9nzPOz+tKfFuTfRV1OeW9tlU0vKnjaocxKYpzb+Uyd7RNjX7bpxqSql1MgbvxVVOf+vRyF4kX9OJ0QT3PN3VPVVxJl1eLlUe8dfcpo5MZ2Yqz1je2VoMbUTbNKp5Dls6Qm0wd7ANNqLNu6NtmjCi8sLDIuAnXvspF2aZCuHLqgMAOwKkz8slnU0Ar/mzr5b+vEwhZT/zmVGMq9YJhGGhlZLDgNVqwo13nC7n49Z7T2nlcz7TP/E7nypwfeHYicKjFV4aWlZRRtlAjpMROuI7Ak16PxnTnII36P1oS0TCP4KPhnIWaqpSTuPPMlq3zXwkmqwN8nyKCgfxGUmymn8PEDIu5jlbBGA1Fy2UZUwxhojDL+NcYQ3bcSSatRpjTSWY8V+cnDM7mDEVp45FuV4kDAHD856XDG3mjratxaJ7R9tstFBMjmu9qDyhq8w3qOwNGfZNUhGvS5EXx1Z2GIaQ7pP67KOFDr70tZ9WvMoqZxH5lbfegktX9gu+Ff6eHY9cHCg0RQwj02jqVTwta3byY9fj1CducAaZ8A5gHK7I7CZ0YjlOheb/5jvvwNmLO3o+0J7zhiyyvJL5j3FvtwGr8GamrkodafdIjMoIGSPwwOPn8UabKQeVTgg/yw7kCacJfScaaT8j4Nytt7f9JwJQ+PQwBOw8dQJXj2d5eZ2hitB0Gn5QEW1bwwCtD6pn295/K6VnaFO00Qg403KJoz/z84Bxdpo9FzFuJl9B6yllbwBVJ8GwrEHDSi4cjmjHmFJl1PzUPJw5Uw3JWuPODi585U5ZfADAQ8cv4A/ed1ehjy99baWJs+Ci7jFbhKe899Gz7vPD8uzKxoa2GOP/FWO8Ps7eCHtYDgsaQhQzk20JcggBq8uXoSReIvTqc34HMTYKembEPT0YG+AajwlDMy9u70lPSXjnyrZx1qzUSs3n9jJV8g4N0huUpxvDx4yb/JgIQ/VMijHDa+SbgxZFhKcWazeKRgWr9lK1URAsi9RUTTUdAysRuMgl19MUi2BvYV5evFi+jzs72D19JgsawO0venF9duUK9s6erQDlsdjoJZuay/IJK0qXxfBYj3Bm2kfTblIu5TbGVbr0OZcnP/BBbD9aPeJT4zras3YVC9MGAzeywTftI4FRG3VkjZarCcfPXMaQBdw3vv8ohgBc2V1ifzmCPUOZERehWJQ6jfdqTwtj6zmlMLxm0ZerqUTrNFoqyNxLG3VPWo9FngvdwKQFPNYMSZXVShnSUlqGUcFqDabKm7lsv1iECICcgVH3fqu4zRcUAyq9SXrfSBimQ3FYUPu/4GJUpa4oIXxLW0mDsmgY6fT5q4+fw2vecbsr8AD6Uvh1TmrTC74F3/o9/6kv5HRKCAHoKCFyBUe57slQtJfSD5B/ep9nWPl8Rcbtbao4jkibdnZ1ylWp4xijyr0t9H7aDIvyfbma8PxsaFNWQYjuiHARoCJuPEVPcJ5HC2sQhZ5/ptK/NjqCcYFVAJf+2xYLarDz7UWAS30PtqrwthvCTNyGe0/etXg5zt2PwPCiB7+5AywaPIIswK5W2HnqqXJe5hweVttX8t0I2ltSCZxFsZLbmSasvus7AaQghi2Hb9lE+a7q5882fVPpl+9oA5xzHc3/RO/3n3nG6T0ouuIqlmgMEply+eo+fuy3bgJH5lrjjTfTrNAuEJBRPL0b6azntkVojyjjt2eHUwP25t2m8BKY7R1tek003endTwMgR645aSQ7EWFxSmn8yhoyD5af8R1thU8URUzeL4+dvIQYk1Pc+Ut7mueKki4ytoY6mVLjflCiJYpCcSYdlcUxw4An/uzdeOazn2/QRjP+qB2XItCgmUh1+b3QaaPMo90P8l3mOoRK46UYOhOtE8gUm30nezrODPb85d0yQKEvq9EYqsuaCs3p8IWGt1WqiKGNnFxevJgNCoI7U0rSdYrGxTB0+ZF6j1wqHOEyjm1E23I1KR4krkbF5w9HjiCuKILNpIYMJgLBPgfSOv/ufQPOXtwpdPyJU/WemORwM+RpqrwXUCP0olqP9PnfXncfru6myE4E4MlnsnKb+RYuwrsExq0kL1qN5dYC2+95f36c9tcWJizH6jgqryrlMwIeP3VZ03JzFkTul8+Xry7puzlc7FAnSk529onJKDhtb7djljJDYy9u7wF5bwfk1JG0DsMgETuOimGmyL2fFl4CXKMoo2TvRuvmbB7LCxfKmIYA5YQhZZoiLlzeS7JhbopT9PLdTb30ckLvf/i3bq4Dl+g2k1lE4M6A6jFlHBDHdOaG5z8Pq6tXm9SRC5OCmJ1NGl0NT0umMza6XZ7Vu+SNzirLSY0BR72fnq22t4t+a9ZJ1ThCpCkLuLC9h3OXdgu7/9jJS0VGBHJE2xCwXE1YLmt0G2Iy0LNR1IuoFpoCpimKd2/pzeryNvbPnmvGizBgeTmdKZ5yo+rCMAT8i1/+uJJRGgeGqPdaA7fwa3Tuw9YCd7z4R5zKjj6oc5+blPNfuRMPvf4NZS5CAPaWI05kp1Muci9j0YcJ7OJITfw8f/ai26RcOHos3a0ssBZEOEDdH0n7Jo4j9i9cqBMIlL0nsyapI8sdbXaPsJNWZ+7bFNnpapkX/3o1vgYznrhaJePglNZJkMtc6sjtRx5t7sv2CtO6cayZtIZQ8XEevUDXTSUNVF704vaewkfTconV1auprXFVDf7bV3DXT/1MH8Cp6lakDIVXrnLQ/nLEU09vF5r4tROXuvKtHX+r4xA6pfUAh+XalINEtAEAQgj/MITwqhDCW0MI359/+2v592+/9iAelm+4ElvE2VjC+LNS5FRjQvLwIAULKXn0RepVScAKqZC92jhyiFN/yDP5vr8c8UO/VpH/1oIEYcJOKVrNR2ihdkQS8QQlcADEWVSGKsm6us1C1JqejDwDicBr72jbtKgIHvjMXHnGzKCnbM5MA8vmNmWRMKWDYlDbvsTjLMaUPihOE7Yfrvnil+cv4K7/52crCMXrJQlIy4uXdIOTZdJMagBSGBdmxxBaJmhJSeIoiaNeT8sgKeZpNaYUGdyHUcqWtJ5qX8layODb82UVsRxJMBFMcndLCAF7+yN29lcYhoD33/QQbrr9CeVlrZjh7GWqvJ6F4dhE4zpXZJMb5ctqnHCkpO5sz0f1jjZpAiyT6r2MLHAttrD90MO5WsI5lx94sNQZ9/axeP7zy/dha5E92uvesKkBA8NMitokCKB8FzZPFFkWRGF+C2NOAkSjDC2ot+IvXpfISpCYle3chMdkZoHq8oMPqfRJqkqMuHRlv/Rdmf88TuPBu1GJ6OIkqLOX9+mMB1xSuDgCm9mvDKdVhJBIovZZoM/y37ZbvF0B7B29G1c/9nE03tQGFxWEurJ3tEWtzBpHrCa6ow12XNb5w+AmU986DURoZbDUKRGo7pkvC5/wAwnl6bGjZeLPM2ikrEP0t2uFm73jnagkmHMCmlOGca6w0CqOB4Plb+aLRlEaXyc4CKSihCT8rqIKAq4+cbzbV1Ei8P4hgU4p7ByjEKcrZJi9wspPjjZRXuDOGRShn3nFEu1VmTRgGHD5gYe6Y5VqKqVWCG6qJHumpWxfXZYxpPHTS8EnKUkJP7j0UDyhqwGa8XGm8ZLKz+Jtw5dOscUzgAQAiVLEKEg6GhJRgD74xHkAOsWWLb172XrRFpiM0SMrvpIib8qpIycytGWjxljXmnHs1mLA//fGzyvfsAit/FwMGv5oF2oiQ1s2BsGk+orThMuZJwCSEnH3zJkybgDJSz5qfkXK3v6IE09vA4glbddBijV+NkoswqlJCVoNaMpgY2h8kzrSRrR5+3aqRicPLcYIvOiVN2SwdHSoTSEt9cUprDn9k8koYO5ka+h8jLjtX/0QlFNj5umYh7NlirHIUe5zE9HGxudxmtTZ21qk1JEchZbuaNOGNhXBZlJPDVtbNVICbYSbzM3ZvYoT7N3RnP2hRObnZ+M0YVgMihYyj7xcpXTr41jXmvkWVYRXTxpYKOceu39iLE5BhfbkKNYi95e6WvdbNwed5ezU+cDj5wpvwg4Eb/7gMZy7tEtgMs2gVJGFZhs6vRhw5aPXtWNeU/ZXE/7Nr3+y0JKQZVmOqBhCwANPnDe8yfp0rDt7K3zLC7aadKjT3l5yADRRtey8nKKGe6kj0/re/6rXYLySs1NANVXKU09v4xVv+WKZU5EnZQ17Dh66v7T3ruyuyrynO9oi5L5OZuoYvzGfk+ZhlfVDixzRtmscCCYsFoviOFNgzG2MHfoJCG4Y3PuohT6JQzBv0bDIEUaFP/aNogBw6wt/EEDfIMfjsGdQ5jpIeyT3VxRYo26Xq7FGtEHfcchpjZ3eq4OwdRwjHrLwAOxQQ/XCYsA9L39FqmOm/OL2XnbSiDVSlWm+BY72nRTbJq9z0vl07usUfr3wJumsyPeGFuVSjKS5JNrQti8O9XIeBffGqJ3MEh6r42V+0+p0EAJWl7eLLktoXAjpj9AMpvNXHnscX331b5V2El+jEGyCd4zYynO3tdBG9CdOX8bu/qoxovP0NCm7Y6Iru/u0J4z+VzI8pSs8iE+ci8iLEas5Z4hasdCyEhAguHnU+mEgb+f8+ezF3SaaUs7ai3/9kwoXn7n5U+VethTRtlUmpzg1d+Cz5z/dUR20zMT8Eu0HuzUfP2X0n46GeGdvhZe8+sayxtLWYbk2ZWNDWwhhEUJ4L4BPAXg5gB8C8Dfz4xWADwP4sWsO4WH5xiukDEnf6YMyrrGyI3/gkKxGqaQVWCiviDGElB/ZmCAKBnsfUmpN3wu2v5pwRFJtxXqpb4WRGIgQwNFo7RSY1EDaMoHiOU7aynGaGm8CzwAlBJgZEACQNHOCgA9a/v7b36IYoji1xp9m/ZTgX40FY/FKJKXAEHD+0i6OPfy0MhJuDQO+cPQExDhqiyh4YkzGoNXuLu7+hV+qcLK3SOqoekY7SvnWc33eY6l3OWgddlT7Tor1zLfKdkUgxzExc9y+YaRF8RtsdEHMzBGvOzXOhFnGzwpmRbjLuKJ6dxiGRrH+0PELOHPuaiX4pCgskTlzxNpR3khZXryIi/feVwUTw/9xRJu334vAh+qhIwKSityZgS1sLXDPL/5yqRgWCxz7uZeVKtP+PgYytCkVX1GUmmY9hX7U32Wvy34fWXuYy0hGFBuN0QohBgeJAKTmLKiPRdlB3qleeeSNbyp4p3SXP1bFZsyKDyicMJLBtxcp0Zb1UZBSDwH17hZSMvA4vQ1gm2djdAj6cvSmPcg5r59TG46n2DSh5JOMUxKGLJwq0oDOfkkdyQJK/j4MwDjV3PpocZ5VZrJQJ88bw5uy/mThkGUe7mNmjZRBQUuVNJbapqRU6ab0oXbqfROmjqvg6QjujEPTD+X7RntPXhOBnMZmDbvdYteCcQXzMHyso/zXnrAhBJz4/9l77yDJkvSw75evqtqMN7s7vmd2Z3fH7pidtbcNBYNUSJRIUaKTyAiCIqGgKFEiFaKCRhIIkBBoFKRI0IFwJI8AyQNwwOH8CXu3d7e7PTM9vse1t9Wm2ldXdZd9JvVHvsyX+ap69pY8KEKhzYiJ6XomX5ovP2++/NXtP+UYQxJ4cYyDukPDpyWRIja8O/1+Qly9qzCw5kQr+CgBUzsWxN+NDW3mHure6P/1D9x329D7tEF7u1RJehx2rSWJuyfGG95W0qXGH8S8Xbu0qSYSx1Fg67MQ9x2GcToZy6iZwuMyjNoK2uAqO2yD07OK2Gs4+1/+4Ufxs9vjaadGW8rI27ZrGVleuhreMqx+3BfzY1mElHz/3ly8NLEBRCvKsOHeiiSSLj+TySROWjpFuTNuZ0zSUeImnuzJS2GtztO/9tfN77X+fuZ+/TfjqQrzroPbrDa1UOLvf+F+Aj822mm7Uq32Cftst6TDBBeuJIlzj8Pf4ih80/VCZZhS5LZR7JponG3YuDCKnPNtpy+zf7vOKPGSfAKaTXt8uynGlfFaGXLVWV/tu672M5th6P/4W8/suzUdZ4JD7Ch8cA1tipy3yrR2FFra0CZSqabShjeRybSJaEulpooiJecaXwl38fwgIhd/M+0wZMYsrUg9maSJVpEjMjbWaZ7e4knszbfkQakJ1Tbyvuav1Ud8fVjh6ZD1eEKbbYeMdrWw9Lx/+l/eNux3GgVp/t9m+xLnINeBpPHASvkmpTEKftqmDZQa3oVwDbLacPvFD8acOctoW9RpWrUe0N2ZbVE+V6ZnGP8nPxtHDVtyrRBsTUxQKywaHNu+thtO1Atsw7+ixqvrfsn4XeM4S+IoGH/eOVeVus/94WXDo0hEwsRY8mNLRJt28EmdA+XoGCojYkdOpQas1VpS4GZzmRYHjsj6vV3KThlJctn2zibpiGnPAsx0/dK2ygQHmPlkQ1vYJqLNE0amsuUsfQ/iaErrbHue4EacejXj2Y6020Rya/nE0Lqg5Wy31GjbpjlZg1L33r+V5ysfTrTI9u30LJDwA9stmdFR6AeiyIksdp9NwZwEOzV227nYhrl4kBlPtDXKagcVIxNLbeSMszpZPLiL6/RexVFzFm0QKXgb+wf/SA/MnVuK/mgeOmo2ldHT3sp4rYJIR7Spcfc9nAcUfH29b4qx2Y2WtJ12a0dPm1ZZA3vN9DdlGCh9WMy/rH58PVlnq6+wXqf4YEDds4xcweamuQ6wvF5lfkUZ4SLrjBvZ0tNOEJFzdvXY9PjfvzXDt2/n3TVF0ct6M0zgwJz7FP+u33iWfNwG3sy+SStC39KH207/abnrf/y732vpP43jQitDl82nfdZ+OO3TRLT9FeAPA38ROIeFG6WUdVQNt//0hzq6z9r/N1uLQkoaaGmfUoqUwhCDqFRfiWFBSplSSGhmORYg4mu6RptJaWARaDd1XPK76Yd05hJkmMlYwpy0O9cdtiEu7TRHKY2S7UlrGzXSY9PX0kyTbjZDq6O9jKIR+PXvbO+52a45niO0EbbtJmXbe6a2iExytJu5CcHA2ArfvDGNMIyFYlB1Luu2SiIh4rR/cfqgRoNMZ4e5HzYaeB3Jb0Ospas80B+wjYnzv/WVmJlPUs849fWk9jbanukFG+6Sa+mUf2khWEVaxusTBK1GwXSUgCZ8KUZIz8tW3qlLyZlQty1hwhL0tFBtoqRwu4X2QtbdoSUejq2Y/qQuhG4pMtOMMkBtocDq9ZtsH/kClckpZn/tiyAEC1/5OpHfdJ61vXQdbVXcIs1YW1GiYezx32LMjlqv6TRDyYVWxjxKw50eR5Qgi6jF+zg0T9rGmLRiQT2TCOnpNVQ1AkUiYFgjcOQBYSkRHEUg1nqmIstaajq1rq/t7JDxXAWsBktdW1F9KpGChAVvidHtUzB19ljbXDeDECI2IlhKFOd5r825bhN5Zp0X+xzZNMFC6Y5iyI4yahHgI8vjWA9DCJrDIwTzC+pyZEWt2UBj9lALtWGCk4WAOBok8U6z09cZHUZqjs9eBxde45RTKauPpgluVFgyN31NZNzn1FTa0E77dxtUIWKtmWPYbKfHsJ5teV+/l74oZaz0EC33DC59BtwmkaKy/XpYbWB0xUQOtUWLqXG246P0vdaI1k/Q2JkB23uAs18tfUQRMoa9117czc6uFG6UpGV8d0hxOha7V9uA0DI/EwWZbHZioIoVvxYf2dJp+vtCC9kxnhCtBqd0dLr+X3u4to1ajW+2RMVqo3cbgwWaJhiHgNaz4EYYWftiA0sUGbqXbulaq6H5e3vjWSSh6Ud0dqjvPiui7ZmexrqlEI7I2Z7uCs9N/OzPo+ryZPGQDE2vI6U0UWu24irZE1U7RI05qREEdt2cVoWPWTpzTaYUzCnPdohTfCd8gWOktvZB2jx/agk0GnI97J+9dFYPAPzGd8cS3tTZE4svjyJjSADa1v01b6WzV0RuzTZTfxf7kZg/oT3MNX2bR7MMHikcZgxVmqa0O/9ppGhZUgwvYu+T7+PlcvE8hKpXGSVe5fbZXi5W+f79OfOZNJwoZ02SMVr0wOZxdM26dFNRalZEgQU/6Qi2tOENIajOzrHWf0s9n806qSZB7U1GaMVYKy/bDEKzD+ll1YpF25CijAaeeVdKFf1iIuUsJws74l5pjiOzN2qNbQYpxZ/piLbY0CayGXg6GJPddGSH9ZpRNFpKaVLXRSL/Gn7TUoTvX56GxSViITWBnVgWDKZnLD5PtsqRP2CLDO+YpI60eUE7jaTiqfR77R0m7Pbua0foyGVio4AVHaLPj5Qt0W7FO/fYGHiYzMk6M5Hvs/DVr2MbUqMgMbS109w8GegAACAASURBVEEIEnotZaKrkFLxrjqtvHbutPHc0lqVz3/jqVGPSGyjnIeMQmMsdIQajc9SKVSV4TCIDW0diExWGdpsvCUl2UzGcY6x07/quXzxg1bdSSTdVLFOi+/9xvfG4gj/5IaiIdLg0HYRbY4sHOOzZ+ocorCFj8hYPIytY1JHUkXtB0Fo0LgfRmSE4Avvj7TQI1umtJvRKVjOHK4cb/NnbeoGBgGFb3xLd5b0a68DOkVnawpZO+Wf0690a8wB1JshX/0oyXzkWXNSYq7Ls5aePKU8pOpQuqkj02Uk1HznvvRl53c6w0CaVmiY0s4a+uyAZZC2Uaalt9Td6lIMQqTHuA2u0syGppWWgVZYApG5Hsv/hW980yxWGOpMUspx6V9/S62RjbeEaOPga617Otqt6Sc0SVr8rjHs6wxPcURb4RvfNHBm85l+cYPJn/sFs0967WuFRfL/+t8C0FhZZfLDmxRW4zSeFi5LeJHEkcymO2ZN28Dq5HyJu0NLzvid1JZW1L1j4Ezpr1uajBKjmr6kI/wsp0I97jR9/CS60c7p1td1+CwdQdP/zND2w2qfhnv4k8AvSyn/IdCu6MEQcPrTfFwIcUQI8XeEEN8TQmwKIaQQ4ndt8+wfEELcF0LUhRB5IcRPCiGybZ7bJ4T4BSHEihCiIoT4rhDiyqcZ12ft37OltXaa4bYxArZwZiEyU8fFwhjtlA5ORFvC3KXDfrVCxfYSScalvmOnjsxayvRDB3awe2dH8nBLektn0skH7QGgCECr4dFl/sDND2zmpglUejmxGFqpGUbhPP8r3xpqM87tm4n+0N8Jw+29fuwoEYsy2elhzL7Hc9PeYBlPxLKYa4zT7Z98ccD5rT3FpGZ06w0nkihquJFFMgjwcllsz7xkku5CTn/+l9Vl21PGmlOSUmF7ptdRczj7nhix9BpY2bhwHD4DV4HT0jGg008knVhefi16iaRz9V8CG6ElxDnMq0VkDa/gJGJywNr+GJmMSBToEsvDuJXyV/N5Vj78qE1HSdPeWsLzWL91W6UAsZofhHRkk+jTVr1sYghw6lJY89UtCGWrgkS60ZBS0sIcRc1mytAGOsrV9W5X7ch/9vudVBvpGiWOIQO9N56jkNaGDV2fQRs8/vGvJ2fGYWqNAsqCy5TnnSPN6Msynse2npUJs5iOaEtgRQsgqvt//MWkcK8ep1G+tfH8a9dsxeEzPSYlgDAK4LZOAbFBquV6Gge3UXroSlmut6U+O60Rru3qb6aj1bRFvPl0CH9mJn4mdJ9x0oJZ0S2hdmdP1qadoc2ua+jitO2jbc3wRBpeXcWJjKzv2x2Z9TEPtqTBa6GvaWEAGxfZY9RKPvdzaUWt5gFa9szwBUmnttHZxqNtHQPaKKCTe5ZQlHIkGhhd4e7Qknl0aHqdoen1eK6tZ6Et/6LvpYx/Kn2QNVbR+u7kL/2LNgNOzc8iEq2Gr+TZ3/f2C+zoTBvapMW2tTnbKdYhkraypQ09cyJutuMH24wzrdw18/SY/IV/bq61Q3NppS64SlKRmp9WaEGrUjKIIt44dziuH5OJz64bma7nkTg7kChQLUOIUUqk8LiMDSvtU0cmkbi2Qi2dTtGdv6TeDNjRmTV9OEpG+2x/gge+PU49ZxXRZkXzaf7HpI5Uc/eDyPB+aT4smxE0g8TA0fQj85yK1vEMj5yO/tKGABnGONZ2aogii4+xFR4pQ1tayY3el4T3tZdLp1DUssqzlKmPJ1aNAcjuQwjBv/rGIJLWbAtuJKobWedmq0gpe1I00vXApi0OULx8nBoX+OaNKSdNkTLwJDVCNVxqT2nHOQLXMS0NwWncq9YwMbSno14iP0Dkcu56SAVzgGN0XFip8J3bM+YZPSfdFH8TWXMW1j3BZsXnX3ztaUu0m1rHCK+zw41os9b5k1JHAmyNjbN2UxnatqvRlvVEEimYccfgBxG5XJpGJTyxZ4yW7rwgyUyieAmzYQnNs3kOowH2NLBb5N3dPykxsqVsNl1+Owod2m7zuDqqoqVLmdoXIczZMRE8fqKUfn5pEgqFGDFkXNyls7hY58XbtYt0q3/UR2jVnmo+ekzTKmnA7BxBra5koxj+hRBOVJEdQeHMmVYeJt3+0p94I1a4u/UJtWxuoobb8Mkqase9F1ZrzH7xN9U4NN8Yn5MIV24y8obQY7WiczyMA7Cu3aTwr0trkohYGYOfSHh6TU/SqeNI5LAoNjiXh4ZZ+s53VQRrEIIxtHmthjbirDjxemkDc4KD1O9f/maiO/nqRxPMFMoK9lI12jTYaAfOX/v2qFq/ep2pf/H52FEuY3BVmk76GxvM/JsvtOzPs1LeQ5of0ktmG9rUadbpCz1P4HmeiWIDnL+R0uzVM1tKs9/ivGHDsG2YilvUbDLzK//G4X+glRZo1ZIeV9y14xTsflY9Z8vB9WbAr1nO5k5EWxvH2c3hEdZv3zH4bfyf/LNkTplM4ogdI56Zf/UryZpY80wcSd2anRqmwkhd94Tg+qMF7g0tGyO0dpI3c7J5d4nRm3lCtBjR1XMuHVdZIFKOQu2cBiKl69MG2slf+OdoftoPI1ObzU5LbMYWOzN/794sj8ZXWrpuF9EWBEnpDyFI+F2d4SDWPRpDOxh90HZ8pvQT3syOcK8XCmzcvpOcDWznBms9PWHq5+l7Zh3bfG9sdoObjwvOPhmHMyHcKPvIMrTpAIDteD/Nd9rOy1GYpNC1wE2Qdkz6pAPcSluEUOcpm/UMnw2fRbT9MNunMbSdAm4+4/4GsP9Tfv8MKlLuOPBou4eEEP8JKjXlOvDn479/AvgHqec84BvAHwP+MfCXgUPA94UQn8oI+Fn792mu1R1shZiFxGwGqIU42wTDJjZSY/bka7Yi1ChuNMGK81Yb+dkNs7W9TuzUH1IqQ9u+PV3pIcaI1EwV84KFjh3B0NYixc8meC5RVrarr6GYjTTTrZVDmrGKjVBZzxgT/l1aup5GOsxcPeQq39ICsPacCqMoNhaowYQxIre9WQ2RSymgf7t/xvntRrQJwmYTr8M2tLmRRSptTC6GITcFRprp8zo60GmLTLRRigkUQvCLX36yrVLE3nonfU1q32wlmBJMLEYq5enqjFn/NtFB+rdmGvUAUsqTNCzZ47CMPAZMw4SR0oKDDcKqD7d+QgyesbASxec+8eLTjMHsr/66Naykftu2wmQ6vVYQAMLUR/GDiA7tEQUm77wZl5TG6VkJuBgPubRhNwhdz2u9pi7sS9LpYyLtNW190/yv98gSRE79qR919tTWQTh7Yp1hYzxPLZNmjHRHuhYapIw6ljHEFoBch4OUYVAIBn/qp41ANfGzP98K+9a5t7269S09j4xIIvI+uKPqRBklg6Vw0EzdF94fYXZp01z7yV9MsRwW3fikCAqlhMgkXtfpOWihsf20THNrtLnGJet0pwyICU3R19J4TkYRImfXCYjz9tsKB0epRTI4DUf2WsgYRmMh3RX0pMLBz4hos5cifU5sGqvPkcZh1oRiI6185h65qQhdht8MpuVim32R0hgQnDqMLV9M9tU6ms5et0XtMW1tZ0zFOuutRlx9L4E7kQAHACP5IoNTa20+GvdgC1nSNlq5YODUdrQU1vZY02mgAApfa603484lFYXXavna3sCob7dbN/0bDF4w37YFyDRZMGOTlqEpTN2jzYs4e5XAHSx/5wPzzvapIy3eExvmWmtM6WiqduMPQ8mFlw66CrKEkCf/G8/YFJzZCnqjlLCiheP1eFbKsUSpgBNl8CwnonojpKtD8SUZT/D161PcfFzY9vkfuMUR405Em4UzRFaljgTlma6VPP/7P7tuuhACOjuy1BqBMQLUGqqu7I//3A0gSa2olKSpFMdxH6peUdYdg5Wa9+lP/lTyjnbi0s1rVXZhUpymLqdIkBB2GuLW5/OLmy04QuG6+O+YR/tbn79NpeZbD9hzSBTTTj2dVESEMgBbv6Nn/watKE/Yz9JWM64/p1pgZR2wlVvpejt2Gre0EXvbpvnLeB28VL0/xZspj3hHZomVdmE9cdwy6bmxeVnp3A/CBLd6QvATP39DDUMISpUG1x/OGyPcj//cdYMvllfLNEROZWQAI1M9idOPikyG4v0HzP3Gl1R/uRxzX/oy63fumu/bfKaXyzH9+V9x68xFkoynU3Im0Z3OPrQoV5P56KjEhG650W3aEOJZ9MBxdrIRt4mo15KBiz+Tz0vQRk8/Tj9nDFxRC232PMH7t2aM8UbPwVbC2wpSG35svgVivlMDrVTG9c1//YV4bhLRkUvGZY21+z/83e4Umk0iq9ZOuLxCuGr5oG9soGti2eOzecEoTMtiFj3kB2vCc9OLhvU6ma4u47zQmtFBGqeCpz/xN8x7xnFQJk4dpraTFA7/+v6tGdOlJ2IaZMGJ5i+1cU0bqX7mV++zuqFqHDWaCW0JjaLX0g9EMjFUpZwZINmf+sIC5adPEdkMUaDqvHk5nTqy3mJY6Ipphl7nbMbjZ371AfVGgJRpBzSo1AM2NhtICbltItokGGcPKSUi9Fn5/kfqjjEayhYFelCpsNp33eER20XuzH3xN9l49Dj5Xhgq2mMNxY5U17xVJjbAe54go51S4rNrG9q0vN+uBIDThKvYT/P3rpNQm2wWoZ2ZwNKxxP8nayuMM6ObhtOVFzVPox1obz1dNH2mU+d7wuKrW+R7HGcNkckQVipx3+o8PPnxn2izIHF3bfQ3YRwllG7GWUPA8PQ6U4WS4cPU8okYDm1ZRcYGOs/obJQzsnbE0vPCpdOeG/Gu6E+Md6PI6DQUf5lphUNrHjZdAFu9qWji7NIW04V0PTC1f7/45ScsrlXMtWYQOqkj0+lglUEwA6SzDKTW0soEpcqvaGethPYAeEijo9A4S49d42attzR0zqGKVovfzWqDvc23WAZym0462cE0LyWUk5fNX6rxqTkP/o2fTq4Fan/s8xWGkZXxKJm2U/KhzRm2ZWDdgkDxDTqLEnyach6ftU9qn8bQtgkceMb9l4FWc/az2z3gOSnlK8DffcZzfw94APzHUspflFL+BeBvA39OCPGK9dwfAT4H/Ekp5U9JKf8p8LtQZ+UnP+XYPmv/ri3F6Sb8XXvFuuM1bkJtI8OgpBVwaeWWVuq05m/XeZDtGm0uA6uj4fS9BMnq1kb7E0WJQtQSTpxICHtO6b8lBlna69QuhZ1Or7hdgXstBBmGXrZGWvzALe1FtU0kSHpO1kWzLrbyCeKItoxHww/pzGWSnNQSx7ijvELTwxIWs65SR3qp1JEZO6LN95WAIRMlYzqFHxBHxnUYpiudGkD9jVEWNHyX0NsRFiYFpEWbFJw6y9MaNaJ16G1SR7YwFnFUn+NBCm70ZxvlpjBCL+Z5W0loR3y1Ewb1b4Bf+/Yog1OJF6c+2xlPEKWYaFNbLe3ZbXv3PANO7cKvURAghKB49x6gcny7NdrccaroQXVR59+OYsGtJaKtjSJCRjJ1FmRLDb10xKdipjLO+Xbqa1iGbPWIy9DqUekzD4kXvoG1eL3DSBqjyXYpXdDfaJc6MoVDzb1AGdoayyvJ+ySwGPm++VvvTVpAsxUb7RRnyf3I9G8zdZtVpZTyg4jBybQxolXIk0HQxqATr2m85nbqSnsg6TQu6TNqrul5kJykdHcuHcH8Da4Th2mxQllHT8SdxAy4xawbJOIqo9M0Se+pUETPpFvTY1WGgMQ4nZ5jWsHg5LG3fod2jZ0UvmvJF+j0mQjbyjMxZciwBfR2MN2yLzLW6Vm4LXY6Sb/teP1ZRykdpRd/yPTWogFPRSG1o5GJ16yMhWaMZPfMOg/JJFo9i1PjbFf/zKa5QsOGTKJ02gmq7oedSdga/db9iKz7bVooXSVou2+2po60ebQ0zdBGSyyiqelfqBQKbcbpnHuzJiRnKoYLQSv8x8NUY0pF3ThHz+JxPIvmOOsRWVHfMbw4NXyxBfM2/HBsoHMduNJ4PTI8bL3Ryu98+GCOf/PbwxY/hVNXpl1r+IGVOlI4tS6eSbuDoC3PZe7rCDaTNtOKaIuj3bwYNzeaoVHULq1XnfPe3ZGh1giMkrPeCMhmPJ5OrhnFkJlrik4R4wkd0abOaSp1ZMajvpAYFo0TV9yEJ1rOtB2tG1Qqzr3EsU8r/pKxAEYBDG6EghmyjessutQMLIOlDTuyvaIqXePH4cniZ9Mp11pqtIVJ7ZZ2/G/Tj1JZBxJab9OTyMJbnnVcUxN3PMTd6ATppsETAhko45TCG5YBV8sD9Ybp2hNJLR1tvEz0sYrPcozpGcGD0UTVUasH7OjKKRkn5/FkYs3ICtVqAzo7efA//E/KCBCGRL6fGMqEoL5QoL6kopu9jg6aq6v45URhKQNfOeQAIpvFLxYduNIRbTryM417fNspK27G6KTxkkVz2u2N48wa2fipTYYBz0M2Gq2002kSoWW2MFD0VMNpFJ93iw7b9eNsGd82rnnW8/YStKT4lXHEd3wOXQc6maSUi42j7QHSdO7+tHAD9QaRl4nXN6k/aDtc2lGQaYVpOrPCdsMQnsfw//n32JqcVPOr1/G6utSeZVX6RLejeJ6ZDPXFxDBhHFalpfi2I9ra7KXGZzHLCWBwAiQRa1G8V5tV35yNejOgM1a2+2FEJmtFFmrkKFORz/a3NX0RKqLPy3UoHGci2lSNtrSDwK4dOX7mVx+Y8WcsJ41IShp+qGrfWS2b9YyzRztZx460jCIJYRwxFa9lUKlogLWQvjKSGsW8BQDC87j3Z/9csmVhSGNlxfqd8BH1ZhAvmXZ2VXAtROxEEKqzlPUETT80Z8ZO3d9oqus23/Cr3x5hbTOl89A6Lztq2uatbUeodqkj7ch8i/fXoG5SWluClu0Ynzhmqptf+WiCb1yfaqvz8oMkQ5XGadlv/Dobjx4bY4YzTs2H2fd8X53FbDbhA9ocRBlYRp64BZahLZ3lJON5jnNgYpxO/rbXVYGUNAYvIYRjgNYprdX6Zq15pXCIRfftqPUoCI1hy9Z96bXWEW22Mdk2yKQdS+2m4W1jM6G5zSCVVjpt2I9TR+rMB869KHIjxOP7kZNtwN2jjLB0DA7dkA5NsSPadBdStiyj6tPzTMS38WvWEW3xYiSyl6XfS8Fe6clTt+OYn/E3NpJLWtckIzqfOwhAEEnjnGBOXwo22wYHtBGQ7Yg2HRH/WUTbD699GkNbH/AnRBsNvhBiP/BjwPc+zcellJtSyu3delXf54HzwM9LKW3M/bOo8f9h69ofARaAr1jfWAF+HfgvhBAWF/RZ+x1rLQoP62Db3ikWQk88vhPliQq5t4l6YoRzU0e2RrRpBJMu9m7bJDRhs733XN2zSM3DQs7E0T5G2IvDhdvOL8LGbFLKFBPdqqix52Yvmx43gBd7V6l5KIOQ8YqhtQWVKkE1YbrrS8vOfYdIoAnxNkWg2ynfUARHe0xD8r+OGmo0A3JZTzHm2nimlQV+RK0R0BUzuX4QsVaqmYLjZo6NpmNYS6fwi/xAeYDKqFXJaDMvfvJeOl+9mSbQkdOh1Cki5vgj6+5dWHNqslnMlrqfKCgcbxzdV0tagPZENFHCpZhNSyFnK0CcGlKO0S1yz4LV13ZEV9unPE8kTLQ2oGiBLgW826XyA2isKXIgtEBiM+1WN7mMZxSAev09gYH/hGFVZ9oTsYGAFJOFrk1nn09ARu5ZsJgjcy2VRspmhszRtyPYUmkP7D2QJIK1rdzQaRnb2LQthW+rctnAiog9KG2lR1pBa51lR2mopH1nHvO/+Vssvv9tpz/bkzLuGEgEA9o4QOj7aWW1PX8/aBNpCBZMqLHO/caXlFeosz5qTganaSW9s060XFPXW3GwQcs2zrfoWiTd/UwbcJwiy8lEwUR1xH3pQelvKAud+VwikYaxYtizfkv1rEKuBKkIVa1YBwcMk7lI92cyzPhdR2HVJqWuhiNLKevgLBv+0hFIltG1ZXCGlqeXz44QTs2r7Xlp7dtWlJj/LSWi85D1HdtrsSWyy7AE+vwkEf5OCqRnGSqscdrbrmm9o5BLzV2nbTY1bh3B251Petz2vgmRRCe04BiZKLDbj/+Zdhgros163nq3ZUk1zbB4p3TKRYePNB8SLX0onrIVZ7bOQbasrVYsunQkvmcpTNL9qWhSL4bzFE9ljLbSmofn3NMe7O78XTxOrKAWQvCjf/3/bplPte5T3mrieYLVUl0pNz1lvNrO2GbX2TKKIT+gtrDQ9nnd5r70ZVX/NtVkFCmFoU5rZkW0mWfidGEiViI1/MBxGmgGyRnq7MhSrQfG6UR57AvTYyYjKKxVDJ/poKuYN9H1L5xIjhi/pvdK+m5EW0sKRkAFyijgvvtn/jvnlql3Eit7bPwpgD/9U79tfqdlF7U2KQVlPFdfr4ktL4UhdiopGSZKVNubXf92nRdbf6cPdOjg32TMuvlhaFIWSuuejth3fpM4d8XckLrWbNIsqtqVTjq1mMYlc06njvSV0SNKHA2QiTFXR5glS5acZdv4HEWSXDZDqFPNxQ6Dev1BKeh3dGWJIklHLkMu61FvxLBbb5Lp6gYg2FLGsaC8SXb37mSszST1vR6fm7EjkXc07Nl701xbI+slaR7TrV1kRWjNLxOvuU0DhXlXGt7Bi52AFF+epMHCxscxz6UixLYRROOFTtITxsp6kyIsqQumxkhbBa8ExxiXrtGmm/7b1NILZZJaOXVe7JeTiDbrWloGS9cJs2U43ycSnhpvvH5ppyUdbaT7TqfL/EGayGSI6nWTXj+s18l0d8eK3gx3f+zPuAshMJFidouaTTKdSYYXIEkdaZ0R550ocVQpbTVo+KHjRJuk67UU8/FZsjOJBEFExo4o0vWTTb2iNpBtZBy1d15nh3G6M4a2arUFh+/oyjld6LPR8FXktB/XJbX3uukr2mpn5ZFS8QPL61WnHwl4kdJBaLnx4f/8lxTuzqRSwtkRt1EyV+F5BJtbLh+YSg8qMhnmljf5q/+0D3DpSSRBIMh4Hn6YpI4MgsiwPuk0khnP47/5m9921qrWTMn9sRxlR+qY62byruHdmUMUJmnzrOcMvrF4bhmvcTt/L62PqDcDinG0Yfq8NFMOtEII2CoTpVLV2g5B2jFL46aw0XD4AjOPlOwfBX5LRFsQJjBvG91Mxhnh8vOLaxWF0yzjdOIPph0nheEz7Yg2W39k67yEbbGM19/Gd3a6XtswHD8NQhjeVTud6H1y5V2zbeqalKwUla4xXc4H1Hl3ItoyLo+iDIcuT6b3aeX7HzH5i/+8ZQ6Gj0PBpWcZ4DJWfd90ORH9WwjhzMuWwNo51etMPjYf5tTNs5yVlIFTO5JZPFnUClu2/Gwu6XlKyeHf+x+ZNdQ8rR0gYsseOlLVblEbshyEUcyX2ni6vUzwWfv07dMY2v4m8ArwXeD3x9cuCyH+LHAf2An8nR/u8AC4Gv9/174opVwA5qz7+tl7stWMexvYjYq6+6z9Trd2ShbRxuO4zd/tjGlpRT0p5ZZmUKVMkKBR4oq0cc02gMlYuFM/bcVdmrFTQrerZHPQlVaOtFVeu9/EEiTtLtpFtMlYyemmIFT/J8Vfk9QM7Wq66Vb42tdZ+OrXVB9BwP0/9+ed+z+IoU3YczIRh5awIxKCBbawpJjURlOFjOv9shn4IIyo1QPjTfZkYpWf+cIDPE8wMrNOte4ro1uj3lKTTdgp/AJtaMMhwukmY4Oc9gKyUzMka51EgfhWHwf2drF7R0f8jM1gJO+2M6ylhRVH0Zs6NC35z6MIrKiWRMOXhP2nNLDqG1gRM7hrbjMJYeh65Wkins14iSKH9kY3T4g4BVPGiljRhZLdObbU/7Da3R/7b83COKH3qbX45b/+e1sYuIyV1kOhiCStnA2TaQVPELYWsW/ZDylb02QEgWMc1edFjSf+xjO8+nWLZErxJBPjeTYj0qjIPCOEFsjde7q4PeBEtKUjwdyUeJbQ0y59nDUPpYBI4DBdqyuRGy181k7xYaWOtAPLQmtf2qb0NGMNExyb9p6M98AwvlqpYrfYCJJ+Mb2eNs2wIws1vfGEfiYZfzsv6vapI3MqDaSGGZEiWJElkGJJXmESwab7MsJrrITU3uq6petmpaMjnPpF1rpoRYkdfagVbw6rZRkBkn1pnzqyJXJHJjQxnXJGR2239GPGkAjjkT44bZ41NdqsKHVbP9DmCy59c3CCTM3FmWDyv4a7Z6xHMtekZ0e/btH/xPHGPrs496JYQaXh5lk0sGW+DtwJg4ftR9T9CPkMRaDDS233jHSF2nZGN6tDa+31g9pz1KKJ2xjMdMdt05GjnYNS75GCKxKYU++4Zzyhpa1z1/VPk+gp2xhtGW1NpgPce07qSH1OYsOapejWypl6s3WvRawA9YTgt74/zmi+SDbj8ZvfG2etVG97xmwcnOC0kLUb/a0Pm4VTPHo7j/bG8jKP/7e/hjZ6bAw8ct7Rf4tshkbsCNb0laOQySxgza27M6P4QlOjLXR5GyH4S//o49iAkkodGaMcGYUqWl1iotZNNFjqbEcpBZvhvZyHErwRVqrOLR1dlFaI6FapWxFtKZL1aHwlNg7G4yeBwaav055bijIdKW2iU9Jp4a25Wd7XuiP7tzSREvY0k2gofc8mcbaRFhtHG/qhftspnYRW5MbPFu8/YOKf/YL6IRJ6Y8sqWpldfjpo+C3D29s4xvKO1ymqQPH1tvHME4KBsZV4jnE0i2WY0gpCE7XWUDJLGEk6Y0NbrREgJfj1JpluVX4g2NwEIfA3N8lZhrbQTn1v6EQyPtuRUKeQtGsWP/0bP41o1E2NtrT6w1b4mm+mUmGmyLjBP2EMQw7vECbGtRjg4r9jHO1ZPMp2lrYY4e/+Uz8KYaDeNUrf2Khpvmk7w1oGH4unsuHJ5qXBxtOYfslk1fgiaaWK9A2t3vVH/1CyB/E1k4bcbk3X0NYyTZNtxzK0WWuprfzk0gAAIABJREFU06+CjjBKPplu25JT21AIRI2GMZilnTfVg2pgLanuGg1l4LXO/icZ2vR58YTgC++PcGdwyc6UaNKyRtKu/SOtuQtzLWvXLVJekySpI5+RCSCWKb1czhjaRC6H8DzCer0lMjfjCf7Q73rZjN/OWBNFCj6ynovXlBEurhNqKaArNZ+/8Pe/b/Qvuk8R6chn29Bv1SbWwwmsVH6axtvAbMvx9vrHjmm1RpDgXk+luLVZTs9ThhKdOtIP29doU3UDkz3dfrHNoptxtAJrGz5ezzdM6KVjbLBog3k2BiI780vaCJA4lW6TqcaiPyIK8RbyKFneipTykzSievGcyGfJJxra1G/3mTCKHJjXaSw1L2jL+yqt6gPjbBLFeFwAD8dW4mxPOoWjpHNznaBSsTLNBCY7SmKYCmP+3XKisOi+beTR2XhkGvZQkVOmzqQ1h8RYZTskq/9LW03+4j/8ELCioy04afqhawRNySjmXFhrb/YpipK/bUNbGLjRbTm9vz6ZbMYxkGsHDY2nvHg/1Flx5wLbqa0TvbOBPStrkc3IOPyW5eTQTsfa1qlb65Ys3YAND07iNeu9sA3t1xnSHo4lEbK6Dp+Un9Vo+51obahw+yalvCuE+MPALwH/Mr7891D7ugz8QSnl4A9/iByJ/29XGKAAHE09+91tniN+dsi+IYTYaH3caXvDMKSvr+8HGOpnrVQqsaPZgGZTrVk+D9UqtZVVVmIFoABGRkZgYwMB3Orvh7k5BHD/3l31TqVCdX2d1Rs3YH5eEZwHD2BmBkol8H36+vrI56tsVZqsew0ePaqwUFCeivfvP2B5uUHgN5mdnaMRKKxZKCwagjedz7NZjfB9n3w+z2opoFaL6OvrY3yyjqjOsmt6DAHcu3sXCgUE8OTxY6hWwfcpFApQLkOtSm1lBWpVBLAwP2/mNzU5CSsrCGBmZgZWVqFRJ5/PQ7PJYmGRfC5PpdJgba1p5gXwdHCIjAfzq4qh7+vrY2ymzuJaQL3uc+/+faYWfXZ3e+zI+Dx6/ITVcshmLTLP6756gPz0tELU9TpkMwlc5/Pkb9yAmRnyet/i9CV6H834pVTvh6GaQ0yRJiYmmd1SKQOfPHnK4kZg9HI3+28xP9dkq1JnqbDA5qbPw0ePqDcjCuuKaM7OzlNtSmTcb6nsU88JwqbH45kGQWWF4rpPZaNE3RMJfG1uUi2uJ79rVRZXVlgcHoalZQVjN26YOeTzebUGa2vg+zx+9Ag2NxEf9bHy9puqDyDf18faZsjShhrfzZu32LMjQz5f5b2z3ZTXa/T19RGEkplpJfiOjY2zO5wjn69SrzdYWV42e1Dc8EEme7Kx4fPk8WOO5/OwsQFCOGv95PETSgf20VWv0wVMTkwobBuflYEH9+PzVaO2uspyxgPfV+8+eQLzCwjgwb37VGsxvAHNRpOlxQKbRY9S2aeRE+TzW5TKTfyGRz6/Rb3eYHl5iUrZI5eRjE9MounuwMPHFIpqTYZHxtiqR+zo9NizuEjWDxgfHYWtLeb6+xXTNjkFvZ/j+kcfqfNbqVBbWzd1pgy8QbI/GxtQq7GVySCA2elpqFSh2SS/tZ9b/avk81X6+lYZn6pTKAYIJH19N5idrbG2GdKoBzx+9JjChsrb/3RwiLXNkK6cOv8f910nn1fPBs3AOSvjjXEolRBA38cfw/g4bG2p3319ah7FInR2JnDXaFBYWqJwqx8mJ+G//hMMPXmqUtDk82qes7Pk+/pYXFxipVPVm7t79x51X5o0HQ8eDFCqRhSLDWrNiDt37rIwr+BrcnKSui9ZLYfUaiEDAwPMLCmc9/HHH5PPJxGrfX19sLzC8siIwpkz+Rge7kGMBww+KyhYGRkagrU1hYvv34dZhXv7ryfnZ3JqCjo7wA8QwPDwEPNdHvlFNY6pqSmagWSj5NPVIZiaquDHgtHdu3eZm1MpJB4+esT8ksJrDx8+JL+i/n78+Alzaz6lSkQQJHg+v56HyhZUFY7tt8706MiomqOGp7FRaNRheQVWVljr7KD04im66uoc5Pv6YHmJpazHWFengb/R8CDFSujgzuJWSKOh4GN2Vnmv5mdn6coJturqUAwODbMUj//uvXvMLKu/BwcHWS6FrJQC6jFtWVsrU6/XVTqZTAZZKpH1fRrVCqLRwPN9isUiwvfxNjfxwoiZmRm81TUypRIdwMryMuGOLnLlMh3A+uoq4dxOsuUyOSmpx6ml5mZn6etbY3q6ymo5xPfVPMan6izFZ7ivr4+x6brBw319fQzNNVguBfE5ucHUUpPVGD5v9t9ifs1ndTNktRhYeHiLrWyWtcFBWFb0rv9mskcTExOKbq6uQq3G0NAQrCpYu93fD4uKvg4+fQqLSwhgemoKwpDJ+n4qDZemlTcVvrp37x7TMRwNDDxkZtk3dEc/W6s3WF31CWqJAHOzv5/8jILFR48eUyrkwPcNfh0eGoLyJjSbCODmjZtmLkODg7C6ZuigjbfHRsdgaws2t8D3uXfvHkxNqzN19y75lW5kJJmN90bjnMnJSfpEgZmZKrmYR+nr62OlHDBT8A1umF31zVo8evSIuRjW+m/dIp9vUK022NzYIEvEw4cPYXPLoYH63Cd4q8nS0hJL9n7c6ld8ipQ8tWjJ6OgIlMoEvk8oJaVSiZmZKqWSz8yMmkep5BNJ2Cyre5GUlGIaqp/f2mri+yGb5TLZDGxVJEEQUSqVqNYifF/1HYYh6+U1ssDs3Byz9+/B4qLiye7EvOLKClRrjI2NQq3uzi2KmJubU0pc3wcZMToyAkuL8Z4qnqfZfJnbd26TzzcM7Ny/f5/8QjOGqwHySz7FSkizEfDkyRPm4/Ny67Z6r1pTMOY1iwbfafhbL/oMDj7hROCzUCiw8KQDlhVvcufWbTXW4gY0Gww8eGB4zft34zlubVEpFll7+tTs5+3+flhZg/V1BHD39m1Gyl2sxHhI0/u+PkUrA79JobBId4cwMF+Iacet27eZnW2Y5wFm4nF7AoP7AKZn5zlenFCLtLxCPptxeCbDZ83MqGfys+R371LPLC+DlApf12qIDz9mfNcOGB2DYtHMg0IB+q7zR3/fH+f23fs0A0khnlffjZvk82qsjZpPfq5GR6gi4Wdm5838pqdn6Ixp/YOBAQoLDR75S2wuK6PFwrpPrSk5PT8PQciD+/dhQ9H8p48fKx4k5j8MPK2sQKOR/K5Uqa2tsWzNe2J8DIIA6o3kXSCfr1IqNRFBhfHxLTqzgsVuj+JCjlq9TtN3YabeUDxYbVMpPr7w/gg/cq4bbS8beDBAPpYL7ty9x/SeLIyMQLUWr+MdxX/lZ0AIJsZGmdi9U407CJhfWGDe4qG3stlkXuWyg9col43MpedSLPpkM4L+W7eYjM/J0NAQ/sYE+XyVlbUAP5T09fUxudSkEtPKBwMPlQd/TH+eDg6xWla0pNqImJ6Z4cb1Zbx8HrYqVHLrrGU8yGSY6etTtb3m58Hz1O+mD8Ui6/23mD30fAJnjYZKpxfXYxsafAqx8fbB3TuKJ9vaT7HUZFenZ3Dt7GrA9YcVPvzoYyIJgd/gZr/i/UcXGhTXfDIefPjRDfL5OuvFBtkoy9PBQdZXfaIw4OatO8wuNCmXNimFVbqB+9evq7EtLEAmk9CMKGJuYYG5mK8UwOiTJ4xmM+a34VlivDD06CGEsZHn4AGCwGfg4SPFN6b4l0q1wfq6K1eOT0zQ8CXrRYWrJycnDc7q7+9nKubRHgw8ZGbFZ20jxPd9alGdoFpF+D61UglRrZGVCm9nGw2ieg2yWbLA2uIiXrXC+swMuZg3W9U4oVYju14k8jxYXydqNMhVKnQApWKRLRkZxejI6Bgr5TCGr0FWYzwwNj7BRjzX0dFRKnX1fKVSodlMztLiokp1OxDzmL7vU/cDqltb1AoFRKVKFzA3qXiNzPoasqODaHYOWauRWV5CVrbIlMusTE1BLkcu5sOWF+YJd3ab36vLSwTxfDuAUrlMowE3btxkbrZGEIQsLBSoldWZnp2bp7KheJLbd+5Rr9cVP1ZoUizWnfO2XAro9Bc5tC9rZJ98vspAzA8/efgQFgpQrVFYXVU8SFeXg78EMDE2Cjt2Gv2EOeNra+B53L93z8DZw/v3IT/LcmMnpe6d5Elq0uXzeVY3Aqq1iELM+09OTbO+FXH37j1WygGF9YA7t9fp7vRYWVE86d1798kv+WxtNSlmGnj+BhuVkDAMEjhfXFLyod+ElRUWHz9WvL/6cCInSmlwMFFEceAhdHdCcR38ANbX2RSCvp/7Bbh43shhS4tV+vqK1JsRSwUF67du32Nmyae4FRIEWh6s8WO/Zy9Png4af7j3C002397N7GyVcjXCI2RkdJRyNcZvDwaICsscbzaYmpg0e9B/86Y6+6USE3rNl1cSXVBDreH09LShO9djnCFQugUjq6wXodFgeWUdEdPnubkqQRAxNztHec1jeSMg8H0ePHjIwmKTMPCZmp619m+OzphWTkxO4QfJmZmdVXLk5maFUkattQCmpqaZkhJmZxPZcaGgjFMQ8y6KV3w0MAD5WZCK18XzjO5u8OlTw2ve6OtjZXkZOM7Nm/3k83XCIGBhoUC97NGMx9V/6xbzsRz8+MkTpYOI++7u8IyBROO55fWAhq/oz9yaT7HU4FJ1i8EnTxR9LpVj2TbGy2HI3Pw8c505KKqzcae/H6ZnjN4y0THVzLe0vrK2tg5BQF7rJbcarOea0CxSaypH3Xw+z+Zmkxx1ZGMDKaXCATFtfPxkUOHq69cZnWuwshrw4z83R++5bgOXk5PT7JqbJGo0uHv7luEPq8Uiq4+fwMJCMq/CIjQbCQ9cq7O0vKLksGIRMhlK+TysrUOzoXSVtZrRyxaLG5QR4Hs8HawZHUVf3w3mYhh58nTIXJ+amqThSzYqIVGoztD8vKI5DwYeUlzoiHVhTXZ1e2avepaWYtw0Bo2GkhGbvqN3vXOrP5ZX6iwtL0O9pp4LAjY1j5LJsJ7Pw/o65HJqbuUy5exOZkZG6KjPMDLbMHTj9u07lKohhUWfMAx48nSQ9a0oPhOT+IEkCELm5+fpyKqzMjM9QxBJqlXF72eCouHdNkolNh4/Vuuu9cOlklprIWh0dZJpNqlUa1Q0HMVwAZD/xV+CffuMjNP34Ydqzhsb0N3NxugoNOvk57MGvibkBqUY94yPjxs5PZ/Px2cn6f+Xfm2erVrERiXix69P8Vf+4EHy+Spraz5BqGjk8pLCh3fv3mNm7w9sIvr/fevt7d32Xvuwgm2alPIbwCngDwB/BfhfUakbX5JSvv/vPsRntu74/0abe3Xrvn52u+dIPftZ+51qEtxor8RTxHko5R0OuPkiYu/GFleu1DXb0VzY1+zHre5tz2n7Xfue6audG5nt8qeHbn8kPcYWF+0275M4kbufks687FeSqDDJmWMdXDnV2dYTLpmQtQdNH3IdrfftFkWtA3KmYM9PAIrZErge4FkP/FBlNQtiR3vtrWt7gwQR+KGkw8LtgmQIQex9GTQCsAvSh2FSSBsgCBVTIdWCytjA2zJPuwB8OzcWtJdT8njShQV/6eetO6mgKPe3nuC2zfLuOnsmHpsNwPFNs08pONOecKk5tUZ4JvOzsuwghOoulxXO3NPZBc2nIqk6sM+uBnU77Y/jfrrd1K0B6I8+AxRBw5Q014T2JI270WON2vzfEn1hr1kcSejAu75uz0P/1q9mPJxQLat1iMgwbuY8626ktXRxFMJ23qxqeYUzH9EGBpwPpGq2OX/LFHyZQYWtz8b/KedT2XI7ktIwGO0+5QRu4Z4jUHWeWjJH2odmm3Rnztg1oonxk9M0jKZaS30o2qNBmfrRbgn1EGUb3C6kVErDKFLrq6PR0rBnuTnrKCKhoxXMR63ohRZai4mS8qytdV5Pz4ekiySllJ5TEu/mwmWMf9K0wUzY6jhN2+19TROxbYhaC1k1/bReV8+28hHPDLrSBMp5ITWm9kTb+qh49ty2+3R6nKbrVn4g/VIkSWq0QYLUzeI8Y9Lpw2m7R+vrxP1vxxukutp+wKmh/yBLZOMke5297XjFNN7WdNKloc6RafN9Z0tTU3JAIb7awkrpTxp4aUNPHAYhTeNjmmmve5TiB3h2fV7jfWu8eRNvV61kn131mYqNbwLNE7j9RdZmivEJ5Ujjfsj9OTcPcQ0qqjXo7m5lhpDG8QY/UPxbFJHLKC99KbGi7ZO3cllB05fowF3l0a/pquulL4Tg+lCqXhG4e5KOBkunR42syBuIec/0M7ItDIFmOYXZNhvmngW6JI+lItqSYbU8YPiWmCa46RZSvEvqPKdxeJvBOK9YND+5n+yLet3iU9qBP63g7yxkO6Sun0nCgpL52Snnspl4rzLqWYuhVZeTRU1Sq9np75I5ZzIq04BWADcDSS4r4ogXFTmi7zVCEHt2K7pdq6vx1GoQR7klc0tNTkdKCYG8dDG5rudpR1KdOsneI/uSKaVgL4xa+dskusuKnLSX2t4r9FkSCCkV72HkpQjp1MwU5syIdFrFZpPsw8fJGIVQBoW4ZnBaBrNRXbv0cel63g7bas03PZcoApnxku/msmp/dApvrHGRXJKZTIKjdN/pqJ3U/eSM2PUHk9ScdtaTMHLBPg3uYwWf8cUmLU2vm15v31d8pZQu367PQhjjhbQMZmd+sFKSg8L5Nu9od2mDVgJP0uzfR4NK0e5Z81TvSueag0aFgAcDsLkZy1HbEGUhlNEkk1Fz7ruuBqj56rhj8a3fbvO6opc6g11gnQmbjc14whjZPA9GFpI9aAZSyXEWypeAkGFCJ9JA+uChMdSQOktJsadn8M/6WeEl38cac9ydziIfxvvgCffMBNbfkZTp0reAWzvbjNdG3pZML7WM1W7s5n3rUFsMlC0z6uknvG4CeOnPanC12UJ77C5MWTCtN1P/tptMPQutZyVM0c8WAFbrbtcxswKaEtY6NS8dWWhIbrJERr0ikUgdRW8QuU4JaSPIMAGKNK+s37X5Hc1fpuR/kx3IYT2TwbXbZj/EOAsmc0vuBxEmDaV6SEX5J/OJknPvREjjbrbNj9l7EFrnL07VGVmv26kWHZbpE8A33WLUnjybilhNkEKq43Z7AIivf8t91lFSufsTSp3VDKPqMJlc409HFt8F8JXbW231jmGkWCTF/yT9f9Z+OO1TmyullA3g6/G//zealow629zrsu7rZ7d7jtSzAEgp9z3r40KIjUwms/dZ1srPWtL6+vogl6N7RzfXenvJz86zPDbO3sOH6D5xAhkE5LnOmTNnaCyvMPPxdd5++20Ka0Vmb97iypUrrDeaLI9PsOfwYU6/+w5z8wvM3brDpddeYyOS1HOLlFdWeKO3l3xlmOm1OZ5/fh+vvXaKRnaJ2+PjvHbpEivNWeY3ljh8+AhBGPFoZoYXXniBXd057k1Mcvz4cVaKNVar6/T0nKBOEa/SpLe3l5KY4q1LRwi7c4x89Ru8fvUqi0srFO4PcP7cOYJKlemb/Rw4cpiO/fvVHA8dJrd/H/O373LkyGHqUrIxk+dUTw+1TJblp0Oc7OmhEoZUqzWe6+lh8ekQB48eoaenh5HFPIcPP0dv7+vkK8NcHx7hzNmzdOYyiOl1bo2N8d5771HL5Yk6imw01rl8+Qr17CL/wY+cYXxug2K5wfzKFuvlOncnJuiN1wjA8zyOHT+OyGapzs5S3buH12O4zs/O0xPvl/5/dSbPzhcOcSb+PXujn54TJwDwS2VWJyY50tND5PssZO5z6qXT7HvxIl96OMCZM+foWizjBxGPZqa4dPkKHdPr3Bh9Sk9PD5vBGhcvvMpWzWfHYpmbIyMcPPg8slRj5y7o6XmOhXKBF/bv4MDeLh5OT3P4aA+5nTVEFHHo6DFeice1+HSQg8ePcTr+PXf7LkdPnWTH8WPUdu5k/sFDrl69ykqpnMxBCLYaDXzg1MWL+JubjHztm7z7xhvMz6n6Iz29vcwubTK9UOZrd+5y+cpVeg7vIV8Zprf3rPm/3gxYC6f4cHCQF196id7e0+Qrwzydn+bIkSP09l4mXxlmvb5CR86jt/c98pVhVqvLXLlykR3VZUobJUQmw0Vrrc+fO8dgvQZdXbz7V/8yha9/k4PXrrG8UWbu1h0uX7pEMQhZHBrmwNGj7DhxnKjpM/PRdS5euMBmRyf5vhtcvXKJLz1+RE9PDwADM5McO3aMXd05CpuLPLe3m57je8kXF3j++V30HN7Do/wkx44eZc/ODqbX5unpOQbA9eERXn71DJ1Lm1wfHuHUiy+xWW1ycG8XBxceEzbqPH/qFEGlwuE338TLZlj1faIg4NBbb7GwuMzi8AgHjh6h48ABAOq379HV04OMIuaAnp4eSqUyUWcnnc8/z9roOEdeOERYr9N1+BA9+3uc9S97U8jZDfLrS7z51tss+1NEhTK1cIuLFy4ys1Tm5ugwL7/yCotrVbo6sniDg7z19jssNibw50oEombOynuXjtJxP6Tz0AsUmj5n336bpfIWfrnMXP9t3n3rLebnFlhfXKbj4EHOa7i7c4+jPT0cfest1hHsvXSRzdFxXkidK/3/gf/8R1iq3efKlXPUGgELKxW+9eABr712idWNGnOlPPVmyNXXL7MRzXJrbJwXX3qJSs2HxU2qYZkrl6/A2AofDQ7yzrufY742RiYj6Bsapre3l7H7D9nz8svsfvUVSrkOJj/4PpcvXaYYqBzmMx8rWCnWGyzce8DLp0/TWFpi7tYdrl69ymb3Dia+/V3evHaNpWKJ2Rv9nH7l5bjweMDEt7/LxYsX2NmVIxhZ5vrwCC/FY1woF3hu/w5OnjpAGEb0DQ1z7do1tsQcN4ZHOHfuPFHnGrfHxrl48SJMrHFjeITzFy7gTa8TFcpUgy2zLz27inQfO0pQqTD5wfd489o1lktl8tdv8uqrr1KPlbk9vb0s1ersu3KFaj7PwtQM+0+fZnJHF3R10dPTQ09vL+MPH7Pr9GkOx/sBUH3pFZbWq9wcHTXfFUubbDbL5veNkRF6ek6wozNLcbPBwPQUr7z6KtFMkYHpKS5fvkLn9DrfefSYM6+eZcfyJnWKkFO05fHCLbrKXeQ6OvD27gUkTQS79+5DZrZoeh679u9HNhqEtRphZxcvnDxJkM3h1+pUPI+D+/fTceI49cIiVWD/nr10Hj1KY3WNWjZDd0cHf/BHjtHVvYve3rPM10aICmVKjRK9vb3mzAzOzvLee+9Ryebxp9cQefU7GpgnO1eCsXHeevsdusZW6SqUYXiEa9feZM9skbnlLYLMBr29byt6kZ9jx/PP8/z5c1Tzs+T7bvD2W29TWFlTcHP6ZfyNDTZrdYJMlmNnz1IvFJjpu8Gbb1xjYXGJhXv3OXfmLJXOLmZv9HPqxReJmk3Wjr5EsVyH0XGzD4XNRQ7u7eb1188hRlf43pMnXHztNaLxVSXrDI+YZ0eX8rxw6DkOHdhh8Njb77xDWczw4dNBLly4wJVXXyCs15lfWmH2Rj9nXj1DY22NqF5n9uYt3n33XQrFEjMfXefMq2eozc/TLG6wPjXNWxbePn36JfyNEo3lZUrLy5x//XVKuRyTH3yPq1eukB+tKxg6cYLe3nOG1r8U047Z6ggdWQ+eDNLb28vUQoloeJkPBwe5dPkyual1ypUmt8bGuHTpEuHoMjdHRnn92htsyFmGFmbYvWsnHZ0d9Fy6RLC1xdBvfZU333iTpaKiM/m+G2ptZudZGhll36EX2HfmLLV5NYc33rhGfmyC1dExzpw9RyXXwezNW7z88mmaa+tMLy6RyWbZu3cvJ08+z/DKCidPPg/A8MoKsGbuhZFkfH0NWDXX9swvIVbK7Nu3h4wnqMsmHfUGe/fuptSoI72QvXt3Uq1WOZA7SDmmCwevXmVprUjh/gBXr15lrVZnq9GkieDIKy8TVKtMf/8jM7fZ/tscP3ECkckQVCosDw7z0quvsiU8Cg8e8u6771DYKNE93MW1a29QZlYpo8bGuHr1dZodBfqGhnnt0iXC0RWDC86fv0DH3AbXh4d5/do1yswxUpjh8OEXOP7CLoIoMjg4XxlmubLE61cvsfJ5yfGeHvZcOE81P8v0hx/zxhvXWC5vUhWC6tYWr1y+zOrmFgv37nP1yhXW6g1WJqfYfegQz1+4gF8qMfat93nj2jVq8/PUC4tMfvA9Xr96lep8SMNbQ8zOGnqvaeVwPL4De7u4OTrKK6+eI7e7zI2RYS5cvEwts8SNkRHe3XnEwOW1S92MzW4YHqZ/dJTjx4/Ts2sdhGD2Rj8vnjlDWFdGhB6bVzx5EqRk9kY/5y5coDI1zWp+lh3Hj7Pv5dME5U1mUJ6gi1tVKpkcKzt3cP7sWUpByPLUNG9eu8p6WflJdi2UuDEyzOUrr1NmXp3xzk2K5TqvXXyFL9++xb79z3HyyB5ujgxz4sRJdnZnYeAJly5fJuxc5ubIiPE8HZ5ZZ6vqs2f2MeWVFc5evkJjbZ3V9SIHXz1DY3WV7M4djL//HQNPG8UNvFzO8GmFR094/vgJXrLmfSrmZaJ6nbnbd8338pVhxpdnOXLoAC+dOsDeXR3s3tHB5Vee5+bIt/FCCSR8yNO5aY4eOcK+3Z0Gn/WcUHt6Y2SEy5cv050v8sHjx1y6fJlXTuxnJZKEtRoT3/kuV69cwevsZD2MyN+8xYmeHo5b4zxx8qTZr5XpGXYdSnj99cIinc8d5Jz+bfE6ei5LW4vs293Fm29eRg4u8f7AQ149c5bey8da+N2uoSW2aj7fuHdPnZ1cht2FMt959IhXXnmVnasVKtE6HY2AnhMv0PveGebmFlidnWPHcwfZ0dOD19nJkXffJdPZaeh1T28vQbXK1OOnLA8N8/qlS6yWymysF/E6Othz4gRhrcbyyBinTr2Iv79Evv82Fy6cpxRG9BzoYWp1jsMv7KMwqegyAAAgAElEQVS39w2mFkrsnN3gtwcGuHrtTbo7s3zl/nVef/0aR5/fhXwwT5hbY2ZtgQuvXaFMgYHpCU71HOOVE/voWtqkUF7glTPnibqKDEz7XPnjf4yRB/c5feI4ja4uOl6/SnV6RsFMfg7vR08TNZtqL+YWEC+9hAzDhF/84/8V+X/7q87ZOnXsGMfjvZgtLPGn33qbpVKD0laDwloVxsd57733yFdGGJyf5tjRw/T2XjG0pufkSfwgYr2+Qmcuw4svvqBSYQ4N8+Zbb+E/KvDth4+4cP4iYmqNpihRC0p0iS5ynZ3IbJbc3r1EgJ/LsnPvXpqZLJmdOxCdnTSAvbt3E4UR3LiFd/AA0cYG/pNBDvyB30+0uUljY4Pc8eOEa2vkjh2jXliiCuzZtYuDPT3UGgGZmWlefvlldq5WuDM+ztlz56h5yzzOz9DTc4rNapNbY+O88sorbFZ9vv/0KTt27KTbD4Aan/vcewytPuH+5CTnz1+I5ehRunbuortDsPfwYWS1SvTH/igHDh8Gz8Nv+ni7dyM6OsidPEljs0LmwD58P6Tz6FG83bupjIwh332bXfv203XyJJWRMWrAgb176bZ+d+/YCTnBO++8y3o0xc3REQ4fPsKJQ7v5zqPHvHDoMK+c2Mf7Aw85f+E1Png6QG9vL5nHBea38vT2vm3O2/XhEV568RS9va86Mui11/Zw//O/wqunXqTevUOd7VOnABStj3Fsfnae2Zu3OHn8OJ0vvIC/scH0R33mXnFlldye3Zy8epXVSpW5W3c4f/YsW5ksq+sez+18jp4je5RxcGSUnp4eozM5fuwg9yYmOHr0GF3lOh8MbvJf/p6zdBZKfPGDMX7yv3+HkbVBHk5Pc/78ReTUGmPLsxw+fJBDB3YQFcrUowo9xxRvPjk4QmHgIS8fOkS10WTP2bMcfPsto6uYvdHP8cOHye7ezez9AZ47dhQiyfLwCK9dvMhqaZNqPk99a4t9x4+zNDjMe+++y2wsfxUao7z9zmlqjYBGxzwfPH7Mq2fOQ3eR331iH9+5nedzn7vGsj/BO68fZ2B0hYwn6O7M8rU7dwyOrk6v81w24PTLJ1lar8DwGK+9dolKNkdXfoj9p07RcWA/Y996X+m5VteZvXmL1y9cYGV1nc1qjSCbZX9PD36pxOr4JEdPniTT1cXU9z7kvffeY66wpGScM2eMLFmVUKvVyeS6OHpE4S4NIyd7eti/p4vOpU2mVuY5d+4CsmuNmbV5nnv+IHt2dnB7fJyDz73A0ed30jc0zLFjJ8hkPG4MD/O5996j0Bijb2iY7h072bs3R8/JkwrvnDzJ/quvUwwlMx9f59zZc1Q6OpFBwPzd+7x2+QprlRrzd+5x8fx5ysJzeLCal6FSLnPy3Dlq8wvMfHSdd956m+rYGmzAtTfepBjleTw7xeEjRzj+wi58P+LDwUHeeustVoNpbo6M8OrZs3QWytweH+P48ePs2dlBRy7Ddx49NnuzVlumqyNLb+/nGJxaY2ldGXxfPX0ahMDfKDH94cdcs3RDx0+eZN9rr9FcW2f0W7/NlUuX2MzlENksE9/5rjkrzbV1inPzvKn5gMdPee7YcXJ79yg8XRlmaGGao0cOc3BvFyvFGvMbK/T09DC5OsehF/bx/L5u7oyPc/jIESp1n6G5OXpOnaYq1nnnnUv4AwsEuXUe5/OKl1vcZMsvc6LnONlIxZNcvXyFtWqdxaERDhw9yoFz56h0dpG/0c+b166xML/A8vgkh44fx+voUPzKsWNkd+9mfWmFjv372NXTQyUIaQQBz506RVirMdd/mzfffJPBiZt0bnZx6IW9nD17lNVSje89ecKbb77Nij/FjeERo1e5PjzCiy++RLXuU88XiTL/D3tvHnXZddWJ/c659773vqHmuVRVmmepNM+eJEuy5QkPGMeOGdrYxgN2N3QTHGMwBkOHoUmAEOhmJk3SYbnT0A1hESAx6cXQsRlCMJYnYSRbki2XpCrVN7z37j0nf+yz99n73Pu+koSANKuOVul77917zz3jPnv/9jTLMvP9n8LFl16GO44fxoNr9+Nzjz2EQwd343nPuwEPrt2PI82j+OKf/hmOJYyY+awLrr8OJ2ZzPPgHf4TrrjmOE+sb+NL9n8bOAwcx3rsHT554An4yxvZjx4hHPngQk4MHceLhRzDZtxcrx47hy597AEv79yFeeCGed/v5mH38ITz51CZ+7y//Etdddz0ee3ID3egxfObRh3DxJZfi8ZOb+L1PfAJHjx1D10V87HOfxZEjRzAZVQnzOg+zeYfPPfYQ9u/fjfMObcfpjTnw6c9g9549OHDZZVgbjWlNHD6MZsd2PHniCVRLEzwxmQDeY9v2Hdh17BimXzmBJ7/wRRxIvPpDf/BHuOaaa3BiYxNf/Pif4NZbbsHDj34JJ774MCb79mHnBRdgzy0340H/Jdz/yF/j0KH9OHpgGx4/tYk/f/DzOHrsXIyf2MAnHnoQR48cxVPrM3z6kYdx7NgxUo7e/2mcf/4FeOzJdfzx5x6Q+Xls/UtYXRrhqqsvxpp/FH/8wOdw9dXHcem5u88E+Z8tT6M8I4+2v6fCYR8PDVw7BODh4t5F96G492z52yqFmVPU2nj5ETm2uDEp4JwUoZ93w1iY5/pLTzSqZlgdH9hcKX3WuUQ4PjK/y8ENWt3YnCUx99G5bD2gu1qOh+qvvjaU16R0iNFDqGPrO5diDIfhfDZl4RwGW95TWu3oRkSVsyHqfG3Ulpx3gZKJT+cd6spzaiGKHR4p7jTHfZ53HaazFuNkYrY57TAZ1RJPeWPaoqk9XNfCj3LbJT41N69tczxj7ymfg8p5oPtHObVyTORuai0G2arqJbeea/KU2Zv61u2AtVYEYHLSyHf9nv4ilo+Sk0LvG2X9w7ktdB3yrmJNaC823UbKqeXlM+8FnSfrzS+9zMRuZou3yqecanVN45/WQ0zmM66qJT8Rrb3sTfnY7/1fub+6b87ZHFRFKce8NjnaUu6JZIlLserTtUhx+U1Sbo51DeDcQ9sRY8S2Sy7BrhuvR5jPoTd0jhXemfj/OUcbmaZSTofFeZFWl0e45+ZzewbjmnZx3sVhLwWn/p+TjN9+9WHccuVB+m1zMyffLk21dJ3aso1pU9eJ5ZXOt+NSbjOdo60LeS1ra11fWi+q9+o477rP/HneUj6bXq8dr4muv2dQdLGqqO1iPqgrynOunytrLPct3ZNzOHCeAOs44+RZ7lNVtJX3C7ou5/oqE/PofCgAct4ssso0+XjYSjlZMN5zw4H8LrAFMZ879K+qfDKao71apzxGZEGZ287/UZOC1GHzpwaaGzVeet/2zgszFnoeiomKsTdP3C4he/nW9Ndau0dlqafvKQ0HdTtjlMMqP9dzwxg4IzkXQOCW5byCcYGHKwChvUMHeB5P/q77afsV2PyVc7Rpi2n9cFnUvJicTIYm5DMnlt4+W5TyjY6rRW67tmpe5JVlmh8zj+G8T3UMtElNsuP9UZyTvIdpX7BV8fDYSr7Ggl5zHsa0nUzpukTrtAVryU+GPP7l/onpOcMn8HwqD7cYI7ouSv6LJ56a4r/5pY8ByPSU+7QxbU1uM+5nrSyz77nl3KTo4b2feQQunIMqhmD2qZnDNC9hPiceoQs2H3AMiKFDvbxMoenqGjEEjBrK60t5TKgO5j9CjGLssDwh/m8675TTT4e25X2a84vknH3pWOgoHwjnuzv6hq9O590AHZrPDd+sc4HIbewpM7CGuy5ILiLvHD7wU3/AT/Vu7xRv1iWrbGKncj+0xbz0yavzkc9p7/s5f/WZ1hW8jM4XCJofcz3mXDNA3t+cfylGm/s2xnz+dSHnqXIunzO838z2DAHgnD7OWXdG3Zh0T5gRAJnzNCf+dDKhfE11TbRC8vLkvHlcuE+07oBG8ZVdpFzTo6ZK+ZEoH+JkVCEEztFWYX2TwmpvzjqsHj6Ii97zbsxPUdi9g/feg5pztDmHI1/9WtOdo69/Xb+fzuVcswDCLMspsetQj2p0XbROi3LOoUdPpT+8rqI6g9XS7WJMlvFW/s18R5R1Ens52sijYvqnf8YvLbzWHJnRtx29ezBHmzP5wTRN1nJIVPcA2bOY+2f7HLF24GhmgpxLcstc2uWqKu+X1C9XVybP6fLdd/XlSu228apXJMcMWtMV52hDwSOn/szbTm3JnINZl17OYhCP6+sa3ZQMEi75p9+SLw7wEkSfVH4mwVy6tI9UDiHOeYg8vvoM5Pbrs9B7h88/cgoRSp5MvCZA+w0AQheyR3UbJKUHACN3+Lq2DFoq3cYGquUlhOkUvq4FE+g2N7Htkotw5HWvIW+W8RhwDu3p02Yc522QvfFf3HOp5Fy8+YqDOO/QdvEGyffG8kTAxpRzykfhA6azjjCKRH8kh6fm13mrcf+AnMdJ82HmvFdzmGhBfr8tMZ2XzqXcfymsC/MolM8tmL1UyR6Dml+YNSS5oEu8jmkT0wamV1yUTOmSp7HmNXlV53y32VtI5/GVNWhytMHIK1w0XTd9mrfgPKoAzLnI+QAlj9l8TreVrICixVxHmfOw7XLePsYYAKI/deXNfhIvojQndI4qOSqdp3XlE63Ma0bGNb1fxrVrbSQhJBqtrks/da4w4x5PNLTyNn9XF0LvzNdlOu8Ex5PxWISfAX16k/gRztFI15hHVePStTmvrsr/p+cjth2qqhL8B4jmPJE15mBytGVnzcJzWsaSvrBsDaSxV3vC5GHW8q+4N3aWDjOW4PN16Vvh4cf4Cb+78hz9gfIBcm5MXoNdyoNJuf8sP9C26Vqqx7vheT1bnl1ZKCk75/6PZ/Hvd/8W2pi4NNxYtO8wgCPqOt97g+tL6bcAOA3gs38L7TtbeqUAJkMYBkD0/QWgzkRKg1sLk7QmEK1kBr0cwkqZpohMjCRIDB14gDlHBeigGxmE0uBtKVhHK1QoYEwDkZppYTBB95PDdDk1BnyVhJB8LyVRHeAKdFEHVMkYlCUqZrysg5KmDoOpzuVwP8RUOMzniemJBNh67/Af//SL+Ln/8AlhxudtMEDOxqzFeFQJs7S+OUddefzZ7W9Avbqa29m2OekzH3guAZwpVIwWkHgMzn/bN2LbpZfQT5xAdpqTjAMQN+tbrzq0ZXJQDXzm8bPgelRrjevWyrAe+KxBq1JRrfqqQTiT0D4jknZNBbsfdFLbSu0F/tzUXpbwnTceNQrHkOaeXPMDfFMrxUZai87BVVnZGebzHjjF/dCKA2LYMyNo9g301qNPTeWFmYpME5IAzmEzuJ+j2otSOgQCT0yYjEjJpl3dIM5bxBCx74UvwDmvfTWCCODFnHGbE81yvjIKqqFShl2kamiPf/WLL8adNxw1ck3GCKP8LUPjHD2wDRecswMAcOL3/wAZYM/jTN/7QKDMXfosdev9U4Q3oblXfZAlzTRYAdbqca1AtFGt6EvbBpMwuazAjm1J86KAPiIUFeNMJOLMzGSM/fBpPHQuNUcAB9j5FGVVsfdTR4GmIeUFh8pwLs8XYJluXgjO9cP/hEA0ZEGYnZjWujYkiSDaHEKQR+rKmdCQAGSf8D1dou2IFhzWZ0JPGWDawsrD3H4jlKjFkPf7wFrVY6rWHP91Be3NeEX+3DOMMSBCcVar+1lhRu22bctAvlLsyJpdfIbo9VFuTa2E0qCBYi2k710XE/2yayEOgFW2RLX3g1Xq9giQmutnWaxy2vJli6u2awZAorvOtF+9RH1UsbkKBZqmw0EUpAqcUdeYFmgDrdSMLMAXrdbnaTZKUmA19ycvTNPHqPmD4hq3NYaAEFOS9MQztW3Ap/76CQAE5I7qzM9tzjoBN/WZXhp71ZU3Qnc5xKx4+sKvfASPffT37EUetykpQC5///sw3ruH6I9W/ESi59XKCrr1DfhEF8ejGtN5R2d0lflEgMZ9ZanBU2szVN6jrjxm807mdDrvjFKuVgAFN83BJYOrHJaHwDYyZCj5xtD2jbp8wUczGDnEO2tlbHkeaLItwFqdDZ841JIGIz33Sfgetd6TVZtjY7MhJZU0zCrSSrpH9Tisb85xen2WMFUGevI+YWMf5xKww3sVWW/H/I33JCsM7R+n6JBTIdhiOUjcNuHfZ+m5Dk4AuIBqMkbY3EQ1IaVxaFs5v+ZtEAWG3t+y7mqPJ09PxTBzeVyjqRzWNilUH8ssaxtzbFsZYdR4rG9SfuouRIyXxtj3wufLHuA2m764om8Dhc9Ix2EBVV1NXaFN6y4KrVJyWVFXHnM+Q/OZH9X9ea3l/WfD3SlizXRTh/rSylrF9zNfQ0r3ls6r2ip+pG0xy4Sah5l3mW+hI1adialJFIrN0vAYgbVD50Hf7Kqa9jofqMkAylRYVRSmkEul7uE+6u+XXZLovhdehYFdbqAoQUD0WPPDVTJ60qU0cgAAOA9XVaJ83feC58n6OHDP3dh/94v7z8QF4HYyUHVVRWsyXQsRIstq+ZHnQyvesgypQ7JGo1QDrKFd2wU0daVCB6b62y7z8EVp1zdQcRhiAC4Zb3brG2h27sTOa44jhoBqaQl+PMb8qZxfrqmy8sw54M4bj2A6K8J+JuPBpvJoOzpbNzZtONTNWYfJuEKIEIPv6ZwUba4p96nicTs75vQ5wHEKjIF51kpdMiAM2Jy1mIySkYi+V2QWJ2uMDYkq75MyJ8v7bWeVD5rf1PPBSgRrzAGhwYKTlYo2GYIu903xMc5p3gtAkmv1OWlDjeZzhuWVknxqug5kMhWT4SzJKz4Z0toi50lLtEnPF2JMyrh8vseugy8wDTGqARudpH2hFJzcZz0PlXd4y4f/d+NAwApTUYbUhaKtbYl+svEmSGYnI/NOrbugztZO1ptWgMq8RSA6J/s0KDo8b7PcU4YXjXFYdud9HyPw/m+4GXt2qPDJpazSBTnn+FzI85SFHtsHpURssyNB7DpUCt9hbAhIIl7CI3NoVWeMHIzBMNA7J2OMORwo7wF6MONxiX+S3/V8yOc8B6WMk2mzGve0VnjYRk02Hq88nR2d2eNkzKDPRy5toPXJ55R2ljhb/uZlK+3HBQDOf4b/LniuGxhj/ASA+wG83TmnJZd3AggA/q367SMADgP4Kv7BObcXwOsB/FqMsU9Rz5bnvsRoGGwhHE8D1OwDOYVSKpVHq23yWccLBrKQZ9JcCI2zTIQmokNASX63Aj9D8ljRQF6IFnDTIFIIgGWDrHWDy4SzdAARRic/KcV7C+oy4K0FX12MsqXN1h8Li7Zq711TQBE3JgGY3jkZ5xghHm1N7am9iQlcn85xam2GukoWFG3A6tKIvHhixOaUFG18UGxOySvu1LZ9BhQw4IfiTBicYmYDAKqVFVlHy0fOQbW8DMQoYEmP6UpTVVduoYWH/lWfTWTs6cx3zWBpBcQVH/wOrF5ycW+MpSTGVQPvGewt5kI9AwAuBrP1dDs0WK0Fn04JqKRoo4Foaj/o0eZT+1zT0Hx4j40vflEEVxFkAfjRCH5U5AdEBhL0Z82c6D4NDVNVZeaAAK0sgDvnhAkJAcmjLa3XKvc/t4X665sGoSXGfLR7FyaHDiVGHahXV4UJNGMeiQVjYWir4pSSiueI9kjEnh1L2LEyWuidy6/KBsTWwlf3JSoiKECgspoc9GTRHFnpmaSu8X6X9QYlkA8g5kLvFC3WtInnYZ6Eb13Kturfixtp3SULM1a8Fw0ZOJMUjVRg1BAZ1GeE5N5xTtaVrqMbGosYSRgPHcRryBXnpAa1ALrOVnMK5BJvkvJ51VYt0PEddVJOk6Aa5TtizrFhwTYnNDytctXWRIcUkKSVO1Y5VSpQw/BnO1ymCB0r6Bnf2/NCVEo1vlICCuZHHiX9XSvh+JaS9oqnVfZGLHmYyFKaKvatw20vc7Tpfac9q6CBgJKH2YIP04CK857Ajm5gbsp1+QyLIpPmN27eIrZDWzgbBVUJ3mg+kousO61EoJexZTT/XPJh2duNDTiiEdbp77AXgulv+SPyvhCaPER3lRIue/QyHc8DF2M0xkrzloxKAGA2J0Gb+74xbQ1oXTRLynhUibX/0E1Bgc9hnj+baA3JgGnlvHPhRyOiVxqUjhTKeLR7N7pNVrR15NGWlGdNoRTsktJjNu/QhYClcUXGWl3EeFTR7+xFHzPoy5bVMRECA3AAxkCm9FgpLddj2/b3QZqHQV6FPVxKXrC4j4G1RoC6bB0fYs7jIilJlBW6rL8QJKqDDMKCEpXnGH3PZwuNAylN/vqRp/DpB59M74wpf1k+7zSPzDwYd1Cs9gUktQZQpaEjvTdbrDvnLU+s2uoLMC60La2z5L3jJxN00yl5t8RIHm0urwce5wiYvRMjeYe+/3/4fTz6+Bop2pYa+KRY00P61Pocq0sNVpdHeOQrp7FteYTtKyPpK2LE+oMPASAeWHulASBvyS2MH3md3vgzP9W7VlUEsnFzdASH//7b7sSO1aGMGnoO1W8pz+GHv+l22T/f/nU34bJjSebWTKc2DmDPLxVxQBv+kaKtyXU4B1QUASNt0FwnvybxljqHngCHreb/kI3P1NYrZRo7oDHviZqUaLxvrUdb+o2Vgqm4yhpw7v7gB6wiTr1f+sJ800D7NqZt3nKRFFvlci9JSlN7tBFwdYUw68Nbo927MDmwX+gZG6hqo5MgijYGhpPcXFV5P0ErPErvtkwq9Nkzm3dW6aYA33xv/m1pXGP6+BOYnzplAfPk3azLLb/8i+g21lEtLac2RVTjpGjbWDcyQjWZoBqP0Z7Kira6prOCDbLGTWWMNEbpu3MOtfJoO37RPrzy+RnmnM46jJNCLYRIfZh1cF0HXzfEN7BXSoT0K7RDirZWebRZfpGeyWutXlmB8w7jUU3etBE9/KmqnGBhvPZC+p3wFr03svJHL7ly/dE85A0mUWpCMPNEmEuf3xQFlW6v8o6yRjCW1AAwWAVg+bNSTu4p2ngttnM632KkM4Lpjxo7PgvjfE6yDmMHbTo3ChmmNMABKAeezdGmzm/vMj1Q+4mVotNZ37C4VYo77YkGqH0So73myDjI0Gut5Ck92jRNjDQvMWSDWa0sF/7XYBxED1pNs3k+lBHO+Yd3YMQeb5rv5fFP0YLI2D8p0kSpi8xXpuhVdD3LPDrKVexaVLUXw5NSnmLaLJF5nDPLoZTdtTws3uBpbDTWqOWSHN0k9Vf2fJfXmvb21Nd5rnxl1h07ZjCOPWoq4Y05upMxZmh5/fQjhrBSOAZ61jnXPy/PlmddFkrKMcbzYoznP9N/z7QBzrkPOOc+AFKGAcDXpt++Wd32bQCuB/Bbzrm3Oed+FMD7AfzLGOOn1X0fAfBHAH7JOfddzrl3Afho6ud3P9O2nS3PsmhGAVho9a0t9Y2rvDxjwZNM/SLub2xYLA24OWihrTyQNZG11lna6jgT2gxk5nA+AygZc/cG6FGEVfdBA5FKKuhCInbmzI/AwMFAw+IMJsmHoe5vr2ggrfQWKYoBsMpr2hVaMcEUlgBG4VHXZGncpDBlPM61JwaWnvGYdwEfevttuOTYLsznAZuzDqPai1Xv5qyV0GaqIVg+eqQP3FIH4LwnL6vE2N78iz871Bn40QiX/NN/0guvQ7PoUFV+oUebnmsN2GrLsMHvagiJcc59uOZf/CB0mDHDiCjAmF7K81S+m+cn76uyHWXo1JIZBCBWVN5lS0AuPBfeu8xsJ0XbJz74PWAtt68rEVJv+vmfHp4vw5goxQN/X1AiaE80tTdgM4cDq3xmorjNdV3JGpWQDgZQjoBLFrccagIOvqmT4g248ns+iKXDhwdb5Dx78Z3Jo40tDS1AxSuKLckMMAwrF2hr0vybbk409+V1ZK8DatyHPkvlNkyb984ozTQOzmtLK0IMyDDQdu3RVlclJSuEvAJ81reJspM9qEqgcUD51qO9sGeGvTetfZf3G589rrhH762lE48A87lY7bHnAVuCWuVAtgAVK3Dvcniy0oDjDAYt5RLgEBNI5woz7hG0r8SqOslfElqSz1VD3zJ4M2QckzUS2dtKe7ENebSZvpW/RBU6slB6bEV7hYtYMK/6nLehe6I60hcrraT9SWhjWlLeX4bv0DWVbbe4S26HBrmNR5bin0ol3UJauoAvsbzPM7dyXLQc7T7Rx1o/tEmuK9o2cvvES6zPk5j+J++CMtqAczk6AINWhldMpKYLUaYyL4tMJ8pQk7oNmsZFzSOL4B5k/w7NWRk6Jhuf5DPyhdcdwfKkRlNT+2dtJx7pLHTz45vTVrwUhs50LqOmwnTWGhyEAZlm104Jw0dNKQzsuM5CqYAQUG/fRh4J6dajb3wDDr/qFejWN5I3QBAAlPlIIAPsIUSMRzVmSbk2GZP3Gynd6POBPcuYjCoBRYAM9PJ2ziGfM8DMNDmU/GDb9izXFxuj9feKDmVnz2j0SJwG1ijaQPa6Iq+4ASVCjHk9dTl05Jn2rQbd6IciCgnz0sq4j0F1wzeq92iQR/OjXTpPvLP7YsigJbTZYh3OGZ443xwtMAqap2ppSRQF1XiMbmMTrqqNAkHGVoe4VArdECOaxpvve3cs4Zx9K3ji1BR17XDhkR3iMbJ7+wSH96zgMw89iaMHVvEL33Wv6kuLE3/whwCAevt2nPj9P8T0y1/O7WBFoOlbLk987ONwVYXRrl29a2wImM/1bMG/Y3W80HAheyXmZ9suwDlg++pI6lga15kia88BvU7Y6EO0LgXvO58DRtEGAkPbjs7KugbGY+PRNmo85t0ASO1Tf6UfQfYPRanhJtgoHb2S6CmHvAefPUMebb5KkQRSqSrTR7+ybPh47gOHjNQ0ncdS88AUijTdgwhfuV6bS2PPcVNhHkA8uaZVasJ90wj9vekXfib3iYeA90yXQOtAQK/zXnm0uSLyD/Jn7dGm6OzmrB006DSKtoR3xEgeGV/57d/Bl377d3N9DKQX9KteXUW3sb/cNcEAACAASURBVIl6OZ0fXRAlbruWFW0IAX7UoFpesh5ttce86+TMZs9pLqPGJ0MUMhSmvQ/UtcfqUg4dPJ2TMXCIwN6dE+zZsYTNWQe0Sakco5IBlRIkKc2IvhVAO93am0stS17wjrdhz2234he+816Rc8vjpPIUQHWuPNoASCoFEzpSKUZ6RkSaOUuVM+9iPO4rpQhIyqiyiMIA0fAtej1xGzhKgfVUVWdIGhobiQByr1a0mf03Jy81xIhqMqGzwDLc8E06J9oWMYasGOW/IadVSC/vYRrao6006K/Unin3hlZO62a1XfYqlnO143Wk9q5XitvSo023MwyvPcMnO+DIgW2oa8LudAQEblurxp35EN13af/C1Cuxd95xqMTYBeG3rOI299+Z0JFZQS8KurZDXdXKkFq1l/ErR2uaFM79JmoDIImM1CVvZcSMNyteq4zQNKjsVDgseyUaY+LO1qVDf4YQDHY9qqt0djvBjTSm3QbioWPsRwxhQ64uUFoVbQB1tvzNy7M3SX3uyvemf29K39+Svv8zviHG+OsAXgtgD4AfT58/DOC9uqIYYwfgZQB+JV37IQCPAbgzxng2bOTfVVGADX0Pg4KDMeEugTl+ZgBYMS5q6ne2UBXrZK4usldLHwTVjGGZI43j9gIwoK7xblPog1OKNtNuBnrTZzr0NdCTrVZZqSEWG4EZH7qdiF86HPxA6MgQh2R2O7ZIB/QZLNJ7Xnq6qGvCAMk4Z6VGTIR71qbQEOn3ynvxJKKwP04Yo1HjJWcIkONCb0xb1HXyWlKo/rU/+iOD60usq+pGGCXfNP1DPc0VCebtwDWg9n5LC48SdOPPxmo52AN7q1w0ftSY+RoqcqBHDhmHQQbdIZife16cAwyfBkmyRxsJGpph4nnet3OZmJVkiW6UA45Cs7BF3qLcgJrp0B4VdG2xwipG2vva24772HWJcfAQICJEslLmtcjKA+vRRsYBPnnoMePvm0aARV5LpXDNingJQbVFkfC2ACbjinIDhCi8JAPAmWbR34uP7sTeHSRk8rVBIEEGKBoaRB/yLYYhNAD7ForOVB8pMUMPGg8GlC7oKl/fQtFW5k7hvphQC0IH8vVHfuM387oTy0rX20/OWQCy29zEqU9+MoM3kf/GQeZbhsE7Q6O1l1FOaZVpwdLjXwJmMxrrprGAFJ8hEjKiEOA8X+9svwFs/sffFw++oXLF+ZQIPcYoymmtWIPjucwhZhxS6Ehw7HcvoSO1YoEai3SW6bXWD+9pcn+WC7v8vEBxQb/p0KT5N76/BB6M8sIRUF0qqex7WJjXNRV8CvrgMKSuIONRAhODRb28V2fRTvEajcPek2IkozuUtZD2tYH4EaNUZOUar0WlfHw2pewPhwWSNkS7FBYBw6Yy5e3VC9E5tGDCgOd3WvjMavKzWXnOj0b5m/NIWdpllLvF+70bos9FWxU9HOKHs+KUf4oKkKK1tbLUJMv6Bm0XMJt3GDWVqU6A3VkH5x2OHlg1irZSwB43FVnp99akw/U/8WNieAKgBzZxKb0tYgg4cM/dOPyqV0jDXFVRLq2N5NEWSNFGHm3KS0+A2myIsX11hGsv3kd5tQJ5FsznAXfdeAyvfuFFiICEzSy998q8MWwgE2NUubzS/M8HQq4PLdY47NUmwLtSkgGZdSvwPqNIK4FQus6KOMt3CuATYY20hkqMPS/jqDcksgyjw0QTj5j7dO3F+0w7dM7fCChlXA4fb2SFaMcEgAHS4Bwe+fX/rd/8oDzaZnN5rlpaIgVDBPx4jDDdRLNjO3Ycv9ooJUjuyueMDvelv/Pauuy8XXjf192Ezz9yEvt3LeO/+5YXYWlcYXPW4aoL9+KbXnscj55Yw4HdK8Yjf+1zD+Dy73gfAGC0cwe+9Du/a/bFw7/677MCMEY8/B9+3czbp37oR9BtbPT6D9BZ3XVB1oZ7GkBZjJbPP3ZgGy46siPx0A6VH875bY0sC77SQXlMdMYbOrat8mgD4DjvWUvPVhXwlq8Xuq7Bw/zuKN4H+nerdMs0TodmDAPym+xRVvhxu5RHGxtSSr5fGfQzh4YPag9bNsLhxssPGFlsY7NN51D2sijP23lr3zceVZh1YKBgsA1+NJJ1JeHUlGKSZV4OXRgTLXZ1LddCtPvXeLe5Ikdb+ty2NkeV9hSle0PGZUIUDxcTvp5zeg7IUd36uhhqkEKNPNrCdFrwKw7N9h1oT50ShSPnXWPevjzjxk3yTHO0DwKftUUbpnPKI4oYcecNR/HGey7FdN4CKvea8CladhGPttaETHW+SvOvnin5HYDqdk7ysLG8yCXERNOcE2UzG8yZHG3Ko03PYclT6hIVZpX7FrJRY8KAhuZMcm+pfsXQ9ULVsoJAn4Eml5ko2oZztDlnDVUUayjyPJ0RE1E06/5VS0s4/sM/kJRywNI552By6GDeKwOKtbL0vNAFWwnp7OP35bCsek7K9abDT3pFY9PA5fzwssa6vjxYys+FN5XhmxNv/D1vvw27t08QlLGPVghqXKxN72oHFG3zRYo2RDuWzmVPrxBMCEiA5s/mNdQebblvOndb3VTWW1LJi8x3sKy7tfABobNiYMSycPJo68kloDPTOJYMKTg5DKa+Hor5VaE/u6Sw5XQCZJRC764q2vdBGamwR1sEenxW1wXCOANhsM7b8/Vs+ZuVv3dFW4zRLfh3XnHfr8YYr4sxTmKMR2OMH4wxtgP1PRFjfGuMcW+McSXGeGeM8U/+zjp0tgwDOb1DKYMepfU0/2XwxIDAfH/xuoy3ZsbNeZcF2ERISyZC4c8GtBK2XTM5uo1KCVf2IVVQgIiaWcpCLIHZ9FkfpCXAoxompZejzTHR7TOEXAZzHywqWzATtr9RFA4uCUFi2RJJqTGfd5npSAdUVroRM8sHMYMr9J7M4G9M26QgUW1Qfeq3n677UVOEKepJjnRf0/SYLoCmSocl3KoYhUG0bRtShCw8053HcNhB6wmaXprfk9FCA9YNKQBjtNaftKxd73H2FPPO0Vymdr3x3kulzsvP341x5cR7MK8bWuuuHhBKe3TCho6EcybMwaIBY0a7qSsL2iQFUFNXWRkkQl1Wyj3/unNw3qHtlrFIA0AebXPz3QCLg8J22t/+aYSOVADs9pUR/vEbrpM15KCArULwef2LL8Gl5+4yAssiRXCe+4E1Ut5b7pMB4FjCh4CZ/r41IaBA6ZjbYOhtYcnIr5J9FrNCIVcOEfJMWxWA/sC/+pnc3QQ4DhoMJCaZS3vqKTz+sT9W/chC31AITG5O5b3sdT2f/KzUwWCeS8x46MhzQ/UjKzcyg229b3wSRBhYye3a/E8fy5aIyI9wee2dF+HqC/eKwA3AKM6aFFYiJGOOKin1mJEHMh2UavWwRB1quFhrgIBGLHTQllL7XQkli8ZaF02vSoVcVL/R71Yh5tJNsr505Rqk6QmeZV/Qo0k5Rn8Uz6iSvxkqFtOwIHzOX2Z5lqj6oD1DtGJG6lGhO02bxRCoCMvKa023uRDan14ZOPe47TwuiINnz1BdpXed7U8flOrxbZqnBIRn0fsdYGWa7WpkkLEAgOieftgZrvPOG47anBSAmkTF1xbucpQrLKq253t6uTbTu9ouYnWpwXTeUehIlZReGzdsTsnj4LvfehtaBeCW0zoeVTi9Mc9hi1x+pzY8kfYOlF6YvAQc6LY75+DHo6xo60IKiReFb68ra0zDvOH5h3fg619+BWZthy5ErEyyh0IJ5Latmi84lf+iyyC7Dv9DL6PvAznZFpZyn0EpNtTa1zzLIl5Wh57qhK7kHMDijR9pLH1dZ6/nMynaaIBgQsmXgFMkea1KYAx1L4o3e+U9vv3rbuwZzOgIIdqIi/c+z43cU9JSFZLLOYeH/s2vDHQgA1NBPNpI0Rbn5JHgx2N0m1NMDh7Ahe94u+Hhui57tHFotUvP3ZUUbTGFUiIPHZ6/qvJ4+CtrOLCbQtctTxo8tZ7X+OOnNnv7ff2hh7B83rkAgPG+fZifOoVLv+1b5fpTn/ksJgf2p7GIePjf/zpOP/AAAFIU7jh+Ncb79g30P3m0JSPLy87bhSvP37OlvJJFhwxo33r1Qbzw+qPJyyqFowyxT4ujDm1X8Cdw4l2ILoXEZtBQ52ZmIl/XQNfK+kKdvZc4P16pUNOKAjH+SQasgA1JrnNPdUN7IO058mhjPh/UDvFoS3tV/4bFcqfmv/T4albaAfj2r73RAOunN+bJ8IneySCqLqVH26ipMO9iTwbR3mh+1Nj8gIBhNmKbldOu8gnUJYODodCRWuHBdFnTMhMGL/0+b4NRugE5xxDjMuOm75kSZjOb90iVbmMDFXu0hYBmG4XFDNNpT45sdm7H7MmTAtqLoi2dh+QRmt8xHlXYnLUyZ0yntBIEAF5xx/mYjGrh/0eNJwVd28KPR/nsBhLfoXJ/geiUzjGVDU3PIJsVpRd2N+YQuG3IXqt8n3dOognJnKRXEg7jcMfxw0PNgOUTVY62JOM770kOUR5IJiQ5GwUr4CHLfmkPd1l21AZN2RlLGcsAYjhIr+M6bJ6wsaY9MSnaJtnr+cjrXyfXAGQj2xCw85qrcc5rX5MNNAYxzX7R+4T708/5pfeMzUepeX3tJVZ6tNFAJL6i6ius5V1aztKeyb3w2T7JcxBls97D5NHGe14ZaXWZB+2HjizyWcbyg22n5CTT+ehiTAYbWYltlIVMN9rWPOerbOTPbxMFOrLcrdM+nKlQlAGSE5jO6+gBJiKYPjMNzqUUba01+KK2s8Ftx0CL8WirKprzGJNRCoeOTJhELw9m5UWG1EV7tNWVNxju2fI3L3/viraz5R9gYUCAS2Kqe1bGQtCK0IpAEvSSdfzTsDAQC09HFXfBKptcapc5uOOAR5s6AA3fopUZzMjr7hToEIFaGkTgjwnk1JUnwvmNr7qSDlkDlEZrjaOIpA4HwN8Xho/jNur+nEHRtlXoyLK/OnQTux0zU8GhI7WFi6+yYs05UpIwo0vx0dMBAxiAge/PoT4WNT4rl3zTbH1vqtQ19WBiXKQ2LMzRlobiHa89bhjTqKz7uJhYzyVzrJtzJnCEXww1T9Eq1Hi9uhgN7qiVAj0vNr0s0/NNXcm+0Qm63/SSy4rmBMmtIoxCCstA4FWrb+4vUM2AdGWONgbN+uPFfW5UuJwQCJSbp/CDzju7fpC/33H8MC48siN7kqX2cdjRkBRtzrkesCigXEHvyIvv6YWO1IqP7KVKP1RMswZCkwKWlCz2aMv7jNunx03AOGBA2Tng0cbWs1JvarOmcaD1PxS2R1tk8TPakmxhP1KPS8MLXadR/gMCHGAgdxmB4tZaGi6r9oLqx/C6y/snG3DYs0eDP+I5ygxziHB1Y8fWOwDOCKmGBivl4Mmf+yWr6AKyUlj6aK8zMMp31GxAIHSArocAXH3RXtxz8zHJ/XLlBXvwklvPy6EmUXrs5nPehllWA5b+yr6WgSoIlHTAjrUeU50DSM8Z31vqkgw/kL743t5RdGlA4ecGr5WToNpZKEfsmi0fW7R/dTvtw4u8rpgwmDpDHv+eEpLPG6WUcl5ZJhfKractjebeDn7VCngbDnNB/RqgUeefWEkPebSpOeMcNHn8Mm205NCBPfTptWrNyRo3zbCKOXBf6O+rXnAh9iQP5HIQcqjRbBCgeU1WdopyWgnsAIxFL0AC9cpSg9m8k9y4XDTPwWFmGHQEgLe/+mqUZdxUOLU2I8t97i8DMim8En8fyhN0wTveDs4nxxVoHoF+ogXgR+MUOtLybCHxkkvj2uRo0/xUU3vM50E8+tj7g/mAnO8s85ZwihcOHJo3n+k7jl+NXTfdIMDoUC6WRUX2lSqsMIvIVuw63KIv92wqbaEM4tCAZc4aQl04JHEKHen8YtrCTxURLmKhqOdcb3TWIbWbjZnIiMQrHgsA3nzfZSo3WN4vlAM0hTBzmW51sQ9yRZWDZWEJ+YwMc1J2BQkdSR5tVfJocykceJjNMyin93ky3njHa4+nvEx0RtaVx+asw2zeiULgSyfWRdG2c3WMk6ezMuMfvfJKo+AGgCOvey3Ge/YAACaHD+HQfS+Va83OnRjv2YO9d9wOAJifPIUD99yNvbffBgCoV5Yx3rsXB+6+iyfI1C052iJw9UX7cPvxQ4PeKFxkLkL2sGRAtU1hwYg3Df0HFV+Y5XQaPIoikMay7YhvV4o21EWONgbkOZ9p06DauUPa1hQRNNiTovJQ+WhINuOmduqs70JW9pjQ8Fy4HXVFHm3pbCD5UoWOZBB1gJ/v7S11fukwr+WZnZXU9Pv65hy1pzE3YbtTefurr+69a9xUmAbm1fPm8eOxGDe4ZoROKZ9ITsz0OHvpqBC6VU10ULz6rNJAYygsS/L3oTB4Ol+beLRFHhuap8m4pvWgckp10xl5fA3RxDXyaLvw3e+gMW9G2PuC56GbTrM8M5/DVR7VZAkbX/gixkmRzeuKz3pt5EPjSvu9NJT1Pnu4AcCb77tcIr44BzTJMw7dnPJ/xaxos95GasxN6Dvqq45Ww2UrWVLLWgCdbTlHW4DOB1YnWj3v9N6Iwqtw6Ni3v+bqfNYXSrySH2Rjesmt7goDLb5fPHhUGE1lbK69pcXoPFWhZahO3ce8GvNofG3WqogoERTm953fJO3dfuUVOPCSuwXzOffNb5J2Ou97Rra+zvgQ8Qz1GeV7nj429OlCQIn7CL+JNFeKh6U1R3xfq7yTeh5tUpkNRdhriJbNjDdVMIq2/AjdW1c+5fhlr9S8N4Y8p8vQkW979VWDipsYI5xSpsnvHSvaOqtoc84YO4myMEaw1xf3XXvCeeVZzl3k/GpsNFe54cg8iwrzPVnedDmSQHoRy1WxODMtzqVzNDL9LXK0JQU185Qx5v3A8FGTPNocMhZMnqFpzrqAutbtzX1hJRxHgHIOOOvR9tyVs4q2s+W5LyWlWgicKDDBlwd3PjD6+UEswTZ0XglvHM6Qw6Dk36VZBkQ1ngtSp7q5AGeMBaownPl5Ey7KvtRY+HB51fMvZKMUBRz2mxGRrUw0I05Cb27+4JjLWNpE1YMlDoRaWnQtMVbeQ2Id/5vf/hRe8bwLcOtVBzGdBxX6hto6U15royaDPaOmwqzt8KG33SaCynd94y3g8H517fvJxJ3rMx0MRDUjEiZ6YLzui4OvG1GqqEtJDsuWvPqaagBedvt5hjFmhVb+bg+38rAzxRf5KOQhWEUImFEdAHud+lzsGc3YDoWO1KWp/ZZKQSmB4uRLwmBQOL5sMTogpGpP0S6INawoD7cIXehSm0VmT+7yMdJYN5wbsK7EahIA7r7pGO666ahhEFmRmjFZeh8raUUJ0zTWoy2FvtH7mxnUYW83WySZLqLyYMvrzvlsNZqq74+DEoCHSmQT2QVjaRUjVqE2RKcIhMyNkRxtogxMj6R6tbWhaa9aUzbl42KAyIDpeu1olBwQYZCEvxQSphw8b71G2Xo2d9+C6722pD3lXR5DwqH6oVe0dT+cB7pA7W9qM7apofm7DrPIi4KByYcf7tHnUtFWFvJIIIX8fbedhzuOnyOKt3tvORd333xMPNqO7FvF1RftTRbWEYf3reL4RXuNos6e9dw+GGtVuZraFRmci/mkMwreQSVWHuusL8oeRFqxJ2TejozJ9SA1lusHti47lupcCMV6M6/ia9ynYQVQSbO3VDCrdiqcw4BeWqg3PJdz2H/Xi/rRAnJnZN6MEse5BKyqdpX77FmWcjtqnqfEdUzRtEqHVxIFWn/dyaOszNdjkzSwYiyQ7pNjsKC7dCwlsKOgu+IprujdQlqm6BjfzGdMJOQl/wZYC+qCVksOq3TvvA1YnlDoq/k8iGKAqlFW4ZH6qRVtr3z+Bb2xH48q/M7HHsSVF+zpdaMEZxiIuvwD/7X8dui+l/T7z4CcgNckA1TjMdq1NdQrK7jsfd+mhiuiDRFLk7oID+3xobeTMqKpfcrRRgo5Ntai/nXYttLgnpuPZQCBl0PywOfwiOJ9HyNWzj8PO666KgMe87kJfX3Fd39nv29FH0sPF5/4YwYBdSjeunKDXgRdF1GLJTPxNp321unyGgrzFtVkghgCJHeOXmMDxYTtphvzXuLrLFvpc9Hn0GSVMnQCgBekfIFSHTIwx0YazjnT9pL/1GGiSiM4DjlogKl5KzIWKRvmACL8hHO0VQSYbm4axaJRFKQ90XYpR1tdYVR7bE5bCcUKAKfWZ9i9nbzWLj13lzE8e9XzL+yN8aGX3yftrMZjHHr5fXJt98034dArXibf508+iaVzDmP/XXcCAHZecxznvOZVvTq5sLKJzjniZ89kke6cUnYkcaGqXAr/1ZcvaYAjC3Dpa/4sXpDZ7cSeKW0GTZnIO+cQp1M8+aM/kQStGtXOnak68nKyHm1EryufPd3qKofN5GbwMu8UOD1Ii7kddU2GgHz4VBV52ql7TN62og5zlqsx6WIOL2bpauL11R7enHWyh7gK3eRXPv+C3qtHTYUZfAqRqrCAcZaPq/EIYTOHUxRlKZDCQ7JHWxBFD3m05VyGpMvO/H0ZRlL2tvLI0d56s5ZohE+KXKDvpTtuqhyBgs/W2YzSDkyLHJ8ALnrXO9Bs346D995DPL53OPyqVyJsToWWhfkcu2+6Cee89tWYfvnLmBw4ACCfeTHqsON5iMZNnTy+8/tCUsKz4YYuzL9INB4+J2LMvEiEapfyaGMPUIXJDCqphngalgUKY8CY5sipeSBZWXsZ57U3V/uHvZXIo5KbYNd3DtGnMLkU6o9ogAMGQ0dmhc6QzGkigHiShXhVm1CXrGjrlOEKK2fTte/4hpsxGaXzJ8nXB196r/Rh+dxj2Hn8+GBYayB7tLHCxBr/xBTd5gwG3Kpf44Zy/XWKh6Sm5DmZd8GQU8bGuhAE+woxAnv34+Bb39bDVOS8B/rebsVnG2qxFUVOvifisn3E69SVI0MAMVbSkZAWeEjJOhs+D50DfviX/xgPPnKyh0VKiNEuZKVa6ms/XGQl+KNWtJW8qapdlFEsC/sk6hAGNCDrF7JKjDlHrThDeMZ8BoxTNHHRytCuM3vJs1GBPkOBRN985pulSvoQIxmaM23lyDOaR2zbIDnltMwMpDDsieepK489O5Zw1YV9fv9seXblrKLtbHnuS10bwFKAA2bS6UdL8HXOsvTXMegwhDIXAF+2QAbgsodBBkMdABuKga3fS/duqpFeYYB3A84kQNQAaK5o6/DnqJEyAKXVq73dttF4sDkrlHtfWPRjoIhSQzF4C8pWHm2RLRClD8S8100lCrE7rjmM8w5tx4HdK5i12aKNmCJnEqqOEhMCZGb1+sv2i0XiTVccRIxUb1N5CoehhAuvmJ7rf/LHE2CVGKZ0rwm5qNaZhKBkbyXDsCZLz6ovuMpUy/cC2o1DirX8AzPuQ8WVAOdQseifWRvGgib2GaHcBuXRGYcVCnVKWH2mSAmUK4PGkK30uo1NEmRLpZNeh5pp0uEkkqKE7usLGb7KsfNHat2xsoOAt2TFo4bs8L5VnLNv1QjelVKkxhAwe/xxsWrTyldf14VHWz3Qr5gtYAeEI10Y7OA9z0AWz5d4vEn7S+BDhZYYWC/X/uiP5HWiadlQQwBh5OS+AWFIWzFSGzHYRg1KWwVDepW2qFTXuR/f/vU34txD23r9lY86NEba6+JxkAZUcrQ5b54F0PMaDbOZsazTR9Vg6Ege1iSQOkdDzKHnaAyi/JWxSGE5EKPyPFCDU+xjLYT4yRJ2vPsd/bZwKb0ri1IpZfSxg9twaO+yrLcDu5dxaM8yebTJenTi0eaAYfBN2srGLQuUZjKg+fwUBZTORWfab9+lvbh5zAENlOYqrJEDzJkKlLndoB+Udy/0ws8P9MKSmv0hdSnegX8plpR+VS+fkTweTTNC1J/15uCzm37bffPNlrcy3ipZIWiU8erzoCL+aZah5UjVRXOPZp2GtlvxsEy2bqvh18oG6PPXnCtOlOVUbTYQ0MnG8zUYQ6ag1mN+ZRwM/ZVpE+xYc/tUZACqNJ9JKOaI+RjJRZGE8ne+7jhuuuIApvMOs9Z6tDEvyeC69w51bYHDcr7GTYUvnVjDRUd2Shi9RZpQVvTvvunG/kXNV6X+uCYZN6UN6sdjzE48jnrbKnbdcL08FkLEVRfswbe+8Xrj0VZ5h+svJS8FAkA7vO7Oi/GK550vHm3MB4yaCjdefiAr6nieO+2JXxlexTHvkuq65l/8oOQCAoBd112bxowWsB+PZRBjoLxB2rKcLfDbZDkMUGgv0MymMN39PdYFMlRj1pUVQWy81qk1tOvG63HRe94lykJXq9BrpZJdzYdVvpfKgyAebXxW85m2MW0l/PuicIUxtXFpXJHHTsyeJMz/aPlLigLPyvCjX/jI/4rHPvp7aQ+QNwx7tNUrq6RgSOuxGo8xP3kSfjKBa2q0a2uoeK50O1O/m8obj7amqbAx7bC+2QrY+GPf+iIZox2rY1xybNdg359OGe/ZjdULsyLlgrd9o6x/AJgcPIjlY8fyAwXwzTnaePi994P8IAD8y/e9WD6zYoRlUlbQka5pQRSPoGhQaYylFW0t8yLp7GhVPiplbBqfOk18S2E0xDw8zwNVGUDeKTlndp3C2Qe1LrnV7LVLzR7oCx88VYqQksah59GW+rXQcK5UtAltRwI3aRRWlppcnSOlJq/5zVlLivbU/tKjbaiMRxVmbezR42o8Rjdlj7am79GWjKnqlRWVL4xA3wxeQw6DAMvLZzgn5wTk8eaze97mEOOzOSkRa+8wS/OpebT3fd1NuOCcHb3xDNNN+NEoh4NXZc9ttwhtYBrtm9r01dU1xnv3YOW8czE9cSIr2qpKcrSVCioe142ZDb3H/KLOBc6FAe2mJk+4yfFrep7mFNHFqc+wOdpSjjzqeJDftKxsSlKYjpoU5rJoa5XoK4dPZQPOrHRT0YK6zOsygbmDcwAAIABJREFULrOI1xccQylsmXfJOdr8gtCFXcIqYIzx+DXZ6IK9u/OkaBlKItdE8vzkM5ENPwDgukv3D8Jx0l6XohjNZn1+hmnAfC598iqK0oXvegd233xjP9VCzO3nKUpdxHhEof2M0SUgShrufyXyHs0JGRvQZzawmWxbgT96nvB81fJy7ldaQ2dSAoryBsg50bj7BCbi0j1J0VZ7rG22wrPM286c1eXwtcqQaAGrCAB49MQappuzASwyyvpyRY42XamJnlR45SOt0dIjns86jh7A4+8c5yrcSvjIVXeFMpFytLlhBXNQ6Sv0+aDwr6CUg6XCneXjMhIZyyK0NipliOISHmaV0zWHmoSVsSjsLeGu3jssjauBCBxny7MtZxVtZ8tzX156L3bffFP+PmDVDmg8K/QArBwOL9/Y81rg6vlnlF4FNl8G/64t27WXURk6kgm1tMf0wZGVsUGHilA4qt3Gol0LH4OCqfIOSQxxFhZy/52z48nuwixmbHVeNNu3w4+axTegOBzKMtD3GIJYIHYh4uh+AsnryvVDR3pnwkno+MKjxou3m1UEkdXG7h2T5NGmPItUSL+lw4eljTEJ2WE2tUBCartYoCRGqmROYmSAue/Rpm8aGutScUUG0/m7Dy3mX3jQvkza5zHs0ZbXmdlLQ+G0GISOKqfSUHUur7WtPNpKz4leXSEQ49rOi5wZNrm4aeeiZLZsXe6H9h/9rbyXvBQ7V8cYq4S3IeaQpY2Kz83FJ0XvZx56MtWVFamnP/NZPPqbv0VrQlmxOQ0MpqJBOCkJNHw64T/FmADIVlayv5PFd4wGWNdFC6tDQMLkwH4aO3Wf0SChEOYKhVrpdUG/d4mOJUU2soKTbs1zkIwSCy8k+qyfCSGHbOC5Orx31SZUdjYciWa8hSFNydOJZgLwVe5HOT6lUms+J8CFvxfg+qLCDLtP50WZpzGPRRpjDh0ZI1DVgBbanbeTHBQARZsV9YH9eS9q4aOuSSjZYs3VYsWX2s4ebumM8d6L4s07MjDQiuDsEUc0e/vySNVO7TM5WbUCVgvlpQJKn5dGY5EvE+nLBgXiQRSjEhryNbPcC1ostHGIpi3YbEbpJvnOSgleVZYEKhqPrc77fv0vu/08vOGeSwQQkXaqNjpn16Y5LpjnYP7JZ8OTfo42DkdirYydd+DQernb6fN4jNg8zVxVGOJFrCeiXhNkJESfP/mFIreXWSeF8iDC7pWiZI8x2P2T9q2ZNmdpK69JnWujVH7KWcrn0wBQessv/2Lub0FbzbwUfdSKkDzf7NHGFvFUz/5dy9i+MiZFm/LA4bY65/A/f+998lnnXR0q4xEJ4M45/E/fe9+WR5r2Zu+tMy7Me6XzNczmwiP78Qizx0+gXlmx9UZgaVzj8L6VwqNN72mibbt3TLB7+wRT5dE2nXWiVJTQkUw/Qkf8pAlz3cl6IQ834gGWjx0d7lNSONz8P/689DEmkKgESDncYiMebdweWjNDyg1WKrIMw7nq2MutywcsqvEEo927Ux+ylwr3eaj9vVCeIRokhmmYDk8fAuWIe+Qrazhn3yoZBS3yoorAvl3L+PF/dpd4RCeypHLULTBo2eLwFSOo5B3JniLX/Lc/hGbnTgJKY4SfTDA/9RSqyRi+adA+dRoPTvv0i/dwLaHlaKxHtcfmrDV5Z849tH1hu/6mZbxvL6rJ5Mw3psIh+FhWpAgNw3v68L5V+Sx7KPGY/BzxAm5QWaeVZD15xCnjuBAA5crlV5bJK4yfYxl3fT0vBlWWxjW2rYyENtUp3UBEVnbEmJVuFFKVorrwWcph8IBhQzS21nFNbRWDAx5tLuVoGwoV2Ve0JXAz5vxYcA4/+x33JO+aHM2Cc86xRxsbD1bKqGhRGTcVZvOOzhUtW45G5LXJn6fTXhv3Pv95uOg971IebUkWCyHxzZmmhGiNf+o6hcErZFrtdcTzAwDzeZCcv6UBqgOtyaVxnRkcHr+NzTPiFACFXp09+SR8w32lNXjzL/ys3HP8B74f43176f7k5azxIOeA0ynP4qjxWN+c27DL6d66tudljMkjpPIEVs9aNEeOSR8O3vdSHH3jGxDmbT672aNNKdckPFwI+dxPsie3WxcG3iejChvTFt4D+3YtSZuYDnDoSB2KMMFKCoQPsj9aHX4u3Tfw8nTG5ahEoqT16doA/REZP+aISEMebXK/ej3nbaMzQ/EAiVl7+R3n4+tfdsXCFB+y5Fjmdl72RmlkQrJ/nT3anE0tMtq5E9Xycj8liVpLu7dnQ44QKYfWvAsIIUjeRu6kDued9xk1hYzQO8SYvJa6gJuvOIA9u1bEmObGn/7J1HSdfuMMYS27rLQRz7EkaDHPwzxq5Wk/LE1qCd+9KG850A8dOVTqypPn6GbGi/j9nK8whoBqMsHxH/4BDOX/NQZCRq7M5eZ//QsFf59D92pnC1JKh/IYArCI5QuWJnonOGj/5piViVHLx3oOyOObQ/fSb8Het8V5UKXz0SHnV2UeDcjhxyMy78vl57/zXqxMGpw8PcVkVJ05etXZ8ozKWUXb2fLcF53kPJWeFaUCRTjeMX+W35RATj9GedZpcEsBIo6wIQKgkB/zLifdzcblfRCrfJUU421DdfBhndur+5eYSZKMoV6aDvItxka1gxmP3JdsrVfmZCu9X3oAoCpXfvd3YumccxZe57YuSvgao/KYQmb62D1eCwiV92IpAaS8QF3ErA0EnCLHFwY4R1tStClmMMaIm688iHe85jh8M8L0scdw8v/9C+o7u/nrNgb2aBtR6Iki9BLAipIEsDQNge26DhZcF1l3AibslR0jmIO/FyoyBGx+8hPFM2m+hxQDQy9Y9Jv2aBvyzEjFKju28GhT97lFTYtRPL5sjjbkXC4lkKgUbaU3FTPsfB8/x1WwEBFjxGvvvAivfuGFCrSKEkpqdbnB5qzTr0VdkSX2xz/5JaqrIqXc7//5w1j76wfzu+oaYd6qcBKlh1uRew48z0+PUaE9C5EmssdOlD4G5RlTziOvzzT8Ay/Q+9eCxnqtGI8VTQRLUBvM/Kk1FeOwcolBadXuCKXYVeOk6XIJiMiecC6Bh+i1iX8MOrSXcylHW0d9f+ABU6/JIxBj8mjTYdZy1WXYQe4LkOnwmUJHCh1LoSNZoNEWcK4EV0IAeiE91DpQNG/phc/H5I7bqJEhYP7ol1AWL+G9MiDXdayI5XAaIQsjcqaQ8qOq8vfnX3sO3vKqq1RbeT4zSDtEdwTspcWQBzlrEPK9zA+k75W38+IcA4y8piD38w50TnTfeZzLV0I9CNX2XvuLPQR7lps+xyCe3mV4P1sHFb2cq8pjVFcqdE9+hhVRWUmf95OpW5/PMgiwgh5gjZqy9ijRWp89FVT75y+9B93Bg1hUzt2/GCTunYOw86X5sMdP94XrIaMSNrHPCs2hszF7UkKdMxHW+4zen8Bh4cP4bw5ppD3Bdb+YetdV3yK8mkyy0F/S1hglL8XgNTbckLZ3xfe8gMYpV8ysDVbRltq/PGmEJpUKwXJuKMIA1b00Xqxc3X7lFXa/bME/cvEjFa7bOfjRCLMnnkS9umruY4Wy9jQqLcPTMKVUT155tFWYzlsCSVXYLwaJY0eKtjifSzhLqL3vqiLs9RY0rRqP1bkak6HOcF6nXuhREAA8nPMkW7pzWOyuixiPKuzdMRHelEP5iQFQiLI3uNODcyIek7mPJixx4ie1jMFraTbvsDxplLKnX1i5sDKpU45P5utz9BHNi3LZdukl8nmw3ZFkEZ+iqLDXW728LOHzxnv3YnLwoBjbOe8xP3UKnzrdYN4GHL8og9hmnSVFwXhUkSJk2p4RPPy7LLLfjYwBCQE5FNKrLDpnIJ3/XpRTQ+HyASBpXYTPkPUVksEszxPz7GmP7vyW98ItLeWGMv08vQa3vIQyDPY7X3cNbrvqECk8kZTLae/K/CBKbuZ5GzAe1dkwCBDvPAA9WpwHjD3Y2jyAHAmB7xHlW/ISXaBYK79HpYhysB5tdGtUuRpj8grN3kY9xUPRBY7+UiuPFgAmR1tP0Zb4XlfXpCxI9JfpoHhWqPUVFA/chYiRUm7qrretVrRlGjprWYlo15N3OZoF59DU2E+3uWk8iBeV5aNHUa8s03miFCf1ajbYGO3KHqdNnfe3Pse3rYxkXE+eng2EXc5nCM/FqPHk1Vt5jJqEdahB8XWNajw2ueeMR5vud02h5Jmn4ftu+Fc/2etzT9HmHH7m/fekq9YrlbarVeAyTQayUpSV2YR5JIUc+uu7n4eNFAlstOn8QCoPwOShszxYGuMB2U/2cloXzlmDDua5Ku8wHlXDNEtXG6Pw5r5ueoo2jszBNIEjcmmPNgDpO/Vx26WX9Binn/vOHDI7BDqryYuSz/lsYKPD+2mDs4go0Z5CpM9tF7A8adCMEm/hXOaXovKGats+Myf9jwXeolLJJByH8DR6vqkdpvMOFx3ZiQ++9VZZI1xdWS44ZydG9da5YevKY2lcY209h3oFADiH1YsvlPDXzns027ebvKpqYHvPApZvENrI3U9/ycgq/ZJk30WhI3XhqyFmOYG8rysc/KqvGlS0RZMbQ8nHxiNvwKNN5Wg7U0gppkve5bDP+qwRPIYNaRXvvDxp0NQeJ05uYmWpUV6VZ8tzUZ7xaDrnKufc9QP/zv/baODZ8p9/WWjF7fJ1ATi1okBC5ViQJzIzzPUnpoKBNw120plCn11iXDXQW+ZscwrucfqdCmzK4Ecw7Sg0bdRBBsMUY023DgDb/GS0nw2x5OdTHfpeYcxLcK5kMoAzJxhf0DYNIogyKAJIoQLGTYVbrzpk2lxVDrN5tv6oK/KQmrddcmXO8asBttIrLJaQ59Qny+en7v8UTv3lJ6k/nLhWNzUJDK5JzNTAgHDoAOd9UtbNe4IrXM4D0BsjAcCHx7CUv4yHW4xwsbiZBy55QvRLVMxRcb0HtKZq47DAzXtDewyWVkoxDudoG1pbbMEd2lasd8JsDudS2IV5n1GyHm3K9T8BO9ryx7wYMMxElazVxaMtkAC+sdli17YxbrrigGkvW2jpuk6enuHBR5/C/Ikn0quSxT2vK+/h6sYwsBSnnZihA/fezb2yKP8WhSI0KI8ipxgk9JXpQ2UrIIEA9iAAHDXPrmND2zoN8mrAoFBqRQj67GEVbcajTRQuRZvAIEgW3q0Xr32dk8HKBg2x6ywdBRDmLfyokfeZ3Du/+1E7OIX1mc7RRqQtryWFUZh20b18rqBn5KHDykm7U+jI8bXH4ZaXzxw6sq4xf+CvMP+rz6MsxqLSZWtyzGbYvP/+XlvZc1MAOQZ2AFG86dBLGvgRRVwSyp2DAbrFYyjE/r7Vn6MOt5jnbzA8oR4LZEGB31fOi/Z2K8/jIWVpfr8exgF+o3zQLmiYIjxDzOf/gDJEN+PWqw72hFKn1mCpTOOxIGWJ7Tt3yOm1pD0B037Q7ZVccmw4xGCiszRByhmEvve8+jzTzx5nlMCRoTCgvakDsP+uF+WL0sW+t5deT70S03UFlMZAwAcZk/ArYt7/CvSQa721m5/TIAl7fy4qQx7G7GHfW4NMo5Vwz0Cwbxpsu/RSMzbjERkrzecdRg2NzV03Hk38FN0jHsdnKOMRWenndg/cFCOu/v7vtT89HUVb0yDOZ3Kvc84ksucyb8kzjz2NgByGsSzOOcNDUq5WOjd0PjrOVxfbLillBoAc5/rGNAvAq6Ecen7U9AxxuPBeFgOuiJSQPnt385S2yno6xhwuzzngR/7JCzOAHWgPU7jILnsQSH1x4d41YGMRGj6m/nmnzrQ0/hSWk+nGYNXCR+uoG6VRV2llDQDHf/Cf5woG2s3GEK5KRllq33PO5aNf89XYe8dtJs/T/ORJrGxfxvrmHN/3zjtsPx2FgGOPtm3LI2xOu4WGdn8fxY/HpDwpCpM4zmG2FfsZYwpJmuZZPOHYKn4B7zm+5mq45WUIWJuUA4pJoPqVcRxQKEpj/j2urcEvL/c82ipWanR5H3MuKZ4fRKCuiSc5sn8brrpgD5LdEAAbOnLYOy/R7KoCEqjunB9UpElIWc1Lq+tD3ym0nevdImcHy1wxiqcq7a+40KOQnwOAybjGxmafNpWKtm5zs2dc47wXxRqcQ5zPUS0tIczmRPPUZg6wBq9N7dEmuULT4E57UJjQkQGjuu+tOx5RLlEA2Ll9jNICKihF21YeOgfuvgsHX3IvXNPv61Dhc0DjP6fX59iWIjSMRzVOrZF3h4yBpg1qb42bSsLnjuoKm7Out+84lzfzVywzxrYz4SJ9U9NZH2MKO0wyzmB/kjw0burk0eaMvEX72ScvQ1KaxYi0HlO43jTUbUc0mcPPMW8veJLmR3j9O2eU0WTUyFFQyNutVFpI7i11XsZOhY5cpAwHGwWknwbm1DknRty9KpRBKgCJROFHFFbVnC2hg6tTLs+khC492gAYT3c5p8CyrJWNQogYNdmbvqpy6Fs29ALonOf+8r3jhtbqrVcdwvaVkewhXxfGy2ms2ECZPCgHBFYaLKO8iW0OHckeVazEA1IkEwnVaz2/hgyLv/9dd1A6jwFMiUtdO0xGFfY/+hms//VDlD8v1XPFB96PenWVMD1P/EzY3JQwktKlMlxk6qeej7IYWVhhY+L9uTgoRq9oXLauHTBZGvTkNDKvWfsK/0q0QIeHZFqgDc+fWp/ht/7o86Y/fHbP26RAdizX62hoUYyhyv0AZJrYdSnE5NnynJUtTyPn3G7n3Cedc1qC2gng4wA+Vvz7uHPu2QcpP1v+4RYmLD3KJVQqEx51jwBFBdhRHrNsSMc1OgGgnNxLIDYyaJvq08JdL6SBxjxL8FNAD0WVNeqnmRNtXR7YE2QxqqR7x6Cnxvr0waAt3rIQm8eCm8MePc+oaPCAix6rqpY54USdTVPhW954vXmkTt5CdeXxNXdfIuHIZvMgHi+jpkKbmE+OFQzknEKABe5902D9oS9g/913pe815WdgoS5Zt+648grsufWWPjPFY8bMlKNQAVF5K0mXkQFn86x/elajXCS/CwMVFJfL3sSVFaBBr0FA/1koQDCovIfBehhy28v1PxQizzngivN3y2Gum8jXcwdTrpM5hQKgZNozIIWO5HE27V2Qo0322ABAzaXyDh/9ky/gzz/7mDAaOXQkMQ4bsxbjUYV/+qYbzLN15bC2Mcd7v+Zaqevk2hT7dy9jnOL4A4BrsqWrS2vEho7MVm4XvfudqU/haSmyafyy0ANkDyIGTJwbtvSW8YsQpmhQIee0h5QFoQV0M9ZWVjGi15C8U55PQC9sMu4SiCOalcHEIaBXK7N6Hm2pH6Q0y4KpUQCw8qVt6XqisWJlOVCMIsI5k6ONQyjmdg6Dq3RvZnZp26qzQvVbjDiSR9vKy++jcEp6zAtFG7qkaPvcA5h98n67fxI4snxPzrkCAMv3vYQsr6ta3wqA6VhQgJxNCC3gTupzqejVirfB8XBE09zAvjWKHsfCtlqTxVzqMY5J4Pfeeh7J2Aq4rX5TTdPWh0XV6fpiAT8rOzQvEuw9QyWBdtrqMpq1kW/9tjff2GsDK3Cj3ifqFgnts8ijTQGorHCnG0MPdJN1V3i0EWCy4Bx6mkWzO/RD+hqL3xRdKOfq4n/8Hqmsl8tP2qqZu+Gz0YTTBJKHrDO8lIQdh3W45Gtl6MhO1qjdvtWAR9tQh/X4Mh+Vz73cx1KRQ+c6UK+s4Ly3fL2ph3mo6TxglIzYSr5Mn+m6j+X31aUGr3zeBfL7xrTF5x8+aW8eoI89K9yBveIaUnAZz/aB8tO/+hdoam/CXIbY92jj0tSVydE2S6EvdX4dAR5CRyHH2nlfAe0cXJWNaQZLAkIGBiAZb3V44k//rHeZ14ZYtoPCXQ+tmdBF8aYSoLsLcLAh/lhB5nzyaCt5eGXQsGUJxR6MdA5poxreC7O2M54fQ4X5TA5pBGjvfZZrFpyzAOActl9+GVYvubisOdGtStEBKhRePuWpKrwR5idPYtuOFaxPW3l/6rbxfAyRFG2nN2YmJ97fd6mWlij/cVHIK8qnEIqLzybu77wNJjxeXVE4dqSzvwStI4CVl70UfnU1yxVa0YbMs0OiDyzgnZhfXFuD370bcUBxWFVOFOu1CqsquduQ8m11Adddsi8ZEwC7Vyu84LpzyJhLjc1gO9gDVCsLzS3p3KiqHF7SFXTN0FFrQCa5ppSnvH6F9w6vf/El0kcJ3e0dfuIj/0+/zciv27tzyXgsy7iNxyTzgryGu/UNS19Tmz3nqAJw5PWvy3vGV+YM5fbQOCbjy+TRVu5Zvo+9viiPHEW0edNLLjP3Lo1JSQUA5x7c3lsp3eamGF2UORqHim9qG71mQeG8pEHRuZOnp9ixSoq2UePx1NocY6Vo4zHQnpV0byXKQv5cjonzrBRJdYlHW/YkijFKzuaYlG5GkVLiEmnNjscVNjatUoWN/aqK6HNd5dCRlfCNAJJHaJvmipVBDiyL0j2a92AlmfAqdEvywEseOgtC6MUuG9A7zWtiWLGf2H4AWcbcCm4pjZsWsue87+sa3dpa9pqMUfpQhurzdWPOEInSIz8Qrzyfd2bdAMQjamPyuqL8jNIU8WjL+N2MDc9HNdo24C2vvBJ7dy5lg29foVtfN7lGQ9slxVQtkZp0+/Rfo9DpWsn1C7UOeY50yO3KZ88pYGs+rKR1P/a//Kl8buoK41GF7adPYHLoIC585zeZZ11do5vO4CqaC6IFKqJC4rtMzrIy57muLwO/NHzi2UmlSmff041GVPazrjziAtzORBhR54cN30kKXuLZ8m+MBTKG/uRTU0xGA7J9lcNF63OEi44AMZQmhsORH9i9jDtvOPqMx+BsWVzO5NH2jwCcB+DHBq79awDfk/59GMAqgG94Dtt2tvwDKX3rckAftOZALkFHKDDAHMIWuWGFjXNJ0aYEuFxVGYaNz9tcV1+ZkMHBDPAEAA7G6jOWDAKBPmS9o7wwIjPzcuMAAGgto3MrGHCMMNah6aIk9+SbVb3/7qOfxTMtW7orxyAWTMyIabBUd6nyTkJHfu19l6P2ZD3OISZZMOTpHdU5dCRbMQJZCAZAuTxOnJDD2dUN1h74KzTbyIWePZG2XXoJdt98ow0PoOe7qsWSmfJvEeM0D0nJGTl0ZN8aTwOhbkiYLIcsqsTjALoIuCHwyVHIu6EcbbSVFpjc2FNV1liCIE1hwLwM36cPX16mN11x0ICOC/uXrFsp9IhXyjWQRdJ01gPTtgodCZ8tS5l50nulqjwe+OJJ/MXnTiRlaPY6ZFf+6czmBsxMCSX3ZYalqjxOrc3wjtdcjf0vegEues+7AWSraMmHU+dcgPS9yiFn1Nj3k/sOFxbCmXbpuOEOTtbYVkPfcD68obWkDBwGPSjSviXvFWeVnYq+9Wh0jEKrRRkIW73er0K/VDuMck7R9lAKSsysO6cENWZC+b4ktEhy8bR4k3Ku9HaVhqsSZnMCU1AodBLQEhfMAytLM/7dD1cUETOfrQVUXwFdwOrrX5fbVI5105BQrYGGtoVbmgBDirY7XwikeO9lyV6gGfgMISaMMnu0BcHMypxuDOANCCRMS0hypJ80+KnWXSn0aZBUGwUYAwFXKMvS+iLviFSNOi8tTqzWJ7KQJU3Tlcq7C/pr5iWq2xcImclzzAiDQ3k3wWuo/xuvnzyE+b3sdSXXdNUJ9NQhR7Oi0wKFvOe14kU8jLwznqPPppTCNtMA3d2oeLiEgSwuhRJXcptEZAF2UPER0zjoMOAdQgLWNc+Y+5vBBCDpwFgJ5+16LRUFQ6G/TCnOcTJeqox3Z58fHjBKcy7zX6lw6Mi2IyCdb7XGKNbjuJxi/t7UFd5wz6Xy+6m1mQXxF/Qxti3l/Ri8mMCOUYoiEHO/LnrPu4ZuxaiuBPx3LuVsWbBQRrUXoIoVbf3QkQm4m89RLU16HvdiRFZXW+c74YEqvfVjJH6ha/Fv/88+/31gzwqef+05xjhIlAkFH92GHJItJFCnY88DzZsmws3W9kx/L3rvu3OfzsjIJWNAtT4Z+HUxpvc6WT8h5LCWi8iEXX/ZIzpH+ICcQYu2zPbLL8Ou664dqDvvG81PNjt3YOOLD6f6bcPmT57E6s5tWN9o5f0xRjm7dQ6wcVPh3V99DU6tzbBjZYz/PxRStG30fudQkNpjgouRDUF9nrcBtVK0sce6d5wDOZhr5uHEB9LYx8xnFmGvOCdT0Ri1uFv4HdsR1/v94f3qkCJWpDlhzxtWOnN0BPZS2LHs8aLrj1D7XR6bXtFGZtyucn+ktkpY35JYqr4553Dyp37aVuedRN0BLG/CZ+Ob77scMSbD0sBROjz+5P4vm6aU+6vyDi+8/kivW340wvzkSfncrq2ZXGdyvit55tw3vylFhpml/EiKJ4/OGCQ3dYU28Y2lzMjfZ21Hoe+SPO+cwxvvzefIe7/mWvLIm2Z5SqLQJFpKESrO7NGm+91Np1iYWz4VUdSq6db7e9xUeODhJ7F/17L0i73B9RkCsPc4fR/VFEWlPJfIG7LN/Al7tIWQz8iQzgs2kJDoKcN9cJ7Cm05GFZ5an0noTbnuIF4ulQLeK+/BIchJvKjQBlJUv+TW87JXjMa2ivUuediU0aYoqx3zjaG/YJkXLmSEEGl/93O0ZaVz6FS+wwVFG2bzGHAXTDNmM/imoTDCT502IUaJb+/L744Vn/xdzRUACS05VXlxRRYOpGhjRQj3h8dOcrSF7M0+m5OhwkhhYBzak95X0b6eKEXblDxAKefsgtCRcnPmM4P2rIyR8Jr5HLz4au+UNx5FqJL8flvwYWU6kt/+vx+Uz00yuF+rl3DoZS/tPeuqivpT16Sonk7hauXRVuAVF7333dlwfovCMoYYwpE4S31UITGficjDOXe7RYaJRg4eDtnJvIvJ6V1Gu3EO01mHb3zVVWIkzjgdex3GGOWR9M2dAAAgAElEQVQcATI91hEgYuyHtmeaeHjfKl5807Gn3/mz5YzlTIq2+wD8RozxsYFrvxhj/FD690EAvwbg5c95C8+W//yLABwKxOp5SPRBNn5UmSLIHx1vm0FBKjkXWylcOWe9dvqhI/tgsYAgGvwNibLZFw+49w8wKiyM6Ht7gGWuNWGaua8qLAaD9IJZGsvWM8vTZyxxAEzlSyGKmzM1pgjDpsayquhwYEawUtZVbYi47tJ9+C9ferk8O2p8VrQpplYrIH0zQru+IUyqb2psPPIoVi+6iMZCHbi+aUjJM+AT7uoidGR65g+/UuHk2lTGuvauFzpSWxI/nUM58OGuAL1FqAJ5ICxgKOW8HhIcE8Mb7cFe3suu5UrvLL/nqtSBv8Va0O82Hm0NKTFJSK3RTac94M1Y9GhLfrb0M6CqbWylGIi+R5uy+h5od115rG3MMR5XUteptRlWloiRO5A8JV1Toz11Cl/4lY/Q+BS5AF1V45Hf+E188d/9murTQDiDBYWVVOzxpD2IRPG2pWVyClmABV45IgzlsdM52oyCnO8V4tMPYXb1P/+w1BdmaX8pgIrrZ8GUsGGbG8AodhUIUnrESR9BTXIVWUwuHzuK89/6lr5CCmk9+Qrs5cTGAN30zNawFDoy0ROnhKTISnWY9afpcBYoeH/nPuo6AFCONlZSpj5NbrohC5/FOenqmt47m+f9MJ/DLalk3IVln1a0nV6fKaDTD4SCjHL2lR5tRjHni9jvxfixpzaHX9Lzkm5IfWK6Yg1KnKJX5TM84NmLK60T0YdY/qH0iirBLVak5vNeI5DgF+Q2iELa3l8qkYoBIeA4qDj8oQ8CAFlppot4g4I8LAHAGNZ4Z/ad8WhTtJsVMfKgVjRRpaLEMYoq50AhjAcAk2dQEvRv+yZNy4IfeRf1cR1TlzHGiL3fjIKqx1clgEjzcl1AAJ3LUOuKh8MX883hBvW79B7n0FckyA97J+W2MD3O3pFMD4QeL1DMSh+50Qx8p8KhI7/vnbcbLy6tyJi3gRK4g0Izas+Wp9ZnC5WEb7j7Ehzevy232yliqZs3mw3m15EQbEjn6cwCIwfutoYDXQi44bL98J48M/V6X+jR1lhjrWkK56VDR/KZFGYpZNo8A6G5sS6DpFuVIU+xEClKQtdhHvrtXF1qcNtVhwxfWXmHeUdt/b533p7HQIXzYQMcDh1Ze4ec+4jWlatqAjoTDTrw4rtUO8/AmziXaESmHwjEVzpEzLsg5wDTqDMVpr/eZYCxVLbrvbVl23S9Cej0TY0rP/Rd6NY3UC1THrBm505c9eEPDVbTbWxgdccq1qe09urK4/7PP4EP/9x/Ql17OQf5jLn75nNxam2K7Stnzhf1d1GqyRjdtO/Rps9prSSrirOCyw9+8/OtcUCyindIZ31XGnLSZ5fAeoRAxkmSZzYD6JSjLQJNk/O1AQhr6ybixvZveiuW73oRRldYbyduN+UDsgoOoWkxe1uw0rkToyECHstciMWA9ZVmA+dGqlxytOl7Hv+BHzbnaffwIwjr6/ROplGaX4qA4B3IZ2OIEbVEUngae2GLMjl0EJe9778CoBRtOuxaOgspR2bmjX3TJC+SyvJuyF3uYpQQt2UUFB0Gb55Ce44lb5l5Pe655VyMm2ow1J/c12ZF25ZexdxGJc9vVcjjOVDo1IRLPHl6ih3bsqLtka+s48DuZel7TDKFNv7le2fsPd1UeGpjRgacGmeofMpd7nDZ+9+Xcy/pvG2RQ0cmj7YRe1ApOqz7mnjSlUmDx09NjVdxTGtMogn5nCubeWj+PkphWM/Zt4rLzt0loWN1ZT3FpbOKNpTG1imVSNGgzKtFyP6PIeDYSsA3v/7a/h6NtKbqRI+3MsQAgNoPh+s2optLxmNJPurWTqNeUYq2Bd71nP4if2flaTqXk6H2dJ49vHndUOhI7dGWPIfB/D3VoT0lmX/h3G4AMG5qifbkqgrt6dOU9zeVbpMwFgo72vZ5krIw/911cMlbjGSHyhiy6pDdlXfYnLUYNRW+7523b8mHDXm88vyRZ2jEi288qsIntvLZVRXap06jWl6Bqyvxbr3q+75HvSDz/gdefFfy5NuaTjDuVifjQvZp+//Ye9NoS47qTPSLiDzDnevemlUlVZWGKqkklaRSaUZIBoTEPMsMFtgGLDAGY9pgoDHjw8Z47saPyTw/jFfby+3X7ud+NgY/T+31bLfbbbAbA8aAGYQAjVV1pzNkZrwfEXvHjsjIc28VEqhx7bWkuuecHCIzIyN27G9/3zae0WU2uGe57veCWy/E1RfvQm3zQJslYgI1QNx3Kd/J425u/ext4FWabrlmX/S9IZakDaVuoni3ANqotIqsZyhZi2fsobWNpvJLAfzVJo/13wFc8q0154x9V1ouSE8RJPo7DW6FDZErcD+156wQmKLjex/fxRy8TJ8/vFbKx0BiKQkZ4JuZ6kTBBTqm3xhixPKnbWHlEZgmA9vibxlYaTOlgF9/661RQI/+pdtFwCEZsV9gSZu39fCbt9aIlw8K1TXfB1lbpBSZkkZrDEYlB3JIJ7iunZO3db6P/bvn+dCuwDMtqAxP8GVZc7DB9PuoByEDUnc6GD3wAIr5Of5MQWim+MvAAT0j75gT3X5wt8uA1b4PET4hJW/4nKo96Ay4QEp8ywLYAACVVUiFEJj9qVoKydoQDG1jR5B2uww60ntAxsXS68lOkpykuT8nbJYQv/WZUGUJaOOCPT4rShXGFaNvMNqSYtA6OBhRrQQO6sXXIIFOYxQGwwrfuH8VnOlap/fX76uddCQ5xJ1C4/jyEDP9+JnposDw/gf4c1oLUBcG5dpaJGsi5UA2Mpmhx4Eoga4TIDqJ0kaMvVwh6SgImgAZLB3px6cgBZIbt9w+84cDIL71huuw9/ZnA7BxkN//KxkTQNClj/qUyNKnLeUz4+Yrv7CsKpipPuYOHfSSkPHcENgtPoShXZalrGdSj8cYHT/euI/1eISFyy8DEDPaJGCYxmSAAMJJ6Ui+1fJZ0N9aBDGiIBWaEst1BdXpOFmlwoT5ZjTG1I3XY/q2W/lzpF9PMhQA/u17/xL3POgCP5oypn2IR0pJKh0k9OgRyICjpuBVHaRNI7M2IJRJv4nugRULiQwwEiUF8LwX7rWUG+NkE7pdfMPT+Fk8ZhFbLABnSRvF3ySVY8VzgggwNILzcn+fdZxL8pCmlGq4Pgy+WXCSiiTS0b2QgTpx8rhdIiiSUxigfhcyKUNNgM1kkk+0ZPhqm9ZcPNI2nlXDUkCWALSWficbwlnXIqGjTqQj6fwUWAPCfWcA1+bFDOSM3lbjSG4dHcBFXKLEh/Rm8Zgtr1FBjHnOSDryyPnbXY01Cs4gBBYGoxL9nguurA1LTIu5792//rf4/FebYyQAnLV9FjNz09kaUVFby5LHIGkyoYkScybZ8eUhrrv0rMb3rp5Gvp8YAQB1C8OKClGNNh+Qh1YwU32XMZ2RV9tc8EZ0CP7O1ay1ntUPAL/6b2/hQwOxDyNrGykFHDl/O2/ramm55/4DT7kYN1+5N7B4/DF+82Of5TnbAbZlrEphnb+3mQg+HacaDDB68EGwrNnaKtZX1lmBQgvgc4MbBKVUqBFiXS0n2Wfp3Wocb8I6ycmsucDgwiUXo1pfg5mi4LiTmyS78oPvjf5enOvh+LLrw51C4+v3r3Bmekj6CAkyD54cYnEuBDW/k0ZsltTuO+7WRGlNaa09MJtsf9GBJQCxX+wYlWGdxseQw5HWzm/x/QJyTSuAtpkn3ob+FZdHc8jJX/01lF/7GuADu93zzoVZWoKeD2tAGYyNgtOexUZBwV7XoN81LBHJgCIItJ5co62RaZgy3KgxDLjXkV8MAHZlNU6g6fdYBpPBaCDyNXh3K7+3YV1mwe/76Zjp9zF77gEADmgbfP3r6C4tcQNojolqUIPWw8MwT2asri06HUrYaqqgUK2wsnSA/Ox0F+NxPuHxyot24s5nXBp/Kee4smQm3obJDvDg/SYSHd08UEXSqWVZs3QkB90zaijdjsZ4HO6NlI40WmF9UDakA538sEvk2HL5kViCUHQMx4CugLpuJHU2zK/Xti5M4TNfeoDPSeABgdOjsbsOih1RDIKelav75foDs6N5rQ/2Ja/8wHtDO1Pnx4JBAqUVKyGkNy+s8aXTXqNvgH275vJlAyzFX+p0im3eEiGflx5IJntVgwHf9/HJZXTk2FMliWh0CWmSbVGwAhJAjLYxhqMqknOlOB0BbR/6t7dE6juUQAi4umw0VpDP5vZzf09JBqg2qFbXYKamQtu9itMlb3/LhswuaVf8+18MEpTWMoufwFAJYBqjsTYo0esYHDl/OzOlPpT4NkCT8DDTL7Cy7mIlNIZf/LRb+PdqMGDgUBnH2DP9npeOHEIVBRYuuThuvEjyJ0WlRkOEWVhcc8luvOyZRyK1FuNZe22CUZPsrO2zWJjpoXYX3dyA7oO1PmlJxLwS+U6XJA/+HfC+i1/DDUYVpnqJUoQKNeboWujaKC4sQc/az6EyyUH6xmfsobWNZvJFAPcl360AeCWAzybf3+u3P2NnrGnSyUrYT/T3kZ99FyiDd8Y7iX5n2tD/a6MYBE1MAQBw8hHab8Tfc3BN0WE4iAsA73rFo7B3xxzCUcHtkXI+UQBbXlcSyKPgcJyhHxhgbUZD39x0F1Q4nKy24XPKdnGfIbZ+KJC2tkbaKOuNg/T+HozKmp0NYxQGQsLPaM2Six9+y62RMws4x2LbgptsZfaYk0Fyx+xuXWoAIKP7H0BnzjlMzKYik1nvQsdZF8YzWdzi+p4/+TOXTaYQmB8UkM4w2mrv1OaiDR95W0yHdwspHauOZe6ru58q7jfCQpwxE4SzUsLBbajot6TtVV2HwGHGJO1f1tNKY0ph0Vhz1hdLR45GLnhivHRkGnirRUA4Yiv4ABEHRAOoEq4hOAqUwfqlr5/En/6Pu7x0ZBxskDU2CqOxOhhzsetOoXFiZciMNr62TgejB+4P5+w4Zt7xv/8H97tx4IcWWWUn/vHTrXXBUgvSkeGdpgK9SgnWSps8HfJAGwXu2bmzyNaJiiTHvCMn5eOizKsEXDX9PrpbtkBb65+DHP/Ai3Dr21Z4NmeWxebbtGvrdCY47a4/tNX/XZVxW307WbaTwbka1SBkf5/4h0/hn3/5PY17WY/GKKb6ICkPCb5IaeL4GgmrtD7JQ6GlFnLY16H4/m9RQy4DgJB0pB0MHNuOskBHI+ip6SAbMh5z4AqAqyVSFFAAxlXNizOjFe55YA1337vqwGntxubP/MsDrkabUjixPMQ/ffnBwGDzwFtgtPkxP+mT1HdsspCIboL/V+UAuRT1Qhi3cnOeTJqRskZu+7h96a3lpJQsk16Af/QNA6DJ9nG3j43epQjYaR/T0zFagm80btlk/q/qPODDjBRCIZWKg6E5kx289rUeqK9+C65E+t5AJAHJ52XIf7ETTpcJ8jiJIhe8ySY+hV1Z/kuOGxaKA1G0nVFekpQX3e63EDgNY1eaGEDbT6yTZNEMVsHGwSqlmv1FHI5rCgFQgiULBOlI93fBf2+Z63EyiVywrw9KTPfD+HFo/yJek9Q1ldaZn0O5vBK+yPgQVH+t+X0I7qpOB/VohAf/7hON7cgeODnA4nyQR6LbRTJ5G1lREKNCuXpOQjpSK+DK9//vKObmUCb1TtxlUYB9A7C5Fixe8R0xRGjcJoYEmfMr6X12/aas4ixwpYCysjwGzM90MTPVETJULjhKQVGlNDPajn/ik1HQ8PgnPglYi/7uXQCA1S99CeMTJ/n39bvvxvDe+3jAPP73/xPf/NgfucBvUWD9X76E1fsegDEau7fObA5kQ3OYtHC3xEb9ueV5TjiJC1iHwb1cXUMxM53dtr9jR/T3jsVpDrIXRuP+EwMszfcx3Qs+oEw2UwrYvW0GjwjT8ftORtJcjpkWbq7RjpFAAV15S2WSAbEVJLuVto1k2/zcYusaKEw0tzBTpaqgZ2agpqcjRpua6qO+74GstDW1gTLtjVFRrUVaC3Y8G+K5txzCk244IIAC738pH3Qvmyx0aZLZAqAJvPlrcpHMwGiL1kzGwBKDbTCE2bmTj+mmfrpvBF4IJr0AHKz1AKlPZNrM2NZsZ9Oonjm987StU3HpOulIv6/udFCeXHYMn7ZAtQ1ynVKpgX4jJYRxVeO6I2fhlbdfztK9qfU6BovzMXgdge+C0bZRskPYKQ+USKO6ZP/js/fw+unnX31TK5Cu4KQlAZe4kUpHDkYBcBmOK7eulGO4Mcxo0y11pCwzoGuY6Wl0t26dyEqiROf5mS4+f9dxXHlRqC1e167/EJubEiNY7tdaABbnn70F77jzeow9UF349y3qer6/93fu8B9tUN6QIKEmNr5I0MqtZ7T3tciFrmkea6/RVvjxbKMSHcR8y94vfulsxO4cHz+OzpaF0MTRKJJZ5XcjSbJN/QJitI0yNdrq2qLXddKRO5am0SkUj2WSBVp5BnG3YzAeu6QCWdttqldgfVD69hiUK8sRo43a1V1acrGXTpCDnGT9HTv4BnUWFtCZn49kS+MabQprg5CkTLW/dgj2J+DGsk9+7l4ey4ejCru3z+L+EwP+vaxqTO8N0rfVYMhrWpbG7PWgtEYt6jVKI8lOwMVnbA6clkk91r2zi/O9qB9SUmmUUD7xriXtkH3Ppv3Y8nsBz/4E4niFU3cq+F0q5udRDQY4+ZnPor9jB1/n+rAJ5AN+jvd+IM8j1oZyEHXcz7odEwGNae3JM/bQ2UZA2yqABfmFtXZorf0Va+3dybbzANYeysadse9OI9kJHvh8QMr0ezxAXfYLP+t+E1H9MHZRxrEMuAVQgWJKUprE416RH+1Aq7AA7BQmzjpzp3KfG4w2xQMi7dBwiDiYIwbW2ganZIIjC1B9pmQx6vyjkB0qfuQM+G+DsSY3TVRJxr/MFCuMd/aKAAiQREYnl/GsFd73eicfJLMsDh/Yim7HH3NmBvMXBr133elgfOIEjF9kp5l6jjnlZeGErKTL4Etqc5QlDGwAOVUzuxMQGeuZtRldt7TaxlnurY/Kg8JZaciIQeF+X7jsSPg1A7TBhpoYoe2apSPb5H+s72eAD2qJYG+W0WbBGXlKawdijoN0pMsYT6Qjbe2yeOo6rr/lx4QQEPUyNML1kQty+rw2GGO6X6C2aDDaRuOagTVjPKPN12jrFMYx2lKgzRiMHjiOzoKbBlVRYPzgg1j+zGf5c7W2hqt+LdRluPs//96msi8BcLYbrcNTsNyNZRPeaRuC8BG7VYuxgADXtE4UjUOeBaaUaoxzKZAVzssNhlYWVV033gE3hsrnFWppAHFdt8qziz7whsc1L5H6rpcjUQqC+SE2slaAGuw9O0bbaATrnXTd7WQLq88fvohrtLF+uz801/RKwSWEugFKkWxx815A7GuVSFAwOgpCpTt2Dh6E6nbdAk+rkKAxHgOy5kY5huoIWSsfQNJGodc1vDgzWuEvPvk1/MnfftVnfWt84/5V/M2nvwFiR3z5G8v480/c5aQklQsEf+yvv+SAOVFDJPugOFtVLMCTa+IaYWJ8kQBKHpwDB58ijItZyrR58Anko5JjFoOj4r2KgLOW62oDDbPbcxviOgJtg34umELzubUh6BbP917+klih8nqigCHV/JTjQSboaOX+VLeRJIA2XnK2+zNIngWax7MO9KitRY3GayA2S5IxqK1ejoiB6JxksK29JE5AJ21dY1hZzE93OVZMcnFy/pNAm/EgfArupkYJRa2W1JOLJHugCH1t7hcaSgfy/TNsK0E+GQi8/XEHuf7CcFTyfLg+LKMsWa3URJm8YnYW4+Xl/I++zdN796C3Y3vjZ90puC6Q7rog8Mrn/rn1XEvzfezeGgMc1pIs28asD6rRppSXnPMB21HpMs9Nr+ekrdfWoHvNGlzKmHzwJmpPE4y2xEoYDBqBX+qalKkPAFvnDHZunYnkrsMSyUb+ZKGdpB4FtcO45/q2Mhq2LHHX7/yncDKl8Llf+CVU6+s4+l6XaPLV3/ptnPjUp/j3r//+R3H/X/4Vj9u628Gl73onWMJ4PEZpFQqt8P43PDZq4+T7g3gMqK1/P8J3FAQ+lSVMXZbRoq5aizP8J1m/V+CXX3MzANcvHjg5wPvf8FhsXxQMATEGvPuVN2LL3COjRltakzG1Qms8eHKA//aP3wDg6+oIoE3eY6rLBrgxaziKZWR5uyhTxTPqas90ZKANAPVTkqsV748yGnp+DuW998YMfGESfKaA4c6laZx71gLKkmq0OdCt0zHo+tpH5M+QW0jrg4ns6Kpin8/dlxb1Hef8hHrM5HfUdcxge/ABTN14A6Z9zSHJIgiB/vBBuinEaPvDv/oSB0hPxarhMD9+FQVG993Pa5gIAOoUkS+sigLj5WUUszPYcvSK7Hnq2tWFLuu6IUdKvrKT/KxgtMJ038nd0XYyNpA16auVJQfXeU21wQBBdcImGa3nf+dP/pmfT6pAc/kFYe6yAGan3e+dQrNUJOClI8f52AeZMtozbVTTlxTJTbR+3vPMp2PXbY/3YEcL0KZd0pDWCh9+863cX2jNSDKXw3EZEols8KGp7/W6hgFpF6xPklplf/d3IyRw2vCdB/5cklA+EYDWmkxVQ/B/sgoA5P+SDHerX+j+NQmTN7Q4Pq6cj0fHT6CzZQt/rtbWYKZFsga9v0Vaoy0GdZjRNo4ZbW5ZGktHyoQfemcAsNxvtzAYixqhtO10v8DKekhSGi+vZOc7VRhU6+vQRdynt153zYbvz9nPvR07vufmCCg1gilotMbasORrlLW/pHUKjZ/9jb9lYG15bYSLD2zFl77uEnsiYMpbPRzA9IjR5mJG2tcor4YD6E4zOSOaX+QzEe+N9qzrj/31lzmKROunj//Nl93mCMlXAKJxejPG/dfH7yKjdYtzXMP4L9iTpO5ka4upPXtw8Vt/EqP778cJSuruOAblcFRiqksyn+EUBa/NQw1f+e5I6ciyrp087v2r+J9fcFyqjoklcc/YQ2cbrVK+AODaTR7rOr/9GTtjeZOBniSo4wILIVggpTtCFE1MTErIKNlwSKUUy6+loBnJRYUm2GwgkE1xAxJpK+eUZGWxxGeV5SBbDnCTI7L7yU9snlqJNopDSH4b1w3ifaRz1FCyOWXbddvj238kyrNgtMkg/bis0GXpSIXhuGJHcP/ueRy5YFtrCTJ5Lft3z+PC/U7y4k0/eI3TPvd28dveHLb3NP5Qw60TOUHV+jo7JHIyZulICRxVVcJoyxuxwpIYQqtRRglLRyaLFMj+2OKoukb7zf0NvOTtb4n3NyZQ1QGoum70T1l7qTD5gKDsf062MwCl+Vcm1CSJwTUHulWDQZbRpoxzglLpyIjRRv1MhUCMSRw1YxRWB2O89SXXcWBKUuOldjrVaJOMtpNrI/4c7oFCuXwSR372Xfx5fHIZB3/8Ne5zUaBcWY2yynY94VZsu/663A0StyqMczwmQYDlFOjiLKuWw0AAOKK7aJVZtCCMX9wGlhnVIXjCQYA0uSA+sxuyFZS1rQHlkNQAZrRJFltcl01lx2KWlBKs2TTQRGNPHHQnCa3KyZz5vufkP5uL9ovf+pOw0DyHyLpMtGnuOaQyhO6+xxtGQLXMRpd/Z04w/33Pg+p1+f3gZzOOpSLdZ7EI8XUGCq3R6xiuRRMF/5WC1uBFHC0+1gZjvi5jNB5cHuALd52A9v2xrCw+8tFP58FEhxw3wJB4Oxn8En2SMv5aAZu4GDox2iiLGkA8H8p9EW6thRVyn9x0sWPzPXH9qG7+hgn+Qy2AbLofk2puJaZojIZl1jcldtDiXL5DErgG+R88zoR+FkliRyZ8Mn+tSsGD20ngJTGjm9KX8rgKCjdeEgQv0ltGSSjWunmt9Z5KME06gAngmp07Lbhmo2RdbJvWeOxVZ4f3YsLhZOCdidiZ+1FWTpqlPUmiRX5Jh2CVG89cAO+spz6Z99PdLpauvsoz2nw7VVwbQt4/GQiU368PSvan1gSjbTNAh5meRrW+nv/Rn+Ospz4ZS8ccK07Wa9OdLtcF0kUHK1/4Ii77+Xe3nutV33sFzt45x59d93Us6jbpSGkOaHOglGTFSHBRFQbV2jp0rwkuMgNBrlnSmyT6JW03f/FFmDmwH+XKajZABMQ+zGX7+7j56F6UVZDIosdV+rpoMqA4HFU8pwBA8cA9+ObH/xiAY01QUFAGFVVRRLJZUt1ByhYTa6EejRlIUcYA4yHG1s0LG9Z/SW6QTFKhui6USOC+i9lVmzushXyXyrV1mJnNs87oGgovhyXXF9TO8Cy+xQXVQ2g5oE3eNmMUvn7/Kr74tRMAHDD7u3/2eaysubnd1abyQVQhC6Y9wz0HhCgdZgg3t3hGrUmkI3ls9SBBUYRkIlNATc9g/Ll/hsmA8NR2CjhTDdlHX7EXj7v6HIxLt97q+JpBWgnJL+UTgfyNcGCPbayDb712H/+9+vt/EMnFrv3hx6PJafWjH2Pfip7/2kc/FvyAtTWYLYuwnrnbOf98mO3bIh+X3lsZ0ohjueRvO4D09/7ii1HwPbXP/MsD2SSIam0NxXSTzamUQj0axcwXf49YnpDXza4mdWdhARe94XXZ81P9a67dm7wXyoP/Iy8XSfXQ6DpPrAyxMNsOWDt5W3//RiMGD5nRtsF7WI/HMSOp7TwWeO4th1g+NbV3vCzUyDRaMRM8sI3cb71OkGYGgO+5cm9jrHBgwJiZ6twAYdsedQP6O7ezUocyLiG4UR+NjinkY9v6CklHUj0qKefP8TKRsFoY5dht0v+RsSwAnFgdzYf+u4rqEeclwKV0JPvxpC6UAV78Fsx+yrEipaUxgah9vORI2jQeR0z2ttqyaUxJJ/UAKQa1Nigx432poAjimGkEVsmaZ/Idou+6HZdgTkw4WqMtLRcXFpwAACAASURBVPRx4+V7/GUoH9dqsjCdgtAwrAn98alu4yRTypX6sGUVzY8lJz8orK2PmVU1EAlb0gqj0e0YrPr15MnVEQ4fWGIAu2M0s5XJJKNNMgYV+SJJcsauJ96WKFQVqEuhokDrH598/p7/+Mmo3w9HFT75uXs5aVP693LNGN0f8Xc059J6rQo1udmfqmv3LCi2I+JcQTqyArQByRc76cw1TpDQRccz2pqMSYWQMFNboCgU1wCkd0ICopeetw37ds3j0/9yP/7xi06xqVOcYbQ9XLYR0PYxAM9USh2ctJFS6kIAzwTw0YeqYWfsu9RokLE1eBolJ92hV8nmYrJOQKUQCBXBDwVAgRkWPBBS0IgcTEWSbS3NFO11/+TZHVGmajoqS2COB1Z/ZOGodObmot3IKc9dtxzY88F0Ok1LVPgU7LyX39n6m6vZYHywyy2uZBb5eFyj8IFt0qOm3y49fxtuvHzPphbUVxzagRuONOtzpKa7HVhR1Fl1OrBiwq3WB+yQSO1zJwcwCnJzgMuiU+DMqLbbSIHOXM2bnMnsEv9NzJARfTqtuRIbI235XxPQE418rrCAtR4AkVlg1gIvfOJFcZ0q4aCnciH8Z21ZPgEAlJdZdEW3u6jWBxlGG/WjOgRzrA2ZcankmgrnowU2mdFeO7zrmJaO0RZ+pyKytO+q1xkHvNM3TgLK3sYnTqIzH97RcnmZP1P9v2gcyD239DtFQQ4KNlkGeOo6MG2DxN0EU8BVh3dygAG5/TJ/h9pTtb+vKmKxRYHFDEOEwC+FKA+B7QefErTUKUNXMt9c3Rn3d121g4msrqM1BwVYpiSR+QsZk+4OUg2gxWNXAnv2tJwgPpny1yZrtNG70Mx2DnOJgptjKtu8lmc/5gJeqFt/n+GvKQTaxThSliw/xCwXKWsxGkGJxaCr0dZktBmj0S3cewHEC1EF986QrCTJr9K2Srl4BwXnqH8OhiVOrIwa18gMLsk6EsXeeTsOpNjoOzd354E2+kb2a1oUyQWRjX6TbUMYa60EqdxXYRptf0+irAtxntZ5XzBHIRZWmzW6VmsDo01O9wTKc3K9uGhitrjmqGhuyflZjUsnn0V5+UJ5iZkXVSYMpEaA5tOu35meJlrUEpvFYkKSUHCO4nfe+1MMoGXmZAIPcpK4sT8p3nO+n+63ylpB2iT/rtnMay/ZhaOHdkxmIzdkSwUbnZIO/G8HXvwDfP3F7Az23fGCKPkE7FM3rUhk5Mie/diDmPMB27XhmCXzHCt8cqDS1cgdNL6vR6OsvM/4+HF0Fl3WuJmZZtlJ3e1g7StfQX/XrsY+bXbXPStYnO1FUjiTjGq0UYY/Ba0kuKiMQbW+lg2wcY1f+pyT7bPN+XHX42/B3KGDKFdX2mXyjIqSgYxnqqXHotphNPYVxkn8UfKTtUDvnruwftddLjDrpZb4Rzr+VPzcXAA4BLNYaaSuOZCofYBIeV+5rGNZu41cXwLT5HY5JQVO+pr4zmSOLxlt65tntElrCzJlGU6PBMv0QWstnn+rq0lHktC8udH42F9/mWu1jssaHUNJZ6JOoO9XHdMMnF6yfyE8d6PdQ7S1S57LyV9zwp3oY0UB1JXzTzLvmru0mNFWChCgrCj4XDDz02j3TmutfC0h1wTJznnhE0Nt4R95zuXhZEpBUZC9rlF+5asOGPTXsv6nf+7mCAqGrq5i8N/+hsHEenUV3cMXonfE1Rmbuv5aFLt38+Gf+ei9KAoNqZ1jpX8ofWyIZCzkEzgA4ItfO45HXdb0ZevhKJso0DC5ztTaBeTJ1ywKjJdXYmacB7P5PH5tRc8irtHmYxrEMlTwrKogR3h8ZYgts5Pa6e7V/h98ka/zWWD2gvM3XSu2DSjJ3IZN29aFKZb9JUYb7U+JHGQ5yWVm3ciTKoVzf+jF/HHvs5+J7uJikFIsjFtLp+w86hct8rF0bZSYVtV1cD89qPPip14MeqYkGUeJdWVZR0Bw5JBJoCBZUypTsL9PyaIN40RIcvTCNbTFs+qaxqjgh7YspxvzabQNHS9hfu574fc1txX+3/ikY2ClNdmUMVj558+js+gSyLSPOf3Wx/8Js9Ou/9G9TQEzmfBj/VyoFDie4eRJK1HbzfX9uekuXnBbqDtarQ+4bIVMvqCaZimjTd6sAy99cfM3cW11OeZtO6JWZqdwZTdIXWp9EKsh0LPpFBrn7lnAdZe48fDk6ggLsz388LNdHfRzds3hMcfOic5bD4cMehLYx8cdjxu+5Xl3vhSqMKhpfjEiiV4CdUWBmu+35SUEr339f5Gsr50sHflDT780Wq5y/fKyhOp0sO+OF4SOWVtm1cXJKKGepJOONF4Bzc2b1eoqzn/VK1wbvSymrK1M1wEEMLSqHFutrnwifSYp4vHX7MOF++NKX8UZRtvDZhsBbf8OwADAx5RSj8ltoJR6LIA/hJOZbBY+OWP/Oq0tOMzBXYFyUaBXt8jl8eQanHmSGZKfAR/8BVGA/dBpqX4OWIpRqSCBlXO4aIFlLQJzSwagVSKz1jiQ5axkiLpsHFRPHJXm7UqCRAhBX4r3SSAkucUhOC2MWDgPiVkvcyQYbagD1Xxc1YHRlqlVojPP+nV3HDvt5nTmFzA+cSIcP3GKGow2IR1ZDUcRUBIz2tp1wZ1j6P7enM9uuQ8CEYM8Nh/4a83KTzPho999fSTBRnKMtniztC4DL7T998957EGWMQTigs/kwItTcuNMv+/YQ3UN0+uhHo6cvGC3i2ptFTpltFEAxxeAVkURnHTpRbAsaTivMbrBaFvzdde4Rpv4fTiq0PMZXsRo6wlGW5uTUQ+HUQ228cmTXDxZ6oNnTQa3M+YAHQEk6BBch5oMpsvD3/64g9F2kvkXvvP7yO04QOtQFSve4ZgxlujtWz4AlK09oBlf4zNuPj/6rH0QTTJwaJ8cOCVPpRQ4g5MCyzH7zvJ1g4FL8Hu9dOxKYPu2sE16U7zRZcggoLVOLi43phJAQLVc5Dsj7amPPi8UK9eGBwGlFOZe8Fw6UTjueAxFWbnEwul1OZnAptl9o1EkJYmqguoUMNpJRxJ4RnVL6NKNUQJocz7/asJoI9k5rdw7x8W4U6N3trZi8VDFILTfTiXytxByP231tYAYs5MBqxQwkzVRyOSjDvUgopBCtJ1MdNhIqitrvuNGjLZTCCLLd1i2yQU/LDPe6BqicSJhhUXgQGZs8AcXPlklQODmvUxNKgw0j9s8TeNovsvQ2Nc6FtD85gFd19aQJc2+Yi4oZ21YfEdgnYrGWQZwhV8ZXNVQo41+qzI385LztuG8PQutwVIrgpdRHTZKIKCs82yfUyJARQFT1diW/Kk2oOBJNxzgAMnaegCdXO22ZqBd2tSes3DOC55HFyOAjkEW6Bg98CC6PiA1d+gQ9jzr6a5tXvK7mN08C+nGy/fg0Uf3etAzvracD+nq1JQuEC/qUMiavy6wlGdusn9C/pQx+NL/+es48al/FJuKTivfO894b69HFScDSdBAWlX7mhok32Rc8JqANqVcAhB9UEqhGjg5O1mfVPf6qNbD586WLRzsZZCX5k9jUI98EN5aJ/E9GmNs0air3Gbs3ySvwbs+/N89aBMzwVOfbZIdeq1fzwgwrJpQo22SFS3+36Sx6DtpuUS8UVmjR9L63r8lM1qh2wlzt5S3k/WnC00y/82L3r6lFxIgiCFNPjslPfhnMXfH88O4VpjAaPPBU/Z5MmaUiuoBSVnLqnIy5b2Oieq4EduFJL8VKOjuWG/PeWwmV1xr9K+9hgE/6xm6PFevrUH5WmXMUDu57L7zZtcHKM45G92LDiFnN1223fVz0Y/cbBoANem71MGB4b9TKbzl9THmppsB9DbpyMZlJ7WmyuUVThx0iWmiLhi/AKE/yPeU5kq+H9b9r+sTGhRcX1xeG2HKzy8nVoZYmCTB6n2bPU97KgB3/LNvf3aU7DDRfJLAhptNWHOkdsl5W3GRV9bpdgxGZc3j1OJ8Hy9/1pFJu7uxNAOa7X7SExvbMShtjE8Czo+1k3xSa4GLDmzFU288tyHtZ2Hx9JvO50fr6ulZflaNRI8k2YDjV4AYHEn1oQqKIrl2eaUa1098TXfByotUGbxVtZunq6od+IjBjsl++vj4CXQW5vnz3mc9I/woQGgyXusnjDbVKbD65a+4kgP+cz0ucfd9q5xUWRSaJValBKTWCrUABLVyPui4cgoWxGiraot+N64JKK0eBH+ryQAbtfodsBZnZZS0+Nq0iXyefq/A0K8Di8LHTjrkL8ZMcAn87FicxvU+Uf7k6igat7YuTOExx86Or0eMYWkNvFrIyEYnEusrB0YJcE0oVw1HTu6S15IqrH0dm975hoVkcyvgJ198TfYePeXGc6NmaB/nrMdj6KLA3mc/k7e1Ps5FQJusYS7VTkJNbA1ltKsbTECqcaVYLjh7C8dWw61QnMhcVrVLRPFxv0KLsVrs42SWQx+k5Ikz9tDbRG/ZWvtNAM8FsB3AHymlvqiU+l2l1If9v18E8HEA2wA8129/xs5Y6+rEZRX7oIANzrmPigZQKuwBALjoTW+IIjkKIVgkg2shfmKZaUDbK4RgijF+QrXB6W1cAuDaQ8AgB6p9gFeuwhJnhCPl4RJCUJvBxhYnqfFZAnIBRSOqcLoo9zHhxiPYfuMN2fOF9k74Pvnd1Www8fWIwPdoXGUXcmS5wBxR4k/HOlsWoqLuagPpSDkBV2txJrO1bmBkZlHLKGl0e9ZhdnujfUIYBfTyQBl14lZGGwMhzQimrNGmkobLw8k6CFrIyUX1GkTw8YVPOIwrL3SMhCyzx1+P7vVQDYcOrOx2XaBGax+0GTXrMojgp61qx0yUzqwEfSxw/zC+BukoGK2wuu5Yay7r0sTSkaNAuSdQLtRo063OrDImut5yeQXFXGC0NYK6pxCZobGKFuIMAHiAlzISJ0mpKTQZbC4Om44b9CEkLKS6+lHdM4EEN2WKfLhAa2hYbJSFTplUVS0YOHUcZGsL5stzOcA1SELybaGsyF43BBbTeyavhRhCw2FUyxGeZSoTOYgx7cbUZhuV31b53+vMYjG+GXQdznpUY1EM2nY0Cgw17TLG5773OTC7Pbt3PAZS6UiZxVvVgClQGIVux2DdS0cWCYNNa9X4zIw2uOdGADs582ti+8h4XJA1NpoF0YltldYE4wSD1rko1GAJt8tPdg120ASwBhQAzjDaovdEzH0SkE6uOX8SmqcVLwQPv+VNpwTWUR+UyR4ctFaK3/nc+xTYhc35RGX9LLoz/i9mifkvNhjT0nqx6VEbuydgJmVb0vzYKkUp5x4GxuqAwAZELL+vABNYppF8RvYn3T2V73vaTvjftELr2NcmY8RGLPq0ZibVbSC/M74Ed26jA9CovG+ZbBskhjaeksZVzaDbhu2Gq5G76Gv4WC9TCzhQJydlVA2HPGd2tyxg4WLHdtadLurRuLH9JLvu0t2Ym+422BRA3od0jIqa59fcqz5pHpfBT/o8+OY9GN5zD383uv+BbEBUGYNyZQNGW5IsJCWtyeqq5uL1AFiaTUpH9qxjE1A76qGbByMFDhOvO0yvh6WrjkH3+7GEkQ8M1aMRB62ddKRjtBVmgw7lLfghTZ+RGaxiHRcrPuSN3sVtj7ohfBbvqcnI521kbf6fY01uDlT8dlquBtJwFBQatHb96JW3O/ZWYRRmpzo4seoSdUbjihkJWiSsGaMwGFbZ2tnR+f3Yaa11bC9m17r1avfiw8xogwwAGycj2busHZiQrBQpWWaMwriqceu1+/GkGw6E77VidpvWCmUdfGlZ7zBzIkC81/XKKgDne9HnYtdO1CdDLcp6eRlm+zYG5Waf9QwU58TB4pxF3q0MDYj4g7WWfTEL8PWNkn5Z1zYLdNvxuJXJJaV5VVK/XCYOpnWoquEQpt/HpVsEs8R6oK2qWdY+wC3W18f24IByLOITKyNmTB9fGWHLBOlId1OSQLKQh9vIWsGFxI4vD7G4yZqLu7bOYHHezWvdQuMz/3I/fvv//RwAYKpX8No4bkhIfqEgeVYGUk5Evu4aXUdNtZmT47pjTk7+2rk0jUP7llwISyn8/I8+GoUIrpN/wz63imVYAYqBiedB21L8in1k924HdRcbtpeXyoy22jF3OgGk55rrSuHf/ZubeR+XZKJRCv82NfreZNj7UjHG3WMdKRhJ092uSxT2FjH0fRIUJbQo4+q1E2hHSbfvuPM6VgootEtsTKUjDfnufg7UWkWxF6rnVtcWW+Z6WF7L+0jV+noAYpKkX5sCU3Svcr5OYxsdSUfO9AsemzqFwYpIUl4flgyiS0tZ4uvDMeZnJr9vMlkgfeftOKi8yHemluovifoAme4UGAx9ErZ146dc+152wTa89OmXuLqfRVAJUFC4+nBQW/iV135PqwoaxTkdoy25Hz4hxTk8sToal1OxnrxQlZ7RVqBaXQ33wzvylx/ckZ3TqKzDC594GI+67CynWOVZ0lVtUdYWnY6OYuC01nfHRysb9Ix9a7ahB2mt/UMAVwP4zwB2A3gagDv8v7sB/C6Aq621H38Y23nGvouM2Fw8VjIrKhNk81Ga6XPORoiiWD/fy8/KM9x9NqcIonGgR+wTpCPzkzev3SxEQCaRf0oBh/RAntFGjpP72wXVI8mwdNck0yqN/YWMDOeESxmXsGg9RcmTCR7M+tfubk5eMmiFEPhh6ciyRrcI9bDSwI2UZnsoTGmNqz/ya/xZF0UU8JFAG2XtuXa7QAhtu/f2Z0NpBaM2wWjTJB25OWzlV177GCzN93miK6umvj09wIY0A/8spVRz4AcC05A2884b1cUA4swv47Or5qY70bNSgvW2fXGKC8F7rDycl95L62q0cR2tTge1YAtK+c7Q5pDVZuva6VCL90vS6gHgz75WczCBslfJHNtm7GjzFhOlIwujo3enmAC0HfvQ+6PP45MnUczNunuUyBvkbPVLX279jQLU1M9SBpuP07dn8iHUcpNBWVljLDqYDN7KBZMSMnG08JeLuMaCjhE+KA+0tY2jdGoFAgM8aJAAbbn9FcRYTAkaHFgWjDt/ogt+9JVYumoyM1ZKlH7td/9v3P1ffj9cpg3SOIHhEuab5usqEjqUAOgmDAhWNYPi/pfw1ygAZzT/mK1LrF9vx6PAeIMLDkUBhqpk6chOobE+dH1UMtgA9+5LZ9v4jHZ34lBfE/AxM62wLoC49F7wHEcLCV/gOTLRB7iP0tyR67duQ57fGfSoLfcPZh5FyTh5I4Ziq7RqBkxrT4xpedY+IKEUOIt3et++FoArb8Ros6JJBMIDUv5SRWAvX0/qmwj69STWIAeI/DW0SxgH0yozRPBxY+A5J8liEQLvLru0vR9A6eh5MMvV0pHi4Ls8C9VoAxD5L43af/54ae0/ZrTRb239FZI1mbspCHMhnxecQBDqfWVuqgqM9yAH2h50O3L+drzmeUfz7fD2C69+NM/vP/CUi/G4q86ZuL20cnWVawNJP0vaha9/LWbPPdD4vpid2VQ9nZxtJB1J2dNO2quaWN9lUvBJFS74wb6ZMS6hSNSo+/Q73om1r3zFfbA2+MVFgXJlJWJYyO4iE57os0wAou2r2rFEuMaLr9HWMTIoZENAB67eyXk/fCcWrwhSedtvfBTOe9lLxcW5e3Lsg+9lkM70+z4AVDj/rQiBxno4RGU3z2iT8rfp3e92DD78llu9hLR7j6J6wZn3KvucRCD48l/8uajezmatY/LSkVQb7xFnmfloOK7QFTWIV9bHuOS8rX5zjQNnLeDtP+RqB8uAokxYczXayqhGW3Z4owE/Adrg64JK/0wZwWiTKjAtZnSo0UasNLqmcVlh+5Yp7FicitidY1+vjeoyU1LQuAqyedJ2LfU9ACgC06urmLvj+Sj273NNXV2F2b0L9coKb1OvrMLs2A7rWaFm6xL0JqRKZVJAFHNIQLcBq4YEJtu4bCqS5Ozgj/9Y9K5Lmz3/PP5bC3l/wDFhC2a0FXHJhTUnxXrdHU/j76z1TJ3Khrmc/Tk33s7PdJnR1ik0Tq4OORivFbI15vj4mcTCIBW/sR371fdtart7HljD9sXTAOU7BuvDEq/wEnhtJtVOVMezCHN9X7zLujC81iUWXFscJyth7E2ue8dVhaLQOHjOolO08PNNJeZPAt3curiKE1iIacOfM7XXrGc8eyk8K/xUyR4L0pHA/EUX4vCb3xTXaPMlBA6ctcC79DoGCzM9L/3nQUZ/+tmp2HeQQCIQkoas2Gf/99+BrTfka6gXM3Ht2fLkMgoCoZWCLUt8/fddhSRlDMYnl9n3qcsSyhict3dLFFcoK4u6dnXXSslosxYffvOtPN9t2zLlfAEbgLbXPP8objp6dmtii/UlAqg9ETBVutqSPa/kQtaYQzPrIAKG6abNTHXwgTfewvd0fRgSNWStWzlfpizxX3j1TViYKBmLSPY1fefr8Zhr3UbleNw37v+eTeauvwxJQoUDCvu9ApVvo1JhLTwz1cGurTMohaRybr1/zq55tBkxMutx2WDUWmLZ+oRxmpSOfeC93H+K2VnoXtclpJvC1Q1eHzBYWpdVcy0N+DVTUDzYtmUKs9MdVHWN2akupvsF6tpiPK4w1SsiH3JFsN6VUlicP3Xf6YxtbJvylq21n7bWPgvAFgBHADzK/7vFWvtsa+2nH8Y2nrHvNkuCAlSTgoN0zR0AiN98DEXGi11AywedEAK6lrf33zPQFmSKckaa6lYuGtLgILDBooEC1n7yco0EIOQzs+fOBAlt3Gaql1OWdWvG5WZxNkkRz9lnfvpnMLj77mQnp8mNmmTuxAOBlybphIVcmmW0kSTe6Rhl5QFuYSELv0pJIyUKpuqOL2jrJ9fOwoJj6SgwiNYWsZVBhPawbrD5mW4k2XjengVokzqsIXOlLXBGdc5aA5Gc3R4DcpL9qEUmNTkIv/7W26K6Z23PiN4zeR/43OQIa+3A1NGInYpqfQDTTxalnNVWOWek240ZbV7z1UkXAoMSLHFFmtjnn+1rv2hfd81LR6YA72BUYaorihRHtPl2eQaSvOLrL8ugI26KaLGes0/+6GvCs0yeq+tDIZhOGff0Sk0M1gpLGW0k2ZTaVf/HB6LFmVKCieqDt7SokgteyVYVO7vnbG1W8sNvAsBlV25fnAoZsCqWjmy7RG1ChiU73iqu0TZ36BAvEIqZmZA51jKmpXKGURagtZib7mLn0gwnNdQ2gACZ2H30nsi/qehz4/wJoy1crAtSmd27gHIcpCCNDoEqOkZSk83s2gVIJ3znDqjCNNgpacFxV5NtHP0+HJNUpANwBx6k04oYbX77JtLm+rfIMHRybCmz1gdGqaODwCg5jiSHFreIa7QhPA8Gb9tjtNHBiGlBl7DRK+bko/M1+tLr45/8S00MpVQae6PgGbNBfL/78FtuBUtHwj0PJwvk33fPut+/ez4EO3nhHKTGuktLXGA702DBqlLuAttfpXB/Nkicady3JpYZ+TcuCzPXRCFblNbAk6BgDkisY8BUykhK9QM6f4MhCGK7hbqAkxhtk4G2Gt0tW3DZL/6s6BOB3a10DCZGN8odnFneILZvC4jbKTTXDGmzxbk+P6OpXsEB+82YA9ccaFitrUUyy2TdLVvYx5KmtMaxD7x30+eKzltnEpWE/fpbbwPQlInmc4tdXVA0H3xydT9i6Ujd7aK/M7AYetu2RQAj3UvtgTaZBCHP63wUwTDTOqodS82oapcRXwkWz2BUMuA1LiusH31UdO56OEB3aSm676ooskBoZ36eGRJXffhDoEQ6KT+ltEE9HKGyCgX5CHbyOEb1mdtc5IXZHqrKMpMtqhecebY5oM0Kn6W3bWt7YyZYt2M4oURaVduINfhIsdzYMBrXkWLD6vo48netdTV+gLhGWyodLwFcoGXsp/Gmtlxj2X2v4g6hlGeOeZ9icQv0BtKelPgHUI02y9c0GtfM/qBhU9Y1NJ7RphVJgcULOGrasUNLrl0ykLu6CrNtW5DyWllBsWcP6gePh/1XVtDZtw9qM7XQhMkESQc6C9BNbDM71XEglLUYVzUK455HytzNWTE9nR1jGyaTbuAZbXPEaIvZbtX6Osz0FK93KKhLjDa6Lp4nAZy7ZwHvfPkNKL3ihNEKy6tjTPtg/Hte+5jJNUBF5tS0Bz1PhdGWrtfa7L4T69i25TTqORqN+46v4/y9WyZvGAFori58lokiri2tK+XAuZYwrSjdIc2pNYXPy2tjfu8LPx4D8ICDZz/7udQYl0gXzf+1Dex7PneaWeW2scRoI19MKVz1a78atmLpSDe/dObnOBGd/Nn0Dj3t0efhGTefFzHaKHHjI2+7rXHtUd12HwOQMYvO3FxrMoaZmka1FoC28ckTcX32lRUceMkPuPYmsSNb1Zi9IC6X4Bi5XgKyV2DPDp+g6/1GSm6ane7gva97DKrazZUkMznd78BohQ+/Jb5OaXRdslYZAAZ8jr73PdGaVxViDpWJYmKBq4yJazcqFYGao3HFifSyRttwVHH9sJQlvnVhqhU05jYPRzB+bE3ZtQ449HXOxRqzv2Mnill3X4vZWfR27HDb1EHpQhcFBsMS072CAWZXb9wnoPrxZlzVWdnkzSQ6UGyParRF+3uFJ5Zb9vehmJ3he37k3T+N3o4drrZep3CMNvEMpHIEGSUIprLbhXYA75tfci3O27OAqq5x1vZZTPc7YRujsbI2wm/4d2jvjlm87aV5APqMfWu2KaBNKaWVUjsBwFr7KWvtX/p/hxvte8bOWGQSuKKAmR94spJGHPzxQR9AsAjCZwosGw2uXcIZ4cFvY5MZzG1jvwvuetBD1LySA2X7dQIhC0gGR2SNtnxgJAV3LCjYS1JOASAhZ1y2WZ6yAcZkZoy6bGZgSMvKBNZ1JF2QLvxGpZCONLohHblZEPB0jYIhZOXaGgeDdKcIjLakcBSfWwAAIABJREFUlhvJg2kCAmw7hMaMthZWZLZdKtRwevcrb8wEiiwzIfOzu4XudpwueC6IZ2M5QPoOCEwBIAYEyEEojI7qnrUFCtvqabl+7Z3ZxUXMX3w4cvBkQC66HlmjrRM02zmaKRaGgwqxxFVV4xdffRN/Ho5c3ZLay03E0pEl+r72TNqnjVa47tLdOFVLndscQGqmprguijIG3/jox1D6LFn3mJsZ3xxPVbHEXWoh7hrXBssGgJWTI4ikS/2iiCRE4rqTcTJELI1Lx9TQ3tGbhDU/4foDeOyxcwIDB4gC81VVZ6+fwFQKJjPjjpl4Ckfe/VPtNyZnlA1HgY+IGQc86Yb9eOL1+wOg4++/644JMI6QnUjzBTGL3vGy67OntxmZNwCErGDLq18Zy2RkMlejGm4A5p7/vShE4BdPfTKKpaXGKXJyqynDTUpFUoY74K5NR4y2JlqilPKZhx33LlQlL3bY5NhEczqBrhOeG9WGjNeFKhp/uW9vgA7x2JYkz+RzF9oZbc4vyMyzdG0q1Gg7laxsILD3rJcz7RQx2yP0O5FcBCe7E73H5Fv5577nmU/H9psenW+vB3uoTkBgiU2e4Nq6tG9q9Cj+8tMhcCmDjxQMJunI9kQSFTPaZHYr3Z6qaryrzveULHzDYL0S4yUxvysRHOXfatd34AFPJ7uc7zcUOMrek9pdhy46bpz1C3Td6YQ50w2S6Z5wjF66DsuI3ynXEHyIzPT7KH1wauHSSzjosVlrkzvbyOq6ngiChPplTu6W/IacqYTdErWvMBgdP457/+zPeVulFY783M/wNotXHsU53/d8ccAQsKrW1pu1aenYSRJakLSOt69qi56o1VJwjTZ3nrVhiamFeSxdc3XYZ5DUbGp7n8Q94PpG1jEU6uFQSEdqVMMhSzxS+ycxXo0JNdrS+YLkMSnwVVt4RlvbeOqf07iMB5QJSTWbtT3bZ12CQmKubY9A6Uj2hYINR01GW1BwiAPQshaNZFUarRuMtt/7r19oNkBrJ0/tshKAukb34ovcnJFku0iQpHvwAsw86QkTry1itOm4fpwD1GI/jKQmtVbsL2oVpOjk2n9SN6lXVyMQsF5dRbFzBzoXBDZY5+AF6B07iqnHPWbiNUhTyCQFSMBAzIGPu/ocPOmGA7AAdi1N48L9S1hZH3HtPdruWzbRlPHJlNEmpCPX1lmKlfyNurboGCdjy5LponFKwfsq4HXFmpCX622QxOH8bc9Q/aWfd801ZnIt7NOwg+csYvtpAG1aKzy4PMTCJPlLJIw2L8ObTR6Qkn/CR3QyeC1yk0BgvyfmguzhXV9eHTHQJqWKZRIB+daF0VgTiR4AgOEwqntpvR/lGhE6svbqLpF0pL8OsqWrrvSfvR9Dvqb3ueqMfIvWyseQYlBa+fZKyzHEq6p28bNNzBGm30M1DDVMxyeXowTu8cllBnJdAk7ok1uvuQrnPD+uPRlqwrpEmZ971aN9uxLFFHjZZAvs3jqDC87eErHB5HjcZmnSL0kY6k4H1WDACVBcfw3i/gNxzMmz13PSk2QE/ktG2/qw5Hld1sPdrG254rJszTnAM9o8u74WzLWt112Ds7/3OQCA+cMX4dw7XwIAmDt4ASfeKFNgMKowO93hpAytIdRaPNBWhrq90dgsEiLajPqebBsfyLqEclgLRXEX+Tsc01gZg2owgOp0oIsC9WDALD63bo7HTkqSOXfPAvbuCH63SxR0zD2t3bvz0z98A+Znuvz+dwqN5bUxA6hKqVNKsDtjm7cN316l1OsB3A/gbgAnlVK/oZQ6db71GTtjAANtUWYyTa7ZRZsPoinJALMhgxshHu80j7VwbOEDIoHdRocPIFyLxKIIJFMbo2DeZhZ2idQkZ5hbsHRZ667JsM54g7ViLlQYjau8XjtC4Gojs+NmBkZ07k6nRTrSM0eIIiAC81I6Mlfz45RkLR8C2/P0pwanQYC0TUaSA3Q14LOL2iU4Qz2tjcKQwYxuDyIAYCbapPujOh0cet2/yR5H1mhLgYSqDow26XDHC21Ru62FpeD8hCzSBkDhrKc/FbPnHsDZtz87CoJWgyajzdbWP4Matq6gO11+HhK4s5XL3l8vwdmQva5hqRUg9CliV3QLEy041jcItr3x+69u/a3NdJJpmX4GADM9hWp9zbXNGNz9//wBBt905UzDPY77mZSErIjxmzEa+1JgrS0A5uR5AxOEA9Y0/koWmwSgcnJNxKTAxjXaqE00LlP8PuQu5F+iqGaA1kG/nNlt7edre4dcZpjI2JbsNgIuPOD0W3/0T5ztmZO8o+ui6+cabRPa5aQjM4CLB5SVUg5Ia5EEAYCp668FIpZEckL/uazqKDtdMlaBpk671oprghRGRdKRJMsspSRz1xAxcqpU4oPAKTfOsnnwbdLYaIFMgk28IJIxvrYkcAJMJbgdnTYD0IQT5a+5fT8QOgMoHck7EsjeZjSOUeKNTNIAAnlASkfSfgR6yjZSTa/WuYWaQlLZ2tcB24S/M4mhnn77B39zb8O/sQjAIYFu2cOJIBzLE3FbLY9traCTBDspWK1CENGfggMhFIgK9Rrjd5vqtOZujzxm63UQy1E5Jqjudr38kqiZ2TCqV2n5OU9SSHi4bfHYlZg5sB8AcPbtz8ZcktX9cJljc27O8yKGO9n7/tM/RO98Y4wVD1SZAqP77uOELOXlvRryZv5zXGfEoFpfb2WapKx7qq1FwSo6RUUF7lkuLyQVAcDAyyJd9Maf4GNVgyHXbwFo3hPstiR5gOqDiMb4uroFb1+PRk46khK2BMM4ZwEoidkIz73lELYuOF+QpCNZhaCqs9nbAAWfE2aIXEuepm2Z6+GHM1Jwcgx4RFkm+WYwKiMGm5QgDQlLzlxAUSRCCmBrMKqiwO7qoAlwyPHWKZvUmH/RHU2mi1JOovEUQBKSkAMyNdrKqiHlGcnge2k8d9rAdMvaaBTVtbWra1AzM/y5f+WVMGftxuxTnsTfzb/wBQwener1yPiB3Jt9YJnYYS2uvng3nnDdfgeYJgzXb8XmDh10iZreyuVlTo5wjLa0trkbQ+gdtdbL4HkAwyUj0zWE2IWU9h2Nqw0BNsAlAXlUxLWH1nR+XbXp2Msm7NXPPYqZqdOTLT6xMtxQBi9lp9WjcXackkCbBD6ySQVyv5bkr7TOZeXZLkAc76qq8HzoljtVmDHLAgLwQFt4L6gT7r392fx3WMeXnFCeswtf/zqWjoSS6zjF68NcqQ6XtFRH70futtBYRu8JxZ4mJatK623fjq3XXsOfy5MnGYQGfNkIUc8wTc5JxwWST3zGzedHyTNNZY4wOV57yS484fr9KDcoSQEAZz3tKeGYSRkLx2hz/VuW7ZCMtqiP0pjuv68Gg4lAG9lt1+1ntupwVMV173OyFBPsgle+IoxFKdA2HHHpBPk3EN93+nvx6BXYdevj3XcdB7QtzfVZwaUwTlIcCCBsKeZFv+xC+NAST+C+5t67BqNNKV+Sxr3b9upjcWmYyNf0cpHdrvMdBwOOA0zv34fFo7E0MK3nn3j9ARw5f7v4PsybssRAIdb/HX/9m5UBP2OnbxPvsFLqDgA/BaAL4O8AHAfwPAD//uFv2hn7rjUKWpFEAzkWmdo17FgpREAOBZncNs65o6wcUPCao2gUfArHpUm9zW+lQZbqxlkR7E4zCbP7e5DAsUTEgGpr998k6cjUm7aO+l4YynB3C++O13/O6TenrD+2zGRRl+NoQk330Z1OXLDet8cxp8QkLRdy4zBhbTYY8nDa/hfdwX/bcbjeVDJIebBBKxukI1uMpSMx2feX93Pj2nQb1NaTAHCmn2y95mosHr0iljrlbPwQmErrMtBCtTDh7zYj4IGvyf97zvOfh+62rTjwAy8KTRL0/SyjzdqwiKprl1FZyeCPBjOtAAwqy5mR3Y4J9aQSq2qLhdkeltdG/N36sIpqn5yunffyO0P7UqA2w1qRchTKGJipPkpfeJ1qqzXWjzTsJcH1hvmxT3sGBrcr7WfCqYvqWFHNIqWjRQ8Av2pugm7hHO59UfQObMh68QspTnKILiO7v9FOHteBPIl05IQbk12Q08Kmqll+tbEf3L3TSrFDLplU2doEBK7BF7lOFouN15SywROLrqksARqTZdaht5knP3FTwZ60zSYT2F1LGG0SNNQRw81tQ0DbhrVrPDCaPod6GHT4+ZkQ+DZpbLQJIIL882CbcH9SYEjWe81Za3/j3TL7WQCIGW25GjVtrZRyhh4HDyAjaGzwGeUJwMtsVf+bSgOgGQs1Pt28TgERAvommVabZ7QB4EWgZBIaP6U5RlkehOTrEoFmea3WIqq9lu4bB7I0A9vMHrThfa9ri0IcFwhzKGOSOR/LW8oejdtSe/A0zOPnvOD56G3fLhi3iPuVtQIMdf2K6yGq9notD7ctXXUMCxcf/raftz5NttGDy0P810/cFX3XWvsLLjBVrq7ivB92834DkBLbAolMuSlQrq01pbe8cRa/t8JorA1L9L2f4qRKgZc87RLMTXc4cGW0Y7RRkCSXRFQPBzAiGFWPxxF7ML3mJvDmgDUtmNX1aIRKgJYyM7/9+ibXMXbMChfkKzxrV0pDSXM1ceM5xWbG1IfKSiG3/kiy3Hw0EIoNxrMJAiCqIlWRCGgTiZAM4Aqg7bm3HGo2wI+/07c9HnpuVqzhQ0IHfVadDiDkCDcyKf8ma7QZz9TJqVGUMlGwDr4LJ2nlbDwGxPsw87SnRODuzJOf8C0DuIBnrcoEtpZ3Ifre/90pDP7pyw9i59