{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Wavelettransformation zur Rauschreduktion in Audiosignalen\n",
"\n",
"Dieser Beleg ist eine Zusammenarbeit von Johannes Müller und Willy Müller. Er wurde für die Hochschule Anhalt, Fachbereich 6 bearbeitet und erstellt. Für den erfolgreichen Abschluss des Moduls Signaltheorie sollte ein tangierendes Thema für einen Beleg ausgesucht werden, welches die Kenntnisse der Studierenden in den gelehrten Themen reflektiert.\n",
"\n",
"## Einleitung und Motivation\n",
"\n",
"Wir haben uns daher gefragt: Inwiefern kann die Wavelettransformation als Mittel zur Reduktion von Hintergrundgeräuschen in Audiosignalen verwendet werden? In der Zeitdomäne ist das sogennante *Ducking* eine häufig verwendete Methode und in der Frequenzdomäne wird oft das Spektrum des Störsignals von dem des Eingangssignals abgezogen. Mit Wavelets könnte eine Kombination dieser Effekte erreicht werden.\n",
"\n",
"Um diese Hypothese zu überprüfen, müssen zuerst die Rahmenbedingungen gesetzt werden.\n",
"\n",
"## Analyse der Problemstellung\n",
"\n",
"Es soll ein System erstellt werden, dass ein zeitdiskretes Eingangssignal $x(t)$ entgegennimmt und ein Signal $y(t)$ ausgibt. Die Amplitude der Signale ist über das Interval $$-1 \\leq x \\leq 1; -1 \\leq y \\leq 1$$ begrenzt. Die Diskretisierung in der Zeitachse ist auf die übliche Rate von $\\mathsf{sr} = 22050 \\ \\mathrm{Hz}$ festgelegt, so dass Audiofrequenzen bis ca. $10 \\ \\mathrm{kHz}$ abgebildet werden können. Die Dauer des Eingangssignals ist in folgeden Tests auf $T = 5 \\ \\mathrm{s}$ festgelegt, wobei das System dieses Signal in noch kleineren zeitlichen Abschnitten bearbeiten wird und somit auch ein zeitlich unbeschränktes Signal verarbeiten kann.\n",
"\n",
"Das Eingangssignal $x(t)$ setzt sich hier beispielsweise aus dem Nutzsignal $source(t)$ und dem weißen Rauschen $r(t)$ zusammen, wobei das Rauschen nur zu bestimmten Segmenten des Nutzsignals addiert wird.\n",
"Zusätzlich zum Eingangssignal $x(t)$ steht dem System das Referenzsample $r(t)$ zur Verfügung, welches zur Bestimmung des Pegels des Störsignals herangezogen werden kann."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" output/r.wav\n",
" "
],
"text/plain": [
""
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Erzeugung des Störsignals\n",
"\n",
"import numpy\n",
"sr = 22050 # sample rate\n",
"T = 5.0 # seconds\n",
"t = numpy.linspace(0, T, int(T*sr), endpoint=False) # time variable\n",
"numpy.random.seed(seed=0xdeadbeef)\n",
"r = numpy.random.normal(loc=0, scale=2e-2, size=int(T*sr)) # white noise\n",
"\n",
"from audio import Audio\n",
"import librosa\n",
"import librosa.display\n",
"Audio(r, rate=sr, name=\"r\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" output/x.wav\n",
" "
],
"text/plain": [
""
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Erzeugung des Eingangssignals\n",
"\n",
"def load_source(file):\n",
" source, _ = librosa.load(file, sr=sr, duration=T)\n",
" x = source + r * (numpy.cos(t*2) < 0)\n",
" return x\n",
"\n",
"# Quelle: https://ccrma.stanford.edu/workshops/mir2014/audio/\n",
"x = load_source('audio/T39-piano.wav')\n",
"Audio(x, rate=sr, name=\"x\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Zeitliche Unterteilung\n",
"\n",
"Das Eingangssignal wird nun in kleinere überlappende Abschnitte unterteilt, welche anschließend zur Rauschminderung weiterverarbeitet werden. Die Länge der Abschnitte so gewählt, dass für die minimalste Frequenz des Signals mindestens eine volle Sinuskurve im Abschnitt enthalten ist. Sie darf aber auch nicht zu lang sein, denn in der Echtzeitverarbeitung müssten alle enthaltenen Werte gepuffert werden, was zusätzliche Latenz herbeibringt. Schließlich sollte sie eine volle Zweierpotenz betragen, um die Abschnitte in optimierten Algorithmen, wie folgend FFT- oder Waveletalgorithmen, effizient verarbeitet zu können. Die Länge der Abschnitte ist hier auf 2048 Sample festgelegt, was einem Zeitinterval von $$\\frac{\\mathsf{win\\_size}}{\\mathsf{sr}} = \\frac{2048}{22500} = 91.02\\ \\mathbf{ms}$$ entspricht und somit alle Kriterien ausreichend erfüllt."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"\n",
"win_size = 2048\n",
"stride = win_size >> 1\n",
"\n",
"window = numpy.hanning(win_size)\n",
"\n",
"def signal_to_frames(signal):\n",
" frames = librosa.util.frame(signal, frame_length=win_size, hop_length=stride)\n",
" return numpy.swapaxes(frames, 0, 1)\n",
"\n",
"def frames_to_signal(frames):\n",
" count = len(frames) * stride + win_size\n",
" ret = numpy.ndarray(count)\n",
" ret.fill(0)\n",
" offset = 0\n",
" for frame in frames:\n",
" ret[offset:offset+len(frame)] += frame * window\n",
" offset += stride\n",
" return ret[:int(sr*T)]\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Die Abschitte überlappen sich zu 50%. Die nachfolgende Grafik zeigt, wie die überlappenden Abschnitte mit Hilfe der Hanning-Fensterfunktion rekombiniert werden."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"frames = signal_to_frames(numpy.ones(stride*8))\n",
"plt.figure(figsize=(14, 5))\n",
"plt.xlabel(\"Zeit in s\")\n",
"plt.ylabel(\"Amplitude\")\n",
"for i, frame in enumerate(frames):\n",
" plt.plot(t[i*stride:i*stride+win_size], frame * window, '--')\n",
"plt.plot(t[0:stride*9], frames_to_signal(frames));\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Methoden der Rauschkategorisierung\n",
"\n",
"Die Amplitude des Rauschens im Eingangssignal ist im betrachteten Zeitraum nicht konstant. Jedoch ist die Energie des Rauschens im gesamten Frequenzspektrum des Signals verteilt und kann damit von dem Nutzsignal unterschieden werden. Wenn der Grenzwert zwischen Störsignal und Nutzsignal bekannt ist, dann kommen unabhängig von der Domäne zwei Arten von Grenzwertfunktionen in Betracht:\n",
"- Ein harter Filter $f1$, bei dem alle Werte unter einem Grenzwert auf Null gesetzt werden, und\n",
"- Ein weicher Filter $f2$, bei dem der Bereich außerhalb des Grenzwertes in Richtung Null skaliert wird.\n",
"\n",
"Diese Filter sind folgend für Werte $arr$ mit dem Grenzwert $g$ mit $0 < g <= max(arr)$ definiert:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"\n",
"# Harter Filter\n",
"def f1(arr, g):\n",
" return (abs(arr) >= g) * arr\n",
"\n",
"# Weicher Filter\n",
"def f2(arr, g, maximum=1):\n",
" return numpy.sign(arr) * numpy.clip(abs(arr) - g, 0, maximum - g) * (1 / (maximum-g))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Wahl des Waveletalgorithmus\n",
"\n",
"Für diese Anwendung wurde die *diskrete Wavelettransformation* (DWT) gewählt, denn sie bietet gegenüber der *kontinuierlichen Wavelettransformation* (CWT) Vorteile in der Verarbeitungsgeschwindigkeit und in der Art der erzeugten Koeffizienten.\n",
"Während die CWT mit kontinuierlichen Signalen arbeitet, können der DWT direkt die oben erzeugten Abschnitte übergeben werden. Die DWT kann rekursiv angewendet werden, wobei bei der Analyse pro Schritt jeweils $n$ Samples zu $\\frac n 2$ niederfrequente Annäherungs- und $\\frac n 2$ hochfrequente Detailkoeffizienten erzeugt werden. Die nächsten Schritte werden dann bis einem bestimmten Level auf die Annäherungskoeffizienten des vorherigen Schrittes angewandt.\n",
"$$ x = A_1 + D_1 = A_2 + D_2 + D_1 = A_3 + D_3 + D_2 + D_1 $$\n",
"\n",
"Rückwirkend können Abschnitte auch wieder mit Hilfe der Waveletsynthese (iDWT) wiederhergestellt werden."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"import pywt\n",
"\n",
"def frames_to_coeffs(frames, wavelet):\n",
" maxlevel = pywt.dwt_max_level(win_size, wavelet)\n",
" return pywt.wavedec(frames, wavelet, level=maxlevel)\n",
"\n",
"def coeffs_to_frames(coeffs, wavelet):\n",
" return pywt.waverec(coeffs, wavelet)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Wahl des Wavelets\n",
"\n",
"Bei der Wavelettransformation wird wie bei der Konvolution ein bestimmter Filter $\\psi(t)$ (das Wavelet) über das Eingangssignal $x(t)$ gelegt.\n",
"Durch die zeitliche Verschiebung des Wavelets über dem Signal werden Koeffizienten erzeugt, wessen Charakteristik stark von dem verwendeten Wavelet abhängt. In dieser Anwendung wurde deshalb ein Wavelet gewählt, welches einen geringen akustischen Störeffekt nach der Anwendung des Filters $f2$ hat. Nachfolgend sind auch alternative Kandidaten aufgelistet."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"bior1.1 bior1.3 bior1.5 bior2.2 bior2.4 bior2.6 bior2.8 bior3.1 bior3.3 bior3.5 bior3.7 bior3.9 bior4.4 bior5.5 bior6.8 coif1 coif2 coif3 coif4 coif5 coif6 coif7 coif8 coif9 coif10 coif11 coif12 coif13 coif14 coif15 coif16 coif17 db1 db2 db3 db4 db5 db6 db7 db8 db9 db10 db11 db12 db13 db14 db15 db16 db17 db18 db19 db20 db21 db22 db23 db24 db25 db26 db27 db28 db29 db30 db31 db32 db33 db34 db35 db36 db37 db38 dmey haar rbio1.1 rbio1.3 rbio1.5 rbio2.2 rbio2.4 rbio2.6 rbio2.8 rbio3.1 rbio3.3 rbio3.5 rbio3.7 rbio3.9 rbio4.4 rbio5.5 rbio6.8 sym2 sym3 sym4 sym5 sym6 sym7 sym8 sym9 sym10 sym11 sym12 sym13 sym14 sym15 sym16 sym17 sym18 sym19 sym20\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"\n",
"print(' '.join(pywt.wavelist(kind='discrete')))\n",
"wavelet = pywt.Wavelet('coif4')\n",
"plt.figure(figsize=(14, 5))\n",
"plt.title(wavelet.name)\n",
"plt.plot(wavelet.dec_lo)\n",
"plt.plot(wavelet.dec_hi);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Die so erzeugten Koeffizienten können nun gemäßt der oben definierten Filterfunktion gefiltert werden, um die kleinen Rauschanteile zu unterdrücken. Dazu wird zuerst der Grenzwert des Filters definiert. Dieser setzt sich aus den Maxima der Koeffizienten des Störsignals nach der Wavelettransformation zusammen. Jetzt können alle bereits definierten Teilstücke kombiniert werden, um ein Signal $x(t)$ in seiner Wavelet-transformierten Form zu filtern, um schließlich $y(t)$ als Funktion von $x(t)$, des Wavelets und des Filters zurückzugeben."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Koeffizienten des Rauschens bestimmen und Maxima bilden\n",
"\n",
"r_frames = signal_to_frames(r)\n",
"\n",
"def noise_coeffs(wavelet):\n",
" r_coeffs = frames_to_coeffs(r_frames, wavelet)\n",
" for i, coeff in enumerate(r_coeffs):\n",
" r_coeffs[i] = numpy.max(numpy.abs(r_coeffs[i]), axis=0)\n",
" return r_coeffs\n",
"\n",
"\n",
"plt.figure(figsize=(14, 5))\n",
"plt.title(f\"Maxima der Rauschkoeffizienten aus {len(r_frames)} Abschnitten\")\n",
"r_coeffs = noise_coeffs(wavelet)\n",
"for i, coeff in enumerate(r_coeffs):\n",
" plt.plot(r_coeffs[i], label=f\"A{len(r_coeffs)-1}\" if i==0 else f\"D{len(r_coeffs)-i}\")\n",
"plt.legend()\n",
"\n",
"# Filterfunktion konstruieren\n",
"\n",
"def filter_signal(x, wavelet, filter):\n",
" x_frames = signal_to_frames(x)\n",
" r_coeffs = noise_coeffs(wavelet)\n",
"\n",
" coeffs = frames_to_coeffs(x_frames, wavelet)\n",
" for i, coeff in enumerate(coeffs):\n",
" coeffs[i] = filter(coeff, r_coeffs[i])\n",
"\n",
" y_frames = coeffs_to_frames(coeffs, wavelet)\n",
" return frames_to_signal(y_frames)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Anwendung\n",
"\n",
"Nach der Applikation des Filters *f2* auf die Koeffizienten der Wavelettransformation mit *coif4* ist das Rauschen im Ausgangssignal $y(t)$ nicht mehr aufzufinden, jedoch nimmt die Klarheit des Signals drastisch ab. Damit ist Bewiesen, dass mit der aufgeführten Methode tatsächlich das Hintergrundrauschen in Audiosignalen reduziert werden kann; das Resultat ist aber noch nicht optimal."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" output/coif4_f2.wav\n",
" "
],
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"y = filter_signal(x, wavelet, f2)\n",
"\n",
"plt.figure(figsize=(14, 5))\n",
"librosa.display.waveshow(x, sr=sr)\n",
"librosa.display.waveshow(y, sr=sr)\n",
"Audio(y, rate=sr, name=f\"{wavelet.name}_f2\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Vergleich mit alternativen Filteranwendungen\n",
"\n",
"Nachfolgend wird der Filter *f2* direkt am Eingssignal angewandt. "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"yt = f2(x, 0.1)\n",
"Audio(yt, rate=sr, name=\"t_f2\")\n",
"\n",
"plt.figure(figsize=(14, 5))\n",
"librosa.display.waveshow(x, sr=sr)\n",
"librosa.display.waveshow(yt, sr=sr);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hier wird der Filter auf die Koeffizienten nach der Fouriertransformation der Abschnitte angewandt."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA08AAAE9CAYAAADTS1n5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOy9eZCd93Uldr6372vv+45GYydIgCsobqJEbbFk2bInGlvRjJPy7qlYsZOZOJOxU05q7JlJJrFLjtepsWVbo7IZizJFLaZMcSdBgFgbDaC70fv69v29L38A8kiKzvlcHYtoNH+nSiWpf3jf+7Z37+/ee+65lm3bMDAwMDAwMDAwMDAwMNBw3e4TMDAwMDAwMDAwMDAwuBNggicDAwMDAwMDAwMDA4O/B0zwZGBgYGBgYGBgYGBg8PeACZ4MDAwMDAwMDAwMDAz+HjDBk4GBgYGBgYGBgYGBwd8DJngyMDAwMDAwMDAwMDD4e8Bzu0/gnYbXF7f9oa7bfRoG7wCSbVG6ls9V9GdTgR19p8/dkus2LLpWqfG1oE8f1+eq07Wm7aZrLYf8icdq0jU15EB9p/ygw7Lbxe9DtaHNWaXKj+xyiXvv1yfsd9XoWq7qp2tucev9Hn7fAaDa4Pc36OXvgtfmawCQb4b4cT38sy7o881U+O/JJx5b0FOla+reAsDmWl6uGxgY3F6EY2G5HglzI+l2cbvcaHJ7DgABb4OuNVvCdwnvtL7JjwkAyaSPrlW5C0Ek6LCnEO4pYHH7WbG1/dwpmi3+zLxu7SdclvLvXrrm8+h7b9v8fag11fMGrl16Y8O27fbv/vu7Lnjyh7pw9KHP3u7TMHgH8N985hRdO9FzQ34224jRtZC7TNe2a/xzANAUP+KtIjdmY6kNedyIxTeKRTtC16LIyuNuttro2tcvpOjaRw9dpWvLtU75nVFvia6FrQJdu1bsk8dtiXvfFcrQtdlsWh43W+LGdzPDPdvJcf7MOn3r8ju3GvzeK8Q8OqCoCod6ZrmDroX92sFPplfomvrNJH05unZ+o1t+57/91b+V6wYGBrcXD374pFx/4l6+pjbpq1keqADAyd55upapx+la1Mv9j08EKgCwXuN+xOviQUWtqbfppQa/1s4g92uZGk8uA8DXTnNfcGySfy4V5Inp6VW+FwGABwfm6NpvfoE/l3/0AR5YAcBWiSfveqLcxwDAPZOp73lS77rgyeDdg4NdPOCYzvbIz9YbfKM9kOAbRfUjBYCxxCpdu3CDn1N7RBudLPj6Sj5I18I+HRgkAjxQPDTMKxFz5V66FvXxYwLAcjFJ19ZyfAO/yf0EACDg5880McAdRc0hiznVtUXXYr08WNmuJ+RxFSyLB2UquFeVTwDI1vh7FAnw9/7idXlYTKT4Ruflaf6dj0/xa7mq8x8GBga7HB6vZj64BfMh6ue2wZfSFY4meMIr5uU2+4VZnqC7f3BJfud2mVf1izV+Pn1xnfDqDfF9TqnJfX+fb1Ee99jkCF3rjvBzqjZ5IDPRyYNPAFiv8aTg/Sd5sLde0M97IMGTxEGXZiExmODJYM/iRo5vwqeSPPMEANUWD4I8Fi8Rl2r8OwGg0uKb9HScb04rDpS0VIAbpYagYu2L6fvw8jI3oNcX+Pk+eaxI11RpHgBSAf5ZC/xa+h0c5nOv8Xv41DB3JLXooDxuvsYdVNHiz7sjsE3XnrnM7zsA3D/GAzaVAX11eVgedyjFneIf/D6vJn7sExPyuOfXebVxoIsHgmtlnm1MJUzLroHBnQyfQ/CUKYsgJ84ZCjOr3G4AQNcQtzlfucwTfydG+Ca8YWsf3RXhn/VZPBHplPCayfI2lB7xnQ1LV2vqTf5sCnW+P2qIimCmrL/zQNsyXetJ8s96BJ3fCSrAVDDBk8GeRTrEM1Or1f8PhfU70OVbo2vZFjfMxzt1MKIyK0NJvnFdK2luuMr2TLVzCtj1EncUAHCki9OtJtq5Aa00OZXA1XLq3+LBaXeYBxwLBU1l+8SDPOB4eYPzEHpi3EkDQHuAl7yWS/yciiKoff+kLuU0bP68i01eyRlv0+U59R79q3/G3/t8XWdHO3w8O3olx7O55TrfPDU0zd3AwGCXo9nU/aSpEE8EqT7fwTZNoXOLHs2OJD8nj/BN26JqDwBJH09wKgqdYhkAwJHoNF17ZYv7tXJVs04OdnObna3y/cj1NZ4wzOa07x+I83uoEsSqpwnQ+5G4oGIqmODJYM9CZUCKNc2JzpQH6FoswLs7w3690VZVl6CHl4+7Iw40BNHkWm3xax0Ka6rB6fUhuhb28XOaX+eb8PuGeWAKAGdXeGB7tJvTHgciui9M9dZ43YIG59VlfVWJVCIL6yXuKLZdOlgeDXPOWhXceXW6eGYPAMoefk6zBZ7hjAkKDQCUbR4oruf4uzLWwYOydZ/m7BsYGOxuFItawCbk4b72wjqncPcn9Ia42OL26GjHAl2r2dyX1ho6eGr5+AZf+ZiESye8ahZPYh5p437CqaI1XxRsgTD3w/5eTkcvtGuRCq+bvw91kdgrizUASPm5H1kpa7YQgwmeDPYsNovcqCRDQt4GOtuzlOVl3kibLgGvFbiBvTvKmyVnGqPyuD4338BvFflGfNPFnQgA9Ma4E1LCDvkKd2wNpcQH4Eg3D66Uwf/f/5O+9x98gr8PC+s80F7e5KIZABAQ/mCgjTvFmlDM64zzChsAWDYPwmst7kgKHk1nUQFmb3iTrik6KgBYQqVqK8vX/N3cmX7jG9yBGxgY7H64LL2B//Pnuc2+9yi3G0poBtBUt40cT9493D9D116+oP1EIsbX08IsT7Rrf1lscNu7luf372i7bhrtCXF7r4JPhaEIZ7IAmpnT6ecMmosZnuwGgJiP38O4Qw82gwmeDPYsri5wwzw1pF/9hFCMUVUK1WcFAEub/Ee8EecGXQWCABDw8s10W4gHOUr9DwCKdW6YV/I8KPN5+D1SJXQACLr5vb+8xe/RT31MV55yNX7czlEefDpRAlTWS1E1En7+Ds5l9Hu06edVF8Urn0prR9Hu49TGN1a5g1LvH6Al/I+NCvXKCn/Hhsd0v8TMG3LZwMDgNiMh5LsBwOPhtnc8xZNsby5rOnp7lCdPE2H+nUtV7n/undLskDah6FoRinlRj66ifXOaV3o6BTNvzYG21+7nvqAqKnAtm9vlF+Z1//DVOf5cThzkn+2L6epcWQSYfR5eaVQwwZPBuxLP/q2mYj18H9+0dUT4Zu/ikqZbTfVxMYRLGzwzNZLSkuILOV4x8Lm5QXr6Vb1Jf/wufq1jIV4pq1q8CrRV09WPpRI36nWhfOcVTbcAEPbya7mwyu/9oS5NM8xWeWB7PsOzmHd1caOdE71SAJAUvQA9Mf685/K6128jzwOv4Tb+7jplenN1Uf0UKlRqXsvIgM7IGhgY7G6cO61pxKce4f2QqprdHdf+vT3I/akrzBM9AYv7kJpfV9+VMMHFZe6/+9P6uG5hBgdFH7XboZdKzYBUyb2Inyci1TwrAPihB3gQpBgVKmADgJBoibhaGdInRWCCJ4M9i0cOikb+IT2PqS3EjY5H9C2dGubZGgC4sMnlyA938P6jslD/A4CBOL/WmS0ejDx+F98QA7pv7PQWpxLuT3OnqOZSAJrn7o6IQbfQ1Y+4iztMy+LBk2ouBoDzc/x63neAq/i5wZ1MT1I3PLdaPKhoWfyZdYZ1kBP0ikBGvAtKGAPQvV/dEX5Oa0VeYXttxihGGBjcyege0Mm7wwNi1IOgGEd82n6eXeH9PI+2vUXXZlpcVVSJSThhqkco8Tkc90A/t9lOAdJOERd939kK94dHBrT/UQHSRpkn4OJ+HSxvCQZD2OsQ0RGY4Mlgz0Lp9x+I6yCnAp4len2RUwLu79O9KlNpHiCpTNp6SQd7f/o0N76f+phQHcxr7rKqso0mOSe60ODGSm2kAWB2i2+Yo0ExTDCgg7KZHB+q+mDHRbp2JqdluJ86wLnjLhF4zRZ5IB1yMOjKoS7l+buSceks5kiMV9nmCzzAVPPAACDt5cH9K0ucDqgok+1t35+NgYGBwTuDdFonBcsN7isSQpxpuaD95ZbYw8+28TERHX7u8y5ta6rgZJIn0tTcyYBHJ++6QnzP8fYqDxL7k1rcKlPnfrgtyG/gcpb3O8eSOlm7VuYURBUgOYlfKAbDWtVIlRsYfAfU3AV/UxuOdZvTm9IRbtDf3tSc3lSIG4BClW/+28Pa6Dz+KN/YLomGfCWPDgDzWW5Ap4Va3KnBa3Rtu66zjYMpzvEu1YXakchaAUBHmB83Z/FzCnp15k9xx2Ne/tw2CvxaJto0z13J9PqEs3WqPKnhkREf/06niUtfucJ/F/eOiiGPYp4IxGBoAwOD3Y9sVieJTl/hyZ77Jrldzov5UADwgX18Zp0aRfLqUj9d603o6kfV5teiekKTYu4hoCnRiRC/R04VLTUeJefmAcexbp4gdmKHBEXSUCkKO/VuT8b5CJn5Mg9cFUzwZLBnka8LeeSmriZEvbzsrwQY6uIHDgBdATE/ysuNdqmhM3TJsMjQiapAh0crlmUC3Ei2Wtx8LJZ5xkspAwJaxU/d37NLugH2RB836stlTjtT8yUAwCukys+t8fvQHefPRQVHgOZ474tyR6E2BgDQWeNVNLePOxlVaQSAI4M8SFcBUtDDf4dvXzA9TwYGdzLCYZ3weu8hnlhRybKjXXoEx0qNV0eaQg02FuSb/0xZMx+uCl9waojbbKeqSrHOfZcadOuEoRi/92o8x4tzvE9toksHggNefh+KXsGoEHOyAGCrwe9R3K/PicEETwZ7FmsFvvFXdDQAqInAYL3AN3t+j86spP1ieKzopQoI0QcA8AW4MVMBh+pbAoBDabERD/KN+PQ6r+QooQQAuJLl9LqBKKdbejr0vV8V8xz8bl6tWS1qCsir57mDeuAw3/yX6/wdW2nq6lxYBPchH3cGKtADgCvgQxWT4FWrmFdXMJ2kzBnU+d51WPdZvfjFHX2lgYHBO4RAQG/uZ7M8IVap86DiQLuuAqlRJG0+ToNr2tzm/P6faxt47308ePrSBV7RyuY0be9DJ4TIQpP7mI2SpuwXRUDiF2q6C8uilzelg+VVN/f9s5vcDzso3mMyzZPWTkJTDCZ4Mtiz6IzyCoaTOkulwX8aXdGdq44pKqGCapYEgOsrPCgb7+EbbSej0xI0rhev8A3+45M76+0C9MT0bXB6ogo+AWBhm9O8prp4UOYXg/sA4IP3cOe2VeHf2SFESZymyi/neeDa5+GJgf/4Cs8KAsCpI9zxvbrAK091h17p+4b4fA819ytb5/dvQ6vTGhgY3OHoivCqv0oKzuX0zKWeKDcez13ivUuj3dzQ/dIntZ+4kuGfXdnm+4JHJnV/9rlV3mJwdzdnEmzUdILOJfpj+yO892v4JN9bVZo6iZap8IT3/jYeAKneLkBXypz2I/SYO/qUgcEdgIjYRF7LaIpX2Md/bF0+/iP+8tUxedz+Nm5gB0WZ3Klp9PgQF4xQ3GXVgwUAX77MM2IfmOR9TdN5/jknBaBEgGeYXpzmQcMjk3yIHgCMd/Dvzde40XYKyjZEZWpCzCJRVIO0X0cGQzF+rc/OTdG1J+/WkvcJUUEKe/n5fv2cpk3Mis1MKsh/p0rhb6TLqO0ZGNzJUHOcAJ1ECnm571J0XwB4e5kHHFMD/LhdQV6V+pNv6g38UD/fbh/p43a57pBwfSz9Jl37+upddG00rX2B8tObVe7zFM2w3cGvLVS5HzktBhvv69DXouZ+3dfN+98UTPBksGeRqfGgoSuq+1jafTyz4m7yAOhgnz6ugpoDsV3SfOoN0Yy6P837mtyWDspOjfMq22qNO6CRKK80OA3nU82fB4e4U1TZJQBoiqnoqrqkerAAIOXnAYfqu1MOfquqe5Pmtvi7vb+bv4NOA39nhIPqCPF34YnDWmWyIWiwKjiNCXriH37B9DwZGNzJKJa0/+kFp43/9Y3DdO1Yvx6YfrxnZ2NBFMXr0/fNyO8su3gVfbPGVebyVV2tafk49b4zygNBlZgCgOUM/16Xi+9HHuk8R9eKlvZrYyn+3OrCh8xl+P0DgKE094mXclrki8EETwbvStzI6Ex5TAwEdYtNuhNtbzbHA46gl28GyzVt6IbTfAOv1HhUkAgAJZsHdCormKlzI6kU6ABgu8adTKnGTVYzqDfTKkBqd/MK0fkcl64FgO4oz3qp76w0uQPyuvSmYjC1syZXNZAW0MqCcS9/t1WTNQC0hADG6SUesJ27xKtSTzymRVQuvyqXDQwMbjMundWCRUt3cQZDT4r3Afst3SP8U/89p7N95pd5tSbn4f7wf/sNXVX5uZ/nlSmlZJor6z4hVQ3ziF5op17ee/q4tPqKmOv3SuYAXWtot4ZogP+D/dHrdK0a1fcoX+O+YiTGE70KJngy2LPIlPkPpiemqwk1m/8Yn7s0TteenOIGBwA8blEKL/FMT29SC1yoKkbMxTe92w7CBKoy1evm13qpxLNhZY82dD0BTkn7w89z5/XRD+mKVl+UO5lrZT5rKCYGAgKAW8ivloRQwts3eACfL2iq4N0T/HmrgE3NuwCAP/4iD8Lf/15OfRhM6KTBgpC8V1ngYz08aXB2RQdPBgYGuxsekTAEtHDTVJjTra6Uh+VxP/PLPIm5uMX900QX9wX//DM6yZYQicpqiyfSuqI64lDJ0bCHV57Wc5rNEvHxas6En1fZqiGeoCvaerxE2OIVohq4vd8u61lNET9/btUdihmZ4Mlgz2J5ixtmr1v/YFRVxS3s/fNXdUP+oX6+OQ2I4bEdAU2LWi7xwCEhMlNOkthKDrbp4uYjKgbadTnIo280uGP76If4Jjzm1zz3rKBx+oTaXqdf91JVRHVurcCdxeF+HnCoTQMAJH3cyShHfPqiDsr+6cf5Z88t8kCmIIYbAsBkF6/OXctx2WA1tDcS0NdiYGCwu9HWpRkgQdG3/PzyfrqmkpQA0B3n/ike5g7eJXJPRTGDEAAqIlHZE+KB1eV1rSp6qJP7U9VXmwhrmnumwvdI1wM8UDxzlfvZo4O6rcH28hus2jCc5mCqJPBiQSeQGUzwZLBnsb+X/6DOzGr60t0j3Ph+cOIKXTvnQPFSyi59AV4+zjT15nQwxLP32y1ufHM1fR/Sfr7Bf22Di2NMtvGAo2xp5UCFxQ1usjoGtAHN17kziIhgryb6yQAdrIwn+TNVSnJXVvRzqYrndnCAV1WPTznw3HP8nB4c4hLzqiEXANaL/JkPxznPPSfmR2VLpufJwOBOht+vt6AvX+VCMxO93GY7Ud1UD/HRdk7p84AnG/NiDhEAxCxO68vbnOYeD+ogR/VhRUS/7ivT2sec2s8TXl6RdJ3s43b58oquPPWn+XML+3j1yKmXV6kcOw2OZ/i+BU+WZf0egA8CWLNt++Ctv6UA/CmAIQCzAH7Itu1ty7IsAP8OwFMASgB+3LbtN2995scA/PNbh/1V27b/8NbfjwP4AwBBAM8A+DnbtnemOWiwJ7FZ5GXex/Yty8+qje1ijUs2JwK6+qGkOGstPuPAqbkzFBIDV4VxLdW0k4l6+br6tS0XeTZnKsilyAHgzCa/v0+O8M/+7ZIefPye7gt0reASzquh+8IWK/vo2uurPHBNRnnl5GCvVg8aBOd/r7h59TMuZkABQNTNK6PFJv9N3NPNG7sB4Gqev9tBF3fwDVHmdcqcGhgY7G4M9OnE1Ilhbnu3qzyx0hvTFQ6PS/QCVXnAFvZyP5up6KTgdIkfN1fk/v1Qr+6lKrX4nqLa5P77A4d0i8F2jQeDZxY4O+S+Qb63WvPz/lYA6IvwRJqqorV7NTtktc7P9+ySpvszfD8rT38A4N8D+KNv+9svAfiqbdu/blnWL936//8dgPcDGL/1n5MAfgvAyVvB1q8AuBuADeANy7Ketm17+9a/+acAXsHN4Ol9AL70fbwegzsMYT8v1TpN7Y4II+kSPS6phqakZWL8R+wGP9+66MECnBv2GQ5EtELQ1coQXRtI8o123Cucl0PT6OEObnyrFncU6YimIJZc3Pgqw7wlsoIAkA7ya+0d4c5fZcOUSh8APLd+lK7d1curXSslTVHwhvim4o0FTq/rTuq+MCVEsSY2Kwkff8eWNg1xwsDgTkbIoW0x5OZ+eE5QhVst7d8HIpwO7CSkwFBtah98lRe08PBBIVUu5lkBQLnB9wZRH79/qxVNB1TVnKN9vBVASatnC/q5vL7IGQwHu3lgpYIjQA8Lfk+fTuYyfN+8j23b37Asa+i7/vwRAO+59b//EMDf4Gbw9BEAf3SrcvSyZVkJy7K6b/3b52zb3gIAy7KeA/A+y7L+BkDMtu2Xb/39jwD8FzDBk8G34a0Z/nqH9msDqTiyqh/F8uviZ6nBN/9Rz85lzpXARVhk9ovWzhwFAPhE9u6NJV49OtCls41FMXOpO8CD06SYFwQA61XuLJQC4KUNPXDRsnigc6id0ylDFv/OmlsHy1URJ25UeLC3tK3vfcjLq0uHerjDjHl4kAMAS2Xu3CrC+deFuMjZs2ZKroHBnYxsQfvLgqDtTqW5bZ0v8EQPAHzxHK/Op+J8g5/u4r60K6xFqOxRHuylvDx4Un4LABKCTfD6DX4fRjv1+Sq2yzen+bUo0ax7R3SF6No2rwIt5vl3quQcoAPBAna2B3qnU3edtm1/K628AuBb2o29AL49Ll+49Tf194Xv8XcDg7/D8QmeDR/0zsnPztW59r+iPv1fT+vS/T9+iq+dXeevcF9cB1ZKgno4xnfabXXugACg5N8ZJeBkD6dxrde0M8hXVeMtl3tVwRwAJH1886+ycJNtembIeoUbXzU3yefmFUwnqfL9PfwdbPfzifTdWs8E+QYPnmYzPChLhrTaUVxkQJcLvOq3mOFB193HdRbzzPNy2cDA4DbDJwQCAJ2o9NvcpgxGNAMkPMEr8CpocAu7nIL2EytixtHlDE829kR1T45S20tEuI9RokMAMLPNk4ZqIH2mzu25k1hUy+bBUzrIg72vvKWZGkcFo1+xThRuG+/Btm3bUpJm/4CwLOsnAPwEAPiDegq0wd5BKsCNQ87S9CVlQOezfKP9Ex/S/TFN8ON2RrkzUHMKAOD0Zb7WGufZp1JUb3pXhVqcGpoaqwnusugvArRqXr7GA6t0UNP2FgXn3C/U9ubzOthLiYpXd5AHMkplrjus1RUVxXOjyt/tly5pJxOP8ffz3iHu+JwadktNXvEqVjkt5WAXf49mtnbGVTcwMNgd8GuBOskIWK7zxFTAo2nEATdf/9IZXuF47ChP0GXc2h5NRmbp2maL+yYn2t56ge8N+uM88FL0OgAYiPNqmGLmJLychfDmJheZAoAusQcqCsGnj9zN/SygRZ0Cbt2nzvBOB0+rlmV127a9fIuW9y3i6SKAb5+G1nfrb4v4zzS/b/39b279ve97/PvvCdu2PwvgswAQSewzohLvEqj5O0oQAgD6Q7zvJuvjm//Nis5iuFz89asLzvRmQdO4njrON9vLBV4ZUXxpQA/v2yjxjfhc7Rhd609oildF8JPPz/Lz/fgBLQISDfFno5pjry9r57UV4cd9sI9z6wsVftxLNc3h9oj3aDzFs4LHxrXJL1b5/d2u8t9M00HQZCXHHXxC9Fl1NjkFpBJ32HkZGBjsajhJfKmqgBJvcOpbSgT4Z2NRbstUkuhaRgdPAS8PyjpC3CcWHBKnqn9bBTlOEuh3d3H2yNubfHix8j+H05rx8+w0n8/16AT3BR5o1omqzuUc7i//zncWTwP4MQC/fuu///Lb/v7TlmV9DjcFI7K3AqxnAfwvlvV3ZYL3Avhl27a3LMvKWZZ1L24KRvxjAP/HO3khBrsfFZHtbvfpTMV2nWfv10t8E9kV0SppLZsb5qiolHWHdJBTavIKkqoQbQn1PwA4HLxE17wuLhV7I8KH5LZbunRf8nKH+UqV0xs2oQOOYpVfq8pEjnZrw1xp8CBovszPt1LjTu9kv6ZTqsZateGY39CO4kgvr5xG3IKu+ox2xJ9+Pw8iszX+e9rycKbAV1/XCRADA4PdjRJ3IQD0wO+LqzxYGW/Xftjv4vZ+rIfb++ub3Lbe3S0UIaAFgtRIhrBXV0Y6gvxaf/9ZnuB86iFdnavY3Fd0RjiFLmjxte2GZvycHNGMC4ZCS7dLqJlVgzHNFmL4fkqV/wluVo3aLMtawE3VvF8H8GeWZX0awByAH7r1z5/BTZnyGdyUKv8UANwKkv4VgNdu/bv/+VviEQB+Ev9ZqvxLMGIRBt8FVRlJJ/QPZinPM1ctkS3bLO+MPwsAS3X+napKAegsUbbBj3sgrNX2ti0xib0iBvO6eGbvmfkp+Z3REL/Bpw5xw3xmUQs7HO/jQdsLM3yTPta9s7I+ACxluAM61MMDeBVkA1p5qFjnQaISfQCApQKvqvZG+XN56pSuAm1XeaC4mhdBrVDx62gzc54MDO5kvH1W26ONTZ4gOXWER14qOAL0nKLuCBeiGYrx4yo/CwAzG9y2jrXxAChT3VllBAB+8FG+lnYY/q76X0Nefu8zDV5hu5HV92gowd8HNSNTiUkAwFicK9AqmrvC91Nt70fI0mPf49/aAH6KHOf3APze9/j76wAO/v85R4O9jZYoZz93RQ+zvXuI/4hVE6tT74fiYneGuEFfcOnMvpqj0xXmhvlSiVeIbn6WO5J9YT5rKA/uKB4Z1VnB5QoPgkp1XoF7rJfPcQKA9RYPkBT3fj2vA4PBFK/IKBWgQl04RV1oxOuz/H3Y18MD17qlA46Ah9M8vBa/lssL+oQfnuDvUSzNA+I3b/DgPRI0DGwDgzsZHq9OEv3Qfbxi/c1ZXn0vJ/XWNuznvlYJD3mFPZ/d1oHBeBu3gc9f5Jv/+/ZpYQfVF6Z6fd5e56wIAEiK/UhvmCfvXhGsiMG0VsRVe6uwm9t71ScNaGpj3EE4g8EMyjDYs+gKcx5xOqg3kSpDopownz2tDei9B8Sk6yA3rh4X798CAK9QbsvVeAVuJKoH5V0vcEMYDnOj88xbXAxhclBveieT/Jy26jwoWxVDhgFdzbmrn2fhCg4zl9r8PNBWRjva5HzTvdcAACAASURBVJ+bb3K1RwB4ZJRXGueLPEicWdXv57F+Xg07u8KP+8Skfo8qLU6bqDS5g5/o4huDt+c1VcPAwGB3o71D29YvX+D26oMHrtG1hbIexqrmQL05z7/z+DD3XUfbNW1vrcqZGsvLPKgITOkq2hde4wmmj93Dg899aa0OqMSt1OD4R3u1OqCCkw9nODOr36NDg/xaSrWdhUEmeDLYs1Ab17fm9CZyO8sz8LEpTjPaP6IrT6NBvumtiHlBhar+qSZD3MBuFnmFY6M4JI/bHeUB0qXsAF3rSHNjFfLpLJGaCaSEPC5s8/MBtPiFUtxRyosA0BJOZqvKg72/usQzfyf26QzdRo1TDd6a4VWgRw9quqpP0Fl6k/ycbhR0v5n6LY5EeOClNkEXLu3cSRsYGNx+eB0qT0rK/GKG23tF0wJ0Im0uyP27YpasimHfgBZveP+D3L/PZzUl7f6D3GZ7BFug3NJ0QDWg+K38frqmErlO85hSPjEsWMyyvG9Mz/x7+Sq/hwf6HRrvCEzwZLBnoYbOjnbrTEXfGM/KVG2eKbdt3fO03uQVGTVoNBXWAYeaC5QUl+qkdtQmZiO9NM2vdf8AN+heIQt+85y4g1Kb6f0JnflTXOy5HKfBza3qKmV4lFdAnn6Bf/ZDD3Ln1OPXzn+tzh31wwd4UNEQtAhABzkxH6fX+QQNBgD+6i1etRo6xu9RV5AHe489oLOUp78qlw0MDG4zwiEdPH1k+Cxdu1Ddx4/b0omVv13lm/+pLr6Bz4r+o86QpqOrSo6a07g/pcWDtkWv9Gd+gwcGn/kZ3etzcZWvj7Xz+3t6licM9/dpBs2GSDYG3DzweumKToZPDfDk8qVFLZrFYIIngz2La1m+YYsFdCn89UVeFbi/j/f6bDgET6qKEbD55nQ5q6ebBrzcKHVGOPXJSZig2OJG/f593IB6LG0kFSIefr7qmU5X9T2ajPOq3//4fy7Qtd/8H7STUfOj3ncfj07/09f42qee1O9R0svv/WaNB4lLOU11axNBuk84r3Uh9Q4Apw7wREahyc/JI7K1asiwgYHB7sf0ZR1wnBuYpGtDEZ5gyohhqwDQHedBRdTLbZVXqP85IeriydGJOPf9iokBaLv8L36e+6Y2lw7KGinuT2tinMiDY1yYSY27AICEj/v+qIv7vPdO7axvCQAGx3Uyl8EETwZ7FqpErGZEAMA9fbwMvFTh1aN0cOc/4qzNN+krmp6M94kZR7/3HHckHzmlDcdGmW+Ku0Na7p1BSZkCwPPzXMTiuJib1LB1heh6ifdv/eRPc1NYamoHPxTmTkhVu37gEd4HpCgeAHB2nV+L4rLHA1r8ojvIP6vUl1YyOtjzpvj1ZIRcftjHkxwe0UBsYGCw+zE84qC+FuFJrXyT26NMVTNL2gN8I35xk1e0lRrcSlnT6+bW+b5hrJPvR4ZCup/0WokHOd0+Hsi8ndViUUqEIVflvmt2gyfDokHt11yi62E6zwPBdEgzc7rEXkWxLRRM8GSwZ5EO8EyPGpoGAFvCMAc9PPuUFzLRAHBpkRv1gXZ+3LvHdMDhtfgm88kHuHFYK+jz7Yzy7336Te4MPnCM060KDtW5/d08WCmJ2V1xkTEEgCz4vQ97+b3/4hucSgAAR8a509yX5IGVktP9vS/rTcWHTnFnoWR4U0Ge2QOAqhB2OLvIg/uBtp3LuQc8PMmR9PNn+lfndY+BgYHB7oZX9DQBOkBSqInZewAQEDMKD6R5sKKq5MmA9tHtgzxge/U6t2VWD0+UAXqfcy4zRNfGE5oaroKKgJs/l94o9z9fO68rgskxzoTpiXHfpWTMAaDc5HTLrcrO3jETPBnsWaiNdsSrDV1KiAv4LL5RXKvpDd1gB98wR0WWXZXmAaDS4kGQUvErVh0oAUK29cN38SqQMmZeS1MfLqzzczrYwTNpAehqYluQO69cjTvFHznh5GS4wT+3ybOCh9KcRvjp92pK2lsrPDvqdfFgz7K0k9kS9yEZ4VnD+Q3+WwOAo308mK42eSNwU9BKI2FNOTUwMNjdyBV0JSIogpwzq9wG1hs6KHO7eO+sYo/ka9zPOinilhvczt0/wv1ayKUTXp4W96fbPh4Y+OAg3FTl92hmjfuJg928OndkRLdL9AS56q0aYXJ9XVca+9P8PXLq+2YwwZPBnkXAzX+or8/roCEe5obweDvveQp6tEFayXOj0yaqAitFXa3pCnMLkPbwjetAXGfoVHVkpcRFFlQ2rNTU1a6hFA9yvnqR9zyN9OjAtSfKj1tr8vswV9LCBL0hTnUbT3FnUAen0ClpbwA42cPfQRVIbzv0JrWH+D0KesXQaQfVcCWXn/KLkQI231QcH9FqUX+qT8nAwOA2I+QwMuTVBd57rDbEUa/2wwkvZzc0wc9pqcrtZzKovzMszkklFG84+J+IGFibCPA9xZ+fHpbH/egxLsC0Eea2VynXelzaZt8oCUEtH7/OiU4dhCsVv5qYhaVggieDPQu1YXti8LL8rBryqnpnhh34yW1hvrGNe4RKmoMqkRJ+yLQ4rcxJMCJf55mrcp2bj0SAB2xXatpo5ys8Q/f4fl4Fcgo4Nsv8WjYL/DstB0p03McjBzUId2aVvwsdce0MXlzjgevDE7wieGlZRzn7u3kQrqq1AZfeOBSb/LeoBjlO18b42vLOVJIMDAx2BwJ+bVzv7+fV+YyY+afU6wCg3cuTWlVBK48Hdk5P3ipz2+sK8WSt30Gk4k++yu3nhx/m9/fxw1re+/wWZ01MJIUohEjQrRe0j97K8f3IoX5+H5I+ra6oRmk4zbpkMMGTwZ6Faj5U4gwAMJvl3NxDSZ71b4BvwgGdJVL87ulV3XfTHuOGRVG1VLULAOaEEMCBNh7ILNS54d0q6kzPZBt3bGqm0nxG36NsiWcUi4Lx15PWgcxWhTtFVckZaOPns5bT75GaTaEoiANtmjaRr/Fn89Ycfz9HurSDn4jzLOaVHH9X1G94dV1TWQ0MDHY3Wi3NmVqv8iRRp5/7iXxdb9Kr4EmtbI3bOWWPnIIcRWWPCGrecln7te4u7ke6A1xwQ91bQAdISvSp6OaB63BSiy8Ni21ZQyR6V8v6WupN/lmnyh6DCZ4M9ixUv85mRdPg4qIEX7SFcYXmPS8VuCEcj3PFvKM9egOvGmCV0d6ua4Wguzpm6Zq7xe/vrJBXjfgdgpEqfzYq+NyX4sYeACoJ7lCbQqnv6qZ2Xh0RHnmdWeRUQsW1PtTDeeMA4BJS8CpYdlIW2irxTcXBAe4w1ZwxALhe4NVaNVRR0T9PHdGNvl/+nFw2MDC4zcjktN1oipl/v/88p/R94D6dJCo0eIIp5uWBjBLjUaIEANAUQ17XqjxZO+ow8Dc4zn2MGjXiJBa1Br4+luJU9WyVfy4d5PYc0EyYmJs/FzW6AwCqfu776/bOwiATPBnsWVxe45ter0dnvBIhbiQ3wcvSasArAByJTtO1CoRBt3SJPW/zaz2/xnnEIZ8O9qJJ3jz7ysIIXRvr4Iauw88pfQBwZp1XIqIpHqhk6jogVlCBdndcC1EoB68qWhM9PEB3CnJevS4qo/38mamNAQBExLwRRc1zokxuFLkT74/zQLHc4Mf9d7/Ns6oGBga7H2urWripIDbiH3+I+8RSQwcyr1zjJY6pPm60h4O8gr7iUMlpKfU60Q+