From c3d8d14accb8e27296a9b58f3672ed7374f227c1 Mon Sep 17 00:00:00 2001 From: VIMAL KUMAR <90466387+vim12345@users.noreply.github.com> Date: Sat, 12 Oct 2024 07:34:09 +0000 Subject: [PATCH] Initial commit --- notebooks/05_01b.ipynb | 226 ++++++++++- notebooks/05_02b.ipynb | 627 +++++++++++++++++++++++++++++- notebooks/05_03b.ipynb | 416 +++++++++++++++++--- notebooks/05_04b.ipynb | 844 ++++++++++++++++++++++++++++++++++++++++- notebooks/05_05b.ipynb | 321 +++++++++++++++- notebooks/05_06b.ipynb | 403 +++++++++++++++++++- notebooks/05_07b.ipynb | 186 ++++++++- 7 files changed, 2953 insertions(+), 70 deletions(-) diff --git a/notebooks/05_01b.ipynb b/notebooks/05_01b.ipynb index 3a9750d..751ab8e 100644 --- a/notebooks/05_01b.ipynb +++ b/notebooks/05_01b.ipynb @@ -7,6 +7,13 @@ "## Using NumPy to perform arithmetic operations on data" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": 1, @@ -17,6 +24,15 @@ "from numpy.random import randn" ] }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "np.set_printoptions(precision=2)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -25,6 +41,56 @@ "### Creating arrays using a list" ] }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 2, 3, 4, 5, 6])" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a = np.array([1,2,3,4,5,6])\n", + "a" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[10, 20, 30],\n", + " [40, 50, 60]])" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "b = np.array([[10,20,30],[40,50,60]])\n", + "b" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -32,6 +98,150 @@ "### Creating arrays via assignment" ] }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([31.32, 20.96, 10.04, 6.69, 14.8 , 4.23])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.random.seed(25)\n", + "c = 36*np.random.rand(6)\n", + "c" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,\n", + " 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34])" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d=np.arange(1,35)\n", + "d" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([10, 20, 30, 40, 50, 60])" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a*10" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([32.32, 22.96, 13.04, 10.69, 19.8 , 10.23])" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c+a" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([30.32, 18.96, 7.04, 2.69, 9.8 , -1.77])" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c-a" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([31.32, 41.92, 30.11, 26.77, 74. , 25.35])" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c*a" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([31.32, 10.48, 3.35, 1.67, 2.96, 0.7 ])" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c/a" + ] + }, { "cell_type": "markdown", "metadata": { @@ -40,6 +250,20 @@ "source": [ "### Multiplying matrices and basic linear algebra" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -58,7 +282,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.12.1" } }, "nbformat": 4, diff --git a/notebooks/05_02b.ipynb b/notebooks/05_02b.ipynb index 267f293..a519741 100644 --- a/notebooks/05_02b.ipynb +++ b/notebooks/05_02b.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -23,14 +23,151 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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car_namesmpgcyldisphpdratwtqsecvsamgearcarb
0Mazda RX421.06160.01103.902.62016.460144
1Mazda RX4 Wag21.06160.01103.902.87517.020144
2Datsun 71022.84108.0933.852.32018.611141
3Hornet 4 Drive21.46258.01103.083.21519.441031
4Hornet Sportabout18.78360.01753.153.44017.020032
\n", + "
" + ], + "text/plain": [ + " car_names mpg cyl disp hp drat wt qsec vs am gear \\\n", + "0 Mazda RX4 21.0 6 160.0 110 3.90 2.620 16.46 0 1 4 \n", + "1 Mazda RX4 Wag 21.0 6 160.0 110 3.90 2.875 17.02 0 1 4 \n", + "2 Datsun 710 22.8 4 108.0 93 3.85 2.320 18.61 1 1 4 \n", + "3 Hornet 4 Drive 21.4 6 258.0 110 3.08 3.215 19.44 1 0 3 \n", + "4 Hornet Sportabout 18.7 8 360.0 175 3.15 3.440 17.02 0 0 3 \n", + "\n", + " carb \n", + "0 4 \n", + "1 4 \n", + "2 1 \n", + "3 1 \n", + "4 2 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "address = '/workspaces/python-for-data-science-and-machine-learning-essential-training-part-1-3006708/data/mtcars.csv'\n", "\n", "cars = pd.read_csv(address)\n", - "cars.columns = ['car_names','mpg','cyl','disp', 'hp', 'drat', 'wt', 'qsec', 'vs', 'am', 'gear', 'carb']\n" + "cars.columns = ['car_names','mpg','cyl','disp', 'hp', 'drat', 'wt', 'qsec', 'vs', 'am', 'gear', 'carb']\n", + "cars.head()" ] }, { @@ -40,12 +177,492 @@ "### Looking at summary statistics that decribe a variable's numeric values" ] }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "car_names Mazda RX4Mazda RX4 WagDatsun 710Hornet 4 Drive...\n", + "mpg 642.9\n", + "cyl 198\n", + "disp 7383.1\n", + "hp 4694\n", + "drat 115.09\n", + "wt 102.952\n", + "qsec 571.16\n", + "vs 14\n", + "am 13\n", + "gear 118\n", + "carb 90\n", + "dtype: object" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cars.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 328.980\n", + "1 329.795\n", + "2 259.580\n", + "3 426.135\n", + "4 590.310\n", + "5 385.540\n", + "6 656.920\n", + "7 270.980\n", + "8 299.570\n", + "9 350.460\n", + "10 349.660\n", + "11 510.740\n", + "12 511.500\n", + "13 509.850\n", + "14 728.560\n", + "15 726.644\n", + "16 725.695\n", + "17 213.850\n", + "18 195.165\n", + "19 206.955\n", + "20 273.775\n", + "21 519.650\n", + "22 506.085\n", + "23 646.280\n", + "24 631.175\n", + "25 208.215\n", + "26 272.570\n", + "27 273.683\n", + "28 670.690\n", + "29 379.590\n", + "30 694.710\n", + "31 288.890\n", + "dtype: float64" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cars.sum(axis=1, numeric_only=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "mpg 19.200\n", + "cyl 6.000\n", + "disp 196.300\n", + "hp 123.000\n", + "drat 3.695\n", + "wt 3.325\n", + "qsec 17.710\n", + "vs 0.000\n", + "am 0.000\n", + "gear 4.000\n", + "carb 2.000\n", + "dtype: float64" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cars.median(numeric_only=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "mpg 20.090625\n", + "cyl 6.187500\n", + "disp 230.721875\n", + "hp 146.687500\n", + "drat 3.596563\n", + "wt 3.217250\n", + "qsec 17.848750\n", + "vs 0.437500\n", + "am 0.406250\n", + "gear 3.687500\n", + "carb 2.812500\n", + "dtype: float64" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cars.mean(numeric_only=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "car_names Volvo 142E\n", + "mpg 33.9\n", + "cyl 8\n", + "disp 472.0\n", + "hp 335\n", + "drat 4.93\n", + "wt 5.424\n", + "qsec 22.9\n", + "vs 1\n", + "am 1\n", + "gear 5\n", + "carb 8\n", + "dtype: object" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cars.max()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "19" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mpg = cars.mpg\n", + "mpg.idxmax()" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Looking at summary statistics that describe variable distribution" ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "mpg 6.026948\n", + "cyl 1.785922\n", + "disp 123.938694\n", + "hp 68.562868\n", + "drat 0.534679\n", + "wt 0.978457\n", + "qsec 1.786943\n", + "vs 0.504016\n", + "am 0.498991\n", + "gear 0.737804\n", + "carb 1.615200\n", + "dtype: float64" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cars.std(numeric_only=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "mpg 36.324103\n", + "cyl 3.189516\n", + "disp 15360.799829\n", + "hp 4700.866935\n", + "drat 0.285881\n", + "wt 0.957379\n", + "qsec 3.193166\n", + "vs 0.254032\n", + "am 0.248992\n", + "gear 0.544355\n", + "carb 2.608871\n", + "dtype: float64" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cars.var(numeric_only=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "gear\n", + "3 15\n", + "4 12\n", + "5 5\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gear = cars.gear\n", + "gear.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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mpgcyldisphpdratwtqsecvsamgearcarb
count32.00000032.00000032.00000032.00000032.00000032.00000032.00000032.00000032.00000032.00000032.0000
mean20.0906256.187500230.721875146.6875003.5965633.21725017.8487500.4375000.4062503.6875002.8125
std6.0269481.785922123.93869468.5628680.5346790.9784571.7869430.5040160.4989910.7378041.6152
min10.4000004.00000071.10000052.0000002.7600001.51300014.5000000.0000000.0000003.0000001.0000
25%15.4250004.000000120.82500096.5000003.0800002.58125016.8925000.0000000.0000003.0000002.0000
50%19.2000006.000000196.300000123.0000003.6950003.32500017.7100000.0000000.0000004.0000002.0000
75%22.8000008.000000326.000000180.0000003.9200003.61000018.9000001.0000001.0000004.0000004.0000
max33.9000008.000000472.000000335.0000004.9300005.42400022.9000001.0000001.0000005.0000008.0000
\n", + "
" + ], + "text/plain": [ + " mpg cyl disp hp drat wt \\\n", + "count 32.000000 32.000000 32.000000 32.000000 32.000000 32.000000 \n", + "mean 20.090625 6.187500 230.721875 146.687500 3.596563 3.217250 \n", + "std 6.026948 1.785922 123.938694 68.562868 0.534679 0.978457 \n", + "min 10.400000 4.000000 71.100000 52.000000 2.760000 1.513000 \n", + "25% 15.425000 4.000000 120.825000 96.500000 3.080000 2.581250 \n", + "50% 19.200000 6.000000 196.300000 123.000000 3.695000 3.325000 \n", + "75% 22.800000 8.000000 326.000000 180.000000 3.920000 3.610000 \n", + "max 33.900000 8.000000 472.000000 335.000000 4.930000 5.424000 \n", + "\n", + " qsec vs am gear carb \n", + "count 32.000000 32.000000 32.000000 32.000000 32.0000 \n", + "mean 17.848750 0.437500 0.406250 3.687500 2.8125 \n", + "std 1.786943 0.504016 0.498991 0.737804 1.6152 \n", + "min 14.500000 0.000000 0.000000 3.000000 1.0000 \n", + "25% 16.892500 0.000000 0.000000 3.000000 2.0000 \n", + "50% 17.710000 0.000000 0.000000 4.000000 2.0000 \n", + "75% 18.900000 1.000000 1.000000 4.000000 4.0000 \n", + "max 22.900000 1.000000 1.000000 5.000000 8.0000 " + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cars.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -65,7 +682,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.12.1" } }, "nbformat": 4, diff --git a/notebooks/05_03b.ipynb b/notebooks/05_03b.ipynb index 0606d70..726d42a 100644 --- a/notebooks/05_03b.ipynb +++ b/notebooks/05_03b.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -307,46 +307,335 @@ " 3\n", " 4\n", " \n", + " \n", + " Lincoln Continental\n", + " Lincoln Continental\n", + " 10.4\n", + " 8\n", + " 460.0\n", + " 215\n", + " 3.00\n", + " 5.424\n", + " 17.82\n", + " 0\n", + " 0\n", + " 3\n", + " 4\n", + " \n", + " \n", + " Chrysler Imperial\n", + " Chrysler Imperial\n", + " 14.7\n", + " 8\n", + " 440.0\n", + " 230\n", + " 3.23\n", + " 5.345\n", + " 17.42\n", + " 0\n", + " 0\n", + " 3\n", + " 4\n", + " \n", + " \n", + " Fiat 128\n", + " Fiat 128\n", + " 32.4\n", + " 4\n", + " 78.7\n", + " 66\n", + " 4.08\n", + " 2.200\n", + " 19.47\n", + " 1\n", + " 1\n", + " 4\n", + " 1\n", + " \n", + " \n", + " Honda Civic\n", + " Honda Civic\n", + " 30.4\n", + " 4\n", + " 75.7\n", + " 52\n", + " 4.93\n", + " 1.615\n", + " 18.52\n", + " 1\n", + " 1\n", + " 4\n", + " 2\n", + " \n", + " \n", + " Toyota Corolla\n", + " Toyota Corolla\n", + " 33.9\n", + " 4\n", + " 71.1\n", + " 65\n", + " 4.22\n", + " 1.835\n", + " 19.90\n", + " 1\n", + " 1\n", + " 4\n", + " 1\n", + " \n", + " \n", + " Toyota Corona\n", + " Toyota Corona\n", + " 21.5\n", + " 4\n", + " 120.1\n", + " 97\n", + " 3.70\n", + " 2.465\n", + " 20.01\n", + " 1\n", + " 0\n", + " 3\n", + " 1\n", + " \n", + " \n", + " Dodge Challenger\n", + " Dodge Challenger\n", + " 15.5\n", + " 8\n", + " 318.0\n", + " 150\n", + " 2.76\n", + " 3.520\n", + " 16.87\n", + " 0\n", + " 0\n", + " 3\n", + " 2\n", + " \n", + " \n", + " AMC Javelin\n", + " AMC Javelin\n", + " 15.2\n", + " 8\n", + " 304.0\n", + " 150\n", + " 3.15\n", + " 3.435\n", + " 17.30\n", + " 0\n", + " 0\n", + " 3\n", + " 2\n", + " \n", + " \n", + " Camaro Z28\n", + " Camaro Z28\n", + " 13.3\n", + " 8\n", + " 350.0\n", + " 245\n", + " 3.73\n", + " 3.840\n", + " 15.41\n", + " 0\n", + " 0\n", + " 3\n", + " 4\n", + " \n", + " \n", + " Pontiac Firebird\n", + " Pontiac Firebird\n", + " 19.2\n", + " 8\n", + " 400.0\n", + " 175\n", + " 3.08\n", + " 3.845\n", + " 17.05\n", + " 0\n", + " 0\n", + " 3\n", + " 2\n", + " \n", + " \n", + " Fiat X1-9\n", + " Fiat X1-9\n", + " 27.3\n", + " 4\n", + " 79.0\n", + " 66\n", + " 4.08\n", + " 1.935\n", + " 18.90\n", + " 1\n", + " 1\n", + " 4\n", + " 1\n", + " \n", + " \n", + " Porsche 914-2\n", + " Porsche 914-2\n", + " 26.0\n", + " 4\n", + " 120.3\n", + " 91\n", + " 4.43\n", + " 2.140\n", + " 16.70\n", + " 0\n", + " 1\n", + " 5\n", + " 2\n", + " \n", + " \n", + " Lotus Europa\n", + " Lotus Europa\n", + " 30.4\n", + " 4\n", + " 95.1\n", + " 113\n", + " 3.77\n", + " 1.513\n", + " 16.90\n", + " 1\n", + " 1\n", + " 5\n", + " 2\n", + " \n", + " \n", + " Ford Pantera L\n", + " Ford Pantera L\n", + " 15.8\n", + " 8\n", + " 351.0\n", + " 264\n", + " 4.22\n", + " 3.170\n", + " 14.50\n", + " 0\n", + " 1\n", + " 5\n", + " 4\n", + " \n", + " \n", + " Ferrari Dino\n", + " Ferrari Dino\n", + " 19.7\n", + " 6\n", + " 145.0\n", + " 175\n", + " 3.62\n", + " 2.770\n", + " 15.50\n", + " 0\n", + " 1\n", + " 5\n", + " 6\n", + " \n", + " \n", + " Maserati Bora\n", + " Maserati Bora\n", + " 15.0\n", + " 8\n", + " 301.0\n", + " 335\n", + " 3.54\n", + " 3.570\n", + " 14.60\n", + " 0\n", + " 1\n", + " 5\n", + " 8\n", + " \n", + " \n", + " Volvo 142E\n", + " Volvo 142E\n", + " 21.4\n", + " 4\n", + " 121.0\n", + " 109\n", + " 4.11\n", + " 2.780\n", + " 18.60\n", + " 1\n", + " 1\n", + " 4\n", + " 2\n", + " \n", " \n", "\n", "" ], "text/plain": [ - " car_names mpg cyl disp hp drat wt \\\n", - "car_names \n", - "Mazda RX4 Mazda RX4 21.0 6 160.0 110 3.90 2.620 \n", - "Mazda RX4 Wag Mazda RX4 Wag 21.0 6 160.0 110 3.90 2.875 \n", - "Datsun 710 Datsun 710 22.8 4 108.0 93 3.85 2.320 \n", - "Hornet 4 Drive Hornet 4 Drive 21.4 6 258.0 110 3.08 3.215 \n", - "Hornet Sportabout Hornet Sportabout 18.7 8 360.0 175 3.15 3.440 \n", - "Valiant Valiant 18.1 6 225.0 105 2.76 3.460 \n", - "Duster 360 Duster 360 14.3 8 360.0 245 3.21 3.570 \n", - "Merc 240D Merc 240D 24.4 4 146.7 62 3.69 3.190 \n", - "Merc 230 Merc 230 22.8 4 140.8 95 3.92 3.150 \n", - "Merc 280 Merc 280 19.2 6 167.6 123 3.92 3.440 \n", - "Merc 280C Merc 280C 17.8 6 167.6 123 3.92 3.440 \n", - "Merc 450SE Merc 450SE 16.4 8 275.8 180 3.07 4.070 \n", - "Merc 450SL Merc 450SL 17.3 8 275.8 180 3.07 3.730 \n", - "Merc 450SLC Merc 450SLC 15.2 8 275.8 180 3.07 3.780 \n", - "Cadillac Fleetwood Cadillac Fleetwood 10.4 8 472.0 205 2.93 5.250 \n", + " car_names mpg cyl disp hp drat wt \\\n", + "car_names \n", + "Mazda RX4 Mazda RX4 21.0 6 160.0 110 3.90 2.620 \n", + "Mazda RX4 Wag Mazda RX4 Wag 21.0 6 160.0 110 3.90 2.875 \n", + "Datsun 710 Datsun 710 22.8 4 108.0 93 3.85 2.320 \n", + "Hornet 4 Drive Hornet 4 Drive 21.4 6 258.0 110 3.08 3.215 \n", + "Hornet Sportabout Hornet Sportabout 18.7 8 360.0 175 3.15 3.440 \n", + "Valiant Valiant 18.1 6 225.0 105 2.76 3.460 \n", + "Duster 360 Duster 360 14.3 8 360.0 245 3.21 3.570 \n", + "Merc 240D Merc 240D 24.4 4 146.7 62 3.69 3.190 \n", + "Merc 230 Merc 230 22.8 4 140.8 95 3.92 3.150 \n", + "Merc 280 Merc 280 19.2 6 167.6 123 3.92 3.440 \n", + "Merc 280C Merc 280C 17.8 6 167.6 123 3.92 3.440 \n", + "Merc 450SE Merc 450SE 16.4 8 275.8 180 3.07 4.070 \n", + "Merc 450SL Merc 450SL 17.3 8 275.8 180 3.07 3.730 \n", + "Merc 450SLC Merc 450SLC 15.2 8 275.8 180 3.07 3.780 \n", + "Cadillac Fleetwood Cadillac Fleetwood 10.4 8 472.0 205 2.93 5.250 \n", + "Lincoln Continental Lincoln Continental 10.4 8 460.0 215 3.00 5.424 \n", + "Chrysler Imperial Chrysler Imperial 14.7 8 440.0 230 3.23 5.345 \n", + "Fiat 128 Fiat 128 32.4 4 78.7 66 4.08 2.200 \n", + "Honda Civic Honda Civic 30.4 4 75.7 52 4.93 1.615 \n", + "Toyota Corolla Toyota Corolla 33.9 4 71.1 65 4.22 1.835 \n", + "Toyota Corona Toyota Corona 21.5 4 120.1 97 3.70 2.465 \n", + "Dodge Challenger Dodge Challenger 15.5 8 318.0 150 2.76 3.520 \n", + "AMC Javelin AMC Javelin 15.2 8 304.0 150 3.15 3.435 \n", + "Camaro Z28 Camaro Z28 13.3 8 350.0 245 3.73 3.840 \n", + "Pontiac Firebird Pontiac Firebird 19.2 8 400.0 175 3.08 3.845 \n", + "Fiat X1-9 Fiat X1-9 27.3 4 79.0 66 4.08 1.935 \n", + "Porsche 914-2 Porsche 914-2 26.0 4 120.3 91 4.43 2.140 \n", + "Lotus Europa Lotus Europa 30.4 4 95.1 113 3.77 1.513 \n", + "Ford Pantera L Ford Pantera L 15.8 8 351.0 264 4.22 3.170 \n", + "Ferrari Dino Ferrari Dino 19.7 6 145.0 175 3.62 2.770 \n", + "Maserati Bora Maserati Bora 15.0 8 301.0 335 3.54 3.570 \n", + "Volvo 142E Volvo 142E 21.4 4 121.0 109 4.11 2.780 \n", "\n", - " qsec vs am gear carb \n", - "car_names \n", - "Mazda RX4 16.46 0 1 4 4 \n", - "Mazda RX4 Wag 17.02 0 1 4 4 \n", - "Datsun 710 18.61 1 1 4 1 \n", - "Hornet 4 Drive 19.44 1 0 3 1 \n", - "Hornet Sportabout 17.02 0 0 3 2 \n", - "Valiant 20.22 1 0 3 1 \n", - "Duster 360 15.84 0 0 3 4 \n", - "Merc 240D 20.00 1 0 4 2 \n", - "Merc 230 22.90 1 0 4 2 \n", - "Merc 280 18.30 1 0 4 4 \n", - "Merc 280C 18.90 1 0 4 4 \n", - "Merc 450SE 17.40 0 0 3 3 \n", - "Merc 450SL 17.60 0 0 3 3 \n", - "Merc 450SLC 18.00 0 0 3 3 \n", - "Cadillac Fleetwood 17.98 0 0 3 4 " + " qsec vs am gear carb \n", + "car_names \n", + "Mazda RX4 16.46 0 1 4 4 \n", + "Mazda RX4 Wag 17.02 0 1 4 4 \n", + "Datsun 710 18.61 1 1 4 1 \n", + "Hornet 4 Drive 19.44 1 0 3 1 \n", + "Hornet Sportabout 17.02 0 0 3 2 \n", + "Valiant 20.22 1 0 3 1 \n", + "Duster 360 15.84 0 0 3 4 \n", + "Merc 240D 20.00 1 0 4 2 \n", + "Merc 230 22.90 1 0 4 2 \n", + "Merc 280 18.30 1 0 4 4 \n", + "Merc 280C 18.90 1 0 4 4 \n", + "Merc 450SE 17.40 0 0 3 3 \n", + "Merc 450SL 17.60 0 0 3 3 \n", + "Merc 450SLC 18.00 0 0 3 3 \n", + "Cadillac Fleetwood 17.98 0 0 3 4 \n", + "Lincoln Continental 17.82 0 0 3 4 \n", + "Chrysler Imperial 17.42 0 0 3 4 \n", + "Fiat 128 19.47 1 1 4 1 \n", + "Honda Civic 18.52 1 1 4 2 \n", + "Toyota Corolla 19.90 1 1 4 1 \n", + "Toyota Corona 20.01 1 0 3 1 \n", + "Dodge Challenger 16.87 0 0 3 2 \n", + "AMC Javelin 17.30 0 0 3 2 \n", + "Camaro Z28 15.41 0 0 3 4 \n", + "Pontiac Firebird 17.05 0 0 3 2 \n", + "Fiat X1-9 18.90 1 1 4 1 \n", + "Porsche 914-2 16.70 0 1 5 2 \n", + "Lotus Europa 16.90 1 1 5 2 \n", + "Ford Pantera L 14.50 0 1 5 4 \n", + "Ferrari Dino 15.50 0 1 5 6 \n", + "Maserati Bora 14.60 0 1 5 8 \n", + "Volvo 142E 18.60 1 1 4 2 " ] }, "execution_count": 3, @@ -359,7 +648,8 @@ "\n", "cars = pd.read_csv(address)\n", "cars.columns = ['car_names','mpg','cyl','disp', 'hp', 'drat', 'wt', 'qsec', 'vs', 'am', 'gear', 'carb']\n", - "cars.index = cars.car_names" + "cars.index = cars.car_names\n", + "cars" ] }, { @@ -370,13 +660,14 @@ { "data": { "text/plain": [ + "carb\n", "4 10\n", "2 10\n", "1 7\n", "3 3\n", - "8 1\n", "6 1\n", - "Name: carb, dtype: int64" + "8 1\n", + "Name: count, dtype: int64" ] }, "execution_count": 4, @@ -384,7 +675,10 @@ "output_type": "execute_result" } ], - "source": [] + "source": [ + "carb = cars.carb\n", + "carb.value_counts()" + ] }, { "cell_type": "code", @@ -489,11 +783,14 @@ "output_type": "execute_result" } ], - "source": [] + "source": [ + "cars_cat = cars[['cyl','vs','am','gear','carb']]\n", + "cars_cat.head()" + ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -677,7 +974,10 @@ "output_type": "execute_result" } ], - "source": [] + "source": [ + "gear_group = cars_cat.groupby('gear')\n", + "gear_group.describe()" + ] }, { "cell_type": "markdown", @@ -691,7 +991,9 @@ "execution_count": 7, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "cars['group'] = pd.Series(cars.gear, dtype='category')" + ] }, { "cell_type": "code", @@ -701,7 +1003,7 @@ { "data": { "text/plain": [ - "CategoricalDtype(categories=[3, 4, 5], ordered=False)" + "CategoricalDtype(categories=[3, 4, 5], ordered=False, categories_dtype=int64)" ] }, "execution_count": 8, @@ -709,7 +1011,9 @@ "output_type": "execute_result" } ], - "source": [] + "source": [ + "cars['group'].dtypes" + ] }, { "cell_type": "code", @@ -719,10 +1023,11 @@ { "data": { "text/plain": [ + "group\n", "3 15\n", "4 12\n", "5 5\n", - "Name: group, dtype: int64" + "Name: count, dtype: int64" ] }, "execution_count": 9, @@ -730,7 +1035,9 @@ "output_type": "execute_result" } ], - "source": [] + "source": [ + "cars['group'].value_counts()" + ] }, { "cell_type": "markdown", @@ -741,7 +1048,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -800,11 +1107,20 @@ "1 0 8 5" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], + "source": [ + "pd.crosstab(cars['am'], cars['gear'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [] } ], @@ -825,7 +1141,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.12.1" } }, "nbformat": 4, diff --git a/notebooks/05_04b.ipynb b/notebooks/05_04b.ipynb index 68dbc04..0d6e49f 100644 --- a/notebooks/05_04b.ipynb +++ b/notebooks/05_04b.ipynb @@ -44,14 +44,671 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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car_namesmpgcyldisphpdratwtqsecvsamgearcarb
0Mazda RX421.06160.01103.902.62016.460144
1Mazda RX4 Wag21.06160.01103.902.87517.020144
2Datsun 71022.84108.0933.852.32018.611141
3Hornet 4 Drive21.46258.01103.083.21519.441031
4Hornet Sportabout18.78360.01753.153.44017.020032
5Valiant18.16225.01052.763.46020.221031
6Duster 36014.38360.02453.213.57015.840034
7Merc 240D24.44146.7623.693.19020.001042
8Merc 23022.84140.8953.923.15022.901042
9Merc 28019.26167.61233.923.44018.301044
10Merc 280C17.86167.61233.923.44018.901044
11Merc 450SE16.48275.81803.074.07017.400033
12Merc 450SL17.38275.81803.073.73017.600033
13Merc 450SLC15.28275.81803.073.78018.000033
14Cadillac Fleetwood10.48472.02052.935.25017.980034
15Lincoln Continental10.48460.02153.005.42417.820034
16Chrysler Imperial14.78440.02303.235.34517.420034
17Fiat 12832.4478.7664.082.20019.471141
18Honda Civic30.4475.7524.931.61518.521142
19Toyota Corolla33.9471.1654.221.83519.901141
20Toyota Corona21.54120.1973.702.46520.011031
21Dodge Challenger15.58318.01502.763.52016.870032
22AMC Javelin15.28304.01503.153.43517.300032
23Camaro Z2813.38350.02453.733.84015.410034
24Pontiac Firebird19.28400.01753.083.84517.050032
25Fiat X1-927.3479.0664.081.93518.901141
26Porsche 914-226.04120.3914.432.14016.700152
27Lotus Europa30.4495.11133.771.51316.901152
28Ford Pantera L15.88351.02644.223.17014.500154
29Ferrari Dino19.76145.01753.622.77015.500156
30Maserati Bora15.08301.03353.543.57014.600158
31Volvo 142E21.44121.01094.112.78018.601142
\n", + "
" + ], + "text/plain": [ + " car_names mpg cyl disp hp drat wt qsec vs am \\\n", + "0 Mazda RX4 21.0 6 160.0 110 3.90 2.620 16.46 0 1 \n", + "1 Mazda RX4 Wag 21.0 6 160.0 110 3.90 2.875 17.02 0 1 \n", + "2 Datsun 710 22.8 4 108.0 93 3.85 2.320 18.61 1 1 \n", + "3 Hornet 4 Drive 21.4 6 258.0 110 3.08 3.215 19.44 1 0 \n", + "4 Hornet Sportabout 18.7 8 360.0 175 3.15 3.440 17.02 0 0 \n", + "5 Valiant 18.1 6 225.0 105 2.76 3.460 20.22 1 0 \n", + "6 Duster 360 14.3 8 360.0 245 3.21 3.570 15.84 0 0 \n", + "7 Merc 240D 24.4 4 146.7 62 3.69 3.190 20.00 1 0 \n", + "8 Merc 230 22.8 4 140.8 95 3.92 3.150 22.90 1 0 \n", + "9 Merc 280 19.2 6 167.6 123 3.92 3.440 18.30 1 0 \n", + "10 Merc 280C 17.8 6 167.6 123 3.92 3.440 18.90 1 0 \n", + "11 Merc 450SE 16.4 8 275.8 180 3.07 4.070 17.40 0 0 \n", + "12 Merc 450SL 17.3 8 275.8 180 3.07 3.730 17.60 0 0 \n", + "13 Merc 450SLC 15.2 8 275.8 180 3.07 3.780 18.00 0 0 \n", + "14 Cadillac Fleetwood 10.4 8 472.0 205 2.93 5.250 17.98 0 0 \n", + "15 Lincoln Continental 10.4 8 460.0 215 3.00 5.424 17.82 0 0 \n", + "16 Chrysler Imperial 14.7 8 440.0 230 3.23 5.345 17.42 0 0 \n", + "17 Fiat 128 32.4 4 78.7 66 4.08 2.200 19.47 1 1 \n", + "18 Honda Civic 30.4 4 75.7 52 4.93 1.615 18.52 1 1 \n", + "19 Toyota Corolla 33.9 4 71.1 65 4.22 1.835 19.90 1 1 \n", + "20 Toyota Corona 21.5 4 120.1 97 3.70 2.465 20.01 1 0 \n", + "21 Dodge Challenger 15.5 8 318.0 150 2.76 3.520 16.87 0 0 \n", + "22 AMC Javelin 15.2 8 304.0 150 3.15 3.435 17.30 0 0 \n", + "23 Camaro Z28 13.3 8 350.0 245 3.73 3.840 15.41 0 0 \n", + "24 Pontiac Firebird 19.2 8 400.0 175 3.08 3.845 17.05 0 0 \n", + "25 Fiat X1-9 27.3 4 79.0 66 4.08 1.935 18.90 1 1 \n", + "26 Porsche 914-2 26.0 4 120.3 91 4.43 2.140 16.70 0 1 \n", + "27 Lotus Europa 30.4 4 95.1 113 3.77 1.513 16.90 1 1 \n", + "28 Ford Pantera L 15.8 8 351.0 264 4.22 3.170 14.50 0 1 \n", + "29 Ferrari Dino 19.7 6 145.0 175 3.62 2.770 15.50 0 1 \n", + "30 Maserati Bora 15.0 8 301.0 335 3.54 3.570 14.60 0 1 \n", + "31 Volvo 142E 21.4 4 121.0 109 4.11 2.780 18.60 1 1 \n", + "\n", + " gear carb \n", + "0 4 4 \n", + "1 4 4 \n", + "2 4 1 \n", + "3 3 1 \n", + "4 3 2 \n", + "5 3 1 \n", + "6 3 4 \n", + "7 4 2 \n", + "8 4 2 \n", + "9 4 4 \n", + "10 4 4 \n", + "11 3 3 \n", + "12 3 3 \n", + "13 3 3 \n", + "14 3 4 \n", + "15 3 4 \n", + "16 3 4 \n", + "17 4 1 \n", + "18 4 2 \n", + "19 4 1 \n", + "20 3 1 \n", + "21 3 2 \n", + "22 3 2 \n", + "23 3 4 \n", + "24 3 2 \n", + "25 4 1 \n", + "26 5 2 \n", + "27 5 2 \n", + "28 5 4 \n", + "29 5 6 \n", + "30 5 8 \n", + "31 4 2 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "address = '/workspaces/python-for-data-science-and-machine-learning-essential-training-part-1-3006708/data/mtcars.csv'\n", "\n", "cars = pd.read_csv(address)\n", - "cars.columns = ['car_names','mpg','cyl','disp', 'hp', 'drat', 'wt', 'qsec', 'vs', 'am', 'gear', 'carb']\n" + "cars.columns = ['car_names','mpg','cyl','disp', 'hp', 'drat', 'wt', 'qsec', 'vs', 'am', 'gear', 'carb']\n", + "cars" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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wj7RPW9CvUJNPY88eV1fXFvl89v9DuHKYPPdhzRPIzeT8NTk2wBSMcygUNdVM5PBp9E93oV+Xjz9Pj5poC/p1wVkhbTmvQ12dQcVGTlb88/lzPViOfmGutqBfXZ1B+caeVVdnkGsBAKiIXGP/noFexU9lLgTYavH8+oKzQoylgGFqlaPc8wDZVSoHyTG4EfNI2Mz0usyaJ7Ayk/PX5NgAkzDOoRDUVHORw/RPN6Jfl4dfGoVr8C/lkQ3/ugAAAG9ZaU4YavLp+bk5p8MDgIrjXhioLnIMAMxCXQbsZfL3NSbHBgC2oabCZPRP4Aw2jcJV+DPzyIY/4wQAgLdkmxOmUimHogGA6uNeGKgucgwAzEJdBuxl8vc1JscGALahpsJk9E/gNP48PQAAAAAAAAAAAAAAAAAAgAfwS6Mw2lg8qZMT0xpNzKjF71NLU4PaA43G/CvisXhS0VhS41MzCgcaFWnhXzib6MRoQmOJGc12nK/Bk5MKBxq1tj3gdFgAAKDCls/NQk0Nmpye1VhiRuHmRoU6z8r5euZyAGrF1PrjRFymnguUpxLXtdzPoG8B5rAxH02JeSye1HBsWqm2dXp6JMGfYTcc1wvI74XxKZ2aTJ7+vmZ4Uh1Bv9aEm50OSxI5DORD/qIYXBPzmHpNnLj3MrmeAbXEplEY68RoQjsfPqpDQ9GFx7Z1d+r6K3u0flVQ5zi86e/EaEI79x/VocEz8fX3RLRnoJcNiQb5xcikbjlwTI8NjSw81tfdqTu3b9b6zhYHIwMAAJWUbW7W192pa7Z16YYHH1c8mdLl3Z3ae1VEa9sDzOUAOMbU+uNEXKaeC5SnEte13M+gbwHmsDEfTYnZlDhQGK4XkN8zI5O6Ocv3Nbu3b9Z5Dn9fQw4DuZG/KAbXxDymXhMn4jK5ngG1xp+nh5HG4smMDaOS9NjQiPY9OqhvHx/WWDzpUHQvxbds8JKkg4NR7dp/1NHYcMaJ0UTGhlFJOjw0og8fOKYTowmHIgMAAJW00tzs8NCI7n/sKV3b1yVJOjQ0ol37j+qF8SnmcgAcYeq9pBNxmXouUJ5KXNdyP4O+BZjDxnw0JWZT4kBhuF5Afi+MT2Vs0JBOr93ccuCYXhifcigychjIh/xFMbgm5jH1mjgRl8n1DHACm0ZhpGgsmbFhNO2xoRGd1dqkaMy5CUU0lswYvNIODkYdjQ1njCVmMgb8tMNDIxpLzNQ4IgAAUA255maPDY1o67r2hf8+OBjVqUnmcgCcYeq9pBNxmXouUJ5KXNdyP4O+BZjDxnw0JWZT4kBhuF5Afqcmkzm/rzk1yXd+gKnIXxSDa2IeU6+JE3GZXM8AJ7BpFEYan8q9mW96dk4TeV5TTfniczI2nDGeZ1Mo1wkAAHcoZO649PWzOV/PHAFAtZh6L+lEXKaeC5SnEte13M+gbwHmsDEfTYnZlDhQGK4XkF++tZh8z1cTOQzkRv6iGFwT85h6TZxZjzS3ngFOYNMojBRubsz5fFNDvVrzvKaa8sXnZGw4IxzgOgEA4AWFzB2Xvr4h5+uZIwCoFlPvJZ2Iy9RzgfJU4rqW+xn0LcAcNuajKTGbEgcKw/UC8su3FpPv+Woih4HcyF8Ug2tiHlOviTPrkebWM8AJbBqFkSIhv/p7Ilmf29bdqZMT04qE/DWO6oxc8fX3RByNDWe0BRrV192Z9bm+7k615dlUCgBAIdoCjZqbm3c6DCNicEq+uePjz44u/Hd/T0QdLczlADjD1HtJJ+Iy9VygPJW4ruV+Bn0LMIeN+WhKzKbEgcJwvYD8Olr8Ob+v6WjhOz/AVOQvisE1MY+p18SJuEyuZ4AT2CYNI7UF/doz0Kud+4/q0GB04fFt3Z26/soenb8qqLZgZsEeiycVjSU1PjWjcKBRkRZ/1tdVKr5d+4/q4KL4+nsi2jvQW5Vjonhr2wO6c/tmffjAMR0eGll4vK+7U3du36y17QEHowMAuEVLU4Pq6+u079FBPXcq4UgM53YEdP2VPY4c2wQrzc36ujt1zbYu3fDg45Kky7s7tWegV2vCzczlADiinHvJat7vOnGPy321OxVzXVfq0+X2DfoWYA4b83GlmC/viWj39s01i9nGc+dlXC8gvzXhZu3evlm3ZPm+Zvf2zVoTbnYsNnIYyI38RTG4JuYx9Zo4EZfJ9QxwAptGYay17QHdvWOrTk5Maywxo6DfpxZ/g9qDjVkHiBOjiYxNpv09Ee0Z6K3K5sC17QHt27FV0VhSE1Mzam1uVCRUnU2qKF2zr14f/o2Nmpc0kZhRa6BRdS89DgBAJT13KqGnRyadDsOz1rYH9Im3btYvRuIaTcyoudGn+fl5tfh9+tK7f1VtgUal4qNa0+pfeD1zOQBOKKX+1OJ+14m6SC12p0Kua74+XW7foG8B5rAxH5ffWzQ11OvxZ0d1+yM/1u2/talm/xA9fe6GY9N6cTyhVeGAVoeajD53Xsb1AvLz++p13ZU92vnrFyk2lVKo2afJ6ZT8BnxfQw4DuZG/KEadpF/ffI7eedn5mp6dU1NDvU5OTDsdlqeZmidO9JXzOlv0md/ZolOTSY0nTv9D5o4WPxtG4UlsGoXR0r8wkc9YPJnxZYMkHRyMatf+o9q3Y2vVfhnF6YEUKxuLJ/VnWfqFdPrLqGr1CwAAUHtj8aR2/eOxFcf9v/zdLfr5syeldWsXHmcuB8ApxdSfWt7vOlEXqcXulOu6Ftqny+0b9C3AHLblY657i+nZ6q01Z9MW9CvU5NPYs8fV1bVFPp+vJsdFabhewMrG4kndaPj3NeQwkB35i2KMxZO6yfD+4lWm5YmTfWVNuFmRlkYdOXJEPeudPxeAUxz9px8/+MEP9Ed/9Efq6+vThg0b9K//+q9Lnp+fn9df/uVfqq+vT729vbrmmmv09NNPL3nN6OioPvShD+mVr3ylXvWqV+mWW27R5CS/8OQ10Vgy62Ainf7SIRpL1jgimIB+AQCAd+Qb90cmGfcB2In7GrgNfRqA6ahTAFB51FbAXuQvikF/QaHoK4DzHN00Go/HtWHDBt16661Zn7/33nv1pS99Sbfddpu+8pWvKBAI6N3vfremp8/8HPGf/dmfaWhoSPfff7/uuece/ed//qc++tGP1qoJMMT41EzO5yfyPA93ol8AAOAd+cf92RpFAgCVxX0N3IY+DcB01CkAqDxqK2Av8hfFoL+gUPQVwHmObhq94oor9Kd/+qd64xvfmPHc/Py8HnjgAf3xH/+x3vCGN+iiiy7SJz/5SZ08eXLhF0l/9rOf6dChQ7rjjjt08cUX61WvepX+/M//XF//+tf1wgsv1Lo5cFC4uTHn8615noc70S8AAPCO/ON+Q40iAYDK4r4GbkOfBmA66hQAVB61FbAX+Yti0F9QKPoK4Dxjvzn97//+bw0PD+uyyy5beKy1tVUXX3yxHn/8cf3Gb/yGHn/8cYXDYW3evHnhNZdddpnq6+t19OjRrJtR4U6RkF/9PREdzPLz1f09EUVCfgeiqr36+nqNT83qxcmExqdmFA40KtLiV1vQG+1fLhLy640vP0sbzglr67p2Tc/OqbnRpx8+c0pPPj/umX4BAIAX5JsPdrb4NZbj/WPxpKKxJHMoAI7KVou430WxTB/T6NMAqFMA4D18XwPYi/xFMZhLm2ssntRwbFqptnV6eiShSMjZ+zAn+4pp5wJwirGbRoeHhyVJnZ2dSx7v7OxUNHq6aESjUa1atWrJ8w0NDWpra1t4fzFSqVTW/17+OMpTjfMaavJpz0Cvdu0/umRQ6e+JaM9Ar0JNPtdfx1QqpfDZ63XDQ0d0KMs5WNNq3iDn8/kq9lnZrm+oyaePvHmjbj5wTHc/OrTweF93p3Zv32xtv3BLbaId5immLdXO35WONz9f5Ien3zA/r3nVFfnm/B9bM4vakeZ0n+OaZF4TR+JYptb5W+gxayHffLCl8XR/yxbvCxNJ7dx/1Jo5VKW5aSyrBtPOT63H4Gow7ZwWo5qx56pFewd6tbOM+13Oee1li7sW+VvrMa2U62PqGo6tfW0lbmqPCW1x6xy6UJW8Bk7MvYuN37Q6ZUIOlMOE+Gs5hzahvZXilra4pR2S3W0p9fuaWt8D23yOF6Md5rG5LSbkr+SdMdj2dpg2l64E26+JVNp9WC32cjjRV7z2fZAb+m8+XmijVJ29HHXz805/tX3ahg0b9LnPfU5veMMbJEk//OEPtWPHDh06dEhnnXXWwus+8IEPqK6uTnfddZfuueceHThwQN/85jeXfNall16q66+/Xr/3e79X0LFTqZSOHDlSsbbAGfX19Qp2RDTrC2pyOqWWJp8aUnHFT0U1NzfndHhVF+o8S3f863P6/9m79/i4j/re/29ppZW0Wl0crW1QcBwRKU6C5ciENiSW7RPKpW2gxSgFfCj3Qn9ALhRKEgIhN7CdktAQJy2FJuGetKcm5zSElkc5UGwn4UDBxjaksQRJbDDEkmzrtpJWWun3h1lF0q72vvudme/r+XjkAd7vanc+853PzHxnZ7+7p28w6djG9hZ9/JVnanTwuAclW9pFF11U8Guky18b6wSwRanzd766ujpdcMEFuvorP9Avjo8U/L752nzeSl17+Tp98Gs/VO9v092vsLTOWdGgu9/6cv385z/X+Pi4J2XgnJhXjlzaRTHyVzJzDp3PfJD5AmxTzjEY5ZOpL7rxlS/SrGZ9e73rCq6Bn+f3NRzYx+U5dDnRT8ErzKEB7+U7BpC/gPe8zF+JHLYRc2mzmDwGl7ut2HRNChQi2/w19k6jy5cvlyQNDg4u2DQ6ODio8847T5IUiUR04sSJBX83PT2toaGhub/PRWdn54LdtvF4XAcPHkx6HIUpb702S6taS/weZnh6MKo9fQdSHtvTN6jAn7xEXQ7XRar25GqduNI3EYd5vIol2/cLhUIKh3P8rsvsrEbHxhSur5cqCrurZW1t3e/+t1bhcJm/qTQvjlAoJOn0F268xjk5HYen5fgdL9uF+f1fs7Sqdck+ztX5Qi5cGstKweX68Somm+u0VGXP1BdV/slL1NYSWnSkOevrXeq8/EpdblOugYsbZ7Onazi2trWluBSPS7Ek2BZLsc6BV3Pv4rWhZk/6KdtzwPbyL5YpDpfidSUWV+KQ7I7FhPWXbOrN5jqejzjMY3MsJuSv5J8x2JU4pOdj6ejsVCDQbO2+DdvPiQk5nFvdNZesrZhQF+Vme/vNhh9ilEoTp7GbRl/0ohdp+fLleuKJJ3T++edLkkZHR/XTn/5UW7dulSStX79ew8PDOnTokNauXStJ+sEPfqCZmRmtW7cu5/cMBAIpK3apx1EY6rW4Riam0x4fnZh2ur5TtSfX68SVHCIO85Q7llzeL9c9hnM/f15RUej+xILKUaj5cTTVVWtmZtaY9sY5WfjG5S7HYl60C9v6v8XldX2+kAvbzmW5uVg/Xsfk9fsXothlL1dfRJ2XX6nKbdo1sK3nJxWXYpHciodYvFdoub2ee9ta7wmU3wzZxuFKvJI7sbgSh2RnLF6PAVJu9WZjHadCHOaxMRYT8lfy3xjsShySO7HYGocJOWxK3ZlQF14x5RyUkh9ilIobp6ebRsfGxnTkyJG5f//qV7/Sk08+qaamJrW2tuptb3ub/v7v/16rV6/Wi170In32s5/VihUr5n7C/pxzztHGjRt144036pZbbtHU1JRuu+02XX755Vq5cqVXYQGeaKhNn84NtdVlKok5GjPE7Mc6AWC/+poqVVZWaOd3e/Xrk978PH3Xqma9+ffP8uS9gWJjvgDABPRFKAbaEQDT0U8BgH8xBgD2In8Bu5HDz6MugIU83TR66NAhve1tb5v79/bt2yVJW7Zs0Y4dO/Se97xH4+Pj+sQnPqHh4WFddNFF+sd//EfV1NTM/c0dd9yh2267TW9/+9tVWVmpV7/61fr4xz9e9lgAr7XUB7WxvUV7+gaTjm3qiCgSDnpQKm9FwkFt6ohod+9A0jG/1gkAd/z65LieGRzz5L1bm+s8eV+gFJgvADABfRGKgXYEwHT0UwDgX4wBgL3IX8Bu5PDzqAtgoUov3/ziiy/WU089lfTfjh07JEkVFRW65ppr9Nhjj+ngwYP64he/qLa2tgWv0dzcrDvvvFP79u3Tj3/8Y23fvl319fVehAN4qrG2Sjdffq42dUQWPL6pI6Lbe9apKeS/Aa4pFNSOnnXUCQAAWBLzBQAmoC9CMdCOAJiOfgoA/IsxALAX+QvYjRx+HnUBLOTpnUYBFNfwb5/VZ9/cpRNjUxqZmFJDbbUi4aCvB7fW5jrt3Lpe/aOTOjE8rjMa67Q8XOPrOgEAAAsl5gsDozHmUAA8Q1+EYqAdATAd/RQA+Bef1wD2In8Bu5HDz6MugOexaRQok6FoTAOjMQ1PTKmxrlqR+uIvhs7MzKixtkrL6msKfq1ylLdcJqZnNB2f1WxlQNMzs5qYnlGT14UCAABznhue0MmxmIYnptVYV6VloaBWNtaWtQxNIXvnOgDc4UVfZEIfjOIqVTtKtU4Qrgnk9XeMuYC/uTD3zqdvoz8EAD6vAWxG/iIXifWm6WVnq7d/jPUmAzSFTq/jDB09rLa2LgUCmdd0ysGLtUlT6wIoNzaNAmVw7NS4rtt1QHt6B+Ye29QR0Y6edWptriva+1RWVmp4YlonxsYLWnwsV3nL4cjgmD728EHt6Ruce2xje4s+taVTZ7XUe1gyAADcl82HokcGx/TRhw/qsXljdXd7i7YxVgNAydEHF8a2zT+FlDfdOkFlZWVef2fb+gIAf8imr8ynb6M/BAA+rwFsRv4iF7QXZMurtcmhaEz9o5OKN63SM4Pj/PoFfGvpVV0ARTEUjSUtCErS7t4BXb/rgIaisaK9V+MLVuvqh/brDz7zfW35u8f1B3d+X1c9uE/HTo0bWd5Se254ImlCKkl7+gb1sYcP6bnhCY9KBgCA+46dGteVD+5LOy95bngiaUFAkvb2DeqGhw8yVgNACdEHFyabcc4khZQ30zpBaFkkr7+zaX0BgD9k01fm07fRHwIAn9cANiN/kQvaC7Ll1dpk4rrvlZ/ZrTf+44/0B58xe00PKCU2jQIlNjAaS1oQTNjdO6CB0eIsCg5PTOvmRw8XvPhYrvKWw8loLGlCmrCnb0AnWZAFAKAksv1Q9ORYLGlBIGFv36BOjjFWA0Cp0Afnz7bNP4WWN9M6wXQglNff2bS+AMB92faV+fRt9IcAwOc1gM3IX+SC9oJsebE2aduaHlBq/Dw9UGLDE1Npj49kOJ6twbGlJ2CJxcdsbqldSHlN+2m+kfHpgo4DAID8ZPOhaFMoqOGJ9GNxpuMAgPwV0gebdu1XbtmMc+Eac35qONtxeb7553h6Zjbt649NxlM+Xq71EAAohuyvYXLv2/L5mwVjbW21wi0r0r4GAJiOz2sAe5G/yAXtBdny4vOhfNbIAJexaRQoscba6rTHGzIcz9ZIhkEz2w9j8i3vsVPjSd/K2NQR0Y6edWpt9ubDslBNIO3x+gzHAQBAfrL9ULSxLv3lSGMtlysAUCqZ+tiljpt47Vdu2Y1z5tRFrpuVFp/j+97+srR/v9S1dbnWQwCgGLK+hsmjb8v1b1KNtRvbW3T7FRHfjLUA3MPnNYC9yF/kgvaCbGX8fCjD8XzwBWdgIX6eHiixSDioTR2RlMc2dUQUCRfnmwoNGT7wy/bDmHzKa+ptvBtqqtTd3pLyWHd7i8I1bEQBAKAUsvlQdCga075nT2nDEmP1xvYWLavnG50AUCrL6oNpr5dS9cGmXvuVm22bIXMpb6pzvO/o0uP1po6IquLRlMfKtR4CAMWQbV+ZT9+Wy98sNdbu6Rv01VgLwD18XgPYi/xFLmgvyFZjbXXatpLpGi3f90zHtDU9oNTYNAqUWFMoqB0965IWBjd1RHR7z7qi3d66pT6ojWk+xMn2w5h8ypvNbby9EIvP6B0b2pI+3NrQ3qJ3bGhTLD7jSbkAAHBdNh+KDozGdNujP9c7lxirb339Wq1srC1HcQHAl1Y21mrbls6kxdnu9hZt29KZsg829dqv3GzbDJlLeVOd4/v3Pp1yvE7cYTZ6MnWbKNd6CAAUQ7Z9ZT59Wy5/w1gLwFV8XgPYi/xFLmgvyNbEVDxtW5mYihf9PW1b0wNKjW38QBm0Ntdp59b1GhiNaWRiSg211YqEg0X9gKSxtko3X36ubvlWr3Yv+pnAXD+MybW8pt7Ge2RiWlc/uE/v6m7Tuza0aXJ6RjVVldp39JSufnCfvv4XF3tSLgAAXJf4UPT6XQeWnJf8cmBM0Vh8ybF6ZJyfAQGAUjurpV53vrFLJ8diGp6YVmNtlZbVB5fctG/qtV+5ZTPOxePFX9jOVzblTUh1jueP1x/74/MVm56ZWycI1wT0m5mlP/Apx3oIABRDLn1lPn1btn/DWAvAVXxeA9iL/EUuaC/I1tD4VNnbSi7XfYAfsGkUKJOmUOk/FBn+7bP67Ju7dGJsquAPY3Ipr6m38W6srVY0Ftc93+1LeZzbiwMAUDqZPhRNzB+WGqu3dJ1Z1vICgF+tbKzN+s7Opl77ecG2zZDZlnepc5wYr7d0nakLWpvmHs9mc2w51kMAoBhy6dvz6duy+RvGWgCu4vMawF7kL3JBe0G2vGorieu+/tFJnRge1xmNdVoermHtCr7Ez9MDDpmZmVFjbZXOWRFW11nLdM6KcFkGN1Nv421quQAA8IumUHDJeQnjNADYh757oXTjnImyKS/nGIDfed230w8DcBX9G2Av8he5oL0gW162laZQUG0tIQWGjqqtJWT8mh5QKmwaBVCwxG28Fw/qXt/G29RyAQAAxmkAsBF9t/s4xwDgraX64Y3tLdpBPwzAYswzAXuRv8gF7QXZoq0A3uPn6QEUhak/zcftxQEAMJep8wcAwNLou93HOQYAby3uh8O1VYpHT2llA/0wALvxeQ1gL/IXuaC9IFusQQHeYtMogKJpCpk5gDeFggrXBDR09LDa2roUCAS8LhIAAPgdU+cPAICl0Xe7j3MMAN6a3w/H43HtP3pYWtXqcakAoHB8XgPYi/xFLmgvyBZrUIB3+Hl6AAAAAAAAAAAAAAAAAAAAH2DTKAAAAAAAAAAAAAAAAAAAgA+waRQAAAAAAAAAAAAAAAAAAMAHqrwugAlmZ2clSfF4fMHjiX8vfhyFoV5Lw9Z6raysVEVFRd5/v1T+LmZr/aTiSizEYZ5cYylX/kpSIBDQmc11+byJoqEKherqpALKKkkrGmokKb9yFGpeHJ6W43cKKgPnpCQS712u/JVyy2ETuNRfFxt1k56J9VPOMbgUTKzTbNladlvLLdlb9qXKbXv+Lmbr+UnFpVgkt+IxJRY/zqETTDkH+aL83jKl/KxD586VWFyJQ3InFpPXof1ax6ZyJQ7JnVjKnb+S/8ZgV+KQ3InFlTgks8fgcnPpvKbjhzj9EKNUmvytmE1kqY/FYjEdPHjQ62IAvtTV1aVAIJD335O/gHfIX8BeheavRA4DXmIMBuxF/gL2Yg4N2I0xGLAX+QvYizk0YDfGYMBe2eQvm0YlzczMaHp6uijfdAGQm0LzjvwFvEP+AvYqRt6Rw4B3GIMBe5G/gL2YQwN2YwwG7EX+AvZiDg3YjTEYsBd3GgUAAAAAAAAAAAAAAAAAAIAkqdLrAgAAAAAAAAAAAAAAAAAAAKD02DQKAAAAAAAAAAAAAAAAAADgA2waBQAAAAAAAAAAAAAAAAAA8AE2jQIAAAAAAAAAAAAAAAAAAPgAm0YBAAAAAAAAAAAAAAAAAAB8gE2jkmZnZxWPxzU7O+t1UQDkiPwF7EX+AnYjhwF7kb+AvchfwG7kMGAv8hewF/kL2I0cBuxF/gJmY9OopJmZGe3fv18zMzNJjx84cCDpcRSGei0Nv9brUvmb6nmu1I8rsRCHecodS7b5W+h7uHB+XIlDcicWV+IoRDlyuJg4Z0ujbtJzsX68zl+b69TWsttabsnespeq3F7n72K2np9UXIpFcise12IxKYe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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = cars[['mpg','hp','qsec','wt']]\n", + "sns.pairplot(x)" ] }, { @@ -61,12 +718,191 @@ "### Using scipy to calculate the Pearson correlation coefficient" ] }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "PearsonR Correlation Coefficient -0.776\n" + ] + } + ], + "source": [ + "mpg = cars['mpg']\n", + "hp = cars['hp']\n", + "qsec = cars['qsec']\n", + "wt = cars['wt']\n", + "\n", + "pearsonr_coefficient, p_value = pearsonr(mpg,hp)\n", + "print('PearsonR Correlation Coefficient %0.3f' % (pearsonr_coefficient))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "PearsonR Correlation Coefficient 0.419\n" + ] + } + ], + "source": [ + "pearsonr_coefficient, p_value = pearsonr(mpg,qsec)\n", + "print('PearsonR Correlation Coefficient %0.3f' % (pearsonr_coefficient))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "PearsonR Correlation Coefficient -0.868\n" + ] + } + ], + "source": [ + "pearsonr_coefficient, p_value = pearsonr(mpg,wt)\n", + "print('PearsonR Correlation Coefficient %0.3f' % (pearsonr_coefficient))" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using Seaborn to visualize the Pearson correlation coefficient" ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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\n", + "
" + ], + "text/plain": [ + " mpg hp qsec wt\n", + "mpg 1.000000 -0.776168 0.418684 -0.867659\n", + "hp -0.776168 1.000000 -0.708223 0.658748\n", + "qsec 0.418684 -0.708223 1.000000 -0.174716\n", + "wt -0.867659 0.658748 -0.174716 1.000000" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "corr = x.corr()\n", + "corr" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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6cOCAO/C1bNlSYWFhHvcsKirSnj17Kn1PM+jxAwAA1lSDT+5ISkrSpEmT1L59e8XExGjZsmUqKSnRgw8+KElKTU1VixYtNHHiRElSRkaGOnTooNatW+vixYtavHixvv76aw0aNEjS1RW/w4cP16JFi9S6dWu1bNlSr7zyipo3b66ePXtW2/cg+AEAAEuqySd39OvXT2fPntWCBQtUUFCgtm3bKisryz3Ue/LkSQUG/mcg9eLFi3ruuedUUFCg4OBgtWvXTqtWrVJERIT7nMcee0wlJSWaPn26Ll68qE6dOikrK0s33XRTtX2PAJfLVSsedBfaONLXJaAG8cg2/8Ij2/zL/gUP+LoE1KD6Q2b67LOLJj1o+tqGL73lxUqsgx4/AABgTTU41PtjweIOAAAAP0GPHwAAsKYqbOfirwh+AADAmhjqNYzgBwAALMlF8DOM4AcAAKyJ4GcYwQ8AAFhTDe7j92PBql4AAAA/QY8fAACwJoZ6DSP4AQAAayL4GUbwAwAAllRLnjprKQQ/AABgTfT4GUbwAwAA1kTwM4xVvQAAAH6CHj8AAGBJPLnDOIIfAACwJoKfYQQ/AABgTTy4wzCCHwAAsCSGeo0j+AEAAGsi+BnGql4AAAA/QY8fAACwJub4GUbwAwAAlsQcP+NMB79Dhw7pT3/6kw4ePChJCg8P19ChQ3XHHXd4rTgAAIBrosfPMFNz/N5//33df//92rdvn6KiohQVFaX9+/fr/vvv1/vvv+/tGgEAAMpxOV2mD39lqsdvzpw5GjVqlMaPH+/RvmDBAs2ZM0d9+vTxSnEAAADXRI+fYaZ6/AoKCvTrX/+6XPsDDzyggoKCqtYEAACAamAq+HXp0kU7duwo175z50517ty5ykUBAADciMtp/vBXpoZ6e/Tooblz52rfvn2KjY2VJO3Zs0cbN27U2LFj9dFHH7nPvffee71TKQAAwPf5cYAzK8Dlchme4RgVFVW5mwcEKD8/v1LnhjaONFoGLOzkoY2+LgE1KNI+wNcloAbtX/CAr0tADao/ZKbPPvvMfd1NXxv63sderMQ6TPX4ffHFF96uAwAAwBh6/AwzvY9fTk6OcnJyVFhYKKfzP7/5gIAAvfjii14pDgAA4Fr8ea6eWaYWd2RkZCg5OVk5OTk6d+6cLl686D4uXLjg7RoBAAB8buXKlerRo4eio6M1aNAg5eXlXfPc1atX67e//a3i4+MVHx+vESNGlDt/8uTJstvtHsfIkSOr9TuY6vFbtWqV0tPTK9zSBQAAoCbUZI9fdna20tPTlZaWptjYWC1btkwjR47Uxo0b1axZs3Lnb9u2Tf3791fHjh1ls9mUlZWl5ORkbdiwQS1atHCfl5iYqPT0dPdrm81Wrd/DVI9faWmpOnbs6O1aAAAAKq0mt3NZunSpBg8erIEDByoiIkJpaWmqV6+e1q5dW+H58+bN05AhQ9S2bVuFh4frhRdekNPpVE5Ojsd5NptNYWFh7iM4ONjMr6LSTAW/hx56SO+++663awEAAKg8V4Dpw+FwqKioyONwOBwVfozD4dC+ffuUkJDgbgsMDFRCQoJ27dpVqVJLSkp05cqVcsEuNzdXd911l/r06aPnn39e586dM//7qIRKD/V+vxvS6XRq9erVysnJkd1uV506nreZMmWK9yoEAACoQFWGejMzM5WRkeHRNmbMGI0dO7bcuefOnVNZWVm5Id1mzZrp0KFDlfq8uXPnqnnz5h7hMTExUb169VLLli11/PhxzZ8/X4899pj+8pe/KCgoyMS3urFKB7/9+/d7vP5uL78DBw54tAcEBHihLAAAgOtzOc1njpSUFCUlJXm0Vdf8ujfeeEPZ2dlavny5brrpJnd7//793T9/t7ijZ8+e7l7A6lDp4LdixYpqKQAAAKCm2Wy2Sge9kJAQBQUFqbCw0KO9sLBQoaGh17128eLFeuONN7R06dIbPgCjVatWCgkJ0dGjR6st+Jma4wcAAOBrNbW4w2azqV27dh4LM75bqBEXF3fN695880299tprysrKUnR09A0/59///rfOnz+vsLAwYwUaYHoDZwAAAF9yuWpuellSUpImTZqk9u3bKyYmRsuWLVNJSYkefPBBSVJqaqpatGihiRMnSro6vLtgwQLNmzdPt956qwoKCiRJN998sxo0aKDLly8rIyNDffr0UWhoqI4fP645c+aodevWSkxMrLbvQfADAACWVJP7+PXr109nz57VggULVFBQoLZt2yorK8s91Hvy5EkFBv5nIHXVqlUqLS3VuHHjPO7z3QKSoKAgHThwQOvXr9elS5fUvHlz3X333Ro/fny17uUX4HK5XNV2dwNCG0f6ugTUoJOHNvq6BNSgSPsAX5eAGrR/wQO+LgE1qP6QmT777OPx95q+ttX2j7xYiXXQ4wcAACypdnRdWQuLOwAAAPwEPX4AAMCSqrKPn78i+AEAAEsi+BlH8AMAAJbEHD/jCH4AAMCS6PEzjuAHAAAsqSY3cP6xYFUvAACAn6DHDwAAWFJNPrnjx4LgBwAALMnJUK9hBD8AAGBJzPEzjuAHAAAsiVW9xhH8AACAJbGPn3Gs6gUAAPAT9PgBAABLYqjXOIIfAACwJFb1GkfwAwAAlsSqXuMIfgAAwJJY3GEcwQ8AAFgSQ73GsaoXAADAT9DjBwAALIk5fsYR/AAAgCUxx884gh8AALAk5vgZV2uC3+HhEb4uATUo0j7A1yWgBh34cp2vS0ANyoyb7usSUIPGDPHdZzPUa1ytCX4AAABG0ONnHKt6AQAA/AQ9fgAAwJJY22EcwQ8AAFgSQ73GEfwAAIAlsbjDOIIfAACwJKevC7AgFncAAABLcinA9GHGypUr1aNHD0VHR2vQoEHKy8u77vnvvfee+vbtq+joaN1///36+OOPPet3ufTKK6+oW7duiomJ0YgRI3TkyBFTtVUWwQ8AAOAGsrOzlZ6ertGjR2vdunWKiorSyJEjVVhYWOH5n3/+uSZOnKiHHnpI69ev17333qvRo0frwIED7nPefPNNrVixQjNmzNDq1atVv359jRw5Ut9++221fQ+CHwAAsCSny/xh1NKlSzV48GANHDhQERERSktLU7169bR27doKz1++fLkSExP1u9/9TuHh4ZowYYLuvPNO/elPf5J0tbdv+fLleuKJJ9SzZ09FRUVp9uzZOn36tD788MOq/Fqui+AHAAAsyakA04fD4VBRUZHH4XA4Kvwch8Ohffv2KSEhwd0WGBiohIQE7dq1q8Jrdu/erbvuusujrVu3btq9e7ck6cSJEyooKPC4Z6NGjRQbG3vNe3oDwQ8AAFhSVeb4ZWZmqlOnTh5HZmZmhZ9z7tw5lZWVqVmzZh7tzZo105kzZyq85syZMwoNDb3m+QUFBe62yt7TG1jVCwAALKkqq3pTUlKUlJTk0Waz2apWkAUQ/AAAgN+x2WyVDnohISEKCgoqt5CjsLCwXK/ed0JDQ8v13H3//LCwMHdb8+bNPc6Jioqq9PcwiqFeAABgSTW1nYvNZlO7du2Uk5PjbnM6ncrJyVFcXFyF13To0EFbt271aPvss8/UoUMHSVLLli0VFhbmcc+ioiLt2bPnmvf0Bnr8AACAJdXkBs5JSUmaNGmS2rdvr5iYGC1btkwlJSV68MEHJUmpqalq0aKFJk6cKEkaPny4hg0bpiVLlqh79+7Kzs7W3r179Yc//EGSFBAQoOHDh2vRokVq3bq1WrZsqVdeeUXNmzdXz549q+17EPwAAIAl1WTw69evn86ePasFCxaooKBAbdu2VVZWlnvo9uTJkwoM/M9AaseOHTV37ly9/PLLmj9/vm6//XYtXLhQkZGR7nMee+wxlZSUaPr06bp48aI6deqkrKws3XTTTdX2PQJcLpeJ3Wy879KYfr4uATUo5n+/8nUJqEEHvlzn6xJQgzLjpvu6BNSgMcf/5LPP3tDiEdPX9j/1v16sxDro8QMAAJbkNPfkNb/G4g4AAAA/QY8fAACwJKfB1bkg+AEAAIuqFYsULIbgBwAALKkmV/X+WBD8AACAJTkDGOo1iuAHAAAsiaFe40yt6j1+/LiOHDlSrv3IkSM6ceJEVWsCAABANTAV/KZMmaJdu3aVa9+zZ4+mTJlS5aIAAABuxFmFw1+ZCn779+9Xx44dy7V36NBB+fn5VS4KAADgRpwB5g9/ZWqOX0BAgC5fvlyu/dKlSyorK6tyUQAAADfCPn7Gmerxi4+PV2ZmpkfIKysr0xtvvKFOnTp5rTgAAIBrcVXh8FemevyefvppDRkyRH379lXnzp0lSTt27FBRUZGWLVvm1QIBAAAq4s9DtmaZ6vGLiIjQO++8o/vuu0+FhYW6fPmyfvWrX+m9995TZGSkt2sEAACAF5jex69FixZ66qmnvFkLAABApfnz6lyzTPX4SVeHdp9++mk9/PDDOnXqlCRp/fr12rFjh9eKAwAAuBbm+BlnKvi9//77GjlypOrVq6d9+/bJ4XBIkoqKipSZmenVAgEAACrCdi7GmQp+ixYtUlpaml544QXVqfOf0eKOHTtq//79XisOAADgWtjA2ThTc/wOHz7sXs37fY0aNdLFixerXBQAAMCN+HOAM8tUj19oaKiOHTtWrn3nzp1q1apVlYsCAACA95kKfoMHD9asWbO0Z88eBQQE6NSpU3rnnXf00ksv6ZFHHvF2jQAAAOW4Aswf/srUUO+oUaPkdDo1YsQIlZSUaOjQobLZbEpOTtawYcO8XSMAAEA5DPUaZ/pZvU888YRGjhypY8eOqbi4WOHh4WrQoIG36wMAAKgQwc840/v4SZLNZlNERITuuOMO5eTk6ODBg96qCwAA4LrYx884Uz1+48ePV3x8vIYOHapvvvlGAwcO1FdffSWXy6X58+erT58+3q4TAADAgz/vx2eWqR6/HTt2uLdz+eCDD+RyubR9+3Y9++yzWrRokVcLBAAAgHeYCn6XLl1ScHCwJGnz5s3q3bu36tevr5///Oc6evSoVwsEAACoCBs4G2cq+N1yyy3atWuXiouLtXnzZt19992SpIsXL8pms3m1QAAAgIoQ/IwzNcdv+PDheuaZZ3TzzTfrlltuUdeuXSVJ27dvV2RkpFcLBAAAqIg/L9Iwy1TwGzJkiGJjY3Xy5EndfffdCgy82nHYqlUr/f73v/dqgQAAABVhcYdxpoJfenq6++cdO3aUe//99993/zxlyhQzHwEAAHBdtXHI9vz585o5c6Y2bdqkwMBA9e7dW88+++w19zo+f/68Xn31VW3ZskUnT55U06ZN1bNnT40fP16NGjVyn2e328tdO3/+fPXv399QfaaC3/79+5Wfn68rV66oTZs2kqQjR44oMDBQd955p/u8gACiOAAA8B9PP/20CgoKtHTpUpWWlmrq1KmaPn265s2bV+H5p0+f1unTpzVp0iRFREToq6++0owZM3T69GktWLDA49z09HQlJia6Xzdu3NhwfaaCX48ePdSgQQO99NJL7tW9Fy5c0JQpU9S5c2clJyebuS0AAECl1bY5fgcPHtTmzZu1Zs0aRUdHS5KmTZumUaNGKTU1VS1atCh3TWRkpF599VX369tuu00TJkzQM888oytXrqhOnf9EtcaNGyssLKxKNZpa1btkyRJNnDjRHfokKTg4WBMmTNCSJUuqVBAAAEBlOOUyfTgcDhUVFXkcDoejSvXs2rVLjRs3doc+SUpISFBgYKDy8vIqfZ+ioiI1bNjQI/RJUlpamrp27aqHHnpIa9askctlPPqa6vErKirS2bNny7WfPXtWly9fNnNLAAAAQ6oyxy8zM1MZGRkebWPGjNHYsWNN3/PMmTNq2rSpR1udOnUUHBysgoKCSt3j7Nmzeu211/Sb3/zGo33cuHH62c9+pvr162vLli1KS0tTcXGxhg8fbqhGU8GvV69emjJliiZPnqyYmBhJ0p49ezR79mz17t3bzC0BAAAMqcpQb0pKipKSkjzarrUX8dy5c/Xmm29e937Z2dlVqOaqoqIipaSkKDw8XGPGjPF4b/To0e6f77zzTpWUlGjx4sU1E/zS0tL00ksvaeLEibpy5YokKSgoSA899JBSU1PN3BIAAMCQqvT42Wy2Sj90Ijk5WQMGDLjuOa1atVJoaGi5EdErV67owoULN5ybV1RUpN/97ndq0KCBFi5cqLp16173/NjYWL322mtyOByGHp5hKvjVr19fM2bMUGpqqo4dOybp6mTEm2++2cztAAAAaq2mTZuWG8KtSFxcnC5evKi9e/eqffv2kqStW7fK6XS6R0grUlRUpJEjR8pms2nRokW66aabbvhZ+fn5Cg4ONvzENFPB7zs333yzoqKiqnILAAAAU2rbBs7h4eFKTEzUc889p7S0NJWWlmrmzJnq37+/e0XvqVOn9Oijj2r27NmKiYlRUVGRkpOTVVJSojlz5rgXmkhXA2dQUJD+/ve/q7CwULGxsbrpppv06aefKjMz09QuKlUKfgAAAL7irHUbulydDzhz5kw9+uij7g2cp02b5n6/tLRUhw8fVklJiSRp37592rNnj6Srayi+76OPPlLLli1Vp04drVy5Ui+++KKkq6OskydP1uDBgw3XR/ADAACWVPtin9SkSZNrbtYsSS1bttSXX37pft21a1eP1xW55557dM8993ilPoIfAACwpNr4yLbajuAHAAAsqTYO9dZ2pp7cAQAAAOuhxw8AAFgS/X3GEfwAAIAlMcfPOIIfAACwJOb4GUfwAwAAlkTsM47gBwAALImhXuNY1QsAAOAn6PEDAACW5GKw1zCCHwAAsCSGeo0j+AEAAEtiVa9xBD8AAGBJxD7jCH4AAMCS6PEzjlW9AAAAfoIePwAAYEks7jCO4AcAACyJ7VyMI/gBAABLosfPuFoT/ELe2OPrElCDLi1N9nUJqEGZcdN9XQJqUMquP/i6BPgJevyMqzXBDwAAwAh6/IxjVS8AAICfoMcPAABYktPFUK9RBD8AAGBJxD7jCH4AAMCSeHKHcQQ/AABgSazqNY7gBwAALIlVvcaxqhcAAMBP0OMHAAAsiTl+xhH8AACAJTHHzziCHwAAsCTm+BnHHD8AAGBJLpfL9FFdzp8/r4kTJ6pjx47q3Lmzpk6dqsuXL1/3mmHDhslut3sc06d7PuP866+/1qhRoxQbG6u77rpLL730kq5cuWK4Pnr8AAAAvOTpp59WQUGBli5dqtLSUk2dOlXTp0/XvHnzrnvd4MGDNW7cOPfr+vXru38uKytTSkqKQkNDtWrVKp0+fVqTJk1S3bp19dRTTxmqjx4/AABgSU65TB/V4eDBg9q8ebNeeOEFxcbGqnPnzpo2bZo2bNigU6dOXffaevXqKSwszH00bNjQ/d6WLVv0r3/9S3PmzFHbtm3VvXt3jR8/XitXrpTD4TBUI8EPAABYkrMKR3XYtWuXGjdurOjoaHdbQkKCAgMDlZeXd91r3333XXXt2lW//OUvNW/ePJWUlLjf2717tyIjIxUaGupu69atm4qKivSvf/3LUI0M9QIAAEuqyqpeh8NRrrfMZrPJZrOZvueZM2fUtGlTj7Y6deooODhYBQUF17zul7/8pX7605+qefPm+vLLLzV37lwdPnxYGRkZ7vt+P/RJcr++3n0rQvADAACWVJUh28zMTHew+s6YMWM0duzYcufOnTtXb7755nXvl52dbbqW3/zmN+6f7Xa7wsLCNGLECB07dky33Xab6ftWhOAHAAAsqSqrc1NSUpSUlOTRdq3evuTkZA0YMOC692vVqpVCQ0N19uxZj/YrV67owoULCgsLq3RtsbGxkqSjR4/qtttuU2hoaLmh4jNnzkiSoftKBD8AAOCHjAzrNm3atNwQbkXi4uJ08eJF7d27V+3bt5ckbd26VU6nUzExMZWuLT8/X9J/Ql2HDh30+uuvq7CwUM2aNZMkffbZZ2rYsKEiIiIqfV+JxR0AAMCiatvijvDwcCUmJuq5555TXl6edu7cqZkzZ6p///5q0aKFJOnUqVPq27evuwfv2LFjWrhwofbu3asTJ07oo48+0qRJkxQfH6+oqChJVxdyREREKDU1VV988YU2b96sl19+WUOGDDE8J5EePwAAYEm18ZFtc+fO1cyZM/Xoo48qMDBQvXv31rRp09zvl5aW6vDhw+5Vu3Xr1lVOTo6WL1+u4uJi3XLLLerdu7eefPJJ9zVBQUF6/fXXNWPGDP3mN79R/fr1NWDAAI99/yorwFWd21cbUMd2q69LQA26tDTZ1yWgBi2efNjXJaAGpez6g69LQA2qG3qHzz67Z6s+pq/98Pj7XqzEOujxAwAAllRL+q4sheAHAAAsqbqewPFjxuIOAAAAP0GPHwAAsKTauLijtiP4AQAAS3Iyx88wgh8AALAkYp9xBD8AAGBJLO4wjuAHAAAsieBnHKt6AQAA/ISp4JeRkeF+1Mj3ffPNN8rIyKhyUQAAADficrlMH/7KVPBbuHChiouLy7WXlJRo4cKFVS4KAADgRpxymT78lak5fi6XSwEBAeXav/jiCwUHB1e5KAAAgBthHz/jDAW/+Ph4BQQEKCAgQH369PEIf2VlZSouLtbDDz/s9SIBAAB+yJ+HbM0yFPymTp0ql8ulqVOnauzYsWrUqJH7vbp16+rWW29VXFyc14sEAAD4IX8esjXLUPAbMGCAJOmVV15R/fr11alTJ912223VUhgAAAC8y9Qcv27duikrK0vTp09X8+bNFR8fr65duyo+Pl633367l0sEAAAoj6Fe40wFv1mzZkmSTp06pe3btys3N1dLlizR9OnTFRYWpk8++cSrRQIAAPwQQ73GVenJHY0bN1aTJk0UHBysxo0bKygoSE2bNvVWbQAAANfEql7jTAW/+fPnKzc3V/v371d4eLji4+P12GOPKT4+nu1cAABAjXAy1GuYqeD3xhtvqGnTphozZox69eqlNm3aeLsuAACA66LHzzhTwW/9+vXKzc11z+2rW7euunTp4j4IggAAALWPqeAXFRWlqKgoDR8+XNLVJ3b88Y9/1B/+8Ac5nU7l5+d7tUgAAIAfYqjXONOPbNu/f79yc3O1bds2ff755yoqKpLdbld8fLy3awQAACiHoV7jTAW/Ll26qLi4WHa7XV26dNHgwYPVuXNnNW7c2Nv1AQAAVIgeP+NMBb85c+aoc+fOatiwobfrAQAAqBR6/IwzFfx+/vOfe7kMAAAAY+jxMy7Q1wUAAACgZlTpyR0AAAC+wlCvcQQ/AABgSS6X09clWA7BDwAAWJKTHj/DCH4AAMCSXCzuMIzgBwAALKk29vidP39eM2fO1KZNmxQYGKjevXvr2WefVYMGDSo8/8SJE7r33nsrfO/ll1/WfffdJ0my2+3l3p8/f7769+9vqD6CHwAAgJc8/fTTKigo0NKlS1VaWqqpU6dq+vTpmjdvXoXn33LLLdqyZYtH21/+8hctXrxY99xzj0d7enq6EhMT3a/NPDiD4AcAACyptg31Hjx4UJs3b9aaNWsUHR0tSZo2bZpGjRql1NRUtWjRotw1QUFBCgsL82j78MMPdd9995XrJWzcuHG5c41iHz8AAGBJTpfL9OFwOFRUVORxOByOKtWza9cuNW7c2B36JCkhIUGBgYHKy8ur1D327t2r/Px8PfTQQ+XeS0tLU9euXfXQQw9pzZo1poIvPX4AAMCSqrKPX2ZmpjIyMjzaxowZo7Fjx5q+55kzZ9S0aVOPtjp16ig4OFgFBQWVuseaNWsUHh6ujh07erSPGzdOP/vZz1S/fn1t2bJFaWlpKi4u1vDhww3VSPADAACWVJWh3pSUFCUlJXm02Wy2Cs+dO3eu3nzzzeveLzs723Qt3/nmm2/0t7/9TU8++WS590aPHu3++c4771RJSYkWL15M8AMAAP6hKqt6bTbbNYPeDyUnJ2vAgAHXPadVq1YKDQ3V2bNnPdqvXLmiCxcuVGpu3saNG/XNN9/o17/+9Q3PjY2N1WuvvSaHw1Hp7yER/AAAAK6radOm5YZ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car_namesmpgcyldisphpdratwtqsecvsamgearcarb
0Mazda RX421.06160.01103.902.62016.460144
1Mazda RX4 Wag21.06160.01103.902.87517.020144
2Datsun 71022.84108.0933.852.32018.611141
3Hornet 4 Drive21.46258.01103.083.21519.441031
4Hornet Sportabout18.78360.01753.153.44017.020032
\n", + "
" + ], + "text/plain": [ + " car_names mpg cyl disp hp drat wt qsec vs am gear \\\n", + "0 Mazda RX4 21.0 6 160.0 110 3.90 2.620 16.46 0 1 4 \n", + "1 Mazda RX4 Wag 21.0 6 160.0 110 3.90 2.875 17.02 0 1 4 \n", + "2 Datsun 710 22.8 4 108.0 93 3.85 2.320 18.61 1 1 4 \n", + "3 Hornet 4 Drive 21.4 6 258.0 110 3.08 3.215 19.44 1 0 3 \n", + "4 Hornet Sportabout 18.7 8 360.0 175 3.15 3.440 17.02 0 0 3 \n", + "\n", + " carb \n", + "0 4 \n", + "1 4 \n", + "2 1 \n", + "3 1 \n", + "4 2 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "address = '/workspaces/python-for-data-science-and-machine-learning-essential-training-part-1-3006708/data/mtcars.csv'\n", "\n", @@ -55,12 +191,191 @@ "cars.head()" ] }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = cars[['cyl','vs','am','gear']]\n", + "sns.pairplot(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "spearmanr correlation coeffient -0.814\n" + ] + } + ], + "source": [ + "cyl = cars['cyl']\n", + "vs = cars['vs']\n", + "am = cars['am']\n", + "gear = cars['gear']\n", + "spearmanr_coefficient , p_value = spearmanr(cyl,vs)\n", + "print('spearmanr correlation coeffient %0.3f' % (spearmanr_coefficient))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "spearmanr correlation coeffient -0.564\n" + ] + } + ], + "source": [ + "spearmanr_coefficient , p_value = spearmanr(cyl,gear)\n", + "print('spearmanr correlation coeffient %0.3f' % (spearmanr_coefficient))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "spearmanr correlation coeffient -0.522\n" + ] + } + ], + "source": [ + "spearmanr_coefficient , p_value = spearmanr(cyl,am)\n", + "print('spearmanr correlation coeffient %0.3f' % (spearmanr_coefficient))" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Chi-square test for independence" ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "chi_square Statistic 8.741, p_value 0.013\n" + ] + } + ], + "source": [ + "table = pd.crosstab(cyl, am)\n", + "from scipy.stats import chi2_contingency\n", + "chi2, p, dof, expected = chi2_contingency(table.values)\n", + "print('chi_square Statistic % 0.3f, p_value %0.3f' % (chi2,p))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "chi_square Statistic 21.340, p_value 0.000\n" + ] + } + ], + "source": [ + "table = pd.crosstab(cyl, vs)\n", + "from scipy.stats import chi2_contingency\n", + "chi2, p, dof, expected = chi2_contingency(table.values)\n", + "print('chi_square Statistic % 0.3f, p_value %0.3f' % (chi2,p))" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "chi_square Statistic 18.036, p_value 0.001\n" + ] + } + ], + "source": [ + "table = pd.crosstab(cyl, gear)\n", + "from scipy.stats import chi2_contingency\n", + "chi2, p, dof, expected = chi2_contingency(table.values)\n", + "print('chi_square Statistic % 0.3f, p_value %0.3f' % (chi2,p))" + ] } ], "metadata": { @@ -79,7 +394,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.12.1" } }, "nbformat": 4, diff --git a/notebooks/05_06b.ipynb b/notebooks/05_06b.ipynb index 875a7ac..cb4d584 100644 --- a/notebooks/05_06b.ipynb +++ b/notebooks/05_06b.ipynb @@ -30,6 +30,107 @@ "rcParams['figure.figsize'] = 5,4" ] }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Sepal lengthSepal WidthPetal LengthPetal WidthSpecies
05.13.51.40.2setosa
14.93.01.40.2setosa
24.73.21.30.2setosa
34.63.11.50.2setosa
45.03.61.40.2setosa
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" + ], + "text/plain": [ + " Sepal length Sepal Width Petal Length Petal Width Species\n", + "0 5.1 3.5 1.4 0.2 setosa\n", + "1 4.9 3.0 1.4 0.2 setosa\n", + "2 4.7 3.2 1.3 0.2 setosa\n", + "3 4.6 3.1 1.5 0.2 setosa\n", + "4 5.0 3.6 1.4 0.2 setosa" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "address = '/workspaces/python-for-data-science-and-machine-learning-essential-training-part-1-3006708/data/iris.data.csv'\n", + "df = pd.read_csv(filepath_or_buffer=address, header=None, sep=',')\n", + "df.columns = ['Sepal length','Sepal Width','Petal Length','Petal Width ', 'Species']\n", + "x = df.iloc[:,0:4].values\n", + "y = df.iloc[:,4].values\n", + "df[:5]" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -37,12 +138,312 @@ "### Identifying outliers from Tukey boxplots" ] }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Sepal lengthSepal WidthPetal LengthPetal WidthSpecies
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..................