aZ5g6nabPnHsCO77mZP59750v4He/MzaJcXubf3JrNM9pUAC1I2o58DvZ3ha9AtZDINuOv7n/RHZC13nlf40GEzagJfRusrOyG7A9Zv1sXBey4hdHmkwfo75jRVqJNOrKtRluadHnnMy7lv2+5Zh/O2+Nkwx0jXErEOobYeobRRqxGsTH2veB54gvL6i6S0ZZ9VhQHg4KUv0xl7aUZ49eBWuHOZ1zaiEHwdjoA7W4/x+bh2OAGNnNgP3Y+7rH8eXT8eMRoK5eXWUpSd7uohqP0EJF1/Pmf89iDPKcDwFnbZ/GiJ3mfKVkHwz+HtlIW0g784PeHD8mcQDXaAKAeDDjpxvWx4ANHoJvoh9VgODEBn+z7n3wx9yNXnsMz2nRTyepULPVPKnEN1XAQJRFtZLooMBzXWFroY3XdXaPJrG2dQpgEpd33MsbXul7zcbQGow3Avhc8L7yvN93YukZxct1Dp5rgnwEda+Hiw1i6+qrknHn/q0gT6S3N72H7othcHztj37pt5EX8EICvAjhkrb0KwNkA/guAFyilHrqZ/4z9qzKWtqMBjUAsHTvp7kcAIFnJ8F2aDU5zt1FBRolqaVj4IJUTlHLZ0xxYyU/YlkdWFWR5aKJukXzMXKk4GIE4ftGZMMAm4WEWwBUX7sDzb72QA0G1dZN4LsOPjid17JsXJz6KIqMA8MlX/Vj0u+66Ap3xvsScsj6jNA6SOunIRyYNuRaLeN3rohoMxK8eiFJoFNFNjcHaCZFIAhXk50lAm5UAcX4DACowk5JjzR06iLmDB6PMNXLGq9rCqAC0ySxWmvOJZk5tyb0b/a6J6jqRbbvhOi7sSiaL29bDRMoI7t1naZm6hup0RBDL8iKDnJJRFSSHti708Yrn5AtS17XF4nwPP/a8o/zdcBRkDQCcth71rtsez3/rXhe1cLalXAhZMTONai0w2szUFKpVB7SR5G3aI6hH0aJp0tpSqWbAN5WSDBsLgNYGRptjDlIwngICbqA9/5WvaAAEfC5ivfh2vPnF16DNCISiPpXWp5DXyAsl7bKStVbxQoIBzVNfdNt6AqPNM+6UAjO7SAInVxzZguSxaGHZzPBvPLscSA5EgJpjGQvpyNNcsNB7/vYfuk58tuJ3zVKQQAimyO2Howp3PuNSnmdocTJp4cpyi76A86Xveif/duEbXucSHUQfcgGUlvtCxwQxNcU5RLvpO/lvW9sImJYLKbbcZQmp0uRgnAjQDCr4Mdh64EQr1LaO3pNJuKLDTsLgELP5QqYiMQ2jIAW1R76nuSSmpL383KpaZDNtjLRNYiPmMvjTBZ61AVic6Lv4c3H7lYqDbxJMyz2rKIPXhEQhPw7TLaOFqpRWon+pnVVl0SlMK9AwKXDkqQCRz7vthutgZqaF3HIiB8ljkEw0cP6CzEb+12IkOXiq9uDJAQ6ctYATq6HyQVS3BIheTGUc0MaBqmTbNGjigtNTvG21tgardXa8bEhHaoW19ZKz3ylD/NZr96NTGJZiIrYOXf9gWEWBPICkI0Mwqh7FCXVpYC69DqW1Y7cQYG8M7HgcvReT5FHdKTROrI7wK7/z9+G4Kn41iflirUVBwFzZxmgrYMs46Y/G4IfD/u6z92DXQwhyPFQWrR99X10fhvo4hVZc2wyIA29AIu2fJN056cgN1m5+zu5feRSq18vLj1Fbp/qwg81XGZGqGrJGW9HCUJPtN54B59g5Xm7Ob18n8xAOX4T+lVfwx6nrr910G0/F6Hri1z+eV+hvgbNBwbFCvnH/Ks7e6YL7ZhOJkKdqu58Q6j/pbhcXvkHUNh8MuJ4VndtaBzKNyrqxRpQ+fW1PM8mW5kZhunDJDQ8lo+1bsbe8ZOO+IpMwVWFcsnKm7U6uU4JrBM658bZNOjIdv8nSZLonP+pc/vvqw7uwY8mt0cs67ZNe4WI4jkHEsoIWMvVZX5cSnKqQoNXm3LLShYpBH3pPco9XK6ek0TEaT37UuewvpkY1T0ciGbCqa5fbfhr95tCPvyZi841PnkTh6xmaqT7qKHbUNKrRltrcdJcZSLV4hyj8k9Y324ylLPCI0TYQyT8iUcj9LRiUgk1ZDwbRc9+MDUYhSahKgNxTtTSWEtX+TmWxNzBVFBiMK2xdmMLKuovXuHrkSY02kYDi93TnTueOjNHaOlejDQDX+QboHWj6m/wOKeVYsKJGW87SeZ1MJtZE86NktJ0G4/CMnZ5t9BZcCuCD1tq7AMBaOwLwTjiG24UPc9vO2HeDpaCODI5wXQ33nXJRyvQAztHQzUy5NKBZ+wCa4uC0ADkS/58Kxr75xdfirO2ZhZQfWJXW0N1eqA2EzWZQ+nbLDD9FmT62ERiJgLUM1jI/08XZO+f4mp97y0Hcdt1+t9jOSUdaYmFknB0RlAJi4AkA1r7y1ciB090u6uEQV7znl8Px6zg7PHX6RuMqosqfTkDk4bLFKy7HuS99MQCgmJuLJrwdj7kZ57zgeUmNtnzbY8m4/LkkC4H2mRgP88By689W9Ku6ZdGhVcRMov5X1xZaZCJXtcX73/DYSHqliLJJdVYb/LmPP4THHDsHgMv4LSboh0vJAt3tZjNEdacAas9oI+ksuhcUXPY37c4jXezb5RzdfrfAZRdsbxwPAGddX3lhqFv1vtc/LpKPOnrhjtZ2b9Z0pxO9Fy5DLJZcLGZnXFY7PNDW6wVGG/UPG2f/EdAv63/ljDi5aT29tN/FYH/MBKFEB/6NV8puu6Wrr4qZbnyxnrHri6IDwFWHd7XfK8reV2IBzqAbBOgm9vGZfVorvrccaM7VYULzILz4oHNVVcwwEMf42r2rzHAZeyecakYRe6hxXRRs9Pdjo3p1rQ9TqQC0lWMov0iSzOFTtRsuOwt3POEiXHHI9XWtFWopHekXokFGyj0j3l65wNt1l+7me81SkhuM6fIZzV8U3MWlY1f69xqcdBIlGEwAbGLmURMAZelIZN4BiN/4eaq4Hlju3FbUlc0drYWpRtdESTpKKcCrndJ74ob7lvlFEWM6yJlK94jHBk1dJycXSfNTDGJmr8f/LJlewOYC2SbnukkT+3cLzSC2PC5LR2KC7DWxA8W7wscPKF0L+zDULwUlCnm/ju4fQIw6zXVL3Wkt/6v9fanqGlP9ojVxpq3GqW8MKx7IG+fG08r1KdVSd02J52fds40kgf+V2KlIR0o7sTLEuXsWogQDGfALX7pjq6JAtboW5CCNSVQQ4qBJBLSZAtVgiMo268kATelIo12gkxgFQ+FHy8AISSySSTYTWZPRNooCQKmvooyOroslZOk++OssJaPNTOrj7nrufXDNHy7/rErPfKmty7Kuaou1r341WzdaF8TykL5SUE14qG1+tss1TB5RpptjgwxypmNPKh05HAVg1ohgsNE6AnBrEYzncQmIxyY5l5CkrWzq1BTq9fVNX1pao02CaKOyzoADsfRl5adiCipKWbBorbK0CLN166bbdbqmtWPjhAQRsQRHmANlciT5/51C4/4TA8zPnF4dy9OxpWNX8t+H3/KT6O0UvmPtkny7HYOyrBq1r8gnIzsdAFyWDODjmMIBUOSLfYft2EU7N9xG1u9WRYFqfT0rxefqxLvkAed7Eejmv29jtJm8nzMz1WEffZL90o/d1EjOyNZoq1xJBzJb1SFexB25DlKKlATQAooqrXkMl3OnFnGI1Lj+un9/6xaf1GiFu+5Zwf/1p5/31+PrZk1YQ0+yxaNXROBVeTIw2pRSXPeszYpCZYG2yKI8NqpxaL5loE0y2iQbLOqXRiSbRYw2jWo4YKAutff+xGOy3w9GJXq9IHPb755+sn2uBiEnTYzHm5K1JJvZvw9jq7F1oc8qR24+qejAAALQFhRs5MndP6m3Q9vw+JhhtNH1kI+egpqBVRh8MqVUK7OfLFeWB4j9yqg0jAmJ9J3i1GvonbHTs41mrDkAX0q++5L47YydscmWyyr2gbUtl12GC179yrDYU82sXJeFrdx/HEULtVniQ1sfn1BC5ttnaUMEbmwA6nZtnckugL2fi6VrrsIFP/ojcbBp0xmUyjVdZjHUIRjUFpmyiEd4arfLnHd/z013MT3lCnsWLY7nJOkif0B3/GTS0v0+6mHIQNS9HurhENNn7+XgvNPmNwEkSBh6rjB3aNd/eMfkAtjfTjNTU6FIqlI49sH3Rb915uYc0FZRkDN/HA6ETkiySwFhYii12wYZewxKt7M/OAiZRJ8pSLhjcYrrBpy1bTbKvJcL8tuu24fnPO5g4/hz011smXMBnMEoBlRTq0Vdtqs/8muN3ztbFmD6fV+DzfoaZzKrWgRQAWyf1hMlOyhbLyctsXvbw5OZPLVbgEuCJQE4Rl932zZm+iljoPt9lCsr7rMMpkdHtZ7RNvkdtn54TLfLJSIQQCUD1PTZgbcUWEskfTNBHe70Xms8Wiu0mCRm/eY7nhB7rDTgJsaMNrko47/rySf1x7v6Nz4cNz2p0SbP++deUkwrxQudug61P5rzGYFXLiAV5DEn3gpgdrb5nWAd6ZkZgFnGqundb9Km+x2uhQNQ7SuLrQuh7kZZWfyHt7vx2fWjsL8xrmaLnCNHm5GOdCmncXAuux0t0BOgagL4JMdbpQhUC8GqcIgmWGMt3DNTYHnpj7zttgRzagJmSvu5rvGbWCil2TIeFOI6lVqjTrOBJwQAUolVOXdY2CBTqjyLvy3rUikfmI1rUNE73afxi09ENT4136+NXm41YZyyNl5odAqFUZn4edYygU4yXHLH4uvx/kZ3aSn8qATbKwN8Ssk1BrAVJcAElJbe6RTApWQuADhvzxb81MtvaFVsbKtxCiCSfIzGVganM2AiNY62szVIgrIVlPsutjb5qJxtXwxj4ImVER5/zT68/FlH+DszFeqopqaMQbmyEmqcmHiOVymLvQ5ydcTEKOs6K/FuksQH7RltFKCSEuyFl8+i/SQTbjCqGtKR1WAYBQJtWUELphLVDJHXmUpJpr6CretIEm4jRpsxCvcdX/dt9hLiCUBK0pF8P2qLe/74T6EyrCrHaBM12jxQ/XAw2tYGJWb6j0CQDYjGMepsg2EpavvF9yMF3uZnupG0f2CQxc9TAr22LB3rHknfkI6dygD+nY7zZ07B5JqXrPAykjlGG7W5MIqZOkYrB0z7zcdV/R1RWSHpyLySA6K/w3vhtukWBstrI36u0/3i29onp3bv4qAxrQ2tteh1g3Sk8SUtdvgxNvcqkr+5KbPNuVsRo+1hlIl9qE0y2nRRYLy83JRgRMzccfsQOGdQj8ft/qHOyB0DuPHyPXj5M49k9oht7465RvKDq+1YRmvslZU4QQNSEcQ7qOwHe+lI9ltzbeexQ0VgIcVccmM5sY9Crbn8ssIYjfVhiVfdfrnfT+ObD6zhvuPrp8VoS81WVRQrO/ar75uwdUhcmGQkD+3+dmNeG1NpkumiQGchyFxKRltv29bATNcJsCNBN6H2UE+Qjty7Ix/+X14dY27agbKHDyzhdXccO6VriK6n14tkO6XVoob5ZqyYncWwrLFjcQrTPXdNRiuMxhV+8dU3YcaXIym9dORvvuMJUezPjdOT+88pMdoSidjwdxG9022gnbTcOinUxqWYREikD3PlGenIb5dtBLQpAOmToM/f+bSSM/a/pLGTrhXM1JQP7lJQPRNYoN+EdqRWCg+cHOAfPn8fb0mDpILTB5dsCS29WTgZs42kdigwrbvdSDpyU0XnxUltWDV4x8QvlATTKKoZkYnnKigODnKMW7ksPZ2t0RYyxDeyehxPDGaqzzWlACd9N33OOX7jmgt5RvVOEmmqUVmjKxY104/QBSsAzlCSpoFQo60NaIsWry2B4YSFwMBK22PZKPOKQN6E4ZmcNMpEJkeWpJY++MZbOOCeXodktPW7xYYFrAeinkjOnGSBD+pnsr8OvvpVmL/4sK/RZqE6bnEyf8nFDMrPXXjIX7oVL3Le3v96p69+xcHt35HaGmlB4mowxMyBAzj8ljfx767mYZAvqOvmoiTgWOQYtV+LQvNdb333VczeCQEbz2irKj4V96E2hgjyAZ+2vu1AnBoKbjxIr0rGzsiMVvjUF+/DN+5f9fOGB9qM4czPrIlkiGJ6KvqegQ8+b/PeKu3GsNfdcQxO0srJ9KZJGRYy0KOC1GfmeUX35WV0u8ZiAAAgAElEQVQvyZwzZLMuvOyl0AuuloLq91DsbmcKnopRkeQPvcnJnxKDjSSnUrk7lmwRmeDDUYVLz9sGnax0l665unE9BBoAyHQM9yy0l45VmjIhJwA2rf3a/cO/2TyjTQJz1gOiHRNqStA/NOaEG0HXkrSpLKE7HWZaRr/VlFATarSl8qOT3mye70HzfVM6smKp07hGW+P26ITRJjKVjr73Pf6YYhFI4Lv10sgbBCkm5A05X0Ak3URSZS5OHliGNjDa8kOOdS8nFCdkHPvQ+8W12SgrNHqO1rrajNJn8QCpVioC06iuAb3HdG+4Rpu/JdP9YqJ05Nr6GH/z6W9kLqP2TLQ4QYnbRIw22X+t5axlYhK7hlD9v9NE4/8XtUvO2xr1q0n2wTc8jv8+vjLE1oV+5JMWc3OY2rs37BABsl46sieANsloS5hhc4cOchCItq2qfD05x96x4rPG6mDM4Ma4DDVDOoVh36wwcfb/YFQ2Ep5sUpPN1nHSQwoYNqQkRdLQ3IWH+PcIGNsEo+2+EwPs2jrN/thoXEVrg7oKEqDEJLVVGddR5bFJOwk2oYayGb/wdOy+4+unBhB8Gy3HSD5w1gKm+3lfPJWJevud1wc5wmQtIOf/wUjUNa4qBtog5pOIWZMZh5RSWHz9j2/62qZ7Bvt2Nddk5Ls0vw+gs5O+d2Mz13UioK2s0cmslR9uMyqWxLNW+pwBaSPQTdaZ6hQa43HwLZ50w7l4xs3nf9uvAQjrRFsDPS8dyd9b4INvvKWVaUT+5maMknykcQB6E77II8XkWlAVBcrl5Xgt4i2SmDRasI0K1MNRK6DQprJgtGJ//lRNeX9fAm33PjiKSotIX93vxPEgW5bC17TB95fnMI7RprRikKFaX3c+DfL+sNEu4S8Abe2MttX1MRbnQyLhb//x5/Dnn7jrIUnGmLsoFnLrzE3mmyzO9bBneyapUphM3iL/8nTauv2mR2Pf9z2fP0tG2wWv+hHMH74IACLp63bAx9cH65xaP9q3e44TAYzR31Lcr79zJy75397Gn+cvuZj/njmwn1UDNmvn7lnAeXu34G2+LIJb29aYm+ny/SZG23S/A6kulSsbkRpJtraCY+J9bdTGy7Db/ImzEtpk1F+apwrrGVlHl+qcAp7RdkY68ttim1mlHFNKPZP+A/Bk//2j5Pfi9zN2xtrNp6KE4KyQXfLBr8b2SgEIv1k/uHz+ruP4xy/ez5sOxzX63cInOYYMaRebkUAdjXkhaDXJguNA0bzNDU5pjawAJNooMDIYlfjavavxvvFN4ONZS5XmXHBoVFYoMgNtqEO38fWlNGyX3RuAtu7SEi58/WvdcWWWvjE+q9oFe+Qi/eYr924IdHzPlXsn/v6dNKNcBuR//OPPtQZCiVFg0X6D3SOPAZDWtQJnpbffNyveh7bAGvdXXtkFQFdrxf/JAuj0t6wDshlzxW8nAG3r6xOL1lLRV7eIqpnRduk73w4Kqh551ztFwHFyn6Kg1NvvvH7T1/BwWj0cwvR7Adjx7872mx4NgNYoVq63AcQZvRvXaFPIAbpZPEIG3GlxREkEFHxvjFsZmUYKstDxonPn25mTUlMKuPno3tY3yGiFv/une7jfM6Ch/YK05WRZsMYnBtiqjhaK2aLESnGQs7Yua9ctQBOgzS+SnERReF45i5q6gfwNBdMBwCwtYe55t0/cfrNGQDozEnRcTNkBHDHDYjiK620OxxXe8bLrnSzYX/x//P1Fb/yJGMzR2mXqCrmphtVigb6Bnn+QQ05/EENd6Npu25ZjRYzPZChVSuHIz/xUOJB1UkaujfGiZ/HKo+jt2NEIYtNYzjU3PNBWJ31tUiIH1z2zLtGGmPpkQVbWSR+2ZsDmfCuS60QCNFuxCKR3u3bvy85b24NlWin8/RdP4p7jzVo8g1GNXgK0UWCUxj9rg1wkZStn59XaAWmyJqwEzXvbt2Phkot57OLnCO+7FEEuEsSKJenINFFBMJPoN5LKok3T2pjSjFa4/8QAX7jrROM3BgcS5h6PtTQecxaG36+qHADB0pF+bpiQDPHdam940dWbDuRIefXrj+xusL+UUjgi6kgWs7Mol5f5t2owjBltUY22ECgFgLO/9zlYPOpqP1H9WSmxLcceKeUDuPF5KBjERy/cga0+aBjLeieAyDDvh0Vy1OMy8vNTaSaZvLLz1lsiAOXIz/wUS8qeEqNNa6yuj7Fr6wzvM0rm0bKuQ8037VgNdVnFAWZ/HcoUqEejWA5asPAfSjt8YOkRWZ8NQPZ9f+fLb4jm6cccO5v/Xpjt4eRKGJslG13WEXJ1zRJJ0gyjrSkXGWpd5sbDU5H7O3vHNF7+rGbt5bb1pDEie98n0jifWPvgvGuzk478zjDaxmkiTgKuAWCJaMk0cABpeEeNX7t9J4wkyGpr0esEaTuaA3lt67d/7FVnR/tu2uqMdKQHrWz9yJCO3IxFsnxFgfHJkzE4QP5LRzLaRPJyYVAN8nKTAB62OX84KjElZIh1VcYJG1WdCf6TFDf5+5boWY3jB0ZVUFih+9JW14vWISzlbfPqDcY4oI3GrP+fvTePsiQrq8X3OXGnnGueM2vsGru7qruqu3q43TRNN9CgwlNooLEZVERRHyA+EBEElkuXwxP1KcoPH094CupzQBQERAXMbul5gu6q6poys+bMrMo5770xnN8fZ4jvnIi4mdVVOVTW3WvVqnsz4kaciDhx4sS3v72/nMdRzHsYHqteFn6WzhGmgzXLW/HeN99Qdx1KvIeRSI3nTQfM86x7I6zWwAux3bVJPKVzG1qnmBLDHkdUrVyUPSMAfOSd+43b0eUA7WcyJiSx6ad+Am3XXFzCwW++p4ycF9fKlZa+oeU0oN00AP0cmf72pTuBkMKFVOtIL57LW7XxuHXe01SqWQiFdDbRuOcmKYigzxqq+PY8p/5pg2ibFUznifVeAP+P/Puc+vvHnb//rfq/gQZgsnGFwLr732AvIsQVM8ocJkk3d5KusgoMUaayejnnCSl4/AIXWypJni2u16a37gampzwWEnSZtn2BJghNQE+qvuzaSDKLgtYBSMQRhYmVxcShCuoGoUidmJhA4xSZGEKIhA+w19RsEW3W+lFkAnCuoo1euw88sDf19xS/OI115gqcAWMTNTx/7HxmdhHnDEdPDeOr3ceylQTMURoxopRz1zV2eHUvGMBYHIRN32lMyBnyzp5EWNJySg44AcepQD25s9pbLyMHiDN6oiAAL5ZsG6YrI3nRQAaISLZ2tWIV7RVBAJ7LYesvvhcAEnWYYsjvfIrrEQfLbUtS7nw3YxbpD8YGVgeqDFnOrN+YzEmnXzKzvXBak9LYVjHOEgOAD7x1L7KKDXucY+WSZrz53m2Wnz/jXBYKr9e33AYpiyMR2tcobWIrrSPlJDyKBPIeVxY+yQm0x2O7SK6UMC+p385Ctm5LUx6vu3Oz+a4VRea7k9EunzG27ZkmRQBg8gRRYrugpEEalBrByoQl+7V2iDjQ5t4P0opJ91mdPKOf+cl7RyjiNIqglOJTqNuFso4MAoB76HrrW8zf177+R9C8bm36y5GITCY20wqlFOVbZg1QksgRP//j49PLOYutIxMdTz+fWVI5lazRpsYSUtReCAERyc9b3vPuzKwdzoCHf3ABgyO+9fd/+t45nBuqoVRIV7QJRSJq22+jrGDpirZIjZ9wi+6qa9i6ZTPWvP51lqKbnguey1k1KXQtOmodqfu3rrX4xldcY9ry9tfuNLdonOAgf/eTP7LL2h1XWdipUApYxrh7A6pEAJ7sv4xJa6acZ5Kd9HPenX81kI33vfnGKTPGW9Z3YaKn13yPqlW7RptFUMUqBBd6bAvCyATQrJoZXNr6PHRAzrfdZ+Td+zqxe6usQ0sD8C4hMpmiaOt8y5us7/K5Fz+/3Lp0Zv4JYMt7foYQ0Xq5XD8I4xptWXUITTyJM0xWAyxf1EQUbZGlmKBqPzMfCgLL5tK0IefZRBto8tnlxY/cuRlbuxZf9u1eDjBl71vvufX+t9xoPi9pL+LVt25IXc+qg+Y8/2ktt/HHnwRqVbV/V8Wm+wm77OPQm+/dlvr3B165TbWZmzHYqvnJ7BIGWq0w2+DqXqXTIEOukSC75iVyOemewBhDPs9R8+dHMFSPVUII5HJxgpb9jhvPfd/35hvTN/QSYMgZbZV8BYDlchB+bB0ZjIzaRJu67jyXs2pmxfXaPESViuU2dPIfv4KRFw7I5TNEtAWhsAh7FpGabEKr6knynBAy+V0dh3RLAISIUuf+sZNA8lnqqk51t/I4R9UPzP1bdUpW0PUmKnatSvmam4wXzhdQC+wshdJL2m61Cq+YrO1YWLQI/rBM/nLtIuncOKxWL8qe8UpEkOI0EDtBZamQ06HHx6hWA9fnncb+8nmAEOqWXSSpy0iTtqaCDMfG7UojdbljF6mdEBqKttnDVLOOdwL4iZR/70xZpr830ABofYn1OjAFFQAj2dQg66XVAjIScZ2RzRjWvfHHUFq5IvFAqhHJOw056eRhOv2nwTU+xbuBKVBvLLCmQbTRl7+E+kOowpjy72Ek8LbX7rSOmW5fD/KSOJTFiJk6dX4QWtliQRjhS988CIBaUKS3lXkeTn3lnzDwn92Ooq0UE21uUFNZF5ns8Egxfwsso5ozWcsDsC+1ZavGGU73j+OJA+cy5/6usqhe3RY5cQ7tjuuC3A9ZnZbaSmlLzw+9bZ9VG8PzuPVyrT9vXNOON9x9TcbRJFGthXXtJa95789PuQ096RBBAF4sEiKIrEQIpfkMV/USVmuWoi/yfevFKctKVJh7nGWSUABJHGB2wCvNYk8H+y1Fmx6LGYx1pGU5Sl+G3EYYEk7UbaNpk9P3VajZ2l7iN56sGVAseIa40fuNAmIvNZ3gji40HjlFozOItpofGTuIXI5jshKgOcWSJQ42UuvIdGRZnqidTlst/VLBGMMDr9pufbeakBE4nbaVCXnmMcZjkikFxi5DW5lolaF7LdU2X7GvC9dvWWYUUPY6wMd+cn/8jLcfvfZ+BemLzL0l0vfNPC4zFTlHp04c0seq5i3ucerMX0Mipt7L2f3WUqSz5DUwQVG1LC3/R4SSXII7t2LJuVY8T/HIfEfEyTV1wDhDqeBhohpa87Kes5M4OVixiDbJd8t9RULuRpDjlccu//a6m21rnqimCI+09pu2pMxFhIhV+CaTNLZs0VaicRuZKTv04H07TL+In40x+RsEEThneP3L7AxbzhgqtfSXZjkPZonrEs8BrDf8+HdhYDKXRRTFabfqfCykOdhcorB0CWoXLpjv2iIWgGW9BJB5fQr0mBCGyTpkQGw3pCHnZenXMEcCIznPrtH2sz96fUKl1/VmWwWt+07cNs8K6tD7wbQ9q0abR0jDOn1O1vgMcNfedYacqwUhCoTwCFWdp/j4BSK/ZqkoaBJAVK1Z6mdxkfVaFgIMKRqlqUuSyOc8vPEVyXrLgJ1c475TV6oxgStqNaBaUz+i7+1xv0l7Dl4q3vrq7al/f4uax6Sq3CGfibKvKRvWMFI20bMLj8uArp7r2q9uZD4sbEUbY9KiMesZMtvQds6aENRELk3qe6k5Zha4XYYCIGOuAGZCvToT4IWCKRFgks7UvUpdhCQhJ8m1fFtbXL/b8+CPjlnk3OTJ05g4flwtT7eOfCl475v2pP5dXmv7nWXs6FHkla297sgiDMHy+fi5aDp5Sm/g0v6X5XLqc5w44apOzRTbOGvIaz9ZDRLPO0D20bHJ2HpZ1qSK6r93zTFoAjQQz/M/8MAlEtUZSc7FlSvQ+WaZhGOpqaiijcf19hYywjC9di5gq8UyerIF/RyVBKdMyqL3vNfcDFRVooqORajPtGbexdzT0yFmaWyI1mPN5+ZPEsdCR927SAjx+Yv9N1sNb2Ceg6pqKPSLgcokjgvXI0keCEXiOMsWXX8dcs1NTkKztGfI6XorOgPBrMTMJgXsyXlddRAQWyjp2Mc0pXCGHKMWbPSzyjAPUrzj6TcdnNMD5he/cUAGmxmzXlIBmAxq7fs8PFa11HLWPjjH2OGjqF244CjamhBOVmgD4s/GOlKoTIx0RduVDo8JDI/LhyLNePmpX/+m+cyZVExGdTJqXUVS3b5mLPqyrdaMgomQtmnbAc3aFwLl3WsRRlEsm2dAmnXk4rYS9mxdkd6+FITOJNHFirtfPuU2NJGz82O/inxHe6xocybHnW96Y6IO1HwDLxYR6WAEgKjiKNr8ALwQ3496HNLxUrMeYA8CdeZSjNl1NuTf7OCDUac5O4nValIJbEXr9YsSUZKZn5KIuFujLQucx7Un3OPKekHXY555VtDam2QSm2QYUu5J7ilFm20dmQbGZRJD3uP47Z+/Q9ak8GP7L7obXWxYcin1a9ZkuKkAAIq7r0fTHeW67Zpp0OzwS4EQMhFD2ntmEG1hhMV7b8D6B39ckaY6kSX9JO3YuASdK9tw8twY/upfD5J9yf9v2hnXsaP3VbJtsRrMkNmW96m1stw+54lAtVmd8VQieudHfwWllSuMfaapQUFvwTr9gZFnh7uKEJKENoo2c58464WBslq0g1fUejGxX0+rqiTbZVkF1XnONRU4xiZDK3O/tcnD+ZHYykeuG7sJ6GuhVWRx/pUkvnass21oqv0DKCxZbM2rrJNiTpzDOjKGTe9+F5o3bFC/E4RQVPetbhNEbMuJdJKZJkL4xEqPQtcVSYWQDKOcozoEKFETJn4WEOtIISBrvcXz6Cfe/Z70/TVwUch3dMAfSlp+AoSIVhBhZCmk0xCQID+db7nKc7dmm9WmHEcQ6IQjht98z+1m2Stu6poykBj5gVM7xA4fMec5nyCs1fcgchVt2fvU98B1m5c51pFU0Za0ooyqMdFm1TDJ5RKKttrQcGrm/oKGuv/rJbJMF1Rh6aJSC83YzUtFgBAHsXUkg85KaLrtFhR2X3dJ7bmc8P1YxSaD+HOhaGOo1gLk87ZqE0jm4zKmA6Ay4W1Jewkfecf+WW9zGvQ8Vz+ztTUpfdeYjvJjaqQkeqmEJTGdJOd5Aq+5GcHEBIDkOQknJuPa5c3N8JWVHy+VEJlgvIdgbAy55mb5IyGQ72iHP6Jt/y7OZq4e7rl5ferf/cB5v2cMuZaWhDJv00//FBbtvg4iCJBrb8OuT35MZ7Qltsk8TyZM5XJy3kVIRz9MV53q54h+7rhEGyXk6DJdn0o7JsxHSPv35N/v2tuZ/ONlgFcsYvkdcu5g1wfLOXXDLk/fms+gcxkXWSRW1uijk1Sp+0FE3MK8pibAp4q2KPVzljtCGnKqDmk90Dq6OY8hUNe7VMjNmySOhY5pDT2MseWMsf2Msc1Tr91AA9nEi8wqzlmKNkFIN4c9MxFnmzSTz+9ADUh/+cn7jCpNryYDoPGUjTHYvyeBaRrQSj0W00ZujmFqqMYw2C8kWtHGY8ugIIyswd4Nvglo0g6YrKoHoVrmFlmvVAPzI2l/Ztu0WMels6uqtewabcwmhkxwW8SEqQ7YL6Rsag5gZFy+VNKH7cBwTEByjrg2U9Z2HIWIqzyioJYK2VAde6qMfqMQK5j1akFk1GdU0SaDGy/t2rU25S9Zfq4JlLat14DTrDi5VP4nBEqrViLf3n5J+5ppLH/ZHdjwjgfN97BSMdlNAADGrJcUzhRx75CKNANPBnUzOoXmuxSBSxUhVj9LjegLEzxjnMWKYr1fYzunxwCHIQCsbOapoF/UzbFYzUt/2aBBSa32MOeFWpikIPHCr4JDpv5UCr7wa6+Sq6qx0/MYtnQugseZZV1C2x1bRzITRMmKBdSz8uVtbfCWLsk8ntmAax35kiGAXFtbwhLSQhQh39aGpnVr6q/n/kxICz+6L4cbM4r1rKQYaqtsk9Kp1JypN5faRkXsuJnWzV2dpkaT/TtynzvtttrItKItmY2rg11hGNtKUuvI/GJpeRZpYsax5XaJN71NxrlU4GpVlRBSAUrbnzJX4kwq2sYrdi3HlpKHwZGaVaNte2cL3nCHJEUjEU+LtHXkRx7YrI4nsRtp/1hI2rLEB8ZUbankc7Ttmi3INTelFCS3LXp1/4lSbD7NKQBkDgKDqeWYOCdcqnl+6a1Ji2w95rpOALKf6fEpZf4chuA5z3o2gMVK5eq5/tT2NnBx8Jqz7dNzra2w7mFit5wFnwT59XMQgEmW271BzhHqkR5NxZy1m2s3L5vm0Uhs/cD70b4rHjfd2syuoi3RN1UWtnznYKa9ae9OJvDJpEU5vY9qzjuJrEvDUSx46hGtiDZt1Uktoz0PkV+zEmWO/PGf2Oq3qwB6ribH90urO5bmfqBR9WPryJZbbwFuv1U3wK7RppIFvGVL4Sm1C2tuSmxvtlELYlJ3Lq0jqZ0dI3Nz/W4PxBZyBaU00IkcOzbO7ZxQw+NSfevOYeWjR/efS587ujbXAFTt7hCVU6ezrcjnGZjngefTx6VwchJekyTQWtZ3Ydcnfk3+hjF4Lc3mczgxCY/cR1aMbBZiLrUgtjWsh6bVq+A1NxtHl9ZNm1Q/Sd5vru0/dXmR1pHpc6mqbyvaSimKNkDWmNPJAfrdLOfxTEJloUL3o7qw7CJtZZW4xLjOlYAgSK8JCMRJtPIzicdkbEv3tagWJwnJJEW5/abVq4D7fwyAnaxFnQVcK1VO3JDS8Mpb1htltwtdZ5G6DkjLcRX34wyfV/GOBmYWdUcexhhnjP0pgNMAHgZwiDHWzRhbPiuti9txF2NMZPzb7qx7m2rjBGPsDGPsDxhj0xhxGrjcSJsEaMtBkBdNXa8ilTzQAWKH8NGZxADQ3lIgGd0pddmEsKwjTSCFEA11k/gNi6e+p9X/SIEMTrFEwNrUaFOTST+MB/uYD7SD7pzLdursBb17V3ZuFG2RtKoJMrKt5XHJYI7rxeyVigirlfgYKNGmrUGEAM95RNnCMyJjVyY4A0Y10UbONT2VnDNUqrLYdrYqIWkdmeA86mXiuyC++JlyCH0fcQ/NnZ3mpYUWobcKpHKeSf5NhQ8+uA+7r3mJjwNN1tCi0Vawh/S7lGDzfIRXLFpkYGnlCuveWvXqV6LzTW803+PxKhmqM2S6o1qlkGrXWNGikbAozQjWy6C0rpHJ4gAwYI9zaedfR/gVwTfV1ZHB63hFXXsqecQxaC1B11JGEm0XYRmlAoUy2SOdOFjcXjKHRgPo8kVPBmrWLGtxNisnrwyUWE8/G4dPDGGiMr8yBdcuj49nKhvlBNyVVR9q37UT23/5f8j7OoOk0WMUY3VILAeaAF25xJ7S0b7JGExwIJU2E5RQlLSv6VeauHB/wJjMNExpo7Rclar8VqdAtw4S62MTcJJoyH2VuL1U0Ln+i11kknDo/b/v//u03H4YqJpernVkur3isjtux+af+1mjrJZkJbEDy+gcerGuVajRUvJwYSxAIRf/MecxtDXnEsfvqWfj4ta8E7yjJ4XprKnE303ClntsTvIWVeFHKuCjideaL+9Nj6tai3Wgx92sORZnDJVqgLXLW+3fKXUkGHF0oMs0sSmQON+WiheArllzJTwbryTUO59N69Zi1yc+ar4Xly+DVyrWXb9SC+LAB7OTGWp+iCWtNAEqPcC1uK2EP/zAXRdzGBYKizosYi2q+Za6XqpGHEvMNOvIKH5foaRhGmiijAadhwJxvZ0vfvI+E8ynwSqdrKDbWDt/IWEVyXLprh0LFfrayPH90mwzpa1pen+ntZB4sQioJDGaqJGWtAEASz78wUtq18XAnZNp1Ai5FsyVdSRjmKgGlqpbwyat5Od83kPVD+fdmG4UGwIW+ULjJ1GE7HjDNFFYtlTarNk7h4giPPvBD1/StmcTzV2duO43Ppm6LJycMAQa8zwUSYLdzZ//XLzexETiXJTWrAYAeMWSSvqYOdQCgbo8Pp13K/LA9FudReX+xLPnPMIPwPNyDMtSnXI2PetIQMbAiorU1s+fT3/oFehozX5GzyWKBc9Y+GWNYy8FN33us9NbUYefcjmH8Fn4aidJwsZ9lM7VdTxZf6YJ92mvBnru0rRuXfy+F8blLZjnAW2t6jMhNYkVuREvKNz8hc+hHkqFHNpb0sn8//uJ+wDELgGAvh/i7S9uq0/kNXB5MNWs4+cB/DSAMwD+HsBzAG4D8JkZblcWfh/Ag86/U3ohY2wPgH8DUALwiwD+DMC7Afz1rLf0akeaok0IYx1p7CKpnaImD+wfyWe5s0wH3H7vfXeq3+qgM6Aj13pY1HYGggQudGBF79dSbTltMIEbk0U8tX2B0BE1Sh7qLEChB1S5n4AEdFlKdqF+h2EM8B2rgFDYDwAtBQ6FfID4qp7Cvh0rE23UGVfB2Jj1As6LRdtbnE6KVJBaWkdqRZtQlogLJwOGM6loK+S4CSpUaiFaiIJL12DJ53im4og7AUPGkFSM6ECrtsarQ1lo1UG9bDYdEGlasxo7fvXDZj3az5IP35dGtBXy3kt6IbQtC+yJhgn2UL7ioqL/8wfbPvQ/0LJhvfnO83nHvglGgesKxiiZnpZVqOu7SXdHZgW5maOkzLTx5WocYjEpoBuS+E2CZ7MDxVN1A22LpYcrV6mX9ntKCLuBv4Sibao+QhRtU2WBMyYzKM24zBhq6vuf/vIrrF1yh/AIQ5H2fgnOGf78n59Hz9mJ+u2cZfzJh+LjudTgjk7CYIyBFwrK5z+DJNbXj8t6e5qt0f1u+V13JrfPpJKdvhylUVExB5yiCoIw9Us9T14zs5aI7H6oFhrCLC1QZ+YHHLt/97cSDbEIOuGc4zoEtSHLU25dIbQliHzGuNaRcUalJKMZUR3Ex5Xy/NDXLYxiezJCTOs6Z8mfyba69pVU7ZkGeQ10MlE89zH2kqn3dDIxyrJR0gkr+sxawSBuP3cCRUQyeS5zHo/bkmLFqUEDpLT+FoWsTxUayzAD9Zy37HBJwlKka04JkRir3Hp5Z2mCCwkAACAASURBVP/135Ddgxq4FCzemywsD8i+TlXpi/ftxYZ3vj1zOzf80R+gUg3jDHynU1VrobGOl8rK7DZpVczlgFsvNlVd6X4PIwShQI4q2pwGH+4bwpETw2p5MonL921FW6Um64AV8l4czK9VwYvaOtJWtFVOn0HLhi7VKIZ1978BxWVLL/FsXGFQiZoiuHSirbkph12b0s9f1c+owWxZR8ZW9RSsOHuBbTono6jW4hpz/hxaR06QulEUWs0JxHGKQo6jUgumrL0z29DPcjfp0byHIBmPeClY/+BbsdQpEUD3FxJr/vkMPQfWWLRnt/kcTlZs+0UCOxmillDr3vjp/wVAJngsvjH9GXUp2Ls9Lh3hB3GdqlQ4LglREJhENRkPSnlvdayXpbJaHmOmdaQXv38BkmjT9bK1xbdGGAmzDZkEGdWtIz/XKJA6jFnj2EuBN4UaCgBEENc3lddPXRce2xkudNCx5U8+dLf5HIk47hKJ2HpUpPPHhsS64Y9+3/yNksjWPrmTXG5ZR8YEp3cJz1DqXqVjKDnOrdq+DcwOppqhvQ3ACwBuEUKMAgBj7LMA3sEYWySEGJrpBjr4jhDiy3WW/waAQQB3CSHGAIAxdhzAZxljdwsh/n0W2tgAMkgzxtBx/XXwmpqkdzUjNcw06eZm8CrCylVWJRQHmkhjMpAmgMRkkGZB0zoh9OVWBnucg3EJkCkt2eJGyt3qQLGOMEdWDQ46MZBETAQrbiPiOiy+UbSlZ1pUiaJNF1X2OMOv/dQtyeZ5HCyXSxJthYKpM5UMbkex3Zyq0SaEAFe1wBYKOAOGx6poby0aYq1SC7B8cbOxlPQ8+UKU83hmrIu+hAA2wQvA6j9adVA31q2IFWNnmhb01P2V6esXk8tpyjVKus0W7ICnHUixvMH1yVAq0CsN0ycuhEU6CcIyuqpVDT1uMSQVbNo6L95gcpzS6uLYFtcZsy1ViNtcm/wSYhpqJKVOSyOls4YOnSWm90X7hrRRI1MYwzIyu+1xA2SNNnLfrH7ta1LHb4/H1pG67TVlXWJZfCrSRtcByHkcAamFSKGJn7r1QOcAbh999a0b6q5vLXfPnaMYEqGjVKPnTimlGGMJEosxhq3vfy96v2TnSHHGLAU4IJ+fJScj/9rNSzFe8VOD1poclba/dt1CSfJl2N3UsY60Mnmt3zFLGSr0nMD+eSpkAlBkVKsUkZABOkPwqvPgbsqcV8YSNdoS1pGK1JEKPfU7IWLSTa+jXuD9UOBbTw3iVfuWw1NDR29/Bd4gcNf10wt8y6A9V3Vz43HA4vedE0TnVO44pD+LKMN1gBJyRNGm5125HJckpibaMh7sAVGBBBkF1bWireDU79J9CYzZAWu1TNanygNw1IQp52PsxcNXjJXWlYadH/vVaa031TOeMYbJWmwdp21fNap+iJIXr/tjL9+StpnLjpYN6xH5ftxOz+6LiWQu9T0IiQ1mytzx20+ewNOHzgGwE2U0qn5o3ROyDljObC8SjqKNBP14LodgfBy8KMcgXijAH06vpbeQIZ+ZkmhLC+RdDNYsa8W7XhfXVbuPPN+pos2C5wFhHJStW6hvFkDvwb2b4gDzZDU0yhc/COfIOpJhZLyGlpJ8x6ZTcaom1K4Q+RxHtRamBnPnEnr+7tYZps/tKEyf+14MphpPo0ql7vL5il2f+Jj5nKZUy4I5HzpOcInJcFPh4++61XyuhQLTFYEyjyOcmDQJEjJBLWMORsaLyK+ZhI8gyzqS2QlbVNEWRSKZzKSQz3HUpqhhNde4ecdKLFuk1I0zfG1dNHeuQ8d118p9WwnPfM7H9LkAPf80tkqTnSORnlhH68mbbWQkwlBVZz3ryMsBWsfN84hDUAOzhqmG0G0A/lyTbAr/C4AHYOuMtaoOGGNtjLFEz2WMtQO4F8AXNMmm8AUAYwDun6UmNgAALqGgsOz229C2fZvJ6KXF1VLJOSL1sLIrFemkA9Ca0GCgdU3iTZjyaLp5GYo2GaN1FW0qWMZJO6Z6HuqsL2pjpIKQQmXI64xySRjqjFaGv/rmQRw7PWI2FalMN2odaZY5QfhJVaPt7n2d2LJuUV0PYq1Ik/UQCqaNOtMbSGa1akWirNEml4kwBMvlF1SNNg/A+KSPB+/bjvZmeW4mqwFWLG7C6ERsKVmp6eB7+nYYYzgzOIEvffOg+g3D6IRvvlvQQUBL8ZB9PyAlCKd2GtcMIoTuD5U3YbWyJhCIs3JosdRZg5UR6xSGVX0vqSydZ2+elxGf+tJT9gsqfRnPJG6I/S1PtyiNt5diHUnIctkZ6AZcxaQtuYstY6klXf3rY4JyVhBdbz0mCazjoOSwa2ObUWvNJG8kGqACQiQIv+mnfzK1rR63Myg5s2sE6HbqoHwQSkudnCdtJNOuVzxRT93lvMHPvWH3S15uPcMZk+rUjPvWWCpyppRvHja+6yfrJmwwrp6X3CbaXCL67n1d2LVxabqiTej6ZimWf0KkdGNJ8uv6E8k2MVUTLI1oiy2i9b7pWvW6gk4GEoDVJnPrebGKlapbrZbXqdGWdp5jlapbC9FLfP7ugQgbVmorMdmWIIywceX0ndq1dYuco9ljlnEgcE8rTZrS51yPV2pOman2NiS8nOdENWUdyWwF61S1CkNSV1f2P3tc0Nuo1GybPN3mqCbr4jLabmiirQqeL8jxZTqKFdLvWrdsRjCRXlusgZeO9W9/cOqV6kCSSaomjTMGVGu2QvcdP7TrkvY1XSy+8QZbOeLmRTrBNvm+EJokPsCu9atRLHgmuJl2H6VZR5qaOp5WtNXAC0WzX5r9HYyPG6vOq6WWTAJq/M4K5F0K3kOe72++dyuaSymBwlIJQhMeKoFpNvATPzz1vXHP7th+rUYUeUEo5oRo87gi2i2rO5pEp22l5Rw9n/PgB9MrTzGbyHmxoo0mCtD4iXxLmLl281Ips3bmlYRgYjJT0ZaJekndMwRZcmWaLyycy7FZH1eG85P7XKGqH6o6pXNBtxbo/a/YitZmSc65yeYU7a0FDI9Vp9f+OcJry5uwcU3HnOy7uasLa37oNQCcZLUZIHyuNFhEm0rOBOxEKUqspan7hVMHV4M6N7Ec+TwD572pmDOKybTEpwZmHlPN0FpArBkVTpFls43/C6AVQMAY+w8AHxBCPKeWXQd5PI/THwghaoyxpwGkaqwZY1Op8jrCMER3d/eltfwqwbDKLjx27DiOPfww0NuL3u5uoLcXAOTnw0eAM6dx9pFHgfPngZOngAsXAL9mr9fbi95iAbgwBIQ+0NMD1v0wejvX4sVTNfQN+nja60dvq4fjxycxOhnhiScGUalU0D8wgIMHJVk1eH4Qhw6NIQxDVKsCvb09GBnxMTkZobu7G8ePT2JkIkJ39xD6eibx0EPn0Ns7ie7uAagNACdPAkq4NDg4gMHnngMD0NvXB0D+vVe1Xa4ziEGPA34NtZFRjPX1AZOTQM0HKpM43tsLDAyCAXj6mWfBGTB27hB6eibxzPEKVrTn0N09jN7eCRTzDPlKH0YnI/T0ywxU3R9Hx8bx9NNP4eRReSufH5KceDB0BGMXqnhu5JQMYI0clcfS2wsIIc/vkaPA6VPA5CS+9/jjMkvx+HGAczC9j54eYGQEJ3X/P3sG5158EahWceDQIWBkBKN7bwCqVWB0dMHcJ+GJXgThVhQqvfjBs/K6njw9gsUtHs4NB+ju7sbgaIjzF0bR1sRx8MABYPQYensn8O3v9Jv+c6SngiNH5Da7u7vRN+BjaDzExpV5ea5U/+nt7gaOHgVGRoDzF/BiqQj09mK4rQXFalWu29sLhAGQywEXzstr09SEHvf+OnNGXqcnnwDa2oCjR3G8uxsMwAvPHQMg1Qh3bs+Z4xgeGZvda9fTA4yO4UR3t7y/x8fl/i8MAWOqLf3n0H/oEA7lvLg/LkD09UkrwScefwztzR56eifAGfDwQ+fAOcPZs6M4DPmY0mNMd/cAenomMTTAca7Vw6ljcgzUy46dqyHPGQZO5GXfCAKgkAfOD5q+gmFF5kcRzr3wAjA2Ju/rAy8AAE6fOoXTzz4LDA4Ap04BlUkcpX3t4YeB/gFgaAhnxlbD8wfREvSht3fCtIN+PjsUoO9EFU1hP0bP5tHfP4IDB8YQjRzF2bNjKITn0eT3oadnAjlP/ubkeR9DwxPy2g8MAmPjcT+4cAHDz/8AGBmWbYoi2f/7+oBaDX1OfxmvVlCsVpFHPG4nnk0K50dDnO0fx1NPPoFjLR4O91ZxdijAE8UBNBc5ensnIACMjEeojnGMjtVw8OBBjAzXEArg+efHMTnwon0ueiYxPFxDGEUYGqpifHz8kvtOFnzfR6VSQU9PzyVv63U3t2bfe7296P3d3wMOHERv51p5X09Oyvu6UgHOnUX/888DE+P2ee7rk9fr4YflPX/qFM4+9xywZjXwzDNAqYjj9NqMLZbncMBHb7+P6nBe7b4XleFT6GjmONuTs873sWOTKPkn0dtbMesCwNB4iDACXgyHMDqYw3j/IfT2Tsjn/dAQcOIkXiwW4vtkYhIYG8P5o0eBWhUYHbGP5cgR+bfTZ3HE7U9HjwEDAzitzt/kiRM4Gi1BNz+N3t4JPPxwP44dr6C7+6xpg/7/5HkfVV8gCIGOZo4zx3Om39V8gaovMFmL8P3vj6NWq+HkyZOYHPbQzU6ba4NCAUebS5JoO3IECIJ4Dlarpc/PRseAM2dx7vnngTDE0Ll+DB06BIyPyes2OoKJTRvRPypw354IPT09ODscoVqtYWkbx9Zl4+jpmcDQsA8G4L7dBdMPh4fl/KWnR16noeExtOUmEAQhBgf6Uan46OnpQX9/iInJAENDE/AHz8fPPwC9jzwC+L65nr16njI2jhMPPSSv4bEeQET2eNXdDZw4AVy4gKGjR4HhIaBWxZnn2xCOjuLY8Qm0ljiGR2o4c3oCw4MMfPIUzjj9qrd3AoUcQ0t4CsU8w5kzo2gWF1Cq9VrrTdYiDI2M4cnHH0NTkQR41bOv75FHZDTp+PF4TtY/AAwM4slnngb8Gk6eOAGMjeFY2jjV2wsG4NHHHpO1k3p7gRXL8b0nn6h7PzfwErBimRyPXiLGxibxzFNP4HCJ4+iRSQyNR+juls/f02dH0L4yxPBwZW7nOCdPARXShpOngKGh+PvQsBwLW+O52NGzNQyej3+jxyf9zDg7FGDEmVuOjk/imaefxPFmSYCMT1bx5BOPyXvpgly/NjGBR598AigU5Lz45Cmc6e6W74nnzuHRp55Sy44Bo2M4tUDnhpkIAuDYMRz3ODAwgEO5FNXZZcASDjzyPfk8qVarqFQqct4iBFpqNTmuBwGao+iyzDWmmrcszwHd3WfqbkPHIHSfe+ihhwAAI6NjePaZp3HyqGcfywxBH8uJCwyDg/E9Mjg4ggMvjCMcPoJKtYbHHnsETQWOWs3Ho48+guGJCOeHZvl9bBqYrEW4dnWIoyeqeFy9qwDAsaNH1Xg2jFqthscee9Qsu6zo7QU2bcDJRe1xPOJKxcgInnz2GeD4sbqrWe+9x44BpZL1njLT2NMpkDsYxG1ImYOY72EI1Gp4+Hvfk8vOnMXZYtGaS/d2dwMvHgb6++NtnjuHwUOHgMDHhaFh/OD7z+LCqbx5L+7uHkAQCgRBHIel41Jf3ziaixzd3edMu/V6YSTwsu35eXcvzUtUq8CuHfJcCQF2lcS9s47xXP8oDh0aRm7iOE6dGoOY7Ed3dBK9veMo5WV/O9YzjqYCR3d3P4JQ4MjRCrrzZ+ONDA6i/4UXcFCRdPrZ9IPjPcDgoNz3sePx5/6Byx5HrfoCYxMyhtg/HKAyOXlVXNfZRrlczlw2nfSehGmU+n82UytqAP4WwHsBvA7AJwDcDKCbMaaVdavV/6dTfn8awJqZbmQDBIxlp2szFnue6Qz4er2JrCc2bzSbCCMBnQia2F0maS9M9rSpfQbbsihB+JMsfQG98jS6P2NyPcsPSaWok22GUez/y5jcMs3e+ffnJswpcBMH3ewyPyBZ65DrZzruqYNlsuCL/JuqASJog+gJkakdapnKil+3VhI688wS7VLAkewHfiDQ3swxWVMqIiYJK60o0Pir7hGcH1MZKgACxwnRD4Fd61K8lxlTWWDkb2mKNirVTMtwM9eMWf2MIu8xbF4llXotRYaJ2mwr2phRdILWD8oRSxoAs/uYmVskLqUWLio3OzdpzwydTv8DlDoEwNPHtM1KyvW9swxs35rejzL6TWqjqVS4DqSLXjzWU1UlrVVF6zxYlpi0zwBqrFLjFrUWpQO61YDp22Ho54tuH2PKLo66IDrHtWlVAfdc36LqZqVkcjIjNr2isH3tFD7xI6PAuKo75/r/RelZrU7nhSk2BtR9vupnGr0O1D/f3gVL7Zq630kP/pSFae3lzDwbU48lCJHqseP0xeSRJe0ekz8Vyb9DNsU3u824AaNQ3iNasWquDbI7onvd/JoMagNqQiHvuYka0FrS96kcp/ZtzBl1jj6uLavsoBttqVSBMnJNYP02o4HxRmhfM2ODvsnStsJMXVlwz1w3xuRjx5Mp3OAMCJzLbbWbLAtF+nqc2RaTBnoc032fjlWMAYGv5mNsigkcILZsAmaxFlIDLw1vKrejqSD7gatQlfapc9IsG2EIUBtC92HlPn/1n1KetfqZwVlymAlCYSn4HrizA7r0nJm6vuVNgM4Ep89txmVAUC+j6tarCXrcCMP43W2W9y+0ks7zMPnGH539Nlwk/FC+Xsw26tVdjIQ97WGQbQzmoZikqcDRuUxaGuv3DfMIU/fgjIYAhAAWLQJWJuvNX3G4/0eB1taL+00QzHoHXr2IIVHeLOsicw5mlRvIiOu5MaUwlMnDkNOddBvu7HvIfR+g8DjDNWsK6QsbsFEsArqe/DxT084n0FdE2vc4B8YqzsB9x23Apo3JjaS9J+vPl3kMLeTi54kfijl5Bl7tmI7nwGsYY6vI92bIrvBGxtgeZ10hhPjUZWtdvNGHATxM/vQVxtg/QarXfg3AWwFoHXaaTrhClrvbXlRv34yxIc/zOuqxlQ3E0Ez5ps2bsXz/zTg9MIiuchm9fScBAF3lMs6XmtA/cB6bbrkFlVOnMcQ4Wjasx5Kbb7LW6+07iSV79qB69hyW3HIz+k6cAtatQ1e5jOLzZzAqzuCWW7ZhaUcTzosjOD0wjn37NuMfHnsIS5ctwo4da/GVxx7H4sVLsGN7J77xzFMoFPJY39WFSXEBY7URlMtlDOEoTpwbQ7l8PfqDw7jllvU4Uz2Ccnk7AGDy9Gmc7DuBRTt24OBXv47FixZh3fXX47kv/Q26umRR7r6Hv2d9Xrp0CVrXr8eZAwfhNZWwtLMTQ+cvAEIgEMDqLZsxNDqKCwC2b9+Jxe1FXNO5GAPhYRwf7EPX2g6Uyzeid/wAHjpwELfeegsGhiuoPHsKeP6gYc+/8N1v4aZ9e7FmuZy0ffobX0M+J9n14MkTCMMIi9tKuFEVuKXntz8UOD8+juGOdtystnfsxSPId3Rg1Xt+FrnmJpweHsVEXx82q+UvfPchrNi5E0f+82FsuXYXep95DnvKZYwf78Ghb38XNyyQ+6S37yTQb2cp/P3j38H+G6/B0z3PoVwu48zgOL78+ENYuWIRrtm6FuU9a9EzdgDnxs+iqaWAcvlW1Ep9GBqt4tdv7cDua5bjwPHzeOH4eSxf3ITy7rXW9ThbqaG4YjlqAwNYofp/b0cHUCqhrL57zU1o374dbdu24uiBQyguX461zv01dvQY+g4exoZ9+1BasRx9p8+iq851EULg5v0+2ltmb0J6engEEydOYnO5jOrgIJ7923/ATeUyqoPn8fy/fBM3lMs4+L1HsWTbNiwvl/HQ73yqbsbIlQx9j9+yfz8Wt5fQO34ADED59m3gnOE/jzyKnTvW4sdfvwJf/o6UR5bL23HOfxGL2krYuKYdG9d0oHf8gFnWcViqcZ89PICu3CDatl6DXGsr2rZtlX1FCHS9+lUYeeEATp05hxU7dqD3qWfhC2Dj9h148RvfwrIVK7Bqzx60bduKI99/Ac2da7Ga9LXOchmTJ05i/HgPHj/ZhK0bl6K8f73VDuvzmRGcnDiK669bh2s3L8O/Hfgedu3agJt2rsIjPU9g27YVKO/rxIHB72PZohLK5S04enIY3z34JMrlMiZPn8bzX/069qp+8PTf/yM233AD2q7Zgp5jPeCFAjrLZZw4NwB/eBgbnf7S3dsHcI6b/+LPcfqfvwYAiWeTxrnzE/jOocexf/9NWNrRhPDJExgXZ3HnHXuQz3nmuM4MjqNzZRsOne3BXXfejkKO4z8PP4Trr9+O6zYvw/HRF+B5HOXyNgxGR9CyaBx3XduGgXOnsGzZssvelzQGBgbQ1dWFzs7OGdsHIMfJYHQM/UePYn+5jJODF1DtH8CmchlhpYKDD/0X1u7ejY5rd1nnue/0WUSVCtaXy6icOYNj338enTfuReumjTh26DAKixfb49qSLpTL2/GDo4OY+P5p3HD9Gnzj2cfQ1dWFdStasXFNBzpXtsX3Tnk7Rvkx3LB9JUbYCTx84AXzfM71j4NzYNXSFuzeuhw7Ny5F7/gBlMvbMXnqFEbb2sz4CwC1C0MIxsZQWrkCS/bsQfv2bfa4Xa2huNwet/WyM+MTGGMcW1Tf+sHRk6ht2oxyeRN6xw/glls2Y5T3oFzeYtqg/z/cN4TzIxUcPjGEG69bbe5xIYDxio8gjFA7NYKb9l6Prz31X1i1ajU6V7ahXN5krg3zPKy78w6IKMLJ/kGIIEBXuYxzfoC2rVvRPz6RuAf84WEcfvIprL7uOjz/D19BgXu49rZbUVq5Eoeffg6t12zGD3IeHrh1Els3rwdjDIXzFeQOnMbunfFL5YH+fgDA+vXLM/52AO+4bzNyHsO3n38Rq1evRL73HNavX49xjKE0cAGLOgroWLYM15I2rrn1Fjz+fz6PNV1dchwrl3HqwjAqp09j0x13oHL2LAZqPrzmJmu86iqXMXrwEI4+8RSWdnVhPIwQ1WpYd8ONaN16DZ45/Qy2di1C74VedHUtQxQJ7NvbZfoVEI9pnDPcWb4GnsfxnRcfwa6dnbjt+jU4MXkQfhChXN6ByWqAP/u3b+KO8m3Ik7db+uwDgJ7eE2Ceh65yGRMnTuKFb3wL1950M57567/DkhUr0Lp1C1aljFO9fSeBri503Xln/B2o+6xvYO4xEB7GwFAF5bKsjfLlJ76Ljo4QHR35OZ3jiDBE+PrXI9csX5VHXzyMI997FHtUm6qD5/HM3/wd/vKT95m5YtuL/Xj+zCGUy7cDgBmf9LtT39lRfOO5R63j+sOv/TPuuP1WNJeSlko9p0fw7y88jvKP/ZD527kgxIXxcWwrl1EdGMSzf/dl3HTHHQCAaP9+iCC4eBu2KxwiitB3+iwWX3cd/JERLNm3d8b32dfXh97eXjNviT7yISxvUcZGGy7PPi7HvEXHIMrlMn7rH/7R9L0/+pev4mXlW9HaXEgcy0xAH8uyyRIOnIvvkUd6nsANezqxZ+sK/O//+CZuv/02lAo5/NHXv4Zbb70FIxM1/MvT35u37zuf+dbXccv+m7G4vYQb9vr49hN96Dk7inJ5N/bcWENLU35GbC+PHXwRhSVLsHaenpeZwKN/9n9MbIa+g80Wuru7gb03mL5o3h3V9+NHjiHX0oJ16vtDv/v7Zt2DjzyOxdu2yzlx7wmAMXSVy7jQ1IxTPX3YpdZ79itfxYYbbkD7ju34i+5/w0379ibmXEII/M4/fiX1nnj69NPYvLYD5dvk3PMz//r1eXvvXElYyDEXjc98K7uvPHT0MWzfthrlG9bJPrZuEcq3bsDB89/H4jYZn3ju7DPmnUsIgd/58lfwiZ97deb+9LNpz/YdOPzo49hTLmO4YxF6XziI68plTPT24ugTT+Hay3zer7+hio7WIqJI4DX3BmhtSs69Gpg5TIdoe0D9c/HulL8JAJedaEuDEOIZxti3ALxC/UkbN6eld5bI8gZmAan11vQylaHIVDqUyMp6B6ClDmkFYf0gNP7mur4HU0oOmUwTb5Nx6KIfZjO0RltEPrvNljV/4lx0EdZrb9xso2hzarQBQtXm0Iq2uN4HYwz7r12F19+5WW7G6EeZSpyP8OG332R2Q9UfALBuRRs++e5b1TkBJoOUOjR6k56sCbb3s38aNzuUNdj0y7Zbq0kEgSpcK+zaCZwt+FoJlVqIZYuaMKZrtClP5pZSHhOVwKzXXMphUn3nDKgFIRa3qZoSTNYNSCv4y0z6L7lejtro+Oc+j+t/+zflF10vL7Edec0YQ6KuVRoYY7NKsgFI1mVTKrbi0iXY/Xu/I9eZpnB0oYDexzRrShfibS7lre5Aa7S5kAoNoqRxVWt0PFV1I+NzLVKkvc7FMDUo499PNSTKYupxNmwk7M/6+ENSUJ16irv1Imm9qLBaQ669zayXqWgLQ+Tb2uo3FLJWjO9H8fOFM9SCeJymZ0XXD2CIr4lWtAVhhKKqP6OfUWk1T65kMI/HHvNU9cAYoowabVYdPabqn+laJVnKMcDUKfU8hs/96ivxV/96MKEaih+ZDBPVAKWCfb4FBDjnCMKU2ocCYMy5xmEIns9n12hjHML3ZS20xEKn8DuY9TxWPTv1WJlS3X3pmwdx+27bkEEIAY/FdQO1ci8h0FN1DBlg11vinnxGpJ1nXY8uJ+s3hpOT8Eoltb1AHadAKc9IZrtdQyPrby6KeV2fxq4z2VLysKyjAPT0OgekjpLMi+TxxPMpxjki30fOS7nP1XhVWNSBcNVKjB85Ks8PYwhU3TXZPxgqtSBxv2vQOowhqVkl73HZDl3n0XPPsaOsFWEIrhSDeg7AC3m079guzzdvpKAuJLi3RNUPkU/J4p9tWPN+IKVGm/xO54ry+Ryvw7msnU2Xu3OUqh+hkJBJgUqMvwAAIABJREFUxL+n8xYAEEEIrhQPLOdBhPFcm+fzsbrtaoJ2eAkCc25mG7xlLqqHXBw2kdpHq5e3oqk4++eKO/Wl3veWG42K7bO/co95dug5eiHnoTYfJW0KgiiVWpry8t1fHV5r88y9RwYTk2jqnH7914WAvZ/5tPnMC3mE1drsN2JRthYhqlbBly5NXygiOZ8x37UzCbfqUEWkjlUQRql1FOsRt35g/+ZzH703c90GGqD484++MnOZW3tZ91+3dpt+n2OMWc+besgv6kBxuUxAZLkchC/nNE2dndj5sY9c9HFMhY5W5TDAWYNkmwNMNet4+ay04qWjDzHRpi0jV6estxrJWnMNzCR4HHBIwATZ4kBtJjKsnDiTL3TGpojFwc6YnFKbUAFd2ho5+TVNjecADMngEONAFIJxBlr4dyowzsmxqmCQH8jfk2BwSAKzjAEBKQir4XFmjplOKiInWPjbv3CHdYw6KJnaPk+SHR61HopCK/jmFhuP9IudcALaThB8IeCOPWut734Qoq25YAq96wB7cymPiYqsPcMY0FzKY2h0DIAK0PuhyWjnXAdHUwINegI6FYerzrMIw9RAqSHsGJ+RzMLLARrEkUHfeOJtAgdXiSuQHm/c4JO+dtVamCAL9HJKVlHogJdZlMGE2YRHPBAyL+V+TiHqmMchqGUb2V1am8IobpOI7KLCehgLaOCaBOoYt8ciEYbg6j6KqhV4xZJpW+pYdBHWkZwx1ILQjJ26He65jlRbwzAuXh8RO185Wbe3sdDAcrn4xZkQS0yNZ1lkjulrnFlEG7IIILl5+KEkQCkxm0sbBxnDRMVHU9HDXXvXxQuEvL5hKBJJKKf++ato37Hd+lv79q3wR8dQ7e+320UmDZHvg6WM6TKpKL7m1RAokntZpNlXKnAyh3KtSJlKvKnWFNGmjsu9R0UYynucc3veopalgTGOqOabcTicnARXRFsUhPI4SbBbnYLEvIkzxwW4DiIhbcD1JtavbML6lU0Y+Jenkbhj1SRPRFH8rOAOcev7ZmywfqrOw4q7Xw5/eBgHf/dTZhuBItKFenn2M+ZOel6l73dKusnprIjXi+xEKLmOfS1owoBOJsi3t2P7h34JB//n76f2qzSIjMSbBuYXNq3pQIHM4au1EDlv/gU/eC6PyPfNdzfRBQAWtRWxc2McaOVO8o9+5lPs37Uqk8B2SQkAhvQH4neWqx1mrkHOTQNJ/MEH7jKfP/W+l81JG1zymM456H2g58D5HEfNn799XFq/xu2mySUziXBiArnmq4too7GZ1s2b5/5ed96twkoVXindulromgfqd2YTzntY5PsqeRsqpndxPso6QUojNbbSQAMp8Or0tdCxuNagpQpCJ/5Knzf1UFy6FDs+8ssAgFxLC4JxGS9kjJl7oYGFg7qjthDiO7PVkJeITQD61efvAwgA7APw93oFxlgBwB4AX5z11l3FYMwOMNnLtIqNvLxlEQI0kEwmc4xBBUJ0JnGc7AwhJLmmNwGbuxCwJ4eUPEsLhjKuMvO5FwejpyAwdHYaY7ADjyIyJJX+O82QiAlErXCTbcqpOiL0mAEVoMpSrKltJTKqNbiXCLaZQJo5dif7Wr3YrbrvVfCam+Njk5LBuufkSsMHH9xnfQ+cSaAMKgB7ti63HsgtpTzGlaKNEdVB2ncKGeCsmewuAKl9LZyU4txMRQKbHmE3l6D9nypinJUIibNwUfMjvOO1OzOzbSeqgVnmcl10nANo7N8OWIkUkkiuSINn8TibGJez1MkZiRJ0V7RNYSSM0liShDCfKXGixyzPI+Mx41Y7pFpHKdoqFUMGuOSGgZOhXw9awWZIMhJAt44TMvkijMixkJqbYSTiZ1RKEHEhgOVyJiBrJV9ooieDBDPBGTVeaZJARMLOhCXQz0dKgARRSh0syGs2UQlQLOTwgQf24ovfkFY0up8FYZQgsM587eto37HD+tvKe+/ByIGDOPfvZ2SCQHwQ6j+OyA/AdX0jMmYzJ+GoFgGlQvx8jVKIGHqOdHelz3jGgBu3rcBkNcB/ff+0eZYkeDalTNPbsuZPnMls5LSXOq6eQ4UCOu9/A/r+6m+M4kpep1yCaJNzupT2T3P8lrlHKfdHqYjo/BDdaPybMARTgShG6nxqRRvSlGC0aJRaT19TP5QJTlpd52e4AWiloYYM9Mj1qALXJR3iNtgZ3ZYqhdYr1ceoj6MOOaq34zXqtc177N66HLu3xnaqUtE2/4IrXnMzwonYCCaNaFu3og1vf+3O+Dek/8vvPHEP/Mo7bs7eZ8r7VxQEZpxiXg5REKT99KqECALwq4x8uNLgTXPep+cChfz8VrRFUZSYj8xGAlk4MQHvKu7ry192x9QrzTDcRPOwMgmuExwBrP1vr4tXjtIVbdTBBoBMiirERFtabKQe9u1Yia5V7Rf1mwamxtofff1cN2FOEYSx4EGOzVp5DCuRNq0e+8WgsGQJlr/szktrbAPzGvOhBPOUYIwtT/lbGVJx9w0AEEIMA/gWgAcZY7TK6IMAWgH8v1loagManGUHySX7JP93AkAA7GCq7ZVGNs9kYIQo2mTQmVhHmiCxXk4FWEQpwZzPKYo2aZlErK2mA/f4zGdhBSRd1YMb4HnTPVuRz1F7o3hZWCdQJ89RWEfRlgw8CyLjl4eeYh2Zy6Hrzfcros2SAk7vvFyheOurt6OtJY9ffOBGADpbV2DfjpXYs3WFWU9aR8rAM2cMNT+ePHqcGRVCApxb6oEsWERbWkaOIrLnq5oNUCo2NdmWFqQpZA1PGRsWIKq1wAq+u4c8WQ3QlGI3yPQtlxSaWTZsEEIqVVNt78iYxABjG8nU2KA2KJz9GCjLNkFIM3f7ulC6vl8od2cr2pIqMI9zBDRRwbVc04o2klnJeJaizZu2xMbzOIIgNG1yiUuNH75jI67bsixhiUnJnNwUZN2VDqlwJuQaVSAGYboNJCU8GJPB0wzrSCGAL33zoF41kfAQhulZsIxpNbG97FW3rMfOjUsRhFFqRmMayccYg/CDjMQGBuHXTLaxlQCh5zoKkmiL7+X6RBvigJuzyr4dK7Fz4xKZUcmYyXFhzgYy5yqcI6xWDYEmGx6rWaOaD5bPoestb8Kmd7/L9G1JtCXPQRgmyc60KYE1L3P+7tExS6NYRDQ5YR0PLxSw6Wd+2iJnLYtOpTDMVLSR8SSqxZafQRhJS2elSHX7WXxcNhngkul0jpkGNxFA23XLQ0yxx8155HfZc8/ID8DyDXXLlYb5Yh3pwmtuRjAxYb7zYhEb3/n2+r/xbAVbPsdR9adPGkilcfKdRN8fPJdMDryaMZfWkQ1MD9N1MojUfLhU8FCtzd8+/jM/uttS5aeV25gJhJOVq64W43xD5NinR5UqvKY4XrHhHW8zn8NqFVwl/liqZOc9Ts7VtHWkPV+n/eo9b9id2qaX7+3EprXTs+xrYPrY8PYH57oJc4rX3LYB6xWBK2MS8u9WyYtIJNzHLha51hZ03v+GS9pGA/MbV8oM7a8ZYxMAHgYwAOBaAD+tPn+crPcRtc63GWN/BmAdgA8A+BchxLdmtcVXORhLibLECw0RkBoUdeUQrowDMg4cELWWJst03FjWzdBBYm3PJIy6LdM6kjP8/X8cRvfTJ/HAq7bH7SV1AjAtEiOuYSSCUAaiNbmmrCN1ZhANttWzgzOKNhLsi+pkVGj7I6v2E7EXYk5mNQBEgQ+WI9m17qSIvNgxEixl9YJ6CwT33LwegJzYAdkKlaZiDpNVrSSAFezVwd+0hzPjHP7EpPFuTiu8s2T/TUZxIUISkCbZ7rHt3/wL3hhYiraM4AlLZlAvRFT90NTxAqRFKe0fk0TRRpGmmNBX3FJdMGVtlxaE1eOvIDYf0DkB5Nxn1QOkVoFpgjkG+KqNHmfKYlEuo7vUihYgRSESmsHZCULHbQorFVNHylWFGFyEok3WV4oS1pEutq1fgomKLy0x1d/omBzRIHwGWXelg14Tt0abCIOMZ1n8/JPWkUT5JiLQOmmB5XjIlHUkUbSFwiLMiJsxgjBCs6PaunbzMjA2iBeOn7dsG7/95AnkVbv1cZk+r5+VVCVFiKlw0ieKvCidAAIwETCsborvw//5xSewaml6rRuunhUArLpHdLke5gVEwr4ps1Yh5PkPJyvgxQL9o/ldVKua5/zq18TFveMabTYWt+Vx/8ts13bJ1TvqFCGQTyErhSKnU4k2parRCj2ez2PFXXfi6IsvWnMZEAJN+On19BLWpkGsaNPEWiSAnJfsZxq61qIGtS6dTl26ZMJAYPezRB1KbaVc36JLBt3nnzKqgfqQ1pHzb67mNZWw82O/Yr7zfB4r772n7m/coHtHawEfeOveae9zUVsR71eJbBpLb78VkapNlDlXvErRsI6c/7DmsHXw0Z/Yr5xr5t9YQHH3vk7re2q5jRlAWK0Y4qaBuYHbN633LgdRpWJIuLBSQa5dkhau/W9Uq5l5aKUWoqhKKHiqzIbGfbduuGzH0UADU2H/tfH7TLHgoaKSH6wyFxlJng00QHGlzNC+DOCtkKRZO4BzkFaQHxdCmGrpQognGWP3APgtAJ8CMALgswA+POstvtrBshVtptaOUk7UVd9Y9mc085dZai5NlmlVBrUf0+tLjksFfUnQggZHOJMP+4HhCmmvqiGTz0NE0fT9yBlTBGAUk26RUAFmboLXtOhmPRGPzrKmmeM0kJtYX9doo8GiKDIewGkvrWmKtqR1JCHq9DXOCm4vYBTyngmEUnDO8JkPy4CEtoqkVqBU4UbBOEM4MeEo2mymrWXjRhSWLJZfiHIiYRNWz451HiARGE1VtGUHihcS5MtF/Chet6IN3c+cNN8nKgGaUxVtzCJ43GUmyC2ErLnkWpJCBtwRaTtbZvznvJYW+76vW2srUptLCUpThQfTirZY+WXqHFFFGyFOqJVUYiwKA0N8RCR70lWFWG29COtIP4yMXYR1PlPWpXWagjDOcgtIsH6h1mgDgBv++A/kB4t4ZQl1mgFNxDGK8Zioor+hMSrXWhnQRIdtZaT3n0g0IX0xcPz1T/WPQaZSxOotz/QpJpNQUqwjJZFN2h/GKj7myLpGAobF7fH4PjRaRXMpnRzhiuz9kTs2Yc2y2KSBJgVpK1YzTDpJSdmKNgZ/eBj59rbEIm29mEaoyYSjJIFVzHNsWGlnm3OwhJk0zQ2h5IKA4sHd8X7tGizVVp6O+4GlBFPKWr2em3lNj40ysfQ45X3LTN1F16bbbMMh06h1aaZdJIWTXCaIXbd0GaDHGCsIE+MfrVEHNTdrKNquOMhnxFy3IgnGGDp27bqo3/iBUoWSbezdvnLavy/kPVy/xTawKa2I3SIu5hl+NUA0iLZ5j9bmAkYna1Oud+P2uJ/PR+I9CxdTt/5SENWpB9bALMKyjqxmEm1hJa6bHVVrsa21874fVojyTcC22l+g70sNXFl4yyu3mXlNqZAzdQALea/RRxuYElfEDE0I8YcA/nCa63YDuH1mW9TAlCB2RqnLFBHAGItJt8zV1TJCErkFeGnwQyvadIBTkOYI9cWuyxYTcJyxRBYz41wquQoFFBYvmt6Lnt6palCsaJPqEeZ5EEJg/19+Ht98+iwRJmVPWnU2f44GIUl2RXJ9JLKyqd1SGtHmNTUh1xpn2LskiPWdEbKEkUDXVYJCjieUBprs1SoFjzP4fhwY5iy7Rhs4t4Of9e4hAILaAdKgKuNT3lNzjVh1h+zgyVWgkgRkRnuxGAeFly0qISAZf5mKNs7gB8ksQ0D2u0o1wNGTwyiXVCHxlhTljHWO5Xbatm7Fzo/+Co7/+Rdiy7iMeoBakZxlgUcJKk0MaAhBlF+0Rltkk1Om5lGxgLBajX8fRibo7yraUseipiZgmkEpTyUp6ENKVduQdZM1m+S5oqRhvW1c6Whetw5AkljCFP3GfA6ILWMkrN/YijYkkkeCKJ0Q4YyhFobpdba4ujbEd988rtUzkRJmMKq7DFWn79uKd0KO0ISjkRqwuC0OFrW3FFEgxFXf2VGc7NeFsaUaet3KttTnhVZUa/5JCJvqTrOGjtvMVG2MQnIh54iqtVTSxrJrnAIRknOTKBLw1In++INb4u2KjPsjl0Nu2dK4zZlKMNKf1PVIV7TZ1qZRzTckl75vIyHvWT+I+w7tH66SPXTJ9Gko2hJJDCSBLGmPSyyXKNHo+2DESiuifbCBKwrzXcUyXfh+iHx+5ljDhXKeLhekwrdxz89ndLQUrGf8dPCXn7xvhlpz+dHSlMfitvrlDi4HpKJt5vfTQB0485OoMgmeQX7Sutm65i+QMv/JmIfmPI5gGkrQBhqYadDx7cfv225It5/9seutxKIGGkhDo4c0MCNgLFvhZJE11GoqBbRGmx2QsMUumiyzFBI6K0zXBRHCspWKE6AZKRfDrCC3arAMeORz2PfZP5VtT3vhS1g3KdKM7FTQGm2RgNfUJINPRNGWFagx1pHTVbQxm+QBZDDGeGWn1Mba8gs/h0W7r7eOnV6f5g0b4DU1q0UkoH2V1NOiyHrpt4KdzCYRpEohRD6jXpa8PlThINL7GlRGP1HcGJUSZ5KEm8dBCatGW9Z5dLL7FypqfmyXASRfMLTCwkVaza9Y2MJw5OQwHvnBGcTWkaRfGZs4StDC/M/zBXlvE6ItTZmkx7FIxAF0u41ELaysI9MKCVO7xSCMjzef49i2Xio4eaGAtmtIcJ4E2sPJCrzmJnNMqQRDsQi8823Jv6fAVd95dSzhEjWbCNFGbTDrqeIWChJkQCRSa55ZzxXGEJFabsIpoh4K4Gf+23VqVWXpZynaRGoGuFGAp6jd0hRt+pMIZH1Ni+Rg3CYD7R0pZZRWtNEabckxLE+CbtduXmpZpf3Xc6dx4tyYaaN8Vti2mPQYIq2QZ3r+E+8nU9kJEDVXxnMoo/bPRRFtUVyDUUO6EMjPtC6lPJ4pLKjSrGNp/TKiro/8WoaiLR4bpMVkfA58dd9uXN2Blqa8pWiLBKmj60x16Hg1nTqMiRolAbHjTLGOtMje0P5dQtHWsI5sYA5RCyJrLtPAzKJhHTn/USrm8OkP3n1Rv8lSuc9H7N+1Cm977c4Z3084WWko2uYYpVUrUVoRK45lgmN63byWjRuQa1VODCThTCbZ2gneaTGAevWLG2hgrlAq5Mx7Af3cQANZaPSQBmYGvI6dACM12qaow0Qty2hheLfeDa0NIKAIKKNoowEogc6Vrdi+YUmstHDUba5KKc6492RQxq0b5xyb3I1QwcS4fVbdOhZPPMIoJs/cYGxEgr1pgUMarHbB02q0WTXWkufeDSTKQHzcnq3v+wU0rV6ldkDInauknpaLe2/usr67l8K1meKMoVrLVrRF1dq0M1Qt8oPbCjERhpjPJdrcgGIa5D298PtUpRZYNdpyOY4gpSaTC3cMpMOtVv78+rtvA1BH7WBUqXJMM2O2G02OolQ1j7YKjISgJd7iNhI7OEluxLKbai1ESSn56HhNX7CaS3n82k/doo6J4brf/PX4eGmNtokJOwGgzrNH/2/1P2d99wWPObZ2kRDm9qL1PgGbXKO2wB5jCBd6MgJzEmdEPEbRBBV6jZixjiTr0TqkAsjl4gQbWUvLuT4pz0DGtaI7zf7PtvWU/Vd99hXRFsS2fXXtCE2CRM60X98rzJkHvXpN0mrYrjcX4Q9+8S4Asfo5q9i2Vk/5AVFi0X5br0abJtoyMu1FxrFejFUZrZNrfo/sxAq39llam23rSKIwtGqvKSvPlHa6dteUbAwCaen8Sz++F6uWNivFo7qPCSmbnKNNXcvRPlA7eYnOaxPH6MzXrN85dTcj32+oWxqYU8h6xDNLtC2/62Uzuv0rCcJPT4hoYH5hIRMGLMUFaCaw7LZb4DWlkzoNzA5WvPwuq07nkptvhtfcnLru9g/+EgqLOgAA7Tt3oLRKWgib0jEpoPX/gjC9xEYDDTTQwJWExijWwIyApWRyx8ti60hw8jkFvX/xRdTOXwCgM8Wpoi1pHckAQNj2Y0Ip2gRkk3Zfsxz33rzesou0g8Guok0SbSZgmBFHcYO7TDdGL6NZPSSQTdUcrn2SrYiIs641qFrKhSbaaKAxCkITnJlOYfF66zCH3LnaarQBwH9/0w2Jv9FewJlNVDKGTOtIlpaJX4/UjewaNQnScz4r2jwORFMUtSfWpAsZ1VqIUiEOluQ8Dp+MQQ+8anvq76StYpR6mRNBemVXa6AHGUU4lVavxqpX3asWkgQIYqfHUjK3dL+LMgh/GjyX41Gs0KEEY6UWGPtMOubVA1XXrHndDxtFm7EmrgPmefY6U9wridpLxBrYJQ78QDjWkRcRhL/S4VgIy4QabQkZWVZ/Zn7gWkcK224yFMz0B56iaMtsCmMJBThdRhVtUSTQ9oNH5Wc/UM0IjdLI1MDMqFNIiSkRERXSNPoihU2WM9QCO9hAu5ruTy1NObzp3q1KLWbXR8pMZmAMUa2WWocN0ORPchktXD+tY3FP/RQ5SnV56DTrSEpQEUtIyzrSOqnU7ppZ182qp+iQ4lYd3YRVLHUkmNoe1k1KkiRzzrQvodrzkmQiIPtpUtHWCLpfaXjLK7fNdRMuG6p+iMIMWkcCwNb3//cZ3f6VhIairYGrBde89xfSHQUamDNs/pl3Idc8Nfm56pX3xPU+HZekrre+xXx+/1tidwe3FnMDDTTQwJWIxijWwMyAIVuNwmg9DWZZProoLFmCprVrANg1qSSxFq9neCsmFWw0MGItV2QcjfMxTuPOMlDyy2+7ibSXO4Hm6QZLzU7lfjUZIvQ5iIk2j2ZLOwEeWt/LD0IryCgEMmu0adKQBhqpHdZ0CovXJdo8DyKUQUlX+daAhLaO1DB2YFlEW823X5z/5u8yCSmq9rSCkMYeax4TbXWy2qx1roI+5QanpHVkfG6yAnGaSNDjA2OwVFY1v05GoGMdWViyGCtefhfM2Ob0oawabbo2khQhpRMa+hrqNmnyr0IIRvrZD6JpZcVToq3z/jcQ5Yc3pRLSGtemoTJzEyAEssfdMCLWkeQzrQW6UJGw7VQJJoA9XlG1qiQ8iHI9imDkkUIgFHGBdMaUfbJ+XiL78nGmSZCUfglYiqUoEsiNj8pdpinadI22NLLZKNqIdSRJgLD64kUkP3COxLOCqj01+dtcyuM1t21E5B5rnfFTk0xZaogs0sYld+qhmOeo1pI1TNPwwN2rE3OfRJud+n/2eaYWuI6Vp5OQkiCCCdGWp44JjrNAfN7t4whDx5FgqnvctYcMQlNr0q2rR+1x09Ru1A44CgLw/JVjOdaARFYizZWIe27qwo3bVsx1M64aNMj1Bhpo4EpCYfEirH97bOHfef8bUtfzU5wrGmiggQauNDSItgZmBmmKNkdFwTg3JFbqegBat25B07q18s8k0EXtHuUmZWCEQQZEqZJAK9qA2LqIkd/T4IjOVr599xpyKMo2yskWv/Y3Pmm+3/DHf+icAKHsM80PLDKK2gCFdYI4NMuaMYYgSNox1bNi8h2rSRGQGm31Mt4V2rZvw4a3P5i6LNfSgh0f+bA5vqvROtKFG2OTqgP7e80P0zO1VCY+DWSyM2cBpbBI7IvWLKQZ/YypoPb8naSm2ZYmcJXU/Usq2tj0rCO5XC+N4OKMoRZk9DOAjMU8Qcqa8ZEGfOvUaNPWkentgFGGGJWdUXtFpk6TPAfx52JhGvZTGW0CY9MjcdVzZzpZ4W7gXdYOTV83ICoqSn7QWqALCo5iiBJLtN4aJTWs+QHn1lgGSuoyhiCCUUGa5BF9TutYVGvVWpr6jXOGIIrvnTASYJDtNtaRRGnEGE/MAciOlIJK9aGIEnTTrzPpHgZjyWdFEFLiNpmUQ5NqMmsVqnZFtVqmdaTef+JvOU/W05sGbtzSjtt3Lbb+JiBSb5sbt3RMOdy7pCUloSh5JZXhRGFIE1K4M65RRZuTtED7VSIZilzTgCRDuXXyUo8jQaaFDhGYbivpzrGkVWRMrDWC7g3MNbZvWIJVS1vmuhlXDeolSzTQQAMNzDfkWluxdP9NU65HkxQbaKCBBq5UNEaxBmYEMriWXR9EB0KZyRQnAR9GiaHYwkgGJHJmFZoo7tYrouQV3aR24qM2RZwEVRIWYerHVj0QtREjhRcCzevWStUao/uUGcgx2SbJNW0jSa0j6yna4mXSOjKrJpsLzoGaq4Aj57q5qxO7Pv6xutvItbSgZeOG1GXM89C+Q2bj8lxOWmtd5QidySFnDILcB4wl+2a8LFkHSOTzgAr8yj842fhaIUIDiOb+mr9E27RrtKl1bvr8/56NVs0JKrUQxTyp0eZxBNMIznspRLoGY0k1TBoYZ8qSVw+QZoGpowlAkgcZJAM00ZZmHUmSDWKSWa73+++/C01FOZ4X8p4h12qBfT7qtj+NDPCya1OZdUj/E07AOg2c21ZykmdLv7+CSBhiKHDrNy0w4jhRD8/xC6R2z1QVTgkyPe7FtdyEYx0JSzFEFfCuYtiqnVf3/mAIw7jPRkKAhyF4qWT6gpx7xFaXIkwn2jSxw6mizVLuZV/zJLlmf3ZVqT6xVa2XlKPblaXsNDXaMqwjs7Dr4x9Fy/quqVcE0Nacw7IO22Yy654BpqMGsw+YzmUstRfnMqGIEm1WnTPH4ltdqyCMk5hcm1dKYnKH3KXKSEq6AUBLU3JccdXcFsmcsMeM553Mc37nEGu0TmADDTSw8JGVANVAAw00cCWjmPdQmOZ7YAMNNNDAfEXjrayBmYFTm0r/zfyva0ixOrVPYAchBMkUd4OWbrw1ojXaQAOkcXAv/i0NBiftvRL1WdzaI250DCqW40bC9DmJIklMRWmKtqRlkUeOOStDPw1xjTYS+KTkjOehsGRx1s8vCrxQQFSrXZZtXcmo+iHaW4rmu1t3xiWErRpsPEXdSYm2eiojopB062vNR7g1sprTgreEDClOsHgpAAAgAElEQVQsWjRbTZt11HxbwZXP8Wkr2vwwrsFIOQ5pUSpJXz97EyqJgI5tEcBZXENS82x+ui2ZJlqyarRR9QdXxIEORK9YEhfR/t3/foch3dy6VBeN6ahrGTOkojy2i1e0ZeU7UJu50KnftOBqtOlnuYJUrZHEDlKvjJJuVqaMrpVFrSPJMysUQIkojSJ3PI1s0qNQjOu4UvKJDrXusigSYCJE15vvx5of+SHVXtuqWjhJEPQcUNKKWlwnarTVs0Z0+pNWgObJ+QxDQVRX9g9cu+y6NS61Cu8iiZnC4kubL5DbLoGpFG3CqVeaRVC518qy/GT/P3t3HiTJed53/vdmZh19T/ccwMxgcA0OcjC4jwHIIUUCoiCQEqnTkmzZsmT5tkLW2lpbpkK0JCt8rO8IW7bWsrU+dmN9rL02LSzlBbmSQJGAIB4SwRNDHAMMBsBgZvqY7qrKzPfdP7KON7Oruqtrurr6+H4iEOiqyqp6qyezMvt93ud5ei/wiNNOWdvsPN15zF/wFDQXy3Qe61yTpYVg57/569+++o0KwVd/MZkplPP2g73FIGG3jDZKRwJ7S6+KJgCwU/2Rx9/BdxuAHY+lUBgKY1avHG4/FphsAq6ZWtZrpbhUCLQVJ766lI50yiZ8/UknP/sgi3/lT95+8MMPunkv3rM/i4pBk/wT82NsZvnN3H2nwrGx3Pb+Cv1eq6XbpbD6LAlYLLPVHuMQVkCaMNwTZf7WE8c212+rWGaqWErSuU72hl/+sa0UtQNtq1bje5PaxniZJUE28budS8oUj997/tHfX71NHz0Ed4O7bzuYy4Io9mjrxZhCmULnTQavVaK09WSpWRLP64/VKrNbCFaltZqCanX1yzT/jbLg0uq38bM/Wt9f3YJo49VS+zvwxE1z7aDbWvbdd2/3j+YFnXvxM0Btva6gUllz+zDcWJCs9VkSPwNpT2S0FXr5eeUi/aBbFvDolFHO9QB0XTLavIUoxfN+Masr8rLfsuMje63c8dHcFwMv0BY4q6BSKSzs6ZS6dEna/dzZDlp1yWhbJ3N3rXmE9jHsHS9+6UhJevjkte2fi+Vb1+px2eoHGvTRC3EzFeOOxcfWPDz80qPqVjq5e8nF7N+xeyDLlxbLchaCaa3rxmJGW5I6Rd41mv8ZuvZiLXzQYh+22fvv6zxm18h2K2S0UToSAADsdGEYdK38AwA7CYE2DEdgepYtUjMIZ4xp9j/rUZastXkrS8wvFbRqZXs2d9Fa9OyvQM6ekP2vUNmq/VqdGIXJrVZuvX8+GNh5keIq6zbnOuUz2wPLAim3/6WfUjg21nUSzC+1JrVWS3dWUic9SmF10zOjbUirhA5/54eG8ro7SZxYlb3JtWIGWzHA5NLO5G3XUl9R1OnRtmpFv5chEnT6Uhljmv13tu+kWy4bQXt7Ve7P/8lHcrf7DbS1MtpaE8DFHkONZP3SkatK4jkrmcDrYdYMRNTrCqteMMrPwnRu1SS/X5bX/z4tBgq6+Ut/+H7NTK4d+JKkOz72s90fWCNrpc0LgKT1uoLy2u9XLUeqNTqlcZ3LL9j4rm853vV5/oKPrGXW7gq0rYqOtM5zrZte0Mml1gso5DPaiiVx/e8560wn2GSUO28GhQyp1M8AL5SOTL3AWpbR1rlGSK2TcS6fjZcWSvOmhay7VrA6CGT9UoV+QKi4OGID33OmOf5c6chCg/iP/uipzu8pLVzzBL0zOwctHXm1bj48rmvnyl0fKy5KKSr2yPODaV17m3XJaDNrXJcW+98VFzy19sFiMC31qgz0E0zPBZULn0OSTvzcRzuPJYUgoTf2Ykbbdl9cA2CT7bKFOwAAALsFf5VhSMzq7JzWI/5kmQlWTbr3+uPBX927amV7c4LDWtfuvxKGXSa1Cn3UsvF0JkeKEyzNO5uTPM2JG/81rJUpd584ymYFpdZUYG71vz/R6L+V6dZrrjPBk5WO7D+jLU7slq0KuvnHf2xL3mc7y/pidfblbAF9PqMtt38VJ2WLE6NRJDXLSRaPk+JK+FyPmm3er8Wl6fqTgns0+BZFgeIepSPzlUZNLvCe2Hzps2I2TLcXMabZ98frjyWjTp+/5nbpSk1BpZp/DXWyM4qlI/0x5rM/+i99OygTdskMLW7jTVr3U3KtWglVq3fKujrld88/8eGTXZ+Xpru7R1u3crb++TVXStIWS/i59mvke28lue+GxEmRV37T/w0WFy4kqW1nFwVBt9KRvTPazBoZU+2eha0AiX/eN0YuTnK9ZBX4QZnB/s0DozVLRxb5fcSyIRcyOwsBP+tl4RUfv+FH/uhAY17PPcenez5WDJoWFY9Tv2dvseenTfxKCEnhHNv9XfwebdlCrs52cWrb+2AxIOgv6nrnjXM6NDu2xqdolUbt/BtmfVm7nwv9vobFBQRdM9rWKYELAAAAABgu/irDUJjWBGu3SSYTqBN8Mrn+Z8XVvr7civhCicVW4K2VWZEUA0yu87/i9L3f58V0yTrIMtq8yZFCRlKn7Jo3C97KaHOuPSvrT3zlSv3l3iv/K/MncVp9Zbr1QuqmVf7In/gMx6pKV2p9PR8b10jSXAPf4kRrUIg/+/tP10nZw4elE+9ob5tbwe5PtHk9j9ql2LZxoCqbXFw/4DLoJPVOVgp7B9qsc+2J93bGTuhltHmlI+txPvulq1amTntfcTLNjDY/6GvrNYVjq0tHtvQKAGST0p3bzisDOCzG9M7k6WzUCfT0mqD+2R99qP1ztRxpue5ntHU7k6yWeL+X3dijbVXJvkIQIXd+XJXR5gVrPcUAQurU3seL5/1VQY+0k9HWyghrXQdkZaM7z/MXzFjnZJyXIaxCZprJ95y1SaLQW+SQZYc1t80tnlijVuI6AmNUb3QpHdkjSzW1dlWPtlxgxrn85/EXYxSOmeu+57sGGvPVWC+jrZjpuKp0ZG4BSycI56zLn2PXLOXZCcTmerSlVlGUPRYao7RwXmrtYzcentaNh3sHE7OxFfoYFheaefxgomktfmi9TBznekvaJFEQ0aMN2DO28TU+AADAXkbpSAyHMb17RviTVq3t/JXiPbLb/AmJKAwUp/6EW7bp3HRVP/cnTuUmnbJV8E7j1SifjdaUzdG4zrbd5noKkyPtUpSFwGD+tbPSka2AownDzucuRly85/srqa3N92hLU9d3hlq37Lwb/ugPa9999/T1fGxcsWRptwwM/983t/90y2gbH5OOHsm2LWa0JZ2sMONPqq7b7Gb0pk+c0E3rZEAWe9nsFWsd337mWGCapSOb+09SKG/WKGTDtJl8kCO3iMA6KTDNSd2kPY9zxy/+vEpTU6ue31JrJKqUWxm//lsNntEzsOKkexd+oEeB6Zpdeerk4fbP1XKov/MXTrdv96oYXBR75Tv7LQm6oxTPl7ZQftHv0eYF3YqBHZ/tEmjLBys72waFzKPsvJ/PWms91z/3F0tPp2kz0FbIaOuU9TU9r0Xa1zBdPueqBTUbOBZMYLL9JywE2tbKaCv0aPM/pJ8p2OrR1qvH2Sisl9FWDKat+jdYldHmlfpu/btHUbawa92x5IN+iR/A9a4XB+GXJJVa5/HugbbsWFgdnM6eV8hoi+nRBgAAAACjRqANQ2GCQOnKisLq6iwIvz+LaZWO9DPa/MmTHtljlVKoutczxygLYERhoJuOzLQnnY4enJBrTt/86kc/0HWC1O+5USzd2H7vHpl2ufGuKjnZCig2J7XDID/B3Spd5vyndFmh3544zObN+s1UKpY/kqTqNYc6E+bYdPsmK4WebF1KR/qTn14A16zRU0fKl8OSCpk4QSdDp6+MnhGLxsc0duTIqIex41jbCbQHQbPvVPProNhjKO2nTKPJsmzbfTBbmVrtUmzZ/RM3XO9lExf2L+e00kg1Vsn2xdR2xtEt+2PY+sto62xz60/+hKbvOLHuax6/bl/7tpPrGWibner0e2vEVpVmhutYJdKKV35yNzCFjK1VpSO9YJV/rjSmUNbQUywre3zS6vCBiebz8ufnVT1NcxltWcm/1vnTeoG2Yulp69zqxTT+7cJ4/eBIa39rH0P+tYK5moy2bP/J9WhbJ9AW5AJthbKehQwwm8S5wNuos4fXW1cRjo3JFDO6c4HCYhCuk9HWOliDUknR5OS6Y1lV8tbrf9lzMVafTClSaXrGG+sapSP9cpnF8phxsirDPaB0JLB37MGFaAAAADsBf5VhOIxRurysoFrp8pjfT8rk+2kUJk9cHLefljWNz3bZSjlUreH3zMn3CEqaAapf/iuP6Wf+6acVGKPJ8XLP0pFpc5KmVx+d3OSZVzbMn0hc/Stolsh0UmnfPoXj417WUWcF+R+cudAZS2G1dGptrhRWcTLs+HUz6mU3lirb7v78992dm+wsl0I14s7kWDEDw88mKpaGyjYolsPqBNpsLkPBm9DtI6NnR9ijGW1rSdLOxHurLGNrgj8/GVwIshd/j60MjzCQS9LcdiYwnWBJt2hSYcJXkuqNRNVyti/GidXk2OZkfwyky/iK/DK+gyw8WKtX1r/6ucfbP9fjTinZcilUnOyuQFuxPGF5dp+SpaXO4955M1so45VU7LFbFDN1pkpqB3G7lo4s9mhrl5ls9jAMOz3acqUj/VKQ1ilYldHWKSVpigsk/OCIt8hBKgQUC48Vj6e1Dg1jjBpJvnRk6gUOi2yaz2grngdcknZ6spl8ye7t8F273gKiwx96opDRVvw9F4OKrf0u3/PvgX/5K32MJb9AJrG2nVlYLHG51jVYN7P33qN9d9+V/xw9Mtr8Y6EYnM4eK3XdFgAAAAAwGvxVhqEwzUBbr4y2XPZNEndWvRcnT3qUCqqUI9X9QFthjqjRnOBsTYq0J3G6pLT5N3vONxV6z7Sf1CvTrVAe8JoPPCYTBHr1P/wnSdnKahtnGXnPf/Nt72ULK/S9VerdAm3/8Kfe12WwmVaPNmydYgbReDXSitfbqdj7Jd/Pp3eWh7S6J0sWlPYzElpZorujb8Pk8eM9g9h7VVzIWvODDLHXv8kYo55VCr3vwKBclvUWM+S+H3tMvK/qh2SMVuqpqpVsP/aDHVeb/TGIvsrgmUIAZIOSNbIF/WDHgyeuaQfaJsdLuvvWgwO/53ZkCt9Z+x95WPsf6bKNJGc7wQ8/o7vIeiXwchnjWp3BVqiml2Wye5lHiVdaNctsar1OoXSktc1zfKFHW49AlB+0Kv4Ocotv1vhOb/WS7aVb+dckdbkMN5+/KKf1/HzwyT9f5LPw1irluV0Ur7Oyz9M5dxYDba3gmn+elNS1TKwkvf/+6zrbFPYzP2BbXMSw1jVY188RhoWAbqJePdqkzvncOZutXGjqej1AoA3YO3bJtT4AAMBuw19lGA5jlNbqilrZAv4Erj+pExRLR+b7bqxawdzcrriqu1oOcwGN7KWzbR578Jj2Nct5WW9Ve2eonYBUcbVycbsiv/RfMYjnnPMmh0zucwfVitJabdXrFUtX+j3aerR16ykMzIa2x+bLysV1AhnFYOmqfj6FMmx+oMk2YgWlcudxf2LN9BFc2GH2P3Jq1EPYdrKstU4QK99HyCpql5UsBOUL5fyC5gKIYs8iv4+Vl7ibU8wekbKFDa0SicVecVsd7O+nDJ5fvngQ/u96LT/9ww+0f54aL+svfP89Onv27MDvu+1sIJCa6wVYjHT52/kl8KzNlQssfn8Wb/v/LibIMg9b/0zWdbLei8+zVjLW5nplOev1aDNBLjDorJedV1ydkyuR2btHYbfSzr7A5HuDSc3jv2egrVtGW6FvWeQt6tjh54tiz7nc8VxcGLVm97fM//SH72//7Fc5kKTEutwCh81cPGDX6K125Ls+3P7ZxUmXwFopt/1uWWQDAAAAADsVgTYMhzHNFbelLg91JqayjLY0X14q7KwiX70iuzMR9ue+t1N+5/prp/Wd77m561Aef/jG1e/v8fu1hD1KR/qyyejWmAoZbX42SGsFcnN7/3OHlYpu+rEfkST9We9zFEsW+ZNnG51EKZbVwtarliP9iQ+fbN8uzsnmJmyLPVgaDcmbgLNxY3WPmsjPUODferf4M99zV9f7/T5sxe+q1AtwBYUSez6bJIra5cgK3ymrMn57lI4spMv9ue+9q/1a6Rpj3BL99MUy65eXXMv77z+mA/vGBn7+brGhgGWfASh/AUExo80oH58rBnKLGW1+Xzanzv5e/B5OrZUKpSPz2cb5VS758pBdeqG1A4q998VupZ1d4bMVJdYq6pHlWwy0FUsR53q0mUIwukdm/nZmGw0FlebCky4Zea3f3+EPPqHKoY1lknbr0VYa0uIB22goKJe7PnbTj/5I/g7/n6yQ0QYAAAAAGD3+SsNQtPqrdTJu/PqMzd5lzfv9AJrz+rUVS5RlPdo6E2FPvOum9s/TE2W9556jA4618zbFQFdXuUBJZ+V0ceKwXXqqNXnt/Q5MGOrax79NkvRB73OsKh2ZWoUDToDRo230gsDkAr3FyVN//zGFOmi2ng+0dVvR3r69W/qyQZL0oXff1PX+1MtwWdVHKO1Mwq81GezWyKBwWdO31q2u23QLrvjfxbHXK66v79NNtqovVu8tB36P3VYCcmAbKMHpB3rWCob6vSdzQSu1ds3O+xVLR9rUL7WsVdnhrThUt8xxU8iCymcbr85E7vQ369IfLPICWmsF2jZ4aKyX0RYUA225Mft95boEDrdBoO1Pf+hY39vaekNBJatUsKqcrWffPXf3fI0TH/vZrvd36/3XqSywyYsHrO1ZztKXlflttG8XS0X2+iwAAAAAgK0z+r+ssTsZI9todG/ybrwebUEgmyRej7b8ZJw/iZdlj/XuZeH753/1sb6H6k+crCq51pNZPd6mU//uf5MklefmdNff/dvNzU3XkmtrjUXKSha1eoNsFD3atr9VPQnT3hltN/+ZP5WbNMx6z3gZIju8FBjWl1rXKR1Z7NHmTcKvNYlv1+nl4/ez7JZVs973WK5HW6HMWjTgd9mG9PE9K2ezgCGuSnFxwFr8bPW19qG1MtqK+3UxIGKdywVE8tUEe/c7tc5JLn8uz713sdSiVzLaz1SXmplGrZJ+a3zOVcG71e1jV4m90rFFtrgopxDMdEnaLo1Z7JFX/D2Pyq1HJza0fbtiwoDnv9n77u3+uoWM4Nx3a9A7W3gQ/fZV23ffPbr5T/3J/HO9HabXZwEAAAAAbB0y2jAUJgjyE07GZKvAVZicK5aOtGmuJJOKfVH6nAw6cnCy6/0HZ1eX+/JXvmeZIOu9+trl1aLJyWySOgxV2T/XmZTpoy9Ktok3aZfmV6lvRHEiHtuQ9cuMFUpHxg2p2tmPK/vnVj3df+7V9JzCzpBa2+4zVQwkJKlf3qxzv0vTXAnfXCZkkZ/V47o0tJTW/R6L/TJrygf7//df/OBaH29TrOrX1EVQLqs0PTP0sex6pv/SkbmFMsXajR7rZcLnMse0ukRuMejhZ3UVz3/+8VHsd5o2M9pygbY1M9q8DLDCmGwct0v8ZkG4Hr8Pr2eclF2DlMK11775vcK6PZZblLNqzH5GW/4Y7rZgaLt76F//y851Y5J0rjU3QdajrXO7HqeqljvldjdzTcupf/trfW0XVioKmxl8klQ5eGDzBgEAAAAA2BQE2jA0thF3X61rvInQZgCu06PNm+wy+XJAWVnJq0vC/Bd/7QOr7vMnrPvqKZR7vEd5Nj8bpPlzPz3WjDG5V0yt7Tmxtp61+jRhdO66pTNB5pfsMoX93dYb0mzvycPpE+9s/1zMhsPuZK06GTvdMtr8LJvWc+JY4fh4+3ax5NjM3fl+cO2eVj3Kya2X0daIU5VL2Xd4FBnF3n45VtmCS44+slvmTj2kuYceHP5YdjmzkdKR/v60Ro+26Xfc3iml52WOSasDZMVSy7bQ09QWgnCdHm2FjDbr8j3ZWuP1+sXmAlO5fnP5wG4WyG5ltPUORKaFwFiaWlXLawe7Ui9YWNSIU1VKhR5zfinMpFjSstCjrUs/3e0sHOssmrKNhswm9isrVjbwv9NWrbO6Sv7n2Ij7f+WXN28QAAAAAIBNQaANQ9HKaOsWaPNXpbdK3rUmtFyatFe9F8vh5VZkD6hbdpg/YV2cnOspt3Dc5P4vqZkZkl9d3g9jVq/QDwfNaCusysbG5IKlm+iX/uy7O+/hT+YWMnGybI7e73/n3/wbnRuFieNDj75vs4aLbSS1tt2jLTu+Cz3aupSVc3Gcy2CzSZz7Hj35Cx/r+l7Out59m9Y4LoxXLrJajlSP057bDsNa/Zra2xR6ZmJAQf8l+5ztZKcV/40Ovv997Z9P/o2f7zwnzQeLgiBQ6r3f6mCa9QJt+d0gK83oP5Y/zyrNL+Rxqc2Nd1UftnZZyULpyEbneDMm6BlQLPZUS9Le2WqdbXr3bK03UlW8QJ0tZK6uNebt0qNtUKWZae1/5OFNe70oDPQt917Xvl1vFIKY28BO/vcCsAlYSAkAALAt8ZcahsOYbIK3FWjzgxaFGTC/PJRLbaevW6Ekk78ie3OH2glSFCfg1nPg3e/SxE03tl6oveo9C9J4Jdj65E8GSlKaXkWgjR5tg1ujtNlmyk/mFiatNxAIKE5c3/qTP7FpY8T2kZUt6/STtIVAW6nL92PWk63P0pG5J9osq7jA2XwA+q3fejr3nRkFgeIk248PzY7rQ++6af332kQmMGR3bpF+ynS2ZAHfTilp//vqtr/Y/fuq2DssLPT8K7aIy5WOLCw+eM89R3Xb9fvaj+UTupoZbUGxdKTXo61wzZIrK+m92HXf9z2dDNLA9CyzmgUFO8dXmtp1+7EmXq+w1a9XCNQ5J39FkN+bMctoy2foaQcHbsaOHNF13/Nd7dvHfugHrur1gsDoJ3+w0/PsB771ts4ihq25NAAAAAAA7EBktGE4jMlntDnXCSgYI+dPznmrqf1V16tKMqXpVWe0+X76h+9vDbW9Kj7oo/9Gtmk26bL/4VOdB/yJPdepL+S8n9djrVPobdtIvJJFGxQGRnYzm4nsIWaLAm1+ubJi1oQp1klbSx/l8rDzjVUirdQTSavLmyVJ9zKzLkkVeAG4YulI360/9ZOd7XpluRS+z2rnzuUCb9/1Lcd17f4JSdK+qYq+9aHr+/x0m4R+hVtnA6UjrVdScb3yoy1+QKvlp37ovs7bFzLastKRnT6F/vHxyJ2HvWHng9TWOcnZ3EIePyBdzGzOBaZMIL+E9NHv+rD3Pr0/p7VO5cjLaFuj/1pLnDpFfS68mbzluI5+90c6Y85ltO3uY+T6H/xDm/p6P/T4Ozqvfe2Uvu/RWzf19QFgw8jKBwAA2JYItGEostKRjfaErnOus7bamFxrM1cMtLUmsAoZbdmK7M3LaHtvszRQtRyp3sjKmxX7HnXX/XETBN1Xr2+gLFOxnFQjTnv2ZFlPGAZ9x2lQ0AyaDvvPWH9/D8rlrC9b0w1/7If19le+2tfr9Nz3sKv84cdv19R4WVJ+gYDULD0Xrd5jXZLk+i/ZOOlkGhccet97O8/rleXi7JoTPHd6PQhHoZitg+ExRn0vSMj6SHplRPt4XlZuMn/Of/SBY+2fi1lrfqnlYtZabiyFt0/T1T3abBz37lvmlfw1heuU/Bv1fqyYrW77KBP9S3/mXT0X3vytP386d7s8O6vy7Gz7tkvT9nFfHHNpZka2Xl/zvZGZnapq9h3VUQ8DAAAAALANEWjDcBiT9SppBcasbU9amTCUS5LOtl62Wz6jbXWJSX8ibLOMVaL2xHFx4q6Xbr27TBjmJxL9x5qfr7x/bs3XtYVAW6Uc5QJtk2M9Jv562Oj28GxBRpv1yqkF5bLu/5Vfbj82ft110ksv9fdC3jHU9THsCtcdmmr/HJh8Vk6cWpW8jJip8Wy/snG+J9taGW05rvsCgW3fz6mPHm3YHFl1wv6WI5z8pV9QaWqq88Q+nlfMxlylWDoy7Zw/zRrn8uJj1jV7tHlBvbBS6ZS6LI4r9cpMmt6LHIpZ+b7UulypSGtX9wT9tZ/7ttztd9zY+/rhjpv393wsG3PqZeHlM6APf+iJntcuAIDtpVhWGQAAANsHgTYMhWn2aPMz2trBrFJJttFYtb3UDKa1JoGLfUS8FdmbaXqirF/+nx9tjkPr9zVzTt1SnbIsvji/XcH9/+yfrPnSYWh05MBE+/av/My35gJt//qvf/vaYyv4tY89vqHt0bRFJVmKWROVdQKxvXQrsdZSmpke6DWxvRV7tMWF0pG/+rPZJL2JQrm0s7Ah9x27hiyg1i1Drr/nj8qqXocYHme7LjppGTt6pP1zed++ztN6BHFXvXyarF0uuhCvs66TFbbWuTzIJ9V7Pdo6Y3rgV/9570Cb9b5vi6WwfYXs/SMf/s72z6m1CrzBW+dytyVp/8xY99cdgEs6maxZALAzsLBS2bT3AQAMl0tTvrcBAAC2qe07W4adrUuPttaE3Fqr8LKV4q2STIXV4L1KmW2CVjmmtcpNdQbZ436/H0uPycegXF7zpU/ctF/v9FatF8tGbrSMZGXA/m573Vb1aFsrC3Ij1soyOvyhD17162P7KX5XJalV5H0/jFWy796p22/vZBKp2Surn0Bb2v37tvj8uYceHGT4Q5P1xSKjbSs467KoVQ/3/pN/3PX+ICrlF6X0ev0klSn13ldTa9s92bLbnYy2NUtHdik56ZJEQbkTWOsVZJPy2QSmGLXzBOWSZu6+q307Gu8EztJCqcg0zWe4bbZijzaC0QCwMw2rwgsAAACuHoE2DIUJjGyj0ZmQ7bdUVJp4k0H5PiLXfvDb11w9vxnWKjdV2HD1XZvUJ2vYnxF96Hc/uEoHTr9bpZmZq34dysjsPcV+kr16PB35jnygtd/Skb0mclwhC/OdH/2rGxn28K1Ryg+bzalrendTr3NZ+cCBvgK0NknW/F4rBqtsajuBtmCt0pH5dRRxYuXihkxp7aEebCkAACAASURBVIUwLfkyjL3LQ5amp3XbX/yJro9Z6xSEW1eCNctE9YODBKMBYCdy8eb2LAcAAMDm2XWBNmNMRdIvSPqjkmYlfVHSR51zT410YHuNCXITta7vQJs3GVSYwDr+p//kcMbqv7/cGtOGazOsEt89tiij7ehHvnP9jfqQm/jFnlDs0Sb1F6TPMo3Xn6Bxcdw1A3ffvfds6x5tfA9vHWMC9U7x7q2yf07H/tD3rbvdeqv2/Z5sUj7wtlbpyOJx0ohTuThWWOkz0OaXYRywVOnpu49o31R1w88blF+G0wQBPdkAYIey/fbaBQAAwJbbjVdpvybpeyX9Q0kvSPrjkp40xnyLc+4zIxzX3mLMmuW73vmzP9P1/qx0ZNjXawyDtfmJu+56rOLvMcHb67Nim9tJK/7XKB2J3akYSPhrf/yhvp7nkv5LDnUL3E2/8x39DXBUAtMzwwibzGi435PWyqyR9bUqo83lS0f2O7Q4SZvv1fu4eMdf+yud92k0FDT74wxaqvSe2w5t+DlXw/oZbaWSXJKs8wwAwHa0bv9SAAAAjMyuukozxjwk6Qcl/ZRz7h827/vXkr4k6W9Leu8Ih7enmGwWOH/bm/Wae/CBrs9zNi30PtnaYMeBfWP62I8/vOY2PctRFUpHtrbr9VmxfZkNTNJuB5SO3HvGq5EacScr5ZE7D/f1vLBakeujP1Y/GcjbET3ats7s/fdp6vbbhvb62cKV3vuhtVahF4hLEqtSOyPeyPWZbZekTnf9o7+/5jb7T3UC2bbeUNDKftuk7OcffuIdmhzvL6NuEC5J2n3njDG6+x/83aG9FwBgeFyS9tVrFwAAAFtvt12lfZ+kWNK/aN3hnKsZY35V0i8ZYw47514f2ej2ksAoV1Kqz0nbLNsimzhza7d/GYooDHT9tdOr7i/N5O/r9nH8kmWlqSkCHztZcf/d5vY/fEr77r131MPAFipFoX7tY49v+Hl3/s1fUjg+tu52D/2bfzXIsEbPDFbKDxsXTUwompgY2usHlbWDwql18hPQG4lVKcquHwprfdb0b3/+2zVeLa2/YVM0OaGgnGW0yWxOqdJr9w/v9yg1s/C8UrCTN9801PcDAAyHS+nRBgAAsF3ttkDbvZK+6pxbKtz/rLKQzT2SCLRtgSwjaOOBiqwnS+T9vD3+kHjwX/2Lzg2nrpG28tys0lpNkvSOv/rT9Mza0Yy0g7JiTBgq6iN4gt1laoAMmGiyvwn90tTUhl97OzBBsLPKvqKniRuulyn1vkydGi/rmrnO/hwnVqXmQp0gWPsa5I6b97d/3kiQTZLu+Ud/v5MdFu6Mfmc2jttjBgDsXI4ebQAAANu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\n", "text/plain": [ "<Figure size 2160x720 with 2 Axes>" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "6v7Ky2LAHuha" }, "source": [ "## Heart rate - Summary statistics" ] }, { "cell_type": "markdown", "metadata": { "id": "xvbtqjNOHuha" }, "source": [ "This figure show the evolution of the average and standard deviation of the instantaneous heart rate across time. An instantaneous frequnecy was derived between each peak detected in the PPG signal (also known as pulse-to-pulse intervals, or pseudo RR intervals). Rapid increase or decrease of the heart rate frequency can lead to larger standard deviation, and less accurate estimation of the average heart rate." ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 352 }, "id": "UeLCnS0tHuha", "outputId": "f424631b-dde2-4d00-8b01-b4f0d21d50a7" }, "source": [ "sns.set_context('talk')\n", "fig, axs = plt.subplots(figsize=(13, 5), nrows=2, ncols=2)\n", "meanBPM = np.delete(np.array(meanBPM), np.array(drop))\n", "stdBPM = np.delete(np.array(stdBPM), np.array(drop))\n", "for i, metric, col in zip(range(3), [meanBPM, stdBPM], ['#b55d60', '#5f9e6e']):\n", " axs[i, 0].plot(metric, 'o-', color=col, alpha=.6)\n", " axs[i, 1].hist(metric, color=col, bins=15, ec=\"k\", density=True, alpha=.6)\n", " axs[i, 0].set_ylabel('Mean BPM' if i == 0 else 'STD BPM')\n", " axs[i, 0].set_xlabel('Trials')\n", " axs[i, 1].set_xlabel('BPM')\n", "sns.despine()\n", "plt.tight_layout()" ], "execution_count": 20, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "<Figure size 936x360 with 4 Axes>" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "kfxY73IdHuha" }, "source": [ "# Save dataframe" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "XxJG7-qqHuhb", "outputId": "d2a742e3-ce96-4240-8fdb-5653668859fc" }, "source": [ "print(f'{clean_df[\"HeartRateOutlier\"][clean_df.Modality==\"Intero\"].sum()} Interoception trials and {clean_df[\"HeartRateOutlier\"][clean_df.Modality==\"Extero\"].sum()} exteroception trials were dropped after trial rejection based on heart rate outliers.')\n", "clean_df.to_csv(os.path.join(reportPath, \"preprocessed.txt\"), index=False)" ], "execution_count": 21, "outputs": [ { "output_type": "stream", "text": [ "4 Interoception trials and 0 exteroception trials were dropped after trial rejection based on heart rate outliers.\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "jYQ6brVXJL0x" }, "source": [ "" ], "execution_count": null, "outputs": [] } ] }