l5j8CQNDLA8WkxSW6G3G9/Ve9S5c3eXJUzQpUrRSATo4ulbjP6w9zqjqg772aWaVggieDPYvhNr5R9IjNMqAVwLJlvqFzUjPzeLihu5Ifp2sDMR1wnFvlAZKarTAR14PyVCCTCPPjVoUAg5J7BQCPi9/DlQIPXJ16k9SzSTvMn1BQKkvHhzlNISaGAZ9d01SC40N84/D/vMwd1I8/qKtzb6zzfjRF0/Ra+vfUHhZiKKIamylxF/UDH9fiF5/91/rdNjAwuL0oZvlmGQD8Xk4jfuEKr7j0tGk/PNzJk6NS+jvHE4ZT8Tn5nUog6PI2r6IlkzoQVFWXmqAnNlq63zkr2gjaI/y5hYVoVlaoFQJAUdAte8O82rVR1W0YCk5KxgwmeDLYs1DUJqdsw5UVwdvt4IbDab7Ehodviv1evoFfdRjA15vg2alSnQeCToFMZ5Rn4UIiEFRDCi+s6gzdQIpfy9wmP994SAdAsQA/X/U+qKoUAFxa4Zv4o33c4NcEjUNVPgE9RPfJe/h1fvW6HozoEa9vQ9AbFG0UALbL3GlOxnlTeDHKHfhCXr9HBgYGuxvzl/hvHwAWt+6ma6Pd3EZW6jowUL52XtiVhBCMKNu6qrJS5ht81SYwV+SS4YCuuswXuTqtE4VOJbVGY7zFQPVuBxwClXY/r5Rt1vgeSMnAA0Ctwd+H8bhOTDOY4MlgzyLh5cah3NLZnNEO/mPrDwnFN1tnVl6e44ZwaYUblo+d5M2xgFYsU4NGL4qZSgCQjvCNeMrDDd2sEG/oims+elGIFpzo5bQJ1bcEaMU3pXToNKjx8b4LdO1qlVdyVOYvFdBUQZUY+MLf8BLcjzyme6nWS/xai4IK88YKr3wCwMEeXilbq/MMsho34PPsvFpoYGBw+3Hkof1yPRnhPvELX+I2+5/9sE7mfOUSr/T0tXPbOr3Ck3dH+rQSn1KRdQu2xXZBb9OHIzyIbAlKuVOLQXeE2+wtoXQY9vB7f3FTV4j8HWJmlUjABb06KBuN8wBzJsffBQUTPBnsWSiaVtTNAwoA2La5kazafBPp1DT65ADfaL8SmaRrqtIA6GsNWNyYtUe0we8N8aBNZdruTfLrzLu1AVX30A1uJNV8DgC4tMozV5M8Qec4vXyhyamNisOt1IOyVf0etYnK1Cce42v1lr5HIzGeGAi1eDIik+CUU0BX9txCbGJbTH9//fLO5nMYGBjsDkQi+jesKkg/90PczilBCABICsbvRIpvtENpTj/eaupK+GCCJ64W89w3HezWlRGlVjomZLi36vp8v3GB9xAfGeX3vs3Lk6p9SR3UXlzle4PxDk6Bf/6c7nc+dYAHe/GAPicGEzwZ7FmsVfgPsSOgM/BBDzcOqvxerevNack/xM9JqLYti2ZJQM8MmurhG3GnPqGSGLh6boVXDDpjivqgqypvznFHUhCDeU/t1zKoBdF3q3rgmg4Bh+p5UjLmvWHuFJ1kb9Wk++4Apwq+tjwgj1uMcc55zMd3HE7PVGUN94tegcsVfr49ojpsYGCw+9FoaMGidlF5UkktJeIDAP1CeGg+L/xamAd7QQfqshoOPxzb2XgOQKuVqgHvSb8WDzqxj9+jmI8709kir+SoviUA6O7l1+IDT/R+8KgW1VCzpyoNIxhhYPAdaPPzzbRThSgg+nliPm50AiFtQC0hZT6d5RmkwZg2Otk4N+phLzeCG2XddN9oiV4goVioAoM3lnSZ/OFRrqKmqHdOogUPjPKMYkbMRkr7tQyqUppLB3mFU83KqNv6uagK0u88xyl0HzmlHaZ6V5ZEdrQ7qgPXiJ+f70vLvA/LJfYNnQ70TwMDg92Nbz7zplz/wH0H6drlLU4XqNR08NQe5bajP8p91/NXOO3+g+OX5XdeyvLPdke5fXRiC3QGOb1OyXD7LJ2gKwixCeULXjnHj3lwQgshDSW5ry3UeFBbqOmep4CgeDsF2gwmeDLYs8jWOeVnMavL+iMpbpDUAF0njMR5hsnn4YFVR433+gDA5y9zw/KlBW58f/RDmg74+iyvsj04yilel7a4ozjUrfu3Vsr8/oaFpGtHS08Kf614iK6pCtxmUffzJEPcEeer3Ki/vMaraHcN6YCt1eIn/MnHeSDz4jXBTwTw1DBv4E5H+XNbbvI5ToCuhlWj/F1R098vZnQVzcDAYHdj7Jim+3pEb+dkivsfVWkAgKSP21dV6fnwGKejf+XGlPzOkQ6eLPujv+LX+bEn9RgIrwiCbuS5L20L6UTa6zM8UTnSw8/3AydEwlD0QwF6TmYB/D70xzSTaD7Lfa0alaFggieDPQs500bPPZVUreE43whey2gBhlydB21u4Shals4+3bWfb6bjMR4AuUX1AwDGunmworJaPTHeH6PmBQFAn6jW5Fuc27xl6cBgPMGdrR+iyTU7KI+rqpRKkTDUx53B+SXt/DviPOhdExPp//rpK/K4j/4Cfz8LLb6WqznJ6fI1FbhmGjzDubBu3JeBwZ2MVFonMQNu7kfmCzxhmA5qv7bTmUH/94s82Ds6uXMBm5/5AX6+GYdWAKWCqu6DGscCAIeGuO9SzJLZHN8DreX0xmtfJw9qFT2x1tS9c8MJvmdrit5jBeN9DPYsQhYPniyvFgHwWdxwXM7yLHtASKACeo5BX5hn9q/Xx+Rx1Ryd0Sm+tlDkDggAfG5+PS9Mcwd0/zjP5pxd07S9iTZumM8t8/N1qmgt5fhGPFfhprA9qoM9ZXrz4nmnAjxIjItBjQAQ8/BNxUaNB8u/9vN6s/Llaf5sHhnnc5PGQnrGyZWCDkAZtkXP2PKqpp0YGBjsbvT26qRLrcWTWrkyt9mTET00NWfxqvVWjW/wP33fDF0ru7Qq67Ucr7CvtrjNHglqOffp4hBdaw/xYGQpr893PMnvoRrirkaCOPVY10SbgKpCRsTMREBTPMP+nQW9Jngy2LNYqXG61UpebyIPpTlNrjvCDZKT/KeSglby6WsFbejawjzDpOiLqYA2OmrK+Hv28fuwXOTOYDTNKZEA8OwZHpQ9dIAHDU4c7s4I/2wyKKpoXj7TAgA2WzygGxFqhZdyPKBQvHsAuJzhQU5PlD8XJaICAO8Z59f6yg3+nUNtOthTTrMtyM9XNWE/elzTZ7/653LZwMDgNqPhsG9V/qczxm3DUl331jTFmIiWqERs2HxPsVHQim+qChQTY1WWavpaFDYr/JzGkjrZ6BE9xEqsQ81qSvl0FS1gcT9SEKwTtccBgKEkT+ZulvVzYzDBk8GexUaRc3b3pVblZxdK3EiqBs5kQNMFhmI8m1Nv8TK6Ey+3WOdKPsrQ5R0aLW8IQYnxFDe+mRI3LdOLegP/2CEeXKmMl+qzAoCWKDaGfdyLR7x6QHHEzQPQ89kh/jkfD/ZKDT0vbEgM9ouC9zxZPh1wLBU5N/xwL3eKqqIKACsZnhho2TzTa4G/f06zPQwMDHY3FhZ08m5pmNuj1y5yP/yh4zr5pGYJesXoBGXroU22RE3MaUz49DBbZXsVu2GrqoOGbIUfN+rnvkvNIFQ0dgDItsSAXfFZtxjVAgAeMeol5jNS5QYG34G+GN+EZ2racAyFeKN6HdzQ+W2dgX9jk3Omk2LK+PSytszHBviGOeTh56ToiQAwt8npDa0kz9AdaOfB6VBST2J/+SoPVkIBHjwNtGl6nZqF1ScqRDVb86kXS5zj3RnmzktLsms6y4dFgLnd4hsOp/lm0yJ4urbKnemTI9PyuLONCboW9vJ3MOrlyYjtms42GhgY7G6Ui07UW257HzvKbdlCXifo+mM8EaSSja8u9dO1yQ7NqFCUNPWdG2I8BwC0hQTrpMoZNioYuQlu71UQpOiA3oguNbb5eJJ4ucIZHko6HQBev8Fpe8Ptes/GYIIngz2L+SzfnEYD2mjPlXlfk5rrc2lZ0wGPD/DGRUU7ey3voLgj5gKpakLUIetyvI8HQZsVXhXoCvLMn8+tjfb7J6/TNSUg8PaSdjL39nMJ9M0aP27cqwOOly9yB//QQaEW1csNvsp+OuH8Cq8uTXZo2sS9HVxQYjbGNw4vrWrVrEM9/L1XM6sqTf7e15v6WgwMDHY3evp0EtMCt4PKRsYDOpHmFsddLnM/MtbOKcZOAgzPvMzXH71HJPZEEhgAFkQvr2IoLOS1v1TKwFczWoGWYTGnE17X6/x9GG/nCWInyv6hHh6UvbWgA20GEzwZ7FkkgnyTXm9qhZVinRu6qSRv4FyPavlktVHsC3Dj8MRhnikDdIZJZfYLNR2UBT3cCa2JgC5X4Tzt7qimIWyJykm5wZ/LXb0OTcLCMKd93EFdz2sVvw/fxb+3KugYaoaWmu4OAJ1tfP3BXt7UnG9pFb+tFg+8VKYy7NfVORXQDac5FSbs4QFmqaG/08DAYHcjHtMJkL4IT94pWev5jFZ1WxMcu0KFn9N4B/eH2xXNFnjiBN/gx8XAWlWVAnSftVKSCwnaOKBnYR5OXKVrz17jLIP7R3S7hKKcNyzu+3/rWR3M/eAjPFg+MaD3DQwmeDLYs1AGKerSG3hV4diq8839cFIHOao36VqRD8m1tf3Esy9y4/CpJ/i1Jhz2n0qOPB3hm2k1vXypoB1bT4Qb0A7B4VaSrYDmYlfFoFul6gQAtTA36qpHayHHA6AfPnRJfucLa/vpmqKVlkQlB9DKgUq0pCHmTgHA0W7uNFfL/LemGoFfPG+CJwODOxmlMrfJgK4Qvb7MK+GlqrZHDw9xdVClpqts4Be/ogeF/8D7+GeXxezIgaTuC1NKu4U6p8g7BWUpD9/LLFT5PTrQx89nZkur+x5u459dr/J79GNP6HuUqfHksmI3KJjgyeBdiYJoTASAvJhbs7DNA6D+lObPKq5wOsyrH8qJAMB//V6+tlThPTmL4loA4EgXn42kMl6X13mAmQzrjFfKxakGV0u8stcT0k3CqlIxIyie/QltmEMu/sxVv1S1zu/fxZKWpj/SyVXxcg0elDnRAbfK3Mm8fp5/NpHQlJVYgFMjlES/won9Onh6ZkdHNTAweKdw8W2d9c8c5om2oTRPpNWaemu7WuWb+BdPczv3yfdw+vFH3qurH2qO40Q7p5U5ifF87QwPkH74BB8voXp1AeByjvva0Rj3P/km31v1xzVlf77IGSuKDRSLaR/dGeCBoBs7Ex4ywZPBnsXXL/BMxbER3esTFFS3eIhv2lS1CwAW83yT7o3yoGI5r6s1w3HuhEpCUS8a1JtpJShx9jq/Dx89wHtn/uPro/I7O+7iz00FbB4HIzi7wQOD/V08cN0sa4GLhs3PVwUr4238OxsOg/uUpOuFDFcdVKqCgKZy3H+Eu4ugVycNlBqSolO2e4WQR2Nnww0NDAx2B0IRTXVbK3GbXary3/9AUjNL1MygqQlu75s2p/Qp4QYAKNaF0JRLCDCI3mIAeOQIpxK6HJKuCh3hnc0SvLbBg6fDXTpR1mjxe6/UaZ2qaCqhqNSTFUzwZLBncXKcBzI+t95obwijXahwo32xoqWgz13mRvLjp/jnkkG9Of3KJT6D5+EJbrCcStZ/fYlnnx6d4lm4hRov69+zXxt0pUo0GOaVsM+/wWmPAPDEEZ7d63Dx43rDmmqgqJhKPehangc5qYB+3q+ujtC1njh34n0Bfp0AUAXfzNR9PAhfK+vgPt/gDirq5wFxycN/h9MLxn0ZGNzJiMV18LSwzn/jD4zq/hkFJdN9fYH7p4l2buvjXi4mAQClBvcjKhk2ltDXqeZSbTd4kNMf0r5AfbYh5mTFgjwwVXOnAKA/wvcqanhxGDpYrrr+4SnexvsY7FkocYGLy5q25xKU6aN9nB62LYQbAMC1nwcrCZeQVvfoWUN97aqfhxsONZwPAB6e4Fktv4uvNdzctKjeIwC4vskzbVVBD3vssFbFU1PIvzLHe4iO9Ok+NiWqoWh7fRF+XKWQCADxIA/+I15eVc009Xu0VuLOrSPE35WRMFcyBHRQppz/qzc4jSNfNHOe9hr8YU0jrhZ3JitssDsxMKCDJxUgbYgZhO1B3X807OM9T8V9nDKt/OV2XVeIrq3xd9vVySl/AYdE75kFHlT0t/FkbcmrA4p2vxiHIWTDfZ6dV7subnJ7r/rJi9BBmVuIi2xUdjagywRPBnsWXSGe9e8d0j9wpeSj8MaqrjydHOT0urLNS9ZOMqi9MR44qF6fpq2NTkTMiIo0uXFdqHE+dammzc7+Dl7RurbN7++htKYEKC724V7+roTcesOm3pWWkGD48gVeLezUrxHqDR7dj4l3YbGsefkqQFoU1NFyUFcw82IoZWeYZ2zTUf479XuNVPlegwmO3l2IhbWwQ7rJg6flFq+M5IVQAgCULL5h9rg5BWyhyP3alP+y/E5fH2djdID3EFU9+lqO9XP/owSLslUdNKhKT8THE4aKQuc09mMwtLPf/1yJ+1IAsMRrFvY5zbv63jDBk8GexXyO70DH47yREgAKLV5BUn03p4ZvyOMqRThVeo65dPXjQpnLg65kRPDkECOe7OfVmm+sH6RrbUKJTxkyAJjZ4s9tJMmDnIaDOTuzyI/7ngEu770h6BYA0AsuXT9d5/OPxnt5RlENcQSA6xl+TrMF1fOkHYVSQuyP8XuvegEAYKvMM8xq+ruStV92yDYaGBjsbpR06zEybm7nri5zv3ZkUM95CgsWQtDDT0olyl7ZOiC/c3+aB0jeGj/fDUuPylDiVpkyv0cBr3b+NZF03Zfg+5ztOg9qnVgnFZsHdDMZfh+U4iCgZ3M6JUfpMXf0KQODOwB9Ub7Zu5rn5WFAB0htIf5DvVHUmf2ghzc9Vjw8e69U0ABgUMzDaLb4ZtoSjfwAUBW0s/4k762pigGmByKz8juLNq8QKee1KoYbAsBAG3eKyzVumJ0U6jbd/LMJF8+0Rbzc/Kr5HAAwEOfB1ZfP8iAxl9eR64mDfL3e4tVPp6bbkI8Hitkaf96dfl6FnG1omoyBgcHuRqOp/c/ZNe6nJ3q5PX/+bV2tGe3n/rQjygMZRYmO+DW9TiWYbrh4D+tv/I6m1v9X/4jbwbCf+650UFeBtiv8HmUbPMnWbXEK97rYiwBApcn3G2qv8uqMTqQpSfx7Jg1tz8DgOzAtZgp0RHS2oTvAN20ZYTicZJe3a9zQTa/zjE13XKfolkr8Wr95hhudj9ynFYK6mzzD9EL+CF2bTHN6ogqOAN08e3p9kK65HcTXuqI86FUB0tfe1pv0hw9y56Ykc1N+/jmvw8R0Rcf4+NFrdK0BTf88t8lFN/74vTGMIgAAIABJREFUOX4tP/++RXnci9VhupYO8PuwJmZ7OGVODQwMdjcqFR08+T18XfUC3Telj9sZ5MknFeRc2uTJ0URQ2+xcnQcjfjf/7E//uE4Kzm3xgEPJuXstHez1h7kPLzT5teTdfB/jtR0CTBe/930x3iYwEtf3fqXMzynmcyh/EpjgyWDPYjQlGgyFQhoAuASVaL3IDUcwpn+IZ2/wjfhkLw9k1EYb0DSuR45zwzK7rQODepw3z1Zqgk8tqgmbJX3v++O8YqgCpJOJ8/K4yzYPDJJe/p2PHpKHlUIUim652uI87a9f0VSNJyd5UFuy+fuperAAPez2U0/y9/NykQdHAJAQ6oE+ESjG/bzxe7Okv9PAwGB3Y3ZW+7X79wtVNy+3uxsVrf5ZbPDKlBKwGUtxsai3FvXcpME0T/aoXqBLWzp4UonVouo19etE70qFB4ppISZRbnEaYUCITAHAcoHvR7ojvDe21NJ7ioEQZ+Y4sZAYTPBksGdRqvMfcZdfD+fLNfmPOOLnfSOZmi4fj3Zx49EX5NKh35jjZX0AGG7nm1PFM240NY0rW+H38N6eWX5cUeFQ6nSAbjjNlbhjW45rqfLtCneYaq0zpJWbKi1Ot1ys8F60gTA36A9O6MzpfJEHV+U6z9459Zvd1TFL126UuJNJBnQFU2FZ0i35WiK4s4yhgYHB7kA+oxkgRTFPSIkZJfyaktZuc197usiVV0fEMNajvToYSVg8Qfd2lvv3kF9X2FXlfmabJ1UvN/vlcX0e/r3zdR5YKTGJFYegNhEQlEk3v/ebNa0iq+ZS+d07Uwc0wZPBuxJvb/L5RQAwluK0vZCHB09bgicMAE2R2VfTtSc6HZyBn1c4VDCS6tQqaUrmvCnMx0yWc5tjfh08qb6wu/u401sucgMJAHE/32y3efnzvlrQQZkKHGbX+f0djnAKQ9Ohh6gtyLNw1ys84Li+rCtPN9a4E39ojN97jwMFRKlUBTz8sykfD1wVBdbAwGD34/BdusI+LPpjFYX7WDuXIgeAM9lJuiYrHE1e4ZjP6sDAEomg0SSvaDUcxHjWxRBdRVVXg4IBLZxRbPCkqlIGHonp2VLfnOMB3Xac+9LRuE6GK1+hfKmCCZ4M9iwUj7hc00GOW0zmVv0mMb/OpKls2dur3JEc69I9JQpZ0VgfdOvsfU7ImRZc3ID2RPimt9zQAZsawLcu5FPbhMw2AFxe5/0zawH+PvRGOUUBAL55hR/34QleXVqv8c85iVQoaslggp+v2+Uw5ykrhtmCP9PVum4EVvL0ils/X+AZzooYvGtgYLD7ERADsgHA3+L+8nA794lqwCsAhP18b6DEorI17g87I7r6rvYNKkByGlPSGeT2XiU/Hf2wkHtP+njAUXfz831jWSciTwzw4EqJRWn2AjAU5urKip6oYIIngz2Ltxa4AU1FHSQzBRWrUBODbgNaMlOJIQynuUEqNHSwp5RoGmKj7bd08KSmkGcaeiPOcH1TX8u+Dr5Jj4rmzrBLO6/RNDd3KmBz6o/zuLlTLIsM3fQqDwSP9eqp8hGLB4o3KryCuZnXAce9g/x5XyzwHqOogwS6UgfMN3h/nKKAFB0SIAYGBrsbWxldsf7ruSm69tjwVbrmcenjbhbFIHY/9xNz6zwYGWzXNjAgGBUl4Se2yzrI8UZ4ok0Fe04JOsUAeX2Rz6wKB/jeap0zFwEAlXZ+rar9wIl6t1rlzAcnpVgGEzwZ7Fkc7OWbcAdhNpklCnq5kfRb2oDWwY3v8+d4v9QTh7XVWSvxz3aF+X24sK3pixNJPpsi5eEb4pUaz+Y4quK5eJao4OIBR03IqgPaSC5m+UZcZTgB4PAAN+pR0QicL/FrWSnqwLRPUP4WtnnG8JH+aXncEngg43HxAN3JEWdFoNMSVNbekOgj0KKNBgYGuxyXz2m61ZOf5HbjrU2ezEmFNDW8LcyTmEpkQc1xnM5o4QG3UJJ77mX+uafu19eikqNRL/9szKuZGptV7oPe032Brk1XOPV7aorT4wGdtFbCQl+f1pWnDxziPlwNA1a4LcGTZVm/AOCfALABvA3gUwC6AXwOQBrAGwA+adt2zbIsP4A/AnAcwCaAH7Zte/bWcX4ZwKcBNAH8rG3bz77Dl2Kwi5Hy8qBhsaSVcRQ6RJl8scipWICmln3oKM/6u4X6HwAMRbkzUAZJyX8CwMVN7hAOpvk8h4CbB5EHOnRj7fkiV/gbi3IjuF7V5feOAA9A55o7my0F6EpkvcWrnw+P8+cddKii/elrgu8/wQOrosNg2eUSd0JrOb6paOvUvHGlSKhmiamBv6p/0MDAYPejd1DT67JVHhiouUphETQAwFs3eGBw1wBPCr44z3tyupM6cXppgVeXfv6h03Ttuj0qj6uU+raqPDDwQMt7L+d5Es4b55Wn9gD3BaodAgAurnGBiyOdPJH7sYNX5HGrEO0Hwn8rvOPBk2VZvQB+FsCUbdtly7L+DMAnADwF4N/Ytv05y7J+GzeDot+69d/btm2PWZb1CQD/K4Aftixr6tbnDgDoAfAVy7ImbNvemXSGwZ7DUpkHSE5Ngn/xGg+Cjk7sPPC6keXOoi28c8UyJQqxXeaGYy2n+dQj7XzTu13nDqgseNqqFw3QghLntnilrF1kEwHtLB5PvkbXMtBNze0h/i4lLe6IMzZ/FyoO0quPH+EOs9biZv30su5NOtLNM8EhL3emLvH+AZpysVHkAZ1fiEmoipWBgcHuRzis/U9K+GnV93llXVcT+tLcF7x6jSeQ7hvlib/tii6FPzDGPzvb5NWa1YKmJ2+6uV32ubndLXj1+e5Pc+q4Egi6nuf+MuLT1zLZwYUzFoo8sIr69LV0+vi9H4xoijzD7aLteQAELcuqAwgBWAbwKIAfvbX+hwD+J9wMnj5y638DwOcB/HvLsqxbf/+cbdtVANcty5oBcALAS+/QNRjscsys8g1oJa15rk8eEyo1gk/t1NypAgclxfn8dU2v60zwnEHIx893skvLcCe9KovEj+sSA0yfvaIzae+d4ENe62JC+fSqNqBWF9/g32jy447Y8/K4VzZ4NrIzxh1bWEi2xzw6uHd7+fO+sMnnR422aaqGalwOCfWlQkMHeymHnigGlRTYLPFMroGBwe6H36853AUxbmR6mdvW+4d4lQIArmY4S+HoILe917Z5UrUvpm1ryMWTeyrwWljX96inTQwS9nA/4TQkV7Uu3Cjy+6faBNZLWiE16eP7o/4ID4DWKrqCuVrjCe9XZzQbg+EdD55s2160LOtfA5gHUAbwZdyk6WVs++/GDy8A+FZdsBfAjVufbViWlcVNal8vgG9nin77ZwwM0JviP8Tlbd0fk+rmhm4+yysuLodkeHuYB0ivigDpoVHtDJykohlyDW04lAFVcu+JIN8sHx7Qsuv+Bq/Anb7KN+kPTfIqD6ADW9UPdaU0JI871c6rNer+eQWH+1JWB8uZEjfdPQke5DgF92ERIKl3LOgwpV31AxyN8T6sv5jmM1fatb80MDDY5Vhf13ajtU/0Qwr/robgAtoPr+R5deT+2Bm69mbpoPzOeoD7mFcvc+rY1LAmU3VHeNCmgk+lxAcAm2UR0G3x8y1FeeVO3XdAtycUm/yZpv062Vhp8vN9ZFK3ETDcDtpeEjerRsMAMgD+HMD7vs/f+RMAfgIA/EFNwTHYO1DDQh8Y0NUENXRNBQZxvzYOSh50vEcoyUFntSrghkXNXFJlfQBYFb1AyRC/DwExC0vJnwPAmkfMu+rjG/jzy7ppdH8X7+9SFY64g/y8oo+slPh7pGTtm0IuFwDG23l2L+DmFa2Cg3LgkhCqUBnFoENPXk+UO7cN8Czme/bxwDRn1PYMDO5oNBra/wTEoNbuEKd4vXxDS2KrgbYBL7eRqv9oLK4TnCqRdmiE7wuORC7J4xbdnKKofMGFdd0j3BvnScyJTh64hr3cry0XtBCS6t9SgdWGw/Dd9gD3/fN5TgdUuB20vccBXLdtex0ALMv6AoAHACQsy/Lcqj71AfhWZ/gigH4AC5ZleQDEcVM44lt//xa+/TPfAdu2PwvgswAQSezT5HyDPYOomOXg1CzZ5uPiAl+7ypv1HxGcaAAogxtJ1WjpaWnaU1uNO5JX89yRdCX0cbfy3ETYgiWnJrzXPNrsKPpif4wHTx63LkX89p/xZ/4zn+BrKjgCgLCbX+u4GLi42eAUEKVsBwBRD//OgM2dXkE0zgLAjQ2ejfS6eZVyu6SFUhJBfn+9QmZ2u8R/LyGfaW81MLiT0d6u7dFyngccpSC3VQe7tTptrsaTjS+c5gHbRx8UlH1bCw+sldWMQm6zrzd4PxQADIPT3LdanMEwnNLVmpSXMzlKLZ648ls8YJte0IGKZ4D7kc4QT94984I8LH7scb42GL1DKk+4Sde717KsEG7S9h4D8DqArwP4QdxU3PsxAH95698/fev/v3Rr/Wu2bduWZT0N4I8ty/pN3BSMGAfw6jt5IQa7G2HRZ6FkTgGgKRJih/p5Fejshs54dQlVvJjFsyPXavp83WKz7fPyNTU3CQC6evg51VqcAqZkRZ1wLc8rZUEvd16lmu5j+8Uf5UZdzRpS2TsAqAmnuSSCCiUjOxHnkrgA4LL5C6oU9W5kdF9Yqczfla0i36wkQ/p594W5g1JqkN0BLm17Zl3/1t4tCKf4pqy4pXsaDQxuJ/J5bTeWNkRFZpKPtPj6dR1weISr+CcPz9C1mkh+btd1P89mgdvPi9v8uCdH9W/4YmWCrnWFeBCZq+vK/ZUct6/pIA/2rmR5f9GD+3RQ2xT0+Qvr/LiP3qvfo/WKarXQ1U+G29Hz9IplWZ8H8CaABoDTuFkV+iKAz1mW9au3/va7tz7yuwD+wy1BiC3cVNiDbdvnbyn1Xbh1nJ8ySnsG3w4lzqDmPABAqc4Dg5cu8w3ocI+uGGyJJvdqk2eJmmKIK6CHiW7nePZudVP3PD20j9/D9RK/D11icF9nQPcmrVucfpfw8cC10dKUABUgLeb4fRhxqM6FwKtAMaEu9PIM3/TGI5qGcKKPy8Qrekilpt+jA4P8PeoN80DGdqAZqmrYVoNfa8XSvHwDEyAZ3Ll4+xUeqADA+3+BB0HTWS7Uc6xf+xjVz7Na55v0+W3uJ6IBvf1sCRt5YoRXgZz6VFVi6plzXAbgYwf0zD+vi7e4KFp5f5xfi2KVAMBqnfv+tgj3w6mA7qP2ufg+5lpmZ+rJt0Vtz7btXwHwK9/152u4qZb33f+2AuDj5Di/BuDX/sFP0GBPQKnJZCs6S9Qb5RuSiUO8GqNUXQCgWOcZpsUtHlgpyXAAKDe4gb17WJxvUVcilLHLejj1IejiFa2ViqZ49QS4M2iJ8caDIc05v17gKnT7UzyLqYIuANiw+DNXvVT9HTzjlS/rKpoKkBRtwuk96vLzHqOLGb5ZCQr1P0BL1KrM33aZv2NO1S4DA4PdjUMn+Uw/AIiLZFnEy22kEgACgN4wp7lnajxAGkjy85lZ13uKY918rl+pyemLmYqmA464eaD4lNCwaFg6KDszx5ORJwe5vLcSQmoKNVdAz+dSohDq/gHAikj0WtbOOnlul1S5gcH3HZsVbgRH43qyuWpOfHmZZ8OiQb2JVN/bEeQ/x1fmdHPn48M8g7dc4xmkoZie+P27X+WBwY8/xo22CjjcDsZqU8yPqjR4JSLl16IawxEeIIUa/LNVl3ZelzY4j3s0zQPXgAg41Bqg+7B+6l/y5/KTP6upbnEfD1ayJe74Brt0pveNBSEN3MffQTXz67UZIxhhYHAnw+/Xm+n/8By3Rwcm+e9/sF3T0WtN7mtzVW7vkwF+3Ae79aDW9Sa3gZkK3/zPrept+otL++jaEyd4YkrN0AOAeJh/9vwav5aDHTywcho4r5LLbX6eVC059PKqoCziM8GTgcF3wCca0Wu2zro0RCbjnm6u1Hdxe+d9GBmhHjbRrQfoNsCvJ1PmFa20j2/uAeCpB7hhUXKwDUEzVNUYAIh6+LWqSkTCz7OJAHC9woU+ag1eleoK63vUHuGGOVPl53t1mQeCnSntZE6LvrBf/G859aGumvkALOT5Z+/tmaVrX5nRPXlDnZxyEXPzjGJDDPy9e0z/Jj4vVw0MDG43Njf0b/jRB3kC9Mo8t2UTXTr5pGbWtfk560SNa3hpZVx+51BKSIpXuZ17cuK6PG5mhCcbL63xtckO7dcOtfNko4IS4zq9zn0wAIynuQ+vWnxP5ndpan3AzfccTpRzBhM8GexZqL6l+W2dte5PcqPucfENcdSvf8Rn17gM95FObqyubPPNMgCUanzzPxDjBqnU0hmbVosblqKQXR8I8GtRlDMAsC2+fiDCK2x1t64QKeW2u+MX6dpKU4+Pi/v5uxJ0cyf9spCQv2dYc7jdLr45WCvyDYfTnI0r67z/qB7jwd6pUe1o1RDDlQrPYio6asAhc2pw58Eb1IOP62VdUTC4s2C3dCItFeKJqY8d4zS46axOYubAbdlbV3jib3JY9C116yCnbvPvzPv5e6/o0gDQaAofXRb9r03dT5rw8OBKqe29tc79Zdivg1o1hHh2mV/L+w5oyv5sjjNoxuM7DRINDPYoKg1OCSgIowIASy4eVJSq3HA4SX8f6OC0va0q37h2RzUlTdEQ6jZfy9d08LRd5gFHR4SLbmRbWvBAIeDiDvNqiTvFraKuJsYCfLO9bPPj7jQzBQAzGU6Z/MjdnIYwvaVpmpdn+abj6DjPyHpcOuA42cM3AL6m6GNr8eAd0LxyJewyvcrpn5vb+nkb3HkIx7WAjaeNB+EbN/QGymD3oa1DJzHbhdrmWo3TpQ/EuHw3AFws8Er5flFEH07yRKRKAgFAr49v0kejXACoKGYtAoBXiCEMJnhQ9o1Lei7ig/t41Ur1lJ3o5Pd+o66lyhUvYjLFE3/KzwLAviS/90uVO0gwwsDgnYBfDNgb69Rqe2EvD4JCHv7Z2Zw2Dm7wzEu+xjNBHSIDBwB/+Q0e5PyXj/H7cG1dO6/DPdxZrJX4Rsfn4tcyKxSLAKAjyq+1K8SzYTG/rjydnuUBXd8of95NIVIBAFsV7tzUO6iC2rVt/Z3vObQzdSanYHmzqZ8Nw5KQ2nWCGrh4pFdUTTt1leIvdnxGBrcLmZWdzVwxuDNRLGrRl5fmOFPj7gH+rnxzhct3A8BUJw/K/FHuCxaL3L8r6h0AxH1cUGKzzNfUuAYA2Kpzv+YVDIVOrdskR3S8NMODlbEe7mPKdd3jFgvw9yEi9l0OBUxMZ/h7pGZsKZjgyWDPQvXWDAf1HJ2NJs9GNIRizOV5bRwGD/L19RwPOAJC2Q4APvk430wHLF4xuKdPZ2svb3Ej2R3l1LKSEHa4POswV2GIb8TrTR5UqCF6AHB0kN8jn+BMzwh6HaBFN5aKPLun1CB70preoCo5b13jQcX9E3ow4kqOO74/+J3zdO1f/KLmsnf4+T362jUuwFITeyvXzguCuxL+ML/31aJO9hgY3InYN6792qkh3l+8VOY+OhHSFfaZLR45hIRYz/74HF27Ck2vi4Db3mviWpI+nSQKiSBHKZmOtWl/qRLBD07wpJZb1I/WHVSO0wHOsFkXQ4Yjfv28PS5+TgGPZgvRY+7oUwYGdwC6w3wg21ZLp12W8vxHrpTQ7h7XmxyfxX+odfH77wpqMYStGjcsLi83HNm6pgSEfPykwqLpNublJfaHDul5TEsZ7iyUEIXT0L82P38fprd5ZmoyuSiPu1nj15MK8PtwPcudkzL2gBbOODXJle8urGqqxkQ7d/BHH+DZ3HxNRzK1Fg9A7x3i6kxVwct//qJ+j+40mADJ4N2GuQW9cd3q436tX4ymmK7rQGYixZM5by4q+h1PEvVEtQDDdHGIrt1Y50nV7qjuTdoocb+nkmxdYR08TYheoOUK911RL7djThT4pTy36Ykg32+oCpsTEi793BhM8GSwZ1Fp8grG0y/rjfZdU3ytP8LpAislvTlVEt539/N+qNMrWrSgO84NS93Df+Y+hx6YVIBv4ltC+GFOTBnvjuj+raNdPMjxi/lR1wv6HuXd/N6rgPj1Ze2ID3Xx56aqn10Rfv+c5pR4REZxqcA3HIe7NC1qZps7xY8+yJ3tK9d4LwoAPDHBm7vnCry6eXlRVGP9e6z0ZGDwLkMipregQ+D9M3+zcpSuBUTCEADOrXL/NNHJ/ZOy5y4HFdn2EE9MVdq5/VT0OQAIePg+R/Us14O6Z/SsqM5Npbk9V4ncwTD/HAC8tc59bdPmlXmnuYgBIUfejBm1PQOD78C5ZW6QPnhSZ11iXm5AF4rc8Cpa2U3wqkpFBFYOCtPye5VRV1LaANApeoxU/1ahwo2ZFdVO5vwGr1JMtvHNv9OUcSVn6hE0j6vLuo/tjQW++b+3nzcCz27z6uZQUtPrlPBDr8iA+oUYBwD0xPh7rxT+7h/TvPxcg/dS9UX4Z70DPBmRrxrBCAODOxmBgN64/m3mCF073skpfYtlLd4wluT+/9wat+c9cd4fo5K1gKbQKRXUoKV7csJevqe4vMQDjlRIn+/hNiFi0eL7BjUjs2rr71R+bznPfYhKYAJAU8xF3BD9ZgomeDLYsxjv4JvpNVHqBoCSTwxjFZt0n1C+AYD5HM/mdIqKzHBMG9DXFrlaXFwIKUwG9GC/osWzSNt1bnQOd/IMkxNVMB7cmQR1TcwEAoBtoZLYH+LGt69dn89YgtPOfODBSo94pjGPrs5lxb0v1vm72/TpDJ2igCQC/FpmN3UQ3hHjvwsVuCraiVO20cDAYHfDdmj0H0xwOzhX5Em2gTC3yYCmWg8kuX9/8SK3j/dNah8dFKMVYl7OqMg19eZ+LsODigdG+X24vKlV5mybrweFoJYSLCrUNEMhW+GfHUrwgLfW0ok0NXy3J6RbIhhM8GSwZ6E2kYdiV+VnSxbf4OfF5v+tBd1LdbSP/1BDbs4VTtQ13epgN88+vTDNz+mhCS3xGbW481JGstniBn29qBXfjicu07XFBqfmucVGGwCyZf4++N38Hh2O63dlrsID174ADyJjPp5tfHFeUwUH2rizLdW4Wf/GGW3yRwb4+nZByOE7xLtKiarW5A61J8IdZr6kAzYDA4PdjY1NbTgaI7xiEPMJqrq98830whZfu2+SB1ZOfTedEHLZTW7vr27qsR9DKV6tcQnxhpEkp8cDeg6UGmSvEnBOCa9Mnlci96V5wObUS5X288RfzeFdYTDBk8GexXCEN5RuNjUVq9TgwUjAzX/EbTFtQKNubnyv5rloQXtIbxQVhe7kKDeur83p7NNQO896KdqUkhztj2vK5DPXecPZw6OcSlBpOVACEqqXij/T5xf3yeMmwvzeuy0enMZ9/F1QEt1OiInq0g+c1A3ainqS9vFzqjgMW1bUk1dXhdpeiLuoQ/26OmdgYHBno9PPk4Y1QQFTQQOgae6HerjgzrUtXrFyGi9R6h+ja2Ev39yf/n/Ze9MoyQ6zSvC+2PeIjIzIfausrMqqylpVm5ZyabflBUsGG4xp22AbmgEaevowzTI9B5rBPfTQh2nPwMD4gHsMzbRtjI3dtsEghBZrLUmlWlVLZlXue2bs+/LmR5Uaw3Dv84RcqszUu+dwkPWULyLe8q33u995vRh6+CQ/phKDfE2r+PmcPLFVvlYVvOIR7dfMLn4N1e5IK+pdQHTK1kvadzHYyZONLYsX5wfosb42bZBSRV51GYhxQze3qisrX/kGN1i/9FHuKFJVbRwiwjisiSpbOKC7NWoeZcXFHUnEw4Nlq4Sts40nI9ka72hZLYDNVnkCGnJzo/2OvnF53mfnt9NjO9vElvYGN9pW29/Dbn59wwZPypzQ10gtXGwKiX6rpb5+D7+nXRH9LjIs5jT11oYNGxsbgYD2lw2xC28yy22O363tXDLAbaSaA96T4DS47XFts1+6ztkNJ7fzwt6779ZFQb9QvVXFsJCgCgLA+BpnBBzunKTHnp/jW4bHunS8URB7CFXCq+jdgBbGSgQ4A0TBTp5sbFnc0c07T2FTy1NOQKwZFzg2zKtWAHDfDv4S5+s8GLRSX1My3VEPpwNG27U8sqIotnt5R6shAu3Rbm2sGkKOXC0ofmla72NSaoaJJqfXTdf0DqPRDl5pWyhyh5mv8qpgpxggBoDXV3gC2hQUhl1JLexQF3NjqlJ5oH1Snne9zoUfFvI8IV4vcuf/h3/A907ZsGFj4yMa1t2afIP7NZUgWe3uWSxwmxPy8AKS8rM9br0z8aER7i9Xa9w+luva92eq3Ee/cIknIyf26M79vg7+e5SyrWJiBB16LmyhzLtLapltwq39WhXcj6iCrIKdPNnYslip8M5I2a2rOT1+3gW6kumhx/rCmkc8m+d0wcdf5FSD95/QdMBMmQe2g2H+W+YKekZLybKviesbEFWtmJj1AYCCoEwqJZ+7Bi32MYnv6/SIZKSmHXxVVMS8YkhYISe6hQBQEd8pEebO3ykUnwCgKlSJpte4I/Z26G5iUlD+fFHeyVX3+2Of2is/83f/l6fl8Y0Gt58/92aT37d6pbUljzZs3G74tJmD38n9yGxZ+J+QfifqDV5gSvp4YVWJHS3UdfFuOiWKRFludweSWoTK6+THH9rHE44rq9r3j7Rz33V+knfZdg3w76NU+gBgapkXFAN9/DMvFTnLCNBiXEpZWcFOnmxsWfT6eIvdhA6IS2KGQyVILhHsAcBQiHc4fvR+blj++qw2dLuHeHClOlrbQnyIFdBKP4o6lqvx35KtaI8Z9XGHqbjsMwVNHVOJQ1M8D+0e3aX0mrwb5jSFkpyTf59VMSsFAB09vNs1JRQdl4p6saxSqdrTxb+vkuEFgJwQEGmKhK1UF3MNFlSNzYZaqTX6oo2tB4eLdxv6Rofk367O8YJXMc27H94g93m3aoGz1SO/VOIdmbH4FD12YV2zBXa2cTun6NTYS0eqAAAgAElEQVSKAdLu1UXBiJ+ftzfKk735rE44gl6eVCznuP9W1DsA+LvrfBb1ju38typ7rvZkAcBDO/g9nczz5DQqlGAB4Hf+E39+/6dPyT+lsJMnG1sWaqDUquOiKAHKAMS9WgwhU+fGTMlTv++AXi6nFtMl3dyZThS0qptHDI0qdbuL87xCd3xQ72TwO8SGcrGYN+rVDl7NRCmp06fGLXaG9PBK29Ov8Gu0ewd/Pvd2axrChWX+nUaTvMvjMXQVM9fg903teXIbusM2X+BB0ECIPw9TaZ7sZYtWO9Vs2NicaNb5uzZ9Qat/topblSAprFio7RmGSGS6OHVsNaupbm4n75SHvTyR6fDxwqkqUgKAz8XvqfKzYZ+FIqGguSdDPKmwkkBXMvIuBy+WrQmqdcKni8tlk3ffVUwWdOtn98GH+bMCcBEqBTt5srFlcXFNVSp0ENnu5d2GS+K8pbqWvVSSzf1Rbq2urOj9CKNJPmtVMHlAbLVY1i0SDtXhaI9w4+oRynYAsFTh1MbpdV6Fu3xNO5kP3MXvqaqWPTSq6YDKaX7kXu68zi3x7pIStwAAp4M/KwGRfObEImYA+JXfuEaPPfpjd9BjcYs9g8OJ1uR0XeJ3dkS1I7Zhw8bGRmdSh6BHh3ghqN3BC0xhr6bQleta3IFBiVR0hzRDocOn530YEmFdSLtWVDseeYeoJlaNAEBnjNvXbzzHr9/H7+OzUlczXFEYALqCvICsRB9WitoBHegT8VGjtZUXdvJkY8siW+AB8YjYjQAAi0VeKY/5efDfFJ0RQFdzXl/iCdJIUn9fJdAAKAU1Xb2vCNU3r5Mb1zZBvZst6PkYtaeoJyYofSNaelUlJPkK/51ZscEdADr93Gm6REdmR4L/Xdilk9rlHK+knV7izjTo1QnHP//5Q/TY9jgPZCbW+fsCaL6/GePvTCLIA461YmsSszZs2NgYyOQ03VepjuYcnG2hhG8ArTQ3mebnPZzgxaWZsk4MEoKVoqiCQaeeyVGCUCpBslKom1nhMcW77uRFwek8TzBVVw8AZrM8CRqNc/aNlWBEHfw6FC3WbDDYyZONLYvhDmFULDZSt/u4wVoqcuOqpL0BwDR5V2VUBKdqUBUAMlUe4Nfc3AjOpjXVwCFyq54Ir2rFxBCm36VnnupiPiYtFt1aKcnJjoybX1+reR4larBc5gmxoj16nboyOhzniZdatrxe0QsX1aLHkIPf74hPV/6suO4MaqdaWShf2bBhY+Oj0dB2YWKF+4L2kFD/DF2S5604eSEtJopabwbKjxTEbKfPqW22EtVQNPfZvC543bmdd2uUzwv7ue8/u6pn0RRF8eU5XjAcTuhioyq0NbR7p7CTJxtbFi9d5gbpxB4rFTQevCrRh9WqptepgXwlPLDc0OdV8z6KStgW0PTF3iBP6C6tc2qELya6cxbdruUMv/Z7ulpbdAsA5SZ3tmslIcnutzDMQsUv7m1NyefVOU078Xu5xU8Lp3jXkJ6dOzXDP/d4vxoSlqdFr6C0qO6cKnLMLOkurw0bNjY2YhE9m7Srk9uNtRJPgIpOXcxRqm9qfvPyOqdad4Qs1n4IynTQxTs5KgEC9DypsstDYT17/O2LPFm5fxefo3Y2+fULeXXcNern83wJP2esKGEhQHe8Yj57z5MNG/8Ax0a5QTo7rbX9K1VudUb7ueHd79cVr4uFUXqsw8/b+qWaflVVR8br4oF2b0hLqzfAndv1eW7UR8Si26IFpaJDKA+1ufn3VUtcAWCxzJ1MXBjQhsWOrZU8T8peWuDPyvEd/DMHE5of7xJVzO1x/tyPpzRlsipyadVFe+6MPC0+eoJXR5XS4UqZB0E7+uyZJxs2NjPW0/odVmII7X5uI8+taSEkNUv5+iT3a+88wLsxMYfuWJ1L8d2R8QC3j1Y7Hi/P8gLTnSM8plD0OgCIR/l1mMyIeecA93lxv05Ufv0L3D/9qx/liVdaCB0BQNDNYwqr2S8GO3mysWWhEo6j2/QyW9UdUR2OdUMbpDYRpKernIZktQU7U+Ft6f4grzBNZHSHoyPIuy6P7OVdjKkspycORXjVCgACQZH0irZ/QyyHBYB9CS788LXXeJXtPQd0hQ7ghnuklyc5T53j9+z4Ht0RjAtqxHqFFwaKFd31e/e21/l5we/pB+7W116pTIZc/NkOu/mzoCiGNmzY2PioVPQ7/MXHub36yXdzu7G7XfvLVJXbo/cc5EmZx+C+fzyvE7bhGPd733yNxw0fOnRdnvfodp4Izma4L9jWpmOgAaHUN5nj31f54Yk1vSrjI4/x61ts8ASz1699tBKhsqLlM9jJk40ti84gF1lQg6iA3kUU8fJKUMClF1coSkCXUL67lFJSm8DONq5wk61zA3r6ig6m941wJ9MR4n+7O8r3NeSamlIxnuKGrjvMr1HVoqO1WuGdk4FubvDXKvr7ul3ceXWK5HPgDp4gRRxaIOTlZV7F9Hu4Mxjt0J3GM9kd9NhQlFM41V4vAIi4eTDznUkucHFyaJoeu1Lky6pt2LCx8dEe11X/R44JqW0x8xj36JUhagbGExKS2ELIZymrY4rOAPeX20XelbKg7Mfd/Lc2w/wzrdZLKBXZmlgMf2aO+4Ld/ZpaX6nx2CooOo1qLycAxDy82NjqPK6dPNnYslBzLP0h3f2IublxqJjcSMahRQvUi3qlyJfSqeQI0IlB1MMNvtejE4OkCP7b3DzAv5rnG79DHr3QbjAmVOic/Pso+hegJUnz4lnxx3UXKBHhzmulzCttPhdP2LJV3RFU+zsKNR6QVBva5Lf5+XnVszu1rmkT3VH+uds6eMEh3+AOXO0asfH2gy/EnxVvkFNrTYuBveyKrtDbaB2KHg8AUTe39zN5Th2zsg29YW6zQ04h7y1moZ0Wa+eeneDdmp293AZa0cbLBn+2lXDTqwtaHdDn4fdmLMHjkSFh67OCXQMAcbHstm7y855d1HT0Q92cJVNqaDVdBjt5srFlEfTwKsc3z+lOjuL7PtB/mR771sRued47BrnR7gnwyv5zU7w6DwDxMKc/JLy82zC2zWJpnRCbuFzglf/+KP9MKxlZxfFernOH2efR+5iyQsXvYB//vhULTrRK2gb88/RYFby7mYWeyWs4+PNpJZevoFSUinVe3duZ1B0tn4M7xVydJ7VaXt52Xzb+HuU8D3rVMRu3Dx63tlVXUzzhuCfwMj02Y4zI8yqZ7jMr3NfG/LyQptaQAMC+Af4MXl3iScVQQp+4LApiqlh2rGdGntcpOlPXxKqMa0vcr7WFdVLbF+O/9dIC94mRoD7vX7zMn6M7x3RxlMH2Pja2LNRMREdcG+1DPbxScWqNU5sGkvpFPDPLZUf9Xt4F6onrdreSvU7XuNHJlXVVyxng51UJ0lSad8KUgAWglw1eXOXXKNalu2gTa/z4YJxXOANiJwgAFOq8crXe4NdezeSpXVcA0BXmjvj8JHded+/UvyVV5snKao4nkce6J+V5qyb/TgEnT6zWi/z7dIdbWzppw4aNjQG3RfI0HOMFxWWDsxvKNU2hm8vwZOVAcpYe+9wTPAj/+AO8UAboNRF1UcMs17UvcDu5P034OTtEzaFaoSfIu7HuHs62GPTrAuczszzpvXOAX18lbAUAp87w39ophLoU7OTJxpZFuswr5Xf38WV3AHAlw0nIF65yS/fjd+rzxgOcjrVS4AZ9ZlU7g53dPJC8LpKG/jYdgCqqltrSXqqKeai4djILJT7zdKCLJ7XLJT2M2hXhiYOaVbOSVlfX4dnz/Nj9B/i17wlq5SbF93/XHu6grPjdfzfOn5XHDvJK5WxJ0wzn0zzBHElwBz+zyhO2UK8uKNiwYWNjQzTQAWgRpQEvt3PzVb3DaDDG6WxKGvzRE9zmXM9osagz49yPbOvjdnl6RTMfjg7xBPN6il+HiOiiAUCbV+z1M3nhNO3gBUOrRcID7WLlilg1EnTqOObD9/PfslDQM2UMdvJkY8tCqb6cXhmSf3tHgivcjB0XizsNzelVSz8jPm4k835dWQm7udHpFhREKwl0VWGqCQ7ytnbuDBR3GQByFbUVnVfvrGapJlM8MWgTYh1WtL1zU9yof+AI54ZP53mSaFooB6qB3SUhyV5r6Ofo0EhrFIZyXZ/37q6r9Nh3Fngn9/7tXDBipqiDFRs2tiK6R3jHBQAWxvk7s9HQsJg3U8nVVIXT66wovQGxOF4hVRJCExaMikcO8Q6HoifvSGi2gFL/VUXMbW16B2FeiAD932d20mN37hEjBAH9mXM5XgAd8vHi3XRZj2GoGbiKhU+k52zpr2zY2ARQVLY97XpZ6GqNB7bffIkblY+d0DziJy7y8z66jydsT5/VDnN/JzegPhd/zfvFnBUANCwSHYbFMk9yokIxDwB2xPi9URKpfqcO/N1O/jwUBfVuPqsT4nft4vdcJYpqSeGVlK7QVRs8qtib4J29mbwerA24+TUsCkWjkbCmY6SaPKE70sP/9nKaz9VdvG4xoW3DxhbEZkqOrFCxaB6r4p4qju5t59Q7AKiZvCCmik/dQmhipahpcE9f4vO6uwe43T09oTsj7xubpMccwkQuFriPBoAVoR64e5gnIz1BLsZ1LaP9z7ef4h2il9qH6LGPnNBS5X/2EmdGvOtQa/OQhmk15bbFEIqNmgff8dnb/TVsvAX49U/fSY+VhCQmANRFcBrzc4tvWNAQgmJvjeo2nLquDV1vQgz6i90+SmYb0AOy7X6eBCnFIiWdDgBf+Q5PTj9yL6cLWC2AHYtzh3pmldM0B2NaNlzdt2y1NSWfdrHHCdAKTGpuqTOg+d1q58V/fZVf37vHdNcv6OLH1dqAVInPSjWa+mX7D7/xHXl8oyE5yBPFSpFXn5UaXHufplO6PTyIXLymC0EKhojazKatkmjjBgb3amGHqfPj9Njv/PZBeuzNPGFqAfn/+QXuD3/uR3VMoahlZ1d456Q7wlklAOAVRcO1EvcFEa+22asF/rcDUW5z2gx+LGVqOuVCnnee1Cy0w4KO3m4u0WOL0F2rI6Ptr5imeeQf/3u782Rjy0INS561CLQHE9zQqUDQJ4bfAT0/k6pyuefudu0OciVuuI/38krlZF4HV4r/rY69ssiTkf2duuv30yf58YrBDfq5cW1Aw3s76bGhGE8qMlW9Q0KJO6jdSKem+fcJ9WiqhqIS+t1cJUmpTAHA7/wpfz5/8ce4A7KiYqqkrChmxlQRY6thZUrPAraCtVn9rt0q2AmSje8FHb26KPjf//h+ekzRrSIe3U343S9z+/neh/h3+vBjvEiZquhn/lKGJw6Dcf596xYzt4+f4cXIDx7mBUO1OBYA6qI4VRUFrxWDs0PCYk8WALSLXU4Nk9/v1+Z1Ujac5OyRVyf0jkIGO3mysWVRqPGg90ivDlSWy7xVPpvl7XmXoIYBQNzPq0g9Pt7u7vDpV3UiwwNxF3hlqlDR1TLVZVNCCSMJnoyoLe0A8IUzo/TYfWO8IzO2XTsZpb54cZHf746o/r4qQbqe5g7q+ACfh0pXdXfuf/zlU/TYf/wPPOCoCwcEAJ/4EH9n1sVlCLn1wG5F7NL42lP874YG+T3tEnN1NmzY2Pg49+wleTz1jn302MuXuU+Mx/TeuXvu4sciPu6jO3yc+TBX4LQ8QLM8nMI3xVyahfBDh7l/nyrw4mh/UFPdXA4e54wL1du9nTyOmc7rOdUdwSn+txXeIRpK6O5cu5cX0g8Ot0b/tpMnG29LzBZ01cUhKvTJIH9Ri2JBKQCcnuRB8Vg/fx2VQACg57sKplgA69F7nrwu3sUoiR1QareUFR7ZzxcNvzbPjW9JN/2wK84TukAXzwwWCzqRyYnB2r1tk/RYusEpCm0eTRX8wCdP0mO1Jne2fqfuaDndvHo6keLBQdGrn3tFsfvg/fx9Wivx5/OFs3Z3w4aNzQyPn9NyASBV5HbloQPcRra79Cyv2rGnVN38hioS6eSpLMQbEm5OdRsXO5UAYCDE/WW2zK+fN6ATjjZh0g908evgc/DzJgI6jrlSGKLHnEL0QY1DAMCXX+Dx3ruPtLbywk6ebGxZKIrSthCv+gPAL3yaG+Zf/9dcvCER0MGpQ0iSxry8pf35b2vq2E8+wr/vSoUH6Z1BHaQvFXiFyefiga1yQC9e15TJQolfIzVYq5YiW32nDgenN81Y7MNQHa2z60P0WI8QznA7LUQ1+rgjGXDy6t2Z7C553o4g/9xdQmTllXk+rwMAwwl+3qpYmvz8a/za7hjWgdeT8qgNGzZuNw6d4KptAJAMWVTECNbEMnVArzFRBUOPl/ufhbS2Rzs7efEuJxa4D4Z5JwcArqZ4d6nNz6/fM/P62nfH+N96nPwazWf49+mO6oQtIWZ9A07+t68u6ATzB47x5HRi3ZYqt2HjHyBf5cbM79IKaj/9M1wG1e/ilR6voY19KMC5zU9NDtJjP/NuHhADwIrYa5Etc3rdsGdSnjcQFl02ob6mKJMPbueqgoDFQlXwIPxidps878vjvEO0b4g/D5bdOSEVOxTjRjvs5I5iraqdf1+ED89erfIh7ERAV9nUzJ5y0mNdutJbrLUmnPHfneAS5+PV7S2d04YNGxsDVnplqtvw1AVe1Lp7t5552hmcpMfGS9wPKzp1PMwTCgDocvGZ0afneCLzjj4umgHoJblKcOdwjx5dKDS4v1SJTFcn9wVWYlExJ/drU0VeoKvW9WxspsJ/y8Fka8I4dvJkY8tCyS4rtTJAq8m4DX5ef1N3DK5XuWF+xxB/iZUaHAB0iSRHIWfoxbJ5sYzVI3ZWKTEJK9GCcJMb0CcX9tBj/XF9DU7u4vcmInjlVzK6q7Jc4gPGfhd/VjJiAWSnjz9/ADBb4N079ZlTae28+sXjEPPzruo3XtbP0Y8c4466avLkXu1NU7s7bNiwsfGxsqT9ZbHG7dWeIV7UmlzTM0+F8BA9FvVyO7ckFtmr2VcAeHWdF7UO93ImzKUsjxkAIOxV6r+ce+cydLKnkKvzZCRb4YXTFy9q2t7Dh/jx3gDvwNWbfOYbAAYD3P9YdSkZ7OTJxpbFa5P8BX/vqKbteRo8EP/bWT7Eur9Ht9gHvVz95myaV9IDbt39WC3wyn5vhCcGalEroHc9HOjmA6dRD3eKXzylncH7D/Nr2Ncm+NQ+LcO9VuGVyrzojOwP8+4HAOTF4l6vgzvixTKf3yo2NE1TJQ5q+HhxTVfo2gL8OvSInWCP3KEVi9zgDj5d59dvrcHv2VefsJMnGzY2M3wBPSuplEMTXm7vhyJWy3e57bie5YG4osGFDC3sEPHxApNKRlRyZAVF+VM2GQBeGOd2+b5R7vuX8zxxfeCALnCqtR9N8MSq3tRJ2XqdM3OUcq2CnTzZ2LI4uYMbjtczOoBPBnnbf18Pp+1ZIWNyfu1ghHcbvvSsruz/2Dv4PEqupqtwCtsS/DpUmjyxmkzxoPc9d+gK3WKRXyMlP2+lJKe6OUoG9WpJ0wEHApyOoZYM+1zceT19SUuv3rebP4NBB6fmZXP6WVjJ8Xsa9XIH73LoKmYFPCmriS5wQFyjR96hE7aX/1oe3nDYd/IAPTZ/jT9j3UM8CV+d18ItapeT2y/uWUnPdtqw8b0gu241rM/9yG//Z7FW4Z/p5EkxKgIewVgRwX0dFomgYATkKvxdU5LsAHBlhh8/ItZoWY0u3LOD+8ulIo9HgmIubCatP3M4zv17VcQbCyl97UdFbOVw6sI0g5082diyKNS5QbJaZquWy1Xr3FjFLQQjXrrKz9sluscfOaE7ZU60ZgCsFuVF3byDpLojarmuoqsBwHCQd+dmyt30WMitr/1CkV/goJsH6arjAgDfusgFRJJiFvVINw9cD23XM0KTaZ5chbw84PiBw/q3qIpsRuwhs1LxU9deJcRnFnhi0LRYkrvZcO7pMy393a3a5WQnSDZuNQyHfodV8eSjP8Q7I/m69ms+QTlvc3Pa+MuL3NbXwnpnYm+QF7x6vLwjo3weAAz3cF8xvsR97f5eXVhJGLy75PLzeEP5EK9T08afuaTFmRgeHtOy60px2KroynBbkifDMGIA/hDAXgAmgE8AuAzgiwCGAEwC+GHTNFOGYRgAPgPgPQCKAH7cNM1Xb57n4wD+zc3T/qZpmp9/C3+GjQ0OVdnfGdXdI0WpWqq2XoFvi3BnMRjX/G+FC2tcbWYwxp1BRAx+AhaLcCd59em+EZ4AparaQF5I866g6s5ZoSfA7/npJS4QcqRTf+bBYX4N2wR9Md/gjk3t/AKAlTyfgQuIRDBtkbi2CcXHoJv/zpdndeDQ384DcTUztquDP7vTGb1g04aNzYpAjNvIUJsOQLMr/J0p57WQwluNYEgr1KkiZn+IF4JUAA8AZ5b4HKtPrGvY18k7wAsFrdqmGCArYm3FhRltsx/awcWkloOtzfMAwNUyZ1yoLprfxRNX5UMA4B27ePykVFnVGg0A6I/yAt2VFc3qYbhdnafPAPgr0zQ/aBiGB0AAwK8C+FvTNH/LMIxfBvDLAH4JwLsB7Lj5f8cB/D6A44ZhxAH8GoAjuJGAvWIYxtdN02x9wYyNLYWpNDdmHqcOvHrC3AEdi03SY5crok8OoLuNB7Zqb1K1oQ2z18UNvlskdF7o6nLT4NSIh0a4at5zs9zwbk/qJDHq48ZXUQXjYlcGABQa3Hklw/wzrfZshATNw2nwCt16hQdBZSf/nQCwN8EHYFVyGvdqXv50ljuhgIc/Rwd7dbLXKpSSYUdIXyMbNjYrogke0I0e0PZocY7/bXqZB5GKwnmrsC6+DwBcnuF+OjLC7Xnco+dfdya4r8gJpVi/oESHPJpGfGmJ/5axbv59Dg+1LuygCsgzFsWnsTgvgIZqPMxeN/jMmFVSq2aeSmI2qS2g57c8Du6j7+04L/+W4S1PngzDiAI4CeDHAcA0zSqAqmEYjwK47+Z/9nncWNPxSwAeBfDHpmmaAF4wDCNmGEb3zf/2b0zTXL953r8B8AiA//JW/RYbGxttAR4Q9/s0DU4NGF4sc1nRPtGaB7TSnAp6vU7+8gPA02d4IL7zLm7wHaam+42LDofifw+08wpTzKMD+KksF7FQQgmpmk4wVeVKnXe9oIN0NdRcEIPAZ65zusUje7jjAoC1Kg+QLi/yZ+F9nZfkeVfc3KEuZIQoSZemTTwxwbuJhwZ4oPPXZ3kyFwm1thneho2NjtU5/j4tjE+/hd/k1mLmdb224hc/xROkkJN30eaLWgjJJzonCmqNxlLego6e5N9XJTL9UZ0I5pv8c9dK/Prtjmup8pwoNlZd3CeWGtxPxFy8KA0AZYNfX7VPUR0DdNE159o8e562AVgB8J8MwzgA4BUAvwCg0zTNNyLaRQBvpK+9AL67JDJ789+xf2/DBgBgPs0rSNUQp2kBwJJQmeuN8W7Nc1Na1npnlzD4GR5o70rqpOxjd/HWfcnk512uaSfTE+QVsZUyD+BVYtDZbkHxivFrpJJIv1C2AwCfkwfb55Z4taw7qs+rvpOqsx3ezpPaVE1TGxMeXvmLi2SkJJYxAkC/l8/PVBrcvFZEUAEAbuFp6ia/L8PiNT19obUFmjZsbHS8XebNOrbpkC3o5DYy0ORFOL9b289ynfv3bj/3tZdT3L/H/Lr7oYqGtQa3gWqnEgB86xz/Tu0xXuBs9+tk73qK+/feCGePNIU9r4mkCwDSZf6dOvw88fIY+tpPF7l/z1Zb20F4O5InF4A7APwL0zRfNAzjM7hB0ftvME3TNKyWwfz/gGEYPwXgpwDA69d68Da2DtZEweaAWOQGABen+ZDmziR/UZdWtHHYKfKGo126CqdwZo3T5LrC3NCpNjmgq0gdPh7A93fyH6qW+gF6ziotlt2pBcQAkBUKS3s7eaU3L2gcAFAXHa2El1+j15Z44BDy6UracpNXBXvCnArzekYPH+9q58lTT5A7L0VPBIADfTwJ//oLPKE7Msafld079Lv2lDxqw4aN241kj1YVXavwd3wNrc2qAECpxm123ceP9UZ4UDGXtZrBFPsAxZyqC63T9jqjrVHKASAR5MUpRQccX+P31BfXSc6FGR5vTPq57zrSz2fRAOCVK/w52jXYWqpxO5KnWQCzpmm+ePN/fxk3kqclwzC6TdNcuEnLeyOamQPw3dyhvpv/bg5/T/N7498/+U99oGmanwXwWQAIxUa/b0mZjc2LBrTCyrv2zNFjpSZ/wT94VLfCl8rcsChKwPUMF7AAgGSQV6cKNX7euE/PHzlF72ReKKgNxXjS4HPojkG2zpOcnHCmVtvLVbXRKWo1Vvz5r73Gk6B3H+DXty/Gq6pWg7VeUWm7luXPimi+AQDSVX4NFbWx2NCdp4SYRzu8hwcVUR+vwK9kdOXUxtaDw8XtdrPemuKojduHeq31e6Zo42GPtp9LeV6Eu7DCC+y7ErwrNRbn7A8AmC3xguJqkdsyX1gnHA+P8XnTgIMXFFN1TVczRaRcFHsR9yb5SERdrO4AgIdHOV09I9gYJaGsDAA7+vmP6Y+2JpPwlidPpmkuGoYxYxjGqGmalwE8CODizf/7OIDfuvn/v3bzT74O4OcMw/gCbghGZG4mWN8G8O8Mw3jjCXgngF95K3+LjY2Ng0M8OP2LU1qd5cGD3PhWG/y1efq6Pu89O3n1fq3CK2n9Fipza2VuWBpigZxqsQNAudHaUH7S4JWgiqE7OSUxu6QCeKtFeepvVYKZr+rE4NgoTwYNcKOthmdDwukBujvnc/GAxOPUVUzFHfc5+e9sVe7VCmo31+mCHtDebFB7npoN8dyLANQqOM2u6/lDBo9P24XUEr9vxTTvjKrk6Mbn8iBpoynJ2bBGMaeTnJgQqXlphncitutaIwbEHJHyedUmFy1IVTUdPenlvr/Nw2MKJSwE6BUdNVMIbrj0u68okysiVpkr8FGAzoCeeTq7wguRav3Jal7bo+0orQEAACAASURBVHxJqBwLaqPC7VLb+xcA/vSm0t41AD8BwAHgS4ZhfBLAFIAfvvnffgs3ZMrHcUOq/CcAwDTNdcMw/mcAp27+d7/xhniEDRsAsJLnjvaHjuo2b8XkL2PEzZ30YJd+idV8h+o2qOQIAMpi99RomA8YWy0LVqqDZaEOOCfmY8YX9W/xuHjCsU0s0bNS2/vSy/y33j3GEwOPxRI9lQRdWuNePODm5014tEFX0vR9Ue4UVeIPAC9e44nryR1CpjevKTQ7BEde0ThVp9bjtvc8bTVYdY/eLgnSgXt5In38qH7XVlLcfq6v8y7G5FXeVSlk9HX3+Lnfy6xyH7LnkJ4RztZ4AL+3h5/39/6LZjf82ke5jay4eNzw0iwfwqxasOvC/dy/Kx+yWtDFO1eY/61asLsuhCYAoDPAE0zF1Fgvcx/jNLTv35XgXbQvfof7phMHtQDIaJLfb6WuqHBbkifTNF/DDYnxf4wH/4n/1gTws+Q8nwPwue/vt7OxVXBtnicqI3Fd4fzVT3P63ad/Ve1U0i3g6ykeDEZ83ACoRaIAsNLgRinT5NWnkahWHfz2Ja62t2eAO6ivPMmd6bYhHfQmYtwwz2V5Fc4R1bNUHzzMKQETOV7FdHn0eYOi8retjQeDqit1JaODikyRP78xP3e2nX79fN63gzsZ5eC7Q7qiWBSOui/Mk95T05xC05uwaVo2tiZyGR5o/9Vfaqr1/DiXHA+1cV+QXrw16wYUSkWLuRshjGMISvlj7+XLbAGgCp5EZmvcx6g1G3/8dU2v6xLX3iMKSMWyZlTE23mSo8YTvvVaUp73wAhP0ndEuC9t8/BkRDEmACAq+h8fOcGflYtruuvndnL/8/kvbRLang0bbxXeuZeLALgNXal4+AP76DGvgw/Vq4AY0HSBVJnTkNbKFq17j6BUCUGDmsG7RwBw5wj/vuq3njjCkzm/W1cFVRft9UnuSEI7dCXtqeu8crWjjxtmxa0H9JJXhbl1XuEc6dCUCtPkDkp1yqycl0qQTs3yosGJvgl53m9dHqbH7t/J36d0jj9jbVwzw4aNTY1rr12hxwyHDqbNJn+Hb0eCpHDxFT0ntHQXtzkvj3N/eYdQMgWA6TxnBCh6d6bMi4KffMyia9rgfi8gBBiqYQtqfZMXy5S9/9AhLVCVF8qs18TuQxWLWOnArTWG6DFF4VbiFgDQ6ed/+8kP69mvP/nNf/rf28mTjS2Lshhi97u0cV1bE8vl8nyuSc2bANZzOfS8FrMq4ys8WTnay6tEbguJT5VkKnlqNYRppfB3foFf3+O7+H0rVHQiuLOf35ueEE8S18s6Sp9d59dhXw832j19XPHx976mP/Mn3sc7kUqQ45tntNrooRF+v11O7vgKpv6++wZ5Jf16lldAT+7iHa2rq62rbdmwsVmhkqPNhsyqrvqPL/Odinfv5Da7x6EX/s44eGdK7QPcFedMjbwQOgKAWpMXBf1Ozl5oNjXVbT7Pi3dK9KEsqJYAkKvy42oxfKrEC3vpok45RhLcrxUbrdHrAMAhupS7HK+3dM7vKXkyDOMdAJ4zzb/fqGkYxh2mab7a0qfasPEWQCnYeEM6aXjsHh7suRw8kTk9o/cmJSI8gF9Kc+P64Da9NLXezpOymTwPTmM+PbB7ZpYHqGM93NApTvRXntEc7o/dzymTahYt6tFVLbfB79sTl3nbvzOuz3tXP3fU+YZQUQK/9nvH9P6T58f5d1KdHCtZVo9I/g928cBBVT8BYNDLn99vTvMAKT7EXVSpsrVmnmzY+F7g8lrM1Va0b9tIaO/W1LFEhNvsS0tC+rtX78laEkqdo3FuP1UA73Xq6+4AZxqcW+b+pzuqfXTcy1kKihXhtFgsOxzm10HN3LYH+bUPejXj5/Q0/74PbuedMsOr/VqhwbuUTo+Wy2f4XjtP3wZwyjCMD5mm+QYX6g9xY1+TDRsbEqs53okYiWiDpFR1zszxBGkwqY12T4B3G5JB3iafLukZmIiHd2TcXu6AaqLKBgDHBjj1cSrLjU4yyAeMHz2hnYySM720zLtSOxJ67mY6x7+vKuYe6OCy9QBwVexO8goKXcrgDnxHj36OilV+jVRn1OGwSDCFQ/3GGe7g+7t0IjPWwc973w6elL0o9q3Fw/bMk423HzZTcmSFXYf0svp2P/drYS+3geeXtNxe0MsNvlUHicFh6o7gbIonXu0hnlSonVQA8IqQVh/p4H744rymm8fDnE1QqfNibbrEk8SYX/u1bZ382Q7UhciHU0uVL5S4748K1onC95o8XQbw2wCeMgzjk6ZpPgdYkOdt2LjNONLLg95vXtADpaP9POE43MdVx6xmnlS3oU10Tqxa1qslnngNhvj39Qs5UkDvgogLQ+gTVTiHxTVyiQ5RT4xfv5zFpnDFtz4sOPIvznLRDADY08WpJ5eWeefuUDev7C2XNCVNJac9Tt65yxvaYQbBHdQj+/mzMJnREv2pKnfE60JN6p5B3tV7+rq+LzZs2NjYKBV1J2Ihx+1GZ4jb7KTFbqThIO+EXxQKtOkCZ4cc6dFFtr427rs6/LzwZxVTBNzcpgdc3Efv7dGjAEWxF/Gpyzx1ODbGz6mKvDfAO0QXK6P0WNBijloVra/nNcuD4XtNnkzTNL9hGMZlAF80DONzgMUdtWHjNkMtlh0RAgGArqyoWaqAU3e0pkr8Re32c6lYJfoAAGEPN5INsYNnpqgrdKki78D5hQqd4ndbGdCnrnAqx/4hfn37AzwZAYCMlzuZXJUnp90xbZiVkxnr4kZ7rcK57FbytF4X/8xYG0+kszVdVb2c5VVMpfDns6BM9kf5PW/zcAWrXJ0HT8no1uo8bT/EgwOXm1/7yy9dpMf6d2+Tn6n2NVXLYu7zdT1s3ipiXZrGtdEED24H7vuhu+TxTJr7gtN/e5oeC7fz4ojDpWd1M0vczin4fNqvXZ/nNfqjY3wFR8aCijWe54WXqvD9wwluq5RKHwC0iYX0qmD45IQuEm3v4v7JFOsclN8CdELyw3fxWd6vnxb7tw7p+EixZL7+Ko9V3n+HXlMynuZ+TQmEKHyvyZMBAKZpXjUM4yRuyIPvb+kTbdh4i9Ad5u3YUl0Hp10eTldLNbiTqVls0FaqL4pHnAhqo6N2LgVF9UkNlAJAPMgDKCX8oAzSb/1fWknu5z4h9mxc5klOdJ8WLVAJkupKLWb0s7Kjg19ftezWI/jfmbL+zKuzPJi+Ms0pnj9wQFdHA23cYZYj/Ds9fkZf+/4Yv6eXF/nfbu/kSZcSsNiMmDh9+ft+zluV5NwqtHfroPd9H9xDjxXL/HlIp/m79uITPPkEgGiCd4ErRf6+uD1awGbxGu+qtvXwQPHpr70kz2u1K4sht9aaZPObQa2qA9d7d/OOzNeu7qbHjg3r1R4Kw208EVSFSOVfAF1QbIjl0GN9esfW1SVeEDPF62RF4VZ7ExfKPBm5fy/371bF2kqNX4cPHNZrVRS2xcQOs7pmrDB8T8mTaZqHvuuf8wB+2DAMzXuyYeM2YzLFk5ydcZ4cAcB8hc93WHGQFYIenoz0RLjRaQjDCwABNw8OFovc+XeIRXhWUItROwO8yvZvfpq35gHgz5/nFbEP38MNqBW18WtP8qDi4+/iyelgu8Uwao0nFS9e5Wby0DBPDHpF4g8AqRinye3s5IGDGpwFtHJTscIrsh+945I87yq40zw2wJ+VughWrizo32Jj8yG7rgsr//l3v/8JphUK663byFaRmtf+aasgGtPdDxM8OT0iEiSrroqS0y6KYPrSAu8u3TnA6dKAFtVRzBKPEKgCgJOD1+ixxbJa0q7nj56d4esl9vXwZOTCIvdNiokBACUXv0bXMjxhG4jo86oZ9utrWs2QQUaBhmH8H9D0vJ9v6VNt2HgLMBjjVauqqauCSS+vuhRcPGh7bVbPfhwd0KIGDK+vaDrL0jrvAu0b5EZyuahnYHqD3Ch1BHmgc2GZG+1iWY9LHhnjzmK5zBPiSl0nte+/lydPTZMnBlbn3e2/So9NBffSY8Nu3hU4V+AULgDY38PpSytF7gzafJoy2R3iAYknwhP0LPSujFyFJ7YDXt4Nu5jjtLMtpNhs4yaKOV1lt7G1EIvqomBG2I24oMFdWtV+Tc0t52v8M/f28ET6qXEt6nR0G+/sLeZ59304pqmqria3y30eblsbhvZrd4mOV12kDtva+d8tFXSiEvWKhfNRXlA4vaCv/e5OHsf0t1nNYf3TsCqhv/xd//xvAfxaS59iw8ZtwHPjvGe9d0BXXRpixkBRvI4P6Nby2SXe0Rrr4EYyGdJzN8Nx/nvmc9xgqXY2AKyUeXcpXRKzPh3c0KluAqArV4MR0aUQ9wwALq/w56EhFhF2BzWdJQt+3v29/G/Hq9vpseGInt9SSx7dYlv9tXUdVOxN8s9VMvExh+4YNL38+p7L8Aqn+i0dsa0182Tj9nR5bNw+pDP6HU7HeZEzJ3zTHb26c/f5v+EdpE88zAucr8zzIP3ECE/IAOCrL3K/dmyMXwe1owgAmgb3e8/MjtBj25PclwLA6UlOBzw4xBOOXIX7iYDYDwUAHrHPcq3C7/dQu/4tqqA4EGqtyyuTJ9M0P//GPxuG8S+/+3/bsLHRoXjP7R7d5j27yhV3OsPccLx0TXP279zOkxUlRNHp1wF8Ezw49bvFroxV3dHam+TJ4FOv8QA+eoAbq5hPV5d3dXDn5RULYINioS8AhP08cag3eTfsyrrmaWeL/Np3iG5NR5AbfH9TO4NEgFdHFfdedSgBYHs7p6ysFHl1tO7XdTglpDK9zP/2B0b4AsPzTR4Y2LBhY+Pj1NMT8vh7DouCl6Cyexxabe9dd/O/Vb50tIMn91aKo/fs535YrZ44v8ILrgBwLDlOj93Ry4thisoGAJ1xzrBJi5nciTl+be/fpeOYtTJPautNfl8sGRVBfnypfGv3PAG2up6NTYa1En/51fAmACRDvJOjXuL2qK4SKaGKYo1XbNRiXkAHp4kA7woYhlYIUio1jx5vbcB4saC7H2o538V1LqpxsE074nyZ3/MBISM7GNa0iQkXv0aGyFXUPV1qcsUiQD+Dy3mePA116UrvTIbfm14xkzeT0XSMtJiPOzjIE8WGgzv4i5P6HbZhw8bGxoE7tRrkSpGHndkyD1+TIS24o+hhS2JNhN/Fi2H7o9r/PLfEl4Ef6ORFypdmNSUtbXLKtEcUFK0odG0BXYxkOLmLFz+VqiAA9Aa4r12u8OTUtNicpBLb7pBmTTC0Pvluw8YGx1CEt2MXi7raoJKrZIB3tAaSWs2sCF69rwoVP4ehkzKPGKz9/W/xgPjEcV19qje4UVpwcCdzcYqblrtHtbGqCnpYV5gH2pNlLem6v4M7KLUY8Ykreg9EW5g7eEUnaDP4XN0yeEIGAEnROY2Kz/QbukK3UuOdyJJQdOwTiRUAdIT486A23eea3MH3dm6tVYOHH+I75/NZHuyVi7zKrtTgAMApqK5Kqtzp1IlrqcCfs0qB/5ZYh7bLlTL/PW8XkYWthGhUh6AJoU7bHeSB+Jef08/R7BRnP3zsB7mdC7v5cz1T1Qt/D3ZxQQklJnG8X8cUlSb3l8qvpQr62ivfFXLxYuNyiccbauQBADr8vLOnYiBVTASAwQh/jsZTCfm3DFaCETn8fccpYBjGG1GjgRu7n1qTqbBh4y2AC6Kyn9PylNvb+Uu8KBTJzuf0i7hDtP0V3/fikj7vYJx3Gz71Xu4oVkvagHaL5XJqeZ8xxIN/1REEgJiHB+Kdbl6ZKgkhD0AvgC0Y/G8f2GmREAuVP0V1qzV5stfr0/z5pQpPcjq8/J7NlHVHq9vHaaVpsWDX7dBVyqpQk1KJoKLPpnNbK3l65fFXb/dXuO1YzNuCEW8nrK1pep2SBveA25x7Duggve9u/rfpGi/mrJZ4yNsQokMA8K0rvIO0bxv/PqqACQBtfp7IpMvcN1Xr+rwqWZnLa4Eghl2RKXl8usyvUdTDbUPYqYt3F1Nc9XZpXd83BquZJ83psWFjAyNV452RREgbbWV0SmIXwUC7ruyr3UhLOR7AH+3mCwEB4CuneSD+3oO8gqQ2mwPATJ4H6apVnhOUCqvdUkpRb2adG9cD3brynAd3fEsFnuTk3ZoCkvDzTmRnkB9T8rQvLQzJz+yJ8eq96tz5RIIOaGqEkrYtCIUqQHPkvU5eJfZ7eCDTrUcMbNiwscERj2tJcQPcn6arPDz1ODU9OSs6MspH56u8K9UZ1In/B/dO0mOrTe5ng04dUyh/2RXixVq302Kpr5v7LqVOO5/l17YB3bGOe3kSlKqIQqRLM2hGY7zr1+ZvzZHYtD0bWxalBn+hQh6ttqeMQ6fYjTSd03SBfRG+GHEgxhO6dVOLFuwc4BmJEjxQcu6AXnY77OcJ3dk6V5JThgwAnrrOq0R3D3HqnRUlTXVd+sJ8fssqMVgr86Ss2887Oc/N8oT3UJ+eszq/yDuRHd38WQgIugUA5Go8gS/WeLc24dXzb/NZTn1MO/n17Qny51PRQwDA7efft1bS73+riCT5+x8I86ACAJomf9cyy5x2Uinoe7qZMHJ4lzw+/oreJ2Zjc6FXuzX0mZP02BcnDtJjr57SnfsPPsrtp1NQyyp1HhfMZi3mh6vcTwzGeeL1589ou3HXQZ6QFGs8BvK5dIJ5ap7TEHcmeWLVFuBxzJ+9otfDHt3Fi3vdAW4D1yqaBOd38iT92YvavzPYyZONLYvTE/ylODqiZ4javTxoe2GGG5WDvTroXapz5Ry/S+xjsggUC2KBaXuIG6SKSDAB3VW5XODDvopjnK7p33LXEBeMUEZyak1T0o70cvpdqcEDbUUjBIBrGV41/Mwf8Hv6G/+SO/iAQ1cxS4K2p0Q++qM6yVGc9BUhRLGU15TJ7ggP8NVONYUnTunjtypBUsiu8N+ijtm4gcwqtzcAsP0Q33/mC/AAKbXCzzt/RVOJbNw6zFmMqT1tHKDHHtrN/cRDu/V5aya3g4oRoER+8qLwBACLOW4/J1Z4V+WBo3pu0ePkx2dT/DsVyrrr98AwX75rCPqIT3S0Hr1DMx/UOgzl+9MlPYbxB3/C7/ev/+Ss/NtfJv/eTp5sbFk8tIcHp/MF3SGqNngrVw1wuqHpgKkmb7Gr5XztPouB/G7eDSuIjelW+MLTnPr4kZN8VkUNsVoNjaqu32pBdCnadLCcq3EHpeawzk5oqsF2oVPxiz/DE7pakzu9qqGpgt1x7oTCXv4MZiq6iukW4g1DMR78Rxw66F2o8IRutcLfCfWsnDikuepP/4U8bGMDYmVKd6VX3iZ5TiDGA8XdR7REv9vD7dXEBe67eoZ4QSaT0l39tTneYfeFuM3OZnUwfXwvD+Cz4L4pAs2oWGjwIuZfvsR9QV8PLzbet00/nDEPt+mvr/IWXLmu/U9EsGiU6IMSAAKAiRwvEgfcfEbLaXAfkqnoWCTmE/NbIkGyWiT80x/lPsZr6uSJwU6ebGxZqEqFU9DRrI4rpT611BMAQkKtJy3oX69Nta7Nsr2bB9P9IW103inU+KaygjomdhgV67ridWGFO8WdnTyJ/M5FnRj86H7uiN0h7ryGD2laVL7BP/fyMjfafW2cW5+p6CrmUf8ZeuylIq/WJgI6CFKiJWfneXDVG9eUlVSR3/M97byCrKRtr61qdUUbmw9dw/qeLl7jtOethFKW289bJSxilbi2itwar/q77tFS5U/N8U7joV5eHD2X5bRxAGj3czv4E3dfp8fGi1zAZjyrJcUTAc4mGIxxv2a1VsXt5InMmSnuo+/dpueoHeBJ0GyJJ58OEQPtCk3Kz3SLguJ0bYwe8zu0X3MavHCqknAFO3mysWUxsy5oez262pCq8WTlyiqnnfm9Onnak+AV+oJYlHdkm66kKeW71ZJOKhSqouqllu8+e4UbpId387klACjF+HXIlHn1yUqIIm3wbmJHk3+nF9e40QaAnXHOPTnewx1xw+S/s9DUydOZ4j56TO2zSlvs9lCCJ2rh4mJRqy8daeeLHJXEfNizdeZ5rNCzkwdmbxdqWb2mOxFvF5hN7Ue2CnIZrdI5cpC//x6DFwVzJZ1weJ1i36KbB9r9QW7rnULdFwByTV5gWivxY6cu6TD9wf2CLZDkyYgSBwKA+QyPnyo13vV/9SxP/N97kts4QDMNOsL8t5xb0+cdi/N4L9toTRfPTp5sbFlsaxcS3YIqBGgluZEOXiVazOlEJVvjxx1COTTk0jMwShUv7NFUQgW1uVvt5zmynR9bKGnKpFpKWxNb0Y2R1ipIALBscHpd0yIpWy3zZHrAz++b2mRvJVKhOoYdYvZDbXAHAI/g9Bfr/DupjhUAZE1+b3r8/Le8usQTq3J1a0mVj+zhz2DvNl5BzmcF/bOsg9O6kGUOhHmhwunUlElTVDKy6zy4qojdUja2HpoWFS9F4S41+fO5t1MPU9XEXNPFNd5VGW3ntipb1TGFWl4+EOO0+4cPaDt3do5/7p4eft5qQ4f/nRFOBwy4+Hs6eD/30V0WKzhWxTX0OflnKmYDAEzkuG3tD/HxAwU7ebKxZfH17/Dq05H9eqZkWxs3OiqRmTd18qQoa5ki/76poO4YVBtCOjTFK2mH+3RS5ndyA7pY4oYuKjoGEbGvAQBSQpVIURiGw7wzAgBl4Wzncjy47w5rSoBX0CaenOL0kTsHOE1GJTFW8Dl4MH1plifZANCf5I7PI9SZrOiqX3qWX98jY/yehnz8M58/tbW6Uude4rRSewGsjTeg5qEAoJjW84cbCSrJBoCohyfaqvO0UNJ7EVWxZ0gkMpkq96UBIfgEAHXBJjg9wwuK9w7prvOBPlGoqPCEzWqx7MQij5HuHeFUzPPzXFnVoXe/y3kpVdDujfDnBADKIlG8vG7xpQjs5MnGlsWH7uXGrNLQMp15IcsccPKgrS+qhR2mU7zynwjzIPzaKjfaABDy8eBVzQm5DV2ZXijy1v5ShhvXSoAHxHsinMoGALNl7kj6w7xKZEVDUEpJHYKPnnDzYWgAWK/z77u/lzsZ5Qx8QkEJANYqPBlRyw0HO3VSNrnI79u+Qf6dXOIzAeBHT/BncCLN5812RnmCObtLy96+8rg8vOFgJ0haXh64PQqKGw2bKTmyQneX7rAbYrH5dJ7bjahXPyeqiLlW5N9J7XJaK2kfPRzn1PtCmPvS+bIueM2n+fcdTXKRnyULCvdQJ09O1WL4MSFeZeXX1IyrovRdSGmlXSWffmGiNYqsnTzZ2LI4v8A7I51RnTR0BLnRTtd4AhRz6+RpZ4K/xCqYbvNrZZyom1deTi/wQVZ3UieRpRo3EdkC/76DcW4k52va0I3P88/0DPCkQX1XANgWEbLrovrkadNUIo+jNeUhpUh4ZVVTGwMebvB3tPEOXMKjpcqHI/wavjzHn6NkRL9PZ6d5YJGI8d8yXeD3pVK14FPa2HRI9usqsCk4tKtC99pOujYmcnntf9Yr3NeqfYuX13TnaX+Sqw6u5MVOOtHJmU9p6piaac6XeRdoyYJV1t/J34nxNREDCVoeAEQFQ2S1xBOvVJHHKr1R3e1SLI51MbvdE9Fslg4PL4CaY1rog8FOnmxsWezq4sY1YjFDpCorSpzhzJJODBQXuyH43WGXpo7lxcb07ig3kl6HTgya4EFvJMivQ6HGHcnLl/Qw72OHuXiDmhPKOHXlT/3tWpYfG4hqM6k6PVUxo+UVHO7RpPaY2SqngNSFEMVkTm+lVPS74SR/Z87PaLrqUCd3igEPP+YXzrRHUAw3I5xu/nsaNZ2cbhV09uuiwdw1O0HaSsiKeT0AmE0JJdMyP1a3YD2fqnEZ7u4Y/06qQGe149Eh4gblJ/IWYjwhL/+xcaGumnDrvXOm8JdNHz9mGPy+RNwW+wvFvsUusTBdJdkAUAe/vk2ztdlZO3mysWWxkOXBtDumK14rRf63avbjwlUd5LhdvAXvc/PAVe3uAYAuHw+2k04ecJxNa0nXgIcb5p3dnFJ1cZ1X747s0td+tsCrhskA7x6tWyzKy1V5Qre7hxv1ckNXFNUgcDzAHfFCnhv8/ojuELWJWYCK+L59Ye0w1XLeJbGY95HtV+R5r5e48MN6gVNWdrfz7xv2tbYZfqPi7ZIgKfzA/fod9jzE7crfvcoVtxLtQiDgIi+yAUAhy2nalRK3y9lVfV5/hBdAlq/zzki0U9OTM1atig0Ej9hJBQCFMg9sC0WejERCOiCOB7lf+9Yz3D999GHOLJlM68Q/GeTPkaIKHt2mbbZiPoyvc186WW99/cmepBDOKPFEJSmSLkAXc9WMW9Kr1YifHOfJ8tJKa3bXTp5sbFl0ikF/06LaUG/y404xaBnwa2cwGOPBf7bKA4daQ5/XAZ54KaWzpOBwA0C7hxuljDC+bSJp2ObRA7CXijyhixs8MIiKQV8AyDS5Kt75Be5knA5NDxvt4IlOwsGdjCFk7S/k9SJM9Z3WC9x5JUI6Cfe7eNWww8uv/bpYKg0Aw36+U+SqOUSPqbmG8fmt1XmyAWTLOiSp1oSgiaCyzs1ze1Qp6ncin9E2kqFzSFMQpy5O0mMurxAWehPJkcPF/UizrotatwKGof3wnh5eJEqJtRVDET2nqijyH3qAn1clSF1hLVqQEwtilR+2YofUTX5PXU7uJ1J5fe1HOvl3aoiu1MF2PtP82pre69Ue5N3jhpB6Lwi7AAAP7+BiPFc6WtsXaCdPNrYsQi5e6VGzKDeO885TV4AnFHft0e3juGiVG+DteUUNA4CKyav36rcqKVgAeGWRGxY1jLpW4I4i6OJSsABQqQsJb/Drq1r+gFah64ryY2rrOQAs5HkSaYS48zo7zxOOPYJyCgAXF3kiGAvy++2yWA59fY0nTy+n+bFjI3rW73KJO02HGARO+IXQhEMnbJsNyUExm+jlwYE/yJ97Q+0/AFAp8uc+vcztx6U3zAAAIABJREFUnFp8+mZwZVIXKspl3jHIpPlveTOLZdV9UYtll7Uuzm3B7UiQFFYWtd148Sovah0Y5vd7UixwB4Cy2FOkBACVCq/VMluHKHg1RAKkFP4AXdTaISiIvWHduZ/PCx8j5qFSDR7HRPy6y1Opt5aSBN36vFURHw2EdaLNYCdPNt6WmM5ZGFexHDYljFlXQLfYS0KuVM3A+A098+Q2+d86m9ywpEUyAgC9Mf65KhkZaeMGab6g9zEpRSM1i3ZxUXPD1X6ugRCnNvqbuqJY9HK6UKbC77dSQQyIxB8AHujlQdtrmZ30WMSjn6OgqHg3I/ydUIO+AODx86C3LJSvKg3RRRNCEwAQbhc7Q0L8OapV9G8xzdbUmbwBC1rpGg/MmkIdtFLYOpLtUfGMAcDpF3gHM5ZsjYYUjPMgEdAJkoLq8gA6kVHfqbCuCyubCd39+to/sIf7EUWnbgrmCAA4RcFmdo3bnHU/LyCpoh8AtPm5v1Sy4Q0LlsxrK7zAqRT+2py6AGIK6mO6yq+D2h9VFKIZABAV1yjh5c99R3VGnvfZ9cP0mKJTKtjJk40tCzWEqYbUASDi5S+xmp2pePR8jGr7x/w8AYp5tWF2C4nPoskDxZWCrj71CCrCF5/jMzDvPMKv35tZ2hsUwhk9bTxRAXQn8skJ7oDu3c63kwNaptsvnqO4g1cMz2WG5Wfmy5wStDPJnaKS2QeAMbFY+swK540viu4bAOyK8qB3sSEkh4WKZDWs3ZfqjtyqzomNNweLRhkefIR3MMevcdtw+KE76LF8VgtNrM5zG+kTXb9iThcqlDR95wB/v7vuGpXnnZviBbyp8+PybxkMh8VS5Ca3gb4QD7TLJa3scFrspTvWz4WFAhaS2BeW+XnVFpOhEFcyfW2Z20cAGInxREYxQLI1LcYTiIo5ITEPZVpQJnNV/ty/do0/9yd38efv0qyeCxvr599JsW9eN8fkeVN5QVc1ddzAYCdPNrYs1ILXugVdrdvFjeTzaV7ZD3t0MuJzc8usqk9WogVPXOadtL1D3IAORPWgZa7Gf8+RMW7o1FK6lZxeUDwU53NhuRrv+qk5NQC4tMqv0fYu7mxVtwvQ/PlinTuZutgYOBTVcw1GVFRO89xBNXy6Gh4WycrhJOchXc7qnUvfvMSTQY+bX79nnuLduQ8+pp8jG5sPX/3T0/K46taU863NJm1ElPLcdy3N685TeoUXBlQ3Np/i51XJkRXUfenv07Z1Vxf3BasV3rXq8WnlO1VgWgtxH1MQzJGeqC5Mqd183b4lemzGYn9hXNDKL6/xJNHl0OwbNbfs84odhYKRcveIZuZMZ/g1inj5sxJy6wJIvxCMsaKy079r6a9s2NgEmCtwo9MhdkQAwLrJ/3agjQeYqrsB6K7VjsAkPXYmrQUEju/gDiro5t9JSV4DeteD28EDmaSHG8lqXe9VUOdV81t9IYvZJIMHDqUaTyoMv57DyJb5PVWDwEry3grfPs8Tr5O7+bN9bk5TJuNhHjgMx3hC1xnUizuTI7wwsC4khx/+BL+ns2VbmnqrwWoBbHsfn5fcSsnTwjjv1G4lOHUtBx4n70yprnTdIrRVHZnuYGtdaas5aiXTXWhwuzsY1ong62t8Pco90bP02HVTK+2uFnhscGSIX6PlMvezca+ecYv6eBdNCWc8dVXPUY/1cz9iRWVnsJMnG1sWioNs1clRy25fnuMVm5PbdCdHBZnXy7x6ny5oLxMRHYWAgxuOhlufV12niRU+L9XRy7nq2yOcbgEAxSavMPkdPGBWymyAplyUTd4hSlX0wO6OKJ+JMIQK4mqNd4iaomMFAHePCiGFNV6RjYe1gz8WuUCPLZpcJvr8gq6O7urkCd1imj9jQTdPEv/88dar4TY2JvwR/a5VS5qOZWNzYWZWF0CGu7iPGYzwZ8EFTQecKfCOTG+QF4nKTd7tDrr0b1GiEN94ldvPbFaPGLz/BE/KZqCEerT9LFR4/FQJqP2F/PteS2s/oRQLFcPjse3n5HmLTk4rr5mtqbbayZONLYueME9UrJRxTi/yQLGvnRuH1YoWLQiI9nK7j39fI6G7FN0+nqyopalBp666fGeG87gTER6IlwSP+M10XJQBTQR0Vevxq1zY4eQIT+gmljXnPBPhDjWV59f+UC+narjEDBtgcQ3FI2gl7LBs8CpmSOyAOt6nn6Nnp/hM2Z4enlipXW07dlgoRT4uD9vYgChltTiLja2FtRXdLewL8wA/IyjcpboOiBuC4q0SJBU3zBf03KfXxX+L2n3oE3slASDs5rZ3UYgz9Yd0R2tvJ49Vzi/xQqVS4VULfQFgcp1fw8OdvDD9twv75HnV4uNTl1pLg+zkycaWhZUMt4JaWKvEJmIeHcArOe1yk1fgrTi9U3leoVecXq9LG7ODfbw9H3Hx36q+z0pOd/0+93uv0GO/+Ev76bEnXtBO5gfv40H6RJo7g66YTjiGInzwe9nHM5mgIRbdQneevnGGUx+bIq86urP1yv0z07zjenS7plsNJvnzq97S5TQPVgY79bN78rE76bHxizxZLmR0AB9N8IBEKfVZUbEO3HuAHqtW+bP9+vPn5Xk3E6wU6qIdvHKtBBg22n4jGzewd5/uRLgM/p62ebjNubaqqeEDcZ5wKPXP6RQvpB3o1IwKNaOVKfOErSugE8z1Cu/OKaW+xZK+9otZ7oPUzJhSmLVCn1D3XaqImeVk60WXrmRrs7N28mRjy2IqzasYyZBORoJe7lCLVV7VMsUgJQBcT3EDGvbxYLAvpActvS5uAFTipagEgOaGr1Q47Wwxw7/Pvm5d8fr3/5aLCyyJxX4fuFcnOdkKpwPuapujxyayvBsDADP51iggXz3Hf+e792pHvHOAZ0hqn0jQrZUOM2KR44Oj/DtN5fg1AICECABWCjwguWeYUy1fndM896f/4ll5vFW8mSWlCuk1IdEvlNu2UmLwoU/dI493tfNn+5t/xe1Rvdb6dVDXvmeIP/fBkC4S+Xw8/PJ4eEmhXtd0q4U5HkgWhRDF3FUu93yr5PArVc1C+KO/5v7yh+7n1+FgN+/qA0BFFCrDTjFLFRNUNlPfb5UgHQ5dpMfmm3qJa7+P2+Wqj39mtqbXlHSKw0t5flCJ+HUEdXFZqcF6wZ/dC2nOKgH0Xq+OmC7CMdjJk40tCyUQ5HHoF2Y+zwPtw13cySyWdTXnQJLLXk/meTCo6GoAUBQbttu83Bl8+1UtIPDoHdwJqe+0PcmNpMtisPb8Iq8wHevh1348o5OcvrAYchWKRqs5TQFpD4k9WlXuZO7fwxNiK9qeEqJQ3PtiQ1fZVLKnEqS5dX2NhiP8eXhRLPztFnLkkcDmSgyssDTJg6CtJIag8OJzumjgEjOa6tjk+Wv0WL3S+uqE5eu86GLDGu1tmh3ywD5uW7scfNb07+b2yPMmwvy8eS8vIO1wcan3azUtwLCU5rbs3z3Fg/8PvUvb1kqDszyUqvCwZ1Ked0Wowbb7uO2NGJxe918v75Cf2RbhTI3jPbxzP7eqU5l3jkzQY+mGjoEY7OTJxpbFHR1T9NjVrN7JEAvw4PXLL/N5KMVdBoCcUNXpC/K5pXxdz92o/Sjj6zwZ+cBhHaxcSfGE5GD0Cj22Bh5ovzStOwb7e3mSUxGbwvMV3UXzRQV1zMMz7T4LB+9zcUfsc/HATM0tfe4JLX6xZyd38GGxyHEkrrepq0rvRx7iCVB3SD/3mRrvAj84yoOgP32GP0eHdXy06eAVO4PeLsnT5Nmr8rgSlLDnpTYfTIvx18U8v9+OMPcjx/r0br4nx7n/v3eE0z+nqkP02HxGy67fOci76CeGeLwxntH+skt0cybE4vhIj/YxqshZEIJG0yXOqAgHdRH4gOgYvjjPBbVEgw0AkG1y/2MlnMFgJ082tixWqrybML2iqzkdMW44HjjAnfTVZb0xvVxTVfbWZ7TCHp4YzK5xw1Fq07M1Y3GegF7JcyMZdPPZmoaFrVIKfzEXr2rtSGhqo+ouzaQ4T3skoWXtXaKLqRzQWpnfl/uO6mdhOMyrcFcynO+vBogB4BHBmqo1+e+sWCgWKfl5Nfj92F08aZjO6Hdts8EwWn//3y6wE6SthUxWO4NKlRfEnAbv6ntcuti4t5/bFaXU9+JV/pnvH+PdTQCogkf4ivrtsBBYqjZ5GH93H9/Nty7UXgFgUoj1jLXzjmufiyeuuYj2P0rc6mgPP+98Ue+sWivz++YTcvgKdvL0PUJt2PYGeMVBVRMBPWDsFEsQykXODa2V7P0nAJD0cArSUbE4FtDVCDUndLLnsjzveIm359VwpymOATo4VcnKWknznt2iA+cXHRdFHdvdY9EhcvJuzdk1fv22tenkSeFQF3cG61UdpM9l+TVUHcHeCE/Kkj4t7JCt88/0OoUKYk2b/Ollbuf2DvAHSe26AoCAhz9HHX5+HebyvHIa9up3eKPB7de+wB/ifkQvQLBhY3Mildbv8Cfv5QHzco0HzMofAkDUyW3O188P0WMnd/E3cb6iO0SKWh/x8niuz8Gp6gDwQoq34JuiIKsW8wJAWzv/rbNF3rVK+HmSWLagjafL3Aa2+3nhRLE/ACDu4fe71NR2meG2JU+GYTgBvAxgzjTN9xmGsQ3AFwC0A3gFwEdN06wahuEF8McADgNYA/AjpmlO3jzHrwD4JIAGgJ83TfPbt+r7KrqAWuz3dqFbbESoPTqdbi1asFTjlaDPfI6/iP/Dp3QFpNvPA3y1XM5KbW98jVd07hoS+40sjFldJIpxL78O51c43a9S04ngkBgbO3+VB/D+PTrJaffzwe9Ak1Mf1kxdLVO7KQo1fn3XS7w62m6xmNcrEkyHgzugakNf+xM7OK0v6hC7mpyaApKv8uuQrvLr0Bfm78tz1zgnHwD2neTqdbUqT+bmrnIaIQDsPMR3p5RL3ImXCjoh7hvi9iq1KHbPCB+jin4AYKrB0NsAb1BTn1ShMrvSevFkoyEY57ZMFVWBzXUdfH79W377K9wZ/OwHxPL3mu48Lda5vdrWzd8JJfi0O8HpfgDw+jxPrhIRfh3Snp3yvKPtPJZxiD2DsyWd7AVd3F4pJT6VyCiFRABIBvk1rBr8M/M1PWv+v3+VFxv/2Xtb6/jfzs7TLwB4HcAb3JV/D+B/M03zC4Zh/AFuJEW/f/P/p0zTHDEM48M3/7sfMQxjD4APAxgD0APgccMwdpqmeUumiIf3DtFjU6/zykBurbVt1TbePKoN/nhX3LrasFrkxvfnf0IFoLoCYhg8KO7y8wBJJVYAcHfyEj1WMTglLdvUTkaJQizkeVKhHMliUf+WZ87ze/ODx7mjUApKgO7eVRz8Gi0L8RBA765Qu6d8Du6c1io6YVNOaCHNE5WRpHZehRr/rU4xFza5rjuYSlRD0SYyVV606mzTpv7c02fk8VbxyuOt2fRwu37ulSKcUtRTCdJGS46sMDTGE1MAmLzAaUhbCfe8cy891h7XYdvVcV7M6e7mdu7yBV44cbh0gHn9HKesNcXuhKTFb6kI2et8ndvzy4vaHt0zwGnPXUJp97lZ/XwqXLrCixyH9/PfqZTiAMDv5r9V+TyrgmyXwdkY+Sj30WpFTNpC4S9V4gWx3hC3ux4L6t0/f5QXG5sWYlwMtyV5MgyjD8B7AXwawL8yDMMA8ACAj9z8Tz4P4NdxI3l69OY/A8CXAfzuzf/+UQBfME2zAuC6YRjjAI4BeP5WfGd/kLdc/RH+4PsEFQMAynlePVGJVyDG5yVUJ+ztBPUSz1lwZAdExbva5M/CfF53P0ai/H6/NMuHWK0GYFcbvJI2vS6SnLiusucbPLl6fZqbj1Q7N4KjHTr4fO8hbgiVPPVIh5ZBvbLEDffBXv6Zu9p55w7QEqqKypEVi4SVHD4ADLl4ot0d40H6elHv4Fgv8Ht69TpPyj52Qge1FUGNmC3wd1Gp/ykazEaEVSHtxCNj9Fj3O7lt8Ht5cFqq6MBgcoYHFY0GP6/LIpieuMyLHEoUIrOq32HVefKF+LOt5OWVLwVujz81hZLC+ISe+6pVuC177SXuR1QSXi1pRcJWpcznF/V533OcF5gUe8Ts0s/905NcfEDtNtzTxY/5DH0N3nUP7ywPhvh9Wa3ookuHlz/bTbFFT4n4AMALaU4H3B7n8dFXn+PnffcxnbD5xN5Jj4M/K04LBV81V9vp1SwkhtvVefqPAP41gDeimXYAadM037hyswDekDTrBTADAKZp1g3DyNz873sBvPBd5/zuv/m+49S3+eLO2wE7QbJGqsg7EWq+CACCbh4oLohByo6QNqBqMHQ4yStTVp2IqIc71P4op1ulLAyo4o4P9/Cq9kCU86W9wggCwEKRO5l4mBtXNSsFAMf7eSWt2OBBmRv6vNMlLtDQKWiaExmeYA5FtCpewRC0HtHdjPj0b6k3ubPdtZ27i3RdP5/5Gk+eOgL8+VSLJT1itmsz4swpzmA4LXb7LF7TMxGbCZE4t62A7oDMX+HiNput2Hj+FR5MWy1x7hjghbSVGc4IuB0jBsuL+jOTosPeFAIr7R49JXj/Nm5f/+YqF0LaP8CT+yY0BbHNx2njCyVeQJpPa5bMazn+zty/gxdHs1V93qqg1yshJJUgRdz6fnudPGYrN3lM9rUXtf/5wHGe9D49xe+3wluePBmG8T4Ay6ZpvmIYxn1v0Wf+FICfAgCvX/PkbWwd+D38BVctYACoCMU3pTRzdlVLoHeHuQEt1XklvSugv+98gSccSonv7IxOnoY7eeVvOMYrXrkarwKXhOoQAPQL3rOqpNVERxAACnVRma7y5Mnj11TMqJc7BGXw23z8vljt9bqW5R2t7REuP2913kE3Dw4ahkieTF0dVfz5lSJ/BscX+PUb6txcghFWUNX9WrW1XUROt34nGrWNdQ1PvEPPzl2Z4O9MIMzf4fkJ3WHfaKjXeJGod4QXawDg9efPf7+/zi2Dmj0EtDBB1Mt9abtDF5+q4InDvn6enJ6d5uyF+0a0KmuqzP2PWlNSC+t5nsPd3F9ez/F4tyeoE0yfUCxUSrFKbOsvz+r4+57d/NorAbA9I/oaXVzhRevj/a3ZhtvReboHwPsNw3gPAB9uzDx9BkDMMAzXze5TH4A3ItQ5AP0AZg3DcAGI4oZwxBv//g1899/8A5im+VkAnwWAUGzUYrOAja2CDjFvcmFZO+nhOK94qUW4XpfF9vccN6Cqa7Ve0VzhkEcMd+a4EYyG9OsQ9fJgJSXmUc5O8kDmnh16oFntP3p+ijeX1X4oKwwGeMJRMXWFzi06Peq3eD08IE5VdVJba/Akcq3Kq3BWyVPOwe9ppcED8VxVz5u9colXZVMp/uzefZi/T985vbnmeawQaefv+LXX+E41hY2WHFnB49b2qK+XJ9Pj58Xi6Ghrgk+3Cx4ff59W51sXhHB5+XnfzLLgVjG2X9PnZ9a5vTJEvBwQu+4AYLHE/1jNHr9juxAWsmCH7AxO0mNXCkP0WDKgn89cnT/bSiTp/BJPKABgIM7/tl/4y+t57qOPjWpmTlkUkL0u/rfdEX3eSoP7n6rFmg2Gtzx5Mk3zVwD8CgDc7Dz9ommaP2YYxp8B+CBuKO59HMDXbv7J12/+7+dvHn/CNE3TMIyvA/h/DMP4HdwQjNgB4KW38rfY2Lzoj+n2sVPQ1Zp17oD6Irqa43fwZOSpCd61GkjqIEgF03vbOQWkZmE4GoKKsFTgDmrPAA+IFYULAJaLYieDhwdXPqdWM1PduW4/v0bnM5wfD+hFjzE/D0h6ArzauF7S1+jKNA8qYqP8nk2v65mnQomfV3Uhu4K66jrYy4Okjx2epMfmGtwRn/Po36KkwTfbOofkIO82KPW1zUbpu3pddyJOPcmFcUwhTKDmzSJJve/mdqjXzV2evCXnVdfodsDv1cUcnxCpGfRzBsjP/6/aX37ik1wNNuIRHUwx03xpUs8B3rObswVUke31Jd1V2dfFO09hcLvs7dTJslIsdDX59Y0K2fWAUyc5qrg3XuJiHXmLGeGRGJdlV7ulFDbSnqdfAvAFwzB+E8BpAH9089//EYA/uSkIsY4bCnswTfOCYRhfAnARQB3Az94qpT0bmxNKMEKp3gG69dzr58ZKLWIFAIh3vDuu9vNoPnU8wAPbyTw32oqHDejrpOZn5tNiX4NQXgN0tczr5JVnRRUE9IzMvNlPj8UDOtCOeXgi/tw1sQ9jO0/C97RxNSgAGI7y66uoje3duoqpZr9qTf4MXl3Tz33Qy9+nZZM/n2rm7iifZwYA/M0XN1aC5AvparjHJzp7azwIiiR1xXszYXZKF59iHZweWi7y+62Sp40o7W0lMa/Q6lqV24F0Vodsd27n922uwhOgn/lp3Qn3uUTXv8Lf07hf7GPq0vN6ahbV4eDHett0wlETS3KXm5wm9+dP62vU38eLT6XeIXpMKcwqGjsAXE8J1oQI2XoiOo5RasXnp3XcwHBbkyfTNJ8E8OTNf76GG2p5//i/KQP4EPn7T+OGYp8NG/8fFP5f9t47yO7svA48L+fYOTca3Wg00I08CIPJeYbkkJIoiWtKjCq6aKusbFOyvLJMSaX11lrW/iGtuVqbpJUlUiJpaiimiZiAHBpAo4HOuV+/1/1y7rd/DOSVlzznwg8CgRn1rZqaqr54v3B/937xfOer8IPa4tYKc6XAo5EFKxc6Kxl9EBt8XCnuCU/QudWKxgoni1zQWURwbzap2QGHGnh6fnaD/7YjzIWZopAHgEY7z8jEsrxJbtbAvtbi43jqeF7g0f16r8TyfB0e6ecZLdWcL13VME3VdV4xD5n6n6jIn2IrdNp1MKKrkSvUObEHd0fF+rm1Ir7XhqlhenMrX9/ECjcqYjP8jL7TxnpMZzBXp3i24d00nKLRaEuvrnnKJnkw515zngoFDb2tCMegUOFzAZfOqnQ6+T6aKXIEiKL+9gmKcwDIC9jzlVn+vY8aaqkUnFpReD91TGf9YoL4skWQ/ORE78irS9re2N3Gr5sta2dPDZXZe3pHfe0P7qXM09bYGv+gYz3HD3G5qvG+SujkBGxPORuAFr6/+l945OozH9fRp5kNbnhdusbfpbtTRzjzYW7w9Ue5k7MqHAoVQQKA2QI3DgZCvLhTZdgAIGjn2sDq5Uq8bEjrq6aAKpOTqwhYmYBhArpYWtWieUXEFdBKJurnxoHTrg2Ht67zGq49vTxjECvxIMbpG/VFDO/WCDdpUo1HD/G5Y/t66ZzNwgMKyxs6oKASHArZuLau4XWFPN8Po6em6ZxL1PoAwJFn+SKtLYuId07AiDc0PXomwR2OO1VT1jHAM+GqHxgAxOd5a4V7jXXQ5TI0cRb6MiiIkErC6QKAS0nOsJbM8Qz7vjYO/2p06Zrb3CbXBSM9/D1VYA8APA7R8FswAzf5dWY+6uN7W+mYbJHLnGPduuWK0pdB4Zy+OqZl67O7+X1zhl6XbGw5T1vjXTtCAlbW7NHwEBWhb3NzpyFe1hAa1Xz3Zz/Clfh8Rh/wsGCEe/iAMIjFuwCA38qjmKUaN3RaxPpeT2jH1SGKO6tuPpcva3GWKHGHLurkEa8rcR3pVUrIbuFzfgd3gOKGzJOCpIYEjFAx2wFaEat6PgVzBYBgP3cUV0W2ttHHr9vZcm/Vb5hGuaQN7cszgiQgwX9rFQHk1WVt0F1+nTOz3Y0Gu4E9A3J+Pcb39sS5a//Qj3PXhiII2ffoPvnb+WtcRrq8/BzeDefJ5zX0C4tzeXWklTfm3ahqPdwV4sb0FSt3rP7wRX7d9x7XTq1qJ6Jap5hY8aoKpt3Av6mJPCgBroNm41xm2wQEsRzUwZzRJQ7/Hm7jRB7HB3V2TkHZp5OGUgsytpynrfGuHQquVq3pGiIV7VHYZb9ghAGAJcGM8wd/zX/3I8/Ubyj+5Te4Af8LP6yjrn9xhpMl3L+bR3P7HRyC6HfpKJFi+LOBK6gdEZ31u5HkmSnlPKlIJADYRR2WGstpHmVTzjAA+O3ciFRNFe1WbRD32jmE4Zvzw/y6eonQHuF7RSlbZXAUvYab3mND9SECgLNevo/aurjRNnqSn7W+YU12YhGeV1s/z2iZ3qXeYXfobzpzdZrOqVqffEr3RrrXhiI7Of/iefnbQAM//+uLvF73bgynQxvwER8PgK6UeBDures6+NQussB7mjm6ITPCA2kNLq1/riW4/mkP8P2pmsMCQKbCA6sree58mkh+UgUezNkr6NFV7XFWoC0AYKCZO3sem0AoFLSzXK2JDJyvvv5mW87T1njXDsXA4rRxwxUAXIJc4MYaF0g9Ua38G3xcAPzIM1zoKCpyQDt0n/4AF76pqs5EPLmXC7NGG+/MnbJwuJVyagEgKHoNqcxeQcApAWAgxJXbXFb0E/HqiGKDlzvMTivP5BRK4nuHNKTialywRQnHS8FgAOBiZpDO9bdwJaP2H6CJRzqFEr+4yo0Vv6HGQBnTatwpQ9vUc+nYcf5NX/kuJxApZASEM6bfxSGoq2/HQVLvqqBuJja4Ypafta4hzsY19w5znhQb5NAxHsQAAJuNR9nnrvO55AqP7N+pYdIFqml32Mn1xO4eHdDq8PF3zVZVVoVf89IqP78AEPZyXaAyTyZG3PEY14mK+j/v0mtkIi1iYyHDHdOldf0uiQ0e3Lt/iK9RzlDv3O7mzt5L01xuqLHlPG2Nd+0IurjD4bVr43RsiUeuhtu5saeEIACsCvidqpdSbDEAEHFzeI6i4jwzo/tdHe/lUbi/vsIhNj+0i8NO7FZNDawyRGpsD3E8OqCVkKJX7RREEwAwl+ER0IifO5+H27nyX8xraKOCCiqjwsRI2CIcwUyZBxxMztO1VQ6ZzIW5AT8xx6/7yIjO8nqF85Q11LnciWGqj0lnueFgFXTkyqFYuK6pyr1BLo/UdU2j3lqg5RlerwPorEpI9MlSq6CyPMC9R2tfMxSNtnUi+Gd7AAAgAElEQVTwfe8PckhascizlEtTGt7tDXLZkM+IjEFC1861RLg+vb7O9YSJMEK14Li+xvdYe4gHKkxZ/TYn10/5GpfLRQGPB4D+Rq5jwg5uqywVdI+tL77G6+6eOsRtK5/oX7ijVX8XTye/rqrHncnqQNkbKe4gHenRdgMbW87TLY7u3dvpnKJINUXSYjPvrM7naigqXgUPMdGyblZ4hFldt8HFhYopzbu3kzOsKbY4RecMALsbOMvPN69xYXV0u8Y9q6aqMdGPqb9FG0jquqrmJG/h92x0a7hA2MXXcDHNv5sDWjCnK9xpU0w+E3HNENQrGiorx6q6yfduq1+vUVXss+ImfxfVhBAAphPcAN3dzDONiuEPAEba+Ld5dZwr8fce4BHD5aw+w6pw/m4MX1TvozNvcBPf49cGPhtKdgJ3J9ugxo9/VNfztIa5Uza3xvf28WMP0zmHgSnSKgIDsQ2uuxIb2jGw2/j5X0/w82IVvwMAVap26U0e1FJNck2OdKilvrqRfE7vz7CHv4xiV+3wclkFAAXBdLqnWTVM57K1tarJEDLgTpmqPzKhBZTuiojMU5NL2xQfOMavqxj+mh38uq/NcigwADzczWX2cokHenc2aznmtnKn7PQC7yWoxpbzdItj9jLHlW+Nt0chUx929E6NySQ3XDeyeuvvFA1BVY8ImxAqABArcgP+gQEe3Zta19kav4sr6o4gN8RNtOGqNqw7xKP3Dgtfo7+9ooXV/j4e3esX0DsVvQO0Y9vr5U6t1aoJI85McaN4uJu/iyJ2aKzpaFjMyqOuN+J8r2yPagKBvhYO1biW5dG7oMjcAcBqhkcG3zd4nc59+TLPbnY2v7MII0yOzOAIh/189y/foHOP/MgxOjd2Tht0qoluvdC72xn/+XdelvPDD+yhc6OvXazrnoqBDrj36L1V9g0AeoZ4EK6pkxugiSVugJbyGjZerxPucHCYMAA0ebi8avRwpyJV0TVPiQIP7jULGm4buDN3raLfZSPNnZFGAedPF3XmqcnLkREW8bx2i3bub2zw9iirSa5LH+zl52Vvh94nVeGS5ISTOB3XmaeggN5H/Hod2NhynrbGu3aspfj27m3Uxp5LFGnGC1wwr+c1jnhv4zSdU5SZEa/OqqhsjsvCFd+mAnFDkw+o2i9/K3cMDm3XTrZqjOqv8KjWcoVnhwFgLcuhJeMr/XSuKaSFa3sDf94+5zR/HnBDpmjXjqCtypViT1jUjOW1kkla+X1VQ+VsWe971VA5K1idvvwHr9C5n/oFnk24F0dbn3bCnz/Kz8XHH+ABhzJ4tLZwXH9vi2UnnVPF3ab6wkKFG1cF0fC7XDVE2QtcXh06xPfD0io/w6srusHm+DnO6uYL8fW9Uz2plHMEaCeyeVt9UfY7xbwYDGoTtCKCd7/+u1wX/PNPaaIU1V4iI6DNqoWEKduVKfHzbxe1sduCOuClYPkrRR5ANvWk7ItwR6cjyL/LxRjfY4cbeaAMANY3eeCv3cufJ+LWmXmVKTOVcLCx5Tzd4lDRHtXQ7naGVRi25SI//Pm0rtG4HSz73RhWQeWloqPK6F1J68PW6uWwvYDoL9Hk0XCr/CYXWDMpDn0w4amVkqmBv+tKTkOfHII4w+3kkX9FDap6aAGaVeevrvPI88Fteu13NXCIbCLAs0eNTq28EmX+25SFy41vXeCKYqRPQ7xUtDHgEMxNNu2EK3iDgiCqrvIAUBbKaynH1+Hz/5EbQb/ye9PynvfaWF/VMJm/eLmXzm0k+BpNX+XZwmxCn4l6x92qE7oTmafbGXdqfZt6BKtbkzZ6ewXd++osz2jfjQxbTvQDAwC7gAP/xs9yx3W9pHVM0MEDFR4rt48KNb7vT8xqh21HC5fLTU7uGLw8zevUAGBnG5e9V5f4Gg136L0btPL9oPR7S4Dbw3Ml3oAY0I2P8yLo4nXq7z1sv0znPn9hv/wtG1vO0y2OdFwbUFvjzg0Fd1FzrT5ROO/Qyr+wyQXAxQVuEKtaKQDwWLlRccR9ls7N2HT/k6UMd4K8Tu5oN3q0wlSwveYGfiacItulemgBQIOg4W5r4E6kibRA9UZS2S47NETJa+PvqmrGutt4lH0wqJmOZvPcuFLO55uTmoiiOcLX1+Pga6TgLABwaYU7gx4X/223j++/n/6ErrNIFriizhb5dZMZnf1IpvnzVip8D9oMtSouJ58f2M6zppuirraY59AbAFgRxrRyDO6Uc7Tj0JCcz6TeWYG/esfgXp5dMjUZD4S5c+X28usuTfEMpql2OxXjes/l43u3XNJyI17k8lMx8QUcGmZ4cZnLwbBPO3Rs7G7TzkiyyG2OlIO/59FuXRevGsvubOO61IQWeG2FIzkOdIhst6ir7fRp4pEEuJ5IZPl1Gw3InLSTB592dNcH/95ynm5xBJv44iu6VxNWWDllimpXZbsUMxMAuNz8tw4X3xJVARUyDZUpKxX0GhWzgpCjxp/ppcv8ID4+op2cDYGJ3iEgaabiTlVYv+rkii1iNWQ/rPx5VcfvqDBcASAKLuxiVW6YXVjjxr1iLAKA06u8tqZQEs1hRUNAAHDVuOG1VOLnO1fRFLSKjnwpxRVba5Dv66mchteEXXwNywLGcXibxpxPb/DAQIef70HVcR4A+pt5ICNT4vIoU+X72kRP+7/92xNyng0Tgc2dgjBF2jmM817rz3O3xpzo86S+291o+Hs7Y3WRy7KmNl3PEwzx8zRxmes9j487Xao2zjQU0kUFGwBNajCT5g6Q16Od7Pva+fou5jiBzcQql+e1mg4KquyIqlPd2ajhgKoNhBpuAwIk4KnPiVRDsRwCQLHK5/c2cxisYuIDgKLIGHYE62tjsOU83eJQkZU7NVS/kXda07+7MQZ7uMJcyeoi4bk17hCPdPIIU6asM1oBO/9uy3luuHrtWjAPeW/Que8s7KJzQbc2ehM1rqg9Nu4Qj09xwTtwn3aWHTYh6Jr4+qWr+l1S4l2qIoppNQjmWJ5/G5+Tr0NJKIrFdV1T4mji110RzXfXBDsYABzsrQ+GpPYCAOQFbG+bX5CAbKqMiw5UdAz20rliju/BfFY793