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" + ], + "text/plain": [ + " Sepal length Sepal Width Petal Length Petal Width Species\n", + "0 5.1 3.5 1.4 0.2 setosa\n", + "1 4.9 3.0 1.4 0.2 setosa\n", + "2 4.7 3.2 1.3 0.2 setosa\n", + "3 4.6 3.1 1.5 0.2 setosa\n", + "4 5.0 3.6 1.4 0.2 setosa\n", + ".. ... ... ... ... ...\n", + "145 6.7 3.0 5.2 2.3 virginica\n", + "146 6.3 2.5 5.0 1.9 virginica\n", + "147 6.5 3.0 5.2 2.0 virginica\n", + "148 6.2 3.4 5.4 2.3 virginica\n", + "149 5.9 3.0 5.1 1.8 virginica\n", + "\n", + "[149 rows x 5 columns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Sepal_width = x[:,1]\n", + "iris_outliers = (Sepal_width>2.05)\n", + "df[iris_outliers]" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Applying Tukey outlier labeling" ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 0 1 2 3\n", + "count 150.0 150.0 150.0 150.0\n", + "mean 5.8 3.1 3.8 1.2\n", + "std 0.8 0.4 1.8 0.8\n", + "min 4.3 2.0 1.0 0.1\n", + "25% 5.1 2.8 1.6 0.3\n", + "50% 5.8 3.0 4.3 1.3\n", + "75% 6.4 3.3 5.1 1.8\n", + "max 7.9 4.4 6.9 2.5\n" + ] + } + ], + "source": [ + "pd.options.display.float_format = '{:.1f}'.format\n", + "X_df = pd.DataFrame(x)\n", + "print(X_df.describe())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -61,7 +462,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.12.1" } }, "nbformat": 4, diff --git a/notebooks/05_07b.ipynb b/notebooks/05_07b.ipynb index a92f8cf..6f07dfa 100644 --- a/notebooks/05_07b.ipynb +++ b/notebooks/05_07b.ipynb @@ -40,9 +40,96 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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Sepal LengthSepal WidthPetal LengthPetal WidthSpecies
05.13.51.40.2setosa
14.93.01.40.2setosa
24.73.21.30.2setosa
34.63.11.50.2setosa
45.03.61.40.2setosa
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" + ], + "text/plain": [ + " Sepal Length Sepal Width Petal Length Petal Width Species\n", + "0 5.1 3.5 1.4 0.2 setosa\n", + "1 4.9 3.0 1.4 0.2 setosa\n", + "2 4.7 3.2 1.3 0.2 setosa\n", + "3 4.6 3.1 1.5 0.2 setosa\n", + "4 5.0 3.6 1.4 0.2 setosa" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "address = '/workspaces/python-for-data-science-and-machine-learning-essential-training-part-1-3006708/data/iris.data.csv'\n", "df= pd.read_csv(filepath_or_buffer=address, header=None, sep=',')\n", @@ -55,10 +142,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(x='Species',y='Sepal Length',data=df,hue='Species',palette='hls',legend=False)\n" + ] }, { "cell_type": "markdown", @@ -68,6 +178,70 @@ "source": [ "### Looking at the scatterplot matrix" ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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XwRfzsvNJuFwKw0aIhJxC37brJBtWa/5HwV+cVkwikeaTDwLcf2cND95Tw/w5IVQFTjq1OO8669cm2PcAZ955Y8ZbsNt7bt1CELqSCLD0IYkN61GL8gdYDEWZi2GitmZHFkkQhG2gqhL7Hejk2BM9GE2ZYIEkwcTdrFz6u4qcoZctVoVfnFbMAQc7W98eKQpM3d/BGeeUYLNlV2pMZpkzf13CxEnW1kCF0Shx8GEu9pnm6PFDHVdWGbnsqoqsQFDVACO//1NVwTdrgiD0PrIsMWkPGyed5s5q1Td2vIWrrq/EU1T4fA/4Uzz9ZAMP3lPL57OCXHFtZdaIaiWlKldeV0k6rbdeZwGGjzRx3U1VFHt79mhqgtBZxV6V399UxcBBm1p4udwKF19ZTlGxyt23VvP0kw2s/DHG8qUx/vJwHY8+UMvI0WbO/HUJVtumusKoncwMH2XmqGM9HHiIE4Mhc07JMuwx2cavzivNeTkkCH2V+KX3EelEglRTI7bdJ+edr7g9IEkk62phzLgdXDpBEDrK6VI56jgP++7vJBpNYzJKOFwKVmv+N0Buj8qpv/Ry+NFuYjEds1nG6VIwm3ODJcGAxp1/Xs8+05xc8rtytFQmgPPFvDCP3FfLtX+swu3uubcHs1lml92s3HTbQMJhDVmWsDtkXHnyKAiC0LvZ7DKjxvi5de9BRKM6RqOEw6Fg28rb8OrqBF8tjADw3psBajck+M2FpciKhCxlhpUtLTOiaTp/vmsgkXAagyGz7S27VQpCXyTLEgMHm7j6D5WEQhrRaIyiYisul8J7bweoqc7tOrfshxhrfoqz34FOdtnVSiSSe9784tRiph/mpiWaxmyWcTiVnJa0gtCXidpoH5GsqwFdRy3O34JFUhQUlzsTYBEEoVcwGGS8Je1vTWIyZR4YtqamOkE0ovP+2wHefzt3hI5ISOvRARYASZLwFKltvsEWBKFvCIUCDB+u4C1p30NaOq3z2YfBrGnfLG7hm8UbAHA4Ff585wAAFEWiuNhAcf5eD4LQ5zldKja7xOLFKxg2fCLhcJpZHwcLLv/R+0HGTbBS7DWQ77HDYlWwFHgZJAj9Qc9uBy60W/Lnrj9qUeEagur2iACLIAhsLde1SIUtCEJvV2j4WUAk/BeEtuht1xN0XRf1BEFogwiw9BGJ2hpkiwXZUjgjuOJ2k6yv24GlEgShJ6qoNBTM9F9SpopEdIIg9GqyLDHtwPzJNgGmTHWIbkCCUIDDqbDPtPyJ8wH2P8iZt/uxIAgZ3Xp2HHjggYwePTrn380335x3+Zdffjln2QkTJuzgUvdMybpaFE9Rm6NnKG4PycYG8eZGEPo5lzuTr2VLigK/Pr8Mt0d0uxEEoXcbMNDI+F1yXzq5PQqHHO7u8cm8BaG7yLLE3vs6KCnLrQsMH2lixCgxhLkgtKVba9EzZsxA07TWv3/88UfOOeccDjvssILr2O123nnnnda/xXCcGcm6WlR3/qEMN1JdbvRYC+lIBMVu30ElEwShpzGZZPae6mDIUBNvzPTR0JBi+AgThx3loaRUBFcEQej9XG6V31xQxrIfWnjv7QDxeJrJU+xMmerAWyJGCBKEthR7DVx3YxULF4T5/NMQiiJx4CEuxu9sFbnPBGEruvUMKSoqyvr773//O4MGDWLPPfcsuI4kSZSUlGzvovU6ybpaLBN2aXMZxeXOLNtQJwIsgtDP2ewKI0dbOP8SAzXVDVQNKMZsFpUmQRD6DrdHZfLeDsbvbEVL69jtCrIsXswJQnsUew0ccribvac6kCRJdKsThHbqMbXpRCLBa6+9xjnnnNNmq5RoNMoBBxxAOp1m7NixXHnllYwcObLDn7d5y5ltsXH9zm6nK6RjMbRgAMXlJt1GVjfZkemPnKivxzBoyA4qXX496fj1Rr3l+CmFEn0U0FP2p7cc366gqmn8gWoGDiruF/vbn77bQvva0fMy3zZ6sv7yHYv9bD+zBUBC19P01MOladp2vWf2l99Le4njka2t42G1SQXn9VWbH49tuWcK/Zuk95CEHG+99RZXXXUVH3/8MWVlZXmX+eqrr1izZg2jR48mFArxz3/+ky+++II333yT8vLydn2OpmksXry4C0ve/eTGehzP/YvotINIFximGQBdx/b6y8SmTCWx6x47roBCvzVp0qR2LdcXz8vuYjQaMRqNJBIJEolEdxdH6IHae16CODeFnkNVVcxmM6lUilgs1t3F2S7EPVPYnsxmM6qqEovFSKVS3V2cXqMj90xBgB7UguWll15i2rRpBYMrALvuuiu77rpr1t9HHHEEzz//PJdffnmHPm/ChAmdikhqmsaSJUs6vZ2uEPlyIfXA4PETUGy2Npdt9HhwmUwUT5y4Q8pWSE86fr1RXz1+PWV/euvx9TVrrF4VZ9l3CQYOMjJ8pBm3R2qzVWBv3ddt1Z/2tyv3tTcdr/7yHfen/aypDhMOmfju6xieIpWx4y243DIGQ9/p7rMtrQM68t33l99Le/Wn45FK6QT8ab7/toXmphSjdjIzcKgRl2tTouf+dDzaY/PjIQgd1SMCLBs2bGDOnDk88sgjHVrPYDAwZswY1q5d2+HPVBSlSy4gXbWdztAaG5CMRlS7fatJfxWni1RTY7eXeaOecPx6s752/Hra/vS08rRl/bo4d/15A6HQpm6CVpvMdX+sYtBg01bX70372hX60/52xb72xuPVG8u8Lfr6fvqa0/ztkRDVG5pbpykKXPq7CsZOsPTr0YC25bvv67+XjurrxyOZTLN8aYwH767J6h5XXmHgqusrcxI+9/Xj0VHiWAjbokfclV5++WWKi4vZf//9O7SepmksX7683ye9TTXUo7o97RpRSXE6STU37oBSCYKwo/j9KR57oDYruAIQjaR5+N4afD7RFFgQhN4nHkvz0v+aqN6QzJquafDI/TX4ff0nJ4QgbAu/T+Phe2tzcg/V1iR54b9NxGKFczcKgrBtuj3Akk6nefnllznuuONQ1ewGNddccw333Xdf69+PPvoos2fPZt26dXz33XdcffXVVFdX84tf/GJHF7tHSTTUoThd7VpWcThJNTVt5xIJgrAjhYIaNdXJvPMaG1KEAuIhRBCE3icY1FgwN5x3XioFK3/sm7lYBKGrrPkpTjKZP93mwvlhQkFRPxCErtbtXYTmzJlDdXU1J554Ys68mpoaZHlTDCgYDHLjjTfS0NCAy+Vi3LhxPP/884wYMWJHFrnHSTXUY6wa2K5lFaeLdCRMOh5HNm2924AgCD1focrTRomEeEMlCELvo2l6m6P+BMXDoSC0qa0ASjqdyc8iCELX6vYAy9SpU1m2bFneec8++2zW39dffz3XX3/9jihWr6HrOqmmRizj2peESXFmhmpONTdhrKjcnkUTBGEHcTgUDAYpb6BFUcDpUggGUqRSOkajjN0h+hQLgtDzmc0yJWUqDXX5uzmOGGUmFEyRTOoYDDIOp7i2Cf1bKKiRTKZbz4ehIwq/TPWWqJgt3d6ZQRD6nG4PsAidowX86MkkisvdruUVx88BFp8IsAhCX+FyKxxxjJtXX/LlzJt+uIuAX+PhJ2upr09SVWXkxFOLGTrchM0mHkYEQei53B6VM84q4YG7a3LmjR5jRpHh7lurqatLUlFp5KRTixk2QlzbhP4nHNZY+WOMl/7XRG1NkvJyAyecUsygwUbGTbDw3ZKWnHVOP9OLxyMeBQWhq4mwZS+XbGwAQHW1PwcLIPKwCEIfYjTKHHyoi7PPLcHtyTxYuNwKZ5zjZeJuNm67aQPr1yVIxHV+WhXn3turWbQgjKaJpsGCIPRsI0aZuOzqEioHGAEwmyWOONrNqb/0cttNG1i3NnNtW/NTnPvuqGbB3LDo9iD0K8lkmnmzQzxwVw1rV2fOh7VrEjx4dw2Lvgjz6wtKOfJYD2ZLZjCMikoDV15bwU7jLN1cckHom0TYspdL/RxgUVyedi0vqSqy1UaqWQRYBKEvcThV9jvQyS672kildFRVQk/rXH3ZmrzLP/9sE+MmWHF7RJxdEISey2yRMJjWcc0fRpNMgiyDJMF1V6whkchd/n//aWTCLtac4WcFoa8K+DVeeC5/vf7F/zaz6yQ7J5xcxEGHONE0MBolXG7xCCgI24s4u3q5ZGMDssXSoYS1itNJyte8HUslCEJ3kCQJT9Gmy/qypS0FE0RGo2lCIU0EWARB6PHi8TgOp4yiZFrorVjekje4AhBr0QkFNRFgEfqNUFAjEc/faiuR0AkEMudDUbE4JwRhRxA1614u1VDf7vwrGyl2h+giJAj9gEGV2pyvKG3PFwRB6InUrVzbtjZfEPqSLe/l8hZPd6pISSQIO5RowdLLJRsbWkcGai/Z4STVULedSiQIQk/h9ijYHTLhUO4wzcNGmLBYZKo3pDAbR1Bfl8LpBJu9cE3M15wiGNSIx9K43ApOl4LF0jU1t1RKx+9LEQhooGdyyLjcCgaDeA8gCH1ZKqUT8KcI+DXS6cx1y+VW0DQIBTT8/hQux0401Gu0tCRQZBmrTWHwUBNrfornbM9bomIXowkJvVgikSbgz/z2VUXC5VZwe1RkOX/g0OFUKK9U2Xuqk8FDTMRiaUxmmXVr4nz+WRCHq+efD7quZ+oYAY1kUsflUXG5FEwmUQcQeh8RYOnlUo0NGAcO7tA6isNBbPkP26lEgiD0FG6PykWXl3PfHdWkNhvltKRU5dcXlPLQPTWsW7upnf2kPW2ccXZJVjcjyFR81q9L8NA9NTQ2ZDYkSXDAdCfHnliEy9W5W0kslua7b6I8+Zd6WloywSCTSeLMX5ew2+42LNaeXzkUBKHj4nGN75e08MTj9USjmXPfaJL45dklmC0Sf32krrWbo9ujcMY5Jbz9ehOhoMZvLy/jycfrWb9u0zXMaJL47WXlYmQUodcKhzU+/yzEjOeaSCYz3X4cDpkLLytn5Ghz3pcObo/CZVdV8tTf63n5hU0pAEaONnPpVZU9/nzQNJ3Vq+I8cn8Nfl/mhFcUOOo4Dwcf6sLh7NnlF4QtibBgL6brOqnmpo53EXI4SUcipAt1YBYEoU+QZYmRoy3cdu8gTjqliN0n2zj9TC9XXV/Jo/fXZgVXABYtiPDSC03EY9ktXpqbUtx1y4bW4AqArsNH7wWZ/Umo06MRNdQnefSB2tbgCkA8rvPE4/XUVCc7tW1BEHquhvoUD99X2xpcAUjEdf7xt3okScJs2VRN9fs0/v5YHccc76G+Lsn9d9Zw8ZXlnHRqMbtPtnHaL4u59e5BDB7a/px0gtDT/LQixnPPNLYGVwBCoTT33VFNU2Mq7zqRcJpn/9nA8qWxrOk/LovxryfriYRzW7H2JE1NKe66dUNrcAVA0+DVl3ws+TrajSUThG0jAiy9mBYIoCeTKO0conkjxeEAEIluBaEfUFWJsnIjRx1fxG8vK+eQI9xEI+mCgYu5s0KZbjqbWbM6nrebEcBbr/sI+PNX+tojmUzz7lt+9AIxmtdnNhOL9ezKoSAIHZdKpfngnUDBc//Tj4JM2ceRNS0R11mzOs7goSaCAY36uiRHHefht5eVc+iRHkrLDCK3lNBrhUIpXn4xf91c02DOrFD+9YIa33/bknfesh9iBIMFst33EEsWRwom6Z05o3N1DEHoDiLA0oulmjJDNKvODgZY7JkKiyYCLILQr2zsv93cXLiyomnkBDSq1xdu7RYJp7PetHVUIqG3uf3a6iTxuAiwCEJfk4jrWd17tlRXm8Sdp2tDXW0SjyfTbbD250BxodwUgtCbpJJQX1u41eba1XFSqdz74eatP/Npifbse+ja1YWvAw31yYKjIQpCTyUCLL1YsqkRoMMtWGRHJiluqlkEWAShPyr2Fu7PrKpgNmffGgYOKtzk3ulSMBi2/eHGZJIYNKTw9gcMMmEWSe4Eoc8xmuQ2u/NUVhloasp92KysMrZ2lagaaNxu5ROEHc1olKisKvybHj7SjKrm3g+ttrbvkVubvzWJRJpkcvsFaYaNKHwdKK8woIgULEIvI2qtvViqsQHJZEIymTu0nmw0IpnNpPwiwCII/ZHHozJoSP5K3P4HuXC7s5PKDhxsxOXOn2j2mOM9ed8yt5eqykw/zJ0zrCRkEukedZwHk1ncqgShr1FViYMOcaHkubRIEux3oIv5n4ezplssMlUDjKxbm6CoWKWiUgRYhL7DZlc44dSivPOMRonJe9vzznM4FSbuZs07b+eJVpzbOKqWrznJwvlhHr2/lr88VMe3X0e2S3edseOtWCz57/Mnnlrc6UT6grCjiVprL5ZqbER1uZGkjr89VuwOkYNFEPopi1Xm3N+WMWqnTcFZWYYpU+0cfJgL4xYtRoqKDVx3YxUDNntbbDBIHHOChz33tne6eX5pqcqV11bg2mwoSbtD5pIryykrN3Rq24Ig9FwlpSpXXleZFcC12WV+c2Ep8USa1GYJtEvLDJx/cRkvv9DEoMFGrrmhkqJi8eAl9C2DB5v49QWlWQGHYq/68+89//3QZlM46zclTNrDyuaPBBN3s3L2uaXY7B0PsPiaUzx0by2PPlDLN4ujfLkwwr131PDU3+u7PMhS7FX5/U1VWfd7o0ni9DO97DTG0qWfJQg7grgz9WLJpgaUn7v7dJRid4guQoLQTwUCGvfeVs0B010ccbSHZErHoEp8vTjC4w/WctX1lTi3eGNUUWXk6hsqCQU1kgkdu0PB5VYwGjsfpzcYZcZOsHLT7QMIhTTQwe5U8HhUkVtBEPowg0Fm7HgLN902gPq6FOGQRjKl89F7AWx2mfMuKkPXwetVsNoUEnGd8y8pw+FUcIqhW4U+yGpT2HtfB2PHWwgGNRRFwuFQ8BS1/Xv3FBn49YVl/CKg0RJNY7HKOJ2Z86ajdF1n0YIwq1fFc+Yt/jLKmtVxdp7YdeefLGe6Cv/+T1WEghqplI7j5zpGvmGpBaGnE3enXizZ0IChvHyb1pXtDlK+pi4ukSAIvUFdTZJAQGPmjPxB1nAoTb7c2S6Xut2a6sqyRFGxoeAbOkEQ+iZJklBUiX89mTss++JFmSFad9nNyoWXlmI2i2qr0PcpikSx10Cxt2P3Q6tVwWrdtu5AmwsGNT76IFhw/gfvBBg9xoKpi/Ojud0qbrc4x4XeT4QFeyld10k1NaA63du0vuJwkPL5urZQgiD0CqmtjPqjpbd9VCBBEISO0nVIpQpfd1IpveBwzoIgdDEdtDbOx2RKR+/ZAxMJQrcSAZZeKh2JoMfjHR5BaCPF4UQL+NHT4gopCP1NRZWBQqmbiopV7AX6a8fTceqTDVQnavCl/NuvgIIg7FDxdIL6ZAM1iVqaUzv+5YvDobDnlPwJPAH22seC0Si6Cwq9T2+8b9odSsGEugD77ufEXCAprSAI3dxF6MADD2TDhg05008//XRuuummvOu8/fbbPPTQQ2zYsIEhQ4Zw1VVXsd9++23vovY4qaYGAJR87fjbQXE4IJ1GCwZQ3Z6uLJogCD2c06Vy7IkeZs7IfpCSJDj73JK8fb0bk0280Pwyn4fmoaFRono503sa4yxjsCr5Ry8QBKHna0o2M6N5JrNCc0iRolgt4oziU5lgHYddse2QMiiKxAEHuZj9aYiAX8uaN2CgkcFDRHBF6H0ak038r+kl5oTnt943z/KezljLTj36vqkoEtMOcPLZx0H8vuzzsWqgkZ3GdWz0UkHob7o1/Dhjxgxmz57d+u+pp54C4LDDDsu7/Jdffsnvfvc7TjrpJGbOnMlBBx3ERRddxPLly3dksXuEZOPPAZZtbMEi2x0AYiQhQeiHLBaZgw91c8W1FQwfYcLtUdhlNys33TaA0WNyK06+lJ97ah7ks9DnaGQqWw2pRu6rfYTvW5bt6OILgtBF/KkA99U+zMehz0iRGRmkKdXMQ3WPsyT63Q4ti7fUwI1/HsARx7gp9qqUlhk4+fRirri2gmbfmh1aFkHoLF/Kz101DzArPCfrvnlv7cMsjf3YzaXbOm+JgRtuHsCRx246H39xWjG/u66CoiKRK00Q2tKtLViKirLHev/73//OoEGD2HPPPfMu/8wzz7Dvvvvym9/8BoDLL7+cOXPm8O9//5s///nP2728PUmqsRFJVZGt2/Z2SXFsDLD4YGhXlkwQhN7A7lDYZVcbw0YYaWjwU1bmwWbLf0uoTdaxJrEu77xnm55juHkoHtW9HUsrCML20JBsZFV8dd55/256ntGWkRSpO66Vq7fUwImnFHPI4W4kCRxOBV1Ps3qNtvWVBaEHqUnWsi6xPu+8Zxv/yzDTYNw9/L7pLTVwwsnFTD9s0/koRvYThK3rMamaE4kEr732Gueccw5SgeQAixcv5uyzz86aNnXqVD744IMOf56mde5mvXH9zm5nWyUa65FdbnRdR9+WzG9mC8gKyabGbtmH7j5+vV1vOX6K0rFs9j1lf3rL8e0KJpOOz7eWAQNcBfd3WUvht211yXri6XivOVb96bsttK8dPS/zbaMn6y/fcVfs54/xlQXnNaWaiaVj3XIcHc5MPVDX0/3q+9ye98z+chzba3sfj6XRwq07a5J1xNKJHvVdtHU8ss/HHVqsbrP58diWe6bQv/WYAMsHH3xAKBTi+OOPL7hMY2MjXq83a1pxcTGNjY0d/rwlS5Z0eJ3tuZ2Osq5ciaSorFixYtu3YTazYdlSVhWVdGHJOqa7jl9f0dOP36RJkzq0fE/bn55Wnu1py311OByYzWZisRgur6N1erFahEW20JBsJK7HMUpGYtEYi1cu3sEl7pz+/N129LzMt43eoDeWeVts634aDAacAx0F56uoJKIJflj/A5IkEYvFWudJkoTJZCKdTpNIJPKurygKBoOBZDJZ8EHSaDQiyzLxeHyrL4v6w/e5I+6Z/eE4dsT2OB5msxlnhbPgfJNkJBZpYfGqxZhMppzzqzvlOx5msxld14nH4+3ejtFoxGKxEI/He8y+bYslS5Zs0z1T6N96TIDlpZdeYtq0aZSVle2Qz5swYUKnIpKaprFkyZJOb2dbbZj5Akp5BQNGjNjmbTQt8OA0GiiZOLHrCtZO3X38eru+evx6yv701eObz5b7mkym8fvSrFmdoLkxxdDhXsamBrOfZSV76vvTvMZIOKAzYLhMo301jca1VNjLGThxQHfvSrv05++2M3rT8eov33FX7GeT1oyx2UhCzw2SnOU9HaPVROOgtaT0FDuZR+FSXOhRM35fihXLY5jNMiNGmnG45KxRfvz+NLXVSWrWJaioMjJwgAG3Z1Pav0RCJxRMs2J5jFgszYhRZtweFZsttwVzf/o+O6ojx6S/HMf22t7Hw6uVoDQrrflXNneQc3+K7UWYJphYFvsx6/yySpYuL0t75DseLVGdQEDjx6UxFFVi5GgzTpeMydR2N6GmRo262iQ//pCgrNzAgIFGvCW96ze3+fEQhI7qEQGWDRs2MGfOHB555JE2l/N6vTmtVZqamnJatbSHoihdckHtqu10VKq5EdPQYcjytucpVuwONF9zt95ou+v49RV97fj1tP3paeXZnhRFIaXprF6V5MG7a4jFNr1NHjTEyEWXn8EdN2/A79v0JmrE6IGcf+kkTKqpO4rcKf3tu+3svvbG49Uby7wtOrOfRbKHayuu4K6aB7KCLKcWnUSSJL9b+3t0Nl0LbnT+mU/+a+CLeZHWabIM5/62jF13t2E2y9RUJ7j71g34mjc9WHqKFK65oYqKSiOxWJqvv4zyxON1Wd0N9tjLxhlnl+By56+a9pfvsyO25ZiI45htex2PIsnDNRWXc2/twyT1ZOv00eZRHOE+lNmRuTzT+FzW+TXdeSAnFR2HSy3c+mV723g8gsEUr73s44N3Aq3zJAlO+b9i9j3Aic2W/5jVVCe4/65qGupSrdMcToXf/b6CIUN73+hD4lwRtkWPGMT85Zdfpri4mP3337/N5SZOnMi8efOyps2ZM4eJ3dACozulW6KkI5FtHkFoI8XuEKMICYLQqrlJ48F7soMrAGtXJ3jpf02ccHJx1vQVyxK890aIZDK9I4spCEIXUSWV0ZaR3DvoNq4ov5izvf/HrVV/ZLx1bM7D3wjTcH5cKGcFVwDSafj7Y3U0N6UI+FM8en9tVnAFwNes8cj9tQT8KZqbUvzt0bqcXA5fzIvwxfzwtuWVE4QexiAbGGvZifsG3c5lZb/NnFsD/siV5RcT1EL8q/G/WecXwPvBj1ga6xkjo65cHssKrgDoOjz/7ybqapN51/E1p/jHX+uzgisAoaDGw/fWUl+XvzuhIPQ13R5gSafTvPzyyxx33HGoavZbi2uuuYb77ruv9e8zzzyTWbNm8c9//pOVK1fyyCOP8O2333LGGWfs6GJ3q+TPrXgUp7tT21EcTlJ+XxeUSBCEvmDDugSxlvwPN4sWRBg81Jgz/dMPgwQD/STrnSD0QaqkUmooYbJ9dw5zT2eIeRDvBT7MWW5fDmbWW6k8W8g8eM2ZFSIRT7Nhff6HqOr1CUJBjXmfhygUQ3n7dT8Bv7ieCH2DQTZQaihhimNPDnNPZ4R5GDbFyjuB9wuu86rvTUKp8A4sZa5IWOONmYWfD95/y5/3xUo4rLFief58K81NKVFXEPqNbg+wzJkzh+rqak488cSceTU1NTQ0NLT+vdtuu3Hvvffyv//9j2OPPZZ3332Xxx57jFGjRu3IIne7VGPmmKgud6e2Izsc6LEY6ZZoF5RKEITeztec/+EJQNMgleelVSKhk0qJN86C0Fek9BTNqdzWrVbJ3uYDUmNDEm0rjdnicZ36uvxvvwGCAY20aBAn9GGFzq+NAlqAFIXvxTtCMpXJvVKIz6flve/HY23XBcJhcXIL/UO352CZOnUqy5blH8rs2WefzZl2+OGHc/jhh2/vYvVoycYGUBRku71T21EcmT6eKZ8Po8XaFUUTBKGbRbUoMT2OSTJhU7Z+XkcjaTzuQcTjOkOGFe4f7XIpGI0Sx51UhMUqs25NnAVzw7g8CiZTt8fqBUHoIkbJyDHuo9jVtgsrYj+xILwQDY11+mqGjpzI8u/zjySy8642DIZMTpZ8QRJZBptdZpddbcz7PP8b+hGjTJhMEn5fCknK5G4QhN4uqIXQdA2rbMUoGdnZOoFvW37Iu+xO5tFY5e5JdLuRxSIzeoyFxoZQ3vnjd7bkve/b7Jlk1wajxJSpDkpLDfj9KebMCuH3aXhLuv2xUxB2CPFL74VSjQ2oLjeS1HYW761RHJnhGVO+ZoyVVV1RNEEQuklUi7I+Uc2M5pmsT2yg3FjGL4qOZ5BxYN5ASzis8dOKGK++7KOpMcmQoUlOOcPL8JFmVv6Y3cRXkuCS35WzckWMLxeGCYcyo35c8rsKVBXcHnErEYS+wJfy81XkG94KvEtLuoXxlrFcW3kF/2l8gU9T73Puybvz483xnC4+bo/C6J3M2OwKB0x38eG7gZxtT93PwZLFEcbvYsPtUfD7st+Qe0tUfvmrUt5+w8+8z0MoqsT+BzmZPMUuEk0KvVIgFeDblh94zfcW4XSY8ZaxHOM5kr3tk3nV9yaRdHY+IwWF4zxHYZK7N3G8ySRz5LEe5s8JkdqiMY3VKjN5bweynPsM4vEonHWuF4tZ4aP3g3z5RQRvicrJpxeTSunY7eI8FvqHDteKNU3j5ZdfZt68eTQ1NZHe4jXFM88802WFE/JLNjagODuX4BYySW4BUs1Nnd6WIAjdR9M1vox+zaN1f2ud1tzi4+YNd3BeyTns69gbg2xonRdrSfPRewFefmFTM2Vfc5RVK9Zz/c0DeP0VH/PnhEkmddwehQsuKePD9wLMnb3prfOCuWG+WhjhDzeL4Kwg9AX+VIC/1j/J19FvW6d9GprNgvBCLq+4iJeaXqXEC9fcUMkz/2igpjqJJMHOu1o5/Uwvxd7MNeaY4z04nQrvvOGnpSWNxSKz30FOKquMPPX3eoq9AX73+0pmPN/EN19F0XWorDJw0RXl3H3rhqzAy//+3cScWSHO/e3gHX48BKEzQlqIZxqf4/PwpsE5Pg3NZk54PrcMuJFbBtzIkw1P833LUgCGGAfx69KzKDeUdleRs5hNEhddXs7MGT7WrM60Whs9xswxJxRhyE3HBoDRJGMyKTxyf21rELa5KcXypTFOPaMYq1W0dhX6hw4HWG677TZeeeUV9ttvP0aOHNnpVhRCxyUb6lE9nk5vR1JVZKuNlE8kuhWE3syX8vPPhtwulQD/avwPE6zjKJE3DWcfDGrMnJHbBzwQSPPgPdVce2MlRx7rJpnUMZkl4i16VnBlo2RS5z9PN3LZNRXizZQg9HK1ydqs4MpGLXqMjwKfcmX5JbgNLhgH1/2xipZoGlmRcDhlLJZN57/LrXLUcR72nGJn/boEqZTO/M9DvPumH12HxobMKEJXXltBKgVpTcdqk3nv7UBOqxaAdWsSrF2jUzVgu+6+IHSpplRzVnBlo6Se5OmGf3NVxWVcWX4JES1CmjQ22YZTdXRDSXNpms4nHwX5/LMQBxzs4ugTPEjAT6vi/PWROk4/08uUqYac9fw+jWf+0ZA3ifWM55uYtKedklIRZBH6vg4HWN58800efPBB9ttvv+1RHqEdUo0NmIYM7ZJtKU4nKZ9owSIIvVlQCxJN509WHdcTBLQAJYZNAZbq9YmCiSRrNqQIBXUGDtrURPnt1wsHYX9cHiMaSYsAiyD0cnNCCwrOWxj5ijO9p7X+7XKrtJVnX1EkaqoTPPZAbd7569cmiEbTDBiYuc74fSnmz8mf7wFg7uwWJu3hxNK9qSkEod2+juQGKzdaGltONB2l1FCCXbHtwFK1TzikMX9OmKbGFDOez31G+OyTILtOsmG2ZAdLQiGtYCLsVCqTCLukNDcwIwh9TYfDiAaDgUGDBm2PsgjtoEWjpKORTo8gtJFis4suQoLQy8lS25dyaYtLvWpou+Xhln2rDcbCy0tS5p8gCL2bUS784KNKSodPdFVt/3VGktteXlUlcZ0RehVDG+eT9PN/PZUkgdLG+WhQJfJVO+StPFUqSs/dZ0HoSh1uwfKrX/2KZ555hj/+8Y+ie1A32DhEs9JFARbZ6SS12VDYgiDseIlEmoBfIxzWMBllHE4Zh7P9l2eH7MCtuPBruYklHbIdt5Kds6ms3IDTpbD/QU6GjTCTTOoYVInFX0aork5gNKdZuz5CPJbGZlcYM67wa+Op+zkAndU/xUgmdRwOBbdHwWwWLVoEoSeIp+P4tQARLYJJNuFUnDiU7FEIg6kQU+1TGGkejoLCvPAXzA7PbZ1/oudY0nqa1bE1SJKEQ3bgUTPdCDdeu4xGCYdDwenKXLsqKo0YDBLJZKa/gNujcOgRbsorjJgtEooMq1fFSKUy143jTiriLw/X5d2HaQdYMWwlMCwIPcku1vEF5+1u3Q2HbKc55SOkhUnrGg4lc04pUtv3zkQ6gV8LENbCGGUTTtnR2rUoGtUIBjVaImksVhmnS8Fq7fi92OFUOOBgJwvmhjnwEBcGQyYcFImkee9tPwcd6so7ipDDoVBeoTJuZxsTdraSTOkYDBIrlseY9WmAomKVcFgjFNCIxdPYbAoul4LJnNmW358iHNRI/nxNcLkVDAbRpUjofdpVg7/44ouz/p43bx6fffYZI0eORFWzN/Hoo492XemEHMmGegAUt7tLtqc4nMSW5x8mWxCE7S8YTPHeWwHeecPXmq1/8FATv720jLKKApnktlCkerik7AJur74XjU3NcxUULi47H4/qzlre7VG4+vpK/v10A6+9nOn+I8swZaqD35xfyl8frmPl8kxSO0WBsy/wcuIpRbz0v+y8LSNGGjnoUBcP3FVD9YYkAEaTxNHHe5g6zYmnSIwuJAjdKZAK8Irvdd4PfNx6bRhlHsnFZedRaigBoCZRxyN1f2FVfDUAKioHu/bnHO8vearxWQ5xHki5sYzr191MKJ3pxuNR3PzedSNffgRvvupvDaIMGmzkwsvKqag04nYr/Or8Uv7+WB3FXpWzfl3Ci881IckSx59UxH131lBfl7lumC0Svzi1mJP/r5gX/pPdqnbiblaKvckdcbgEocu4FTcneY5jhm9m1nSX4uQM7ymsTqzlkbq/0pTK3Fftso1fl5zFRNsELAWGaQ6kgrwVeJc3fe+SIlNhGGYawiVlF2IOF/OfpxtY9EUEXc+0Qtltdyv/d04JRUUd65YjSRK77WHDZJT4z9MNhEOZPsWeIoUzzi5hyND8dRO3R+WyqyuZ+WIzD91b05qLZdwEC1dfX4UswcP31rB8aWakQkWB/Q50ctwvPPh9aR5/sJbamp+vCWaJk04tZq+pDtEFWeh12lX7dTiyky5Nnz59uxRG2LpkQz2SwYBs7Zo+m4rDQToSJh2PI5u6d1g4QehvNE1nzmch3piZneNkzU9x7rq1mhv+PICi4q1fpiVJYpR5BPcMupWPg7P4Kf4Tg4yDOMi1HyVqSU4XokA4zhN/bWDtT4nWaek0fP5ZCNUgUVZmbA2waBr847FGLrmqlBtvreKDdwIE/BoTd7Ox865WbrlxPZHwpoQuibjOS883U+RR2Wc/Z2cOjyAInZBMJ3k78D7vBD7Imr489iN3Vt/PjVXXopPm1uq7Wh/yAFKkeCfwAScVHcd15VfiUO3csP4WdDZlrixTS1m8IM7MGdm5n9auSXDXLRv4460DKCo2sOskG3++ayDhkMbfHq3D79O44poK/vJwLbHYpu3FWnSefaqRy64q57yLSpk7O4yiwkGHuBg4yMiqn5YwcFDRdjpSgtD1YukWAK4ov4h54YWEtBA7WUYxzDSEaDrKrRvubg2SAITTER6qe5xbBtzISPPwnO1pusZnodm86nsza/qq+GrmNX7N2v+O56uFm85HXYdFX0RJpRo47+IybLaOBSmCfo1//j27hbuvWePxh2q59Z5BeXMwxWJp3nzNx/y52Unxv1vSwr+eaGDvaY7W4Apk6hcfvR9k730d3H9nDdFoerNt6fz76UY8xSqT9shucScIPV27Aix33HHH9i6H0E6phnoUl7vLumcpjkzXgZSvCWN5ZZdsUxCE9gn4Urw+M38C2eamFDXViXYFWCDT37vSWMGpxSeS1JMYJEPBpsYBXzoruLK5OZ+FOP+SMubMyk44+cRjDfzp7nJ+fUEpqRSYTBKzPglmBVc2N/PlZkaNMVNS2r5WOIIgdC2/FuBt/3t551Una2hO+YimW7KCK5t7x/8+tw/8E/9ueD4ruAKwv3Q4r7wSz/+5Po11axMUFRswW2QGDjLx9VcR/D6NIcNM/LQqnhVc2dwrLzZz+lleirwqAwYaGDnagsGgo+cblkQQerA1iXXM8M3EIlvYzboL5YYyvo4uYUVsFaWGkqzgyuZmNM3ksvILsSrWrOn+lJ+ZWwRXNhqaHMOrC/Mnuv/6qyjBgNahAEtLi8arL+W/LmgafPJhgJNP9+bkVAn6NeZ8lj9Z9Y/LYxx5nAdJImuUoQEDjSz7IZYVXNncjOeaGDHKjMslWsQKvUeHO7adeeaZBIPBnOnhcJgzzzyzSwolFJZsrO+y/CuQacECiES3gtANEkm9YIACYMO6/EGQtiiSglk2t9mPu6Gh8HaTSR09T5FiLTrxOKiqjNksI0kSq1flf8ACaKhLoeUfTEAQhB0gno4T1wuf6/5UgPWJ9QXnh9MREukEa5O5y1g1B4ECo4UArF2dfW1Ytybzt7dEpWZD4TJVb0hgtsh8+mGQ998OEo8Vvj4KQk+2Or4GgJZ0C5+H5/FB8GN+jK2kRPWyIVFdcL31yQ15z9uEniSSjuRdJ9HS9uNcNNKx8yge11nfRv1j9ao4iXjuNqMt6YIjFAKEgplcTZvzlqhUt3FNqK1JouWPRQlCj9XhAMuCBQtIJnP7wsbjcRYtWtQlhRIKS9bXobo9XbY9xZFpwp9qEgEWQdjRDAYJs6Vwa7Tyyu0znGFRceHtKkrm35aMRilnNKGNQ6zm4ylSxIgBgtCNjLIRg5Q51wcaB7CXfQ/GWca0jl7iVBxUGMoLrm+RzBhlA+WGspx5cSWKzV64Clk1ILvlWmVV5m+/T6O0rPD1p7TM0PowWFZhyHkYE4TeYoCxCsjkQtvZOp7Jtj2oMJTh0/yUGUoLrldmKMUo5bb8NEgGLJI57zpGS9stvCzWjj3uGQ0SZeWFz9OqgUYMxtxtWsxtj/ZltyskEtll9W3lmuAtVZFFChahl2n3Gbd06VKWLl0KwIoVK1r/Xrp0Kd9//z0zZsygrCz3Jix0HT2dJtXY0GUJboHWfC6iBYsg7Hhuj8qhR7jzznM4lZyHlG2R0lPUJup41fcmD9X+hXf8H+DySJRX5K/Q7D7ZzteLc5saTzvYhsed3UR37HgLJlP+2tQRx3go9opakSB0F7fi4jjPkVxVfin7OqYgITHYNIhrKi7nQMf+2BUbVtmKU3HkXf9w9yEUq8Wc4DkmZ94s/T32PyJ/gNVmkxk0JHveoCEmbHaZFctjjBhtLjgi0JHHenjvLT8AxxzvwbINI6AIwo6U7x5bn2xgqGkIhzoP4ncVl1BuKEOWJA5xHcy+jr05wDENucAj2Eme47Bt0T0IwK26ONx9SN511qrL2Wls/sS4o3Yy43R27Dyy2hSOPTF/ziNJggOnu/IOq+50K0zaI3+OyIGDjASDKbbs7bfmpzhjx1sKBlOPP6kIt1t0DxJ6l3b/Yo877jgkSUKSJM4666yc+WazmRtuuKFLCydk0wJ+9GSyS1uwAChOpwiwCEI3UBSJA6e78DWnmPVJqLXiUVKqctnVFRR7O9eCJa2nWR5bwe0b7m3t7z03PJ919g1ccs0vePy+Rjas39Q0d5fdLRx/soeH76ltnSZJsMfeFg49yoXFmB3w8ZaqXHV9JY89WIvfl+kuIMtw0KEudtvDhiyL4RUFobsYZSN72vbgluo7CWqb8iK87X+PS8su5JXm1/kxvoLflp7LPxuepT6VSWgpIbG/YyqHuA5EkRQGGCs5v+RXPN3479auCz8mV/J/+5mJNhv45MNg67Wr2Kty+dUVFHuzq5fFXpXrbqziwXtqeOs1H+ddVMYz/2wgFMxcNxQFDj/ajcut8P23LZxzfglVA0X+JqFnS+tplrX8yB3V92XdY//XNIPbqv5EpbGCu2sebF1+bngBJaqXGyuv5aqKy3is7m9E0pkXGgbJwC+9pzHYNDDvZ6mSyiGuA2lO+fg0NLs1L1KpWsJu3tHs89tS/vpIHT8u25REdsQoM+ddVIbd0fFA5YCBRs4+t4T//quxtdWJ1Srzm9+WUlKav25isSicflYJsViab79paZ0+eIiJi68sJ63rVFYZWkcdBNh9TxslZQauuaGKR+6rae16qCiZFzUTdskNNglCT9fuAMuHH36IruscfPDBvPjiixQVbYpsGgwGiouLUfK1Kxe6TLK+DgClqwMsDifJpsYu3aYgCO3jcquc+ksvRx7rwe/XsJhlnC4Ft6fzb2x8KR8P1DyWk0xvF/s4HvfdyxnX/gpjpIxIRMPpUmg0r+cN7QMuu/4kIiGIRjXcbhWrA4ocuW/HVFVm+EgTv7+pilBQIx7X8RSpOJwyDod44yQI3SmshflHw7+ygisAOjqP1z/BZeW/5bPw5/yj4RmO8RyJR3GR0jUGmqrwKO7WJJtWxcpUxxTGW8fSnPIhSzJuxYVHdXHy/0kcdpQbv1/DbJJwulU8ea5dkiQxcLCJG/48gGAgRVrXuf5PVUTCGomEjtujIsuZHA233zcIl1vBYBABWqFn86V8PFibe4+N6XGa0k083fifnHUaUo38r/llfl1yFncNvAW/5kfT03hUD27FhVEu/GLFrbo503sax3mOwq/5McsWXIoTj+oGE1x6VQXBQIpwKI3dIeN0qjg62HplI6tNYZ9pDsbvbMXXnEKWJdweBZdbzdt6ZaOiYpULLikjGEwTCmrY7DIOp9KapPbaG6sIBjWikTQul4LDpWCzKTidCjfdMYCAXyOZ0DOf5VIxmcV1QOh92l0DrqrK9CXc2E1I2PE2BljULkxyC6A4XSSqCye6EwRh+7JaFaxWhbLC6RC2iU8LEEpnP1xZJDOxdJyV8VXcHM+0OjSajCRiCfj5xdfhgw5hWHFFuz5DlmXKyo1dXnZBEDonpIVZGlued15ST+JP+XEpLhpSjfyj4V9AJl/EXYNuyRnBxCAbKJG9lBi8WdNVS+atdXvPf0+RiqeocNWzvH2XHUHoETL32HDO9EHGgSyL/Zgz+tZG88ILOLX4REoMXryG4g59plWxYlWslJOblsHhUHBsQ2uVQgwGGW+JjLekY61p7Q4VuwOoyp3ncqu48nT5kWWJoiIDRUXbJ/ecIOxIHX7F+OGHH+adLkkSJpOJQYMGMXBg/uZtQuck6+uQHQ4kQ9defBSni9SSr9F1vcuGfxYEoful9NyE5KpkIK5nj/CRIDuDf0oXKfsFobfTaHsYr1g6jlHKrk9oaOL8F4R2ShQYpcsgGYilC4+yp6GRRoyQJQh9VYcDLBdddBGSJKFvkaVo4zRJkpg0aRKPPfYYLperywoqQLKha0cQ2khxOtETcdKRMIo9f7I7QRB6Pl3X8aX8pEihSioexYOCkvWgFU6HKVG9SEj8ynMWY+OTQZdIyyk+Vl9jTng+djl/krpkMk0woJFOg8ks4XSKbkCC0FNZZSslqpeGVP4uwFXGCppSzVnTnIoDh2zf6rbDIY1YLI2iZOp/yaSOLIPTldu1J53W8fsyw7YbjFLehJWxljThiAY6WG0yVpHcVugFipWinHsswLrEeo7xHF5wvWGmoVhlC7F0jLAWQUfHKlvzJrftCF3PnGupFKhqpktPe16cRiMawaBGedk4AgGNoqL2nX+hYIp4XEeSwekU3foEYaMO146feuopHnjgAa644gomTJgAwJIlS3jooYe48MILsdvt3HTTTdx1113cfvvtW91eXV0d99xzD7NmzaKlpYXBgwdz++23t257S/Pnz+fMM8/MmT579mxKSko6uju9SrK2tsvzr0CmBQtAsrFRBFgEoZcKpkIsinzFDN9MmlLNeBQ355Wewwmeo3nRN7N1OR2db6Lf8qDzr8z9OMwd79YQDqUpLTNw/C+OYvroY/GouflWfM0p3nvbz8fvB4jFdAYOMnL6WV6GDjNjtohKlSD0NEWqh1+V/JK7ah7ImbevfW++a1ma8xb9TO/pmXwOBSSTaTasS/CffzXi9arsMsnGmzN9rFubwGyW2P9gJ4ce4WntBuT3p5j9SYi33/ARCacpKzfwi9OKGTPOgs2eeYirq0nw4v+a+HJBBF2HCbtYOeUMLxWVBmRZtKoVei6X6uJ4z9HM2OweCxDX47gVF7tYx/N19NuseTIy55ScQSwd56mm/zA//AVp0kywjOMM76lUGStQpI4HGIPBFF8tjDBzRjO+Zg23JzMS0KQ9bW2+DKmrSTBzRjNfzA+TSmVGHTrlDC8DBhoxmfLf22OxNGt+ivPffzWyZnUck0li/4OcHHqkh6Ji8eJFEDpcK77tttu47rrrmDJlCna7HbvdzpQpU7j66qu5++67mTRpEtdffz1z5szZ6rYCgQCnnXYaBoOBJ554gjfffJNrr722XS1f3nnnHWbPnt36r7i4Y30Ye6NkfR2qJ/+waZ2h/Hy8U00NXb5tQRC2v0Q6wfuBD/lbwz9b30j7ND931TzAUNMQLi+/iAHGKgySgaGmwRzCcbz0XDMzZ/gIhzIPWPV1Sf72aD3ffZkklcxuoRjwp3j8oRreft1PLJaZt25tgrtuqWblihiCIPRMYyyj+XPVH9jJPAqjZKTMUMp5JedwlPswilUPlYYKDJKBEaZhXFJ2PnbZVjBvBEBNdZJbblxPMKix8642/vpwHevWZrpJxGI677wR4LEHawj4U4TDGs8/28iM55uIhDPXmbraJI8+UMuiL8Kk0zqNDUluvWkDC+dFSKdB1+GbxVFuuWEdDfW5XRwFoScxyyYOdR/08z22svUee33lVVQZK7mg9DecWXwaxWoRRsnIRMvO3D7wJjyKmxvX38Kc8Dw0tMyLj5ZvuXH9n6lL1ne4HIl4mg/eCfDU3xvwNWda0/h9Gv96soH33goQj+fvjlRXm+Ce26uZ+3kmuAKwfGmMO/60ntrq/N2fAFavinPnnzewZnWmG1Q8rvPuWwEeuT9z7gtCf9fhMOPatWux23Obj9rtdtatWwfA4MGD8fl8W93WE088QXl5OXfccUfrtPbmbykuLsbpdLaz1L2fFgmTjka2Sxch2WpDUlVSjZ0bSSitp1kaW0403cIo83CcSv/5fgShO/m1ADP9b+add1/tIzw0+G5urLyWFCkMkoHABoUFcyN5l3/lxWbG72ylvGLTG7SGhiQ/Lsvfn/w//2rk2hsrW0cIEASh5zDLZkZZRnJVxaXE9QQKCkk9ySVrrmKAsYoDndNwKS7qUvX8t+lFWtIx7h54S97Em9GIxoznmtA0OOBgF6/PzF/PW7E8TkN9EptdYd7nuQlAAV74bxPjJlhZMDfcOlTz5mIxnfffCXDK/xUjRnsXejKH4mAv+x6MMY8ihYZBMuBUMq3BbcBh7ulMcUwmraexyGYssoV3Ax/i1wI524rrCd7wvcPZJf+HUW7/MOWBgMZbr+U/H99+3cd+BzgpKcs9kZb90EJjQ25AJJWCmS8186vzynJGIQoGU/z3Xw3oeeKwP62MU1ubzJvEVhD6kw6fAePGjePuu+/m7rvvbh2qubm5mXvuuae1W8+aNWsoL996SvmPPvqIqVOncumll/LFF19QVlbG6aefzsknn7zVdY877jgSiQQjR47k4osvZtKkSR3aD01rO/lbe9fv7HbaK15dDYDsdpNOd31iLNnlJtFYv837sz6xgQfrH6cmWQuAisLR7iM4wX0MspR7Ud/Rx6+v6S3Hr6NDt/eU/ektx3ejoBYimSehLWSS6TWnfAw3Dm2d9v26aMFtRcJpIpF01r4v+76l4PLV6xPEWtLY7b3jWPW277YzCu1rR8/LfNvoyfrLd9yR/bRgwSJluv59E8t0WVif2MC/m/6Xs2xYC+OR3TnTW1rS/PBd5lpQ7FWpXl/4DffS71sYPtJccH44lCYc1vhqUf5AL8CSxVGOOtaN1ZZ5kusP3+f2vGf2l/Oivbr6eNilTS+ft9ymU3LAz73dYlqMhZEvC27n65YlhLUILr39v4VgMNXaAmVLmpaZX+TdMjcSfP1l4brAsu9jRKMa1i1SssVa0qxdU/jc/35JlBEj2x8c6qk2/31syz1T6N86HGC57bbb+O1vf8u0adOoqMiMp1dTU8PAgQN5/PHHAYhGo1x44YVb3da6det47rnnOOecc7jgggtYsmQJt956KwaDgeOPPz7vOiUlJdx8882MHz+eRCLBiy++yJlnnskLL7zAuHHj2r0fS5YsafeyO2I7W2NY9j1WYE2zH0KFKyTbyqyoxFauYN3ixR1eNyiFeNb+Pwy6gYPi+2HVzaw0rGam7w2+bfiOo6OHoZD/4rSjjl9f1dOPX0cDnz1tf3paeTYnSRKqqqJpGvbhm3InWWUr5Wop9alGwhuHj0zpfP3D16iqiizL2OxDC2w1w2iU+Oabb1AUBVVVsVg3DQdpsciYzBKhoIamgapCLBZl8eKV22U/t5ee/N12tS33taPnZb5t9Aa9sczboq39NBgMpNObAqaSJGEYYWpze+lEmsXfLc6ZXlw0GJtdxu/T0NM6qkrBhzqrDSR500OmySRhscqEQxoOp4LTqSBJGnZH4eYpNrtMU1M9K1fVbnU/+4odcc/sD8exI7rqeGy8J6dSqZyBQDbnKnLjMBdOJG2X7fgaffxUvardn+12jmz9f4NBwu6QCYfSJH/u7qvrSRYv/h5ZllEUhWQySUVFBY42crNYbTKpVJLFi5egqpnlUqkU3uLhGAzZia0TcZ1oNP3zejrLli0jFou11lG2x4vhHWXJkiXbdM8U+rcOB1iGDRvGW2+9xezZs1m9ejUAQ4cOZZ999kH+uR3nwQcf3K5t6brO+PHjufLKKwEYO3YsP/74I88//3zBAMuwYcMYNmxY69+77bYb69at4+mnn+aee+5p935MmDChUxFJTdNYsmRJp7fTXr41KwnabIwYM2a7bD+wajlacxOjJk7s0Hq6rnNb7T0YkgbOKf4lNjmTAX1ndmZcbAUv+19jUdU3nOs9OyuT+Y4+fn1NXz1+PWV/evrxDYXS+Js16uuSeIpUXEmYZp/KdP1YtICVhnVJvKUGDK4W3pFexmVywRiJplQzpYYSrM0GrDaZaCS30jNytBmzScJiGk0woFFeaWT8zhIjR7Vw8OEutJROOJxJirt6VRyfL0lZmZ0BAyfu+AOxDXr6d9uVunJfe9Px6i/fcVv7GU1HCaSDrE9swK7YqDIMwC25COthInoUh2wnlM7tvjPCNByvtZjBEwflzNN1mH64wov/bWLxl1H22MvO3Nm525BlGDXahqpKDB5i5JAj3KiqRDSaZtAQE4qSafmm6wqnnO7lu2/WksjzQvzwo9wMGWpF00r6zffZUR05Jv3lvGivrjwe/nSAplRz6z22SPHglAsPGnFYYjpzIwvyzjvKfRhDbIOhdHC7Pz8YTDN8hImp+zuxOxR8TSk8xSqRsMZnHwUp8lrwFO1MQ32SYECjotKI3SYz7QCNTz4M5t3mgdNdeIqMqOoE1q9LoCgwcIARm01i2oFJbDaZ4SPM1NclsdpkDAaJt1/3M3E3JyaTC59Po6EuSVGxSpFXxeXqXX39Nv99CEJHbVMnOVmWmTZtGtOmTevUh5eUlDB8+PCsacOGDePdd9/t0HYmTJjAl18Wbm6Xj6IoXXKD6artbE2qoR7VU9QaxOpqqttDfPmyDu/LvPAX/BBbxulFJ+NQsyPyO1lHcSSH8Zr/TUZahnOw64Cc9XfU8eur+trx62n709PKA9DYmOTR+2tZvWpTTpRRY8ycc+6ZPHJfDdUbNvXrLqswcNlVZ/HP+kf4OrZpJIOz3L/kkiun8MBdNSQSm960eYoUzvpNCfffVUNN9aYuR2PHWzjn/FLuuHk9oeCmoMyEiVbO/JUXs6X39bfuid/t9tIV+9obj1dvLPO22HI/fSk/zzT+N+sBziJbuKr8Uj4Ofsa6xAbOLT2bx+r+TlzfFNnwKG4uKjsXp1o4f9re+zr49usIX8wLc/EV5axZncjqKiRJ8MtflTDj+SbsDplzzivlwXtq8Ps2BQ+GjTBxzAlF3PbHDew01sLNdw7iD1etZfOX3FOm2hk9xpK1X/3l++yIbTkm4jhm6+zxqEnUckf1fdSnNg0UMdg4kKsqLqPE4M27TpmhlKPdh/O6/+2s6btbd2WMZXSHy+PxKPz6wjIeuS/73l1eYeDS35UTi6a54+YNhEKbTrJxEyycc14JJ5xcxMsvZA/XPna8hT32svPeW0FefcnXmm9FUeDsc0s47Eg3/32mgdde3pT3xWqVueiKclRV4v67ali7etN1wVui8rvfV1JR2fu6DolzRdgW21Qrnjt3LnPnzqWpqSmn2dfmCWu3ZrfdduOnn37KmrZ69Wqqqqo6VJ6lS5f2/SGaa6pRtsMIQhupLjfplihaJIJis219BTKtV2Y0vcJw01CGm/N3OdjFOp71iQ38q/G/jLGMpspY2ZXFFoR+JRrReObJhqzgCsAxx3t48vE6qjdk52Gpq0nyl4fqOO2K0/ma61un/8v/LL8tt3Pznbvyw3dR6mqSDB9pZtAQE489WJtVQQP4/tsW3pjpY8IuNubMCrVOX7I4ygcf+DjhF8WYDL0vyCIIfY2ma3wc/DTn7XhLuoU7a+7n8vKLmF3zIK/53uaS8gupTdTSmGpirGUMw0xD8ia33ZzHo3LBJeU01Cf57tsWzjmvhHhLmm8WR7HaFIYON/HJB0EWfxnlNxeW8tC92cEVgFUr4nz2UZB9D3Dy4bsBKqoC3PPwYOZ8FiKl6ey6u43iYkNOck1B6Gn8KT/31DyUFVwBWJNYx1/qn+TK8ouxK7ndgQJaEE3XuKbicpa2LCepp9jJMoqaZC3rEhu2eh5uKRRM8cRjdTn37tqaJH99tI6p0xxZwRWA75a08NbrAY453s2uk2x8uTBCrCXNxEk2vCUqtdUJZs7ITpyrabBgXoTGhhRfLczO3xKNpnnonhouv6YiK7gC0NiQ4sG7a/j9TVW4PaKuIPR9HW4O8eijj/KrX/2KuXPn4vP5CAaDWf864qyzzuLrr7/mr3/9K2vWrOH111/nhRde4PTTT29d5r777uOaa65p/fvpp5/mgw8+YM2aNSxfvpzbbruNefPm8X//938d3ZVeQ9d1knU1qEXbbyhq5efRiZIN7R8e7pvot6xPVrOPfUqbyx3iPBCn7OAvdU+S1ntvP0xB6G7BoMY3i3OT0tlsCitX5B/lZ93aBKYWV870x31/Qfc2sd+BDg48NM2kPa00NqRYVyB53YK5IXbdPTf4+un7YXx+MZyqIPQE/lSAN/3v5Z2X1JNsSFRTaahgRXwl99Y8xEfBz1ibWE+VoaLdD3Uut8qIURaOPaGIkaMsFJcYWLsmzpcLwzxwVw1fLYpgNEoYjFLrkLFb+mpRhHHjM0l3P/0oSCqpc/QJRRz/i2KGDDWL4IrQKwS0INXJmrzzvm9ZSlAL5UzXdI13Ax/wVuA97qt5hKWx5fwUX83jdU/wfNMMXvG9RljrWK7FYDDNT6vy1wHWrk5QWpa/5cisj4OkUjBwsImjjnMxZVqUEaOMmC0yr76cf1Sivfa28/47uSMgASQSOmtWx6moNOTMq6tNiiGchX6jw2HE559/njvuuIPjjjuu0x++88478+ijj3L//ffz2GOPMWDAAK6//nqOOeaY1mUaGhqoqdl08Uomk9x1113U1dVhsVgYNWoUTz31FHvttVeny9NTaaEg6ZYW1O3YgkVxuYFMVySGtJ0Ac6MPgh9TbihlkHFAm8sZZANHug/jmab/8kHwYw5xHdTZ4gpCvxSP50+cF4u1HbiMt+jIJpk02cvF0jFQYP369Xi9XpoaCwdKCiWzjLXoaKnCCf0EQdhxNDQi6cIPZ82pZpyKo/WhsDpZQ3WyJm8+lvaKtaRZ+n0sa5rFIhMKFM4pouuZt+GZ9XVSmriGCL3P1gIhsXRu0COpJ6lLZl5mamgsj63Imt+Uai44KmAh8a3UATYmu803PblZN+GGhgaqqqpIJnWam/Lf9I3G/PnbNmpuSuFwKjmtaYCcVjSC0Fd1OMCSTCbZbbfduqwABxxwAAcckJubY6M777wz6+9zzz2Xc889t8s+vzdI1mSGaN6eLVhkiwXJZCLZ2L4WLEEtyKLIYqY7D8xKXlvIYNNAJlp35vmmGexl3wMb7euGJAi9laZrRLQoqqRgVaxbXT6eSBKOJjEYFJy2/KN8WK2ZRHIAu0+2UVpmIODXsNkUJCkz+s8ee9kp9qr4mlMsmBcmHtOxOWX2k/anWC+jTtrAgvg8UrqGTck+DwcMLNw/2maXSSZyK0dFxSpGo0wgHCOV0nHajRjUTW+foxENTdOx2RVkeevXCkEQtp1RMlBmKG19gANQUdndvitVhkrGWEbzXfSHnPXcipsWLUZST2CRLRjkTW+gfaEW9DS47EZaooCUuRZFwhqKImG3y5hMUlYAOBzWKPIWrmJuHFVIlsHtUVuva1vSNJ1IOI3bXZZ3viB0J4/qBjKj9+1l3wOP4qY+1cD88EI0XcOW595vlIyMMY/mu5Yf2MM2iWnqQUi6zFf6PD4MfcJw41DMspm0niaiRZAlOedevSWbXUaSIN/gRZIEBqOEy6Wwx152rDaZ6vUJvloUwWpTMJlzzz2zWWbYCDONDbmB10AgRUmpSkN9/gDMwIFGvpiXP2BbVJy5JsRiaRKJNBaLjMGQ3ZkiGtXQUjpWm4KiiDqD0Dt1OMBy0kkn8frrr3PRRRdtj/IIeSRqqkGStmsLFkmSUN0ekvV17Vp+fnghAOMs7R/V6CDHfixtWc7zTS/x6+Izt6mcgtAb1Ccb+Cz4OV9EvsQimznCfSijzCNwq7lddZKpFA0NST54L8Dy7xK43AqHHOVg4GADRS5L1rIut8L/neWlyKsyd1aIRV9E8JaoyLLOqb8spqzcyOefBln0RYSyMgPnXVRGfV0SRdWJPXcgi2vTVA4exxWHH0a960dcigs2q5AVlxgYNNjI2jzdhA453M3sT3ObO59wioeGuiSvvhggGkkzfjcj0w5wYzGq/LishffeDhCPpdljLztTpjrwluQ2HRYEoWu4VTenF5/MA7WPAjDGPJpjPUcxNzyfLyKLWBn/ieOKjmZNfB2v+d8E4OLS86lP1fPPhn/h1wKMt4zlUNdByGEn330bZdHsGIcc6Wbe2iAL5oaRJNhnmoNir8oH7wbY/0Anl19Twb23V7e2StG0TA6oEaPMrFgeyynngYe4qKtNcMW1lcTjWt4uDA31ST7/LMiXX0QwW2QOPbKFEaPMuFwih4PQMzgVJ7/0nkqJWsJnoc9ZEVtJlbGKy8svojHZhFvJvefLksy+jr3ZPb0vP32v8877LaRSsPvUI7hnzxNQXS2EtQjvhz9kTmg+RtnIYa7pjLGMbg3o5JTDpbD3NAef57lH77W3HUWBU84o5vNZIQJ+jWHDzVx+TSWxFi1vThSzWebo4zwsnB9myxGW58wKcdKpxfzl4dznBW+JSlm5ISfvEsAuu1qxWCSWL23hzdd8NDWmGDnKzPTD3ZSWGYiENVb+GOOdN/3EWtLstoeNfaY5KSkVdQah9+nwXSoej/PCCy8wd+5cRo8e3To2+ka///3vu6xwQkaythrF7UZSt2+lQnG52h1gmRf+giGmQXmj84VYFSvTHPvwfvAjpjsO3NZiCkKPVpes58b1t2T1vV5au5zJtt35VcmZuLYYoWP9+jh33FRL4ue3v+vXwnfftHDI0XaOOEbC7TC3Lms0ypSUGbj/zk0PMuvXJohG0hx6hJuH7qlpfYO1fm2CLxdGOP/iMp5/ys+338Rat//FbLjsmkkYi4zom3UbcrtVLru6gv883cBXi6LoeuZN9TEneNhtDxvLl0Vb35LZ7DInnOJBkuHuP2+6bqxbm8BbZOabxVG+/nJTvpi1a5r54N0AN/x5gKgwCcJ2NM4yhgtKf827/g853D2d+2ofbu1ysDaxnsXRbzjWcyT7O/ZljGU0axPreK3+rdb11ybWM5Xp/OfRBlYuS3DpVeX85+lGams2Nfn/aWWcIcNMHHK4m8cerGPXSTauuLaCR++vJRbTkWVYuybOeReV8tL/mvliXuZBzWyWOOBgF16vyrP/bMRslrj+T7ndjOtqk9x647qsLgXLl9ay5142zvhVCU6nCLII3c8kGbHLdu6vfaR12trEeuaFF3BNxRUYpfytQuWQg2d/Pr82WrM6zmfvRbnqxjL+HLmRhlRj67zlsRVMsIzjorJzcecJsqiqxKFHuFEViTmzQiSTOqoKU6Y6OPxoN3Nnh3n9lU05VdavTTDv8xC//1NVwZalZRUGrv5DJf/8ez0NdZnWKgMGGTnzVyUUl6j86vwSXvxvU+s5Ona8hbPPLcVskTjyWDfvvx0gkdBRFJiyr4MTflHE/Dlhnv93U1Y5Zn0S5JobqvhiXoj339mUy3PtmgQfvhvghlsGUFbe+0YfEvq3Dt+hli1bxk477QTA8uXLs+a1p6uI0HGJmmpUz/brHrSR4i4ivmrFVpcLaxF+aFnGYa7pHf6M3W27sjDyJc81v8ihFO4aJgi9UTwd5+Xm1/ImtpsfWciR7sOyAizNgRb+88/m1uDK5t57Pcy++7twOzZN8zWn+Mdf61uDKxsdMN3FU0/U5zQP1nX415MNnHNeCd9+05I1/am/NnDT7SZc7uzmucVeA+f+toxQMNOE12yV8XhUFEXi3Eu9REI6iUQaq1UmEdO58erqrPXtDhmrTckKrmwU8Gu89bqP03/pxWDcPkPOC0J/Z1dsTHPsw1jLTtxd82DefA6v+d7i3kG3oes6f6l/MmveWPNO1K2SWbkswaidzPy0Mp4VXNlo9ao4kbBGRaWBrxZFOOwoFzffOZBoNI3JJON0KtgdCuecW8rRx3syORl0mPt5iLff8AMQi+n895lGLri0DLc7UyWNx9O8+lJT3nwNC+ZFOPRIjwiwCD2CXwvwz4Zncqbr6Py9/p/cOuCPFBtyW5+vXBnLCq5s1FCfYtZnQSZP3ZM3Qm9lzVvS8h1rE+vzBliam1Lcc+sGJky0cf4lZeh6pmvQVwsjNDWmsoIrGyUSOs/8o4Err63Mm1TaaJQZM87KH/40gEhEQ5YkbHYZ588tyKbu52TczlZaImkMBgm7U8Fmy2znuJOKOOBgF7GWNCZz5loQCGi88N+mnM9JpeCpv9dz4PTc1j6hUJpXX2rmrN+UYjKJOoPQe3T4DvXss89uj3IIbUhUb8A0ZNh2/xzV4yHS3ISeSrXZWmZx9BvSpBlpHt7hz1AkhQOd+zHDN5OdlBFMZGInSiwIPUs4HWFueEHB+bNDcxhlGdH6d0tUZ8Xy/Jn/Ab7/LsLAqk3dhMIhLW/iOYNBIlwgeVxLSzrvG6pAQCMU0nICLAAWq4LFmlvhctvNuDcbcfK5/9bmLDNqJwtL8ox0tNH8z8McfbyHoiJRWRKE7UWWZJJ6ivWJDXnn6+isja8npec25d/Xsh9zPs5cl8ZNsLJgbuEEuIu+iDBugpWa6gCzPw3x6wtyc6WYLTKLF0WY8Xxz3m0s/b6FlmgatzvzdySs8cW8wslD534eZPhIc8H5grCjNKd8xPX8I+/5ND+hdIhisgMs0ViSzz9qybsOwILPYpy172Te4K2ceR8GPmWcZQyKlH1/DgU1QqE0c2aFmDNr0wuesgoDlVWFW3/8tDJOJKK1OWqX26Pm7UYkyxLFxQbI8/7XYJDxlmTf49d/G83pbrRRTXUST3H+544Fc8OcdGqxCLAIvco2/1rXrFnDrFmziMUyzc71fJmVhE5LJxKkGhtQi73b/bNUtwfSaZJNjW0utzjyDRWGMpyKo83lCtnJPIpKQwWfmeeI343Qr0hbXnK30uovZ3YXNxLsdKvDbVldAqmrd0QQhBxbO8skqfCZ2N4zdPNLyI5qxSxaSwu9RaEzrK1fcFs/b6mNbW6rnn46ifNd6I063ILF5/Nx+eWXM3/+fCRJ4r333mPgwIFcf/31uFwurrvuuu1Rzn4rWVcLuo5avAO6CP2cRDdZV4uxrDzvMmk9zTct3zG+A8lttyRJEvvb9+W/yRf4Mvo1ezonbdN2kslMP2+RZVzoLrqu49P8hLUIiiRjl23sY9+Lj0Of5V1+qnNK1t9WG4zcycSPS/O3Yhk7NnvkALtdwVui0tiQ3YolmdBxOOS8TeqtVpl0OjeQ6fYo2B2deyO0x2Q7776a/XZ72Q8tnHFOCd9/G+WgQ11UVRnR0plhJD9+P8CQ4eZOf64gCG3TdA0FhavLL0OXYFXsJ94PfNQ6HLOExEBjFQbJgIKCRqYli0txQVLh+JM97HuAE5MJwM4rL+ZvfTJpDxsfvBsAYOp+m166xONpgn6NWCyN2Syz+2Qbr7zYnNO9EWDMeAsW66Zrgs2uMHlve96k2gBT9tm2lzuC0NWKVA82ycZejt2ZaN2FNBoSEgvCi/i+ZSkO2Z6zjtVsYJ+DLHxToKXn5GlmvuTjvPMOcu2PLOXePx1OBYdLZpeJNnadZCOtgyzB4i8jDBpiLDjC0PCRptZuPV0pkUgT+Pn8N5lknC6FAQNNKAp5rwGVVQaaG/OPSjR5bzt2e9eXURC2pw4HWO644w5UVeWTTz7h8MMPb51+xBFHcOedd4oASxdLVK8HwFBcst0/S3E4QVEyQZ0C1iXWE9SCDDMN7dRnDTUNpjTlZYZ/Jns4dutQhPqrRRFendHMmtVxFAXG72zlxFOKGTg4/9C2grA9xNIxvov+wJMN/8Kn+QEYZhzKReXn8mX0awJaIGv5vW2TKVOzz2OPw8L/nVPMnTfVEItl134OO86O3ZV9XniKVH5zYSn33FadVUn58D0/55xXyiP312ZVoiQJzvpNCR9/kF0WWYZfXVCCx6OSLtRmtx2KihWm7G9h7iebmjtHwml0PZ1JrvvvJl76KfNg5nIrHHdSEeN3tuYMyygIQtcJa2HmhxfyXNOLhNOZrjY7mUdxcfn5/L3+KZpSzRznOYpXfW8iIfGnqt9z84Y78RqKOYdLmfmoxr9WZLoWOZwKv7uugvlzQlRvyM7DMmyECatNprYmyaQ9bZRXZJJX+30pZs5oZtYnQTQNFCWTr+HaG6u465YNWdcui0XmtF96W/OvAJhMMsecUMQ3i6MEA9lPY3vtY6ekVORfEXoGt+LijwOuY6bvDR6sfQwNDYNkYJpjb35f+Ts8qifvesOGmxk5xsiPP2R3LyorN7DPvk5uiXyRs85E6wQGGqvybq/Yq3LN9VW8+5afxx+qbT3vJu/toNhr4NgTPcyckZ2HxWiSOOvXpdgdXRu8CPhTvP26jw/fC7a+CJ08xc5JpxVz+plenn0qu5W8wSBxznmlLFyQ2xXR6VI45oQijKJ7kNDLdPgu9fnnn/OPf/yD8vLsFg5Dhgyhurq6wFrCtkpUb0C22ZEtlq0v3EmSLKN6itoMsHzX8gMqasGLfEeMS4zhY3UWX0S+ZE/71lux6LrOS88388arPgYPNXHokS4ScZ2vv4py8x/W85vflrLX3uLNlrBjrEts4J7ah7KmrUr8xEO1f+FPVb9nfnghCyILMctmjnQfxgjTUJxbjCAEMGCAiT/eUcnHHwZY/m0Sp1vmkKMcVA0y4rbn5hkYPtLMLXcP4t23fKxemaC0XOX4k4pY8k2Uy6+uYM7sELXVSUrLDeyzr4PqmhgnnW3nrZclGmvSVAyW2OswmWr7F4zSp2Bg20f0KXJZOOnUInafHOeDN8NEIzoTJhkZNtzCLTesJxLZFLwJ+DX+9WQD1/2xSowiJAjb0bct3/NEw9NZ05bGlvP3+qc4r+QcoukoK+Or+Sz0OQBRrYXbBvyRsE/hrzclCAU3BTVCQY1776jmmj9UsWxplLmzw8iyxNRpDlxulY8/CHDpVeUMH2HG6VJpiWr879+NzP1808OSpsGnHwWJx9Pc8OcBvPS/ZkIhjZ3Gmtn/IFfegElpmYE/3jqAubNDLFwQwWKROexIF8NGmHGIBLdCDxHT4/yvaQZfRr9unZbUk3wY/BQFhdO9p2CWcl/+pe0hTv+tlXXLrMx6P0YqpbPHviYm7GYi4WzmZvcfmB9ZyOzQXIySgcPdhzDaPCJvglvIJKx963Ufc2dnn3dzZoXQNJ3TflnMmHFW3nrdh79ZY8x4c2Y0r5KuvRfH42len+njg3c2vdRJp2Hu52HCYY1fX1DG4KFm3nq9maYGjZGjzRx0qIvSMgNl5QbGjrPyzpt+otE0u+9pY8pUR5eXURB2hA7fpaLRKGZzbqXf7/djNIphtLpaYsN6VO/2z7+yker2kKitKTj/++hSBhgrUaXOV3BK016GGAfxUvNM9rBtvRXLm6/6eONVH/sf7GTPvWyty++6u4133vTzt0fqMBoldts9t0mmIHSliBbh+aYZeeetTazjy8jXHOM5goNc+6OiYFEKB0hVRaGywsLJpxoJRRMYDTJ2S+HWWAaDTGWVkTPOLiEWS2M0yvh9KZ5/tgmDQWLSnjYmTLTia07xl4dricd1rtjZjHriB4zRS2iQqrkvvoB0IM2u7nF45c51Pyx2Wyje1cLIURZSWhqHzcjsj8NZwZXNvfhcI1dcU4HdIR6SBKGr+VJ+/tv4Yt55TalmglqI13xvsi65KfntF9FF/NJ7ChtWmAkF63PWC4fSPPF4Hdf+sZIpU51IUqblSTSSZqex5qyE2IGAxrw5+ZPizp8T5riTirjgkjISiTQOp9JmazZviYEjj/Ww/0EO6utrGTLUgqKIrgJCzxHUQlnBlc19GPyUIz2HYZZLs6an9TSfhT7npcCrTBy6MwdffDCSrvBlej7PBD9j99RuXFR+Loe7prOvY28UZKyKtc1yhIIa8z7Pf94tmBvm+F8UMXqMhcFDTaSSOmaLjKp2fff6gF/j4/cDeect+bqFaCTNiFFmzr+onEQy031w4zXA6VLZZTeVUTuZ0TSw2uSCQ0gLQk/X4Rru7rvvzsyZM7n88stbp6XTaZ588kkmT57clWUTgMSGdRgrOt9apL2UouKCQzWn9TQ/xJYxybprl33eVNsU/u37H19Gv2aSbWLB5X74LspL/2tm733tTJ6SHUBRVYkjjnaTSur87ZE6/nSHkYpKEewTtp+4nmB1fG3B+d+1/MChroNwKO0P9hlUhSJn+1uqGQybKiaRSBpdz7zF2vwN1kaxsMRnxk/Rye6GFNEinQ6wbOS0ZYJCuq7zw3eFR0hYuzpBIv+gC4IgdFJST1Kfaig4f2V8FTbFBluMupzQkyz7ofB2169LkIjrFG020ke+rgWZLoL5t6HrmfnlFUagfYESWZaw2mT8gXqgsl3rCMKO4k/5C87T0IhoUbZsJJrQEyyNLQdgccs3LG75Jmv+T4nVxNJxLKql3XWI9px3AGazDNtxAK5oNJ03x8pGzc0pKgcYMZllTOb8wdV8IxgKQm/T4U5tV199NS+88AK/+c1vSCaT3HPPPRx11FEsXLiQq666anuUsd/SUymSdXU7tgWLp4hUUyN6Mpkzb0Oimkg6yiDTwC77vEHGgQw0DuCV5tcKjigUj6f5x1/rGTjYyD7T8ncBkmWJw492Y7MrPPFYXd6knoLQVVRJoVgtKji/0liRM4zi9mQuUFHZyGAmJ7gCYJYzNa2ystyhVbeVJElUVhVu0lvsVREvoQWhazgc2fdEBQW7bCuwNBSrxQS1TcljBxoHMMEyDqNkynveGgwSo3Yys8dke7veJpstbV+LtjZfEHoTu1L4XAMwy7mtUQ2SgTJDaZ6lM4rVIgxSx7rFbB6sKK8wMG6ChYrKTdswm3dMS5CtfY5DJLgX+okO/9JHjRrFu+++y6RJkzjooINoaWlh+vTpvPLKKwwaNGh7lLHfStTWQFpD9W7/BLcbqcXFoOsk6+ty5i2NLUdGpspQ0WWfJ0kS+9j3YkV8Fd+3LM27zFuv+fD7Uhx6hLvNCp7JJHP40W5+WhXnw3fzN1EUhK7gVJycWHRs3nkSEgc49+2SoQWbm5J8uTDMc8828NH7furrkiSTuV1vHE6FkaPyv5YaNMRItTG3Vdph9kOQmt18+JGPjz9SWPBFkLqGwi1POmKvfRwFgyhHn+DB5RbdgwRhW0W0COvi63nF/wYL3F+yMvETgVQQALfq4kj3YXnXM0pGKo0VVCdrGGUewTUVl7OPYy8qjeWsiK9k3G7GrPP28KPc/PaycoYOM1NUrNDUmCIYyD/Sx0ZOp8zQ4fm7OA4dZsKgwrtv+nnu2QaWfB3B19z29gShp2hKNrMw/CXPNjzH+/6PqEvW45AdVBnyt6wabxmLOWlnfXWU19+o59lnavjyaz+NzXGOch1WcLjlEz3HbjVwsyWnS2Hy3jYuvaqc/Q92UVJqYL8DnVx6VTl7TrHhdO2YtxoOp8KEXfK3xC2vMODyiHu/0D9s0y/d4XBw4YUXZk2rra3lxhtv5JZbbumSggmQWL8OAIO3cKS7q6lFme4CidpqjFUDsuYti/1IuaEMo9y13W9GmIZRppbyqu9Nxlmzh3/2+1O8/bqfSXvas5omFzJgoJGdd7Xy8ovN7LWPA4dTvCoXto8x5tEc6z6S1/xvtbYOMUpGLik7H6/a+W439XVJ7vzzBpqbNj2AKEojV15Xyegxlqz+0w6HwjkXFfH4fY2sX7up/01FpYELLi/hL8mns7a9j2Vv9mw+hj/eUU0ymSn7h29FcHsUrr6xnKrKziXVLi5WufSqCh5/MJMDBjIjGk0/3MWEXdruSy4IQmFhLcxb/vd42fda67Q3gu8w0TqB80t/jUd1c4BzGusT1Xwentu6jE22clXFZXwU+JQhpsEc6T6UB2sfJ6FnrhfvBj5ksnkyl177f/zlgQYOPcJNMKjx0L2bcrK982aA3Xa3cdZvSgoGSR1Old9eVs4Dd9dQvX7TtahygJFfnV/KLX9cTyiYCRK/+2aAiioDV/2+kmKvSGQp9Fx1yXr+vOFOmlKbhitXGhVuqLqGKyou4t6ah6lNbnoxOcQ0mHPd5/L94hT/eLSutfvOh29FqBxg4LJry7i07EIer3+CpJ5pMS4jc5LnWIabOz5Kp8OhcPhRHu6+tZpodNNLGItF5pobKndYYmibTeHsc0t59IFafloZb51eUqZy+TUVWaOFCUJf1mW/dL/fz4wZM0SApQslNqxDdjh2yAhCG8lWG5LZTLImN9Ht8pYVDDF1fSslSZKYYt+Tmf43WBNfy+DNPuPNV33IMuy1d/tzWUzb38HS71p4Y2Yzp52541r/CP2LU3VwrOeozMNMshqjZKDCUI5bcWGQO/ewEIloPPOP+qzgCmRGBXj43hpuu3dQVmb9+kQDjyf+wr6XTqc4Ogh/k46rSMJvW8/T2oucX/prNiRr8KcCeFQ3VdHR3HZvfWtwZSO/T+OpvzXy2yu9FLm2/bpjMMqMm2DltnsHUV+XJBZLU1llxOlSsIr+1YKwzWqT9VnBlY0WR5ewKLKYg13741ZdnFNyBicUHUN1ogabYqVULaFI9VBpKCekhfnThttbgysbzY/Nx1Ji4uo7j6alwcS9t+aOKPjlwgiT9rSxz7TcEdE2Kik1cM0NlfibUzQ1pSgqUrHZFG7706bgykY1G5K88mIzZ/6qRAzFKvRIES3Ck/X/ygquQCbHyp3V9/O78ks42n04dsWGPxXEo7ppSjWRCBj4x6O1OblRqtcnee3lZk45cwL3D7qd6kQdKVJUGStxKU4scseTpPh9KR5/qC4ruALQ0pLmsQdr+cOfB+DZQa1Hir0GrrimAp9Po7Ehicej4ilWd9jnC0JPIH7tPVh83dod2noFMsEOtaiYRM2GrOlBLUh9qoF9HHttl88da9mJj0OzeN33NheXn5/5zKDGJx8G2XMvW4f6bVttCnvsZefD94IceqSnXS1fBGFbWBULVsVCubHrcpgAhEMa336Tv7tOPK5TvSGRFWAJp8OsiK9iBX9DlVVs5Vai6RaSscybsUg6yqN1f8MqW1B1lfOif8ypiG20YlmcSFinyNW5fVBVCW+JQQyxKAhdRNM13g98VHD+W/532d22K27VhV2xYVdsVBmzu/S6VBc1yTrC6UjebXwS+YyDyg/kk+cKZ6J+5w0/O0+0tdlC1O1WcbtVhgzL/P3ZxwEC/vzZL+d9HuK4k4rwlogAi9DzhLQwS1q+yzsvrsdp0pp5vmkGMT2OVbYQ1iLsZpuI/N3EgolnF8xu4ajj3VSUllBi6PyLwFBQo74uN3ciQGNDilBA26EBDqdLxelSGTyk8IiIgtCXibtZD5ZYvxa1ZMcGWCDTTShRnR1g+TG2CoABhu0zopEiKexp24054fk0p3wAfPiuH3SYtEfHh13efbINg0Hi7dd9XVxSQdj+Uqm2kzRvHBFgo6S+qaVLihQBLdja7DgzP4mmawS0IGbFRCTaRpp/yGnZIghC90vr6awEtVuKpCOkyR843VxLuu1cS7omEc0/4mvmcyJpNK1j14hQsPA1J5Wiw9sThB0lpbedJyiiRTHJJpJ6koAWREPDodgIBwufi8mk3qWDMWztnp3cSp1CEISuJV7t91DplhZSjQ3YJ0/Z4Z+tFnsJr1iOruutiTpXxFZik224lMLNgjtrV+sufBaaw7v+DzjJdRIfvx9k/M4WLNaOxwFNJpnd9rDxyUdBjj7eg9MlfurC9hFuiROJpJHQcbmMmAyd/61ZLDJuj4Lfl/+hZNBgIyEtRCKdRJEUPKobg2TICqpspKBQpHo4vfhkilQP9akGqtTMW6XBQ01MnebA6VKoq03y6UdB4vE0NnvXxN43BnV0dKySBYuy47o7CkJfY5ANTLbvzlfRr/PO39kyHpu89RxHJaoXCSnvyGJ22Yai6hzzCyf7HuDkpxUxZn8WIhrZ9LA4YRcLqkmjKRVEQsKlOLc6atpOY61Ac955VQOMYnQhYYdKpBOE0mGKh3pJ6kmUNoYNt8gW3IoLv5Z/8IRKYzm+LYZr/jr6Hb8dfyKvv5g/UjlgkBGDCWKJJMFQCl3P5C+xWzblOAxrYcLpKJKeSV5tyjMi0UYOp4LBIOEtUdl3fyfFXpXmphSffRykoT6JU+QjFIQdqt1PAhdffHGb84PB4DYVoK6ujnvuuYdZs2bR0tLC4MGDuf3225kwYULBdebPn8+dd97Jjz/+SEVFBRdeeCEnnHDCNn1+TxVfvxYAQ3e0YCn2osdiaH4fqiczFO2K2CoqjeVdMjJKISbZxK7Wnfkg+AmVSw8kGNTYbY+OZVLf3KQ9bSyYG+bD9wIc/4vOJx0VhM2lNI2a2gSvvNjMkkUxDEaJvfe3cMjhHkq9He9DvTlPkcppv/Tyl4dzR/PaYy8bSXuA26ofY118PSUGL8d7juaa8su5reaenOV/V3Epy1tW8GHwE+qTDVQZK9nVuQeXXV1GzYYU773tp7kpxcDBJk46tRi7S8Lr6Xwi66ZkM+8HP+KDwMfE0nEmWnfmVO+JlBvKUCUR8BSEbTHeMhavWkxjqilrulEyclzRUW0+hPmSPpbHVlCdrGOqYwqzQnOy5lskM9fbb2bBmwk+f7+BlpY0Y8ZbOf/iMt56zceyH2KYTBJ7TnEw4/kmdjtU49nUX5lk35XpzgMpNhQeut5bojJqJzPLl8aypksS/N/ZXlziJYiwg9QnG3jV9yafh+ahk2bv5GSOKzq64NDJRaqHM72n83DdX3Lm7WXbg1RaQyP7ZUhTqgmXV2f4KCMrl2d3t5MkOPUsN3Ja5X//aWTeZy2kUjoT9zBz3ElFlJSo1KbreLH5ZRZHl2CUDEx17M0RrkMoM+Yvo8utcPGVZTQ3abz/ToDa6gTlFQamH+6m2KvusFGEBEHIaPcdzeFwbHV+VVXHuo8EAgFOO+00Jk+ezBNPPIHH42HNmjW4XIU7/69bt47zzz+fU089lXvvvZe5c+dyww03UFJSwr777tuhz+/JEuvWgCyjFu/4JK2GYm+mDNUbUD1F6LrOqvhP7G7bbbt/9u623ZgfWchrqz9j0JBJncrfYLHITNjFwofvBTjyWA9Go3hDJnSduroEt/2hmlgs8xY4mdT54M0I336Z4Mo/lFLq3fbWGpIkMWEXK1dcW8H//t1I9YYkdofMYUe5Gb9Pmj80XdtaoatN1vGX+ic50nUo11dczRMNT9GQaqRYLeI33rP4MbYyKynm2sQ6PgnNQvp6Gh+9tykwvnpVnL89WscFl5QhSZ07V5pTPu6qeYC1iXWt0xZGv+Sbdd9y+8CbGGDcPl0NBaGvU5C5oPTXfBycxfzwF2hojLeM5Sj3YRgofL+MaTHmhOfzbNPzSEicW3I2ZYZS3g98TEALUG4o42LLlfzrwShrVm16IFyyOMoP30a55HcVOF1B9t3fyYvPNbF6VZxvFqmccf2vudv3Z76KfM21FVdSZPDk/XyXW+XCS8v58L0AH74boKUlzeChJk4/08vgoSJPg7BjNCQbuWn9bfg0f+u0j0OzWBRdzK0DbqLU4M1ZR5IkdrFO4NqKK/l34/NsSFbjkO0c5Tmc/Rz7ICHzq5IzeaX5NXyan1K1hFOLT8JlVTn/shI+eCfAZx9EiLXoDBlm4uRfuvF6Ddz5pxoaGzZ1P/piTgvfLa7hhtsruDlyOxE9CmS6+L4b+IBvot9yXcWVeYMskpRJGP38vzcFXqs3JHnmHw384rQixowTrUcFYUdqd4Dljjvu6PIPf+KJJygvL8/a9sCBA9tc5/nnn2fAgAFcd911AAwfPpxFixbx9NNP96kAS3zdWtRiL5K649/qKG4PqCqJ6g1Yx02gLtVAJB2l0lCx9ZU7yaO6GSoP56ehn3OiYWqnt7f7ZDtfLYoyf06Yffffft2bhP4lGkvw+iu+1uDK5mprkvy4PNapAAtkkjXvsquNIcNMJBM6sgKyPcpV62/MeVsG8FbgPaa7DuTGqmvRdA1FUtB1nXtrH85aTkJiF30yD72fv9Xhc880MmonM0XF2x7c/Cm2Oiu4slFCTzCj6RXOL/vNNo2UIAj93Xexpfyt/p/sZd+Di8rORZJkVsRW8UjdX9nTtjtnl/wfRjm3BZpP8/NC8ysA6Oj8veEpdjKP4pSiE7ApVoYYB1O/1MqaVbk5XlIp+ODdAPvu5+Cvj9S1dhdqbkqx5mszIyYMZ0V8JasTawsGWCDTMu/4XxRx4HQX6bSOySS3mShXELpSWk8zN7wgK7iyUVAL8VlwNscXHZ23u5tNsbKrbWeGmQaT0JMoyLhVN/LPLyOmOw9gd9uuaLqGQVJxq24AHMVw4skqBx7qRE+DatQpcdv44MPGrODKRtFomvfe9jN++gTmx+ZnzatJ1rIs9mPeAEvAr/HyC/m74M2c4WPPKQ5KSsVLRkHYUbq1TeZHH33E1KlTufTSS/niiy8oKyvj9NNP5+STTy64zuLFi5kyJTsvydSpU7n99ts79Nma1naSx/au39ntFBJf8xOqt5R0eusJ67YH1VNEfP1aNE1jRXQlAOVq15Vn43bybc+2agz6kNcxOtaSTo/u1Oe43DJDh5t4720/U6Zat2sXpx1pe//+uoqidKzy3FP2Z2vHNxRO8e3iWN55AAs/j7HHHikUufO/N7tdAjLbWZcMFBz9Q0enLlnPePPY1mnL4ytygjF22U5TtVRwdINAQCMcTuNyb/t3MSe8oOC8r6LfENWiGPXuGV2ot5w7XaHQvnb0vMy3jZ6sr37HKT3FnNA8knqSWaE5OV18FkUXc2LqWNxKbivgoBYirsezpi2NLWdpbDkAdw24hS8Ln7Z8+3WUqfs5snKxAHw/H0buPIYVrGROaB67mMdvdT9c7k3XtPZ8R331+9ySpmnb9Z7ZX45jIdF0lPnhLwrOnx9ZyHTnAdjlwgMr2CX7xp8uelrPur+6JGfrvM2PsSrLlHg2tdIKt8T5al72ubi5JYviHHjwBOYzP2fe/MhC9rLtkZMzJhjUSCTy39STSZ1gIEVRcdsBlv7++9jS5sdjW+6ZQv/WrQGWdevW8dxzz3HOOedwwQUXsGTJEm699VYMBgPHH3983nUaGxvxerOb8Hm9XsLhMLFYDLO5fW9FlyxZ0unyd+V2sqTTONeuJTF6LI0rVnT99tvBZDQRW76M9YsXM9+8AJvBSvWq6i7/nFWrVmX9reuweo4DQ7GLz9Jvoa/t/EWtrFJh7mcW3n37W8or+9aNY7v8/rrQpEmTOrR8T9ufQuUpqxqB2SwTDuUPOFps0NTYQHV1154z7pGF3w4DyCmJr7/+Gv3n6Il1ZG5FMaUnMZk3BX4kCQwGKatylkrFWbz424KfI0lS62dsyeVyYXUUbr1jli0EA0FWr/mpzX3Z3nrab2172nJfO3pe5ttGb9Aby9wWl8eFxVI4ia1FNhPw+1mzfnXO+ekeu5VrhyTTxqYxm2VSW4xUYjBIWKwSCSkTbLZKFlatWrXNOfm2pq99n/nsiHtmfziO+bhK3W22nLTIZhrrG1lRu33r3ZVVAzBZCr98MZtlEuQPwFglC031TTl1C5djZNbfRpNEIr7pfE2nkyxe/H27ytdffx+FLFmyZJvumUL/1q0BFl3XGT9+PFdeeSUAY8eO5ccff+T5558vGGDpKhMmTOhURFLTNJYsWdLp7eSTrK1hfSpJ+ZixmIYO69Jtt1e4voboV4sYscsuvFH7HgP1AYyoHNFl20+n06xatYphw4Yhy5ui6mt+ihNraWaUtgvfu2ZRMrIYl952xXBrhg/X+f6bRqrXlXPYETs+p832sD1/f92pp+zP1o5vOq2z3yFxXvpP/geJ/Q52UFpqobS0a5NUh9JhBhkHsDaxPmeeTbZSbimnaJdN54tP8+NUHFlDu7boMYzeCGXlRqYf7qaoWKUlmsbuUFi1Isb3S1rwllgYPGRizmf40wH8WoCWdAvFahEO2YFFyq2wykmV90Mf5d2H6c4DGeCuYpCn7e6g20tfPXfy6cp97U3Hqy9/x4ckDuTzyNy88w51HYTL6iZmT6BKKkWqB5fkRJZkGrVmytQS6lINOeu5FBcGycCUqS7eei3/NW3KVDuLFmRaz+0zzcEee9mJRtK4i2XC7MFPhpUc4NqPQd4BXbezP+vL3+fmtqXlQEeOSX85jm05ouVQvm35If881yH/z95Zx9lRnX/4Gbnusr4b95AQQUNCCMFdihSnUGqUIoXSUtriUqQt0EINfm2hNEWLWyAeSIBAIC4bW7frOjO/P26yyeXem+xu1pLM0w+fbs6ZOXNm7syZM+953+/LIOsgKO35fhx7YoTPPonmrZt+koXZzM2/n2s6xcbinLlFIKBSUWVkyjQHFZVGwiEFu12itibJvI+C+PwWhgybsNs+6fdHNrteDx2dztKnBpaioiKGDh2aVTZkyBDeeeedgvv4/X6ampqyypqamrDb7R32XoGMi3R3DCDd1c6uRLdltAuMZWVZxofexFBUjBqNoIYCVCc2cYT9sB7piyiKWe2uXBHH4ZAYbx3LGhbzubyAY5Uz9vo4B0+0smh+mIsuK8Jm339eHD1x//Ul/e18CvVHkuCIo5wsWxLPyRAw8xQbRSU9cx5uycW1Jd/njm33EdklVEhG5obSa/EaPFnx417Rw42lP+aemt9mpXBeLHzEj264jD/9vp7amp3lY8dbuPqHxTid2eE7mqaxKbmFB2sepUVpBTJaLsc4p3GB91zccnZIQjF+zvGckSWuCzDYNIhjnUdjkPomPGhX+tu91pN0x7nui9drX+zznig3lnKy63jeCryXVT7KPJzhpqFct/nm9rAFm2jl+tIfMco8ghJjEdeWfJ97a35LTNsZ3mgQDFxX8n38speYT+OcC9289HxbVtuVA4wcPsXOA3fV8K0LfQSDaR57uJYd9gCb3cDV11+Hv8zco9d7f/w995auXJMD+ToONQ9miv1wFoazw28OsU1ilGVkr12X0kqZqcdamD87llU+cqyRCZNszI3kfp6d6JpJsVyUt49er8S1N5Tylz/W89/ndnq/DB5i4toby/B45Q6HyB/I90c+9Guh0xX61MAyadIkNm7MdhOvrq7ebTaiCRMmMHdutmV34cKFTJgwoSe62CckNlUjOZxI1q6nKN5bdqSHbti8gpgtTpmhpMePmU5rrFoRY8RIM0ZMDFVH86k0n+nKKUh7eauOn2Bl/pwQi+aHOO4kd/d0WOeApshr5vvXF7Fta5IlC6KYLAJTjrbj9Ut4nT2n2F9lrOD+qjtYHv2albHVVJkqOcw2GZ/szRHnEwWRYeYhPDTgHpaGP6c6sYkRluGMSx/Go3fVU1+Xytr+6y9jvPxiM5d8x4vdsjNmvDndwl3bHsgy6mhofBicS7FcxBmeU7KObZfsnOI+kcPshzAvuICwGmGK/XAGmCrxyHvnkaajcyDjkByc4zmTaY6jmBOcT1yNM815JDbRzm+23ZOlCRFRo9xf8wgPDbiHMmMpg00Duafq13we+YKNiU1UGSs4xD4Jv+xDFmWixgbaJs/nunGH89VCiIUERh6qIZc3YzAbuf2uSjZvSvDC84GsPkXCKk/c38w9Dw3A0Qur/zo6XcUlu7jCfzEnuY5nbmgBqqZytPMoygyluOTeS4QQN7dyyNlRph5bwuK5EdIpOPQoC5aSKK3mbVzn+D5bk9tYHF6CWTAxzTEFr+wtmAq9JRjnmb82sWFddmjRxg0J/v7nen5wox+fS88kpKPTW3Toq/WDDz7ocIMzZ87s8LaXX3453/72t3nyySc5+eST+fLLL5k1axZ33nln+zYPP/ww9fX1PPjggwBceOGFPPvsszz44IOce+65LF68mLfeeounnnqqw8ft7yQ2bcRQ3PMGjd2xI5NQ0+avYTSU9oKBZcP6OMmk1p6ycaQynlXSF6wUl3GQeshetW2zSwwbYeaj2UFmnujab8RudfqWIq+FIq+FCeMLp5bvbgRBoMjg51jXdI51Td/j9rIgU2Io5lTPie1la9aGc4wrO/hkQYQzznVh32UutiFRnWVc2ZXX297iaMcUfAZfVrldsmGXbAwqGtCBs9LR0ekoDtmOQ7Yz0FDFxo0bKfYVc0/tQyS0ZM62CgrzQ4s4z3c2sihTbiyj3Jg/I+CyyJe8mfgf7wlvMfrYERhFE/9NVNMca6E4VcTtvjt5+4m2vPum07D0kwinnpGbwUhHpz/hlJ04ZSdDjYPZuHEjg/2De9VLQdEU3gt+yDuB93GLLmaeOQMJkX+EF7EtUMuYxChuKvsxk2wTmGSb0KE2IyGV1SvyC++vW50gEtTw9d40RUfngKdDBpYf/ehHHWpMEARWrswf25iP8ePH8/jjj/PII4/wxBNPUFlZyS9+8QvOOGNnSEhjYyO1tbXt/66qquKpp57ivvvu4x//+AelpaXcfffd+02KZk3TSFRvxDp+Qp/2QxBFDL4iYlurcR7kwCb1vDfNqq9ieDwSLlfmtnTjo1StZIk0Z68NLJDxYnnh+RaqNyQYPFRPEatz4NLSkt+4AqCqEI9ni/fWJGsLbJ1ZJU9puekmdXR0ep5AIIBH89CQR1tlB5uSW9pTt++OTdtTq6e0FF/Gvs6qa0g3oqbJm1p2B5urC2dG0dHpjwQCgT1v1M2ktBRbk9uAjK7Zi62vZNXXpxtIaik6M+uORXef4TMa65uMpDo6ByodMrCsWrWqxzowY8YMZsyYUbD+/vvvzyk7/PDDeeWVV3qsT32J0taKGg5hKOl7P1vZ70fYtoFSw+AeP1YqpbF2bZzRY7NdGEeq45kjv0mDUEOxVr5Xxxg81ITDITJvTkg3sOjsM6iaSkJNYBAMyOLOITuRShGNKpjNMhbTznJF0UgmVIwmEUnK76lVVFx4ldlgELBYsj/EBpkKe6G4JRdGoe81VTqCpmloiQQ+l76U19eo6TRaKoVoMiH0kdbYvkhKTZEmjVkwk9JSuIpcWAQLZ7lPpSHdxFfRr3OEbEeah+3RuAIwwjyM2cE5eesqjeXIBo3yCiObChhSRozU36v7G5qioCYTiEYTwn6mRZHUUrj97k7to6gKETWCSTBjkrrmrWUUjAwzDeHrAmK7A4xVmART3rpCWG0SgpDJxJkPuy0zxiYSComEhs0mIkl9N+6m0yqplIbJJCKKuke5zv5Hn2qw6OSSqM5o0hhL87vw9iZyUTHONcsplbo3E0o+NqyPk0ppDBiY/VKpUodi0WwskeZyavrCvTqGKAqMHW9l0fwQF17iw2jUJ/U6/RdVU2lMNTE3tIAVsVUUGfyc7Doen1ZMqFlizuwgmzYmKCoxMPMEF24vxCIiH70fYFN1gsoBJo493klRsSHnXne5RQYOMbJpQ25IwbTjbLjd2RPpKmMlXsnTLnC7K9/ynoVbdnfrufcEqaZGIp9/SuTTTzBabSROPAVTeSWSw9HXXTugUCJhUnV1tL33FunWFqzjDsZx+BRkf5EeurkbQkqIrcka3ml7n8PshyAKInOC80lJSY6MHs5g8yA2BKo51XMSRsHI043/JKElMQkmDrN3zAN0rGU0NtFKRM3NbnKh9zx8divnfRseui83/bzFIjJ+Yt/pxul0L2oqRbqpkcBH75Oo3oipogrnzBMw+IsQTZ37+O9vtKZbWRffwHvBD9FkjZnR6YwwD8drKKwPllbT1KcbmROcx9r4enyylxNdx1Fk8OeIvO8JURA5xjmNNwPvZonP7+Bc75lYpc7ppdidAhMOsfD5klhO3cGTzZjNMmtWxfjgnQBtbWlGjrJw5DQHJaVyrybTiMVUGuqSvPd2gMaGFCNHWzjqaAf+IkPBBSEdnX2RLhlYotEoS5YsoaamhlQqe3C47LLLuqVjByqJTRsRrVZER++JbRUi7XVgTEFV2A49vOC7emUmPMjpzP6wk5AYro7lS/FjjuMsTOzdCtm4g60sXhDms6URjpiif1jp9F82J7fym633Et+e8WNlfDVt6QDnBH/Iw/duJZXKLFWtXhlnwZwQ3/1hMYvmh1j+Ray9/MP3Alx/Sxljx1mzJi9+j4UfXl/MM39uYuVXmfYlCabOtHHKGS4spuyVOZ/By+0VP+MP9X9iY2ITkFmFO9tzOofZMh97/ZlUQz1b7/0NSttOA1H0syW4TjwF7+nnINntfdi7Awc1FiM450OaZz3bXhZfvZK2N1+j8pd3YCzv/hS/+wNhJczLLa/zZuAdLvdfxPzQQj6LftFe/1VsJeWGMi72X8BDtb9nuHko3ym6jJdbX+PHJd+nSPZ36Dh+2cevK37O7+v+xLZUxohiES1c5DuPUZbhABSXyHz7Uh+vvthKdHtYQmmZgcu+U4QoFlg+19mn0DSN+Lo11Dx0LztSRcVXryTw4XuUXX8z1oMO3me9WVrTbfyh7klWxle3ly2Pfc1w01BuKLsWbwER9k3Jzdy17cH29zHA/PAirvRfwlTHkZ0Ooy82FPHL8lt4vP4pGtOZzKgO0cF3iy+nwth5b2233cxFV/qQ5GY+XRxD00AQYNLhFi68qIglC8P859mW9u1Xr4zz/jsBbv1VBQMG9Y7BLJFQWfpxiL89udPDbvXKOO+80cbPf1PJoMH7tuFOR2dXOm1gWbFiBddccw2xWIxYLIbL5aK1tRWLxYLX69UNLHtJvHoDhpKyfrGS1+RWsQFlDUDhxE57jaLAujVxRo7Kb7EfoYxjubiE5eISDlH3TmvH65OprDIy78OgbmDR6bcE0yGebPhb1mQO4FviZfz1ycZ248oONA2e+Wsj3/tRSbuBBTJ6Kk89Xs+dD1Th82WH8ZQUm7nmJz7CQY14XMFmk3G6JOyW/G7PZcZSfl7+U4JKiJSaxCbZ8EhuDGL/Dg9SEwmaX34hy7iyg8A7b+KcOl03sPQS6UAbzf99LqdcjUZo/NczlP7oBiSb7gXxTZrTLbwZeAeX5MIm2rKMKzuoSdWyMraagyxjWB77muNdx3JnxW04O5EZRRAEBpiq+FXFzwgqIdKagkOy4ZEz6d9j0TRvv9lGXU2Ky79bhCgKSCI0N6V5+i8NXPX9Ynx+XeR2Xyfd2kr9U4+3G1fa0TTq//wEVXc+gMHXMaNdf2NlbHWWcWUHaxPr+TL6Fcc4c+eYTalm/tL4fznvY4B/NP2bg6xjO21gkQSJkZbh3Fl5GyEljIqKQ3Tgkd1dXrAo8pq57Go/Z5+vEIuqmC0iDpdIpBVmPdeSs300qvKvZxr54U9KcHt6/j0ebFN45i+5WlGJhMbf/lTPzbeV43TpgRU6+wedvpPvu+8+ZsyYwR133MHkyZOZNWsWsixz880368aVbiCxcQOW0WP7uhsA1JpCVBnBVheiJ+WxNm3MZA+qGph/YmbDQZU2hCXSHCarUxHYO+PTQQdbeOeNAM1NKXz+/v1xqHNgElbDVG/3FNkVMWqjoT6Yd59kQiOR0DCaBJKJnQaYSFgl2KbkGFgAPA4LTqvCsmXLGDJowh4zKTglB05p3zJMKuEw4U8WFqwPL/0EU9XAXuzRgUtszcqCIgGxFV+hRMK6gSUPn4Q/BWCcZQyfRj4vuN3H4SWc7D6B5bGv+SDwEZOtE7p0PJfswpUn7CEQUPl4QZhIRGXFV7mhCAvnhRg1xtqlY+r0H5RQMK9BGkCNRFCCgX3SwBJVYrwbKJwV9d3AbCbbJuKQsg3uETWa930MmSxdmxKbqCiQmWtPeGQPngJeM13BaTPh/MYQ+vmiQEFtljWr4kQiKu7u60JBtm1L5tjsdrBlc5JIWMWpy6Pp7Cd02ky6cuVKrrzySkRRRJIkkskkZWVl3HzzzTzyyCM90ccDhnRbG0qgDUM/0F8BqEs3EPaYEGsLZyfoDlaviuNwSLjchT/uRirjaRBr2CKs3+vjjRpjQZYFFs0P7XVbOjo9gUb+2VChSdIOVFUjn16cekB77msZV55CtWk9A1KvkS4wu97Bnm7wA5T09ixdoiCSpvA1TGtpxO3TurSmFBxH9gZFKdxmOq3/fvsFe37R9E4/uhkNFWU3z4+iKWh5zl3bwxJjWtvDuNbHpHfzzAJovfRzKnsYH1R9/NfZj+i0B4ss7xRE8vl81NTUMHToUOx2O3V1dd3ewQOJRPUGgP5jYEnWM8xrR9ha32PH0DSNtatiDBxs2q1nSpk2AKfm4RNpDgPSw/bqmCaTyIhRZuZ9FOLUMz39IhxL58BG0zRaW9PEYxoGg4DV7mKAsYrN29Om7kC0JnB7JNpacyd0kgR2h0Q8nj1JMZkEnC6RxlQTye2ilx7ZjSRIJNUkbUoA1zA3rUobHtHdoWwj/YV0IIAajYAoItntSLbcUB/RasN68ESiyz7L24Z98qHd0hdNUUi3taIlEghGI5LLjWjQPeR2xTxyVME60+AhSNadS6/pYDDz2yIg2W1IdgeapmUy7cViCLKM5HQhmvfdzDWqptKabiOuxTEIBlySE5OYq0NwqH0yr7a9wcrYas70nJrlxeKTvRzvOpYyQykeyY1VtHJf5R1IgphXQFPRFFrTbSS0BEbBiFtydTjMz2IWmTjZxqIF4bz1etjt/oHkcCDabKiRSE6dYDQhudyoiQRKMICWSiGYzchuT3s2MCUaQQmFQFUQLTZkt7uXzyA/NsnGdMc0mlMtHOea0a51Upuq473AbKY7jsrxXgGwClbKDCV4ZA/HOKZhFI0IwKeRZSwKfcIQ82Ci6SitahtJLYVJMOKTvJik/qEpMnJ0YcHcAYOMWG0ikYhCOKTgcQ8jFFRxe7p/HlA5wFgw01FxiQGbbd+Ze+jo7IlOG1jGjBnD8uXLGTRoEIceeih/+MMfaG1t5dVXX2X48OE90ccDhsSmjYgWC1I/8JGLqXECSgDBPxBh9YbMyqPc/YPftq0pojGVygG7j9sWEBipjONTaT4hAjj2UnX3oPFW/vNsM+vXJRg2fN+doOvs+4TDCl9+HmXWc020tSpIEhx2pJ3rL/gZv07fSkjd+THzlvACl155EY8/WpczSTnnAi8L5+V6ZV18pY8vpcX8Y/O/SGhJLKKFM9ynMNVxJK+1vcmHwXmktBR20ca53jM5yn5Ep3Qb+gI1lSSxcQONz/yVZM1WAMwjR1N8+dUYysqzjKaSxYL//IvZsmoFWjw7ht42+TBk/95nSUsHAgTnzqbtzf9lPv6NJlwzT8B94qn95uOiPyC7PTiPPZ7g7PeyygWDgaLLrkZyONDSaRKbq2l45i8kN2fc8k1Dh1N89Q9Ibq6m6fl/obS2gChiP+RwfOdfjMG/74UrhNJhlkY+4/mWFwkoASQkpjqO4HzvufgM3qxti2U/h9km80nkU2RBZqhpMOsTGxlpHs7pnlN4seWVdvHpIabBnOs9k5db/odRNHKl/xKqTBnx4EA6wPvBj3i97W1iagyTYOJE10xOdp+AZzeZwNJpjc3VCZ7/ZxOXXlXEl19EiYSzl71HjbFQWq7rr+wPyG4PRZdfTf0ff59T57/8KhAEGv/5d0KL5oOiIDldeM+9ANukQ1EjYRr/9TSxr74EwFBSRtFl38E0bARSP8g+NMl6MH7Zx39bXmJWy0sADDYN5OqiyxlgrMq74FZsLOInJT9iWexL/tn0PCE1hIzMkY7D+FXFrRgFA7NaX+LD4FwSWhKraOVk1/FMd06l2FDU26eYg8MhMeM4Jx++nx1eLMtwyRVFKGmNJx6taw/7Kys3cNlVRQwZZsZk6j4Be6dL5sxzPbzyQnb4mSjCldcU4fbo+is6+w+dvptvuOEGItut2jfccAO33HILv/nNbxg0aBD33ntvt3fwQCK+cX2/EbitTzUAYCwuQ1DXIdQ1olWWdvtx1q6OY7GI+Iv2fCsOU8fwubSIT6V5HKOctlfHHTDIiNMlMX9OUDew6PQZmqax/Isof35ip5eYosCi+WG2bU1w+0/v5IXUc2xMVOOVPYy1jcI/PMIv76rgtZdb2bo5ib/IwClnuHGXJykeoRGNmajbplBcJnPMmSIh/0o2K5tJaJmUzDE1xn+2f9TF1Hj7KndYjfB/Tc+RUlOc4jkRWei/k51UXS3b7r8zy1U9vnolW+/5NVV33IfBnz2pNZSWUXXH/QTeeZPI8mVIViuuk07DOuYgZOfeGZPUZIK2t16j7e3X28u07WXpQBtFl1yJZNV1KQAkmx3vWedhPWg8ra+/ihIMYBk1Bs8pZ2AoLgF2Znxil9AtLZUkvnoFjc/8dWdjqkr4k0Uktm2h4ubbkHtDRKCbUDWVpZHPeKrx7+1lCgpzQgvYlqzl5rKfZGmgOGUn3ym6jMPsh/BuYDZne06nLtXAYNNA7q99JMtTZUNiI3+o+yM3lv2YB2oe5e6aB/lNxS/wyh5ebX2TNwPvtG+b0BL8r+1N2pQAV/gvKZgatqE+xb2/2Uo6DbOebeLnv67go/eDfLEsgtkkcsxMJ+MmWCku0T229gcEScI2bgKVv7qblldfIrltC4aSUrxnfgvZ76fuj78nsW5N+/ZKMEDj038GTSXy5bJ24wpAqr6WmofupfL2u5CG7J33cXeQ1JI8Wvc4CS3RXrYxsYlH6h7nwaq78u6jaAqr4qt5vvmF9rI0aeaFFnK0/SjeaHqbxZEl7XVRNcqLra8SU+Oc7TkDh9y3ulJuj8xpZ3sYfVBGfzDQlmbocDOnnunBahW585dbCQZ2esXW1qR48O4afn1PJYOGdN/82GIROe5EN0OHm3nt5VZamtMMGWbm9LM9lJTqY4fO/kWnZ9Djxo1r/9vn8/G3v/2tWzt0INOfBG7rUvVIgoy1KONCKWxr6HYDi0bGwFJRYeyQcK0RM0PV0SyV5jFVORGZrg/IoigwdpyFjxeEuegyP0Zj/04zq7N/0taqMOvZprx1m6tT1NTH8BS7GG6eSUgJ80LLKzSnW/ht1d1c8T0/sRgYjaDYQtyw+VYsRjNHXTKdkWopLWIDf0nOIRwKc3PZT3gn8H5W++8HPuInpT9kXihbAPbl1tc40nE4RYb+6RWgxmI0v/JCXh0ANRIm/OknuE84JctQLYgixpJSfN++FPfpZ9HU0opt0KA9ivp2BCUQoO29t/LWhRfNx3vGObqBZRdkpxP7pEOxjBiNlk4jWi2IxszKtppM0vrWa1nGFQDX9Jm0vvG/vO2ltm0lVVe7TxlYWtNtPN/yQt66dYkNNKabc0Rm3bKLqY4jGW85CAWFcZaxPNv8n7xhQAktydLwZ0y0jufT6DKWRZdzpO3wnDFgB/NCCznbc3peA0syqfL2663tP8nyL2Ks/HoLZ37LyxVXF2O1iQwYaMpKA6+z7yNaLJiHDKPk+9eiJZIIJiOSxUq8ekOWcWVXWl6che+Ci4l+tjS7QtNomvUcZT++MW8YZ2+haAofBOdkGVd2kNJSvNX2Lpf6v50TMteabuO/La/kbdMh27OMK7vyXnA2M13TcdD3wt0+nwGfz8DwEWbSaQ2bTcJqk/jog0CWcWUHmgYvPN/MD68vxWrtPu91u0Ni3ME2hgwzk0ppmM0iZrM+/9bZ/+jyXd3c3MzSpUtZunQpLS256b90Oke6rbV/Cdym6vFIbgSzGc1pR9jW/Tos4YBIW5tCxR7Cg3ZllDKBiBDiazG/nkJnOGi8lVhM5bOluXHGOjq9QSKh0tpSWCBv20aVlbE1PNv8H/7X9gbN6cxYuym5BbfTTFmJGZ/HTIvSioJCWI3wTvxNnk3+nbfirxNSQ2hoJNRkjhEzTRo1j+BfTIsTVXMzhPQX1His4AQfIPbVl2ip3I9OANFgQHS6qGlr67b+KOFwbjrTHWgaSqD7jrU/IdntyG53u3EFQI1Fia9Zlbut00m6saFgW7Hd3A/9kbiWIKDkzwYGsCmxuWCdU86kck1oCVbGC5/3+sRGKk0VAKyIrUQhXVDgU0Mr2J9YVGX1yuzQunQaXny+hd/eU8OzzzSRiO+boqc6e0ayWJHdbiRLxkic2Jw/mw5ksg+JBcKAEhvWoSZyDRu9SUyN8XVsRcH6FfHVxPKkYo6pMSJq7jzRKlpoSefPtgQZo01Y6V/zS4/XQFGxEatNQlU1vlwWLbjt+rUJErGeEZ612STcblk3rujst3T6zg6Hw9x8880cffTRXHLJJVxyySVMmzaNn/70p4RCelaWrtL/BG7r8G6PydZ8bsSa7jew1NRIyJJAaSdcA914KVcHsliavdcZErw+mcoqI/M+LDzR1dHpSWRZwGAovPLr8gp5J3ZuKXt1e1dhTJfkYrBpIB7J3V5mEA15nxdZyH32BASMQv/VUhBkGclV2FtB9vkRusEzpaMU+qBor7fo3isdRTAYkFzunHJNVRGMha/zvpYy1iDISBS+RzuSttUgGPFIhbXI3JKr/ePOK3mRdxGvzjdGWMX84UEGg8CwESaqBhiR8/g8e30SBqPuvXKgsFtPMUkCIf9nheRyt4vg9hUGwYBX8has90hu5DyO/UYhv5d1XE1gE3fvnWLOI1rdXxBFoT2sTxCgvMLAgIHG9jmJyy0h9t9IYR2dfk2nH51f/vKXrFy5kieffJKJEycC8Pnnn3PPPffwq1/9ikcffbTbO3kgEN+4AdFq7RcCt2ktTVO6haHmIQBoRR7EVRu7/Ti1WyVKyw2ddi0eo0zkfcMrbBLWMkgbsVd9OOjgTExqS3Mar09/k+j0Lk6XxNTpjhzxOchk/3EPSNAcz/YQrDSUUyT7WR79murEZsoMJVQZK5lkOZhp2okk613Ub9EoqgBLWZgPhTdoTOWGIQ0zDc27Un6wdRwuqf9mA5EcTjynnZlXgBHAdewJvWpgkRxOTIOHktiYm0LeUFKKtJcaLwcSktWG57SzqH3k/qzy8JKPcUyZSvCjD3L2EQwGzMP27j3Q27gkJ0c5jmBuaEFOnUW04JM9NKWa8cne9lC3pJqkVWljVWwNISXMQZYxnO45hS9jX+c9xlTHFJ5u/CcCAjOc0xAEkUnWCUx1HElCS1CXqqdYLsYmWZkdmIMzzzMfiyoEgwqDBpvx+Q2cO9TH+rVxXn+1tV1k+8RTPRgM+ir0gYKxohLRakWN5no+2A87gujyZXn385xyRp+H8ZlEE6d7TmZpNL8H9JmeU1G0NBvi1ayMrcIqWhltGYlNtHGYbTIfR7JDn1RUJEGkRC6iPt2Y095w81CsYmEDe1SJEVACfBVbSUpLcZBlDB7ZnTeTUU8xbbqDttY0U6Y52FSdIJnQOOs8E1s3J/H6ZFwufV6so9MVOv3kfPTRR/z1r3/lkEMOaS+bNm0ad999N1dffXW3du5AIlG9sd8I3DakGtFQ8UqZl6Hm9yIEl0M4CvbuWY2NRFRaWiSGj+y8jkq5NhC36mOR9AGD0ns3sR41xsIH7wRZMDfI6WcXXtnQ0ekJjEaRU852smVLnHWrk+3lZrPA9beW8IH476ztS+Qiri/9EXfXPEhjeqfRZJR5OFcJN/DwPfW0te4M73G6TNx02w94PvJUdjuGYr5f/B0ern0sq7zSWMHl/ouwSv3b68IyakxuNhpRpOiyq5CLejdrg+RwUPqD69j223tJN+709JPcHsp+cnOff1Tsa5gHD8V9yhm0vblTcyXy+VIqb7+LZH0d8ZU7DQqC0UTZDbcge/atsdskmrjAey41yVrWJTa0l1tECz8ovpqnGv5OQ6qR2yt+xkDTABJqgmXR5fyh7k9ZYT6/Kf8FZ7hP4bW2t9o91AQETnOfxKbkZqJqjO8WXYFLcuGUHHzbdx731vyWVqWtvQ2H6OAXFT/F/Y0sQpGwwpzZQWY915xVfvgUOxdf4efZZ5o4/2JfpzxQdfZ9ZI+X8p/+gpqH7s0yspgGD8V37oXE168jOH9OVtikfco0bJMOyddcr1NhLONC37f4T/OLWc/M2Z7TKTWU8MeGv/J59Iv27QUEri35Hpf4L6Q+1UB1cueihE20YhYs3FD6Yx6ofSTrucq8Y68qqGUWViLMDs7hueZZWeUzHNO40Hcerl7K5OdwSQwdbubRB2qzMhNOOsTKlKP7PgOSjs6+SqcNLG63G4cjd6XDbrfj1FfquoSmaSQ2rscydtyeN+4F6lL1CIi4t4vsqf7MB4KwrR5t5OBuOcb6tXEEoLyi86EIAgJj1EkslN+jSanDr3VdfNdkEhkx2sy8j4KcdpanXxi4dA4cEmqSV5X/MPm7QzkxMpiaTSoOl4CjIs7L2l/4TtHFnKAcy+bEFnyylwpDGU80/CXLuAJwKEfz1O8yaZ53JRhQ+OMjjXzvtos50nEYTelmSgxFDDYN5NnGWZzvO4e4Fqc13UaZoYSoGuO55llcVXRZzgdXf0J2uvCdeyHu404itm4NotGIecgwJKcL0dz7WcEMxSVU/uLXpBrqSdZsw1BSiqG0DIPX1+t92deRHA48p52Jc9oxxNevAVHCPHQ4stNF6Q9+QrqlmUT1BiSnC9OAgchuD0K+2JV+js/g5eayn9CQbmRFbDV20Y5dsvFK62tsSFQD8GDt77ir8naSapLf1T2RFebnlTzUpxuIqjFuK7+FmmQNkiAz3DyUxlQTQTXIvVW/4bPI54TUEGJa5LH6J7M+AgFCaohHax/njsrbslI119encowrAB8vDDN+gpXf/mEANruMxaJ7rxxICKKIadAQqu58gGTNVtLNzZgGDkL2+ZFdbiSni4H3P0p843rUWAzzsOGZcnv/8Iq0S3ZOdM3kCNuhrImvI5VOMdo+CpfkYHZwbpZxBTL6RI/XP8XDA+7l1vKbaEw3tb+PK43lqJrGSy2vckvZ9TSnW6lP1VNprMAu2Xix+X9c6DuXYmOuoaI+VZ9jXAH4MDSPg63jOMJxWI9dg10JtCk8+0yuh+tnS6OMnxjlmJl971Wvo7Mv0ulZyQ9+8APuv/9+HnzwQYq2rxQ2Njby29/+lh/+8Ifd3sEDAaWtFSUY6Df6K7WpOtySC2lHmla3A02WELfVo3STgWXdmjhOl4rJ3DWDxhB1JMu0RSyQ3uPM9KV71ZfxB1v59z+bWbMqzsjR+ePQdXR6goAS4KPgPNJ8iEk24hvpI6pGaYsHANgQP4ojHYcx3DwUgJpkLavyCFuWJQezdUuuOB9AfV2K1oDMP8TncEpO0lqaq4ou49PYMj6NLcMhOnBIdlrTre0Cf+d7z+nXBhYAyWZDstkwllf0dVeAzMqu7PFiGTm6r7uyzyNZbUhWG8ay8qxy0WJBdjoxD+qe91Bf45JdRNQoc4LziahRAkogq7453UJMibIs9lWOhtLh9kOZG1rA17GVlBpKWBb9ksZUI23pICMtw0hoSZ6KZ9JAB9JBTvWczObklrz9aEg3ElSC7QaWdFrlvbcDebcFePetAOMnWnXjygGKIIoY/EUY/LmGA9FoRCwqxlBU3Ac96xgW0YLFaKFI8rNy5UpKRhcRUIO82fZO3u01NBaEFnOe72zcsqv9fQywJraOhZGPWRj5mBK5mDJDKW8G3qM5nTFOnu45Oae9tJrm7cB7OeU7eLXtDcZaRuOQe94oNXc3GoRvvdbGxMk2XO59z4Cto9PXdPqp+fe//82mTZuYMWMGZWUZg0BtbS0Gg4GWlhb+85//tG/78ssvd19P92N2CNwa+5GBZdeVLEQRzedG2No9QrfptEb1hiRVAwtnT9kTEjKjlQl8Li1iBqfhpOtu+FUDjXi8EnM/DOoGFp1eRdEU0mTynya0JDWp2qz6tm+sNie1JPlIJ3dvqEwnIWKMElYjVBjKCCo7BclDaoiQmi1QXug4Ojo63UtCTeQ897uS1NI0p3IzNVpFS/tzbBUtrE9sJLY9+9c3dVmalRbSWjqnjV2JqTsNtOk0tLUW3j4UVFB235yOzj5BYntmo91l0gJoSud6cwFE1Z1hUvXpBurT2dnO8r1L06RpTbcVPFZQCZEukPGrO1FVjeam3T/nas93Q0dnv6TTBpbjjjuuJ/pxQBPfuAHRZkN09H2IlYJCQ6qRSdYJWeWa34Owta5bjlG9IUFa0fD6927kHqmO5ytpKQuk9zhZOb/L7QiCwLiDrSxaEOaiy/3YbL0nkKmz/5JUk4TVCCIiLsnZHn4WTkeIqBFEQcQh2imS/YSVMFMdR1JprCSmRlkQ/pgtya2MMA8nqkSJawlkQcYm2jAJJhJadrpLyZZEkvJnCxZFMDrSaInMCnhtqp4KY2FjrlW07laYrzvQVBUlGAANRLsd0dA/dRyUWAwtHkOQZF2stofQNC1zL6hqRjwzFgNNQ7Q7+u190Z3YJBtGwZj1IVYk+5nmmIJbdmEX7Ux3HEWJoZiaVA3zQouIqlFUTeMC7zk0pVvQ0BhpHsay6PK8x5hsm4hJMHJV0eUElSDzQ4uoTe18nwsIuHfJKGQyCRw8wcrKr/Knax81xozFqnuvHAik21pRkwkEgxHDPqZ1tDsUTSGgBvAM8KKiYhJNjDQPZ11iA0fYD2WYaQhJLcUnkaWsja9nkm0CQNb72Ck5MkLUCHmz9BkEA/Y8grUmwcQE68F8FVuZt29jzKMKZvXqTkRRYNIhNj5bkj+V9PCRZsxWPWxeR6crdNrAcu2113bbwR977DEef/zxrLLBgwfz9ttv593+pZde4uc//3lWmdFoZPny/JOKfYVE9YZ+I3DblGpG0RS8cvaLVPN7EVdvBEUFae8mVuvWxHE6JCzWvUuzbMDIKGUCn0nzmaachJ2ufwCNO9jK/DkhFi8IM/MEPeZUp+uomkp9qoH/tb7JZ9EvsIhmTnIdz+H2yYSUMC+3vMaK+Cpsoo0TXTP5Zfkt1KbqeS84m49bl+KSXMxwTmOAYQAAj9c/xbrEBrySh8uLLuIczxn8u+W/Wcf8WPiIGSefxPuv506Uph1n5VPho539Q6UtHWCSdQKfRZflbH+W5zT8cs9ph6RamgktnEfwow/Q0mnshx6O+4RT+pVLuZpMkqqrpfnlWSTWrUVyu/GcfjaWUWOQ+0Gmt/2FdFsr4U8/IfDu26jxKJax43FOnU7LG//DVFGJ+/iT+tV90RN4JDdneU5lVkvG4/csz+mUGUp4LzCbhnQjHxuXcrLrBGpTtTSmmvhJyQ+QBZkvY1/xf03PkdbSHGY7hG95z2J5dEWWCO6O9oebh/HXxmfax5GTXMeTJsU/m54HYKbzmKzMYYIgMPkwO6+/2ko4pGa1J8tw2lleTCbdwLI/kwoESG3dTMurL5KqrcFQUorn9LMzeiv7uHB3U6qZ2cE5zAnNR9M0pglTOM41g6v8l9GitjInuICXWl/DIpqZ6jiSM9ynMtg0iI3xav7b8nL7c3S293SGGAczzTElb0aw09wn4hZz3xeCIHCYfTKvtr5OSA1n1cnInOU9DVMvpXcePdaC2yPl6LeJIpx7oQ+LRV9w1NHpCl0KrAsGg7zzzjts3ryZq666Crfbzddff43f76ekpKRTbQ0fPpynn366/d/SHtJr2u32LANMfzBK7A2appGo3oBl7Pi+7grA9lUtAe8uq1mQSdUspBWE+ia08q5PeDUN1q2NU1FloDt+utHqBFZIn7NQeo8TlHO73I7dkVFS/+j9AMce79zn7yudvqM2Vc9tW+4gvl3PJKAEeC/wAcPMQ7hj232ktNT28iCvt71NsaGIh2r/0P5hFFRCzA7O4XzvOdyz9cH2lbGgEuKObfdzS+kNXF10Of9teYWAEsAimPFZnMw8zY3fbW7/KLLZRE4+w80RR1uZo9mwJq1E1ShOyUFTupkrii6mtK2Y2cG5xLU4HsnN2Z7TmWybiEHsGc+BdEsztY8+QHLLzkwMgffeJrR4AVW334OhuH98TMc3rKPmwbtBzXxcKqEg9X/8Pc6ZJ+A753wkW++l0dxfSbe1UffU41lZgcIL5xH59BNKr72Buid+T/jjBVT+8q792shiEA0c5zwWm2hjU2ILAvCnhr+2138dW8nXsZVc6b+U6sRmgkqI19reytJTeSf4PgElwG0VN/OPxueoTm5GQGCydSLn+87h/pqH24Wxg0qIp5v+ybHO6ZzuPhmraOVY59FYpOwV86JiA7fdUcm//9HE8i+iaBoMHWbi0u8UUVyy/3sWHcioySTRZZ/S+PSf28uUUJDaRx/Ad8ElOI+ZiWTZN8Opm1LN3LXt/qy0yq+2vcH88CJ+WX4Lj257vF2LLKAEeKHlFY62H4VJNHJfzcNZ7+NH657gVNdJnOY+Ged2kdwd79iTXMcz3noQxgLv0mJDEXdU3sY/mv7NF9HlaGgMMw3lO0WXUmLovfHO5zfw819XMuvZRj5bmnnOBwwyctl3iigr059zHZ2u0mkDy6pVq7jyyitxOBxs27aN888/H7fbzbvvvkttbS0PPvhgp9qTJKldLLcjCILQqe37OxmB22C/Erh1SU7kb7wUtF0zCe2FgaWuNkk4rFBRaSPVDTHcJsyMViewRJrLFOU47HR9dfngSVZe+HcLG9YlGDq89zOR6Oz7xNQ4/21+sd24soMLfd/iueZZ7caVHRzvmsHzzS/mrDqf4JrJs03/yet2/GDdo/xhwENMqjyYhJbEIBjwyG4kQeKEU8wceqSdVFLDYBRwu2UkSeAs7TSmO6aS0lIYBSMe2Y0oiJzvPZfjXceSVJKYJDPFsh9R7LmV6di6NVnGlR2ooRBtH7yN71vf7vOwkHSgjcZn/tJuXNmV4Afv4j7uJN3A0g2k6mqyjCs70BIJAh+8h/Ooowl88A6BD9/Hd+4FCHtYfNmXccoOjncdS12qgZs335Z3mxdaXub7xVfRlG7JK1a7OLKEckMZN5ddT0pLIQoiMjIP1D6ak3UMYHZwDg9V3UOZsRRJyH9ty8qNfP+6EsJhFU3VsNokHI7993fQyZBuaab5+X/mrWt56T/YJk7eJw0smqaxNPJ5lnFlB83pFuaFFjLYPIgVsVVZdcMtQ/lbw//lfR+/EXibg6xj2Jas5cqiSzAIBhJqgjmh+bzZ9g53V/6KUmP+hedyYxnXlXyfsBpG1TRskhWH1PvZlkpKDVz9wxJCIYVIOIbXZ8Xl0o0rOjp7Q6cNLPfffz9nn302t9xyCxMnTmwvnz59Oj/96U873YFNmzYxdepUTCYTEyZM4KabbqK8vLzg9tFolBkzZqCqKmPGjOHGG29k+PDhnT6ukk+soAv772070Q3rAJCLS1HzTOh7m5pELV7JjfbNvhgNaE4bbKlFnTy2y+2vXR3DaBTw+UXq6kBTNVRx7857VPpgVhmXMU96hxNT3+pyOwMHGXC5JWa/18agIf3biNdd919PsyePtG/SX86nq9c3okZYGlmWU+43+HMmbQAlhmI2JXMNDi7JlXcSuIN1iXUcbj10Z4FKu5HG7d7VQKK267J4RHd7qaZqKCgYkPHhZfmK5YwbNy6jh9FDv4GWThNaMLdgfWTJx7hPOg2th0Nw9vTbKpEIqbrCoqPx9WuRijvnqdlXFDrXzj6X+drYW0KfLC5YF12+jJJrriXwwTuEP1mE6/iTEDtxX+wr4+M3aUu35RhbdxBSwzglJ7ODcwru/2FoLkc7p1Ik+QGoTdflHV92sCm5hTK5tOAxAUwmssKB+uKa7qu/Z2dRFKVH35kdvY5KKJjRQsqDlkplFgb3Qa+yqBZjfmhRwfqlkc85xDYx513tlBy7fR/XpurYnNzC5/Vf5NSFlBBFir/gviZMWeFAfXWPG43gdsOWLeuoqBy33z9rHWHX56Ur70ydA5tOG1iWL1/OnXfemVNeUlJCY2PhASgf48eP57777mPw4ME0NjbyxBNPcPHFF/Paa69ht+euEA4ePJh7772XkSNHEgqF+Pvf/86FF17IG2+8QWlpaafPozvY23ZMixdhNJnYWF8PDQ173qEHUVGpszUwJDWQbYFtOfUlNgvqmo1Ur1vX5WN8vdyC26NRt/0Dpqa2pstt7UqFeyhL3XMp3TQEW6rrWiwVVQYWL0gzZnwNZsveacT0Bv1df2jy5Mmd2r6/nU9n++Mb7McgyLkZOzSQkHI+ZITt//vmypjA7kPUhLTAV199RTrdfak8evrae90uTLvxThEMBlpb29iyYWOP9mMHhc53mHf3+gJpQeTrr78mlUrtdrv+xDfPtbPPZb429gaHw4HLUHj6IcgyO9LUCAYDza2tbOvCfdHfxpM9YRq+Z68AWSj8DBkEA+lkkmWrlwHgGb57UVIhLexT9/K+9nt2hd54Z+5pnzHu3c+hNEli2bJlnT5uX+MqdmMQCo87RsGQ19gosHuvToNgIK3lN0gIiPvctToQnrPOsHz58i69M3UObDptYDEajYTD4Zzy6upqvN7OKYxPnz69/e9Ro0Zx8MEHM2PGDN566y3OO++8nO0nTpyY5TUzceJETjnlFJ5//nmuv/76Th173Lhxe2WRVBSF5cuX73U7dXPeRymvoLwLXjjdTV2qAbVJYYhvMMVyrgeHVNWItHIDw4YN61L7gbY0gUAjU8bZKS8zUFNbQ3lZOYK493onxRRRK2xk87CVnJ66uMvtlJUprF7RSKBlEEec2n/FLLvr/utv9Jfz6er1TWtpjlGm8VbgvazyjclqDrNNZlHkk6zyNfF1jLOMyUmrujW5jaGmwaxP5H5UysgMsQ3Gf9DeC9FG1AhBNUQwEcRj8uCUHJiF7guPU5qbUEMhNCWN5HCQnnE80aWf5N3WecxxOAYMwDdwYFa5pihooSBKMAgCiA4nostdUCdJTSTQggGUYABBlhHtDiTfzhXEPf22ajSKecQo4mtyPY6QJOzDRzDWV3hFsj/RneNEdz+bKZOB0Dtv5q2zHz6FyOefAuA65jisLjf+qgGQiKOGgijBEILRiOhwIOXJbLKvjo8tSitW0ZqV+nUHJXIR21I1HGqfxMeRJXn3n+6cSomlhLIJmZDjiBZhmGko6xLrc7aVkBhoq8I52tHjWcP2ln319+wsXfEa6Mw16eh1VJqbkL0+0i25qYlFuwPZ6WLCkMLzQKWpETUcRkunkJwuBIcTsZ+EFJ0UPY6V8dV5645xTuPtwPs55Xt6H/tlLwElkFNXLBfhlOwMnjAwpw4ygvhBLURQCaGi4JScuEQnEn1zjx8oz1lH2fV66Oh0lk4bWI499lieeOIJfve737WX1dTU8NBDD3HCCSfsVWecTieDBg1i8+bCLq27YjAYGD16dIe33xVJkrplANnbdpKbNmIZM7ZHdQ86Sl06I3Drk70IefqjFfsQPlmOGIqAq/NxohvWJ5FEKK8wImxvXhAFRGHvz92EmXHKoSyV5nGUejx+rXMeTTtwOERGjbEw+70gJ53mQewG409P0l33cX+hv51PZ/sjIXGq+yQ+i35BfWqnR9q/m/7Lryt+zprEOprTLe3lHwbncWvZjVTXZcQrd/BeYDY3lF7L/bWPZH1sCQh8r+Q7Gc0Vce+uU0Oqkcfrn2JNfF1729McU/i27zw8snuv2lZTKRIb11P/1OOkmzP6D4LRRNkNt2A/YgrhxQuztjcOHIzj8CnIcvYrSY3HiS3/goZn/owayWRIkhxOiq/5IZaRYxCNxqztU60thBcvoOXlF9CSmVTWss9Pyfd+jGnwkCx9l0K/reRwUHz51Wy999ftx9xB8RXfRXa5EfvRPdoRuuO56u5nU/P6cZ14CoFvGFnkohLshxxO7e9/i2nQEGSvj213/ILiq75PqqWZpn893Z6P3FBeQekPrsNUlf8Dpr+NJ3vCI7q5ruT7PFj7O1R2hs4aBSMX+y/g380vcILrWI6yH8GCcHaI1QBjFdMcUzBIO+9xJ06+V3wlv9l2L5FvGG0u9l/Ac02zSGopvlf8HfyGnssc1l3sa79nb9CVa7KnfaTiEoq/+0NqH7kfbVfvJkmi5OofIPv8ecdAJZEgWb2B+j8/kTXue88+D/thR2DoB4bpkZbhHGwZxxexbC+NMeZRjLOM5fW23CymaS3NNcVXcse2+3Pfx8XfwSyYczxUjYKRH5RcTbExfyhVSk2xJrGOx+qfpG27ccYiWvhO0aVMtk7AKvWd0VN/zrLRr4VOV+i0geXWW2/luuuuY8qUKSQSCS699FKampqYMGECN9xww151JhKJsGXLlg6L2CqKwpo1a7I8YfYl0m1tKIE2DMVdMwZ0NzWpOjySO0fgdgdaUWalUNxah9oFA8u61XGKSowYjSKq1v16MyPV8ayUlvGB9D8uSF/T5XYmH2bjH39r4ovPokw8xNaNPdQ5EPAbfPyq4lZWxlazILQYm2jlBNdMPLKH28t/xpfRr/gs+gUOyc5xzhkUy37uqfw1n0W+4PPoF/hkD8e7jqVYKuL+qjv4JLyUr2IrKZGLmek6hmKDH6No3HNHdkNbOsBDtb9nc3Jre5mGxtzQAsyCiYv9F+xVmsh0UyM1D93XbuQA0JIJan57D5W334XrmONo++AdtFQK57QZmIcMRc7jiZCsraHuj7/LpB/bTiabxYNU3fUgporKrO0T69fS/J9ns/vS3ETNw/dS9Zv7MJYV1vfaFUN5BVV33Ef406XEvvoSuagY14zjMPiLEE29kz5zf0eLxxCtdkp++BMiny5BjcewTToUQ1ExwflzKbrkCgSDkfq/PYkWj1H7+99Sdv0t7Jp+LlWzjZrf3kvFbXdgLOkf79G9QRZkxlhG89sBd/NRcB5bklsZahrCBOs4FoWXcILrWA6xTeJQ62SmO6fyQWAOKS3FFMfhDDcNpdiQO3eqNFZw3y7jiEd2c6htEovCn/Dp9jTtf6z/CzeUXYtD0sWbdSAdCJCoraHyV/cQWjSf5JbNGMrLcRx1NPF1azGFgoj5PMeam6h5+P6ccb/5P//CUFTcLwwsbtnND0quYnNiK+8FP0RDY6bzGAaZBuCR3dxe8bP2d7dVtHKiayZlxlLsoq3g+1jVNO6ruoMPg3OoTdUxyDiIac4j8cuFjZaN6SburXkoyygTU2M8Uf9n7qz4JSMsXfMU19HR6R902sDicDh4+umn+fTTT1m1ahXRaJSxY8cyZcqUTh/8gQceYMaMGZSXl9PQ0MBjjz2GKIqcdtppANxyyy2UlJRw0003AfD4448zYcIEBg4cSDAY5G9/+xs1NTV5w4n2BRKbM+6G/SWD0NbkNnyG3YR5Oe1oJgPCljoY27mQpmRCY/OmBBMm95zBQkJmgnIk8+V32KpspFIb3KV2ysqNVFQaeOfNVt3AotMlfLKXqY4jOdx2CKIgtmfpsElWSo0lTHMchSxIWemQT3TP5Fjn0UiC1O7VZcXKaZ6TOdF1XFb53tKabs0yruzK7OBcTvWcTInYdaHn8KefZE2y21FVGp7+M2XX30Lp969D0zREOf9rSI3HaXn9lSzjyq7tBN57G/8lV7Tvn2puouXVF/O2pSUShD9dgve0MzvUf0EQMPiL8Zx4Cq5jj0eQpLxefTpdJ/r1clpfnoVotWI96GAkhxMlFkWp3oggQOubr5Fu3EWXTFUJL1mMbcJkIks/bi9WggGSmzftFwYWAKNooMJYzrd956FoCrIgo6ExyDQwa7zwG32MMo2guaWZYmtxwVVWQRAoNhRxhP0wtiZrCCohHql9nDQ79ZtWxFcRVIK6gUUHyBixm//5d5oFAdcJp2A75FBSDQ1svfOXkE5jGT4ir0G84LgPtPzvJYwDB2HsB+K4btmNW3YzyjyCLZu3MKh4UPvzU+jdDZnUyoXexwOkSi7xXUhSS2ISTLv1Slc0hdmBOQXFpV9oeYXrS3+EVeofYVU6Ojqdp9MGlh1Mnjx5r0V/6urquPHGG2lra8Pr9TJ58mRmzZrVruVSW1ubNUgFg0Fuv/12GhsbcblcjB07lueff77LmiB9TaK6GsFsRnK5+7orJLUkjakmhpp2Y5QQBDS/N2Ng6SQb1sdRVKio3LuV9z0xWB3J1+pnvCe/zBWpG/YoFlqIQw638+qLrWzamGDgYH3FWqdrGAp4g1mk/DonhbYvVN5VGtO5sfU7SJMmrubPINERVFUluam6YH2qtgYtlcoYLXbXTiJBaltuOtodJLZUoyUSsN3AoqXTJHcjmp3cXLhPu6Ov00bvryS2Z9BTo1HCn2Qye/jO+zbBObNJNdTn3SdVW4Mpj/ZDYssm7Ice3nOd7QNEQWz/gBPIH0orIVGzuYZi754/WgNKkI9C8wrWh5RcbT2dAxM1Fs0YtjWNwNuv59QroVDuPqpKYjdjbKqupj20r78gIdHW0gYDcut2984tVCeJEhb2bBRJaik2JjcVrN+WqiGhJbB2oC0dHZ3+SYcNLJ9//jltbW3MmDGjveyVV17hD3/4A7FYjOOOO47bb78do7HjH9CPPvrobuv/+c9/Zv37F7/4Bb/4xS863H5/J7FpI4bi0oJijb1JbaoO0PDtxqURQCv2Im4pnMK0EGvXxPB4Zez2no1lFBGZpEzhA8OrrBW/YoTaNXGqEaPMuNwSb77Wyg+u2z9WRnV0duCXC3uqSUh7JXQriiLGqgGwJH8aXkNJWSZLzJ7aMZkwlFWQqqtFcnuwjBwFqkZ01deooRDGygEIu4TrCLKMsbSM5Nb8RhljVZ5ZtE6fYRo8BOZ+mFWWbmnGUFpGqqE+729uKClFaW3JactYWdVb3d5nsYq7/1izS7q3pk4G0bJd/0MQMA8fiezzo7S2EFu9EjQNyZ4bIi6KIqaqgUSWfJxTB2RC4XUtCyCTrWigcQBfx1bmrS8zlGISenYxUkdHp2fpsM/zE088wdq1a9v/vXr1am677TamTJnCNddcw4cffshTTz3VI53cX0ls2oihn7g1b01uQxYMeKTdZ87RinwITa0Qi3e4bUWBdWsSVFT0zkpwhTaIUrWS96VXsoQCO4MoChx6hJ1PFoVpqN83Uljq6HQUr+yhwpBfj+Rox1G45b3LoGU75HCEAp4fntPP7lAsvmg24z3jbIouvwrfty4EVQNRoOjbl+G/6DLcx5+UFV5k8PnxnH5O3rYEoxH7IYd17WR0egTr2IOzDGQAocULcB4zk6LLr8Z37gVoqgqiSNFFl+O/8FLshx1BZNmnWfuIDgemgV0LBz2QcEoOJlkn5K0baR6OS9p9al6dAwfJ4cB1wimU3fgzzMNHoCXimAYNoeyGn+GceSKiPX8ome2QwwqP+2ec3S/Cg/oDkiAx0zW9YLagb3nP6lORWx0dnb2nwwaWVatWceSRR7b/+80332T8+PHcfffdXHnlldx222289dZbPdLJ/RElEiHd1IihpKSvuwLAtkQNfoMPYQ8aD1pxZuW7M2FCW7ckSCRUKgf0jkVeQGCSMpVGsZblYv6UsB1h/AQLFovIW6+1dmPvdHT6Hrfs5pby6xls2pl9RUDgSPthnO87e68EbiFj7Ci78VYkt2dn+wYD3nMvwDxiZIfbkZwuQh8vouGvfyK8ZDHhjxdR/+cniK5agWjNneSbh4/Ae875WZN8ye2h/MZbkb19L7CosxPZ76fiZ7/KSrOsJhLI/mJCHy+k4W9PElnyMeGPF1L/1OPE1q5GtNrQdgkzMBSXUP7TX+w3+is9iU2ycVXxZUywjM8qH2UewbUl38MhdV64Xmf/RHa5sR96OHWPPULbG/8j8tlS2t5+ndo/PIR90iHIu4zrWft5fQXHfdPQzun27e8UyUXcUnYDDnHnc2cSTHyv6DtUGSt3s6eOjs6+QIdDhAKBAH7/zgnqJ598wtFHH93+73HjxlFb2/nQkQOV5JZM/KWhpH8I3G5JbWOIcc+rgJrXhSbLiFtqUUYM6lDba1fHsVklPN4uS/50miKtlAHqMD6UX+eg5CFIXZAbMhhEDjncxryPgpx+thevr/f6r6PT05QYirm17CaCSpBAPIjX4sUlObF1w8qZaDJhHjmaip//GiUcgnQayelCcrmRrB1vP7ZyBfFVK3LKo58tJTn9WAze7FAng9eH67iTsB96BEowALKM5HAi+4t2Kzqo0/sIoohp8BCqfnU3SjCAmkoje33Evvoi728e+fQTnNNmMODeR0i3tSCaTEh2BwZ9VbzD+GQv15ZeQ0AJEVEj2EQrTsmhG1d0ski3tlL/5GNoyeQ3KtLUP/kYVXfch+zNDSeXzBZMI0ZRceuvUSIhSKWQXG5EuwPZod9ju2IUDYyzjuH+qt8QUEKoKLgkF27J1e2aazo6Or1Ph78Y/X4/W7dupaysjGQyyYoVK7juuuva6yORCAZdDLDDJDZVI8hy3pdUb9OSbiWqRCk2dGCFVxTRijwImztuTFu7OkZ5laHLgrNdZWL6SP5n+BefiQs4VO1aKu9Jh9r4ZHGYN15t5dLvdD2rio5Of8QlO7ELNhrW1VMyoahgJpKuIIpixrOgi94F6XCIwPtvF6xve/ctLKPGIJqy9WIkqzVjxOlgSmadvkMQBGSPtz0jSToUJPDBOwW3D3zwDqXXXo+xVPdY6Sp2yY5dzxaksxuUUJB0c1PhumCg4NxVkiSk0lJAf0b3hCiI+Aw+fIa+/w7Q0dHpXjq8pHf00Ufz8MMPs3TpUh555BHMZnNWFqHVq1dTVaULzXWUxOZq5KLifpH6c0tyKyBQJHfMgKAV+xA2bevQtg31KQIBhcqq3hfscuNjsDqSufLbpEjueYc8mEwihx1h56MPAjQ16losOjq9hqqiFkj5CZnUy5rSNY0lnX6KpqF+c9V8F9REXP/NdXR6GE1J774+vft6HR0dnQOdDn/d/+QnP0GSJC655BJmzZrF3XffnZUx6MUXX2Tq1Kk90sn9kcSmagzF/UN/ZXNyK27JhVHsmBFEK/YhNrR0SOh2zeo4RoNAcUnfeDcdrBxOhCCfiQu63Mbkw2yYzSKvvJCbvUJHpy/QNI2WdCv1qQaaUy0oWv9Kf7kDNREn1dRIqqE+K7WnGotlyhsbUML508NKNjv2Q48o2LZ9ytROhRvtjnSgjVRDPanmJtSUbkjtKwSDAfvkwmLEjiO77zffF0mqSRpTTdSnGgikg33dHZ39hG+Of5LDiWDOn3VKMBiQXfk1WHTyk1RTNKWatz+3gb7ujo6OTi/Q4RAhr9fLs88+SygUwmq15riS//73v8d6AE98OoOWTpOs3YZl9Ni+7goAmxKbKTF0PPxFK8m4Mwqba9FG7l63Ze2qGGUVRiSxb1JRO/EwRB3FfPldJienItN5Q4/RKDJlmoP33wlw4qluqgbsnQCojs7eEFJCfBb5gv80v0iL0opNtHGa+yRmOKfhlt193b12Uo0NNL80i/Ani0BRMA0eQtEl30F0Omh+/lkiny0BTcM8fCRFl1yJsaIyK32zIEk4p00n+NEHKIG2rLZlfxG2gyftdR+VWJT4urU0Pfd/pGprEIxGnEcfi+fUM9rDVnR6h2R9LU3//Tfu404iOO9DlED2h4hcVIJ1/IS+6Vw/oCnVzEst/2NuaAFp0gwwVnGF/2JsHj3cR6drKNEo8XVraPr3P7aPfyac0zPjn//bl9D49F9y9vGecz6Sa++yzB1INKdaeLXtdT4MziOlpagwlHN50UUMNw/FsofU6To6OvsunY5PcTgceeP03W53lkeLTmGS27aCoiD3Aw+WsBKmNd1KsaHjQoGa14VmkBE31ex2u0CbQn19qk/Cg3ZlnHIYYQJ8Li7qchsHT7Li8Uo8939NaJrWjb3T0ek4aS3NvNBC/tTwV1qUTHariBrhPy0v8lzTf4kokT7uYYZUcxPbHriL8KL5mTztQGLjBrbe8ytStTXEVq2A7c9RfO1qtt59O6mG+px2DP5iKn95J67jTkJ0OJBcLtynnEHFrb/uUKrnPRFfu5rah+8jVZsZy7RkksD7b1P72COkv2HU0ek5Uk2NbLvnN0Q//xRBFCm55lqcR89o/81dM0+k6LLvZGUQOpBoSbdyf80jzA7NIU0mPGNzcgt31TxA2n9gXhOdvSe+dhW1j9y/y/iXIPDeW9Q+/gimgYMp+d61mIYOQ7RYMA0cTPF3vofs86Em9uy9rANt6QAP1f2BdwOzSWkZz8htqRrurXmIdfENfdw7HR2dnqTvBUAOQBKbq0EQ+kX2g03JzUAmo0iHEcWMDkv17nVY1q6OIYlQVtG34scuPAxSR7BQfg+Vrk1GJUlgxnEuVn4d47Ml/eMjVufAoy3dxn+bX85bNze8gIASylvX28TXrSHd1Jhboaq0vfMWzmnZotNaKkXLay/nnbgbiorxXXAxVXc+QNVv7sN37gUY/HtvXFFDQZqe+0feusSGdaQaG/b6GDp7RtM0Ip8tRQkGsE8+jOC8j6h55H7UWAzfORfgPeNcUs2N1D5yP6EFc1EPQCPL1uQ2tqZy37caGs8F/ktY1d9JOp0j3dZWePxbt5ZUQwMtr72Mdex4fBdeim3iZFpee5n6Jx9HDfWP90x/py5Vz8ZEdd66ZxqfpU0PF9LR2W/R8872AYktm5A9XkRT34eabExswiW5Ou2qqJX6Eddv2e02a1bFKCkzYjT0vR1vnHoIr0nPsUL8nIPUQ7rUxtDhJoYON/GvZxoZO96K2dz356VzYBFWI8S0wquHDalGyo19m70h88G8pGB9fO0qHFNy9bpiK79GjUZzsgIBiAYDYjeH7GiJBKm6wtnQ4mtWYRk2oluPqZOLlkgQ+XwpAMaqgYTmfwSKQnjJYsJLFmdtG1vxFa5jj0d0uXu/o33IssjygnUbEhtJdlHEXefARU3ESdXXFaxPbq5GNBho/d9LOXXpQBvG8oqe7N5+wYrYyoJ121I1JLTCIu46Ojr7NvoXYh+Q2LwJuR94rwBsiFdT2oUPMrXUj9AWhED+lYxoVGXL5iSVA/pH2JhXK6ZcHcgC6T00uhbiIwgCx53oIhxSeek/zd3cQx2dPWMQdv88WaW+j+nOpN7dmXZScrmQ/UWwPWOaZHegxmM5+0l2B0i9aPMXRQRDYe86XWegl5BlpO0GEy0ey9wHAIKA7PUhebwgisj+IgzFJQiG/vFO6U28u9FWsogWBPpG40xn30WQJJALj7ei3Y4ajyM6nZhHjkZ07xS27Q+Lg/sCbqmwGLBBMCCRK7ego6Ozf6B7sPQymqaR3LIJ28SueVF0J61KGwElwET54E7vq5VmRHHFjdtQJ4zKqV+7OrPKXlHZfybDY5SJvG94hc3COgZqw7vUhtsjM3W6g/feDnDI4XZGjOr7D1qdfZ9gOkiL0sbmxFbcspNyQxle2YMoZNvAnZKD4aahrE2sz2nDJTnxyb0vzKql06TbWklu24ISiWAaOAjHlGkkt23BNfME0q0tqIkExrJyYqtWIhiMhBcvzGnHffLpyE5nTrkSi6IEgySqN4AgYh40GMnpQolGUKMR4hvWIxoMmAYORrQ78raRD9HhxD5lGqE5s3MrJQnz8NxxTaf7EWUZ9/EnEV68gNAni/GcfBrGygHYJh9Kqq4GQ0UVks1GfP06JIcTJdBGfP1qQMRYXoHs9qCEAqQaM9mqDMUlyL4iDLsxnnUnaS1Na7qNbckaQkqYgaYq3LIbp+TotmNMtk3k2eZZeRcHjrMfg0vs2D2vo7MDyenEceRUQvM+ylMpYRo2guLho9DiMZL1dRiKipHsdlpeewXR7iBZX0eqtoZ0WwvGyoHIHg8Gnx8lGkUJtpHYvAk1Hsc8eCii3YHB48kaywVRxDQwM5aL5lyvxb4irERoU9rYGN+EVbJQZazEI7kxiJ0fT8ZaRyEhoeQJTZ/hmIZT0p9bHZ39Fd3A0ssorS2okUi/ELhdH9+IgEhpZ/RXduCwodmtCBu3QB4Dy5pVMYqKDVj6URhNuTYQt+pjkTSbgemuGVgADjncxtrVcf78RD13PTAAi7X/nKPOvkdLupU/1v+Fr2Ir2susopWfl9/IENNgJGHnKpdDsvPDkmu4u+YBmtM704ZbBDO3lN2AR3L3ZtdRUyliq1dS94eH0ZI73Z1LrrsJx5Rp1D3xO7Rd0h7bj5yK5/Szaf3fi1nt2CYfhnlk7jiSDocIvP8Ora++2C6KiyhSdecDBGa/R3D2uzs3liSKLv0O1oMnYfDsOY2oYDDgPfNcEhvXk9y8KaudsutuQnbrqUh7C8njzdwXr72MobSMVGMDtY8+QNFlVxGa+yHhj3ca5ASDAf/FVxBdvozE5s2U/eQman//MOnGnSLJclEJQ358Y4/3O62lWR1by4O1v8ty959sm8jVRZfj6aasXl7Jw7Ul3+Px+qeyjCwjzSM42nQUou6MrNNJRKMJ71nfIlG9keSWb4x/P/0Fss1G7e8eIlW/M4xS9hdRdv0taJrGtjt/iRoJt9eZhw6n5IfXEV+7hoa/PZk97k85Gt855xGc91Em5GiXsdx/0eU4pkxFstp6+pT3SFs6wHNNs5gbXtBeZhAMXF/yQ8ZZx2IUO7dg6JE83FD6Ix6teyLLyDLYOJAzPadh7ILRRkdHZ99AN7D0MontE3lDPzCwbIhvoNjgx9DJl8YO1LIixA1bc2zzyYRG9cY4Eyb2/QtzVwQERqkH87H0IW0048a3553yIIoCp57p5pm/NPL0Xxr4wXUlCILuoq3TeZJqildb38gyrgBE1Sj3bHuI3w64myJDtqBrmbGEOyt+yZbkVtYlNlJhKGWYeSg+2Zvj8dLTpFtbqH30gfZMQQCIIqIkU/vnR3ZOpLcTXjQf8+ChVPziN0S/+hItlcI8fATJbVtJrF+L0Z+dLj65aROtr7yQVWYZfRCJzdXZxhUARaHxmb9Q+et7O2RgATB4fZTfeCup+jpiq1YieTxYR41BcnsQ9ax4vYbS1ooSCVPx81+jhEO0vfUapsFDUKORLOMKZASRG//vr5RdfwvJmm3U//mJLOMKQLqxnpa//pGym37eHn7UE7SkW7m/9pH2DCE7+DTyOYOMAzjHe0aWgbSrmCQTh9gm8uiA+/kqtoKgEuQgy1iKZD/VX22kfHzZXh9D58DD4PNTftOtpOrqiK3eOf4hitT98fdZxhWAdFMjdX/8HUVXXpNlXAGIb9qIGolQ/9TjueP+wrlYhg0nuuzT7DpVpelfT2MeOgxp8NAeO8+OoGkan0SWZhlXAFJaiofrHuPhAfdS1slweqNoYLx1HI8MvI+voytpU9oYYxlNqaEYdzcZX3V0dPonuoGll0ls3YxgMiE5+za+P62l2ZCoZqxlTJfb0MqKERd+DmkF5J2TyHVr4ygK/UZ/ZVeGqKP5TFrAUmkexylndbkdt0fmpNPcvPpiK0OHmznxFHe39VHnwCGgBJgdnJO3Lq7FqU5syjGwAPgMXnwGLxNs43u6i7sl+uWybOMKYBk5hujXy3Mm2TsIvP82ruNOIvrFZyDJBD54By2ZxDRoCJbhI5G9GcOnEovS+sYrOfu7TziZlpdmFexT4KP3MVRcgdRBA4ns9iC7PVhGju7Q9jrdi5pMEvjgXUIL5uKYMo3Ae28D4DhyGm3b/85B04it/ArbIYfR/J9/5d0kuXlTJttJDxpYvo6tyjGu7OCtwHsc65rebWF7JtFEqbGEUuPOxRlFUVBVtVva1zkwaR//Ru0c/xKbq0lsWJd3+1TNNkQx12joPu4kQosXFBz3295+HdfME0lsqs6pa337DUqu+n6fGrXblAD/a30zb52KyuLwUs72ntbpdo2igRKxmBJX/9Bd1NHR6R10v9JeJrl5E4aivvd42JTYQkpLUWXsuhK8Vl6MkE4jbMle5Vi9MobPJ2Oz9T8BLwMGhm43sqTJPzHuKKPGWDj0CBv/+VcTXy7T02TqdJ60li74gQbQmO7fYsr5slBIdjtKW2vBfdJtrYh2O4lNmUm8lky2l6updPt2WipFurUlZ3/RYiHdllu+A6Wlub1Nnf6PlkySbsnc54JsaP/NJYcDZTe/c7q1lT1NYfKl/e5OGlKFU3lH1SiKduCllNbZ91Hju39u1HgsRyBX9npJNzYW3GfHuJ8PpbkJLb1387G9RdVUWtKF31t1qcIZl3R0dHS+iW5g6WUSWzYhF/e9JXt1fC12yY5b6ronjVbkRTPIiOs2t5elkhob1sWp6ofeKzsYqYwnJkRYJX6x120dM9PJkGFmnni0jg3re3Yyr9M7aJpGWI3gLnejFViN6wiKphBIBwgp4YLbmETTbnVThpgGdfn4HUWLx6lwu9BSHTNKKJEI6UAANZXCMmYsAIaSMjynnon3nPMRXW5Mg4YU3N80aAiCJFL6k5spu/FnuE46rb1ctFpJB4MowSCiyYx5aK5WUqqpEdOgwu7k5uEjESy6+HR/R4lm7iOMBlwnnoL3nPPRJBnPWd/Ce9a3UJNJTAMHF9zfNGhw5qOs0GKFIOzMSNRDjDQX1vIqM5Rg3CXrl6qpBNJBQunszHtJNUkgHSCqRHusnzo6nSGT0U1CtFhwTp+J99wLcB57PKLNlnmuHA4kuwP3iafgPfcC7EdOJbZ+HebdeAGaBg0hVVeTt84yagyiyYyaSpEOBFAihd+Z3YWqqrQqrRQPL0HTNIyicbfv23HWsT3eJx0dnf2HPg0Reuyxx3j88cezygYPHszbbxdwCwbeeustfv/737Nt2zYGDRrET3/6U6ZPn97TXe0W1GSSVF0t1vET+7QfGhqr42sy3it740kjiWhlRQjrNsHxUwDYsD5OKq1RNbD/pvFz4aVEreBTaT4HqXuXzUkUBU4/282sZ1t4+N4abrm9goGD+u+56+ye5lQLSyKfMjs4F9A4JnQ0h9sPwWfouJu/pmk0ppv4IPARSyKfYRHNnOo+iTGWkTlx1x7Jzbd93+KPDX/NaafKWNk1AeoOokTCJLZsofW1l0k3N9I0eCieU8/EUFKCmCcVbjoYJL5hHW1vvIoSDmEdMw7XzBMo/fGNpNtaCS2chxqNYhk1Buu48YSXfUZizcqsNkSnk+LvfI/oV18QmvcaWiqNbfKhVN39WzRBIPLZJwTefwc0DcfRM3CfeGrG7Ty907Ol5cXnKf3BT4h++XmOO7potWI/9Agkqf95z+lkSIeCJDaup/XN13EdcyxqPE5o8QLcJ5xCfMWXhBbMAyWNdcIkiq74LjUP3ZvjESU5XRjKKogs+Rj7EUcRXjQ/5zj2o45GdPSsgaXKVEmJXER9Onfl/mLfBbjlzAJGY6qJecEFLIx8jCwYOMl1HOMsY0loSV5vfYtV8TW4ZRdnuk9jsHlgt2Yg0tHpLILdjv+iyzF4vQTnfkhs9QoMJaUUX/k90m2taJqG71sXEpo/h3SgDdOgIbimTkf2F2UyfYWC32hQwHfuBdQ99XjusYwmnNOPJdXUSGD2u0S/XIZkteE++XTMw0ciu7o/nL4+2cAnkU+ZF1oIaExJH8FR9iO42H8Bd2y7L2d7t+RilHlEt/dDR0dn/6XPNViGDx/O008/3f7v3U2MP/vsM2666SZuvPFGZsyYwWuvvcaPfvQjXnrpJUaM6P+DX7JmK2hanwvcbk3WEFbCVBmr9rottbwY6YvVoGogCqxeEcPjkXA4+vcHzgh1HPPkt2mhAS979xFrNIp860Ivs55r5oG7tnHjz8oYNkJfQd/XaE63cF/tQ2xN7lxl+0fzc7wf/JDbym/usJGlPtXA7VvvIqTuXIX7Q/2fmGybyDVFV+KSd6ZmFASBibYJXFN0Jf9ufoGQGkJA4FDbZC71X9hjQnhqPE5w3kc0P79TvyJVV0v4k0WU//QXWEdnr9Yp4TAtL88i+OH77WWB2hpkn59E9QbCnyza2U5tDeGPF1Jx669pmvUcsa8ynmKyv4iyG2+l/i9PkFi/M74/WbOV0IK5lP/0FzT+399gu6ZE83P/IDHlaCpu+SWNz/w1M34Cos2BYLNTdsPPaHr2mfYwJdPQYRRdehVSPxAQ18mPEgnT+vorBN55E98FlxBaNJ/oF59T/N0f0vraSyQ2bmjfNrltK+GPF1F+463UPvYw6cZMOI55xCh855yP5PYQnPsh/m9fiuz2tGv5CEYjrmNPQDzqaARTz6Z/9clebqu4hacb/8Wy6JdoaLglF5f6L2S0ZSSQMa78eus9tCg7jURPNvyNkebhzHAezexQRoOpJlXLitgqzvKcxhnuU7BK1h7tu45OIQSTGdnlovYPD7cbsVN1tZln9eofkKjeSOPTf27fPlVbQ3jJYip/eSelP76R5heeJ75mFZAZ971nn4fk8VL6w+tp+PuTpGq2AWAaOIjiq3+Alkqx9a5fosZimfaAuscfwT5lKkXfvgzJ0X3pjOtTDfy27vdsTW5rL9vc8gJzQvP5edlN3Fz6E/7e9M/2LH1jLKP4btEV+A1dS4qgo6NzYNLnBhZJkigqKtrzhsA//vEPpk2bxtVXXw3A9ddfz8KFC/nXv/7FnXfe2ZPd7BaSWzaDICD7O3a+PcWK2EosooViOVc8s7NoFaUIi79A2FZPqqyEtWvjjB7b/40LA9RhGDUTn0kL90rsdgdmi8j5F/t46T8tPHB3Dd+7toRDDssfb6zTP/k88mWWcWUHNalaPo18zvGuY/eonZRQE7zY8mqWcWUHn0Y+p859SpaBBTKpl49xTuNg2zhiagwDBpySA4vUc8+REgzQ/N9/56lQaPj7U1TedkdWmuJ0W0uWcQVAMJsxFBfTPOvZnGbUaJTml2bhnD4D14yZoKpokkRyy6Ys40p7+y3NBOfOzqTqfXVnCufwwrlYRo+m/Ge3Z7JWCAKi3Y7scGIqK8dQcitqLIaw3Z3d0Mdjq87uUQJtBN55E9FqQ/b6iH7xOYaSUtR4LMu4soN0UyOhRfPwX3wFpJIgiiSqN1D7xKOUfu/HlHz3B0gWK95zzsc18wTURBzRZEZwOPniq6+YUN51jbGOUmwo4tqS7xFSQqRJYxEseGUPgiCQ1tK8G5idZVzZwer4Wo52TMUv+2jaRWvpldbXOdoxVTew6PQZamsLDU//Ja9gbeO/nqbk6h/k7pRO0/C3J3EeMxPLyNG4TzwFVC2TFezt1zGvXY3/osup+NmvssZyQTZQ/+Rj7caVXQkvnI/7hFO71cCyLLI8y7iyg9pUHR9HlnCq6yTurhxERI0iIeGQHNil/pURU0dHp//T5waWTZs2MXXqVEwmExMmTOCmm26ivLw877bLli3jiiuuyCqbOnUq77//ft7td4ei7J343I79O9NOfHM1ktsDstxnyv+apvF1bBUDjFWggabtXT+0Eh+aJMGajawPO0mlNKoGGFD30K6mau3/r4q9fy1ERAapI/hCWswxqdMQu0GOyGiEcy/08PbrAR5/pI7TznJz5rluRLH7BY27cv/1BZ0N1eir84mqUT4KzitY/1FoHofbDsUu7n6iFVLDLI4sKVg/P7SQYcb8+iRuwZWlidST1yJRuy0n+88O0o0NKOEQwi6T2uhXy3O2Mw8eSmzlipzy9n2++AzHlKnUPfYIAEVXXkPk86UFtw8v+TjjybCLgQUg8M5bWMdPQirZmSJzx7WR/EXseod15JrtK89Od1DoXLsSQtUd1yu6KhMyZh46nNiKzD1lGTWW6LLPCu4TXroEyemi+T/ZhrzQovmYRo/N9EsUET3e9lG8t39jMybM0s7Q0B3v94AaZEFoUaHd+Cy6jLGW0cwJZYc4rYmvpUTas7HwQLmXD6Tz7Ml3ZkevoxIK5aRh3oEWj4NGJrz8GwaY5JbNyC43Tf98Ome/dFMjntPPQXS7kXYRu1VbWzLhngWIfLYEQ9WA3fa3owTVEAvChZ/HBaHFHGk7HI/kxintfP/t7/fdDg6U56yj7Ho99LBjnc7SpwaW8ePHc9999zF48GAaGxt54oknuPjii3nttdew51Ebb2pqwu/P9rrw+Xw0NTV1+tjLl+d+MHSFzrRjW7ECLFbWrcuf/q43qJMaiJjD2KNWtrXmWvG7QpnXQerzr1mytRybTSQYqiMY2vN+ADW1+UXPegOnyc+aiuXMr5tNeXhQt7U76iAQJQNvvNrK5581ccKpUez2roul7o7uuo97ismTJ3dq+746H1eJG3E33ikiIo0NjayrW7vbdnxD/IgUbkfQBDZs2EAwGCy4TU8jSRKD9jCBiieSrFu2DACLxUJxPoOppu1ew0kUMxPxHajq7j2ARDF/ik9RpKmpiZpuHjf7+7PTnXzzXDv7XOZro7OYzWZKdywsaOrOe2fXv/MgiGImBPWbSBKBQICNGzcW3Levf2P3AM9u73kREZXcZ0tNqaxYsYJkB7Nh9fV59hYHwnn2xjtzT/uMce1BA2i3a0YFKkWRYChIdXV1VvFQvy+vsWYHKrB27Voikb3P1FgypARhN50XBZFYLMamddUFtzkQOBCes86wfPnyLr0zdQ5s+tTAsqs47ahRozj44IOZMWMGb731Fuedd16PHnvcuHF7ZZFUFIXly5d3uB1N09j89z9hnTAJ+7BhXT7u3vJV2yqcSSejykbu9kXTGaShzZiXraIhJTFyrJWKij2HHmmqRk1tDeVl5Qg94OHREcopZ536JY1Vmzk6dVy3tj18OBw0PsGb/wsw659GLrvKzyGHdZ+baWfvv32Fvjyf4yIzWBPP/xF/nHMGg+2DoDRvdTspLcVRySPbdRW+ydHOo3B73BhUIwbBgF20YxdtpNMawYBKNKpiNArYHSJWa88leVNamjNpNncRj92BcfAQLC4XB5lMaIkEotWK5ppA2zc8COIb1uE64WQC7+cXJbdNOoTY11+2/zswZzbe084i8vmnebd3HHEUSBKl194IaKjRKG3vv43rmJnYBw3aS6Wkneyvz04+uvNcu6MNxeuhFYitW0PJ9JkEP/qA6NfL8ZxxNtEvl+Xdx37IYUSX59Y5jpyKyeViwoQJucfpJ7+xisox4jRebH01b/0htok83/xCVpmAwGjHSIrHdMyDpbPnmUxqhAIqsbiK2STicImYTH3zDu4o/eX37Gm64jnQmWuS7zqqqQRaaxtqNIpgNCLYbJBMIrlcKIFAThui1YqmqnkNIqbBQ9q1sr6JY8rRuMrKmfANbxQtmSA2+TAiSxbn3c95yOF4Kyo7dH4d4RhxGqvj+RdKjnZMpdxeRvmEsm47Xk/QU/OFA+U56yi7Xg8dnc7S5yFCu+J0Ohk0aBCbN2/OW+/3+3O8VZqbm3O8WjqCJEndMoB0tJ10awtqJIyhuARR7Jvs2HE1zqr4GsZbDkIUu2/w1AaUIyz+An+0iYGDRiAKez6/HWFBgih0aPueYqg6mi+kxSSVBGa6V/Ni8BALV15j5J03Avzp9w1MmWbnkiuLsFq779p3133cX+jL8znIOoZhpiGsS2RrQQwxDWK87aAO9UtC4izvaXwe/YJWpS2r7mj7USS0JDdv/SUxNRNvPtQ0mOscN7LkoxSvvdxKIpGZtI4cbeaq75dQXGLonpP7BoLLTdGl38kSKgSQvT5KvvtDGv/2JLGVX2e2NRopvvoHeE49k9Y3dn4oaskkya1bcM44LkefRXK6cJ9wCjW/vbe9LFm9AdnjwTJ2HLGvs1fIDCVlOI46mppHHyC9XbRW9vrwXXAx5uGjeuSe2N+end3RHefaLdfL5cZz9vm0vjyLZO027IdPIfzxQiCTqjW2KjvkzFBWjnnk6Kz7DsB2yOGZjCV76E9f/8YSEsc4p7EgvJi6VH1W3QTLeFJqKmecuMh3Hm7ZhdSJd3RHz7OtNc1Ls5pZMDeEomQcBw470s4Fl/jxevvVdDAvff179ke6ck127JNqaSY0bw6tb76KlkgAmTT3xd/9IcXf+R61v3+oXXQcAEGg6Ipr0JRcw7xgMlF0+XcJzJmdUyf7/LhPPAXZlCfDosWK71sXEl+1Iif7kOu4k5C9vm79zcdYRuV9zw8yDWSidXy/v7+CwTRzPgjy+is9N1/Qn7Ns9Guh0xX61Rs1EomwZcuWgqK3EyZMYPHixVk6LAsXLsy7gtXfSGzZBNCnGYSWR79G1VSGmgd3a7taiZ+0KHOQVIvTObpb2+5pBqsj+VSazwrxMyapR3V7+1arxFnf8vD1lzHefyfAqhVxvv/jEkaM6v9CwAcaXtnDjWU/ZlVsDe8HP0TTNGY6j2GMdSRe2bPnBrZTbCjizsrbWRJeyuLIEqyihZNdJ2CTbNy+9S60XeJmTJj4ZFGYF5/Pdn9evTLOQ/fW8PNfl+Pxdr+RRY3HSAfaKL3uJsKLFpBqacJUNRD3CadQ+/gj7VkeIGNIqf/j7ym74WeUjzuYtnfeRA0GsIyfgOPIqQgmM/ZDj6DtnTdQw2Fskw/DftgRIIqUfO9aArPfQ0vEsU06FNHuoPjKa4ivX0fwow/Q0inshx+JddwEah9/pN24Ahnh2/qnHqfqzvvB2/E02Tr9F8lqxT3zBKyjx9D27lvYJkzGdsjhhBbOw3XciTimzSA0fw6aksZ28CQM5eXIfj/es75F9KsvEc1mnDOOxzhgIMainkth3p2ElDAX+c6jJlnL59EvMQgGjrBn9JwGmKo4y3MaX8dW4pU8nOo5iQpDGRax+98PsZjCf/+dMa7sQNPg44Vh4nGVa35Ygs2uf0gcKKjpNJFPP6Hl5VlZ5fG1q6l58G5Kf3wTlb+6m8Ds90hu24KhpAz3zBNJNjVgHjGKytvvovXt10m3NGMdfRDOaccgFxXjO+tc7BMn0/bum2jxOPYjpmCbeAgGX+GFUGNJKZW/vpvwx4uIfLYU0W7HfeKpmKoGZOm1dMt5o3JV0WVsSm5hbmgBmqYx1XEkQ0yDSWu5hqP+hKpqfLIwzIv/ackq3zlfqMCzDxhKdXQOBPr0SXzggQeYMWMG5eXlNDQ08NhjjyGKIqeddhoAt9xyCyUlJdx0000AXHbZZVx66aX8/e9/Z/r06bz55pt89dVX+0wGIcFkQnK5+6wPSyOfUWWs7PbJW1oVaJZ9DEtvo61bW+55bDgo0wbwhfRxjxhYIJOK96CDrVQNNPL6q23cd8c2zjnfy6lnenpEAFen63hlD1Mch3Ow5SBqa2sZbBvcpdWLIoOPk90ncIxzGqIgElcTOcYVgOmczAsvx/O20VCfoq421SMGFqWtldaXZiGYzdgnHYpl+CjSoRDp1pYs48qu1D/1OJW/uYfS7/8YTUkjmi0ZfQxAHnMQ5qHD0BQlq9zg9WEZOTpT7nC0e+8Z/EVYx4xFU1Ukm52m5/9Faksez0VVpfWN/1F8xXcR861+6uxzSHY7lhGjMA0ajJZOg8EIqkJ87WpSra0YKypAlAh9vJDk5mqsB0/EPHIM5qHDMA4egnX8BERDz3h2dTdRJcq/m//L8tjXDDENYpR5BAoKr7a+QWO6iQu83+JbnrM43X0KBkHGKBp7rC/BgMLCefnF0b74LEowqOgGlgOIdHMzra+/kr+uqZHklk00v/IirpnHYx13MOmWZmoevhc1GqXq7t9iHjqcku/+CC2VQjSbEba/J2WXG3n8BCwjRqGpKqLFssfsewAGfzHuk0/HOeM4BEnukfE+paZ4s+1d3gvOZoJlPMc5jgFBYEF4EX9pfIbpjqO4qujyHn0O94a21jSvvtiSt66hPkV9XUo3sOjo9BP69Emsq6vjxhtvpK2tDa/Xy+TJk5k1axbe7auVtbW1WeE0kyZN4qGHHuJ3v/sdjzzyCIMGDeKJJ55gxIgRfXUKHSaxZTOGouIOvWh6go2JaprSzRzvmtDtbW/bmqRZ9nFY2yoCySSasX++nAoxRB3FAvldArTgoudWyl1umW9f6mP+nBAv/qeFjesTXHNtCWZz34VI6eTHLJgJNAQgf0KzDiEIQnuq1aASojGdK8ZtUeyEgoXj7rdsSjJ6bPena001NgKZjBChhZnsSZaDxpPclj9+HkCNRtDiccRiE5A7+RVN5rz7FVqB3JF6U4lEiG8oLGCbqN6AGo/rBpb9DNFoAqMJJRwm+NEH7SFp3yS5ZTPW0QfR8s6bmIeNwDr6IMQ+XKjoDHEtwaZkxnC4IVHNhkR1Vv3q+GpO40RsvZCSORpRC+mIAhAKKpTtxXins2+hpZJ5NVZ2kKqtQbbZaPmG9haAEgwAVYhGYyZ9Yh5Ec/73we4QRBHJ2nMpkRNagvXbQ4OWxb5kWezLrPr1iY3EtThG+uccNpnUCIUKZ93csjnBqDG6d7SOTn+gTw0sjz766G7r//nPf+aUnXzyyZx88sk91aUeI7G5GkPJHhQye5DF4SV4JA+lcve7VVdvjIO3BHHrCqybNxPpQxHfrjBQHcbH2myWS0uYqpzYo8cSRYGjZzgprzDy2sut3HfHNm66tQynS1912J+RkXCIDkJq9gqyIicxmYztsdTfpLi0Z1bqZbe7/W/HUdOQi4pJNzUiFwjPBBAMBgRD9088BaMBQ0kJiQJGFkNRcWYir7NfIphMyEXFsPJrBKMR87ARCKJIfON61EgE2V9EOpj5EJSLSxDM+84HhAEDftlPUMnvOVJhqEASesdrZE+GfKtNN/QfSAgGGcFsQYvH8tbLPn+OJsoORFv3hu30FkbBSImhOMfQuYMSuQSj0H/fNQaDgMkkFJ4vFO8bnn06OgcC+hu1F9BSKVJ1tX2mv9KYamJdfD2jLaN2n1a1CyQTKrXbktirPKTtdqwbN+x5p36GASOV6hCWi0t67ZjDRpi56HI/zY0p7r1jG60t/Tv2V2fvcMtuzvCcklO+kNlMPT7/Sp/NLlI1oGcme7LXj/vs86m68wEM5ZWkW1qwjBiFsbQc09DhefexH3U0kqfjWjSpQCvx6o00Pf8vGp75C5EvPifV2JCznWgw4jnptILteE4/G9Gy73xU63QO0WDANfMEPKefRcn3rsVYVo7sK6LosqvwX3QZzhnHEVo0HwDntGNI1dWSamtt319TVVKNDQTmzKbhmb8SmDMbpaUJaxdW0Lsbh2znPO9ZeesEBGY4j+41kXeHSyq4uj1wkAmnUw8POpCQvX5cxx6ft0602pCLS0i3NOfUmQYOQrI7SNbX0frWazT8318JL1lMKs+2/Q2jaOR0d+EF2jM9p2IW+37cKITTJTHzBFfeOptdpLKH5gs6OjqdR1827wUS27aCqmIo6hsDy4LQYqySjcGmAXveuJNs3pRA06C41Ei8sRTrhn3PwAKZMKHZhv9RL2yjRKvolWOWlBq46HI/z/+zmQfu3sYvflOpT3L3U0RB5GjHFGpStXwUnNeuxbI6uZqLTnYSahL5ZPFOoVu3R+KGn5Xj9fXMEC1arVgGD2HLnbe1p2oOzf0Qyemi/OZf0PDXJ0ls2ti+vXX8BDynnIHUQe+BdFsrwdnv0fq/l9rLgh99gGnIMEp/cB2GbwiUGopLKf7uD2l85i9oqVSmUJYp+valGMu7L0WnTv9EstlRIlHqHnukvSw45wMsB43He/o5qJEw/osvJzR/DqEFc/GceS6uGcchuz0kNlez7f67dq7EfwSC2ULlTbf2zcl8g2HmoZzvPYcXWl5BJePebxbM/KjkGooMvl7rh90ucfUPi3ni0To2rk+0l1dUGvnRDaW6F+UBhmgw4DpmJqn6WiKf7lxcklxuSn98I5LDiWnQEBLVO+d0xsoqin/wExKbq6l77OH2DEPBD99H9vqouPVXfZrIoSOUGkr5fvFV/K3xH6S0zLtGRubyoouoMPbvGDmDQeSEU9w0NqZY8o35wo09OF/Q0dHpPPrT2Askt2wCQci4QfcyrUobX8VWcIhtImIPuCJv3JDA6zdgMgnEy8qxr1uHoaWF1D6W9aNcG4hJM7NcXEKJ0jsGFgCPV+aCS3w8948mHr2/hlt/VYFJ12TZL3HJLi7xXcgZ7lOoTzVgFa34ZA8e2cZlV1s56zyFpsYUNruExyPh8co9ptmUbmul/k+/bzeu7EAJBmh45i/4L74cJRhAiYSR3R7i69fR9O9/UPLdHyFZ96wXkW5pzjKu7CCxYR3BeR/hOfNcxF3Eg0WLBfthR2IZOSqjD6OqGIpLkJwuXXvlACBVX0dw9rs55bGvviQ56VDKbriFtjdfI7r8CwBaX30R28GTQIO6xx7JCXPQ4jGan3wM8213IvXxu8gh2TnFfSJHOY6gPtWALMgUyX48shtZ6N0pmN9v4IZbygi0KbS0pHF7ZNxuCZdbnwoeaKjxOM0v/xdDaRllN/yMdFsrktWKmkyCJFP/p9/jOGIq3jPPIR0MIDmcpFuaSTc1Uv/H32WnbyYz5jf+62lKvn9dh94RfYVVsjDFfgRjLKNoSDWSTCapsFbglp2YxP7/rnF7ZK64upize3G+oKOj03n0t2ovkNhcjezx9omOwPzQIsyiieGmod3ediSi0NiQYuxBmVXtREkJmihi27Cetn3MwCIhMVAdznJpCTOVMxB6MXrO65M578KMkeXPf6znR9eX6tmF9lNskhWbZKXMmK3HZLdnVpjLK3pnjEg11KPG8sfeJ9avQwmHqPvTHxBNZtRYNJPPVRBQwqEOTZ6D8+cUrpv7Ic5pxyB+w+AsGgyI/mIM/n0j/a5O96DE4wTyGFd2EJj9HvbDjmg3ruwguHAunhNOId2cKx4NkG5uQgkHMfSDd5FZNGEWiykx9P297XTJOF0yVQP7/8ekTs+hhEOEP1kEikLbm68hWiwZ40o6TcXtd5Go3kiieiOIIqLZghqPITldeE8/e6eX4TeILv8CJRzs1wYWAKNooFgswid6+XL1l/jHe5HEfcd72GaXsPXifEFHR6fz6EvlvUBiUzVyH7hNtihtfBFZzhjLKCSx+21p1RsSSKJAUUlGWEuTZeLFxVjXr+/2Y/UGg9WRBIVWtgi9H+ZUUmbgtLPcfPpJhNdfbd3zDjo6e4Eaje5+A0UBRUGNRmhPPaJpOR4vBduPhHd7bG136Ux0DizS6YLGPgA1FkXIszihhsNoWuGMGgBaSte20tHJh7Z9jM/8Q8u8E3aM77s+N6qaeQ+oKqLRiFpAFHdHO6QLZ8Xrj6jq7scQHR0dna6gG1h6GE3TSGze1CdxqfOCCzCLJkaa8otW7i0b18cpLjUgSzu9LRLl5Vi3bEFIJnvkmD1JiVaBTXPwpdR7Yre7MnykhSnT7Lw8q4WVX+/hA1hHZy8wVhTWNZEczrwrlLK/CMFsJtVQT7K+jlRrS8E2bJMOLVhnGXMQki5aq7Md0WzGNmFywXrL6LEkNuYa7W2TD0WQDQiG/JkzBIMByenstn7q6OxPiBZLQX0rwWJBMOZ6OKWam3b77pD9RYiW/u29oqOjo9Mb6AaWHibd1IgWj2Eo7t0UzU3pZr6MfsU465ge8V5pakoRDCqUlWWvLMbKyhFUBeum6m4/Zk8jIDBIHcEK8TMU+mYV5qijHVQNNPLU4/WEw/vWSpDOvoPksOOYOj1vnefs8wh89EFOuf+iywl/tpQtd/6SzT+7nvrHHyW2eiXpPN4q5sFDMZTlCgYKBgPes89DcugfvjoZ3Ybml/6DZcxYZG+u4KtgtuA4cirhpZ9klRvKKzANGoLkcOI589y8bTtPPRNRv890dPIiO134L70yb2bJxNbNeM88J3cnRUEDbIcenrdN/8VXIHci05yOjo7O/opuYOlhEtsNDYaS3jWwfBSch02yMcw0rEfa37AugcUs4fZmx60qDgcppxPbunU9ctyeZog6ipgQYb24ok+OL4oCp57pIR5T+effG/ukDzr7P7LLg/fs8/BfeCmSJ6NRYaysovS6n2IdPwHbxMlIrkw6SNPAwZTf8ksSWzfT/K+nUcMhAOLr17Lt/jtJVm/Mad9QXELZDT/DeewJCGYzCAKWseOpuO0OjKVlvXeiOv2WdFsLNb97kLY3X6P+r09SduOtOKZOz3ikiCK2SYdQ+cs7QJaxjBoLgoBgNuM8ZiZFF1+R0ewxGnFNn0nJ969r9xI1FJdQ8r0fo4yfVNC7RUdHB0yDh1Lxi99gGprxchbtDrznnI917DiMAwdTdOl3MGwfr+WiYvwXXoogyfi/fRm+Cy7Ofkf87Haso8b02bno6Ojo9Cd0kdseJrFpI6LNjmS399ox61L1rIyt4kj7YUg9kDlISWts2hinsspIPi3WeHk5tvXr24Ux9yU8mh+36mO5uIQR6rg+6YPTKXHcSS5ef6WNw44IM/mw3rt3dA4cDD4/zhNOxjrpUFQljWgwYPQXZepOPBXHkVPRFAXRaCTV2EjrS7NyG9E0mp7/J2XX34zBV5RVZSwuwXfBRbhPOhU0DdFsQd4+IdfRSWzZQnLzJgCS1RvYcvft+M69gIrjT0IQJUS7g6bn/0nsqy9xTpuOc/oMSKcJf/oJNY/cT+m1N2KfOBnJ4cBxxBQso8egpdMIsoxgd7Bm2TKKBg7s47PU0em/SGYzluEjKb/hFtRkEkEQkFxuUg311P3hIQxFxbhmHI/s9ZEOtBKc+xHJbVsYcPdvcZ94Ko4jpqKpmXeE7pWoo6OjsxPdwNLDJDZtbF8B6C0+DM7FKTkZahrSI+1v2ZwkldIoK8+vYB4rr8CxahWmujoSZfvWarWAwGB1JF9JS0gSx4i5T/ox5iALq1bE+b+/NTJqrAWbbd9RuNfZdxBFEcnnY/myZUyYMKG9XBBFZPdOV++2DwpneUlu2YwWT+Stk0xmpOK+eYZ0+jeRT7+hdRWP0/zs/2X+FgQG3P8o0c+XoiWTtL39Rs7+4U8WYZ+4U7tFdrnb/1YUPbxSR6ejSHYHu84wlFAQLZkkuW0rTf/+R8726bZWjGXlejiQjo6OTgH0EKEeRNM0EtUbelXgdktyK+vi6znYOg5B6Jmfd93aGF6vAas1f/tJvx/VaMS2fl8NExpJSkixSvxizxv3EIIgcPzJLhJxlRefb+6zfujoAEi2+a0TzQABAABJREFUXbyoZBnRat3pnSZJmf90dDqB5HDkLRftDuSSMkBA3I0Ysr5irqPTMwjyLqF1oohotYG4c76XL6uXjo6Ojs5OdA+WHkRpa0UJBnvVg2V2YA5e2cMg44AeaT8UVGioT3HQuN1kARFF4qVl2NatpWXqtB7pR09ix0WJWsGX0ieMV/OLufUGTqfE1GMczH43yNTpToYM0z0BdHqHdGsL6dYWlHAYg78Iy9hxGMsrcZ92JqLBgBKNIrs9xFatIN3ajJjnY1lLp0kH2kg3NaElE8glJchOF6I5/9ihplIogVZSjQ2gahiKS5CcLkRTbjYLnX2DdDCAEmgj3dKC7HYjuT3tnib2w6fQ+trL7du6TjwV51FHk25rQVNUUBV8F15Gw1OP5W3bWUCkWUdHZ+8Q7XZMgwZjP+IojCWlpIMBJIeTdEszgY9mZ/7+xjtCcjqR7PmNpjo6OjoHGrqBpQeJb9wAgLE0N5tGT7AhsZHNyS3McE7vMe2TtatjGA0ixSW7X8GIVZTjW7QIORQkvQ+uNA5RR7FYmk2IAA76Tjdi0iE2ln8R4x9/b+RXd1ci5hO90dHpRhJbN1P7yAOkW3Z6Tvkv/y5Fl19F3R9/hxIItJfbDj0c3/kXI9uydYLUVIrY6pXUP/EoaiyWKRQE3KecgfukU5G/MSaosRjhz5fS+PSfd6aIlmWKLroM+xFHIVltPXOyOj1GqqmJuj8+SmLDzhTLxsoqyn5yM4aiYmSvD9+3L6X53//Ed+ElyE4XW+/+FVpye7iZJOE753z8F19O047Qoe14z70A2efvzdPR0TlgMBYVU/K9H1P/1OMkqjfsLK+sovQHP0EDtt51e9Y7wjbxEIouu0oPG9LR0dFBDxHqURLVGxBttryruz3Bh8G5+GU/lYaeMegoaY0N6xKUVxh29RbNS7ysHE0Q9tlsQgPV4YiILJeW7HnjHkQUBY4/yUn1hgTzPgr1aV909n9Szc3U/PaerIkzgOx0UPu7B7OMKwCRJR8TWjAX7RuaF+nmJmoffWCncQVA02h741ViX3+Ve9yGOhr+/MRO4wpAOk3jP/5OctvWvT8xnV5FCYdp+NufsowrAMmtW6h7/JHMirjVinPaDKru+S2WkWOo/8sfdxpXABSF5v/+G0NJGSU/vhHH0TNwn3YWVXf/FtfME5BsutFNR6cnSDY30fh/f80yrkDm+W348+Morc0574jI50tpff1l1GSyN7uqo6Oj0y/RDSw9SHzDOgyl5Qi9kElnTXwdNclaJljH9Zj3SvXGOKmUSkXVnuNvNaORRFHxPmtgMWGmUh3CF+JiNLQ+7UtllYmx4yy88O8molFdvFGn50jV1eQYUWR/Eem21mxjyS4E3n2TdFtrVll4yWIoIDTa8uoLpHc5hppK0ppHxHQHra+9XPDYOv0TJRQgtvLrvHWJTdUowSAAktWKobiUwEfvZ7LO5aH19VcQJBmlrRXRYsFQWqZ7NOno9CBaJEJs1Yq8dYlN1YiG/GGbwbkfogQDeet0dHR0DiR0A0sPoWkaiY3rMfaS/sqc4DyKDcWUGUp77BirV8XxFxmwWDp228QryrFu2oSwj65oDFPH0CDWUCf0/Qr69GOdxOMa/3uxdc8b6+h0kVRTY06Z5HSRbmoquI8ajaKl01llyS2bC26fbmoEZef2WjJFqr6ucJ8aG/RV0X0MNR7ffX000v63lkiQbqgvuG26qRHRZCL65TKin3+a7eWio6PT7ajx3Ru01WgE5FyFAS2V0p9PHR0dHXQDS4+RaqhHjUQwlFX0+LHWxNZSl6rn4B70XmmoS9LWmqZqQMcFJ2MVlQiqgrV6Y4/0qacp1wZi0WwsExf1dVdwOCWOOMrOe2+3UVerf2zuC2iahhKN7PFjsz9hrKjMKUs3N2IsKxx2KLk9iN/IKmEeObrwMSoHZGWhEE0mzEOGFdzeNGgwolkXeN6XEK223b6Lds0gJFgsmAYPLbitsWoA6dYWAExDhyGa9HtBR6cnEW27f35FhwPRaMQxdTruk07DevBEEAREqxVBfz51dHR0+o+B5c9//jMjR47knnvuKbjNSy+9xMiRI7P+GzduXC/2suMk1q8FwFjeswYWDY0PQ/MoNZRSaui5dNArv47hcEh4fB1Px6rY7SRd7v9n777j5SjrxY9/ZmZnez29pHfSSAgJISSEEjpIR7gKcv3Z0SsiomDnAsoV1OtFsQBKFQWRFnovIYUSEtIbKae37X1mfn9scpLN2T05bU993q9XXnDmmfLM7E7Z7zzP88W5bWvB6lVIMjIT9WmsU1aRJnXkBQps/kInDqfCPx4WaZsHu1RLM/6Xnqfu17dT//vfEvnkY9JDoOm0WlKKelgwRQsEkFQVU1FxzmWKLrwUxZs9sKFj9pxMKuccii+9IivbhGQy4Tn19JxvRJFlfGefLzIJDTGK24NrUe4McvY5x6C4MwOHp4NB4ps24Dh6LpKqdpxZkvCdcwGt//onmEx4TlqGJFKCC0JByQ4nzgXH5yyzz56DoRuU/edX0WNR4tu2oJaWUXXdDyi64kpMXjHIrSAIwqDIIrRu3ToeffRRpk6desR5nU4nL7zwQvvf/TG+SU/Ed2zDVFSMbOsknXEf2BLbSmOqkTM8ywq2jYA/TU1NkukzbXT3aMerqzPjsOg6RxwZdxCapM3gE+UDNslrmaXPH9C6qKrE0lNcPPNvP5s3iDEpBqtUUyP7bv0p2iHjkkTXr8V1womUXP55lEGcVcvk9VF13Q9ovO9P7WNoSGYzab+fqu/9kMb7/kh8f8BUslopOv8SnMfM73AdNhWXUH3jT2n44/+1D1IrO12Ufu4LWMaN77jdklKqv/cjGu75A+mmxsy0omJKv/hV1PLCdXsUCkOx2Si+9ApQFELvvpUZj0eScC44npLPfh7F4UQLBWl57BFCb7+BdfJUyr/2LVr++XdSDXWZdXh9lPzHF4jv3AayTPUNP0ItLRvQ/RKEkUD1+ii+5HJQFMKrVrSfv45jF1B86X8Q+eh9Wv7+YPv88R3bCL79BtU3/kwEQAVBEBgEAZZIJML3vvc9brnlFu6+++4jzi9JEqWlpf1Qs96JbduCmqO5fV8yMHgz9A4V5grK1MI9eG78JIrNqlBRceTBbQ8XG1WNe+MGbHv3Ehs7tgC1KywPRZTr1XyovDvgARaAo2bY+HBNhEcfauUzlw50bYTD6ckkbcufygquHBB6961M9pNBHGABUEvLqPjmd9BCIYxkAtlmz3QDUlUqvv099FAII5VEtjsweX1IOVqeSLKMZfRYqm74MXo4hKGlkR0uTD4fUo5Aq6yq2KZOY9QPf44WymTLUpxOTL6igu+vUBgmr4/Sz32BonMvQI/FkGw2TC53+0uHVFMjobffACC+bQstwSCe087EVFSEZLaglpZhKArmqmpcCxdj8noHalcEYcRRS8sovuJKis49Hz0aQ7JZURwu9ESclkcf6jC/kUjQdP9fqLruB4P+HicIglBoAx5gufnmm1m6dCmLFi3qUoAlGo1y8skno+s606dP57rrrmPy5Mnd3q6WJ8NFd5fPtR49FiO5dw/uaTPQdb1X2+nMpvgWGlNNnO4+FaNA2wmFNHbvSjBpihUkA72bCXUSXh9pux3H1i1Exoxun27sX5GhG+hy4Y5RX5ikzeBd9SUajTpKjMJ1w+qqk5a5ePhvrWz6ROXoowd3ViGlm2+zente9pXOzu/O6KEQoRXv5C0PrngbdWzHFhwDKee+Wm0o1oOt74z95ZLNjmI72PVHzyyYd92S04nidB6c3zA6n9/lxnTIw3khvg89/WyHonz72t3zMtc6usSkIheXtPdFPvA9AgitXJE1a6qhjuaH/gqApKqMuf23KB5vj7Y/Uj5jsZ/Di6ZpBb1ndvc4ynYH2B0cWqPEpk/yZvxK7NpJOhKGIZLla6R8r7pKHI9shx6PntwzhZFtQAMsy5cvZ+PGjTz++ONdmn/8+PHcdtttTJ06lVAoxH333cfll1/O8uXLqajoXjPy9evX96TKXVqPafcuHIZBnW5gFCxNscErttcpMnykGpLUUFOQrWzZqKKYFCzWIJ0kEumUtagYz+ZN1Eyb1mHgtNq62j6oZWGZJDvqGAuvhZ/lmLqlA10dAEaPtfDeW1YmT12PeRAPTzFv3rxuzd9X52Vf6W59JpQUg5E/YGikNXbt2kUgMPjGYxlsx77QRtL+Hr6v3T0vc62jN9xuN+7DMk8dyjAMwuEwO3d92qvtjJTPWOzn8NEf98yeHkez2UzVETK6xaMxtq9d26P1D5SR8L3qDnE8sq1fv75H90xhZBuwAEtdXR233nor9913H5YuDmA4d+5c5s6dm/X32WefzaOPPsq1117bre3PmjWrVxFJTdNYv359zvW07txKyO5gwpy5BRsjZmNsE0F/kDPdp1Fiyj34ZG8FAxqNDX6mTLVSWtbzJp+GrmHZt5eJsky8qmr/NIPaulqqKquQ5ME5js6hmo2ZbC/ewAWOz2Nm4CMaJSUp7vtjM7u2j+KznysZ6Or0md6el32ls/O7M0YySWL+QsIr3s5Z7l60mJLx/d+CxUil0ENBjGQCyWxB9niQFBNGMokWDBAPh7G53ZnBajsZK8mIxzNdftIpZKsNyeMdtONg5dPTz3Yo6st97evjlUQnsmoF7pNOwTpxCmgaWjRC8LWXUSurcLpdzOlhN9uR8hmL/RxeetJyoDvHpLvHUY/HMYIB9EQc2WJFdrnRS4tpk6ScrVjMo8dgLy5mzthx3d2NATFSvlddJY5HtkOPhyB014AFWDZs2EBLSwsXXXRR+zRN01izZg0PP/ww69evP+IJrqoqRx11FHv27On29hVF6ZMLSK71JLZsxDJmbMEuUDo6b4bfpdpcTam5cOPRrP0ohNWmUD3aQm9iIKnSMjSrFffWrST3PzAf6BYkyRKyNPgHv52mH81G5UPWmVazQB/4Vixer8qUo5K8+mKIk5f5qKzq/vg4g1FfnZd9pdv1sdkoOv9ioh9/hB4JZxXZ585Drajs9/1L+9toe/ZJgm++hpFKIVkseM/+DO4TTqT1qX8RWvE2aBqy3Y73nPNxLzkJ0/4sL4dKNTfR9PD9RNd+AIaB4vZQfNl/4Jg7D8XhzLHlwW2wfdcKqS/2ta+Pl1peSeW3r6f134/hX/40kBnY2Hf+xVjGT6Tuztsp/fwXsEyYhKz27Po2Uj5jsZ8jV0+OSVeWSTU3EXj5BQKvv5IJzKsqriUn4TvrPHznXUjb009kL2AyUXb1l1EP6dY3VIjvVTZxPLKJYyH0xID9sl24cCHPPPMMTz75ZPu/mTNnct555/Hkk0926QutaRpbt24dVIPe6vE48Z07MI8p3ICu66MbaE23MsdWuKhqfW2Smn1JJk229D75jywTGzUK5+ZNefvuDnZO3IzRJ7FSeRWdwTFmzOSpKZwuhYf+2oQxRI/rcKSWlTP6Z7fhO/cC1MoqLBMmUf71/6LsC1/OGbgoJC0SoemR+wm88iJGKpNq3EgkkBWFxnv/mBlkdP9bUz0apfWxvxN841X0VHZa8nRbG7V33Eb0o/fbz2EtGKDxnruJbhDNiYXu02NR6v/wv+3ZqgDSrS00/fXPaP42ZKuVmttvIVVfP4C1FISRJxUM0PrMv/G/uBwjmQAyrSCDr71M8z8fwb30FKq+dxO2o2agVlTiOvFkxtx8O5ZBNr6YIAjCQBmwFixOp5MpU6ZkTbPb7Xi93vbpN9xwA+Xl5Xz3u98F4K677mLOnDmMHTuWYDDIvffeS21tLZdeOnjSqcQ2bwRdL9iNRkPjjeDbjDGPoUgtTIYNXYf3V4fx+UyUVah9ss7Y6DE4t2/HWltLvLq6T9bZ32box/Cc+g+2yB9zlD73yAsUmGKCU05z8e/H/Ly/KsL8hUOvFcFwJEkSamkZRRdeiue0s5AUGcXpGpC6aKEAkdUrsyfKMuZRo2l5/NGcy7QtfwrXoiXIJQcD18n6WlL1dTnnb/nnI9imTMPk9fVZvYXhL75tS85sWwCtT/yToks+S90dv6Dt6Sco+39fQ7Za+7mGgjAy6aFQe4avw0XeX0XR+RdjnzEby/hJGKkUss2GbB4erWgFQRD6woBnEepMXV0d8iHNJ4LBID/+8Y9pamrC4/EwY8YMHn30USZNmjSAtcwW3bAOxeNBKVB60TXhDwhpYU5yLSnI+gE2rI8QDmksWOikr0ZXSJSWkrbZcG3aMGQDLKVGJRX6KN5WXmSaPgepz45Oz02aYmXyVCsP/62JGbNt2O2iKeNgISkKJk//tlg5nOb3d5imOF2kWvKPWG0kEujRaNa0+I5teedPNzehJxI9rqMwMsW2bMpblti9q721V3zHNvR4TARYBKGf6JFw5k1bLoaBFgwAo1Hs9tzzCIIgjHCDKsDy4IMPdvr3TTfdxE033dSfVeq2yMcfYRk/qSADP8b0OG+H3mOSdQIeU2F+uLW2pNiwLsrY8Racrj78sS7LxMaMwblpE00nn0qvBnUZQLO0BbysPsF2eSOT9RkDXR0Alp3h4d4/NvL431u46v+VDXR1hEFEzpEuU4/HUJydDFotSUiHDTyuluTvhilZLEimQXUrEYaAzr5TiseLvj9bieLzIZn6piWlIAhHdqRgpmwTgRVBEITODP7RRYeQZG0N6cYGrBML06LmrdA7pI00R9sLM/ZKOmWw4u0QTpfC+Al9/7YwOm48plgMx66dfb7u/lJpjKZMr+J15WkMBse4J26PwomnuHnt5SCbNkSPvIAwYihuN2p5ZdY0I5nESKcyGYNysM85BsWdHYCxTpyMlKcJuOeU01H6eWwZYWgxdJ1UcxOhVStofepfRNatxTFvQd6MVd7TziT49psA+M67CMUpuj8KQiGk/X5imzfR+tS/CL79OqnGBmS7A8v4iTnnV6uqkR0dA/eCIAjCQSLA0ociH76PpKoFGX+lKd3MmvCHzLLNwCbb+nz9GPDeOyFiUZ0Zs+y9H9g2h5TPR9Lnw71uXd+vvJ9ISMzVFlEn72Wj/OFAV6fdMcfaGT3WzD13NxKLDo5BeIWBZ/L6qLz2ekxF2ancY9u3Uvnt61EO68JkHjOWksuvRDnsDaXJV0TV9TchWbOvPbaZR+M9/WxkVbQwEHIzdJ3Ep7vY86MbaLj7d7T++zHqfv1LIuvWUvGNa5EO++445h+HbfosQm+9hvfsz2Ar0AsLQRjpUi0t1N75C2p++XNa//0Yjff+id03XkeyqZHyr1zTIThvKiml4hvXYi4rH6AaC4IgDA2iXXcfCq1+D8uESR0eGPvC820v4VQcHGWb2ufrBvjg/TD79iY4eq4Dh6NwcbfIhIl4P/wAUyhUsG0UWoUxilH6eF4xPcnU5GxMDPyPS0mSOOczXv765yYeuK+Rr36zYqCrJAwS5spqqn/036SbGkg1N6GWV6K43TTc/TtKLr8SDIO0vw21tJx00E/TIw9Q8ZVvZKVelkwmrBMnM+aW/yFZV4sWCmAZNRaTz4fi6qS7kTDipf1t1P3mdox4LGt66z8fpviKKxl98+0k9+1Bi0awjJ+IpCgk9+5hzC9+jeL2iHEeBKEA9GSC1qceJ7l3d3aBplF3x22M/dXvqPzuD0i3NJOqr0Utq8BUUoq5XDxbCIIgHIkIsPSRZF0tyT2f4rvgkj5f98fR9exO7uFU98koUt8PYvrRB2G2bIox9SgbJaWF/UpEx47F8/FaPB+vhfETCrqtQjo2vYSn1Yd4V3mZpdrZA10dADxeE6ed5eHZJ/1MnxlkyUnih6+QoRYVoRYVYZt6FJAZYDSxawcNf7oL2W5HdjjRAn6M/eNeaKFgVoAFMoP2qiWlnY6dIQiHS7e0oIWCOcta/v4gjtlzcc5fmDXdUj26P6omCCOWFgwSWvF2nkKN+OaNuBYtybRWOWpwjDcnCIIwVIguQn0k9O6bSBYr1omT+3S9QS3EC4FXmGAZT5W58sgLdEM6ZbDirSCbNsSYOs3G6NGFT7NnmM1Ex4/Hu3Ytcjpd8O0ViociputzeVt5gWapYaCr027GLDtHz7Vz/z1N7NoRH+jqCIOUFg63/78ejZJuamwPrgAYqdRAVEsYhvRopNNyI5XstFwQhL5naBp08gyWDgT6sTaCIAjDiwiw9AEjnSb41hvYZszs02waBgZPtT2LgsJ8x7w+Wy9AQ12S555pY9/eJLOOtjN6TOGDKweEpkxFicep3Dl0B7sFOFpbiAMnT5ruR0cb6Oq0W3amh7JyE//7qzpaW4ZuEEsoHHNlVd4y2e7ImX1IEHpC7WS8BtlmE981QRgAssWC2kl3H+vkwnRHFwRBGAlEgKUPhFe/hxYM4JjTt0GQt4Lv8mliD4tdCzHLvQ+A6DrU7E3y2ssBXn05gEmVmL/QSXl5/44horlcRMeMYeyGT5CGcCsWEyonpE+nVtrN68qzA12ddiaTxIWXFWEYcMdtNYRDgyf4IwwOiseDY8HxOcuKL/4spjwZhgShuxS3B+eiJTnLii68FJOvqJ9rJAiCyeuj5IqrcpZZJk5GLRVdQQVBEHpKBFh6ydB1Wp99CsuESailZX223k2xLbwVeoc59llUqD0YVMyAWESjoS7Jlo0x3nkzyBP/bOHN1wPEIhqzjrYzb35hB7TtTGDGTMzxOL4PPhiQ7feVMqOKudoi3jG9OKiyCjmdCpf+RzF+v8bt/11DMCiCLMJBisNJ6ee+gO+CS5D3DyJqKi6h/CvfxHHc8UhK34/1JIxMisNByWc/R9FFl7W3VjEVFVP2pa/jWrREfNcEYYBYp06j8rofoO5v0SiZLXhOO4vKa76DyeMd2MoJgiAMYWKQ214Kv/cOqdp9lHz+P/tsnZ8m9vDvtqcZZxnLLFv+wcV0HYKBNIGARiigEQ5rRMIakYhOLKqh7c/Wq8gSLrdC9SiV0jIVt3vgH2jTLhfNo0ZR8t4KwkdNJ31YutihZKZ+LG1aM0+Y/oY95WScMWWgqwRAcYmJyz9fzD8eauGWn+zj+h9UUVYx8BmPhMHB5PFSdN6FuJacRCwUwu72oBaJ1gRC3zN5vPjOOR/34qUY6TSoKqpouSIIA0qx2XHMnoNl7DiMRAIUBcXtQS5AJkxBEISRRARYekGKxWh97O/YjpqBuXpUn6xze3wnj7U+QblaxiLnQpCk9rJYVKOxIU1TQ4rm5hQBf7o9iGI2y9jsElaLTHGJCavVjM0mY7Nn/slSng0OoNoJEylqaaH8ueXUfPZykIdmgyoJiRO000hIMR5Rf89lqa8wyRgco+6Xlql87uoSHn+0hZ/9cC9f/kY5c+eJMQ+EDElRULw+tn+6mzmjxwx0dYRhTFIUTEXFA10NQRAOI1qrCIIg9C0RYOkhQ9exvfo8RiqF++TTer8+DFaG1/BK4HVGm6tZ4loEaZmahiT1dUnqapLt3TycDgWXR2HSVBsul4LDIaOqgzCCcgS6yUTLguMoe/MNSt54neaTT8kKKA0lCiZOTn+GN03LeUS9m2Xa+RyvnYo0CHrh+YpMXPnFUpY/5ed/f1XH4qUuLvtcyaBoySQIgiAIgiAIgjBciABLDxi6TstDf8X06U68F12G4nL1an2NqSae97/MnuQeJjAV755pvFETprkphaaDzaZQVKQwdpwFr8+ExTI0gxC5JMrL8c89Bt/7azBkmZalJw3ZIIsJEyenz+ND5V1eNv2bLfJ6zkpfSoUxeqCrhtUqc9FlPj7+KMobrwZ5f3WYM872cuoZXhFoEQRBEARBEARB6AMiwNJNqcYGGu+/h9jGT0jMPRbLhEk9Wo+Gxmb/LlYH17JP2Y6ScGL+ZB67G4qoUWL4fCYmTbFRVGzC7pAZmiGHrolMmYJk6PhWr8JaX0fjaaeTKi4Z6Gr1iIzMsdoSqvVxrDK9zp/Mv2CyNpN5+mIm6kdhYuD6NkuSxJxjHEyZZuW9d8Isf8rP8qfamDPPwfzjnMyYbcfpFMEWQRAEQRAEQRCEnhhxARbDMADQtK5lVdFjMdLNTSR27yL68UdE136A7HDiveiz7NMNdF3vsH5Ng2TCIJHQCceS+GMx/IkwLQk/rXoLfnMjMU89mJMQdWLaOx1feDQ+r4p3jAm3R8lqxGEYBkafHYFBYv/ngGGgA8EpU0m4PRR98D5j772H6LhxhCdOJF5RScrrRbPZhlTLlnKjmnOTV7BL3sIm5WMeVf+IapgZrU+gSh9HqVGBVy/GiQe74UDFjNSNMNqB793h37+usFolTl7mYuEiB5+si7FpQ4z3V0UAqKxSGTveTFW1mZJSE16fgsej4HAqWG0964omyzLSET677p6XhXagHoOlPoU0kvYVRtb+dravXTkvYfCdm10xUj5jsZ/Dy4H9K9Q9c6Qcx64SxyObOB7ZDj8eXb1nCgKAZBy4So8QyWSS9evXd2le54P3oPjbOkzXHU4MRSGdkohGcp9shisMavrIG9EHfoyOwUTRDTzh3EGDR8/0snGStZ9r1Dd0r79L8znePhHHyhMKW5kcolGZdKp7N46LLg9TPfrIN+I5c+agHCEVa3fOS0EQeq8r5yWIc1MQ+pu4ZwrC4NPVe6YgwAgMsOi6TjqdFpFIQegnXTnXxHkpCP2rq+eaODcFoX+Je6YgDD7iXBO6Y8QFWARBEARBEARBEARBEPqa6J8iCIIgCIIgCIIgCILQSyLAIgiCIAiCIAiCIAiC0EsiwCIIgiAIgiAIgiAIgtBLIsAiCIIgCIIgCIIgCILQSyLAIgiCIAiCIAiCIAiC0EsiwCIIgiAIgiAIgiAIgtBLgybA8uc//5mpU6dy66235p3niSeeYOrUqVn/Zs2a1Y+1FARBEARBEARBEARB6Mg00BUAWLduHY8++ihTp0494rxOp5MXXnih/W9Jkrq1LcMw0HUdWZa7vawgCIUhzktBGJzEuSkIg484LwVBEAavAW/BEolE+N73vsctt9yCx+M54vySJFFaWtr+r6SkpFvb03WdtWvXout6T6vcvp5169b1ej0jlTh+vTPcjl9fnZd9Zbgd386MpH2FkbW/fbGvg+3c7IqR8hmL/RxeurN/PTkvR8px7CpxPLKJ45FNHA+hNwa8BcvNN9/M0qVLWbRoEXffffcR549Go5x88snous706dO57rrrmDx5cre3q2laT6qbtXwqlSKdTqMoSq/WNRKJ49c7Q+X4dbduvT0v+8pQOb59YSTtK4ys/c23rz3Z78FybnbFSPmMxX4OL5qmYTabu71Md+YdCcexq8TxyCaOR7ZDj0d3z0tBkAzDMAZq48uXL+ePf/wjjz/+OBaLhSuvvJJp06bxwx/+MOf8H330Ebt372bq1KmEQiHuu+8+1qxZw/Lly6moqOjSNjVNY+3atX24F4Ig5DNv3rwuzSfOS0HoP109L0Gcm4LQn8Q9UxAGn+7cMwUBBrAFS11dHbfeeiv33XcfFoulS8vMnTuXuXPnZv199tln8+ijj3Lttdd2a/uzZs3qVYRW0zTWr1/f6/WMVOL49c5wPX6DZX+G6/HNZSTtK4ys/e3LfR1Kx2ukfMZiP4eXnrQS684xGSnHsavE8cgmjke2Q4+HIHTXgAVYNmzYQEtLCxdddFH7NE3TWLNmDQ8//DDr168/4gmuqipHHXUUe/bs6fb2FUXpkwtIX61npBLHr3eG2/EbbPsz2OpTSCNpX2Fk7W9f7OtQPF5Dsc49IfZz5OrJMRHHMZs4HtnE8cgmjoXQEwMWYFm4cCHPPPNM1rQbb7yRCRMm8OUvf7lLX2hN09i6dStLly4tVDUFQRAEQRAEQRAEQRCOaMACLE6nkylTpmRNs9vteL3e9uk33HAD5eXlfPe73wXgrrvuYs6cOYwdO5ZgMMi9995LbW0tl156ab/XX8jQQkHSba3EtmxGtlqxTpmG4vWhdLHblyAIgiAcSotESPvbiG3eiKTI2KZOR/F4Uez2ga6aIAid0BIJtEAb8S2b0eNxbFOnYfIVobjcA101QRCEfjPgWYQ6U1dXhywfzCQdDAb58Y9/TFNTEx6PhxkzZvDoo48yadKkAazlyJUO+Gl68K9E3l91cKIkUfbFr+Kcfxyy1TZwlRMEQRCGnHQwSNvTTxB45YWs6UUXXYbnlNNRnM4BqpkgCJ3R4zEia1bTeN8f4ZD8GY55Cyi96ouYPN6Bq5wgCEI/GlQBlgcffLDTv2+66SZuuumm/qySkIdhGITfX50dXMkU0HjvH7FMmISletTAVE4QBEEYkuI7t3cIrgC0PvFPbEfNxDZ5So6lBEEYaKmWFhrvvbvD9MgHq7FNn4nnlNOQJGkAaiYIgtC/5CPPIggdaYEA/uefyVseevfNfqyNIAiCMNRpkQj+5U/lLfe/uBw9mezHGgmC0FWhFW/nLfM//wxawN9/lREEQRhAIsAi9Iiha2jBQN7ydHMzxiFNRAVBGHwiYY1VK8LU1SjifBUGnJFOdXpf0fxtGOlUP9ZIEISuSjc15i3TggEMXe/H2giCIAycQdVFSBg6ZKsV6+SpxDasz1numDNPNAUVhEGsZl+SX91ag79NA5wE21r5jy+UDXS1hBFMttmxTptBqqE+Z7lt1tFibC9BGKQcc+YRXv1ezjLrpCnIFms/10gQBGFgiBYsQo8odgfFl14BOYIoiq8I69RpA1ArQRC6IpHQ+b8761BVia9cU8KsOQleej7I6vdCA101YQSTzWZ8Z56DpKody+x23McvRpLFY4sgDEbWqdNQfEUdCySJ4sv+A8Xh6P9KCYIgDADxpCL0mLmymuof/BTzqNGZCZKE/Zhjqf7BT1CLSwa2coIg5PXic36aGlOcf3ERHq+JiVNSTJpi4R8Pt5BOi65CwsBRS8sY9aObsUyc3D7NNn0m1T+8GVOpaGElCIOVWlxC9Q9+gv2YY9tfvplHjab6Bz/BXFk9wLUTBEHoP6KLkNBjssWCbeo0qm74EXoshiTLyE4Xik004RaEwSoW1Xnu6TbmHuuguMSErutIEixe6uRvf2lh1YoQJ5zoHuhqCiOUZDJhGTuequ/cgBaJIEkSssMp3n4LwhBgLq+g/MvXoIdDGLqObLVh8ngGulqCIAj9SgRYhF4zuT3gFjdQQRgK3nojSDJhsGChM2t6aZnKuPEW3no9KAIswoBTnC4Up2ugqyEIQjcpNpt40SYIwogmAiyCIAjDnGEYvBJ8nef9L9Omupgw73xcbqXDfDNm21j+lJ/mphQlpR3HwRAEQRAEQRAEIT8xBosgCMIw92rwTe5tegBzykGspIY9Z/6VFMkO802eakVR4MM1kQGopSAIgiAIgiAMbSLAIgiCMIy1pf082PwIx9iPpmr9MhxvLiNibuNd5eUO81osMmPHW/jw/fAA1FQQBEEQBEEQhjYRYBEEQRjGnmpbjozMya6T2LwpxjhvKVP1WaxSXs/ZimXiZCtbN8eJxfQBqK0gCIIgCIIgDF0iwCIIgjBMRbUorwffYp5jLsEGmVBIY9QYC0dpc4kTZYP8YYdlxo6zoOuwbXNsAGosCIIgCIIgCEOXCLAIgiAMU++FV5M0ksxzzGX7tjhms0RpmQkXHsqNUXyirOmwTFGxgsutsPETEWARBEEQBEEQhO4QARahSwxddBcQhKHmrdC7TLCMw6242L41QWWVGUWWABinT2antIU40axlJElizFgzmzeJAIvQ/wzDEPcbQRhExPkoCILQPSJNs9CpdFsr8R3bCa1ageJ04l56CmpJGYrTOdBVEwShE21pP1vi2/iM92yiUZ36+iTHLzp43o7Sx7PK9Do75c2YcWctWz3azCsvBkgkdCwWEYcXCi8dDJKqryP41msYqSSuxSdhGT0Gk9c30FUThBHH0DTSLc2E319NfOc2LGPH41xwPGpxCZJJ/HQQBEHojLhKCnmlWluoveM2UrU17dOCr7+C79wL8J51LopDBFkEYbBaE/kQGZkp1kns2pgAoKLK3F7uxI1XL2aHsomjOC5r2epRZnQNdm6Pc9QMe7/WWxh50sEgzf94iPC7b7VPC696D+uUaVR8/b8w+YoGsHaCMPIkPt1Fze3/jZHM3Dsi76+m9al/UX39TVinTEOSReBdEAQhH3GFFHIy0mn8Lz2fFVw5oO3ZJ0m3tAxArQRB6KoPIh8xxjwam2