cKqlUUrK3tOzhLVWadO6YmvXU3SCHUUNkPQEO4ZRCzwNfWRORxN0ZFPFMwqGXD9KSoC63TCVLZI6D+UoDGRv0uykHqDPC9vZTVpBpNXu48KWKhh3t577OVoqb+VvVSAw08qHVqVmePvW7RQy/MZVmnU9fknY9zAozWAHe0GzyisXlVf++Iiwemxzd4ENOEOlGjM1AfqmzLedoa79qxI6yMMu3klAStdVDAysKiwSsAXInzjExLQBttasQh6lGCgonP0BU9vcmdzEVBFf2+w1yBK5ptAOgOc+NUFaqnS1rBh4Rg7vLz6J6q9QGAVJ4rxSPtnO1M9Z2KuvW7TK3zrOpIE4d5XLXqLJpf7G11ZlZz2rlvE/2u5nOCOEM4mC+f1pHThWvTcv5eG9t2cwdpbpwbOrcT2LsbDpIaqvUEANgEqsLt5wadYoJVDhlwd5wrl4fLuRPfvCJ/29Sp5VU9427VSauWDVUBwzY131W1VF4HPxNjGxwR4LIb+jz5uJHus3CH475ufd1ClWca8wJCZ6o/6m7m8nUhxQOV5Qpf/KFmDdtTlO0qc5craVemN8Sd01RJ6y42tpynrfGuHbMZbpQ57VohdoW4oEtV+GEzsVD9zbe5U/HsEzxa1hrQDHWKATCVE4QbAW08BUTR6JCAcaUFdvnSso7QbRfZpRYXd3KWi7rh73yKO3sRD89EKKw1AIxN8DUM+7iyVY0cXYZMTl+U76OlHK8FWk5oQ7FNNE1V0b2eoIYDqujpng5hVAgD6eCIhi+d+JqcvueGRVh823ZxSG9CNCCeuzol76n68+RSXObcqZonkyN4/H2H6dz0OIc2OoUzYhp3ijVPDa+PP++O/RzWDADnXuTEGSobWy1znbi+oo3eep2rzarOGCg42+5GnqX0OnQNzIlJ0WDXy5+pTzSkNUH214vc4Zgu8HPY5KufnbYoCBhUM1sA2Bnm+14RRijY48VF7djvbOHOsoIZ3ogbCGyqopG90P1qbDlPW+NdOzp83KBbERA5QNc8KbY9E/7453+c/3ZVQEv8dq2crixyQ1Kx6qQtmm0vK2hbZ5P8ngpHPNSqWcdarDwbVgD/Li0ureCDDp7NUd/N3aCVTM8R7pB47Fwwlze5U5YzOOFrItPTLeAsLqfOaKm+X4kcV1A9YZ0FOtDFnV7V+LgryN+lM6whiIOHOVy1sYUbMpNXNXRsY5U/U1k0Gu3fr0lfHnuIO0G9EZ7RdguYq92i76n2faXGDY60kAsAEM/xfTYfq9/sOLqdn/HcA9wAVUEX1SICACY3uLOyss7PfktEB+hUpmI2xmVDe4M+a4f28b5fhRI38P/mKxz63TPUK+85fvoqnVPMgS6Xdjj6RF+6K3HuAO1q0Gf4uW2iv9kmX99NC5c5VasOsq1U+PO6ffyeSs8C+l29Dq5HFOMgAKSq/L6qxmgmzs++KeayURQ1wl5uN7RFtV7bE+Z9WmeL9dH3W2om6pZ32fCHB2v7Hvzc//TvVDFqoIErf5dXe8SbgoQhJ+qa7AKrbqJOVxToilXHBKmolLkAsIr1UxFXACiXuEGioqOf/rn76JxbdN4GdGZKRZjcdq3YVMO7Bi93kEJOXeN2Y50bOnujPPp8IaGjmGoE3Dw7UhS0or1BXQC7KDInQeG4KsgZAHgsHBa5VuHRslarZjuaKnG4lWL4a/fwdZjOcEUL6GijYlC0QRt0r0xwQ2egna99Mq+dvX0NfA8uFvm7KgXfXNUZgatl3sPIJqj/41ktsxW0RJGSZQS8EwBU8L5Q5BdOpbjMmZk0sH/6uK5YmeOOyp3Kxrzvow/KedWW7sZ1ESTaELUf23QD8hNfO0nnuoa4/DQRN63OcqP3n/zUQTrnMuiut85wXZHN8GBOa4dgtitr6NhGgm/euet8rwzs7ZXX/alnRY2rcOCX09oh3i56GGUqomY0y+/ZGdRBQdVjT/XQSxrg6AoRoBAMikkXAPJlHuRw2Ph+UK1IAg5dmqAgiKoWrcmp5ZzSp6oWDQDec9B5plarHfr//30r83SLQ7H13A0yia1hHokUPxS9LTqbsMvHIxWqd09xUxuRil41kedGm4qcAkDUyw3b6xnefyIv2OsAYG+Lromi13Xxd1nKa2NFCV+vyMCpZoEAcElEkJXjOprT0fueAP82XzrFoYTPHaxPmQJAZ22azi1tcojX9Q0Nm9jbzR0v5ci0ebRBVwJXim1uTpd9cY07pgsOnT2+Nsf3w9w8X9+WFh3MOfnKNJ2rVrlzGm3RWd62Lp55Sie50Tt5hdfVmVj6FGwvuaKhmHdiLC3pfe/z8aChojFfma5PjpnG/DVOIHA7DH8eFz9PTwU0i+Qzj/G5c/geG/C/j//yp9xZ/vmP6oCsChK9Mrabzhl6tCMn6s12VEfpXFODru0sg+vpkGjJUHJzmXItpvXaNsEGq9av38P3GAAka1wOqrYgyhYBgDdGubPy+H7ulCXyAuFhIF/yiYa1XtFzsljT+1NBFBXbqxpbztPWeNeOnR1cmfZ4dOR0Mt9L51o93KgoCqEMaJYfh4U7DRVoSIASvmEXX4d2n3b8VZTdauHGQQt4tsbt0f15gjUO1ShauGCeyvKsCQCEBLZZRbW6AtqIdFi4Inl0L7/n5SWubE29RgIRninLF7kyGG7ghjYAJCs8+pyvcoc44tCMRbNZbsycneDXfe8If94vvKRr3K6PTtO5pRu6j9adGLEZncEsl3bQucnz43TOG9bMoWrcDQdJDVMvrEqFyxzFoGhziuabt0GGoNAYoouGcfzJf+Xf2/qR++VvVdDwxiR3TtdXuC74F7+g94luXvwKnRt5aK+87p5eLsuu2Ufo3OyKZl4dbuYBm1ieBzFavXyNllNa/6RFnydFWDQj+tUBgAIEKQcp6NSBisO7OWxPtYlQtbzKOQKATWFvXF7h2aPmoK5b2ubl9t6aRddgs7HlPG2Nd+1YSnJh5bJpw6vTwyEVySoXrs0WjbWeKPLsR4eHR4mzm7rGIOriNREbgk3m6ye1I/P8UX7dmQ0eSe8OiUaN0IJOZfYUVCNrYNxR0SdVm2Rq6psri+ct8Gfyurl1lSnoqOCCKMpVPaAW8zrzpIIKinnxcoJniABgMMIdhzeK3OhQxccOh6kfk4CzCOrlu8Usloprpk42chu6v9k7aaiGvwCwMMOddPW9e4d49n3qso7sq3GnmPj2Heujc7OGJFouz4Nwp79zgc4deWofnZub1FnTiYuT+qHIsBvOcNjNs91vTnDZcGibhtApBymW4Q5bURAP7GrS6JBYgcvPUdEXsSesz/dCijs5vWHu7DlF0A8Atgn231iRB/6iTg6fNaFD5lKCNEv0RVQQQ0AHnx0GciY2tpynWxyNXTxyujZ3ZyABW+P2RsTHD4XfoQ2kr4720rmdXVw5nTKk7oc6uUCqiOPos+ooUbzMldvlOW78/5Pjuu/HxRgvprRbubEStXOhPVfQkAqfcGQSOe48jTRoI+j1eW6QHGznhusrN7SD+cQQd5hjaR4t62/kSkY1UwYAr000/BU1Yw1ubaDbNutTJB1B3fsoJ/o1PTzC30VBWQ9xNBAA4Dt/UX9jzzsx3H5DE80g39uqz1NsjkfR7xQr3p0aqXUtl6cvXq/rutkkr525F53PbJafw9UVA/PqMnccVC+sN144Q+fulJM4+jonmgCA6rM8G7tf9KRT/RQBoMnGA5UBJ3eQLi1y477BwOjY5BaQaCf/rYk8SNUeZ8tc7i4VtUPsdfLrNrt5EEMhFMZWtX003KIdUDY2rFq2jie5c7o7NF3XPbecp1scd8NBUv0n7sXGfvfaCLm44aDIAwDgiV38EKvUcqqgU8AB4bRtlHgEScHKAODUdW54PTfCswmmfleqyasifvCWuaJodOksWq7KBf5+72U6dyHF2dUAwOXgmR4VERvu1ZkyVee2p4U7VkrJKOcIAErinhOrfP1iXhO+m+/fbVH+TasGml6fnSvi9YLeg2xsZN9Z6qu5R5OAtPdww+LNvzlF5w4+cYDOBUL6e7/0pTfo3O000FUES6oWaPKSzmCoZ6oJnFy4mRuKHuG0AneHqnz2Bjfu+3bqfZTe4LJBsUFGWrnTEJ/XiIp6x76HdAQkXeJ6L57je9sW1hlMi53PX13hDlJnlOuCjYImdmjx8rW/HXidx8rtnLNLPPjpduo1avRyJ306xZE7LT6uJzoj+l1GV/ge7Bc08aY1Uiyyqv5NjS22vVsc9SqDrXH3xu/+HxwTvVHUCtPn4EJSNclVhj8AOK3c6FAsPwpWBgDLGQ5DCLm5cHVaNTugqnm6tMANklyBy5V9vVrQKQKBV2Z49qg1bDDoBCuRx6HXQQ0luGM5DtVQ1KumzNNakX/vNregcxYZIEA3j0yWeB1BSTSzBXTTShXFVOx/ptEYFrBIwXwn7Mu3f5vj+8gpShN9Hu1gPtbN61x8Jb5XyoKqXFErA0DWxvdRqcaNikRR0ycrGI1itzIxX6kRF7U+07Ncfr75TQ5lM43OHRwOmFjRdYCbglwk3MQN+JlRTikOaGpwU93dD3o89xMP6PkDHMFQqPL9aRf1uAAQy3FZtrTOD7GSY4928fMLADnwe85meNCqyauzaKbekmysZLQN1BnkKIWwg2f9ZjK8p1+jVyMfVO22chLdFh1sHE9zEqX+gA6ODPT3bbHt3c7oGd5O56qCotsf1unEYp5r6nKRG4OKBrVU0NpfYcPLJX7PTYOTqNZBDUVxDmjnNC/o3ItVLgRVASGgD1vAXz+t6HZBT12w8Eja9TWd7t7ewI2rqshaNdh1IfBXr/B9P9zLhdnmJtcyJsdgIs0LZB/q4ZHphTwX2qbR7uaRXgXhBIDnh7mz1+rihAffWebF0l1RrQyUwzYa5+vXH9G9sOyCtESyIDo0PEzh65WDPr/EZdnO7ZpE5fRFEekVxAP5rJafdgc/TxXRaLS5VeuCP0v007lYjK9vVyeXOWNjGk5ZzPF3nR3jpBrt/bo3imqHcePMGJ177IO8RxEAJOL8XFRFw9VknOuJqgHFURHe9MS5a/K39Q7VikQFcgGgVOCO4r0WBE4m9VlzWfn8fJo7mKam3YNBvrd3hLg8clb5OYxtav2j2Pjaw3xff/M8D3AAwPMHuO5aFv0sFeweANYERL7i4ftIZdGULQIA6wV+T9Wzym3X6IXRSe7q2LbXF6Dbcp5ucShKUiVct8bdG69d4cbK176oI3C/+VscGqGMPdWHCAASm7weZSHFI1Pzqzpq3RLkwqPRxQ2oN5e5cwQADwzy6GnYzh22pQJXJKcnddR6Z2d952k5pR3Xvc3cYb6e4g7HY7u0wzGX43vFIYhJfC7RK8OQEQxb+dpHPNpIV0P1/lCO9mRWM0I1eHjEcT7FM5g7t/PnEahmAMDyAt/3awv8XVJrmoFSBa6ULujdoynvA2FBhiJouC++zg14Uz1P3fA6wf53O8Pj0R/1gaM8k1sqcxk5Pc9l61PP6L0rfBEUS9wAzWS1M7IpUD8rSxzdEG7SxvTIPi5zVlf5y8xN8sBeVfSjBIDF8fpIN1YW9f5UmYioR9RKGjKjLrciCKoPPm+qTRps4nIlZOey6vE9uubWbeXrYLfyvbKR1WftQAffD1bw/dDm5MFEi4GCstPF9/2Cldd9KqZiAHhqhOvw1nJ9zKtbztMtjoOPcSrOC6/yosdAgxZ0zZ38YKjGfm5RnJjPagPeJeoeskl+z1RCRzHdXm68Kqx1Ka8haYpm1ipgKb0ioPDZ3+T9Lt4e/JAraurRuI4+dYb5+vpcPAJ6/6BO3SsaVNFiB0PN2jFQjmK8pIU6G4f6dOq+wckdg//7O/yjfvhRXWz6wmVuJD29mzvTybKmve0VWUxFjtEV4oZDtqJrVeIVvvZWEVFU0EUAcFm47MhsaoNEDZs4T27RkNrmE8ZpUSt/leG4nVFvvanbq40rp5O/jy3CHav1VX72Tc7TvQY5X1vTuqsimmjGxW8vnbhC59q2a+dJkVQo59PUVF7to+ZtPLNXFdlNAFiL82DE6EkO+VP9KgMNuqeaXRBRqIBCS7um2V/M8vVNF3l2rjWgSTWWC1x+VkXmRDUgN42VLH/XGUH4NBDVeu0Tv8jr0T79i5zd90inJtRRPZkmBRFSu4/r73UB/QZ08/cmG9+fiwXNIrvNyZ37hEvXELKx5Tzd4khtcMG8++ggnVtf00bv5ROX6JwijFCsOSaqXSXoFKTPVCScNThXP+ihCty/fUEbgj3tXIDaonyNQp76a2dUDYzLqh3MBgf/7VqJK76kcrqge0g0ePjejti5k2hqJDyX45HT5x/gezBf0e8SCvCXmUhyp9cvWIcAIG7hirjFzQX+ZIoL7c6Azn6cmODPu6ebO6dVEckFgOUSX/tmF8/WWCzaCCptckNH4eAVzOO1cxqzf6+NUkHvo0CI79/zL3OiFJNcfieNTErLuWyaG+Kjr12kcyrrpzJ+ABBs4nAr5XCY+jw5PPx7N7Xzeza1agN0cozDuNTzqhFo0OfbaudypZARQWDRdBYAmoRODAk7JuTQTo6rxm2kS0leVzs6y+WjKSioCBhmNvj6mmDun/0sh3/Pi7K7bFXv+0VRR2238s1dFuRLqYLW/cvr/LcjnfyerW4N00yJRsIXl+qD+285T7c4gmEu6NpaRc+Qgjam73v6IJ0bO83rO9JxfiqU0wX844EZZss8SqlwwgDw4jg3bPe0cqehyaWVU7nGjchNcAU0kdTREaddRfb5Huz268zT+DoXLG47X1+LgzuYCooB6KJxm0WILFGTAwDHu3l6Xn2Xr5zRPcE+eIhHBjfKXAGpQmDVzwoA+lr5GVbRO1VkDQCqzY56l24vh2oAug6r2c8NmZkEhyCO7JS3xMphzr5YLvG9sr6qe8SsL2rZwUYgpGGlTU18vmc3jyDPXJ6ic7fjWCnj/k5RoOez2nnq7eeBCkXn3tQmov7jd4ZJzjTUGvb28bNWKGivzBvg3+2pDx2nc9/80xN0rl5YnmmsreoMkZJXpyb4N31sUJMSLRe5PAoJSN9QF9c/TU5twK+WVGNzrvNOL+j6wiMdXK95m0RNY1JTlfeEuY2ZKnH9lCnz/dcb0mu0I8yfVzEDK9sJ0A7dnlatu9jYcp5ucTQ3c8VWKnOL45EH9QZVCJCRXRwquBzjPxw9p2nVZy9P0LmdRzl1qM9vojnmI73BDaQpofwBrWS27+dZPxXlmIrpXkPH+hXLD1+H5aKGN+REI9fz1/g+OjqsFaZiB2x1cmPvl/5PLXTe8wHuiDf7Vc0ON9qUIAM0jEu9pwlznhDGv2Iseu8Bg1IscoOu08khfS/N8x4m+wTeHNAOkonmXI2anWfnFNteoaazfr0RrojjeZ4FHmzmv1OUwgDw4IMcyqGS8w0hHajIF4fonGLjmprVjozbzc/iE09weVV8mM+lMhqmmclwJ3JxnkfSFWIC0I6Mx8f3ypNP6ijwl/+C667uAf7dchlulJmoyDsGe+lcvZkcQNOuP7mXZ052brwmr1sZ4QGHnJcb8B8/LM6LVWeeMhV+z4oIlpkCaSqY8+RO/t3s0GctIiCyKkuunje3qWtNFQzO7eS6tD2oHcHTS5zcyi8asbcHNCqqLAi3FEPqaoHLZRPywSpYElXPqrJNkwf9X3/O98PPfKg+hs8t5+kWx6lXp+lc1wCPTF84pQ0vq8BF+ULcu1fwOsV0ZBrTo9N0rpDRUSI1lKLwBjUMIdLKjVNVo9UZ5BHkJp8+bCcnOWxiVxe/p8OmU+wjEY4zHjnKf7dS1pheBdtTv/3ER3WGIywK/bMl7nBcmOEG8cP9mqzDYuHPNBHnDtDuZp0RUIJbZSlVXy8AmBOzT7kAACAASURBVFvnz3smweFC+/v4ebIKRQvo51UMVVVDhG5mgys+r+j5pWrjACBTEgaJYGa8uMDPYXejzn589tfP0bn+/fy7jL3JIXKApoLOrHOjt3+fJmdpFPWx41P8m45f4uepf5cOEk1d41FX5eSooBWgWeha+7ixZygTwsgh7pSptis3LvLo/O28i4ID5tLa6FVOW6LADfG/Lr1XXlfEnnDlIjcibTa++N/6s9flPZ/9MKccVyyI597QgdNf+xkefFZogWBVO7UuQbIwv8mzUg2i0e1KTgfKRxyjdM7dwPf16JLuHXl/J0coJcpcfgbtGmboryoGX+46WMDXwWfVZyK7yXXp+RluJz62QwdAfvpDXF/OpHQQjo0t5+nmMHV/P3A/39zlMveWfcNaeb3ylZN0ziUIGPwRHglSjhWgs0uJFX5gSgVtrDR3c6Mi0iL6iRhqAdIbPELi9nMF77dx47SyqYk8Vtf4M72vjwurDasWdLMFvkYqMqUyLgBwI8Wvuz3IM5FjKb0OUS8XduducOX1tS++Suc6/1dNR9zq59+7TTyuYgACtOMwOs2F65NDWhGHvTx6f6yFGweKebEiWO8ATfygGg0eatNFwpVNrmyLFb5+PX69RoUKDzA5Hfys/dE3uUP84R/VcEoFTzY5SGokFgUrmYDJLU1p514RRoTCfH92bOMy5/wJzYoXiHI9MjfO94pqEWEay5P8ujOLXM+ahs/HzZlAhBte0WYdvAs8uo/OxZd5na8po6UCigsJHpi6MWWof23gvy2VuIycn+ZnuP+gxsief4s7p0s3+Nw+sbYAMLnOg3CKcCdn1zXNRZEpV4yjCk5dEvIRAEYt3O66OsXP9/EBDa3/7iSv0drRxvW3x5CteSU2TOdGWkR7DlF/lKzoDOZ8is8Pd/N3SRtInTx2brsGXPVBm7ecp5vDVCeUSvEFfu2rb/1DPw4AraBuR3mtzWlYX71DKUU1d6dGbpPXPMTzOuOSz/PwnWosuZytL4oBAD0+jr03RfbjVi48rODvMtKujd7T09yY3tbBFfG/+GWOrW8P6JqSeJ6/i9tefw3HeoFfd0cnd4BMBbuqCfFyhcOQUkUeHOn0aYUZ8nCjrdnNFfFiXmcwG33cMDs9LmrcLDpIFHTx63Z4uCL+2Y/x/ffWRP3q63b63dRbRxRq1IbDwADfn6fe5GvkF20KTLAyb4AHDW9Hx9Q7TOR/Xi/X06urPJvQt5Ofw1zOAKf0cCMzl+b37BnmfbsAILnGz/D0HH8m0/M2N3HnqamJn+GlOX4mFq7zfnWA3iuKcGNxWsOTt71PBCPSXA+XDZT3+Qr/piEn/6YbRW43qLpjAChV+DMd3MazQKpfJQA8so3Xo02kuVw+n9AQWZFER6GR76PZLA8K9oV0fVFPmOtaRUduCjZeWKqvZYgaW87TzWGidE0n66u7UcIV0FEZl48bVypqZXqXfyxjLMYjsj0RnbL++GNcsSnyhmxJH+LOEFcyKipjEqB9fh7lXK8IKJahPia+zoXZ7k5+JjYKXLhOrWt4w3qaK/G+Fi7olnKGRsI+7sBP5jhUI13RUS2F044I1qc2O3eWTyzzeihAY9kVVfm1Wb0/d/dyY0X1yjD1VQk7eRZ4OsuzpitJvo/m5usnLVAOkomWOScMReVYBcKaMCKd4c+0PMP3inKAVL0OACxP6uzID3oMbtNBIpvIuGazXEb2dnGHIp3VtZJf+s+cSGHbCHeQTFTle45yGGdXB3+XfIM2265d4zJHOSs9O7he8/h4dgMAxk7xtgBNnTxg07dDt7vIlnn2eCDE4aoZQ/1Rrsy/+aVFfv6PdvPzUha1UoBmmVX63WfXOnqlyO0cr8jq9zfp61YbuK5QyAflRI4ldJDtfh+HWp8vcw6AiFvDAZWDtCNaHwHQlvN0i+P6BQ6/UVGX2+mjoSnH6y8K/8cyegVVucumo3crBW6IR0RzvsGwzhhMpjlzjqJsnolphyPu5oZZk48broviPQFg/w6+fz12nk2wevjvmkKGbFelm86pHhz/+7/XRez/5lc49OT6Io/eD3fpzFOriwvffI1HKiMlHoXb26oZwKIV/tuCgzt7DYMa6jYjYDJBF99jTgPToTIcGtx833tEprHxiCawmZvkxmn3dm5wXHqL98IBgKYubmSGGvn65bOa5bSzlRsrDz83QufGRvn+K+Q0xGuzWl/PqtsZHlHj+piHOyoA4J26QOee9QuZnhJBA7s2ev/pJ8WkhdexwKH3Z80hWoY4uTyqCMg+AKQGuIGatnHHIF/leyUtivUBIPcU75s4vcLXd35R708lW/1ljmBwCN0EADahn5pF2y/lICmiCQC4HuOZsiPt3L6cSOs+ZApO7XHw8x0QGTYAKNREj0eBDqmKGtZMQUMbVyK8HjKbEQ3cxfcEgKp4lxcu1kdVblFFlu/G4Q8P1vY9+Lkf2P1UTyXTUJj9epvS/WMav/nb99E5xRYD6PqjkjAETU3gfEKop0tcYf7+53W6+5c+xZ2rE9dEvwZD+OTpQZ4ZtQo421cucWrlx3ZpB1MxGrlFv6u1oq7fevEc/24/fJQ7dG7ROBYAvnqJO3sPD3EFP5kQdYAVHbWO+rizMhvjStzv1fL+gTbeEPT8OndGesPaIbaLvWIXcIxghV83L5xEAMiL4uN8VbMDyusKyE+myPfYRk4fNlU7p75pscS/6diY7r3nEn12KqIZq92hM5iq7nZxmp//X/60dgySAjY1vcYN/BOv83tu264zjT0dXB7NLop+N6IWGtD1R9Eo30eRoJYNiok3meS2gUVQRV49q6nK4/P10b0//7EH5fxDu3lgJSP0palG+Poq32fbm3gwvNHF7YbZjA5M+Zx87cMO/p4TSX3dqIfrp0Ser1EsqeVR0Mf3Z0+YB6abbdxW2bRouaEQIF47X7+y6AcIAH4HXyNVGw8Ag/09Z2q12vdEB7YyT7c4dh/nkb9Ugh+2uauaTSbcylPapYKgZRbQPF9UG5FBMe8RBAwOp94uJoXKhhLagIY/uD38mWS/m00dFVTNORX16g6bLtAu2rjyXypxaMSvfVo/b6nGDa8nd3HFZlqHdJUbqM3gtXNP7+b3dFh01k9RiqvGfc2iCSEAfPAoPzPZCv8uYxuG7uXt3FBUfUoGGrljoGhiAeDcLF8H1SR3NaNr/TLgRkWjjysghUcHgAWBgw+7eAQ0vsmDAqmc3rtf/BO+P2NzvIbjdlhF1fihTz4k54PdXM69cYKfJ0Xv/egD2hlx2vnezZe4nCuWtcyenOGGjnuIZ+7mUzrYqNo5TF7nRpvSXYqSHQDGr/B939LOz2FStOcAtHOaiPPz396pgwZ/+8c8e6cIGhyCsCQQ1bBc5TypEoOAz0RVzudPXuXf9OERrWO6ovzbhJzcnosVOVIjXTRA6wMc8ndxjROlbIvowJRiZo26ePBkI6v7R7UHuRz02ThM7rtzvIxlZ6suKVFOb6nKv7epJlyNYq2+FjxbztMtDlNfCza8Ya28skkuuH0hLrAUwjOb0NFG0/y7ZRzcy42Vrqh29OyijqUgDvGEjVPXAkA6zY2D4fA0nbua1CxUqhDzv13gNSWCdRkAsLuRK8W1GjfarCKjrWqEAGByjZ+Z/W0c5540MO4o6Jh6opaANoIUZO3cNDeuelv487T5NanGjjb+TBEnV1COoIZpOS13JmttEx3pVX+ugiiyPntNG14qcKUawN6poTINgDaCPvh+DjPcyHLDoSWo9+5//H1u0B16gAdzomEtP9vE3lZ9EZM5bQRVKnx/7hjia6RouItF/V1uXJqmc4rG3DRUkLNvuJfOnT2hA7JdQzzrvx7jjkEqUX+ttGIrVmRc2ZzhTAhdcWgnl2WmZvU2ST7AnSAlW3Mu7TytFHkQbk8jz+zFSrouTNXVKmdvV6teI4XyUE1pq+KTqoA2ALhs/Hy3iOzc6ZiuyWto5Gv0u3+uvxsbW87TLY4PfJynl+fmuIeuMiOAzrqsx7mL1DPIrV5TBiib4YciL+ZKBW1YZdb55k7HNUzuToy4sD/3tGomqcWs6C9RFYQGYc1KtG7nEJH1Kp/rDup+YQpm+J69PAJvcjhUw7suL7/uF17l6fejI9pAUmQIV+OiIWhOG9MPdHGjI1blCsoE8dwo8yDHzg5uvCqHImzR9xxLc0OxU8C/WqyaaXOlwtdX4cavGZibGn18HZTzKVBlOLhT12G8IOZupxa13jEzpY1Tp5PLHEUGmxKNbv/qL3VPtd6d/Hu/9g1O514xMA6qOmBZ8/R+TV199Xx9BBeqZ6LVgHxoaONnzWrhMqeQ046rCmIq2voHn9QsfpUK1wVf/TxvIXHkWV63tB7T2di0lwcjEkucpGIjpTPWKog55OW1iS8v8kbWAKBaYQ638DqrmRTXEy5Dj8dGJ5fpywUOzcsKcgsAiGW549oi6p0DNm0DKdTJ10/xAOezh7jhFbbroKDqS7VW5vccadJybiHHz/BzT2jn6Q/+9ff/+5bzdIvjv/0xpyN3iiimie7VG+aG1z+WDNGdGt2CmW01r6GNShBmivzY/NWoboT53DBX/pUav67qLwEAAQd3tMcTXDC3+DVLjXIUbZtc8T18QLCZGfDoSlk0CYruN1IcDgRowazIL1LCOQKAgsictHp5dE9BBb80qjOYTw1zBb9W4g5vDZogRGHH82W+Pw9Gea0UAKxWuXOlmvpei3Ol53dpY6V5G4elRJr4+b928oq8br2jXNKG4uQNvrcdLr7201e54dAlGNQA4NTfnqFzoRZuKObj9dOYK51YKGindtsgf5+qcIgnRrncbezQZ2L28gSdux3KezWO3ccN14qB42Mlzp3Bf/avOBrj4lUuA3cO6/6FWdGi45UFLqvSSa0L1vLcMVjd5DJyb5tmUFP6XwUiuwNcnv+nr2gnp7mVByp+7Bh/3reua3iIsilem+ZBzM4GHXxq9XF59BNHeabs5VluA+1s1QHO6QTXtZfGuJ54/LDen8qes9vqc4O2nKdbHH0jfEOMn75a93W3HKQ7N8Iefti2u6flbz9/kgvmw7u5EXRgu9ZsivZ6ZoNHVuyCfhrQcCxVn9Ds0hmtiRIX+FlwQaewy26bVphOkbpXjEZ7O/VZslv5d0uWuJJuFLhxwJSR4cbeQIQrzL19Oss7l+IGnwqkN/t0fYciQ+jy871yLcuhQoDuz+UWPaDag9y5VwEDAPjUJziRx6ZghFo49rC8bkX4QAqSZhoKwpQR2aXOftHDKK3P2v7H99O5tKjZCYrmugCwJCjQo+0cvlQoaAdzZbE+fal6Gzo92uhVNTv19vwyjeFmDsOObOreSL8jAngHtvN9HzjA3/Olt3QWLRzhdSPHnubZxLELuv/jruf4+sYEbPzUrM6E9zXz91kSjuD4In/Pf/p+7bAtZnmwbCXP5fmhfi3nplL8XQ90cZmt6ocBDdtLbfLzH1/ncmwtqIPA97VO0zm7jZcuzK5pp6wtwvXpVpPcOzwyKb2Bt8a9N77xBp979LAhQ3SIG5nZChegqYJWxN94gyuvH36Q37PRoRnq4hUeJW4Pc0VxYk7XUnU18GLpyzEutBVzWNaqCzQVPXWLixsOp5a1Ad/g4wK03ccjiuslbSien+YK4YnB+jKNUbeO7F9Y4N+7M8qVnseqmQOvp7nh0OLhe1f1EwGAF97k7/rpB/g3zVh4dNSUPf79/8Rhmk2dfP3G3uRwNQBo38HPTCnP95g/oiGyTz3FI8znLvEzrJjtlqY0C1pVUJXbbDwLqX4HaMbX1Sl+Jp5+r4akjZ3j7J+N7dwAbRLFnTmDbh++nzdbHz/Hs1Kq1gfQgVNVAG8xMCR/4kkOjZrN8Ah9ocwN0MePar1WEHTZVyf5uzz8pNbDq5v8XRptXG4USzqbqJZQETv0cS4E4/AIdlDVQLcgAloA4LBxZyVo41DhadH/EQDymxxRNbrE99FTI9yJdFi1nvj6lV46197EP1pvo3bug4KUyER2xMaW83SLY3VG1wrUO1ThcjlffxPIrQE8ch/f3jYDaYHfzrHCc0luTLcFtdH7sce4g/T6DE+xbxNd4wHA7+QGs8KNb2vShoNTZGsCEX5PtX6TKU29qlLsZ1d76dxAo64TCtr42tvA39PnNLBxuXlD27kMj7KrDNHUqnYwH+ubpHPrZa4UTXTuysH0gyvigk0/79NH+NyNEjeggk6+P0/eqJ8BrF5qZQBYHNe0zWys6SA7cg9xA9/jEf1lRLYm3KwNJKso/pi+qKGYd2L0tehM2YHjvDA8HOLy/twZLgP37NfyKJ0WsuFB7lid+u5FeV3VjPnlcf5MxZJ+Xq+bC5bxG1w/eUUbg9Mva3SNcpYtoi5s5DjvvQcAx0Wv8FNr3NF+ckCTaijyhnKN61rV/zHq0npiYZ0HglpCIvse0LWSKiCmmtkeimiykzPrfPEVLLJSE6yNQocAwFA3d66s4l3SokUEACRFULsjqL8bGz9w58lisXQB+CKAFgA1AJ+r1Wq/a7FYogD+DEAvgGkAP1ar1dYtbzMq/C6A5/A2ydzHarXa2ZvX+iiAX7156d+o1WpfuFPPvfsoL0As5PkHV1FBAIgvc4Mv1MiNdJeAGizP6PTx+iKfV+yAmwawdVkIUAVvULAI028V1XuLjx/U2aRuOqsKDA9EeaHqTFE3tIN41daw6Abu1sogaeFCfT7J16gzpAWHauynmuFFBPtSu19Db1rAazgsQZ5darZog3gsw410Bb0Lu3VUa0crdxRbXDxj6NrkjsHeNgO5wAb/bkEXdypsmzry9+3c/XSu7OcO0lJGOzJ9IR4lVpk9pfz392nH3/XTHH4nkiqYW9CQydgqv69idXMLBwgA7tvGs5+7Ovnaz6/zM+oVewEANsW+93yQyw2PQ0drVa3keo6vwy6Pzvod3Mtlx4ybG+L37+Drt5DSgbTuED+La3m+vscOcAIGAOiNqGAPh1v5rHrfF0TGYEcHP2u5Ej8U+3btkfeMJ/n3LgsCi5Bfk3WkS1z2Ho/wBsWbYv8BwI6asJFEzNru5vIzmtVkUT1e7kzPengrHEXXDgBecIfYWeYvY61pe0512TkS4ro2lOCBvapT11k1l0TT6Ro/pzWblq2bduFcZfX6snE3Mk8VAL9Qq9XOWiyWAIAzFovlWwA+BuA7tVrtty0Wy2cAfAbAvwLwLICBm/8dAfD7AI7cdLZ+DcAhvO2EnbFYLF+t1Wp10bqpKBAANDZzY3D6Bhd0C9f1gVI9RW4nOlrvUP2j7tS4Hdy4onqfSHBluj2qt0mDlRu9i2VeBxR2GliJRM1Ts48LwQ2LpitVvZN2N3AYgqk/gsfJjYPucH31B5VNLXauFHnE68osF4KTIR4FBoD4hjDEt3MlnS3rrEqLh0NLYgI+Mr/Bu6lvb9CsRFVh/Ucd3AifzOjeHuq+nio/a6boqE00yVVzcWGceh3aybl8lT/TwiQ3ngoZ7SynYnx9VfPyRz+gjelzcxz+qdjB5pe5I9PapM/at16YpnPeADd05sZ09s0q9mcpz6Ps3l89LK+7luLv43by8z2/zOfWN7T++fIU32deP5f3ypEGgMVproP6dvEs5IrBuT90hDu9r32HW8QNbYLt0a4NzJU5fias4rfd/TqL1vsQ/26rVq6H8wJaDwDpCncw9zvO07nTK710brvBhgyKetONIpdza1ndVsFmFXBVwbanWoIAwPsPcvtzusyDmHk/1983lvS7HO/j91S1aFZDTXiTm+uCP3tVozHY+IE7T7VabQl4u7tmrVZLWyyWqwA6ALwfwCM3/9kXALyEt52n9wP4Yq1WqwF402KxhC0WS9vNf/utWq2WAICbDtgzAP6knufq3c2LiwHgJ47zaLhXNN+0iBQwAJRt/NAULFyZqnqJspgDgLIoulcF48WKvm6ywH+7nuYCdHVNR0BUf5SQgGr0Rrhxv5LVgsMvGsTdiPHfFgz1MZ0NXFHHM/xdhlq0s3d5jSshBWdTUDZAp/bzVu4Inl3hjkFvVBvajV7+TI8N8b1yPaGb2W4f4N9U9Z9QVLAAkHNwI1ORGuxr5t8lWdH7aHSRC/wj3fye3X6dlR5d40bbhpfLo+qmNq5iNb5Xtgc4JNpl478zGUhri2J9V7mxp2BGANDWz3WFaufg8+oaGEVE8fqb/LsNDPHAyje/rjPWrT38txdf4VFgl09HkItZ7oCqYNmrp7Uj09vNZaTq4X7jOtcF27YbmFcFymM9JqCsWQ27V8HRR57mkLTmZr32F8/xLK/bz41X1TalVNI6enmSY1IVa+Obf6Od8N4ezg74/ACvf1uzaaes0S9ow2u8prFfBJdMNNzFGl97v9ATOafOqiSyfN5uVTJbO/eKDVaVArR7eTIh36iJPFby3IFfTnJ5f1+HTlLMZvh+eOSgdrx+i/z9rtY8WSyWXgD7AbwFoOWmYwUAy3gb1ge87Vj9/ZM5f/Nv7O/f7z6fAvApAHB5vv/H8/r0Bv3KBW4MLq9wIan6NQBAbIVnG5pbueFw7QLPJqxM614YikL1TlGv3o3x1O/w6s6ugFZsynhtC/PIqanQ/40JrkjKgqlrwq5hhiXBqDe1zn/rdWhYj9fJLbpdVg6xecbLU/dJO48YAkDZwo0VpYBMdNnJGo9cuQSzkNfQaDRS5cbKQpUb2h47V5iKvhsAhgSs769Pc0Xx8B697ztEzd7EGt8r/U3aIVbuSLjAjUivgytwT0UbK7/zCS4/l2y8dsYuMmEA4LLwvZKucgc+W9b7yCpsmaFO/i6XZvjqPv1eTaISDXCZ/uCRo3ROwbQAYG2dyw2BvsGDe7Tz9OJZfi7SWW7OhCJcbmwaoPWhCHdWqmW+VxauTcvrKkIJp0OwQS7oM9zUxs/pRoLvwdUFbvQqkg9AI3fsApY/dGxYXrevle+jsxs8w+Gya1sl7+KGeCzLv7ci1Qh5NCGMany+UeS/7fJrdsU+Pz8TVwW6wRSQ/fzX+bt+8n2iVEVAgU2Q/SsrPIv2SBtvIaH6EwJAk1cEOUSrETXumvNksVj8AL4E4GdrtVrq70c9arVazaLA7v+To1arfQ7A5wDAHx78vtc1RVYe2sWj4Zbd/FFVh2wAWEhpo5iNY/u4UWYFPzCALlRXLDSGXoJSsFRElKNS1RdWVNsFUV+cKvNvpvr6AJrwoFTlx8YEg5uc4tf9kUf5Xum068jKfIXXWrU5Oe1trqazKmqsiH3mdfP3VKQPANAmnBVFN/7ipO5p8+QgX0MVmaoYsiqWAD80zeBrv1DiWZ6XLmpK1z0D/J6P7+MOUFDsawBIVfh+uK+dr9/4hlZe/WG+DvM2Xoumskt5iw54vfwW/26L81yZDgzqDObXvsAbjaqs1OPPaEemr5UbQRcnuMxpiHCZ89ZJbSA5XNyA36zUHyybHuN7xS96Gz6yT/drGRa1SydO8r09vJvf89WXNRmUItW4cWaMzql6XADo2M7llaK87+jQ0KcLZ7mxPbyPP5NDBHpHDmlW1rVVvvYKIhuJajmXEA5xd5QHn/7db2iCi3/+c5yi3+0QejjI5YapNile4HtwRWRVHFadGVV9EScX+Tft2qnrFg8f5HvFbuHy3C7Y62aTOvN0fzsPul5Oi2ysQKsAwESCO2VOW32uxl1xniwWiwNvO05/VKvVvnzzzysWi6WtVqst3YTl/d2JWwD+Byut8+bfFvD/wfz+7u8v1ftMqqcFAJya4h9dRQynZ/V1czkudFTWKpPixv/ChK6VKorO54r0Idys625UL427MT7587xg/JFufvgBIFbmgiMq+v7YBWsbADxyRMGx+HdRhBCAdui+My2ETkgHDeZifA+qTNkPD3GjojeisxQvX+ZrtLOXK7ZsTgvBco0b2047X4ewXZ/hlTyPujZ6+Popp/ZJgxF5dZkHXawQBom2VbCU4hHQdZEF6g3pfmHeGnfobAIy6XXytS/aNWyvIcrP8Py0aKC9qr+3ar7rdHNDxoC+QVjQ6TZGuQGleHyGR3RwLp7g8mrqBoc2lotazhUy3LAtSjib3vdnR7l+6urijv+ZM9yJVM4RAMSX+DqoodYAAC6fuETnunsfoHONUY1mUQ7SqRMcXtfQyveYqf/W4jR32JRd4Avp4N1PPsH12o0E3yv/8jOa4OK6cCpqwgnq2cHPqCJuAICgkJ9WcNtKOUeAbhMxJKpRxmL6rO3v4PpJtYlYTXG5nC3o4PKclwfhVBAzU9YBhf4o10+F6jsk83STPe//AXC1Vqv9h7839VUAHwXw2zf//5W/9/eftlgsf4q3CSOSNx2svwXwWxaL5e8sl6cA/HK9z2V3aIGkIN5f/wrHlQ8f1OxrJ752ks7d9/RBOqcEr2k0dvENqgSd3aG3i6Jdd3v5AqbjOjqq8PXRNq4oAl7RdLKm4WrJosKGcyP9hdM6df/kAa5Q/Q6RcTH0Irg0w5/3mZ0cV35mRdf6jXRz595t48+kGhhmStro7e/i6xv18DV6bp82Vr78FlcWx/fwdzE19b0U4wZqISLo8q3c6TLVJh3o4AaoqnlUkAoAaAkIo1fUPP7l69q5f+oQN5JKVS574zm+V9pFXSIAvPbdaTpXyPH1K4heTQCQjvPgiYI3Bd6vs3MeO3+mZJoHFPb18TMxtqC95cV5HrEdGuay9dI5HaC773FuvJ59hWcFTJn7rk4u5yqC1a1c4ue7e5su9B/cxeXGt78sECkqqgqgoZNnnvw+bigKZD0AwOXk9+3bqSP/bIxf4jXfABCMcn0aE2VNgbDen8kSN2x7whwGVzKQEu3t4Q5Hq4vL3liJOzkvTnMkAQC8r5/v+20eUfMEbVNsClB0k2gAm8xr8qC8INVIi/r2qkhYq7pE09gR4ntwqaAdQYVgsFvry7DfjczTcQA/CeCSxWL5O1qTX8HbTtOfWyyWTwKYAfBjN+f+Bm/TlN/A21TlG2c30gAAIABJREFUHweAWq2WsFgsnwVw6ua/+3d/Rx5Rz6gI7DIAeF18gQeG+aH51p+9Lq/bu2eAzrW2csGy8+huOpdLa0y0Q+xgxYzT1KkNpJYuPl9UkcoBLXSySS5YGtuF4VriSmQ+rd9FUe1GPXwvHB3WBzFd4gKpKvojmJrv7unlBlSqKmpVDKxu5+e5YfG+9jN0bqLK8ehtoqAUALa7uUGyUOECf13gxgHgw8d4gfHJJQ6p6hdsegDwpOjibq9yQ3ze0kvnbNDyaCHPlUWnl0eBTfC6fInv+/YQ32PH9uisX1j0ygoKgtR8mctHkxOuyBCySS4jiwVdd5NP6QgzG40+7YT3z32bz/kETe8aN2QORHXm6cOP8P1Z9ohMxLCGEpVt3MEsPcafyVDOg8N9wmAW2fdndvELV2v6e6tg2bP7udxQdSwAkBCBgdHr/Pw3hHWgV/fK4vonIPyYC2/obKyygSbO8d8FQzpjYBVBw5kNvo/Oj2k93NPJz4y/i383VfepnCMAGM/zOkvVGD7k1PKmUOX7KFPjgeeesKF/oSDGUkG4g+3cyVGwcAAIiDpgVYe+Ls4SAHQG+ZkwwS3ZsNQM3arfbcMfHqzte/Bz3/N3BcUAgP3HeulcNsMP+LULujOiik4pRih/hCuvu0FxfrdGsIk7Qe//EO+d0BzWxmk6zxXUI+1cSE6VNDZcNXPzO0UPCUMDvo0SF0oZcc8BEc0BtMBSGZnlHHe6VP0bAMRS/HkFiReSaa0wf2w/x1MvFnkUWDHmAdq4UvSqqrHxakZHZAOi34gV/Hl8Bnpvlf2oCiXjFoQbALCc546MivypKPDFuD5r/+GzvDapbx937hXrGKDbT6jWE7/y67yHFqDJWXIl7hikCnzui38g+qYAeOL9vGD/9Bs8ixZp1I7B2OlxOhdq5jL7N39GM8lNiwbbNkFXPLvGZcpGUsuNYkk050wLmR3VAa/FRS5Xjt/Hz39nSBvTijl0NsntBlVbrNYWAEbH+d7dN8T35wvf1qiTJx/l8jPo4ffs9Os4umrkqozphTRfv91hzRyY2dRoFzaKm3ofLaX5dXdFeMBQZdEA4PwM1/1PDPB3VVmgJrcORG6U+LuUN/k3a3Hr7+0A13umuu+RgbYztVrte/pMbDlPN4eJevXDn+L9J/wiE2Gig0yk+LyqKVEFpdGw9qT9Hv5buyieyxf1dQUSBvF1LtBPn9B0unsPcyMpKmBRw938gdwi0gMAV5e44Bhu51HVtKEnkMpopfL8XVTU33RdhRU2kYAo9sB0mZ8Zj011CtfGSizHDTPVsNYl7gnohpbtPi58S4LaH9DvEwXvF6aaFHpKui6sIPpvWTf5dWegSQtswhF0WPn6ziZ1Jncwwp10BTu5vs6dWp+ApACaMjdW4FHrXFl/7zlhiF+4yGXDex7VDnGHoE8+u8Cdhpl5AUFq1u+yEuMG6KXTPPDXPaCpoIuiRkYFDP/93q/J69ZmeINyJcysHrH2qmMygFqEG4M1l2gn4tHtBhREsSrq+ewVnZ57y8bpvYddPPDnT3Fn2ZHUjG/lEId4bkS4zBnLcbIYQDPN2cH3fbCo0Q0bLr5/rSLr76hxI7xk0Vm0Kvg+U43Ci1V9hpvdXG6oewahHZmrGf7dAk6+DkHR6/JqTJOo7Gjk302dl7Wcdkx94nlVxhoAHh3xfl/n6a5Sld9LQ/WlAIBvfH2azqki4U0FAAUwe3lCzm8N4FuijqBriB/wrh/l2cT2KDdqAWBHKxc6ivGty6upOD//Esecf+gh/kybhlqAL3yXOzI/9/Q0nZso9MrrBm3ciG+t8e9i2+SKrWDXUWtvgJ9F1VB1IqnZ9raFeBYjX+WK789f1pGpA8P8/G9v4PvIISApVZd+l1iOK9uIm0e059a1kjnYxAMZthp/Xm9Ey89ijRuDKznuyLT6ufP+jTP6u5QE6cvEFZ6dn7uqgzmqVkVl/QcHuVELALZOvg6KFMIjSEm+9F8FZgrAyDGegVNECqbs3PkXeaNRT5Cf/3NPPy+vG+zihllCNhrl8vHLX9FIjfe+h0NdVYuI17+lsyrpDX5O/9lP8gzHX53QQczHj/L5t9IcjZEv76Vz4yu65rbbzg38ky9zI/3wIR1sHJvnOvyxQf7dXkkfkNfdJnoyOUWQSGUwCqKNBqBJFhbXRdPedr0/lYP0h9/leuJjj+tvmhYZ7XYfXz8F6TPV6y2muQxUDX8bPDobqxzQk9f0HmRjy3m6xfGpj3IB6rbzTWiKhgNcYFkE/EZ54Sq9CRga4ZYFw19RXzdb4Ccjmxcd3pMGCF2Sr2Fe1Cc0+niEzlfVTs4ri5yGey3BBd17D2iB9OGHeYZjNs0jnCpyAgCffIbD+sZzHGsdS2tIQIdo7HkyxevudkbrZ148McXx8yJOgfllvY+ie7jRpii8n71fZ6UjTu70zorauv1+HgVeqmmiGaUsIjZutC2IptwAsFziEVkly5SsMg2/k59Th7jn4d06MPXKGUEh38HhQDv36Lqwa6OKqZM7VqpNAQCUytwZjMX4GrW1cuV/4KEhec/5aS6Poi3c2Jseqx8arvobjS3p/bm2ztfo4ln+TKUCz2BsG9QkCidOctmq6NwXJvUa+QXT3Kx4z6Ymfdbm41wPj43zPVgpC4KllM52LS9xm+LqW1zO3X/kmLxuawN/10CNG/CtAZ31UwQC66Iu57VFvlc6m7TuV7ThTwxxfakCe4Bmi/uxR3hQS0HkACDsEfJeIBReHuc6xOcxQPYFumnVzR2r3kYdvEsX+f58bFjbgmxsOU83h2KKA4B/+6/fpHMPfYA3E0yua+dJ9ZdanuGR8vVFPmd6l4qgI3+nNcLd/zjv19Dj4LjcvNUQge/m6eNSJz82qngT0BA6j4MLX1PN0+gqF+rtIR7h3NOiscLKKI54eZ1LSeC0x9Y0M87eTi7M3prgSvHQoFZejQ7+rr/ye1yo/9xP6esqRZLKcYX5e+d51P+Hjus6K0XNupThMNeOoN5HKvASsHGHLV7SxASNTu7Q3chyZ9lh4/LIQGYGt5u/y9Q1/jxnvq0zT24/N648QT6Xz2pd0NXC95HXzb/3zBw3bBsbdHDE5+eGzsY6P9+d/Rq2tzzJIX/ZBD/fC4YMx/B2/tHjce4QT17ljkxsSZ+J9IZyOPjzKh399jyfyz/DWVAPDer6wlia66CODg4zXFnh+2huQhuYHlH20DHA3yWl4wm4PsXXd+g4/94Kxg4AYdGH0GvneywS5Oep0atl9nVR86QcJBOhgV/U5CZFLXSHW7drcVi5TE+J6z4/wNuUXM7wtikAUKzwd1W6y5QwALjzZCojYGOr5unm6N6tsbef+gleXKeMJ1X7AQAVcTBUI1eVGjXx1iuD+HZ6E6tDruf0dVWWrVThh6ZVpJZNeN9YlRsHKgVsOoiKQrXbzbVpvqbrJWbSHKK0I8QNGdumNlZUI9cOJ3/eqpW/53pZUwMvZ7mS6Q5wB0jV5ABAWdQuVUXdjQlzHnVww6I1eY3O2QqC5riiv0vFz9fQnhEYeLeGulWdfL4i6jBcOe2Eb4rfFkVEMe3mmbuFvM4YqNolFcQwNe3eyHKZc2WMR0D9Ab2Pnj3EndNGu4YZs6Hq6gDAUhPOqfht1arfpSLmK6LfWkXQ7ANAusLloKpdODfJf9ei6+aRzvH9oOqHDYh9fc8sv6dJX67GuBxsa+FrPzvP7Y3Lp6flPftHeKY8vsr39dFj+gw/2s91V6DC5Vx4hRvwAGDNCNiZmzuCqsZt067trmxQBInK3AHaFLoUAKo2ft+Snb/LfEWjG7bXOOlLysUPTVHAF91WnSFKVXlwNFnkusmE8HKKtioeq86q7h7o2Kp5UsPU52lylW9CBUlLiSgQALzwR6/RuSPPfs/3+u8jtsRrUSbPa4Ylb5hv0NwGv26kXUcbrQLQmhcNA0t5vXlVc9799/Oap48c48ZpwxoXDAAQEHTPRQeHfzkqhqbILm4oXstweF2PX0eJtgd52r8qDJLVss4CKcd1PNtL5+bjog6oRUfoVD8Hhe+eSur9qZgFR+NckXic2gCdivPz9GATP0+LXk5Co4IqgHbSW4N8r0wXOBwVAKqqD5Qw2qIRjTmPWngmt2XqDToXzPL1a4vqujA5BEmAougGgGqUy/T3PCjqXw1GkL3MjdeMjcvAFLhMOTGhjdM93VxG2sUe+6XPXJbX/cy/uY/OxTN8Hfxu7XH4BCPheo47Bop8aWFVO8snX+MIBo+fG4ot7Ro6trbCz8zaIg9G3P84p+8HgGSS76Pv/AVvnTL8AO/N1dSpPcy3XjhN53yiwbP7Eb0/UxUeSItWuDxfbd8nr2vf5OibVXDYrtKHE3Gdfd/v5I5g2sZtCpdVQ/ZVMLywyWWVqafahTKvj2tycLmcFURSubImFtrl4XZZwcYRFco5AoCTk/y+H+jl9ZlqbGWebg5FXQsAzzzNFXVCEGMtrxo8Ygc3kk58kztBDqegXl3WzDjvpjHyEK8Z272bC+09PdqAz4rmfM0+bnCkS7o+ZinJle1wC4d5TCe18jrk43tlycoN5omEzgKpXhCJgughEeB7cDmnBeiIhQuzNQ9/l42yhmI2OHi0cbHAM3eKzQgA0mWu+AoiGq4ohX2CMhwAAlYudFSW0mHR8kj1BNsoCshPUgeJwl6u3EYC1+mcov5fzeiz9odf4Mxsw4d76VxaGJ8A4A9w2bC6zA3igUF91u4f4oGXG6s86rqR4jpc0WybxivfuELnaob0h9vPv01TOz//zz6uHVevCGSogM34BD9Pl09rmObuQzxAtzjLZcPMZX1dX5ifted/XLTZiGgHc25FoFKK/Ltdu8yzm6EGjXxQwVxfQOi8EX0mWqL8eY80cbnx+Td5IBIA7h/ha6gClYt5ridMNNzKWVnJc8cr5NQBWZvQI4qFTjHMAoAPXPefS3Ck1vU5/p7P7dVQ1tkUt3MW13lwxOTGHOnh9zWVWhwZCm9lntRILGsDaWKOH5pomC9jU4OGN1w4y43M/pFeOlfIcyOouVNnE8ZP8wJOFSVSWHUAsDkELKrMn9fu0uluNVRD4J2dXIG/eE7fc2SHCUP7/ceqIdPosPNT/gdf5wrqPY9ohbli46xEyQK/bl9UC/xVAaFLF/gaVf18biOv134+wnHRGWHAvzqqa/3ee4DvlVY3z4yYyBBUFsjn4Ia4ggO+cl1Tug518ah2g2gyvJjTTnimyGXZ/gh3Roplbayoer4/vrCTzv3Qft5TaSOve/OFGvkaXXqLG7bD9/XK6778V7z+tbWPO/djhkbsnS38m791ip/TPSPc8Bq9pCmb40tc7zW2cz1SyGkHc+HaNJ1bFeypH3n+oLxuIs/PuGLymrrGDWK7Q5tBm1XRFqSZy8dAaJe87oWXL9C50ctc144YGhRXxPO6nNyw3T5owC+KYRUFiKe/zd9zZI8mjIh4ud2gqLSfu08XU6neSNlNrmOUPF/Oa0fQZePnfzUl7AadwMRrF7iu3TvID0XSqVlvA4KR8Lifs3ge2sPXr2jRAa8WP9ddPhc/+ypLDgA54SCZSd3IPev61btwdGzXEJCmKF+qxAY/FF6Pht/ks9yg8/i4kXntJI8KqoJm0zA5SGooB0kxLCkCC9Po7OUCa6+dC+3+o4YC9zWOma6KBqb+5kF53Y4YFzrHn+aFtaqGCADcRS50Kk5unIZs+nt3uXhj2XiQwxuyojZhdwM3ngANzauKffTDB3Uk7WKMG9tNfq4Ub6xogX+0hxejK/pk1VNJ9SgDgPUclw1J0ZC2L6KN6UbxqpdT3EEKubUxraKuP7Kfw6JUI8fJRS1b+3bw337rHK9Fu+HTTnjPMHfuN2LcGekxsLq5nXw/DA6KoFZORNH7tJxLrwvq7xX+Lm6vXqOmHl7fEZvhcKvrq9qgC3m5rlVzH/4Qh+WGPHrvqgbFGzm+Ducu6TP8+I/ypslut2jUuqT1ZUszlw1OEctNiF6Mr35dU97vOsz1Xss2vhdShsbmnX6eDVO04WlDQ9pGH0eexEU/wAYP17P5stbR3z0lZOADXHf5bdoRPDDE11c1IE8VdaA3lOd6eibAIZ4hi8jG5jST6Q43tzf8bv5d5rIasu8RnyZi1yURbGzB9m6Opz50XP7ug0d0upGNjKC9BIC8iD4r42oty4W2qXVUY5QboCp6ZyLiU/pUEVEIe9h4X6eDX7cnzKEE8byGITR4uHBdyXIF3xHQmRxFkdrg5L81CYeSYKlR0ZxCRWeBQk4OQ7KLPkVq33ttGoagxsl5riiG23T2OGjn66CM+5mMNnpLgtnpscyX+Q9FsX4horMqqhFuzdT5WAxbVTQTFJHKoiGKaRF6ZgE8aNBb5Rj4FSf/HQBcifEz88YZfr77tmmZ7XHz9U2mFRmPvCy6W/lvlQycFzU7+bwW2g6HqGkc4wbd2Ju65mnHIU6RPjfOaz++9POaGMO5wLOftSQ//zUR2LMIxAQAWHzCEK+IqLXofQQA8PJ9tunjzvKmUzuuipgg7xBIAojaJIt2BMc2uLzyijq1pAGF0C4Y1tw2LqtMJADZqiB+EPWmlxZ5sHaoTQcimx18b19LcVlmalOiyFDu6+f6W60fAOxc+had2xw9S+cqor69aqhvtwhj0CYYR+0BrX9sUVEqENJlBJ6nP7EF21MjGtEWvOopMFHk6WMTZaZSqAqurnxek5L2CYagU2f5Yevr0xv00ih3Vrp7uNBeWtL1Rz4/F7CKrrj5EFdeY7Nase3fzu+5K8Qj5YtFncFUzkiyzPPzpn3UGeCGQ6bC0wkx0TzSNK96OSkHycRIWFZsXAL5NLWu4SwdIS7uWlwcPuu267R+QdCGX2h6hs5FnPy8mFjHKjXRKyfG4VZOARsFgN4w30eqYXKhpveR2yJY6MAjq1M1HtEeW9Df+8Y0Nw4Com7p1Ju6P8/ALg6vK5f43n5A17Aj6OJrdHqSy4bGMBeC3latDBRZwhOP8sxdpcyz2QDQtY0bmVVBQ5cM6n007+UwrwuzfI38Xr7vNzRTOQoF/luH6Ftz5qTeR83tfP/+9JMcrtqwzh1IAPjceV4H/OOHedYvXeJG+EuTOniXE6RZbU1cPi6saChrqZN/06YAzxjmDYyuzV4uc1Zz3KltCYkGuqL2CACK4OtwdZbL+6d364DCU7u4bbqQFbrAqkkWLrY8S+cCHQ/TuViBZ7sVYgIAOoLcPvLZuZ1o6oU1n+L7qDesEStsbGWebo7HPqixtz/5ADcUbRAMQFV9iBN5flBHXByaZ9vkh9hEI1vvMEHH6h0Vqz5QmxaRKVN0uhb+vC+Ma2r6/6WTsyCueXmUKFLQzWELTu5Exmo8w2Hq9aDY2UIOLpBWC3p/+h08UqQcJBf471xV7SyXrTw7p1iSTPte0TIXrdxwsEA7e8Eih8IVHPx8ZyzceGosiSYwAGJOHulVdLAmmnhFpd9lF717rBqY77Dw79Y2d5LObSpqYKc2tC0iO1fw8mijkjeAjt4rGemq6H3fOPodPlkVho6KnK5r8qBaVRt8bFhCeh/BIlpThLhTVnXprJ9iLNy08fO/4efnxVPW3lPMzjM5VSF3g4LUBdDGdFuakyHYX/+GvK4tzOWKRdSNlLs4aVbVoc9awcP3QzDGnT1rXrN0oiDOjHgXU9Yv18QD3vYK110rIb5Gl+KaybTRx+Vyi7s+Ax4Azq1wSKqi2T/Wq537AHgmTdlWyiZbq+pa3skE37u9EX5OvXaNZkmWeOA/6NSwyD0DrVuZJzXiMa3Yzsf4wXA7uHFl6hmyGOeKOhbgocpVcdYWF3VqtFjkinjmGjf+FS0rACxP89+WDenaesfBJw7QuY88yx3M3V36sE07Oezk6yeF0RvRUKKnBzimMlPg66vY/wCgNyjYZARd6alr+pu+Zy/PRNjAheRYkq9DuwHaGAHf3F+ZGKZzR/o0bE8J5oFGfs+yoc/TRdGU9r4Ir50riQzb6QKPHgOAVaSlw26+t01QjZ/9xYt07vd/h2cb/IKZCdC9PxY7j9A5VfN0dUk7bPNLXM4tzHHDtqFJG/DL86LJ6yR3en/h5zWBwOAevh+WKjyjfX6G7+tQpw6Ozi3zeUXvnV3WUetX/pqTaihm28PHdOZ+fy83dF6+xA18p4AnTkxoJ6d/gK/v0hI/awUDJC29wX/7Lz/CM66hJzQh1IQgb5lL8DUqpPkahXwGwqIl/ttzZ7hxv2effpdD/fx7N7i4HqmKzDwAvDjO99lTgzxIdCPJa3b