zj011xfD4Fmy37kl9pjOZTeWuHZUtKTVgsEju2J/qrusIIlty3Jyu4ckB862YiH30wADUShJEr7W+j/g+/bQ+uHCxIU//736L52wamYoIgCEOECLAIOaWDQUJvvpq3PPTeO/1YG0EQuiOpJ9kY28wk6wQAdu9KUFZu7jBfuT4Kv9xCRA1lTZdliYpKlV074v1SX2Hk0lMpAq+8kLc88MqLpIOBfqyRIIxsWihIuqU5f5k4HwVBEDolAixCHgZ6Mpm3VI9G+rEugiB0x6b4VlJGiomW8QT8GoGARnlFxx6h5UYVAE32ji3VyitVdm4XARahwHQNPZG/pZSeTIAYZFMQ+o2RTveqXBAEYaQTARYhJ9lmwz57bt5y54Lj+7E2giB0xyfRDbhkJ6WmEvbsTiABZeVqh/ms2HHpXlrs9R3KKqvMtLVqBPziYVooHNlixXX84rzljnkLkMV4X4LQbxSXG8lqzVkmqSomj7d/KyQIgjDEiACLkJNis1NyyeVI5o7dCiwTJ2OuHjUAtRIEoSvWRzcwzjIWSZLYuyeBt8iE2Zz7cl9slNNsr+swvaIyE5DZ/akYh0UoLNv0majlFR2myw4n3mWnI6sdg4OCIBSGyeuj5PIrc5YVXXgZigiwCIIgdEpkERLyUisqGf2zX9D61ONE161FttnxnHo6rkVLROpMQRikIlqE3cm9nOs9E4A9nyYozzH+ygElRjl7rNvQEmlkDs7n8SpYLBJ7dieZPcdR8HoLI5daVEzVDT8i+PorBN9+HSOdxnHsQorO+QymkrKBrp4gjCiSyYRzwULUklJa/vUPknU1qGUVFF90KdZJU5BzvHgTBEEQDhIBlhHGSKdJ+9vQwmEkVUVxuTC5PTnnlRQFc1U1Zf/5VbRoFEmWUNwekZ5PEAaxzfFtGBiMMY8mHNbw+zVmzs5/qS/Wy9BNOk1SPVWMaZ8uSRJl5Sp7RAsWoR+oxSUUXXgp7lNPB8MAWUIPBEnu3ZO5T4lUzYLQ5/RUCs3fhhYJI5vNKC4PisuFYndgnzkby7jx6MkksklFcbsHurqCIAhDggiwjCDpUIjwe2/T8sQ/MeKZwSvNo8dQ8bX/6rTLj2y1IufpjysIwuCyObYFl+zCp3jZujdznpeU5e9i4TNKwIB6eS9VxpissrJyld27RIBF6B+SoqDY7MQ2b6Txr39CC2SylZiKiin/yjVYJk4W3YUEoY+kQ0GCr71M2/KnMPYnNbCMn0j5176JubwSAMXpQhnISgqCIAxBoinCCBLbsJ7mRx5oD64AJPfuoeaXN5PKk5JPEIShZXNsK6PN1UiSRM2+JE6ngt2W/1KvYsaeclEv7+1QVlpuorEhRTIpsrgI/SPVUE/d//6qPbgCkG5toeZXt5JubhzAmgnC8GHoOuFV79H678fagysAiV07qL39FtKtLQNYO0EQhKFNBFhGiLS/jZZ/PZqzTAsFie/Y1s81EgShryX1JLsSuxltzrRI27c3SXHJkRsqOpMe6qWOqZpLy1QMA2pr8qdsF4S+osfjtD7zRKaL0OE0jcBrr2BoWv9XTBCGmbS/jban/pW7rLWFZG3H+4EgCILQNSLAMkIY6TTppvxv/+I7d/RjbQRBKISdiU9Jk2a0uRpNg4b6JCWlRw6wOJJumuRaDLJ/2B5Ydt8eEWARCk9PJEju3ZO3PLFrB3oinrdcEISuMVJJtFAwb3liz+5+rI0gCMLwIgIsI4SkKJ2m1rOItMuCMORti29HlVTK1TIa6pNoGl0KsDiTHuJSjBCBrOlms4zXp4gAi9AvJLOKqaw8b7laWY1ktvRjjQRheJJMKrLNlrdcrajsx9oIgiAMLyLAMkIoXh++8y7MWSZZLNimTe/nGgmC0Ne2xXdQpVYiSzK1+5IoCnh9XQmwZLJDNOboJlRSqlKzTwRYhMJTbHaKPnNR7kJJwnvamcgmMTa/IPSWyevDc8Y5OctkhxPL2HH9WyFBEIRhRARYRghJknAuWIjntDNBktqnKx4P1d//MabikgGsnSAIvWUYBlvj26k2VwFQW5ukqMiEIktHWBKsaQcmQ6VJru9QVlxiolYEWIR+Yq4eRekXvoR0SLYgyWql4hvfRu2kdYsgCF0nKQqek5bhWrw065nQVFSceSYsKh7A2gmCIAxt4lXQCGJyeyi66LN4lp1JuqUZ2WpF8foweX1Ict/F2gxNQ49EQJZQnK4+W68gCPm1pFvxawFGqZkAS11NkrJyc5eWlZDwGD6apLoOZSUlJlatSBOP61itIiYv9A0tGsVIp5Bt9qzUy4rdgWvxidhnHk26tRlkGZOvCMXjFSmaBaEPmbxeSv7jC/jOvYB0awuyzY7J68XkK2qfR0/E0eMJZIsF2WodwNoKgiAMHYMmwPLnP/+ZO++8k6uuuoof/vCHeed7/vnn+d///V9qamoYN24c119/PUuXLu3Hmg5tis2GYrNhLq8oyPpTzU0E332LyJqVSGYL3tPOxHbUDExeX0G2JwhCxvbETgCqzJXEYjptbRrTZihdXt6dJ8BSvH8Ml7qaJOMnigdsoXe0UIj4pzvxP/c06YAf+7QZeE4/C7W0DEnJfF9l1YxcWopaWjrAtRWE4U2x21HsdsyHjbmix+OkGuppW/4UiX17UCsqKTr3QsyVVZ2O3SIIgiAMkgDLunXrePTRR5k6dWqn83344Yd897vf5brrruPkk0/mmWee4ZprruGJJ55gypQp/VRbIZ9UUyP7bvkJWsDfPq3hT3dhmzGL8q9cg6mTQXYFQeidHfGdeBQ3LsXJrtoEAMXFXX/j7zGK2CSvxcBA4mCT8QNpnmv2iQCL0DtaJELb8qfwv/Bs+7RAbQ3Bd95g1A9vFuM+CMIgYOg60Y3rqf+/X7enTE/V1hD98H3Kv3INzgXHI4mxkARBEPIa8PbekUiE733ve9xyyy14PJ5O533ggQdYsmQJX/rSl5g4cSLXXnst06dP56GHHuqn2gr56KkU/heXZwVXDohtWE+yZl//V0oQRpDt8Z1UqZm3kPV1ScxmCZe765d4j1FEQooRIZQ13WyW8XgV6mtTfVpfYeTRAv6s4MoBRjJJ04P3oYVDOZYSBKE/pf1tNN735/bgyqEaH7iXtL9tAGolCIIwdAx4CPrmm29m6dKlLFq0iLvvvrvTedeuXcvVV1+dNW3x4sW88sor3d6upmndXibX8r1dz3Chh4KEVq7IWx5881UsU6a1D6Ymjl/vDJXjpyhd76ICg2d/hsrxPUA3dHYmdnGCYyG6rrcPcGsYBgYdH5IPZeiZcpfmARWaqceuO7Pm8RUp1NQkhszx6MxQ+2x7I9++dve8zLWOnohu3pi3LL59K1okAjZ7r7czUj5jsZ/Di6ZpBb1ndvU4asEAep5gpxGPk/b7kQ8Zp2WoGinfq64SxyPbocejJ/dMYWQb0ADL8uXL2bhxI48//niX5m9ubqakJDvbTXFxMc3Nzd3e9vr167u9TCHXM9SNLSpCkvJnKzEkmU9378bv92dNF8evdwb78Zs3b1635h9s+zPY6pNPs9xCwpXEaNLZXr+dfXvsFJdq1NQEu7yOcG0UxktsavqE5GEvKBXFzKc7Fdau7ThGy1A1VD7bvnD4vnb3vMy1ju6yWq1U6Hqn88TicbavXdur7RxqpHzGYj+Hj/64Zx5pmckuZ6flqXSKjX14ng60kfC96g5xPLKtX7++R/dMYWQbsABLXV0dt956K/fddx8Wi6Xftz9r1qxeRSQ1TWP9+vW9Xs+woWkYJywh8MLynMWek06lbNy4Q2YXx683huvxGyz7M9SO75uhd5CaJeaNPQYtrhKLNTBmjJfq6iNnETJ0g9q6WkZVjsZluFHKDSYVT8qaJxSI8unOIDNnHo3JdOS0z4PZUPtse6Mv97Uv1pEu8pGvc4F16lHYi4qZM2p0r7YBI+czFvs5vPSk5UB3jklXj6Pub0Nxe9CCgQ5lss2GtaSUOZOHRwuWkfC96ipxPLIdejwEobsGLMCyYcMGWlpauOiii9qnaZrGmjVrePjhh1m/fn2HE7ykpKRDa5WWlpYOrVq6QlGUPrmA9NV6hjxFwbvsTCJrVpFuyf6MHPPmY66qznmcxPHrneF2/Abb/gy2+uTzaWo3xaYibCYbuxriABSXqMjSkcdg0eVMqwJJlnDjo0VuRD4sbXtJiYqmQVuLTkVV11I/D3ZD5bPtC32xr31yvDxefBdcQtuT2a1WJauN0iu/iOpy9W79hxkpn7HYz5GrJ8fkSMvIviLKvvwN6n5zOxza6kySKPvS11G9vvaMX8OB+F5lE8cjmzgWQk8MWIBl4cKFPPPMM1nTbrzxRiZMmMCXv/zlnF/oOXPmsHLlyqxxWFasWMGcOXMKXFuhK9SSUqpv+hmRD98nvPJdJLMFz+lnYZ0wEZO78wGMBUHoue3xnVSqmdTr9fUpzGYJp6v7Y5i7DG/OVM1FxZlbRX1datgEWIT+p9jteJediX36TNqefxYt4Mc+YxbuE0/GVNz9FyWCIPQ9SZaxTT2K0f99O4GXXyCx+1PM1aPwnnE2amm5yCAkCIJwBAN2lXQ6nR1SK9vtdrxeb/v0G264gfLycr773e8CcNVVV3HllVdy3333sXTpUp577jk++eQTbr755n6v/3CVDvjRQiGSNfuQ7XbU0jJMviLkLnbjUotL8Cw7A9eiJaDIKFZbgWssCCNb2kizJ7GPU91LgUwQxFdkykq13FVuw8s2eT06OvIhSeacLhlVlaivTwKObq0zvmsHsQ2fIFktOI89DpPX1+16CcOH4nRimzINy9jx6OkkRixOqqmRxN49mZaObjeKPfd3TAuH0YJ+kvV1KA4nppJSTL4iJHnAEyIKwrAim81YqkdT8rmrMRIJJIsZWT1ycF1PJEi3tZJqqEdPJDBXj0J2ulCPkCVUEARhOBnUYei6urqspurHHHMMd9xxB7/97W/59a9/zbhx4/j973/fIVAj9EyqpZnWfz9G6J0326fJNhvlX/821ilTuxwskSQJxdG9H2GCIPTM3sQ+0qSpMu9P0Vyb7HErE7fhRZM0grThpbh9uiRJFBWbqK/reqpmI52m8cH7CL35GpLVipFK0fL4P6j46jU45h7bo/oJw4gsk9y9m7rf3YkRj7VPdp+8jKILL+3Q6jHt99P08N+IrFl5cBVOF1XXfR/LuAkiyCIIBSCrKqhql+bVYlFiGzfQ8Oe7MBKJzERJwn3yafjOOR+1uLjzFQiCIAwTgyrA8uCDD3b6N8BZZ53FWWed1V9VGjF0XSeyZlVWcAVAj8Wo+90djLn5dpSq6gGqnSAI+exIfIqMTLmpjERCJxDQmD6zZ32GXYYXgFapCa+R/TDsK1Kor012aT2GrlP/x/8j8tH7eM44G/vsuRjJBP7nnqHu97+l+ns/xDb1qB7VURge0q0t1N75CzhsYM/g669gGTMW90nL2jPTGZpG4LWXsoIrAHo4RM3/3MKYW36FWlLab3UXBKGjdEsL9b//Tfa4LYZB8LWXsI4bj3riyQNXOUEQhH4kXvkIAGgtTbS9mDsDEOk04bUf9G+FBEHokp2JnZSaSlBllYb6NAC+op7Fzp24kQyJVqmxQ5mvyERdbddasLQ9+ySRD1bj+8xFOObMQ5JlZKsN3/kXY66qpuFPd6HHYkdekTBsRdZ+0CG4ckDbM0+iBfztf6f9bQRefj7nvEY8TmLXjkJUURCEbgitfDc7uHKItueeJtXc1M81EgRBGBgiwCIAmVStWltr3vJUfceBLwVBGHg74ruoNJcD0FCfRFEk3J6etWCRkXHioVVq7lBWVGQi4NdIxHM/QB8Q/3QnrU8+jnPhCdimTMsqkxQF71nnoYWCtD7z7x7VURgeUrU1ecvSba1ZP9SMdLrTgFxS3J8EYUDpuk66oT5vebq1BaMHaagFQRCGIhFgEQCQTCbMo8bkLbdNntqPtREEoSuSepJ9yRoq1cz4K431Kbw+BVnq/gC3B7gMN21SxzeNvv2ZhBoa8rdiMXSdpr/dg1pShuuEE3POY/L6cBx7HIGXXyDtb+txPYWhzTZ1et4y86jRYDo47oNsNqP4ivLOb50wqU/rJghC98iyjLWT50TL6LFIZpGBThCEkUEEWAQgk/2n6OLLcpYpbg/Ww95EC4Iw8PYk96GhU3VIimaft3dDazkND625AixFmVYxDZ0MdBt69y0Sn+7EfdqZSEr+VjTOBceDLOF/+YVe1VUYuqxTpqK43DnLSj77OUzug2WK10fxJZfnnNdUUopZjA8mCAPOPnsOcp4EB0UXXYbaSZBUEARhOBEBFqGdZcJEyr74VWSX65Bpk6j63g8xl1cMYM0EQchlR3wnCgplaimaBq3NKbw9HH/lAJfhpU1qxsDImm6zyVitEg31uQe61ZNJWp74J7Zp07GMGt3pNmSrFfusOQTfeAX9QLYJYURRS0qpvumnWMZPbJ+muNyUf/WbWA5rkSJJEo6j51Ly+auR7fb26bZp06m+4UeYxA83QRhwprJyqm74EZax49qnKR4P5V/9ZqctpAVBEIabQZVFSCiMVGsLRioFGCi+YpQ8zTRVjw9l0RKsU49Cj0SQVBXF4cBU1HlqPS0WQ49FQZIwudxIJvG16o502iAUTGMYYLPL2GzZb/41zSAYyJRbbTJ2e8/G1xCGn52JTylXSzFJJhqbU2j6wZYmPeUyPKSkJBFCODnYikCSJHzFJhrqc7dgCb75KlrAjytPS4PDOebNJ/LBasJrVuJevLRXdRaGJnNlNVXX/QAtHMJIp1AcThSvD0mW0RNxtEgkk0nIpGKkkjiOmY9j3gKMeBwkCcXtQdkfcEkH/JlBcxUFyenqfMPCsGQYBgG/hq6Dqkq43B2vhcmETjisAwYOp4LFIt4zdiYdDEA6DYqCyeNtn66n02itLUCmi7mpqDjTTWjseCq+832MWBQMQFUx+YqQxXPhoJZK6YSCOqUlE4jHDfI0ROogEtZIJHQkKTP2m6L0vHuyIAwn4oo3jKXDIVL1dbQ89nfiWzcjO5y4l56CZ+kpqGXlOZeRTaYut1Yx0mmS+9cfXb8W2WLBtfRUvKedhVrceVBGyGhpSfHK837eeDVEIqEz62g7l15RTEWVGZNJorUlzWsvB3jt5QDxmM6MWTYu/Y8SKipEkEWA7fGdVO7vHtS4f2wUj7eXAZb9QRW/1ILTyO7C4fOZqM/RRUhPJmlb/hT26bOOGJA9wOT1YRk7juA7b4oAywimuFwoh7SaNAyDZH0drU8+TrqtFd855xN4+QWiG9YhWyw4Fy3BMWsOzX9/ANeSpbgWLiG+czutT/yDVEM9ankFRRdeRnVp7nucMDwF/GnWrAyz/Ok2/G0aY8ZZuPzzxYwbb8G2/6VEY0OKZ/7dysp3wwDMX+jg/IuLKK8QY4McTguHiG3eRMu/HiVVX4daWkbRhZdhnzkLPZkktPJdAi+/gBbwYxk3nuJLrsA8ZhxGMon/lecJvfEqeiKBfdYcii+9AnNFpXj5Nki1NKd48Tk/b70eJJU0mD0nxiVXFFNekXkOzSWZ1KnZm+TRh5rZujmOwymz7AwPS0/14POJz1kQxFkwjKVqa6j55c3t2Rj0cAj/8qeIb9lE+Ve+iVpW1rv1N9az7+c37W8dA3osRuCFZ4muX0v1d2/CVCSabXemrTXNr39ZR83eg10uPv4oysZPYvzstlE4HAq//VUtez49WL7+4xibNuzlJ7eORulkjAth+IvrcWpTdcy1zwYyPx5cTgWz2rs3sk7DA0Cb1MwoY3xWmdensGF9x2wuoXffQgsEcF56Qre2ZZs5G/+zT5FqakQt7d31SBge0k2N7PvvH4GuU/71b1P/f3dm3WOCr75EfNNGfOdfTOSj9zGSKdqefqJ9+VR9HQ13/y/eiz6LUVUF4jo57IXDGv94uJkVb4fbp+3eleD2/67lW9+t4JhjHbQ0p7n1J/sIBA5mslnxdph1a6P89NbRlJapuVY9IumpFKEVb9P8yAPt01KNDTT86f/wnX8xss1G62N/by9L7NpJ7a9uZfTPf0n9n+8iVbOvvSz68YfENq5n1M9+gaV6VL/uh3BkrS0pfnVrbdaLk48+iLJhfYyf/WI0VdW5g497die59Sf7MPb3JA6HdJ58vI1NG2J849oKPB7x81IY2UTbyGEq1dxE8z8eykp1eUB8+1ZSzY29Wr8ei9HyxGPtD75Z267ZR3z3zl6tfyT4dFc8K7hyQCpl8OJzbezdm8gKrhyQTsPjf2/G5Srpj2oKg9SuxG4MDKrM+zMINaTw9rJ7EIAZCxbDRluOVM2+HKmaDV2n7flnsE6Z1uXWKwdYJ09DUlXCq9/rdb2Foc9Ip/G//jJ6JILrhBMJvPpSzntMsnYfRiqJe+mp+J9/Jue6As88gR4KFrrKwiAQ9GtZwZVDPfy3Ztpa06xaEc4KrhwQDum882YQTTNyLD0yaQE/LY//I2dZ27NPYq6o7DDdVFJKfNeOrODKAUYqReu/H+s01bowMHZsS+RslZpMGjz9RCvxeMffEKGgxsN/bWoPrhxqy6Y4TZ1kGhSEkUIEWIYpI5kksWN73vLourW9Wr8WixJdn38d4ZXvYuS6+grtVq/I/UAIEIkYfLA6krd8/ccxVJOzENUShogd8Z2okkqpKRNoa6hP4e1l96ADMqmacwdY4GB3JIDIR++TbmzAedyibm9HNpuxTJhEePXKnldWGDa0SIToRx8AmQHWY5s+yTtvbNNGZKs1ZwAGMj/qtKAIsIwEez7NP1B2a0uaSETn/dX577cfrI4QiXQMvoxUWiiIkcxzTDUNPZkEKbvriGX8hE7P1+i6tWixaF9WU+glXTdYtSKUt3zdR1Gi0RwvaeM6u3bmP+c+WSc+Z0EQAZbhSpaQ1PxNXvOl0usqSZaRbfa85bLLnRmcUMjLmWMAvgMkwOnKf3rabDKG0fHGJ4wcOxK7qFDLkSWZcFgjFtPx9FHfZ4fhxi+1dJju82W+s/WHDHTrf/E5zKPGYK6s6tG2bFOPIrF7F6nGhp5VVhg2JEVGttmAzEuCA/+fS6as83uMGPNhZLDZO3+UNZkkbLb881htshic8xCSqfPuUpJJ5fDmC0YyhWzt5JnQZhPPhIOMJIHTlf851GqTkXN8ZLIMnV1aHU7RLVMQRIBlmJKdbpwL84+H4Jg7r1frV9wePKeenrfcs+SkXq1/JFi81J23bOwEM8ctyp8J4+TT3CSSrYWoljBEbI/vpGr/ALdNDWmAPhtczoUbf44WLDa7jMUitTcBTuzeRXzrZhzHLujxtiwTJ4OiENnfckEYuRSnC+8Z5wAQXrMK1/GL885rnzWHZN0+TMW5u0qaikuyBs8Vhq/qUWbM5tw/3qdNt+H2KJxxjjfv8mee48XhED8KD1BcrryJEBSvL5M18jCxTZ/gOHZ+3nV6Tj0d5ZAsRMLAkySJpafmfw5ddoYHt6fjeeFyKSxakvvaKkkw6+j8gTZBGClEgGWYMjmd+M69ADXHW+WSz30BuZdpLCVZxr14aebH0WF8F1yCqUQMWHkkJSUmLrzM12H6hEkWFp/oobjExGWf6zimxZhxZk493UMoFOiPagqDUFAL0ZRubh9/pakxhUmROm311B1Ow0MAPzrZzeYlScJXZGrvIuR/5UUUtwfr5Kk93pZsNmMZO57wR+/3qs7C8GCbNgP7nGOIbVyPdfJULOMmdJjHe+a5xDZvxP/cs5R/5RokqzWrXLJaKf7KN5HFD7oRweNTuObaig7jGXt9Cld/uRSHQ2H8BAuLlnTsVjt/oYPJU60dpo9kJq+Pimuu7dCCTDJbqLjmO8gud6YZwyFkhxNTaTm+Cy7psD7LhEm4l5yEJIufHINNaZnKeRd2fA6dPNXC8UtcyDmasJgtMp+5uIiKyo4tna7+SilekUVIEEQWoeHMXF5B5bU3kNyzm8i6j1DcbpzHLUJxuVG9HS+o3WXyFVH5retI1tYQXr0S2W7HdfwJmIqKUXrZBWkkcDgVlp3u5Zhjnax8N0QkojP/OCfVo8ztN6iTTnUze46dle+GCYU05i9wMGq0BZdHNLUdyXbGdwFQpR4MsHiLFKQjdJnoKqfhxpB0gvjxkh3k83gVGupTaOEQ4ZXv4jx+ca8fnK2TphB45QW0SBjFIcYWGslMXi9lX/wqqaYmUq3NlP2/r5L2txH5YA2y3YFz3nyS9bWkmpqo/NZ1KEXFjPnv/yH6yToSu3ZgGT8R24xZ7GhuYcpA74zQL1RVZvpMG7feMYYP10Sor0sxY5aNSVOsFJdkfgS6PSauuLKEZWd4ee+dEIZhsPAEF2XlKm6R8aQD8+ixjL75dmI7t6G1tKB4i7BNmoKpuBg9kWD0f/8P4TUrSTc3YZs2A+vkKZjLKzCddibOefMJrXwXPRLFuWAh5qpqTH3wzCn0PadT4cxzvMxf6GTlOyEiUY3jjndRVW3uNFBSUqJyw4+q2f1pnLUfRPEVKSw43oWvyITVKgJpgiDuKsOcbLFgKi3FdfziTP92swXZfjD4kQ74SdXXEV3/MYrbjW3mbIxUmsialShOF/aj52LyFSFbc7/hMXl9mLw+7NNn9tcuDSsOp4LDqTB6jCVnud2uYLcrXHJ5drmmiQH5RrJt8R04ZDs+xQtAQ0OqT9MiOo1Ms2G/1ILXyA6w+Hwmtm2JE3znLQxdx3703F5vzzJxErykE9vwCc4FC3u9PmFoMxIJMHSSn+4itXc3jmPm4zv/YlRfEQDWw1pOKlYrnpOXwcnLgMz1Mbq3YzYTYfhSzTIVlWbO/kzutLIALrcJl9vEhEmixcqRSLKMoWmgG6SDARSXG0PXMAwDxW5HsduxVHdsrYIsI5lMWMaOx0inkWy2DgPiCoPLgefQ6lEmdu7cyYQJJShdSG9fVGyiqNjJ3HnipYggHE4EWIaxdGsLtf97B8nduw5OlCTKv/pN7HOPRY9GqP+/X5PYuT2rvPiznyPV0kTbs0/Cow9S+p9fwbXg+E4HHBQEof9sj++gSq1EkiR0HVqa04wek/+HRXc5yQRY2qQWxh2WDMxbpNDamiLw2kvYph6FYu99azWT24OppJTI+rUiwDLCJZsaafnn34msOZi6u+3pf+M+5XR8Z52LWiq6nwpCocV3f0rtr25FDx/MMiPbbFR974dYJ0zKuYwWjRB65y2aH7k/a7p1+kwqvnKNaMUyBARF5jVB6BOiHdcwpadStD3/bHZwBcAwaPjTXeihIIFXXswOruwvb/nHw7gWLm5/69D01z+TbhMDqgrCYGAYBtsTu6g0Zwa4bWtNo2kGHm/fxcsVTNgNJ4EcmYS8PhNjpF2kGxuwH31Mn23TMn4i0XVrRXr3ES6xbUtWcOWA4GsvkaqvG4AaCcLIkmpuouGPv8sKrgDosRj1d/2GZJ6Mb+mW5g7BFYD4xk8Ivfcuhi4yHwqCMDKIAMswpQUDBN98LXehYaAF/ARfeylveWzrpqxm2KE1KwtQS0EQuqs+1UBEjzBKzQxg3dSYGXDW6+vbLBgOw4Vf6hhY9fkU5irvo7uKMI8e02fbs4yfiBbwk6wRXTtGqmRLM/5XX8xb7n/1JdLhcD/WSBBGHi0cIlVXm7Ms3drSIfByQPCdN/OuM/Dy82hBMTC/IAgjgwiwDFe6jpFM5C02dB09Fsu/eDiCZDnYT1nzt/Vp9QRB6Jlt8R0AVJkzAZbGhhQ2m4zV0reX80yApWMLFqcaZ5q8gXDZDKQ+7FtvGTUaTCZiG9b12TqFIUZLo4cjeYv1SBgjlezHCgnCyGOkUp2W64ncz5adPSdq4bBowSIIwoghAizDlGy1Yhk7rtNy66T8ORaskyaTrNnb/rdj7ry+rJ4gCD20Lb6DUlMJNjkTAG1uSvdp96ADnLhzBlhMW1YjSzp11r7N0SKpKpZRo4luWN+n6xWGDtnpxnrU9Lzl9pmzkZ2ufqyRIIw8itOFpHZMwZspVDB5vTmLHPOOy7tO21EzxDh+giCMGCLAMkwpLjcln7s65+jt5rHjUdxeSq64Knd59SiQpPa3EWpVNZbRYwtdZUEQumBrfFt7emaAxoZkn3cPgkwmoSB+dLIzVknr36bFPIaWcO7MV71hHjue2OZNGOl0n69bGPxMdju+089CypG1Tna5cB53PEq+H36CIPQJxefDe9Z5Ocs8Jy9DdrlzllknTcZUWp5jhQrFl1yOYrP3ZTUFQRAGrR699gwGg6xbt46WlpYOAxJecMEFfVEvoQ+Yx4yj+gc/pfmRv5HY/SmS2YJ76Sl4zzoXk8eDbLVSfdPPM+W7diKZzbhOOBHnguOpv+vXSKqKa/FSfOdegGl/ekxBEAZOTI+xJ7mPWZ4ZAKSSBgG/xtSjChNgMSSdIH687E/V3FyD3LCbtrIzaWvt+yCIZex4Qm++RnzXDmyTp/b5+oXBTyktZ9SNP6PlsUcyrZkkCceceRRd/FnMFVUDXT1BGPYUqw33SaeieL34n32KdGsLiseL96xzcc5fiClPKzK1qJjq7/+I1qefILTibUinsU6ZRskVV6FWVOZcRhAEYTjqdoDltdde4/rrrycajeJ0OrP64EuSJAIsvWToOml/G0YshqSqKO5MICTv/IZBuq0VIxYDVUVxudBjcYxYFFQV89ixVF1/U6bPrCSjuN3I+98AyhYLtslTqLruB/vLJRS3ByMRZ/TPf7n/bzey2nfpX4eDcEgjHNbQdXA45IJ0zxCEXLbHd2JgMMpcDUBLcwqDvh/gFsBhZN5SBqRWvEYmwCJvfA/DbCVdNoHAxwkMI2cjuB5TyyuQrFZiGz8RAZZhQE+l0AJ+jEQCyWJB8Xjb7z+5pFtb0KJRUBRKrv4ypNNgGMh2OyaPt/8qLgw6DocTf5tOPK6hqhJut4LVJhph99ahz5yoKiaXG9lmQy0qxrX4JOzTZ2FoGpKiIPuKMFk6b7molpRS+vn/pOj8izPnrtWG4nT2094IQ100ohEKaWhpsNllfEXi+VoYmrr9zb399tu5+OKLue6667CJ/pR9SguHCH+whtbHH0ULBUGWcc4/juLLPodaXNJx/kiE6LqPaH70IbSAHyQJ+9x5eE89g/o//g49HMY+Zx6l/3EVamlZ3u0qLjfKoS8kVBVF9HPvQNcNamuS/PXPjezYlhnkrbJK5eovlzFhogXVLB72hMLaEt+GTbZRYsoEPJqa0kiA21OAFixkrgF+qYWxxmQwdOSNKzFGT8XhMaNpcSJhDaer77YtyTKW0WOJbtqQeUAXhqx0IEDg1Rfxv/QcRjyOZDbjPuU0fGeei8nry5pXT6dJ7ttL04P3ktixHch0TS39/H9iGT8RRTxrjGjRiE7dvlL+8Jt9BAMasgzzFjj57OeLKSkRXcZ6SguHiaz9kJbHHkYLBDKtxeYtoOTyK0GWCLzyIoFXX8wESM1m3CeegvfMc1BLSjtdr2w2I+d4ZhWEzjTUJ3nwviY+WZdJwFFSauLzV5cwdbodmwimCkNMt7+xDQ0NXHXVVSK40scMwyDy0Qc0/fXPmeAKgK4TXvUedf97B+mAv8MysY2f0PCnuzLBlcxKiH74Pk0P3kfJZz+f+fuj96m94zbSbR3TrQrd09Kc5raf1rQHVwDqalP8zy011Nd3Puq+IPSFzbGtjDZXt7ccbGpM4XQpqKa+f/gwoWI17O2pmqWa7UihVvSx03E6M9tra9M6W0WPmMeMJbF9K3pSZIsZqvREnLZnn6Tt6Scw4nEAjGSSwAvLaf7HI5lWKodINzVSe/vN7cEVgFRtDbV3/oJUY32/1l0YXAzDYN3aGPff00owkLne6DqsWRnmf/+nDn+bGK+pp6KffEzjPX/IBFcADIPI+6uo+83tJGtr8D/3NMb+jEFGMknglRdoeeyRnM+jgtAbLc0pfnlzTXtwBTID+P/2V/Xs3pU/I6ogDFbdfipfvHgx69eLLA99Ld3WRsvjj+YsS+75lFRTY/b8/jaa//FQzvlT9XUgy8iuzBvoVEM9ydqavq3wCGMYBqvfCxONdkwzqGnw1BOtxOMiBaFQOJqhsS2+ndHqqPZpTY0pPN6+b71ygNNwETgQYNm0CsPugpJROJyZbfoLMQ7LmLEY6TSJnduPPLMwKGmBAIHXXspZFl75Dlow0P63rmmE3nsHPRbrOLOm0fbMv0mHQ4WqqjDI+ds0Hvt7x2xmAHv3JGlsFC83eiLV1krLPx/JWZas2YseCiI7HB3KwqtXoonzUehj27fFaWvN/cLmHw81Ewr1/cscQSikLnURevXVV9v/f+nSpfzqV79ix44dTJkyBZMpexWnnnpq39ZwhDAS8YMtUXJI7N6F7ZC0ykYySbq5Ke/8yT27UcvKSYQyN8LY1s3YZ8zqs/qONMmEwYb10bzlO7bGiUV1rFbRjFEojF2J3SSMJGMshwZY0owdX7gxkhwHUjXrOvLWDzBGTwNJwmQCm02mrQBvj02l5UhWG7HNG7FNy5+yVxi8tEg4E3nOxTAyAZb9g14asRjxbVvyriuxcwd6NAqi2+qIlEjo+DtpKffpjgRTpooW1d1lJBOkW3MHrgCS+/ailpSRiOw6bEEDLRiE6gJXUBhRNq7PEWDf79NdCVJJI2+5IAxGXQqwXHPNNR2m/f73v+8wTZIkNm3a1PtajUCSqiKpKkYq99sYk684e4KiIFks7c03O8zv9aGHw+1/dzYGi3BkJlWipCz/6eL1mhDZQ4VC2hTbgiqpVKoVAMTjOuGwhqcA468c4DBc1El7kPZtRYoG0UYfHHjW6VII+Ps+wCJJEpbRYzLjsFxwSZ+vXyg8ydz5QJjyIV2MJbMZpZMsdYrXhyQGWh+xTCYJVZVIpXL/wCouEYNg9oRkUpHMFoxk7mdIxevNBEpzkMUQAUIfK6vI/wDt8SpI4t2lMMR06Su7efPmLv0TwZWeU9wenItOzFkmWW1YxoztML/nlNNzz6+qqOXlpBrq2/+2TTmqbys8wiiKxKmne/OWn3ehD6dLPOgJhbMptplR5moUKRNQaWnKBDcKmcXKabgJSm1IW9dgONxQdDDVptMp523S21vm0WNI7NgmxmEZokxuN5bxE3OWqZVVKC5P+9+y2Yzn1Nz3MiAzqKbPl7dcGN48HoUlJ7tzllksEmPHdx7ME3JT3B7cS0/JWSaZLZgrq3O2klYrq1AcIiuQ0LfmzXcg5/lFevZ53oK+SBKEQuh2TPDJJ58kmeOhN5lM8uSTT/ZFnUYk2Wym6PyLsU7NDoTIdjvV19+EqSi7BYusqnhPPxvbzNlZ0yWrlbIvfYO255/N/G2xUHndDzAV5X9DKHRNaZmJq79c2uEmcMbZHiZNzZ9KWxB6SzM0NsW2MNY8un1aU1MKWQK3u7AtWHTSSFs/wKianJWT2elSCjbApHn0/nFYdu0oyPqFwlJcbiq+/l+o5RVZ001FxVT+1/WYvN6s6WppGSWf+wKHX1w9y87AekjXWGHkUc0y557vZepR2YEUq03i+puqRBrXHpJVFd/Z52E9akbWdMlqo+r6mzCVlaOWlWeVmYqKqbjmO6JFtNDniopNfOu7FaiqlDX9uEVOjlvkQpalPEsKwuDU7TvTjTfeyJIlSyguzv7BH4lEuPHGG7ngggv6qm4jjlpURMU115JubSW5bw+Kx4u5qhqTrwgpR2jX5PNR/tVvorW1kdjzKYrLjVpRiaGaKamsQjZnmoCa3B70RBx0FWV/0209EQfFhGzq2ldAT8RBVpBHcD8Yu13h+MVOps+08+muOOmUwfiJVjweBbtDRNeFwvk0sZuYEWeceUz7tKamNC63gqIU7sHDiZuqWgM5EiQ9anJ2mVMmFtNJJg3M5r6tg1pWjmSxENuyCdtU0fpuKFLLyqn+wU9INTWRaqhDLS3P/GjLEeyXLFYcC47HMXcesa1bMdIprBMnI9sdKM7M23I9kcgM3j6C70Ejlccrc/lVFmRK2bM7icerUFVtxldkKuj1b7gz+Yqo+Pq30dpaSezdjeJ2Y64alXnmVBSqrr8JXdMxEnEkiwVJUTAfEnTRU6lMCmebDVnpm2eg7j6bCsOD2Swzc7ad2+4cw949CaIRnfETLHi8imgdLgxJ3f7WGobRniL0UA0NDbhcYhC63jK5PZjcHqzjxndtfpcbk8vd3oUoWV9HdNW7RD9Zh+J04Tl5GVowQMtjf0etqMRzyunENm8g8uH7mfJlZ6JWVmLKM4BgqqWZ2Ib1hFa9h2y34V12JuaqUSgj9LO2WBTKyhXKysVDvtB/PoltwiyZqTIf7KLT1JDEXeBms07DxfQtGmmLGUpGZZe59mcSakv3+fkgyTLmUWOIbd4In7moT9ct9B+TrwiTrwjblKk5y1OtLaTqawm8/gp6NIZj7jHYp89Ci8dI7P6U6Mcf4T7xJFJNDYTXrEa22fAuOwO1ehQmV+5uI8Lw1Nq6lzlz5jB2vGgt2pdMbnemS9/YcVnT09EIejJJ8K3XSe7bg1pRheekU0mHw6BrpJqaCL72Eum2VqxTpuFauAhTWQVyvn4eR5BqbiLy8UdEPlyTeTY97UzMFZUoYnDrEUNVZUrLZErLxPO1MPR1OcBywQUXIEkSkiTxhS98ISt7kKZp7Nu3jyVLlnRr44888gh///vfqanJpBCePHky3/jGN1i6dGnO+Z944gluvPHGrGlms1mkjd4vWVtDze03owUOpsAMr1qB95zzcS1eisnpovZXt6L52zqU+87+DMphKflSzU3U/PLmrH64kTWrcJ96OkUXXIpphAZZBKG/fRLdyBjzqPbxVwCamzQmTCzs4J9mrEzbZhCsLMJ92IOz01m4AAtkxmEJr3gHI51GEm8zh51UWwttTz9B8I2DWQpjG9ZhKiml8jvfp/GBe6j8xrU0/u0e0k0N7fNE3l+Fe+kpFF9yOYoIsghCn9M0jeTOHdT+9n8gnekGGtv4CcE3XqHqBz8huXc3zQ/+tX3+2MZPCLz0HFXf/wnWwwI1XZFqbGDfbT/r8GzqO/cCvGedK8Z8EQRhyOnyU+uyZcsA2LRpE4sXL8ZxyI9xVVWprq7m9NPzD1SXS0VFBddffz1jx47FMAyefPJJrrnmGv79738zefLknMs4nU5eeOGF9r9ztaYZibRQkJbH/54VXDnAv/wpRv38F/hffC7rBnZouev4E7ICLHoqhf/5Z3MOchZ89SXcS04SARZB6AdJPcnm+FaWuha3T4tGdaJRDa+vsIEHUzBAeZPO5il2Dv8pa7FKmExSpylUe8MyagyhZILEnk+xTphUkG0IAyfd0poVXGmf3tyE/8XllH/5G0Q+ej8ruHJA8M3XcC89RQRYBKEAtOZGGu65uz240k7XMRIJmh++v8MyejRK84P3UX7NtaidZAXrsFwiTsu//5nz2bTt2SdxLjxBBFgEQRhyuvx0/s1vfhOA6upqzj77bCyW3o/cfsop2SOYf+c73+Hvf/87a9euzRtgkSSJ0tLSXm9b03r3o+DA8r1dT1/RIhEiaz/MWx79+KOsASoPF35/NabK6va/9WCQ4Ltv5p0/tOId1NFj85YfyWA7fkPNUDl+Sjf7ZQ+W/RlMx3djbDMpI8V4dSy6rgPQ2JBJrelyy+iG3qv1G7rR/l9dzl6Xfft2dAn2VUpMyLEdh1OmrTXVXq++pJSVI5lUops2oo7tWpfJrhhMn22h5dvX7p6XudbRW+FV7+YvW7kC75nn0HTfn/LOE3z7zbzfi5HyGYv9HF40TSvoPbOrx1EPR3IGPEzFJaTqaiDP9T6+fSt6JILm9uQsz1mnUIjw6pV5yyMfrsFUWdXl9XXHSPledZU4HtkOPR49uWcKI1u3X39eeOGFhagHmqbxwgsvEI1GmTt3bt75otEoJ598MrquM336dK677rq8wZjO9FW3osHSPWlGRXnemx5kWqRInVwgtESC7du3Ew6HAZhQUoJx+NuLQ9eXiLNr1y4COVrMdMdgOX5D1WA/fvPmzevW/INtfwZDfV63voNNtRLY7SdI5nzbuU1FwkwoVE840jfbqa2r7TCtaNNGWostNMv+9q6ch1JMZmprkmzf3rGlW1+w+opoWLOKXRXVR565mwbDZ9tfDt/X7p6XudbRGxUVFaipVN5yQ8vce450D/r000/x+/155xkpn7HYz+GjP+6ZR1pmujtPixFZ6fScBNC1NGvXru1yXSaWFHf67JqOx7OeTQthJHyvukMcj2zr16/v0T1TGNm6FGCZP39+l7virF69ulsV2LJlC5dffjmJRAK73c7vf/97Jk3K3Rx8/Pjx3HbbbUydOpVQKMR9993H5ZdfzvLly6moqMi5TD6zZs3qVURS0zTWr1/f6/X0FT0YwDplGvGtm3OWO2bPxf/Cs3mXdx27gOJxE9r/NpIJEsccm/fNguv4xZSM7/lb5cF2/Iaa4Xr8Bsv+DKbj+8i+fzFZmcjkqoOB5J3bA7g9CUaN7n3gwdANautqqaqsQjo0FaKmUdzYyO6jSkmYA1RXd9xWU32UhvoUkyaN6lDWF8INtUTXfsDk2bNzZlLricH02RZaX+5rXx+vxPyFObsIATiOPoZ0IIDj6GMIr34v5zzuxUspHTcuZ9lI+YzFfg4vPWk50J1j0tXjqDU1Itvt6NFo1vR0cyPmUWPyLAVqVTWKw8mcTuY5nBGPEZkxi9gn63KWu489juIejOvSFSPle9VV4nhkO/R4CEJ3dSnActNNN7X/v9/v5+6772bx4sXMmTMHgLVr1/LOO+/wjW98o9sVGD9+PE8++SShUIgXX3yR73//+zz00EM5gyxz587Nat0yd+5czj77bB599FGuvfbabm1XUZQ+uYD01Xp6XQ9fESVXXEXNbT/FOOzNoGPeAvRkAvfSU4iu/xgjmcguP+ZY1NKy7P2w2Sm68DKi6z9Gj8Wy5rfNmIW5smpYHb+hargdv8G2PwNdn+ZUCzWpWhY652dlZ2hpSuPxKshS74MOB7oFSbKUtT5b7T7kVIpoZRlpmkhJSSxkZ/BwOk1sC8SRJLmzHog9ZhkzjvCKt9Hq67CM7vpDe1cM9Gfbn/piX/v6eKnlFdimzyS28ZOs6ZLVRtEFF1P7uzsp/8KXiH6yDj2a3UzLOvUozNWjjlifkfIZi/0cuXpyTI64jNdHyRVX0XjvH7OnGwYG4F52BsFXXjx8pZR+/j8xl3SzC7/DScnlV7Lv5h91fDadtwBTSWnBP3Pxvcomjkc2cSyEnuhSgOXQbkHf+ta3+K//+i8+//nPt0+76qqreOihh1ixYgVXX311typgNpsZOzYzlsfMmTNZv349DzzwADfffPMRl1VVlaOOOoo9e/Z0a5vDlbmqmlE/vZW25U8T37IJ2enEc+oZWCdMpO7/fo1l/ASqb/opgddeIfbJx8h2B94zz8U+azamHH1m1fIKRv3sFwRefI7I2g+QbTY8p52FY84xmDze/t9BQRhhPop+jIzMBMu4rOnNTWkmTSlsulL77k/RLBYMXxmwgYgUwmIcFmBxyeg6BIMangKkjFarqkFRiG/d3OcBFmFgqSWllH3xK0TWfkTw9ZfRYzFsM4/Ge/qZ6JqGa/5CWl94lopvfofwmpVEP/4I2WrDc9qZOObME/cgQSgQxWrFNnM2VT/4CW3P/JtkbQ3m8gq8516AuaoaS/UobJOn4n9hOWl/G9YJE/GddxFqefdakh9grqxi9M2/oO25Z4h9su7gs+nM2ZjcYiBrQRCGnm6PwfLOO+9w/fXXd5i+ZMkS7rzzzl5XSNd1kslkl+bVNI2tW7fmTes8FOnxGOlgED0URLJYUFzurAfJdDiEHgyihYJIZjOy04W5tAwA2WJB8RVRdMnlGPE4kiwjORwYsRjlX/oGkllFcXnwnX8h7iVLkVQzJq83a/1aNIoW8KMFA0iqiux0UXzF5/F95kKQ5ZyBmO5I6Sn8WoBAOoBzsos23U+R7Gt/c55OG/jb0gQDGrICLpeCLIO/TUOSwOVR8PlMyLLIHiUMf+9HPmKMeRRW+WBgIxLWiMV0PN7CvlWx7f6URFk5VjLZxSJSkCIj++2k05WpQ6AtXZAAi6yqmCsqiW3ZhOfU7mWpEwY/taQM77IzcMw5BkPTQVXR21qQbXbcS0/GEQyCJOE9+3w8p50Fuo5stZEOBdDCQRSXB5PXixYOo4UC6NEost2B5HRltfgSDgprEYJakIgexS7bcCtuXErfZ2kJhzVCQY1oRMfukHG5FZxOBb8/TSigkUwauNwyHo8Ji1V8VoON6isCTafkiqvQI2Fkux3ZZkctKgZAslgxj5sAWhrJbEVxOFBsNnRdR2tuQgsFMdJpFI8HxeNDsdnybktSFMwVVZR+/j8zrdX64FlzqGt/VtaCKMi4FTc+k7dPWq32h0gkc/5Hwjo2u4zLpeByZ54RgoE0waBGIm7gdGWuDXa7aCUiDC/dDrB4vV5effVVvvjFL2ZNf/XVV/F6vd1a15133smJJ55IZWUlkUiEZ599ltWrV3PvvfcCcMMNN1BeXs53v/tdAO666y7mzJnD2LFjCQaD3HvvvdTW1nLppZd2dzcGpXTAT9tTTxB445X2Qb/MVaOo+NZ1mCurSLU043/uaQJvvAr7++qqlVVUfP3bWMaMzZS/9DyBV14ATaPkiqtItTQTePXFg/OXlVPy+atp+cfDJGv2YSoto/Kb12EePYa0v43gm6/hf+7p9m5GpuISyr/+X1jGTUA29S4lbESLsDK8hgea/07CyDQF9Sgevl3+dSZbJ5KKy3y4JsJDf20iHs9kNnG5Ff7jCyW893aIdWujuFwyX/lmOdOOsqGah8aNRhB6Iq4n2BDbxMmuJVnTm5szgwwWIqBxgJRIYK2rwz9vHhasSCiECXWYz+nMnINtbWnGjOt9ZrlczKPGENu8EcMwujwWmDC0yA4n8a2babznbnwXXYZsMtH8yP3t3VNlp4uyq79MsnYfgddfofRzV+N/4Vn0ZIKKa66l6cG/Zo3hYJs5m4mXXzlQuzNotaZb+Uvj/XwU/bh92nTrNL5R/mVK1OI+205LS4q//qmRT9Yd7F48c7aNK79Yyu9/U8+e3ZmXaIoCy870cM5nfLg9hU05L3RPqrGBpgfvI7r+4HfFNm06pf/5FVBV6n99O8l9+1uPSxKuE0+h+OLPkqqrof6P/4fW1popMpspOv9inIuWHDF9s2w2I5vNBdunoSKiRVgRXsVDzY+SMDLnilfx8O2KbzDZOhGTNLjPlbbWNA/9rZEPVh8cw2fyVCtf/WY5hgF3/aae3bsyvwEkCY5f7OSy/yjB6xvc+yUI3dHtX6jf+ta3uOOOO/ja177GH/7wB/7whz/wta99jTvvvJNvfetb3VpXS0sL3//+9znzzDO5+uqrWb9+Pffeey8nnHACAHV1dTQ1HcxOEQwG+fGPf8xZZ53FV77yFcLhMI8++mjeQXGHEkPTCLz+KoHXXsoaUT1Zu4+a/7mFdDBA6N23CLz6UnuwBCBVV0vtHbeRbGkmvGYVgReXg6ZhnTQFI50i8NJz2fM3NtDwp7souugyANJNjdTcfjPpgJ/YhvW0PfWvrDFc0i3N1N5xG+mmxl7v46eJ3fyl6W/twRWAgBbgtto7aE23sW9PknvubmwPrgCEghr3/KGBZWd6UBQIhXR+c3sdTY2dj2QvCEPdx9F1pI00U6zZWdKam1IoMu1vgwrBVrMPyTBIlJUjATZshAl2mE+WJRwOhUBb4dI6mkePQQv4STc1FGwbwsBKtzRR97s7kKxWLJVVNN77x6yxv/RwiPo//Bb7rKPRYlEa/nwXvvMuxDFnHk3339thgMzYJ+sI/v2BDoN0jmQRLcp9jQ9mBVcANsY3c1fDnwhqHQOoPREOax2CKwCfrItx/z1NzJnnaJ+mafDi8gAr3g6h68bhqxIGSKq5maaH788KrgDENm/MjMuSTh8MrgAYBqE3X0ULBqi98xftwRUAI5mk5bG/E9++rb+qP+TtTHzKvU0PtAdXAPz7n5WbUy0DWLMji8U0/vFwc1ZwBWDblji//209G9ZH24MrAIYBK94O8+yTbSST+bNJCcJQ0+1w4UUXXcTEiRN54IEHePnllwGYMGECjzzyCEcffXS31nXbbbd1Wv7ggw9m/X3TTTdlDbg7nKT9bQRezJ3lR2trRQ+H8b/4XO7yYAA9FML//NPt01yLl9L65OM559cjEdItLahl5aQaG9CjUdItLbQ98++c8xvxONEN6zBXVnVzrw4KaxH+2Zp7/WnS7Ak28vrjudN2ahp89H6EWUfbWfthFF2H114OcMVVJSiKeKMtDE9rIh9SbiqjyOTLmt7clMbtUZAL2JrDtmcPaZuNtMsFgNWwE5Fy/wBzOmXaWgsX8DRXjwZJIrZlM2pZz/r4C4OXnkoRfO0V0DSKLryUtueezjOjTuD1Vyg6/2Ja//Ew8R3bsM+cTdvTT+ScPb5hPXooCPu/wyNdUAvyfvSjnGWb41sJaiHcSu+PVSiodQiuHLDxkxinn+3tMH35U20sON5JUbHa6+0LvafHokQ//jBnWXzrZvR4vMN090mnEvlwDUaeLv5tT/8L64SJqMUlfVrX4SakhflHy79ylqWMFO+E3uOS4gv6t1LdEAxorFqRO6X2rh0Jzr/IhCRlAiuHevO1IGec46W0TLRMF4aHHrXHOvroo/tkvBXhICOZ7JCtJ6s8nUKP5L5oZZZPoAUC7X8rDgeavy3v/KmGehRfEanG/W+Fde3g/+eQ2LO7k9ofWVJPUpusz1ueTkrU1+UOsADU16WorDr48LVnd4JkQscm+m0Kw1DKSPFBZC3H2ud2KGtqTBW8Ob1t716SpaUcSA1kM+yEpY4tWAAcToW2ArZgka1W1LJyYps34l5yUsG2IwwMIxEnWbsPAJPbQ6q+Lu+8qdoa7DNmZ/6/oQ5mdzw/DqXHRAuWA6J658cirOV/vujWdiKdv4VOJTu2VAmFdFIp0YJlsDg8a1eH8nAIzGY4JJiiVlYT374l7zKphnqMtGh5fCQpI0ldKv+z8s7Ep6T1NCZ5cHanicX0DsGTQ4VCGmazRCKRPVMqZZCIixYswvDRpVBhOBzO+v/O/gk9I5nNyJ0NAmZSkR35B6KTzGYUz8FBwbRIBMXryzu/WlFBuvVgM05kudMR4C1jxuYt6wqzrFJtrsxbbjIbVFTmf3tVUanS2nLw5jxmrAWzRUS6heHpk+hGYnqM6bZpHcoOpGguFCmZxNpQT2L/4NlwoAVL7gCL0yXj9xf2wdk8agyxLZsKug1hYEgWa6aVEpAK+FE7aSmpVlWTasl0G1bLK0HvPLAn2+x9V9Ehzi7bkcjf6s3ZRwPd2h2d35dVc8c6uFwyqipaow4WssPRebnTlRVcAUjV7MMyOv9zolpRidTLcfxGAlUyU6nmf1aeaBk/aIMrADabTGeNa10uhWSOIKuqSmKwa2FY6dK3ef78+bS0ZPr9HXvsscyfP7/DvwPThZ4xeX14zjg3Z5niK0J2ufCecXbuco8H2enGe9Zn2qeF3n4D72ln5pxfdjgwFRW3j2kg2x2YikvwnXdhzvklqw37zNld35kcnIqTS4tyr9+EiTHuMi68NPcAaIoCc491sP7jaPvfp5zmEd2DhGHrvfBqSkzFlJqym1OHwxqxuF7QAW6tdbVIuk6i9GDGIBt24kTR6BhIcboUEnGdeKxwb5/Mo8eQbm4i3Tq4+58L3SerKu6TTwVFoe2Jx/Cd/Zk8M8p4Tl5G69NPIJktWCdOJrr+Y2zTZ+ac3TZjNrJLpHg9wKO4mWefk7NsmnVKn3QPAnC7FWYdnftl0YxZNnZu79i95NwLfGKAy0FEttmxH31MzjLrlGnIVmuH6cG3XsNxzHykPIPUFn3mItE9qAtcipPPFl+cs0yVVE5wLeznGnWP26Nw3KLcwdoJEy34/emcLVyWnuoueGZEQehPXQqw3H///Xj2t464//77c/574IEHuP/++wta2eFMUhQ8J5+KZ9kZcEh6SXP1KKpv+BEmlxvXCSdmypWDFyG1soqq62/CXFKCc/5xeM88BxSF+I5tSIoJzxnnwCFvDdSycsq/+k1a//VPAEyl5VT/4CeYvD5s02fhu+ASJPVgSxJTSSlV19+IqeTg2+yeGmcZy1dK/xOrdPDm7FU83FR1PcVqEdWjzXzpG2VYbQcDJ26Pwpe+Uc7LLwTQtMzAnt+5oZLSMvEwJgxPKSPFmvAHHGWd2iFrTsuBDELewn3/bfv2oZvNpA9pEXcwVXOOTEKuzPWqkK1YzKPGABDburlg2xAGjqm4lMpvX4+RSpKo2UfZl76ObD/Y+kR2uai45lqi69Zisjso/+o1tD39BJGPP6L0C1/CNntO1vpsM2fjuuLKrHWMdHbFzhfLruSYw4IsM2xH8c3yr/ZZgMXhVPjPr5Qxe052kGXmbBtX/b9SPv7wYPcTRYGzzvNy/GIXsixemAwWanEJpZ/7AvbDz6tp0yn7f18Dkwnz6DEHC2QZ90nLUNweqr57I6aigxmpJLOZ4sv+A8vE7MHahfzGW8bypdIvYJEOZubzKV5+WPW9Ps32VQg2m8JnP1fCscc5slqyTJlm5RvXVjBjlp1xEw7ulyTB4qUuzr3Ah1lkBhWGkS49pS9YsIC9e/cyevRojjvuuELXacQyebwUX3IFntPPQg+FkSxmFJcH0/4fOmpxCb4LLsVzyulooSCS2YLicqLuD36oxSX4zrsIz6lnoMdjIMs4HE48p56GFggimVUUlxsMg7L/97X2v037uxKpRUV4Tz8b13GL0IIBJDVTrpb2PrgC4FDsLHEtYpZ9BgEtiJZMU2IrocjkQ5IkTHZYuMjFUdNtBPwaspJpTihJUFpm4oJLfHi9Cr4itVsPY6mU3j5GhM+noKriIi4MXmsj64gZcWbYjupQ1tyUQlEOBjUKwVpbQ6K4mEOfjmxG5odqmCBusrseupyZgK+/TaMif8vmXlEcDkwlpcQ2b8K18ITCbEQYMIrNhm36LKp/eitGLAqKidE3357pxipJKC4XejqNyVeMc+EJ7fcw2eXC5HJT8dVvogWD6NEIst2B5HTxyfbtzO7FwOzDUZGpiG+Uf5mgFiSiR7HLdjyKG6eSCaAGtRCakcYm27DKHVspdHk7xSpf/WYFwaBGNKJjd8i43QoOp8J3flBFKKiRTBr4fCY0TSce1zGbNay2jm+wk0mdcFjH563ucX2E7lPLyim96kvo6RQkk5kXb2Yz5v2tUKq+90O0YBAjEd9/HnqQbTZkp5OqH/wEPRTC0NIobg+Kx4uyvwu8oWlooSAgobjdSLJ4HjucU3Gw1LWY2faZ+NMBFEnBp3jw7X9W7m+aZhAKaiBlWqgd6fnbV2Tii18p45LLNSJhHZtdxuVWcLky5/d3f1BJMJhp9ep0Za4Nh46n2NyUQtcMnG4FuxhnURiiuvwa9LTTTqOqqorjjjuOhQsXctxxx1FRITI69DXZasVsrYA8MQ2T0wlOJ9DxYcNIp9ECftqWP0V04ycoTifeM85B8Xho/Ns9KDY73jPPxT5zNtaJuVNbK3Y7it0OBXowVWWVUrmEItnH2g1rmTRnYtYNw2SSKC5RKS7JtKKpb4zz+qt+PlgRR5YlFp1sY9FiN2UlXXv4a6xP8tYbwfZRzRcc72TpyW7KKnI3YxWEgfZO6D0q1HJK1Y7NqZua0pkHnEI9ZBkG1poawlOnZk22knk4DkshOKx5r9kiYzZL+AuYSQjAPGo0sc0bCroNYeBowQCRVSsIvvkaRjqN87hFeE5e1h7gN9JpUg31tD75OLFNG1DcbnxnfQbb9JmYPB6UQ8Yo0zQNXRcDJubiVBztAZUDAukgG2Obecq/nEA6wDTbVC7ynUeFWo4q9yyzj8OZCagczus14fWaaGpMsWZVmDdeCZBIGMw62sYZ5/goKzdhMsnoukFTQ4oXlvv5+KMoVpvM6WeGmTPPIboT9QMtFiXd1kLrvx8jWVuDWl5B0YWXoFhtmYC324PJ7emwnCzLmMvKoay8Q1mquYngG68SWvkuSDLuE0/CdcKJqEWDu1XGQGjV2njR/wqrIu9jlsyc5jmFhc75HbIKFlpzY4rXXw2wakUYWZZYeoqb4xcfOeOX3aFgd+QOjrjcJnL13mxuSrH2gwivvRIkHtOZMcvGWecdvCYIwlDS5bvU/fffz+rVq1m9ejU//vGPSaVSjB49uj3Yctxxx1FSIvpXDqRk7T72/fePMVKZbDxaWyuN99yNY+48PCedSuu//kHjPX/AMW8BpV/4Eib34O6fXt8Y55c/rcN/SIaSJx9NsfrdGNd+v4yykvyDAgM01Ce54xe1NDUc/OG3/Ck/q98L872bqkSQRRh0IlqED6JrOcm1OGd5c4EzCJlbmlGSSZKHXctlZKzYCJNvoFuFNn/hMgkBmEePJbr2Q9LBQM4He2HoSre1UPeb20nu3dM+zf/c04TefYtRP74ZtaSMRM1eam75ycH7m7+Nhj/9H87jF1P6uS+gOEU65p4Ia2H+0fo4rwXfap/2XngVq8Pv8/NRNzHJOrHPt9nclOLPv29g25aD47G8+VqINSsj/PDmaqpHWWioS/HzH+0lHjsY0f3bPU3MWBXmK9eUF7Sb5EhnaBrRtR/S8Ke72qdp/jZqf/nflF71/3AtOQlZ7V7gLdXcTM1tP8saR6v1X/8gtOJtqr/3w6xuRSNdQ6qRH+39b0L6wS65DzQ/wruhlXy38lv9FmRpbkpxy0/3ZT2DP/b3Fla8E+K7P6js07TqzY0p7v1TI5s2HMym+vYbIdasCvPDn49i9BhLJ0sLwuDT5ZDgcccdx7e+9S0efPBB1qxZw3333cc555zDjh07+MEPfsCSJUs455xzCllXoRNaJEzTw/e3P3weKvLRB5irRyGZMxeoyAerSbc093cVuyWV1njrdX/Whf2A2r0pNm3sPOWkrut8sDqSFVw5oKkxzZrVYfGGUxh0VoXfRzM0Ztqm5yxvLnAGIWttLYYkkczxsGs1HPkzCTll/K3506z3Bcv+Pv9xkU1o2Ilt2ZIVXDlAC/gJvvEaWjhM84N/zXl/C7/3TnZGPKFb2tL+rODKARoa9zQ9QDDdcdyl3qrZm8wKrhwQjeo8/UQbwWCKfz3WkhVcOWDD+hj1dYW91ox0aX8bTQ/el7Os+dEH0QL+bq3P0DRCK97KOUh5qq6W6Ib1PanmsJTUUyxveyEruHLAjsROPo3v7pd6aJrBW68Hcz6D1+xNsnljx/O3NxoaUlnBlQPiMYN/P9ZKOFTYFziC0Nd61ObKYrFw/PHH8/Wvf51vfetbXHnlldjtdnbu3NnX9RO6SI9GO/3hEd+6pf0HCkBk7Qf9Ua0e84cSfLAykbd85ZtxQtH85QG/xpqV+dOGr34vkvPGIQgD6c3QO0ywjMOVY8DJcFgjXvAMQnWkPB6MHG8nrYadcN5UzUr7OEeForjcKL4iYptFgGU40RMJgm+/kbc8tPJdtHCI+PateeeJfrKu7ys2QmyKb8lb9mliN1G985cZPbHqvfz35o8+iBCLGny0JpJ3nlUr+j7oIxykhYLo0dyfu5FMovnbure+cDjTLSiP4NtvoMX6/ns2FIW1MCsja/KWvx56C80o/LNrOKS1d63P5e03g32aObCz5/WPP4wQjYrndWFo6VYby2Qyyccff8yqVatYtWoV69ato6Kigvnz5/PjH/+YBQsWFKqewpFIUib7UJ5WGZJqwtC0Q/7uu6Z9hSAhYeokDbNJlVA6GWhLkiUUU/5yVZVE1gJhUKlPNbIlvo0LvLnTtTc3FT6DkKW2llRR7nTpNuw0SDU5y5xOhVBQQ9Oykpz1ff1GjyG2eWPhNiD0P1lGUvN/pyVVzdzfJImc+T0hb2pY4chUOn8WKMSgmp09fqgmCYzMeGyalvvzNlvEeAyFdMSBZ7t7kZckJFPn5/hADN46GEmShKmTn2ZmyYxEPxwric6foU0SUh+ehqqaf1uZeojvhzC0dPn0uOqqq1iwYAE///nPaWlp4fLLL+fll1/mxRdf5JZbbuGCCy6gqkqM2D9QFKcTxzHz85ZbJ00hsefT9r8dc+f1Q616rshjYfGy/GOsLD3djt2a/6Ha6zWx9JT8Y8yceLJLDJQnDCpvB9/FIlmYZp2Ss7y5sbAZhKRUCktzU87uQQA2w0GUMDodg7jO/dkBAgVM1QyZcViSNXv3Z6EQhgNZVfGcekbecs/Jy5A9HuxHz807j33GrEJUbUSYZpuS9wfbLNsMnLIzZ1lvLFqS/958/GIXbq/CCUvzj6lz/AlivJ1CUlxuFG/ucT5khxPF7e3W+kxuN55TTs9b7jn1DGRr52PqjRRuxcUp7qV5y5d5Tkbuy8hGvnq4FU5Zlv88XXaGB0sfBjqPOyH/deb4E5y4PSKoKgwtXf7GfvDBB3i9XhYuXMjxxx/PokWLKCvrm/S9Qu/JVhvFl16B4uk4+KP3zHOJrlvb3rrFd/7FmLy531IPFrIsc+x8F2MndHzVNWuuhbHjjzzg1VHTbUyZ1jHb0OSpVo6aYe+TegpCX9ANnTdD7zDdNjVv1o7mpjQej6lgGYSsDQ1IhkGyOE+ABRtgEKFj8/wDAZa2tgIHWMaMBSC2ZXNBtyP0L8uYsTiOObbDdPPY8TjnL8RktVFyxZUoOVJPFF9yOYrH2w+1HJ68Ji9XlVzRYbpLdnJ16edxKH1/rywtM7E4RwCltNzEaWd5sNkUzj7PR0lpx5cgy870UFwiXo4UkuL1UfH1/4LDW53IMuVf+yYmr7fb63QcPRfLxMkdpttnzcE6IXdWy5FIkRROdp9ItdrxhfVi5/FUqZX9Ug9Jkpi3wMm4HM/ac46xd+kZvDuKikycnCOgU1Jq4uzP+LBaRbpmYWjp8l1qzZo1vP/++6xevZq//OUvXHfddYwfP5758+ezYMECFixYQFGepuVC/zCXVzDqx7cQ+fgjIh++j+Lx4DnlNIxkkrblT+M8fjHeZWegVlSiOBxHXuEAKy22cs13y9ixPc57r8eQTbB0mYNRY82U+o78tqOkTOXL3yhn964E77wZxAAWn+hm3AQLpWWDu4uUMLJsiG2mOd3Ced6z8s7T1JjCXcDxVywN9RiyQipHkBYyLVgAIlIQl5E9j90uoSgUPFWzye1B8fqIbdmI81jRJXW4MHm8lH7hS3hOOZ3Aay9jpFO4lpyMbdJkTL7Mc4W5vJJRP/8FkQ/XEPnoQ0weL57TzkAtq0Cxi4B5T9lkKye6FjPVOoUXA6/Qlm5jjn02C5zHUqIWJrNLUbHKRZcVcfxiF6+/EiAeM5i3wMGMWTbKyjMtU0tKVX7482o2rI+xeWMMVYXjF7uprDa3B3SFwpAkCevEyYy55VcE33mDxK6dmEePwXPiKZhKy5B60A/U5Cui8lvXEd+5neCbr4Gs4Dl5GZax4zCJAGmWYrWIm6quZ0t8K2+G3sUsmTnTs4xR5mo8psJm/zQf0t3SV2Ti29+rYMf2BG+9FsRkkjjlNDejx1r6vKtyUbHKeRf6mL/QyeuvBIhFDY6Zb2fGLDvlIuOnMAR1+Qyx2+2ceOKJnHjiiQCEw2E++OADVq1axT333MP111/PuHHjePbZZwtW2eEgHQiQbm0msXcPJl8R5qpqTL6i9j6v6WCAdGsLiT27MXl9qOXl6PEE8W1bMHl9mEeNxlRckjdFnmSxYJ8xE7WyCsViRfF6MXm8WCdORlKUTvvBFkJYixDQAmyP78QsmZlgHYdX8XTax/RQZcU2yoptzJnjRAISKY1Q0OCNdS3ICkya4ECRJXZsSyBLEuMnWfB4TFhtmeNZWqZSWqYy8+gDARmJgD/NyndC6IbB+IlWFAV2bktk/p5kQXHE2SZtQjN0Jlsn4FHc2Pe/xYvHdYIBjV074qTTBhMmWfF4FOwO8cAn9NwbwbcoMRXnfGt1QHNTmmnTO7bI6ivW+nqSPl9mLKdc5WTOgbAUgsOGRpAkCYdDoa218APRmUePIbZJjMMyVBmaRrqtlWTtPgxNx1xWTqJmL5LZjFpeieeMc8DQMRUVI1ksaOEw6UAbiZ07kG027Ecfg2vRichmc7/fz4aD1nQbjakm6pL1lJvLKFfL8CoeXIqT0z2nYhg6NtnGjsQuPoltZKJlPF6TF5dysAl/OKwR8KfZuT2BzSYzdrwFr1chGtVpbkpTsy9BUbFKZbVKUZEp5/gaLpeCUQkXXlqErhnYHQoWq0w0ohEIaOzcHkdRJCZMtOD2yMRiGj6fgtUqxmLoD5LJBJKEc95x2KYchex0gSx3Oz3zoUxeH85j5mOfeTRIUq/WNVSkjTRtaT97k/sIpIOMt46lSCnCbXIR1+MEtCA74rtIG2kmWSfgUTw4FDvFahGL1IXMc8xFRs7bsvVwjS0xmhrS1NbGqayyUFauUlbc+QvJRCLzXPvpzjjhcBX1vjQeb2ZsNV+RyrELVGbPsSNJoKpd6/jQ2JDcfy1IUlauUlGhUl7ZeaCkqFilqFhl0mQL6TTiuVoY0nr8dGK32/F6vXi9XjweDyaTiR07dvRl3YadVEsL9b//NYmdB4+TbHdQdf1NWMaNJ+1vo+Hu3xHfdnBUf9lmo+z/fZ3Qu2+S2LUTyWqj8tvXY500pcPNKd3WRsN9fyS2/uP2aZLZQuW138M2ZVq/P4wG0kEea32CV4JvtE9TUPhq2ReZZ8/fnz4Xm0WlNRDjpecCvPh0uH2sQ0lq4/yLi4hGNF56PoAkwWWfK+bEk904Drk4W60KkbDGm68HeOyRlkOWh9PP8mKxSjz9RBuSBKd+xoptSZDH4o8AcL73HM71nYmSsLP6vTAP3NuUNZbw6Wd7OPcCH263eNgXui+iRVgd+YAlzkV5B/oLhzQSSb2gA9xa6+tJ5Rl/BTLnrhkbYfJnEvIXuIsQZLqT+Nd/jBYOoTjFWAxDiaFpxHdup/bOX2KbNh3nMcey9w+/xbV4KWpxCfW/uzNroHbPGWdjnTyNhrt+fXAlJhMVX/0mttlzUUSApVsaUo3cVnsHDanG9mnFpiK+V3kt/1d3N+XmcuY7j+G+pgdJGQdTIS90LODq0s/hNXkI+NP885Fm3n3rYNYPh0Pixp+O4s+/b2DP7mT7dJdL5ns/rGb0WHPWtS2R0Fi3Nsaf/q+e9CGXjG9+p5xtW+O8uDzQPk2W4cLLimhtSXPPH5r5+rfLmTnbjtksxmQopGRtDbW/+R/STQ3t00xFxVR+5/tZGSl7Qh4hg1KnjTRbYtv4n7rfkjAOZr2cbZvJV8u+yEfRj7mv6cGscc3O9pzBBb5zcZsy9zaL3PWuODV1MX5zW0P7gPiQ6WLznRvLqa7KHWSJx3U++iDCPX9o4GAejDZOPMXNJZ8twu3JXGO7c77V1Sb53R111NUevIZ4fQrXfb+KMeOOvD9mi4K5b3sgCUK/6/IZo+s669at4y9/+Qtf+tKXOPbYY7n88st55JFHKCkp4Sc/+QmvvPJKIes6pOnxOC3/ejQruAKgRyPU3nkbab+f1qf+lRVcAdBjMRruuRvfORcAYMRj1P32f0i3NGfNZ6TTBF59MSu4AmAkE9T95nbSba19v1NHsD62ISu4AqCh8YfGv9CitXZ71Pjdu5K88FQ4K5GEYcCTj7cyZZoNm03GMOAfD7VQV5PqsHxtTZJ/PtzSYfkXn/NTUWnG41EwDHjlqThlTTPwKV4AnvIvZ1d8N02Naf72l6YOiZpeei7Ati3xbu2LIBzwXng1aSPNbPuMvPM0NR7IIFSYNzpKKoW5tZXkEbp52gw7ESmQs8zpUmgrcBchAPOYcQAiXfMQlG5rpfaO2zAScTynnEbj3/4Csox91hxaHn+0Qxa8wIvPoYdDmErLD1lJmvo//C9aa0s/135oC2ohfld/d1ZwBaAl3crv6u/mdO+pnO45hb80/i0ruAKwMrKaFaGV6IbOh+9HsoIrACec6OaxR1uygisAoZDOHb+o7dCyrbVF4w+/zQ6ulJabCIf1rOAKZL4S/3q0lVmz7Ugy3PXrelpbCn+dGcmSjQ00/OX3WcEVgHRrC/V/+C3JhvoBqtnQ0ppu45d1v84KrgBsiW+lPtXAPU33dxg0/rnAi2yNb+/2tlr8Mf7026as4ApkWr7e/ZsmmttiuZdrTvHnuw4NrmS89VqQdR93P3V2S3OSv/2lMSu4AuBv0/jdnXU01CfzLCkIw0uXAyzHHnssn/3sZ3nggQfwer3ceOONvPjii7zxxhvcfvvtXHTRRVRXVxeyrkOaFgwQXrUiZ5keiaBHQoTefStnuRGPoYUC7aO6G4kEiV3ZgZp0wI//lRdzL59KEdvSvz9GAukgT7Y9k7f89eCbuNxdf/vsD8V54emOg2sesHJFiGPmHxxX5oVn20gmDt64Egmd559ty7v8u28FWbDoYBPod541WKSe2P73psg2Xn3Rn3f5Z//dRjgkHvqE7ns9+DaTLBNwKfnPh+amFCZFKlgGIWdbGxKQ8uXOHHGAzbATknK3YHG5ZAKBdL5Mun2mfRwWka55yEns3oWRSGCdOJn4lk2g6ziOPobwmpV5lwm+9TquhYuyJxoGoZXvFri2w0tQC7EjsStnWW2qjrGWMWyKb8mZJQzgGf/zNLfFWf5Ux/votBk21n2U+8dYMKDR3HRYwObdUIfrxMLjXbz1ev7sYGtWhpl7jANdhw/WRPLOJ/SeEYuR2LUzZ1mqrhY92v0f3iPR5tjWDsFKgGMcc3g9mPt5H+DJtmcIaeG85bmEg0aHAOcB+/YmCYdy35jffqPjuXjA8ifbup0ZMBox2LIp9wvH5qY0oWDhuxELwmDQ5fa1N9xwA8cddxzjx48vZH2GLSOVokOI+BB6IknW65zDaIEAisOB5s883KQOa8GCpmHEc0eoAVJNjXnLCkFDoy2d+003QGOqCVnp+o/FVNrA38n4Dv42jQmTDn6dW1rSpFJGezPDVMqgrSX/8m1tGpOnHmwdEGjVmHboQJ6a3OHNQNb2/WlSHe+jgtCpmuT/Z++sw+Sq7v//ujbuM+u7cTfiEBISEiBAcIciNVpaKC1uxdtCjfZX4VuFllKKluIOQYKHEPeE+PqO+9x7f39MdjeTmdnsJtnovHjyPMw9V869e849577PR7axLrmec9xndLlfc3M2wG2xdKp7it3vRxfFogFu2zFjoVmoL1hms0uoKoRDaq8G4wUw1vUlvmJpr16jxN6n3fJStNnIBAMd/5+u31b0GDXgR7Lmp/BMNxRuhyUKk9SSXZbruk6gizE7oAbRNYFgIH8cVVW6FFZ3/khrbMgfLK12iYC/izE+oFJVnXWLbqwvDba9iZbs2iJXi5cElu7QkmkpuN0m2qhPF39/+dUAGb1nwkYyWVgY7ShP5Jdrmk5TY/G+FPCrqGrPVkwSu6hHONR1eYkShwrd/sK98MILS+LKHiCYzNkgYUUQzeYuU00qVTWkWztNondOaycYjCgVlUWPNw8Z1v3K7gVMgonBxoFFy8dYRpFKdN9U0GaRGDC0eJCv/gONOW5Bw0eaOwLdApjNYpcBQgcMNLJta2d9+g+V2CJ0rvYZDCIjRhcPFDZwiAmzpeQTXqJnvB/6EJNgYoip6zSVLU0ZnL0oWtj8baScrqIBbtsx61YiRAqucnekat4XbkJ9+5LaugU1VHzFu8SBh7F/dkxI12/D2C87n0hv29qxvfAxA0jVb83bbhkztlfqeKhik6xIFH6HCAhoaPQ39it6fH9jPxRjdqzdGU3TMZmLi7+V1bkxN0YfkZ/1qX5riv4Digde6DfAyLbtY/yoMbvOIlhi9xFtNiiWKUgQkBxdC/Elsgw25aelBtia3sZA44Cixw0xDcIs9iygvc0uFR2+BYGCmbdEUSjYF9sZMMiIydSzea3VKqEoxd8FvvJS3KwShwelL8J9hOx24z37/IJlxkGDkZxOvOdeWLDc0KcfWjTSYaFiqO2DUlaee36XC+8FlxQ8XqmowlC9b923LJKZ871nF1xxt4s2xlmOINYDM1Oz0cCc09wUimloMgmMGWtl6eLs+YxGgRmzHEhS57UlSeDY450YjPn1URSBI4+2s+DzrEmmLMOUk0U+S36a/Y3MJPsEjpxix1JARJEkOPNsT48HohKHN5qu8X74Q0aahyMLXU86WlrSvRZ/BcDe1kba5drlfmYsgEaMfPNlmy3b/ns7VTOAsT0Oy6qSm9DBhFJWjqGuL+nGBmSnG8ntIb5yOebhIxALpVqWJBwzjstzB5KcLszDRuyjWh8auCQns52zCpYdZZvEF9EvcclOPFJhN8FLfBfisZs5/2IfO4dP++iDMLNPdhU8bsQoM66dgnMPG2HOe5998mGYGcc5Cn7XWywiI0aaWbk8jtsjMXBI72VTK5FNvuCYPrNgmW3yFIRSWvRuUWOookrJX/hcHl/J0fajsIj5z1FC4iz36Zh6KLDYHSLTZlkLlh19rAW7o/D8dPQRFuyO/E4nCHDuhd4eZ/JxOEWOO7GwADduogWLtTRPLnF4UGrp+whBFLFNOoqyr1+OaN9uySJJ2KdOp/LKa5BtdqzjJlD2rSs6VwckCeuRU/Ce/zVan3kcRBHrxCOp/OF1eQILgHnocCq+/0Mk9/ZAlYKAZcIkqm+8FdnddfDK3qDGUMXt1TflDDDDTUO5u/Y2vFLP61NWLnPjnZXU1nWuhvUfaOSqayv575PZ4LX9Bxi57Z5afGX51i6+MoUf311Lvx1Wyfr0NfCD6yp58X9tZDJQ18fAD+5w8pzwb9J6mjpDLXfV3kKFXIavTOa2e2oYvMPkrrpG4eY7aqioPPTTDZbYuyyLr8SvBroMbgvZGAaplI7T3UsrP6qKNRjMpmjeBWY9O4GLFAh0K4oCNptE2z7IJCTZHcgebyld80GG7HJTdc2N2I6cQsuT/6biW1dgHjmG1qf+Q8UVV2MaNKRjX0N1LTU33Y5osSA5XB3bzSNGUXPrXShe3364g4MXo2jkDPepnOM+A7OQHcMMgoFTXSdxkfc8AmqIx1qe5IqKbzHGPLJjcaRM9nFj1TX0N2Yzx9TWGbj+lirKKjrfR+mUzrTpdi66zId1+weULMOMWXa+c2VF3gec16dw6101jNzBKtThkjBbRG6+o4bq2s4xfuBgE1dcXcFT/2ll9BFmbrmzBq+3NN72JorLjWvO6bjmnI5gyrYVwWDEecJJeM+9EEMX2eZKdOKR3dxWfQOTLRM6+pNbcnF1xffwSR7uqbmNITtYudQaqrmj5mYqlfz5/a6wW4ycfo6bk86wYdy+kGg0Cpx4mp2zznfjsBa2DvOVKdx2Vw3DRnT2xYoqhRtuq6a6tuf9zGaTOW62kzPOcWPebkWuKAIzj3fwtct8pb5b4rBB0PXeDkl4YKGqKgsXLmTs2LFIxUwge/E8uqaRCfjRE3EExYDkcCIajTnl6ZZm9EQCQVEQHU60SLjjt+R0oasZ9GQSJAnJ7kANBdFTKRBFRJcLYjG0eBxkGcnuQDLvX3PaQCZIVIsiIWGTbNgk6x79HVpbkyQTWYXdaAZFloiENQQBrDYJ+06mkP5IjMR2YxmLVUDUDEQjKroOVpuIrmnEYoAOBhMYXSnCagQdHatoxSk7cs4XCWeIRDV0NXt8exq7fcneascHCgfa/eyL+vyp8e8siS/jyrLvdJlRa93aBE8/3srpZ7mx2fZ+XZTGBvo98k8aZx1HurzriZ2Kylvy/5iqzmaQli8MzX0rhMMpcdZ5vS/oBl5/mXRDPX1//tseHXegtbXeZG/ca288Ly2RyI5bqoqgKGipFGgaotGIrqqgayAr2cAeuo4gy9kxThAQrTZke9cB0g+Xv3FP7tOfCZDW04jb/4vpcYyCAZfkRBEV4mqcgBpEQ0MRZARdJEUKk2BERCJDBotoxiplRdbWljTJpI4oZsdBu11GVXUC/gzJhI7JIqBr2SxAkpT9l0qBwZgNN6ep2W2appNKZa1UXNtF5GAwQyyiIYjZj7N0SiORTFBWZsVqO3RdDFRV7XZ73Z02XuyYTDCInuqcU4pK9iM4E42iBQNoqRSiwYDocCLb8uMhHazsq/dENBMlpIXR0DAIBnyyt2PM96cDJPQEGjpGwYBP2TPxKplK42/TUDMgyeD2iBgNuxY1ohGVcEQlGonj8VpwuzuPiUVVYrHtc2yrlON+X4xUSqW1RSWV0lAUEZdLxGLN9l1V1QkGMqgqKAYhz8LtQOFwGUdK9A4HZqs+hBFEEaWI+q/GYiTWrabl8UdJb9uKYDLjPG42ruNPQq6oRIvHSaxfS8t/HiG1dQu26TOxjR1P27NPk9qyCcFoxDFtBq6TTt3nLkFd4ZKduNhzn11N06nfluaJR1tYujjrLjV+kpXzLvJStZOPN2Rfjtsakjz9mJ8lX2b3HzXOxPlf81BdZUSSJLZsTvLME60sWpBVYEaMNnPBxV6qqn0oSuHuYbPLdBFOp0SJXZLSUnwamc9k64Rdpitvac6gyAJWW+8YHBqbsgGwUy7XLkPoSkgYMBOmcOwTm13cZylUjX36EVu4gEzAj+zatfVNiQMH0WRCNBU2gVfTaTLbttLy738SX740a4l5xHhcs06g+YlHMQ0YhOeMc1B8Zfu41gcnUTXK8vhKHmt9ioZ0I1bRwknOEzjeORO37AKy6WRfDbzJm8F3SOgJag3VXOq9iEpDJY+2PslnkfloaIwyj+Bb7m+QrHfw2CMtrF2dyLrUTrNzxjkefGUKXp9CKJThi0+jPP9sGwG/isstceIcJ8NHWnjlhRAffRAmmdSprTPwta/7GDDQlPPR5nTK7BhvO/uhs5a6PmP37cM7xNl5TimYTDiOPR73iXPQVJXYwgX4X34e1d+G5HTiOulUrBOPxFDAgrpEYdrSbbwUeI23Q++S1FP0MdTydd/FDDINoCXTyhOt/+WL6JdoaIw0D+di7wXUGWpQxJ5beoRDGeZ/FuP5/2b7ndMlccbZHiYeZcXh6Ppzz2qTMJlh69a19Os/FsgKIfXbUjz+rxaWLYkjijB+spXzLvRSUZk/524nElZZvDDKf59so7Ulg90hMed0F0cfY0fX4L13grzxSpBoVKO8QuH8i70MH2nG2kN3pBIlDmS6JbC8/fbb3T7hcccdt9uVOdyJr1xOw+9/3fFbT8QJvPw8ifVrqbzqGpJfraf+gfuBbFwV67ARNPz+gc79k0mCb7+xff9rD7kJaHNTmp/cvplEotPo6ovPoqxeEeeun9XhK88dkJqaU9x/ZwOxaGdAziULEqxb2cAd91eBKvHze7cSCXeWL1sc577VW7nzp7VU15b0xxK9w5exRST0BKMsu44j0dKUjb/SWxmEjM1NJMxmdEXp1hXMuqWgixCAzSaxYX3X2Ur2Fob2OCwrlmGfMm2fXLNE75NpamTL/XejJ7ZnMtF1Yl/OJ7F2FRWXX0n9b39BfOUKam69s+hiRYksmq7xZWwxf2z8S8e2qBbjv/7n2ZDaxPfKv42ma/yx4S8sT6zs2GdLahv31z/A98ovZ2tqW0dQ6w3JjTRt0/jDXVs6kiJmMtlUrytXxLn1zhqsNok3Xw3y4v860zkH/CqKQeTRh5tZt7bz/bBlc4pf/nQbN9xWzagxpbge+5r4mlXU/+bnHb/1RILgay9h7NOXdP02/C/+r6NMDQZpffIxMi3NuE4/G6WLpAwlsgQyQR5o+CPrkp0przeltvCTbb/gV3U/5afbfkVQ7RxLl8VXcPfW+/hZ7Z3UGWt7dK1UUuPN14K88GxnvwsGVP71cDOtrWlOP9uD0dizRZrmpjT33r6FVDI759Y0mP9JlNUrEtz508Ku+Om0xofvh3j80c6kHOGQypP/bqWxPk3f/gb+93RnHZsa0/zxNw18+/vlTD3Gjij2zjynRIl9Tbe+IK+66qpunUwQBFasWLFHFTpcyQT8tPznkYJliRXLUENBWh77Z8c258zjaXvpuYL7J79aT7ql6ZASWNJpjTdfDeaIK+2EwxqffhLh5FNdHS/nZDrNe+8Gc8SVdmIxjRVL4wT9eo640k4iofPWG0HOu8iN2VzyFy2x9/kw/ClVSiVeedeuNM1NGRy9aEJrbG4m0QOzb7NuJVxEYLE7JDIZnUhYLZi1YG8iWa3IZeUlgeUQIhOLEXjz1U5xZQe0cJjE6pWYhg4nsWoFyfVrSwLLLvBnAjza8kTBsi+iXxLIBEnpqRxxZUf+1/Y8c1wn8Y+WRwGYbjiONx9Nd4grO9LcmGH92iT9Bxp55QV/TpnZLGJ3SDniyo7855Fmbr6jBucB6ipwKJIJBGh5rPCc01hbR/M//lqwLDj3LZzHzYaSwLJLGtKNOeJKO4OMA/k8+kWOuNJOSk/xov9VvlF2CRap++79waCa1+/aee2lADNmOSmv6L7AkkppvP5yoENc2ZFQUOWLzyPMPtmVZ4EbDKj87+m2gud8750Q195cVbDsqcdaGTnKgsdbegeUODToVkteubLw4Fti76El4mRamouW67E46Yb6jt+y10d6W37qynbiy5dhGdZ18MyDiVhMY8ni4lmHvpwfZeZxjo6I56FYihUL00X3T0Rh6aJ40fIVS+OEI46SwFJirxPX4nwZW8R029Rd7qvr2QxCo2t6aXVX1zE2NRGqLJ7ifWfMWGkQNhcss9uzEzi/v/cFFtjuJrR8aa9fp8S+QYuESHQRuDi+eiXG/gNIrFpB5IvPsE08ch/W7uAjrsULfsS105RupjlTfN7RmGnOiUHWn8F8sDxVdP8vPotQ28eQJ8BUVits/Kq4Zdu2rWkSCW0vOBKX6C5aMkG6sb5wWSyOni4yf9I0MoEAhuqeWVgcjqyIryq4vb+xD8vjxb+rliVWEFbDPRJYwiGVTBHvXFWFcFilvKL789lYTOvIzFmIL+fHmD7TgdmcO85HI1rBhVDIzmdCQRWDUcgTbsIhlVhULQksJQ4ZSlmEDhAESaZoEntAUGR2zF+o6xqCUvxlKTkPramKJAnYukjv5nCIyHKnkq7IIlZ7F6aGQjZeRDGsNinnfCVK7C0WRBeR1tOMMA/b5b5Bv0omo+PqpRTNUjSKHI8T70FQIYtuIU4UlfzZXLuo4t8HqZoBDH37kWlpJt3ctE+uV6J3ESQF0VY41SiAaLV1WLfsj8x4BxuyKHfpWmgRTTik4n1fItc1MaHHuowF5XLLSAWKE3ENaxcBuhVFQJJK4+2+RGiPPFyIIvHn2ikWP6lELk7JUXB7XEtgFYtbjdpFG5LQszFfMXTdfxSlZ/1Lkuiyz+485+7udUwmETVTWICRe1jHEiUOZHZLYInFYrz33ns8/vjj/Otf/8r5V2L3kOyOoqtxgqIg2uw5ZvCxhQuwTTqq8MlEEcuI0b1Rzf2GzSZx8mnFA1nOnuPGsIN/qctq5vhTig9gNf0kjj+xuAh1/EkOPO7Cae1KlNgTPo18To1ShUvetQja0pJdReytFM3G7VZz8Z64CGEDdCJCOK9MkgSsVgl/W3Hrsb2Jsa4vCELJiuUQQfF6cR13YtFy+5FTiHw5P/v/R0/fV9U6aHGIdo6wFJ4LGAUjPsXHINNA5CLGzBOt41kUW9Lx+2PmMvXE4gs7U6fbUYwiFZW5+9RvS1Nbayj6PT/lGBsOZynA5b5EsjuKulbqGRWlSKIE2etDtB46mYR6k5GW4YgFPrO+jC3iWEdxt9YTncf3OJuQ3SFRUVW4b5ZVyDgcPetfdrvMyae6ipYff7ILRcm/N7tDpG//wnNnp1MindYLuhiOGGXOS+deosTBTI8FluXLlzN79myuu+46fvKTn/CnP/2J++67j9/+9rc88khhf84Su0Y0mfCe/zWUyp38EyWJyh9ej+Rw4jnrPAw1dQCEP/sY25FHY6it2+lEIhVX/ADpEPSPHTLMxNHH5A/sJ53qoqYuP6J5XT+Facfnu1ZMO85MdZ1CVa3MrNn5KwxHHm1j4JCSuFJi75PUkiyMLWaYaWi39m9uSmMwCJjNvbOyY2huRpMkkj1I5W7RsxYGEYrEYbFL+FsLzKB6AdFkQqmsJr6iJLAcKhgHD8U6eUredsexx5FuakQLh/Fd8k3kUvyVXWKRLHyr7FLK5dx4bIqgcFPVNbhlF27JxfVVVyOR+3FTrVRxunsO88Ifd2xbnlzJiCkaw0flWzBc8g0fHp+MyyXzg+sq8yxdPnw/xBU/qMgz1K2tM3DG2R4MhpJB9b5ENBpz5pSdBSKgU3nF1Yg7pUMXLRYqr7oGQ0X3XUoPZ9ySi2sqr8wTWXyylxqlmtNcc/KOmWgZzyhLz937XS6Zq6/N73dWq8gPr6vqSIHeE4aNNHPU0flz7lPOcFFdXVjMsTtkvnd1Bc6drG5NJoEf3VhFRZWcZ+Xi9cl84zvlpSxCJQ4petzj7r//fmbOnMk999zDhAkTeOqpp5BlmRtvvJHLLrusN+p42KD4yqi5+Q5S27YSX7UC2ePBMmI0ktuDqCiIXh/VN95GurmJdEszOlB59fWkmxqJL1+C5HRjGTMW2eVGshz4EfkdjsLmk0X3d8pcdFkZJ57iZuEXESRJYOwEK263XNCUscxl5czz4ITZTrZszvqN19QZsDnB58w+n1POdDJ9poMFn0fRNJ3xE6043CI+b0lgKbH3WRRbSkpPM9Q8uFv7Nzelcbq6NvPfE4zNzaSdTthFquicYzAjIGYD3Raw9LU59l2qZgBj377Ely9F1/VdprwuceBjKCun7NJv4j75VCJffI6oKFjGjCPd1ora3ESf+3+D7HIj9kAUPJwpV8q4q/ZWmlLNtGRasIpWBhr7Y5O3uyEIMMo8gt/1/SULY0tozbQy0jycPsY6DBj4Re29bEhtQtVV+hjq8Ckevn+1gdbWNA3b0siKSP8BBpwuuWNFu7bOwD331/HVuiQbNySp7WOgqkqhsTHN3ffXsWZlnGBQZfhIM1XVht36+Cux5yheH9U33krG70dLJkESUZxuJLcbUTFQ++N7STXUo4VDiDY7hqpqpFKK5m5jEA0cYRnNb/rcT0ANoOk6JtGUFTZlF6e4TmSq7Si+jGXdhsdZjsAtu3psvdJOTZ2Be39eR6AtQyqtoxgEXC4Zr6/7/cu5Q3gBp1Pm4m+UcfJpbr78IoIsC4ybYMVVZM7dTlW1gTt/WktjQxq/P4PDLlFZY8DrldE0uO+BPqxcHqexIc3goSbq+hhLsVdKHHL0uEWvWLGCe+65B1EUkSSJVCpFXV0dN954IzfffDOzZ8/ujXoetKRbW0isXkls+VJM/QdgHjGa5Ib1xJYtQamowDbxSGS3F9GY/aCX3R5ktwfLyMJmvVoqRaa1hfiyJcguD4rbg+T2YKjri2AyI4gi8RXLiC1agORyYz/yaGSPt9uT0baMn03JzXwanY9DtDPVPgWf7MEiZQWJplQzm1JbmB9dgF2yM8M+jZZMK59F52MVLUyzT8Ere7FJ2VXu5rY49VvTzP84isEkMGWqE1mEuW+HURQnkpBClOGdNwMoBoGjptnw+iQ8zsL1tdsl7HaJvv2yz6upMc3GDUk+/SiMKAocOdWO2yvwGs8CMFs5hXhCZN2qFDrg8xqQBZnH/teEpsFRU+2UVyqcfX7hAS0SVmluSvPRvDCZtM7ME5xk0jqffBQmndI58mg7VdVKt7MfRCMqrS0ZPv4wTCyqMfOErMj06UcRYlGNSUfZqK0rTTgPVeZHF1Aul3UrexBkMwg53b23qmNobsoKLD1ARMCMhXARCxabfd+lagYw9u1P5JOPSG3dgnFni74SBwRaOk2mrZXol/NJbdmCeegwzMNHIprNZPxthD/+EGOfvsguD5HPP0ZLpbFPPhLnsccjGA2ktmwm01iPICvo6TS6tm8spA4G3LUe1qbW82lkPmMto1DR+CzyBUbRmB2PJTc6Oq1qGw2pJsbZjuDT6HxiWpzRlhEsi69kW2obw8xDOcIyCkvSjb8lw+sfhgmH4oybaMNpHMWiBRFcE0wEyhqQdJlM2MXK5QnMFhGXW2LFsgQN9SmOOtqOyyPhK1PwlSmMGWcm0KaydEmMaERDzegcMd6ak+K1tSVNa0uGTz4Mo6o6k6fYsdkkPvkoxOSj7PjKJMp8A1nweYzFC2P4ymQmT7Hj9siYTF1bvkQiKm0tGT6aFyYe05g8xUZNbWmMbUdLpUk31BNbuhjJ7cF+5BSERBIdAXSdTHMTyQ3rMdT1yVquZDJomQwZfxuR+Z+QbmzEMmoMpkFDULy+/X07vUpLupWVidUsjS2nylDJZOsEvLIXURBoybTxZXQRG5MbGWwazGjLCMpkH0ktRVJPsiC6iIAaZKxlDFYxO59Oa2mSehIZCUEQSOgJVD37bgv4M2zbmuKzjyMYTQJHT3PgLZOx2SRa062sSa5nYXQxZbKPKfbJeGQ3YkYmldRZszrBpo0p6voaOGKclWRSxWQq3t4j7fPSeWFiURvJo5MdfSQeV4lEVGRFQBQhGtUwmrIxldraMmxYn2Dh/Cguj8yRR9vxeGWMRkindeq3pfhqXZLqagPeMoV0WsdoFCkrVygrLyWQKHFo0+MRRpZlxO02nl6vl23btjFw4EBsNhsNDQ09Otd//vMfHn/8cbZuzWbDGTx4MFdeeSUzZswoesyrr77K7373O7Zu3Uq/fv244YYbutx/f5JqqGfr/fegBgOIViv2yVPY+vN7UQOdqdTann2ayh9ch2XUGERDvpvLzufb9sD9ZHYI6Oh/+TnKvn45aiyGsc5O/W9/mRMZ3v/Cs5R98wrsR07ZZWCy1nQbv6z/LRtTnRlCng+8zMXeC5jlmEFUi/Kbxj+yIbkRAYFrK3/A/zX9jfXJrzr2fzHwKue4z+Bk12ziQYm//K6Ztas6sw689UqEWSc4sNslXvyfnzdfDTHjOAdul4Hn/+vn7VcjzDjRwulng7eIyNJOc1OKxx5pYdGCzkjnc98KMXmKldMvOI2YFOKZR8J88Ulnys+5b4QZN8HKqCMsPPpwM2+/EWLCZCuXfassTyQJhzI8+1Qbc98KAXD2+R7eeCXAvPfCOdcbOdrMd66s2OWELRJReeOVAC88m/37nzjHxSfzIrz2cqBjn/feCdF/oJEfXl+J21MagA4lVF3li+hCxlnGdG9/Fdpa00X9mfcYTcPQ2kq8qrrHh5p1K5EiqZod+zBVM5A1cZdl4suXlASWAxBdVUmsXc22B+6nPc1FeN67OE86Fclup+3px/GccyGxxQsJf/h+x3Hh99/BPHI0zuNm0/D7B3LO6T7zXFwnnIR0mMeCCGlhnlNf4rOtX3Bt5Q94qu051ibXdZS/FnyT01xzMIsm3gt9wNfLLuZn235FjVLFHNeJ3LXlPjLbg1W/G57HqcYzcH05nWf+0zlHeX9uiLo+Bs650MtvflbP9bdV8czjrXy1rnMe8tpLAU46xYWuw523bObr3y5j4pFWFIPIimUJ/vBAfU7cBbtD4qbbq6nrY6S1Jc0zT7Ty8bxIR/l774QZfYSFs8738IufbOXGH1fzp98HaGnutIx77hk/V/yggnETrRiNhUWWSETltZcCvPRc5/28906IQUOMXHVNFW7P4S2ypBrq2fbr+3IyWAZefp7Ka25CttnY+qv70BOd2Rbbnn2KmlvvJuNvpeEPv8mmhQHCH7yL5HJTc+tdh6z7UH2qgXu23k9gh6xcT7U+y/VVV+OWXNy59Wek9WzssXfD87CIFu6t+TErEqt4qLkzPuX74Q+pUMq5tep6XvK/xlvhuTnXGWkezhWmH/L3P7SyemXn3PX1l4PMOc3Fsacaudd/Hy2Z1o6yZ/zPcX/NvWQ2+/j1fds6s/h8AM893cb1t1YzZFjhtl6oj7w/N8KgIUa+e1Ulj/y9mWVLcjNuTp1h44yzPTzw83oa6zvjrb3wrJ8fXl+Bx6vwy59tIxbVOsr+90wb19xUxdDhJmS55A5Y4tCnx618xIgRLFmSDXo2adIkfv/73/PCCy9w3333MXhw98ze26msrOSGG27g2Wef5b///S9HHXUUV111FWvWrCm4/4IFC7j++us599xzee655zjuuOO46qqrWL16dU9vo9dRoxGa//k31GAAAMf0WfhffTFHXAFA02j80+869it6vkiE1meeyBFXANB1mh/5O9YxYwl/9EHBtHvN//wrmZ2vuxMZPcNrwbdyxJV2Hmt9koga5u3gu2xIbgSyg8CaxNoccaWd//qfJ5gO8clH4RxxpZ133gzRp58R0/a4Eu+9HaKm1oDFkm2O770eo3Hbrl0MVq9M5Igr7Xz2cZSmLQLRrdYccaWdL7+IIgpQVp4dcL74LMqaVfn7bd2S6hBXrDaRsgolR1xpZ9mSOAsXRHdZ35amdIe4YjAIDB1hyhFX2vlqXZL33w2hqoUjrZc4OFmdWEtUizLENKhb+/vbMqhaNjBcb6AEg4iZDKndyDhm1q1ZF6ECtKdq3lduQoKiYKipLQW6PUDJBPw0/OEBcnKIyjKWYSNoe/pxRJsdxVeWI660E1+2hHR9PYY+/XK2+597hkxrSy/X/MBndXItn8W+YLhpKF8lN+aIK+28GHiFGkM1p7tP4ZGW/xDX4pziOomHmh/pEFcgmzFoRHpyjrjSzuZNKZYsjHHKmS6WfBnnq3X54/prLwe2fzwJPPJQM6Ggir8tw59+15AX1DIcUvnnX5vwt2XYvCmVI660s2RRjM0bk5x7oZeXnssVVyD7bf/XBxsJBoq/Z5qb0jkfju2sXZ3k43lhNO3wHWOzc8rHc8QVAHQdyWKl4c9/zBFXAPRUCjUcouH/ftchrnScL+Cn+dGHUWPFU/serETUKH9r+meOuAKgovLbhgdpy/g7xJV24locvxrg4eZH887XmG7iv/7nSZMfDD6jZvjs40iOuNLOKy8G2NaQIKrmzjd1dIyBcv78h8a8FMnJpM6f/9BIY33h9OrNjcX7yCcfhskUyPjz4XsR6relCyY+tVhl/vZ/TTniCmQtWv7vdw20tuw79+ESJfYnPZbvr732WqLRaMf/33TTTdx9993069eP++67r0fnmjVrVt65H3/8cRYuXFhQrPnXv/7FMcccw+WXXw7ANddcw0cffcS///1v7r333h5dWy0Uxno3ji92HjUcJr5yecdv06DBBF59seC+ejpNcvNGxC6C9qnhENEFnxcu1HUSa1aR3JIvjrSXx5Yu6tJ3NqiFeCs0t2h5S6aNueHOCfCRtok82/ZC0f2bAlHee7148/pyfpRRYyzM/zTblr74PMroIyx8+nF2ojX3jTADBppQCuV8BAJ+jXfeDBU9/9tvBBk9pngcmk8+CjNhkq1D4Hjt5QDDRpgwW7KiTyaj88arnYPpEeOsfPFp/iSwnTdeDTJugqXL1M/vze2s77ARZhZ/WXwi8s7rIY6Z4cDpKny+XbW/AwWpWNqIIhwo99Mbz3d+ZAE20UqlVIGmabvcv6kx62bjcIpo+q737ynKdrE27XBALAa6TnevYtatNIhbCtbLsj2demtrmto++8YKy1DXl+j8T8mkUtn0o11wsPSdvUGxe+1pvyx0ju6SbmlG2+mjyzx4KLFl2YUa6xHjiMz/pOjx4Y8/wDZ5Cm2bNuRsD817D88FhS2WDoe/cVyP80rgdQAm2ybycuC1ovsuiC7keMdMGtNNGAQDGhpRLfdvMsw8hOXvFxccPp4X5vrbqvjdr4pbKi9eGGP4SDOLF8ZYuiTO4CFGksnC51y3NkkqpTH3zcJCLWQtRL/53TIee6SwmKZpsGZVAq+vcHt+7+3ic4S3Xg8yZZoNh/PAWU1XVbVXx8ycfhEOEV0wv/COAmSaG/M2Sy53dpEvU/gjOb5sCWo4BMaDI4Zdd98TYTXM8sTKgmVpPU1ADeGQ7ITUzgW4OkMtqxNr0QsFKgM+Cn/K1ZXf473wvJztRwozmPtG8QW7T99JM+aMUXway/3bxaN6ngjZTltrhkhEw1fgPt/too+8+3aIOae5WLUiX+x5960QJ85x8c+/5Qp0BoPA1i2FxZxoRMPfpuIrOzjeyzu2j90ZM0sc3vRYYBk9ujM2iNfr5aGHHtorFVFVlddee41YLMa4ceMK7rNw4UK+8Y1v5GybNm0ab731Vo+v126Fs6cUO88g106rwrv4oEoGg3y1fDmpVOEX08jysi7PocaiiGLxF0AqFGLNmjUd4tjO+AaWkdDyX6Lt6OjEdyg3CAZiWrz4/jokEsXrG49pmC2dE5tEXMtJ0ZaIQVubn/qthUWj6qoRxOPFz5+IaUWGte3Xj2sohs6AmIm4RmNTM4HANgCczjLisc76KAaBYLCL68U1Wtv8rF1XuL4ul5tIqNPlyWAQuqx/PK4RDof5akO+hdCO7K123FtMmDChR/sfaPezN+vzse1TyjQv69blrzIXYvUqBYNBoaV1216rw470W7+OjKLQFI2CINDS2rrrg7aTMalk3Cm+ql+PQcufTJtMJtava8FqL/w+29uIkoIlkWDpG6+hVhVOL7ozB1pb6012vtee9stC5+gOkiTRT81fpRUMBrR4rPP//W1Fz6HF4wgF3GfVcIgNGzYQCAT2ap0PFlzVLuLbx2CDYOj4/0Jkx+rsiCgLMkktP0aSQTCQiBYXG+JxDUkSSOxi3DJsH1ejUXWXVpiZjL7LcVDX8owlcggFU6xatYV4PPf+XS43kXBxN+NEXCMYDLH+qw1d1nFfsy/GzCVLljCy3Fd8TllEcBANBrRE8XaGrhOPRFi7ZWuP67Q/2dUzdA5ydVme0OMYhNx3VLZPFp9Tq6gFQ9cbMHY9t40IGMgfcwtZmuxcvnDhwpxtLpebaKTrPrLjPHlH4nENgzG/LJ3uuh6JhMrSpUvJFBHpDkSWLFmyW2NmicOb3XZAbW1t5auvsh9/AwYMwOPpXtDGnVm1ahUXXnghyWQSi8XCgw8+yKBBhU3oW1pa8Plyg2h5vV5aWnpuKjx69Og9UiRVVWXJkiVFz6MFA8geL5m27EeLGokg+8ryzTG3Yxs8lBFdxELQAn4MtXWkilipmIcMI7ZwQdHj7WPG4u0/sGh5XI8zKjqCJfFlBcstooXR5hEsiC0CYG1iPaMsI/gi+mXh61llRh5h4NN5ha00Rowy8/YbnStXw0dZeH8HC49xU4xUlLmoKCts1ZNOw5ixFrYVUcrHTbRi6cI9f8QoC+vXdg5+4ydZ6dPHRb9+nVY+k4+KsGJZdjLx1doERx5tZ9niwpOLsRMs1FR76Nu3uBXSkVPjfL7dYmfDV0lOOcPNpx8VtooZPdZMWbmD2rqxBct31f4OVg6U+9nbz7cp3UzblgAzvTMY1E0XoSUL/Xg8KjU1vZOO1rfgCzIuFz6fj5bWVnxeb7ezCRkFma9Yjr3Kgo98n/u1njBoJgYN2r1xoafo2gCaPplHbSaFe+zYLvc9VPtOIfbmve7uOdTmpmy72uErOblxA95zLiA87z2S69dim3QU8SIuXuaRo0muW5u33XbkVMr69St8zcPgb6yhMSkwgU2pLaxLrmeUeQSfRgtbJIwyDyeqxTEKRmJaDLfsQkDIWV3/KrmBKeN15hVZrxoxykxjfZrho8wFXXMBho808+L/su4Go0ZbOtx+C+F0SphMAmPHWwu6QwCMOcJCLKZRVa1Qvy1fqAMYPspGXR93wbIjj44x/7PCi0pjxlkor3BS12ds0Trua3bH4qonbXzHfiGEghhqaklt3ZK3n2AyIxiM6KlcIS7d2oKhprbo+WVfGRa3h7H9+vfsJvYT3X1PBLQgHslNm1rY1b5KqaItk1u2NbWV09wnFz1nP2Nf6tP5VkJrheWMHHsCn35QuI+NPApeTucv0tjtEooiFBQ4FEXA4ZAYNGRsXllXfWTkGDPr1xYOWD92gpWli/LraDIJWCwisVi+SCSKUF6hUFE5quA5DzR2bB8lSvSUHttGRiIRbrzxRqZPn84ll1zCJZdcwjHHHMMNN9xAOJwfn2JX9O/fn+eee46nnnqKiy66iJtvvpm1a/MnU3sbSZL2+F9X55HdHnyXfLPjesG5b+I545yCdbEdNRXZ5eryWorXh++iSwt+AJlHjELXdVwnnkIhp0jTsBEoZeVdnt8m27jEdwES+YNMf2M/PLKb8z1nowhZk/954Y+Y7ZzV8XtH6gw1eC1OTjvLXVDhrqhScLgkGrYHxyqvUPB65Q6xpKxcZtRIS5f1NZkkZsxyFHTJcbklJh5pZeBwGUeB+BV2h8SIUWaWL82KJXa7yDHHOlCU3GuMGWfpSG+3aWOKiioFX1m+Jmk2i5w4x4XRJHdZ5wEDTdTUZp9XS3MGo1GgpjZ/ZVZRBM4+34vF0vX5YO+0497811P2d3176/kuSS5DRGSgqT+iKHbrX0tTGqdbRhTEXvlnbG4h43R1vlMEAbGb/6zYAYhIoYLndjhk2lrVbt/rnv6TZBljn74kVizb53/bA/1foXvdHXa7Dk4nzuNPyjmXGvCDrmPo25/kxg0o1TXIvrK8a4pmM/bJU4js5B5rqK3D1LffYf03ViSFGfZp2EU7H4Y/5jjnsRiF/PGkWqnCJtl4I/g2p7vnALAguoiZjuk5+wXUIGp5I337559DlmH2yS6eeryF4090oij543pNrQGDQaC1JcPwkWY8XhmLVWLaDHvB9nT+xV6cLpkJk624Pflt0moVmXGcg8ceaebMcz0Ftd+x4y14vcXHyUGDzVRV589RDEaBM87x7HKM3V/9tSfszvklSULxleG76LKCc8rk5o14ziwwX1VVdB1sk48uWJeyS7+J4vHs92e4O8+jq38e2c03yy4teM/H2Kai6iraTg62cT2BU3IwwjQs7xgBga/7LuLL6KK8si/TX3DamW6MRebOw4ZZaSggzCTMbZx2VmGhcc7pLmx2scd95PSzPSz6Ml988Xhlxo638MmH+QuEa1bHOfuCwgsrx53oxG7f/3/z3WkfJUr0lB4LLLfffjuLFy/mz3/+M/Pnz2f+/Pn8+c9/ZunSpdx55509roDBYKBv376MGjWK66+/nmHDhvGvf/2r4L4+ny/PWqW1tTXPquVAQBAELMNHUnPLnRj7DyC1eRPJTRuouu4WjAMGgSAguT34Lv4GvosuRbIVnoTsiLHfQGpuvQvTkGHZ451OPGedi+9rX2fbb39BZP6nVN/4Y8zDRmTL7Q4851xA5RVXIztduzx/tVLFfXV3M9Y8BhERq2jlTPep3Fj5Q1yykypDJffW3M5YyxhSepqX2l7lx9U3MsEyDgkJi2jhNNccbqm6Do/spqJC4Y6fVTNusglJygoRJ5zs5NvfK+fxf7VgMgscf5KD71xZzuP/asZkEjh2tpUbbq+kvGzXaaWrqg3celcNRx5tQ1EEDAaBaTPs3HxHNU/yMI9m/spNd1dw9LEWDAYBRRGYNsPGj26o5Ml/tyDLAlOn27n9J7UFU8Z5fQq33lnDrNkOjEaBx//VzBVXVzBrtgOTSUCWYfIUG3f+rPDxO+Pxylx3azUnn+rEYhF54tEWLvt2GSef6sJiEZGk7ITxrvtqqajsOqNUiYOLhdEl1BlqMYrd801Pp3UCfhWXq5cGdlXF4G8j7XTs1uEyMgZMhAkULLfbJQKBzK48I/cqxr79SaxdjZYsbpZdYt8jmS24TzuT8m99LyuiCAKGPn2RvF6qrr4O96ln0vrME5R9/XLs02chGI0gy1gnHknNj+9F8nqxjD4CJAnRYsE153SqrrsF2b1vrKMOZLyShzvKb+Io22SeaX2e6yqvZoJlLBISZtHMic7juanqWnyyl4AaJK1n+G7ZN1mRWEkfQx2Xei+kXC5DQKCvoQ9et5Grb6jg1DPdWK0iogijj7Bw9fVVvP5qgP6DDJh8Ma6518ER481IElgsIsef5OS8r3l54Vk/Z5zr5tvfK8frU3C5Zc46z8PFX/fh9ckIAvTtZ+Tam6sYNdqMLItUVBq4+Y4ajjnWjsGYHacnT7Fyy101/O+pFoYOtzBgkJGb76hg8FATggBOl8QFF3v5xnfKsTuKG2K7vTI33FbNSac6MZuzY+z4iRbu+lkd5RWlLH2G/gOoueVOTIOH7jCnPA/LsBFYJx9Nxfd/iKG6FgQBpaKK8m9/D2NdH3wXX4bv4q8juT0gCBgHDqLm1rsxDx2+v2+pVxAEgVGW4dxZfTMDjP0REPDKHr7pu5SLfecz1DSIq8q/S4VSjoBAraGGG6t+RK2hmu9XfJtz3GfglBwICAw3DeXumtuoM9TxvfLLmWWfgVEwIiMz2TqRH1ffRFm5zF331TFhshVJApNZYPYcJzf9uBqf18A9NT9miGkwAgIuyckl3gtwO0wcfYydK35QTlW1giBAZZXCd64sZ9oMR9F+UqiPTJiU7SOVVRI33FbNpKOsyDIYjQLTZ9q56fZqPF6ZO39ay7ARZkQxu3B59vkeJkyyM3Gyjauvr6S2jwFBgLIKma9fXsZJp7q67K8lShxKCLrelXdrPmPHjuXvf/87EydOzNk+f/58Lr/88jwfv55y2WWXUV1dzc9//vO8smuuuYZEIsGf//znjm0XXnghQ4YM6XaQW1VVWbhwIWPHjt0jVbIn51HDYbR0CkEUEaw2tIAfPZPJrhg7XcjmXYsJO5L2t6Gns9YfsteHnoijJZMIgojkdKLFY9t/C0hOF0KhUN9dEFNjxLUEgiDglBxIQuf9abpGWyZAWs9amzhEOzE9TkSNIAkSDsmBS86NPxOOJYlvNxd02mWimSTJGGi6js0hoKkCye2eN1abQFpOElEjiIKIU3SSCZmIRlQEgWzaV1uUoBpGQMAu2ZBjVqLbz2+zi6SMUeLbA/hZRDNKxkI0oqIDNpuEIspEwtr264lFUzx2PO+URjiSdQS3WCUkCcLhzt+ppEY4rKJp2fO73BJCF64WmYxOKJQBPTs5lRWRcCiDrmdFKLNl1+1yb7XjA4UD7X72Zn0yeoZvr7+Ko21HMs0+pVvHNGxL8c+HmjlxjhOvd+9/CCitLfR76O80z5xFvLy8w/1S7KaLEMAn0lx8egXT1BPzyurrU7z7VojvXlWxz1KhpltbaP77n6i6/laso48out+B1tZ6k71xr3u1LwQC6JqKoCjI9qy4p6sqaiiIrusgSh2ZSwSDEWW767Eai2VjPwgCssPZrUDGB9vfOKWlCKhB4loco2jEKTkxi6Yuj1FVlUWLFjF8zAhixJCQSGkpIloUs2gEBGJaDINgwCSYkAQJSZCIa3FUXcMgKug6ZEh3WK8m9AQOnOhRC+jZeGHpNOi6jtGik5AjCIKAIWkllRAQBJAkOrKXeH0yUoHg9M1NKTQNJEkAQScW1bFYRdxuGUkSiMVUImEVdDBZBDJpQBCw20VEUWfZsmX07z+cdCr7wet0SYiiQCKhEQqqJBIaZpOIwyXljenpdHaMRgezRcRsPjDbRE+Cae5OGy92TNrvR09n53Sy14e4vUxLpcj427LufQLIbi/i9nhIuq6jBgPomoZoMHRrkfBAY3eeYVgNk9LSiIKIS3J2zPX86QBRLUpCT2AWzdhEK87tc+GYGiOoZl3gZUHGI7s75tWBdIConp2vGgUjPqXTJTge14jHOue+iiLuUI8IKS2FKAg4JSeikC1LJjIEAlr2TyaAyy1iNO56DE6nNcIhlUgkgs9nx2LtPCYcShOL6aCD3SHmlEUjKsmkltMn22ltSaOqOoIgdGsR8kDjYBxHShw49Hjm63K5sNvzX6Q2mw2Ho2eroQ888ADTp0+nqqqKaDTKSy+9xGeffdYROPemm26ioqKC66+/HsiKL5deeikPP/wwM2bM4JVXXmHp0qU9ziC0r5HsdiQgEwoRfPVF/C8/j55MgiBgGTOWsku/hVLAPLoYys4rd1YbkrUz4Ii00++eYpEsWKT8DDwxNcbC2BL+2fJvQmqYmY7pDDIO4Km2ZzsGj36GPlxZ8V3qDDUdA4/dYsRugYSWYGlsKX9vfgS/GgCgNlHDxd7zeSr+LOVyGZPSE3i84WlaM21MMkxmauu5PPX3lo6Ur1XVCudfYeJ/5n+xOrWaKqWCKyu+S397XzRdY21yLX/e8hBNmWysmwqlnO+XX85AT38UsfMF7/F2X3RSDCIeT+7+Ho+Ipuls2pjirw82drg3udwS3/xOOUNHmDGZCl9DlgU8ntzBxu05+AafEt1jVXwNST3JQGP3/dKbmzMIUNDFbW9g3G4JmN6NFM3tWHQbIaGwT7pje8DqtrbMPhNYZI8Xye4gvmxxlwJLif2H7HLlbRMkCcnhJLlpA41/fZB0fTaos+zxUvbN72AaMhzJYkGyFM8Kd7ATyAR43v8ybwbnkiGDiMgU22Qu9l6ARyls9t+OrusYBAUEM0tiy3m4+V8c6zgGs2jmBf/LHdmChpgG8d2yb/Fh5GNe8L+CioqExJG2iZztPp1/tjzG4ng2Do5ZMHG25wxmOKdhk3Lne1a2zz9kwNq53bGLV0lZuYGmxjR//1MjK5dnrczMZpGzL/AwZaodm13CUmRxQVVV0ul01tLT3rmPvy3DM0+28sm8MKqaFXqmz3JwxtkeXO7O946i5I/hJTpR3PltLBPw0/b8s4Tef4f2h2s/ahrecy9AdnsQBAHZ1XXbPBSxS3Z29qRvTDfxROszfBqZj4aGjMyxjmM43TUHXdD5U+PfWZlYDWTjGV7gOZujbUfRnGnmj41/ZVu6HgCv7OE7Zd9guGkoRsmYXXAzF263dsmWV4+W5jTPPdPGxzv0hyOn2jj7PC++sq7nmIoi4nTpfLVhPTW1Y3Ov5VCwF/m8s9okrLbC/dbrK81rSxy+9HjE+f73v8/Pf/5zmps7g7U2Nzfzq1/9iiuvvLJH52ptbeXmm2/mpJNO4hvf+AZLlizhoYceYurUqQDU19fnXGf8+PH8+te/5sknn+SMM87g9ddf58EHH2TIkCE9vY19jq6qhOe9S9uzT2XFFcimT170JfW/+zWZYGC/1q87rE9u4PeNfyKkhvFIbsaYR/K35n92iCsAG1KbuGfr/TRn8gMPb01t49cNv+8QVwC2pLbyu4Y/8TXPeUx3TOPBxr/SmmnDLJg4Ln0Wf/llqENcAajfluZPP4twrvB1BATq043cu/XnNKdbaMo087Otv+oQVyA78P106y8L1mdPaWnOcP/dW3IC7Qb8Kv/vV/XUb9032VNKHPgsiS/DIlqoVCq6fUxzUzq7YiX3zkeBoaUF1WRCM3W9Qt4VFt1KWCicYjXr8ibQ1rLvMgUIgoChbz9iSw/dzDGHKpnWFrbef2+HuAKQaWul/je/INNQvx9r1vsktSTP+l/k1eCbZMj2Fw2NDyOf8JemhwmrhQOh78ym5BZ+0/AHnJITt+Tm8danc1Ixr06s5f76X9PHUIvK9vSjqHwU+ZT/tD5Ff1Pfjn3jeoLHWp/ks8j8vZYivq0twy9/urVDXIHsCv1j/2xh4YIoPTSmJhpV+fc/m/nwvXBH0htVhblvhvjvk61dZmIp0TVaPE7rM08QmvsmOz7c8Ifv0fzvf6IWyUZ5ONKUaubh5kf5OPJZRxyWDBneCs3lf/4XSaiJDnEFIKbF+GfLY7RmWrln6/0d4gpAa6aNX9T/lm2Z4qnQixEKZXj6P63M26k/fPR+hCcebSEYPHiy9pQocSjQ46XFxx9/nI0bNzJz5kyqqqqArBCiKAptbW08+eSTHfv+73//6/Jc9913X5fljz76aN62k08+mZNPLh6Z+0AlE/Djf+m5gmWpzRvJtDR3K07K/iKshvlP69Mdv491HMMrwTcK7hvVoiyKLeEE56yObTE1xpOtz+ZkLWgnoSeIaDE+CH/YUX608Rjee1otmJ4xldJZ9L7OETNGszCxmLSe5u3gu3hkT8fEcUcyZHgt8CaX+i7KsWLZE3Rd57OPwiST+RXUdfjf0618/4eV3XL3KXFosyS2jP7Gvl26je1Mc2MaZ2/FXyErsKR7aHG4MxZsJIiRJoVCbswgQRCwO8QccXRfYOzXn8BLz5MJBZF3taRe4oBA1zRCH76fl7EkW6jT+vwzVH7nKsQeutIeLATUIG8H3y1Ytii+hJAayq5Wd0FMi/FE6zMAzHLM4OXAawX3a820EdPieGUPrZnO1NgLYos4wTmL53k5Z/+n2/7HOMsReJU9j3ezbUuKlubC74P/PtnKyNGWHlm7hYIqXxTJfjLvvTCnnunGbC7FMtsdMqEg4Q/fL1gW/eIz1PMuRLJaC5YfbiT0BItihUX998Mfcoor34V2tHkE74c/IqnnL8Tp6Py39XmuqvwOZrH777xwSOWzTwqLsV98HuWs8zw4naX4JyVK7Ct63NuOP/743qjHIY+eSKDFCqddA0ht24Jp4OB9WKOekdLSbExu6vhdqVTwUpFJHMCy2AqOd8zs+KhMaEk2pDYW3V9HY2OqMwV1pV7He+uLf5xtXgNVM2qBxQCsTq5lvDS26P5rkutI6EkU9o7Akk7rrCqSWhJg41cpEgkd86Fr1V6iG0TVKOuTGzjFmT/J6oqmpgz9BvTex4GhpZl0AbPwnmAh+9EXEgJ49fK8crtdoq21cGrV3sLYdwAA8eVLsR81dZ9eu8TuoadSJFavLFqe2vAVWjJxyAosMTVWcGGgnbaMnxpDdZfnSOkpNqSy47NTduRYce7M5tQWymRfjsACENcSiIg52VCCaohUgY/A3WHD+uLjpb9NJZXqmcVJJFz8mek6xKIlC5bdRYtFKbi6tR01HIbKfVihA5id0zPviIpKVMsXASuUCjamNhU4IstXqQ0ktGSPBJZoRCv6J9N1iERK/aFEiX1JjwWWH/zgB71Rj0MewWDI5jrMFBYNZG/3Y7DsDyRBwqd4aUw3ARBSQ/hkb455447UGWpzVuwVUcYnewmpxVJ5CzmrakGhDU/ZgKIrXt5KgRCdE8RKpaJgiul2KuTyrJ/6XkKWBSqrFZbkZ9kDwOOTUUrup4c9y+Mr0dHpb+zX7WPiMY1oVMXl6qXVJlXF4PcT69f9OhXCqmcFlnARgcXhlNiwft+6ykk2G3JZObFlS0oCy0GCoCgolVXEVywrWC77yhAO4ZepaReBbB3SroOHSkJ2fN2c2kJSS2ITrUQKfNgB+GQvi2P5z9okGvNSzRoFA8peGjcrKoufx2wWkQukfu6KYrEp2jEWiYFWYteIxq7bpFhaOepgV9ZlhUSS9vlzMcpkX4/7XbGYfx31MPesf5UoUWLP2K0RKBQK8fTTT/PAAw8QCAQAWLZsGY2N+bnZS2SRnE4c02YULnM4USqq9nGNeoZLdnK2+/SO3++HP+R458yC+0pIHG0/MmebXbJztvuMgvtnswHZOc5xbMe2D9PvMv304s1z0vECXyQXdPw+2TmboebiFkCnuk/udorc7iCKAsfOclDM6+OMczzY7CVzzMOdZfEVuCVXXmatrmhuylp9uNy94yKkBAIImkZmD11oFAwoGAhSPNBtNKqSKuBG15sY+/YntnRxj2M6lNg/CJKEc9Zsir1MPaefvUdB2w90HJKdMeZRBcuqlSqc0q5d+eyijXO2j6/zwh8za4exdEeMgoEqQ1XewkgfQx316fy4Dyc4ZnXr+t2h/0ATpiIfeSec7OyxoOxwSvTpW9jKb8gwU68FCD8ckBwOTEOGFSwz9OmLtIfupYcSNtFKbRELs1Hm4YgFFv4WxBYx0zEdgcL94Sz3adiknrlg2ewiAwcVnuP2H2AsGoi2RIkSvUOPBZaVK1dy4okn8re//Y2HH36YcDhrkfDGG2/wwAMP7PUKHiqIBiOeM87BPGpMznbJ5ab6xh+jeIur2QcKYy1jONl5AgICm1JbAD3rBrTDIGESTNxY9SO8BdT5oeZBnO0+PWd/o2Dg22WX8XZoLo3pJk53zUFExK8G2OJdwCkXmtkxO5qiCHzt+xY+Mb5JSk+hCArfL7+cSkM5NYZqvll2aY4li4zMd8q+QbWy9+1ZfeUKV15TicHQeT+iCGee62bQ4N0PHlri0GFJbDl9jX16dExzUxpJ3J6SvBcwtO55BqF2LLqdiBAoWNb+gdO6r92E+g1A9bflBEwtcWCjlJVTccUPci1VRBHPORdg6Nf97FsHI1bJynfLv5GXZaxSqeDGqmtwya5unWeEeRhnuE5haXw5tYZqjrJNyim3iVZuqb6eT0Of52yvVqq4quK7zA1+kLN9onU8p7hP3GtxyzxemZt+XIPdnjvtnDzFyqzZzmz65h7gcMr84Loqqmty69enn4HvXlWBrfRBudtINjsV370KQ59+OduVqmqqfnBdKb7VDlQYKrim4iqqdppjDjD24/Kyb6DqGexirkA8yTqecrmcqyuuyLFUERG5wHMOA3qQcbAdj1fhO1dVUNsnV3SsqTVwxQ8qShl9SpTYx/R4if3nP/85Z511FjfddBPjxo3r2D5jxgxuuOGGvVq5Qw3Z7aHyiqvJBAOkmxqRHA5kjxfFc+CLK5D17T7PcxZzHCcRiiWRRZEj3ZM4w3UKATWIIsjYJTtOyUEyJqCKak6QV7tk5zT3yUy3T2NbahtkoMZSjUEwMMw0BAERs2BktvM4gpEkoijgnG1j1jHlhIIqggB2h4hiTTEyeiZnWs/EYtexSBbSejat7bH2aYyzjGFbqh4BgSpDJU7JkWe9ElNj6IC1QDrq7mI0iowdb+G+B/rQ2JAmk9apqjHgdEpouk40omKxit0KbpqIq6gqmC0iolgy5TwUCGZCbE1vY5J1fI+Oa2rK4HTJSL3UDowtLahGI5pxzy26LLqVYBGBxd4usLRkqKred8EmDXV9QJKILVuCobpmn123xO4jmkxYx0+iz6DBpBsb0TMZDFXVSA4n4h5kujpY8Ck+bqq6Fr8aoCXdglt245HduHchriT0BM4KF7quIwkSc1wncoJzJptSWzjDdSpnu89gW6oeq2ShTPbhk71UlVVysvsEWjKtuGQXZsFEWA1zfeXVpEmT1FJ4ZTdiyoQeF1AtKqkkaDpYrZ3jeSajEQ6ryJKA3bHrqaQoCvQbYOTeX9SRSumk0zoWq4jRIHZ7dV3TIB5XUWQBo0mkvELhpttr8Psz+NsyeL0KLreEcxfWMLGYCjpYrCURphiKr4zq629BDfhJt7Yiuz3IbvdhmZp5RzJ6hoSWQBGUjnllrbGGW6quI6mniGtxrJIFBZkKQwWarvGLunuJqFFSegqH5MAimbFJNiZK4/l/fYYSiiXQNB2X3YRVtOzSbbAYlVUGrrmxikRSJR7VsFhEDCaRsrLO8TeZ0EhndMxmMU/UjER0yssHFrT+jEZVBPL7jKrqxOMasizs0k1pR5JJjXRax2QSkeXSnLfEoUePBZYlS5Zw77335m2vqKjISalcojCS3Y5kt2OsrdvfVdktYm0K8z9N8vknKkaTzglzFEy1fp5I/geP7OVs6WI+nx/is4+iGAwis+c4GTjI1DHhMYtmzAYzZZKX1atXow+EjyKf8HHkc5ySg/Ply1i7SOCj9zVsdpFzLjCwbnWMee+HkSSYebyT8kqZZx4Poqo6xxzrYODwDI+qfyamxTnBOZMR5uGMtY4pWP+2jJ9l8RW8FZyLjs4sxwzGmEfhUXZv0qAoIr4yEV9ZdnUgGMiwdHGMN18Lkk5pHDXNzviJ1qKrB8FAhvXrErzxSpBkUmPSUTYmH2nDW1ZabTjYWZHIBu7ssQVLYxpnL5q3d2QQ6kFWo2JYdTubxfUFyxRZxGKV9mmqZgDRYMBQU0ds2WJcJ5y0T69dYvcRDQZEXzmKLz+ez+GAU3bglB3068b7IpAJsCqxlndDHzDbPYt3Iu8xL/IxAgLHO2cy0jwcj5wd0/oYazuOS2kpwmqEt4Pv0ZhpxC25me6YRlpLsU2rZ27oA840nMf6TQLvvOInHtcYO97C0OFm3notyIjRFsZPtJBM6nz6cYSFX0QxGkVmneCg/0BTxzhYtN5+la1bUrzxapBISGXYCDPTZzkwWwREsfjHmabplJcN4fln/CxbEsfpkjj5NDc1tQZcbhmXW6b/gF0/Y39bhhXL4sx9K4iuw4xZDkaNMeP2lMbbQshOF7LThbHvoW1F1h0yeobmdAtvBueyMrEan+zhVPfJ1ChVpLQ0IS3MK4E3aEw3Umeo5WTXbCKZCJqgsy3dyEuBVwipEcZZxjDdMRWraCUYUFm9Et57I7vANvkYjXHjweTbvTomkxrxuMbrLwfZsjlFTZ2Bk05xdYgZ27akePUlP4E2leGjzMyY5aCsXKGtNcO6tQnmvhkildIYP0lj0pE2KioNtLWmWbwwxgfvZufgx812MnS4GadLoqU5w4fvh1i0IIbNLnHyaS7q+hqxd2F9G4uq1G9L8+qLflpbMgwaauK42U58ZUpJaClxSNFjgcVgMBCJ5KcC27BhAx7PnqfyK3Hg0tyU5md3bSHg74zev2JpnHFHGZl87jHUaf353c+yL812Vi6PM36ilW98pwzHTiniXAPc3F//647AuTdZ7uBP94doqM+6FPzwhkr+9LsG6rd1uhisXplg0BAT02c6ePgvTaxemWDgYBOXXPlNbk1cy6rEGgYbB3Jt1Q86JpjttGX8PFD/B9YlOz8IVyfW0tdQx83V1+KR96z9BgMZHvpLE4u/7MwWtW5tktdfDnDrXTV5IksomOHf/2zm8086gxGuX5vkjVcC3HZ3LWXlpUnfwczy+Eq8sqdbQSrb0XVobk4zcnTvBRE0tLSQdu4dH3oLNpLESZLASP6qm8MhFQ1U3ZsY+/Un8ulH6JkMglyKhVTi0CGQCfLnpodYGFvCNZVX8UTrf3MykqxKrGGgsT/XV/0wZwzUdI0V8dX8ov43OcFsjaIBi2Thef/L3Oa8gzee0PhsXmtH+VfrkjidIb5zVQV//E09VdVV/PXBRvxtO8wDlsUZP8nKxZf5ii4OBPwZXn3Jz5uvBjvPvT7Je++EuOWuGvr0LW5R11iv8rO7mkjEO1fWFy6IccY5bk6c4+qWJYq/LcPvH6jnq3Wd6cDXrk7Qp6+Ba26uxtODFNElDj82Jjdz99b7SOvZ+ej65Fd8Fv2CH1VcSUbP8GDTXzv2XZ/cwLzwx9xUdQ2bk1v5d9sTO5R9xWvBN/mZ85f84//8rFrW2R7XrUnwzqtRrrutgoqynlmxaJrOymVx/t+v6juyCW1Yn+Sj98Pcdnc1K5cl+O9TnYkhvlqf5O3Xg9x2dw2vvRLg4w86v+vWr00y980QN91ezf/7ZX3eHHzMWDMXXOLjvru2Et0hW9eSRTFOONmZjUFYwCotmdT4aF6Yf/+jJace776VfQcMHHToWyuWOHzocQyWWbNm8eCDD5JOd3a4bdu28etf/5rZs2fv1cqVOHBIpzReecGfI6608+UnSapDI1n2vpwjrrSzYH6UbVtz4zCoqLwXntchrow0jmDNJ8YOcWXIMBNfrU3mvNjbWbs6QTqtU1aRnRCtW5Ng6xqRMeaRQDYl88r4qrzjlsVX5Igr7WxMbWZBtEg6oB6weVMqR1xpp6U5w9y3QqhqrtllQ306R1xpx9+m8vrLAdLpUlq9g5llsRX0MfTMUi0YUEmndVyuXrJg0TQUfxuZvRB/BcBKVjwKCUUC3TolWlr2bQwWyMZh0ZNJEuvW7PNrlyjRm2xMbmZhbAkDjP1oSDUUTPe6LvkVy+Ircrb5MwH+r+lvOeKKgMA461ie97+MS3RiCPj4bF4873zBoMq890Kcc6GXD98P54gr7Sz4PEpTU/G+HgqqOeJKO7GYxhOPthAMFBZioxGVfz3cnCOutPP8f/0EA8XTNe/IimXxHHGlnU0bUyxeUDjjUokSAMFMkL80PdQhruyIJEj8vfmRvO0qKn9pehirnL9YYhEtrFkfzRFX2mmsT/PRvBCq2r123U7An+Fvf2osmKo5kdB59um2vO3JpM6/Hm6hoiLfhdfrk/l4XrjgHLyiysBT/2nNEVfaefPVIP62wn05GMjw+L9a8ran0zoP/bmJYHDfL8aUKNFb9FhgueWWW4jFYhx99NEkk0kuvfRSZs+ejdVq5dprr+2NOpY4AAiHVT7+sFiKZVg4TyPcVnwF6L23gzl+nX41wEeRTzt+H8FkFrzfOaCMPsLC/M/yLaXaWTA/wqgdVvk/fC/CdOmEjt9vBN8hpnZOFGNqjLeD7xY939uhdwlnit/frlBVnffezp88dtTv/RChUO6AOe+94tf76IMw4XDPBtgSBw4hNcTWdH2PBZampmxaY3cvraYqgQCiqpLeS0EKLdtTNYe6CHQb8Gfo4Vxxj1EqKhHNFmJLF+/bC5co0YtktAxvh94FYIxlFJ9Fvyi675vBd4iqnYJ/WA0TVHPHqCqlko3JrEAzw3kMn32UL66088VnUQYNNrHg8+JixIcfFB/TliwqftyKZXFiscILCtGIyuqViaLHrlpRvM7txGIqc98qPj6/+06ISLj0cVeiMBEttj2xQy4SEqqeIannCyUAbaofq5gvsIxSxvD528UHxU/ei9MWLHzOYoSCKpFwfh8qr1DYtDFVUHiB7ALlzoFxAUaPtfDpR4Xn4EOGmQsuJrazqIhguWVzquhcYNuWFNHSnLfEIUSPZ/F2u51//OMffPHFF6xcuZJYLMbIkSM5+uije6N+JQ4kush6qut6l+WalnV/2DHsg77DAQJC7gCwC1dMXcvdZ+fBQ9/+345V33HlrlD99zSpa1dZYXWdvOejacUP0HbxPEsc2KyMrwagr7FnAktzYwaTSSyaznRP6cwgtHdchGRkjJgJkr86BlmBRdez5vm+sn1ngi+IIsZ+/YktWYT3nAv22XVLlOhtOscxga5GrWyZvtPvXIQdziEioHcxJrUvkGhdDHR6F0aXXZy667GzeNEuz7vjSbq8hlYabkt0RVf9rOdHCrs4rqs+1mOErvslFK5M3py8BxQ9rtTJShxG9NiCpZ0JEyZw8cUX853vfKckrhwG2OwSk6fYipaPnSphcxd/i884zpGTHcclOTlyhzSSS/iccVM73SKWL4kzbqK16PnGT7SyfGnnytXRx1iZp77T8ft4x7E5GYKskoVZjhlFz3esYzp2qfj97QpJEpg+q/hH69HT7NgduW4f02YU33/KVHuvpekt0fusiK/CJblwSj0TMpoa07hcUk4q872JobUVTVHQTOa9dk6rbi/qItQerLe1ef+4CSU3foUa2X3LtBIlDiRkUea47ePY0tgyJnaRoWyWYwZWqXMMdUgO7GJuPKj6dAP9jH0BeC80j0lHF4/9NG6ija/WJxg/sfg4efQxxeNNjTmi+LmHjTBjLiIqW20Sg4YUj80wbMSu32UWq8T0mcXfxdNn2ktpnUsUxSbaqFGq87arqMiCjEEonCXPJTlJaPnWV8vSS5g4o/jn15HHmHE5e5blz+6UsFjzz9nUkKZvv+JZ/PoPMLJtayq/jktiTDqqcF9ftzrBqDHF+90R4wvP3WvrjBSLZV1ZpXQ7m1iJEgcD3RZYvvzyS+bOnZuz7bnnnmPWrFlMmTKFO+64g1Qqv5OWODQwGEROPdOTJxIAjBpvoMm1itHHqrjcBcrHmKmuzX3By8jMss/AJ2dTVC9JLmPY1HTHKveKZXGGDDV3xFnZkf4DjJgtIo3b47X07WekzzCBhfGsO0A/Qx9GWkbkHTfGPIq+BVw2qpUqJlnHdyudclf06Wtk+Mj8iaDbIzFrtjMvQnpVtcLY8fmTTodTYs5pbgyG3dY/S+xnlsdX0cdQu+sdd6KpMb3LFKN7QjbArXOvZBBqx6rbCQiFLVhMJhGjSaRlH2cSgqzAgq4TW750n1+7RIneop+xL8NNQ1mbXE+doabgh18fQx1jzKNytrllF98r/1aOeKuhsSS2lJOdJ9Cm+tE9fsZOzh/DbHaRGbMcPPN4K9Nm2HEUyHI2+ggLFZXFA7M7XBIzCixCGI0CF13qxeUufKzNJnHZt3wYjPnvrJNOdeHsZryqUUeYqeub/6FZVa0wbqJ1j8f/EocuTtnBFeXfQi5g9J/Uknzd97W87QICl5d9nbZ0/uJDUA0zZIiNgUPy26OvTOaYGU4UqWdig8sl860ryvOGdl0Ho0ng1DPzM2UqisCl3ypj65b8b7f6bSmmzbAXnINv2pTk/It9BS1tZ8xyFA0Y7XBJnHuRN2+7JMG3vlfeq3OfEiX2Nd1uzQ8++CCTJ09m5syZAKxatYof//jHnHXWWQwcOJCHHnqI8vJyrr766l6rbIn9S3mFwp0/reXD90PM/zSKySxy/Ml2HANDPJp4E5/i5bq7v86XH2b4cn4MRYHjT3QxdLgZV4EXZ2BdG7cPuokPI5/yaeRzXudZfnD7t1j+ucYnH0R56/UAP7i2khVL43z0QRhREjj2OAd1fQw8/mgL/QYYmTbDzsixRv6R/iP9jX053jGTsZYxeRmEADyKm5urr2VBdBFvh95F13VmOqYz0Toer7LnGbBcbpkrflDJ8mVx3notQCqlM2WqnaOm2gqmaXa6ZL7x3XJWr4jzxqtBEnGNSUdZmXqMA18pg9BBS0yLsym1mVOcJ/bouHRKJ+DPMGRY70XSN7S0kHHsHfegdqy6na3iBjQ0xAKavcMp0dJF8MveQnI4kMvKiS1ZhH3ylH1+/RIlegO37OKHld9jaXwFbwbncqnvQjantvJh5BMEYJbjWMZbj8C7U1Y8URAZZRnB/XX38IL/ZTalNlOtVHGEZTS6rjPENJgXQ89y/mWXMPloC++8EiMR1xgz3sKYIyy89VqQ0872UFWtcNvdNcx7L8SyxXEUg8CMWQ6GDjd3mabZ7VY44xw3Y8ZZePPVIOGQytARJo4/0UV5gY+4Hamqkbn93grenxtnxdJsmuY5p7vo29+EtRsZhAA8HoVrb65m0YIo774dAj1ruTJuohWPtzTeHq50V1gbYOrHL/rcyyv+1/kqtQm7aOMM9xz6GOtIainurrmVF/2v0phpok6p5TT3yfhkL4NNg+hn6sOLgVcJqWHGmkdzvHMm5YqF7/1IYsmSGB+8GSOT1pk0zcSRUxw9ziAEWSvqUWMs3H1fHS+/4GfL5hTVtQqnnu6mstpAdY2R4SPNvPqin0hEY+BgEyec6MRXrnDuhV5GjbHw7ltBkimd8ROtTJ1up6LSwC131DD/0wgfvh9GkgRmnuBk9BEWnC6Je3/eh7lvBli8MI7NLjLnNDf9BxqLWl+bTCIzZjoYOMjES89vT9M8xMhJp7gpKy+JKyUOLbrdoleuXMmPfvSjjt+vvPIKY8aM4ac//SkAlZWV/OEPfygJLAc4MTVOSA3RnGnFLBpxy27ckgtR6J61hM2ncszpImNnmZEkAatFwyZWcL16NZIgI8RNTD4KBgw0oSgCLo+EydrpeJnUkgTVIM3pVrRaHUmQONV5IjPsUxER8Shu+szROWa6E0EUMBgEHA6JEaPMCIKA1S4iy2xX6gWsNgGzSeQH4vcQELDLXbv5eGQPxztncqR1Ejo6dsm2V1euXG6Zo6fZGTPWgqbp2GxSjmtU3v4umclT7IwcbUHTwGIVkaTSStrBzOr4GnR06ow9s2Bpbk6jk7V46hV0HUNbK6Ga/BXvPcGKDQ2VCCEcuPLKnU6J5v3gIgRZK5bYkkXoul5aoS5xUJPRMrRkWvGrARJaggHGfowoH0YkFKG/vS9jLCORkTGIBupTDbSmW/HIHlyyE1nITvWMopF+xj5cUf4tEloSo2gEdJJaCrNoYqxlNGnS1E02M2KUhUwaJF2iqTHDrNlOysoVLFYJUU4zdbqdocPNGAwiLo+E3SkQCWcIhTT8bRlsNhGnW85ZXPF4FTxehUFDTKTTOnabiNG06/edKAo0t6zivIuOIJn0oChgNvf8PenxyMw83smkI63oZK1jSu+Fw4+0liagBmlJtyINVGhV23AJLgxicaFNFmSckoM5rhNpybRil2y4ZTc2yYZNAlmQuMR3AXEtiUU0Y5EsOCQ7uq7Tz9CXb/kuJa2nsUs2zKIFURAp85qZdayZcRMsaCo47Qbk7ZYrCS1BUA3Rkm5FFmS8O/XlQphMIm6PxDkXeIjHNMxmEbNFxGQSwQRlZTJnnuchGtHw+mQMRgFZFigrVygrVxg1xkw0Gqei0oqiZOvh9SnMnuPi6GPsCKKQ40pXXqFwzoU+Tj5dQ5bBYtl1n7TaJIYON9Onn5F0WsdsElBK1tolDkG6LbAEg0F8Pl/H788++4zp06d3/B49ejT19fV7t3Yl9irBTIhn/S/wRvDtjsB2TsnBDVU/YoCxH5LQ9csxlAnzSvB1XvC/0hFozyZaua7yaoaYB+Fvy/D+WxFeecHfESncYhX57g8qGDhUA2OauaH3eLL1WVSyO5hFMz+s+B4jzSM6BjdRFLA7ZKIRlffnhnjy362k09n6mkwCF17iY8WyOJ9+HMFoFPj298oZM86aHUS6ya6EmD2lp/7cJd/TQ4eVidVYRSteqWdWUU2NaQTA6eydlRw5GETMZPZaBqF2rHrWIiYotuHQXHnlTqfM+rUJVDVrCrwvMfYfSPTzT0ht3YKxtmcBh0uUOFBIa2nWJtfz/xoeJKiGgKwLwgmOmRxjn8oPNt/AWe7TiGlxXg280TG+WkULP6q4kuHmoSg7fDwaReN2cSWLSexcMTeTja1gViSWrYzx1we3dqRIlmW44bZqliyK8eqLAbTtYdesVpErr6lk+ZIYL78Q6DhXRZXCtTdWUVmd6wqxu+84WRYwGvf8JWKzl1bLD1fiWpwvogv5W9M/SOpZ1xhFUPiW71KOtE3EIhWOFeTP+Hmo+V/Mj37Zsa1CKeeWqusQBZEH6v/AptTmjrLhpqFcVfFdImqEX9T/Fr8aALL99ljHMVzgOQeXnB2L3fbceCZhNcLbwXd5uu1/HX3ZIlr4YcX3GWEeVlQIamlO83+/a2D92s4MRP0HGvnh9ZWEgip/+E0DLc2d7roTj7RywcU+yrZbTDucIuu/WkNV9dic8wpCdk5eCFnOLoL2FLNZxLz3QsGVKHHA0e0vUp/Px5Yt2TRlqVSK5cuXM3bs2I7yaDSKopTMLA9UdF3nk8hnvB58KyebQFAN8dOtv6Q1UziGwo4siS/jOf9LOdl4IlqU+7b9mlA6zPpVaV78nz8nDVssqvGHX9cTbIV1ifX8p/XpjgEDsoPdr+p/R3OmOe96mzcl+fc/WjrEFYBEQueRh5qZcowdRRFIJnX+9PtGmhv3zwp5iRI7szK+mjpDTY9XRpsbMzicUq9ZMBlbshmE9raLkAkLEnLRTEJOt4SmZTMJ7WuMdX0QFIXYkoX7/NolSuwtmjOt/HzbAx3iCmSzAr0Reoel8eVMtI7DKTl4KfBqzvga1WL8ov63tGRae3zNluY0f3igoUNcAaioNLBlU4qXn+8UVwCiUY3f/mIbQ0eYc2JANNaneeDn2/D7SymQSxwYNKSb+GPjXzrEFYC0nuYvzQ+zNV14kTippXim7fkccQWgMd3E8vhKflP/xxxxBWBFYhUPNf+LT6PzO8QVyPbbuaH3eS/0AapeOC3x6sRanmh7Jqcvx7QYv6r/f7RkWgoeEwmr/O3/GnPEFYCv1iXZtDHFAz+vzxFXAOZ/GuWNVwPEYqX+WaLE3qbbAsv06dN54IEHmD9/Pr/5zW8wmUxMmDCho3zVqlXU1ZVWCA9U/GqA//lfLFiW1JMsj6/s8vhAJsgzbc8VLMuQIeSHl54rnElEVeHjeWHqUw0FyzU05obeR9shl1wspvLCs4XPp+vw+SeRjgCxug6vvxogk9lVLroSJXqXtJ5mXfIr6nYjwG1DQwqXuxcD3La2oMkyqqV4No/dQSBrxRIsEui2PQhly35wExJkGUNdX2KLF+7za5cosbdYEluW80G4I28E32a24zjeCL5TsFxF5YPwRz26nqrqvPNGKC/d6rQZdt5+I1jwmEwGVi2P52X8aW7K0LYfglyXKLEzKS3FS/5XipY/3/ZSwaw/QTXIe6F5BY9xyS42pjYVLPsytohBpoEFy14IvEogk9+XwmqYZ9r+V/AYFZX3wx8WLAuFVFatyK+73S4SCqqEgoXFnPfeCREMlObOJUrsbbotsPzoRz9CkiQuueQSnnrqKX76059iMHSaff73v/9l2rRpvVLJEnuOqqsE1MITI4Atya27PL45XVg5BxA0ucs4C/Xb0hj04oG7tqS25aj5qZROcxeBMZubcrOtNGxLk0rqRfcvUWJf8FViI2k93eMMQrqebdPuAlm49haG1pase1AvxByw6jYCQuFVcpNRxGwW94vAAmAcMJD46pVo8fiudy5R4gBka7r4+OxXAxhFA00FrEDb2ZTaUnS1vBDptM62bfmCjtMl562C70hLc6ZgVp+21pKFaYn9T0pPUZ9uLFrekGkkVUDITGopMuS3e0VQiKmxLq+Z1gu3/agWLXjOtJ6hqYu59qbkFjJa/nGJeGGRxO6Uae1C4EwldVKp0ty5RIm9TbcFFo/Hw2OPPcbnn3/O559/zgknnJBT/rvf/Y6rrrpqr1ewxN5BEWQq5LKi5YNMA7o+XpSpNXQRHFPOUFNrLFrcf6CRmBAtWj7ENCgneJfJKFLbJz+FXTu1dYYcQWfAQCPGHsRgKVGiN1iVWI1BMFCpVPTouGBAJZXSe9eCpbmFjHPvuge1Y9MdBIS2HPfDHXG6ZJoa988qtmnAIFBVYiuW7ZfrlyixpwwyFh+fK5RyolqMOkNN0X2GmQbvMsbajhgMAgMG5i+ItDSnqa4tPi7X1Blobsrv52UVJffxEvsfk2BigLFf0fL+hn4Yhfx2bxKNGIX8+W1aT2OVrEXPJyIWDUrrllwoQn6/MAiGLvvyUPNgZDH/nBarWHDtJODPdJk+3WoVMRhKgZ5LlNjb9PiL1G63IxWIVOhyuXIsWkocWLhkFxd4zy1Y5pDsRc0YO/dxcJHvvIJlFtGC3QVnnZefGhmygWknTLYy1DSoYLlRMDDVdlROzAqTWeSMczwFBwxZhnETrCxZGOv4PfMEZyn7Ton9zsr4amoMVd3OytVOY2N21czt6SWBRdezFizOvRvgth0rDjKkiFFYRHW6JJqbCrs49Day24Ps9hBb/OWudy5R4gBkiGkwdtFesOwU14m84H+Zk5wnFCw3CSYm2yYULCuGKAocc2w2ztmOvD83xIlzCr9DzGaRPv2MbPwqNwZE3/4G3L0oHJco0V1kUeZk12wk8r9hREROc8/BKOZ/x7gkJ6e4Tix4zuZ0M6PMIwqWHWM/mlWxNQXLzvecjVty5W23SVYuLDJXNwpGjrJNKljmcEpMmJwv9sSiGharSHkRkfPEU114faUkCyVK7G1KS/6HEaPNI/m672LMOyj0fQ19uKvmVnyKd5fHDzIO4Hvl38YqdsZwqFGquavmFlyyk8pakW9dUYbV1tmsKqsUbritGl+ZRJ2xlh9VXJkzUaxUKrij5paC16+sMvDDGypxOjtf/r4yme9dXcnLL2SD7Hl9Mjf+uAZfWWkCV2L/ous6qxJrqFWKrz4Vo7kxjdkkYjL3jkgoh7IZhDJ7OYNQO7b2TEJCYdNml1si4Ff3mymyccAgoou+RN85qESJEgcBlYYKbq+5kT6Gzjh3ZsHEpd4LGWgYwJbUNpbHV/IN3yXYxM6PrCqlkjtrbsEn+wqdtkt8ZQo331FNWXnn2JpK6ZSVy3zjO2VYrJ3jfFW1wk23V7N1SzInU9ioMWauvq4qx523RIn9Sblcxm3VN+CVO7P8uSUXN1ddS4VS2MpbERVOdB7Hqa6TkHdIvjrSPJzx1rF8v/xyJlrGI5Adv0VEZtqnc6H3XGY5p+dYzRgFI1/zns9E27iigfD7GGr5YcX3sYud2S6rlIrtfbnwXN1ikbj462UcNdXWsTApCDB5io2+/Yxce1NVTnwkRRGYc5qLo6fZMBhKAkuJEnub0qh3GGGXbZzgnMlE6zgiWgQFBYdkxyF37TaQ0BJE1RiiIDDVdhSjzCMIaxFkJOySHbNowp8JIDoEJk+1MmR4DZGwhiwJmG0CFeXtppUyR9omMsQ0kJAaIZNK4zV7sWlOgn4VAQ2HU+6wRDGZRI4YZ+Wu+4xEwhqCADa7iChCeYUv+9shHfSrY6qqEwqq6LqOxSr1KN10iQOHbel6Ilq0x/FXABoa0rg8cscEbW9j2J5BqLcsWMxYEZHwC21U6/3yyl07BLqtrtn3lo7GgYOIfvEZqS2bkat7LoCVKNFbRNUoCS2JJEgdaVsL0dfYh5uqriGiRkiRxiO5AIFYNMbPau8irEVQkBlbO4a4HkdCwiHZO84ZUaMku3GddmRZYNAQMz++p5ZwWEXTwG6XcLkl6vobGTbClB3nFQGLTaC8zEh1rYFJR9qJxVSMRhGHQ8Jqy/1403WdYEBF03RMJhGL9cD4uIvHVeIxDVEUcDglRLFkEXsooogKIy3D+WnNncS0GJquYZNsuGRnl5n/nLKT8zxnM9t5HBk9g4CAS3JhlrKixZUVlxNUQyS0BGbJgktydKQ/v63qRsJBDU0DoxmcFlNO2vSdsUgWjrJNYqhpMCEtvL0v23DJri7vze2R+frlZZx1nod4XMNszvZBs0XC5Ybv/7CCaFQjmdSwWSWcLhGLtffmz+FwhnRKz6Zy3s3U7CVKHKyUWvxhhizIlCk+ytj1ilZGz9CYbuLptudYFF2MSTQx23kcMxzT6G/si6ZrNKQbebTlcRbEFjHI0J8LfOfyKm+wQFqEUTBwnHQsszIzOlYLREHEq3hxiS5WrF1J2mfl0eea+eKzKJIsMH2mnVknOPH6soOPKAp4vAqenUR7p2tvP5n9g78tzfvvhpj7ZohEQuOIsVbOPM9DeYVScnk6yFgVX4OAQE1XsYqK0NSQpraL2AZ7irGldzIItSMibI/DUtiCxemSEYTsfe4XgaWubzZd86IvcZQElhIHAEk1yZb0Nv7T+hRrE+txyy5Od81hgnUsziICiE/x4lO8tKZbeTM0l7mh90nrGSYlx3Om+zQqlLI898SElmBzaiuPtzzNuuRXeGQ3Z7pPZaxlDM5dLK4AuNxyXmwok0GiskqCqtx9jUaR8goRKPzxGAhkmP9JhNdeDhAOqQwdbuacC71U1ygoyv5ZWMhkdBrrUzz7VCvLlsSxWCWOP8nJ0dPsvRoTq8T+ozndwiuB15kX/hgNnan2IznVdTLlRSxYAMKZMFvS23iy9b98ldyIR3ZziutExlrG4FO8WCQLFil/fA34M3z+aZrXt7f5YSPMnHOhgcoqDYOheJvPzpU9ePEU3acQZrOE2VxYtPT6FLw9N2brMbGYysavkjz9eCtbN6fwlSmceZ6HYSPM2O0HhqBaokRvUxo9ShSlId3IbZvv6YiqHlcTPNn2X76Ifsn1VT8krsW5dfPdJPUkBsHAaZ45/HTrL0no2VRxceL81/8886MLuLn6OjxybowWp6Mv9/x4C7FoZ/Tzl58PMP+zKDffXo3He2gHxvO3ZfjdrxrYsIPP+qcfR1i4IMpd99Xtlw/RErvPysRqKpVyjGLxYM+FiMc1QiEVl6cXMwi1bI+/0gsZhNqx6Q78RTIJSZKAwyHRVCAA5r5AkGWM/QYQXfgFjpNP3S91KFFiR9Yk1/Gzbb/qCAzdkG7kr83/YHp8KpeVXYRNshU8rjXdxs+2/Zpt6fqObe+F5/F5dAH31d5FpSE3wPaK+Gp+Wf/bjuvUpxv4U9PfOd5xLBd5z+sySOfeJBTK8Mjfmvjyi86sK4sXxli6OMaP76ll4ODiWQZ7k/qtKe69fQvpdPb5JBIZnnqslUULolz5o8qSe9MhRku6lbu33kdrpq1j2xvBd/gs8gU/qb2DMqWwArEysZrfNPwxpx/9vfkRjrUfwwXec3AXsC4JBTP8469NLPqys80v+jLb5m+7p5aBg/ZPm+9NVFVn4Rcx/vpgZ7amrVtSPPjbBs48181Jp7pLVtolDgtKrbxEQWJqnCdanimYsm5tcj2bU1t4OfA6ST0rDhxtO5K5ofc7xJUd2ZjazPrEhpxtmYzOO29Ec8SVdhrr06xakX+eQ43NG5M54ko7yaTOc8+0kUgUTrtX4sBkVXwNtbvhHtTUkM2G1WsBbgFDS3OvxV9px6Y7CQit6BRuty63TGP9/gl0C2AcOJjEujWo4fB+q0OJEgCBTICHmh8pmHXr/ciH+DPBoseuSqzJEVfaiWkxXgq8Rkrr7GNtGT8PN/+r4HXeCr1LUA3t5h30nLaWTI640o6mwb8ebiYc6n4a6b1FNKry+KMtHeLKjqxakaChoZRe+lBC0zU+jczPEVfaCahBPgh/VDCdeWOqiUda/lOwH70b/oCwGil4vdaWTI640o6qwmP/bCYc3vdtvrcJ+DM89kjhlPEv/s9PKHjo3XOJEoUoCSwlChLX4nwZW1y0/JPIZ0TVzowhg02DWBxbWnT/D8IfoumdH17RqM6iL+NF9/9oXphU8tAWGD7+sPiH3sIFUWLR0kB0sBDIBGjMNHWZXrEYjQ1pFFnA7uglCxZdx9Da2mvxV9qx40AlTYTC7drtkWlqSrO/4syaBg4CXSe2ZOH+qUCJEtuJaXHq041Fy9ck1hbcntbSzAt/XPS4+dEFRLTOcTmmxWjOFHbbA1if3NiN2u4dli8rPt5v/CpJPL7vx/tEXGP50uL1+vLzwh/OJQ5OYlqcjyOfFi3feV6743EtmcLWmQDrk18V3L5sSb640nHM2iTx2KE3x41ENKKRwvelqtk4bCVKHA6UBJYSBRGgS1cHi2jJcTfI6GkMQnGXFotkyQngKQpgMBR3VzCZBMRD3FXTYine/YxGscuAayUOLFYlsqkY63YnwG19CpdbRuylv7cSCCBmMr0usNj07Pn9YuHVK7dHJpPW8bftHzchyWZHqa4htvCL/XL9EiXaEQukid0Rs1jYdUAUxKJlkB2zxR3G2ULpaHOuI/TMnXFP6MotQBSz//Y1gkBeKuodMVtLU+RDCRERQ4E0zO0YRSOikN9npALbdqRYnzSZi7cfSdo/bb63kXYxb1e6mPeXKHEocQh27xJ7A4fsYJZ9RtHyafajqdshHe386JdMtU8puv9xjmNzBAObXeDY44r7fh93ogtZPrSb5zHHFg8wOPN4Bw7nIa4wHUKsjK/BJblwSPZd77wTDfVp3L0cfwUg7epdgcWIGQUjfgqvmLffY2P9/lvBMg0aQnzJYsjsH5GnRAkAu2RllHlEwTIJiQHG/oXLBIkTnLOKnne24zgcUue4YpNsDDUNLrivIijUGXsuCO8uI0aZi4aAmjjZhm0/BL+02yWmHVv8nT1xUuE4OCUOTiySmTnOE4uWn+ycja1ATCKbaGWIaVDBYxRBKbqwMmp08aDyk46yHZIBX+12iarqwvETLVYRTy+6QpcocSBxaH/BlthtZEHmZNcJ1Cr5Lg9nu0+nTPYy03kMfQ11ACyNL2eYaTD9DH3y9j/ZeQIVcm50dkEQGHWEzOCh+Stox8y0U11zaAe4BfCVKcw53ZW3va6PgWOPc5ayCB1ErEys3i33oFQqa9HR2/FXNIMBzWTutWtA1urNrjtpEwpbsBiNIjarRMN+jMNiGjQEPZVE3rJpv9WhRAmrZOXbZZfhlHJFTwGB71dc3mUa5RpDFcc7js3bPsg4gCn2yTlZhOySje+WfxO7mCsiCAhcVfFd3JJrj+6jJ7jcMpd+Kz9Li8crc+7XvPsl8KViEDn1DDcVlfnzjXMv9PTqe7nE/mGQaQCTrBPyto+zjGG4eWjBYzyKm8vLvo5dzBXcBASuKP8WLqlwfy3W5r0+mXMu8GI8BIO9Ol0y37u6EpM5d/4qSXDVNZWlzFwlDhtKLb1EUbyKh9tqrmddYgMfRT7BLtqY6ZhOmVKGVbJixcrNVdexMbmJFYnVbE3Vc3Xl92hINTIv8glm0cQsxwwq5HLscv5KUHPLV1z5o1Fs3Zzig/fCGI0C02c5qKgw9F48igMIm11izmluJh1l4/13QkSjGlOm2ejX31Sa2B1EJLQEG5ObONl5Qo+PbWxIo5P9yOgtjM3NvZ5BqB2b7qRNbIIi4YPc3v0rsMi+MiS3B2Xdmv1WhxIlAKoMlfys9g6WxlfwZXQxFUoZ0+1T8SneLt1z7ZKd873nMMNxDHND75FQk0x3TKWvsU/BTCY1hmruq7uLxbGlLI4to0qpYIZjGl7ZgyLuu4UMk0lkylQbQ4aa+ODdEG2tGcZPsjFkmAmvb/8tqHh9CjffUc26tQk++ziC0ylxzEwnvjIZi/XQn4ccbrhkJ5eXXcYc12zmBt9HR+dYxzHUGKq7FDb7GOu4t/Z2FsWWsiK+ijLFyzH2qfhkT8H0zJB1EZoyzcbQYZ1tfsLkbJs/ULNkms17vhBT19fAT37Rh4VfRFm1Mk5dXyNHTrHh9cmlhcMShw2lr7iDnGAgQ3NTmlUr47hcMkOGmXG5JRQlq4wHM0GaMi2siK/CKTkYZh6CW3Jj6ObESkKmQiljqu0oFMGASTThzwSYG3ofq2hhlD4et38o7mV9MJtF5JFmRroqGVdxRM5KWiE0TcPhFHF7rIwcYykYc6QtFCfk11myJIIsC4wabcPhFHDaupfeLhpRCQRUlm8PNjZitBmXW8Z6gEycbHYJm12i/wATmqYjiqXB52BjTWIdGhq1u2HB0lCfQpLoVXcwQ3MTabd71zvuBRy6i02sIU0ShfyPRLdHZuXyOLq+T/SePARBwDR4KOnFC9E1bdcO4yVK7IKUlsav+lkZX01QDTHcNIQypazLj7V2fIqPY5VjmG6fusvxMqklCahBlsdWYpUsVCmVTLJOIJ1J45W8yF3EiShTfBznPJaZjukE2lS2LE+xYFOE6hoDffoa8XjlguNvTI0RUIMsjS1ncGosQtTK0kUxRElg9BEW7HYRl7v7H4pmi0RtH4mLLivLGe9iMZWgX2XZ0hhqBkaOyY7TNtu+6Z8er4LHqzBhkq00Bh8GOGUnTtnJEMMgNmzYQL+yfkjbx4KWdCttmTaWxJdn57jmkbgkJzbZSpWhkipDJSc4ZiLtECRQ13VaMq1sTG5iW6qevsY+1Bpq8CoeLBYJS4E2D7n9K62nGWUZiUdyF1yQ3JGAP0NTY5o1q+N4PAqDhmQX5WRZoLU1zZaNKTZvSlLbx0hdHwNen0Imk7WWXbcmQWtrmkGDzVRUKrjcMom4RiCQYcWyONFIGVZzGo+X3V7oFEWBsnKFE052cdyJzlKfKnFYsl8Flr/85S+88cYbrF+/HpPJxLhx47jhhhsYMGBA0WOeffZZbr311pxtBoOBJUuW9HZ1Dzja2jL88Tf1rF/bmepXkuCHN1QxfKSZiBjkdw1/YlVidWc5EtdUXsURllFdBvsC8GcC/Lnp7yzaITuQgMClvovYkNzIOO1oHv23nyULOlekBQG+8Z0yJk+x0xMhvNDkrsUf59mn/Hw0tzMS+5MEOe08O7Nm67jtXV8gHFJ5+QU/r70UyNl+4hwnp57lOeD8X0uD0MHJyvhqLKKZMtnX42Mb6tO43TJSb/3tVRWD30+sX+YRFS4AAQAASURBVOGYDnsbOy4A2oQWKvR8wcnrU0ilYrS1ZvD69s/wYxw8lOhnH5NYvRLbyNH7pQ4lDg1SWorFsWX8tuGPqDuYbQ01DuZHlVfiUbonbHZHXPkytpjfN/yJE5wzsYk2ftvwYE7a2Km2o7jUd1GXwk5jfYZf/GQrAX9nXW12kZvvqKGuT64gGlWjvBmayxOtz3CX7T7mPp/h/blbOsqfeqyVOae7OP5E526txrePd5GwyluvB3juGX9O+czjHZx1ngeHc9+9J0pj8OFHIBDo+P/mdAt/bfoHS+LLOrYJCFxe9g0mW8djl7OudtJOGRg2pTbzk62/yMng5ZU93F59E1WGyo5tO7avHftXB60wwz6Nr3nPw1mkH7e2pPndr+rZtLFz3q0oAjf8uBqbTeKXP9lKcIdUyA6nxG131+Bvy/Cbn9fnpCSv62PghzdUsWxJjEf+3tyR4e+ZJ4JMmGzlsm+V4XTtWf8r9akShyv71QHws88+4+KLL+app57iH//4B5lMhm9/+9vEYsVTmwHYbDbmzZvX8W/u3Ln7qMYHDumUxkvP+XPEFcimQfv9r+sJ+DO8GngjR1wBUFH5bcMfacvkTmZ2RtM1Pgh/mCOuAOjoPNryOLMdx9Gy0JsjrgDoOvzjr820tex5IMs1qxM54ko7Lz4dpnHbroNUbt6UzBNXAF5/JcimDcn8A0qU2A1WxFdRZ6jdraxP9VtTveoeZGhtRdA00i5Xr11jR2y6HQGpaBwWrzc7Ma3ftv/chJSqajSzhdgXn++3OpQ4NPBnAvym4Q854grAquQaXgm8TlrbOwGd2zJ+ftfwfyiCzCjzSP7rfz5HXAH4MPIJi3car3ckFMzw4P9ryBFXACJhjd/9Kjtn2JH6dCNPtD7DcNNQQl/ZeH9ufvr1V14I0LCHQavrt6XyxBWAuW+FWLcmsUfnLlGiu6iaygfhj3LEFcjOef/e/E/8aqDgcW0ZP7+s/3854gpAa6aNPzT+mZCa32+gs3/tzHvheSyPryp4TDKp8ezTbTniCkA6rbN5Y5I//qY+R1wBCAVVmhrT/PaXueIKwOZNKZ59spWv1iU7xJV2vvgsyoL5+SmrS5Qo0T32qwXLQw89lPP75z//OVOmTGHZsmVMmjSp6HGCIFBWlh84qieoapEgAT08fk/Ps7sEgyofzA0VLFNVWLkixtIBKwqWa2gsji2lTCq+4h7QgrwceKNgmY5OIiTxwSvFJ1YfvBfmvIuKN69dPb9gJMWbL0aKHv/2a2H69jNikAtboSSTOq+8UFxEeuVFP/0HGDCaDk51fX+3v+4i9dAF40C5n+4+34yeYU1yHdNtU9E0rUfXSCazJruDhxrR9J4d212U5sbstRwO9J1nUO20b9d19rwWAnbdQSuNBe9JUsDhkNi2JcmIUd1z89vb6LpOprqGyPxP8Vx0KcKhmCtzO8XacU/7ZaFzHMjsq/fj4thStCK95s3QXE5ynYBbd+3xdRZEF6Kjc4RlDJ9Hi6cZfyHwCmPMI/OC2gKEQipbNhUWNluaMwSDGeyO7Hio6iqvBd4EYI50Nq+/WniuAfDW60H69d+9sTSd1nn95UDR8pdfCDBoqBGjMfuOOpja4O6gqmqvjpkHy7xhX7Hj8/AT4I3g2wX309GZF/6EC+TqvLJAJkhrpq3gceuTGwhmQljJjdGyY/8qxAuBlxlpHoZVyM1oFAqqfDKvsGDj9SrUb8ufk7s9Es1NGVLJwuP/Z59E+P4PK3nvnfw+/uqLAcZNsGB3HLpjZFfs2D52Z8wscXhzQMVgCYezLw6ns2vf5VgsxsyZM9E0jREjRnDdddcxeHDhVITF2FsuRfvLNcnrGZSnRu+Ivy2DNLD4C6E51cratWuJRAqLGL6BZYTU4pMqQZcIh4pbkbS2pNmwYSOBQNeWMsWeX3n1AMKh4pOAUECjzR+kYWvhbCAuZxWhLo4PB1Xq65sIBOu7rN+BzoHuGjdhQn60/q440O5nV/XZKtWTtqURGmGttrZH525pFtExk860sXVr7wgsA9d/RdJkojlUvC931Ke1da9cU3YaaZS3snXr1oLlJrOB9etTrF1b2MplXyDW1KGtW8PSV19Granbb/XYV+zcjnvaLwud42CgN+tss9lodhdOSQ6Q1JOEo2E2rtuwR9ex2+00O7PXsYhmAmqw6L5hNUxb0M+6jevy62vpeo4UCSdZuDC7eu8scxKQAgAYNXPXY3FQpc0fprFx/a5uJQ+ns5xAoLgwEw6pNDe14g9k3yUHYxvsKftizDwcnmNPWLJkCVUjqotamwD4VT9NTU1s27atY5sgCAhdzLMBIokIC9cuzNm2Y/8qREgN09LWwprNucHY3a5BFNPGMmrh7wGzWeyy/6oqedYr7UTCKoFAiHXrNxQ9/nBgyZIluzVmlji8OWAEFk3TuO+++xg/fjxDhgwpul///v257777GDp0KOFwmIcffpgLL7yQl19+mcrKyqLH7czo0aP3SJFUVZUlS5bs8Xl2l1BIo7JKKWqeO3S4mQVd+HWPsY1kkHdQ0fKYFmNoZDArd3Ixakc0Zhg8zMiyxYVNeMdPtNKvXznQt2D5rp5fIpVh8Mg4zU2FRZwRYw2Ue91UlnkKlmsajBrjZ9OGwit2I8dYqOvjpp9UUbD8QGd/t7/e4kC5n+4+382BbRgCBib1n7DLOAo709YcQZYjDB5cRQ8P7Tbejz5C83jw+bqID6PrtLS24vN690rk2YQYYqW0iMqaSiTyn108mmTB51H69hmIYtj3FmSaprFe1xEdDqr8LfhOOW2f12FfsTffEwdK3+wO++r9mE6qvBB6pWBZnaEWt9VNn7F7LuDFEgleC7/FptRmJlrHszC2uOB+w81DqXRV0tfdJ6+stUVFliFTYEgVBPCVmfGVjQWyVl7jwmNZGl/BFnkdQ4ePoLGh8FxjxEgzFRUOqqrG9vi+dB2OGBdk7erC84gRo8zU1HiorfMckuPdzuyOZUlPnsmhOm/YXXZ8HhEhyhDToKJz3iMsoym3lFNeXp6zvUltRkDIc9kDMAgGvGYPQ8bmzrV37F+FGGkeTpWnir7e3PlzKKjh9cm0tuR3YkUWkCTyBJiWlgy1dcXjLXq8MrFo4XY3eJiJsnIndX3GFj3+UGbH9lGiRE85YASWe+65hzVr1vCf//yny/3GjRvHuHHjcn7PmTOHJ554gmuuuabb15Mkaa8MMHvrPD3F7Za46DIfv/1FvgVGn34GKiuNnGc8i59u+2VeeZ2hhlpDTZf1tkt2LvFdyB1bfpI3cJTLZcQMAY4/r4YVS7Nixo54vNlsRt15LsWen9UsMedUN5/Pi+dZ6lhtIkceZUdRijdfSYJjj3PyzptBEvHc400mgZnHOzEYDv4Jxv5qf73FgXY/u6rPiuRq6gw1yFLPX6X19Rm8XhlJ6j3zW1NzE7G+/RC7EE46uq8gdLlfd3HgRkcjKLbi0/NF77JyBV2HxoYMffoVT0fbqwgCpqEjiM7/lPJLvolwALW53mBv9KsDrW92h96uc42hmjpDLZtTW/LKLvNdhEvZdSah7tDHWEeVUsn65AbO9pyBU3IS3MmSRULiHPcZWOTCwd9dboE5p7t54dl8q9Jjj3fgcOY+q0m2CTznf4mnwk9y75zf8slHkTw3A6tV5OjpdhRl95/xUVPtvPZSgGg0dyJhMAiceIoLo0nuEB4OxjbY2+zOMyk9x1wkScIjubnIey53b70/b85bJvsYbBxY8Jk5cTDTfgzvhN/PKzvDfQou2ZUXFBc6+1dYy7WaUQSFM9ynYC7Qj90eiYsu9fHH3zbklW3ckOCEk115cQdTSR2DQWDIcBOrV+QLmed/zcuHH+RbuEoSnHOBF6v1gPlM3G+U+kqJ3eGAcKy79957effdd3nkkUd6ZIUCoCgKw4cPZ9Omwq4ihzKDh5q49uYqKqqyEfwVRWDGcXauubEKl1tmoKk/t1XdQLVSBYCMzLH2Y7i56jrcsmuX568z1HBnzS30MdQC2Qnc0bYjuaL8Wzzc/C/eMjzDj+5w06dfVh0XRZh4lJVb7qzB6+t5VoGdKatQuPXeSgYNzX6ECQKMGmvilnuqKC/b9YeZr0zm9ntrGT6yc6AaNsLM7T+pxVdWGjRK7BmqrrIyvpo+ht1bod62pXcD3EqxGHI0us8C3Lbj0J0IiLQIjQXLnS4JRRHYsnn/BboFMA8fgRYOE1tWMpcvsXu4ZRc3V13LTPt05O3rVdVKFbdW3cAgU/FsiD3FI7v5cfUNTLdP5bHmJ7my4nLGW45AICuIDjT2597a26lUiltkGgwix5/k5OJv+DrSr1qtIude5OHMczyYzbkfEeWKj3trf8wIy1BeEZ/k/7N333FSlPcDxz8zs73f7VXujt6bCEhRioAFCyoaNPb+M7aY2GPvEjUmxhKjUWONvWEXK6IgiAhIkV6ut93bve078/vj4GC53eMOrt/zfr3yiszszDwzt7Mz853n+X5vuC2XgYPr8iZJEgwbYebG2/PIyj6w37Bd1+mRo8z1HegGDjZxy135ZGQe+H2EIDRVviGPm3tcV39NV1AYbx3LTT2uJduQlXQZi2LhVPcpnJp+Mla5LteKU3FwQebZHOmYjkFO/h3edX7teR4PNPXnrrybydYn3xbU9er64zU5ZO487wwGiRlHO5k8zcmxs1z8/iw3Nnvdo53NLnPqmW569zVy6ZXZHDHTiWFnr9GMTB1XXJ3DiFEWzj4/i7HjrfXnX68+Rm66I5+cXHH+CcL+atenTE3TuPvuu/n888958cUXKSho/oNKPB7nt99+Y+rUqa3Qwo7NYlE46GArPXrLhEMaOkXC4VCwmOp+FM2ymZHW4dxmvJGQGkKRFByKA+M+yjPvYpSNDDEP4pqcqwhrYRRJwSpbkJG4I++mneuzce1NToIBFVmWsNsVTOaWidsZdTr69tFx2dUywaCGJElYbRJOa9OSY8qyRH6BkSuuzql7O6bV3VBabSIaLRy4zeGthLUwvY0Nu+Pvi98fx+eLt2qpYkNZGUCbB1hkFOyak0qpBDio4XxJIiNTz/atYZjcMBlnW9Fl5aDLyMT3/QKsI0e1WzuEzi1D7+a8zLM4Of0E4lock2xKWiq5JuYjoAaQJAm7bMOiWJKsrU5Mi+GJeYlqUXSSDh0KUS3GqeknIyMT1aJcnHUeETVKIBgg3ZKOU+/YZ1sdDh0zjnIy5hAr0aiGXi/jdCkoSvKea7mGHK7I/gN+1Y9MkEv+mEk4WPc4aLHJOFughLIkSeTmGfjDH3Oo9atoGlisMjZxnRZaUXW0mlo1QOawLDyqF7eSjlWxMtwylGtz/khIC6NIMjbZmrJk8i4unZMT045jiv0wYloMvaQnTefa57DhPc8vDQ2LbMGu2BpdxmJVGH2Ijb79TYTDKjpd3X2/3lC3raOOdTFuoo1oVEOnl0hL09WXSj7tTDczj3cRj2kYjDJpaXXnr9WqcOEfsjntzBi1/iDpbgsOpwiuCMKBaNcAy5133skHH3zAE088gdVqpby8Lumh3W7HZKp7iL7++uvJzs7mmmuuAeCxxx5j1KhR9OrVi5qaGp555hmKioqYM2dOu+1He6mNB1gdXMsL3lcoj1WgoHCYNoFTlZPJ0LvrP1d3s9f8rsq+mJ+N4U28UPE/iqLFSEiMthzEmRmn0cOQW/85owMc+76322/pTvP+NL+e1apgtYqbNaFlrQ6uRS/pydU3r9cd1PVeAXC34htaY1kpqqIQszV+w9YaHFoa5VLDbsy7ZGXrWL0qiKrW9XxrD5IkYR46HP+ihajBILI5+dAKQdgXo2wgU06e5yiqRtkS2cYzZc+zJbINCYmR5uGcm3lGwnV0F0/Mwyfe+XzimU9IC2GXbRztOgKLbOGD6o85I2MOoywjsSk24vE4yzdsb1aeF1mWSHc3/XfHopixKDvPjeQpz1qExaJgsYjrtNC6YmqM7ZEd/LfiZdaF6pLIDjD149yMM+mhy2FTZAvPlb9EYbQICYmxltGclXFayh4suyiSknDf3VQJ51czuNKSP741dn7r9TIZGckvuGazjMGgsG37Bgp6jWp2ewRBSNSuQ4T+97//4fP5OPvss5k0aVL9/z76aHfSuOLi4vrAC0BNTQ233norxxxzDP/3f/+H3+/n1VdfpX//1Albu6q1wXX8reSflMfqKgzEifOtbyEPFP+D6pjngNe/I1rIX4v/TlG0Ls+LhsZPgeXcV/QQJZHk3f8Fobv4NbCanoZ8FKn5DwVFOyJ1gT9L6/0EG8vKiLrS2iWC4dTS8UrVREk+DCgrW080qlFa3M7DhIYOR4tG8S9d3K7tELqu4mgJd+y4jy2RumHMGhq/BFdy+477KI8mViGqjQd4ueJ13q3+gJBWly/Bp/p5s+pdKmKVDDIP4LHSp+rKNqcq/SEIQkqlsTLuLJxbH1wBWB/ayN2Fc6mIVzG36GEKo3WVgjQ0lgR+4q6iuSlLMQuCICTTrj1Y1q1bt8/PvPjiiwn/vummm7jppptaq0mdhifm4cXKV5PO2xbZTkm0pEl5VlKpilbzv8o3kmZGr4hVsj60kRxD56zAIwgHKqbFWBv6jcNsE/dr+R07Iq06PAjAWFpCNK0VXzk3wkk6oFEhlZKrNXy7nu7WodNJbN0cJjevaUMWW4PO6cLYqzc1336FY/Lh7dYOoWsKqiHerHqPOA2rdPhUH8tql3O064j6aTXxGhb4v0+6rs+9X3Jl9iX84P+RVyrfYJh5KC65ZZLoCkJ3EFWjfOn9pj54uaewFuET7+eMsY5ice3ShHmVsSp+C25gon1cWzVVEIROrkMkuRWaL6xFKImm7kWyNrg+5bymiGgR1oc2ppy/MvjrAa1fEDqzjaHNhLUIfYzJy5A3Jh6HkqJoqyZalqJRDFVVRNLSWm0bjbFqdhT0lEsNq5xBXTfmrGw9mzeH27hlDZlHHERo/ToixUXt3RShiwmqQdalKPsK8HNgBVF1d/njxt6SR7Vo/QsPT9yb9CFREITUfHEfa0KpX+z+FtpAgTE/6bxUpdEFQRCSEQGWTkpBwSClfvPr1h3Ym2sJCaeSOrFKutI+b8YFoSNYGfwVk2RqtGpHKiXFEWJxjcysVkxwW16OpGlE2ynAIiPh1NJTBlgAsnP1FG6PNCjD3tbMA4cgm83UfPNlu7ZD6Hp01CWWT8WtS0sYYmiRUye+BdBJdbkVFBT0kkhCKQjNYZCNOJXUvb6cioPaeCDpvExd8hxLgiAIyYgASyflVBzMcCSvnKRDx2DzgANav1uXztHOI5LOk5A41D7+gNYvCJ3ZysCv9DIW7LNKQDKF2yPoFCllkrqWYCotQZMkos72G0Lg0tyUycVJhxkC9OihJx7X2La1fXuxSDod5mEjqfnua9RI++aEEboWh87BiWnHpZx/pHN6wm+IS+dM+XKkv7EvW8N1eVwm2MbhUNqvApcgdEY2xcoxriNTzj/aOYNF/h8bTBf3vIIgNJcIsHRSelnPLNexDDINTJwu6bku90+kKQf25lon65hsn8goy4iE6TIyf8i6kDTFdUDrF4TOKqAGWR/aSF9jn/1aftvWMBmZehQ5eWnUlmAsKanrvaK0X1WONC2dCEF8kifpfLtDwWZV2LSh/YcJWUeNRvX78S9Z1N5NEbqYEeZhTLVPSpgmIXF+xllk6TITpqfr0rgh98/Y5cTgSaYugznu2Xzs+Zxehp6c7v4dJtnU6m0XhK4mX5/HCa5jG0yf6TySPsbe9DP1TZguI3NF9iWk69qnN6ggCJ1Tuya5FXbTYjFQFCSp6Q9d6fo0/pxzORWxCjaENuFUHPQz9SVNcSFLMpqmNWt9e8vQZ3Bx5vlUxz2sCa7FIlsYbB6EU3FgU6z7vd79oWoqwH71GBCElrQ6uBYVlb7G3s1eVtNg+7YIAwe37sORqbi43fKv7OLU6t7El0pFOLSGbZEkidx8A+vXBTlyZvsm69S5MzD26Yf384+xHzr5gH43hebTVBU0DakdA4KtxalzcFbG7znRdRzlsQpkZLL0mTh1jqRBkgJDPvcX3MH2SCHF0RLyDT1wKHY2h7Zwbe4fydZn4dLVnS8aGq50V5PbEtNiKDTvPkMQUtE0DeJxJF3neZRI16dxnPNoptonURotQwOy9ZnYFBsunZNLss7nd7GTWBv8DatsYaC5Py7FiVE2Nmn9ETWCQW6/xO2CIHQMnedXsYuKVpQTWLGcwMrl6DKycEydht6diWw2N2l5l86JS+ekv6kfABXRSr73L2ZJ7TJcipMZzsPJ0mViVRof292YymglqqYRiAcIqsE27ZpcHfOwJbyNr2u+RZEUjnBOI0/fA6cu9bh2QWhNKwIrSVPS9qsXV0VZlHBYJSur9fInSNEohsoKAn16t9o2mkKPAZvmokwqZADDkn4mv6AuwFJSEiEnp31vSq1jDqHqzVcJbfgN84BB7dqW7iLu9xEtK8X71XzUWj+28YdiGjAIfbq7vZvWoqJalOJoCV/7vsMoGTjCOQ2zbEoaYJEkiQy9mwy9m4MZWT+99x4JtWtiNRRFS/jC+zUhU5ipwcPoa+qT9C27pmmUxypYVvsLK4O/kqPLYppjChl6t+gFI+wXNRQkWllBzTdfESsvxTz8IKwHHYw+I3PfC3cAmgTVcQ8L/N+jaRrTHFPqXxraFTt2xU5vY88mry8QD1AZq+Jb30KKIsX0MfZion08WbpM9LLIlSQI3ZEIsLSjSHERhffdQdxXUz/N+/nHZF10KbZDJiAbmxYx36UsWsadhXMTKhHMr/mKs9ynMd0xFUszgywV0UruLXqQ4mjJ7olVcILrWE5IOxabYmvW+pqrKlbNP0v+xdo9qjB871/MBOshnJd5Vv1bPEFoK5qm8XPtCvoZ++zXW+AtW8IoCrhbsYKQsawUSdOItFOJ5j2laRmUSDtSzs/K1mEwyKxbHWz3AIuxb3907gw8H38gAixtIF7rp/rjD/B8+F79tNplS9Fn59DjulvQZ3SNpJJVsWoeKn6ETeEt9dO+8//AVPtkznTPwdHMlwU1sRpernyDb3wL6qctqf2JPsbeXJd7VYMgS2G0iDt23Idfra2f9pH3M67MvoSx1jEYxAOg0AxqOEztsqWUPv1EXZdMoPbnn6h6x07+zXdgyM1r5xY2zhPz8FTZf1kWWF4/bVHtEkaYh3FZ9sWk6VzNWl9UjbIutJ6Hiv9ZX479p8By5nk+5qYe1zLIPHAfaxAEoSsS4y3aSbzWT/nz/0kIruxS9txTxL2eZq0vpIZ4rfLtpGUeX6p8DU/c26z1RdUoH3k+Swyu7PS+5yMqYpXNWt/+WFb7S0JwZZdFtUvYGt7e6tsXhL0VR0soj1XQz7R/+Ve2bg6TmWlAp7ReF31TURGqohB1uVptG02VrmXgl7wE8CedL8sSBT0NrF4ZbOOWNSRJEtax46n9eSmRosL2bk6XF6usSAiu7BItLcHz6Yeo0WiSpToXVVNZ6FuUEFzZ5RvfAgqjqatspVIYLU4IruyyObyFhb5F9cNpAXxxP0+VPZcQXIG6oUVPlP4HT9zT7O0L3Vvc66X0mSfrgyu7qH4fZc8/Q7w2+W99R7E+tDEhuLLLyuCvrA6ubfb6KmNVPFb6VH1wZZewFuGJsv9QFi3f36YKgtCJiQBLO4n7/QTXrk4xM05o08Zmrc8X97PIvyTl/OWBlc1aX03cx1c136Sc/53vh2atr7lq4jV86p2fcv6n3s8Jq6Lih9C2fq79BZ2ko4+h174/vBdVrUtwm5XTuh0HTcXFRNPTQW7/n/c0ra4XQomcuhdLrz5Gamri7NjW/uezZfhIZJuN6o/eb++mdHm+RQtTzqtZ8BWqz9eGrWkdNfEaPvemLv/9mfdL4lo85fy9xbU4nzWyvvneL6mJ735p44/7+S20IelnY8TYJl5UCM0U2rIJ4sm/s6G1q4n7O26AJRAP8rH385TzP/Z8jj/evPZXxz3U7hXA3KU0WoavmesTBKFraP878O5KVRufHWleZQ0NrUEEfU9BtflviCNa6jeIgf1YX3Oomka0ke2HtDBqI/srCK3hp9rl9DH02q9x1cWFESIRjZzc1u2SbyosJJLe/sODAIyYsOHc5zAhm01hxfLkN6ltSdLpsB0yEd/3C4iWlbZ3c7o0NRRKOU+LRFKW9+5MVBq/joXVUEKPk32uT1MJq6nvDcJaBHWP4xan8XWHtPYPagqdi7ave9MUwZeOQEUl0siLuYgWbtb5CDR6fgOozQigCoLQdYgASzuRLRb0uT1Szjf3G9Cs9ZklMwNNqZc52DIy5bxkLIqZ0ZZRKecfZpvQrPU1l12xMd46NuX8KfbDMMtNSwQsCC3BH/ezNvQbA0z992v5zZtCGAwS6e7W68Gi+P3ofTVE3B0nf0WamkGxtC3lfEmS6NvfyOpVQYLB5t3ctgbrqNHIFgtV77/d3k3p0myHTEw5z7Lzb9DZ2WUbh1hHp5w/xT6pWcFavaxniv3QlPPH2cZgl3fnRrPKlgaloPe0P5XQhO7N1Df19U+fk4tsbdsKk81hlS0cZk/9u3OobUKzcwtm6NwoJK9+ZpWt2NuwKIQgCB2HCLC0E53TRea5F0GSRJn2KdNQnK5mrc+us3F+xpnokuQtHmM5mAxd86oymGUzv884BaPUMNHuINNAehhym7W+5lIkhRnOw3EqDRMA5uqzGWFOXpVEEFrLz4EVqKgM2Fmxq7k2bgiTk2tAbsUSqaaduUMi7o5ThcWtZeGXvPhpmG9ql34DTIDG8p86QC8WvR7bhMPwLfyWSGHqnjfCgTHk9sA0aEiD6ZLBSMYpv0cxdf4Aul7Wc1zaTKxyw4fOAkM+A83N/y0ZYO5PgSG/wXSrbOU418yEgE2azsWFmeci0fA352jHDJzi4U9oJsXpxHH4EQ1nSBKZ516Erpn3rm1JkiQOsY4mU9fwBUS6ksZh9gnIUvMeixyKg5PTT0g676yM03DrOkZvUkEQ2paoItSOTH36kX/HfVS99RqhjetRnC7SjjsJy4iRKLbmV+jJN+Rxf8EdvFn1LquCa7ArNo5zzeQQ68HNrlQAkKPP5v6CO3inah4/B37BLJs52nkEh9rHNzvT+v7I0mdyd/4tfOT5jO/9i1FQmOaYwnTHVNx6cdES2tZi/1Ly9D32q0x5rT9OcVGEiYe2buUt844dxKxW4h3oLWK6VvcGvUjexkB1eNLPmEwyffqZWLLIz5hxNgyG1gtCNYV11Bhql/5IxRuv0ONP17drW7oqnctFzh+uxPfjD3g//wQ1GMQychTpJ5yMPiu7vZvXYrJ0mdybfxsfeD5hsX8pBlnPDPtUpjonk74fD19uXTo35l7NNzUL+ML3DRE1ynjbWI53zUzaW2WwaQD35N/Ka5VvszG8mTSdi9lpsxhuHopV6Ti/E0LnoFhtpJ88B9PAwXg+eJeYpxpj/wG4Tz61w1cQAsjQu7kt70Y+937Jt76FaMAk20SOdh1Bpr75PT9tipVp9inkG/J4t3oeZdFy8gw9mJM+m576fFGmWRC6KRFgaUey0YipVx+yL/0jWigEioLOsf+lh/WyngJjPn/IvoigGkRGPqBSxoqk0MOQy0VZ51IbDyBJEk7F0ewI/54isThV1RH8vjiu9EFUesJkuXd3BY9rcTwxDzVxH7IkY1fsnOk+jRNcx4EETsWBIiXvjikIrSWkhvklsJIptsP2a/lNG8NIQG5e65YiNu/YQbiDlbfVY8CppVMkbWUgyQMsAEOHm9m0IcSPP/iYNLX5AeGWJCkKjinTqH7/bQK/rsQybES7tqer0qWl4zrqWOzjD0XTNBSLBdloau9mtShJksgxZHNOxumcnHYCkiThUOwHdB1z69M53DmZg60HEVNjOHVO3Pr0pKXjjYqRfkpf/pRzGSEtDJqGikplrJKAGsChOLAq+x6OpaoanuoYvpo4kiRhdyi40pT9KlcvdG46hxPHoZOwDB8B8TiSyYRi7jxD+jJ0bo51HsUU+2GoqoZNZz2ge+V0fRrj9WPpb+xLTIuilwyk69P2vSBQVhnE71Pr2mFXcKfp0evEo5kgdHbiLO4AFLMFWvDiZJZNmOWWu0k1ykaMcsOhQs3lrQ3xy08BXn3eQ6C2LtdCRqaOi67IoE8/E6oc5ZfAKv5T9t/6spJuXTpXZF/CAFM/dJL4ugrtY1ntcqJalCHmQfu1/Lo1QTIy9ZhMrTcqU4pGMZaV4hmdOudDe3Fr2eyQN6PGVeQUI1OtVoVBg80s+t7PsBEW0tLb93w3DR6KYdkSyl/+Lz3v+iuSuOltFZIkoXM17WGkMzPIBtLlAw+wxrQYm0JbeLT0ScpjFUBdbonzM89itOVgLEryoVUWxUI4FuaFyldZ5F9Sn0R4tOUgLsw8t9FeoaGQyuqVAZ57qgyfr+7a7UpT+L/LsxkwyIReL0abd0cH8kKwvUTUKGuD63ii7Gk8cS9Q9+LukqwLGWYefED3us3pWR2Oxti4Ich/HqukqjIGgNUmc8YFaYwYZcZh6VqBZkHobsRVUWgzhduiPPtEVX1wBaCiPMbf7imlsjzKjkgR/yh5vD64AlAZq+Lewgcpj1a0R5MFAYAf/Ivpoc/dr6FxkYjG5k1h8nu2bu8VU1EhkqoSzkid1LK9ZGg5RAhRIZU0+rlhB5kxm2Q+eLe63YtRSJKE84iZRIuL8Hz2cfs2RhB2qohWcnfRX+uDKwC1aoDHSp9iWyR12eVgPMgLFf/jB/+PCRWalgV+4cmyZxotT1taHOXRh0vqgysAnuo4f7u/iIqy2AHukSC0nbJYGXOLH64PrgB44zU8WPwPSqJlbdaOivIoD99bWh9cAaj1qzz9z0qKd4hzShA6OxFgEdqExxfivTe8SedFoxo/fOdniW9Z0vkxYnxZ822zy+cJQkuojdfyc+0KhpoH79fyG34LEY9rFLRygMWydStxo4mYs+O9VXRq6egxsEPa0ujn9DqZiZNslBRH+Oj9KrR2rtSrz87BOmYcVe+8Ico2C+1O0zS+8/2QsjTs65VvUxtPnijaE/eyyL8k6byVwV/xxpMnoQ6FVN5/pzLpuRiPwxefeYnFOn9JbaHri6pRPqr+DDVJ+XINjferP2y0DHqLtSMe5+uvvMRSxFHef8uDtzZ1GXtBEDo+EWAR2kQ4olK0I/lNIcDWjVHijdykbQpvJqJFWqNpgtCoxf6lxIkz3Nyw4klTrF4VICNDh83WurmDzNu2Es7KSlqZrL3JSLjVHHbIm/b52YxMPRMOs7N6VZC3X69s99LN9smHI1stlD7zJJoqgrxC+4lpMTaEU59DO6KFhNXk18mAGkzoubI3X4oeLOGQyo5tqa/dWzaHiYTFeSF0fGEtzJbI1pTzt0a2EdZaP8ASjsTYsSl1F83iHTHCIXFOCUJnJgIsQpvQ6yWyslNnU+9RoEPSpb75KzDkoZdENnah7X3j+46+xt7Y96N6UDCgsnljiF59DjyHUWOkcBhTcTHh7I5bfSVLy6VaKqe2kXLNu/TqbWTKNAfbtoR56rFSFn7jw1PdPmOGZIMB18zjCa1bg/fzT9qlDYIAdYnnexkKUs7P1melrFqyr7xstiSlpAEMRonsnEau3Xl6DMaOF9QVhL0ZJAM99Lkp5+fqcjBIrdvTFMCo15GTn/rxKytbh8EoHs8EoTMTZ7DQJtIdZo4/JfkDqqLApMPtjLYelHS+hMQRjmmiepDQ5oqjJawLrWekOXX1m8asXhVA0+oCBq3Jsm0rkqYR6sABlgwtBwmZbfLGJn0+L9/AsSekkd/TwA8Lffz7sRKeeqyUTz/0sG5NkEik7YYlGHv1wTp2PBVvvEJ4W+o3oILQmmRJZqpjEgrJr4Vz0mdjV5KXgncoDg4yJ6+G1d/YD4eSvHKX2axwwsnJkxBLEhx5jAudTtxKCh2fQTZwfNoxSCQPCJ6UfjymFiwQkYpepzDtCCdyitPmuFMcuGwiya0gdGbiqii0md79DMw524lev/viZrXKXHFdFu4MHT2NBVyYeU5CTxWrbOHa3KvI1Hes0rNC9/CVbwFm2cxg88D9Wn75sgB5BYZWrR4EYNm8majdTtze/F42bUWPHreWxVZ5Q5OXMZtlDhlvY/apaUyaYsedqWPThhDvvlnFo38r5tMPPXi9bdOzxTF1Onp3BiWP/R01GGiTbQrC3jJ1GVyf+2ese/Q40Ut6znGfTl9j75TL2RQr/5d1PkNNibmk+hv7clXOpTh0qX87euQbuOCSzISeKmazzBV/ziEzS/QsFTqPHH0Wf8y+FJO0O4BhlIxclnUxuY30bmlp7kyFy67JxGLdfW+g10ucfr6r1RPiC4LQ+kTdSaHNpNnNHD5DZvRYG9VVMRQFnGkK7jQDep0O0DPVPpmDLCOpjlWjSDIuxYVL5xQlmoU2FyPGN74FjDQP26/v3/ZtEcrLo0w7Ivmb4RajaVg3bSSck9O622kBWWoeq5VlBKnFTPIhCcnodTIFvYwU9KrrCeT3xdmyOcza1UFWrggwdbqDQ8Ynf3PfUiSdjrQTT6H8+f9Q+vS/yLnyaqQOmO9G6Nr0sp7hliH8teAuPDEPwUiIbHMWTp1jnyVm3fp0/px7Od54Db64H5tsw6nYcega/42yWBQmTrIzdLiF6qoYsizhSlNwpelQFHEOCJ2HSTZxiG00/U19qY55iEQjZJkySdO5Ug6vaw1Wk5ERByncNteA1xMnHtdIS9fhcuowG0XQUhA6O/HUKrQpq8mI1QRZGXGWL19O/36jUJTd3Z0Nsp4sOYMs0WNFaGdr9evxq7WMsR68X8svWeTH6VTIyW3dmyVDZQX6mhq8o/avnW0pW8tjDT+zVd7AYDX5kMCmsNkVho+0MGioiRU/B/nyMy+F2yPMmp2O0oojCXVp6biOO5Hqt1+n+v23ST/xlNbbmCCkoEgKGXo3abKL5auX4x6VjiI37YtvV+z7lU9Kr5fJyJTJyBQPf0LnppN0ZOozSJfTmn3+tCSjTkdOpo6czDbftCAIrUwMERIEQdiLpmksNf5MP0Nf3Lr0Zi9fVRlj/bogg4aYU473binW9etRdboOnX9lFwMG3FoWm+S1LbI+vU5mzCFWJk2xs+G3EG+9VkG8lUcMmQcMwj5pKlXvvIHvxx9ad2OCIAiCIAhCpyICLIIgCHv5NbSGcqWScdYx+7X8wgU1mC0Kffq2bnJbANtvvxHK7UGrdt1oQblqT8qlInx4W2ydBb12Vx2a904VWivnv7UdOhnzsBGUPfU4wXVrWndjgiAIgiAIQqchAiyCIAh7ed/zEWlxF30MvZq9bHlZlNUrgwwdbm71/AQ6jwdTaQnB/PxW3U5LytLyUNCzSW7ZwEROrp6Jk+ysWxNkwdf7LgV9ICRJwjXzePR5+RT/40HC20VlIUEQBEEQBEEEWARBEBKsC67n19AahkQG7lcS0y8/82KzK/Qb0Pq9V+xrVtcND8rLa/VttRQdCjlqPuuVX9FQW3TdBT2NjBxl4YfvfGz4LdSi696bpNORPnsOisNJ0YP3ESkpbtXtCYIgCIIgCB2fCLAIgiDspGkar1W+RZYuk/x4j2Yvv3Z1kM2bw4w+xIoit3J1DU3D8esqgnn5aLrOla88T+tNLTUUSdtafN1Dh5vJKzDw4XvV+GpaNyGLbDSRPud0JL2ewr/eTbS8rFW3JwiCIAiCIHRsIsAiCIKw04rAKlaH1jLVNqnZyWkDtXE++8hDQU8DeXmGVmrhbqaiQgxVVQR69271bbU0l+bGprlYK//S4uuWJInxE23IssQH77Z+PhbFasV92pkAFM69SwRZBEEQBEEQujERYBEEQQDiWpwXK1+lpyGfAcZ+zVpW0+DD9z2oGowdZ2ulFiZyLl9OzGYjnJPTJttrSRLQU+3HDnkzNXhafP1Go8yEw2xs2xphySJ/i69/b4rdQcbvz0JTVQrvv5NoWWmrb1MQBEE4MLpO1vtTEITOQQRYuhhf3M+OcCGLfEtYFVhNRbSSuNbKdUsFoQv43PsVhZEijnRMb3bule8X+Ni4IcT4Q22Yza3/s6r4/djXrKG2Xz/YjzwxHUEPrSd6DKxWfm6V9Wfn6Bk0xMy3X9VQUR5tlW3sSXE4yfj92WjAjvvuIFJU2OrbFDq3mriPbeHtLPL9yJrgOiqjVWit3eVKELq5sBqmLFrG8uAKAj1DlMcrCamtm7NLEITupV1Dt//+97/57LPP2LRpEyaTiYMPPphrr72Wvn37Nrrcxx9/zCOPPEJhYSG9e/fm2muvZerUqW3U6o6rOubh+fKXWVS7pH6aVbZwfe6f6Wfqg04SkXpBSKY65uG1yjcZZRlJD0Muqtr05KtrVwdZ8E0NIw6ytMnQIADXsp/QZAl/v/5tsr3WoKDQM96PDcoqDoqPw4y1xbdx0MEWSooizHunmnMuzGr1StaKw0HG6WdT+for7Lj/DvKuvRljr96tu1GhU6qKVfOv0v+wMvhr/TSHYucvudfS29hzvxJsC4LQuNp4gIX+H3i+/BXi1L18lCtlznCfyjTHZKxKy1+HBEHoftq1B8uPP/7ImWeeyeuvv85zzz1HLBbjwgsvJBAIpFxm2bJlXHPNNfzud7/j3XffZcaMGVx++eX89ttvbdjyjieuxfnC+3VCcAWgVg1wX9GDVMWq26llgtCxaZrGM+UvIEsKMxzNC9Ru3Rxm3rtV9OljZPhIcyu1MJESCOD6aSm1/fujGdomoNNaemn9AYlV8k+tsn5FkZhwmI3ysigLv23d0s3127TZyTj9bBSbnR3330lwXcuWoxY6v4ga4e2q9xKCK1DXo+XeogeojFW1U8sEoWsrjpbwbPmL9cEVABWVlypfZXtkRzu2TBCErqRduzQ888wzCf+eO3cuEydO5Ndff+WQQw5JuswLL7zA5MmTueiiiwD405/+xPfff89LL73EXXfd1eRtx+MHNmxm1/IHup6WUh338JH3s6TzwlqEdcH1uOX0Nm5Vah3t+HU2neX4Kc3sMtAe+7PA9z1La5dxiutEjBhRVbW+B0tjPVm2bwvz5qvVZGXpOWSiFU3T0Gj97v0ZC78DwDt4CGpLDCfYtQ6tpYsm75uCnl7x/qxVljM4PgorLZ+/xpWuMGyEmR++89Gnn4HcHnWXveb0Umo2o4m0U8/A8+5bFD54L1kXX4517LjW214KqX4nmnteJltHR9bRfx89cS9f13yXdJ5fraUwUkSa7Nrnejr6fraU7rSfrXnN7C7HMZWoFuX96o9Szn+3+kP+qC/AKBnbsFUdR3f/fuxtz+OxP9dMoXvrUGNGfD4fAE6nM+Vnli9fznnnnZcwbdKkScyfP79Z21q5cmWz29ea6zlQ6f3cBNTUPX8KQ0WsL1pPbW1tG7Zq3zrK8eusOvrxGzNmTLM+39b7UyVX84LtNXrHeqLbIbOBDQnzN23alHS5slKZHxaYsTvi9BkQoLi4bXpHOCoqGPjzMgoHDKDM54Odv5ktoaKyssXW1Rw2KR0pU2Fh5HOGlbdOEMKZBnaHkXfeqGDGzAB6feq/bYs6aAzGeJzSfz1CaPI0IgeNaZecOXufV809L5OtozPoqG129k8jRizl/OJQCcpmiXA43KT1ddT9bGndYT/b4prZHY5jMs4cJxVqRcr5FbEKisqL8RZ52q5RHVB3/X6ksnLlyv26ZgqpDRo0iMcff5wjjjiivZvSajpMgEVVVe677z5Gjx7NwIEDU36uoqKCjIyMhGlut5uKitQ/msmMGDHigCKS8XiclStXHvB6WopXrSHTk0F5LPlxGGwdyAD3gDZuVWod7fh1Nl31+LXl/oTUELcX3YtDtfO77NkY5d3DbVRVZdOmTfTt2xdZThxJuW5tiB8WVJOVreewKem0VRECORym10cfEklPRx11MBlyC43w1DQqKivJcLvbLWFujBGstv3ESOMh5Gj5rbINV1qczz6sYd2v6Qw/qIq+/Rr+bVuDNnAg/m+/QlrwFVmKjPv0c5Da6EvTkr8Tnem3pqP/PlbHPdhlGz41eYWrvpY+9BvSZ5/r6ej72VK60342V3OOSXc5jqnEtDiDqgewKbwl6fwBxv7ku/Pok9W7TdvVUXT378fe9jweXUlVVRWPPPII33zzDRUVFTidTgYPHsxll13WZoGk7777rtHOFF1Bhwmw3Hnnnaxfv55XXnmlTbanKEqL/IC01HoOVLqSxhkZp/JIyRMN5mXqMuhpzO8Q7dxbRzl+nVVXO35ttT+qpvJE6X8oi1VwfsZZmHWmpJ+TZTnhIfynH/3M/9RLz95GJhxmQ5EbBiTkUAhTcTGGygoUvx85FkPV6YhbrUTS3YRzc4lbLM1qrxSLkfvee+hqayk96mjkFjxG9QNlJAm5nQIs+VofirVt/KCfzwnRs9DT8rllHHaZ8RNtfPetD6NJT/8BcpsEWACc045Al+7G+9lHRIuLyLn8T+gcbXdz0RLnVWf8remobU6X0zgl/ST+W/FSg3m9DAVk6TOb1e6Oup8trbvsZ3PszzHprsdRQeFI5wzm13xNVIs2mHd82kxMKe4FupPu+v1IpasdiyuvvJJoNMrcuXMpKCigsrKSH374AY/H02ZtyMzMbLNttZcOEWC56667+Prrr3nppZfIyclp9LMZGRkNeqtUVlY26NXSHY0wD+WSzPN5pfKN+jdjI8zDuCjrXNJ1HSf/iiC0J03TeLb8BZYFlnNa+ilk6ff9Qx+Pwxefelj2Uy2Dh5o5eIwFid3BCDkQwL5mNfa1azEVFSJpGqqiELdY0BQFKR5HCQSQd76hDLvdBPr0pbZ/f4L5BdDIg77i95Pz/ruYioupnDKVuN1+4Aehg5GAYfEx/KCbz2LlKybFj26V7RT0MjJ4aIxVv8CgwWH6D2ybxMQA1oMORpfupvq9N9l+243kXHYV5oGD22z7QschSzKH2sYT1+K8Vf0eATWAhMRoyyjOyzwTl65rv9kThPaSpc/gtrwbebL0GQqjRQDk6rO5JOtCsnRd/6FP6N5qampYunQpL774IuPG1Q3JzsvLY+TIkfWfGTRoELfffjtffvklP/74I5mZmVx33XXMnDmz/jPFxcXMnTuXhQsXIssyY8aM4eabbyY/f3cP5DfffJPnnnuOrVu34nK5OOqoo7jtttvqt7HnEKF9rW/x4sU8+OCDbNiwAZ1OR//+/fnb3/5GXl5eqx+z/dWuARZN07j77rv5/PPPefHFFykoKNjnMqNGjWLRokUJeVi+//57Ro0a1XoN7SRsio2pjsmMtAynVg2il/Q4FJsoOycIO6mayvMVLzO/5mtmuY5hgKnfPpfx++K8+1YVxYURxk2w0X/A7jdcxpISXEuXYF+7FtAI5eTgGTOWcFYWMbs9cciNpqHU1mKoqMBUWor911WkLV1C3Ggk0LsPwZ69COVkE7M7ANB7PVg3bMD18zI0Wabi8GlEunDU34qNIfGDWaUswa1lM0Qd1SrbGTnKTFmZn/fequb3ZynkFbRdJSZjQU8yz72I6vffoXDuXaTNmk36rNltNmRI6DgcOjszXUcw3jaWgBrEIOlxKg7MStsF/QShu9FJOgaY+nFr3g34435CoRBuSzpp+rT2bpogtDqLxYLFYmH+/PmMGjUKQ4pKlI888gjXXnstN998M++99x5XX301AwYMoF+/fkSjUS688EJGjRrFyy+/jE6n44knnuCiiy7i/fffx2Aw8MorrzB37lyuueYapkyZgs/nY9myZUm3ta/1ybLM5Zdfzpw5c3j44YeJRqOsWLECqZ16XDdVu97V3XnnnXzwwQc88cQTWK1WysvLAbDb7ZhMdQ8x119/PdnZ2VxzzTUAnHPOOZx99tk8++yzTJ06lY8++ohVq1Y1q4JQVyZLMm69G3d7N0QQOpiIGuFfZc+wyP8jxzmPZpRl5D6X2bg+zMfzPABMP8pJZqYeNA3L5k2kLVqEZcd2YjYb3pEjCPTug2pqpHuxJBG32QjabAR79wZNQ19VhbmoCGNJCbbf1iHtVRVINRio7dOHmqHD0Ixdv7JBntYLn+rhR+VrTJjpow5q8W1IMgwaGmHDWhOvv1LBnNMzyO/ZdkEWxe7AffrZ+L9fQPW8d6hdtpSs8y/G1Ld/m7VB6BgUSSFDL67WgtDWXDondsnG8g3L6TOqd3s3RxDahE6nY+7cudx66628+uqrDB06lHHjxnHssccyePDuHrUzZ85kzpw5wO5qvS+++CJ33HEHH330Eaqqcu+999YHOe6//34OOeQQfvzxRyZNmsS//vUvzj//fM4999z6de7ZS2ZP+1rf8OHD8fl8TJs2jZ49ewLQr9++X462t3YNsPzvf/8D4Oyzz06Yfv/993PyyScDdd2G9hwnP3r0aB566CH+8Y9/8PDDD9O7d28ef/zxRhPjCoLQvRVFinmk5F8URYs5Je1Ehpgbf3APBFSWLjKybWsVeXkGxh9qw6zEsa/4BdfSJRgrKgi73VQeNolgXl6jQ3xSkiSibjdRtxtGjECKxdDV1KAEg4BG3Gwh6nLt37o7sUHqQUSJ8K3yMSFCDFZHJgzHagmKAlMOt7HgGz+vvlTBMbPSGDai7XoOSLKMfdJUjP0H4v3kA3bcfSv2w6aQPnsOercY7ioIgiAIQss7+uijOfzww1m6dCnLly9nwYIF/Oc//+Gee+6pf/Y++OCDE5YZNWoUa9asAWDt2rVs27aN0aNHJ3wmHA6zbds2KisrKSsrY+LEiU1qz77WN2nSJE4++WQuvPBCDjvsMCZOnMgxxxxDVlbW/h6CNtGuAZZ169bt8zMvvvhig2nHHHMMxxxzTGs0SRCELiSkhvnQ8wnvVn+AQ7FzXsZZ5OhT/yhHwho/LfGzaKEPVdUxboKVIWl+nD8sxbFyBUooRLBHD8qmz6gbrtOCXRQ1nY5oejrRfX+0S5OAYepYdBj4UfmScqmQcfHDMdG8xMD7ojNIHD7DwZLFtXzwbhWbN5qZfpQLi6XtAlqGnFwyzrmQwPJl+BZ+g2/RQhyHTcF51DEY8/Y9ZFYQBEEQBKE5jEYjhx12GIcddhiXX345N998M48++mh9gKUxgUCAYcOG8dBDDzWYl56e3uyhO/taH9R1vDj77LNZsGABH3/8Mf/4xz947rnnOnR6EDHwWxCELqc8WsE3vu/4zPsFtfEA42xjmWo7DL2sT/r54qIIv64MsmJ5LWo0ztgcH/1Ca8n/rgRTeTlxg5FAn97U9h9Ql1tFaFUyEkPUg3BqaaxRlrND3szQ+BgGqSMw03I5pRRFYvxEK1nZOn5eWsv6dSWMGWfj4DFW7I62qRwgyTLW0WMxDxtB7c9L8f/0IzXffImxb3/s4w/FMmo0+qzsDj/eWBAEQRCEzqd///7Mnz+//t/Lly/npJNOqv/3L7/8wpAhQwAYNmwYH3/8MW63G5vNlnR9eXl5/PDDD0yYMGGf227K+gCGDh3K0KFDueSSSzjttNP44IMPRIClI9F25jiI76zmsb92LX+g6+muxPE7MJ3p+MmyvM+Hw/09LzVNI6AGKY9VUBQtZlN4C6tDa9ga2Y5B0jPcNJSJ1nG4dC4AotE4fl8cT1WM6qIAnm1efFs9mP0ecvByoVyF21+GUhQlptMRzu1B+WGTCObm1o0rqdtos49Bh7ZrfzRtd8nmDiJHKyBdzWSzvI6Vyo/8oiwiS+1BrtYTt5qFU0vDgg2ZpgdDNFWr/39Vrtvj3n0N5PbQs+bXID8u8vPDdz565Bno1cdATg8DbreC3aGg07VikEOvxzpuIpYx4whv+I3gryupeP1l+N8LKK40jP0GYCjoiSG3B7qMTBRXGordgdRICcnGfieacl5Cy10z21Jn+n08EGI/u5Zd+9da18zuchybShyPROJ4JNr7eDT1mtmRVVdXc9VVV3HKKacwaNAgrFYrq1at4j//+Q8zZsyo/9wnn3zC8OHDGTNmDPPmzWPFihXce++9AMyaNYtnnnmGSy+9lKuuuors7GyKior4/PPPueiii8jJyeHKK6/k9ttvx+12M2XKFGpra1m2bFmDlCBNWV80GuX1119n+vTpZGVlsXnzZrZs2cKJJ57YZsdtf0ia1tWeFhoXiURYuXJlezdDELqNUaNGoTTyEAjNOy9/MC7hO9OifX4uI+4mHtATL1S5fN4OrOGmhw8iOokKlx61c19LuxZJQ9PFGv2IHDKj8x5YNQhNg1g09R/enRFH30Y5caVYDKWyvFnLBI46juigofv8XFPOSxDXTEFoay19zRQE4cA19ZrZkUUiER599FEWLlzItm3biMVi5OTkMHPmTP7whz9gMpkYNGgQt912G1988QVLliwhMzOTa6+9lmOPPbZ+PeXl5Tz00EN888031NbWkp2dzcSJE7nhhhvqe6G8+uqr/Pe//2XHjh24XC5mzpzJLbfcAjQs09zY+kKhELfffju//PILHo+HrKwsTjrpJK644oqEHK0dTbcLsKiqSiwW6xKRSEHoDJpyronzUhDaVlPPNXFuCkLbEtdMQeh4usu5tnfwQ9g/3W6IkCzLKet+C4LQPsR5KQgdkzg3BaHjEeelIAhCx9Vx+9YIgiAIgiAIgiAIgiB0Et1uiJAgCIIgCIIgCIIgCEJLEz1YBEEQBEEQBEEQBEEQDpAIsAiCIAiCIAiCIAiCIBwgEWARBEEQBEEQBEEQBEE4QCLAIgiCIAiCIAiCIAiCcIBEgEUQBEEQBEEQBEEQBOEAdbsAi6ZpxONxRPEkQeg4xHkpCB2TODcFoeMR56UgCELH1e0CLKqqsnz5clRVPeD1rFix4oDX012J43dgutrxa6nzsqV0tePbmO60r9C99rcl9rWjnZtN0V3+xmI/u5bm7N/+nJfd5Tg2lTgeicTxSCSOx4HZsWMHgwYNYs2aNe3dlHaha+8GdFaaphGNRsXbg/0kjt+BEcevdXWn49ud9hW61/52p33dU3fZb7GfXUtr7193OY5NJY5HInE8EnXE4xGv9ROv8aIGgsgWC4rDgWK1tXezhCREgEUQBEEQBEEQBEEQOqBoVSVlz/6b4KoV9dPMw0eSdcEl6NPdrbbdTz75hMcff5ytW7diNpsZMmQITzzxBBaLhTfeeINnn32WHTt2kJeXx9lnn82ZZ54JwIwZMwA46aSTABg3bhwvvvgiqqryxBNP8Prrr1NVVUW/fv245pprmDJlCgCRSIS5c+fy2Wef4fV6ycjI4Pe//z2XXHIJAM899xxvv/0227dvx+l0Mm3aNK677jqsVmurHYP90ekCLNOnT6ewsLDB9DPOOIPbb7+9HVokCIIgCIIgCIIgCC0rXutvEFwBCK5aQdmz/ybn0j+2Sk+WsrIyrrnmGq677jqOOOIIamtrWbp0KZqm8f777/PII49w2223MWTIENasWcOtt96KxWJh9uzZvPHGG8yZM4f//ve/9O/fH71eD8ALL7zAc889x1133cWQIUN46623uOyyy/jggw/o3bs3L774Il9++SX/+Mc/yM3Npbi4mJKSkvo2SZLEzTffTH5+Ptu3b+fOO+/kwQcf5I477mjx/T8QnS7A8uabbxKPx+v/vX79es4//3xmzpzZjq0SBEEQBEEQBEEQhJYTr/E2CK7sEly1gniNt1UCLOXl5cRiMY488kjy8vIAGDRoEACPPvooN954I0cddRQABQUFbNiwgddee43Zs2eTnp4OgMvlIjMzs36dzzzzDBdffDHHHXccANdddx2LFy/m+eef5/bbb6e4uJhevXoxZswYJEmq3+4u5513Xv1/5+fn86c//Ynbb79dBFgO1K4/2C5PPfUUPXv2ZNy4ce3UIkEQBEEQBEEQBEFoWWogeEDz99fgwYOZOHEis2bNYtKkSUyaNImjjz4avV7Ptm3buPnmm7n11lvrPx+LxbDb7SnX5/f7KSsrY/To0QnTR48ezdq1awGYPXs2F1xwATNnzmTy5MkcfvjhTJo0qf6z33//Pf/+97/ZtGkTfr+feDxOOBwmGAxiNptb+Ajsv04XYNlTJBLh/fff5/zzz0eSpGYtu2cvmP2xa/kDXU93JY5fnXhco8arUVEeJRLRyM7RY7PLmEyNf587y/FTFKVZn+8o+9NRjm9trYbPG6eiPIrNoZCWpsPpatnibx1lX9tKd9rfVPva3PMy2To6su7yNxb72bXE4/FWvWZ2l+PYVOJ4JGrJ4+H3q9R4VKoqozhdOpwuBYezcxWu3fN47M81syXJlsYDB/uav78UReG5555j2bJlLFy4kBdffJG///3vPPnkkwDcfffdHHTQQYltkQ/s7zxs2DC++OILvv32W77//nv+9Kc/ceihh/LPf/6THTt2cMkll3D66afz5z//GafTyU8//cTNN99MNBoVAZaWMn/+fHw+H7Nnz272sitXrmyRNrTUerqr7nz8rBYHwUAWTz1WSTBYVwZOkuCoY+xMnCxRWbV9n+vo6MdvzJgxzfp8R9uf9mqPJElkZfbj1Rd9rFoRqp/uztBxxdVuagNbCYfDLbrNjnbsW1t32t+997W552WydXQGnbHN+0PsZ9fRFtfM7nAcm0Mcj0QHcjxkWSYzox/PPeVl4/rd9yg5uXou+1M6Hu9motFoSzSzzaxcuXK/rpktSXE4MQ8fmXSYkHn4SBSHs9W2LUkSY8aMYcyYMVx++eVMmzaNZcuWkZWVxfbt2znhhBOSLrcr58qeATubzUZWVhbLli1LGHmybNkyRo4cmfC5Y489lmOPPZajjz6aiy66CI/Hw6+//oqmadx44431gZyPP/64NXb7gHXqAMtbb73FlClTyM7ObvayI0aMOKCIZDweZ+XKlQe8nu5KHD8oL4vz4D3b2PNlgabBpx/56N03m3ETR6Vctqsev46yP+19fCMRjf+9UJkQXAGorIjxyIMV3Hr3IFxpLfM2qL33ta11p/1tyX3tTMeru/yNxX52LfvTc6A5x6S7HMemEscjUUscj2BQ4+knyhKCKwAlxVGe/GcV198yBLujc/Rk2fN4tDfFaiPrgktSVhFqrVLNv/zyCz/88AOHHXYYbrebX375haqqKvr27csf//hH7rnnHux2O5MnTyYSibBq1Spqamo4//zzcbvdmEwmFixYQE5ODkajEbvdzoUXXsijjz5Kz549GTx4MG+//TZr167loYceAuqqBGVmZjJkyBBkWeaTTz4hMzMTh8NBr169iEajvPjii0yfPp2ffvqJV199tVX2/UB12gBLYWEh33//PY8++uh+La8oSov8oLbUerqr7nz8lizykup+6v23qxg6wozT2fgp2tWOX0fbn/Zqj98XZeG3vqTzPNVxKspjuDNatitkRzv2ra077W9L7GtnPF6dsc37Q+xn97U/x0Qcx0TieCQ6kOPh90VY8XMg6byiwiher4orTX8gzWtzHeW7oU93k3PpH4nXeFEDQWSLGcXhbLXgCtT1JFmyZAnPP/88fr+fHj16cOONNzJ16lQATCYTzzzzDA888AAWi4WBAwdy7rnnAqDT6bjlllt4/PHH+ec//8nYsWN58cUXOeecc/D7/cydO7e+TPMTTzxB7969AbBarfznP/9h69atyLLMiBEjeOqpp5BlmcGDB/OXv/yFp59+mocffpixY8dy9dVXc8MNN7TaMdhfnTbA8vbbb+N2uzn88MPbuymCsF92bIuknFdRHiMea8PGCB1KJKymDL4BVFZEgY4z1lQQWlrMU40WCaPPymnvpgiCIAhNEAppaFrq+b4ake/mQChWW6sGVPbWr18/nnnmmZTzZ82axaxZs1LOnzNnDnPmzEmYJssyV1xxBVdccUXSZU499VROPfXUlOs877zzEioJAZx00kkpP99eOkc/rb2oqsrbb7/NSSedhE7XaWNEQjc3eGjqB+T8ngYMhuYlbha6DqOp8UTHuT0MbdgaQWhbmqax/dYb2HbbjWgiAaUgCEKnYLHINNbhIy29Y/QGEYTW1ikDLN9//z1FRUWccsop7d0UQdhvww+yYLHKSBIU9DTQt7+x/qF6zulubHZxIequXGk6jpmVlnRez14G0t0isCx0XbGKcuK+GrRQiMiOfSf7FgRBEA6cxWI5oOWdLoWpM5InXB06woxjH8PeBaGr6JTf9EmTJrFu3br2boYgHJCMTB233JWHpzrO+nUhQiGV405