2NHBECgD8v+19eZCdV33luW/fX+97q7vV3dpXy5LlXdiWN0CMYydAMiQQGLJRkJlKUikyM2G2mpnUJDNTmaQyCSEhEwLJBMoY8AIYbGHsWLZsydqspeXuVu/L63799vWbP9xTQwqf82lkUGPpnipXSbp+37vvfvf+7m89v3SN76NMlSv3SZ/en8kwP4vRIH8vC0UduS8JRueaaEqbLnFZrwiJAJ01FRdOYBXtAoCUqE0s166MHMxGnlZx38/qmqcbN4lLRqRUDTXoYjSvEbULog5D1ZRkRRoRoEOnhTL/LcqLAQCVKl+jkDjEbjVPKjUvFOBCfXsbN+bcWMdUl/aI+M7NjTzdAgAWK/yQqzB6wKUB7HSOe/4UJem0C214R0QYT2LvqjB6RvSBADS7nRKCvUmdc75S4t/bEhYpaS5Upl2GX7YpD093aS/zz8WW9EWsGjKqiItbI0dvmSt01RC/4B2XaI2nylNslFe7KsZWwjqVqAL+W1UdW3NYe8O/eYwrHQ0JQXbiQu8dFSlgUdH/SFFTN4uUPgCYnuN75Rv/i0ffezdzzz0AdA9wpdgjNKS2Nn3W1ou+nosr/O4qC/G5mNKGYEwwhypMTmqHrOqN9Hu/x52CjurFBq0MnrrE5Wd/h2CDW9ZKr+p1efYsl61t7dpR4fXy33r7du6QbQ5qg+P0Aj//XQn+3lTtdqmq1yjq546rJ4/ydTiwSxOadIZ4Wt9olhuJfq82iPvCnDBiuszXTzHfqdYdgO7XpDJolCMXALyiPvvZUc0U+9G7jY08KWTSWjltDPONf3qKX6b5smYXeewxvkF37eXpAkcOj9KxmksqRv8mPqdjh3khcDSpGWxyae59/nFFnlTj3t/+FI8W9kY0AUjIy42KtiBP0zqb1oX+6+LckFks8vVVyj2gmX7+9vvcUHz/rZp9TbHmqRzkvjJnMztS4Q00AU1rva1pnI6p6AYApOr8glositx6l/4do2WuSKrLwhvm5/RcI498AtrrGjCiFkDQ8ALAcyP8sr27gxt03xvj0TcA6Gvl5789zH+L8o6uLGlD8IQoDbl4np9Do7w1AHzCE/zceS7Pbz2o32lOOKcUsUMixsdUjeCb41wZfOijd9Cxx/6KNzYGgImzfK84gv3it373NvncYoX/1vXtfI8tZvleCQddWNKe5tHEeAM/T4mkNgQVKsKzr1KpAeCrh7nD4cHb+GdVVMqtjloZpwpubMSCtBFlF0VcPlf0L1RoEaQP0yLtHgAyFb4f7tzF9Uu3ZraTBa4DPXecr+9HbtEOutNpfq+tS2i9geHJozrS+LP7uV42UeB3k1sMaCjEW1Pc13NCf5jAGk+ryGW1db+Q517XbV3c490c0Jvsxn/GD4YH/IU/vJt/ruZooV0HV1bK9/EDU3c5xDWHb25Vs1Nz8aRVRR1GtS4iZWV+AY2ldH7yhla+Ro+f5ilpt2zQ0Q+1hskgN0YmMjpCFA3y2+ueG7kGtVTWqU/KWT6X5/nLtThf+8GwrgtLV/mc5spc+EZcGsueneQK1J0buNAOG+1B/spxvg43beGKomrq+xdf1t/5Sz/N5dGiuEx741oebe7h3zuS4U6X2/q4UQsAJSGTgsLYU97PU+V++Z193XwPplJc6U26KL2inAcNTZzGvKdDRzAGW7ln9cXz3PBfSvM9lstp6ymV4pHGjg7+nQM7dM3ohaM8XVXhFGcqBgD0d3P5Wa7y9R0XIscvGFsBYHAjP9+BAN8Moxe106Wll5+ndIHvwaagVvz7+vhdMS6Of05kss/MaesokeB3dKnInWGCOwQAMNzMJzyd5VkcKisC0I6/V6e5HhPp5IsUcTFqm4N8POTw+Sw5+u5XjLmH9ov6V5fnejyCZKXM7y6VGn7/Hl1fdCnP114RN6mIFQCkDf+tUY9L3R2BTdtbxd77dHO+jcNcWTn+GheS+27UuZgjY3yjFQt8Q0QiXFgVC1pwHH2GW9p7DvDO5hOjWvHy+fnlpZoJLs3rzVsu8jUKhLjg+P2f4cZnKKsLqU2dr72nxAVSJalTibxFfvEZETGs+7VC53gExWeFC+1STHuCFMW0WqNSiO/7CZ9O+VFsfOkyV+h6wroAVqW7qHx0N7KOVi83vBSBQF5EwnJVHUVTF5QqVB/JirwnAH0xnmY8nuOe1W8+r7WgX7uHG1ftF5/nH6xww8qJ6Ei4UTTS4gyj5BIlV9aTqBNwhaCgrgd5VKAW5WctH9UF2oocwxG/M+vT95pqNKpqCF10aTT5uXNK7c9vv8jl2M4tWraqurCOFr5GrQltcLw2wte+s/XKn/voU/yO2b2bK5Eq9e7iBe0U3LGD74eFFL/XVGsUALhjGz+nTUE+J7e0/G++wH/rx+7m8vwrr3Kn6wM7NSue6n90ZGGYf07UNAFAi+g9dXySr0NPkw4YxAJ8fCHPz7cq/djUoteoXOey4bVJXpqwd50uj4karmO63Yn37gq9ZdqeNZ5W8U8/wakXAeD2QVE/k+MCaXblyi/TV09wb8T+G/hlms5piZSI8CsqW+CfregzjKD4qWqbeV0EaEGccSXwN/Ryod0R1d67pSIXDnHhQRpf0grd3jbuWp0pc8PLrS+V6gm2Jc6/80JBp1up9MapAlfMVGPJtqg2lkNe/sIXSzwqNbag12hLB7+8mn3cMTBb0QrUv4PnAAAgAElEQVToTIY7VjY0cqGu0utUvQ6gG0ReyPDU0c0x7lAANIuSumTcUkuGY9x4yjvciKwIyvZXJ/R7UXVCsyk+X9XHCdA1msdP8r29b7eu79jYylMJU0W+xwZiPDqnUl0ALTcmlvl5ao9feRq2Skm7440/kZ+tN/HfU4nxe/hkaD8d6w5oZsuZKjfKYoLlS9VuAsCfPcHvis5OvvYf2cJ77ABANsiVTHWGXzgpjLl2naR0/DVuyNx1G/+djz2unZjvfx9/p++a/2v+wbLen/UkdxqW40KuCMbWlZgu0VDOiEtl/l7agy69zxyRiime69bUd3OYMz6q3zJe4Zk5quQBAObL/H2rmrL2sCaLSle4/FTyCADu3BazNU8KqvM2oJUDFd7c1aktYmVpb2oThowoCm+L69dar4sCY5E/79bHQEGtn0q3AHRq3lKO/1bV6Dbm0+HjrJd7gdWFeXMLV2QAYKbKk7gTfj4n5ekBgICfv5vJypV1IAeA6SK/ZL79Mn9vB/dy72i6rAkjvCH+W9Qe3NapBfOK6GPi8/DIU1ykeADAE2f4c2/dw0kh5oPci+nWCytU43tlS5QzOgYEDS8AvFbaSsfWvw0lXdF0F318P0REf6jFJb1GRwSL2n0HuELnUvKEc+P8f+jo4HthUTvvsSX3GB071f8+OtY5eZSONStFEIC/wLMmbhARa0GI+SYEVbRq4lxv1gqoZ4k7c3x+7nC4If1VPh+XprNNYV4bYmpczuVjugbm03dzvWExyNdhztGe8mSdv5xMib+XB27k56Xkwjja18rP8LIQn1u26/3ZGhGHxsvvH2UcAcClLm5Mt2e4/PQX+Rq1prWu54j92RTkTq3FgCY0mChzZ5mqjW306LrviuER2ZKHv++5rCBmCrp4ygUU4UaqrJkD57P8jJeqVzYnazxdJhR72BPP8Uvc69Uv9ftf4z1Ott22g45VysI7P63Tlzw+vlniDboRrsLIq5wkoFVUfkbi2jBYSXGBdcOtvMbgvSGeDlSs6z4l8QD3ZMRWuJBU6WoAkBO04SrisqFB1wldacf0QlVfinE/n9Nv7OR0xF6RQJ8SdSEAkHb4u3n6GBfMP7dPXwYNgpggW+fKdKmuo0CRCL/EJ8XFpwwDt0jOWLWfjikD88KCrnG7s+0kHUs7PAVkpajXaCXMPYpKto4t8/N04wadduLzcdn7rWe5UjZ7SVsG6zdzxTaT4XNyS+G+0MubUmYF/e/jgYfp2PSk3kejY1yz3bZZpJWKiP+bz+V7u7n5yokUMhme/nBwgN/DL4wLxbVBO+/OvsqjiUOD/L68+JJ20J144Rwd+9VPcmdER1xH7qdKXL7mivwueDnF9+ep09ryn7jAHSt9G/l52bVDZ2oUa/y9ZTo4nfu4n6fBAcC6EmeTWUzwyMk5h7My1wSjMAAUK3ztb4lzuevWX1OREqmIS9boSHhVGBWKdXBLM4/kLpa1DFSMeoqO3I1uvCoCBtvbtL7MYI2nVeRFF3EAGCzzzf07t3BlRdWMAEDlVq4Meuuc+U7mwblQ46iQa90I773Lc+sf5Ae1bvhFUvdob7hSJKse7rGZ8/B+Iouif8ybk+JDhSAvlu5wCUs31Xm64EKBK7avjGjv6P4NfH0bA9z4rLjwxCuD7lKcRykUyYIqCgWAkhCEt2/nnt6cow1/xainopsqLQoAjr7A3+ld27nAz4heJKoIGNBG75e+wzfvp947Kp97Ls8Vr44INyriQd0/Shn3KsrWHOWy4ZUR7XQZucjfy8B6vhfW9WsD88xJnmq09yYebZiZ15H7CzHuhVd1BD4vvwte+J7eu6oW9dTr4gyP6HSrzj4uX48c5mnE+w9oIoqmRr7v//pRLnsfuJfP58RZXUM0N8kNh/UDXAFVVOQAcOt799GxSIDvlWxZ3wWJIDdcF0Qj8cFOvg7RsHYCb97Mx18XVOVuRviSIM54Ks/Xb6BZG67zAR69e22GG3uDzXwvuGWznJznz502fD5xRxvLkylRKykYaDe069IFt56A9HOC/CLg0Xe0ugviAb6vp7NaZg82cWe4m6OSwRpPq3Ar/Tpa5/TKS3kukM6M6AuzIclfwfPP8jqBRBPfhJGoVrzmp7kAaOvmyt4bp/VFvDjBLXifKIgKRnUaV36ZH/I7H+INNn/qFv65757UHq937+JRDGVQTBd0ukDExwWSYpN5cLv2hs8WuGd/Isfn1BnVucKq0LLryN/zD0YEsYP8RgCKaj8k9opL9fGwSJtARVDFimJ9APir+4XydUE4BkKiqD6h91EmwVdx4BCXDaGqvuAXclxZ6Y0IchuXHid9ol9YsMYv2yYhNxo26+hxXwdXmGeX+F45ecolv06gvUkw37n0yWsIc7mSyohUmAT/zgce1KetJLbuiZNcfu7cq587O8PfaXMnf2+b+/VFnBRrtLTMFagVUQecTOr3EgyJIvbjXC53b+yXz1VZJ798N0/Fyjr67lLEOAHBLKgIArZ1akV7ocDntLufz+fCnF77lgjfR/1J0ZPOpUmuahwfE2njqo4t7GjZqujRQx6+9mVH63M7urgjwy/6Gy2UtEEc8/F1aHK4frQgKNvDXu0o/8ZxbmA+uIPrl2G/dqQpxuYZF8OLwRJGrOLjv6EJIw4ln6Fj5QBXVnw1vVlKfv5Zr2Azi2R4GpdbI8xKkAs6xczmK2vhUIpyZaXs45s7ltEFu8qyzSZ0XyWGumCnA4BojgukcpAftvmAns8LY1w4bO7khoqbd0Q12H3uLJ/v7Zu0oqiY5JZFep0SVnM57X1qj/FLRvX2iPt1bVK2yhXQF8/zNbppWPfYWi7y597+4r+hY/XylXn2AMAT4pe/UUakTxs5HmH0wis+q4xaAAgKb/ki32NOC7+ITVEw5gGyuBt5IcsCLmllYbFGguHPUZ+DZszMtXCGypwgCJiq6BoileKZ8PFzWKjr6Mf5RX4XjLmIewWPaJr61FeO07FInK99V7+uu+nq4fdlLsfl7kpa3/3ZFT7+xwd5g+LS4aflc71h/m4c0fjLGxPRYb9O71bPNcIB4ml0yQBR2S5CztUT+rm1ML+DihH+2aUQP09BR8ujiuHr8OhxTtz0wA5dS6XSylWdb2dYE1GoFLt0ke+x1gjXYy6lXSJEjTx6nKnw3+JG+nI+x9e3XdXVAdi5od0SRii4NRN8ydxMxxaX+eYdGddFzUrPUd3ql9J8ws98/TX5nYM7+EWcEdWdo69x9hUASLTyS6ZS4oqiXxTOA0BV0Px1DvAUsN/6+St3DBzOb6NjUdGcIl7TCrHKkjtxiQv0nlZNdRgUim1rI7+AJle0FzPayPeDog3vD3KihEpYG64BD1dARxa5QF/fpA+xMrwe2sT70nxjRDc3jUf5Pjt/16/TsYDhv7MqWOYATTSjUh+UhxPQSrGqnfuHC9qLeU8/v9zqffy5L01wZSXSqGWrYh2dWORr//JTvHYTADbv4XVspRI/pw/foxXQZJAbdGdmuUKnetLNZLTBpthVJ2a4bHhjRPcwWifqj4KiN1Jvh3YS+X38rH3ik1xmf/VJPt820c8KAOrCeVco8H107LvH5HNVHfBC2xY6NvPQPfK5aVEf1xHl63A+xY3Itpg2DC4tCerqEn+nccH8CwDhgLhrRarwd47qs/bL+3hJxJKPs94GwOXnfE23KVko8H1262ZucPjFPQEAZcN/q+oJ5uYA2Z45TMfmWvidOFPk61Cp6fP92gzfgzs7uZNNtVwAdIaNcqoqWOPpMrEuxl/cNlHncn9EXzJ1ofRWBeObYiz62HZtNNQ8o3Ss4uVe14pXGzkVEV7O1/gGdWPyqYkQvCpUXxKefTf6z44E9woGfVxBujCnjZGhNq4g9QYm6NipFc24M7nE31tfM7/4+iM6FVPRSO+b/TIdM8s8naUtp1NAjGDqGhLRBDPh0hZARU7Ecz/i/45+ripWzQjviPjOelw3MFR9f04keBS9s86NWgCYKvNLcWOYs1DFIroQOAS+B0NVUZDfxj2Vy0UdIUqt8LW/cIbL89238VpJAIgKgpBFUfIYc2miOZDlTq+hEJdlZpkrV9smXbrOBvkaOq387DsdLvS0qheW2Pce0dMPgOzBVergMnLH+wWzpUhBAoCih6/DpGhIPTSos1kGO/lvffwil2Ui6AwAqAt7JOATBvEU1ylWGrSBOTXLHVfRCN8LJVHLBwBDog4rU+Jr9DO36Jq8i2Ve2zm/xGVrd4LfXSOL2oGkahNVX+469BpNrHDZ2xrl+saxMT3foeSVsSvXRNpof6O++xv9XF9+aZoTedQdbbgGhNNlR9uVhcKt8bQKt8LFiTy3iI+e46latZp+7uKiyOFe4Bs/IPKwvSK1AQDeOM0VqPSsvkgU4s08fSSzqGtrrhSHPnw7Hfu57VxxGC3pRq3dES18GTp7dIh9rMD3StmIULgQggDQn9ApawzzLj2M2n08z3i87wAdC67jyvKc6JsCAGWR8hcTqXlfekYbrh+9i7+bUJ2v70RV13c0B7jA94BfQME6X6OMcWmuneaXRa+Pn7W/ObVTPvfgVr7v8x6+vhvadVFzqsaNwUsZfhYVs1hVsPQBwKVJUcOxm0esX3pO98LavIsr4sGgaFbt0uqh6udK28tezvLlFZHG2Q69RmcvckdQfpKPbRrW3trnX+BW5Pohvrcf3qOdOTXw9b2wzOVKMMfXqOriDa+LlOkXjvF3unWDvvufE4Gph2/lzr1TMzolrbeVy5XTl3iEqLedr9GEi1pw5FnuWNl3JycB8YnsGgDoifF1iAgihYsFrmgDgN/Lf6sykLJlbuUkQjo7pD/BZWtQkGadX9H3T3+Sn7WlEs9muW3QhWVuUdTOiXKUYS/PUFr0abIoI5i69nWO0jGfo6Nzz0xwh5hX3NEK1nhaxfKKXsCnj/CNNCDSTjI5LUCHB7kwSwlKV0Wv6paC2NXND1StzudbLOgHX2n5nKL3BYB6lR8oZZy+UeWeyK89p705v3AXPxrTgpwhU9Qe2bYYV/7PLHEhqQqlASDo4V5MlROtaE4BIC9q8iR9/+v8t3RoLgSE/Px9j4rmxY/coaO8U0VuKFbrXPFSbEYAUGrm73z/Wd7002nkCxFt6Zff2eXhaYZ1EY39+Q3aMAhkRK8XQcMf92rnSKjI88qjTdx4asuP0rF20TAVAJxt/LnKCzzYq6O85Sq/CzI5MVbWytVciOflT03yu6CrkcuG7x/Rnt5tW3hkb3Kar9H0nL4Ltm7jMvLCBb7HejKflc/1tPJzqtxh5W4eafDldU1j3c/X/u713OniuBhl79vI5UpthRunm1M6fT6f5A6S9mG+Soslfr6N0QX5v/6r3KEwneZ37WJaKw2KCKkvzI3EmkgxBoCk6N2nSA0iXv6dp7LaKZiscyNnzuHpycrQAzRLb2uYy123FhxLn/9LOlYTsqwqdMjOdTpC5BPkYd4IH/MN6myBd6/jukFklmf8KFjjaRW5rL7Y3ncbV07Pz3HhOpHWz21puLII0uvnuNclkdBx/XMnOdnEpTNcuXJjxese5gK0VODrN3l2VD63oYMrvfcd4L0e9sx8hY7t3q6jFGaKz3d9QSgkLkQUToaPywJ4FyY59b2OIAkwVb0/1WdrUX7ZbmzhnqC6XxsjlRC/DIoJPubWD8MJiPOU597R9a066ifuCszufJCOqRz5vAtV+foQP6cFL9/b//7zWja850E+pxuTPJI7VdKGzO7MU3Ss//UX6ZgijAj5dLrFA8Xv8eeqM6HYHgE4qgGsYDqtCUYyAPCkuUK33HaQjg2C9wtqfFBH2N8QjYa9Xv5bNnXqM6FSdzat4/dIrczZUwFgrHkXHWvP8zNxHHvoWENC/xZFfqPgF7Wbbs9dV+ORnLOb9BqptZ9e5M6w1hg3GjJ5ff9k8vydxsJ8j6VcGl13buSRp7ZZnuY62aCJUkaXeZZMJKDvRIb1TZp44LGL2+nYQAfXN1QbDQDwCAbARQ+/L8NevT+b9/BWJLn976Zj8bO8/2OlR/d4dERq/XJcZO14tW6qUh/zbTp9kcEaT6tobNTKSlzkYu7r4Z6rbZ36pS4WuDBbL0gCUn38uamsVuDnZvmBuutenqc9NqHz0SOCCKBa5Qd87y26lioU4pdBNMi9rvk2rhB/de4W+Z3r27gh0x7m9TzKUwboi60jzL33qu4LAGpCOBSqXGH2iZQfAGgOcG9Zrsb3rlIc3MgQpCfNyy8oRWgAABMZfmE2CUpct74qqmFgyYjapCk+n9vWjcnvXHH4PpvO87H77tXG0+7WUTr24iw/T3s7dERrooO3ejjmeYiOLYmaMbdm9SmRit3TJqIqCzpi0CSorVWBu+Oik+1q5+nUf/c4/85H7t5Ex5YyLo60Ub4OVeFYOX5CG5hzE1yWqTYbux/SRnhTmacaLUR4qtbkFD/DMx59vlVGRXcjvydGZnXq7dkL/LO/9i5Rb+YS0YqLqEqokd/hUxk+31BAR4gUBXpeNOZdWtLp5ooaXPXQ3FznzIsAEG3kkQr1nbrhvD5rtw/xvXthiTuIu1yaIucqXHe9OMcjhnt7ddqep5c7XmLz3JFW6xBRyGZuQAI6LVelac6UdURLsQO+dNr2eXpb6OvSC+gTfPnTeZ6DrHr3AIDPwy/bczNcgPY2c6OhVNaKdu867gGdWxAsfl9+QT535508XSAmomHz8y4eugpfo/4O0UFb0JXe0aeVvZUaV+ArguksX9ZHSuU9L1f4e1G51gDQEubRsKMX+Rr91DBv/gwA4yWeSnR+jq9RY4yfF9W7AwCifn7Bj6/wd5pz2fftcRdqawJFlAAAkzXuEYtXuKE92MZ/y3zZhTBCXOKqz0tbQjtAXpnj77sryd+bYlgCgLmsSENq5WfigpenNrbH9T4qt/CzOJ/l5ykZ13fB1x/jhu2Be/j67ezTKXTBOv89v3kfd9DNG25wKEUQADpauWz4+qMX6JhHEUIA2LCDnwlFNx4q6PTPmo+/t5k6P0+RIF+Hs8KABIDbt/GIzHiKK6cLLlGVvTv5bykLg66vyt8LAIzXuJNjOsPvmLIwyuJhbSz7PHwNVdTqXfu1czlX5+v7d5WH6dghh1O9A0B/nrPtFYOi4W+FZ7ocOavv6MNPjtKxX/plbjyNLeuI9eYWXpBmREnzfEFHXPqaePTuXII3KB7KvkLH2lb03l2J8e90hMxJ+HX0eC7L99HN264s0miNp1W4Ffu1Z7kC5Y2J3gnQz/3i8X46tmU9f+5zx/lGise00D53hofC77+XK0G3HdLpAnVRfzQzwSMGC1Oa+S4Y4RfJUpZ7y9qWeRNCs6S/sy5qP5wKN/b4tbX6vapfhupp4QKP6E2zWTHUHdcR12bh3dstegLVBd1rTTD4AUAlyBU6T5SnEjSLwlkASNevLDyfE6kPAJAt8P0ZrvOIdUdcz1dB9RRZ8PEbs8mrmy2HRUHvrLiANjfzVGBAR+dyVb5+d4a5w6bo8l7G0E/H+hq4EXnkon7uh36WGwYLonxmyNEU6IkRziCQ6eUe2x6HKyRjAa7sAdoJ9x8/xWVKSTQZBYDnL/Lxda1cfvpK2su+lODRpdQS30dbmzkRxXCTloGjaW6UpbNcZrsZ4RWRjdGywp17oXkdlS5080jkUAMnzXn6LFdcb9ug60kV41tekEwuLuk1Cg3ys/jewx+nYx7RWwoA/HdwuvdglusGOxN8f96c1IbBh37zBjoWKj1Px7wu7SUgZE6PMDhmErpOqGz42neAn6fFJI9Ytaa0DFREFJMe7phya8Gxs4mfp4WqSxE2gW2Su4rf+bc6jeuOwtfoWD7JL1NfVdPTmrowvCpcQSpHeMqPanQLAJWAUHpF3YjHuTJWEgBwRFqZol1/c5x/1lvnF3E2yL336nMAEC1xD+hKmBsGsy7sda/PcAV+uI0L5mRAKxUqEpEqcc+VonoHgK1N/KLuPvkE/6BqNFp2uQwKoghb9PyC58qNT+PiSZcICLr851+iYx7R9CvYpA0949VRNgZVdAtArqFcI5e194REapT4LU4fv+CXW4bld9bFfFVfkIJHN3GuONwB8kaaX8Q7E7rQP/noH9Ox4CCvFahcGqdjvmbNzObU+HnyxPkedBp0ZFTBiPMtmxcDyGzl7KrRRS6rPDnuvHNcmiI7Qe40yDVwYpxCQBvhKirYMsnTzmZ6eQosADSlR+nYqTB3gIZ9XC4/fpTrGwBwcBe/n759nJ+neEzL3fs38b0d/R+/TccqOZ1loAgP/BG+HwpLggE5qveR+s5AjMtHX9iFm14gEOd7V5EzAIC/ib9zI+48k+CGtJN0aYosHL3lpGiY7hJhV0ym4yHtYNq9oe0tm+Ra42kVn/w0F8oAcFMrv/hU5+jJomZgefk8f6m97fzdqAaQ33tWe4EHhvkFXyqJjvMJzSQ3Nyfyv0/yfP5ki1YU0wv84vu1X+Gxnq1R7glaMfoyyFWF0PFwIdjowjpWBheE3zjJL+LhHm24DiZ56H4sww26wYRLxEDlnAta0VSFK1dq/QBd36VS0lZcapN6o3yNHEFHXHTxsqtmt2HDU7GUoe0VkRoAaPfw9/bcLPc8q5ocAOgWntWwjztllHceAPZGT9AxIy7MqiAtKHk1A1jO4UrbnEhZSRe0Q6FU4Xvl5Fke0ers0M+9b6MwgsD3WKjC39moo5kDVbrLkUs8EuEWJI+G+Dt9/mWRnnhQ96Va8XG5Enb4bxkt8TqM2RUtN9SZKYg+RZGgPmuvnOFjvxX/n2JCOnKf6eK92qIpvscmurhh5YdL/y2ByRLfR6pXEwC0RPg73X7+i3RsbPN75HPbsnyf1b1czzlS4YZrY1inEftdWhUwjC9r/Ug1nu0WqdZRvzYwh+c54c54uzDCxTlMidRaAPAZvkZffoHrbPt1KRW6Y1wvmy9qJ8c9O8LWeAK48XTTAz+0Nv8I/24rjzyZSR4SNFGdr1pvFLUCKt1KvLdaSAtXx8cFlooC1T3aeHIE41tNKEHqc4D2EucDXLC0T/Lc20yrTrCL5HgdRinEv9NX1VGVQI6napVi3Kj1ukQw66K5cV2sbzmgvezemqBA9/N9Firz+o6lcJf8zoYSTy0p+bjCrGo/AJ1aMpDkqRpuXi1laK+vnqZjKoJZcLRhsFASe1CQgFRdSDVagzw9Z7bALy83Ot09s4/ywWmu0CmYpHaAHO75RTo2FOPOnJa0VuCVFzMT5gZxsOpS65fhBrG3yBWSmS6eDjRd0s67zqDuS0e/06VA2yP2YEEUuA8HdX1h0ww/T290cQdowHA59vKM7gmkUvPSGXFHuxiYikTpX4R5i4PZr39LPrdpO4/I5sb5Hot0i3eqOu9Cp6N7VFdfRVUKwBPVugydT6NLZDTE5WupUd9PDIWINgwCFeGoqPEaog1x3djcLXOHzkekyAGAT9z9zyzy+vaNrTw1POHVbQFUz6X/fYw7grIubNmH9uuItsLeTU1vaTzZmqdV3LhTKyvjHbfRseX2B+iY8pQDwKkpbvVu6OAv/PQEFypdogYLAMbnuAJ1+Gme+rD7Js2KNzXF5+sRB3xhRh+oznVcSbpjr+iFFRvl3+nXAtIIqtOySNs5l9ECtC3JjStFSdosGvcBQKXG56QKThtcmsvt9POIQfKpz9MxdWHG+jVdKRa4QhcX6QItLhTTm6+0piyoPdMQFPP1AleYYyJdqLBlv/zKNqHAK3owtzTiJ5fvoGM3dPB+GD4RfQOAdOcWOhZJcKfBWJJTU5dqLvV6hkdkvnmBO0/Oj2gj/OY9fO2zi/wMb+/S9Wabqlz2LnRso2Ml8P3p5u2+mOPRbkV+s7CiHV6tSa7MTC7w5+6Lc9p1ABjp4myw6+e+T8fSzVzm3NnCZRwAZDr4/XN0mq/f2JQ2OO7bzTMqsmVuELe/WxscxXX8rP1Dla/fliZex3J0Rt/929p5VP/1Be5QUD39AKArznWDgSInfQjkdQbIRCtf3wD4Ha0or7N17YisCSemv8TX4diibjdQLPN7bVcHN5Znq7rEYEvpKB0baObvJebleqAi4gKAuTzXVW7fwuV5U0DTxE8X+B3TFtJ7hcEaT6toS+iIQdcyP6j9l3QRnMKuBr6BzXke/dinojWCAQgA4OeH7RcP8YvYCYiW6ADq/SIyJear6qwAzbCkolaPp++mY4MRbbBtn3mcjmXauGevvZFfQABQERGiqRo36NwKIvMV/t4GGrlguZhyqa1JcqHu38gv6ZUeHkcviogVAJh+QXvr0ZFcBZV6slQTfT9EY0QAaKxwxSH9uzwvf2mUC+3SCk9JAYBIM3/fRrCZOYLUBQA2+Pl5yom6Jl/Qpdmy+GxA9EZqH+JOjPhWnatuhHd5i6itqe/iaY8A4AiqfY9I0/xm+qflc7emefQz2MCV14u1fjrWFNROl3HRe2qwiRt7HTGdhVAWPYxGSnyPpb76Bfnc+cc/Q8fGJ7mMDLbzPeYN62hsIMZ/y2CIjw2LcwhAJD0DExG+vvEOrYC27+dOjoP+79AxFT3q2KFrwgMjPHo8LO7oalxHiJ5I8fS7DV6+t9Oi8Tag9bmzMZ6S1uLjZ7SzqiPo6u7PGO7M2dDE7xcAyFe5M0e1BZnNaD2xW7DttRm+DvGSaAYMTvgEABG/qGEXjMOlmiZ9OD8jGux2aQOefu6KPnUNIuxCKV6rc2WlLjrdK08ZAFTEJTMpCnY7YtwKn0hrBfOZF/gFPzTEvSeZrN5k09NcIVma5/OdHtEdnj2ioPxffprndz+U55GRes0l0tjLI41lh1/EZ+a1N2eoWfQ/8fH1c+uNVKjyi68tyIXZbEr3Ism28cstXuHKSmyRp7J+OaeVyLuH+SU0X+Lzmc/qCNG+Bp7y0yh8EYtVHU1ccrhX+4YP8maCnev43q36XHrPCIVkIcwVbcXSBwCJPI/6zUZ52kShpufbDt7QtquwYnUAABMBSURBVOIRzpEKV5C0+wP47pLw3sd5BO71SV1I3dnMozljK1wR/2Ar9+QCgCPo3OOpUTp2o2gWfDZwq/xOxTKr0lVVWh4AvD7NHSQ3DHI513wTTwcCgNZ7eGT0xNZfoGMbc5y4pRDWCvxFcGdZ1C8aG5f1PazIenbGXqdjsaxOtZxMcqdCosLvgvM1/jvLNX3/eIUCqs5TizQhgaFmbsDXhLx3q4csNHAimtF5bpxGW/j7rga0Q+FsWrS0CF5Zew4AaAhzWVYV9cMXp7TTYLCROxQ7y6N07Il5noK4v0cbmBczXJeOBbiOHhH1uADQ18rX4czUFaaG2pqnN/EX/61ffq7lS/+JjlUL/MW5rW+wUdQuJLnw9YS5cHBj4nJULZVi1BIpUwAAvxhXqU8+LXTqokarFhH9mIJ8/aYjOnVMpeY9d44Ls/ds0jn7Z9KcblNllTW7FKPOZLnRu6GRh+5HM7p24cD4n9Gx9Pd5J/FAgs/H68IeVMnq38pQE+cQ0OfCePi+9wS04qDOjBGMev4mbrjWd3PjHQB8Ga4EmRWRhhDShoGjzrCIENeDLs8Va/TZuffSsUNbef1RFS7RD+HkOJ/iTo6JeRelopMbHFNLfE4fiPG6WQCY/SNe5xJM8gu+ed8OOlbL6Vx/j4g2VNOiXYNLrYovzs+/8fN9ZFyY70yQj+fP8pS/WpErp8EWXTsX6BUpa+JecyI6jUs1cVcOkKYiN5YBncmx6OfRhIYajyakfVqBv5Tl52mlyOcTDei00o0Jrmyrurv1RtOGz3h5uqUiLVBOokpd611BL1f+/aKP6PFpfUd3iFKAxRyXgfMu2WqPDHLGx6Kf721FYFP26Xsi5fB9VhWBBjfEfXxOboRQlm1vFcx4+uIf6IhB4yI/jKlm7rHx13S6VcrHC3qn89wj1h3lgm6xpKMJxSrfhBkh6F4flY9FocCFTj7PhUN2Ra9Rbx83kB66kXvhWv6cp0zl53WOrKIHrQu67FCzTqlQUTRFHeoRCocbVM8LRTkKAN4GrlhU54QHVBkqOzTVrjfFn1vs5l7VbFRfMhUvv/iW6/zMKKIJAGgSnr8901+hYwu9PDISLegeUKf8nOBmwMcNjkWjCQQWi9zh0B3hacTn0rqGsFjhBsltf//z8rMMi+e0EmlEqqBXGMThRu2JVIaMOqceF890sEVEQFTK5CA/E86sXqPaCjeQfM1iPi4OLyS43KgLQiNPQbdkmBvgtYAlD3cortT4vl5X0RTygRKPfirq77iISgHARIav7/YoLwVwI7CJ5rnsWIqLGq0Cj4xE/S5p41V+j5y+xN9L2KWcNJXmv/Uj/Yfp2AmfJgDrDXGHYgX8t6xU+T4KefUaRQx3ZPzt0X46trFfp382R/n90x7ikTvVcgEABqeepWNLHTxrIp6doWNuUd55P9+DFZF9owxeAGip8vc97dH1fHs2tljjCeDG0xf+qy4Sbh/hHavrk9w74om5sO118khETfSXeDs1RB7BouIImk7FmAe4s+bR57qw+KmQjOrlFBYpP8poBYDe1Kt0rCqauF6KcKECAFEvVw7yda5UuBGPBDz8nX7rdS6Q9g9pI3KoyL1PqkdZcJkLq6+FPii/8+YWnrKiMO/od6ogi1zFhQkAbR5+WbRM82J0zzI3RsrdOjIaWOCprtUGbkSamk5PhogQ1QLcuDeiXxAA+Jd53n65hSt0/hXBgjin6wsh2Phy3fyc1jxazqWC/K4Yz/K1745qgzjhcFew6vsz27OHji07OqqisFDgjqCWsE6afPoUr0F41xau0K3Pa/IGxVaaauVGZMqIM+HSFuDZc/yzd2/kxumZRR7lAYAuQQKkohRD6Zflc30rXK5M9vGI9skUZx1sj+kIpqK8H1kWDdNdyk36G/mZaAb/nc0Lug59pp1Ha9U9nABnI50o83sWABoD/MxM5XnExefRi1Sscr2rIcTTtN0iOZvrXObkgoJ5VQQMfHVNea8cnKdL/Hy3hbUeM7bC9cThBn5/A8Dmod5rk23PGHM/gP8OwAvgs47j8Pw6gSVHW8Ttwsgs7+Z1TbmoS9PUEo9abfFzJfK5ZX74NzZzhQMAGsAvoBlFWuDiWVGegZoIabs9N1/jUaDzkzztcU8Xv9hGV/R78TTz3PuVClemWzx67ZVgVj2BitDh7lemueAe6ORGjt+jlWlfiRt7lTBf+3wrL9g9WOP9IwDAl+YCPxvjimvEpW9F99JJOlYOcUWxHNK9csbLXOloiHEjJ9vOiQkKIi0CAOYiN9OxTj+/DBTtP6BTYVQjZqUYAECboAYPFPlni4I2+FI3J4QBgLBHKA7i6nOr35rL8POv+nPNFXQEszEgjOkEl1fzNf7OBiqimRCAikijqQoSkLIL0+HO9VxJOjnNFcXhiI7W1IJCsc1wY3omxuVjh9FG+IMbuQxUvcS++V2t0L3nIN9HW5OjdMyf0r35Cu1cXqmoyq0RbpTN+7V3XtXAqQzPhrBWplfK3IHcLurUPSV9F7Qs8+j8XJLrZKGycH5WtBM4GeDysyPCjcSZvHaAqFogZSC9+oauC9vVwvVEZTzVhPN+2a/1rlidn5mBGD+n3rp23hnD9Xu3CBzDO9p4MsZ4AfwRgIMAJgC8ZIx5zHEcXhlO8Pq8ZuvoFwIpNMsP4stdumB3p5cz2M37uMDa1MIv2kJVX/5p0WjwnCiWnNNMu+gS56JS5ZGTb39bW/733cvntK6ZX7a93/h9OpY4rwsXw6Jxb3yJewxVSh8AKG47lfITETU5APCuK0xRUjUPAFBwof9miK3nBkUtry82fzuPIIWH+eUfKmllZa6JFwlPFvh3dnt0gfYyuBJkqlw5aDrPqZVPb/gZ+Z19nlE6FizyCz4b0rULSglSaUjPXdRe9q09/AzfUHiSjpkKX791LlkTqTiXnw1FLnNO1rljCgBePMnP2p27+HlxS/JQSkdwiqeWRTZxBitPScujWIY7mNoauNPqmSkdYb80zddh/1aeZvRs5V753ANlzoLqEbW8fVVeDxUs8mgCAFxK8v2gCIIOHdSyMy9SWRX9/NEeTbizZ/Rv6Ni6Bq4QK8O0b0UbbKkWLlsvXOIOkKFebYTfFOeRyFkPN4hTPTqFe+jk39Gx1n5+Douix+PNhafkd14QDi9lJLpFeacy3CmTDHHHdENcZ7Oca+QMi8NpTsDif4MzGWZveL/8zhXDjbLepdfo2JwgAAGAjijX2cZcCDkY3tHGE4B9AC44jnMRAIwxXwLwPgD/38bTFLdFAACpbTy9bszHD0WPqBMAgJEK9z5/6yUuzLYOiiJ1l5zoL3yBC9Ad+7jAj0a11/rsRX5RRyOiUaso5gWAiVnRt0aEeSff88/p2FxRe3N6Qly5UqFnRTcO6AaRpRpfo9aIrgVYLHAPaKugZVcU5wAQ8Ir6LhExPJ7jAj1d1AZbXwOfb02kL3Z7tQc5I+oeWkNcgTo8piNPe3v5XjkauYuOvVjkyumddU0xvSjSTgM+vrcd6AtzeoXvo8FG/r43dGqDuCPI0/bGO3jdyMU0/51jM3of3RzlsvdYjkdGUxntqBB+ATgOPy/npnX0uNDCPd5J8aXzS/y5rxZ1OvqmNr7vXx3j+0jwoAAAjr3InVMbB/hdmgzpSPhL0YN0TPXJC4K/l3BMf2ehxPdZvqT3ikJrjJ+nf7jEU1n39mhD5rudH6FjlRqfb8QvDG0X53xZnJlYVK2RNjDTfu7UzpX4vh/w6kbXR4Y/SscSAe4kSpe5ThZv0s2WFSmEqilzq+dZyPCXsyHJMx8C7dqxslTiv/UvZ++jY4d2c9mqemgBgLqeZhq4w+bYHD8vgGY53ph0Sf8meEfXPBljHgFwv+M4H1v9+4cA3OQ4zifYZ+KNm5zdBz77Q//+rz6ji9i3hngO7ZyHe13DHs0AphCr8YtN0fsWjQ7HKuMqW+MHptGr6VlUys+A4Sx0Wb82ZFRjOkW9qhi+zld1TclAgDesDIlO4QsBbTyFDFcyG/L8UkxHtBKUzPHPZsP8AoqUtNe1FODKdNnLLy9vnSsk6r0AQLTIQ5znvLxZaJffxTta5x6mpI9HrdzqzVoyfK+kY1w2qDVSud8AECvyfT/i5Q6ZfmilYsHH59tU4waQEV5/AFjycdmg2I7awN9pwetSTyrkRk1Q+CqmTUD3XFO/xa3GoAs8tXHZy8+wSvctQzNJqXq+Vi9/3x5HK3Sqp01drL16Z4C+u8J1kV7n4ZFPN4dC2BH1kA53EkU8uk6o5PAzHgV3nmRk/gJQrvP92yzSyquGfy5c0847lQ6s1tcnZCCg5YraY2WPlp81ETdQ8311hke73tWs+2AqQzBe5bpVzqffd7TK7y61foGqTpFVKb2LPq6PtJa5MTLp75ffGfXwOak+jYrsBAC2gb+b5bDWrYaH1l+bNU+XA2PMxwF8fPWvpe89evsPFT/c++jVnZPFdYUWALoYysLiRwu75yyuNuyes7jasHvO4seNtwyVv9ONp0kAP5jY3rP6b/8IjuP8KYA/BQBjzMtvZUVaWPy4YPecxdWG3XMWVxt2z1lcbdg9Z7FWuPKE3Z8MvARg2BgzYIwJAPgAgMfWeE4WFhYWFhYWFhYWFtcg3tGRJ8dxqsaYTwB4Cm9SlX/OcRxO9WFhYWFhYWFhYWFhYXGFeEcbTwDgOM7jADh/6Q/jhzvkWlj8eGH3nMXVht1zFlcbds9ZXG3YPWexJnhHs+1ZWFhYWFhYWFhYWFhcLbzTa54sLCwsLCwsLCwsLCyuCq4b48kYc78x5qwx5oIx5rfXej4W1xbc9pcx5sPGmHljzLHV/z62FvO0uLZhjPmcMWbOGPND7RgsLN4u3PaXMeaAMSb9A3LuX1/tOVpc+zDG9BpjvmuMOW2MOWWM+dRaz8ni+sJ1kbZnjPECOAfgIIAJvMnS90HHcU6v6cQsrglczv4yxnwYwI2qgbOFxduFMeYOAFkAf+U4Du8obGFxBXDbX8aYAwB+w3Gc91ztuVlcPzDGdALodBznFWNMHMBRAP/E6nQWVwvXS+RpH4ALjuNcdBynDOBLAN63xnOyuHZg95fFTwQcxzkMILXW87C4NmH3l8VPAhzHmXYc55XVP2cAnAHQvbazsriecL0YT90ALv3A3ydgD5rFjw6Xu78eNsa8Zoz5e2NM71uMW1hYWLzTcbMx5rgx5gljzNa1nozFtQ1jTD+A3QBeXNuZWFxPuF6MJwuLtcbXAPQ7jrMDwLcAfH6N52NhYWHxo8YrAPocx9kJ4A8BPLrG87G4hmGMiQH4MoBfdxxnZa3nY3H94HoxniYB/KCnv2f13ywsfhRw3V+O4yw6jlNa/etnAey5SnOzsLCwuCpwHGfFcZzs6p8fB+A3xrSs8bQsrkEYY/x403D6guM4X1nr+VhcX7hejKeXAAwbYwaMMQEAHwDw2BrPyeLagev+Wi1w/b84hDdztC0sLCyuGRhjOowxZvXP+/CmjrG4trOyuNawusf+HMAZx3H+YK3nY3H9wbfWE7gacBynaoz5BICnAHgBfM5xnFNrPC2LawRsfxlj/i2Alx3HeQzAJ40xhwBU8WbB9YfXbMIW1yyMMV8EcABAizFmAsDvOo7z52s7K4trBW+1vwD4AcBxnD8B8AiAXzHGVAEUAHzAuR4ofS2uNm4F8CEAJ4wxx1b/7dOr0U4Lix87rguqcgsLCwsLCwsLCwsLi7eL6yVtz8LCwsLCwsLCwsLC4m3BGk8WFhYWFhYWFhYWFhaXAWs8WVhYWFhYWFhYWFhYXAas8WRhYWFhYWFhYWFhYXEZsMaThYWFhYWFhYWFhYXFZcAaTxYWFhYW1xSMMc3GmGOr/80YYyZX/5w1xvzxWs/PwsLCwuKdC0tVbmFhYWFxzcIY8xkAWcdx/staz8XCwsLC4p0PG3mysLCwsLguYIw5YIz5+uqfP2OM+bwx5nvGmDFjzE8ZY37PGHPCGPOkMca/+v/tMcY8a4w5aox5yhjTuba/wsLCwsJiLWGNJwsLCwuL6xWDAO4CcAjAXwP4ruM42wEUALx71YD6QwCPOI6zB8DnAPyHtZqshYWFhcXaw7fWE7CwsLCwsFgjPOE4TsUYcwKAF8CTq/9+AkA/gI0AtgH4ljEGq//P9BrM08LCwsLiJwTWeLKwsLCwuF5RAgDHcerGmIrz/4qA63jzfjQATjmOc/NaTdDCwsLC4icLNm3PwsLCwsLirXEWQKsx5mYAMMb4jTFb13hOFhYWFhZrCGs8WVhYWFhYvAUcxykDeATAfzbGHAdwDMAtazsrCwsLC4u1hKUqt7CwsLCwsLCwsLCwuAzYyJOFhYWFhYWFhYWFhcVlwBpPFhYWFhYWFhYWFhYWlwFrPFlYWFhYWFhYWFhYWFwGrPFkYWFhYWFhYWFhYWFxGbDGk4WFhYWFhYWFhYWFxWXAGk8WFhYWFhYWFhYWFhaXAWs8WVhYWFhYWFhYWFhYXAas8WRhYWFhYWFhYWFhYXEZ+D+TZH6iPEMVSAAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA08AAAE9CAYAAADTS1n5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOzdeZgU5bU/8G8BM6zDdM+wbyKCiICKEJUYlai5REL06vXiyg9EEIKCiIIoqKigKIgghgtCVELciMGYazRcl+AWjYKobMKwM8AwzEx3M8y+vL8/polj5Jwauqeqq7u/n+fJ85g5dPXL0F1Vp97zntcyxoCIiIiIiIh0DWI9ACIiIiIionjA5ImIiIiIiKgOmDwRERERERHVAZMnIiIiIiKiOmDyREREREREVAdMnoiIiIiIiOqgUawH4DbLstibnRJOs4atxFhxVZ6LI0k+/kbtxVig8pCLI7HXtak8VgDYUxLZeDNT9OPmV0T6e2ioxKoiPCYRUeLr3KSDGNtfetDFkcS1PGNM63//oZVs+zzVJE9JlzNSgruxzf1i7OXcx8TYpFMeUI+7YO+jEY1neNvpYmzl4dkRHRMArvTfK8b+Engi4uN6zVD/VDX+VuBJl0ZCRER2emRcrcazCt5waSRUvyrXG2MG/PtPmTwREXmMliQCiZUoEhGRu0a1n6HGnz80y6WReB2TJwBMnqjGmf7r1fiWwKsujSS2rsmcpsZX589xaSSxNbPHg3Is6xEXRxK983xjxdgXwaUujoSIiLwoNaWNGi+vyHVpJF7H5AkAkyeqGy2pSJaEgmKHyT0REdlJpAd/3sTkCQCTJ6LaevmHqfGtgVUujYRORqRryrQLLcCLLRGRl1zXWl7PDAAbK3eJMT5kqw9MngAweSLvWnCm3Lxh0pbIGjdQYhrdQa5XX36QtepERPXNqUZIZO8C3zgx9nlwiYPvzOQJAJMnIiIiIqJkN/00vRpj9s4HmTwBTJ6I6su4TvJM2ZJszpQREVHiuDx9shh7LzTfxZGQezjzBIDJE1GyukGpHX/liLwXllMaWClirNpUuDgSIiICgGVnyaV5Y75laV7yYfIEgMkT1bBbhPlahDfTA9PHq/HPQosjOi4568Hu8tT9Izsib6KQmtJKjJVX5EV8XCIiInIakycATJ6oxsLecskZANy5mWVn0ejvu1WMrQ/+zsWREBERfc9rVQjkrOi2nmHyBIDJE8VWX/9wMbYxsNLFkdTgLuOJZ1ir+8TYqrzH1de+eLZcsjLyG5asEBGRM+7rJleAPL4rVttoMHkCwOSJ6GR09Q8WY3sCa1wcCdVVk8YdxFhp2UEXR0JERBTPTpw8MYsgIlEsEqQZSuvQWTu5iaudaV1GizFugktERBQdzjwRnSTWS9eIro6YiIiIorFc6Q44mt0BbY1spy9deDFnJsv2ACZPVDfdM64SY9f6zhJjc3ax0QQREVG05p8pN3aavMVb19opp+pNqObu9tZ4nTKvl/x7uGdrPP4OuOYJAJMnit7tneWTw2/3x9fJoXXLH50TfuDI0XUujSS2JnaR/02f2Rdf/6ZERESJZHQHeYZo+UEnG1sxeQLA5ImSz1D/VDH2VuDJiI/r1N5IREREmqnKTM+TSTLLEyva7NK7h0rE2JrgPPW4l6bfJcY+CD1tPzBHsGEEUVLq2CxVDgYiP25eaWQPXsZ10ssblmR768LXvGlXNV5UsseVcRARUQ0mSLHjVPld7BKkk8eZJ6KT5FTZ3tUZcgOGNwr0BgzRvJaIiIh0w9vKzRlWHtabM8Su7Iyi43LZnmVZzwMYCiDXGNMn/LMMAK8B6ApgD4BhxpiAZVkWgIUAhgAoBjDSGPNV+DUjABz/1M0yxqwI/7w/gBcBNAXwNoA7TR3+MkyeiGLr0dP1macHtssJaDSJa6Qt0LVFy0BsFi4/20e+EN+xKfILcX/frWJsffB3ER9X08d/kxjbFHjJkfckIqLEMKKdnNQCwIqcaLoOup88XQzgGIDf10qengRQYIyZY1nWNAB+Y8y9lmUNATABNcnT+QAWGmPODydb6wAMAGAArAfQP5xwfQFgIoB/oiZ5esYY804dxsXkiRyzqLfe9nLCZm89YZrWTU8MnOgeOMsmeZqhJE9ERERE9UGbEQSA5Qdj0KrcsqyuAN6qlTxtAzDIGHPIsqz2ANYaY3palrU0/N+v1P5zx/9njBkb/vlSAGvD//u7MeaM8M9vqP3nbMbE5IkoTvXyDxNjWwOrXBxJ9Lr6B4uxWGxOTERERLV5o2FEW2PMofB/5wBoG/7vjgD21/pz2eGfaT/PPsHPiepkZg+5hAsAZmYlR7e458/Wp7tHfeOtTfbiLUHSMEEiIorM2I7yjMHSA+5XeExXysIBYLZSGp4sRrXXZ3meP+StyhxNzKZgjDGmZhbIeZZl3QbgNjfei+JDsiRHdpxKjrSkzGsJGRERxZdYJEgau+RI6zLrtQ6zTomn5MiO28nTYcuy2tcq28sN//wAgM61/lyn8M8OoKZ0r/bP14Z/3ukEf/6EjDHPAXgOOF62R6TrkXG1GMsqeMPFkcSnWCRI2r4fQGxa216TKXdBXJ3PLoh2nGqMQUTkpmRJkJKF22ue5gLIr9UwIsMYM9WyrF8BuAPfN4x4xhhzXrhhxHoA54YP+RVqGkYUnKBhxCJjzNt1GBPXPBHV0QKl01ybxpVi7MYNj4sxbXNdgBvsEhERkRe4323vFdTMGrUCcBjAQwD+DGAVgC4A9qKmVXlBuFX5swB+iZpW5bcYY9aFjzMKwP3hw842xrwQ/vkAfN+q/B0AE9iqnOrqAt84Nf55cIlLI4ktJjJEREREJ+Jy8uRVTJ6I6scEZc+lRVFsFhwpJoJERERUf7zRbY+IPKSf/xY1viHwghjLLqqo7+FEJd6SoyfOkJPPe79jfTwRkWRg+ngx9llosYsjST7afpY5pQ0iPm48dSTkzBORi7QN2ZYf5AJ4O4PSJ4mxtaEFLo6E6ks3/1AxtivwlosjISIiqo1lewCYPBElKn+L3mo8cGyzSyOJ3qXpd6nxD0JPuzQSIqLY0BoWTdoiz87PsNlzaVYczXBQrDF5AsDkibxrYhf5QvHMPpZxReuqjHvF2JsFT7g4EiIiotjR1iwDsVm3rLmxzf1i7OXcxxx8ZyZPAJg8EcXaFb571Pg7wXkujaR+aOvGtDVjREREmuFt5Q3nAWDlYXlPxZHt5GUCL+ZwmUDdMHkCwOSJEpNW5sUSLyIiIqKTxeQJAJMnil5734Vi7FDwUxdHQrVF84QuFjLS+oqxgsKNLo6EiIi8aIBvjBofmNZOjGmld9dm3qce9/V8eaP75MLkCQCTJ4qeVnbmxZIzTt0nnmRp0zu3l1yXP2Wrt2ryiYgo0TB5AsDkiWpMOkVfLLlgb2Q3ZoNt1vOs8WBy5YRp3eTf75xdvOklIqLY0GZdOOOSXC5Jn6jGPwzNZ/IEMHmi6F3XWu768toRJ7u+EMUnrfRkXXCZiyMhokTQqJFPjFVWBl0cSfJJruSTM08AmDwRnYyeGdeKsUFNzxBjSw+wHJCIiIjiGZMnAEyeKLa0zfu0jfvGd9LLDBdnsxSOiIjIKaPay+uHnz/kzAPD2232Y/qt0hQiFuNNPEyeADB5otha3Ec+mY3fxJMZOesXvrvV+LvBp1waCRFR4tA2YQe4EXv8YvIEgMkTEZGXaE1WkqXBChEReRGTJwBMnih6XKha4+qMaWLsjYI5Lo4ktiItxSQiIorGeb6xYuyL4FIXR5KomDwBYPJEsTVdudGenUA32o+eLtdpP7A98vVZLZv3FGNHi7ZFfFyylyyfXSKiE7lB6bT7igc77bZJP1+M5Yb+6ch7WlYDMWZMtSPv6SwmTwCYPBERecnwttPF2MrDs10cCREReVHstohh8gSAyRPFVlf/YDG2J7DGxZFQrGnNG9i4gYgofkzsonfFe2YfO+LGJyZPAJg8UXx6qZ/81AUAbtrgvZIBty07S57BAIAx33IWw86D3eXSvGrlUuHU2i7W8xORV8zsIZ8fZ2axdDkxMXkCwOSJ4tNym8RgNBODqMRbLTsRERE5jckTACZPyYQtkIncMaaDvH8ZACw7yD3MiMgd0Wwsq5l6qnzcJ3c7U5bn1N+F6orJEwAmT0R0cqKpZR/ZTk4qXsxhQkFERAR49YE3kycATJ6IKLGN7SgnbEsPMGEjIiKqGyZPAJg8Ud3c2EZeA/NyrrwGZtIp+izFgr2cYqfEM9qmbG85y/aIiCjuMHkCwOSJyOu6+YeKsV2Bt1wcSfLR1i5x3RIRESUXJk8AmDxR9PwteouxwLHNER/3msxpYmx1/pyIj0vJhZ0DiYjIKVqlQTRVBtpx15R8Jsb2B96P+D3tMXkCwOSJajRq5FPjlZVBl0ZC9GPafiIA9xQhIiLnXJ4+WYy9F5rvyHte4Bsnxj4PLnHkPe0xeQLA5InI69ihjoiIiJzWsGFLNV5VVcDkCWDyROSGcZ3kxhlLstk0I1rJUuLJRJqIiGKHM08AmDwR0Y/FYvPDWLg0/S41/kHoaZdGQkREQGyaJLVqea4azzv6lSPv6wRnuxwzeQLA5Im8i0/ZKV5d6b9Xjf8l8IRLIyEi0k3rJt9sz9mVOA/LqD4weQLA5ImovsztJV+ApmzlBYiIiCK34Ez5GjNpi7euMQt767Mfd26WxzvrdPm1Lx/JUo+7JfCqPrA4ojWpaN4wRYy9WeDkwzkmTwCYPJF33d5ZPoG2b6q/dsZ2b11I4s21mfeJsdfzH1dfG08XeCIi8pblZ00XY6O/ne3iSOqmn/8WMbYh8IKLI3EDkycATJ6IYu3mNvKFAgD+kOu9iwURERHp5vSUHyZO2xaPDxOZPAFg8kR0Mpb2lddhjd3IdVheNKKdnJyuyHEmMb27q16y8tSeeLxoEhFRcmPyBIDJE9XNAN8YMbYuuMzFkVBdaWuwAH0d1kXpE8TYx6FFjoyJ68Ls3dD6fjH2ypHHXBwJEVHiONs/Qo1/E1jh0ki8jskTACZPVKNd+kA1nhP6zKWRfM+bu2vLOvsvE2P7A++7OBKqL3xoQESJbp7yUOsehx5qjWovV3E8f4hVHN7F5AkAkyci+jGt1bZTbbbP840VY18ElzrynkRE8aKL/xdibF/gXTFmWfo9njGVEY+Jkg2TJwBMnoiIIqFtRBjdJoRERD/2YPcHxdgjOx5xcSQUz3pkXC3GsgresHk1kycATJ4otk71DxFjuwNvuziSGmnNeqjxzMbdxNiewJr6Hg7VkdaxkN0KiSjRXZM5TYytzp/j4kgosTF5AsDkiai+XJp+lxj7IPR0xMedfpr8tHH2Tj5tjMboDnLdPQAsP8jaeyIikiXXNdpDyZNlWXcBGA3AANgI4BYA7QG8CiATwHoAw40x5ZZlNQbwewD9AeQDuM4Ysyd8nPsA3AqgCsBEY4zto3AmT0Txq73vQjF2KPipiyNxlrYJIZCIGxESESWnJcqWIOMc2hKkk2+QGs8OrnXkfZ0wtqP+UHDpgWh+hx5JnizL6gjgEwBnGmNKLMtaBeBtAEMArDbGvGpZ1hIA3xhj/seyrPEAzjLGjLMs63oAVxtjrrMs60wArwA4D0AHAO8BON0YU2Xz/kyeiOgHXu53nxi7ccPjER93fCd5ndDibK4TIiIictLVGXKJ5xsFdiWe3kqePgdwNoCjAP4MYBGAlwC0M8ZUWpY1EMBMY8xgy7LWhP/7M6umhUoOgNYApgGAMebx8HH/9eds3p/JE5HDhvqnirG3Ak+qr+3rHy7GNgZWRjymSE1WGiUAwHwHmiUM9t2jxtcE59X7exIREVFtJ06eXM8ijDEHLMuaB2AfgBIA/4eaMr2g+b5/ZDaAjuH/7ghgf/i1lZZlhVBT2nc8CcMJXkNEMWSXIGmua91VjG0MRHzYiDmRHNlJpuTo4R5ycvpQFmfniMgblirldWMdKq8jb3I9ebIsyw/gKgCnAggC+COAXzr8nrcBuM3J9yByUjIt9J+xnTfMyYQJEhHFg1gkSE+coVc+3Psdz5+xEIv6tcsB7DbGHAEAy7JWA7gQgM+yrEbh2adOAA6E//wBAJ0BZIfL9tJR0zji+M+Pq/2aHzDGPAfgufD7JVd7QTohrawMiG7mxAmntLDU+J8GyDW9/7WObVuddEn6RDHWsXELMfZy7mNODIc72RMRJQi75GhOTzm5mrYt8sSqj/8mMbYp8FLEx00UsVjzdD6A5wH8BDVley8CWAfgYgB/qtUw4ltjzGLLsm4H0LdWw4hrjDHDLMvqDeBlfN8w4n0APdgwguKVNruUSDNLZG9Q+iQ13rlJczG28jD3eSKixDYwfbwY+yy0OOLjjmgn76G3Iofn1uTjkYYRAGBZ1sMArgNQCWADatqWd0RNq/KM8M9uNsaUWZbVBMBKAP0AFAC43hizK3yc6QBGhY8zyRjzTh3em8kTEdWbCZ3lJ3+L9rOkAtBbyUbXRpaIiE6Wdt0CeO36noeSp1hi8kTRukLphPZOEi3095rUlFZqvLwiz6WRxK+u/sFibE/Adhs9IiJy0cLechJ052Y5AdLKzQHgw9AzEY8psTB5AsDkiRLTzW3kUoM/5LLUAAAaNGgqxp7uJSfE2gWIiIgomZo6xULsKjyYPAFg8kSUqKaeqpchPLmbSZAXDfCNEWPrgstcHAkRkbd08g1S49nBta6Mo67SmvUQY4XFWS6OpL4weQLA5InIDcPbyjNhRZVqTxdsNjvE2NW+XmLss/yQelytDGHW6XLixdbpRETe0sF3sRg7GPzIxZHU6JFxtRrPKnjDpZHUDy1p81rC5iwmTwCYPBERSbQOVpe1kteUzdr5iBPDISI6aXd31asQntrj/gMxbQuJj8o2irEdBW86MRzHDPFNEWNvB+e6OJL6wuQJAJMnIiIiIiKyc+LkiVkEJSWtdTLA9slE9ekC3zgx9nlwiYsjISKKzLBW94mxVXmPq6+9XWl48Fu2BY87nHkiIiIiorjRzT9UjO0KvOXiSCieaZsiA8CKnIdZtgcweSKKZ738w8TY1sAqF0dCREROWtJXrhAZt5HVIeQGrnkCwOSJiIiIiLxPa/0NxGv773jCNU9E9G8e66l3Jbp/G2uxo3FVxr1i7M2CJ1wcCRERxRsmR97E5ImSkrZbNeD0jtUnTytfACIvYbBLjrpnXCXGnGqhOuO0B8VYLFpiR9P2NsVqUN/DISKiOPPEGfJ15N7vvHW/QfZYtkdERLb6+W8RYxsCL6ivTby9P4jIaVzjmljsuhwfLa8WY68ceay+h1NHXPMEgMkTEZ2c4W31bjwrD892aSTRuzZTbrULAK/n6+12iYgouV2SPlGMfRh6xsWRuIHJEwAmT1RDKw0DYlMeRrEz/0y5pGLyFpZU2Bnsu0eNrwnOc2kkRETum9hFL+/+7YGFYqyq6mh9DyepXOmX1xYDwF8C0awvZvIEgMkTEZHbGlgpYqzaVLg4EiIiorpitz1KMg0bNhdjVVVFLo7Euxo0aKrGq6tLXBpJ/BrTQa7j7tTcEmMN5RBmbE+s2S4mSERUn3pkXC3GsgrecHEk8ek831g1/kVwqUsjiU+ceSJKcDe0vl+MxW4RJhEREZGXsWwPAJMnIiIionimbSGhbR8Rb7SHnwAfgDqPZXtEREREFOdikSANayV3K12V50yn0g7NG+p/4IgjbxtXnG0YcWJMnoiIiIgoIczrpXe++/hwuRh7s0C+0W7ayP1Nz+NtFi0Wa9GcSI7ssGyPyCMmdJZP+Iv2x9cJlIiIiJLLaKWB0vKDs9TXzuwhbyEzMytW28dwzRMAJk/krIW99Sded25mEhSN/r5bxdj64O9cHAkREVGNRNpMnWpj8gSAyRMRkWTqqXLy/+RuJv5ERG4a6p+qxt8KPOnSSJIVkycATJ6I3HBzG/kp3B9y+QTOzuXpk9X4e6H5Lo2EiIgAYLDvHjG2JjjPxZGQe5g8AWDyRM6aojy5B4DGDeSdUWftjFVNLxERERH9EFuVE9WLyafICdJcljbFzLhOeuK6JNv9fxuthWosOgQRESWCV8+V24Zf/5UzbcOTyUXpE8TYx6FFLo7EmzjzREREUenkG6TGs4NrXRkHERF5U3w21WDZHgAmT1TjkvSJavzD0DMRHXeSMisFAAv2cmaKiIgoGlqlQSyqDJLJwz3k3/1DWYn2u2fyBIDJE9XNFcrC0D7+pmKMZXtEPza2o7z3x9ID+t4fRESU3KLZPyo6TJ4AMHkiZ53tH6HGvwmsEGN9/cPF2MbAyojHpLkw/Q41/mnoWUfelxKLZennVGMqXRoJEVHyyEw7R4zlF37t4kgSFZMnAEyeiIiIiIjqm7Z0IVbLFp44Qx7Tvd/ZjYnJEwAmT0Rep7V7Z1kkERERuYPJEwAmT5R8hvimiLG3g3NdHAkRERHRj41qL69rev5QrNbGMnkCwOSJiNxzTeY0MbY6f46LIyEiSg6DlYZPALAmOC+i4w5rJe8ttSov8r2ltK0enNrmwal9EQemjxdjn4UWR3TM2GLyBIDJExH92PTTHhRjs3c+4uJIoje3l3xRnLKVZY9ERER1w+QJAJMnotoe7C4nDQDwyI76TxyaNemixotL94mx8crTssVxtrfHAN8YMbYuuMzFkXjXYz3lf+/7t8XXvzcRecPdXeXzylN7nDmvRHrturmNvrHsH3K9uLFsZIb6p4qxtwJPujiS2pg8AWDyRM6a2UNPRmZmxdcshhO0aX0AuKxVKzE2K85mgSg6TRt3EmMlZdkujoSIiOLRpel3ibEPQk/bvJrJEwAmT1RjZDt5YSIA9PJZYsy+taVsstLGc36M2niSTuv+B+gdAPv4bxJjmwIvRTymeKN9317M4Sa5RBTfbmxzvxp/Ofcxl0ZSN3b3QDwvH8fkCQCTJyIiIiKiZKA1EOnSrIn62mUHZzJ5Apg8EXmddqKLtEsSERGRF93QWp61euVIbGaspnWTKy7m7EqmKhkPzTxZluUDsBxAHwAGwCgA2wC8BqArgD0AhhljApZlWQAWAhgCoBjASGPMV+HjjABwfO5xljFmRR3em8kT4ZL0iWr8w9AzLo2EiIiIiLzHW8nTCgAfG2OWW5aVCqAZgPsBFBhj5liWNQ2A3xhzr2VZQwBMQE3ydD6AhcaY8y3LygCwDsAA1CRg6wH0N8YEbN6byRNFZdbp8hOZGdvj64nMiHZ6J5/tJfLXaWP538TYsZJdEY8pUmf6r1fjWwKvujQSIiJKNNpD12R64PpsH3m91B2b4mut1Dxlaw8AuGfrQ95InizLSgfwNYBuptabW5a1DcAgY8why7LaA1hrjOlpWdbS8H+/UvvPHf+fMWZs+Oc/+HPK+zN5IgzxTVHjbwfnujQS5zVs2FyMTeg0WX3tAjaxSCgv9dMXNd+0wVuLmomIKDFYkBtxAYCBF5cRnXjmKRZZxKkAjgB4wbKss1EzY3QngLbGmEPhP5MDoG34vzsC2F/r9dnhn0k/J7KVSMkREHnNNJOj5LLlqH7Kt6wGYsyY6voeDhFRRGYoG5tzSwtv8mZyFJlYJE+NAJwLYIIx5p+WZS0EMK32HzDGmJoZovphWdZtAG6rr+MROUHb/yjV5qsaq0WlFF9m86aCiBIAEySKpVgkT9kAso0x/wz//9dRkzwdtiyrfa2yvdxw/ACAzrVe3yn8swOoKd2r/fO1J3pDY8xzAJ4DjpftEXnPZ6HFsR4CkSNSU9qIsfKKXDFGRBQPBvjGqPF1wWUujeR7p/qHiLHdgbddHEniiVXDiI8BjDbGbLMsayaA44sy8ms1jMgwxky1LOtXAO7A9w0jnjHGnBduGLEeNbNYAPAVahpGFNi8N9c8ETnswe5yScUT+55TX1tWnlPfw6EYy0jrK8YKCje6OBIiIqK68la3vXNQ06o8FcAuALcAaABgFYAuAPaiplV5QbhV+bMAfomaVuW3GGPWhY8zCjVd+gBgtjHmhTq8N5MnSipe3EPCCb38w9T41sAql0ZC/05rWlJVVeTiSIgo2d3YRr4mvpybONdEqg8eSp5iickTERERUfxiKXDsONWy/eEectvwh7Ji1dyKyRMAJk9ERPVtsO8eNb4mOM+lkRARkZ1k2q4lOkyeADB5IqrtPN9YNf5FcKlLIyEiIoreo8pG9gDwQJxtZk/OWX7WdDU++tuHI0+eLMu6CMA/jDFVtX52rjHmqwjGGlNMnigeXZp+lxr/IPS0SyOh+jKinXzSXpEz28WROG9sR3lH+qUH4mtHeiIicpeveS8xFiza6uA7RzHzZFlWMYAvAfy3MSY3/LOvjDHn6q/0HiZPRERERETxYWFveTbxzs2RzyR28w9V47sCf44qedoA4AEAcwHcaoz5h2VZG4wx/SIcb8wweaJYurmNPNvwh1z3ZxtSU1qp8fKKPJdGQvVlyqnyRWbubv0ic3tn+bW/3c9SFyKKf1olB6s46Ieim3n6yhhzrmVZPQC8BuB5AKM480REREREbprZQ95LcGbWIy6OhBJbdMnTv2aZLMtqgZrk6RpjTNxlIUyeqC6uyZwmxlbnz3FxJERERETuGZQ+SYytDS1wcSSxVs/d9izL6mKM2Rf1uFzG5ImIqH7NOE1+CgwAs3bySTARUX0703+9GNsSeNXFkSSqCJIny7IWARD/gDFG3inLo5g8EVF9mqW0xZ2htMSd01N+3bRtybO+aHwn+fewODt5fg9ERCdr0iny+bOB8rpvg0Xqcd8LzY9wRIkmsuRpRK3/+zCAh2rHjTEr6m18LmHyRERUv4a31ffKWHk4sVqvExF5wch28jYQL+ZwG4jonTh5UrOI2smRZVmT4jFZIjqRs/0j1Pg3AX7U481F6RPU+MehRS6NJHrTuumbPM7Z5a0ZGaeSI+334LXfARGR2xpp00vkmJOZgolscRSRBzE5SjxntfSp8Y9DLg2kHjAxqLG3sMr+DxERxZhWPgcAC/Y6c05ffpCzS7FQ54YR8bop7r9j2R45aXQHeQodcO5EN8Q3RYy9HZzryHtSdCYoeyotstlTKaVRhhirqCwQYyyvIyIiqqvI1jwV4vsZp2YAio+HABhjTMv6HqbTmDwRxa9oNhmerEH0xM8AACAASURBVDwZnO/QU0Gyd2H6HWLs09CzLo6EiIicoq3PAiJfo9XHf5Ma3xR4KaLj1qjnVuXxiskTEREREbmFD++Ahg31+ZaqqqMujeRkMHkCwOSJYks7gbZtKr/u3u+8d3L12sVA29gY4ObGRETxZElfeaZi3Eau9SE3MHkCwOSJiLyP3SCJiChWBqVPEmNNLfke+p3gPCeGE0NMngAweSJnNW3cSY2XlGW7NBIi91ydoc/6vVHAWT8iOjl3d5WrG57aI1c3aFURQPKUyZE9+y6JDzF5Apg8ESWrB7s/KMYe2fGIiyOJ3vKz5MYZo79lxzwiokiMUTrmLkuituCdfIPEWHZwbUTHvF3pMAsAp7aQY/dslRNeZys1OPMEgMkTEf3YvF7ySV07adthJ7kaWgt/7lNCRPHO17yXGg8WbXVpJFS/mDwBYPJERO4Z7LtHjK1JuNpwIiKiRMLkCQCTJyIiIiIisnPi5IlZBBG5SivhArxXxqXNHgGcQSIiIkomnHkiIiIiIqKEk9ashxgrLM6yeTVnnoiIiIiIklrrlj/KB37gyNF1Lo3EefYJ0slj8kSU4LT2oL/dz/0u6Hv9/LeIsQ2BF8TY2I56KebSA94qxSQiSmaJlBzFAsv2iMhV07rpez3M2SUndBOURPBAcYV63NX57m/UOrGLPN7mjSwx9viu+Np3yo72e3hmHxN4IqJEcEPr+8XYK0cec3Ek3xvgGyPG1gWX2bya3fYAMHmi2NI2c4tuIzciIiIiqj9MngAweaLEpD3Zb9dUft392/jU38700x5U47N3uj9LNOVU+d977m7+mxIRkeyqjHvV+JsFT7g0kui9eu59avz6rx6P4uhMngAweSIibxjfSU6AFmcnVgI0xDdFjL0dnOviSIiIqJt/qBrfFXjLpZF4HZMnAEyeqG7u7irf2D61J7FubInq4he+u8XYu8GnXBwJEVHiuDD9DjH2aehZF0dCP8bkCQCTJ/IuLqon+qErlA2K3+HmxEREokW95S6oEzazA2rdMHkCwOSJyA1aSUAylQN09l8mxvYH3ndxJHWzsLecwN+5mQk8ERF5y9xeegffKVujuXYxeQLA5ImIiIiIiOycOHliFkFEFAOXpt8lxj4IPe3iSIiIiKiuOPNERERERBQD0axNSpZ1oYOVv+caR/+eLNsDwOSJiIiIKJ7N7CHvvzczy5m99xJpTejDPfR1Qg9lRfb3GadswbEkRltwXJ4+WYy9F5pv82omTwCYPCWTFk27ibFjJbtcHElimqps1PokN2olIiKiuMbkCQCTJ6KTcVH6BDH2cWiRiyOpkdashxgrLM5ycSREREQ1tI3AgdhsBm5Z8r2uMZWOvOeM0+QZwVk7nZkRdBaTJwBMnpJJ86ZdxVhRyR5H3lPbqwngfk1ERER1cXXGNDH2RsGciI/bsnlPMXa0aFvEx3XCo6fr9xQPbI/snuI831g1/kVwaUTHTTweS54sy2oIYB2AA8aYoZZlnQrgVQCZANYDGG6MKbcsqzGA3wPoDyAfwHXGmD3hY9wH4FYAVQAmGmPW1OF9mTwRhrW6T42vynvcpZGQF0xXnpbNjsunZfVP+87w+0JERNHw4nopLyZPkwEMANAynDytArDaGPOqZVlLAHxjjPkfy7LGAzjLGDPOsqzrAVxtjLnOsqwzAbwC4DwAHQC8B+B0Y0yVzfsyeaKEM0VZfzSX64+IiIhspaa0EWPlFbkujiS2tBmvSGe74pOHkifLsjoBWAFgNoDJAH4N4AiAdsaYSsuyBgKYaYwZbFnWmvB/f2bVFHDmAGgNYBoAGGMeDx/zX3/O5r2ZPBFRvYlFq9hZyoVtRgwubP19t6rx9cHfuTQSIkoGN7a5X4y9nPuYiyOpkZHWV40XFG50aSR0Mvr6h6vxjYEXPLVJ7gIAUwGkhf9/JoCg+X4FWzaAjuH/7ghgPwCEE6tQ+M93BPB5rWPWfg0RkStisZdGLBIkDZMjInLT9vIjEb+2R8bVYiyr4I2IjsnkKD5tDKyM6HWuJ0+WZQ0FkGuMWW9Z1iCX3vM2ALe58V5ERPHqwe7y2q+8UrlKYXHM6tGJKBmtCy4TY5NP0ZsszN/L81W8adK4gxgrLTvo4khqxGLm6UIAV1qWNQRAEwAtASwE4LMsq1F49qkTgAPhP38AQGcA2eGyvXTUNI44/vPjar/mB4wxzwF4DjhetkdE9L2URhlirKKywMWRxNYjO9gcg4jimxeTo1HtZ4ix5w/NcnEk0RvgGyPGtKQ2Gnd3Gi3GYtHUKaatysMzT/eEG0b8EcCfajWM+NYYs9iyrNsB9K3VMOIaY8wwy7J6A3gZ3zeMeB9ADzaMIKKTNa+X/KTynq3euxAnkpk95NmumVlM5ojox0a2k5ORF3PiKxlxilPd67SZPS8mrtHxUMOIf735D5OnbqhpVZ4BYAOAm40xZZZlNQGwEkA/AAUArjfG7Aq/fjqAUQAqAUwyxrxTh/dk8kREnna2f4Qa/yawwqWREBERJSsPJk+xwOSJvGq88pQomdaUXNda7qL02hH3uygREVHiGNNBnrVadpCzVsmkk2+QGs8OvsfkCWDyREREREREdk4888QsgoiIiIjixuXpk8XYe6H56msndJarPBbtT54qD4ocZ56IkliDBo3VeHV1WUTHfeIM+eJ073e8OHnVnJ7yv9u0bfx3IyKiZMI1TwCYPBHVF67RIiIiSjz9/LeIsTKUiLEtgVedGE5U0pr1EGOFxVk2r2byBIDJE5EbkquVKRERkWx42+libOXh2S6OhE4OkycATJ6IElWzJl3UeHHpPpdGQkREyWRRb7mDHwBM2MwufnauzbxPjL2e/7iLI6mNyRMAJk9EbuiRcbUYyyp4w8WR1M2wVvJJe1We+yfth3vIM3cA8FCWM7N3sZgxHK20DV7OtsFERBE51T9EjO0OvO3iSOIZkycATJ4otrr5h4qxXYG3XBxJfFpwpnxzP2mL98oBZ5z2oBibtfMRMTYwfbx63M9CiyMeE8UfryX3REQnS+tyCHi10yGTJwBMnoiI4kUX/y/E2L7Auy6OhIjIGf19t4qx9cHfuTiS7w31TxVj7xxdIsaqqo46MZyoLD9LXm82+lu79WZMngAweSLveqnf/WLspg2PuTiS6PX1DxdjGwMr1ddekzlNjK3OnxPxmCJ1dYY8HgB4o6D+x6T9DoDY/B6IiIiSC5MnAEyeKD4N8I1R4+uCyxx532nd5Gn2Obu8OMUuYwdAIiIiqjsmTwCYPFFiinRtDRERESWXScrDRABYwAeKYUyeADB5IqptRDu5FhgAVuRw/wkiIiKnXJp+lxj7IPS0iyOhH2PyBIDJE1FtU07Vnz4dKZHPD2kplhjzZtccIiIiorpi8gSAyROR193XTS5BfHwXSxCJiChyM3vI1xh/qnxPXFQpHzOnRH/PZ/bxgWKsjFH2Elxmu5cgkycATJ4o+dzQWu7i98qR+OriF42b28glin/IlcsTH+wuX2gB4JEdTOjsXOm/V4z9JfBERMdcprSfBYAxti1oiYiINEyeADB5orqZrjRgmB2DBgyd/Zep8f2B910aCXnBs33kJ2l3bLJ7kuYt3TOuEmM7Ct50cSRE3vfX8+T9dwCgWon9+osn63cwMfSXn8gPZG7avFp9bWFxVn0PxzETu+il9ZzRchqTJwBMnqgGGyU4a05P+YQ/bZt+smfnwPhzYfodavzT0LMujYSIiOh7l6dPFmPvhebbvJrJEwAmT1Q3TRp3EGOlZQfFmHbjD/Dmn7xtWKv7xNiqvMddHAkREVGsnTh5YhZBdAJagqRhclRjiG+KGHs7ONeR9zzbP0KNfxNY4cj7JpJuLZVLQp574yAickp0DQQokVynrAkHgNeOnPiejjNPlJRatTxXjecd/cqlkSQmbTF/NAv5E2mtDxEREXkZy/YAMHki8rpL0ieKsQ9Dz7g4EiL3jFaehl/erkqMHS6Tr2eFFfp7ztjOxeZE9WFsR/n7CwBLD/DhnlO0Shcg2moXJk8AmDxRDWe/bLLxneRGCouz3b+RubGNPmX9cq63WpkPTB8vxj4LLY74uK1b/ujc+C9Hjq6L+LiLessX1AmbeTElInLbL3x3i7F9DfaKsesyzhRj3LIiUTF5AsDkiai+9PPfIsY2BF5w5D21rm7J1NEt0j2ronFVhtwa+M2CyPZqIiJKdtp6Xbu1ul67JmpNh/yNG6qv7Zchx8ZtdOZh44tn652XR37zMJMngMkTEdUvbkJMRETkTVNPlSt+ntxtV/HDmScATJ6IiIiIkpXXyufJy5g8AWDyRERERET1JzWllRovr+BeD/GJ+zwRJaVrM+Ua5NfzufGpk0a2kxtGvJjDhhFEdHK+vfR2NZ5f2kSMfRNsJsZCSmfGh7LiazYmM+0cNZ5f+HW9vyeTo+TCmSciF2k302VV1WKMa2eIiIjsLThTLssDYpMoPq80Jhj1TeRNfi5KnyDGPg4tivi4c3vJv8OCMkuMPb4r0boOsmwPAJMnit5jPeWTyv3b4usJHTlL2/uD+34QEdW/Bg0aq/Hq6jKXRkLxj8kTACZPlHy0CwkvIvHpAt84MfZ5cImLI4leH/9NYmxT4CUXR0JERFQbkycATJ4oMbVLHyjGckKfuTgS74rF3kiayafIM5jz93IGk4iIkoe259LIKEobo8PkCQCTJ3KW9hQd4JP0RKR1WdIWEUdzoVjcRy4H/GeefE5fkROrCxCRvb+dP0WN/7TvfjHWIEV+namUY1XlDdT3NPJSVDVWWaFvCFpeJseLSuRqgbzipupxPz6SJsamxVlZeQffxWLs4S4XibF1+fKaHMB7JdPRbJJLTmPyBIDJE1F9GZg+Xox9Flrs4kiovozpICdlyw66f8OhLfxecShbfe2GwAv1PRwiIlLc3VU+Z+eWKE8bAKw87MWHe0yeADB5Imc9q8wIAMCmoPxEbEmcbc4363T5JDlje3z9XYiIiJzSyz9MjG0NrHJxJHRymDwBYPJE3jWinVzGxXIrIiKi6A1KnyTG1oYWuDiSGpekTxRjH4aecXEk3jW8rXx/5OyMFZMnAEyeyFlaUwIgNo0JnNLPf4sYY8lUdLQW50DkNfv3dXtQjSfeHh1ElIge7C6fyx7ZwfOYF8Vi8+LoMXkCwOSJqL6M6ySX7cVbCSJF5/bO+qaUv93PzwMRUSK4NP0uMfZB6GkXR+IGJk8AmDxRjWnd9Ju9Obt4s0dERN4yr5d+7bpna+Jcu6aeKv9dn9ydOH9PqqF1VzwY/MjFkdR24uSJWQQlpXhLjq7OmKbG3yiY49JIYuui9Ali7OPQIhdHQvVlTk/5BineWisTOa2B3oU7oWgJklOdQbUuso0gt5fPb3BEPe6WwKsRjylZxC5BOnmceSKipDfEJ+8v07m5vOcKEJs9Q7r5h4qxXYG3HHlPlmkSEcWPC3zjxNjPM9qor3Vi/Wt8rgn3SNmeZVmdAfweQFsABsBzxpiFlmVlAHgNQFcAewAMM8YELMuyACwEMARAMYCRxpivwscaAeD444dZxhjb3cSYPFG0Jp0i30Qu2OvMTeTMHvpC/5lZibNA9okz5N/vvd/Jv98Zp+m/o1k7vfU70kpHz/Uru3oC6NC0VIwdUjbYbNJQ32fj1188qcaJnDTXpiTtjLQyMcbPbnKZr+wBV6yfPnF6ms0fEFy3Xq7wePv8e9TXpqXI7/mzTyJfJ6Q91Dq9pfy6Zg31e/9xG+WHgtrv/pcd5Rm4o2X6g8iWjeXvt7aVdXmVviF1caV8z19VrU/lXvjJPM8kT+0BtDfGfGVZVhqA9QD+E8BIAAXGmDmWZU0D4DfG3GtZ1hAAE1CTPJ0PYKEx5vxwsrUOwADUJGHrAfQ3xgRs3p/JE9maoCyAX8TF7+RhqSnyE8XyityIj/uosq/XA9zXi4gSwMv97hNjN2543MWRkDd4ZObpRwOwrDcBPBv+3yBjzKFwgrXWGNPTsqyl4f9+JfzntwEYdPx/xpix4Z//4M8p71fvyZOWhTe0qU/eVyTHntrDGxKKLW02x2szOURElBymKM0k5sagmUQn3yA1nh1c68o4qL55MHmyLKsrgI8A9AGwzxjjC//cAhAwxvgsy3oLwBxjzCfh2PsA7kVN8tTEGDMr/PMHAJQYY+ad4H1uA3Bb+P/258wTUfRWnnO/GOvQVJ5+X53dTD1upG2tJ3bRS36e2efMBXVhb/l979wsv6c3Owu574/95WYoe4pTxFjflnLpIgDsLZZLRMYqJSlERPGiRdNuYuxYyS4XR+Ksh3vI19mHspxMlj2WPFmW1QLAhwBmG2NWW5YVPJ48heMBY4y/PpKnf3tflu1R3NFatgJ6V6JhreQyhFV5zpQhaAtVPw8uceQ9vUhL6JxK5oiIiOLNFT553dg7QfXW3kEealVuWVYKgD8BeMkYszr848OWZbWvVbZ3vDj/AIDOtV7eKfyzA6hJoGr/fK2T46bEMbKd3OYUAF7M8daT6Wj2tHAqQdJclimvu/k86OJAYkxLkG5oLc/cvXLkMSeGEzOTlSYr8x1qskJE5JaxHfV7ilh0ZY03sUuQTl4sGkZYAFagpjnEpFo/nwsgv1bDiAxjzFTLsn4F4A583zDiGWPMeeGGEesBnBs+xFeoaRhRYPP+nHkiIiIioh9wahsIbY1WYYX8Om4DEWseKduzLOtnAD4GsBHA8b659wP4J4BVALoA2IuaVuUF4WTrWQC/RE2r8luMMevCxxoVfi1QU/73Qh3en8kTUT14/mx5z4ZR30S+X4NTC4H7+24VY+uDvxNjWudFAPA3lrvCtGkitwa/YxOfRAJ6G/5EasFvJ/uqkWLMUhoPVVXJTXxzjzZX37NxoyoxdqhIXpu4/VgT9bh7i+QBx2IxP5HTtK0nAGDOLn7u45NHkqdYY/JE0bqvm3yz58TGclQ/YrH2i4iIEt9Q/1Q1/laA+5DFyjWZclOi1fny3l01mDwBYPJERO7REu1mjeRz79np5epxtxamirHmynE520Veps2+AUDrPnIXTyj7P1cVyt+JannyDQBQeFju2nisSI7lKjN3AFBl5Nm5ImVTz5YpSo0XgAs/WSDGFveR1+UMbCUvRm2feVR9z0P58m6sbx7IEGPRzCxnpPUVY0+f9mv1tSO+jmxN6e1KFUKkXWJjZZKyDhUAFnAtahiTJwBMnij5aOUE0ZQSLFD2N2uZIt/JbApqe4WzgUAsDVa6HfXxNRVj3JOOiBIdG98kIyZPAJg8UY1HT9efujywnSdCctacnvJncNq2yD9/v/DdLcbeDT4V8XGJiLzCqYeCRD/E5AkAk6dkwoXoVJuveS8xFiza6uJIiIiIYietWQ81XlicFdFxE29NOJMnAEyeqIZdB7VFMahfvk7Z9+e1KPb96eUfJsZ+3ryn+trFSptUbV+LL4oPiLENAdummAnj059NEmOtmpWIsVSlCxoAHDzaQoy1Tzsmxo6Wyms0ACCvVC7NC1XI581uLeT3BIDCihQxtuuYvDZk3r49YmxT4CX1PROJdm5IbSCvnfGl6iWyzeV/FrRUYnml6mHx96PZYiyZvv/knPlK2fjVXQ+pr033F4uxkiJ5PWlxiRwrKle+MAC+KvCJsfZN5DWuJUo3TQAIKuflfcUNxZjdA+SV58jnnAlZb8jjUR5EavciALA1sEqNxwaTJwBMnpKJthHupF4B9bX7i+QWv3uL5RNo28aV6nG/LJBPsNFshEveNEspD53hUGmoFxc1aw8rpp+3V4w1z5BvKvIOyAmknUrlhuSw8t0HgELlZqVQWeh/rFK/CWqVKp871uTI55x4W6hOVB9W9Ze7p/7fITlpAIBuafIDh/ujKJmm6MzrJV8n7tnqzL/Ls0oTFQC4Y9NMJk8AkydKTNoJIN46rP1pgNxW9L/W2bUVTQ7ag4EXc+Lr35vltUR0siZ2kW+0n9nHBChaWmXJ0gPxdY2JDmeeADB5IiKKBDtNERElB22z+j7pcll5VqF8f/1i/kfqe2YH19qOy30nTp6YRVDCermfPK3/yRH9o3/7GXliLL+kiRi7+NOn1eNuvGy8GPvwsLwfRrBcLjMAgF4t5b0/tNma9r4L1eM+fsogMTbym9nqaymxMEEiIkoOv+4gr2PV7nO0GUG75OjB7nIVwiM7nKlCGNdJX/++JPuhE/6cM09ERA7ZPWS0GLMayOfe747IiTQANFJeW62c0pXeAgCA5o3kJPyQ8tAg65i8JgcAmihLEO7cLCdlL/WTFy3ftCHyJirkTZ9ddKca790jV4w1biO/zkqRP/imQr8HqgjI8QZK/5UquR8MAKBMeUIfDMqNW4rL9e/aF3lyY4INAXndHdfOOetK/71i7C+BJ1wcSd3sGXqrGOt0sXydsFrKXwqruf7ZRaW8P6Qpkte/Vgf0DjblOfJM2bHD+pjavv48y/aAyJOnGafJGfGsnazLTybcRyfx9PPfIsbYHSx6rVqeK8byjn7l4kjIy7T1b0DyrIEb3UFeb/Kb00Pqa/uvXVTfwyFKYlzzBMCZmafBvnvE2JrgvIiPu7SvfAJt0UjO0IurbB4vK6qN/NrCysiPW6V8zHJt2t7ml8ovbpkqj2lTSJ52/iCkl9f99bypYuxXXzwpxl49Vy4VBIBtytPGh7IS58nfEN8UMfbz9vIMBgBsC8n/3t2VLkl2n6PGDeXXavtPNGncQT3usl4jxdh3yr/3bOWhi9YmFgCGfy3PuvTMuFaMbSt4XT2u5uEecnmD3We3r3+4GPvfC5X2v6VyLFCqf45SG8hPG3cUyh31yqv1rnifHJE/R98WHxFjV7ZRpkYATPq5vK9KA6UL8rFcOZjWQX5CDABWhJfCksP678jIlyfk58ldEkM2rfSLlW6G5dXy9OayHfLn6PL2+nVtzLeRlSdr50AAeDs4V4z9/afyA7qLrpJn3wCg4rD8b67Nhu34LlOMBcv0f5fvCuXtBi7veFiMtWypn7QbN5M7UJaXyP/eVTadLb/ObivG0lLk39+FnyxQj5tItK6tOwrlD1LHpvJ5+flD8dhogskTAJbtUWxdnj5ZjL0Xmu/iSLxrktKYYEGcrbtJlk5yN7bRk72Xc+Vkr2HDlmKsqupoxGOKN15sMU/eM6envkZjGlttx0RqSis1Xl4hr6MmL2PyBIDJExHVr7nK3hRTlL0ptNmlC9rqF9oSZdPZhg3kx/4lyh5FAJDepEyM5ZfI6zAqbWZrWqTI9eraU+18ZX3Hip36tcuL6wiIiOLBzW2mi7E/5MZXs6joqjGYPAFg8kTkhj//RF4c+59fRn5T28CSk4Zqo5coJYuz/SPE2DeBFS6OhIgocVyVIV/X3iyIr4c12j5OQGz2cspMO0eM5Rd+HfFxtQqQFo30HOierQ8xeQLcT54u8I1T418WrhRjl6bJr8229ouxrYFV9gMjojrRuiQBnOFwklYOqJUCEhHFC61d9pJslmE66brWesn5a0ceYfIEcOYpmfxpwDQxdoZP71jU0JK/Fy2ayYtc9+bLbWIBoFUzeaFlSkN5gXuRTXvaqmp50XPzVHlGZmcwXT1uilICpsV2F8klXiOUZgfR0DrmAc51zdM6Y2UVyWt2Pgw948RwPNkSV9tgd9r5e8RYSmOlxWxIX8Semiq/tnFzeSF6o2ZKtwMAUMKVpXL5otZEAQAqyuQF8MXF8vc/96jc/GJTKE19zyKlCVCF0jxo8hbe0BGdjAnKmsZFXNPoqOiaurFsDwCTJ4qtWDxJ50J0e8NayV0SV+U97sh7dvUPFmN7AmvU17ZLHyjGckKfiTEtiQGAjaFiMRZNG/5Eqp/3movSJ4ixj0Px1ba6cMz1ajzvgNypb7+SKGqbemrnR8B758gVNp04X90jry98J4ruv16TO0zu4JnaVH5wAgAFuXJ3wF1B+QGo9lB1TY58TAAoV4YUzQbkTiVljymNSSqUB0GJ1DW4BpMnAEyeyFnaDtmAc7tkkzet6i8nZcPWR56UzTpdvrCFlKVfp6fp0x9aW+ZIEzYAmH+mPF7OYtQ4fO3/E2NtX/+9GNvxyzFibG9I7mQIAO1bFImxZo3lD5JRZroBoLJKnoGrUpqLpDaSZwQBILOtPN4DB+RZ9JZKtUCJ0g4fAPKK5Vn01Iby9+mbgP67127Eo5mdT5Y9KQ9dI6/tLFJmagGg+9+WibH3BsqzFO2by58/7TMGAKVl8npdrUX/sh16dUika5O0rXAAYH+x/D1NpM+RPSZPAJg8JZMvLp4oxvYUyaUuALC7SP6MDMyU94/SytUA50rWYkHbi8TfWL6Q/G5HhnrcSJ+WXZ0hl2kCQHG1fGMWzX5siSTSzoFERG6K5sGUth/jrN37xNimwEv2A4vAwt7yeff5g/J4ADYBch6TJwCRJ0//q2ya2lhZ+6E9XQL0VrxNlTUwjZTjahvdAnotu7ZBZKVNzX6x8rSxXHlSabepb6ky3X1I2fTvvaKtYiyazUIpufTx36TGnbqgEhERxZO7u8qJ4FN74vEBHJMnAJx5IjoZWmvWV0fuFWMVQT0h1jRIkc9JZYXyono75aXy9z5FaS5QUiyXWwBASorSmKCZPNtVViyP50C+XqrxyRG5Ln/JwW1i7NZ2PdXj3uPQ7NI1mfKs4MA28u83R3k4Ep8XYiJ7XCMYf7zY+tspWtn4jO2Jdl5m8gQg8uTp/YFyidL+4iZirLVSNw4Ae5Xa3LRG8lTP2Rlyt7jiSv3vd1AZrz9VvtnLbKLX9O44Ki/mzSmVb5DOb6V3vmsA+TOq3UQ2VO7fi2xmu37il2ubtX/v4QlUlgcAY5ROcssOJs7FwCkVj8qzVlZT5XtarZ+Xq0v0BdESU6pPH1ceVWa05XXoqFDq4wGgrET+/qd3kDfmDWTL37UmzfRzq6XMzjfxy7+HymL93FByVP67pDSWz59FhXp3QG0t0BeH2oixdw/JIk9pLAAAGXRJREFUDxT4HY1P2/5jrBjrfq1+bjDF8vfCSpU/K9Uh+XtoyvXzhqV8/auVc07ZYZu/i9IN0igVNIEjevOGAmUdW5ZyH3P9V3I5YLw1HkkkWsdbAFge1XmQyRMAzjwRuWGS0tVtQRSdhZwy9VR5vE/u9t54iShxTVeaPsxOqsX6zljUW77ZnrBZvtE+1T9EjO0OvB3VmLzm65/fLsZGfC2v+47FGqyhfnlZDQC8FXgyiqMzeQLgTPL0bB/5i9i7pVJ3AqCwQh5LoEJ+SlShrCFq3ED/Nw1Vyo+J9hbJx/1zaJN63KyCN9Q46WLRUnx4W7k8BABWHpZLRA7850gx1rK1PEuZmqk/2a8ulz+/2hPOKv2rps6cWMopoarEZrzKLKbd3j6SUEB/choqkWcxzvn7b8XYYuVcBQDjN8k3Dg/3kD+fdu1ptRb9F7eV/1HHbUyemZO1P50sxpopXeiaNJJnIbv1yFffU5sxLC6UqyIqKvXyWa0bn6VcnxorlQ8AkNpEjm/eK8/Ovam0OE9L0b/fM7OYrFDy2Xz5b8TY+C/l2Xen9i+MHSZPADjzlEyeOEO+2bv3O2eSkZHt9JvTF3Pi62ZwYhf5d/jMPvl3OF7ZMX2xB3dMd+pJb+PUdmJsSufbxFhytYIlQN/U+7/WzXFxJETel0iNCS5JlzsDxyoZ+fZSeeZp1d5MMdahqfzEUHs4Z6eD72Ix9qtmcgyItnyZyRMAJk9E5J5jv5E3/QwdktfzfHuotXrcJsr+MseUWYEimxmDDk3lGcO9Shv+/HL9uD3T5ONe8c+5YkzrcvrKHv087tSm0+Sc8of1zpale+XPvTbLu2WnPCvVVtnrCgBKKuSn7GlN5XVCdl1viyPc96d3z8Pqcf+xsbMY+6XyXYs38dZUI962gah+V1nD1Ug53zdUYntz1Pc0RXJ5iAnJ15DQN3qJx7vfdRFj52QG1Nee8e6zJ0yemEVQwtLKykJF8o0rADRRymTSWspf4iqlJBIAqpR27nYL4NXjKu9bXiafzFIb640HtNcWFMp7ZaUqbfaPlevd6w6VyDfpO4/JNxXa5rAAUKqU1z2+y5mZnvv/2kOMaTN3dmLR7Ugr8Vx5WH/PrMHyLFvxHXKCGcjOFWN9WumXrwUthouxCiXZa6Q06gGAigr5u6ZthBks0c85LVLlD/AZ7y4RY8+fLf+7jPrGezeRmi1r5QZAgF6S+lcl0f7VF9GseXDfynPkMteBy191cSTeNeNsuST1D++6OJA68mKCpKn8ZKcYW/2/p4ixoT/ZLcaytrVS37OsWi5X/+CwXMWxLk+/+P+97C9ibFSra9TXSjjzRAnrzz+R22z/55dPuDiS+HW2X97FnZvzJR6tNOJg8CMxpn1OAH5WqG60RBDQm1CO/ja+EkUNG9jY0zoSbi7Qk/Br1vH6byd3mPzwqVTpnlqiPEDq+X9LIx5P7Mo0WbYHgMlTMtHW66w++rH62uzg2noejTdppQRA/D0tc8LMHvJ6KEBfUK41k7kjivpvSjxTlBvmtsqklVN7c8XCJz+7S41rDZa08s94Y0GeJf/d2fKsFBB/s41O0GYhASClgTy7vP2Y/GVLpnP2FxfL67DO+0heh/XRhfJ32K6U9a+H5GqWUqWXzCJH28AzeQIQefL0fxfcI8b+4/N5YuwKn/w6AHgnKL+WopN91Ugx5mun71mV0krpFpWql+Zp1P0yIuzMBgDVZZF9j6vlkn0AgKWc68oL5d/DkRy5u5VWzw8Ah5WyPa385rrW+k3Fa0fcXwOj7Q932WdPRXzcCUpnRu1Ccm3mfepxX8+X9zGJBe0maEeR/jm6c7O3kooVSikWAPzqjH1i7L3t8jqWFKV7Xbw1mtjyi3FqfOEWuewnkTYh1TovntnpiPraNqtW1vdwPKn6BbkbnKnQy9Gz/ihfu7T94XYE5c3LB3TR1/O8ulUudTu9hXw/kpaid6DUVCpdLwf9Y7762tUD5MqdXUVyJ84PDsl/l0fO1u+71hfIv9+xUXRe1bq92q+NZfIEIPLk6TvlpL5RmSLWNp0FgEaWfMfsayzf2e47prVe1d/zSJn8wT+mrJ1pojytAQCjPC2rVD5mVTZPI7RSjWbKwvm3DsjH7dJCX+D+00x54eLq/fK0dLx107PTPeMqMbb+Srk+ubJc/hw1StU/R6k+pVW5/NGNKvlUW4rbHLdKSUCbDe4kByuVxe95hfqbKq/VaAtyAbvfg/zvYrQvOABTovxdldfu39hSjP11f1v1PYuV+6eA8muY61BZlDazBABzphwSY8Ub5H1VmvaSn5RX5ug3K5bSprsiT/53Cebo67e0hy7N0uRffmpL/XP95390E2Pnt5WTCn9GsRgrLdbXYBaXyCedr/MyxNgXBfpxmzeSf0mjzsgWY/d+Lq/9AIDfnC7v2XDxp0+rr40n1X9RZpfS9K0ekKLcA5YoJ/R0+b4LJfp3TW2kUKTss6GNx05I/tzbXQuqDiuvVR7WlsnLVBHK088bmt358n22NpMIAAVl8oM2+/WQTJ4ARJ48aU963yiUS8CSpfzLi7RyK6f27vDi7IdTuvoHi7E9gTUujsS7onviJdNuxJ26+Y/GsrPktSzaNjt5ShL+UY5+8f9LIHHWNWhbIPSXuwarG356kbZ5KaD/fSLdVsGLQiNvEGMlhXpS9tGejmJsQBs5wez2znIxNqyVPmPdqIH8JXaq62VwxI1izLfiZfW1WiVRaZWc5FyZRGultQkDrYHNqPbyd/j5Q/F1PqrB5AlA5MnTvl+PEmNtesoZenmBPquSp9R4ak/vGiozLqFiPbsvU9oVV1TLNytlykkFACqN/Nqjyoa/JTbHLVG6pK1VZsofHSC3dP37Af2p9Vm+o2JsX5H8VMtuprFTmjyjsPeo/JS9RYreTaakUv5Mlyod/vYW66VPmcrf5zvlIt67pXxja7dY96V+csKxt1j+rNy/zXs3SH/sL+/d8/xO+XebaOW8+6+8RYy1Vp6Ua0oO6+Wz/pXyDdQQ3xQxNr2P/l0rKJdnIv7vkPx96qPMqAJA/4yQGPMpLeQnfi4/kX07qK8DujpD/nxWKNOQbwWc6V73qNJFEgBuOk2endNu/uONljyljeipvrZ6vdztrEE3ueyxel+BGLMa6d81oyxIqS6SY9qm5wBQVaiX30lKDukHLi2Sr107c+XZRK0KZstR+V4OADo3la+J2uzHVRly+RwAZFfnibEUyH/PK1rr22FkNpb/spGu/cpMO0eNX9b4CjG2Ki9WJeVMngCwYUQy0RYf/+yTxClfcJK2TuOmmw+IMe2CGdioJ8stu8gXmSplS5YG+gNZlXYarCzSH4CktJRf3LC5/FptndrH/1DK/QAUKO3elYfA8Nkk4dr6TU1fv9yZCQAmdpb32ejrk0vSLvhoYUTjiUfaep+Xdsn7FEWzibPXaE+7Af2Jt/bavx3QbxQ1k7a4/1BG2zD5F+fsUV/71ZYOYsxunUs8+dv58gOQzmnyOQUAer/3P2LsSr+crHxaKVdU5Bd+rb5nvHFqvW78YfIEIPLk6bOL7hRjfc7QN63TBA/Li+N9beUnstUV8h1SWbH+9zPKIsKSUvmmTNvDBABKlRmtcmV2qbxav5k+pnRYKldmyqKZYtdmGj/Y116MHVNmyQBgr3Ij7sVyq5f7yeUal/eQ6/LfURa4f3dU/3w2Vj4O0ZRbDlaat6yJYqZnaV+5TGHMC/ICWNNWviE2zfWnmNYxZU1UtVL/3cDmUW+l8qS3UnmCXGXzhFgbk7ZWYKf8GSv/Uj/vViq/okbyPwv2fq0EAVQq5xxt09Qu//u8etz8G+UNYt/Y1FWMJVKL7uo1Nq3KB/5EDmrfmRJldlP5XAOAFelr1QWEUL8TVqmyziVPniECgOpPt8mxUmXtodLMaN2HeqXG6R3l2Y9qpfIhN6CsIQLQ9/3FYmz9oAli7O+H9VblP2stV5ZoD2xGtJM/n5fovyIcLJF/D07tzReNSafIs8BbQ/J3YsSp8n3ijRu81ZCobpg8AXCm2153f1CMJVIpQbzJ+a//J8aKi7XOA/x3O067WDx9mVweUpAv38h0/9uyqMYUqSfOkC8Gnx6WZ7uiWTtzdLS8AezG7+SF34UV+oOKSB8ajOukl0X9Z0c5kfllFK2g5ykt8XcpSc55mfINnV3LDK+1bLbrtnfZKQfFWEmpfL4qUmYhtU1lvajsPrlcDQAqCuT7lRZL5c1jP/3ZJDG2TdnsG4jN50j7vlyQqc+qaFUVi5WtE8bHWRturSPhrM36a7+qlnfRLSjcGOmQkoZWWn/ThsRZ112DyROAyJOn6t8p5QTNlBtxrYYGgDkinwir8uUbmeoi+UmvibyzparKZmlCVYn8dy0vkacTKpX1UABQocSPKBe+3BJ57ZdTe4IkWsMItfZ+qDwDF02XHytNWYelfZ+a6gkxqrQ28cp5sNzmC6V1oVPes+qQXIP49ftKFwAA7X1yxpHeSj5vlBXp37XyMvncWKU8QT6m3NwDQJWS7GlPl7V6/zcL4mvx9reX3q7G+zyifJ+OyteJio/2irEG6TZVCKXydaRha7kqwu66Vh2QP4NGmf2oLtNTYq1st+m5ymyDco2uPqx3tizdJl/4Kovlz3VRSP9OfKmsu9U2cdfWUQJAkVIBMlJJBBf2lhO2WLX919Ymauv5lijVAAAwLoq218lCS7T/kStf8y5oI58bdhTq540Fe703A8fkKUxKnmacpm+EeV1XeVr697vkG51Tm+u/33h72hNPqlfJTxvRWp/WV0uJUpRZgQK5HACA3p66SCnV0HaIs6Et5jVlerlVeY4cb3yKfHNgquTP/c4P9Ce97TrIv8MNWfIN5qd5envabwvk34NTi1EPXTNCjC3fJK8DGpipP6m4/DO5zFB7au3FDVWrV8u19arT5NJQWxXK2q+QTZv4fOU7riXoNkl4dY78vloFWMF6+YYkvZv+oKJRpnwuKz8g/46q9aVzOJYrnxu0Wf8WaXpb5vnruoqxObsi+2y/eq7eSa5TM/la4NTa2cd6yt9hu20G+/vlB1fPZckPpl6Jswd7ke69CegVFStynJlp1JqzvFHgvf3Ydl0xWoz9ea98HT4/Qz6PbbVpquFUCXJ0M65MngDIyZNW3wkA0y+QS5TST5evbJUB/UnawR1pYuyYsh+TtoZIa7UJAM2VfaDKlafLIaXLFABU2OzXJNG6wQH6PlCvyw9dcXkH+fdg9+Tp65/LT4nzSuUnstpNLQD088tdxzYEXlBfGwvaotzGSsfH7q3kuvzOf9H/ng92lx9kKDlZzBbOT1Xaho87Q+4O1qq9/Bh9yw55PRQAnNY+X4wdOiKv2UltqCfL2netUPn+N2moJwYdlDUGOw/J3a06KjNsrU6RbxIBoOiIPOvy2S65nXPIZiZ8+NfO3GRqWyto+/7MXCc3CIi31sDaInUA6NJS/jy8ulueyXnAg2tKIvXFxRPVeAe//F0778NdYuxg8KOIxxQL2nl3ZHd9I+HffCGfyz4MPSPGJiv3ifM9OWsSuT//RJ71/0ee/PvrokwYtErVrz+HlcqH2G16fuLkKe7bzlmW9UsACwE0BLDcGBNRCm83XfjAhfJi3n+8L69d+DKgZ9pTlCfBzyrZcqStIgFgujLLlkidm16X7y9tRbpW4NpM/Snm6/nxtWCybVN5BiS7WJ7pWX9IvvnXnhgCgC9VXkP4z3y5nbsd7aYjp0ROiO0ajzypNPq4sqPc8fGv++TzxnMHlacCADZ+9AcxNl5Z15RtUzLp1N5I2tP9Dkob7u3KJqR2DRjiTcsU+aZjT4GcEGsJkta1DQAOl8q3ALGoishQNoYHgFCpPHNyeVs5aXhgu3xMu/bo/8iVz4FObSlwcxt5ZuSUNvvV1248IJ97DwZfFGOr+svf0WHrvXfd6qgUGrRoop/nHu0jn+8v/lR+3ZnpUezEHme6tpBLhf+ZL1dbBZVf/R2b9M+Rdm96UbrcIOSM5nqTn2UH6/9cFtczT5ZlNQSwHcAvAGQD+BLADcaYLcprIlrzpC1O7NNF3lK51avyTQ4QfyeseFI5f6QYa9BbfvIMAMiVb+CRKc8WqiV9dsqUs462JgfQu5lp5UIVNl3SbPb3kFR+J5e5NkizaYawR76ZXrdeLhewm3G9e5vcnW1jYKUYG5SulH8CWBtaIMa0GcyuXQJizG6TR219winN5M/RB4f12eNYbCa67T/GirFmyk3Q9iNyYgUA87bKs2ijTpOvAf+9PjYlNNrM06Sf7hBj2mflr+dNVd+zXTM5MfjjPrm0OdISuWhtvvw3YqyhJZ8jvy3wi7HOzfQZzIEfx1e7/IKb5M1jc3Plh0/BMjkxbWmT1L6stNKfFcUDWaceIGuNfL7cLN8b7CqS11H/tI3eBVFrjx5v1l0iJzK9+sizfs1/Kzd1sfP5xXLH619/rWS8AI4cXRfx+yZk2Z5lWQMBzDTGDA7///sAwBgjZh2RJk+/8MnlBO8Gk6nnfXIY6pdvOvr45YtMrG4qSH9qBSTWrGq8SU2RN+csr5ATbSKik7XgTH02MRZ7d8VCN/9QMbYr8JYj76ktgdmmtDgHgErI+Ujs7rMTs2yvI4Dac9jZAM534o1+1UGeI35XmaSIxhxl0eh+5WHZb/c7c2K4PF2efQOA90LyBnxOPUHSjqut37Crn9USpL7pke16DgBXKHsN3XG6PMvz+936V3VkN3kF9we58tOygZl6ecMeZXH3l0fk30O3lvJ4j5brD2wGtZX/Lv+1Tp4VyFc2nbVzSbpc0vfR0WfV1757gfy9ePugXB6ifMSwPaSXh/y6kxzXZqy1PakAYKyyFnC+ckPSpIEzjXG0hfP3b0usGyDt9ztZudm7sY3c4fPl3MjXZ2lt7f2p+vrWtwNy2ek3gRURj0mjNX2KZvZjbEf5O7P0gDOljU69p1bS+8axD8TY3e0vVY8bLJc/D5XKA/o28qUJAJCizCbmlMrXy3u2y+uWnLLsLH2PsjFKMwQt2bNL9LQqBO3316F7b/W4R5T1R9rfpZ9fvi9YsDfyMtcblE7Gds1OtPJl7Z5CE+8zT9cC+KUxZnT4/w8HcL4x5o5/+3O3Abgt/H//f3t3EGJVGYZx/P+g06pWKSQVKREttCKMwIKQIAgKi3Jhi8BFm0CqRas2SdCiiDZChJRQFLWoCAtLWki1Ck0sMykkiJSiMKgEMaW3xZzIZGxuNp5v5pz/Dy6ce+YOPAPPzNz3nnO+swr4otegGrslgB+vq092Tn2zc+qbndP5dkVVLT1z50I/8nQEOH292su6ff9QVVuBrQBJ9sx0CE46X+yc+mbn1Dc7p77ZObVybleDzx+7gauSrEhyAbAB2N44kyRJkqQBWtBHnqrqVJJNwE6mlyrfVlUHGseSJEmSNEALengCqKodwI7/8C1bz1cW6SzsnPpm59Q3O6e+2Tk1saAXjJAkSZKkviz0a54kSZIkqRejGZ6S3J7kqySHkpx90XfpHMzWryQbk/yUZF/3eKBFTg1bkm1Jfkzi7Rg052brV5K1SX457e/cv9+5WjoHSS5PsivJl0kOJHm4dSaNyyhO20uyCPgauI3pG+nuBu6rqi+bBtMgTNKvJBuBG868B5k0l5LcAhwDXq6qVa3zaFhm61eStcCjVXVn39k0HkmWAcuqam+Si4BPgbt9T6e+jOXI043Aoar6pqp+B14H7mqcScNhvzQvVNVHwM+tc2iY7Jfmg6r6vqr2dtu/AQeBS9um0piMZXi6FPjutOeH8RdNc2fSft2b5PMkbyS5fIavS9JCtybJZ0neS7KydRgNW5LlwPXAJ22TaEzGMjxJrb0DLK+qa4EPgJca55GkubYXuKKqrgO2AG83zqMBS3Ih8CbwSFX92jqPxmMsw9MR4PRP+i/r9klzYdZ+VdXRqjrRPX0BWN1TNknqRVX9WlXHuu0dwFSSJY1jaYCSTDE9OL1aVW+1zqNxGcvwtBu4KsmKJBcAG4DtjTNpOGbtV3eB61/WMX2OtiQNRpJLkqTbvpHp9xhH26bS0HQdexE4WFXPts6j8VncOkAfqupUkk3ATmARsK2qDjSOpYE4W7+SPAHsqartwENJ1gGnmL7gemOzwBqsJK8Ba4ElSQ4Dj1fVi21TaShm6hcwBVBVzwPrgQeTnAKOAxtqDEv6qm83A/cD+5Ps6/Y91h3tlM67USxVLkmSJEn/11hO25MkSZKk/8XhSZIkSZIm4PAkSZIkSRNweJIkSZKkCTg8SZIkSdIEHJ4kSYOS5OIk+7rHD0mOdNvHkjzXOp8kaeFyqXJJ0mAl2Qwcq6pnWmeRJC18HnmSJI1CkrVJ3u22Nyd5KcnHSb5Nck+Sp5PsT/J+kqnudauTfJjk0yQ7kyxr+1NIklpyeJIkjdWVwK3AOuAVYFdVXQMcB+7oBqgtwPqqWg1sA55sFVaS1N7i1gEkSWrkvao6mWQ/sAh4v9u/H1gOXA2sAj5IQvea7xvklCTNEw5PkqSxOgFQVX8kOVl/XwT8B9P/HwMcqKo1rQJKkuYXT9uTJGlmXwFLk6wBSDKVZGXjTJKkhhyeJEmaQVX9DqwHnkryGbAPuKltKklSSy5VLkmSJEkT8MiTJEmSJE3A4UmSJEmSJuDwJEmSJEkTcHiSJEmSpAk4PEmSJEnSBByeJEmSJGkCDk+SJEmSNAGHJ0mSJEmawJ8JEtCxSPvk9wAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"X = librosa.stft(x, n_fft=win_size, hop_length=stride)\n",
"Y = f2(abs(X), 0.9, numpy.max(abs(X))) * numpy.exp(1j * numpy.angle(X))\n",
"\n",
"y = librosa.istft(Y, hop_length=stride)\n",
"y = y * max(x) / max(y)\n",
"\n",
"\n",
"Xdb = librosa.amplitude_to_db(abs(X))\n",
"Ydb = librosa.amplitude_to_db(abs(Y))\n",
"\n",
"plt.figure(figsize=(14, 5))\n",
"librosa.display.specshow(Xdb, sr=sr, x_axis='time', y_axis='hz')\n",
"plt.figure(figsize=(14, 5))\n",
"\n",