Iw5WmkJsneih0ZzqdxLQjHMRiGp9+6CES0ZCkuqDcuRdl4nQl/+murIiybWuY7Vsj5BcY6NXHSLpb1+wy9p2BryZOVVWMVSsCGAwSw0dacLoULBYRmOzsIkWFu/+7cAfGXr3brzGCIAhdWDCo4vXUXUtr/RmYjVHcGRp2R+OPiF5PjNLSKOtWB3E4FYYMs+BKUzjh5DRkCb7+wkssVlcdc+x4K6efk4ldvDgUuolOGWARhK7AVxNn9cogLz9fkTBmdfhIM+ddnCUeFLs5h1PHCbPTmDLNQTCgYjBKOBwKFmvy70VRYYS5dxVS492jJJ5d5oZb8yjoaWyrZrcJryfGy/8t58dFtQnT55zhZtoMR8pjJHQO0bJSUBRkg5FoeWl7N0cQBKFLCgTifP+tj5f+W1E/7Z03vIwea230ZU51VYxH/1bMpo27qwXJMlzx5xyGH2Th1DPcHHWsi1BQxWiScDgVzGZxXRa6j045REgQuoLqqhgv/beiQUKwVSuCLFroIxZT26dhQoehN8hkZunp2dtITq4hZeDA64nx2MPFCcEVAL9P5Z8PFeOp7loZk1euCDQIrgC88UolpaXRdmiR0JJiVZUoDgeK00WssrK9myMIgtAlVZTHEoIruyxbWstPP9aiJclYG42qfDSvOiG4AqCq8NjfS6iuimEwymRl1927ZOcYRHBF6HZEgEUQ2lggEMfvi6cswwvw5ec1VFd2rYdiofXU1MQpKkweWCgvizUIvOwSjapUVcZJc/XHU62iqo2k/+8garwxPn7fk3L+F596icc7/n4IqcU91ShWO4rNRsxb3d7NEQRB6JK+/dKbct7HH1ZT443jq4lRWhyhtCRCrT9OjTfON1/WJF1GVWH1qmBrNVcQOg0xREgQ2lBpcYSXn69g6HAzHk/q6hi+mjid4FlX6CCikca/LJFIw95Q1dUxPnq/mm++qCES0bA7FE76XTrjJto69DjpeBz8vtTnjtcbJx7XUJSul3emu4jVeJGtVmSTibjH097NEQRB6HJUVaOqKvW1tNan4vfFeerxMrZuqeutMmiIiXMuzCISTn3P0dV6zArC/hA9WAShjVRURLnvzkJWLA+wckWAEQelztY+cLAJk1mcnkLT2B0KqSrWyzI4nIkBE78vzn+fLuPzj71EdgZnfDVxXny2nIXf1HToHiAWi8yQ4alLnB88xorBIM6dzixeU4NssSBbrMR9yd+UCoIgCPtPliXGHGJNOX/QEBPffFVTH1wBWLcmxOqVAfILUhdiGDLswCoRCUJXIO5CBaGNrP01iHdnr5VfVwTp1dtIRmbDp2JZhlNOc+MU5eyEJnI6FWYen7ys84yjnQ1KI3o9MX5ZFkj6+ffeqqa6quO+gTKaZGbNTk8aUHI6FUaOEjd3nV3c70M2W5AtFuK+1EMpBUEQhP03eKiZdHfDi6miwNHHufju64a/v59/4uWU36cnXV9BLwM5ufoWb6cgdDYiwCIIbUBVNZYvS0zK+Z8nS/nT9bmMm2hF2dnBoHdfIzfcmkduD3GBEprOYJQ56lgnZ52XUd9bxW6X+f1ZbmadlIbJlPhTX1KSOhFsMKgSDHTsBMvZOXpuuTufAQNNQF0ZyDHjrNx0Zx4ZmeLc6ezUXQEWswUtGkENh/e9kCAIgtAs7gw9N97Wg3ETbcg7bxP69Tdy0x15fPNlDYEk9wJlpVG2bYlw7U259Miv68mi10tMO8LBn6/PxZUmXg4K+2/Hjh0MGjSINWvWdMj1NZU4CwShDciy1ODBb9uWurK6c07P4PgT01F0YDbLpLvFA6LQfA6HjulHORl9iJVYDHQ6cKXpkOWGuUj2lWNFb+jY+Ut0OonefUxcdV0OgaCGLIHVpmAWw+o6PTUSQYtGkc0mZFPdUDC11o9s7FqlxgVBEDqCrGwDF1ySxZzT06mtDZKebkHRyZQ18iKmpCjCsSe4uOGWHoTDGopSN1RZDM8VDlRubi7fffcdaWnJe2V3FuJMEIQ2MnmqvcE0v0/luafK2LQxRF6+UQRXhAMiyxLpbj1Z2XrS3fqkwRWAjExdg7wsuwwfacbh6LhJbvdks+vIytKTkakXwZUuQq31AyCbzMjmugBL3O9vzyYJgiB0aSaTTLpbobJqA1abjNWqcPxJqR9wjzzWhV4v43TpyMrW487Qi+BKG/DHaymMFLMhtJGiSDH+eO2+F+pgotHUgTsARVHIzMxElyqxYDuIRCLNXkacDYLQRtwZei66NKu+G+YuEw61cfCY1InGvJ4YO7aF2bwpREV5lFis4yYgFTqHtHQdV9+Yi9Wa+GXM7aHn3IuysFg7foAlHteorIiyZXOIbVvDVIvKBV1CPFB3wygbTcimuiFgaqDz3UQKgiB0Fp7qGIU7Ytis/amuqqvE13+giSNmOhM+J0lw2plusnPEy8C2Vhmt4p8l/+KabX/hlh13c/W2v/DPkn9RGa1qtW2+9tprTJo0CVVNHCp26aWX8pe//AWA+fPnM3v2bEaMGMGMGTN47LHHiMV2348NGjSIV155hT/84Q+MGjWKJ598Eq/XyzXXXMOECRMYOXIkRx11FG+99RaQfEjP+vXrueSSSxg9ejQHH3wwZ5xxBtu2bQNAVVUee+wxpkyZwvDhwznxxBP59ttvG92vH3/8kd/97ncMHz6cSZMm8dBDDyW0+eyzz+auu+7i3nvvZfz48Vx44YXNPnYdJzwkCF2cySxzyAQrAwf3YuNvIYIhlYGDTDjTFOz2hqeiqmrs2B7hX4+UUFxUF/E1mSR+d7qb8RNTB2QEYV8kSaJnLyN3/bWAHdvCFBeH6NPXQnaOoVOMnw4G4vzyc4AXny2ntrbuwp+RqeOSK7Pp09eETtexhzgJqamBuuTLksmEZKwLsMQDyRMyC4IgCPsvHtfYuiXMv/5ZQnlp3QOmxSJzxjkZjD7Eyuw56Uw/0slva4MoisSAQSacLp3oMdrG/PFa/l32LCuCqxKmrwiu4t9lz/LHnEuxKS3/XDBz5kzuvvtuFi9ezMSJEwHweDwsWLCAp59+mqVLl3LDDTdwyy23MHbsWLZt28att94KwBVXXFG/nscee4xrrrmGm2++GUVReOSRR9i4cSNPP/00aWlpbNu2jVAolLQNpaWlnHXWWYwbN47nn38em83GsmXL6gMiL7zwAs899xx33XUXQ4YM4a233uKyyy7jgw8+oHfv3knX93//93/Mnj2bv/71r2zevJlbbrkFo9HIlVdeWf+5d955h9NPP53//e9/+3XsOv6dtCB0IUajQla2Qlb2vqP/lRUx5t5ZmJBkLBTSeOm5CtLTdRjNIieBsP9kWcKdoceVJqMzbqX/wMEoSsfvuQKwY3uEJx8tTZhWUR7jgbuLuOfBArJzUpeQFDq2XQEW2Wisz7sierAIgiC0vMqKGHPvKiQS3t0zOhBQ+c+TZVyf0YOhwy1YrQo98sQ1tT154zUNgiu7rAiuwhuvaZUAi9PpZMqUKcybN68+wPLpp5+SlpbG+PHjueCCC+qDFQAFBQVcddVVPPjggwkBluOPP55TTjml/t9FRUUMGTKEESNGAJCfn5+yDS+//DI2m42HH34Yvb7u2alPnz7185955hkuvvhijjvuOACuu+46Fi9ezPPPP8/tt9/eYH2vvPIKOTk53HbbbUiSRL9+/SgtLeWhhx7i8ssvR945zKB3795cf/31+3XcQAwREoQW4fPFqPHGUNWWG76z5tdA0gzuAG++WonVktli2xK6vmBQpcYbIxxq+J1K9eagIwrUxnn79eRdYqNRje8X+Fr0PBTalhrc2YPFaELS6ZB0OhFgEQRBaKJQSMXrjRFKcq3f29LF/oTgyp7eerUSv08Mve0IgmrjvTj3Nf9AzJo1i88++6w+D8m8efM47rjjkGWZtWvX8vjjj3PwwQfX/+/WW2+lvLycYDBYv47hw4cnrPP000/no48+4sQTT+SBBx5g2bJlKbe/Zs0axo4dWx9c2ZPf76esrIzRo0cnTB89ejQbN25Mur6NGzdy8MEHI0m7ezqPGTOGQCBASUlJ/bRhw4Y1clT2TfRgEYQDUF0VY+XyWr74rIZoTGPCoTYOnWxvkVKxG9enLk1aXBRFUZwp5wvCLoFAnKIdEea9W01pcZSCXkaOPymN7Bx9g/LNnUE4rFG0I3XCsU0bwsSiGgajGCbUGanBIEgS0s6bKcloqpsmCIIgpBQKqhQXR5j3dhWFhVF65OmZNTud3B6GpEN6VFVjw/rUL1eKCqNEIuJlRUdgli0HNP9ATJ8+nVtuuYWvv/6aESNGsHTp0vr8K4FAgCuvvJKjjjqqwXLGPSr/WSyJ7Zs6dSpfffUV33zzDQsXLuS8887jzDPP5IYbbmiwHtPOXGxtzbwzyf7+EgEWQdhP1dUxnnikhPXrdl+g3n69iq+/qOGmO/IOOMjSs3fqLpkZWTri8cYzcQtCNKqydLGfZ/9dXj+tpDjK0sV+/nhtDgcd3Ply+RgMEpnZerzeeNL5eQUGdHoRXOms1GAQyWisf7skm0SARRAEoTGxmMbKXwI8/o/db+BLi6P8vDTAH67M5pAJNhQl8booyxK9ehtYtiR5D8HMbB16fed7CdMVORUHI83Dkw4TGmkejlNxtNq2jUYjRx11FPPmzWPr1q306dOnvnfH0KFD2bx5M7169Wr2etPT05k9ezazZ8/m1Vdf5YEHHkgaYBk0aBDvvPMO0Wi0QS8Wm81GVlYWy5YtY9y4cfXTly1bxsiRI5Nut1+/fnz66adomlZ/n/HTTz9htVrJyclp9n6kIs4cQdhPWzaFEoIru1RVxvhqvpd4/MAi/yMOsmIwJH9QPOmUdIKh8qTzBGEXryfOS89VNJiuafDsv8vxVCcPUnRkVpvC7N+lJ50nyzBlmiNleWqh41ODAWTD7jdfksFQP2xIEARBaMjrifHcU2VJ5z3/n3I8KarsjT/UTqrUa7PnpGN3dI68bF2dTbFySdYFjDQnDrUZaR7OJVkXtEr+lT3NmjWLr7/+mrfeeotZs2bVT7/88st57733eOyxx1i/fj0bN27kww8/5O9//3uj63vkkUeYP38+W7duZf369Xz99df069cv6WfPPPNM/H4/V199NStXrmTLli28++67bNq0CYALL7yQp59+mo8++ohNmzbx0EMPsXbtWs4555yk6zvjjDMoKSnh7rvvZuPGjcyfP59HH32U888/vz7/SksQPVgEYT/EYirffFmTcv4P3/k5YqaLtAOoyJLu1nH9LT149G8l9W/rFQWOPSGN4QeZ2bBBvNUVGlddFUvZxddXE8fni+F0db5yi737Gjnz3Axef6WSaLRu/6xWmT/8MZvMTHFZ68zUUAjJsLv3nmwwih4sgiAIjaipiafM2VeXfy2OO6Phtd6doePam3rw+D9K8PvqltfpYPYcN/0Hts/QDCE5tz6dP+ZcijdeQ1ANYJYtOBVHqwdXACZMmIDT6WTz5s0JAZbJkyfz5JNP8vjjj/P000+j0+no27cvc+bMaXR9er2ehx9+mMLCQkwmE2PGjOHhhx9O+tm0tDSef/55HnzwQc4++2xkWWbIkCGMGTMGgHPOOQe/38/cuXOpqqqiX79+PPHEE0krCAFkZ2fz1FNP8cADD/D666/jcrn43e9+x6WXXrp/BycFcScqCPupsbfksgwH+g5dp5Po29/E7ffl4/XEiUQ00tw6HA4FvV6MixX2TdrHl1Da1wc6KKtNYeoMB6PGWKmuiqHTSThdCq40XYNu0ELnoobqhgjtIhn0qCERYBEEQUhl39f65NP1eplBQ8zcNbcAT3WcQCBMdrYZp0uHwSgGOXQ0NsXaJgGVvcmyzHfffZd03uTJk5k8eXLKZdetW9dg2mWXXcZll12W9PP5+fkNlhk8eDDPPPNMyrZdccUVCVWL9rW+cePG8eabb6Zs84svvphyXlOJAIsg7AedTmb6EY6UY1cnH25vka6VsiyR7taT7k588xCPd76hHULbc6XpMJklQsGGAbm0dAW7vfN2/zUYZDKzZDKzOl8PHCE1LRRC1u/uwSKJHiyCIAiNsjsU7HYZn69hLxarTW70fnTXfabTJbN8+a+kZ4xCUURwRRAOhDiDBKGZohGVqsoYWTl6zjg3A5Np96sBRYEZRzuYcJgdjydGMLjvQEgsplFVFaWqMkowIAInwoHxemJUVUbxemK40nRc+IfsBm+vFAUuviwbp0umxquSmdmvvntwe4pEVKoq686FZOWkha6vbojQ7qCZCLAIgiA0Li1Nx8WXZ7N3CglJgosvzcKVpkNVNaqrYlRWRvH7Wv9es8Ybo6oyljL/SzLx+O774YC4HxY6MdGDRRCaoaI8ykfzqln4jY9YTOPgsVb+ckceX37mxeuJc/Jpbr79sobbb9xONKoxarSFU36fQU6uPumQoqrKKJ9/7OHrL3yEwyojDrIw53Q3OT0M6HRiqIPQdH5fjLWrQ7z1WiUlxVGysvXMnpPO4KF13X8//dhDcWGUXn2MHHGUE4tV4psvfcx7p5rqqhgFPWs49YwM+vY3YrG2fc+W8rIo896p4ofv/GiaxiETbJz0u3SysvWddiiT0HxqKLhXDhYDajh1KVFBEITuTpYlBg81c/dfC/j8Uy/bt0bIL9Bz5DEuMrP0+H1xvv/OxycfeKjxxunbz8hpZ2XQs7cRk6ll37XX1sZZvy7EG69UUlQYwZ2h48RT0jlotAWHI/VjZ1VVjC8/8/Ll515CQZVhI8zMOSOD3B56Uc1I6HREgEUQmqiyIsrcuwqpKN8djV+6uJZVKwLccW8Bik7iwXuLKCvdXT75pyUBVq3Yzp33F5DTI7HscnVVjL/NLaZwe6R+2i8/B1i9Ksgd9+WTV2BEEJoiGlX57hsfr75UWT+ttCTKk4+WMntOGsccn8a5F2YSiWgYDBLRiMYbr1by1ee7EzVv2xrhofuLuOTKbMZPtLVpJZ6K8ij33r4joarRD9/5WbE8wB33FYhhQN2IGgqhs9nr/y0ZDGghEWARBEFojMEgk1dg5KzzMgiHNYxGCZ1OxlcT54VnyvlpjyHtGzeEue+OQq75Sy4jDmq5nB7xuMaSRX7++/TuKpcV5TGeebKMY453csIpbszmhsGS6qoY/3igiG1bdt8Pr/wlyOpV27n9vgJ69hL3w0LnIkKCgtBEv64IUFEeQ1GgX38jAwaZMBrr8lss+t7H+t+CCcGVXcJhjQ/eqyYcThzysGVzKCG4sks0qvH265VNGl4kCACe6jhvv16VdN68d6rxeuPo9TJWq4JeL1NTE08Iruzplecr2rR8s6pqLFnsT7rNWn9dta4DLXkudB5qOISk33OIkOjBIgiC0FQ6Xd21Xqere8TzVMcSgit7eum5Cjyepg/h2RdPdYzXX65MOu+TD734apLfWxTuiCQEV3aJx+GNVyrEcCGh0xE9WIQOzVcTp7IyyvKfatHpJEaNsZKWpsNqa9shDOGwyuJFfo6Y6WT4SAvr1waJxeDo41yUFEXx+WL8+IM/5fK//BzglNo4xj2ysv/4ferPr/wlSDCgYjZ33iSkQtvx+eIpyzHHYnV5WfbsBVJU2PBGpn5dNXFq/XHS3YmXh0hEpboqxqoVAaqr4gwdbiY3z4DZLOOpjrFieQC/L86wkRZycvQ4XU27vASDKksXJ7/5A1i2xM9RxzhxOMXlqjvQwmHkPYYISXoDWiSCpqpIeycYEARBEADQNI3KihibNobYtiVCQS8DAweZ2LA+dYC6tCRKMKDicrVMG/w+NWW5aE2DirK64ct7W/pj6vvhVSuChIIqFou4HxY6j055x1paWsqDDz7IggULCAaD9OrVi/vuu48RI0a0d9OEFuT1xvjfCxUsWrj7h/fNV6s47kQXM493Ybe33ddXUWDCYTa2b4nwjweK66d/+hGMGm3h2BNcfPNV8h4BAGazjLTXkAtbI1ndzWZ5n2X3BGEX/T7y9ej1ifOTddHdk26vz0cjKqt+CfDY30tQd947ffBuNfkFBi65Mpu7btlBdGeA5/23q+k3wMgVf84hLX3fQ3sURcJiSd0es1lGFqWXu426HiyJOVigLvAimc3t1SxBEIQOrXB7hPvvKqTWvzvAUdDTwLEnpKVcRpLqrsEtRbeP2/JUpZ9tjbw0NZtlELcAQifT6V4Heb1eTj/9dPR6PU8//TQffvghN9xwA06ns72bJrSwdauDCcGVXT58ry5ZZ1vS6WQyMw189rG3wbzlywKUlkSZfoQr5fJHHuPE6Uy8gEye6kj5+elHO5rcA0AQ7A6FzKzk3xdXmtKg90dWth6TOfkdS9/+xgblm6ur4zz+j93BlV12bI/w0fvVHDLeljB94/ow8z/1Nmloj8kkc9SxqX+/jz7O1ejNl9B1aJpWF0gxJA4RAsQwIUEQhBQ81TEefbgkIbgCsH1bBJtdRklxCT3oYAt2e8s9CtodCvkFhqTzbHaZdHfyhhwyPnUemMnT7A3uSQSho+t0T3BPP/00OTk53H///fXTCgoKmr2eePzAxvPtWv5A19Nd7ev41daqfDTPk3L5zz/20KuPfr8q7dT6VWpr6y5CFquMzdb4xSVQqxGJanz9RcPgyi6ffeTlT9fncMzxTj7+IPFzg4aYGDvOirrX02m6W2H2nDTeeaM6YXrf/kYmT3WgaSqpvl6d5funpLqqp9BR9qezHN9d7A6Jy/+cw9y7CgkFdwc1jEaJK6/Owe5I3Be7Q+LKq3N5eG5RwnfM7lC46NIszJbEz69bHUSnk5g63c7QERY0tW5ozzdfeFm6uJb/uzyb7xf4Etr0xWdeph/pxJW275u3nr0MTJpq47tvEgOqYw6xMnCwqUX/Dp3tb3sgUu1rc8/LZOtoDWokUtePXNHt/r3c+Uo0Fggg2VMHpffUXf7GYj+7lng83qrXzO5yHJuqKx0PX02c0pLkLx4//9jLJVdk869/lqLt8c4j3a3jjHMzMBjrjkGq4+HzqQQDKpIkYbXKWKyp77utNok/XJnN++9UcfBYG7qdvWN+/snP1OlO7A4p6fEuK40ya3Ya895JvB8u6Glg6HALvpo4Tlfb5mLb83jszzVT6N4kTdM6VfbAY489lkmTJlFSUsKSJUvIzs7mjDPO4NRTT23S8vF4nOXLl7duI4UDlubK51+PBCkvS558a9AQE3PO1PB6y5q8TrPZgkGXz0v/9bBlUxiAnr0NnHmui7hWTDCY+HBnMpkxGwt4+XkPBT2NlJdF+XVlMOm60906rrjagqZFUeN2lv4YJByC0YeYcDijVFVvI9mp5nRkIeFk6Y8hArUaB481kpYep6p6W4OATGc0ZsyYJn1OnJcHzmQyY7fls35tlC1bohT01DNkqB5fbSHBYCDhs5IkkZs7EH+NwspfAlRWxOjZ28iAgUYMxgClZVvqP2uxWNi6MZMe+Wa+nl/D8mW1qGpdz5jjTkijojxG/0EmHv97SYM23fXXDMorNjap/WmuPCIRC0sXBVE1GDvOhNkSoqp6xwEdF6Ghpp6X0LbnphQM4PjP4wTHH0a8Rz4AcnUVlq8/x3faOahZ2W3SDkFoL+KaKewPq3kAc+9KfT98+325yLLK8p9CVFbEGTzMSH6BhMe7jWg0eWDGYrGjqTm8/JyHwh11edv69TdyxnkuQuHthELJ74ezsvrw8xL4eJ6HYFBFr697OTP9KBMlpRsa3As7nU6+/dKGosgcNMrKr6sCBAMqg4bUDQn93wsV3Hh7epPvJVpDc66Z3cmjjz7K/Pnzee+99w5oPYsXL+acc85hyZIlOBxNe5Fy4403UlNTwxNPPHFA224tnS7AsivPyvnnn8/MmTNZuXIl9957L3feeSezZ8/e5/K7LkojRow4oIhkPB5n5cqVB7ye7mpfxy8W1Xj1pSq+mp88r8npZ7uZcbQdqRmJSirK4tx643Yi4cSvvF4vcddf88nKTuzQVVkR5/YbdxAMqvTpZ2TUaCvvvJG8UsukqXbOOs+N3tA2A0U7y/evqW1rqfOypXSW47u/av0qTz1exqoVQfr2N+JwKJSWRCkuivK709M56hhnQpfikuIYjz1cQnFRwxux8y/OxGCQ+ffjpQnT+w0w8qfrcht929Ueuvrfdk+p9rU5+92W52a0opwdN/yJtN+djrFPXwBilRVUPPtvcm+4FdPAwU1aT3f5G4v97Fri8TgGQ/LhFck+29zzsrscx6bqSsejsiLOTddsI5bknaSiwP0P98Sd0fg+7n08Sopi3Hbj9gY9qc1mmTvn5iddXzSq8cG7Hj5419Ng3tjxVs69KCNpzrUVy4M88mAJigIDB5sxGCW2bg7jqY4zeKiJy/+c3Wiuttaw5/Fo6nnZ3dTW1hKJREhLS53npykikQher5eMjIwmP9f5fD40TWtyQKatdbohQpqmMXz4cK6++moAhg4dyvr163n11VebFGDZRVGUFvlBban1dFepjp+i1OVe+H6Bj/BeARGHU2HMOBu6PbJpRaMqkkR9Wbq9RSJxvv6ipkFwpW5Zjc8/9nL6ORno9XXLq6rGooVegsG6XiSbN4Y5YXY6TpcCGgwbaUFRYN2aEJ7qGMedmIbJ3PanU1f7/nW0/Wnr9kTCKopOatGkc8nU1MRYtSKIyQSjRltxpenYvjVMaYmXD96pZsKhdjIyd+fB8HrCSYMrAB+8V81Jc9ITpkkSnH5OJnZHx73EdLTvWmtqiX1ti+O1q0u2bDQi76wYpBhNdTOj0WZvv7v8jcV+dl/7c0zEcUzUkY/Hvu5td3G5JI49IY33365uMG/m8Wk4XToUpWkBCkVRiMUkPnivOukw9WBQZdFCP8eflIYsS0QiKopSd99SVRnl0w+TD6dfuriWU05zJ82n0quPidweeoqLoqz5dXfPGFmG087MwG7fd8L81tKRvhu1/jg13jiBoIrFIuNwKG1eVXVPVqsVqzV1/pxIJNKk4JTBYCAzM7NZ27bb7c36fFvruHe/KWRmZtKvX7+EaX379uXTTz9tpxYJrSUzS8+t9+Tz6osV/LoyiCTB6HFW5vzeXf/w56mOsXlTiG++qEGWJaYd6aBnL2N9glhPdYytW8JUV8VYuzp5d0aoC5QEgxr6nb/h4bDG6lWJn//fi+Vcc2MPSoojLPreTzymcdwJLgYOMSeUwBWE5qooj/LzT7X8sixAulthxlFOMrP1rVaWsLQkyu/PcjNoiJlvv6rht7Uh+vYzcufcAj56v5rgXmUWN21InWC0vCyG261Dr5eIRjV69zVy5rkZFPQUb3yE5tmVyFbW75nktu6/tXC4XdokCILQ1qorY/y2LsjCb30YjRIzjnbRI0/fIGH9LgajzIyjnLjSdLz/dhWe6jiuNIXjT0pj7HgbxhTVe1IJBlXWr0t93S/cHqGyIsaqXwIsW1qL3alwxNFOJOpeWqZSVRkjt0fDe4P0dB3X3tSDee9Us/BbH9GoVjcc6dxM8lIkze1uqiqjPPvvup7HuwwfaeaCS7JId7fOM8hrr73Go48+yrffflv/0gPg0ksvxeVy0aNHj4QhQruG7YwYMYKXX34Zg8HAl19+ybJly7jzzjvZtGkTAwYM4LLLLuPyyy/n3XffZciQIQ2GCL399tvcd999/P3vf+e+++6jpKSE0aNHc//995OVlZWwrV1DhFRV5ZlnnuH111+nuLiYjIwMTjvtNC699FIAHnzwQebPn09JSQkZGRnMmjWLyy+/HL2+dY5dpwuwjB49ms2bNydM27JlC3l5ee3UIqG1KIpEfoGRy67KIbDzgc9mVzCZ6k7y6qoY//pnCb+t3X0RWLa0luEHmbno0mzQ4N+PlbDm1xBTZzhwpqV+WHWlK+j3OBv0enC7E0+PI2a6ePuNSpb/tDufxS8/B+jVx8BV1/Yg3d3pTiehAyguinDf7Tvw+XYHNb79yseZ52UweaoD0z5KKu+PnB56QiGVu27ZUZ/0btWKAJ997OHam3pgsSX2oMnISH0BMholMjL1zP17T1QVTGZZZPwX9suuIIq0Z4BFL6oICYLQfVRVxnh4bhE7tkfqpy1ZXMthU2ycdlYGjiQ9QzVNo7gowqLvfJz0u3SsNoWAP87CBT565BlwOBRkuek9Y3U6CVeajoryhmOOjEaJI45xcu/tO/BU7+7i8v23Pm6+s/FnMas19f2MO0PPGedmMGt2GpoGRpO4l9il1h9vEFwBWLUiyLP/LuPSP+a0Sk+WmTNncvfdd7N48WImTpwIgMfjYcGCBTz99NMsXbq0wTI//PADNpuN5557DgC/38+ll17KlClT+Nvf/kZhYSH33XffPrcdCoV49tlneeCBB5Blmeuuu46//vWv/O1vf0v6+b/97W+88cYb/OUvf2HMmDGUlZUlxAusVmt9gOa3337j1ltvxWq1cvHFF+/PodmnTlem+dxzz+WXX37hySefZOvWrcybN4/XX3+dM844o72bJrQSi1UhI1NPRqa+PrgC8OvKQEJwZZdVvwQp3B5m3Zoga36tm790sZ+Jk1J3JzvuhDTMe/QW0Olkjjxmd+lYV5qCxSInBFd22bo5wpLFvqRJbAWhMYFAnJf/W54QXNnllecr8HqTJ3k+ULIk8fzT5ez9lQ2FNP77dDlqPPFGrN9AE3p98puzw49w4HQpuDP0ZGbpxQ2RsN/USJIAi6KALIseLIIgdHnxuMaCb7wJwZVdFn7rpyTFUN26F46l/LYuxH+fLufxv5fw3NPl/LY2xJOPliYEQprCZqvr/ZLMxEl2Pv/Ik3SdK38JMGiIKelyGZk6nGmNv4g0GGTcGXX3++JeYrcab7xBcGWXVSuC1HhbpxKW0+lkypQpzJs3r37ap59+SlpaGuPHj0+6jMVi4Z577mHAgAEMGDCgftl77rmH/v37M3XqVC666KJ9bjsajXLnnXcyYsQIhg0bxplnnsmiRYuSftbv9/PCCy9w3XXXMXv2bHr27MnYsWOZM2dO/Wcuu+wyRo8eTX5+PtOnT+eCCy7g448/bs7haJZO98p95MiRPPbYYzz88MM8/vjj5Ofnc9NNN3HCCSe0d9OENuT3xZn/aeqyyUWFUX78wc+UaXamH+UkHNKQZbj5zjxee7mSDb/VBV4kCWbNTsOVprB5UwiHQ8GVpkNRJLJy9Jx9fiYvP1/O8JEWfvqxNuX2vvq8hgmH2uuHJglCU/h9asrKVJoG69YEyc5p+e6xJcVRIpHkAcEd2yMNhgilpeu45i+5/P2vxQk5kYYMM3HsrDQ81XH8vgjRqIbDoeBMUzCbxc2R0DzJerAASAYDqgiwCILQxflq4nzzhS/l/K8+99J/oKlBbxRfjYrXk/whu8Ybp8Yba3Yv6379TZx9QQY2u4IiSyBBOKTSs5eB2/+SvLrfF596ue6WHvz70dKEvG1Ol8Kfb8glbR8BFk91DF9NvO5ewqngdCn1uRG7s0Cw8aqi+5p/IGbNmsWtt97KHXfcgcFgYN68eRx33HEJQ4b2NHDgwIS8K5s3b2bQoEEYjcb6absK1jTGbDbTs2fP+n9nZWVRWVmZ9LObNm0iEokwYcKElOv76KOPeOGFF9i+fTuBQIBYLIbNZttnO/ZXp3wanDZtGtOmTWvvZgjtSNPqKg2lIgGTp9oxWWQeuq8Iv2/XECOZ8y7OQqere7jt2cvId9/WcNM124G67ovn/V8WIw6yYLEoHDbVzohRFjzVUea940m5vWhUa9AbQBD2RdMa/95EUwRBDlQs2vjFOB5P3K5OJ5GWruPyP+dQVRnD54uTl2fAlSZTVVn35qystO5mSq+XOPYEF1OnO1ptXLDQNamRure2km6vAIteL4YICYLQ5Wma1mgOk3Ak+T2DqjZ+r6Dux/O3Ti9htSo8/3R5/TB9p1Ph4suyGDbSwsrlDXt0h0IqEvD7szMIBVXKSqOku3VYbQrmRqoAqarG9q1hHvt7CeVldT13DQaJ2aemM2mqHbu9Uz6uthjLPoaK72v+gZg+fTq33HILX3/9NSNGjGDp0qX85S9/Sfl5s9ncItvds5AJgCRJKUcK7Bm8Sebnn3/m2muv5corr2TSpEnY7XY+/PDD+mFMraF7f2OFTstqk5lwmI03X01eNjkjS8Hp1CfkmIC6oMrjfy/htnvyye0hcdM1iSXoamtVnvhHCbffm0/vviZMJhmTSSYrW8+kqXFW/tLwggIwfqINm+jOKDSTxSLTq7eRrVuSv50fPLRlLlR7yyswIEkkvVGruxlKvFhXVkS57/ZCvN44TqeCySJTVRHjtnvzuf/OQgK1u+/eolGN996qxp2hZ8o0EWARmk4Lh+vKRuxVtUHWG8QQIUEQujybTWHsOCtfza9JOn/y4fakVQbtDgWTSSIUanhRNxolHM7m358W7Yjw5KOlCdO83jh/f6CYa2/qweqVgQZVhg6f4eSTj7z8sMCHySzhdOnw18SprVXp19/IVdflJk3UW1kR4/67CgkFd7c/EtF47aVKMjP1jB3fej0NOgOHU2H4SHPSYULDR5r36+/bVEajkaOOOop58+axdetW+vTpw7Bhw5q8fJ8+fXj//fcTKgqtXLmyRdvYu3dvTCYTixYtoqCgoMH8n3/+mR49etQnvAUoKipq0TbsTfS7EtpdPK7h9cSo8caSRiejUZXysggV5VFUVSUeV6msjHLIBBvHnehs8PnsHD29+5j49CNP0gdITYNPPvRQXhZLWoJO0+CDd6sJhRJD/gMGm5NWRnE6FaYd6USna93SukLXY3foOOeizL2fJwGYPM2OM01HOKzi8cSorW3aGNuamhjlZVFqahLztwQDcTyeGMGgit2ucOwJrgbLShKceV4GGZk6/P66z4fDKkU7Inh3jvH1euOUFkcZMszEht9CCcGVPb3/dhUV5RF8NXG8nhixmOjiJTROjUSQ9HokKfG3VNLr6/OzCIIgdDZ+XwyPJ0Yk0nhXEr1B5phZadjsDR/Pevc10rtP8vwmrjQdZ56XvMzt6edk4HQ17wE8GIjz3ltVSBIMH2lhzuluTjktnf4DTcTjdQUlxoyzMuEwG6ed6eaEk9PIydUzdryVRd/VDXEKBTVKi6PU7rxH2LghXJ8rxFMdo7wsQq2/7j7l15WBhODKnt56rRKvp3Xy0XUWVpvCBZdkMXxk4ku3XVWEWrtU86xZs/j666956623mDVrVrOX1TSNW2+9lY0bN7JgwQKeffZZgAbX+v1lNBq5+OKLefDBB3n33XfZtm0by5cv54033gCgV69eFBcX8+GHH7Jt2zZeeOEF5s+f3yLbTkX0YBHajcFgoKoyzoKvPSz+3o+ik5h+pIMxh9hIS6/7apaWRFjwdQ1LFteiyDBlmoMBg0y88Gw5kbDGoVPs3P+3njz77zKqq2NMnmZn0hQH8Xhd9D2Voh0RUgwfBOryUETCakJS3fR0HX++IZcfFvr5+gsvsajG+ENtzDjKJco0C/utZy8Dd80t4N23qvltbRCHQ+G4k9IYMsyEpyrGvHeq2bghRFq6jlmz0+jTz5Q0+VuNN0ZxcZQP3qmmuChCdo6e409KIztHT3lZjPfeqqKsNEpBTwMnnJzO9COd9Oln4sP3qqmqiNGzt5ETT0kj3a1jxfIgH7xbjac6xoDBJmYc6WTocHNC6fKCXka2peh5A1BRHsNXo/LIv0sIhVXGHGJl+pEuMrN0LXZRFboWLRJG0jW8LZH0etGDRRCETqfGG2PtmiAfv+/B54szbISZmcenkZmlT/lSLjNLx233FPD5Jx6WLPJjMMjMOMrBuIn2+nvjvel0EgcdbOH6m3vw3ttVlBRFyc7Vc8LJaRT0NDY7j0k4rFFbG+dP1+WyelWQb7+uQZFh7HgbM49zsW5NLSeeks7H8zx8+bkX686kuPsK5MgK/PyTn4/neaiqjNG7j5E5Z7jZtCH173txUTTpy9DuJt2t59I/5lDjjRMIqljMMg6n0urBFYAJEybgdDrZvHlzswMsNpuNf/3rX9xxxx2ceOKJDBw4kMsvv5xrrrkmIVfLgbrssstQFIV//vOflJWVkZmZye9//3sAZsyYwbnnnstdd91FJBLh8MMP59JLL+Wxxx5rse3vTdK6WemTeDzO8uXLGTVqFEqy18ZtvJ7uKh6PU1wU4KH7KhpkIu/d18hV1+YSiaj89e4iqioTI9f5PQ0cd2Ia/97ZdTEv38Afr82pL+mmKBKBQJzn/1PG4u+TJ6YdN9HK1OkOHry3OOn8g8dauOSKnIQAyy6qquGriaOqdTld2iMBV1f7/nW0/WmP9oRCKsGgik6RsDsU1q0J8sA9hQ1uLE44OY1jjnclVL2KRFSWLPLz9BNlDdZ77oWZVFRE+fA9T/00SYIr/pzDwWOteKqjBAJR7A4Dep3M++9U88kHnoR1KApc+sccXnulgvLSuvNx1GgLIw+28MIzFUn3J92t4/iT0njhmfL6aVabzG335LdK4t6m6mjftdbUEvvalser8s3/UfPdt2RfckXi9NdeRpeRSe4Vf27SerrL31jsZ9cSj8ebvH/7c0y6y3FsqtY+Hj5fjFdfrGTht4lJaw0GiVvvzqegV+N5I6JRFb9fRZbqhog09mIiHtf48Qc/r75UwaGT7bjdOqqqYny/wMec092MP9S+z17Wex6PSBi2bY3w78dKG9yDDxxi4vSzMrj/rkIi4cRHyAmH2cjtYeCdNxoO3z/3ogwqymMJ9yIAvfsYOGyKg5efT34vkZ2j56Y78tq8iIQ4X1rP+++/z0033cTSpUsxmZL3yursxBAhoV3E4/DdN4GkZd62bApTVlrXc2XvH3aAHdsiREIqgwbXnZSFOyKs+TWIy6WrH5tqNstMP9JFsuuRJLGz14ku6XyAWSelJw2uAMhy3bjStHSdyG4utBiTSSYtTYfdoeD1xHjuqbKkb23mvVNNTU3ijKrKWMqbk1dfqmD8oYklyjUN/vt0GZ7qGE6Xgr92OzabjNcbbxBcgbrz9d03q5hx5O4hecuXBRgwyIzJnPwkOvIYJwu+ShxHXutX+fC96n12kxa6JzUcET1YBEHoEqqr4g2CK1CXW+Tl58up9TfeLUOvr7sncLr23evTUx3jhWfK8XriLPi6hkULfXz7VQ2e6jgvPlfe7CE2BqPMrysDSe/B+w8w8cb/KhsEVwAWLfTTb4AJg6Fhe/sPNPPR+54G07dsjpDbQ4/RmHwfZ89JFxU6O7l3332XpUuXsn37dubPn89DDz3EzJkzu2xwBUSARWgntX6VJYuSl6eFuoRXSxY37H0y+XA7f74hF1WDydMc/Pn6XA4Zb+WH73wU7ghTVholFFKprVVZsbyWcy7IxLJH5nKzWebsCzJZ+UstoaDGFX/OwWLdPd9klrjkimxy89rvDbsg1NaqlBRHk87TNNi6OfFh0+eLp8yFEg5rSW/kCnoZiUQ01q4OU1acy/Zt0fry5cns2B4hO3f3eSHLsGVTkOtu6pFQ/lFRYObxLiRg86aGD8U/LvLj38eNpdA9aZFwgxLNIKoICYLQ+axKURQBYO3qUH1lnpZQUxMnI1PHrXfncflVOUw63MFlV+Vw6z15ZGXr63OoNZXfF2fxD/6k8/r0MyUMF97bxvVBZhzlSJh26GFWdmyPpKya+PYbVVx7Uw/S0nf3FNHpYPap6QwbaWlW24WOp7y8nOuvv55jjz2W++67j5kzZ3L33Xe3d7NalQgJCu1G3kePu70zpZ9wchrRiMY/Hiiu/5FWFJg9x41OV/fQ+cyTZZx+TgZjx9lYtybEBiXEeRdnIisSaHXDe778vIZoVENVYf26EFffkIskS0iA06XgdOlEwlqhXe0rRcne54a8jwVkOXH+kGFm5pzuZu5dhfW9yDIydRw7K63R9WRn67nrrwVEwhoOp4zDocNklrnxth74fSqRiIorTceaVUGe32No0N5trzvbBCGRFkndg0WtTT7cUxAEoSNKVu1nl5ZOQ6bXwyVXZPPo30so3ePlTHaOniuuzkGSmpcNQpJAaeQVfKoqhHVtkTnyGBdTpjup9auYLRIul9JoUGbThvDOIcQF1HhjRGN1BSScTgWDUfQF6OwuvvhiLr744vZuRpsS31qhXdgdMpOmWFPOz87WMWnK7rJsrjSFnFw9H3+QWBkoHoc3X62kTz8jixb6iMfhpecq8PniTD/Kybo1IZ54pJTHHi7hsb+X8MQjpaxdHeSQ8VZW/Bxg/boQ99xWSDSi0re/CXdG6sRjgtBWbLa68s3JKAoU9ErsYWW3yzhTlOmz2uQGXW9PPcPNP/9WnDBEr6I8Rr+BppQ3fv36G7HaZHr2MtJ/oImsbAMmc90lJCvbQN/+JgYPtZCTa2jQvj1NmmpPWiFBENRIBEmXrAeLQVQREgShUxlxUOqeF6PGWLDZWu46aDTKPP2vsoTgCkBpSZSnHy/FYGheDhG7Q2HyVEfSeWt/DXLw2NT7dtDBFiwWhdweBvoPNJGXb8Rq05FfYExaMRGgoKcBo1EmLV1Hrz4m+g8wkZmlF8EVodMS31yhXUgSjBlnJC8/8WbaYpE5+4IM7E4dY8bZOP4kF3q9xIRD7Xz7VcOxrLt8Ob8Gm333m895b1cxeIiJgYMaju/r19+I06Vjx/YIBoPElGkOolGN8rIIoaDIDSG0P7tDxwV/yEo6JvnsCzIbjEdOz9Bx4aVZDW5eZBku+L8svvzcWz/NYpEJBlWqqxK7DNvtMjXeGLPnpDfYptksc8Ip6U0utZydo2fy4TbGTbRxyZXZXP6nHI49wUWvPgaOnOkSuYuEpNRIGEmfrAeLDk0EWARB6ERcaQonntKwV6jdLnPamRkJieoPVCCgNhg6vMu2rRGCgeYNEQrUqhT0NtJvoJEjjnZy2VXZXHpVNpOm2qn2RJn9Ozd2R8P2H39SGq6dlY68nhiVFVGqq2NomobDpSQtJW0wSpx3cRbuDFGNU+g6xBAhod1UVG7imr8MY+3qEAu+qaFHnp7Jhzt4940qXnquAkWBCYfZufXufEpLIvz8U+ou4pXlMfr23/3Gv6IihtEoc9lVOWzYEOKr+V7QYPRYK0aTzH+fLiMzW8e5F2bxzRfe+mFHB4+18rvfu8nJ1YtSskK7Kuhp4O4HerLw2xrWrg6SkannyGOcZGfrMe71VkenkxkwyMSd9xfw5edeCnfUJY2bfpQLV5pCdq4eRSdRtCPCQQebqUkyHttqU9i6JczAISauu7kH335Zg8cTo29/ExMPs7Nsia/J5cjtDh0nnOzm4w+qee7fZUQiGkOHmzn//7JwpYnLjpCclqoHi06PGo60Q4sEQRD2j8WqcORMFyMOsvDZRx5qalQOOtjCIRNsZGS2bDAhHGr85UdoH/P3Fo1pfP2Fh7POy+T9t6r41z+9yDKMm2jjxNluvvu2hlvvzufnpX5+/imA3S5z5LEuevQwoKmw9Ec/b7xSSWlJtC7QdHI6Y8ZZGTveSq8+Br741EtlRYx+/U1MnuYgM0vcFwhdi/hGC+0mHo/jdMkcOtnO6LFWPNUx7rhpe/2FIBaD777x8evKAH+5PY9+A4yUliRP/Nm7j5GSot3zBg42YTLLWG0SY8fZGDbCzC/Lann79WrKSus+d9a5mTz9eGlC8q+ffqxlzaogd9xfQFa2iKYL7UeWJbKy9Zx4Sjozj1PRGyR0utQ9P8xmhfyeCqefk0EwoGK27C4h7nDoOPPcTKIRFYNRZtvWhm+6qqtiDBlq4f23q1i3JsjBY6wU9DSydXOYTz7wcP7/ZWKxNi3oWFUZ42/3FyUk6l29Ksg9t+7gjvsKyO/ZeHlKoXvSwmFkR8Nu6ZLeIHqwCILQ6djsCv3tZnr1NhKLaxiNcoOcaC21nVR5USSJZg/LNZtkjj42jb/eXUgoWLfSeBx++M7Pml+DXHlNLhmZOo461sWU6Q50Ogm9XiYe1/h6vpcXn9td1dBTHef5Z8opKopw8qnp9OtvpqDAQCikYbXJKI0lexGETkp8q4UOQVbg0488SaPs1VVxVq0IctLv0pOO3zQYJQ4abWXlzoztBoPEtCOcCQnGzGaF3n1NVFfVlZwbNMTE+t9CSTOrBwIqX33uafJwCEFoTbIsYbYojQZX9qTXyzicDUuI63R161EUCadTYdCQxOFz8bhGXNX45ecAoZDGDwv9zP/Uy+pVQTQN3nurGq2JI+g2bwwlrYIUi8Fbr1c2u7uy0D2okUjKKkJaJIKWKquiIAhCB6Y3yJjNSqsEV6AugDJxki3pvHETbdjszRuOJCvww0JffXBlT57qOBvXh5AkkCQJs1mpv9+ororx5qtVSdc5/xNvfe9Zg1HB4dSJ4IrQZYlvttAhBGpVVixPXdJuyWI/NpvCdTf3ICd39w14QU8Dl/8ph3ffqETTIL+ngRtvz0s6ljMjU89f7sgjv8BA7z4m1q5OndF8+bIAtbXiIVDomCorovy4yMf/Xijnmy+9lJVFmxUQTHfruejSbCYcZqsPWvbIN6Qcw123zRi+GpVPPqjmfy+Us/KXWqqrGgZRNE3jx0XJyzsC/LoiSFDkOhKS0KKpktzqds5P3oNREAShO3M4dJx8mpsZRzvR6+uCOHq9xLQjHMw53Y3FLFNaEuHzjz3874VyfllWS1VlLOX6av0qKxu5J1+2pJZQqOF1vNavpry+a1pdMn1B6A7EECGhQ5AVCbMldbzPbpOJRFSWLPYz4ygnaW4dEuD1xtHr6xJk6XQSVlvd2/tkdDqJvv1MXHdLDyJhjeJnU4/pt1jkRkvsCUJ7KS6McP9dhQl5VAwGietu7kG/AaYmvyHLzNJz9vkZnHByOqFQHJtVYdu21OeEJEF5WZRXX6oE4NOPvOT20HPtTT0SApqSJOFIUdEIwGJtnS7SQueXukyzYef8MBhSV6gSBEHorjIy9Mz5fTpHHO0kHFIxmmScLgW9XuLXlUEe/Vsx8Z23DZ9+5CUzW8f1N+clza2mKGCxKEDygIjVJietuJkkPp7AZBLv9YXuQXzThQ7B4VCYeZwr5fwjZrpYtybIF5/W8PLzFTz2cAmPPlzCC8+U88A9RXg8MXLzDCmDK3tyOnVkZuk5upHtzTzehc3WchneBaEl+GriPPlYaYMktZGIxiMPFVNd3by3Q1abjuwchWrPatyZCr16G+vffu1t+EgL69Ym9voqLoryzhtVhMOJb6xSlXcEOOJoZ6MBGKH70lINEdp5166GRR4WQRCEVEzmuvLIvfuayO1hwGJR8FTHeezh3cGVXcpLY7z2UkXSHid2h67Re+Qjj0leDdBkkinomTwIbrfLzc4FIwidlfimCx3G8IMsjBptaTD96GOdpLt1fPqRt8G8rGw9Z5yTgQQU7ghT4234gFnjjVFUGKGoMJIwv2cvA9OOaPggOG6ClYFDzAe2M4LQCnw18ZTDePw+tdEuv8nU1sYoLYmR7hpKeVkcu0Pmij/nNMh15M6oS2a3IEmp9EULffhqEu/cMjJ1zDnd3eCzAweZOGyqQ/RgEZJKOUTIUDdNEwEWQRCEZtmyKUwsxa3BT0tq8fvj+P1xykrjuJz9qfHWBVyGjTAzeqy1wTJHHuMkLy95ECUSVZlzhhv7XoEUg0Hi3IuyGryMEYSuSgwREjoMl0vHBZdkUV4WZcniWvR6iXETbKS5dYSCKrW1iT/MQ4abmXGUk7dfq6SosG5sfs9eBi64JKu+Ssm2rWGefbKMHdvrhj7k5Ru44A9Z9OptxO7QcfJp6Rx+hJMli/yocY1DJthwZ+pwOMSpIXQ80X3kWQkFmn7zUl4W5e3XK/nxBz/xOJjNMkcd52TyVAf3/a0nK34OUFoaZehwM06nwqMPlyR90xWL1SXI3ZPFqjDtCAejRltYsthPIKAy+hAbubl6nC5xbgkNaaqKFotBsiFCu3qwiEpCgiAIzeL3pc4nmJOrJxRQeerRUtb/FgLqXpCce1EmAwaZOe/iTI47MY0li/3o9RKHjLeR7talTJobCUEwqPLHa3PZvClM4fYIGVk6Bg02E4uq+H0iwCJ0D+JOV+hQHE4dDqeOfgMSe5DodXXR9NKdlUn0eoljZ6XxyINFCZH5bVsj3HdHIXc/UICmwv13FBKN7n74K9wRYe6dhdz11wJyexiw23XY7Tp69RZlY4WOz2aTsVhkAkkCKZIEWTlNKy1eVRnlmSfLEhI9B4Mq771ZjRqH4090ceQxrvp5G9cH8VQnv0nLyzdgNjfsDGmxKlisCnkF4twS9m1XAttdCW33tGvYkBZJnSNIEARBaKjvAFPKeWecm8Ff7ylMCHxUlMd4eG4xt96dT9/+pp335KnXsSe7U+bbr0J88ZmX7Fw9mZl6Nm4I8darVRx0sIUzz8s44P0RhM5ADBESWkWNN0Zt7e7IRyikEo3u/gGPaBFcblfTVyhJHDMrjR55dTfaY8dZ+X5BTdJuj5GIxlfzvaz+NZAQXNklGtX4/BMvsdge7Qmrouui0OG50nTMOcONJMGIgyzMOMrJ2PFW9HqJw49wYHcoRKMqvpp4wvm2t5qaOGtXB3e+kbIy4ygnw0aakST47CMP1VVxYjGVUFBFVTUyMvUNyjpDXVDnrPMzmpT7SBAao0XrgifJqwjtCrCIHiyCIHQtkYhKOElFHoCQGiKqNq96WjyuEQyq9T1L09MVRh5swWSSGH+ojelHOhg81EyvPkaKCyNJe5VoGrzxv8pmV9OMRTW+/aoGgNLiKKtWBNixM3n+Lz8HiO28J4/FtPr7C0HoisRdsdCiSksi/LoywNLFtThdCseekMaWTWF++M6HwSgx42gH5h5+Xg+/hM6gcHToCHoZe+LSOZOur6oqxoZ1Qb75qgZFlvjd6W7QoLAwwvffNswHsctva0ONDkXYsC5IMKASj6ts3hTiy89r0FSYOt1O/4Fm0tLFqSF0PIoiMWachX79C/jumxq2bY2Qkanj+lt74HYrVFXG+PqLGnZsi5DbQ8/0I51kZOowWxK785YURTl0sp1xE20sWeSncEeEnr0MzDwujXffqKQ2oDLvqXIqK2IMG2FmwmF2Lrkymy8+8fLl5zUEgyq9+hj5/Vlu+vRr2pstQWjMrgS2SasI1Se5FT1YBEHoGryeGFu3hPniMy+xqMaUaQ4GDq67/6yMVbE6sIZvfAsxSgaOdh1BL0NPnLrUCeSjUZWK8hhfz/eydUuEgl4Gph3hJDNTxzkXZFBWGuObL2soKozSf6CRw2c4eOWFypTr27IpTDikYrU2PSl9IKAlfbG5S1VljLgKn3/soaw0xuChJg6dbCcjUy9yswldiniKFFpMaUmEh/9aTGlxFEmCq67L5fG/l1BSvDv6vvynAKMnGhl5yjheCj7LssAvTLAewvmZZze4cFRVxXjkwSK2bt59U71ieYCRo8ycfWEma38NUlyUPLKf7tYhN9I/K82tIx7XePqJMn5duXuYxKoVAfr0M/LHa3JFkEXokIoLozx0X3HCTczCb3383+VZLPzWx6oVdd/ntauDfPNlDVdencPwgywJGf+zc3T07WfkkQeL0XauZu3qIF9/WcMfrszGZJRYuDOAuXZ1kI/nefjzDblUV8U46/wMDAaZ4qII/3uhgsv+lENOriidKxwY0YNFEITuwuuJ8dxTZSxfFqif9uvKIAW9DFx5XRb/z959x0lR3g8c/0zZXq8XekcUREClKVVUVBS7Rk2M5WeNJcVoYixRk5iYohJNjL1ir9GIIiqKgHTpvd1xdW9ve5mZ3x/HLSy7B3dwd8DxvF8vXi/2mdlnnpnb2Zn9zvN8nz+G/kxZojy1bEF4MSOdJ/Lj/B9lDbLousHa1VEe+UNZaragVSsizPzUz62/LMFfl+Q/T1al1l+1ouH+ubCo6WHF3hwFJctUzHtjsex9fbNF5nd3bE277/j4gzruurcz3XqI4cRCxyGGCAmtIhbTmDnDn8qRcswgOyuWhdOCK40WzomR6+uFS3YC8F1oPtvi29PWMQyDBfOCacGVRksXR6goTzJpsrfJ9kw81UPvvYwZPWNKDps2xtKCK402ro+xZFGoyfcKwsFSURnj6SerMp4QGQY8+1QV4yam9wTTdfjPk5UZswtZbQrTX65J3eQ0iscM3nytllgsfUE4rPPaSzUUFJl46p+VTPv7Dt5+vZYtm+O8+mI1kUjLuhELwp6M+M4cLFl7sDSUiWmaBUHoCLZsjqUFVxpt3Rznuzn+1P3x7r4Nzk0Luuyuzqfx5GMVGVMxaxr8e1oFspL5c2/xghCDBtuRmoiJTJrsxelsfu8VaJgtqP+A7LNwFhSpmM1Sxn1HLGbw9JMV1Ne3bBZEQTiUtdsj+k2bNjF37lxqamrQ9fTxfjfddFN7NUNoZYm4jr+uId/Dd7ODqfJjh9j56D1fk+9b8oXCHefdR7lRxkfam3zqn0l/W18UqeHLPFCv8cVn9Rw90MbYiR4kAGln/pSP6/jfR3VMPM3D6Wd5+eTDutQXtizD2eflsnljnOGjnFz0ozxef2XXD0lJggsuzaWo2MSTj9U22b6ZM/wMPd6BS8wmJOxFItHw+ff7NRQF3B4Fr1dtcVfXYL1GfUAjUK9hsUg4XQr5BZlPlsJBg8qK7L224jGDeNzAbJGI7xYgCQV16v0aRcW71q2pTjbZjbdsWxx/XeaNzvq1USaf5c0oX7ooTDCgY7O17EZMEHaX6sGSLcmtJCGZTKl1BEEQDleJhM7n//M3ufzbmVFGDh7FatZmLJvhn0kPS3f8ST8BPYBZsuBWnATqbdT7sz/oCAR0bDaJH/04n/wCE8mkgckssWRRiFmf13PtjYU886/0Bzcnj3Mhy1Dv11rUmzsS0TljipdAvcb2bbu+r3PzVK74aSE+XxJVJSN/4pbNcUIBHXfTI6AE4bDSLr8eX3/9de69915ycnLIz89H2i1cKklSiwIsjz32GI8//nhaWY8ePfjkk09arb1C8wSDGrNn1fPW9FruuLuU5G5TtcqylBFJ310yYfD52wmW/+DkkhuuY0vxdxiGATs/GoYBxw2z43GrPP1EBdFoQ91Ol8wll+dTVhZn04YowYDGbXeUsKM8gSxBQZGJObMDVFclGTHGRo+T/Nx2nJWKzQ11FncDs8uPZHJkTC27Oy0JBmI8qNC0UEjju2+CTH+5OhXQ8HgUrr+lmN59rajN7FpbU53g/bdr+XpWgMbYc0mpiRtuKaZLt/Qus/tKCKdpBtliO3u+LbmP6Z6bOnf3fPLUWJatXBBaQo83PUQIQDKZMUQOFkEQDnO6nhlg2J2mGchNDDBIGEnmBObyVNVz6DTcMJSaSrhB++1et2l3KHzxag1l23f2FJRg5EkuBh5rp0tXMzf/vJiaqiSxuEFpp4YgzOZNLe8xqGnwr2kVnHdhHk6XQnVVAm+uiq4ZvPB0JVMvyNv5GzDzpkEXNxJCB9IuAZYnnniCW2+9lWuvvbZV6uvTpw/PPvts6rWiiCenB8O61VFee6khQdbG9VGGDHPw9axdeRuOPc6eer2nQcfZee8tH/V+jf88HOJ3D09ElXd9HJ0uhf5H2XjkD+ndIYMBnaefrOTu33dm29YY77zh4+tZAXJyFQyD1FSyV15bQNBcy3077sPAILc0B4DamA8pJvFI14cYPcbNmlXRrO0beZILp1OMoBOatmlDjBefqUor8/s1/vLQdh78S1eKivedlySR0PlyZj1fzkw/T8rLEjzyxzLuurcThUW76nE4Zbw5StYpkxWl4bxpDEY2slgkPJ7078iiUgVZBj3LxAV5+SqhYGb9nTqbqa7OvCvs08+K3S7OFeHA7MrBkv22RDKZ0EUOFkEQDnMWi8yok138sDRziBDA8cOdbFRWZV020nkCL9e8ngquAJQlyqmzlWOzyUQimRd1q1UiHNZSwRVoeCjyzVcB3G4Fm03i8b9V4PE05Fzx1SYxDLjhlqIW3we7XAqyLPH801WYzRJuj0IwqBGNGKgq2O1y1t6zBUUqjhYORxKEQ1m7BFj8fj+nn356q9WnKAoFBQUHVIe2t+4VLXj/gdZzOEomDOrrdXy+BD16Wti4IcZb02v47f1dWLwgRCCgs2BekNvuKGXxwjCB+vRj1LO3BUmSqK1JIstw7HEO6qtlfPYELpeEJElEowaf/rcu6/Z1Hb7+sp4pU3PIL1Cprkriq921jZJSE0cPsvFq7WsYO6Pktdqu4UoGBm/Wvsulg66itJMp7aIDkF+gcuJIJ4ah77UXzsF0uHz+Whr8PFT2Z1/HNxTSeWt69uz7ySTMmR3grKnefW6nplrjs0+ydxWu82ls2xonL3/XMczPV7jsynym/a0io9fI1AtymfN1ZkDzwh/l4fVIafuSdNRz6nk2Pn4jPQeRJMHFl+fx/lvpw/sUpaGel5+rTis3mSQu+0k+Nvuh87fbl8Pl3GkNTe3r/jyUaOvjpUUbgieGrGQMIwZAVdGi0Wa140j5G4v97Fg0TWvTa+aRchyb62AdD12HnFyFrt3MbNmc3ivPm6Nw7HEOlhqlGe/rY+lNwkhSncy89/hEe5dLrryKZ/6Zueziy/P5/H/1Wdvyxed+evctolcfK0OOd6CqEmtXR1j0fYj/flBH/wFWZKX5PUvcHrjymgIefWQH8bhBddWuhzIXXppPOJx5rGUZrrymEJdLOqQ+m7t/PsSDfKGlJMNo+z5Zd911FwMHDuSSSy454Loee+wxnn76aZxOJxaLhcGDB/Pzn/+c0tLML6NsNE1j8eLFB9yOI5HVasXl7MbMGSGWLopgsUiMGO2isMjEM/+qpE9/C5deXsAXn9ezeEGI0k5mzrsol+++CTJ/bhCzRWb4SCfFJSaefrISt1fhiisLWLggxNJFYVRV4qSxDo4dqpJMJJj2t1Dal/Pu+va3cskVEiaTi3lzYnz3TRhJhtEnOzhumJm4qYZ/xZ9lc3xL1vd3NXfhBstVWKVC5s4JMmdWBF2H40dbOGmMm9rqTUQimQlwhZYZOnRos9Y73M7L3Nxu/PmBesKhLD8EgcFD7Jx1Xoy6uqbz/ADk5w3gnl9vb3L5eRfnMmCgj7q6ulRZp059CAZMfPCOj607p2mePCWHTp1N1NZovP9OLeXbExSVmDjrnBy8OTrlO1an3q+qKsGuYRzRIvSyAj5+309NdZJuPcyccY6XmKuG8BY3n7xXj8+n0bOvibOmerGYNTas1fj04yCBeo3+A6xMmuwkFN5GJCKSQh9OmnteQvudm6bVK7B/+hHBKeeBkvnsx/bFpyQ7dyU6blKbt0UQDpaOes0UdvF4CvjwbZXRY91s3Rxj3pwgSc1g8BAHg4618+5btfz0Zg8zjY+YF1mAWTIzwTGGwc5B3Ln9XmJG9p58D7v/TqjKzIfv+igvS1BcYuKsqTnE4zp/+9OOJttz9+87s2xJmLnfBojFDAYea+f44U7eeLWaK691UFO7qUX753TmIBkFfPR+PVs3JygoVJl8tgunM4gky/hqbHz8QZDamiQ9e5k5fYqLRLKCUKjpvDQHW0uumYIAbRhgeeGFF1L/j0QiPPvss4wdO5a+ffui7tEF+Iorrmh2vV9++SXhcJgePXpQVVXFtGnTqKio4IMPPsDpzMy6vafGi9LAgQMPKCKpaRrLli074HoOJ1WVGvf/ZhvhcPqPyr79rQwf5eKFp6tQVTj7/FwGDbZjs8nk5StoWsPQiZXLInzxeT0b18eQZbjtjlKe+mdFRmKurt3M3PqrEp59qopli7N3oZx4qpuLLstLDXMIBRva5HTJSBIkjARPV7/A18Fvs75/lHMEl+ZdyANlf8IrexjMcGRkljGfMq2ce0rvJFfJaYWj1jYOl89fc9vWWudla9nX8Q2HdP7+8A7Wr8t+o3POBTmcdY53n9uprtS477fbmgzU3PLLYgYN3pWR3zAMli2O8p8nKxk+0kVBoYrfrzFndoDxp3iorUlgMsvk5an4ajXmfBNg6oW5jBztSMsJUx6q4etP4sz/MsnwUU7cboWKigRzvwly6Y02CgYEWVy9BqfhZpu8ibmxOfyy5Bb6WnoTCuloSbDZJEzmwy9P0eFy7rSGpva1JfvdXudm4KsvqH7+PxT94q60PG2Nal59AUvX7hRcdd0+6zpS/sZiPzsWTdMwm5s35f3+nJdHynFsroN1PHQd3ny1lv/910/vvlYGD3Egy7B6ZYSli8McPdDG9T8rwmTTCeohZGRcshOf7uOOrb8jpGfeF09xTKF0+QTeml7DiNEucvNUamuTLFkU4uLL8vnHn7MHWGw2mf+7uZC/P5y+3OGUufn2Eko7m3A49u86H4saxGINCXVttvQ6wmGdZKJh+JJ5H1M7Hyy7fz6ae14KQqM2GyL03HPPpb222+3MmzePefPmpZVLktSiAMuYMWNS/+/fvz/HHnss48aN4+OPP+aCCy5odj2KorTKF2pr1XOoi0V13nuzNiO4ArBmVZSxE9y4PQr1fo0P3vFx4oiGni3QMLygoEChuiiZCq6cPM7NqpXhrFnPt2yOs2ljlNPP9GQNsCgKjDzZhcmkpF57c9L/BgoKZ+acxuzgnNQwoUYSEmflnM6ayFp2JCooZwcrWZ22zjfB75iSMxlZOrRzS3S0z9+htj9NtcflVjjvojwefrAsY5nJJDFilKtZ++HISXDK6R7eezNzxi1vjkJJJ1NaPbU1CZ57qopQUOfzT9Of9rz3Vi03/7yEJx/bgcejEqjXCId1Xn2hmoGD7OQX7Pq6V8JuPn1nG4YBX35ej9OlUOdLEosZvP1MjB//VuWd2Btp9T9d/Tx3l96Bx50+FfTh6lD7rLWl1tjXNj9eySSoapPbkE1mSCRa1IYj5W8s9vPItT/HRBzHdO19PBQFho+38Nn/YN2aKOvWpOcCPGWqDbPdwCSbyVV2/bDPkXM403s602vfyqhztDGJh16uIBox+HpWIHU/HonoxKJGQ8ClJrNH+CmneZj1eebwoVBQ59uv67nsygKULFM8N4fd0fAvG5fr8Pn8iXNF2B9tFmCZOXNmW1Wdxu120717d7ZsyT4URGgdoZDOgu+bHgbww9IIvftY2bQxxo23FpOX3/DRCmkh6jQ/66MbKSrtwq9+W0Iy2TBNrK4b3PqrEr76op6F89PrnvVZgHPOz+Hq6wt55fnqVGDH7VG4+LJ8vp8boqBExmW3ZLSlUbGpiJ8X38yTlU8T1Bvqd8oOrim8kqAWxK/X86uSW5kXWsAX9V+lvXd28FvGuU/Go4o544TsuvWw8OOrC3jtxWpiO2cR8uYo3HBLcdYplrMJyn4GnSQTqHfz5ef1qZw/nTqbufZnBWxxLKOYYbvWD+r4m5iK0eVWcHsUrrymkKrKJHn5Kppm8PbrtfjrtLQ2VWzXKC4xcfZ5uSSTBnU+jaJiE4GAxluv1RALZd5QWCUbIT3M+tAm6rV6ulu6kavk4FZdzT1kgtAkI5FoMsEtNCS/FUluBUE4nCSNJL5kHVvj26nX6ulh6YZLdjLP9BVX/epEpv8zmrqm22wyZ19hZYX7a0q0kRTK6bkmFUlhvPtk6rUAn/o/R6PhfZ3NnYgGFGw2mR/9OA/VJFFTlSSvQEVLGsz4pI7bflXCv6ZVsG1LQ84XWYZxp3jo1dfKB+9mPuABWDA/xNQL8jDnHtoPGgXhUNQuSW4ff/xxrrrqKmw2W1p5NBrlP//5T4umad5TKBRi69atB5z0VtgHyUBVpdR0tHuyWiXOOT8fk0kiJ7fhY+VP1vNG7Tt8Vv8FAD+2XU35PIWvPt2V20RR4IJL87HbZWZ/uStBp2qS+PzTeny1SW7/dUlDFD5mEI/pfPpxHS63gpJtPtrdWGQLxzmO5U9d7sevBTDQ0Qydl2umszq6tmG3kJjsPZVzc6bwtu/9XduXTMhimmZhLxxOhdFjGqY5rPdrKIqEyyOTk6NmHeKQjSRJ3B24g6smX8s9kwYSDoLJDHFbPU8k/sip+oS09Zv6yLvcCldfX8QTj+6gqmLXU6q8fJUrry3EtEfvVrtT5uLL83n6ycq0XmSdu5q57uYiEmoN7Pawq5+1D6d5TuGurfcRNXY9bRtoO5obiq4hR/U2a38FoSlGIt7kFM2wcxahmAiwCIJweEgaSVZH1vJw+d/T8qYcazuGs3Im83L0X5x/97nYInkYOuiOIDP0t6lN1jDRGJm1To/q4aK8cznNM5GAHsQimXEpLuq2SPz0/4p44elKqip3XbzzC1R+fHUhoPOr35RSX68Rixm4nDJuj8ILz1RlJMxvpKoS4jZYEPZPuwRYpk2bxiWXXJIRYIlEIkybNq1FAZY//elPjBs3jtLSUiorK3nssceQZZkzzzyztZst7Mblavgx+el/syehGj3GnRoS1GhZZHkquFJqKkHd2CMtuAKgafDai9Xc+ssS5n4bTE3fNmSYgzdeqcHv11jxw3Z+9vNi/j2tIhXguelX+dit+x4TqUgKeaY88kx5rIms5XfbH0xbbmDwUd0n3Fh0LR7Fg19r2L9J7gm4xJN5YR9MJpn8ArnZPVb25JSdHG07iqeCTzYUqIAOhBqCf/1tfdPXdysUFZuo2JE+89VpZ3p549WatOAKNPQUe/XFam75ZVFaucej8M+/78gYordtS5wZn/iZ8BMNgrvKz8qZzKM7niBupM94sCyynI98n3BR3nmY5P07BoIAoMfjSKa9BFhUE3og+0wYgiAIh5rapI8/lv+VhJF+vV4S+YEu5s7kmXOZFvprQxBDAXY+u7gk93zy1Lwm67XKVqxmK0UUpspijjjP/Ds9uAJQXZVk+kvV3PzzYtweFbcn/Wff2Akevv06SDZjxrtxu8XwGEHYH+3S78swjKxPdFetWoXH07Lx/Dt27OD222/ntNNO49Zbb8Xr9fL666+Tm5vbWs0VsjCZZE6d7KWgKDMmN26im4I9giv+ZD3v+j5MvT5JnsDXHzQ9/drC74MMPNYONMzAEg6lD4WYPzfI4CENgzkHHmehW4+mhwbtKaJFqExUETPinOaZiE22ZazzVf03jHAeDzRMhXe0rT9ViWrCWvYku4LQGhyKnZ8UXIZLzkzQfUX+JXjV9O9Hr1fl2puKMO+RXLa01Mzmjdmf7pdtixOJatQmfVQlqvEl66j3a9T5sp+Py5aEMScd3FB4DbcV38g1BT8hrIUzgiuNZtR/QZ3mpzpRQ1WimoCWOVW0IOyLEY8j7WWsu2QyYcSzfwYFQRDaQ13ST1WimppELZqx9ymFV0fXZgRXGn1WP4tJ7nFMcI/h1uIbua34Rs70ns5R1n4Md52ALMsEtRBViWqqEzXE9L333otGdLZsyv79uG1rnGgkeyL94lITo8dkPkwsKTUxZoIbRRFdWARhf7RpD5bjjz8eSZKQJIlTTz01LciiaRrhcJiLL764RXX+7W9/a+1mCs2Ul2/izt91YsUPEb77JojNLjHxVC+lncwZCas0NHzJutRrFx58TfygA6jzaRwzyMaQ4x2EwzrTX6rOWD70BAfDx1jp1NVEQU5mkGRPhmFQntjBK9VvsCC8CIDB9kHcWnwDL1a/xrb4rulxfZqPUZYR3FZ8ExbJzK+33kPUiHKsfSCX5V9EqankkE94KxyeOplLeLDLvXwfXMDi8FJy1BxO9UykyFSYNRjYvYeFB/7clW++qmfdmiglpWacrr1/NiPRJH/aej8+zUcPczem1N3S5LqGAXpc4bnqlwnrYTqZSrkwbyqnuMcxY2ePtN3FjBhViWr+WP5X4kacnpYe/KTgR3Qzd8EiNz8QKhzZGnKw7G2IkMjBIgjCwRHSQqyKrOGlmumUJ3bgkB2c4T2Vce6TmxwiW5WoarI+l+Ikz5RHWIvy2I4n0dE5xjaAHxf8iBzFy+bYFp6vfoUVkVUoKIxyDef83HMoNGVPhxCNZg+g7Gu5261y4aV5jB7j5rNP6ojFDEae5KTfUTZy80SvVEHYX20aYLnrrrswDIO77rqLm2++GZdrV5TUZDLRqVMnjjvuuLZsgtDKcvNMjB5j4vjhThQFVDX7DzurZKWPpReLI0sB2CptpHvvEpYtzB5k6XeMGU+uzCvP1mRN4tnvGDM5J27h9fq38PnreMB1NwWm/L22tTJZxd3bHiCk70qguyi8hDXRtfys+Hr+WPbX1AxD/a39ONZ2NH/Z8SjrYxtT6y8OL2XV1jX8sct9FJuLMrYhCK2h0JTP6d5JTPCMRZVUFKnpJ/mKIlFY1JCgNhE3UE0SFVXR1JTle5KkhunLfeGGRHab41uxFEQyV9zJapUImqoJxxp6b21PlPG3HdO4uuDH9LR0Z0NsU9r6BWo+2xNlqR4uG2IbuWfbg9zf+bf0sfZq4ZEQjlQNOVj2luRW9GARBKH96YbO4vBSHqv4V6ospId4vfZtNsU2c03BT7IOKe+9l+vf1QU/5oHtD+PT6lJlyyLLuWfbAzzQ+R7u2/4HwnrDdVpD46vAN6yIrOLeTneRb8ocPuR0Kfu4B2j6nqJx6FDP3ia2bNlOjx4OMXOOIBygNn0kP3XqVM4991xeeOEFLrnkEqZOnZr6d+aZZ4rgymHMYpGbDK4A2BUbF+adi7QzQ9bs+CzGn6uQLfenwyHTa0gSZ1GCYDAzuGKzyfQ4PsKfq//Kpvhm/Jqf+cEFGE1l5gI0Q+PL+tlpwZVGIT3M4tBSjrUPBMAkmZjsncS3wXlpwZVGUSPKx/4ZJPTsXT0FoTVIkoRFtuw1uLI7WZawWGUURcLiSjB6fPb5EE8cbUNy7kpMq6OzxbyS/gOz9y4Zf5aVr5mRUf6O7wMmuMdllJ+Vczqf+2ellRkYvFj9KgEt+9huQdiTEd9HgMVkwhA9WARBaGe+ZB0vVL+Wddm80ALqtOy5oXIULyWmImRk+ln7MNg+iDw1l96WnmyNb0sLrjSKGXE+rPsvQ+yDM5ZVJ2tYGVmVdVtOl8TIk7LnDRwx2onDte+hPooi4fdX73M9QRD2rV3GPAwYMIBYLEYwGMz4FxdPpDqsTuYSflP6S0pMRYT0MJ+Z3+aGOz0Ul+zqdti7n4Xb7ylgqXkOW13LuO23hZSU7lres4+F/7vbysvJp9Lqnh9aSFSP4k/Wsza6nheqXuGlqulsi5WxJrKO74OLWBhe0mTbVkRW08PSja7mLtzT6U48spv5oQVNrr84vJSQLvKxCIemOqWaceconHa2E4ul4UbKbJaYeIaT0y+yslXakAp2ArwVm85ZVxmcPN5F429au0Pmgh/lUDCijO9j32dsoyZZS76am6rHq3i4quAKKhJVbIpvyVh/TXQdMT2aUS4I2ejxOKh7z8Gii/sFQRDaWUSPpCZAyGZzfAtViWo+rZvJfyqf58v62fiSdSwMLeaGwmv5bemv6GPtjUdxc37OOVxbeCVrouubrO+HyEp6WLtlXfZdcD5JI5lR7nGbOeeCHE49w7vrHsAiccrpHqZemIvXs+9JIQRBaD3tMovQsGHD9jptaXFxMVOnTuWmm25ClkWei47CIls4xj6AezrdSUgPo6Dg6uSgzz05BIJxklKCjcoqHo78GX9dwxOAYvsnXHHHVXjihUgyLDLm8mTiv9Ql0y9ubsVF3EjwbNWLfBeaD8CV+ZfzWu2bfB9ayGmeiTjl7E/0AZyKg7GukzjNcwoe1U1cj+NSMhONptaXHajN7FkgCO3NJJn4dd2vuXDiBdw5bjjJuIxqMfhBmcedda9xe/FNqeFwAN0tXfE7yklMXsW1p4+EhErCHOZ7+VPGekfhiXkybiglJMyymduKb8JAR0KiLunno7pPsrbJJlmRRN4ioZn2OU2zagJNw0gm99rTRRAEoTWp0t6/b2ySlXu2PUStVgvAZ/Vf0NfSmyneM1gbW8eL1a+lrr9fBmZTYiriusKrWRRekjUJrlN2Em0iqa1H9SA38Ww8P9/MOed7GDPBRTxmYLZIeHNk7DaRS0UQ2lu73KX88Y9/5G9/+xtTp05l0KBBACxdupR3332X66+/ntraWp555hnMZjPXXXddezRJaEde1YsX724F4HJJzAh8w3PVL6etuyNRwcOJh7i79A7iWoI3Kl7NWufp3kmsi6xLBVeK1AJkSeb70EIA5gUXcEHeVH6IrMj6/rO8p1Nk3jXFnVk2M9l7KvN3vj/b+s69BGAE4WCySlaKTIW85p/Oa0xvKNz5sL9Azce/x8w+Z3pP48nKZ4joEb5gZ+LanZ1NqrQqJnnG80btO2nvGWwfxNzgfD7xfwY0BFzuKLkNCSkteNPoFM94PIq79XZS6NCMeBzJam1yeeMUzvvK1SIIgtCaXIqLQbZjWBr5IWOZRWoYatsYXGm0NraeAnM+j2x9NOP6WJ6o4PP6WYx0nsiXgdkZdU7yjOdjf+YwXYBT3OP2OuGCzWbCtu85IARBaGPtcpfyzjvvcMcddzB58uRU2fjx4+nbty/Tp0/n+eefp6SkhCeffFIEWFpI0wzq6pKEQzomk4TLreBw7H9PC93Q8SXrCOlhVEnFJTtxqbsCC4Zh4Ev6GnqkSAou2UkSjaAWbHitOHEp2ceBNqqIV5IwEszwZ85I0mhm/ZdclHsetxbdyMs106lK7hoXeqbnNLyKh5drpqfKjncO5ZvAnNTrWs1HSAsx2jmC2cE5aXWPd4+hp6V7xjY7m0s5w3MaH/nTn8iPcg7nKFu/ve6TcOSqTTZ81uSd54M7S7K7fdE0gzpfknBYx2xuOI/t9uafx3EjwRX5lzCt4t8Ed8s7ZJft3Fx8HYtDy7i9+GZ0dBQUDAwievZEt+ti6zk754y0siK1gEvyLmBOcC4/L/4ZGhqakaQyUcn/Ff6Uf1U+k3YT2cvSk9O9pxDRIwS0IElDwynbyVFz9tqbUThy6fE4qrPpc6cxwKLH4sg2e3s1SxCEI5xDsXNV4RU8sP3htHtRFZXbi2/iLd97Ge/pYu7EktDSrA8fAL4NzOU3nX6ZEWAZZj+OXpaeDLD2Z7JnEg7FjoRMWaIcC1YKTAUHfL8gCELba5cAy6JFi7jvvvsyygcMGMDixYsBGDp0KOXl5e3RnA4jGNSY/12QN1+rIRRsSB1+zCAbV1xdSGFhy7sEhrUwi8PLeL76ldTwgH7WPvxf4U8pNZcQ1iL8EFnBs1UvppJz9bb04sK8qTxb9RLliR30svTg+qKr6WQqzfghFUgGWR1dw3PVL3OG99Qmf+ABBPUQ79Z9yLroBm4pvp6N0S0EtHqOdQxiafgHZgfnpL3fLJlTGdcbvVzzOufknMkvin/G6uhazJKZ451DyVNy04JGjVyKi6m5ZzLGPZrvQwvRDI1hjuPIN+XtM2gkHHmiepSVkdX8p+p5apINT696WLpxfeE1dDaXNnta70BAY+43Ad5+o5ZwSEeSYNBgO5dfWUB+M8/jmBFFN3R+XvIzNse2UJbYQbGpkKNtRxHUQtQma3nP9yEaGrlKDpfknb/X+vLUXK4u+AmViUoG2PrTxdIZ3dBZH93IO74PgIZhcxfmnstg+yD+2vUPLAovxZ/0M9gxiBK1mKAe5ImK/6QSR+coXn5acAXH2I/KOv20cGRrmKZ577MIARhxkddHEIT2VWQq5N5Od7E5vpXVkTUUmgo5xnYUQT3Emui6jPXNkoV6vekk70mSOGUnd5b8nB8iK0gaSQbYjiJfzUU3dI51DOSZqhfS7i2uK7wKPWRh5jd+3nlzj/uFnxaQXyCGAgnCoaJdBsiXlJTw5ptvZpS/+eabFBcXA1BXV4fbLbqTt8SyxWGe/09VKrgC8MPSCH9+YDu+2swkWPuyLraBRyueSMu9sDq6lvu2/5HqRA2b4pv5647H0jKfr4ut57Ed/+JHeRcCsD62kXu3PUR1siaj/vJEOY/seIzqZA3roxs52n5Uk2052nYU66Ib2BLfyu+3P8wg+9GMco3g/m1/ZHrtW2yIbuJo2673b4htTHsNDTOZvOP7gH9UPEEXc2fOyz2b7pauWYMrjZyKk66WzpybO4UL8qbSw9pdBFeErLbFy3i4/O+pGyCAjbHN3Ls9++c/G103WDg/yEvPVRMONZzHhgFLFoV55I9l+HzNO489iodvg/O4b/sf+LjuU7bFt/OpfyaaofFR3SfMCnyNRsMMXT6tjmJzcZN1uRUXLtnJRM9YLs2/kMGOQUiGxAPb/5TWRTqoh3im+kV+iCynxFzMZO8kLsm/gKNs/UiQ4L5tf0iblcun1fHIjkfZHNvarH0Sjiz7nKZ5tx4sgiAI7S3PlMsQx7Fckn8BEzxjKDIXYpdtWXOibE+U0cfas8m6upu7siS8jIfL/87q6Fo2xjYzreLf/LH8rySI85fyf2TcW7xc9Qbfzwvy8vNZ7hf+UEZdM+8XBEFoe+0SYPnVr37Fc889x5QpU/jNb37Db37zG84++2yef/55fv3rXwOwbNmytCFEwt75apO88Wr2H3FVlUnKtrfsJtSfrOel6ulZlxWa8qlO1rA1tg2v4slYHtADlCV20MXcGWj44bU0nD5W1Z+s583ad1PdJeeGvuck10isUuaY+wI1n2JTIVviW3duv4At8W1sjW3HqzYE4RaFlzDEMTiVyHZJ+AeOtQ/EJTspNZVwqmcip3omUGIqooelGwNs/YkZYopPoXWEtDCv1byZtftvWA/zfXAhhmEQ1iLEmkhWB1BXl+Tt6bVZl5WXJajckUAzNMJamPhepglPGAm+DX4HQEWyihWRVexIVBA3EhmzacnISMBJrpFZ65qaMwUDiOsJQloYzdDYniijIlmVdf1Xa96kNulLK1sa/oFAE0/vXql5g6CYvlnYw76naW5YZsTE97ggCAfHntdjGZmJnnGYJBMjnCcy2XsqxzuGENfjOGUnA6z9M+qQkLgo73z+5/8MDY010XWsiq4hakQ5yTWS12vfyXpvMYoJvPeGL6McGu4XKiqavkcQBKF9tcsQoQkTJvDxxx8zffp0Nm3aBMDJJ5/MtGnT6Ny54Uf5pZde2h5N6TDicYPamqaj1RvWRTl6YPPHqSeMRCqg0ShPzeXKgsvZFNvMazVvYpWtXJJ3AQEtwMs1r6ddADbFNlNiKmZrfBsAy8LLGe8ekxomFNGjaVO5JowEr9S8wW0lN/Jp3ecsCi9FlVRGOE9ghPNE/lX5NA7ZwVUFV1Cb9PGx/1NkZM7IOQ2TZOKZqhd5vuoVflZ8PZ/7Z/F9aBFv1rzDPZ3uYlV0NXOC8wA4N+dsOptL+U/V8ySMBBPcY+lv60uumtPsYyMIe4rqMTbGNmddlqfm0t3SjU/8nzE3OB+bbON07yl0M3fFo6b30ovHDPx+rcntbNgQZmPJbL4NzqVAzWey91RKTEXYlfRzO6SHM27IVNSsPWkcip310U30t/al1FTCDP9MajUfXc2dOcN7Ghtim6jX/bxa8QY1Wg3H2AYw1HEcPSzdsu5zTbKWuL4roGsYRpPJpQE2xjYRM+KIlNHC7po7REhPiB4sgiC0L83QqEpUMyvwNSsiq1LXYxmJgbYBjHSeyOf1s1gXXU8Xcyfu7/wbtsS28X+FP+XLwGw+9X9OSA/Tx9qLH+VdxKLQkrR8Lo2KTUV8Uf911jbYkq693i9s2RSjX38x/FYQDgXtloq/S5cu/OIXv2ivzXV4qgpWm0Q0kj2BVmFRy8ZiypJMrpJDrdYQHVdRubbwSv5V8UyqDGBxeCkjnCdyQe5UXq99O1Wep+ayNro+9bqTOT0Hiyop5Km51O82m8mm2Gb+vuOfnOwayW9Lf4VFsvCR/xP+Uv4PkiS5vfhm3qh9JxW0AfghsoIBtv5cmX8Z/656lkfKH2O0azh3lv6cArWAf1RMY0NsU2r95ZGV9Lb04lTvBKZV/Hvn657cXnKzCLII+80kqeSpuYTiobTyxvPm8Yp/pZ03i8JLGOM6iR/lX4h7tyFnqiphtkjEY9nPY0t+lDd8H+HT6ljDOr4JfsdPC65gjGsUFtmSWs8qZ/YES5LMmuskokdxKy7+UfFP+lh7MTV3Ci7FSWWiknd8H1CRqGS862TmhOYCsCa6jv/WfcrPiq/jqcrn0oYIQsMUlbtPYylJEp1MpU0eu3w1FwWRkE9It89pmhtnERI9WARBaGdb4tu4d9uDxIyGAG/j9fjK/MsoUPO5b/sfUg851kTXMat+Nr8suYV5wQWsi23gsvyLsUgWtsa3URYrp26P62ijgBbMem8BoCtJzGaVeDz7/YLIwSIIh452GSIEUF9fz+zZs3nvvfd499130/4JLefNUTnlNG/WZRaLRM8+TU93mU2O4uXsnDNTr090Hs83ge/SfiQ2mhOcSydzaWp4j4zMAFt/VkfXpl6Pcg1Pe0++KY+zvKdn1BXRI3zqn4ldthHSQ3wbnEuSJP2tfdkU25wWXGm0IrIKHZ1CtYCYEePz+i/xKl5WRFemBVcarYutJ6AF6Gwu3fl6Az+Elzf/4AjCHtyqi3NzpmSUn+gc1uR582Xga6oS6U+svDkK4yZkzz1lt8s4O4UzAhrPV71M3W55kgA8iovell4ZdVQlqtOCHQoKCSNB3IingqJPVz3P33dM45WaN9iRqGCIY3AqX0ujqBHl7dr3megZl7GNU70T8arpQwdHuoZnHZcOMDXnrIz1hSOboesYyWTDk4MmSCZzw7px0YNFEIT2U5+s58mKp1PBld29UP0qsiSngiuNDw80NJ6qeg6n6mBp+AeerHyaf1T8k7d97/Ny7etZr6UAXwe+5ayczHtlgLnSLE6ekD0noN0u06WreX92TxCENtAuPVhmzpzJL37xC8LhME6nM61ngyRJnHPOOe3RjA5FUSQmTPJQti3Ogvm7It0Oh8xtd5SSm9uyP60kSQx3DmNTbDNfBL5isGMg/6l8rsn1l4aX0d/Wh5WR1fy04Apm+GdiYGCWzNxSdD35al7Ge/pZ+zLZM4mP/TNSFyOTZOLagivJU/PIM+VxQ+E12GQbZslE0khyS9H1fOyfkZGlfV5oATcV/R+1yVpUVByync/2Mu3zd8H5HGsfxLZ4GQCf+r9oyOGiiIEKwv4ZYOvHmZ7T+cj/SerzfJzjWJ7ay3nzdf039LL2SL1WVZnTzsxhR3mCJYvCqXKnS+anv7TzuvZERh0aGptjWykyFabKXIqLnxVfx8Plf0t9xqEhGHp78c0sj6wg35RHVI9hk634k/X8ovgW/rIjPZFeb0tPJrjH4kvWZWx3XWwD5+wWhAUY5hjCqZ6JaT1YoKGXys+Lb+bRiidSN6USEpM8ExhsH9Tk8RGOTEaiIXfA3ocINSzTY2IWIUEQ2k9QD7F5tyHuu9PQqE36+En+jyg0FaSuseuiG/iw7mMccuZQ/aAeZEN0E9cWXMkzVS+SpGG4v4TEMMdx9LP2ybi3MEkmRniH0vssL5XlCZYu3jVrptMl8/Nfl5Kb126DEgRB2Id2ORv/9Kc/cd5553H77bdjs4nxga3Fm6Ny5bUFnHtRLmXb4jhdCoVFJnJyVWRZ2ncFe/CoHi7Lv4izck4nrsfRsyTZaiQhc1Hu+dhlGxISNtnKqZ6JlJpL8CoeTHJmV8U8Uy5n55zJePcYNse3YpJMdDaXkqN4sSk2QlqYmBHjPxXPE9/5o8whO7g8/2JciosFoUWpunRD5+vAt3wT/I7rC69CQkJDz9jmrvWNnak9d77e694Jwr65VTfn5p7FRM9YtsS3YpbMFJuK0PfyOdyzZwhATq7K1TcU4a9LUr49jsut4inQ+VvoD2xJZPbggobx4HsqNBXw29JfUZP0UZWoIt+UT4GaT1iP8GVgdtqMPsfYBpCn5nJx7vkokoJf85Ov5lOVrOKxHU9wXdHVWbdbZCrkd6V3UK8F6WQuxat6cGUJUpplM4Psx/CXrg9RnthBRI/SxdwZj+LGoTQ/N5RwZDB25lXZa4BFUUBR0MUQIUEQ2lG2hLONnLKDHpbuPFX1HBvSrrFHcXPx9RhG9vc+U/0ij3b9Mw93/T3b4ttJGEm6mbtgla3km/Iy7i06mUvwKl5MThPX3FCM37/rfqGgUN3v+35BENpGuwRYKioquOKKK0RwpQ04XSpOl0qnzpZ9r9wMDsWBQ3EQ02Oc6BjG7OCcrOuNdo2gh7Vb6nWhuaBZ9XtUNx7VTYlazIoVKygaUIiiNHSp3BzbwtNVL6StH9JD/LvyWX5ZcguLQ0tTP1CHOgYzw/8FYT3MX3c8zl+7/JGxrtE810Ti0WGOwcwNfZ96PdY1OjUDkSDsL7tix67YKTYXARDTYwx3DOPrJs6bUa4RWctdLgWXS6Fzl4bzuC7pJxnOnsxOQqKHpVvWZV7Vi1f1pnrJVCdqeKziybQbP2jIZWSSTHQylzLD/zl22U5AC5IkSYGaT2C3XEmNupo741bcdLF0zrrtPZlkEwVyPgWm/GatLxy5Gof97C0HCzTkYTFEkltBENqRQ3ZQaiqhLFGeseycnLP4d9UzGQngf4isxCxZmOLNPjvqAFt/zLKJQrWAUnNJxvI97y1253IruNy77hcEQTj0tEsOltGjR7Ns2bL22JTQSiyyhfNzz8GxRxDCJJm4NPdCclUvdcm61FS0O+IVVCaqSOqZMxvF9QS1SR++ZB26sevpfny3sfQhLcybvneztkVH5/vQQgY7GoYWdDd3xaW4Uhc7A4MP6v7LMMcQSkyZF6NOplJKzMWpC2CJqZihjuPShqoJQmuwyBbOy3LeABxnPzbr5zMbr+rh2sIrsyaDPS/nbDyqm5AWpjbhI7CXKY8DWjAjuNJocXgpA20DmJJzBufmns2p3ol4ZA8/zr+U//k/T1tXReWawiszZkEShNagN2OIEDTkYRFJbgVBaE+N12O37OZ0zySuKvgxF+aeS6mphF7WHk3OKLgovARZyvyZZZHMXJ53MV7Vi2Zo+JJ11CZ9JHQxzbIgdBTt0oNlzJgx/PnPf2b9+vX07dsXdY+bqAkTJrRHM4QWKjIV8lCXe/jMP4vvQwvpYe7GWTmT+Z//M+7e9gAn2IcyyTuRD+s+ZnF4GVbJzFj3yYxyDafQVIBhGFQmq/jA9zHzQwsxSyZO8YxjtHMkHnmP6WqNOBWJyibbsiNRyQBrf3pZetDJXMKTlc+kLd+W2I5NtvHb0juYE5zLrMDXgMRY10kMsPXjuepX6GwuZazrZEY4TyDPlNsWh0wQMs4bm2xlsvdUjrENwNOC5K69LD34U5f7ec/3EWtj68lVczgn50y6mruwNbad12vfZnNsKwWmfM7LPZu+1t4Zw3Xq9cyeKI0MDMyymfmhhdQkaulm6cJtJTdSoORzWd5FvOP7gDrNTz9rH6bkTE7L+SIIrWlXD5a935LIJhN6XARYBEFoX13Nnfll6S28WfsuswNzyFVzOD/3HBJG00GRxqFFNxddxyf+GQS1IEdZ+zM5ZxJFaiE1yVq+9H/NzMBXJI0kw50nMNl7CoXiWisIh712CbDcfffdAEybNi1jmSRJrFy5sj2aIbSQJEkUmQq5KO9czvSeSlAP8dut9xMxojhlJxO94/nd9geI6A3JtvzA9Nq3+D60kFuKbkBH5zfb7iek70rC+0rNG8wJzOOXJbekbcsqWehs6pSWcHN3PSzd6WPtxfTat9Kmh961vBsW2YxDsTPZeyonuUYB4FZcGBj8vPhmAFyKM+sTBUFoLXueNzIKLrXlyZRNsonOlk5cXfhjInoUs2TCKlv5PrSQv+54PLVeIBbgz+V/58LcqUz2npo2ZbNXbrrHiYSEZmhs2vn07YfICpZvX8mtxTdyvH0Iva09SRhJ7LINsyxmJxDaTioHi2kfPVhUVfRgEQSh3a2PbeShsr+kgiaBeIBHK57g953vbvI9EhIO2U5f13AGWPuRMJK4FRdWxUptopaHyv7C9sSupPSf+GfwbfA7Huj8OwpNzRt2LwjCoaldAiyrVq1qj80IbUSVVCyyheeqXyFiNMzgcEneBbzn+5CIHkFFpdBUQMJIUJWsZn1sI1vi26hJ1KYFVxptjG9mQ2wTFvOuH202xcb5ueewZHvmUDIVlQnuMUT1aNZpmBUUJnkmpGYykSU5bSiDhCSGNgjtTpXUFvVYaYpFtmCRG8Za1yRqM/IUNXqr9n1GuUakBVgsspX+1r6siq7JWP8Ex1BMe1wCDAyer3qZ7p27ih4rQrtpbg4WTCaR5FYQhFZjsew7j4kvWcdTlc9lTXaroKSusS7ZhUd14UvWEdLDnOgchklq+E7LMeWkvW9FdFVacKVRvRZghv8LLso7N2N2PkEQDh/tfvbGYrFmfaEJh5aQHk6bxaebpQsvV0/n3Jwp9LL2ZHNsC1bZQrGpmJn1X/Jt8DvO8JzKHSW3MbP+K+aHFqTV92VgNuc4z0gr62wp5Zai6/lP1QupwEyuksNNxf9HvpqHhsZtxTfxVOWzBPSGvBM5ipcbiq6hUBXRfqHjC+pB/Fp91mVe1UNUj7E8vJLtiTJKTMV4FS/n507lfd+HLI0sBxoCjsc7hjLSNRx/liFEtZqPoBaiaB+/dQWhtTTmYKEZQ4QMMURIEIQDENYi+DU/q6NrSZQkyE3m4cWDvYkZ7kJ6iMpkVUa5gkJlopILc6cSNxLUaX6qkzUUm4pwyHYMoF7zU0j6/WlMj/FV/TdNtu+74DwmeyeRo3oPZDcFQTiI2iXAomkaTz75JK+99ho1NTX873//o0uXLvz973+nU6dOXHDBBe3RDOEASEiYJFNq+mTd0Lmy4DLmhxbytu/91HoKCpflX4yCzJLwD7zpe5fL8i/CKlv4OvBtaj2LZMmYvs4m2zjBOYw+1t4EtACyJONSXOQoXiRJwoSJYY7j6NWlB/VaAEmScMtOctQckbBWOCLITeQl9ygNSfj+XP53qpM1qfIcxcv1RVdztP0oTvOeQsJIYJJMLAuv4LEdT/Kz4uuz1qdImcl1BaGtNDcHC6qKHhOzCAmCsH+CWpAZ/i94vfbtXT1SfDA15ywme0/NyGMGIGdJNg8NPT4tsoWEkeSJyqfxa/7UsiK1gKsKf4wiZT6pkJExS00PuzVJJmTEPa0gHM7aJRnFE088wTvvvMMvf/lLTKZdXzZ9+/blzTffbI8mCAfIJTs52TUy9XpLfBv1WoB5u019DKCh8UL1K/Sx9uZz/yx0dF6ofpURzhPTZkSZ6BlHsD5z9hNFUsg35dHD2p1ulq7k7hE8kSWZPFMuPazd6G7pSq4pVwRXhCOGTbZRasqc0vFM72m8Wv1GWnAFwKfV8VzVy1gkKw+X/52/7ZjGw+V/52P/p+So3qy9Ybqau+CQbG22D4Kwp1QOln0MEZJNZvRYtD2aJAhCB7QtXsb02rcyhvu84/uAzbEtWd/jUhz0svTIKNfR8Sgenq56IS24AlCRrOKN2newy5nXUpNsYpK36ck9JnnG41bEsHZBOJy1S4Dlvffe4/e//z1TpkxBlndtsl+/fmzYsKE9miAcgJpELZXJKsa7x1BiKgYgYcT5n/+zrOsbGMwJzuWmkv9jvHsMFsnMotASBtoH4FU8/KzoejyKG2/3HGJGnKAWpDJRRVWimogubp6Fw8vun9/obp/fgBagYmd5TN/3sIa6pJ+KRCXViZq06Rp9yToqEpXUJGqQgEvzL8QipQ+zLDEXsyme/eawLFFOgSkvrcwsmfm/wp/ySd2naeU2ycrFeedlGWkuCG2nuT1YJNUkktwKgrBfonqMD3wfN7n8Pd9HhLVIRrlLcXFd4VU45PQhRDIyCSORdfgQwNroemJG9u+rbuauDHeckFHey9KTE5zDxINDQTjMtcsQoYqKCrp27ZpRbhgGyWRyv+v997//zSOPPMIVV1zBb37zmwNpopBFWAuzKbaFF2teZWNsM17Zw03F/0dt0odTcVC3R8R+d5XJKj71z0Q3NG4vuZnvAvMZ6zqJvJxcXqqZzuroWvpb+3K++RzerH2XVdE1yMgc7xjCJXkXUGwuasc9FYSWS+gJtsa381z1y6yJrkVG5kTnMC7OPZ+QHuapqmfZGNuMgsJo1wjOzz2HAlN+Rj1hLczq6FperH6NskQ5FsnMRPc4TvOewobYJl6unk5lsgqbbGOSezwDrP24vfgmlkdWsTW+jQJTftanZLuzy3bO9p7JlvhW+lh7MtRxHN8G5nFZ/sUsDC2mOtkwTXN/a19eq32L6wuvbqvDJggZ9HgcZBlJ3vszH8ksktwKgrB/kkYCn+ZrcrlPqyNJ9t8kuUouv+t0J/OC37Mxtokc1cvJrtH7fHgSbeKhoUd1c2XBZUzyjmeGfyZxI8F418n0tHYnR83J+h5BEA4f7RJg6d27N99//z2dOnVKK//kk0846qij9qvOpUuX8tprr9GvX7/WaKKQxbZ4GQ+UPYyODkCd7ueBsocZaDuay/Mvpre1Jysi2WeI6m3pyazAbLbFt7MutoFfFP8Mm2zjF1t+Q5IkZsnM1Nyz+FP530gYDU/rdXTmhr5ndXQtv+98d9Yfo4JwqNiRqOR32x5I3ZDp6MwJzmN1ZC1XFlzGxp3TH2tofBmYzaroGn7X6dfkqblp9ayMrObPO/6Reh0z4qyLbWBBaDHPVb+UKo/oEd6r+4hN9i30s/ZhTXQtRaZCKhNVSEgoKGhoGe2UkPAqHi7OO4+kkUSVVLbFy3iv7kM+rFMYZD8Gt+JiZWQ17/o+xCZZ9xmwEYTWZCQSSKZ9Z1WWVJHkVhCE/WOTbQywHZV1NkqAo6z9sEnWjHLd0FkQXsg/K/9DX2tvSkzF+JJ+fr/9T9xV+osmt2eSTDiz5HRp5FHdeFQ3/ax9MAwDVRazBglCR9EuQ4RuuOEGfv/73/Pvf/8bwzD49NNP+e1vf8uTTz7JjTfe2OL6QqEQv/zlL3nggQfweA58GlQhky9Rx6s1b6SCK7tbFlnOhthmzvSehpQlEVeO4qXIVMS2+HYAapK1bIlvY4b/i9SP0RHOE5hV/3UquLK7Os3PotCSVt4jQWg9ET3Km7XvZH3aVav52JGopKu5c1p5RaKSjdFNaWW+ZB0vVL+SUcd49xje2S159O6WhJfRzdKVmB4jrIcJ62FUFMa6R2ddf5RzOApKQ6Jo2YQkSXhVD8fZj0VDY1F4CV8GZrM6uhaAqblTxOwFQrsyEvF9T9EMSGIWIUEQDsAI5wkZQ2yhYdjsya5RWYfm+JJ1vFzzOgBrouv4MjCbheHFJEmyMLyYUc4Ts25rgnsMKvv+XlMkRQRXBKGDaZczeuLEiTz55JNMmzYNm83Go48+yoABA3jyyScZNWpUi+u7//77GTNmDCNHjuSJJ57YrzZpWuaT3v15/4HW097qdD+bYpuZF1yAV/UwyjWCXDkHm5wetY8ZsdQPrmyWR1ZQqpZwa/GNTK95i7JEORISA20DmOw9jaernk9b//vQItyyK/W6u6Ub7/s+arL+78OLONk5ClOWDOzC4fP5U5SWzUZzqOzPvo5vWA+xPLKyyfeviqymm6UrW+Lb0sq/Dy3iONuxqdcRPUJFlvHbVtnS5HTM0JD3ZbxnDKsiaxlgOwqzbGGwfRA22c7n9bOI6BGskpVx7pPpbulKneYnT9vVc8aOjWsKfsJ7dR8xs/5LEkYCl+zkvNyzGeE4AUmXsvaG6QgOl3OnNTS1ry09L7PV0Zq0WAxJVdH1zIB+GlVFj8f32ZYj5W8s9rNj0TStTa+ZR8pxbEpID/NJ3QxuKb6et2s/YF1sPQA9LT04N3cKM+u/ZKpyFtsT5XwXnIdLcXKSayQgNXk9/rhuBvd1+g1OxcWs+q+JGTEcsp1TPOPJUXLwaT7isRizA99Rk6xhmHMIvS098cqH3sPhI/3zsafdj8f+XDOFI1u7hUyHDRvGs88+m1ZWX1/PBx98wFlnndXsej766CNWrFhxwLMPLVu27IDe39r1tDVJkijoXcjffNMoS5Snyt+r+4jLci6mb7AngepAqrz4qBKcioN6LZCtOnLVXPrb+7I6spaf5l+OS3ZRo9eyPLKSxyqeIKSH09bPUTzou6XOjOgRXIoTn1aXtX6P7Gbblm34fU3neREO/c/f0KFDW7T+obY/TbUnp3MOLsVJUA9lXe5UnBnnAIBH8rBu3TqCwYYZtPJ652cd2iOjICFlzHSwu+k1b6W2/6HvY64vuhpd17i64ApUSUUzdL4NzuUT/wzuK7yLxSsWZ9QxKudExuWdhCZpKJpCtDLCusC6JrfZkRxqn7W2tOe+tvS8zFZHa7Ju34ZJ11m3bu+fPbWuDkssxuJFi6AZSSCPlL+x2M+Ooz2umUfCcczGU+AhoAR4qvI5JnjGMiVnMmCwLV7Gc1UvcV3hVTyy4zE275Yw/sO6T7i/02+bvB5raGxLbCeihbmu8KfIkkzCSDI78C3vhj/koc738outu3JEfh38liK1gF/k3ULV2koM49BLKX+kfj6asmzZsv26ZgpHtoPaJ62srIxf/epXzQ6wlJeX8+CDD/LMM89gsWR28WuJgQMHHlBEUtM0li1bdsD1tJeEkeSV2ulpwZVGL/le4y9dHqJX516pMh2dU9zjecv3Xtb6+ln78Pvtf0oNIXqsy59ZFi3jo7pPsq4/xj2aslg5n/EFAHOC8xjjGs1LNa9lXf9Uz0R6FHSDbi3azSPG4fb5a65DZX+ac3zPDJ7OU1XPZV12vGMIj1Y8mVF+kmcEJXnFqddhPcxw5/F8E/wubb1V0TUMsh/DknDmjY5NsmKVLWnBnSRJnql6gasLfsw/KtJ79RWqBeTb8uk1uOe+99Vz8I99W+uo5042rbmvbXm8qpctJGK3U9q7917Xi8Qi+BcvYNAxRyObzE2ud6T8jcV+diz703OgJcfkSDmOe3Nm7HQeKHuYN2vfTSsfYj+WpeEf0oIrjfyaf6/XY6fs4Kvgt3wV/DZtWXdzV8JZHrRUJKt4P/RffjrocsxS099j7U18PtLtfjwEoaUOq0F/y5cvp6amhnPPPTdVpmka8+fP5+WXX2bZsmXN/lJQFKVVvkBaq562Vpeo44vA100u/z60kHNyz0y9VlAY6z6JFZFVrIyuTpVLSPwo70LmBOem5WfZniwnX81nkP0YloZ/SKv7/Nxz2BrbzjDHEE4ID2VeaAFb49uwyzaGOo5jQWhR2voX5Z5HsbnosDiuB9vh8vlrrkNtf/bWnqGOwSwKD+H70MK08h/lXUhFopK4EU+VSUhcW3AluWouPr2OkB7GJKmoksoY92g2x7emchYBfFk/m9+W/oodiQoqEpWpcpNk4trCn/KBLzOQ2dBjRsIkmVK5jZyyg1+U/Ixc075nJTjUjn1bO5L2tzX2tU2PVyKBrJqQ9zGLkGxu+DEiJ5Mo1n0nYj5S/sZiP49c+3NMjuTj2M3ShcmeU/mv/39p5ad5T+HRHU/Q39qXCZ6xmCUTMgrbE2WYJBOTvZMyrsdmycz1RVeTp+Zhl+1pwRSv4uH6omt4ouKprO34NjiXC/POpUA99BLKH8mfj2zEsRD2x2EVYBk+fDgffPBBWtmdd95Jz549ueaaa8RJsBcGZE0o2yjbcAa7bOfSvAup1Xysia7DJlvpb+2LRTIzs/6rjPqfrnqBKTmTmegey5roOiyShd7WnnwXnM+W2DZOdo/i6oKfMDXnLBaHlxFKhLg87yLOyzmbJeFlmGUzg+0D8SpeHIq9lY+AILQur+rl2oIrOTdnCovDS7HK1tTnN2Ek6Gvrw7LwDzhkJ4PsR2OTrXwb/I5Xa95InW99rX24MHcqU3POQkdnY2wzHsVNF3Nn3vV9yE1F/0dEj7Amso4icyE9LN14qvK51NjxPVlkM7cV3ciG2Ca6WjrT09IjY9YiQTjUNCS53fftSONMQ3oshuJ07WNtQRCEdC7Fxbm5UxjnPplF4SUkk0mGuY/DKlsZ6RxOibmYF6peJaA3DI/vbunGMQVH8efyR7ks/yI0Q2NLfBu5Sg4l5mLe933EOd4zebDz71gbXc+2eBk9LN3obunK2uh6NmXpEQMNQ4uyTSIhCELHcFgFWJxOJ3379k0rs9vteL3ejHIhnVW20N/al1XRNVmXD3UMzihbH9vAQ2V/wSbb6GwuJa4neKv2PZyyg2sLf8ojOx5NretSGn5EvlwzHYtkoYu5M0mSvO17HwOD24tvRpZk3KoLt+qiq6kLq1evpiCnAMWs0NPavY32XBDaTuPnOfPza8Ojuulj3TXsbk5gHv/ZI/nzmuha/lnxFJfnX8xzVa9SYi4ipIXZnigD4JzcM+lj78Ug+zEAlMcr2B4vy9oWCYkiUyGdzKUMcQ5urV0UhDanxxPQrABLQw8WIyZmEhIEYf84FQdOxUGpWsyaNWvolFtKnDhH2frxj4p/pq27KbaZsng5qqQwreLfeBQPRaYCAlqQ8sQOAArNBZSYiykxF6e9N9uDy0Y9Ld2xyYde7xVBEFpHmwZYXnjhhb0ur6ioaMvNC7txKk6uyL+Uu7f9PiOhZj9rX4pNRWll9ckAL1c3TEvX3dyV3taexI0EQT1ITbKWHYkKOptL2RYvo5u5K7lqDuflns33oYXEjFjaE/ZOplJ6W3tktCkSibTBngrCoceXbJj2XELiGNsAeli6EdGjzA8toFbzEdLDmGUTa6K7knwOcwwhV00f2pOv5nJJ3gVZc79M8kzAJTvbelcEodUZ8VjLerCIqZoFQThAESOCydUQtE2Q4L267DNbfuyfwWV5F/GPiifwa3782q7JF8a4TsKjZJ8RqEDNZ6DtaJZFlqeVy8j8JP8y3IrohScIHVWbBliee+65fa5TUlJyQNt48cUXD+j9R5Iu5k481OUeXq5+neWRlTgUO6d5TmGs+yS8avoFImEkiOgRflVyG2uia/khvAKrbOW8nLOJGTE2xjbT3dyNYY4hnOIZT66ag2ZoPNTlXl6veZsFocVYZAsT3GM41TOBXDFMQTiCJYwEqqRyR8ntLIssZ3lkJU7FySV5F1Cn+alIVDHMPoTP6r/Arbg4y3s6I13DM27ATLKJoY7j8Kpe3qh5my3xbRSY8pnincxg+0Dcqvsg7aEg7D8jHkdqRuJ6eWeARfRgEQRhf9UmfayIrOQz/yx0dCaExtDf2o/qRHXW9TfGNhPQQtzT6U5erp7OxthmctUczs45g+MdQ3Aqjqzv86hubii6hq8D3/Dfuk8JaEGOsvXj0rwL6WwubctdFAThIGvTAMvMmTPbsnqhhUyyiW6WrtxafAMRPYokSXgUN4qUmbtGlmSuLbySxyv+Rd1u0fofIis4wTGMUzzj6GruglNxpN6vSAqdzKVcV3QVYS2CJEm4FReqdFiNRBOEVmdC5Sf5P+LRiifSZv9ZEl7GGNdoxrpPoqu5C1NyJiNLMh7FjSxlT/jpVT0MVQfTzdyFpJFElmQKTQXttSuC0Or0eBzVue/eV41DhPRYtK2bJAhCB1Sb9PFI+WOsj21Ila2JrqObuSvXF17Nn3f8I+v7YkaUo2z9uKP0duJ6HFmSyVG9+9xejurlTO/pjHaOxMDAKltwNBGQEQSh4xC/fI9AdsWOfR9JZB2yna8D36YFVxrNC33PGd5JeJp4Wm6TbWJsqSDsxiJb+J//87TgSqMvA7M5zTMRh2JvUXLnfFNeazZREA6ahiS3pn2uJ5lFDxZBEPbf8sjKtOBKo83xLVQmq+lp6c6G2Ka0ZQoKxzuGAg35BmnhfBqyJDdrJj9BEDqOvc+JKByxAnqQOcF5TS7/JvAd2+Pl1CRq0A2RCV0Q9iakh1kYXtzk8kXhpW26fX/Sz5bYVn4Ir2BbbDsBLdCm2xOEljDizZ1FqLEHiwiwCILQMmEtzGf+L5pc/lVgNlO8ZyAhpcpsso1fl96+z9n4dr/GbhXXWEE44okeLEKTDIwmlyWMJC9Vv8a66HpuK7mJvtbeYiiQIOwnw2j6XDtQlYkqHil/jM27TRd5lLUfNxX9H3kmkRtJOPiaPU2zooAsix4sgiC0mMHe72sNw6CftTd/7foHyhMVWCULhaZ8vKp3r/e32a6xA6z9ubHoWnGNFYQjlOjBImTllB2McJ7Q5PJB9qNZHV1LQA/yh7JHqE7UtGPrBOHw4pAdDLYPanL50DaaVtmfrOeve9z4AayMruapqucIaZlDlgShvenxRGqGoH2RzGbRg0UQhBZzKHbGu8c0uXycewxe1UuJuZghjmMZYO9Pvil/r8EVf9KfEVwBWBFdxdNVzxPSmp6qWRCEjksEWDqgiBahJlGLL1m330/GLbKFc3Om4JIzp5E7zn4sNclawnoYs2RmlHM4vmQdvmSdGC4kHPYSeoI63U9ut1ySRrJV6rQrNi7LvyhrbqKxrpPIU5p+yhXSQtQmavEnM/Mh7Ytfq2fTHjd+jRaHl1IvujELh4Dm5mCBhmFCIsmtIAj7Y5DtaLqZu2SUl5pKGOY4DkmSsryraX6tPiO40mhReCn1Wv1+tVMQhMNbm43pCAaDzV7X2YzZA4R9S+gJyhM7mF7zNiujq3HKDs7wnsqJzuMzpmFujmJzEQ92+R2z6r9mfmghNtnKKOdwVEnlmaoX6W7pxqV5FzCz/kv+suMfWCQLp3jGM8Y1WiT0Eg5LVYlqPq6bwezgtxgGjDaGc7p3UqvM0lNiKuaPXe7jM/8sFoWX4JQdnOU9nd7WXrjUzEBmVI+yLb6dV2veZENsEzmKl3NzzmKg/ZgmE0zvKajv/Xs4okdanLBPEFqToWmgac0aIgQNUzWLIUKCIOyPXFMutxXfzPehhcwOzgHDYITrRE50DNuv4TwBrelrrIFBRBfBYEE4ErVZgGXYsGH7jAQbhoEkSaxcubKtmnFE2Rrfxt3bHkBDAyCsh3m2+iUWh5dxXeFVzf5RtrtCUwHn5Z7NePcYvgvO52P/DHYkKrBIZi7Nu4C/lj9O1Gi4gIQIM732LeaFFvCrklvIUUWQRTh8VCdquHf7Q9Qka1NlH/tn8F1wPvd3/i0FpvwDql+WZIpMhVyUdy5n5ZyGirrX2bxWRdbwp/K/pcaMR/QIj1f+m0nuCVyUd26zpnp0K02f8xISdrn5sxYJQlsw4nGA5g8RMpnQ4yLAIghCy+2IV/BA2cO4FTfH2QchITE/uJBP6mZwT6c7KTYXtai+vd1Xy8jYxYyagnBEarMAywsvvNBWVQtZBLQgz1W/nAqu7G5ReAnVyZr9CrAAKJJCvimPzuZSdiQqABjlGsHn/lmp4MruNsY2sSm2VQRYhMOGbuh8F5yXFlxp5NPqmBOcy5ne05GlAx9VqUrqXgMfAL6kj6erXsiakO/T+s85zTuxWQEWj+JmoG0AyyIrMpad5BrZ8J3Qdvl1BWGf9MTOAEsze7BIJrPowSIIQovpus53wflUJ2uoTtawIbYxbflXgW84L+dsFLn53To9ipujbUexPJL5oPgk1wg8+9F7XBCEw1+bBVhOOKHpBKlC64voEdZE1zW5fHF4Kb2sPQ5oG72tvfi/git5sWY6fa29ea7q5SbX/TrwDYPtA1s8nlUQDoaQHubbvUxL/m1gLmNdJ+POMpSnTdqjhalKVje5fGNsM6Xmkn3W41KcXFd0Nc9WvsiC8GIMDGRkTnKN4OK887HJNjQtMygrCO0lFSxpdg4Wk8jBIghCi/k1P9+HFja5/PvQQsa7xpBvzmt2nS7FxQ2F1/Bs1Z7X2JE7r7HW1mi6IAiHmXadVzcSiVBWVkYikUgr79+/f3s2o0OSkFBQsvZgAbIm12wpp+LgZPdoBtqPIarHsMhmolr2G127bBfBFeGwoSBjkcxNLjfLZpRW6L3S7PZIe3+CZpUtza4rT83lhqJr8Gv1RPUoNtmGR/WIGz/hkGDsvB+QTM3twWJCj4oAiyAILSNLCmZ5L9d5ybLPa282eSZxjRUEIV27BFhqa2u58847+eqrr7IuFzlYDpxLcTHceQLfBOdkXb63KWJbonG4kGZoTHCP5W3f+1nXG+8+uVW2Jwjtwa7YOd17Cit3rM66/HTPpGYNyWktLsVJX2vvrL3STJKJLubOLarPrtj3mu9FEA4WvTEHSwt6sIghQoIgtJRHdTPRPY4VkVVZl0/0jCXH5N2vusU1VhCE3bVLgOXBBx+kvr6e119/nSuuuILHH3+c6upqnnjiCX7961+3RxM6tLpkHTE9xvm5Z1On1THMMYQc1QvAwtBielp64FVadxyoIilM8Izl+9AitsS3pi2b7DmVAvXAZ10RhPbU19qHIfbBLAwvTisfbB/IUba+La7Pn6wnokdQJAWX4sS682lWXdJPVI+iSApuxYUlS28Up+Lk2sKfcu+2BwnqoVS5hMQNRdeQo3hb3B5BOBQZOxPWNjvJrdmMVi+mPhUEoeX6WHsxwnkiBWp+atj8xthmyuPlHG0TvekFQWgd7RJgmTt3Lv/85z8ZOLAhJ0dpaSmjRo3C6XTyr3/9i7Fjx7ZHMzqcsBZmVXQtL1S/wo5EBWd6Tud0zyRerplOeWIHKiqjXSMY6hiMXWn9TOZ5ai6/Lr2NDdFNfB34FrtiZ4J7LEVqAS5VTL0tHF68qodrC6+kLF7G5/VfYRg64z1j6Gzu1KJpzmN6jA2xTTxb9SJb4ttQUDjBOYyLc8+jOlnL01XPU5YoR0VllGs4F+ROJd+UOea7k6mEP3S5j8XhpSwNL6fYVMQY9ygK1HxMcvN+jArCoS41i1CLktyKIUKCILRcjuLlnJwzeLH6Nd6v+wiAo6z9uCL/UnIUMTGDIAito10CLOFwmNzchvnlPR4PtbW19OjRg759+7JiRebsFkLzrI6u5eHyvwFQYiqmm6ULf9nxj9TyJElmBb5mY2wTvy79eapXS2vKVXPJdeYyxDEYCUnkXREOa17Vg1f10NfSh82bN9O9sDuK0rIx2Vvj27l/+x9TMwBpaMwJzmV9dAMX551PWaIcaDg/vwzMZkNsI3eW/oLcPWbdkiSJAlM+p3jGM8E9tlVmMBKEQ43ewmmaZZMJXQwREgRhP1Qmq7h3+x+I6JFU2croau7d/hAPdbmHTubSg9g6QRA6ina5Y+/RowcbNzZMh9avXz+mT59ORUUFr732GgUFYijJ/qhL+nmh+tXU64mesbzr+zDrupvjWylP7GjT9siSLIIrQochIVHnq2vx+4JaiJeqX8s6vXJlsoqgHqRwj+FzW+Pb2R4v22u9IrgidFSpIULNzsFiFgEWQRBaLKEnmFn/VVpwpVHMiPG/us+IauK7RRCEA9cud+1XXHEFVVVVANx000189dVXjB07lhdffJHbb7+9PZrQ4cSMWFrQJE/NY3ui6R9pK8LZk3oJgtB6Ynpsr9Olr42up4slM0Ht8ohI9C0cmVo8RMhsxojHMIzMIKYgCEJTAlqAFXu51q6IriaoB9uxRYIgdFTtMkTo7LPPTv3/mGOO4YsvvmDDhg2UlJSkhg4JLaOgYJJMJIyGKS41Q8MimYkZ8azr56hibKkgtDVJknApLvyaP+tyt+KmJlmbUZ4rxn4LRyg9HgNVRZKb97xHMplA1zESCSRz01OuCoIg7M4sm3ErriaXuxUXJknkNxME4cC1Sw+Wxx9/nEhkV5c8m83G0Ucfjd1u5/HHH2+PJnQ4bsXNOPdJqdfzggsY7RqRdV0FhWPsR7VX0wThiOVVPJzhPTXrMgmJo21HsSqyJq1cRmaQ/Zj2aJ4gHHKMeBy5mflXgFRQpXFokSAIQnM4FSeneyY1uXyyZxIe1d2OLRIEoaNqlwDLtGnTCIfDGeWRSIRp06a1RxM6HLNs4pycM+lt6QnA96GFHOcYnHrdSEHh9uKbRHZ0QWgHsiRzkmskx+4RMJGQuK7wKtZFN6Cjp8obz889E9wKwpFCj8WanX8FGnKwAOhRMZOQIAgt09nSiTM8mQ9BJrrH0cPSvf0bJAhCh9QuQ4QMw8iaAHXVqlV4PM2f/lRIl6vm8ouSW6hMVLEquoaYFuPmouvwa/Wsiq7Bq3job+uDV/FiFtO6CkK7yFG93FB4LTXJGpZHVuGQHQyw9SNH8RI1ohznGMTKyGo8O8/PHCVHnJ/CEcuIx5s9gxCQ6u2ii6maBUFooTw1lzNzTmeMezSLw8swDINj7QPxKC5yTOJBhyAIraNNAyzHH388ktQwde+pp56aFmTRNI1wOMzFF1/clk3o8FLTytp6p8qKKEx7LQhC+/Kobjyqm57WHmnlFix4VA99rL0OUssE4dBixGPNTnALuw0REj1YBEHYDzmqlxzVSye1lE2bNtHF0wlFUQ52swRB6EDaNMBy1113YRgGd911FzfffDMu167kUiaTiU6dOnHccce1ZRMEGhLghrQwJknFptgOdnMEQcgioSeI6FFxngpHFD0eTw37aY7GAIuYqlkQhANVV1eXUdZ4z6xKCnbF3v6NEgThsNemAZapU6cC0LlzZ4YMGYLagqdUTXnllVd49dVX2b59OwB9+vThhhtuYMyYMQdcd0djGAaVySq+qP+KRaGlOBUHZ3pPo5elB26RyEsQDgmaoVGVqGaGfybLIivwKh6m5Eymm6UrLsV5sJsnCG3KiMWQTC3owbIzGGOIIUKCILSyqkQ1X9d/w7zQAqyylTO8p9LH2huvKtIZCILQfO2Sg+WEE05gy5YtvPXWW2zdupXf/OY35OXl8eWXX1JaWkqfPn2aXVdxcTG/+MUv6NatG4Zh8O6773LjjTfyzjvvtKieI0F5Ygd3b/s9IX1XguHlkZVMcI/l4tzzcanix5sgHGzb4mX8btsDxIyGJ/Jb2MrSyA+c7T2DKTln4BBP0IQOTI/HW5bk1iyS3AqC0PoqEpX8btsD+LX6VNmqHWs40TGMnxZcIWYYEgSh2dplFqF58+Zx1llnsXTpUj799NPUjEKrV6/msccea1Fd48ePZ8yYMXTv3p0ePXpw2223YbfbWbx4cRu0/PAV1iK8VD09LbjS6PP6WdRqtQehVYIg7C6gBXm66oVUcGV379V9hF/zH4RWCUL7MWLRFiW5lVQVJEkEWARBaDUxPc67tR+mBVcazQ19T0Wi8iC0ShCEw1W79GB55JFHuPXWW7nyyivTcq4MHz6cl156ab/r1TSNTz75hHA43OJcLpqm7fd2d3//gdbTVoJakEXhJU0unx9cRGe1Uzu2KN2hfvwOdYfL8Wtp4rhDZX/a6/iGtBBromubXL48vJIipbBN23C4fJZay5G0v03t6/4kdGyr46VHo8gOB7qu73vlnSSTGS0SabJNR8rfWOxnx6JpWpteM4+U49hcux+PoBTg2+B3Ta77deAbepl7NLm8IxCfj3S7Hw+RBFloqXYJsKxZs4a//OUvGeW5ubn4fL4W17d69WouvvhiYrEYdrudadOm0bt3y2bNWbZsWYu325b1tLa8Xvl7XW7oOmvXriUUCrVTi7I7VI/f4eJQP35Dhw5t0fqH2v60dXtye+ftdbmmaaxatYpoOzytP9SOfVs7kvZ3z31t6XmZrY7W4vT70SSJqnXrmv0euyxTtnkTG/fRc/VI+RuL/ew42uOaeSQcx5ZYtmwZeT33cc9swMaNG/H7O36vUvH5SLds2bL9umYKR7Z2CbC4XC6qqqro0qVLWvnKlSspKipqcX09evTg3XffJRAI8L///Y877riDl156qUVBloEDBx5QRFLTNJYtW3bA9bSVqBFlaHgw34cXZV1+gnsonXMPbg+WQ/n4Heo66vE7VPanvY5vWA/Tz9qH1U30YhnoPIbi/m3fg6UjfpaaciTtb2vua1sdr62vyVjyC3C14PpdZbeTk+Mld/DgrMuPlL+x2M+OZX96DrTkmBwpx7G5dj8euqwzMj6cLwJfZV33ZPcoeuR3/B4s4vOxy+7HQxBaql0CLGeccQZ/+ctf+Mc//oEkSei6zoIFC/jTn/7EOeec0+L6zGYz3bp1A+CYY45h2bJlvPDCC9x///3NrkNRlFb5AmmtelqbAweX5l/Iym2rM/KwTHSPI1fNPSTafagev8NFRzt+h9r+tHV7XIqLqwqu4O7dktw2OifnTLyqp92Ox6F27NvakbS/rbGvbXW8jFgM2WxGlpufEk42mzFisX2250j5G4v9PHLtzzERxzGdoiiYFTPn5J7JwvCSjNxnwx0nUGwqPGKOmfh8pBPHQtgf7RJgue2227j//vsZO3YsmqZxxhlnoGkaZ555Jtdff/0B16/rOvF4vBVa2rGUmIr5Q5f7mFX/NQvDS3DJTs70nkYPSzcx/asgHCI6mzvxpy7383n9lyyLLMeruDnLO5muli5iBiGhw9PjsRYluQWQTCYMkeRWEIRWVGQq5IHOd/NN4DvmhuZjk22c4TmV3taeuMUMQoIgtEC7BFjMZjMPPPAAN954I2vWrCEUCjFgwAC6d+/e4roeeeQRTj75ZEpKSgiFQnz44YfMmzePp59+uvUbfpiTJIlCUwHn5Z7N6Z5TUCUTNsV6sJslCMJuZEmm2FzERXnnMkWbjCqr2GRxngodn2EYGPE4ksncovdJZjN6LHPmLUEQhANRYMpnSs5kJnjGoqBgV2wHu0mCIByG2jTAous6//nPf5g5cyaJRIIRI0Zw0003YbXu/4+Hmpoa7rjjDiorK3G5XPTr14+nn36aUaNGtWLLOxZFUnCproPdDEEQ9kKVVFyq6FkmHDmMRAJ0fT96sJjRI+F9rygIgtBCsiSLXt6CIByQNg2wPPHEEzz++OOMHDkSi8XCCy+8QE1NDX/4wx/2u86HHnqoFVsoCIIgCMLBYMQbeqG0NMAim8xowUBbNEkQBEEQBOGAtGmA5b333uOee+7h4osvBuDbb7/l2muv5cEHH2xRQjtBEARBEDqWxmE++zVESORg2S+1SR9zgvMIa2EGOwbRx9rrYDdJEARBEDqUNg2wlJWVMWbMmNTrkSNHIkkSlZWVFBcXt+WmBUEQBEE4hBmNARZzC4cImc3o0UhbNKlD+8w/ixeqX8YAzJKZt3zvMTXnLC7MPRdJkg528wRBEAShQ2jTAIumaVgslvQNqiqJRKItNysIgiAIwiFOjzX0QpH3oweLIZLctsgbNe/wlu89htoHM8E9FrNkZk5wHu/4PiBPzWWiZ9zBbqIgCIIgdAhtGmAxDINf//rXmM27bp7i8Tj33nsvNtuuzNyPP/54WzZDEARBEIRDTOMwH8ncsgCLbLagR6MYhiF6XjTDh76Pecv3HuNdYxjlGp4qH+k6EZ/m48XqVxniGEyumnMQWykIgiAIHUObBlimTp2aUTZlypS23KQgCIIgCIcBY2cPlhbPImQ2g65hJBItDs4caeYG5/NSzXRGOYenBVcaTXCPY1V0DW/Vvsc1hT9p/wYKgiAIQgfTpgGWA5ktSBAEQRCEjkuP7n+SWwAjGgURYGnSpthmplU8xdG2oxjnOjnrOlbZwgjHicyq/5rzcs8WvVgEQRAE4QCJqXwEQRAEQWh3+n72YJHNDbndRKLbptVr9fy5/B/kq7mc5Tl9r0OphjgGo0gKn/tntV8DBUEQBKGDEgEWQRAEQRDanRGNIplMSHLLbkUae7CIqZqz0wyNf+x4gqge5fzcqZjkvQewrLKFo21H8UX9V+iG3k6tFARBEISOSQRYBEEQBEFod3o0gmS27HvFPewKsIgeLNm8XvsOKyOrOTdnCh7F3az3DLYPpFbzsSKyqo1bJwiCIAgdmwiwCIIgCILQ7vRYdL+S1IohQk1bElrGe74PGes6ie6Wbs1+XydTKTmKl2+D37Vh6wRBEASh4xMBFkEQBEEQ2p0ejSLvR4BFsoghQtnUawGmVT5FL0sPRjpPbNF7JUniKFs/5gUXoBlaG7VQEARBEDo+EWARBEEQBKHdGZFIi2cQgl2zDukR0YNld89WvUTCSDDFO3mvSW2bcpS1H0E9xKrImjZonSAIgiAcGUSARRAEQRCEdqdH92+IkCTLSGYzhhgilLIktIw5wblMck/AqTj3q44SUzEu2cWC0OLWbZwgCIIgHEFEgEUQBEEQhHbXkOS25QEWAMlsET1YdkoaSZ6rfpnu5m4MtA3Y73okSaK3tScLw4tbr3GCIAiCcIRRD3YDBEEQBEE48uiRCIrbs1/vlS0WkeR2p1mB2exIVHB1wU/2a2jQ7npberIovIQdiUqKTYUHVJdhGITDOvV+jXq/RjSqI0mQl2+ipNSELB9YWwVBEAThUCQCLIIgCIIgtDs9GkEt2L8f8ZLZgh4WAZYkGu/WfcAxtgEHHBAB6GHphozM0vAyij0TmvUewzBYtSLCwu9DbN0co7ZGIxTSiER09Cby5brdCuMneTj9TC8Wq+hMLQiCIHQcIsAiCIIgCEK70yOR/ZpFCEC2mEUPFmC5aSV1mp+LXee3Sn0W2UIXcyeWhJYxqRkBlh3lcZ76ZwXr18bweBSKS01062HGZpOxWmWsNhmHU8Zul7FYZQzdwOfTWLMqyofv1jJndoBbf1VCSen+fQ4EQRAE4VAjAiyCIAiCILS7hhwslv16r2Q2H/E5WHRDZ75lEf0sfchX81qt3h6W7swNzkczNBRJaXK9jeujPPxgGTabxIU/yqV7D0uzhii5PSrdulsYMszBu2/W8tA927jz3s6UdhJBFkEQBOHwJ/plCoIgCILQrgxdx4jFkCz7G2CxoIdDrdyqw8vSyHJ8Sh0nOoa1ar09LN2IGFE2xDY2uU5tTZK//rGMnByFy39aQI+e1hbnf8nLV7n0inysNpm//qmMYLCJ8USCIAiCcBgRARZBEARBENpVY+8TeT8DLLLFgnaE92CZUf85OZqXTqbSVq231FSCRbLwQ3hF1uWGYfDUPyuQJInzLsrFegA5VGx2mfMuyiUY0Hj2X5UYhrHfdQmCIAjCoUAEWARBEARBaFd6JAxwYD1YdtZxJKpO1LAk8gO9Et0PeOagPcmSTFdzZ36IrMy6fM43QVYuj3DamR7sjqaHEDWXx6ty2hleFswPMffb4AHXJwiCIAgHkwiwCIIgCILQrhqDI/J+5mCRLdYjOgfLV4FvUCWVrsnObVJ/N0tX1kTXkTASaeWJhMGbr9bQt7+VHr2srba9fkfZ6D/AxsvPVxMOi6FCgiAIwuFLBFgEQRAEQWhXenhnDxbr/v1IlywWjFgUQ9dbs1mHBcMw+LJ+Nv0tfTFhapNtdDd3JWEkWBfdkFb+9ax6fLVJTh7navVtjjvFTTSi8+E7vlavWxAEQRDaiwiwCIIgCILQrhoDLLJl/wIsssUChoEejbZmsw4La6PrqUhWMsh2dJtto8hUiFWysCKyKlWm6wb//cBHv6Ns5OW3fmDH7VY4friDTz/2U1Od2PcbBEEQBOEQdNgFWP71r39x3nnncdxxxzFixAhuuOEGNmzYsO83CoIgCIJwSNB2zgC0v0lupZ2BmSMxD8s3wTm4ZBddzV3abBuyJNPF0jktwLJkYZjqyiTHD3e02XZPGOHEbJZ4/23Ri0UQBEE4PB12AZZ58+bxox/9iNdff51nn32WZDLJVVddRTh85N1kCYIgCMLhSA+HQFWRTPvXE0LeObToSJuqWTM05gTncbStP7LUtrdw3cxdWRtdR9JIAjBzhp+STiZKO5nbbJsWi8wJI518PaueqkrRi0UQBEE4/KgHuwEt9fTTT6e9/uMf/8iIESNYvnw5xx9/fLPr0bQDS6LW+P4DraelDMNA9/sxYlEkVUV2uZD2kSRQr69Dj+xc3+lMPfk7mA7W8esoDpfjpygtm2HiUNmfw+X4toa23FcjEkEPBTE0DdlmR3a7W7V+PRhAD4eRZBnJ4UC22ff5HvG3bfl5ma2OA5UMBpGtVvT9zaFibviRnwgEUPdoW0f+Gy+LLKdeC3CUtX/q2O33MdyHLqbOxI0Ea8PryQ9154elYSad7m6z7TU69jgr874N8tF7tVz+0/wO/ffcnaZpbXrNbPFx1HU0fx1GPI5kNiG7PUjKvn82tPX3fms5Uj5XzSWOR7rdj8f+XDOFI5tkGIZxsBtxIDZv3sykSZP44IMP6Nu37z7X1zSNxYsXt33D2kCRx4OjfBt1b01Hq/OBLOMYdiLOKeeyvrom40uxwO3CVVON//WXSdbWgCRhP24YrqkXsKHWRzKZPEh7Ihwphg4d2qz1DufzUshkNpvp7nbhf/1losuXAWAqKsZ7yRVU2+zUBQ+s14HbYadIS1L38vPEy7YBYOl3FN6LL2dLKEw0FjvgfejImnteQtudm9avZ2Jav5bwxNP36/1SNIrj4/cInTGVZM/erdy6Q9cnts/ZqG5mcvgUJFp3euY96ei86/iI4bHjUb4cxfxvLZx+doj97HTUIqtXmFi9wsyPrw3gcB7Wt6ktcqhcM7sX5KN/P5f6Tz/GiEaQLBZc405BHXUyGyursr4n+/d+Cd5LLqfa5qAuKKbgFg5PLblmCgIchj1YdqfrOg899BBDhgxpVnBldwMHDjygiKSmaSxbtuyA62mJ8IJ5VDz95K4CXSc0bw6Jsm0c/fM7kd2etPWjPyyl/MlHdxUYBuGF80ls38qAO+5G9njbpd3ZHIzj15F01ON3qOxPRz2+2bTFvmq+Wrb//m40f12qLFGxg6p//JlOv72f7oMHH1D9ie3b2HbvnbDbk/TY6pVU/eVB+tz7B5TcvKbbJv62+6W1j1fVgu+IeTyU9t6/4IiRTFLx8Xt0KyrEtcfnqaP+jZNGkmlbnmawbSB9Svug6zobNmygZ8+eyHLbDBfqWruMOls9gfUu+vZXOOqokjbZzp46d9ZZt7qKHdu7cM75ng7599zT/vQcaMkxae55YcTj+N5+Hf+Mj3eVxWLUf/IhrmCAYy+5IuvsXw3f+79F8/tTZYmK8obv/bt/f8Df+62to35P7C9xPNLtfjwEoaUO6wDLfffdx9q1a3nllVda/F5FUVrlC6S16tmXZJ2PmukvZ10W37aVZGUFtpzcXev7/VS/9mLW9RMVO4hv34ZjLz9C2kt7Hb+OqqMdv0Ntfw619rSl1tzX0OqVacGVFMOg5o1XKbn5dhSHc7/q1iMRat97My24kloWChFaOB/vpMlI0t6f7ou/bfvXsTs9FEK2Wvc/MGA2N+RviUaabFdH+xsvDS0nrIc52j4g7bjJstxmAZZuli7MDnyHtCPG6JPz22w7e7LbZY4dYueLGQEmT/ECHe/v2Rr255js6z2JQD3+mZ9mXRb45ityzpqK2ZGZ6Di0akVacCXFMKh5/ZUD+t5vS+JzlU4cj3TiWAj747BLctvo/vvvZ9asWTz//PMUFxcf7Oa0OT0WJVlT3eTy6Pp1aa+NeIxEeVnT669e2WptEwRBaGQYBuGli5pcHtuwDuMAhvDo0QixdWuaXB75YSlGQiTHPNRpwQCy1XZAdchWG1royEly+11wHvlqHkVqQbtts6ulM3FimHtU0L3n/s34tL+GneAkFtOZ/WWgXbd7pNOCQWiqN41hoNVnBlEavvcXN1lnbMM6dDF0UxCEI8RhF2AxDIP777+fGTNm8Pzzz9OlS9tNU3gokVQTkrnpzP1qXnpvFElRkG1N37yq+fmt1jZBEIRGkiRhKihqcrni8cIBPAWXVBXFk9PkcjUvH0k8cTrk6YF6ZPuBTfcr22zoR0iAJWkkmRdaQH9r3332zmpNpaYSSKoGrLU0AAEAAElEQVR4h25HUdpvuwBuj0L/ATY++6Q+W4c1oY1I+5g6PVtgVJIkTIV7/96X2qn3kyAIwsF22H3b3Xfffbz//vs88sgjOBwOqqqqqKqqIhqNHuymtSnF7cF98visyySzGeseSf4UjxfPKU0kD1QU7APEmEJBENqGa+RoaOJHYM7kKajepgMk+6K43OSceXaTyz3jJ4kAy2FACwX3+hCgOSSrFS10ZCTOXBL+gYgeYYDtqHbdbk2ljlSRj95jc7tut9Hxwx1UVyXZsPawHtF+WFHcbizdemRdZiouQXFlnxXINfKkNvveFwRBOJwcdgGWV199lUAgwOWXX87o0aNT//773/8e7Ka1KdlkIueMKVj7pd9cSRYLJbf/GnW3/CvQ0IPFM/4U7AMHp5ebTJTcdgfKHus30iIR4jvKiaxdTXTjBhJVlXttl55IkKiuIrpxA7Etm0nW+Vq+c4IgHNaSdXXEtm4hunE9ieoqZK+Xov+7GfYIdDhHjsYxZNgBb8/WfwDucaekF8oyBT+5FiU3d+d30npiW8V30qHI0LSGHCzNmFZ7b2SrFS14ZAwfmROcS4GaT5Gp/YYHAaxeGUGtKqLauRGd9u9GUlxipktXM4u/b9/hSUcy1eWm6IZbUAsK08qVnFxKbvkFqtdLMlBPfPs2ohvWk6isQI9FUXPz9vq9b2gaiZpqops2Etu8kWRtDYbomiQIQgd02D0SWL169cFuwkGj5uRSfOOtJGtriG3eiOL2YunSFdWbg6Rm+VMqCp5TJ+MeN5H49q0odgdqYSGmvHzkLPMsJn211M/+Et8H72DE4wCYCosouu5mzF27I++xDS0UJDh3DtWvv4yxsweRml9A8Q23YOnWQzxFFoQOzjAM4tu2suPxv5GoKAcaetTlnH0ejqEnUnrbHcTLt6NHY1i6dEUym7N/V7WQpJpwDh+J47ihxLdsQjKZMXXqjOJ0EV21goqn/pnK86LmF1B8460N30mii/ohQQs0BEWULIkyW0K22rPmg+hoYnqM+cGFDHce3+7bXrMqSlGnzmyTllAhbaPE6NrubRh6gp1334yzYX2MPn0PLCgnNI9ssVBw2ZXo4RCJqkrUvHwUlwvJZidRVcmOaX8ntmlDw8qKgmfcKeSceTbmzp0pufVXJMrL0GMxLF27NSSjliC0aAGVz/4bfWevM8XjoeiaG7H2649sanoIvCAIwuHmsAuwHOlUtwfV7cHavede1zMMg9CiBVQ98y8kkwk1Lx89GkWr8yE7XXS57w+Y8tLzsIRXLqf2relpZYnKCsr+/CCdf/cg5pLStGXR9euoeuHptLJkdRXb//h7uj7w8F7H4wqCcPhL1lSz/Q/3oYd35cEw4nFq33gV2Wym/usv0UNBJNVEbXUlaBolt9+BY9BxB7Td+NYtlP3hPpBlTAVFGFqSZHUVqColt/wiFSCGxu+k++n6+z9jKizcS61Ce9ECDUGRA+7BYrcRL9vWGk06pC0MLSFmxDi6nYcH1dVqVFUlGDmgE+WGykZ5DSVa+wdYevWx4HDqfPrfOhFgaQdaOEzli88SXjAP2W5H8XjR6v3ooRC2AcdgP3bIruAKgKbh/+yThvNxxw5C8+Y05MLa+b0vWyyU3HYHO6b9DQxj19v8fsr++ke6PvAw5tLOB2FPBUEQ2oYIsBwG9HgcPRJGUlQUpxMtEkELBpBUFVOWoT7JcAjd78fStRuuk8djRCNYuvVAj0UJzptDYkc5sQ3r0gIsiapKfO+/nX37kQjhFT+kBVi0QD21b72WdX0jHiO46HtyTj3jAPdcEIS2ZkQjdM7xNgQldsuJoYWCGMkkstWGvFvSQy0YxNCSyDY70bVr0oIru6v79GNyz7uY5I4yJJOJ6Lo1hJYsoubN6Vh79cHQNDAMFKerRb3dtFCI2ndeB0nCfvQgbP36Y2gaocULiG3cQHjpEmwDBhJZvnTXPsZihJYswNtUXiqhXTVO5SofaA8Wm71hxpMObnbgWzqZSshTsw/tbStr1kRQFIlOpVYKjRI2SWsYycR2bQOALEv06ptgwbwwNdUJ8vIze+AKrUer9xNeOB9L734U/PinSLKMoRtUv/ESkaVL8Z46Oev76j79mMIrryWxowznkONT3/tKTi6+j95PC66k6Dr+zz4l75LLG16GQ6AoqE5XW+6iIAhCmxIBlkOYkUySqKrA9/GHRFauwDbgaDzjT8H/2f+IrFqJ4nbhPeV0rH36Y8rLQ4vF0Kor8X3yEdHVK7H07ov31MnUz/qc+i8/R3Y48Ew8FUlRiG7ehPP44bu2peskdpQ32ZbY5o1pr/VEgvjepoFetwZj0uR2ne1AEITm00JBYps24fvgbRI11VR370nOlKkoLg+xzRvxffAOSb8fa5++5J5xNpLLRWztanwfvY8WCGAbcDTuk8Zh7d2X6B7TJksmE7lTL8CIhAkunI8Ri2E7eiClP78TIxEnMOcb6md9hpFI4hw+EvdJYzHlNy+3hBGPoceilNx2B+EfllD/9ZdIJhXnCSPwnn4Wwe++xZSXR2SP90XXrQERYDkkJP11AMgO5wHVI9vtGNEIRiLRMAyhA6rXAiwKL+UU97h23/aaVRGKS0yYVJkivTMrlEXoaMi0//Dfbt0TrFlhZcbHfi6+XMyC2Jb0cJhOv7kfdJ3aN14lXl6GqbCY3DPPRjr3EpIVOxpmgtszf4qmYS4pxTV8FIHvvkl977tPGkfNm9kfyAFosRjJ6ir8Mz4h/MMSZLsD7+lnYut/NKrH08Z7KwiC0PpEgOUQFtu2he0P3oORSKB4vDiPG8r2B36HkUgAkKyqoGL9YzhHjyHv/IvR6nxsf+g+jHgM2eHENXwU2x+6N5WLACC2cQOOocfjPf2s9I3JMmpBEcmqiqxtsXRO7xYsqSZMhcXEt23Jur61ey8RXBGEQ5QejVI/ayY1b7ySKgtWVaJ4PEiqibpPPtytvILg3G8pueWXVL/2Esmdia8DX1YQnDOb4htupfLZf6V6JQDkX3w5ga++ILJqRaosUbEDa59++Gd8TGzD+lS57723qP9yJp1/e3+zgiySyUz+xZez44lH0XZLYFu7bSuWHr3Iu+AS6j7+MON9ln0MqxTaj+avQ7Jas+YCa4nGaZ61QD1qbl5rNO2Q803gOwCOtg1o1+1Gwjrbt8Y5fkRDEKzE6MJiaQ7l0lY6Gd3btS0AqgmOHWJn1ud+ppyXg90ucry1FTk3j+iKZVT+e1qqLFlVSWT5Ugou/ynWgYMygytA/qU/pvrVl4is/CFVlqjYQXDed5T87OeUrVmZun9NbcvhwDNmHFvvuyuVyw+g4olHcZwwgoLLr0RtYtYiQRCEQ5XI+HeI0gL1VD3/dOpi5Bk3Ed8H72ZcnACCc2ajR6PUvPYSRrwhmOI+aSx1//soLbjSKLRgPpKcfnNiLigk95zzGl5IEoo3J9V9W7JYsA88Nm191e0m99wLsrZdMplwDDuhZTssCEK70er91Ow5xE+SsA88NhVckay2htnGFAU0jZrXX8YzflLaW4x4HN9/38c9ZkKqTHF7kKzWVHBFLSzC3K07alExRiSSFlxJtafOh/+LzxqGDe2DbLUSWvh9WnClUWzjerRggHjljvRdM5lwDBXfSYeKpM+HcoC9V2BXgKWxR0xHYxgGX9R/SV9rbxxK++YeWbe24cdup04NyUfzjSJUw8RG+eBNNDBkmJ1EwmDWZ/UHrQ1HhGiY6pefAxq+O9XcPCRzwzDR6ukvI2kNwRXJamsIbCoKituD4nangiuyw4nizQFJQg8GqP96Vlqv6Ubu0WMa7m13C640Cs2bQ7Kmum32URAEoQ2JHiyHGC1QT7KuDiOZJLZx1w8Rc+cu1L77ZvrKqkruWVOxdOuBEQ6nPS229upN3f8+anI7oYXzMbQEiicHI5Egvm0ristF5/v/hB6NEN+0EdlqRXZ7UHNyMqbrA7D27U/uBZfie/eNVOBH8XgovuHWjAS6giAcOuLl2zOeQKr5hcTLtmMu7UzOlKmg62iBAGpBIYkdZdS++yamgsweJtE1q8jZrUectV9/wsuX4Zl0Bu7RJ5Oo3IEeiWDp24+aV15ssk3BObPxnnIaqjcnrTxR50MPh4hv3gSyjKVLN7QsN+ONAt9+ja3/AAIVDUEWxeOh+KbbMTXRw0ELBEj66xpmWnO5MRUVo+bktnjGoWRdHUlfDYnKCtS8fEx5+ahZcmQJkPTVoLTCU+nGII3WQQMs62Lr2RLfxiW557f7tteujpJfYMJmazgPZBSKjE5slFczWju13dsD4HQpHD3Qzicf1THxNA9ms3hGeKAStTVo9fXEt25GcXswFRejBYNIskLBj69GcbpI1tag5ORgRKPUvP06Wr2f4p/9HCMWQ6uvRy0oRHF78M/8FNuAY/BMPA0tUI8Ri2EqKia8fBmB2bMo/cVvGoaM7vz+lu0OXKNOZus9dzbZvtDC7/c5qYMgCMKhRgRYDiFJXy0V/3mCyPJlFN90e+YKkrQrSZgkUXTNjQS++ZLad96g+MZb05fvuf4eDMNAqw9Q97+PCX0/d9dbrFYKf3wNocULiKz4Acliofj6WzCKSmDP6VV1Hdlmo/iGWzCSSVAU9GgUXdMwNK1VpmMVBKENyFm61xs6stNN3oWXUvn0k2iBXU+Jrf2Ooui6n2X/PpEkTCUldL7vDxjxBKaCQiJrVoFhsO2Bu1Mz+rhGnYyk7OUHUZZEt/HqagJff9GQgLtx24pC7tQLcY8/hfqZMzKboyjknXM+npPGgqqiuD0NU9lnCZgkfT4qn3uK8JKFuw6N3UHp7Xdg6dGr2cl3E1WVlP/9YeLbd81ooxYUUvrzOzEXlzSrjiNJsqYG2XXgSSxlhwMkiWRd3YE36hD0ad1MchQvPS092nW7yaTBxvVRjh5oSysv0buyWPmWJAlUDk7OmxNGOFm2JMw3XwUYN1Hk5zgQieoqKp97isgPuxKCyw4HJT+/i6Jrb6Tq1RdIlG1PLTMVFlF01XVgMlH14rNovtrUMu9Z52Lp1gO531FUPPlo2kxurtFjyLvwRygeD10f+HNDQFSSUTyehu91WYamei+2IAG6IAjCoUKE/w8ReiKO74N3iSxfBkB04zps/XeNuY6uX4ttwDGp1/ZjhxBdu5rw0sUARFavxH7srqlPwyuW4xg8tMntuUaeRGzzxrTgCoARjVLx9BN4d84AZMRilD/2CMnazG6a4aVLqH7hacr/8Rd2/PMf7Hj0ESr/PY3yvzxEsram5QdBEIR2YS4uzUgKmqyuwtqtOxVP/TMtuAIQXb2y4bsiy02wfdBgFI8Xa7ce2Pr0RfV6MZeUUvGvx9JussPLl+EYcnyTbXKNGoPiTv/BlCjbhu+9t9IDO5pG7ZuvYh8wEMlqY0/uMRNQc3Kx9u6LtXtPTLl5WYMrhpakbsZ/04Ir0DCLxfY/P0hytx8Pe6MFg1Q89c+04Ao05Cwof/QvHXb4yoFI1lShug/8x7Eky8gOZ7P/VoeT2qSPb4NzGeo4Dllq31u1TRtiJJIGnbqY08pLjC4kpSRbpMxhfu0lL1+l31E2PnzXRzKZ/QGSsG9aLErdJx+lBVcA9FAI2Waj9t0304IrAInKCqqnv4TicKYFVwDqv5iB/aijqXruqbTvfYDA7C8xtGRDD5n8Aqy9+mDt2QtTXj6K04VzL0PKnUObvmYIgiAcqkQXg4MgGajHiMeRZBnF40WSZTS/n/qvv8Dapx85U85F9XhxjTyZmjdfI7x4AfVffUHRdTeTrPPhOmEE9sFDiG/fhmP4KCzFJZi7dsOVm0+iugrn0BOwdOmGqagYzGZCc79N+4HiHncKaEnqZ33eRAMbhidZuvUgWVuD6+Sx6OEwydoaZJcb2WQi6a/D98E7u96z+w8gXScwZzZ5517YRkdQEISWStb5Uj3LFK+Hgp9cQ/2sz3GNOhnF4SBZ5yPhq0EPZZ/2NjD/O1xjJ1B49fXIFgvx7dsIzJ9L/sWXI5vMJGtrMAwD2WoluOj7jCFIWp0PPRrFPvBYwsuWpC0zlZRi69uPZH09Rqyh+7hkMmVNVptqz3ff4Bx2AoHZX6bKGnJFGRi6vs8hPkZ9Pf4sPWCgIbAc274VyWLJ+K7ekxbwE12zKms9ibLtDV3oPd69tuVIou8cVqC00jFRXO4OGdD/uG4GqqRynP3Yfa/cytasjuB2K3g86beIOUY+NsPBenklPbX+7d6uRiNGO3n231V881WAMeNFAtT9ofl81H/9BWpuHu4x4zGXdkKPxQh+9w0kEkTXr8XcuSvuk8eh5uSQrPcT+GoWsc0b0SMRbEcdjWvEaGSbjUTFDnTdIDjvuyZ7Tfs//QT7wMGYC4vSymWrldxzLyKycgVavT9tmee0M1C9YpilIAiHHxFgaUdaJExs4waqX3uR+JbNKC433tPPwjXyJIxEgrwLf4SpuITat6YT27QB2enCO+k0cs6YQs1b00nU1lJw+U+pef0Vat95oyH7+oRJWHr2Zsdjj+AeP4nCnct9772FbLfjHj+Jznc/QM1bryFbLDiPH0Giohw9Esm4mO0u6avFdvRAbH37U/fJh9T99wMksxn32AkNvVskiaSv6ZvaeHkZhmGImYQE4SBL1tcTWrwA37tvkqytwVRUQt4FF2Pr2x8tGKD23TfR6nwNuVemXoDnlNPxz/g4rQ7JZKLo2puI/LAU/+f/Qw+FsPTsTeFPrkYym6h5+3X8M2dgRCMNuZmmnEts4GDCyxan1VP96gsUXPYT3OMm8v/s3XWcHPX5wPHPzKy7nOcu7kIMgoQQILg7xSlSofxKBWgLLRQp0EKpQhUpUgotHjy4Bg0xQlwv53vrOjO/Pza5ZLO7J8lp7vt+vfKCnZkdux175vt9ntCbC9DTaWxTZ2CsqABFofnxh7M36UD5ZVeQaS3eMiETaMZ36llkmhq3JdbeHzIZgq+/inX8xLakjMXoaqZgYkUA5yGHgaZTe+dtpDau33auPgHn7EPygiVaIj+ReM74WLTd8YNNuilbhUrxeLplforLRaapsVvm1V+E1QivBl9nhn0aFrn933F30/Vs/pURI/OXKyFRqQ1ljbycI9VTe3W9dlZWbmTcBAvPPdXCQXOcGI3iPqOr9EwG+9QZOPbbn8CLz7fdU7rmHIaWSOA75Qxkp5PgKy9m80qVlOI+4mgcB8xGS8SxjBlL838fQw2HMA0djv+0s0g1FK5CCdnzdaHKQwCm8gqqb7iVyGcfE/3sExSHE8/Rx2GqqkZx7HkybEEQhN4mugj1ovhXy6n9za2kNm4Asgltm594lMZHH0SyZrOxb/3t7STXrwVAi4Rpeeq/tDz7JGWXfhujv4TaX99Ccu3q7PholMBzTxN44VlKz/8m1tFj2XLHzSTWrMqOj8Vonf8MTf/+F55jTkC2O2h85IFsslxZwjSkuui6moYOxzZlH7b+6bfZ5Lm6jp5MEnzlRbbefQeoKuZhxfuF2yZPEcEVQehjWiJB68vzabz/b21v+dP1W9F1jeZn/kfzYw+3VeNJ1W6m/p7fYSwtxTJuQs58/GeeQ+trLxF47im0aDZgkFy7mlTtFur+dDetLz6HnogD2aS3tXffgeuwI/JbKagq4fffzVafKCnFVF1D+P13kGSF+nt/T+TD97PdkFSV2NIvMQ8dVnTbLCNHk2qow1Rdg8FfQuDZJ2l8+H6sYycgGU1Fv7edZDQVLO1rHjYc6+ix1P3hTlIb12dXOxyi+Yl/0/jw/aiRcM70it3ebp4AxS3yROwsXZdNPmzwdk9ZZcXtIb2tdPje4tnAfHR0DrT3fuWrTRtTxOMa1UMLH0ND9GHUy1sIU/wFTW84eK6TluYMb77Wt+sxUElWK/aZ+1F37x/aCipo0SitL89HdrnRNY2mhx8gvS1okmlqpPk/j2QT3jqdBJ57uq0raWrjerb+/jcY3G5MQ4cXXJ556PBsre0ijCWleI46jsofXkv5d7+PddwElG7I0yQIgtAXRICll2QCAZoeeQAA88hReI45AfusbMm6xOqV6MkkzY8/UvC78SVfooXCND/xaMHml4mvv8JYM5TA/KcLj1+9Ei0WI/rZx2jRCAZ/CWoshmenyh87UzxezEOHEXj+GVBVZLsD64RJWEaNAVkmtXkTqdotlJx7YcHvyw4ntkn7dGa3CILQg9RQsK3schtZxlRWSeT9dwp+p+X5p3HPPbzts2SxYPD687rBKC43ksFAcv26/JloGq0vPY9rp/ls5zv1TFKbNgASyDJKWTmJlStQg7kPSpFPPsJ58NyCwQvJZMI15zCa//0QwQWvEHrr9WwXRqsVx6wDOhXcld0efGd8I2+467AjaXn2yYLfiX76MZldykMrbjfuncpU78y+7ywUpwiw7Cy9tRbJYskmqO0GBp+fTHMT2i55Hwaq+nQDL7cu4AD7fr1emhlg5Yo4dpuCv6RwA+cqbRjosFpeXnB8bykpNTJlqo1nn2ohGum4vLuQS4Lsea5Qlx4tk3/d2Cb4xqvbvp2v+Yl/4znymILjfKefjamk/eqSkiShWG3Ixr5JoCwIgtBdRICll2jxKLLDSfVNt+M5+gT0TAbLyNHU/Oouyr55OZmW5rY3BYUk1qyETDs3EekMyQ3ri45Orl2Fqaoa68TJlF36HRof/CfJdWuyZfh2estsGT+R8suvQI1ESKxdQ+mFl1J6/jcxVQ3BMn4ClVddg/PguUQ/XYipqpqKq67JeQtsHjWG6utuxFiSX85VEAaLTLCV+Ndf0fTEowReeJbU1i1o8Xjvr0egJb8cc3k5qdrNRb4BWjiM7HBmq5ABlhEjSW7elDedqbqGxKqvi84nseprLKPH7Fiuz0/5d69Cttmxjp2wrQKMjO/o4zBWVuUFUvRUiuArL1JxxVUYy3dU4jFV11B19fVoup5T0tk8bARDrvslmM3EV66g6Yl/0zL/GVK1W1BjsYLraN9nGqUXX57dXgBJantgLya5bm3OZ9lswXvyaXiOPRHJtO2tv8GA67AjKD3vm9kWLkKb5JZNGP0l3dbC0egvAV0nvXVLxxP3c7qu80DjI9gVGwc6er/1iq7DiuVxqmtMSEUeoi1YKdUrWSUv6eW1yzfnUCfplM4z/9v7khz3NC0Rz0ti2zYuFM5LVNtGVbOtHgtVZWtuwjx0WPZl3DYGn5+K7/0AY0VVt6y3IAjCQCBysPQWo4nyb32Prb//TU5/8eb/Pkb5pd9BdrnaLausOJxoaqb4/BUZyWhET6cLjjaUlOKbPpPUpo1kwiFKz70QFIVMIID/7PMx+nwoLheJDRtQwyGMFZWUf/tKAvOfJrlmddt8Wl94Dt9pZ2EsK0c2m7FPm4Fl+AjUaBRJUVCcThSHaNYpDF6ZQAtb7/0DyZ2CD83/fYyS87+J86A5KLbeeyvd9sC/Ey0WR7a336/d4PVRc+tv0JMpFKeT2LL8hyk9lUK2FQ8eSGYzBq+P6ht/lU2uK8noaobIwg9y3o4GX3kB25SplH3zWzT88y8584gtXYxss1P545+ixWIgSSg2G8bSMgCqf34zajSCJCsoDge6qlF3z+9JfP1V2zxa/vcf/OdciGvOoXn7XnE4cR1yGLYp09DisWxlJV1v91xcaN8Z3B58p52Fe95RaIk4stmC4nYjd5AHZjBKbliHsayi2+ZnKCsHSSKxbm273VYHgnfDH7AotpizvKdhkjvu5tbdajeniERUaoa3v+xqbQTLlM/6tFwzgMOpcNAcBwteCTJ7rpPhIyx9ti4DjSQr2aB2ofLIHbQgkUymwvlUJAkMBrwnn4bidKGrGpIkEV76JZYx47ppzQVBEPo/EWDpJZLBSNND9+cn41NVGh78B1U/+QW2qTOILfos/8uKgnnYiGxVn/q6/PGynE1gu/9BORU1dixcwjp+EsEFLxN6+42C6zf09rsJf/AegeefAsBzwimg6znBle1annqC6pvu2DZrCYPXh8ErMr0Lgq6qBN9+Iye4sl3TIw9gnTCxVwMsituD4nbndL/Rgq0YS0qRrdaCrWoso8YgW605rdAsY8flBR0Sa1fjPfFUWl98ruCynQfNoeWZ/xH97JPsunh9lH/rewWbnseWfIl1/CRMQ4e35T3Zzj59Zl7lie0MHm9bKxZd02h9aX5OcGW75scewjZxMoptaN44SZYx+v1AtiWeGotlKx0tXpQ/rdGIuaZwXhjZaEQWLffapSUSpLfWYttnerfNUzaZMFZUEVu2GPehhbtqDQRbU3Xc3/gw+1gnMc46puMv9IDly+PYrDKlZe3fGlbrI/hC+oD10ipG6xN7ae0K23d/B8uXxrnvLw3ceFsNBoPI/dYZssuFfeYsoh9/mDdOsdkwlleSrt+aP87jRSqSc8o2eR/Qdbbe/eu8cQajEc8xJ3RY3U0QBGFvIM50vUSPR4kt/bLwuFSK1JbNeI48BsOuN+iyTPnlVxD+5CN8J5+WLb28M0mi5LyLyITDOPY/MNvUftfx51xAcvNGnAfNwVSd/4BRevHlYDIRfP2VtmGmsvKiwRjI5kcoJtMaIFW7hVRdHWqkcMlXQdgbqaFgznG0q8iH7/fi2mQDEJXfvzqnoo5kNpNubsoe94bcBynF7cZ3yhnou7zVTNVtpeS8i9q6DQGgacS+WkbJ+RfnLdc0dBiuQw4nuujztmGeY09s95wSfv8dnNvyUm1nn7EfljGdKwerhoK07lL9aGeh995GDYfJ1NUy2u9rS8q7K8Vmo/T8b+YnwFUUKq78YbdVvxmMEmtXga5jqhrSrfO1jBtP7IvPSA/QakJxLc5v6/6EXbFxjPvIPlkHTYMVS+PUDDcX7R60nVcvwaG7WaEUvqfpTYoicdyJXmq3pPjfY3tfue6eYrA78J9+NsZdg9eShK7rlH/re3ktFCWzmYrvfh81k8nr0mnw+fEcdRy6VrjlX+trL+fl2RIEQdhbiRYsvURPZ4o2OQfQwiGa33oD/5nnoMViJDeux+D1Y582g+gXnxJ4+r9EPv6Q8u9eRbqhjvjypRi8PuwzZ6FGo6Cp1P3tnmzi2UyGxOqVyA4n1nETCH/wLgZ/CWgaFVf+gHRjI7EvP0dxu3Hsuz8Gjw81HkOL78hTIJnN7ZYXVUOt+duQSBBf/TWN/7qPzLaqDpYx4yj75uWYqopXLBKEvYWu621VdgrJBFt7b2XIts4wDx/J0F/dSWzZEpIbN2CbMBE9mSD05gIqv381ybWrSbc0Y64ZisHrp+Gh+6n8/o9y5pPauIHUlk1U/vAnJL7+CjUcwjxqDLLJRHz1Smpu+Q3RRZ+iBoPYp83EVF2NLslU3/ArIgs/QIvHsO0zjfguZZt3psai2KbNIBMKgqbjmHUABn9JNsdGZ2gaWrR4QFdtDdD038cIv/MGSBKRyftQesElBVvHGMvKGfLzm0muW0Ns2VJM5eXYps3E4POJBIx7IP7VcmSrLf9Fwh6yT5tJ7IvPqP3Nrxhy/S+RBlA3VVVX+UPdX2hMN/HNkvMx93JZ5u02rEsSjakMH9GJClxIDNVGskJexPGcjdTH7+rKK40ccriLl19oZdQYC/sdIEr7doapvIKqq68juWE9sWVLMHi92PedhRaJEHj5BYb87AYSq1aS2LAOc3UN1vGTCLz0PK7Zc6m86hoSq1eSaQ1gGTYC2emk/v6/UXnlDwsuS4tG0fXCZZoFQRD2NiLA0kskqxXF60MNFE7GZhpSTfLp/1L/lz9i8JdQde3PCb33Npt++bO2vq7pLZvZ/MufYR45ioorf4zRt6NbTiYUwuDz0fD3e1C8PsxDqtFqt9D60vOg6wz52Y1Yt5VeNVVUYZ8yNWf5uqZiGTeBxIpsZYDk+nVYx00g/tWyguvrmJmfgC9Vu5mtv70jtxvBqq/ZfNtN1PzyNpH4VtjryWYL1gmTiBfIWQKFj5ueJikKxtKynO4Tqa21xFcsJ75iOeZhI1BcLoJff0W6vg7Z4czLM2KbMJnAM/8j+unHWEaORrbZiD37JJmWZkxDqvEedxK+E0/LW7bR7cEybPiO+UydTmxJ4bfe1gmTMPj8lJ570e5tp9WKdeJkYl9+UXj+4yYQeGlb9yRdJ77kS2rvuJkhP78ZY4FyzUafH6PP3yd/s71VbMkizMNHdFuC2+1ksxn/N86n6dEHaXzofsquuKpb599TNF3j7w0PsDi2lG/4zqDU2MlgYg9YsjiK263g83futnCYNoblyhdsktYyVB/dw2vXsf32t1NXm+bv99TjciuMm2Dt61UaEIxl5RjLynHst3/bsNTWWuJLvmDT5x9jmzYDc80w4iuW0/Tov0BRcM46kK1/uBPz8JEoDgeB5UvJNDVi8Pkp9hrROnESskX8TQRBGBxEF6FeoGsasstNyVnnFhxv22cayY0bIJNNYmsaUoNis2EdM65gIjHJYkUy7NoHVsd30mkgSaiBFmJLF5NYvRJ0HfOIUcgd5H1Q7A5KvnF+W2b40Htv4Tn6+IIlUo2VVZhrhucMU6NRmv/7WMFWOlokXPShShD2JordTslZ5xU/boYO7/2VKkBxubMlkMkmHY0t+ZL0tvxO/rPOzanOAyDbrFhGjwVdJ7FmFbElX5JpyTbH9550WjY5bCfYpkzL73pDNmmi9/iTUdpJmtvhNllt+M84p/C+L69EttnINOZWasu0NBcuMy10u0ygheT6dZhH9szDuMHjxXnwoUQ/+5j0thaU/Zmu6zzU9G/eCb/PSZ7jGWXpuwS9yaTGyhUJho/ouHvQdqV6JTbdwVKlQN64PiBJEsed5KGq2sRv76hl6eLClcOEfLquoyUSaNvuQXWzGc9xJwMQW/Q5geefbsul5TnyWFK1W7I5+tatyV4LtnXN8591LtFPFuYvwGDAf/o3ejX/mCAIQl8SAZYepGsa6YZ6Ai88S/0f7kJ2uqj4/tVt3WVkux3vyafjPuxIWp59Mvv51DMpu+RbKE4X1jHjqLr255hqsnlTZJsN70mnUfGt72FwuXOXlUgQWfghFVdchXn4SAAkiwXX4UfiO+lUIl90fBNkGlJN9c9vwTJmLFo4TPCtBVT9+GdYxmZzIEgmE+7Dj6Lq6usw+HKT2mrJJIldypfuLLb0S/RCWecFYS9jrKzKHkedOG76imK34zv9bPxnnovidAHZIETF936IffrMvESE0aWL8Rx7Au4jjkba9hbSPGw45d+9iugXn3W6BLWpvIKqa6/HccDsbCBEkrBOmsKQ62/Kzy+1G4wVlVTfcCuWba31JKMR16HzKDnvouzb1wLiXy/f4+UKHYt89jHIck7p7u5mnTAJyWgk+mmBh7x+RNd1/t38X14OLuBY91FMsfVtotjlS+OoGZ0RoztfhUdCYrg2hmXyZ2gUqETTBwwGidPP9lJdY+LuO2p58fkAWpGcIEJWurGB1ldfZOsf7qLx/r+RWLsGrbkJ+8z9KL348mz3crJJyv3nXoRzzlzs+87Ce+KpyNtK0JuGVFN51TVYJkzGfcTRuA47oi3obhk/kepf3IqxorLPtlEQBKG3iS5CPSi1ZRObf/XLtmSK8a+WYp20D+VXXJVtgSIrGLw+tFiMYb/+PcgyBrenLUO7bLVimziZqmuuR0+lkGQZZafxORQDsaVfklizCtdhR+A9/iT0TIbIJx+x9U93U3bJtztcX9lowjJyFBVXXYOeSIAsozhdVH7/arREHCQZxeUqmINAUmQMXi/prYUftIzlFSJ7vDAoyCYTlhEjO3Xc9BUtnSbx9VfElizCf+Y5yFYbmUAzLfOfpaykFMO2oMt2Rq+Puj//DtvU6ZRdeAmS0USqbivN//03ajiE/8xzOr1sU0UVpRdegu/UM0HXszk53O6Ov9gJstGIZdgIKr//42zQR5JBltl003Vo4VDB73RnyWChuMjCDzEPH9mj3QRkkwnzsBHEl3wJlTU9tpw99b+WZ3i+9UWOcs1jpn1aX68OX3waZUiNCZu1a9fokdp4litfsEZewRhtUg+tXdcYjTKnn+3jnTfDPPFoM598FOHcC0sYM050T9lVamstm391I1ok3DYs/MG7VN90O5tv+AmeE06h8oc/QZIldE0n/NknbLr+Gqp/eRvek07DOedQ0DQkgxFjyY7ubSXnXIj3hFNB15CtVpQCpe0FQRD2ZiLA0kPUcJiG+/6WV6kivmwxm278KcNuv7ste7vcwcPFrq1VCk7j8eA+4hgCzz9Ny5OP54yTjMa2/CudYXA4YeckgUYjiqP9C6TB7cF7wik0/OPe/JGShGv23E4vXxD2BorD0eFx01fU1gAN9/0VPZ0mviK3BUfDP+6l6ie/yAl6WEaNQTIaiS36nNhOlYEgWx1I6cQ5ameKzb5H3YE6nL/d0XZTr2sa3iOOpvl//ykwoYJ9yj49th5CVibQQmLV13iOO6nHl2UaOozwu2+BmunxZe2OZwPzeTLwLIc757K/Y9++Xh02b0rR0JDm0HmujifehU8vw6P5+VL+qN8EWABkWeLQeS5GjzWz4OUQv7pxC5OmWDn+JC8TJlu7PQfQQKTGYjQ+9lBOcGU7LRzGPGIUrfOfoXX+MznjjFVDUBwOZKOxYIJwyAY6ZX9+V1BBEITBQjQp6CFqNExyfZEuM6pKctPGgqO0RJxUQz2JNatJbt7Y6aojkqLgnncUtqkzcodbLFT++GcYvD3fNcE2ZSquw47IHWgwUP6d77c1MxUEoe+l6+vQ0+mC41K1m/Nuug1eH1VXX9fWPWg76+SpeI4+rlta5+iqSrq5icS6tSTWrSHd3JRXLnp3SLKMc86h2PfdP3e4yUzlD69F8YoHgZ4W+XQhKAqWMeN6fFmm6qHo6TRKQ33HE/eyF1tf5bHm/3GIYzaznQd0/IVe8MlHEdxuhcqqrh/DEhKjtUmskBcRo3gFr75SXWPmostKOOk0L42NGX7zq1pu/OkmPv4oMui7DmnRSLalVwENjz5A2eVXYCzP7dZj8JdQ8b0fYiwp641VFARBGLAGXAuWTz75hPvuu4+lS5fS2NjIPffcwxFHHNHxF3tbBxdvPZP/cJMJthJ49imCby1oS25rqqqm4v9+hKmyqsNFGjxeyi/7LpnWAMlN61EcLkxVQzB4vEiGnv9TG1xu/Gecg+fIY0msX4tssWKuGYri8SAbOy79KAhC7yh0/skZv0u+JMlgwDJqDENv/Q2p2i2okRDm6mEYvN62HC57Qksmia9YRv3f720rtSzbbJRefDn2fabtcbcSg9tD2cWXkTn1DJLr16GZzdiGjcDo9fXKuXGwi3yycFv3oM7n+NhdxrJyMBhQ6rb2+LK6YkHwLR5q+jcHOvbnEOfsvl4dAFqaM6xcEWe/AxydTm67q1HaBD5X3meR8iEHqUd28xruOUmSmDDJyviJFjasS7Hwwwj3/r6O6qEmzr2ghIlTBmfiVV3XCxYlAFCbm0HT8J99Hno6TaY5WyFIMpk7LJggCIIgDMAASywWY9y4cZx++ulceeWVfb06Rck2O8byStL1BW7yJAnzsNyKAbqqEnzzdYJvvJozPFW7mS2/uZWaX9xSsPrGrhSnE8XpxLwtMW5vU+x2FLsdU9WQPlm+IAgdM1VVZyuGFUg8bfCXFOzaJCkKxpLSHim3nm5sYOvv78y54ddiMerv/QPVN96GZcTIPV6G4nCiOJwYKqpYunQpk33+wvmshG6lhkMkVn2N+6jjemV5kqJgLK8gVeja20feDr3HPxsfZD/7DOY55/abLiofvBvCapUZMdK82/OwYGW4NpaPlbc5QJ2H3E8bRkuSxPCRZoaPNLN5U4q3Xw/xm1/VcuDBDs6/uBS7Y3CdCxSbDfPI0STXrs4b5553NM1P/ofYF58hWSwoThdqOIyeiGMZO57K//sxitNZYK6CIAgCDMAAy9y5c5k7d8/zeah72PR8+/eLzUdyOim9+DJq7/xV3kOM57gTkZzOnO9qgRaCr8wvvKxAC6mttUhuzx6tc3/S0f4T2jdQ9p/SxQfY/rI9A2X/7i7J4cR3yhm0PPXELiMkSi++HMnl7rVt11WV1ldfLPo2NfDCM5Re+l0kU/e0glNVlUwms9f+bXdW7Hfc1eOy0Dw6K7zoc9B1TCNHofVSJTlDWQXK2tX94m/8bvgD/tZ0P9Os+3Ck43B0Xc+2HugG2/fn7uzXxoYMy5bEmbGfDUnW0fZgncarU3lR+Q/L+YKJ2vTdnk8xe7KdhVQNMfCNC7wsWxznzQVhViyL853vlzF6bM+3sGqPqqo9es3c+XygWG2UXvBNNv/qRsjk5iuyT5tB6+3PA9kKlZlEom1cYuUKMqEg7AUtWfb263xXif2RK+d4ES9jhC6S9O660veBcePGdbmLkKqqLFq0qOdWaiduu41yo5HwS8+RWrsGxevFecwJJErK2NISyJl2tNdD483XF52X5xsXUF8znMROFzpB6O9mzpzZqel687gUsqq8HqytLURefJ5MSzOmYcNxHncyDZpGayTaa+tR7najP/oAyXVrCo43VlZhvuwKtrQGe22d9nadPS5hz49N68vPoTQ1Ej+097qPGDaux/LZQkKXX4neg1WLOrLYuIxXrG8wMjOcfZPTdrsbTnfTgfffthAOysyclUDqhkYnX1S+A8DRq8/tN9vZGbGYxKcfWmhpkTl0XoLJ01J9uj69ec102KxUWS1EXnmR5NdfoThdOI46DlNZGVt/dWPR75Vdcz2rEn27nwShN3XlmikIMABbsHSXKVOm7FFEUlVVlixZ0qn5WC/9Dno8AUYjss2GEygdOixnGi3Qgmy1ZkuLFmCrGcr48eN3e337m67sPyHf3rr/+sv27K37N8+w4dhGj6W1qQlPWTmK1crwXl4FXVVprhlaNMBiGlJNSWUVpcNHFBzfVYPmb0v3buvuzENXVTb+8x6s02cyZPToPVp+V6Q8blo+W8gomxXHPtN6bbk7ezH4Cq+0vMEM6zSOcR3RI92CNE1j7dq1jBw5ElnufJRkxVcJGuoCzJnrYEhN9yR5VqSDec30NOrYGOO1qd0yz+12dzs7a9IknTdfC/PmaxKKUs7Z5/mQ5d4PEu1Oy4GuHJfFzgfWCy/NVrxUFGS7A7Wx/QTRZo+XaRWV7U4zEAyma0FniP2Ra+f9IQhdNWgDLIqidMsJpFPzsdqy/9ohe324jz6BwDP/zV+G14epsmqvPOF1199hsNrb9l9/257+tj49wu5g06rV+IcN75ttVRQ8Rx2XLa1boEGl9/hTMPRAc/RB8bfdpju2dXfmEV+9Ei0ewzpqTI88GBdj9Jegm0yk169Fmd67bx41XePR5sd5ofUVDnIcwOHOQ3o854osy53ev7GoyoKXQ9QMNVEztPu6xFQxjEptKG8Yn2Nceh8Uuv/Y6sp2dm2+cNRxHkpKjSx4JUhzk8p3/q8cs7l/5pPZ2e4cl3nfsVqz/7ZzubFNn0nsi8/yvmsZNwGDy71XnTsH07WgM8T+yCX2hbA7+v/VY5CQFAX3YfNwzzs6e7XfxlRVzZBrf96pBLeCIAgDkbG0jMofXIPs2JE4UbbZKL/iKkyVA/9N6WAVXfQ5st2OsRNV8LqTJEmoXj+J1St7dbkxNcadW//Ai62vcoz7COa5+k9CW8jGL59/OoCm6ew7Kz+R9Z7aV51Di9TAQuWNbp93b5ixn53TzvKx9MsYv75lC6FgpuMv7YUUm52yCy7FNjU3n451wiTKv/U9keBWEAShA4O2BUt/ZHB78J95Du6jj0WLRJBMJhSnG4Pb3derJgiC0GNksxnblGnU3HwHaigIOiguV7bEvHh7NCDpuk7080+wjBrTJ0EG1V9Ccs0qdFXtld/QhuRGflf3Z1ozQb7hO53RllE9vsyuWvBqkPXrkhx2hBurtfvfr/n0UsZrU3lTmc84bR/8enm3L6OnjR5r4ZwL/Tz5eAs3/3wzP/xJFUOquyfB9kBi8Pko/9b3UMMhtGgM2WZFcbpQHCK4IgiC0JEB14IlGo3y1Vdf8dVXXwGwefNmvvrqK2pra/t4zbqHbLFgKqvAMnI05uqhIrgiCMKgIMkyRp8fy/CRWEaMxOgvEcGVASy1eSPp+josY/smd5haUoaeSJBcv7ZHl6PpGi8EXub6TTcDEpeWXtQvgytvvxHks48j7Lu/g4pKY48tZ7o6GxsO/mu4jzQDMxFqZZWJC75ZgiTBLT/fxGcfR/p6lfqEYndgqqjCMmo0psohIrgiCILQSQMuwLJ06VJOOeUUTjnlFABuv/12TjnlFP74xz/27YoJgiAIggBA+IP3kK1WzMNH9snyNa8PyWIh+uUXPbaMjclN3LjlNh5u/g8z7dP4Zsn5+AzeHlve7kindeY/08KH70eYPtPOmB4uRWzEyNzMcTRL9fzPcB8qA7Pkq9tj4LyLSxg2wsyf7q7jkQcbSSZ7p8y4IAiCMLANuC5C+++/P19//XVfr4YgCIIgCAVoqRShd9/COnFK37VCkmXMI8cQWfgBvlPP7NZuSq2ZVp4KPMeC4Fv4DF4u8p/LUHNNt82/u2xcn+TlF1oJBVUOOtjB8BE9G1zZzqeXMjdzHG8anucJw984LXMJZnpn2d3JbJY5+XQvn38S5a0FIb78PMp5F5UydYatX+XWEQRBEPqXARdgEQRBEASh/woueAUtFsU+c78+XQ/rlH0IPP4osaWLsU/Z89LBG5ObeDX4Bm+H30NB4XDXIcyy74si9Z+ubLoO69Ym+OSjCOvWJiktNXL08W7c7t693avWR3B45iTeNrzI34y3cXzmHEbq45EYWIEJSZKYOcvB8JEWXns5yO/v3MroMRaOOdHDtBl2DIaBtT2CIAhCzxMBFkEQBEEQukVs+VJann4C+/R9MXh9fbouppphmKpraHr4Acw/vwmDq/M5zXRdp1UNsj65gRXxlXwWW8Tm1BYcsoODHPszyz4Ti9z3rTIyGaivS9PYoLJpY5I1q5LEYio+n4HZc5wMHW7qs6DGEH04J6TP4QPDAh4x/YkqbRj7qLMYqY/Hr5cjD6Be6v4SA2ef52Pt6iQfvR/hz3fXYXfITJthZ/xEK8NHmimvMGIyDZxtEgRBEHrGoAuw6LoOgKruWb/g7d/f0/kMVmL/7ZmBtP9kWe6wOXV3HZfdZSDt3z01mLYVBtf2tretnTkuofPHZvzrr6j7za1tn7VkgsDLL3RldbuRjjkUIrR2JcgK6YZNrP/+tyn77vex77t/zpSrE2u5te7XpPWOS/I6ZAejzCMIZ8K8Hnyrh9Y9VyyusXplEk3Vi0+0dWn2v3ZgGpjNEkmLzCJgUVPPr2PHnBh8dmotG6iVNxSdatx7F+NpGJM/QodQyMzalUH6QwMYf6mCrhvZsjnN+++Eef+dcIffufBSP3MPd7U7zfZjrKeumYPp3NcZYn/kEvsj1677o7PXTEEAkPTtZ+lBIpVKsWTJkr5eDUEYNKZNm4bSQR4GcVwKQu/qzHEJnT82DevWYJ//FABqSSl6P7oRlWMxpGiE2HEnkxk1NmfcasNanrYXDwSZdTNuzQV9dKeUTkm0BjpuFaEYdPrRLi9KN6bIeAMFx/leOw77V/v08hrtuVRKItja/rE0Y1aC2XOTnZqfuGYKQv/T2WumIMAgDLBomkYmkxGRSEHoJZ051sRxKQi9q7PHmjg2BaF3iWumIPQ/4lgTumLQBVgEQRAEQRAEQRAEQRC6m8jGJQiCIAiCIAiCIAiCsIdEgEUQBEEQBEEQBEEQBGEPiQCLIAiCIAiCIAiCIAjCHhIBFkEQBEEQBEEQBEEQhD0kAiyCIAiCIAiCIAiCIAh7SARYBEEQBEEQBEEQBEEQ9tCgC7Douo6qqojq1ILQf4jjUhD6J3FsCkL/I45LQRCE/mvQBVg0TWPRokVomrbH81m8ePEez2ewEvtvz+xt+6+7jsvusrft3/YMpm2FwbW93bGt/e3Y7IzB8jcW27l36cr27c5xOVj2Y2eJ/ZFL7I9cYn8Ie2LQBVi6i67rpNNp8fZgN4n9t2fE/utZg2n/DqZthcG1vYNpW3c2WLZbbOfepae3b7Dsx84S+yOX2B+5xP4Q9oQIsAiCIAiCIAiCIAiCIOwhEWARBEEQBEEQBEEQBEHYQyLAIgiCIAiCIAiCIAiCsIdEgEUQBEEQBEEQBEEQBGEPGfp6BQShPaqq0xrIEA6rSBK4XAoerwFJkjr1fU3TaQ2ohEIZAFwuAx6vgix37vu70vXs/MJhFU3VcW5bH0XZvfkJwt6gqSFNOKKSSW8/JhQsFqVL88geq9ljXdfB6VLweg27fawKgtC/bT/eMxkdpzN7LTUYdhzv6bRGsFUlHFIpLxtPY4NKPJbGZJZwuhRcLnELKwiCIPQ/fXp1+tvf/sarr77K2rVrsVgsTJ8+nauvvpqRI0cW/c5TTz3Fz372s5xhJpOJJUuW9PTqCr0sEddY8mWMB//ZQDSSLZPm8Sp8+8pyRo+1YDS23wArmdT4+qs4//xLA6GgCoDLrXDpd8oYP9GK2dy1BlyZjM7a1Qn++qd6WpqzARu7XebCS0vZZ5oNq61rD5SCMNBpmsbGDSn+9qd6ttamATCZJU48xcvsQ1z4/J27xKRTGitXJPj7vfUEW7PHqtMpc8m3y5gw2YbFIhpbCsLeQtN0Nq5Pcs8f6misz15LLRaJs84rYf8DHdgdCpGIyofvhfnfY82cda6frbVp3no9SCY7OcOGm/nuVeVUVJr6cEsEQRAEIV+f3rV+/PHHnHfeeTzxxBM88MADZDIZLr30UmKxWLvfczgcvPfee23/3nzzzV5aY6E31damuOf3dW3BFYDWgMpdt9XS1Jjp8PsN9Wl+9+utbcEVgFBQ5fe/2UpDfbrL69PUmOY3t25pC64ARKMaf/ljPVs2p7o8P0EY6BrqM9x5a21bcAUgldR58vEWli9t/zyeM5+GDL+9o7YtuAIQDmv88bd11Nd1/VgVBKH/am7KcMfNW9qCKwCJhM5D9zWyelUCgK+Xx3n0wSZGj7UQDKoseGVHcAVgw/okv7m1Nud6LAiCIAj9QZ8GWO677z5OO+00xowZw/jx47njjjuora1l2bJl7X5PkiRKS0vb/pWUlPTSGgu9JR7XeO7JloLjVBXeWhBEVYvXpk+lNF55oZVC5et1HV5+vpVUSssfWYSm6bz7VjjnBm9nz/yvhVhULTxSEPZSK1fEiUYLH0fPPtlCY0PHgcdMRmPBy61oBWaj6zD/mQDJROePVUEQ+rcvP4+SSBS+fj/5n2aam9I8+XgzALMPcfL6q8GC07Y0Z9haK15uCIIgCP1Lv+rAGg6HAXC73e1OF4vFOOyww9A0jYkTJ/KjH/2IMWPGdGlZqrpnD8Pbv7+n8xmsOtp/yYTG5k3Fb5zWrU2SSKhYLIXzMyQSGhs3JIt+f+OGJIm4iqIUD9LsLJXSWbcmUXT8ls0pEkkNs6VTs9tjA+X3pyhd6zbVX7ZnoOzf7rAn27p+bfFjrLEhg6p2PN9EXGfD+uLz2bwxSTyuYjB27ljtiPjbdv24LDSP/myw/I0H6nauWln8Wlq7JUUmo7e1ijOa5JxWrLvavCnF+Inmbl/HvqCqao9eM3f396Kn0+jpNLLN1qXv9XcD9fjpKWJ/5Np5f+zONVMY3PpNgEXTNG677TZmzJjB2LFji043YsQIbrvtNsaNG0c4HOb+++/nG9/4Bi+88AIVFRWdXl535WwRuV/2TLH953GXUV5hKNoVaEi1kdraDYRCrQXHu91+KirNbFxfOEhTWWWkoXELwdXNnVpPp9NNVbWT5UsLjy8rNxIINLBuXV2n5tdd+vvvb+bMmV2avr9tT39bn57U1W11u90MqSneetDnN6BpGRYtan++LpeXiioba1cXDrJUVBppat7KmrWNXVq/jgzmv21Xj8tC8xgIBuI6746BtJ12u52aoSUs/KDw+LIKE5lMitIyIw31aTIZHatVJh4vHGQpKYWlS5eSKda8dIDpjWtmV79jf/IxlIZ6Qt+5CjpZYGAgGUjHT28Q+yPXkiVLduuaKQxu/SbActNNN7Fq1Sr+/e9/tzvd9OnTmT59es7n4447jv/85z/84Ac/6PTypkyZskcRSVVVWbJkyR7PZ7DqzP47+fQUy5ZsyRsuSTDvaA+VVe13DTv+pDQffxgtOO64k7zUDDMCNZ1eZ4ctwxuvhgt2ZTjlDB/Dh5uBzgf59sTe+vvrL9uzt+7fQvZkWx32bCuyQs39jz/ZQ3mFmfKKaR3Ox3x8hg/fjRTs0nfCKT6GjzACQ7q0bsWIv+3uGUj7a7D8jQfqdno9Ks8+GSSdzj/gTz3DS0WllVPO8PL3expY+H6YuYe7ePmF1rxpnS6F4SPseLyTe2Gte97utBzoyt9+d34vuq6z/k93AjCpegjG0rIur2N/NVCPn54i9keunfeHIHRVvwiw3Hzzzbz11ls88sgjXWqFAmA0GpkwYQIbN27s0vcURemWE0h3zWewam//VdeY+Oa3Snn0X02kktkbMZtd5ltXlFFaZkRR2k8hVF4h8d3vl/PAPxpIxLPft1gkLr68jIpKU4ff31VJmcQPrq3kb3+qb8s7YTJJfOOCEoYOM/fJ72Bv+/31t+3pb+vTk3ZnW0tKJa6+roo//66O1oC6bT5wxNFups20d3p+ZeUSV/6wgn/+paHtTbXZLHHhpaVUDTH2yN9A/G17fx69bSCu8+4YaNvpL5G55udV/PnuurYk9IqSfVExfpINRVGYMtXGyad7eeHZAPvu7+CgOU4+fC/cFoQtLTdw1dWV+EuMfbglfW93/vZd+U4msCMXntpQh6WiskvLGggG2vHT08T+yCX2hbA7+jTAous6t9xyC6+99hoPP/wwNTWdb02wnaqqrFy5krlz5/bAGgq7Q1V1IhEVWZZwOnf/xGSzKxw0x8k+021EwxpI4HDIOJwGDIaOm6larDIzZzkYNcZCayCDroPXZ8Dj7dz3d2UyyUyaYuPmX9cQbFVRNR2v14DbrWA0iTKyQv+QiGskkxoms4TVuvvHXzSqkknrWG0ypiK/b4NBZuRoM9f9sppwKEMymT0mnK7scQoQDmXQdHA4FBSl8HFnschMm2nn1jtraG1V0bVsSXa3R+mwHLsgCL2v7TovgdPVtVvJcDiD369ww63VhMMq6ZSO12fA5VYwm7PHu9Nl4LiTvMye66K1JcOwEQZOOMVLJKxiscq4XAoeb794R7hX2znAkmnuXJdqQRCEwa5Pr0433XQT8+fP595778Vut9PYmO1j73Q6sViy2UKvvfZaysvL+fGPfwzAn//8Z6ZNm8awYcMIhULcd9991NbWcuaZZ/bZdgg7NDakefuNEJ8ujGAySxxxtId9ptl2+0Yo1KrywXthPng3jKJIHHqEixn7OfD5Oje/YDDDpwsjvPt2NoHywXOd7H+gA59/9956KYqEv8Q46N+aCf1PPK6xtTbF80+1sGVzmsoqIyed5qVyiAmbrfOBlnBYZd2aBPOfCdAaUBk73sKxJ3opKzcUDHbIskxZuUxZee4x0RrIsHRxjNdeCpJIauw7y86h89yUlhU+dsSxJQgDQ2NDmjcXBPnskygWs8yRx7mZPKXj63xzU5rVKxO8+lKQcEhl3AQLRx/vobrGVPDcYjbLlJXJ+P0yixYtYtq0aVQNMfXUZgkFZAKB7P9IMmqwtU/XRRAEYaDo0wDLY489BsAFF1yQM/z222/ntNNOA2Dr1q3I8o4LbygU4he/+AWNjY243W4mTZrEf/7zH0aPHt17Ky4U1Fif5pYbNrc1+QW4/28NjJ9o4Tv/V9HlIEtzU5rbb96Sk+j2kQeaeOfNED+4tqrDIEtLc5q7flXbVo0A4PFHmnn79RDX/rxqt4MsgtDfZDI6S76Mcu/v69uGNdSn+fKLGJddUcYBBzk71WorFlN5eX6AF55tzZnPR++H+dmN1Ywa07kyWa2tGf5xbz3LlsTbhr3wbCtvvxHihltr8oIxgiAMDPV1KW75xWYi4R3JyP55bwOT97Fy+RXluD2Fr8uBljRPPdHM++9E2oY11KdZ+EGEn904hBGjeqkEn9AlaigIkoSxrIxMa2tfr44gCMKA0KcBlq+//rrDaR5++OGcz9dddx3XXXddT62SsJvSKY2XXgjkBFe2W7E8weZNqS4FWFRV5713QgWrCG1cn2LVijj7H+Qs+n1d1/nis2hOcGW7uq1pvvg0yuFHuZH2woz4wuATbM3w4D8KV9l55P5Gxk+wUlLacVAj2KrmBFe2y2TggX80cO31VbjcHR/HWzencoIr20XCGvOfbeH8i0uLdjsSBKF/SiU15j8TyAmubLd0cZza2lTRAEuwVc0JrrTNM6Xz2MNNXHFVOR6vCLz2N2okjGy1IVttqJFwX6+OIAjCgCDucIVuEYloLPwg/+Zpu3feDKFpBUqEFJtfWOXDd4vP7603QiQShcs2AkSjGu+9Xfxm4N23w0Qjxb8vCANJKKQSixb+PScSOsECgc9C1q5OFB23eWOqLblzR957J1R03McfRohEul4tQxCEvhWJqHzyUfHr8vvtXHOXfBkrOm7ligSxWOfvD4Teo0UjyFYrksWCFi3+txcEQRB2EAEWoZvoRRNYAhgM2fLKnSVJILfz61Rkqd35SRLtro8iA6LxirCXkDv4LXc0fjulgwk7ewy3V6FLkSUkcfAJwoAjSRJye9fV3RwnSV27PxB6jxqNIlusyFYrqgiwCIIgdIoIsAjdwukycPDc4l12Dp3Xte44TpfC3HmuouPnHe1qqzZQiN2ucNiRxb9/2FFuHA5Rek3YOzhdCi534d+z3S4XHberEaPNRR90Ro02d/qYmXNY8XPB7LlOHE5x6RGEgcbhlJk9p/ixPefQ4uOmTLUVHTdpig2bXZwT+iMtGkUym5EtFrSICLAIgiB0hriiCd3CYJCYd5Sb0rL8/tezDrRTUdm1vtWSJLHf/g5qhuZXDJg0xcqIkR0nxJs4ycboMea84aPGmJk0ufjNniAMNB6vgW99rwxll/iHJMHlV5R3Ov+R22PgnAtL8oZbrBIXXV6Go5Nl18srjBx0sCNveEmpgaOO9YjSy4IwABmNMkcf78Ffkn8+OWiOg7KK4td5p0vmuJM8ecPtDplvnO/H3YncTkLvU2NRZLMZ2WxBi+fn1RIEQRDyiSua0G38JUZ+esMQliyK8cF7YSwWmSOPdTN0mLlTiTF35fMb+eFPKlmxPM47b4ZRFJh3lJuRoy2demD0+gx874eVrPo6zscfRUCH/Q5wMHa8FW8nyzwLwkAgyxLjxlu55ddDef21IBvXJ6muMXHE0W5KyoztNs8HsNmyAUeLRWb2IU5Gj7HwxoJWYlGdmmEmZs9xUVLa+WPG5TLwjQtKOGiOk3ffCpHO6Ezex87U6TZRhlkQBrCSUiPX/XIIiz6PsmxJDKNBYs5hboYNN+F0FT9HeLxGjjzGzZSpNha8HCQcVpkwycqBs52UVYjrcX+lx+PIHi+S2YyWiKPruigOIAiC0AFxVRO6lb/EyKFHuJl1kANFkdrtxlNIPKYSCqls2pDCYJAYUmNi5iwH0/e1t13Ug60ZPvs4gixnx7s9StHlWG0yw0daUAwS6DBkqIlMRuPzT7MBl6pqE5IEG9Yl0TQYOtyE06m0e6PYnRJxldZWlS2bUyQTGkOHmXE4lS6XtBb2TqFghkBApa42hdtroKzMgNdnKHiDazTJVFWbOOeCElJJDZNZ7rA0c0NdiqbGDM3NVRgNKTweA/4SA26vwuw5LoKtKlVDTFitEqqqUV+n0lCXJhRSqRlqwuFUilYnstpkKipNzD7ERSKhUTPMjMUqWq4IwkBnscpMnGzD5VIoLTMiyxLLl8axOxR8PoXWQAaX20A8rtHcnKG01Ii/xIDXZ8TrMzJ8hJlkStt27U2xaWOS6qFmXC4FWSbvHsDhlPB6h1C7OUPtlhgut0JZuRGvz4Dc2QRT7YhGVIJBlc0bk9jsChWVRjxeQ6dK2+/ttHgMQ3kFsskMuo6eSCBZrX29WoIgCP2aeIoTeoTN1vX8JuGwymsvtfL80wH0bQUFDAa4+PIyZs5ykEnrvLkgyFNPtLSNVxS44JJSZh3oyFtmNKry/jth/vNwE9q24ieyDCec4iWV0nl5fiuyDMef5EXVdF58rhVJgpNO93Lo4S68vp590x6LqSxbHOcf99aTSu2ooHDIYU5OPt0n3vQPci0tGf7yhzpWfb2jso/brXD1dVVUDzUVfYtoMEgYDB0ffxvXJ/jdb7YSaNlR0WfESDPfvrKcO2+vpXmnEumHHenkgNku/nDn1pxqRftMs3HBJaWUluX+VpNJjeVLYvzlj7m/7cOPdHHKGb7datEmCELfCwUzPP2/Ft5aEOI73y/nySdaWLJoR4WgsgoDV/6wkj//ro66rem24RWVRn700yrKyo0oBon1XyW59w+554crf1jOxg2pnHsARcneA4RDJp7496a2ae0OmR//tIrhI817FGQJtmZ4/JEmPnhvR34Ri0Xi+1dXMmacZdB3Z9TicWSzGcmc7ZatJeLIIsAiCILQrsF95RD6lbWrEzz31I4bK4BMBv75lwYaG9Js2pjkycdbcsarKjz4j0Ya6tJ586vdnOLf/9oRXAHQNHjuqQAjRplxOGU0DZ5/JsDQYWacLgVdh2f/F2DTxlQPbmlWS3OGv/yxLucGE+CdN8N8+UW0x5cv9F+JhMZ//92UE1wBCAZV7rytlpaWTJFvdk5DfYrf31mXE1wBWLc2yX8ebWLGvvac4VOm2rn79tq8UtCLF8VY8Eor8XjufFqaM/zp7vzf9huvhVi8qHi5VkEQ+rcvv4jx5mshps2ws2pFIie4AnDo4W7u+2tDTnAFoG5rmnt+X0colKGlKcMff5t7figpNRCL6Xn3AKoK9/21gcoqMybTjkBKNKLxm19toaV598+FmqbzwbvhnOAKZEvb331Hbd75cTDSEgkkkxnJnM1np8XE+VsQBKEjIsAi9AvRiMpzTwWKjn/9lVa+Xl48wdrLL7SSTu14+EskNF56vvj8PngnzH4H7EjC+d7bYfY/cMfnl+a3Egrt2UNsRz56P5wT/NnZy/ODNDbkB42EwSEUVPn4w8IVG0JBlYb6PftttDRnij6YfPl5jAmTdryhLC0z0NyYIZnUC07/9hshgq25DyLt/baffzpAsLVnjy1BELpfsDXD809nr6uzDnLw3juhvGmqhpjYsC5Z8Psb1iUJB1UWfph/ftj/ICfvvJk/v+0+WRhh6ozcwG8irrNxQ+FldUawVeXF51sLjstkYMmXg/tFh65p6OkUssmEbMoWHNCSiQ6+JQiCIIgAi9AvpNM6gXbeyjfUZ9AKP98B0NSYIZ3eMUE6rdHUVHx+Lc0ZnDtVRGlpyeRUSAk0Z0gVeaDsLg31xdcv0JJBa2+Dhb1aOqWhtvPyNLAHb20BWgPFZ67roO40e6dLabfFTCKuk8ns+K3quk5dbfEAUEtzpt1tEwShf1JV2q7TBoNEIp5/jdr5OlxIIqGztcD5welS2m2NEmjJ4CxQ3r2pYc9asIRDxU9Gu7bCGWz0bcEUyWhE2h5gSYhKQoIgCB0RARahX7BYZUaMyi/JvN34iRaMxUczboIFs2XHz9likRk9tng/4WEjzDk3T8NHmKnbuqNb0IiRZuz2nj08xo0vXmp62Ijc5tDC4GK2yNhsxX9/VUPaORg6obydsukmswQ7/fQa69NU1xRfns9vwLhTMkhJkpg4ufixN3ykObsMQRAGFJNJYtiIbFeRSEgtWK7ZaJIoVmRGksDhzCbI3VX91hTDhpuLLnvYcHPBgMewkcW/0xGjUaJqSPFz4fgJgzvXiJbYFmAxmXYKsOx+iyFBEITBQgRYhH7BYpE5+XR/wRszs1niwIOdzJjpQCmQu9NkkjjkMFdOKVqjUebIY9wYCuTSNBiyzZE//yTbBUNR4MDZDj77ONr2+diTvFh3I1FvV0zax1bwjRzAaWf5ejzJrtB/eX0GTjjFW3DcyFFmfP49SxLrdiuMLRLgm3ekm4UfhNs+h8PZtvxl5YV/j6ee6aO8MjcAM2kfG44iv+0zz/HjcPTssSUIQvdzOBXOOtcPwNtvhjjmeE/eNEsXx5i1U3fbnR00x4nTpTBxsjXv2vfh+2EOnedCLnDaMJslJk2x8tWy3NYTlVVGyouclzrD5TZw9vklBcd5vAojRu1+8GZvsL07kGQyIW97w6UnRBchQRCEjogAi9BvVFQaueb6KkrLdzw8Dh1m4rpfVlNSaqSswsi11w/JefteXWPiZzcOKVgqtrTMyE9vGEJl1Y5xlVVGrvhBBS8+FyCTyS7zih9U8NL8VtJpnfJKIz/+WRVl5T1f5aSi0sQ1Px/CqNE7buK8PoUrriqneuietVAQBjZFkZhzqJMzz/Fj3VbaWJJgvwMcfO9HFXtchcfnN3L5FeXMOtDR9kBjsUiceKqXw450oWt6W7DTZpNJJTV+9JNKJu1jbRvucMqcd1EJEybnB2pKSo1cd2M1o8bk/ra/f3UFNcMG90OLIAxkNcPMfP/HFQRbM7S2qpx5rr8tmCpJUF+X4sRTvcyd58JozJ4sjEaJI452c+Y5fmy2bGn3n/2ymtFjd5w7rFYZs1Xixz/Lvwf46Q1DCEfSba36JAmmzrDx459W4fHu2blwzFgL376yHLd7R9B3/EQLP71hCD7/4H7Jsb21imQ0Zd9MybLoIiQIgtAJolam0G+YTNmmw9ffVE00oiJLEg6njNOV/ZnKssS4iVZ+ekMVibiOBFjtMhazTGtrBgmwOxTM5uxNmMEgMXqslZ/dOIRIRANdx+5QkJVscGP7Z03TKb2gBF3XsduVgsGanjJ0mJnv/bCCaFQjk9Gx2WRKywzIhV7jCYOK02XgmBM87D/bQSKuYTLJOF1KW8ClmNbWDJmMjkGR2n34KC0zcuElJZxyuo9kUsNilfH5FMwWhcu+W04opJFOa1itMh6vAUWRuPQ7ZcSiGumUjtUqU1KmFC0JXVVt4ofXVhGJqGQy2WPL41WKlpfeHfG4Siyqbet6oGAyieNGEHqS1SozfV87I0ZZiEZVLBaJ/Q6wk0rq20rESySTGied6uX4kzykUjpms4zbkz0+VVUn2JrBbJa44gcVZNIaqW3nE8UA6PDTG4aQiGvIsoTDIWOzS6QyG7np1yNIxDWMRgmXS9mtVqbJhEY0qqIDdruCza6w/0EOxk2wEItpGAwSTqeCXbSya8vBIhuNSJKEZDSKJLeCIAidIAIsQr/j8RjwePJ/mpqmU1+X5n//aeaLT6NIUraSwWFHuLnvL/U0NWaYdaCDU8/053RncLkNuNy583I6cz97fT2xJR1rbkrz0vOtvPNWiHRKZ8IkK9+4oISqISYMBpGnYrBTFImSks4F/MIhlaVLYjz1eDONDRn8JQZOOcPH1Bk2XK784ynYmmHhhxFeeDZAsFWlaoiRs84tYcw4C3ZH4YcXn8+IrwvHisOp5CSP7i6qqlO3Nc0TjzaxeFEMg0HiwDkOTjrV16sBUkEYjCRJwusz4PV17RYy0JLhrdeDvPZykFhUY8QoM+deWILHa+DJx5tZ+EEEXYfpM22ccU4J5RVGZFlCVVUikTCjR8sonTwfFlJfl+Lp/7bwyUfZ5ew7y8FpZ/sorzDi8xvx+Xd71nslLblTC5Zt/9WTIgeLIAhCR8TrPmHAaGrMcMvPN/PZx1E0LVvR4MN3I9zzuzrOvbA0+/m9CLfesJmmxv6f/b+lJcNdt9Wy4JUgqaSOrsPypXFuvn4TdbWpjmcgCNukUxrvvBnkb3+qp3FbVY3mpgz3/bWBBS8HSSZza6JGoypPPt7Cv//V1FZiuXZLmt/fuZUvPo/2+wpWjfVpbrp+E19+EUPXs5VL3nkjzO03baG5qf8f+4Iw2ISCGf725zqefTJALJo9H61bk+S2X25h3ZoEa1YlUVXQNPjskxi3/HwzTY3dV869qSHNrTds4aP3I23L+fijCLf8YjON3bicvYneFmDJBrVkk6kt6CIIgiAUJwIswoCQTmu8/korsZiWNy7YqrJmdYIx47L9uUNBlYUfRvr9Q+L6NYmC5SozGXjy8WbiMVHLVuic1laVZ/4XKDjuhWcDhIK5v6VQUOWdN0MFp3/84SZaA/33gSOV1Jj/bKBgGfXmpgzLl4ocAYLQ3zQ2ZlixPL97ia7Dc08FOOwIV87wWCx7zU+n86/5XaVpOh++Fy5Ykjka0XjnjRCq2r/vF/qClsoNsEhGo2jBIgiC0AkiwCIMCLGYxqIvYkXHL18aZ8RO5Ro/+zhCPL7nN2Y96eOPIkXHLV0c7/frL/Qf4bBKOl34AUFVs92BdrZ1S/EWUuGwRjTSf3970ajGki+Lnws+/ihCKtV/118QBqMVy4ofs5s3pfAX6Nq36PNYW2uXPRGLaXz+abTo+EWfRYlGxQuNXenJJMgy28s3ihwsgiAInSMCLMKAoChSWwWBQux2meROb7TtdiWnbHN/5HIXz01hs8vdmgxU2LsZO8jXYzTmHjtWe/unfoOx//72ZIV2zwVOp9zvj31BGGzay8WkKECB+LDN1j3HskGRsDmKnzNsdhmDOGfk0ZJJpG0JbgEkg1F0ERIEQegEEWARBgSHQ+GY4z1Fx+9/kINFn+14Q3X08R4slv798z54rqvouCOPceP2iCoGQuc4XUpOYued+fyGvGBeWZmxaJBi9FgLzh5ITNtd3G4DRx/nKTp+3lFuEWARhH5mwsQdJd53te8sB19+kd/C5JgTPN2SJNtildu9fzjmeA82e/895/UVPZVEMuy4roguQoIgCJ3Tv59ABWEn4yda2e8Ae97w2Yc4CQRUgtvyTMw93MXQYabeXr0uKykxcOa5+WULxo6zMPsQF7IsHhKFzvF4DVz5o4q8oInFKvF/P67Iq/bh8Rr4/tUVGHdpqeJ2K1z6nbIeqfzTnabNtDN5qi1v+PEneyiv6P/HviAMNm6vgW//X3lekKWi0shRx3tY+EFul9l997czfqK125Y/bLiZQw5z5g0/YLaDUWMs3bacvYmWSiGZdpxPJaMRLS0S8AuCIHRElGkWBgy3x8AFl5RyzAlePvkogqJI7Lu/HZNJ4v23wxx/spf9DrDj9xtwFihL29/Y7AqHznMxbbqNTxZGiMU0ZuzroLLKiLtAmWpBaE91jYmbfl3Dyq/irFuTZNhwM+MnWfGX5P+WFEVi9Fgrv7prKPV1KdIpDatVpqzChH8PyqD2Fo/XwLeuKKO+Ps2nH0UwW2T229+Bz2/A7ujfwSFBGIzMZpnpM23c/tuhfP5ZlEBLhin72KgZZsZikbjhV9XbKvzozDrAQUmpAZe7+66DLreBM88t4fCj3HzyYbZM837bljMQ7hf6gp5KIRl27BvJaEQLBvtwjQRBEAYGcVURBhxZgspKI5KcfVB0uw2cdV5JwWnDYZXmxjSffhxF12HmLDtWi8z774XRNThojoNUUufzT6Noqs6+++fecEUiKi3NGT5dGCGT1pk5y0Fp2e7f+MWiKoGWDJ9+EiG+LaBSXmHklDPyW7IIQldIEkhkA3dV1UbsDrlok3zIVubKZHRqt6Sp35pi9FgLXr9OOq3R0pxh8RcxGhvTTJhkZdhwMz5/4cBLIq4RCGT47OMI4ZDK1Bl2qoaY8Hh79vLicmePwzFju+8ttyAIe07TdFqaM3z9VZz165IMHWamZqiJhvo05RVGPB4Fi0VCUSSaGtMsXRxlwmQ7Rx3rxmCQqK9P8/L8VgxGif32d+Dx7X5j6+3X3E8WRkgkNGbu5+DYk7w4RCC2Q3ldhAzGtspCgiAIQnEiwCIMGMFghkcfaOTjj3L7as872sUpp/txunJvmELBDP99rJl33wq3DXvh2QD7HeBgzDgL6bTOi8+18v47O41/rpX9D7Jz7oWlyIrE/KdbeOXFHW9sXny+lRn72rnwslI8XWxlEo2qvPlaiP/9p7lt2Mvzg4yfaOE7/1fR4w+kwt5t88YUt9+8JafqhsUq8dMbhjB8RG4T+GRSZe3qJL//zda26kNvvBZi5iwbB8918ee761C3FdV49cUgJaUGrv3FEMrKcoMsibjGRx+GefDvjW3DXnkxyLARJq66pgqfT/ymBWGw2bQxxa9v3kIstuNcZLXK/PAnlfzlj/XUbU23Da+sMnLuhSX89rZaho80c9qZPn59a23b+OeeCnDMCW5mHVjV5fWIRlTeeC3Ik4+3tA17eX6QCZMsfPtKcc3tiJZKIRlzW7DoKdFFSBAEoSMiB4swYHy9PJ4XXAF4/ZUQmzflv1VZtzaZE1zZ7pOPIjgcMj6fISe4st3CD6Ks+jpBU0M6J7iy3eefRlm+JN7l9W9qzOQEV7ZbsTzBh++H0bTCZXYFoSOtgQx//l1dXknTRFznj3fVEWjJLdPc0qxyz+/q8ko7zz7Exb2/r28LrmzX1Jjh0QcbicdzRwQCmZzgynYb1qV49cUA6bQolywIg0lrIMOf796aE1wBiMc1/n5PfV6C6q21ad57J8z+BzlY9XWCxV/GmDA5t1Xay/ODxKL5OZc60tSYzgmubPfVsgQLPwyj6+Ka255sC5ZdAyyiBYsgCEJHRIBFGBAiYZWX5rcWHf/KC60kkztu6GIxlZfbmb61VeXD9/KDK9u9NL+1YNBmu5dfCBAOq0XHF/Lum8X7Lr/2UpBQsGvzE4TtwiGV+rp0wXEtzRlCodzfVmNDOu8ByONVCLSoeUGX7RZ/ESO8y3w++zhScFqAtxaECIdEgEUQBpNQUKWxIVNwXFNjpmB1vM8+jjB1ejaB/Qfvhpl1gCNvmrdfj5HJdD4gous6b70eKjr+tZeCBFvFNbc9WjK/ipAmWrAIgiB0SARYhAFB1fS8B8KdRSIa6k43X6qq573N35newfxiUZX2Xm7Fohqq2vmbPU3T26ocFVueaMEi7K50Bw8e6VTub73QsWE2y8TbOSZ0HTK7PDftGnDZWSKho4k3xIIwqHR0Ltq1dRxsO69syxcVi2qYzfm3ppGohtaFeIiu0+5Li2hEQxPx33blJbk1ZMs0i5Y/giAI7RMBFmFAsNlkpk4v3kR431l2LFZ5p+kVpu9bfHqTWWLi5OLJMafOsOFsp1TtPtNt2G2dP3xkOZusr5hJ+1ix2kTSPWH3OJ1KXsnl7RQF3LskZR5Sk1/KuLkpzZDq4iWO/SUGrNbc3/zUGfll07cbM86CpcCDkiAIey+XS8FQJLWJwQAGQ/55qrrGRHNTNno7fpKV9WsTedNMm2HGZG4na/cuZFli1oHtXHOnWvPK2gu58pLcGg3ZyFWhKJkgCILQRlxdhAHBaJQ54mhP3gMegNutsO/+DmR5x82XokjMPsSF3ZE/vd0hU1FhYtQYCy53flDDZpM5/EgPQ4eb8Xjzx1ssEkcf58Fo6trhM3qshfKK/EosRqPEqWf6C26bIHSG26Nw8uneguOOO8mLa5dm+Ta7zIEH5z58ZDKwaWOSqTMKBybPvagE7y5Ja6uGmBg6PD8oI8twzgUlONoJUgqCsPdxexROPLXwuejIYz0s/DC3a64kwfGneHnztSCKAkce7ea9XXKjebwKEycXD/4WM2achdLy/GiP0Shx6hm+nJcyQr68JLfbgi2im5AgCEL7xNVFGDBKSg3ccGs1M/ezIUnZN/MHHuzg+purKSnND1yUlhn5xS3VzDrQgSxnH/r2O8DBVddU8p9HmnjsoSau/FEFB8x2oCjZG72Zs2z84pZqSkoN+EuMXPfLamYf4mwbP32mjRt+VUNpWeGSte3x+Y1cc30Vhx3hamttMHGylV/cWk1FZddvHgVhO5NJZu48N9/6XhklpdkbYp/fwCXfLuWoY915Te79fiOnneXjjHN8uLcFGSurjFRWGTn/4lJOP9uHw5n9TvVQE9dcX8WESfktvjxeAz+4popjTnBjsWR/02PGWfj5zdVUDxW/aUEYbEwmmcOPdHPZd3eci/wlBs650M+sAxy43Epby5HhI81896pyFn0axevLXt/LKoyMHWdBkrItXg6e6+S6Xw6hNbihy+vi8xv5yc+H5FxzJ02xcsOt1ZRXiPNTR/K6CBmN24aLRLeCIAjtETXqhC7RdZ3WgEospqIoEg6HQiajE41u++xUcDh65q21LEtUDjFx2RXlbTkknE6FUEhlw/okkgR2u4y/ZEfwo6LSxCXfLuPs8/wA2Let249+mi35aLMrfPPyMs48x9/2eeeWJGXlRi68tJTTzvaBnm3dsiddeUpKsyUpTzzVi66DxSqja9lqB2pGx2ZX8loJRCMq4bBKJqNjtysFW9UIA5uq6rQGMsTjGkajjMstY7V27e/sdCrM3M/OyNEWVFVHUSQ8XgWLpfB8SstMHH6Eixkz7aTSOmazTGmZEYNB4riTvBw814mqgskk4drWxSgWUwmHsolwrTYZr9eAz2/g9LP9HHWsF13XMZslHM7eubS0BjJEoyqynD33tNetTxCErguHMkQiGpqmYzbJaJqOqoLRJJFJaxiMEpoGqZSO0SjhdCk4XQYOnuti8j42MhkdRcm2Kk2ldE442csxx3vQ9Wx3IV3XGTXagsUit12fv/1/267xEjgcCgaDzqbNHbeaSMQ1QqEMqZSOxSLj9RkoKTVyzrZrriRle7gkEjoN9Wnsdhm3R9wGF6On07BzFyGDCLAIgiB0Rp9eWf72t7/x6quvsnbtWiwWC9OnT+fqq69m5MiR7X7vpZde4g9/+ANbtmxh+PDhXH311cydO7eX1nrwisc1ViyL8fADTbQ0Z/tLjxln4ZQzfDx0XyP1dWnGjLXwzW+XUTWk594OWa0KVqtCIq6ydk2Cf/2zka212Qoq1UNNXHRZKUOHmdve2lssMhZL7hv8XT+bLcUbc5nNcsGke7vLaJLx+bPz27olxf1/b2DV19k+5z6/gQsuKWH8RBtWq0zd1hQP/L2Br7/Kjvd4Fc7/ZikTJlm6bX2EvhUOZ/jkoyhPPt5MNKIhSTBtpo3zLiot2DKrmKbGNK+80Mrbb4TaHnYOnuvk+JO9BefT0pLhycea+eiDMKoKFqvE8Sd5mXu4C5fbgNeX+53GhjSPPNDI4kUxdB2cTpkzzvUzcz8HDofS9pvuDcmkxuqVCR78ZwON9dlz0YiRZi75ThlDqk053QUFQeg6TdPZvCnFfX9pYMP67AN1WXm25dtH74dpbsrwzcvLWLUqzvynWwiHs+eufabZOP+bpZSWGfF4d+8Wc/s1fju1Ezk/mpvTPP5IM58ujKBp2ZchJ56aDRQ7XQZcbomNG5Lc/9cGNm/KBmuqhhi55NtlDBthxmgUDbp3lZ/kNvv/WqpwxTpBEAQhq0+vKB9//DHnnXceTzzxBA888ACZTIZLL72UWCxW9Duff/45P/7xjznjjDN45plnmDdvHt/73vdYuXJlL6754LRxQ5I/3FXXFlwBWPV1gr/+qb6thciqlQlu/+Vmmhp7/gLc2Jjhzl/VtgVXADZvTHHnrbVtCfP6s6bGNLfdtKUtuALZkrp/uLOOzRuTNDeluf2mLW3BFYDWgMqf765jw7oUJpNo4jzQ6brOos9iPHRfI9GItm0YfPFpjLvvqKU10LnfcTik8sz/Wnjt5SCpVLbCQzqt8+aCEE/8u4lgMLPL9Bn+cU8d778bbstXmIjrPPl4C28sCJFO55bXCLRkuOu2Wr78ItZWXSsc1njgb40s/bL4+bqn1NWmueu22rbgCsC6tUluu3HLgDj2BaG/a2rMcNuNm9uCKwAN9Wn+fk89hx3hxmqTWLs2wWMPNREO7zh3fflFjLtuqyXQ0nvHYSiY4Z7f1fHxh5G2ykCxmMbjjzbz/jthVFWnqTHN7b/c0hZcAajdkuaOm7cULSs92OnpVF6ZZhAtWARBEDrSpwGW++67j9NOO40xY8Ywfvx47rjjDmpra1m2bFnR7zz00EPMmTOHyy67jFGjRvGDH/yAiRMn8sgjj/Timg8+4XCGJx5tKjwupFJft6MCSTissWxJzz50xeMqLz0fKJjMPpXSeeO1YN5DYn+zfGm8aJnbBa8EWbkiTrC18PjHH23Gbi/tydUTekFri8qTjzcXHFe7JU19fecCleGwygfvhguO++SjKJFdfmetrSpfLcuv1AHw0nOBvN/d1toU9XWF1+W/jzUT6GQgqDvEYypP/7e5YBn1eFzjk48iooyoIOwBTdP58P0QiUT+caRp8NbrIU44xcdLz7cW/H59XZqttb2XCLWlOcPa1YUf+p97KkCgJcMbrwZJp/O3J5OBV14M5JWyH+x0TUPPZAq3YEmKAIsgCEJ7+lXn03A4+4DgdruLTrNo0SIuvvjinGEHH3wwCxYs6NKyOtPktDPf39P5DBSppM6GdcUvqhvWJ6msMrJlWz/pZUviHDy3eInEPd1/0YjKujXF12ft6gSRsIrL3X8ftJYtLh6EymT0og/AABvXJzEozn7/+1OUruXE6C/b01vHdyKp0RoovowNa5OMHtNxS6VIWG17c7srXc8GYHbeloZ2AjfJpE4spuVMv3Z18d9ic1OGVFLrtb9dPN7+sf/VsjiHH+UsWrZ6MJ27i21rV4/LQvPozwbL37intjOV1FmxvPgxv2F9EptNbre12JpVCcZNMHfL+nS0nbVbigdzYjGNeExj5dfFt2f110liMRWH0rf3C6qq9ug1syu/l7ZKQYqCtu3iom9bNzWZ2CuOrcFynugssT9y7bw/dueaKQxu/SbAomkat912GzNmzGDs2LFFp2tqaqKkpCRnmN/vp6mpcOuKYpYsWbJb69lT8+nvfN6heLwGmhoL31B5vQbWrtlxA1NWJrNmzZq2oFkxu7v/KspH4vUZcroH5ayvz0As3sradRt3a/49zeFwUFpRuJQlZCsWlVUUP6F7vAqalun3v7+ZM2d2afr+tj09vT4l/lGYTFJbt55duT06y5YtI51uvyVLiW9Su+PNFolFixYBIEkSVuuootNKEmhakkWLlgJgMpnw+IYUnd5ikUgkoixatLbddeguXk8VHp+BYLDwTWBJqcKmTesJhYLtzqe//dZ60q7b2tXjstA8BoKBuM67o7u30+324i8pXK4dwOszZPM2WaSCrVwAvH5Yvnw5qW4s6VtoOxVFweEcUfQ7igKSnMHnV1hf5BTl8ys0NdWxek1Dd63qbuuNa2ZnviMl4riAuqYm1NWrswNTSRzA2q9XktmLnsEHy3mis8T+yLVkyZLdumYKg1u/CbDcdNNNrFq1in//+9+9srwpU6bsUURSVVWWLFmyx/MZSE44xcSD/2jMGy7LMH6SlZdfaAWyD2gHHeKmvMJfdF7dsf+OPdHE8qXxguOOOs5DRYWJigrfbs27N7icKi8+GyrY8mCfaTbGjrfy9BOFu0Edf5KXeKJur/v99Zft6a3jO5PRmXt4mtdezg8GWKwSo8bY8XYQPIFsbp4Ro8wFW3ZUDzXhdCoMHTatbViwVcPnN+TkU9pu2kwbpWU2aobumL6lWcVkDpBK5j9MHX6Um8oqF9U10/LG9ZSTTo3zp7vrCo47/CgPVUNKCo6DwXXu7s5tHUj7a7D8jXtyO43HpHnvrUjBcYcc5uSDd0PMnuvi9Vfyz10ms8S48Q58/ondsi4dbWdrQMPpUgp2uZ11gAOf38xxJ3r5/JPCrUaPP9nL8BFmoKpb1nd37U7Lga787bvye8kEAmwCKqursYwaDWSrCtUDw6uH4Jg2rcvr2t8MlvNEZ4n9kWvn/SEIXdUvAiw333wzb731Fo888ggVFRXtTltSUpLXWqW5uTmvVUtHFEXplhNId81nIJi+r511a5K8/UaobZjRKHHBJaW8uSCIrmc/f/f75fhLjChKxyl+9mT/VdeYOPl0L889FWjLx6AocMY5fsorjP3+7+LzS1z5owr+8of6nL7hhx7hYtoMO1abzFXXVPLn39XlPNjOnutg3/3trFkb3et+f/1te3p6fRQFjjvJy9baFEsX7wgW2u0yP/5ZFT6/sVMVcfwlCt/6Xjl/vGtrTquusnIjV3y/nJLS3G5GPr/Cj35ayV231eZ0URoxysz5F5ditxt2mV7mmuuq+N2vtxKL7YgITp1h46hjPZhMvfs3GzvewrEnenh5fmvbsW8wwCXfLqe0rOfPPQNNd2zrQNxfA3Gdd0dPbGdZucSl3ynjwX80