"librosa.display.specshow(Ydb, sr=sr, x_axis='time', y_axis='hz');"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAzoAAAE9CAYAAADDKxclAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOzdd5hU1fkH8O+5d5qA2ECNJaJY0VixRH8msbdYEpKoxBpNosYWW1ARBQUBBaVLUaQjZem9wwILyy5lC7vL7rLL9t7L1PP7Y3pvd+ZOeT/P4+POzJ07Z9mZO+c95X0Z5xyEEEIIIYQQkkgEuRtACCGEEEIIIVKjQIcQQgghhBCScCjQIYQQQgghhCQcCnQIIYQQQgghCYcCHUIIIYQQQkjCoUCHEEIIIYQQknAUcjfAmz59+vB+/frJ3QxCCCGEEEJIDMvIyKjnnPd1vT9mA51+/frh0KFDcjeDEEIIIYQQEsMYY6We7qela4QQQgghhJCEQ4EOIYQQQgghJOFQoEMIIYQQQghJOBToEEIIIYQQQhIOBTqEEEIIIYSQhEOBDiGEEEIIISThUKBDCCGEEEIISTgU6BBCCCGEEEISDgU6hBBCCCGEkIRDgQ4hhBBCCCEk4VCgQwghhJCApadMQOGx/XI3gxBC/KJAhxBCCCEBu/XYMDRvHCl3MwghxC8KdAghhBASHG6SuwWEEOIXBTqEEEIIIUkuvaQR645Vyt0MQiSlkLsBhBBCCCFEXkNXZCO/pg2PXX+B3E0hRDI0o0MIIYSQoCi4Qe4mEIlpDUa5m0CI5CjQIYQQQkhQbuw+IHcTCCHELwp0CCEkTN16I7IrWuRuBiGEEEIcUKBDCCFhWnqoDH+clCp3MwiJro56wKiXuxWEEOIVBTqEEBKm1m7ar0CS0LdXAtu/krsVhBDiFQU6hBBCCAkeN8JYe9z3IZzjramroDdS3R1CSPRRoEMIIYSQkBTVdfl83GQ0YlLtC9C21kWpRYQQYidJoMMYe5gxls8YK2SMDfHw+GuMsSzG2BHGWCpjbIAUr0sIIYQQ+bRr/SzbNFn38PCIt4UQuRiMJszbXyJ3M4gHYQc6jDERwBQAjwAYAOBZD4HMQs75bzjnNwIYC2B8uK9LCCGxgnEj+qJJ7mYQQgiRQXVrNz5blSN3M4gHUszo3AagkHNezDnXAVgM4EnHAzjnrQ43e4KGdgghCeTy2s1I1/xH7mYQQgghxIFCgnNcCKDM4XY5gNtdD2KM/QfAewBUAO6V4HUJIUR2eqMJ2QWFeFDuhhASado2oKFI7lYQQkjAopaMgHM+hXPeH8D/AAz1dAxj7F+MsUOMsUN1dbRxkRAS+2pau9Hhb58CIYlg/1Rgxu+d7hK5Hkj9XqYGEUKIb1IEOhUALna4fZHlPm8WA3jK0wOc8xmc84Gc84F9+/aVoGmEEBJZCkFAb9YhdzMIibwu931oZxkbgK2fy9AYIrUbjVl4TNgvdzMIkZQUgU46gCsYY5cyxlQAngGw2vEAxtgVDjcfA3BCgtclhJCYwMHkbgIhEddtMMrdBBJB72l/wBTVJLmbQYikwt6jwzk3MMbeBLAJgAjgJ855DmNsBIBDnPPVAN5kjN0PQA+gCcCL4b4uIYQQQqKjW29EfnUbbnC5/9f6YlnaQ6Sngk7uJhAiOUn26HDO13POr+Sc9+ecj7TcN8wS5IBz/g7n/FrO+Y2c83s455SDjxAS1yZtO4Fhq7IBox7vKlLkbg4hEXX1ZxtR3dod8vOFjjqghr7648E7iw/L3YSE9uXaXJQ3dcrdjKQRtWQEhBCSSH7eV4K5+0vB9Mm1P4dzjm49LWFKRl06H3/30n1A7mrn+w4vBIp2AABUWz4Gpt0ZwdYRqaw6Uil3ExLaj6kncfBko9zNSBoU6BBCCAnY/LRS3DZyq9zNIFFWohmM89Dg/YDZjwBLngem/haotMwIrHod7SvfAwCYWqjzTBIY5/itQDOWsYgCHUIIIQErqGlHazel005GvU0t/g+qzQVqj9tu6nVaAEBDO+3/iHVGk9wtiF9iWzkWqUYCALQGIzjnMreIWFGgQwghQWrJ24X/aqfJ3QxCYlKHzj0QNlLHL+Zx0N8oZA7v76uGbsSKw76qrJBookCHEEKClL9jIZ5TbJO7GYTEpNzKVrmbQIis1h2rkrsJxIICHUIICcCx8massozS6S1rPF4V18rZJEKiYkFaaVDH0+QNSSY5lS0wmJzf9E2dOnRoaYlvLKBAhxBCAjBy3XG888sRp/uGKhfK1BpCoidl1XK5m0CioCdCTx+ezB6bmIqd+bUAgDtHbcWTQiqaW1tx7eebZG4ZASjQIYSQgOhppy5JRiYTlquHh/z0PjzO0+gm0fTUWaxd7ibELWvq9f90TsEE1VRco8v2ebzRxDFq/XFKWhAFFOgQQkgQGju8Z486Vt7s9bH86jakZJRHokmERE5l8MUjlYZ295o68chkAoafCRi0creExLg+beZMg39XbAcAtHXrfR7fbTBhxu5ityVvRHoU6BBCSBAmbjvhdRTuicl7vT7vuy0FeG/p0Ug1i5DIyJwT9FMurN5qrqkT98yf86a25CoKHKi1xyoxe+9JuZsRE87qKHa6fQ4oIUesoECHEEKC0NypQ2WLfS37iDWBFYmzjtydqGlDt95HhXlCZLT+WBV2FdShXWvA4gMlIQU6jCfGMk/rgAaNuns2at1xDF+TK3czYgJjzrffUqyQpyHEDQU6hBASpH7n9LT9fKjQd8X3aTsLsTW3xnb7ge92Y97+4LJYERItbyzMxAdLjyK9oAzPbLhB7ubIx2hAZ5P5sy0wP8cmKYr/vDuddQV03JTthRFuCaFAhxBC/PhmUx4yT9n332iU9kvnAc2bTsdmlDbC4JC4YMzGfHy2ynljamMnVYknsauuTYvW49tDfr5giv+0usaMn9Fz8m8AAMx1uD7BTVV+J3cT4t5p0GKQsNvvcd9vOxGF1iQ3CnQIIcSPmXtOQg0dzkUTAKCHrt7rsX+bloq04kb8sKsIb8zPAABUtXSjs7MD56AlKu0lJBxq6JDtI7GGP6LefX/CRUZLIo6cFUCH+fNTl7YYDTk7Qn6dSMoryJO7CbJ5VEyXuwlxp92lZo4aeoxT/YCXZx+03Zde0ojFB09Fu2lJjwIdQgjxgwH4SPELdqjfAwD0bfO+Lr1I8zwOpG7G6iOVWJ9dbbv/dxUzbM8nJJYdVL+BB7s3hvz8Zl9Jypa+ZNv303fjv3HassEhv04kdWppHx0JXEG1c2pu66q+Hfl12JFfi6qWLgxdkY0hKVkAgNxKGvSKFgp0CCEkAJeyKvRk5h6cQdD4PLa4yH05wuWsAr0t67ZTMsuhM8TPhu2GdnvPtbqVigomsh7oxhmsE+d1h55Ny29pkO4W4MB0AICOx343RJW/Su4mkBh3Eatzuq1i9kD55dnpmLS9EFqD/b5FB8ui1rZkF/tXGEIIiRM3MvPG0v6swudxNa1a5FXHR/rRkvoO3PLVVtvtHipRxtaQSPtZNQYA0Ie5vz+V3HdtkICVpQMbPpLmXFGgPjpP7iZEX4n3VPnE3d8Uu3w+3q2zBznnoAVq0D7NaKFAhxBCJDJXNRoA8J74C/Kqmp2+zOJ1O3Onzn0JD4PzbFRRXTtm7CqKVpNIBN0m5AMAejD39WdXGvIleY3mrvjq5NW0dMrdhKirqSj2fxCx4Cg0XRDw0Rma1/GZIgmDZ5lQoEMIIRLpzewdomGKucjXvIQ7hFxcx4pxnxh8hflYdFfTKmxVfeh039JD5Ri1IXk3bxMXfrKUVTQHlno3VlRqfS9VTUStBqXcTYgb+eqXcLngucxAX0sCG1fPKbahN9o9PkakRYEOIYQE4ZaWzTigvtPvcbcL5o7/J4oFuIh5z9IGAJ+vykFbt0TLgiKsX1cu+gtVcjeDxDCd2NP/QTHmz1P3oqrFcwCmUlBXiXinZt6v3dZZfgDocikUfSbriFibiB19egkhJACiZbnWOc1Z2FHjf4T3GuGU0/N8mbO/BKUN8bU8Jl4CM0ICkXmqGWWN8TXTJKVuPWWZi4RrBHPSgZq2btS0Oi8HfUqgfVDRQIEOIYQE4BzL5uxgi4EzAH8R3TeqfrIiK/xGyeivP+yXuwmESGp/UQP+szATACDw+C96GoyrPws9nTjx7e/iFgjlBwBwp32b7ymX4S4hvr8H4gEFOoQQEoBOqAEAp/HgR33v97A/J7vCHDiN3yzNBu9oy6tuk7sJJEZdrAsyMUVbTWQaEqSdBbVYd8y8LPOW8rkytyb29eZtOAuteGziHhTU0PXAm5HK2RjPx+Ef4kakqt92emyB6mvsKqiDwRg/5QbiDQU6hBASBJEbcWYQm0gHCKU+H5+4vTDcJsniClaO52YdkLsZJAb14EEuwxx3JdBeG5nGBGiechRu1qZjsLhN1nbEitKGDr8p8McYRmOWahxyKltRWEsb633py1pwDStFXw9p21/86SCyK+Oj3EA8UsjdAEIIiXVXoRS3sAIAgIkJ+FS5MORzMZjAE2CM6SflN7i7cILczSCJwihvyum7xWzc3ZINKAFgvKxtiQVLDpWh8GQmtr//B6/HXM/zIAq+F/O2devR3Gnez7chuwr/+l1/KZsZV87wkXzAaAp2UTQJVPx/2xJCSIR9K06CyMxfROF+IaWq38ETIW5C1RlMqGjuwnOzDiCrvCWsdoTrYqHO/0GEJIAbtRlyN0EWda3utZSC8WPqSfzmi824d9xOrD5aiVHrzZkoyxo7sST9lBRNjCsPisn5PpIbBTqEkIDsyKtFU0d8FfqTytmwrz9vCbPY4YWsAdcJJSE9d86+Etw1ejtSC+txpMxcn6G1Wx+VjEkv/HQQe05QcEPCZ6LtCDHvITEd7Vr3a90rc9KRklnu9/kHTzbiy7W5AAC90XlwaH5aKT5a7nsTfqcueZJBlGgGo6vR/78pCY0kgQ5j7GHGWD5jrJAxNsTD4+8xxnIZY8cYY9sYY5dI8bqEkOh5+ed0zE/zvd9ETqYoTf2f76UAXDCuZSUYpZgZ9POqWrrd7vvrtH34JCULLV2RTfe8u6AO+4saIvoaJDlcZnDfl6Y1xFB64zXvyN0C2Q0SU3FS8xwaGs2f+ZTMcszZdxLbjtdi63HvySO+3ZQPrcGI1+d7n70wcf/X6gHDNiVVCvvhS/bJ3YSEFXagwxgTAUwB8AiAAQCeZYwNcDnsMICBnPPrASwDMDbc1yWERM6yjHL85Qf3C68uRjPDFNa24bJP1kfs/NwhqbSChd8hu0vMwWDFDp/HpJ6ox/tLjjjdd2YP92rl+TXtyDzVhBuGb8b6rKq4zeJGkkdPZl8SZU3s4VpjRFYZP8vdgphh1JmzTH6xOgefr871e/zkHYXYdrwWp3VW4GVxQ1ivbTAm176VXEpIEBFSzOjcBqCQc17MOdcBWAzgSccDOOc7OLelYUkDcJEEr0sIiZC9hfU4VBL+zEW01LVFb0ldb0SnsOeao5VYnllhu92tN2L8lgKfz5mxu9hnFjeTiaOhPYY6lITEi5YK/8ckME+TMKKXqmIz9xRjkLAbnyvnuT32ccoxzNxzUurmxT0BJnyxJgerjiT3+ywSpAh0LgRQ5nC73HKfN68ACC/MJ4SQKHJMCXqNEJlNtLtd9r+c2dN59qbVZRlHu9aIfYX1Qb3GyiMVuOWrrUG37WZWgP7M/QvY032JhgewzIYkgQk3yN2CmLE+qxoA0Mx7AgDeFpdDobNfIx0/Mo8KaRjASmy3Fx20dxettWMak3Tvp6NXxfU4eLIR7yw+4vbYpO0nkmrPktSimoyAMfYcgIEAvvHy+L8YY4cYY4fq6mjTKyEkeYzdaF5yxjlHvyHrMH1XEU5DN4atyvZ4/JiNecitCm6pQ3Wr+x6fQKSov8AC1Si3+7epPwz4HJxz5GS7F06NZTmVLRFdEkniiCl59osEiln+/55yOX7VmYeN2VVux0xVTcQQxSJM2HrC7bGCmnbsOVGHm7/cEuGWxr6rhDKvj43bXICiWu+pqYlvUgQ6FQAudrh9keU+J4yx+wF8CuAJzrnHtROc8xmc84Gc84F9+/aVoGmEEBJfHp+cCgD4o5CG45p/YO7+UugMJtw20l7I8EkhFWegHXP2lQR0zrzqVrcZoWD1hOcgqaa1GzvyPBd7LGvsRI0luKqrKce1y/4QVhuirbK52+OSHSI9znlsJSRIMhoEv6TV8aPBALw2PxMAUFtWCMbsj14plMNgdJ+ReHTiHjz/48GgX9fRgeIGNHfSjBDxTopAJx3AFYyxSxljKgDPAFjteABj7CYA02EOcuQtf0wIITHis1XZGKecijsE+ybf7ArzLM11gn0d+5VDnVf7TlBNxT8UG/FM22w8IaTiGqPz3h3XDuPD3+/BpG3uI6rB4LbxW2fTdxUjv6bN42ODZ6bhPwvMnR9uiL/OSIeWlotES8b2FCwf9aLczUhagpf9NjsL6jB0hXsq6MJaz595ANineRu/dbimnc+a8IBgzsJ2NTuFPmgBgzSJbZ6ekYYfU2nPD/Eu7ECHc24A8CaATQCOA1jCOc9hjI1gjD1hOewbAL0ALGWMHWGMrfZyOkIISRrz9pdikJiK+wRzMJBdYS8CavRweRZhxK9gTvd6h5CL/yhWY6JqKoZqnSu5PzfrANpdOun17Z4DDaOJ2+rw5Fa24qkpwRUz7fYxCl/W1IUCSxDU68D3QZ1Xbhuzq/HuL+7r5UlkXFWzBoNNa+RuBnExen0e5h+w70s8Hw0AOO4fv9vn824X8pxun8nawWDCRvUQHNK8jpOa56CA8zVqZ34t8qvbPM4+17Z2Y8auIo+v5Xqti0fXCycBL8EmABio+FTIFFKchHO+HsB6l/uGOfx8vxSvQ4hUiuvaUdemxe2XnROx19AajFArxIidn/jXqTPgNKUIxjzPRsSKfyrW42zWij9O8n6MEgbsU7+FvswcDJ3lUMTUCOf3WXpJEyZsLcCnj7lm+nf35dpcHCxpxPq370ZedSuOlDV7PdboZR2XCnqcy3xn6VPWmfca6XQ6qFQqv+2S25bcGogwoh+rlrspSYHREsGY1mYJJtI0b2GQ9nNk8KuCev4Y5Uz8XjjqdJ8Ik1Oo89LsdKfHHd8S2/NqMWpDHv71+/5BvW482ad+C3dqJ6PfkHXY89E9uPjsHrbHvA1UEf+imoyAkFjx6YpsPD0jLWLnX3WkAtd9vili55fLpO2FcbWc55Yvt2JeDBc5dTRITLX9/ItqOH7NnFf59kGLLcgBgCsF3xnPrHVJavwkIEgvaURuZSuMJo5xm32nr56+q9jj/c+LW5CqftfncyGas8gZ9PGT3vr3wtGgEi6Q0A0w5MjdBL86tIaw97olgtNZV0jPe1T0vh9n0nb3pbWe7iuqaw/ptePBBazR9nODSya6cVQfLWQU6JCk1BzhKvIn6zugj+NiZ1Ut3r/IShpiI/tLXZvW5+wDAHTpjSiqjd0vxoPq151uvyhuwuviKtwu5KM/s2cwUsCAD5RLfJyJY7XqU1ylz8Uz4janR95eFFimsy69ERXNoXVg+jLffwcAqGgK7dxy6uUlAQOJoNL9QEeD3K3w6K2FmXjpp/A2zycSFcL7Hs3XvIRVqk8BwOMgy+y9JXhn8WFsyanGwRJzEPAny9LaJYfK8PeZkRuslFt7twGfrbRn3Myr9r4nivgmydI1Qkhi6amKvUtDp84AlShAIZrHZ8ZuzMPSjHKUjH5M5paF7lyHGRoA+Eix2KlqPAAsUQ3HN/qnMUjc4/U8RqMR1wsnIXbMxrXKHCw23mdb9mEdAeWcIz+ML8verBO9EXrQmAjr6EkUzH4YuP4Z4Nhi4IsW/8dH0fZ8KnsBAD3QjYEsDz2Y86yDBlqoENzn/AbBdyKBVUcqsepIpe12a7f5/LsK6rC3yBwQz95bghsuOhNP3eSrhGN8KW/qxLy0Ulx/0RlyNyXu0YwOISQoJhNwqqEz5Of/uKcYm3OC3/fwpyn7MGKtPZNPU2fiLSHxtJPoNiEfQ5XzfT7vUqEGANCltf+bKEXz2az/TmJtLlYfKXd6XrvWgJzKwGvxPOcyW5TITJRXWj5NJXK3wKP+rALXM88b4uPdH8X9AR/7N3EXlqlHON1nMHGMUc7EMc0/pW5aQBYdjEwh52i7S3DOcDd6g3NSh7ZuPera4mf5byygQIcQEpDfCjnohU7sKazD777ZEfJ5vlx3HMPX5Po/0EV+TRsySn1veE8kAwT73qIbBM97Y3yxzspZg6dxjW/gZmZe855d0YLatm4s9tI5+MlLulY106O8yXnposkUWEDAXQIHa1X0WPUbUz5GKWfJ3YzkpI3NZTrb1B9itfozuZsREWOVMwM+9gqh3O2+XQV1tutLpFW1dKGsMfTBtli2QPW1023HvTo/7CzCxylZ+PPU4DJjJjsKdEhSCrRzRuwWqUbiL+JuSb5g+p6u9vqYycQxcdsJt46xXOJpyZXgUJuiyVJEjzHYUlJrLEtN/jgpFcPX5NrSSrtynDlzdS6cg83F6d4rel/FTuESmJedKK2J4bRtOFrWjKs/je1UwgPrUtCL0R4dOTREeba2qYMyWgXjQua+h+rAyUYPRwZmijK41PP/nHMIx8pja1mj1Dx9+43emIfcqlaUxeF+RzlRoEOSUnF9+BvUU0/U+w2Y1hytjJkOezD6afPwnLjZ7f6+rBm91OHv3/GV7bnbYMT4LQUxk8zhr9P2yd2EgN0sFAIAtqo+wA3tqRiy/Bj0Ro79mrcAmEcLfyuYs1uFsvzhJnYCndAEfPwC1SiMg7nGTw+TOUCu3TAaXSUHUah5IejXjyYDU8rdhKRlzRhoY/Jeq0kKvmpBJYMWH8l5erIu9HNIjBIJj4kHcToCH0DLDmK5bTzSQIs5+0o8PlZcFxvJgOIJBTokKbnGHgsPnEJasfsoFeccOoN5lPyZGWlIL7GPWj334wEU1bWjQ2vwOsvx1qLDaIzD0cLHWhbhK+XPbhm7GGBLBhArqlvcR92vGrrB4/2hOB7FbDc9mDRrry8XKqE/lY7F6WW2wMZqkWpkUOdiBvu/4+9E9wrpvvRhrfgVzBu4e5vMmdlY8U6ou+uDOg9JLo7LNgEAI84GTkUuw5bYHmatpJrYT43ti9HHgN1W1YfYqX4/oPMILPTlqM8m0f4/f95RpNiyrP1Z2I3LmftSQRK42OqxECKTT1ZkYczGPLf7Fx48hTu+Nl+A04obsO24c20TEwfGbynA3WND37MSixTcPMK3+mil0/2RnmOpaunCHaN8f+HpDCakZJZj63HzBnzr38eR1mBCfTtt2ASAKcoJIT3vSFkzFh88BUVrcHWIvM1yamFerniJ0X6+Y+X+01KTJLZ/KrDlc/PPLeXQGUzmTrnLSFVLpz6s5ciOwXzQ2mqAaXeG/vwYp2aBLd1dqBrlcUlboE6D84DgJawavYKY5UkkryvWoD+rwGBxG8arfsAwxTxE/ts3cVGgQ5LakbJmzN5r3njt6Ysyr6rNaUZGpXD/yARaH6Sgpg33jdsJAPhidU5MF7Js5r28PqYMY0bnX3MP+Xy8plVrSx/qzX+XHMF7S476PIaY9+vcyvJwOkJbz/3UlL0YkpKF+UG+T+8fvwsLDwSWASmrIrHX2ZMw7RwN7DXv39BBgTdmbsGnK7KA4WcCnfbZ9RtGbMbW3buAL84Aao9HvFkpmfYRdpMxfvbwhUOEEWpEbnXCQMFcEPNC1GGQsAu71O/hQ8UvAIBrWQnuF3x/dySaGcrxGKX8EYB5Jj1aiR4SEQU6JCmUNXY6VVQ2WkYEp+4oDCoDWFljJwxGU1DVsTu0RnDOUVzXgSLL+tqf95V4XYMbC+pdltstPWTfcN5DJTo9dqSsGdsssyv+bM51P66xQ4cd+bUejvZsF9WyCMj1rBhL1SPA/IwEXsKq8RtWDNZRB0+jhtZaFVaOCQ88Ka7vQOYpe8ICT4HWTXvNhVJ7dlb4PBdJclr7Xoz2A/Mwq+Zv2GW5VjQ0Oc8GXrX/Q/MPU+8ADEHM5u4cg671Q4Nq1scp9iWcGZb3+vBVWfhmfba3p8S9Is3z2Kr6MGLnv1vMRolmMIYrf8Y41XQAwNVCGcYoZmCCcjJmqcYHdJ5uvREtCVB6oL/gvC+qN3Oe3eqIoyQ5cqNAhySFNxcdxmCHKsrWlQ/+JoNd99esOFyBT1Zk4fov3Dfqe/O7b3ZgXlopOnXxe2H6cNkxr48NWX4Mr8wJfbRt3v5SvDw7HWWNnXhqinxpM2fvPYkjZc1xmTzCE9GyXl7hYd38jawQBy1ZksYpf8Aa9VD0nHg1/qtYht2qd52O7QnnZT33i877thxVtQQ3e3R94dSgjidJRmHPznhmlblg7nKdOUg+e9Yt5qJeAB4S0nGJtsD+vHWB7SkBAH5gGn5dszWoZuUrnsHG7CoYjCYs37wTAHBJ+gjctV+eGjLRcrEQ+UEmx+vL7UIenlbsxOVCpY9nmGkNJmzMrsbVn23Ek1NSAZgH6BIpw6oII5SWgqyphbTPMVAU6JCkUFLf4Z7JJwAK0T092J4Tni8wjjNGroatykmI5Vb/UayGRmcewbSOmnXqwstYpLVkPCppcM8mM25TfkCzZ9blh6EwmTiWpJdh+JpcPDVlL04lSH2G2wX3PWdWK9XDcDkrB+dAX9hHxt9RrMCvBefZtU+UCwN+zf8syAyqjZdVxHaKaV/q2rQJExTHKpPJHqQLRvP1+wKY35+Mm5C9bS72rpqF6arvnJ9YdgAAwI16HJzxJg4vHm7eS+MB6wqtNtc789NwvKoNgzvNxXzvEY7gTjEXiMOlbKwz9L01seJIWTPm7i8BAJRYClp/uOyYUx2aePazaiyKNM9jgSWZDF16AkeBDiFBqnLI5sUd5oTuG7cr6HMZTRzv/nIk5kadHFN9OmaaA4ALGg/gR+VYjNnkvSMdii4PAdOkHYXId8h65i07kKclce8sdp554Jx77JjWtWvx0XL7jJUhxv4WkTJaOQtn7vwElwi+lw1exnyPpp6DFtxmCap8BYnn88CXJwKA3mjCiZrYLBwJALeO3Ir9HjI1EukIJt+d1Ov2voO7DnuYvakvQNaVlE0AACAASURBVFtlAdiXfXBb5TzclDceGHcl0OH+9zLw0LpB+ZqXoGwpgsDNgY3Sumn/y3OAk3tCOqdcmD4+BncOqV+zXY+uZGUYLDrPxO0rcv/73jpyK4atTJwlhbdZ9jKRwFGgQ5JSD3TjbLRii4cOcjAe/n4PNuaElprUxDmaO3VYebgCelNsVYkXHfZhvD4/w+mxHi1FuE88gtpW90xFR8qa8cyM0NLA6oze/w1WHDZv/j27pyrg8xW51Bv497wMjFof+Ebl9VlVqGhO3MJsA4UCPO+hVhIAvCxuwDvicvRn/vfQvKlYaavfY+UrXa0r1wDXYDShS2fEhuxqPPDd7oDPE1Fehk/LqXBfzDp9xq3ud3a5F7Xk8FHUy49Llz+G67h5k/gFzOHcCTBDEov6sFYMUSwCAGxW/w+jlD8F9Ly5DglVDp9qsi3b3ZxT7bY/9Lst+cgoDb34KYk9FOiQhPa/ZUcxav1xt4JoXyl/QopqmEytMiuu68DAkeYRKU8dw7o2LV786WC0mwUAMFouDf1ZBVq69E4b0FNLzQGEzlLQs0tv76geLWv2WI+opL7D76wV89Hh+O8vgS37M5o4npt1wOm+OftLsSO/Fptza7D2WOCF795YkIkZu4oCPj6RfK6ch/8ql+PP4h4o/CQfeFmxye2+s3qoMGtPcUCvlVHi/H5JnfUh0sY+6bOIYbQ1b/nG4/20dC2+dK//RNLzqU2eZ0JagkhWQ4LzoJiBEs1g2+0SzWAsUQ0P+PmvL8jES7MP2n5+d/ERAObvri251ZiwrRAL0gLLGgmYZ56jTQ0d5qWV4JU56Rg0bZ9T8hfijgIdktB+OVTulh532/EaXMdOop+fJTuOLvt4He4VMtEbHWAw4Wx4r8xc29qN77d6TwXpmBHG2k8aMGwTNmRVYe7+EtuF81RjJ3YV1IFz7hQ83Dh8s8dlXoC5Lsm4zdJNbW9Tm7PsKOD+en16mWdXHLO/fL7ac+G8P3y7U5KLcVZ5CwbosnAr87xsTm80edyk+fLs9JBeT58ky9i8uVc4DD0UAR9f367DLSwfGkOrW80pb05vcA5ir6xdj3sMe9BXaMer4tqg2hspp45sl7sJRAKaYvMM5vjN+RGt4dR0fBdQEdx+NRI6T8u5XItdWzV36mz7So0mbhuo+zglC/+cm+HxOb6YZBjsmK8ahb2F5rp+GaVN+GYjLWfzhQKdGHSyvgMTt1HOdKm4zhOMWBt4OmkrEwd+Un2LP4mpeFxIQ6bmNa/HNnXq0RvtuEc4jGz1P6CBcxKEG0Z4Xi70+oJMDFuVg5u/3OJ0f12b1mk5WHOX3msGt6WHyjFpe6HHxwI1fkuBz8e74Xn5mL+kAf6SFjjODDmyjrgBQJvWgBmq8ZgRYKpRV1Ut3RixNr6rmEfTNUIZeiC4YorL1cNxR82igI9nRud9GBpuXg7Wp/4AhioXIqdC/qKi+thaWUrC0dmIidsL8cTkvRFbmtqvcB4w8564mfHrNoSXUCYWuRa7thaV7fbyYe728v0Ti24VCsAcZtqDWSqcjCjQiUFrj1b67WySwHW47QHgOI/ZZxcGsBJ4SjS97XgNSuqd93mooEcf5r3IocFowqtz0vG0uBOzVd+gF+vGW4oVuJYFnhWszaVgpqdLmJFztHXr8fPek8iWuOjixuwqPCA6j0b+VrAHh9YR/pTMChwrb7Z9QTw5OfDU0DqD+5fNB0s9L09z7YycyTpwFmt3CyAD9VNqid9jnJfZJfeXSC8WfNV4tyU9QXT4moRznG6fNeMmt89hJH2/tQD9hqxzuq9L6BG11ycRNvZSlGgGY6JyEu4Z7b7sUkrPzEjDlB2F2J4X3l7QSBs0dZ/cTQibvwGZvOpWrDxi33Por3h1II5XtYacTdXIQ98bBgC3MZrFCRQFOiSpWDuwXbDXZ1iv/gTXshK3Y1+ZcwhHy52DiOuEEqeMZK4u/3QDypq6bLnuAXNK5n8oNgbVzn5D1nnc7D9nnzlgum3kNvzmi834Yk0upu8ObC9EoApq3NNkz1GN8XjsN5vyYY0JTgbYGb2clePS0/yPpM7Y7bw/5haWj3NhD1DzNC/jTXEFAKAXOvGB4hdc/dlG3MaOI9zg5I6vt4X1fOKiJDWw4yoy0d/gPCN5AWtEj0NTItAoz1Yf8V+zAwCuYaXIK6dN5/HqCXE/bheOQ8kiN5J/4GQjNmRX4R8/H/I4uEOks0X9IRTwntr76RlpTkGJNVOnzmDC0BVZKA5hMGV/UQPWBbHv05HIwvuOOpvZl88fLKHkCb5QoBNlnHMsOVQWN1Pa8e5C1oDzYe+MPD45FRXNXW57bDztQfHkSXEf/qtcDgD4p7gWXytm4iEhHWf52LMTqlIPqXo/X+2+7E7O95JaIXq833VfFAB8usJcTXyr+iMMbpzqIzkBxwrVZ/hus3OGtOXq4RirnOF03wfKpXhf8QseEQ/iTcUqDFEswBL1lzgD4c0A1LbZZ4v+KOwP61zJKLfSeYDAuPBZ308wGgDOoV1rr7z+q0P2BADnpo2UtH3Bqm3TuhUP3qD+GE3pS2RqEZHCPNXoCL8Cfc9Hy4WsAS+Koc3QzT8QePKBWDFNNUHuJsQNCnSiTGsw4aNlx9xS6a7PqrJtUm/t0qGXj1kDEriZym/wo+pb2+2cSnNA4rrB+hJWg56mNuRVtwa8TOZT5UI8q9iB6arvsFP9ntNjvZnvGQsVnDOZefLz3pKA2uEP59wpYUA0fOuQEMH671nmkIpX0VGJTy21DVyza/VGJ24SiqCGHvcJGVDD3sH8g+i+TOAtxSp8YwmAXlOYlxwxPx2MDVlV2FtYj6em+J9pmKya7PcY4s7YZq+iLuq918Opau2GftaDwM6vcazCPmBwoSmwmZVo2Zjtnkb+e9VUGVpC4oUCRprJiaLPlAv8fq9GiynMpWlEOhToyKS4rgN51fYv9TcWZGL1UfP60dp985GteRXobgWMlKYyHAOEU7hWcJ9d6MnMI/bWDX0TVVPwRss4PPz9Hry9+DAa2h33f3DcwHxv8D+DuQamzh3tQeIejFbMxBXMXA9msepLDFPM9XnOasvStbEBZlRZe7QSGaXmpV2t3Xpb9rbtebW49vPQ16Lrjc6/y2kB7I1pdsgst+Kw51os1hpG7iGJ+Z4U1ef4UTUOfxCOYohiYcDtBYAjmn+jP6vAZawSGmjxpeInvCLa9128viATHy07hiNl0u5vSnbvKcwzHC8rNuGtzokBPadz/49QVmVAWxDbmc2s12cA2FVQ5+PIOHYk8CQSxL/ToENhjfSz/cS7Z8XYuI4IYS5NC0TvMFcuJAsKdGQyZPkxPPz9HhTW2kc6DSaOfkPW4SJmTo9b8+3tyJ3ztlxNTDpqvbnTW9HUhVu+sldc7otmrFIHW3PHfTTnGcUObFF/hDT1f3CzUIg/i6n4g+A5Baaj5Znm4GjBAfeAzdGbiw4jt8r8pXr9F5sx8KutuGv0drwyJ/xNl46UlmV+Sh/rof1ROTxXbezEJcw8Wu44e3O1UAYAmK76Dq8pgk8zvE39IbarP8A/xA14XrEVHyiWog/sgY01ycG6Y1UQYEKB+nkoYMDxKuqYhOrfDsFkb717mm9P/iSak1h014SXLTCSrmTlSCtutGRtMspW3yrS2o6ulLsJCSVL8yo+U8yTuxlO5u4vccvSpQsihXysGxlgEdFEME35ve1nncHkNRtrsqNAJ9q4CSWawfhX03g8IezD0RMltodMBh3eEFfiMsG8ue08QyUU1Uecnl7W2Il9HuqEEN8uPvu0kJ53Hhpxt5AV5LM4fK3NPt+S8a0368TPKs+FCD35dEV2UK1o6dJHJH3qlZYA5E3FSks2LY7rmD0hgjUbWkZpo9clc2fAnvDgwarp2KV+D3cJWcjXvIRXFBskbe9HSvMsw2lMh8kq91mGsWsPo1jzHFTMCAWMeHOh/+CTeCY67HVTBrjvzeoMk+86S/ybywFDaJn2wmUdOd2cWxNMArm4U9pAS6al9rJiE54VYye5ybBVOWhzKQVwNvO+tDQeOQ6YhcJg4vh6/XG34tec85jaX32XmGMbLB2y/Bienp7m5xnJiQKdKOjUGZBRasmKYTJ3/B4zbsNE1WSoNn6Abcdr8EdhH24qnIqPlEswSNxje+6Vulz8kn4KG7Or0dCuxQdLj2KwS+V34t85PdUe79d4uCA2OGw6flexHONVPwT8Ov1ZBcYpp4U0AxEO7xv77aS6QFtH4N9RpODPjTNxOavAWvVQAMAgYTfyNC+bf562H9N2Fnk8RzdUqG/XIqO0CQpu/vfuaUkP+o5ihSTt9GSAS3Y9FfR4XPSebGBNgBm4iJmChbc+/lbBe1p91lGHqVtz8NnK4AL+YKm4Fn3RjIIae+fv10IdLmY1eG1+BiqanYOB2rbg02/HKjmKHyaDr5U/4v5v5V9S5e074G/irii3JKiM80Gbogxvo/7qo5WYvrsYSw6VOd3/3dYTeP5H+2yuUiF/F/pn1TfojQ6kHK5AVkUL9tJAuBv5/0pJYHlGOQZN89yZelxMQ31FESarJuPmsp89HvP0ut9g+PzNGDVxMu7pWI8vFT9hxMih2Hv0uMfjSeBWqnwvSesZRA2RJ4VUbFN/iEFigKl0LS5j4XWm1x6rwjMz/Y/kXPrxelS3BN8pE32MzN/UudcpsYNrjSFrJ/AdcRl6wz1t9aBp9voNV7Myt8cjw/4NO1DItyUy8KQtykkcEonJw/LNcE3dWYR5aaVO+xul9k/dXGxRfwjRZVNziupzAIBKYHhbXG67f0IC1TyjjfORo24pkm024IvVOZi8/QSe+9HzIGk3lFFuEcAiuFf/fvEw+rHQ0j47SsmswE+pJ9GpM6CtW4+tuTVIdQgkTlN6zjrqj9Rvg8+V9v2+f6eBcDeSBDqMsYcZY/mMsULG2BAPj/+OMZbJGDMwxv4ixWvGA4NlMzjz84l+OvURv+f6SfUNxulG4JGOVXhesRXD9JOgP/wLdubXStLWZHWVUC7ZuSaEmIFpu/oD9EA3rmUleFrcgZnKb/0/ycXBk4Hl0XfNcBaIMcqZXh+r1mlsPw9kefifYrHT49YL+n+VKbhe8Fw09UStOQB6T7ks6LYFqzfrwlSHdc0CpX+NK9a9XYsPRi4ovsRUjjNZB5rRy+n+vqwVJZrBYNpWvKe0Bzp3VPlOKuKoSxfb1deFSPY+k9zNwgn89YfAUtUvzyjHszPSbAllPOGco7DWffDIk5/3lWD23hLsLfRc98mQQHt0rNapPsEjQvid/hFrc/HO4iN44Uf3fXmnPJSA8MYxuJH6Y3YdO4lbWZ60J00gYQc6jDERwBQAjwAYAOBZxtgAl8NOAXgJQHCpk+Lc5Z9uwJqjlbaUxiYTR2t3aFnUrhHMed5PN9lHzAuqW/DS7HTnA3UdQJPvTevJJh7SPE5QTsY69ScYo5yJB8RMy2iUPJ1w15pADwjekxnooMANlv05g8Q9tkwz/1UstR2zLMMcTLZx+z4pVRiJDML1qJiOa5jnz8jritV+K2wT+WRqXsNfxF04u6cqYq9xrsE8Evwr5nnwQOx2vv+qjoyAznv4VBOuGRZc4eBoU8XAUpxEdqjU9z40qz0n6rC/uAFXfLoB8/aXeDymsLYd94/3veSspVNvm0Vq6Ahv30q86cm0mKaagM2qD/GWmIK1qo/xhLAXJZrBuJXl4SZ2AiKMtsyrvhwobsDhsma3+yduOxFweyI5hnCVUI6l6hEeH/tqXS4qI7BXN55IcVW7DUAh57yYc64DsBjAk44HcM5LOOfHgBhJcB5Fby06jOPp2/GTciy+Wnccd43eEdb5GtlZtp/Vxk78TXQ5345RwITrw3qNZOVp83RfRCf98ANiptPtner3cSPzvL8lXCYTx9uLDmPKDs9ZrkYof3a63Qu+L5KvWmrXOG5ote6zKaxrtyVEeErca8t61oDeoTRdMhvUH+NmVoBPFAuc7n9HsQJXMulm+Yj0bmaBdy5CYV1i+UcxsI29HcLpAS1Jci04GovO15bI3YSENUY507ZHsEtnDHgZ26HSJny+KsfpvoKatoCW1d4wYrMtjb8nJhPHB0vda5MlkiuFCryvXIbrhFJMVE0BACxVj8AK9ef4UfkNRip+DPMVYm9VwIPf7UJ6iXlAZtaek7afk5UUgc6FABzXEZRb7ktqtZYaKGegHfeJmbhXPIIDJ6qwWPVlWOd1XPd+C3Iw1mFZkXbVf9FcTvt2PHFcsuVtivcsuGeekWPtstVpTPoMU5tyqjFlRyFWH63E91sLMCTlGD5adtRpz8OvBecaIVof/wYKGG3FOR8S3Wd+Dp+yj4K9rNiEtxQp4f4KkklRf4EBgntF7AtYPW5mBTSzEyZFkFnXAqVm8gYMR/ascbpd2dKFUeuP4+XZB30uNXJVUt9hq3vliRz7Ofpo469CfDxZr/4EnHP8dvQ2/OSjILS1oPjNrAClZWXIStvs9PiD3+3Gn6fu8/RUN/9bfszrY8erW7Esoxx94T5b4YtUb02jzKst/iAew8Niut/jWru9B5VviZFLnhOseywZ2Apq2gNeJpkMYmqemjH2L8bYIcbYobq6+C7IZr1QTVBOwVsKc22Cc+v34xYhvNHIK032NL7nGy2b7Va9Cb57HNSHf0JdlSXmzF0FtJo3ubd169HcGfujiZF0st5eWMvbFG8n1HhW3IZnYiQVqJYrYU1VfYeQiwXKr3ALC6x4qDfjtxRgnGXztN7IsfhgGZYcKsffZx5AWnED+g1Z5/Yl1sNHx7KJ9/L6mCcvKraYzwlt2ClAI2WqaiJS1F9gtmoszkNyj4SFoxOeMx2Ga5CYigubpa0NFYxHS0a73bcjvw478uvQpQ88uPs4JcspGce0nYW2LE/fbMrD3WPDm/2PNErQFho2/Ex0dnaioNpzSud+Q9ahKnsPXhA3IUX9BUZ1fYkU9Re2x7PK7asMeqETMPkOrps6vS+Xtz51sCK4jHBSLcMSo1BU05+zWWD7nACg2/L53uowS/Z70Xsg6U8AyVKDMjuIchXJRIpApwLAxQ63L7LcFzTO+QzO+UDO+cC+fftK0DT5/UawByaPidJmw+g0WK42h+dBt8ecTvE0btkct+QF8H3madq/Td+Pp6d7ju4557bZp0R2C8vHS6L/9fFfK3/EaGW4U9nSmK8ahe2q9zFf+TUWq77CXWIu3lCsxm+FHP9PDlJDhw7PzDAv1TmXBbaOPBzXCSWYrHSvaRNLbhfycEDzptzNiFs3C5ErAHpee27Ezu1vqaYrxz5faX3gm5Ndl7KN2ZiPEWvMv1d2RSvKm2J7XT3lLQjdGT4q2t8tHMNbihUYoZwDABhgsmT1K9qBquYOPD45Fc+JW7BKNRTZmldRsHGKx/N4q2EGAGM20MZ1R18rZiKQJWjFlgHTV+eaB1ouYdUY6CMlvj8CfYaiQopAJx3AFYyxSxljKgDPAFgtwXkTgmOdlr+IuyU9dxt62H5u1puzprQIZ9juyzpVB5QdRHFVA4prmpFd4b7fJKeyFbeNio0ZjEiarJqEL5Rzfc4inM7MHYt2rvF6TDT1YDpcJlTj/0R73ZD7xMNYpBqJp0XzCFwgGymD1Rnk7+/tWv2q6LuW0N1CFnqg21ZAlZBACZ316NYbI5IOmQW55v5R8SBe6Dbn2Xl8cqpTXZ2pOwpRUu+5Uzun+QXbnjWrc083z4IFswSOxB8RRrRpPc+0zFONxi2eOs/znsKBCS8gR/0yvlLOxg2WQdS2Ms91pXwlPlqU7j1roVwzdVLPbgTjWcWOoPf+VbV04VIJUlhL7S/iTtvPyTCIHYiwAx3OuQHAmwA2ATgOYAnnPIcxNoIx9gQAMMZuZYyVA/grgOmMMemHpGOEwWjCt5vyUdHUhYeFg+gZgX0WnnDb/+3dzt4tx4EfH8Ai1VdYrPoSPabfhs6GCpTUd2DhgVK8PPsgNmZXR6V9ctNzc7773j5G0i5i5vz4JsvH4mp2CveIsblRc4xyFh4U0rFB9TFeEDd5Pe5v4g68p1gS0SVY3uqlfKT4xefzNEyPber3ca94JBLNIgmsf/V6/G/SXLwxbo7k5+4KYcndnQb7bP28/aVoaNeirLETYzflY/VR8xJi1w7k+awJY5XTAQD17ebvCcaAjdnVqC0+ivs9ZDusaO7Csoxo1ZsKTLAdY1ryBqRp3sKgmklO93XqDDhQbE7/fAbzPDP4FN/q1qeobAttL5zBaEJulfvgp9QzdYHuw3Gd3Yj2+8RxeWAg8qvbZCm06s+3DnXhyprM76Of95XI1JrYIEnydM75egDrXe4b5vBzOsxL2hJeU6cek3cU4ucdx5Ct+d7/EySm5PZRHJPWvPbUcQnJ8OW7UdvzKqzLMo9E1LRGJxCTWzvMqY2NCKzA151CNhaqRkWySWGbofoOAPBn7MFL4iac4BfiqKk/phqfAgCch0a8p1iG81kT3lasRL/uyGR395StDgBUzP8X8K9oNoeE4DzWjK9bPrLsH3tZ4rOH1tPLVb+EsYZnMG37/cipbMX2POcaZ5OXrME21bcAHrPdZw3yT9TY9wmcauzAp4oFlkGWz1Hb1o1/z8vAijfuwvy0UkzbWYQ/3XQRRKnXvehDG/0NtmNMS97M7mtdgYrmaTj3dDWUooAVmWVYvmolUoKMsx9vX4p1+97CY3feENTz/jR1H7I8rPKQWqj7cOR4n8xVfo0X9B8HdGxacSMe8pKCPlYUWK4rh081Q2804WR9B64873SZWxV9MZWMIJG4VoiPNJNl+KMXt39hdrEebsflnKxASYN9VkOjFKCCHuVNnShvCnx9ebx6QbHZ/0EA/i5ujXBLpHOjUIzLhGo8JGbgI+USjFFMx42sEAc0b/pcFnYx8552NFD3i4dtNZ48uYQlx4whiT5rkoyizNjYtN+D6fCFci4uYnUoqjNfh/ugBYybA/7zdOXoL1iWutT7XiajgX3Aqqq5G4dPNaNda4DJsr7ny7XmvTzHq1pxxEN9j1B05Ae3IZ2E767R25GSWY5uvRHnVW4PelbB6pFNvw/6OdEIcjyJ5Rm934lZOActUMF/vcMfdkWm/IOUPk7Jsv287XgtHvwu9O0TzZ06lAVRIDWWUKATIVoeuYJ2VtcK7kUPW/T2SbrTTa1ujwuM2wqYAsBZ3WUo0LyIZ35IxZMTzdOwBqPJVvsk0bwbYHrjq1lsLQ8JxtOKXVipHuZ2/w2s0Lanpy+asEf9X3yg+CWiwcg/xA1YoBwZsfMTIqz8t9xNcHIJs8/kHNK8jmtq1rjv01n0jO3HLbk1KG3owHfKKXhRuxCisQu/Fe3JFqz9wk9XZEGpa8ZYxXTsza+CycTxyIQ9eG6WNEluTjTEZhbERPa2uBz17Tpc/dlG3Hvsg5DPI0Q4e5mU+2difUYvQ/M6CjQvYqbyW5yBwDOyxZJz4T7A+dr8wAobuzpQ3IDqlm4MXZmNxybuCbdpsqBAJ0IGCuGlAQ6W9doxwCH4MTL3lYmfKeY5bcgvqzOPBr7fNREjDeMwc3expbBpYo3uBVPTozfrxJlBpJyMF6vUw/AbdhIPCekYp/wBAPCmYhX+LKZG7DVfVGzBXWLCbskjMaA364TRxNFvyLqIJCcI1hzVGDyjW4Es9SsAgF7aWjS0d+MmS2mBbr0RaLAvJ/7n3EMYkpKFP4l78aB+B66uXGV7bO+JWuwrMu8dzKtqw60tm/A3xS5cL5bY9vW0W7JrtXbrbceGgjPqDkTbe8rlyD+eDYBDCDOxTEVTh6320v6iBmSWSjPTB0Q3O5hJ5to6Vg+ImbjXUpfGm64oDGiHwrXot6tDJY247ON1uP6LTTD4SXzy9Iw0jN2Uh5KGDp/1hGKZJHt0iLMZynF4UAwteg7VrzysFe3SGd1C2WuFUuRrXsL3hj8j23SpbSP5nwRzpN5vvb3g6N7CevTv2wvn9VaDxfowjB/WPTqBOod5rnEQ7z5U/II7hRynddNGTh0cuZi4tJ0II2cxUZsims5hbdBaCoKUN3Xisr69UFjbhkv79IIoMMzeexLn9FLjiRsuiFgbXP+Ef9WtsGVxzK5sxR0txXhNYc5COHpDHt7mvWz1O9TQoa/DUmeVwX7tqU1fjmVZCpRoPsDjfBmUzPx7/qFpKQTheafXXHTgFL7ekIeS0Y8hFIo4v8bHqwGVS/EXpfvqjGBdOOECFJz/R/Rnlagp16CB9wbwQvgNlEig1yZvs1NSXysD8X9iNlaY7vb6+K9YQxRbE7gHhUNQQwct3AOx+8btxKnGTpi4uRDq1Z9tROGoR52OqW3tRi+NAj1U5hChzUuA88D4XZj3yu04/4zYyFTrDfVwIiDaQY43AzwsbbN6V5GCWapx+En1rddj/j7rAIauzMKlH6/Hhqwq5FS2oN+QdSisdZ/t2JFfi5HrcpGSWY7KGFz2pg8wCUGiu1vM9vtlc7lQGaXWJCfHNepSfnGbeGwU4JPDT6kluIaV4t5x5uW394/fjfWWhCvD1+Ri5Lpg6u4E/28ouPwha/lZtp87unXYmmv/TLlmQHpYOOhxqQkAZOTk4zzLPrvnmqfhzmJzvbTHxTS34OrrMGujqJSR7Q74yr5l5Czg7FyJ5jXFWvxOzPJ/YACurF4LsSoTT4n78IpiI+4U3FNP38wKUKIZDAUMuIjV4SrmfY+llMK9Nnm6Vkb6PTNI3IPT4bwvpQ9aoIF5NvVSIfx9rpEgMI5HhIMeHyuq64DeaP9bGEwcG7Kc02Q/9P1u/HteBjJP2a9LWr37zM+J2nZUtsRef88VzegQJxOVk/CD4XHk8n54UkjFuQXN+FzRgIkLS3FKeRkAYH5aKf5yy0WYn1aKe68+FwdLGpFV3oIDJ82zSq//oT8+fPAqVLZ0gTGGC88MbjZFagLjofRdkoaCGWyjP6MUM+VuTsKzDpybOJN0bX0yF5/L2TwbG9ST0nz7mgAAIABJREFUnDILWhMCAAh8SRvn6MWCzz6m5M77Wxz/qgJMWH2sGu86ZNNyrMaug9Lhec7vBwEm3C9kAgDuZs7LaKZvP44SzWD8ZHgIBuMj+FQxz3Ku0GZ0gsG5970W3kbefXV0kzVAj7SFqlEo531wJtrd3tfvK5bidcWasF9DjpkWK8f3jdTXU6sszasYrn8eB0zXYL36EwDAQsO9+MTwquSvJaUeQZQ2eX1BJua/cjv+74o+AMzZg/ecqMeeE+alsMV17Siqc95nGE+JCSjQIU6eEPfjCXG/2/1tOA3jdZcAAFbvOwbFgcnYZPwd1qbnox3O2d0OlTTisk/W4/K+vaBSCFj/jvep30gymThNWQbgbcVKvK1YiXJTH1wkhL7Gn3jnadlGpDcQJ5PJKnNNkh4wd+YeEg6ip9DP9nhTpx6LDp7CzvxaTH9+oMdzlDV24oJeLKS5X67XOq2PcOz3vaVYidXGO223H3YZab1BKEYpPxcAYDI5B2Qd/DS8otwAADjNpdjxkn15+EQD/EOxCeO2ncD7ig0htDw0vla5JXPAHYus9eFceQpyfAWw3sTK3zuS19PPlfOcbt8jHgHic7uKV76y7rZ0Of+yDe1a3D02NrJdBoL6gSQgA1gpRip+xGeKuXhBsRlDlQtxWPMadqjfdzpOAQNKSk5itnIMCuvaUVDThpdnH0RjR/Qz+uw+UWf7+XwvS0OIHQU5kUMj1tFh3dA9XfU9Lq/dhLxqe4bJr9cfx6Yc96UmBqMJiw+ewt1jd2DAsI0hve7FQp3TbV/LhicpnQtFvqZYg6+VPwJwLvgMAAKzBz6+EqpM2m5PbrAsoxyAeaAnp9JzCuHaNnNA2KUzot+QdfhuS4HXc5PkkcjbtKRMa+1pT7QUpMxuN8pyTQnUsYoWlDV2YsjyYz6PO1nfAYOUDY0CCnSkxuXP+hMJ94uH8XfFNryi2OiUorkva8FFrBYKGNAXzSjUvIAlquGWYnfm9Z878uuQWdqEhnYt+g1Zh269ER1a5xECo4nbMsZIxXED3SVCrY8jCQlPNGpDSPndEsu1LMIxUvmT7ee1x2rw6oTlUEMHEUZbxqCXZjvPqKQcrsCQFGn2SARC6aOQ7kWsHvpm+34e5rCUzZrcwOpR0Z5W+mqHfRa7sophMJpw2Sfr8dhE94yKWoMRt43cBp3BhE6dAb3QiT3b14X0u5DEkajXBKt4COKknh27Swj8urbwgHmwZ3G679IaP+89iUFT94XbtKiiQEdirCu2K+VGQqr6XUxVTkC65g0A9g16jwpp+KNg/kC8OvcQ7h67Hb8TjuKtRYfxd5faDy/PPojPV5vTEB8rb0Zbt/+CXf6otMn3tyDyiMaXqOuXYDgbcePhSz8UT4r7bMU0x6l+QKr6XeRrXsJY5QyciTYMYCXYme88+9JkmW1mMKE3IrPuvF8QtarubLKnlx6r9L5nbpRDUDdOOc32c0fBLmzIdn49x/X0BstG5Nl7TwIAvlNOC7lQZSQkeoc7ViXqNcETKd5j2ep/hH+SCFug+lqS81hT2QPAnP2lKI/BhFO+0B4dIglPmeamqiYCAC43VGCR4T700bdgrnoMrsy/Hjojw6w9xSiu78CxsmYUV9aisKoHRjx5HZ6YvBdv33cF7rjsbNzZv0/Ibepbuzfk5xIS60TGZd0IHKuK9qXANavqIHEP+rNK3CgUmRMWcA5tewPWF3ajh9r8NfiGuBofKpdEpE0zVeMjcl4rwWHm52VxI55fdLPtttZgxEffTsboJ67GJXc8YZvp/npDHv468GI8YLl2izHS02UstL0ihARKivdWKElL5NCPVaGOn4kOnAZzmpTk+2BRoEMi7l3FCryrWGG7vUrxCX7gj+Erh9USe1UfIld7CfoNMS/921dYj4nbTqBw5CM4VNqEli497r36XCjFwCch23U0NEikEU7HK9DnBlJnwvWYUIIcA2dQJPCeoZ9V33i8/0ahCABQohmM4uXv4LLsCehn6o8/6b7EaxEMcqLhGsG+dO1uMRvQA1OV3yPLdBmuGgqUaEYCGwHDrU1Oexf/78s1yLWUwGjXSr+7OtRAnIKc+ON4baJANXbstOyjruJnI8d0CV7Vfyhzi6KPAh0SddewUkxQTcXG7ttwOavAUMV8XCg0wGSyBzGHSs3JAy7/1J5J6IkbLkBPtYiX77oUKzIr8L9HrgYArDxcgUv79MQNF5/p9DqutS0ICVU4X9qBPtc1yLHuyXF8G0uR1CCRg5xAXZZtrkdzk1CE8cop+LOYWLO/PdCNR8WDeFQ8iNnGh2z33/7ZUjSYekEJA/RQYJC42/aYaetwyRezC0ze9MMkehyvTbEc5Di+H+PpvRluMehfsUb8SmwEwt8VEHco0CGyyde85HRbYCaUaAbjuu5ZtpTVvdCJdxXL8ZXheaw+at6ku+igebPcXwdeBMYY3v3lCADg1bsvxTv3XYFeagVuG7kN/z6nDf8XvV+HEADSfXnGyxdwvEu0IAcAcjX2/QNXMfvm4nN5A/4mbsP/lL/glu5p+FL5s+2xm4VChMrXez7c9zHNDhApOb4f4+ka6ynICeW7ZiDLwyF+tUStig8U6JCYcSFrAAA8Jh5AlulS3CgU4T4hE/eJh/GqYgMWGe7Bx4Z/2o5f/v1/kcMvgQK/gQEKzNpzErP2nMTdV/TBJR1HUdBVDYdafIRERSx9ecbTiCWJjFXqYbafrxeK8T/lLwCADM3rkr1GJN9jFOQQ4lkon7uhyvl4SveV9I2JYRTokJgzxkumoWcVO/CsYgfe0L2Nx8Q0PCba08Q6VkTfc6IeJZoROGLqH/G2EiIlqQMTCnKII2/XVuIfzSyRRHCjUIxLWRVO8l9Jcj61IvaTN8d+CwlxMVU10SnIAYCZym9tVdGZpWigdfMxIdEWas2beAtMgk3TGmd15ogLOf9+pjDSqUuBghySKB4W0m0/n41WaKD1cbRvGqUoRZMiigIdkhAeEDORq/kHstSv4KTmObmbQ5KQids7/uEELPEUDATT+eO0jC7uuL4X5fz7CSFsxA6n1hRJTt6uv/F0Xfbnf8rFYDDhFXE9MjWvYZhirtxNiigKdEhCca0eTki0CEyaUd9odyapM0i8kTOwMQbQsfTX+ZQiSyFJLv6SajgOaMWz/ykW4zPlfADAYMUOmVsTWRToSIwZqKNNCIkfjp3BRBq1JPFNDCDIikQg5tqRleozkQidYyLdgJbUgn2fvqZY63T7b2JowU6sFBr2hQIdqRmTMEl5gqPOH0kWlD2LxLtQrteOQYhrRzbYz4S31/f0/qfvFiKVcK/dYxM4UQkFOoT4kaz7CmgEkpDkE++f+1Cu1/6C8GACEuvrc+5/Wai3tho5A+cUCJHo6oMW28/PiVvwkEPSgnhG6aUJIR75+vIPt0oziU/JWJfHxJnXjfCUclge0f53DzV4EhH4NdLxd7JeW+mtRaLpkOZ1rDbegSfENNt9x02/xiO60TK2Knw0oyOxDq1B7ia4oVEhIiUTp02+ySpSQU4szyL4yvZFQY48YuHfPdwlcq4C+Z0i9TmhhCTEyjHIAYBrhFM4HZ0ytUYaFOhIjAPo4irJzme9mDpeVIO9wCbbCKwcuIe/U6Ki95NZMvytvZH6d4+FjishgQo1VXq47/NIfU5o4Co08RIghhsgZ6j/jfuFDKgQn3vQKdCR2KmaBrAgpqsdefrQWC+mQhCbI70VVovlUdNYE+y/FfPwdwI8dwgT7e8Q7O8T7d8/Uq+XzAFfpH93bx2IWAguE+3z64qCTv9i4d/I3x6gQD8rsfCZilfxEiCG+35VMSNmqcahQPOi0/0aZXyEEPHRyjii2D8RGqYP6cswmA+N4/ldX8vbUgvHN3uif1mHS6ovMk8dQm/n9vQ3CeZLiFvSokbri8v6Op5+H2/vL5PDOnRTiG21z54F9kdybJ/rc+hzEDnhdLS8XQsF5v+8rn9TOWafqPNIIo0x330Gwem65/08yTxgQ0LDLP/FQ2ppQKJAhzH2MGMsnzFWyBgb4uFxNWPsF8vjBxhj/aR43Vj0245tACI/4iPVFDh9IUePawfMOhpn/b+nv2kwX0LMkhbV2hmUohPva8TQV9usv4t7EO78s+Djfejtte2zZ+5P8vd+dnyO0cuGZgp+pCF4CTBdg01v7yNvy3X9He/6Nw3kMyT139zxNUNd3kLXZiIVT5+BeFl2RWIPt/wXL8IOdBhjIoApAB4BMADAs4yxAS6HvQKgiXN+OYDvAIwJ93VjES8/5PPxSHxxhXvOUDoB/l7T+ri/zoOvx6XueAQ6WxLJzoVrB8w6GhfqTJ6Vpza71oLw9nt5u9/6OuFOzQcakHt6Hwb62o4d52ACQ9EWZDl2wmNjWUo8CeSz6hhg+trc7/wc55/9BcOB/O0dz+H43Ej+za3v42CvaY5pigmRWrwsuyKRwwPsq8U7KWZ0bgNQyDkv5pzrACwG8KTLMU8CmGP5eRmA+xhLvO4Em3Wfz8elniK2boiMxL+kYyfA9TPg7/ewPu5tVN/K9XGTl46HFGuNHc9n/d08/R6xPo0f6qyPt71D3p4rx6cz1CAz0I5zIM+P9b9/LIrWeyWcYNjTOaLd0Qv138nf86xLVn1xHb33NLuc6J0dQogz5tJXS1RS1NG5EECZw+1yALd7O4ZzbmCMtQA4B0C9BK8fFQUHNqBnfRYMRiNaunTo20sFcwjAoOiqBz+VhnOj3KZojEIC4XX+bMtJHG67ns/XUiTH1+cc4LDXtHCt5eI/SYP5GBrJis0OfSy2iZBYF8j3gOs1z9vsMiGEeJNt6id3E0ISUwVDGWP/AvAvAPj1r38tc2vsTEYTrtzwjNzNiEuunddwOrOMwSmjXTijuYQQQgghJLFJEehUALjY4fZFlvs8HVPOGFMAOANAg+uJOOczAMwAgIEDB8bMEJMgCvh/9s46zKqq++PffXu6m0mmmWFmYGaoobtDBESkQyUEEQUxeDHAwi5sX7v7VUHFev3Zra+NoqCEtNw49+zfH/fO7e5Yn+fh4cQ+56y599xz9tp7re/ChsMu24jqY5BsLgqRRdGDnjMwcIukc+dVxj3Bsnq0q+rY8VjBPRDQ50YQ4SFQvz3bmW6CIAhnxMM7PxA5Oh8CqGKMlTPGFABmAHjOps1zADoFuKcCeJ3z2IoIlqiSoWfO/cZoU9CxjOn2R51Fyjgsj5Yw7jZe3BbL/ZaOjauQDVc/3Ni683zD2WcQ6w88gohUPAm99eQ94sjJ8VRAhiCI2McTFUtHNEh2BtyWUOC3o8M5FwAsA/AKgG8BPMY5/5oxtpExNsHY7C4AWYyxHwGcDcBOgjoWkK783Ok+T+o/+IIniai+YPmy9HZ00NYmd/Hgtvtt/55A5yI5E0mIhJe9JzbYtvHEEXX2mYa65k4wCOT9b2knOcSRhWOVRN8fDs7qTvlyrwbqGFcFhi3l2D3BUlHJUwEZgiBin3j7vQckR4dz/hKAl2y2XWSxrAZwciCuFdGkdXG5Oxg3F2Pml7Uv5zck+AfWtkDV+Ak2vtTb8BVH309nGJ/lPl8U1JyN4HY266yv48m5bHEVHugN7q7jKNzG0xAcRwp9nnyOAmeQ2ZzfUvgi1pVoQomnIaeWWH7/zjrrlmGwnb8jT5+FJsUhu3O6P9beDuf7nIXrulN97DzOX7U2uo8JR8RDyBJBAAEqGEqYeSRlbsiv2VkkMtTHEp7jqpPmTPoZ8C5s0HIGolN2PBKdzs6/T+Tmv8/SofGmho+jgqSeFKAEYOfkWOLN3x0JM4GRjquQU2efn+X3b3mMs1pS3gwWBBvr+j6+3SD+yqYThCWuijcThDcw2A8QRTLk6ASYhqGnQs3lPh3rTxiGJRRyEzn48l34Wusj3CO3nnb4LTukjv4+b/4OV21D9WKnDoN/OPr8XBWy9bWWlLe4K6brChIDIAKN7f1oGXbpKuSxE0e/G+orxAeBGoz7VTQUUeHGfxpBDMyJg0xEyUvHAilJCZDCty/f1Qie5QvelXKZv6pmRGAJt/MRSiKtwx/szz7ewtssZ02C/ZyJhEK2kWBDOIi3+9oXQvkZdf7uHNWf69zk6F7tDGt3ZSd9z/4RDf2tQIQovqhvx0bdbPyFTKvtQpSEM5CjE2BkEgY50wf8vJYPJFc/rEj/0RHRD3WEDMTaZ+Due5V4+AyKJyjPIT6xFHMJ9vfvb+05T4iGDnskEg2fWSDuz6W6sxBdwWrWUOhagFHJpUE9f5Q40EQMw1jgwiyjlVj7HYoeOq+c+yc3H424+q7JyYktvP1dW4tHBNaWUBINHXYiNJyjW4KPxSrT+i3CBESzkwPQjE7UQS9WIlS4GuGPpxejo88h1n6Hnv49jAFSxM93D8Ted+2OWJup9AZn37Uns9i2x3bmv/jyeXaqZsbzd0GEnnL1A+CQ4An9QDSzH3EAKdjF88Jtlt+Qo0MQhEPoJWuAPgeCiG+8eQZ0yqJ7OkMaKnENgnAHtwjy+oxXhtGSwEKha4FGpvK4KSmeEAQRSXhaxNIX6HlHRCPehmp6qrhHuY5EIPE3pHiUZrNPx0XDY50cnQDDpQqP29JDjiCIcGPpyLgrYkkQoUKIkFywYEmF0/s/eonEQRtv79OV2jOt1v/HS3y6rhiJH4YN5OgQMcPnYgXuFkbiC7E83KYQcYjII/MF6A5Hjkw0/h1E4Amn6Iirgr6eEm/CGYT/eHLP2Dqp0fa81HIpnhE7MFVzEQDgKt20MFsUXChHh4gJlmuX4SWxF/QwqN7tVM0Ms0VEvGHpMHTG6Ucrno42exN+40ldDyKysBUdCed97cu9E82/QSI8+HLPRNsz7VJhFgDgI16LMvWDiHZVNXfQjA4RVWzT98BIzWZcpjM7Mu/oG/C82Nfk5HSyQ98UavMIAoDvHaxoG4H29gUfbR0CwppwOg6u7p1QSDtH26g9EXsE6j5/Tt/XYs2/h/I/msDXjQw0NKNDRBwjNZuxk+cjE0cxTboDq+RPAgDO1S3CY/rBAIDv9CXYyfPxHS/Gbzbyh2cPr0brtlsxQP41BuHzkNtPEL4SjI4kzaIQnczXnoO7FVeH24yAE4w8MtvfDf2GYpdoKfwbCBvf1jfgEFL8P5ERnSgG7FzBghwdIqz8IBahSvIHAGCXmIODSMYvvABayLEHWbhZPxE/8wI8L5pHIKrzkvH9X8dw08YLoJBKUL7uJWQnK7B5SncMqzc4Pb8dOI6243uBX8PyZxFxTKS9NKmDFn8c5QlIYScAAO3qm/GBaikAYA/PwjztGtyjuAo16nvxnWpuQK4X7aGajqDfTfwQSc/rYHO+sCDcJoQcCl0jwkaZ+iGcqj0f1wuTTdsmaC+DFnIkKgxhaMXZaSYn57rpzdg0pREPLeqNW0/tAaVMCsYYnlnaD88t6zA5OQBw9bRmFGUkhPYPIggE7qUZzZXWo4lV2jPCbULAadTcZVo+jCTTckFFA94QW1CmfggaKDBXu8a0799svM/Xc+XkRFs4JuEfnEf2s8syBDGS7bRE5IH7HcVCAVBvoRkdIuTcqR+HF4R2AMBeZOBa4WRUst3YxXPQrzIL7/54AD1KMvDOj/vx+uqB+Pu4FkfVAkqzEsGMw2yjGwtM52suTg/L30EQgcR2VNyRw+Ro5NzbGSTLc8RjWNsdwhhMnLEIuU9MxvXCZDwt9sdBbTLuVVwVbtMCymW6mfhQrMWMPlU4+kkCdJDhroX98c2eIxh7wzsAgP3ZvYEjhvYtQ6cD258PqA2ezPRE2gwo4RsiZ5AYC6VG8tdp+byLlvvOYKd/Xtk1uqkBsSUaIUeHCCpHeQLO1p2BHWIzEqDBF6pFuE4yG8e4gLvntuLQcR32HFFj6StnoTBNhf8u7I2ytS9ieH0erpvRDMYYspKVyEpWen3tBDlNWBLRgyehP47aePuytjxHLDo5jeo78aVqod32R4RBGC39AJcJs7CoYQh4t0MYvucoMn87iAufARZrV2Gr4towWOw/34ldUCP5HQDwpL4DAHCHfhwA4PFx9Rjxf5fi6dN7gTGGbItn6X2L+wPGlB1lEJ6Xru7pTgcnWjqbhGtsFfqIyKBSfT+EOO/qx/dfHwyY1H2bGGSrMBbDJB+jQvKnadt4zaWQQMTnvBIAMLi+CG3f3IxZA0vx93ENhtSap1D/0QooSDOEmn120XCkqOSQ+vkG/LNguF/HE0QkE4+zMZ6weWYH8JR5/SOxCq/qW3GXfgwuF8xqjYwx1Bem4o3v9gIAXhXbApq3YslEzUY8q7zI6+M8zX35i2egBgZH50FhGP5zVn+Mvv5tAIBcKsHrly8wzYanquQAgKfONIQEX6ObitXyJ0IexkMODhFqAvnMfErfgSnSdwJzsiASCCcnO1mJ/cc0AbAmPNCQd4DhCRnhNiHo7ONpVuvl6gdwuXAqhmi34DV9C57W9wMAfMkrTE7Ok2f0wXUzmlFbVYW1o2tx5VRr6ec1I2sxq3cpACA9UeG3kwMAolTh9zkIIlKwjdH254Udq1K5F+jmYmx3Q1jrau3pKFc/gKnaf2Grfjz0kOIIkrFqWJXVMbX5gVMgcsY/UHnc9uOS+abltcIip+1madeZllfpzFXOC7v1RW1+Crp3MT+nmcXNIpMalrsXGfbfpJ+E7uqtHttHxCax+kywJJADQ2db/OYilYGaLV61z01xHzmzeng1prV28dWksECODuERDwlDMEu7Dsu1y3CNcDIA4B19Nzyr7wtucRst0K3Bet0CbNLNAADIJAzrRteiviANiQoZ/r2gV8hsLspIwHFu+OF+LFa5aU0QkU0gVa1idSboGWPYFgCMbCnHt5eMMa1X5SYDAM4aVm11zNC6PGxbNQAA0KPEt4GqgzzZal3DnY+ifiZ2dbrvT54BUeq4s3GUW4urfCWWmZYPS8x5irP6VoIxhueWdeB/l4yyO49cKsHOzWMhk0qQopKjIicFm2cOcGoTER8wFj3J+bY4szvanLdA2vuBWINfeb7H7TeMr8fb5w3GlVO7u2w3q3cpVo+o8de8kEKha4RDjvBEpLJ/TOt/8ky8IzYCAJTQ4g+ejbeN67YMa6rAx4fnoL9cCqVMgiUDnb/Yg0mPkgyAGaZbBfLpXfKuvht+5bmYKXsj3KbEJLEovxuJ6IyvtAGaazEzpz9GyM2hxP+a2A2f7zrs8LiqvBT8smkMmKABLvP+usd4AjLYMdP6j7wI3ZhjbfsLdPPwgvIC0/oG3Wzs4jm4S3ENBJuix8wiAVkNBVJwwuE5L5/cCLxoWO5dkWXarpK7DqVWyCR4bfUgAMB3/+eyKREHREM4oSPxCmd2B2tA5zOxIijnDaS9loM+npCgkEIpk2JaazHOfeILp+0ykhQ4fELnr3khhRwdwoql2hX4r1iPg0hFBduNbBxGEduPT2TNGFCRjbd+2I+zRjViUf+JeO6z3WgoSsPXuw9j+7d/4aUvDfk51XnJuOGUFqh1kV8xlwC26KbiBv0UAMD/id1wg+KmMFsUezhycijHJnCM1VyOF5XnQwNDuOpvPA+Wj5+cFCX6ds1G367ZTs/BGAPknoeYWcLlCYCTx91G3WlW619x607S3zwVB7khfE4msR6QUUDARt1puEj+b2ggt9q3fkovvPd8PZ7Ud+DqtmIsfnoVREhwp09/QeAgFbXI4mrdyUhnx1DDduEvZGCq1JC7tUK7FGtkj6FYsi/MFjqn816yvKec3VvBfJ4O1GzBIZ6Mz1WLAQDb9K3BuVAYaShKs9uWlazAgWNaFKSprHJ00hLk+GXTGJSveymUJvoMOToxzO88G13Yfq+OeVHsbVr+mReiR8927Dl8AlcPq0ZhegI6rngdM9pKIJdKcFJPQ5xmTX4KGorSMLwuD+U5yag0hoi4G00MFSLVcfCY58S+uAHk6IQCcnICx4WLZqB6axHKs801Y1oswtBSVJ6/6o7xBCQzxzMnztAz6/MnQm1azmBHsaCjHPjQsF5XkIq//05GpnEG6DiUkMB5dfFveQkA4CnJSMxUvots9U4AwJD6QvR8yjAzdDUMYgqRgLOOaKf8sCP0nIGBlLsCzSDNNdjJC6y2bdbNxEOKS/GC2AfbtT0hh2DqwEcKtop8zu8p875gPU+7qv8NvXGmtUz9EBhEq3D9SGUv97zsxksr+qO+MNW03rM0A62lGZjfUY5el7+G/DQVODi++uOIqQ2LohcYOTpBYIV2GS6S349sdsR94yByhCcBDhydPTwT63Xz8SvPQyr+wdPKi6HhMiiZYNXu/fOHIi1BbuWw/LJprMNrVeeloDov+Em9vpIE7xRDBC6BjDnvfEQrdwqjMUTyqZU6ni0/ioWolOwOoVXxS6BHIeN1NL1HSQa0kOP55YZwje8vHQ2FzNAZ+feCdqSo5K4O9xu9TZKAzMJxKcpKRVVpvsnRmdRcCLxubvu62IJU/ANH9O/bH6++fQLb9D3wYuYMtGZlI/vn63GNbipm2/gEl01uwPqnv/L5bzihDe4MvCsnJp7DOq8XJkPNlThP/ojf5/qmbRPqM4E1L/yCYzzBzskBgP1IwwitoWaUNyIZ/uLK0bXF0xpiwX7WXambZnJyOrF0cl7XN2OI9LPgGuEDP4qF2C72cLhv5bAq7PhuHz7bdQgAMKQ218rJAYDHl/Qx1ENy83Ja0FGOrjnJLttEAuToBIHnxL44oEvBg4pNIbvmbp6JQva31bZEhQSw9l1wmzAeVwjTTT/WOmMc+RZxOhSiBi+t6I+vdx/Gxc99jbzU0D0Eg43UxYipLUd4IjSQIweO4/mjmUf1g/G0vj/GSN/DUpmhOCDlL4WPQA+KxaOTc4QnIlnCMLohHyqjc9Pp5ABA/6qckNpzjKtwc8JitB5/C1Nlb6MwTQVtSheco1uCq+W3G3IW3zDn83BIcBjJxmXgmMrcOe3SMgyXl6ux8P4M1AA4AsOM1W/ZA+y+62n7BgJBAAAgAElEQVStxRhck+uz3TyiyzzGLnu7LcCDnx/x29HhFx9CvfGBsq67FgeOafCfa98KhIkBwVMnx9ngTzic4Z1ukvnTLfLyIon/E+vgrGzrymHVmNRchCte/h/kUgluOKXFro3E4uEilTCUZCZiz2H7We4Lx9UHzOZgQo5OkPhZLAzLdb8RS1EvcZwECwA7xCbIZTJoBUPHv7CwC3buy8MnRbNwQqfH6sJU1BemYmrP6JIPdIe3j8jDPAk5LLYcnW7qu3AcBuWmP4QsLJU9jzO0Z+FdsVvQrnmrMB5HeQLOlT8WtGsQ8c3/WAXaJQy3zuoZblMAAFO1G3AiuRaPCN3QU/I99ibXoXdmIo7yRHOjsgHATkMn9LXVA7Fz/3Fc8sCp4CmFyM8fi8HfGmrudCtMg6A3PL2G1OXiC2EUHvufFj/pipGVrER+qgqJSsOIs1wqQWG6tTKbN8gQXQnGscA87Rq05hegfi/w+4lqdFF/7/O5LEffM5MU0AiBm6ELpZhKJEREHeaJOFe3BG+IzS7bRYCpDrlEOM3l/rLsJI+fl2+dOxgZiXJc8+r33nekIgQayg0SCSz4xZW+FkvttmXItKbl4yzJbr+OS9HNYpryoDQLg7TX4t8LeuGJ0/uatkdT/KU3LNSu9qjdJ1EqR63hMpyvm4969d3YKeZZ7et0cgDgEFJQrn4A/xF74QiCN/V8mzAet+gnBe380US0SrdGOpWL7gu3CVYch1keerD2WuzM6o/cFJvZ8en3mxa75iQjUSHDXfqxeFPeATCG9/T2I6XnjqyBXqLA62IPLBpgULJ8fnkHHlwYGMn+2kLnQg1EcHhDbEFVbjJeOqs/PmtY5/4AJ+zQu5YE9pd4Ci0sUz+IJs2deEVsgxbBDXkNFp2iLAkWaQcP+ficKEpPQKJChvVj6vDkmX3dHxCB+OXoMMYyGWPbGGM/GP93WISAMfYyY+wQY+wFf64XDXT6B79x30MIfEFivPABqVlaNIUftWt3akct6grMjs5xjWHURyWXRox4QDDolGn9VKz0qP2t+gnBNCegvKVvxDW6qbhYNxsrdMvwkH4Y/oEKg7Rb8KNxZlHL7b/bQCRUbte34H2x1un+w0F0oqKNeAwrCyZfiaX4QixHZpFnv+lg87S+H07SXIxdPBd9u2aja471QJO0uA33CCMNK24KS/8FcyJx19xkLB9sqI3TKarQWVw5J0WJgjTfZ3EskVd0kHBLiPn58jEY0c0QHqXv0gtNPhZuTVnwjNfHzO9X7tO1YplLdLPg6TzNFSc5Lq8RSVw3wzwj1bcyG99dal9Xy1MkEgalLDr7iP6Grq0F8BrnfDNjbK1x/TwH7a4CkAhgiZ/Xi3iykhS4c3YravJTMPSqq/Cack1Irss57H6f6sRC4MivuFcYARn00EKG2YP7YiiSMKm5CO/9tB+5qSqse+rLkNgYTpKMKkiu1I0O8SSks+MAgF94AZrUW/Gi8nyvletCRX/NtVgofQk7xGa8IdrH2QIM5+sWIIsdxn/E4BVqTXZS2+MQt59RtOUFfS+Mk74faJOIGOd9sRZvN10JuUyKQI9lu3pGuGKVbikA4NrpTRjfvRCCyFF74cumfKGTBrViwX3APItjbhbGYymA5mKzY9OzNBOLdafhVmECXgGQrJRh9UhDgb45fcvQrzJIMy8SCamehZAbsy/EcovRj3HdC9GnYiKwxTsFtO1ZszCsLMt9QxsuGl+PcU0FmHLLf70+1huiSSDlLv0Y942M5KWq8KVYjhbJj0G0yD+ykw0zO1N6FAFA1Doq/uKvozMRwCDj8n0AdsCBo8M5f40xNsh2eyzCGMOw+jz8fvAf/MSLoOZyqFjwY5+lEgZwQMHNoWuSrK7AmY9iw4Z3AAAfrB8KWaIKaQDayzPRXp6JX/YfD7ptkcBxo7rMAdhrxVu2ScdxU8f9MJLxs1iALtLIcnR280ws067ALp6Hi4V5Ltt+wOuCHlcrOhkBW6U70+VxGi7HMt0KHOd3YLpsRxAsI2IVaUkvnHPSwKCcWwmt+0Y2PKI8CZ3CaYOqcyGTSiCTAvfMbUNLiWOZ14f0Q3CrMBFLYSjWBxhm2HuWZqChuhJvfm9f3yRFJbeSzSaik17qm9CRa+2iSyUMuUYBoJ/EAnSV7LHaL6aV4CnlRLA9n+Ik6Tum7SkK3x/wcknwsxc8dXLC7RAN0lzjVfuepRm4W+yB2dgWJIt84yTNxablmnxD9M7A6tAKskQa/t7leZzzzl/jnwDyXDWOR45byDdeL0wO6LktFT8y5AZ5NUtHp7KsFFClYWxjAcY2FtjHiQMoz07Czs2OJaNjiUW61ZilXQfRxS1/xJgsbPmd6cOYxvaevg73CCNxncV985AwBDO16/EJrw749RqKDA9FFfO+o+cIx7NMZu7WjwLAoI/YlE7gLy9qERChQy13PmDhL7Zysu54Ud+OHfIBAIDPLxqBjCSFad/g2lykJyocHndf5iocQ6LVNqmxpyeIsSdtT5jRQQaZk159u/pmfMPt828lpzyMUQs2YLXuTMzSrsOtwjgAQHHLcIfnyUpSOtwOABsnBE+AxhMc5SuG08k5RbveoRS3K1JUcnwtlgXHID/4mNeYlpOVpDcGeDCjwxjbDsCRxt56yxXOOWfMv3lvxthiAIsBoKSkxJ9TRQwv69txquw1AMBb+u44S/Z0wM4tkSoAEcDoKyFLLwUeng5Blmio0H36u0BGGQDgppmuO5zxwO88F797kDc1XXNhCKzxjKuE6SaH5j5hJGZLX8UzYgd+dSN56QsNham46ZQeWPfUlzjwe1rQw/U+EGtwhXBKUK/hL3cIY3CtMBXfqOaH25So5CuxDA2SnUE59y+Z/dERlDMD/0AJha0uv4cwL8ZFqvKScfAf86DCXXNakZpgSH4+uWdxTMn7E2b+K2vHYTgP683IL8FtR+bgYfUQPKS4HG/K+mKg8F8gvwHJAP53ySjUXgi8IzbiCmEmdrY7Hqi0lFi3ZUJzeFRhO4m0ULb3PFQerS9IxTd7juCtNYMBGCJEPhKr0SrxTS3Pm9pChO+4fSxzzodxzhsc/HsWwF+MsQIAMP6/1x9jOOdbOeetnPPWnJzonmpLUhh8yPXCfGzUGaT+xMKeuF6Y4td5f5BUmJb/lBpHIHotAasZBZx0FwqLjCNB+Q2A0pAIzhiLWRU1T7GMgW9R3+awTRLUeJ/X4X1eFyqzXKK0CHk8iFRcr5/qt5Nz26weuG66IUGxJDMRl05qwJZpTbh/QS+UZSfh4cW97XK9TnDHI9IAvC6Ku0E322ubQ81YzeVoUd+GTcLMkBbUizVYkGImn9APwMHE8CVSv9lu//xY3L8CF46rR7LC8xHUyyY34tll/UzrQ+vy0FaWCQCY1FKELdNcS9sS0UnfC7ZhSH0hBtc6Hnh7ZeUAlHWtxX/FBrSqb8WlqnOsRApUcikSFVLUeFigu3d5ptN9nSGTtwnjvfgLAgePgD7+Pp7qvpENJVnmmdh7BD8S/APs5AzQXBvQ88UK/sblPAdgjnF5DoBn/TxfzNAZviCTSPCq2BNX6KZjSlsZbhL8k9pVwSxb/QFrwCTNRvPOxqlI7NoHyIpOaeRQcRCOH2x/wT72Xe7jyG4g2McDH55Tnp2MSS1F2DihG9aPrcOs3qWY0qMLMi3CbT7WW98/CS5C2TSQ44RRTvdhYbDd/nHdzeEAF+jm4RG9fZtw8DvPQnf1HXhCP8BunwwCDiLVZZgj4Z5gFaDU8vCGY1TVWKstFaUnYFpbMRZ0lFsV2nNHWoI8YIppgeL3pPCGNMUy74u16GEcZLtjditGNTgftJJLDffRfqShpSwbF53cz2r/B+uHeRSpUZadiHNG1jjdX5mbjHvmtUETJhnlcI+/3ihMxM0e9MlSVc6fOS+KvQNpkl/8xg3ZI/P7leH11eYcRkm4P+gw4++bfDOA4YyxHwAMM66DMdbKGLuzsxFj7G0AjwMYyhj7nTE20s/rRgUtJel4+sx+OHloB27VT8RpvUvx5YYRPp1LY3y5W+bgKBQKfMZtpFX7rgDOfM9nmwlr/nbiFAWaK3XTcJCbpZgr1A/gRx68oq2z+5ZhZDfHL9rLhFOt1ve6yVO5VpgKwDqfabF2FQCDjv/wesPD9xuxFGqjU5SDQ74ZHiDGajbhCJLwjN66A7FEuxJfcZJdjWSeF/tApw9eDss+iUHV7G5nI7U28WnJgmf3cmlWEsqz3SsRhpODUuej/4R/PKXv7/X7pG/XLIxpLMBJNgW8k5Uyl6Fpnew4ZzBajbOEznzwwTWhLYURarbopuJU7TpcojsV/TXXYru+BR2a69CovhPXCNNxr973GRlvCGUdtYvGd0NFjqE/ccMpLU5nD+MFv4bGOOcHAAx1sP0jAAst1vv7c51o5ekzDZ2oj3/922U7ERK3kqb/J9ZjoPQLHJOmIU8wqPGUF+Ti7fk2I+SMAdLoLHIVLKIhBvYu/Rg8rh+IPHYQrZLvwjqbYJuMfZcwGuvkDztsmyk9gd06g7TpbfrxaJH8iG6SX/Gq2GZqU1+QCvxsFDkwfhVqmGeQUlVyhHLibLNuhtP6Pm+KTV4noxOho0F9J44hEd2F4Dk6hyUZgP5Xh0IkO/Td0TXBWsr3rYwp8KSST2VuMt44Z1BgjAwSWiHyn5XRCgewdHBXj9rO7FWKLhmuZ2NKs5Lw42WjPb5+drISe48Gv5B5pPCZ2BXLdCvwOzekQbwLw0zsQp33JT9OaS/BgeNafLPbOlR705RGj8tzBDMv6ROxEvO05zrcN6EpvPlYkQDFZoQASxUeR9w79GOX+z8XK7BYdzZWFD2C+1MW4TzdQtzUdSvy+s9FcWaiy2MJ1/xbGBawc43QXOHTcRXqB6CBAvuQga94Be7Ve/7yAgwP0DMGun+BtpZlIC/VuRKPM27XO4/fVlmMKv7Oc/Gc3rpycueM+ULtanwk2r+0pRJmsuksrWs56kBwhCfgNotisP9w7z8PwjOClaMDAAv6B2/W7SNpMz4Sq5Fpk3+2Td8Tc3VrIcqTMNeiU3GgNDQjwiEhEpImYpQ39M1YM9J5cWVL2sszXTo5nciknnXhrjipOy6Z1IDlQxy75JYh8bHCHO15JifHH548ow/WjanD1Sc32e2Te/j5B5v3xTrT4F2SkgbqbImMbynGGd+9EB9d4LhDfZ0wBT3KMjFGcznerNtgt/9vaTb0C1/HC6uG4fqFo/BXZhse0w/BstOmo66E1Lz95SJhrsv9u7nnxfm+58WoUt+Pi3RzPCqW2Ym/szdjGgtw3mj3L9AnTu/rVOrWV15NO9kqF+NbXoLvRHOYRaeO/3axJ7QO4sDfWzsEUm6YztEgsLZ5wqe8EhMt89xsaCwKnoxxrOPLAOYB7jrB+sGFvbB5SqNDqfxA8ZhiMqZqL4bIzPfrEZ6Alca6UCIYdohmoYDlQ2InJ1LuQTgU4RuT+vcI27WntxVjZLd8rB7h2HnqDCmOFbbopjqdtfeGGW3F6FlqDuc8fVBXK2fxuCZ8ObydqLkcVwgzTOsvLo/LACqX0FMtBEgkDNnJxgeJRI7n9b1xpXQxxmguR8mEC9FcnI5veBl+KJiAIZqrcZdgHtHfL81Fj5IMVOWlgDGGq6c14f/Ot4sWJNzw/V9HPW6bZTEDd70wGSdrLvL4WB1kuF8/Eo/oh3hlXzRxre4kAMAa3WK8lzISv/E81KnvBgC8JTZhpPZKAMDnF4/A/H5lDs+RBDWyk5XITVXhgLILNFyGXTwXu8RsLNGuDKi9f3KzyMR2safVPg4JvuWl+ER0PNLZ2IUcHW/Qcv9GE392Vcuixxw0lRdiRnsoSg8wdM0xd5QO8WQcRwJ2nDMIBWnWTpZKHjsjqJEyQh1rTNBc4vFsTihgNsMQj+uDU3w3XNyg90/ddkpLEa6f3owzBllHSkxoKrRyFvWhTLxxwjjtZQAYzhtVi2mtXVAW4XmA4YCeaqGGMSzXrcAPpdPxDS9D/7oi0y6ZVIIuVU342ziq+X3WULDGk6wOT1bKqL6CD/yj1bttY/noVxpHNk9AhR94keMDfOQhozrZ7zwbQzRXe3zc46f3cblfaqOsMrohH6e0l6AiwA8+wZjD8rh+kGnbCQcyzGkJcqey5n/CPEq2I3c2GjV34Wtehv7aG/CeWG/Vdg/3rRL8h6KhBlGnpPuvYi7W6JbYtbt7QQdO0m7Ac/o+0EKOF5YHq0JL7GM5a+etktMulZuO4IQbAGl4FNf2wJCXU5KZGNMKRoF+VsQ7n4sVOF+3AF9wz3JzQsGTZ/RBWqL1b1Pn5wBFLDKxpQilWZH9e9gqjDWJFp0xqCuunGofXkeQoxM2Lp3UgM8vGoGcFPOUcYpKjvvnt+NTXolPxa6oXv4UqsafE0Yr44v9CeUozUpES0k6vrvUPKt2CCmoN85YeIqtLPVeno71unmoUt+P84VFuF8YjtuFcfiZu08UvPEUg4xoZ40NZzy7rB8G1xhiknduHotbZ/XEpimNuHpaExoKfVePs63gfRTeSeIq5a4fM4IIh2FtW4UxAIC1usVYoV3q1TXf1jdgmXYFatT34mH9EKzVLcDFwhwroYE+FYbOa1VeMjgkWKFbDhESU20JwnvW6hYBADRcjj+UnqToGxQHAaAwKzQKh77wB8/GvH5lkEgYFDIJ3o/RWXVl/xXhNiGmOEm7AQ/pI+tesQzF6kQG9wOB0cJp2rXhNiFkXCVMD7cJUUF4CxLEMRmJCit5yFdWDjBJj/YaMgWTtzdgZ5hsiyVe07dAdJAt8A9XIJFpwY2+/lTNRRCy2vDM/N6QSR20d1M48n3RejTa1hl4W2zEg/rhpvWLhHlube+ozMY7P+5Hu4uCb5Y0FKWhS4a9OEWPkgy8sML3uF3bAWxPVMkqcswjYTPbS3Dly9/ZtemMdU60SZ7sPP91wlQ8qB+G33guOCS4ATd7bPNy3XIcgjnf4xGbzsYLyzuglEnw1Cd/eHxOwj0viH1wE27EQ/oheCZ5CcYdfNntMYOHj4f+RBakRT2BXVeGwErfsMzXitlZ9VLXs8aE93QrTMXXu70rrEz4ztti93CbAMCg6xHsyV8ddeE9gmZ0QoxKLsWLKzrsNPBr8lNM24IpQxhvLBVWYqnuLNP63L5lxiXrD1kHGTiTICNJgRSVZyE3p2rXYY1uMUZqNmO61jqPJxBFDQdW2yvGRMu9cenEBtNypwDCmEZD3Z5fxVwcTOuGOcbvIsEmx+E4VLhCNwMnoMCvPN/kjJ7gCtwj2JfgWqJdhWmaC43LhvwewY0z1lCUhqq8FI9EHCZoLnHbhrAnMcHsdOtyG522U8qkkI7eDHQ/GS0V5hydz5MjJ6k2US7FmEb7/KF5Wu+laon4QYAs7EUx44lF2rPDbYIJ+t4jB3J0wkC3QkpwDhVqLrcKi9owoRuK0hNwBNYzH8c8DMe6UxiNC3SG2Zh3xUY8rh+E77g5Obpv1yyHx53g3imKdVRmozLXXjXm/vntAAyjhJ0kKwM7quPNA9pZ276V9mp1M9oMn9NY7eV4JH2Rq7PiVv0E3D2vl9XWQZotVuoyH4g1WKQ9G6+IbfiEV2GJdiV+yh6CJvVWHIN/susn9TDnZX3BK/w6VzxSb/OMk0+/z6PjZFNNdaahqzcnFP82znEdp1CRpJTZiQ7Uqu9B/zGnOjmCiAbGaC4P+jU6c7qo4xtcLtbNwTYbsRlPufKkRqSoomt2ZK6TujmEPeToRCAk8Rl8FNCZlivUD+AnB4IDr64aYDer8ifPhApap+d9aFFvTGwuxEGLsKmztGfiRmGyV/Y9sLAXUhPsZ5Y6qgz23D+/HTs3j8WDC3th1fBqr87tjioHDlY/9fV223JTlLh0UgPkxlC/0Q35Hp3/GBLx5zH3MeH9ulo7S38h00oGdZr2YmwTWwEYRk5fEdvxwvKOgMiKXjOt2WItvnsoIg/A35/lYTJ2ci52SYutNj0qDIKiKnQqhmsc1C9x1ElVQ0k1K6KU9/R1WKU9A/sSK4OaiH/GwK44c1BX/HftkIhWtCvPieyke094QD8Mrp7V21YNwJNnmOu8rR1lmM1XyCSY1laCnGTvJbbHdS/ABWPrvD4OAPR+Plf3cfNgUrub/N14J3J/eXHM9NZi3DG7NdxmxAxJNsnl6Yly7Ld4SDirY1Odl4J0G3WaQ0jGt7wEf3DHMzcAcOagSjyhH4hBmmvwhL4/XhJ74y8LlTFnnaNMo6y1rcPg6gXZrzLbKl8gEC/TFUOrsE1vXfNhH9JNy52OXkeV4dqd17x1luejaSoHAgU3z3RcZ2KsTcjQj2IhfhB9V8K7ampkxHBHC8fc5Kc54rDCM6fXEUpuKF7ImWGEddolzyA/LXQ5MaMbC7Bz81irbUnisZBdnwgyGw7jFN2FeFrsj22rBwf1UueNrsWohgIUpnsn4BJqbjolfDV+AoW73NGC9AT0KDG/x04f5L8SXm6qCqf1KfXpWCnzT5r6ax68osmxBjk6EUhGkgLD66kYaKCQ2CS2XDPNewnGMY35GKy5Bs/o++FdsRH9NDc6bZufpoIOMuzkBThHd4ZdwuDX/7KvpN6vMgv3zG3Diys6cMup1i+dzCQFPr3QLGQwrbXYaR7RogHluG2Wfy+tcd1dK8F1Kso5KqLuqkNqqTDoDXMtavFU5SZjvm4N5uu8UyPszAMqSFPh5NZiN62JTp7R98VxL1X22tQ344Pckz1uLyisw9x0Rgfnz9wOnKZd61SiPJQoFd5JZRORza2n9sB764YEvIByJ993XwOc/W1Qzk14xobx1mUKkpUyMMYcDrIBQEG6yum+SONOi1qLAOzkwglrouNbJQgf2TihGzaM72a1rTY/Fa+IbXhD77nDc8upPfELL4DggcpJWoIcK4d5Vi29c8r57rltaCpOR7fCNFPHrjY/BWuNyfIZFkVMr5za3U7MopOCtASManBRdNFLqtWG3Aqtxd/dad++o4aR93SLELszBjoeJfvp8jGoK/BfPjgnRYm/FUXYxR0PBChlEqyzERhQyCR4dlk/n66XGaSOULTwi1iAJKg9bp+drMA+ZEBkMizs79mIo5Bj3SH5sWEVnss9HYd00ohRUCofMt/h9gioF0h4wfGBFwMwzNoVpAVvlqW0az2Q6r50AOEbT+vNz/PvxC7YojvJrs3cfo6fP5W5ySjNMuRw5qQoUWgcnLtqahOeWWo4r7P3qyNkktB3oy8VTsPiARVYPaIaq4dX42Ibp46wJrqyrwjCS2Yblb02vvANDp8w5+VcI3g+4uyKXuWZ+Hr3ERzTCO4b21CZm4z7F7Sj9kLHErxJShlOd+I4BJsEGJwYLeSoy0nGt38eNe3rKFEBu83hZzKLcLkhtbk4eNw+h0nqgVycIIpO9z27tB8m3vyu23MwxrBkYFds+s//TNtOaStGdV4KzhlZjfxUzzs3L63oj+LMBNz0xo8eHxNNaLkUCuY4V2qWdh2SoMaHYg1myba5PM91whSslD1ltW3/MQ2G1nk2K92z1Log7MDJiwEAO77b69HxoSCh2b4jBTgOwSQig31pjcg5/KXVtqTG8QG9xq85g1C6bwcA4DhXIokZnptKyrMNGjcKk3CNMA2TpYb3wUitd5L0t5/WCtE4QnHfvHZTOYnC9AQUIgG3zerhlWCUJ++2YNCjJAOjPMyLjXfo10jEKQwA8ztEcOPEBnQ4UBjzFKVMgs1TGqGIsETVv2Gefdlqky92KLsHNulmoN7BDE1xZiJW+iiOkOZAfAEwSGo3FRtiq/caZ5E8YVprF6v1ZYOrMLVnF7t2zird1xemeiw1Ho3sEJtxSfJ6h/veERvxithmdR8441ZhAp7V97Xa5s2IqLOOwqCaXHx3qX2YZ6SQqJCiKjfFfUMiLGQseQGH0q1n85Fi3zFk8G1a7neejePDrsBXzDB7f6hTBCW7ynPxDcIrHhUG4j5jiYEW9W2msgKuaC5OtwrnLkpPQHGmYUanvjAV1XnWv+FRDQWm/URsEFm9K4KIMBzloTQUOe78/XT5GJfnykyyD4NijGFGe0lE5CFYYlmHxvKhr+VS7Envgdv1E3DWsMCqvTnq8N5+Wk9072JOIHU2UtpZfNSS2X3KPLpuTooSL67oMK0nKuJDSWutbhEyekzGr2Kuadshbq++9F+xwW6bJRoosIcbQjBdFbf9k+U63ecMpSxyv4tvNo5CQxGVCggmosy1CMUvM9/BV+Oet9+RXQ1ZYjrSV/4Xn/a9Cd8OuQfYcBhQ2jumMuZ8JtkVHZobIE0rwhFmuAeETvW2ZR8B+c7rRkUioirdfaMI4DxhCfbD8HkfRCo+4NaKZwMc1J67a05rQMO5w41tfg7hHnJ0iLigV3kmWoq9f5g7Gusb3VDgUILZ2ch0VW4y7pnXhssnR9fLzxF36MdCkBrCvzr/3qL0BDtlO2/IMsp6NhSm2dUhGtkt3yMlub5dfZ9VAwy1rR4/vQ++3TgqqLH7oeR90Xkx1F7qm0yzNd9ws2rQBt0c/FsYZtX2JmGSx9fcYiXL7Z4vuy72qj0RX1j+8tXJhjpcj0kMA0rqrqNQXtWAhtYBGGtbD6fpFNNiy4jTUDdgCpySZN85dsfLYjveOGcQqvOS8Vy2IX9rq34cbhPGeX2uiMCBAxht9CrPxLkja1Cdl2yK1HhxRYfp/RLtzNWeizL1Q7hUOA0Ahc16A31SRFxw3Yxm3L+g3bQuM3bS3XXQ023CqZYNrsTSwZXYdvZAj6/9yOLeGFxjP5otC1Nsry885yKZ/+ppTXh6qW/J/gAwq3cJdpwzCBlJCpw7ynnnPNi0lWUiIYZmc45xg8PmqE7IX8g0zb6cq1uCNvXNOLbuAJ4RO3ChYJ14b+vsv6p3LiNuW1TTGfulhs7lt+VzPGpPxCmCWQjjaFEHvhJLca18IQBAO/wKU4Gjr3kZ3sm0yKPqf7bn1/k5F+QAACAASURBVBh7DX6oX+aVWRcozkV5dhIYY1g8sg0AMGz2OnQ5+SqvzhNNPKnvjweF4Naz+lCsxh2COTLibX0D5mrPxQ59EwTuvrvaUJSGV1cNNJXniOXi7P6EzMcb5OgQcUGiQuYw32LNqFo8sKCXx+exlar2hubidMwzSiVfcVJ3XDgucpVS8mykoC3Dx46qdVb7itIT7OKcnXHuKPtijEqZFGXZnhesW9S/wuO28cz3vAua1be7bXcUidiHDKf7T+vtXZ2IU3uVYEKTWXHqqAN56l29NwIAtLLoH0kmgkiaWQo+s/tIPN3+CBb2rwAvbEFqhrmjV1eQAtmAVUDDVOD8Pd5do34i0nvN8uqQ208z5y1W5Bhm9wfX5GJcU+wqra3WnYH1wsKgnf9JfX+crN2AG4QpmKz5F3aKefhArMUOsRnn6hZjrPZy9yeJIbbrW3CUm0M3f+fWjo0swvJ6IxlSXSPimqL0BBQZi7mlOkiGH1KXiwMWKmIawV6lqrkkHd/+ecTttfLTVLjYKHU9vS2ya7mkiYec7vNHUvfMQZW48uXvnO4vz0rCxOZCPPvZbqdtzhpWhUE1OZh2+3vQCCLyU0NXTDKa4GA4hBTs5HmoYs4/T2d8ftEI7DlyArK/fwQ+9fy4y7wI0RxU433YEBFHjLsO+OcA8PRiSEXBPDjUscOq2X/OGmBYaL4rJGZZKQW6ySOKF74Xi1At+cPn438z5goeRSI+5VUYqb0CGhjeyXuRgb3c+WBMrLGbZ2KNbglqJbvwsOIyPCgMxY/cXkiH8AxyCQkCwKOLe+OSifZJ14Nrck0FPFcPr8asXtaj2wlyKZYMqMC2Vc5D2cIlP+kPR6WGGRxbfX4pfEvc9ZS0RDk2TXHfUW4qTkf/KkMn+b119uEU47sXoDiDlHMAYJFutU/HpSXKUZufCm1aYGbQ5DDMBH6RYA4h7ULfEeGKqmFA03SgYlBQE/xFpR81vhIzgQv2Bc6YCGO7vsWjdhuEOdgl+j5wsRfWObQaKGBQR40/7hTG4iBS8Z7YDVM0G7BFmBpuk6IacnSIuMRW/rZXRZbb8KnlQ6usFMg+WD8UJVmJYIw5ldPdfvbAoFXfDiZPZizAKdr1mGdTdE0NBTS64Do73uJIse7GmT0CVi16SktRQM7jCf/wwCTO3iuMwNHyUbhyanfs5AX4XjT8DV+JpeitvtG7kzHzvX2fMNyrQ78Uy/AFDOp8RyWGePn8hoE4nlKBT0WS4CUc841oEy45+1kgxz7sNVAIKudqgR4hi75nvCWu6v6cp1uMGvW9QbfhMf2goF8jWrhbPxqDjbPdn/BqHEDs5hqFAnJ0iLikJAA6+bkp7kMWKh2os0UDB2W5eE/sZrf9d57jMHzPW/7ROD9HokKG++a3e1WLJZhsme6dklg4+Ug0OBUbhLnYm9KAaa3FkEsZRmqvAABsEmbiT2QhL1WJunzv82MOIQUqWBeEzXDhUM7WrsW5WAkA+EdiGEhIHrgMRZWN2FR4s9fXDyW+1lch/KcsK7QzfbaiM/FGktJ5FgMHM86uBI8LdPOgh+dCMP7Wv4sGRnZzXAy0IsfzfFbCQGT0JAgixERa3ZpooI/6Rjyt70Cdg0Kh3tJZjdoZAx3UQyC8o7MekE7PwY2P+r+54bt7+awBWDemzqmz/m8LhUJbTiitk2JHNzqvUXEQqTiKJKMdxplAJkV5dhIeO72PZ39ImHirYD7e0ruuIUQEh1DXsnLV0bdlH/f/+RftdM4QWzLaScfcEx7QezdTfNPMFgyri31nx5Z75rVheF0e+leR4po3kKNDEIRH7EEW9JCipSQdP7spjuqK++a14aqpTV4fN6VHEab2jJ+ETMvwnW36Hi5amrF0Hw+fMOTEJBs7cXOKnse3xpo5GUkKqORSnNSzC3JS7MPlOvOfbNnH05DhYyimJMoGF37UZeIJCqcJD6rIDNVpUm/FWM2mcJsRFCZqNnrc9ltur8TYUpKOp0Xfywx4g1ImhdKmjkw05sI6or/mWqv1Jov6f4NrcrF2dC3um+d8IIqwhxwdgiC8xh+Z7YE1uagv9H5UdMu0Zqucoa45SSEf+Q02J6CAnlt/tpfrTsFm4RQnRxj4RTSMbnIHHcTOwnKZqalYNazaap9UwpDrwNFxxqP6wR63jXYUJN8aPrq0AhWRd68dRjL2upBij2Z+8ELV61l9X7Sqb7XbvkWYhjL1Q4E0CwCQqnI945akkGL1iODlcIWSXdx6puqCsXVW64wxv96/8QjJSxMEYYfaRR4OixAlnLNHVGNhlNfUuVcYgbmyV03rK3VLoYQWdyq2mLZt1Y8HwHGhbi4ukd/r8DxSqRTX6ybjq8wJuGLPL1b7+lVmm+S65TLfv7sjPBE6P14ZWckK4LDPhxPxwtnfAonZEZngP79fmWmmNJ4RIcF+pOEwT0Qa+8fn8+zjaXjYxeBJokKKNSNq0KcyC899thu37PjJFDp9Wu9SdM1Owg2v/4hpbcXWkt8xQGVuMrZMa0JbmUEoQ+4m3JtwDg1ZEXFJRU6SyyRqf+ldkRXVNUKc5W50zUlCdV5kCCwoZVKHYVeWdFRlo18EV5DeIMy1Wn9b7I7tYiuuEybjMytVMobt+p4uzsRwrXAy9knz8CGvtdrjaZhgkkKKsS7ybVzxP7EE+93kLuQkB0ZRLpTs4X6qcRHek1oYkU4OAFw0vhuumRY94iTBhvs56NWhuR5bhGkAgDtmt9rtP29ULeZ1lKM2P9UkIPS4Mbevd0UWzo6RWRxHyKQSTOlhnmVzFk5MuMcvR4cxlskY28YY+8H4v51LzRhrZoy9xxj7mjH2BWNsuj/XJIhAcNmkBjy/vCNo5+9dkYV7YzCOdkxjQVRVZH5gQS+M8CNJNpScp1tkWr5OOBkHYe1Q/okMPCoMMjkU74vWDo0tneGB7tTrZrSX4JT2YjDGMLQu12XbMwc5loR+RuxAu+YWl8dyvUGtTamKnto5H/JaVKrvD7cZccHXcnuVRyIy8XUAYJ1ugdN9w+vzIJcyJCmkaOpiCMGd0FRo2i83vneSvRCOiDYeEgw14QbX5KA4I8Fq39y+ZWGwKDbwt8eyFsBrnPMqAK8Z1235B8Bsznk3AKMAXMcYS3fQjiBCRnqigooVEhHDVmEsHtUPxkcXDHPahkOC84TFaNUYYuNFbnh8C1yC48z6Xl45rApLBngW1nda71JsmtIdANCnaxbOcOLMuEN08zpRVxoELKTS6MirmtevDFW5yRAowjskeCMvTISeFKODUaZ+EN/xEq+T/9foFuNh/VCIFjmItqGw/zmrP948dzCeXWY/CDm6MR/3z4+9wUNLzhcWAgDumdeOLJsZcF9FYAj/HZ2JAO4zLt8HYJJtA87595zzH4zLuwHsBUBzcARBxD2bpzTiYt1sPKQ3jORlW7zcLLsRFVbFbA17XhB74wztWZiq3YCLledanXflsGorCfW0BDmqPAg5LEhLwHmjXM8U2eIqJK13RRYGGKXCT9Sd7NV5w01DURpWDa9235AICL/Vn4778xyNlRLh5IZTmrFpcqPFFsNz5et/jXR53Av63lbru7hhtrhFczuq1fehTP2Q3eBIZW6K1TPQkkSFzPQssaUwLcHh9mjiC7HcfSPCJ/x1dPI453uMy38CcClszhhrB6AA8JOf1yUIgoh6ZrSX4D79KOzk5tyYBR2GF96b+iZ8JFYBAF5dNQDtZeZwkXGaS/G4fiB0NePxGa/EXonrsaN31w7B6QN8m6npxFkBzSUDKzDCSQG/e+e1YYsxp0GhiozcLm+QR1GYZrTTvbkNs89YF24z4hbByYxadV4KTulVYrddJbdvX5BmyO0sUz+IHyxq7XwoVuP/xHoABuU6LQKXH/t/64ZiDoV1ES5w+xRnjG1njH3l4N9Ey3accw44LyXNGCsA8G8A8zjnopM2ixljHzHGPtq3b5+XfwpBEET0c+G4egyuycEHqMNU7b9w1dTukEkluOnUFlObr3gFtJCjT1fPhBaSlTK/JEn/4Fn4iTsWKkhUyFCR49iJUcmlphyhjKwcHFsbXc/12vwUp04cQcQSvjgflk8UPSQmQYHmYut07b94BuodFJr+4Pyh2HHOIK+va0l+msptHmIsEGVlyCIKt8HHnHOnQeOMsb8YYwWc8z1GR2avk3apAF4EsJ5z/n8urrUVwFYAaG1tdeo0EQRBxBp3zTGrDt0zrx2b/vMtbn/zZ5zcWuyw/caJ3dCrPMura3QrTENZlve5aVM1G3ACCsy02V6tvg/fe3GeZFV0xZkXZyZiqwM1KCIOya0PtwURR2cnbb72HExN6Y4xRfZ1vMZpLsVenoE53QvwzZ4jVvsykxTITZVg5+axIbA2snldbHG67565bSZZbcJ7/HWDnwMwx7g8B8Cztg0YYwoATwO4n3P+hJ/XIwiCCDn7LKSTPzaGkwWavFRrSe+Dx7VW61lJShSmmdswADX5KVZt3I1sDqzOwY413hdi3IMsHEKK3fZAhqAQRESz5K1wWxAxjGk0KFmms+MAgNfFHoDUPIiRqJBCDcP6V7zCqsjqpZMa0FJi0KOKJgXPYPOivjfGNxXiBQdqsINrc70WfyDM+CsnsxnAY4yxBQB+BTANABhjrQBO55wvNG4bACCLMTbXeNxczvlnfl6bIIggMb2tGPmpjmvpRCJl2YnoXRGamifOYtkDzZKBXdFcbBaolEoYZrSXYMs253MoF46tx66Dx0NhHkEElIjvx0nj26lPUclwQqeHIJqDbfRgkDrIWFg1vBoLbhuCr3iZ3b5ZvUvx64Hj+PS3Q8E0Nyq5YGyd3YAX4T9+OTqc8wMAhjrY/hGAhcblBwA84M91CIIILb0rstC7wj4sKispMkOPCtIS8MjiPkE7P7OIRj/B/S98eZ8wHF/xclzlok3XnGR0tcl9+dtmlgcAxnUvQGVuMlYOMyiENXaxDx8hiEjiZzEfFZI/AQCHkIx0HENRegQpZ024CXhuWbitCDvfiV2Qn2CYzb5xZgtOaPWYddcHLo/ZelpP9CzJQEFePt79K8llW1fIpcyh4EGs0qcik5ycIEHzhgRBeMSOcwY5VN+JNw7A/1hpDRR4XD/I6+OaitOQl2rtaN00s4fJyQkmq4ZVY3JLkfuGBOGGE0r7QRQWSdnWPU4LtwVh53phMqbgGqSlGZ53PUsz0VGVg3NGVGN+P+dSyCO65UMiYSZhAkckK93Pjv1w2RgkKOLD0dmub8GI3s5zdAj/oEpoBEF4RFm276Nz0c73vBjZ7DAAQwIt1L6f61FhILbre/h07OSWLpjYVISb3/gRQ+pCqwZ21jBDbpLr8VyCiD2OSNICMLwRXXwtlkEitXc+lw3xLEexJCsR985rw6UvfAvGAKVF/uC8jjJ0VHmmGBkPLNStwZOp3gnLEJ5Djg5BEIQbVovL8Thbjy5sv9/nOk9Y4tfxEgnD8qHBEUTwhg9FKqZJxAc/yyvRHG4jwkC3Iv/cu0E1uRhYnQOdnuOETo+qPIOgSapKjp6lGW6Ojj2e1vfDZOm74TYj7iBHhyAIwg1/Iw27eRa6sP1QcjXW6BbjKvnWcJsVVhZpV2NVCELmiDhBEd4Z4yt10/BD/hj8snsvtofVkshg0YAKVHS4nnl+mQ2AVhBctmGMQSFjUMgkGFjturBxrCNw56F4iXESphcOKEeHIAjCCw5L0t03suAbsdTl/ttm+RbGFm4OIcUUzkYQluyUV3p3wIbDQEJ4R/hv0U/CfmkufuRdAABinHeP0hMUyEp2LbxyqWw5ztadgcUDKuJyhsYbvuLl2C72xEv6drt9760bgtp8e/l+IjDE9y+ZIAjCQxKhAeB9B4jDkNhry2m9DQ7QqIYCv20LB521NAjCFo0kghTUvGBGWzEuGFsHAPi4eG54jQkxvcq9l+fnTAIOCc4fQ7LIrjhFux4XKdbgFbENZ+pWWu3rrt6KgrSEyBLjiDHI0SEIgvCAvdwwk+NL4bZvHczqnNzaxW+bwsktp/YMtwkEEVDKs5OxsH9FuM0IC48uCZ48f7zzntgNqYX2s99LtStwBMkOjiACCTk6BEEQXvBD1hDMLnYvSvCtaJDiPsTdv8ium96MGgpdIIiwsXxIJWoL6DdIBJZtRoXNzEQFSrMSrfZ9yZ3LdBOBgxwdgiAIL/gpsRmFR79w2+5h/WB8LxZhvTAfX3PXeTqTWoogl0bH4/jj1CF4UBhitc1SOpYglMJRl/slERims3pEDVJVjuu7aAUxxNYQ0cRL+jZouGNtr9N1q0zLtnd9Z5QAEVzo7UQQBBEgPhfNI3T360dihPYq7OQF2MXzsF0fGwXh/pfcC+uFhVbb5vQtw73z2sJkERFpcLsunTWlWdFVk6si0Y/CWVFKjkIXbhOihjN1q3AQjmcD9bBXU/tWLMFluplQw7XYAxEYyNEhCIIIEKdrzwYArBBWor7AdQ2KaJnByUxSeNRmUE1uCKwhgs2DwlAAwG+ivRTw1/KGgFwjURVdHby01PgLaUvv2hpuE6KKfHbQ47ajtZtwh35cEK0hLImONy1BEEQUsAeG6tZ65vrROrA6J2rkRPPTVNi5eaxpXaOjMJ5YZr2wIPgXKekDzH0p+NcJECc61oXbhNCTWxduC6KKO4QxLvfnpVmq0kVe6GYsQ44OQRCEB/xX7IbPRYMik0x0HsryvliLnq19YJuG8L+kNnwoGgps1hemRq2caE5KdI3GE97zir4nvk60r/fhKW6VCROzgLJ+AACd3PXMZyQg5DeH2wQiwjnKrYUGtBbFQV9fPRDLBlci10KCe/kQL2tNET5Djg5BEIQbZFKGO/VjMUm7EQDwR7rzfJTp2ovQ1NyGlcOqsXZ0rWn7u5kn4WTtxUG3lSD8ZYluNT5R+h66lK5wMet3+rtAj9kAAPW815G66HmfrxNMst0UyyQIS7oVWjvsCqYHAJw9rAoVOclIUspw9dQmPLfM4ODnUt2hkEGODkEQhBs2TekOAODGR6YgNRdE7Jyl6eTzi0agR0k6htfn4fSBXQEA7WWZSFLKQCELRLTQu7rI52M1yiy7bb9LjXWj8hsAueH3oyrtCWVuZI5sl3fvBzGtJNxmhIUNutPCbULUoZRbd6cP8BSM0VyOFcPM74eSrER072KttOZLXTbCO8jRIQiCcMOEpkL0KDG/oA79Y1YkOlNrXek6LVFuFZZ215xW/GtiN9O6XMpQnh1dqlNE/JCeIEd1XjIUlQOwTR/HRWHrxkN9xocAAM55mI0JLffqR4fbhKhHhATf8DK37a6fQWGRwcax8DdBEAThlP3HNKbliyc3A/9x3nZoXZ7V+pcbRlLdGSJieWBhLyhlEpRnJ+HLRU8Cd5eF26Swkagw1NUR48vP8ZhklQw4Em4rIpPfub1qoSNGdssPsiUEOToEQRBeUJqVhLz9KmC/Yb2tzD5MxxEZiYZOk0puX1eBICKFhqI003JLSQYw7F/Adu9yy3Sy2JqxVMlpYMIRW6Y14dA/2nCbERHobbzhW4QJYbKEsIV+vQRBEF6wdLDznILPLhrudN+5o2rx9Jl9g2ESQQSP6lFeH7I7fwiw9IMgGBNimAQoakVKUnK4LYlIundJx4Bqqp8FAPsyelitayAPkyWELeToEARBeIHCRdhZeqLz4po5KUrDCDlBRBO5te7b2CAyOZBTEwRjQgxjwKLXACl1WgnXHFEVAgBWaJcBAFQJrmc1E+VS3DarZ9QUjo5m6BMmCILwgCySmyXilDb1zT4fu59lBtASIpj8zrPDbULUkpNsGORKaz8FYzSX4+eEBiQqnIcpMwaMaqD8nFBAjg5BEIQH/GtCNzy7tJ/Vtjnac8NkDUGEjpsWkwoXQTjjm40j0avC4CReMqkB3/AypCaq8M1G78M+icBDYgQEQRAeUJiegMJ0Q/2PJJUhlOVNkaRBidinV4VnghudUDgOEU8kKmQ4bFMOp0tGYniMIeygpxFBEISX1E1cjfN0C8NtBkFEJA1Fqe4bEUSMMrgmBzPaisNtBmGEZnQIgiC8RJnTFdtVo4DjJK1KELY4mtGRSyWAPgzGEB4jZcx9I8IhXGbO4bxnXnsYLSFsoRkdgiAIwmMG1eRgmE0RVCL2eVnfin1SD6SEe58JlJpz2eQphsKJWcnOFQmJyID8HN8Rk/LQQ31buM0gHEAzOgRBED4glcRnr2BoXR6GkqMTd5yuOxvXio84b7DiU0BzDCjobt42/1Uky1TA1gHg+U2AXhN8QwkiTPwNz0M2JeRVhgy/HB3GWCaARwGUAdgJYBrn/KBNm1IAT8MweyQHcCPnnNxegiCimo0TG3DoHy24Mg0/iQXoKtkTbpMIImikJciRkSQHnEVrZlbYbyvpBWhPAAC0QzZAnpQSPAOJgLFxQrdwmxDTXD+jGYNrqdBqqPA3dG0tgNc451UAXjOu27IHQB/OeTOAXgDWMsYK/bwuQRBEWBnVkI8Z7SUAY3he7BNucwgiqHx+8QjkpvheS4pLFUACFcyNBmb3LQu3CTHNxOYipKqoCG2o8NfRmQjgPuPyfQAm2TbgnGs5553z1coAXJMgCCKioCAEIh6ozrefkflN7mAmh4hK9rNMqDl1wInYwt8cnTzOeWe8xp8AHAZuM8aKAbwIoBLAGs75bj+vSxAEETGInFwdIvaRMRqnjGU2Kc/C4UN/44VwG0IQAcSto8MY2w4g38Gu9ZYrnHPOGOOOzsE53wWguzFk7RnG2BOc878cXGsxgMUAUFJS4oH5BEEQ4UXPOY4hIdxmEETwyawAmATgomnTflkeSmZsCaNRRKD4Q1KInTw93GYQREBxOzzDOR/GOW9w8O9ZAH8xxgoAwPj/Xjfn2g3gKwD9nezfyjlv5Zy35uTkeP/XEARBhJjCNBVq8ijJmogD2hYA5/5ss5EBXQeHxRyCIAh3+DsP/RyAOcblOQCetW3AGOvCGEswLmcA6ADwnZ/XJQiCiAgYY1AWNWAvTwu3KQQRXCRSEhQgCCKq8NfR2QxgOGPsBwDDjOtgjLUyxu40tqkD8D5j7HMAbwK4mnP+pZ/XJQiCiBh+z+yNds0t4TaDIAiCCANUFydy8UuMgHN+AMBQB9s/ArDQuLwNQHfbNgRBELEFvegIgiDikYI0FZ48g8oMRCIkoUIQBEEQhE9kJ7uprSNVGP6XkGwxEbswxtCzNDPcZhAOIEeHIAiCIAifKElxKLZqQiKR4JYBHyExhTqBBEGEHn/r6BAEQRAEEY8U9gAaT3bZhDGGM4dUhcgggiAIa8jRIQiC8JMuGVRHh4hDFr8RbgsIgiBcQo4OQRCEn0xoKsSQ2txwm0EQBEEQhAWUo0MQBOEnjDGkqCjZmiAIgiAiCXJ0CIIgCILwio8S+oXbBIIgCLeQo0MQBEEQBBHn5KaqIJNQPTAitqAcHYIgCIIgiDjn6qlNOKLWhdsMgggo5OgQBEEQBEHEOSVZieE2gSACDoWuEQRBEAThFYI8NdwmEARBuIVmdAiCIAiC8Jj/jXkMFUW14Tbj/9u511DL6jqM49+nccLIS+BMNTnqSIyXslKcJlQIs4umMloMpaSQSC+KwjLKMqip6EUZIWRaVqJlJaYiJl6QGrqZ5m10UlNE08YMtYwaLHX014u9zOl45pw1umevs9Z8P3BgX9aB5zzsvf/nt9dFkmbloCNJklrba/mhXUeQpFY8dE2SJEnS4DjoSJIkSRocBx1JkiRJg+OgI0mSJGlwHHQkSZIkDY6DjiRJkqTBcdCRJEmSNDgOOpIkSZIGx0FHkiRJ0uA46EiSJEkanFRV1xmmleQR4P6uc2xkAfBo1yEGxk7Hz063DHsdPzsdPzsdPzvdMux1/Lb2TnerqoVTH5yzg85ck+TGqlrWdY4hsdPxs9Mtw17Hz07Hz07Hz063DHsdPzudnoeuSZIkSRocBx1JkiRJg+Og097ZXQcYIDsdPzvdMux1/Ox0/Ox0/Ox0y7DX8bPTaXiOjiRJkqTBcY+OJEmSpMFx0JlFksOS3JXkniSf6TpPH7XpMMn7ktyR5PYkP550xr5Jck6Sh5P8YRPPfyDJbUnWJrk2yZsmnbFvWnS6Y5KfJbm1eZ2eMOmMfZNklySrN3pvnzTDtm9OsiHJyklmHIIk2yb5/UavzS92nalP2vbnOrX5ksxLckuSy6d57uSmz9uS/DzJbl1k7JtZOt21+cy9pen18C4yziUeujaDJPOAu4F3AuuAG4Bjq+qOToP1SJsOkywFLgQOqarHkryyqh7uJHBPJHkrsB74QVXtM83zBwJ3Nn2+G1hVVW+ZdM4+adHpqcCOVXVKkoXAXcCrq+rJCUftjSSLgEVVdXOS7YGbgKOnfoY2nxPXAP8Bzqmqiyaftr+SBHh5Va1PMh/4DXBSVV3XcbReaNOf69QLk+RkYBmwQ1UdOeW5twHXV9XjST4MHFxV7+8iZ5/M0unZwC1VdVaS1wFXVNWSDmLOGe7Rmdly4J6qurf5Z+YC4KiOM/VNmw4/BHyrqh4DcPGYXVX9Cvj7DM9f+2yfwHXA4okE67HZOgUK2L75p2i7ZtsNk8jWV1X1UFXd3Nz+F3AnsPM0m34MuBjwvf8C1Mj65u785sdvMVtq2Z/r1GZKshg4AvjedM9X1eqqery56zrVwmydMnrd7tDc3hH4yyRyzWUOOjPbGfjzRvfXMf0irU1r0+EewB5JfpvkuiSHTSzd1uFE4MquQwzAGcDejBaOtYy+8X2m20j9kWQJsB9w/ZTHdwbeA5w1+VTD0RzOsobRsHhNVV0/2+/oOS36c53afKcDnwbafE66TrUzW6ergOOSrAOuYPQl0lbNQUdzwTbAUuBg4Fjgu0le0WmigWgODTgROKXrLANwKLAGeA2wL3BGkh1m/hUBJNmO0R6bj1fVP6c8fTpwikPji1NVT1fVvoy+FV+e5HmHX2rTWvTnOrUZkhwJPFxVR3jiJQAAA39JREFUN7XY9jhGh2KdtsWD9VjLTo8Fzq2qxcDhwA+TbNX/62/Vf3wLDwK7bHR/cfOY2mvT4Trgsqp6qqruY3ROz9IJ5RusJG9ktHv7qKr6W9d5BuAE4JLmMJd7gPuAvTrONOc15zxcDPyoqi6ZZpNlwAVJ/gSsBM5McvQEIw5KVf0DWA24x+EFmKE/16nNcxCwonlfXwAckuT8qRsleQfwOWBFVT0x2Yi906bTExmdS0ZV/Q7YFlgwyZBzjYPOzG4AlibZPclLgWOAyzrO1DdtOryU0bdkJFnA6BCBeycZcmiS7ApcAhxfVXd3nWcgHgDeDpDkVcCe+DqdUXM+0/cZXRjjG9NtU1W7V9WS5oTZi4CPVNWlE4zZe0kWPrt3IcnLGF385Y/dpuqPlv25Tm2GqvpsVS1u3tfHAL+oquM23ibJfsB3GA05nvM0izad8v/r1N6MBp1HJhp0jtmm6wBzWVVtSPJR4GpgHqOrAd3ecaxe2VSHSb4E3FhVlzXPvSvJHcDTwKfcAzGzJD9htOguaI7F/QKjE2ipqm8Dnwd2YvTtOMCGqlrWTdp+aNHpl4Fzk6wFwuhwq0c7itsXBwHHA2ub8x8ATgV2hf/1qhdvEXBec/W6lwAXVtXzLj2rTZq2P9ep8ZvS6WmMLuzy02adeqCqVnSZr4+mdPpJRodVfoLRhQk+WFv55ZW9vLQkSZKkwfHQNUmSJEmD46AjSZIkaXAcdCRJkiQNjoOOJEmSpMFx0JEkSZI0OA46kqTOJNkpyZrm569JHmxur09yZtf5JEn95eWlJUlzQpJVwPqq+nrXWSRJ/eceHUnSnJPk4CSXN7dXJTkvya+T3J/kvUm+lmRtkquSzG+22z/JL5PclOTqJIu6/SskSV1y0JEk9cFrgUOAFcD5wOqqegPwb+CIZtj5JrCyqvYHzgG+0lVYSVL3tuk6gCRJLVxZVU8lWQvMA65qHl8LLAH2BPYBrklCs81DHeSUJM0RDjqSpD54AqCqnknyVD13gukzjNayALdX1QFdBZQkzS0euiZJGoK7gIVJDgBIMj/J6zvOJEnqkIOOJKn3qupJYCXw1SS3AmuAA7tNJUnqkpeXliRJkjQ47tGRJEmSNDgOOpIkSZIGx0FHkiRJ0uA46EiSJEkaHAcdSZIkSYPjoCNJkiRpcBx0JEmSJA2Og44kSZKkwfkvRBg9kVAf6dEAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(14, 5))\n",
"librosa.display.waveshow(x, sr=sr)\n",
"librosa.display.waveshow(y, sr=sr);"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" output/stft_f2.wav\n",
" "
],
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Audio(y, rate=sr, name=\"stft_f2\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#for name in pywt.wavelist(kind='discrete'):\n",
"# wl = pywt.Wavelet(name)\n",
"# ys = filter_signal(x, wl, f2)\n",
"# Audio(ys, sr, f\"{name}_f2\")"
]
}
],
"metadata": {
"interpreter": {
"hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
},
"kernelspec": {
"display_name": "Python 3.6.9 64-bit",
"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": "3.6.9"
}
},
"nbformat": 4,
"nbformat_minor": 2
}