tAX5JQnmHeUmFFR5/50w1/2ymob6NEsW7Qhc2GwyP/xJJT6/EUXp3mpexbbT55e55voq7rqtltBOLdvGjLNw5rl+bDYDlUMkzru4hMceamp7qSFJ2fuF6qHmAfs72Z2/fWe+o2nZ4LtiMiHL2fOpvj2xfiYzYPdXIYPlPNFZYn/kEvtC2B19GmDRdZ1bbrmF1157jYcffpiampoOvzNt2jQ++uijnDwsH3zwAdP2gmh6f+d2GzjrPD/HnOBh4/okVqtMeaURJDCbJQ6b56aqxoTHoxCPa6gZHZu9e05MiXi2BOT2csqJuIbVpnDE0W72P8jB+rVJZFli2HAzTpeMw9m3scNkUkPT9JxSk7sym2WmTLVx+91D2bI5RSKuMXS4GZdbwb5tv02cbOO2u4ZSuyVFPKZRMyw73mrtrS0ReprXZ+DbV1YQjaqEghnMFhmnU8HjNbQbXEkmVWIxDatFwmI1UFll4kc/rSIR14hEVOx2GatNprSscA6X6hozN9xaQ2NDivq6BDXDbPh8Btye/GNHUSRGjrZwy29qqNuaJhxSqa4x4fYYcLp6/+bD6TJw4qnZktIb1ycxmuRt66NgMolyq4Kwp6xWmVkHOhg/0cqmjUnSaZ3hI8ykUzqJhMZBc4YRCWf4xvl+zviGn61bUjhdCuUVRqw2aVui6e4NsOg6xGIqRoOEcafjXJIkaoaauPFX1TQ2ZGgNZKgcYsLrVXC5s+czu11hzqEupk63s2lDEl2HocNMuNwGLFZxztiVtq1bqqTslORWkpAMBvRu7PYlCIKwN+rTp9CbbrqJ+fPnc++992K322lszHY/cTqdWCwWAK699lrKy8v58Y9/DMCFF17IBRdcwP3338/cuXN58cUXWbp0KTfffHOfbcdgYrdnH/4rq3If2srLs58b6lO8/XqITz+OYjZLHDrPRc1wMyUlxkKz61CgJcOK5XHeeSuEIkscdqQLv9/A/x7PVhGZd6SbkaMtHDTHtcfb1h2CwQwb1iV5/ZUgyaTO7EOcTJpiw+cvfKgZjTIlpTIlpYX3j8EgUVJqzBsvkpDtPXQ9+8Dy6UcRFn8Zw+tVOOo4L2aL3BZo21k8rtLSnOGt10NsWJekrNzIvKPceH0y6TS8/WaIjeuTVA81M+8oF6mUVjTo4PMbcHskkunVDB02qd03NYoi4S8x4t/NY7m72WwKNptCRaUoVy4IPcFsliktkyktMxJoybByRZy33wghyXDwIS5MZon33w0w9zA34yZYSKd13no9xMoVccrKjRx5jJuyChPWPQxg6LpOWelYXno+yJKdzpEVVca2c6QkdXx+slhkLBaZsvL+cQ7rz7YHUSRj7r2LZDSKMs2CIAgd6NMAy2OPPQbABRdckDP89ttv57TTTgNg69atbc0TAWbMmMFdd93F73//e+6++26GDx/OPffc025iXKF3NNSluPP2Whrrd+R1+PKLGPvOsnPOBSX4iwQRimlpyfC7X9eyacOOtyVLF8eYMMnK/gc5ePAfjSxbHGfCJAvfvrICj7dvW62Eghkeuq+Rzz6Otg1bsTxOeaWRa39ehd8vbuqEfFu3pLn1xs3Eoju63iz8MMqZ5/g5/EgXVltu0GPDuiS/vX1rW7eylSsSvP9OmMu+W8ZH74dZ8mW8bfhbC4JcdXUlk6fa2m2u31ESXUEQBq+Wlgx/uLOWDet2XIuXLY4zboKF2Ye4+N2vt3LgwQ6qh5qY/0wAyJ5/3ns7zKXfKWP/gxx71LKsvk7l9psa886RZ3zDz7yj8s+Rwp5ra6ViyL1vkQzGHRWGBEEQhIL69In066+/7nCahx9+OG/Ysccey7HHHtsTqyTspnRa4/VXgznBle0+/TjK4Ue6uxRg0XWdTxdGcoIr2321LM7+BzkoKc1WNfpqWYI1qxPM3K94WejesGVzKie4sl391jTvvhnixFN93d4nXRjYohGVhx/IfXDY7n//aWbmLHvOw0N9XYr7/taQk7MHsk3n/3VfI9/+XnlbgAVA0+Dv99Zz8x01/abliSAIA4eu63zxaSQnuLLd118l2P8gJ6XlBj58L8IVV5VjtcrE4zvOZ//6ZwPjJ1opLdu9AEs0qvLog00Fz5FPPt7MvvvbRYClB+jbuwgZCrRgSYsAiyAIQntEx1OhWwRaMnz4fuGKAwDvvhVCK1Qup4hQSOWtBcXLrH66MMrkfXaUkVzwSpBEvPPz726qqvPGa8XX9503wwUrHAiDWzSq8tWywpWwdD3bAmpnsahWMIgJkErqJJM6JnNuEC8a0XISPwqCIHRWJKzx5oJQ0fGfLIywz1Q7AIsXxRg30ZIzPpOB2i27/0AejahFqwUWOkcK3aNogMVgQE+JFo+CIAjtEQEWoXvo2SBDMRmVtmofnZ5fO/ESVdPZqecYmqpvS6rXN3SdguWUt1NVvWvbLwwKHf0mdv1NdTS9pukUyourid+eIAi7Qdd1tHau7ZqqI227FmsaBRNzt3dv0PHy2x8v0pH1DG1bK5VdAyyIJLeCIAgdEgEWoVu43Aoz97MXHT97jqNTpVO3czgVDpxdvMvP9Bn2nDf/hxzet/2wDQaJQw4rnmj3gIMcOJzicBNy2WwKI0aai44fv8vbYJtdxuMt/DtXlOxxk0jkPpGYzRJut2hCLwhC1zmcCgfNcRYdP32mnRXbrsWT97Gx6utEznhJylYs211dPUcK3WNHC5Zdc7AY0ESSW0EQhHaJJz6hW1isCsee6C1YsnXMOAtDuniDpSgSBx/qwl+SnyaoZqgJp1tha2267fOESX1ft3j4CDNjxuVvp9utcMQxHoxGcbgJuZwuhYsuK8VozH/rO+8oF55dSiaXlilc8M1SpAKtVE4728f774Tzhp9/SSlujwiwCILQdbIsceDBTkpK86/F1TUmvH4DmzelmDDZSjyu5nWFPe1MH649KOXe3jny8ALnSKF76OlUNjom5963SAaDyMEiCILQAXFlErpNZZWJ628awpsLgiz6LIbJJDF3noup0+2UlnU9wWZJiZHrfjmE998J88G7YWRF4tDDXYwea+GRBxqoqjZx6DwX+86y4/P1fQJPj9fAFVdV8uXnURa8GiSd0pl1oIO5h7ko2Y3tFwaH6qFmbr6jhpfmB/hqeRyXy8AJJ3sYPdaC3ZH7YKIoCmPGmfnFLdXMfybApo1JSkqNHHeSh8ohJiZMVEmnNLZsTlFRZeLk07xUVZtEcE8QhN3mLzHysxuH8MG72WuxJEscdLCDmmFmXniuhYsuK2XyPlYSiew1b92aBP4SAyee6mPYcDOWPSzTXFVt4Oc3l7Pg1SgrOjhHCt1DT6WQDAakXaL52RYsIsAiCILQHhFgEbpVRaWJM77h54ij3ciyhM0Jra0Zvvo6gUGRcLkNGCSFQEsGh20MgRYVSdYINGdQFAmnS0GSIdCsIivZt1cHz3UwbYYNJAmHU0LNwDkXliLJ4Nn2Zn7N6gQS4PYouD0GDIbsTYGq6rQGMrS2Zt+qeXYZ31Xb5xcKqqgqeLwKsgLBgIqq6ng8Bg6e62TGLAe6puNwKqJykNAug0HC41U46TQvRx7rwaBI2B0yTlfh07PLbURRZM4+308yoWE0STgcCk6XAYtZ5twLS9qS3dodCjabQktzmnBYJRrRcDoVHE4Zr89IQ32aWFTFap7A1i0ZrDYNf4mR1tYM4aBKPK7h9ii4XApWm0JDc5xISCOR1PB4DDhcEi6baKIvCHsLVVVpbMwQCWtkUjoujwFV1YlGNA6c42D2IU5kRSKV1Ai0qJx9XileryF7LZQlLv12GfF49rxkt2evz01NaSJhlVhUw+VWMJokwkEVp8uQ/WyUCLZmCLaqaPr267SCpkEoqNIayICkcdqZPiRJwmiU2gIr4ZBKKKQSi6rYHdlzlcMpgi57Sk+n8/OvkO0yJHKwCIIgtE8EWIRuZzTKlJaZCITivLEgwjP/CbWVlXU6Zc77Zinvvhli2ZI4DqfMeReV8sG7YZZ8GcPukDnvohIWfhDhyy+yn8+9sIRPFkbweAxUDjHx1OPNJJPZ+dnsMt84v4TFi6J8ujCKzSZz6XfKmLStwtDiL2Lc//d6EvHs9BarxDe/VcbUafYuv1VLpzRWfBXnr3+qJxrJZuA1mSROPt1HsDXDqy8FMZkkzj6/hANmO7AXeUAWhJ0FWzM8/d8W3n4j1JbQsbzCyPevrmRItSlv+kBLhofua+CLz2Jtw8aMs3D5FeU8+I+GnIobY8dbuPQ7ZfzrHw0sX7YjN8Ipp3mYNdvFX/9Yx8adSqFP39fGOReUcM/vtrJh/bY++BIcNMfJiad5uPv2ehq2VTGSJDjkSDsnnebF7xFBFkEY6JKpDOvXpPjLH+tpDWRfSigKHHG0B7dH4e5ft/DDaytZvTLBs0+2kNlW0MztVrjyRxWMGGXBbJExW3ZcW2u3pPjLH+rYtHHHeWbGvnZOPcvHDT/ZwNkXlOJxK/zzrw1tpZjNZomrr69i2Zcxnn8m0JbI1uNV+L8fVTJ8W06WpsY0f/tTPatW7ji3TZxs5bLvluHzi1aje0JPp8GQvw8lgwEtLio3CYIgtEe0Gxd6zLo1Kf77cLAtuAIQDmv84556jj7egyRlS0D+8y/1HHmsG1nOlpS9768NzDvajaLs+HzkMW4m72PjsYea2oIrkC1b+8DfG5hzqAujUSIW0/jz7+pobEjTUJfmL3+sawuuACTiOn/5Qz31dV0vM9jYmOF3v97aFlwBSKV0/vtYMyNHW3B7FFIpnYfvb2TDOpEETuiYquq8+XqQt14P5VTLqK9L85tbttDSnPs7jcc1Hn+0KSe4AjB+gpV//bMhr5zpyhUJ/vmXBsZPsuUMP2COiz/9dmtOcAXgi09jPPO/FuYd7W0bpuvw/jthXnsxxLDh5pzhb78a5b23Q6RFKQ9BGPBamlR+e8fWtuAKZKv0vPJiKwajxOQpVupq0zz5+I7gCkAwqPKbW2tpaco9XzU2pPnDXVtzgisAn38a5ZUXWjn3olL8fgN/uruuLbgCUFZuZN2aJM88GcipEtQaUPn1rVtoac4QDql5wRWA5Uvj/OufjUQj4py0JzTRgkUQBGG3iQCL0CNagnGe/1+o4DhVhaWLY4zflphWVbMtTSZOtrV9XvRZlMnbWqFoGgQCKm+/WXh+ug4LP4gwbaa97fMrL7Sy4qtY0RKPLzwXIJlspw503jrrvP16EK3IV95cEOSgg3dUWnj6vy1ExA2e0IHWQIZX5gcLjgsGVbZszr2RDQUzLPwgkjftqLEWli0p/FZx1dcJhu4UGPF4ss3qtyeJ3tXCDyIMG5Hfcubdt0Psd0B+Za/X5kdoaRE33IIw0C1eFCOVLHzRXPBykCOP9bDglcLnq3Ra57NPojnDAi0Z6rcWPs98+F6YkaMtfPxhJO86PedQF68XWU4qqbN4UZR4XMsLrmz35RexvGS7QtfoqRSSUqCrlcHQVsJZEARBKEwEWIQekc7oNLTTSqShPo3Xa8j97NtxMa+vT+Px7fT2RKPj+e30/S2bU7T3Un3rlhSpLgRY0mk97y1c/vJ32p66NOlUkeiOIGyTTuvE48V/h1u35P7mEwm9YNBw51ZihaSSWlvloRGjrDQ1ZopOq6rktBLbMQ8dSc7PJxQJa2Qy4rcuCAPd5naucY0NaWw2mYb64tfh9bu03GxqLD6tqmbPKYVak3p9hnaXs2Fdiky6/et3e+dVoWN6Oo1kLNxFSLRgEQRBaJ8IsAg9wmSSqBxSvA90ZaWJluYdD3kVVUaam3Z8rqwy0bzTQ6Ak6e3Pr8pIy07fHzrM1G4i25phppx+4h0xmSRGjCxearqiypS7/kOMmMwiua3QvmwiyOK/wyE1uS1JrFaZQi8VC5Uw3ZnZLLcFZlZ9Hae0rHh+IIMhO/2uLFYJTc0PpLjcSqGu+oIgDDDDRrRzjas0Eo1qVFYVP9hHj8nNxVRWXnxao1HCZJKoKnBdb25KU1FZ/LujRpsxtFMZTZLAahO3t3tCTxduwSIZjaJMsyAIQgfEFUjoEV6nlZPPchccZzRKTJhs5euv4m2fp+xj46tl2c8GA0ydZmPZkmyeCUUBj8/AIYe5kAo8RyoKzDrAwaLPs82TZRmOOs7L+InWgtNLEhx7oheTqfM/f1mWmHOYiwJdkgE4/Eg3H7y7owvTaWf52yooCEIxHo+B40/2Fhzn8xuorMoNsLjcCrMPceZN+/XyeLbSVgETJ1tZu2ZHU/pIBBxOhZqh+d2AAGYf4mTtqvym94fOcxfsnnTMKQ5KvMUfzARBGBgmTbFiLZL8/ahjPbz4XIAjjvEUHG82S0ydYc8Z5vYqVNcUPs8cPNfJyq/j7Le/Iy9o/M6bIY46tvByrFaZiVNs2GwyEydbC04zcz87Lre4/u6JbBWhYi1Yup7DThAEYTARARahx9QMM3HRt305N2w+v4Hv/F85858JoOvZz9++spwXnmtF18HrU/j2leW8+Hz2s8er8K0ry3nxuVY++SjCRZeVYnfsmJ/bo3D5FeUseCVIJpOtZvDDn1RSWmagrNzID66pxOnacaPldCn84JrKdt+sFeMvMXDN9UNyuiLZ7DIXfLOEpV/GCIc1bDaZy68oo7rIw6sg7ExRJGbPdXLcSZ6ch4yhw0xc+/MqfP7ciJ7FInPaWX5mz3HmBA83bUxy3kWlzJxlyxk+dYaNiy8vzUm6LEnw4btBvvfDCsaM2/HGWZbhoDkOjj/Zy3s7BQsVBY481s1hRzhpbNhxY200Shx7ioP9D3SgFGpWIwjCgFJSqnDN9VU510eTWeLk070EAhnWrklSVm7ggktKsFh2nGhKywz89IYhlJTmnq9KS01c+aP888zsuU4OPcLF/x5rJtCa4YfXVuH27DiHBIMqQ4ebOOfCkpyWoGXlRn564xD8JQYcToXLvlvG1Ok7AsuSBPvOsnPexaXYbOKctCf0dLpwCxZDtgWLXizBnSAIgiDKNO8NEgmNeExFUSRc7v7zJ/U4LcyeY2TCZCvhoIpikHA4FUyywjkXlJBRU/h8VhQF/KV+FFnC4ZSRZCgpM6LIEnanjK7p+P0+JEnC7ZWZMrWGcFhFksDpVJDkbBej08724XQqeLwG5G25IqZMs/HL26sJhTLouo7bbcDrNbaN7wqjUWbseAs33FpDOKSiajoul4LBIDFmnMqhR7hwubLLVxTRPUjoHLfbwMmn+5h7uItwWMVsknF7lKLHssdr4PxvlnDS6V6iUQ2rRcbpUnA4FS79TjlnnqMSi2WDfU6Xgt2ucPHlpYTDGvGYht2eHe5yZ4ObsZhGIq5hd8jY7DJer5EfXF1JKKSSTOo4HAput4LZInPVz0qJhDVSKR2nMzvcZhHBREEYSKIRlVRKw2iScTh2PEQbjQZGjjbw4+sqiEY01Ey2tZum6cRiGgcd4sTmSVMxUmHq9BrCIQ2DQcK57bpXSEWlie9+v4JIRN12nlEwm7IVBW/+9VDcnuw19MZfVRMOq+h69kWIx2Ng6HAzM/ezEwqpaFoKf4kVr3dH8MfnN/Kt75UTCqnE49lznsutiOBKN9BSSQo12d1eWUhPp5FM4twvCIJQyG4/jadSKVpaWtB2KatSVVW1xysldE46rVFfl+bZJwOsWBbD4VQ47iQv+0yz4fb0j0CLyaBQUWqlojR3uNMls2jRMkaOmoaiKHi8uS1KvLt8Ltnl+/6S9qffrllt5nXe4h3eBwnm6AdxhHoYpXLJbm2PJEl4fYachLZAv9nfwsCTSmk01Kd55n/NrPwqgctt4PiTPUzax4a7SJDFalOwFniIsNkKP1x4vEY8u/RECqth1llX8WTiWZpNLYyQhnGW9VSs2hCcLgtOV/6yS7xWSgr3aBIEoZ+LxVQ2bUjx5OPNbN2SoqzcyKln+Rkx0ox9p0BLebkZynO/25Bu5NXW13l/60fIksyhzjkcNvQQSoz+Dpfr8xvyWuOVlO06jRGfP/c6rigSJaUyXl/2fmHEyGl587Y7lJx1F7pHe0lus+NTIAIsgiAIBXX5qXD9+vVcd911fPHFFznDdV1HkiS++uqrbls5oX2bN6X41Q2byWzLrRoOa9z31wb229/OhZeV4XQO7puOpnQzN2+5g8ZMU9uwZ1tf4P3IR/xyyHWdujEUhJ62cUOK23+5ua3qVTic4u/3NDD7EAfnXFCCw9n9wbu4FufF1ld5OvB827DF8aUs2byMqyuvYoZtKlKhBEaCIAxIqqrzxadR/nFvQ9uwcDjJXbfVct5FJRw6z4WxSF6yxnQTN27+FQG1tW3Yk4FneT/yEb+o+gl+o6+nV1/oZXo6jWzJz3GzPeiip1JgzxstCIIgsBsBlp/+9KcYDAb++te/UlZWJm7C+0gkrPLIA41twZWdfbIwygmnZgZ1gEXTNRZGPs0JrmzXlGnmo8gnHOc5ClkSaYiEvhMKZXjonw0FS4q//06EY0/09kiAJZgJ8Uxgft5wHZ37Gv7FiJob8BlEUxVB2Fu0BjI8+mD+9RDgiX83M21fO6Wl+ddDVVd5O/ReTnBlu7p0PV/GlnC4e253r67Qx/R0qq21ys62J77VRKlmQRCEorp8575ixQqefPJJRo0a1RPrI3RSLKaxZlWy6Phli2MMGz54K3tEtRjvRz4sOv79yIfMdR6M0+DoxbUShFzxqMbGDcVvVL9eHqe6pvuP4y3pWnQKJylsUQNE1IgIsAjCXiQUyuZmKiSd1gkGMpSW5ncJiagRPogsLDrfd8Lvc4BjP2xK4SpmwsCkp9Pt52ARARZBEISiuvz6ftSoUQQCgZ5YF6ELZJmCJYi32znz/mAkI2OUilcKMkpGZNH6Suhjkiy1exwbTT3zG23v2ACQpcHb+k0Q9kYdJV4vNl7q4FpqkoyiJeheKFumuUCAxbhTDhZBEAShoE5dFSORSNu/q6++mrvuuouFCxcSCARyxkUikZ5eX2Ebu0Nhxn7F3xhNmjK43ybZFRtHu48oOv4Y95HYFdGBWOhbDqfMlKn5/dwhG0AdN6HwuD1VaazAJBVOUDjUVINTFi27BGFv4nQqeYlmt3M4s9V3CnEZnBztnld0vsd4jsQiW4qOFwYmLdV+FyHRgkUQBKG4TnUR2nfffXNyrei6zsUXX5wzjUhy27usVpmzzi1lzarNtAZyEzicfb4fj0e8gZ5gHccU6ySWxJflDJ9incQE67g+WitB2MFmUzj3olLWr9tCKJh7HF/wzdIeq07lUdxcWf4tfld3T05XIatk4Yryy3EbXD2yXEEQ+obXZ+CKq8r59S21pNM7jnlFge9+vyKvMt7OptunMj48lhWJlTnDZ9qnM9I8osfWWeg7eiaNpIgcLIIgCLujU3fvDz30UE+vh7AbyiuM/PzmapYujvHFZ1E8HgOHH+mitMxYsIRrf+N0Ont0/l6Dh++VX86G5GZeD72Fjs4RrkMZZh6Kx+Du0WULQmdVVJq44dZqvvwiyuIvYvj8Bg47wk1JmQGLpWea3htlI1OtU7iz5ld8EF5IWAtTaapgX/t0SgyiupYg7I2Gj7Rw6501fPhemHVrktQMM3PwIU78pQZkuXgXIq/Bw1UVV7A+uYHXQ2+jIHOUex41pmpchp69jgt9Q3QREgRB2H2dCrDMmjWr7f9ra2uprKzMqx6k6zpbt27t3rUTOlRSauTQeW5mH+JEUaR2b5L6g5Z0gJAa4qvE15jKTdgzDly6E2eRm7SIGiWoBlkRX4UiKYyzjMZjcGOVO9d1wmPw4DF4mGybgI6OQdqzFgGJhEawNcPqlQnSaZ0x46x4PAp2R/8PaAn9V0mpkXlHeTjkMFenjuOWTCv16Xo2pTZTZiil2jQEv8HXpapuJtmENVzKuE1HUV+XZPgIC6ZyE7K3a0GdlJaiVQ2yJrGWiBZltGUUfsWLWTbTqgZZlVhDQksw1jIar8GLUxHdjwShLxgMEkZ/lKnHRxiZjuEwWTEqEpLBRWO6hfXJDQTUVkaaR1Bq8OPe6UWE1+DBa/AwxTqJmBajVQ3ycfRTLLKFMZZReBQ3Znn3EnLH49uuq18nUDWdseOsuDwKdru4rvYFXdNAVQsGWBBdhARBEDrU5afNefPm8d577+H3577lbG1tZd68eaKLUB8xGvt/krmmdDOPNz/Ju5EP2oZJSFxUci4HOGbltSoJZUI8HXiel4Kv5Ux/nv9sDnPN6VIOFaUbknbGoiofvBvm0X81oe9UgOXwI12ccoYPl7tnunMIg0dnjuOGdCO3197F1nR92zCn7OTnQ65lmLmmU8vRdZ2NG5L85tZaopEdlUUqq4z8+GdVlBSoJlJISkuxOLaM39fdQ4YdNeO/4Tsdv8HPXxvuQ2VH16cD7bO4qPQ80YJMEPrA1lQ9t9XeSWNmR7lmj+Lmp5U/4o/1f6U2veMl2RjzKH5Q+T38Bl/OPCJalH81PsqH0Y/bhikoXFF+GTPt07ucjyUaVXn7jRD//XdzznX1mOPdHH+yF6dLXFd7m55OZ/+nnSpCoouQIAhCcV1+Kt+ea2VXsVgMs3nwlgUWOrYkviwnuAKgo/Ng06M0Z1rypl+VWJMTXNk+/SPN/6Fup4fL3tLQkOaRB3ODKwBvvBZi5YpEr6+PMPhE1Ch/rb8vJ7gCENbC/Lr2blrS+cdRIYEWlbtv35oTXAHYWpvmX/9sIBZVi3wzV0smwN11f8oJrigoDDUP5d6Gf+QEVwA+jH7MJ9HPOjVvQRC6TygT5o/19+YEVwBa1SC/r7+XYzy5SeFXJdfwZPOzpLQdD9K6rrMw8mlOcAVAReXP9X8veB3vSF1tmicebc67rr78QpB1a5Jdnp+w57YHWAp2EZIkJINBtGARBEFoR6dfDdx+++1A9uT6+9//Hqt1RxcNVVVZvHgx48eP7/41FPYKTekmXmp9tej414NvMdw0FEXOtjSJqFGeaZ1fdPoXW1/lO2WXYpQ796Z9T6mqzuuvBIuOn/9sgHETLOJtm9CjQmqI5YkVBce1qAFa1FZ8Rl/B8TtrakwTDBYOoixdHCccUrF1onn+F7Ev0cgN0ky0jmdxbElO8tydPRd4kf3sM/AYPB3OXxCE7hFSQ6xLbig4ri5dj79A7qV3Ix9wqu9ESuUSIBuMmd/6UsF56Oi8H/6Is/yndXqd0mmNV14IFB3//DMBRo21YBFFinrV9vwqklL4GiAZjSIHiyAIQjs6/TS4fPlyIPsGY+XKlRiNOx5sTSYT48eP55JLLun+NRT2Chldo1UtHqBoUQOk9DRWshf0tJ4mmAkVnz4TIKNnMNI7AZZMWqe5KVN0fLA1g9q5l/6CsNtSevs3tRE10qn5hMPFf6y6DqlU4eDIrhrSjXnDbLKNoFr82A2qIdRdgjKCIPSsZAfnjqSWREbOCZim9TQZfcd1T6P963hXW5amUzotLcXPRaGgSiatg6V/55bb27QFWAyF768kgxEtKVoXCYIgFNPpAMvDDz8MwM9+9jOuv/56HA6RqFDoPJtsYYx5FJ/FFhUcP8k6Hqti2Wl6G+OtY2kI5z/AAUyxTd7thHq7w2SWmDLVxvKl8YLjx4yzYrH2/zw4wsBml+2YJVPRh6VSY0mn5lNRUTwwabFKWG2d+y1PsU3K68a3Jb2FQ51z+DDyccHvjLaMxCKJ7qSC0Jscih0FJa/bHmRzm1lkS15rNL/Bl3OdNUtmxphHFW1FN8M+tUvrZLHKTN7HyuqVhbvYjptg2XYu6lzAV+geWjtdhEC0YBEEQehIl58Ib7/9dhFcEbrMZXBxuu9k5AI/OafsZF/7jJxhZtnESd7jMBSIAdpkGwc7D0CWei+gIUkS++7vwG7PX6aiwEmneXuspK4gbOdR3JzsPaHguFn2fXErnUse6/YYmDrDVnDcyaf58Po6F3sfZh5GmaE0Z9jmVC1lxlK8iidv+myS6rO6lKBaEIQ951HcHOs+suC4gxwHsCS2NG/4ef6z8Bm8bZ8dip1zS85CIr9FiVfxMN4yrkvrJMsSB81xYS3wcsJolDj2BC8mk7iu9rb2crBsH64nRYBFEAShmE7dRV955ZWdnuGf//zn3V4ZYe9WYazg+qpreLDpUTalNgMwyTqBi0rOpdJUUWD6cn5ZfR3/bPwX67f1HR9vGculpRdSaujcm/ruVFJq4Pqbqnno/gZWLM++cRs6zMSFl5ZS3k6LAEHoLkbZyBGuQ7HIZp5qeY6IFsUsmZjnOowTvcfi6GTgwuFUuPiyMl54LsA7b4RIpXScTpmTz/Cx/4EOFKVzTfL9Bi8/H3ItjzT9h0+in6OjU24oxSbbuGHIT/lX07/5cls+lipjJZeUXkC1ccie7AJBEHaDWTZzovc47Iqd51tfIqbFsEgWjvEcwTzXoTzZ8kxbCxef4uXckrPYxzYlbz41xiFcX3UN9zc+TG16KxIS02z7cFHJuZQY8/O4dKSk1MD1Nw/hofsa25LFDxth5qLLSiktF9fVvtCWwLZIgAWDaMEiCILQnk4FWJxOZ9v/67rOa6+9htPpZPLkyQAsW7aMUCjEUUcd1TNrKfSqUCZEXE8gI+NSnHldcUJqmLgWLzp+V2E1QkyLISMz2jKSa9w/JRWXkCWwOHR85twWURE1QkyLIyExxFjF1a5rSSWyD3xWO5gMelslBIfsQEcjqsW2fbZjU3LfzMfUGBEtCmS7WNjzxseJaJFt421F365LkkRVtYn/+1ElkYiKroPNLuMSiW0HtZZQgkRMQ5IlnE4Zh3X3ur+0ZlpJ6ikUFDyKG4Nc+HflMrg4xn0k+zv2I6klMUpGPIobo2wko6o0B5JkMmAwSJR4TSiKgqZrBDKtZMhglIx4FQ9en4HTz3Fz+HF2Mmkdo0mi3G9FliUSapJWtZUMKiaMlJmyrVRSWpqQGkRFwyyZ8RjclBlL+W75ZZyvRsjoGayyFe+2BLb/V/4dIloEVdewyVZRnlkQelhYDRPbdn12Ko6csslug4tjXUeyv2Nf0noag2TEI7mIEOUb/jM42XsCqq5ikk2UGkqQJIlQJkxUiwISpoQDLWGiUh7DdY4bSaY1ZDkbsHWadu+8J8sS1TVmvn91JdFt11W7XcHp6jjJttAzOmzBYjSIMs2CIAjt6NST4fYKQgB33nknxx57LDfddBPKtgzjqqpy0003Ybd3rdn3J598wn333cfSpUtpbGzknnvu4Ygjjig6/cKFC7nwwgvzhr/33nuUlpYW+IbQFUktybrkeh5ofJQNqY0oKMx2HsCZvlMpNZaQ0lKsT27kgaaHWZfcgILCAY5ZnO0/jTJj/v5Pa2k2pjbzQOMjrE6u4RjH0RwUPYHHH2xlzaoksgxT97Vw5jkKVZVWMnqGzalaHmx8hBWJlRxmn8uRyTP5z4MBVq5IIkkwebqFM8/z8gj/IqJFOM9/Nk8FnmNZ/CskJKZap3BB6TlUGSvQ0alNb+Vfjf9mSXwZAFOsk7io9FyqjJVISNSm63i46bG2t+wTreO5uOR8hpgqUaTCN3h2h4LdIW7+BrtEKs2mjSkee7CZtatTyDJM29fKmef6qKywdjyDbaJqjBWJlTzc9Bh16XrMkonDXXM50XMcPqO34HdkScZvyK0W1Nwa5+MPo7z0TJhQUMXplDnqJCcHHGznA97k+cCLRLQoHsXNmb5TmWKbxILwm7wWeZO4Fsef9nGm6VQmWsfzYvAV3gy9S1JPUm4o5Sz/6Ywxj2J+8CXeDL1LWk9TZazkwpJzGWsZjU2xYpXzt9mu2PICmoIgdL/s9XYT9zc+zJrkOmRkZjn25Rz/GZQby4BsUupPIp/xXOtLBNUgTtnBCZ5jOcCxH/8NPM174Q9J6ikqjOVcUJK9jj7c9BihdIQz1Mt46ZEWzCaFQw538fzTATasS6IosN8BDk4/209p2e63OHE4FBziutov7Kgi1E4XIRFgEQRBKKrLnVuffPJJLrnkkrbgCoCiKFx88cU89dRTXZpXLBZj3Lhx3HjjjV363ssvv8x7773X9s/v73qzVCHfptRmbtpyBxtSGwFQUXkn/D631d5Jc6aFLalafrnltrZSjyoq70c+5JYtv6Y53ZI3v63pem7YfCurk2twyS4OTZ3Ib26sZ82qbPZ5TYMvPk7wm5vrqGuM05Bu5Bebb2FFYiU22cqx2lnccUM9K1dkp9d1WPJ5gt/8sp4LDd/mG/4zuHPrH1gW/yo7Hp1F8cXcsPkWGjNNNGaa+MXmW9uCKwBL4sv4xaYd42/YfCuLYovbSsouj6/4f/buOzqO6nz4+HfK9q4uuffeMBjbGNtgGxvTIZQQQkICyY+ENNIgnQQSAqS8CYSEQAKhtwChdwzuxr133CSra3udmfcP2WuttStLtprl+znH53jnzty9s7szo3nm3vvw8/2/oTpZ03EftNAjVB5McvcvK9i1o/EPTV2HVcuj/P6Og1RWZ58MOZvN0S3cW/HndAaOuJHgTf+7/L/KB2lI5c7Y0VQ4luDdN/08+1gDgUPpl4NBnRef9PPG//xUhuvTvbgaND/VqVqeqHmW/zW8QVRvbGttqo6AHuSh6n/zlv894kbjcVeZquavlX9nU2wLcS1B0mh8ulmerODuij+wLba91fsqCELHqEge5Bf772JnfDfQmPFnaWg5vz5wNzXJWvypAO/5P+Lx2mfwH8oEFNRDmGUzD1Q9xPuBBenJsw8mK7m34s9sjm6lIRXgavmr/O2OCAf2JTl3joe//fkge3Y3nh80DZYuCvH73xygtjbZNTsvtKt0DxZTrgCLCT2efWJiQRAE4TgCLJqmsWvXrmbLd+3aha63LfXmjBkz+N73vsecOdknXsslPz+fwsLC9D9ZFpOgnaigFuLxmmfSgYamKpKV7I7t4dWGN5tlGQCoTtWwPb4zY1lUj/JC7UvpjAXXuq/ltZf8pLJkOm6o11i/JszGyJb0zduV7qt4+zV/1nSxoaDOymVRAokgMaP5RT6sR9ga2c4HgY/TN48ZbTNivO//iG3RHYe6PmeKG3He9L9LUhd/LArZBSMxXn6+Pmtq7oZ6jY0bIq2qpz7VwH9qns5atjW2jZpUbavqCfg13ns9e4rmBW+HOcM4O/1aQmKodTDLw59mrGeSTJSaStgQ3ZS1nmdrX2SO95xmyx+rearVgSBBENpfzIjxbO1/s2YIqk3VsTm6hZAe5k3/OxllFslCnuplW2xH1npfqn+VK72fY9nbOom4wbQZbt55s4Fsf+rVVKfYmSMbkHByOTz8J2cPFpNJ9GARBEFoQZsnj7j88sv56U9/yr59+xgzpnECtHXr1vHQQw9x+eWXt3sDs7n00ktJJBIMGTKEW265hYkTJ7a5Di3bndFxbH+i9XQXcT2e848sgDWRdcT13BfUlaHVnGE7kgkookfZ2CSVY6nWjxc35v7ja8OqBKdPPDLErI82kA825n6/TasTzD4rdzarsB5hbXhdzvK1kQ3Nhlg0tT6ykbA3gsvonhmzTpbfX9Oebq3RXfbnWJ9vJKKzbVM85/brPo1z1llJVKXl4G9Uj1KVyp6KHGBbbAcDTP2O2d5AQMsavITGnjWJoArmxtcuxZm1h1aBmseBxIGc71GvNWRNllqRPEhMj6Fp3fNYOdrJcuy0h1z72tbjMlsd3dmp8h0f3r+oHs2ZOhlgeXglhabC9AOMw4pNheyJ78u5XXWqBmcin+0bGs91ffuZef/t3MHUVZ+GmTip/YcEnkrfZ0deM1v7OWrxOEgSuiQhZYumKQp6PH7Sfx+nyu+qtcTnkanp53E810zh1NbmAMuPf/xjCgoK+Ne//kV1deONQWFhIV/96lf5yle+0u4NbKqwsJA77riD0aNHk0gkeP7557n++ut57rnnGDVqVJvqWr9+fbu0qb3q6Wr5AwpwyPb0MIKj+RQPDamGnNt7ZQ87d+4kGAw2rt/bh1txpnuIJKU4LpdMMJD9xO3ySGjSkYBKXI7idDmorsp+1+jyyOhyjjtKQALciitnuVtxImdJNZmuX3FSW1XDzoO5g07dQXf//bU1+Nnd9idXe0p6DcLlVgiHs/fac/skamtqqKgob7H+/EEF6cwd2Th1O5s2bSJxjKeFefktp0dVzUf+H9cTOLPMixLVYziV3EESCSlr2nSTZCIWibFm55oW29DddLffWkc6el+P56HEyfh5nYxtPh6BhiBuxZW1xyaAV/ZilszNlkf1GK4WjnkFBZQULrdC5cEk0YiO0yVTX5f9fOX1yhl/B7S3U+H77Ixr5rG2MX+2G6vc+F1mLQ+FUYIB1qxZ0+b37o5Ohd9VW4jPI9P69euP65opnNraHGCRZZmbbrqJm266iVCosUu609k5Ty4HDhzIwIED069PO+009u3bx6OPPsq9997bprrGjBlzQhFJTdNYv379CdfTXejonG+cx/P1LzUrk5CY7JyEWbbwaWR11u2ne6ZRlp+ZavnC0Pn8s/pRAN7T3uDcC67iiYcasm4/8zwXdeqRSTLfTPyP2RfeyD//X/ZeAufMc+CXc/cgGGDtR6m5hHVN5l/JaJv3/KyTch52kXc+/W39oXn26G6hp/3+Dusu+9Oaz3f2hSme+GdD1rIZs9wUF1spLi5q8X0SRoJp8cksCC5qVmaSTAx3DiN/ZO6eVofV+eOU9TJRfqD5sLbCIpU66wE41IGscW4VCZfsJKgfGVbUoPlxK24skjk9F0NTEx0T2Bff32z5DNc0SpzF9Bnf+5jt7A566rGTTXvu68n0eZ0q3/Hh/ezt7cWFlnk8Uv2frOvN9s7EKlvpY+7NvsSRY7g6VUOhqRCTZGrWuwVgkvN0VmiLmTr/LHZsg2VLQpw9083//luf9X2mzfRQWtb+c+KdSt9nW7XlM2nt59hQvo8Gk5nBgwdnLQ9W7CdWX8v48ePb3N7u5FT5XbWW+DwyNf08BKGtTii/bGcFVloyZswYVq1a1ebtFEVplxNIe9XT1RQUzvFMZ2N0c0ZXYwmJm4tuJN+UxzTXFDZEN7I2siGj/KbCL1NgykORMz+HiY4JrImsZ0V4JUvDy7l47Oc47Uwrq5ZlDhW6/Fo3BYUqBbbBnO2cyiehxWyIbuKqIVHOnG5l2ceZ68+/3Ek0v5x6o4GzXVP5JLg4o/wi73xKzSUYwPmeObzpfzej/HzPHAZY+iNJEpd4L+CVhtczyme5ZzLEOuik+F57yu/vsO62Py21Z/xpTjacEWPNiszf55Vf9JBf2Lr9sGHjyrzL2R3fy97Eka76Kio/LPkOPtXb7LjKpjDPzv99t5D77qxMT3IL4HTJfPP7hTyoP5Kx/of+j/l+6be5u/yPGfMYLQws5gel3+Geij9n3HCVmUr5Qv5V/Hr/7zPq6W/uy2W+i7CqVk423e231pHaY19Pxs/rZGzz8VAUhTMcp7E2soFPw5l/D3254AsUqAU4FDu3FH+d35bfl57kFuCDhgXcWnILf6j4KymO9Arta+7Dhd55/OrAb7m2TxmTz+nH0g9jnDvHw8jRNjZtONJbRpLg+q8Wkp+vdujnfap8n21xPJ/JsbaRtBSSyZRzfkPZbMZIJHrMdyF+V5nE55FJfBbC8WhVgOWyyy7j0UcfxePxcOmllyJJuYdWvPRS8x4QHWnLli0iRXM7yVN9fKfkG1SlqtkQ2YRLcTLaNhKv4sEqW7HKVr5R9DVqUrWsj2zELtsZYx+JT/VilZvfYHlVDzcVfpnLfRexNrKBnfIGrr7hDC64xMe6dSHMZolx41x4fBIuuxWwcn3htVzom8fayHp2Shu5/NrJzJvvY93aEIoiM3a8A7M7wQptNzIKl/su5kLvPNZFNiJLMuNso/GqXpxK43wuV+Rdyrnumek0zOPtY/Cp3vRQiIt98znbPZW1kQ3ohsY4+1h8qrfFbtOCAFDgs/LFr+Zz4WUa69dGsFglxo514vJIeJytDzgUmPK5vez7VCQPsjW6nTzVx3DbUPIUHya59WlP+/ax85M7S9i3J8H+vQnKepvoP8BCQZ6ZH+jfYXf8M/Ynyulv6Us/c1+csoPf9vkl1ckawnoEr+ohT/HhU738vs+v2RrbTk2yliHWQZSZS/AqXn7V53Y2R7dSn2pghG0oJaZivKr3OD49QRDak1f18rXCL3O572LWRTZgk62MsY/Gp3rSvTX7Wfrwq163syexjz2xvfSylDHcOpSkluLevneyNbad+lQDw2xDKDWVYMbE73rfwcrwas68PMJ583qzdX2ciy/zcflVeWzeGMXhkBk5xo7Xp2K1ioQDPYGeSCCpuW8PJFVMcisIgtCSVgVYZs2ahdlsTv+/pQBLW4TDYfbu3Zt+vX//fjZv3ozH46GsrIw//OEPVFZWcs899wDw6KOP0rt3b4YMGUI8Huf5559n6dKl/Otf/2qX9pwKalP17IztYlnoU7yKm+nuaRSq+dgPzcngUd14VDdDrIOybn+4fJB1QKvez626cKsuBlj7p5cVe6F/Pyv79+/HZHWwY3uK5QvrMZlh6gwn+cX5XOy74EglXhjQ39GkVjsXMT/jffpZ+gLgTwXYl9jPgsBCJEliunMqDsVJ0khgGAZgsC9xgI+DizAMgxnusygzlXGBdy4AgVSAisRBng5+gmZoTHedRS9zGV7V06r9FU4t+V4b+V4YPPDEAnI+1YtP9TLSNjxjeU11ks0bo2xYF6Gk1MTks1zk5Sv45TrWRtazKbqVvuY+THGegU/xInmDhMybSQyoJaj4wDGKlORBMzT8WoCkkcKfCqKZNTRDQzd0tsa2U5E8yDDrEHx2L2hgAFEthoFBVI8io6Cjk9CTBLUQSSNJIBWkUBXBbUHoDGEtQk2qlgWBhfi1AJOdpzPQMgC1yY2wW3XjVt0MbHK9BahIVLIhupFN0a0UqgWc65rOWOso/HqAT4KL2ZvYz3DrEAZbB5Kv5GFC5ZX61whqYaY6J3G2eyp5qg+Agf2OXIsHD809zDabaFSnribJoo+D1NamOO10B0OGWcnLb30gWeh4RjLZcoDFZMJINv5N1V73A4IgCD1JqwIst9xyS/r/3/rWt9rtzTds2MD111+ffv273/0OaOwxc/fdd1NdXU1FRUW6PJlM8vvf/57KykpsNhtDhw7l3//+N5MnT263NvVkNcla7iq/h4pkZXrZ6/63+WL+5znHfXY6yNJZbM5CHvprDTu2HHkS8vH7YabNsnHJlVDodbSwdXMNKT//rHqUlU3mifkw8DGn2ccz3jEGw4Bnal9kZWRNuvyj4CecZh/P14q+jITMEzXP8EnoyJCjBcGFjLWN5ubiG/GJJ/VCJ6ooT/DbXx3ImBj6f/+t5xvfK2JB6XN8Gl8BwBKWsSi4hBuLvsTvyv9waI6VRqZaE7eV3soTNc+yO/FZevl893mMsA/nzwcfSE+wuyS0HKfs4KdlP+Khqn9nrO9VPPyo9HvcVX5vRmrzAjWfX/S6jSKTCLQIQkeJaBE+CCzgydpn08sWhZZQairh1oG3tLAl7Ivv5zflvyegHZl4dktsK5d4L+CPB+9vcvwvwyHb+WHpd/lz5d+oTdWl36ePuRe3lX6ffNOx54PKJRbTWbYkyKMPHcmatmxxiPwCldt+0YvCIhFk6S6MZCJnimYAyaSCYTQGYszNJ08WBEE41bW6P+c555zD7bffzssvv5wR9DgRZ555Jlu3bm327+677wbg7rvv5vHHH0+vf9NNN/Huu++ybt06li1bxuOPPy6CK62U0JO8XP9aRnDlsMdrn6Zea+jU9hiGwcoV4YzgymEL349SWd72yd62RLdlBFcOWxVZg12yY5ZNGcGVpuWbo9s4mDyYEVw5bF10A+ubzDsjCB0tFNL490NVzbJuGQY89NdqzpHOz1h+vncOD1Q+lBFcAUgaSf5a+XfmeWdnLJ/hmcYDlQ81y14U0sM8VP0vPl/wuYzlDZqfp2qf5Vz39IzlNalanql9kZieOwW7IAgnpk6rzwiuHFaRPMjbkfdIGdkz6tUnG3ik+j8ZwRWA+d653F/V/PgP6xH+Vf048zxzMpbvSxzgzYZ3c75Pa/gbUjz2z+Yp6WtrUrz4TC2xWPaMbELnMxIJJLWFOVpUU3o9QRAEoblWB1guv/xy9u/fzy9+8QvOPfdc5syZw89+9jNee+21dLpmofsKaAEWBBfmLF8RavtEwSeiNhDj43ciOcsXvBsilmie1SCXsBbmDf/bOcv9eoBFwSU5y9/0v8P+RO6Uum/43yWQ6pjUk4JwtFBQY9uW7EGLZNIgUG7Go7jTy9yKm+pUTdb1GzQ/dvlI7zSf7KUmVZcxuW1Tu+N7cMjNe49tiG5miLV5VolloRUEtVCz5YIgtI/lLVyfPw4tJmhkP/5CeogtsW0Zy8ySGc1I5UzpvDexjxJTcbPl7wc/IpAKtL7RR9m0IYphZC9bsSxEKNj2hypCx2gcIpS7R5Fkauy1osdFYF0QBCGbVmcROjw0KJFIsHLlSlasWMHy5ct55ZVXSKVS9O/fn8mTJ/PLX/6ywxornJhsaRgPC+u5gx0dwTBo8YlVLAIpXQNa121YM3Rieu60zRhGi+VRvXG+iZzt0WPoiCdsQufQtNy/RYB41MAkHTk2dFq+OWn65Nkq247Z4yTXk2ojyzGgoYljQxA6UEQL5yxLGImc165UlvOCKqnE9ZZ7HhzdswUgrsdbuEIeWzSS+xyhaaCLU0i3oScS0FIPFpPowSIIgtCSNk/5bjabmTJlCt/+9rd54oknWLhwIV/72teoqqrimWee6Yg2Cu3AKlsZYR2Ws3yiY3znNQZwOlTGTMydaWXiWRac1tZnYnEqDiY7Ts9ZbpEsjLePzVl+puN0PHLuiWwnOSaKzEJCp7HbFfLyc8e/S/pL1KXqmyyRsEjZx8KbJFNGNqLKVCW9zGVIZJ+c0KN4UKXm711sKsKvNX+C3d/SD5vUtskuBUFovYnOCTnLRlqHY5WyXyvtko0CNT9jWUSP4FO9OY9/l+zKGmAdZx+TzkZ0PEaMzr1tv/4WbDYxWWp3YSTix+jB0limx1t4qCUIgnAKa3OAJZFIsHz5cu6//36++MUvMn36dN58803mzp2bnqRW6H6cioPrC65FoflTiRHWYVm7BHckm8nEvPle7PbmP8GiYhMjRrZtwl1ZkpnmPguP0jxI4lO85Jl8DLT2J0/xNSv3HMqmNMDaj0K1oFm5S3Yy23MOipT7iY4gtCdfnsr1X8k+cey0cxxskD/N6DWyILCQz+VdmnX9S7wXsjB4ZG4hHZ198f3Mcs/Muv51+Vfznv/DjGUSElfnXcE7/g8ylsvIfKXgOtyqqxV7JQjC8Sg1lTDcOrTZcgWFazyfw54jwFlsLuL6gs83W/5peDVzPbOybnNV/mXNjn+TZOLz+VdiV44/wJJfoDJ2QvPruizDdV8pwOVudYdqoYMZx0rTfLgHixgiJAiCkFWrr2j3338/y5cvZ926dZSVlXH66adz9dVXc99991Fc3Lk358Lx6W0u43d9fsUztS+wProJp+xgnncOZ7umdkka4kS8ip/cWcqrL9WzZnkU1SQxZaaN2XO9FBe0/Q+5IlMBv+79U16tf5NFoaVISExzTuZs11k8VP1vDAy+V/JNPgktZmFwKYahM9U1mYt98ykyNQZWftHrNt5seIcFwYVohs4U5yQu8V0gsqQInW74SBs/uaMXzz9Vy2e74njzFC68NI8xEyyUm4eyqXYA+xL7KVQLOMt1JsOtw+llLuPZ2v9SnqygxFTMVXmXMcg6gO2xnexPHKAyWU0vcxlu1cUlvgsYYOnHaw1vUpOqo5+5D1flX06pqZS4EWdjdDP1WgODLAP4QsHV5Cs+znVN53X/2wS0IMOtQ/l8/pX0Npd19UclCD2aV/Xw7ZKb+Ti4iLcb3iOkhxljG8U1+VcQ/iwEzadGShtuHcbPy37Ms3Uvsju+hzzFS19zb05zjGewZRD/rf8f1aka+pp7c6H3fPLUPKqtNVQkK4nqUcbZxnBV/mWUmktOaB/cbpWvfL2IZYuDvP26n2BAY+hwK1d+Pp+y3iITTXeiJ5OortxBc/lwDxYxREgQBCGrNgVYysrK+PGPf8y8efPw+Zr3BBC6N5Nsoq+lD98q/j8iRhQZGY/iRpZyd2RK6klqU3WE9BCqpOKRPcSMGCE9jIqKT/EQPfRaQcGpOFodjKitrWHcuF5cfYOLS6/2AAYOl0RSjvJZvBoFGafiRDLArweRaOy+LEkSfi3Q+FpxZaRPLjYVcUXeJZzvPQ8McCg27LKD20tvBcCpuOhv6cel3gsxAJfixCwf+eOu0FTA5/Ov5ELf+RiG0axcEFrj6OPGKTspMOW3uH6D5ieshzFLZlyKC5fNydBhNr7zw1IScQNFAY+38ZTt0AfxreKvE9EjWGUrPsWHXbFhkhS+Vfx/RI0oNsmKS3HiUT0MtsJ3ir9J1Ihil+04JAc+k4epzjMZaRuOZmiokopP9WGRzcz2nMPpjglo6FgkC06lcdLb873nMcV1Jjo6VsmKo5NTuwtCTxXX4zRofqJ6FKtkxaO4sTXpMZKn+rjYO5/prrNQUIjpMcJ6BEd/F1VaNdFkFAkJq2wlaSRRUJAkmYgewaU4+UbRTUT1GKqk4JDthPQwI2zD+KH1O+jomCUzGBI6Ghd45zHPMwdDMrBLtox2nAivV+W8872cOcWFroPVKmF3iJ6h3Y2RTLRqkltDDBESBEHIqtUBln/+858sW7aMl156ibvuuosBAwYwadIkzjjjDCZNmkReXl5HtlNoRzbFho1j/8FUn2pgZXgNT9c+T1gPM9czm1JTMS/UvUxID3Nz4Vf5DIOnap8jqDdmMeht7sXNRTfS19Qbk9LyBLXOfBdrYuv4Z/Vj+DU/U51nMi4+hqdrn6dB8wNQYirmuvxreLXhDbbGtlOsFnJdwed5o+FtNse2UqQW8s3irzHIOgDdMNgW286DVQ9Tm6oDoFAt4OaiGxliHZQxD0WenPv3apJN5MkigCgcn8bjZjVP175AWG+cnLKvuQ83F91IP3MfZDkzoBlIBXk/8BEv179K3Gh8IjjcOpSbi2+k2FSE06lAk+l/GlJ+Xqp/lff8H6KhISFxhn0iXyi8ihdqX2ZRaCk6OhISk52TuCbvCp6pfZGl4eUYGCgoTHNN4XLfxTxZ8ywrIqswMFBROc8zi4t98/GqHrxNApeHSZKUEdAUBOHE1aca+G/dK3wQ+Dh9TE9yTORLhdeSpx65VsmSjEOy81liL3+veoRSUwlnuc7kqdrnM655Xy68jpAW5tHqx4keyhY2yDKAq/Iv5+Gqxyg2FfGlgi/wVO2zLA4tTx//sz0zudR3IR7VnbWd7UGSJLw+MRyoO2vtECGRRUgQBCG7Vs/BcvbZZ/ODH/yA5557jqVLl/KDH/wAq9XKww8/zPTp07ngggv49a9/3ZFtFTrZzthuHq5+lLAeplAtYLB1II/WPElIDzPYMhC36uEf1f9KB1cA9icOcFf5vVRr2VPGNqXnGfzh4F/xa34csp2pzjP5e9Uj6eAKwMFkJf+v8m9c5rsYCYnKVDV/qXyQS/MuREamKlXNbw78nqpkDZXJSn5bfl/6D02A6lQNd5XfS1VKpBIXOkfjcfNYOrgCjalP7yy/h8pUVca6uqGzJLSMZ+teTAdXALbEtvHbA/dSl6zPWD+ux3mp/lXe9r+XzvRhYJBvyuPpmuf5JLQ4PTeLgcGS0DIeq3mSInNBOtOIhsaC4EJeqHuZ0x0T0stTpHjD/zavN7xFQm99inRBEI5fTI/xQt3LvBv4MOOYXhb+lAcrH26WAr1aq+W35fdSm6rjPM+5PFD5z2bXvD9W/BWP4ibZZLLanfHd/L3yEa7Nv4oN0U38pfJBhtuGZRz/b/nf45X614+ZZUjo2Rp7sLQQBFMUkCTRg0UQBCGHNk9yC+B0OpkxYwa33norP/3pT7nhhhs4ePAgTz/9dHu3T+giNclanqv7b/r1Oe7pvNHwdvr15b5LeLHu5azbRvQIK8NrWqw/asR4Kfhq+o+7aa4pvBf4KGu6yaSRZG1kHWPso9KvV4bXMM4+Bmj8w/A9/4esj2zImi5WQ+PNhndIiptGoYMdfdw0FdbDbIhuylhWn2rgxfpXsq5fmaqmInkwY1mD5m82ASXAGPtIloU/zVrPqshahmWZIHNRaCl9rX2aLX/L/x4NWkPWugRBaF9+LcBHgU+ylq2PbsLf5IGDpmksCi4lbiQ403k6HwcX5bzmLQkt4/Sjsg/Vaw2E9DD5ah77EvtxK65m2cfe9X+Y8ZBDOPXoiWTLQ4QkCclsFlmEBEEQcmhTP01d19mwYQNLly5l+fLlrFq1img0SklJCXPmzOHMM8/sqHYKnUwzNPYl9qdfF5sK2Rs/8tqjutnbpPxoO2K70HW92XCIwxJG4qj6i/g0vDpnfXsT+ykzlR55Hd9HP0vfI+8X34lbGZ9z+53x3cSMOCZaHrYkCCfi6OPmaNtiO5jjOTf9OmEkCGjBnOvvSexjlH1E+nVUj6afcjeVNJJZg5OHxfU4ElLGOjo6Ub15F++kkSSqR3PWJQhC+4lokazH9GH1qQZ6m3sBEDfi7I5/BjReM5eGVuTcbm9iH2Pto5stP5A4QKFaQG2qjqpkDW7FTXXqSI/TFCmieuQ490boCYxkAsnU8u2BZDKLLEKCIAg5tDrAcuONN7J69WrC4TBFRUWceeaZ3H777UyePJk+fZo/BRVObhIShWpBemhNg+anyFRARbISaLzRK1QLOJAsz7p9mbk0Z3AFwIRKoamA+kNPyhtS/vQffdkUqgUZT9UKTQUZT/ZKTSVZU1AfVqIWN07iJwgdSEKiSC2gMseQtF6mzIw7qqRilazEjOx/qB6dPt0qWZsFSqAxjWpLzLI5awDGKlmaLZORscjWFusTBKF9WI9xrLmVI/OhmCUzJaYioPGaWaQWsD9xIOt2hWohDanmPVEK1ALWRjYAkKd6CTUZygiN5zCrJI7/U5Wh66BpLfZgAZDNZvSYCLAIgiBk0+ohQm63mx/96Ee89dZbfPzxx9x7771ceeWVIrjSQxWZC7nYNz/9ekFgIXM8s9Kv3/S/k1HelILCVOekFuu3y3Yudh3Z/pPgYma5Z2ZdV0JiknMiq8Nr068nOyelhyFJSMz3nscIe/NhEIdd6Dsfi8gGJHSwInMhF+U4LlRUTndkdtn3Kh7mNjmumnLKDvqae2cs8yhuJtonNFt3V/wzhmcZBgQw0DIg603YGNsoqlO1zZZPcZ6BR+m4SS4FQTjCrbiZYB+Xtay3uVfGsagqKue4pyMhsSS0nBnuaTnrneaawvJQ5rBBi2ShxFRERfIgPsWLZujNeqtNckzMCOoIpxbjcOrlluZgoXGiWz0hhggJgiBk0+oAyx//+Eeuvvpq+vfv34HNEbqTCfaxzPXMRkJib2I/BjrneWYhIbEyvIYCNZ8LvPOQm/yM7LKd75d+izzl2Fl4fGEv1+ZdiYJCvdbA/uQBLvddnNETxSJZ+Erh9XwSXEyKFBbJzA2F17E4uIykkcQsmbml+OsUmYooM5VyU+GXM57mmyQTNxfdSKmppH0/HEHIoelxc5hDdvCjsu9SaCrIWNckm5jnncNUZ+bwSp/i5ee9fky+mpntyqbYuKHwOkZah2csXxVay9eLvsJAS/+M5f3Mfbml+GusPGr43WDLIL5aeD2v1r+RsXyMbSRfKLgam+jBIgidwqHY+Wrh9Qy1DslY3stUxg9Lv4NX9WQs9yk+vlPyDTRDY2N0C9fmX9nsmndj4ZdoSPmJGUdugN2Ki1uKv85L9a9SqBbwo9Lv8nFwUUbdI63Dub7gWuztlJZZOPkcDrAczhSUi2QyY4geLIIgCFmJXHlCTvmmfK7wXcx8z3kEtBAmSWWS3c5c9ywqkgcxMDjPPYtz3dOpSFZikSwUqHl4ZA9RI0Iylcya6vWwhop6Zo87l6muyQS1ILIk45KdzHBNoypVjSKpFKh5yEiUmIqY4z6XAjUfWZIpM5Uyyz2dQlMhXsWTTsF8tmsqY+yjqErWIAFFpgI8ihezLOZeETrH4eNmjvtcDiYrsclW8tU88tW8jFThh/lUL18pvJ7P5V1KdbIGh2InT/HhU31IkkRMixHSw1hkCy7FSb4pj++WfpOGlJ+aVC1exUOe6sWrevluyTcJaSHqUvX4VB9O2UmxuZBvFn2NgB6kPtVAgZqHU3ZSZC7k+6XfJqxHiCYjuEwubIoNt+Lqgk9NEE5dBaZ8flDybRo0P3WpOjyqB5+SPVW6KqkMtwzh3j6/IaSHUSUTpztOozpZg4REgSmfQCqERTZzT587qUpWY1dseBUPST3FzUU3okoKAS3IDYVfJKbHCGpBCtVC7IodBZmknsx6rhJ6Pj15KMByrB4sZpNI0ywIgpCDCLAILYoZCRYFl7A8vBKrbOUC7zyGWAdxuuU0AKqTNawIrmJDdDOKITHDczY+xcsTtc+iSgqz3DMZYRvW7Mk9gKqqhI0wy0MrWRhajCqpzPXMZpRtRDpj0GEFR21fYMrP2l6zbKZILqTIVNhOn4AgtJ1bdeNW3fS2lB17ZcCpOHAqDsrMRyZyjutxqhLVvNnwLjviu8hTfVzgnUsvUxkRI8JbDe+yP3EAn+rlIt/5yChE9ShvNLxLVbKKAlM+F/nmE9NjFJuLKKYo4z3DWoSqZDX/q3+dqlQNgy0DucA3F5tkFTdXgtDJ3KoLt+qir6V31nJ/KsDO+C7eaniPWZ6ZhLUwHwU/IWkkOcs5manOyensQZ+G12BCZbbnHIbbhhDVY7zpf4ct0e0UqHlc5JtPH3NvnIoDgKAWYk98L4/VPEmD5me0bSRzPOdSZCpAkXLPbSb0PIdTLx9rDhbJJOZgEQRByEUEWIScKpNV/Hz/bzKynGw5uI3JjjO4ofCLxI04v9x/V3qiWoC1sQ2Ms4/hLNdk/lPzFFtj2xlrG8VNRTc0C7LkDcjn1wfuzshgsD22kxHWYXy75GZ8LfR+EYSebnd8D3eV30vSaEwvvjexjzWRdVyVdzlO2cEHwQWNK8ZhWfhTvlLwRdZGN6SHA22L72BJaDnfLrmZSY6JGTdKcT3OwtAS/l39eHrZ3sQ+FgQX8vNeP2K4bVjn7aggCC0KakGeqn2OBcGF3Fj4Jd5qeJfNsa3p8r3x/fS39ONvlf+kTqtPL98Y28w422gmOibwjv+DxnUT+1gVWcu1+Vcxx3MuuqHzWv2bvNLw+pH6Evt4P/ARv+7904xsfULPZ7S2B4vJjB4V2aYEQRCyafUcLMKpJa4n+G/d/7KmkF0aXkEgFeS1+jczgiuHrY2sx6O4cMlOANZFN3IgkZltSENjUWxpRnDlsM2xrelUlIJwKqpJ1vBw9aPp4EpTz9e9xDDbkGbLH699hnNcZ2csMzB4qOrf1KcaMpb7NT//qX6qWR0aGg9WPdJsfUEQuk51spYFwYXkKT4USckIrgBMdExgSWhZRnDlsLXRDVhlKx4lcy6Xp2ufx5/y06A1ZARXDosbcR6pfpygFmrfnRG6Nb2Vc7DIFjN6NNriOoIgCKeqVgVYQqFQq/8JPUNID7E4tCxneb1Wz6LQ0pzlq8PrMp6CLwguQtO1JvWHWRTJvf17/o9I6s1vLgXhVBDWI+xPZE+BbmDwWXwvA839M5YnjSQRPYrlqNTLUT2akeIcoDxxEA2NbCqTVYTETZUgdBvLw43ZgEbZR7DqUPa8psbYR7EivCrn9qsjaxl5VK80A4Pd8T3siu3Jud222HbCWjhnudDztHqSW7MZQ8zBIgiCkFWrhgidfvrpSJLU4jqGYSBJEps3b26Xhgldr2kWlGylLW4rSWC0du221i4Ip7Zcx2bu5W1/B0EQegqJjAvy4aVHXacFwUiIOVgEQRBOVKsCLP/5z386uh1CN+OUnUx1nslHwU+ylvsUL9NcU3jb/37W8vH2MTxa/WT69QzXNBT5yBwQLtnJNPsUXgq8mnX72Z5zxESbwinLLtvpY+7NvsT+ZmUSEv0sfdiV+CxjuUkyYZOtxJukZgWwybZmwwPKzKUoKFl7sZSYinEdmvxSEISud6bjdF6uf42Nkc1cmX9Zs94q6yIbOMMxkfcDH2Xd/jT7OJ6ofSZjmYREf3M/9Bw92QCGWYekJ8IVTg3pIULHmINFNltEFiFBEIQcWhVgmTRpUke3Q+hmLLKZy/IuYnVkLX4tkFE2xTEJt+riAu88lodWNpuHZbx9LH4tQFBvHGYwzj4mIzsKgIzMVOuZLIospSpVnVE2yjqC/pZ+7b9TgnCSKDQV8NXC6zMmuT3sqrzL2Bzd2myb6/M/zweBjzOWSUh8vegrzSaM9ihuvlz4BR6pzgyeKyj8X9FXW0yvLghC5yowFTDTdTYfBT8hZWiMtA1nU3RLunxleDW3l/2ANZF11KbqMrYdbxtLRI82u45fm38lXtWNbuhc5ruIl+ozH3ZYJAtfKfwiTsXZcTsmdDttGSJEKoWRSh0zGCMIgnCqOe6zYjQapby8nGQy84//4cOHn3CjhO6h2FTEnb1/waLgUpaFV2CTbVzgmctg60A8qhuAX/f+GUtCy1kaWo5FsjDXOxuP7Oap2ucYbh3KHM85DLUOyZqmuW53Lb8YeRufhlfxcXAxpkNpmkfYhokMQsIpb4ClH7/t/Sve9r/XmKZZ8TLfO5cyUylRI8os1wx2xndTYirmQt/5FKmFDLM1PnHeG99HL3MvLvKdT4mpqFmqVYtsYapzMv0t/Xi1/g2qktUMtg7ifO95FKnNj1VBELqOS3Hy+fwrmew8gzcb3uE8zyymO8/io+AnJIwkZzun0MtUyh29fsrS0HIWh5Zhlsyc7z2PodZBxPQ48zyz2RLbTr6Sx8W++fQ2l2GVrQDM985ltG0krza8QYMWYIxtFLPcMygyFXbxngudTY/HQVGQ5JanaJQsjXN96bEoitPVGU0TBEE4abQ5wFJXV8ftt9/Oxx9/nLVczMHSvYS1CAEtwMFkJXbZToGah0/1IUutSyDlkB1Mc05hrH0UqqRil+zE9QRrwuuwyBYK1QLO98zhHPd0FGTsip2UnuK7Jd9ElRQ8qidn3alUCp/sZa5nNme5piAj41Ds7bXrgtDt5DoeG1J+QnqIimQlLsVJvpJHoVpAH0svrsu/mrAexiJbmjxN9vHlwuuI6THMshmL3PjHrlt1cWPhl4jrccyyBYtsztkWh2JniDKImwtv5EBVOX3yemNRLTnXFwShOd3QqU81UJOqJaJHKDYV41FcONppaE1dsp46rY6AFqJYLeTLhdcR1aN4zR7G2cdQW1VLf1c/1EO9COZ75zLDfXb6enzYF/KvJqbHMMmmdGDlMJfiZJR9BAOtA0jpKWyKFVUSvRJORUYycczeKwCyufHaokdFgEUQBOFobb6C3nXXXQQCAZ577jmuv/567r//fmpqanjwwQe57bbbOqKNwnFqSPl5tvYFPmwyj4pLdvGjsu8w0DKg2VPto/m1AK/Uvcab/ncxDs2EZ5ftfLXwej4MLGBDdDN22c73Sr7JcOvQ9JwpqqySL+e1up2SJOES3ZCFHi7b8eiW3fyq9+08U/s8y5vMq+BTvHy/9NsMNPfHqlixKtZm9ZlkU9Z5isyyGXMLgZVm60tm/BUNDCju37YdEoRTnGZo7Ip/xj3lfyaoB9PLZ7qmcU3+lXhbeMDQGnvj+/h9xZ8yhv2Mt4/lHPfZ/OLgXcx0T2OO9dyMJASyJGe9nuY6XzRlk62tzC0p9FRGIoFkOvb1QzIf6cEiCIIgZGrzpXTZsmXcfvvtjBkzBkmSKCsr45JLLuGHP/wh//jHPzqijcJx0A2dT4KLM27mAIJ6kDsP3NtsnHY2q8NrecP/Tjq4AhDRIzxY+TDzvfPSr+8u/2Or6hOEU1Xj8bio2fE4zDaEt/3vZQRXAOq1Bn5X/odm8xMJgtB91KbquPPAPRnBFYCPggv5OLgI3dCPu+6aZC13lTe/Vq+JrGNtZAOTnBN5L/AR641NGIZIBSS0Dz0eQ25FD5b0EKFIpKObJAiCcNJpc4AlEomQl9fYO8Hj8VBX13jxHzp0KJs2bWrf1gnHrT7VwP/q38haFjfibIlua3H7hlQDL9a9krUsRYodsZ0MtgwCQENjefjTE2uwIPRgjcfjm82WT3FO4qPAwqzbhPUwexJ7O7ppgiAcp62x7c2ydh32av0b1Kcajrvu8mRFs4lpD/skuJhJztMBeC34Jn4j+3qC0FZGPNGqSWvlwz1YoqIHiyAIwtHaHGAZMGAAu3fvBmDYsGE8++yzVFZW8swzz1BYKCZE6y40tGZP1Zo6kChveXtDpyZVm7O8OlWTnugWYE+8eTpZQRAa5ToeFUnOeYMGUJGs7MhmCYJwAsoTFTnLgnooaxr01qpO1uQsa5pZrEHzn1BPGUFoSk/EoS09WKKiB4sgCMLR2hxguf7666mubuy2fsstt/Dxxx8zc+ZMHn/8cW699dZ2b6BwfEySiSI1d8BriHXQMbfvY+6ds7yPuTeVyar065E2kT1KEHIxSSYKs2Tnielx3EruCQIHmEW6ckHorgZbBuYsK1QLMEnHvlHNpY+5V84yh+wgZaQAKDUViwlphXZjJBKtGyJkMoEsix4sgiAIWbQ5wHLJJZdw+eWXAzB69Gg+/PBDXnjhBT766CPmz5/f7g0Ujo9P9fL5/M9lL1O8DLD0b3F7t+riCwVXZy1zyg7KTCXsTxwAGv/YG2sfdULtFYSerPF4vLLZ8gXBhcz3zM26TbGpiFJzSUc3TRCE49Tf0g+f4s1adk3+5/Cp2ctao9BUSC9TWdayuZ5ZfBJcDMCV7stwyyKLi9A+9HgcWjFESJIkZItF9GARBEHIos0Blvvvv59ok4i1zWZj1KhR2O127r///nZtnHBiRttHcUPBF7HLR1I1DrEM4he9biPfdOwsP4MtA/lG0Y245CMZCfqb+/Kt4v/jqdrnAehr7sMve91OgZrf/jsgCD3ImCzHY1JPMtl5BlflXY5VOpIpaIR1GD8u/R5FJjHsUhC6q3xTHr/odRtDrYPTy+yynRsKrmOsbfQJ1e1TvdxWdiujbSPTyyySmQu95+NSnOyI7eSmwi9TFBHnCKH9GPEYktq6nleSxSoCLIIgCFm0uV/pAw88wOc//3lsNlvG8mg0ygMPPMAtt9zSbo0TWieshYnpcWRJxqO4CWhBYnocSYJzXGcz0TGekB7GJJlwK05cLQxJaMqh2DnLNYVRthHEjAQS4JKdpIwU3y65GVVScctOTLKJOq0eCQmP4iZhJInokfTro9NBx/QYYT1M/oACNDQUWk4XLQidKaEnCOoh8gcUkDSSx/x9Nv6eG3/vbsWV7q4f0aJEjWj6OHApTmZ7ZnKafSxxkshG4/pO1cl8z1wmOycR1sNYJDMu2YXP5AUgmAqRMBLIkpzxRDygBUnqSRRJOeF0sIIgHJ9Scwk/LP1u4/FoJHHKDnyqt9l1L5gKEdEbb0Y9iger0jiHRX2ygbgRR0amQM1HlhufezWk/MjI3Fx0I5qRImLEsEoWZGQiRpS7+/waFZWA7idiREkmExiAS3G2KU27IDSlx2Mojtb9jShbrWjhcAe3SBAE4eTT5gCLYRhIktRs+ZYtW/B42vZH/ooVK3jkkUfYsGED1dXVPPDAA8yePbvFbZYtW8bdd9/N9u3bKS0t5eabb04PWTrVJPQE+xPlPFX7HJujW7nSdymj7CN4tu5FtkS3H7qhO4fprrPob+nb5vpTRoqKxEGeqX2RddENWCUr53nOZZZ7Jv0tfdEMjYrkQZ6r+i+ro+uwShbOdc9gvGMsfz74NzQjxSz3TM7znEu+KR/d0DmYrOT5updZGV6NSVI5R5vOPO8cCkyiB4zQ9aqS1bxS/zqLgksBmJKcxKV5F1JsKmq27uHf83N1L7EyvBqzZOYc13TO984hokeaHTfnuM/GrwV5uvZ5tkS34VQczHLPZKZ7GoWmQsqUzOFAUT3Knvg+nqx5ll3xz8hTfVziu4AJ9nEcSJbzdO3z7I3vp8hUwOW+SxhnH427ycTTgiB0DpfixKU4s5al9BQVyYO8UPcyqyPrMEkq01xTOd9zHv6UnyfrnmVnbDc+1cs8z2wmOc5ge3wHL9S9TFWymt7mXnw+/3MMtg7CqTiAxhTObzW8y8boZj5fcCWv17ydTvU+zTWFi33zRe834bgY8QSSr7U9WCwiTbMgCEIWrQ6wnHHGGUiShCRJzJ07NyPIomkakUiEa665pk1vHolEGDZsGFdccUWrer7s27ePr3/961xzzTXcd999LFmyhJ/97GcUFhZy9tlnt+m9e4Ld8T3cceB36OgMsgxkqG0IvzzwW3QaMwrUaw08X/cSG6Ob+UbRTW0OYlQkDvKT/XekMxYkjSQv1r/CqvAaflT2PSJ6hJ/su4OEkUiXv9LwOqsia7ku/2oeqHqIVxpeZ2V4Dbf3+j4JPclP991B1IgBkDASvOZ/i5WR1fys7MetGrYkCB2lOlnDL/bfSYPmTy/7MPgxqyJr+E3vX1BkypyktjJZxU/23UHs0O85aST5MLiAcY7R3FPx56zHzVzvbDZEG9PZN2h+Xqx/hY3RzXyz+GsUHlX/psgW7j34/460L1XDw9WPMd11Fh7Fze74HqAx09ADVQ9xoed8rsi/GJuc2btQEISuczBVxS/235lx3Xvb/x5rI+u5Ou8KtsV2AFCTqmVf4gD1WgOvN7yd3n5PYi93V/yRrxXewAz3NBpSfu4qv4eDySp+XPo9Hqh8KCOd83uBD1kZXs2ve/+s2TlFEI5Fj8caJ7BtBdliQYuIHiyCIAhHa3WA5Sc/+QmGYfCTn/yEb33rW7hcR7oQmkwmevXqxYQJE9r05jNmzGDGjBmtXv+ZZ56hd+/e3HbbbQAMGjSIlStX8uijj55yAZZAKsi/a55IB1OuyrucJ2qfTb9ualN0C9WpmjYFWCJalKdqn89IB3nY7sQe9sb3sTz0aTq40tS+xH4SRoJCtYDqVA37kwfYGdvFztju9B+ZTVUkK9kS28ZZpsmtbp8gtCfd0FkcWpYRXDnMrwVYGFzMJb4L0t3+43qcl+pfTQdXDpvumsbrDW/lPG4kJHyKl3qtIb18S2wbVcmajJuhulQ9/6p5PGtbPw4u4sel3+P1hrczjvfX/W8x2zMTm1kEWAShO4hoUf5X93rW697BZCX1WgO9TGUcSJYDcKbzdO6r+EvWup6ofZax9tFsjW2jIlnJWNso1kU3ZgRXDqvXGlgaWs4F3nnIUpun2hNOYUYijmRq3RAz2WJDCwc7uEWCIAgnn1YHWC677DIAevfuzWmnnYbailnG29uaNWuYMmVKxrJp06bx29/+ts11aZp2Qm05vP2J1nO8InqUzw49wQZwK052xXfnXH9NeD1DzYNzljevP8K6yIac5UvDK4jqudPzbYhuYqBlANWpGgAWBpdmTJZ7tEXBJZxumyDSTbZSV//+WktR2ja/TlftT1iPsCy0Imf5stCnzHLNxCk3dtEP6WFWh9c2W2+IdRDv+N/PWc/G6GYGWvqzMrImY/nqyFqGW4akX0e0CLWpupz1lCcryFN91KRq08sMDCqTVRQqbXtqfbL8ltrLqbS/ufa1rcdltjq6s+7yHQe0IOuiua+j6yMbGWIdxIFkOSbJRFiPZH1IAo3X5IAWTA9fHGwdxKfh1TnrXhJawUzn2RmTap+susv32dE0TevQa2ZrPsfDWYR0PfvvMIPFglZZcdJ+L6fK76q1xOeRqenncTzXTOHU1ua72UmTJrF3715efPFF9u3bx09/+lPy8/NZsGABZWVlDBky5NiVHKeamhoKCjJvHgoKCgiFQsRiMaxWa44tm1u/fn27tKm96mmr/EEFKChoHD4RSke9zuSQ7ezZs4f6+vrW1T+gAKtsIaxnH1/rkOxEaf5U7jCrbMWfOtIbwCHbofnUPWk2yca+vfvw1zfvQSDk1lW/v9aaOHFim9bvqv3xFHuxyrnPHzbZSk1lNTsqtwPg65uHVbYS1EMZ6yWMRIvHjU22Up9qaLbcLtvYu3cvdXWNQRXf4JZ7m1klW9beY3JKYu3atRiG0eL22XT331J7O5X29+h9betxma2Ok0FXt7l4WHHjeSVLzzhovE4ePo51Q8csHWNoRsrAJjX2UEsaSayyJeeqNtlK5cEq/FUNx9X27qirv8/O0BnXzJzbGAbueJzq+gYqduw4Zj2mSARTwM+aNWva3Ibu5FT4XbWF+DwyrV+//riumcKprc0BluXLl3PTTTdx2mmnsWLFCr73ve+Rn5/P1q1befHFF/nLX7J3b+1uxowZc0IRSU3TWL9+/QnXc7wSRoLJsUksCi0BYGd8F5OdR143JSExwTGWMk8p/fr1a1X9Ojqz9XN4peH1rOVnu6eyKrSWpeHlWcsn2MfxQOU/0q9nu2eyM5a7h8153lkMKBoArWveKa+rf38dpSv3Z370PDZFt2QtO997Hv1t/aG08bVhGMxVZ/FE7bMZ6y0PrWSaawpv5+jFMsY+mg8CHzdbfrrjNHp5Sunbt3Ey6ogeYbh1KFti25qta5JMeBQXAS2za7ZdtlNiKyFvnO9Yu5qhp/6WcjmV9rc99/Vk+ry6y3dsGAbnumfwVO1zWcvPcJzGI9WPAaChkTJSuGRns8AtQJmplDyLj/OUWSwKL2VFeBXne+ak53A52nzPeQyw9YeydtudLtNdvs+Odjw9B9rymRzrc9TjcfYAxb16YRt87B7PkZCfwOYNjBs7Fkk++YainSq/q9YSn0empp+HILRVmwMsf/jDH/jud7/LDTfckDHnyuTJk3niiSfatXFHKygooKamJmNZTU0NTqezTb1XoLGLdHucQNqrnrayYeOa/CvYFttOdaqGp2qf545eP2VHbAeVqeqMda8vuBaP4mlTOxUUzvPOYnVkHXsT+zLKrvJdRoGazwz3NJZHVrI7/llG+TzPbHbEdhI/9GTuYu98is1F+Ew+FoWXsfWom8Z5ntmUmUvECf04dNXvr6N05f4MsQ5isuMMloYzhwpNckxkmHVIs3ad5ZrMstBKtseP3OCsjqzlN71/xubotmbHzed8l/JZbE+z+Vm+mH9NYzrzJvW7FBdfK7qBOw78LmOOBRmZbxV/nY8Cn2TUoaBwa8kt5Jl8zdLDtlZP+y0dy6m0v+2xryfj59Ud2jzZeQafhlc1C4Sc55lFXaouo7fb6w1vc0vx17nv4F8yzhN22c63S27Ga/KiyArzPLN5y/8eqqQy3j6WNZF1me/pmMRg68Au3/f21h2+z+7meD6TXNsYqcbfnGKxpNOFt1iP3QGGgZRIoDgcbWpDdyJ+V5nE55FJfBbC8WhzgGXbtm3cd999zZbn5eW1evjJ8Ro/fjwff5z59Hfx4sWMHz++Q9+3uyo0FfCrXj9he3wnK0Or2RDZyG1l32dnfDdrwuvwKG7Odk3Fp/pwq65jV3iUfDWP28puZU98L0uCy3EpTqa7z6JAzcehOHAoDn5U+h32xvezKLgUh2LnbNdUJCTebHiX8z1zmO6eRqGaj/NQCsvvlnyDA4lyPgkuxoyZczxnU6gW5kxxKQidxaN6uKHwi8z3zmVBcCG6rjPDM41SUwmeLOmPfaqPW0tvYX/iAAuDS7BJVma4p1FgKsh53IT0MGXmUlaF1+BR3ExzTcWnerPWX2Yu5a7ev2BTdCvrIhsoM5cw2Xkm+YqPAZb+TIiMY3N0K30tvZnkOJ18Ne+4gyuCIHSMIlMhtxR/nQOJchaHlmGRLEx3TaVALSBhJHDIDjZEN1Og5nGWawo+xcu9fe5kRXgVe+J7GWYbwjj7GArUxmGDLsXFFb5Lme6axieBRcxyz+AC71yWhJYjITHDNY1iU1HWc4ogtMSIxwFaP8mtrXF+Hz0cPKkDLIIgCO2tzQEWl8tFdXU1ffr0yVi+efNmiouL21RXOBxm79696df79+9n8+bNeDweysrK+MMf/kBlZSX33HMPANdccw1PPvkk99xzD1dccQVLly7lzTff5B//+Eeut+jx8k155JvymOw8I72s1FzCNNeUFrZqvTzVR57qY4JjXNZyn+rDp/oY58jsQveNkptyrO/Fp3oZYRnGrl276FfQV0SHhW7Do7rxqG4GmQewe/duBhQOaPH3efj3PMY+qllZtuPGoTgoNhUx1XVmq9pTYCpguqmA6e6zMpYXKhZmeWYyyzOzVfUIgtB1ikyFFJkKs15HS8zFnOOZnrHMhZOLzOfnrM+lOnGpTvqZ+jSepwYMyHoOEoS20GON8+pJ5tYGWBrnA9KCQUxFJR3WLkEQhJNNmwdNXnDBBdx3331UV1cjSRK6rrNy5Up+//vfc+mll7aprg0bNnDppZemt/vd737HpZdemp7Hpbq6moqKivT6ffr04R//+AeLFy/mkksu4d///jd33nnnKZeiuacIBJqnlxSE7sLvFxMuC4LQvYnzlNBe9PihAIvpGJMtH3K4B4sWFH/LCYIgNNXmHizf+973+PWvf83MmTPRNI0LLrgATdO48MILufnmm9tU15lnnsnWrVtzlt99991Zt3n55Zfb2mxBEARBEARBELIw2tqDxX44wBI8xpqCIAinljYHWMxmM3feeSff/OY32bZtG+FwmJEjR9K/f/8OaJ4gCIIgCIIgCB3p8BAhuZUBFklRkG020YPlKFuj23m05gnKExUMsQ7muoKr6W8RKTIF4VTS6gCLrus8/PDDfPDBBySTSaZMmcItt9zS5uw9giAIgiAIgiB0H+khQmZLq7eRbXY0MUwtbUdsF3eW30OxqYhprqmsj2zkZ/t/w3dLvsnpjgnHrkAQhB6h1XOwPPjgg/zpT3/C4XBQXFzMf/7zH+64446ObJsgCIIgCIIgCB1Mj0ZBUZDakHhAdjhJBUSABSBpJLm/8u8UqYV8Mf8apjrP5KuF1zPEMog/VzzApuiWrm6iIAidpNUBlldeeYVf/vKXPPLII/ztb3/j73//O6+++iq6rndk+wRBEARBEARB6EBGLNbq4UGHyQ4HWkN9B7Xo5PK+/yMqk9Vc6J2HKjUOEFAllct8F9HH0os/VdxPTbK2i1spCEJnaHWApby8nBkzZqRfT506FUmSqKqq6pCGCYIgCIIgCILQ8fR4rE3DgwAUh5OUCLCgGRqvNrzJaNtIikyFGWWKpHC592JkSeYvlQ+iGVoXtVIQhM7S6gCLpmlYLJknXlVVSSaT7d4oQRAEQRAEQRA6hx6NIlvaFmCRXS7RgwVYFV5DbaqOyc4zspbbFTuXei9ie2wnr9a/2cmtEwShs7V6klvDMLjtttswN+k+mEgk+NWvfoXNZksvu//++9u3hYIgCIIgCIIgdBg9Gml1iubDFKcLPRpFj8WQT+GkFx8FPqHMVEqJqTjnOn0tvZninMTzdS8x0TGBPpZendhCQRA6U6t7sFx22WXk5+fjcrnS/y6++GKKiooylgmCIAiCIAiCcPLQY7G2B1jcbgBSdafu3CIhLcyayHrG2EYec90Zrml4VQ8PVz+KYRid0DpBELpCq3uw/O53v+vIdgiCIAiCIAiC0AUae7C0cQ4WtweAVF0N5rJTs0fGp+FV6OiMsA0/5rqqpHK+5zyeqH2GhaElnO2a2gktFAShs7W6B4sgCIIgCIIgCD2PHo22OYuQ4nSBJJGsqe6gVnV/K0Ir6WPuhUtxtmr9AZZ+jLAO4+ma50noiQ5unSAIXUEEWARBEARBEAThFKZHIkiWts2jIikKittDsvrUDLAk9ATroxsZYh3cpu3OcU+nQfPzbuDDDmqZIAhdSQRYBEEQBEEQBOEUpkcjbc4iBKB6fSQrD3ZAi7q/DdFNJIwkQyyD2rRdvprHWPsoXql/XfRiEYQeSARYBEEQBEEQBOEUpkejSMcRYFF8PpIHKzqgRd3f2sh6vIqXAjW/zdtOdU4mqAX5JLi4A1omCEJXEgEWQRAEQRAEQThFGakURjKB3MZJbgHUvHySlRUYut4BLeve1kTWM9DSH0mS2rxtvprHUOtg3mx4R2QUEoQeRgRYBEEQBEEQBOEUpceiAMfVg0UtKMJIJklWVbZ3s7q1qmQ1lckqBlkGHHcdZzgmsj9ZzpbYtnZsmSAIXU0EWARBEARBEAThFKVHwgDIVlubtzUVFQGQ2LunXdvU3a2PbERCor+l73HX0d/clzzVxweBBe3YMkEQupoIsAiCIAiCIAjCKUqLRIDj68GiOJwobg+xXTvau1nd2vrIRnqZSrHKbcu81JQkSYy1jWZ56FNieqwdWycIQlcSARZBEARBEARBOEUd6cFyfMECc6/eRLdtbs8mdWu6obMhupn+ln4nXNdo20jiRoKV4TUn3jBBELoFEWARBEEQBEEQhFOUHm7swSJbjjPA0m8A8d270IKB9mxWt7UvsZ+QHmJAOwRYfKqXXqYylgSXtUPLBEHoDkSARRAEQRAEQRBOUdqhHizHM0QIwDp4KEgSwaWL2rNZ3daGyCZUSaW3uVe71DfCNpQ10fVimJAg9BAiwCIIgiAIgiAIpyg9HEayWpHk47stUBwObCNGUfe//xLZtB49kWjnFnYv66Ob6GvujSqp7VLfMOtQUkaKdZEN7VKfIAhdSwRYBEEQBEEQBOEUpUdCx5VBqCn3OXOQbXbK77mLPd+/hfiez9qncd1MykixObqV/uYTHx50WJ7qo0gtFPOwCEIP0T6hV6Hb0BNxNL8fLRhAMplR3G5Uj7ermyUIggCAYRikGurRAwEMXUNxe1C9PiRF6eqmCd2Qnkyi+RvQAgEkVUFxeVB9vq5uliD0KFoofNwT3B6mOBwUfvkmUlUHaXjzdSoffpA+v74bSZLaqZXdw/bYTuJGvF3mX2lqkHUgqyNr0Q0dWRLPvwXhZCYCLD1IKhDA//7b1L/+CqRSAJhKyyi55XtYevXp4tYJgnCq05NJ4rt2cPDBv6A11AMg22wUfOEGHKedjmK3d3ELhe5EC4UILl1I7XNPYyTiAKgFhZR84ztY+g0QQTlBaCd6OHTCARZoTDtsKi7FNeNc6p57kvjOHVgHD2mHFnYfGyKbsMk2SkzF7VrvEMtAloSWsSe+lwHW/u1atyAInUuESHsIwzAIr1xO/SsvpoMrAMmKcsrv/g3J2poubJ0gCAKkams4cO9d6eAKgB6NUvXw30js39uFLRO6o9iObdQ88Wg6uAKQqqnmwO9/Q6q2tgtbJgg9ixYKIp3gEKGmLP36I9sdhFZ/2m51dhdrI+sZYOnX7r1Mept7YZbMrImsb9d6BUHofCLA0kNoDfXUvfxC9rJggPhnuzq5RYIgCEcYuk5w4YKMAHBTdS89jxYOd3KrhO4qFQhQ++IzWcuMeJzw2pWd3CJB6Lm08InPwdKUJMtY+vUnurlnTdoa0kLsjO9moLl/u9etSAr9LX1ZH9nY7nULgtC5xBChHsI4NE49l/jePTgnTuq8BgmCIDRhJJPEducO9CbKDzT2VHA4OrFVQndlpJIkKspzlsd2bIc553diiwSh59JDIeRevdu1TnOvPvg/eg8jmUQymdq17q6yPrIJA4NB1gEdUv8Acz/eDywgrsexyMeXMjubXTtjvPlqPZs3RolEdDweheEjbUyZ5mL0WDuy3LPmyRGEriYCLD2FakJxe9AC/qzFlt59O7lBgiAIR0gmE5Z+/YhuXJe13FRSimQ2d3KrhO5KUlXMxSUkDuzPWm4ZOKiTWyQIPZcWCiLb2je4bSophVSK+IF9WPsPbNe6u8rqyFqK1SLcirtD6u9v6UeKFFti2xlnH33C9RmGwcsv1PG//9aTl68ydrwdh0PB70+xY1uMJQtD9Opj5spr8hk9rv0COoJwqhNDhHoI1evFd9FlWctkhwPLgJ5xcRME4eQkyTLus8+BHBOT5l32ORSHs5NbJXRXqttD3mVXZS2TzGacE07v5BYJQs+kJxIYiQSyvf2GCAGohUUgSST29Yz5tXRDZ1V4LYOsHff3dKFagFN2sCmy+YTrMgyDp/5Twysv1jNthouvfL2Qs2e6Oe0MB+fM9nDD1wq59kv5qAr8+d4K/vT7gzTUi9tCQWgP4kjqISRZxnnmFDzzLsy4gVELi+h12y9R8wu6sHWCIAig5hdQduttyC5XeplktlD4pRux9OnfdQ0TuiXb8BHkX3ltxvACxeuj7Ic/Q83L78KWCULPoYeCAMjW9s3iJpvNKF4viQP72rXerrI1tp2QHmK4teOyIkmSRD9LXzZETzzA8tH7Ad59089553uYerar2TAgSZLo09fC1dflc/lVPvbvS/LUv528+lI9qZRxwu8vCKcyMUSoB1HdHvIv/Ryec+egBfyNFze3B9nuQPP7kVQFxek6dkWCIAhtpAUDGJqO7LAjm7IP9ZHNZmwjRtHnjrsbhzNqGorHi+LxIveQMfpC+1GcLjxz5uGcNJmUvwHJZGq8hplMaNEoqktczwThRGnBAACyvX0DLACmvAIS5Qfavd6usCz0KW7FRZmptEPfp5+5D2/53yOmx7DKx5c6u/xAgqceq2HCRDsTTm956JckSQwZZqNvfzOv/28f//tvA0sXh/nSVwsZMar9fxOCcCroFgGWJ598kkceeYTq6mqGDx/Oz3/+c8aOHZt13f/+97/cfvvtGcvMZjPr14u0ZgCy1YrZaoWiYgxNI1ldRd3LLxDZsA7F4cR7/oXYRoxC9Xi7uqmCIPQAqYYGopvWU//W6+iRMPaxE/DOnY+psAhJbt5JUpJlTHn5mEQPBKEVZLMZubAI1ZfXeD175UWimzaguFx4z78Y2/ARqG5PVzdTEE5aHRlgUfLye0QWS93QWRpaznDrUCSpYyeE7Wvug47O1tiO45qHxTAMHv1nFS63zDlzWj9XjMkkMXpcgrPOLuW9t4L8/jflTJri5MrP51NYJB6ACEJbdHmA5Y033uB3v/sdd9xxB+PGjeOxxx7jq1/9Km+99Rb5+dn/AHc6nbz11lvp1x19sjtZJSrK2f+bn2HE4wCkaqqp/PtfcUyaQtEXb0BxdcwkXYIgnBpSAT/V/3mY8KpP08sCH7xDcPHH9PnFXZjLenVh64SeJFG+n/2/+TlGMgkcup797c+4ps0g/5rrUEXvTEE4Llrg0BAhW/sHWNS8fMKfLsNIpZDULr/lOG4bo5tp0PyMto3s8PcqUPNxyA42R7ccV4BlxdIQ27bEuOoLeZhMbZ8JorDIxLVfymfjuigLPghw+4oQ58zxMP8iH768k/c7FITO1OVzsPz73//mqquu4oorrmDw4MHccccdWK1WXnzxxZzbSJJEYWFh+l9BgZhf5GhaJELNM4+ngytNhZcvIVlb2wWtEgShJ0lVV2UEVw4zYjFqnn8aLRrpglYJPY0WClH9+L/TwZWmggsXoNXXd0GrBKFn0EIBJJMJuQOyuKk+HxgGyZqqdq+7M30QWECBmt/hw4Og8R6nr7k3m6Jb2rxtKmXwwjN1DBpiYcDA4xtedLgNo8fZuembRUw+y8XHHwb44bc/46EHDrJ1cxRdF3O0CEJLujQUmUgk2LhxI1//+tfTy2RZZurUqaxevTrndpFIhHPOOQdd1xk5ciS33norQ4a0bdIpTdOOu91Ntz/RejqKFg4R3Zh72FR49aeY+nRd6ubu/vl1dyfL56fkyBiTS3fZn5Pl820PJ7KvoZXLc5ZF1qxEC4fB3L1SP4rvtu3HZbY6OpMWCRPbvjVneWTDOtQmvaVOle9Y7GfPomlah14zc32OSb8f2e5A1/U2vXdryG4vAPHKSpTC4nav/0S09ndVn6pnWehTZrlmYBgGhtHxwYU+pt58EPyIaDKKWW594GvRx0GqKpOcf1F+m7/Pw+s33U5VYco0B6edbmPtmihrV0ZY/EkIr09h3AQ7I0ZZGTzU2iN7tjT9fRzPNVM4tXXpEVFfX4+mac2GAuXn57NrV/YxmwMGDOC3v/0tw4YNIxgM8q9//YtrrrmG119/nZKSkla/d3vN2dJd534ZVFgAkgQ5LgS6JLN9+3bC4XAntyxTd/38Thbd/fObOHFim9bvbvvT3drTkdq6r06nE5/UQidIWSYSibBzT/dM0Xkqf7dtPS6z1dGZBhfkt3g904CtW7cSjUYzlp8q37HYz56jM66ZR29j270LRVbYsWNHm+s6JkPHIUl8tmoliVT7B3Daw7E+w4+sC1HMCs4KBzvogM8oG1knZdd4e+O79NFaN9RW1+G/zzkp620QCO7h0MivNst1/5VXADPPg9pqmfL9KitXJFnwQeObOJw6JaUavfqm6DcghdfXPb/r47F+/frjumYKp7aTLuQ4YcIEJkyYkPF6/vz5PPPMM3z3u99tdT1jxow5oYikpmmsX7/+hOvpKEYiTuz0SYSWL81a7j59EnmlZZ3cqiO6++fX3fXUz6+77E9P/XyzOZF9TdosBF5/JWuZa/JZOAuLGN+rd3s0s92I7/b4dOXnZcSihMeOJ7I2e89W17gJ+IqPPGA5Vb5jsZ89y/H00GnLZ5Lrczz48XvoPh+9Bg9u8/u3RrXXR4nVQt748R1S//Fqze+qJlXLmv0bONN+OiNLR3Ra23RD5+OqxaR664z3jW/VNitXhPE3VHHRZfmUlrV9Ulpd19m1axcDBw5EzjJB/WFNBwyEghrlB5JUlCcpP5Bk0UcJPn4f+g8wM+d8D5OmOJqlhz5ZNP19CEJbdWmAxefzoSgKtUfNB1JbW9vqeVVMJhMjRoxg7962PSVVFKVdLtTtVU+7s9nJu+Iaols3o/n9GUXeCy5BPfTZd7Vu+/mdJHra59fd9qe7tacjHde+5hXgmTsf/9tvZNbl9ZF3yRWoNls7trB9ie+28+s4bg4nBdd8kf07d6CHMh/L+i67EtXrzdq2U+U7Fvt56jqez+TobfRAAMXlavGm+kSoHi+p2ppu+93l+gwNw+DR2iexShamus7ssM8nGxmZPubebI1vb/Xn9s4bAfr0M9Or94kNy5VludX76vbIuD0mhh+a+zeR0Nm1I866NRH++bdq3n7dz1dvLqZf/+41VLgtuuvvVujeujTAYjabGTVqFEuWLGH27NlAYwR1yZIlXHfdda2qQ9M0tm3bxowZMzqyqSclc3EJvX9+J+HVK4nt2AoWC55p52AqK0NxOLu6eYIgnOQUp5O8Cy/DOXESDe+8iR4K4jj9TBzjT8NUUNjVzRN6EHNpGX1+9VtCK5YRWbsK2ePBd958TMWlKHZHVzdPEE5amr8BUxuG2LeV4vGQqj65Jrk1DIPn615idWQtV+ddgUXu/ABBH3NvFoWWoBkaitTyTf7unTF2bItx2ZW+TmpddmazzPCRNoaPtHFgf4J33mjgNz/bx5dvKmLaDJG5VDh1dPkQoRtuuIEf//jHjB49mrFjx/LYY48RjUa5/PLLAfjRj35EcXEx3//+9wG4//77GT9+PP369SMQCPDII49QXl7OlVde2ZW70W1owQApfwPxvXtQXG5MxSVYhw5HslhRXC4UtxvZlHvCrERNDXokRHz3LhSHA3OvPsgeD2qOP2C1cBgt0EB8z2fIFgvm3v1QPJ4OmY1eEITuR3G5sLmGYxkwCFIpJKsVSZLQIhG0gJ/4vj0Y0SiWAQNRXG5Ub9v+ANSjUVIBP/E9u5EkGUu//ihuD4auNdb/2WdIZhOWQ+ceLRJBDwWJ796JZLNh6d0XxeNFsbd/CtKmUg31JGtrSFYexFRQiFpYhMmX16HvebLTk0k0fwOJA/vQIxEsffujeL3oiQRGJEJs1w4kkwlz336k6usx4jEc40/DNqLxcaniciPbbKTq60nWVjd+9sUlqHkFmExt7yIvCKcawzDQAn5ke8c9dFPcHmI7tndY/e0tpIV4vOYZFgQXcq5rBkOtHTN06lj6WfrwQXABn8X3MMg6sMV133vbj8erMHjo8WcOam+9epv54lcKefctPw8/WEUwqHH+hV0bABKEztLlAZb58+dTV1fHX/7yF6qrqxkxYgQPP/xweohQRUVFRle1QCDAz3/+c6qrq/F4PIwaNYpnnnmGwR00dvRkkmqop/qxhwmvXgmSRPHXb6HmyUczxq1LVisl3/wetqHDkS2ZEflkTTW1zz5BeMWyI+ubzRT/37ewDhuBelSvl1TAT92LzxJY8MGR9U0miv/vW9hHj2tWvyAIPZdsMsGhm1otHCayYS1VDz+YkVrXOXU6+VdchSm/dUNAtVCQhvffof7lF45McCrLlP3454RXrcgcmqQoFN3wNfRYnJon/pVeLJlMFN14M/bR41AcHdPTIVldRfkf7yZZUZ5ephYUUvb92zF34VxX3ZmeTBDdtJGDD/wJI5FIL+/1s18TXr2KhjdeyfjO8y67Eq2hnsoH/0LBdV8msnYNif17Kfn2Dzj4l/tIVlWm6zAVFTPwlls7e5cE4aSjRyIYqRSKswMDLB4vejiEHoshW7tPAOBoUT3KGw3v8FrDW+iGzsXe+Yyzd938G6WmEkySiU3RrS0GWEJBjWWLQ5w13dnt5jtRVYl5F3iw22WefaIWm1Vm5mxPVzdLEDpc5w0obMF1113Hhx9+yIYNG3j++ecZN25cuuzxxx/n7rvvTr/+yU9+kl530aJFPPTQQ4wcObIrmt2tGJqG/4N3G4MrgH30WOKf7W42KaARi3HwL/eRqqvJWK4lkwSXLc4IrgAYiQQHH/gzWn19s/eMrF2dEVwBMJJJDt7/p2b1C4Jw6kjV11L5979mBFcAQos/JrxmVavrie/dQ/1Lz2dkjzEVFpE8sL/ZvC9oGlUPP4ipIB+pSe8FI5mk8u9/JVWfOddXe9FCQSofuj8juAKQqqmm4i/3kWpo6JD3Pdmlamup+Mt9GcEVc7/+aIEADa+/nJkxSNepe/FZbCNGg6JS/ejDuGeci/uc2VQ+9EBGcAUgWVVJ3cMPNpuvRRCETJq/AQC5A4eNK57GG+pkbXWHvceJ2hzdyq17buelulcZYxvJN4pu6tLgCoAiKfQylbElmjtFPcAnCwIYhsHY8R3bS/N4SZLE9HNcnHa6nf/8q5pN6yNd3SRB6HDdIsAinLiUvwH/u2+mXzsnn0Xg4w+zrmskk0Q2bshYptXV4n/3reyVaxrhVZ82e7/6117Ovr5hEFyyqNVtFwShZwkuXpgzpa7/7ddJtmI8vhaNZD3HuKZMaxbYbSq0cgX2MeMzF3bgOUkLBoht35a1LFlRjhbwZy071YVXfQpHZU3xXXgp/nfeyLEFBJctwnna6WAYRDdvwNynH4m9n2VdN7H3M/RgoD2bLAg9Tqqh8eFZR/XuA1Dd3sb3qu6eAZY1kfXceeAePIqbm4tuZK5nNk6le8zr1NfSmy2xbehG9rTHhmHw0XsBho2wYXd038lYJUli1lwPfftb+NtfDlJfl+rqJglChxIBlp4ilUKPRtMvZbMZPRLOuXqzGxzDQGto3kslvX5N5vqGppGqr8u9/sEKjBw3WIIg9Gypmtx/SKca6jH07H8sNmUkk1nPMbLLRaoh97lHa6jP2t09VdMxkyzqsXjL5VHxtC6bZGVFs2WKzd7idUWrr0d2ugBI1dc3C9AcTY+3/N0IwqlOO9TD7vBx1RFkpxNkmVRt9+vZXC838JeqBxlkHcC1+VfhVbvX8JV+5r6E9Qj7Evuzlm/ZFKXyYJJxp3XP3itNybLERZd6kYCHHqhE18U9gtBziQBLDyGZzaiFxenXqfo6TCWlOde3DR2WuUBRMPftn3v9YSMyXssWC5b+uceE2kaPQZK611hQQRA6h/Wo80VTln4DkFoxCbZstWEdNKTZ8mR5OZZ+A1qsP3Gw+c27bVjHDCVVHA5oIY3j4e7xQibbyNHNliWqDrZ4XbH0H0DyYHn6/5KiQK7rjCSJbHmCcAwpfz2SxdKhiQkkWUZxe0i2EHjvCoZh8JbtfeyynUu9Fx4zU09X6G0uQ0VlY3RL1vIP3wuQX6DSp+/JkVjC7lCYf7GPzRujfPCu6N0p9FwiwNJDqF4fBdd8If068NEH+OZfnH3dgkIsffplLDMXFpH/uWuyrq94fc1udBSHk4Krrs36x63icmMf2bVjVwVB6Dr2UWNQXNlTMuZdflWrsuvIZjO+8y9qFrwILvkEz6zzsp57ZLsd69DhxLZl/jGquD1Zb+jbg+Lx4jlndtYy56QpKC4RYMnGOngoylEZper++xzeeRdmDVhJFguOcacRWb8Wxe3BVFxCePVKnJPPylq/86zpyDl+g4IgNErV16F0YO+VwxSPh1Q3m4NleWQl+9VyznfP7pI0zK2hSiq9zGVsimxuVhYIaKxcHmLcBPtJ9UCz/0AL40+z8/xTtdTWJI+9gSCchESApQexDR9J8de+ieLxkCjfT3zfXgq/dCOKx9u4giRhHz2Wsu/fjqmouNn25t59KP6/b6E0ufmxDR9J2Q9/ijlLbxhz776UfvdHqAWF6WXWocPp9ZNfYmqyTBCEU4u5pJSyH/0M69Dh6WVqQSElt9yKuXefVtejFhXT6/ZfYirrlVGPWlBI2Q9/iqm4JL3cMmgwvW77JcgKapMsRdahwyn7UfZzWHuQLRZ8F12G98JLkQ5lTpNMJjyz51Jw7fUdOrfBycyUX0Cv23+BbcSo9DLZbAEMyn7wE0xNsi9Z+vWn5OZvU/vS81iHDKPoppupfe4pkvW15F1+Fd55F6Z7RUlmM565F2CeewFSN85YIgjdgVZfj+LqhACL20OyG83Bohs6L9S/TEmqiAGW/l3dnBb1s/RhU2xLs3lYFn4UQJJg9NjuPzzoaDNnuTGZJZ58rPsNGxOE9tDlaZqFxnTHRiIBsozq8aKFQxmvpaOe5qWCAYx4vLHbZZNyxeHEOfksrEOHp7eXDz251aMRJJMJ2e7I+fTYlJePfMZkeg0Y1Li+akK22zHl5WddX7ZacYybgLn3rzAScZBAdrhQO+FiLQjdnRYKoceiIMkobheyqft14TV0Hd3fwKCCfPRAAMXnO/ZGrWTp05fi//sWeiSMkUoh2+yYDwVEtEgYLRBoPGdY7ag5htHIJhO2wUPpddsv0EMhkCRkpxPV5YZefSj9wU8wopHGc53DicmXhwUw/fjnGJEIqCqy04nJ2377lY3q8ZJ3yRV4Zs5Cj8eQzRYUj7dDu933BObiUoq/+R30UBgMkMymxt+K3UHprbehx6JIgGSxgq5T/LVvNvZu0TRKv/sjFLcHxW4n74qr8cw6Dz0RR7ZYkVxu1m7YwPgmgTlBEJpL1dd2aAahw1SPl8hnuzv8fVprdWQd5ckKzk1M7+qmHNMAc38+Di7is/heBlr7A6DrBh+972fYCBs2+8n3rNxilTl3jof//beedWvCjB0vHkQIPYsIsHQhLRIhvmsHNU//h8SB/cgOB55Zc7EOHEzF/X9ENlvwzJmH55zZqF4feixG/LNdVD/1HxJ7P0O22fDMmotn1nmovjy0WIzE3s+oeeo/xD/bhWS14pkxC/vY8VT85T6QJNzTZuKdOx9TYVHWNimKgtLkqXBL9GSSZPl+qp9+nNiWTUgmE66zpuO78FLRg0U4ZemJBIkD+6l5+j/Etm1BMptxTZuJ74KLMTXpWdHVUv4Ggos/oeGNV9GCAfzFpeRfdS224SPaZe6KZE0N9a+/THDhAoxkEuuwERR++UYkJOpeeZHQiqWg69hGjib/qmsxl/VGbpJeuSnV7QH3kSCMHo+TqCin9rkniW7eCLKM84zJ5F36OcwlpZiz9NDraLLJhCzOe22SqKqk/o3/Edu6mcJrv0Tgk48IrVwOuo591Bg8582n7uXnMRUWkXfZVeiRENWPPUJ8z2dIVhueWefhnT0X1ZeH3OSaph1j8ltBEBql6uuwDhl27BVPkOLxogUDjQFoS9f3LHur4V3KTKUU6tkfIHYnvcylmCUz66Mb0wGWTeujVFWmmDPv5B2COnyklTWrzDz5aA0j77OjqifPMCdBOJaTL+zZg0S3bKT8vt+SONA4O7geDlP/v//S8O5b5F3yOfRImPpXXqTq4b+TCoWI7dzOgbt/nU5LqUej1L/2Mgf//ldSAT+JPbs58Ls7iH+2CwAjFqPh7depfeEZCq6+DiMWw//eWxy8/0/tMtlYsrKCfb/5ObEtmxrfL5kk8NH7lN97F8m62hOuXxBORsmKcvbf+fP0PCBGIkHgg3co/8PvWsyQ0pm0cJja55+m9tkn0Q6lsk1WVnDwr38gtHJFq7L8tCRZV0v5vXcS+PA9jGTjGOvY1s2QTHHgnjsJLV3UmAHGMIhuXM+Bu35JsvJg6+uvruTAb39JdNOGxnTQmkZo6SLK77mTRBvqEbpOoqqSij/fQ/Cj9ym46loqH/k7oeVL0r+LyIZ1HHzgT+RffjWhlSs48NtfoQWDxPd8BoARi9Lw+iscfPD/kfKLyRIFoa0MXSfV0JBzvqz2pHi9AN1iotvKZBXroxuZaB/f1U1pFUVS6Gfuw7rIhvSyD971U1ik0qvPydtLUpIkZp3noaoyyQfviHO40LOIAEsXSdXXU/PkY1nLohvXYe7VG+nQ09zIhrXoAT/VT/w76/qxrZtJVlVR8/xTjTcbR4nv3onscCDbG7vgxffsbtPNTDZaNELtC89Aqnku+2TlQeK7dpxQ/YJwMtLCYWqeezJr+thk+YH0zWFX0wJ+ggsXZC2rfe6pEw4ExXftaHaOcUyaSnTrJrQsdRuJBPWvv4IWzp1a/jAtEqb+tVcah0EeJVVXS2T92uNvuNBpEvv2kCw/gGXAIOJ796A11Ddbx4jHCS7+BOcZZ6IF/MR2bMuY1wcgtm0ryQ5KwS0IPZkWCICmdWiK5sNUT+MwzVRV1x+rHwcWYZEsjLB2fM+d9jLA0p+t0e3E9Di1NUlWrwwz4XTHSTW5bTZFxSbGjrfzyot1hEOi56HQc4gASxfRoxFStbknd0oc2JcxUaMeiZCsKM+5fmzrJkg2D3aky3fuwNxkPHp4/Zq2NfgoejRKdNPGnOWh5UsxsgR7BKEn0+OxxiErOYRWLu/E1uSWqDiQs0wPBdEjxw505GIYBqEVy5otd4weQ2TdmpzbRTdvRAsHj1m/Fgq1+BlH1q5Gi0Za1Vah64TXrgbA0n8g0S3NM2QcFt2yKZ2WO7plM5b+zVN0t/R7EAQhu9ShnsaKu+OHmchOJ5Kqkqyu7PD3aolhGHwcXMQI2zBMUvYhqd3RIMsAUqTYFN3M+2/7MVskRo2xdXWz2sW0mS6SSYNXX24eZBeEk5UIsHQRSVWzphk9TLbb0ePxIwtUNWvqyvT6LjeGljvAojgc6PHYkdcn2CVUkmXkFrJjKB7vSR9ZF4S2kiSpxeNCPZzRq4sp9pYnlJPU4//DU5KkI5nLmtBisRYnU1TsDiQ59zkuXf8xzj2y03FC7Rc6x+HUsEY81vL36XBgHLoWNv1/Rl1ukY5ZENoqVX8owNIJQ4QkSULx+kh2cQ+WHfGdWzFMpQAAQFhJREFUVKdqGGMb2aXtaKt8NQ+f4mVlYB0ffRBg7Hg7ZnPPuIVzOhXOmOzkvbf8Im2z0GP0jKPzJCS7XNgnTMxaJplMqL78I13pVRXF5cJ55tTslSkKtmEjck9UJklY+g8ksW9v+rVjfPb3bi3F7cE7Z17Ocvf0mSdUvyCcjBS3B8+suTnLnVPO6sTW5KYWFqWHDB7NOmTYCaftdJ89o9myhjdfxT3j3NzbzDqvVZNjmwoK8Zx7Xs5yz8zZOSfLFboP5+TG61l47SqcZ0zOuZ7rrOmNEyIDrklTCK/6NHMFWcY+fFSWLQVBaEmqtgZJVZHtnZPmV/X6SFZWdMp75bI4uAyX7KSvuU+XtqOtJElikGUgSxtWEY1qTDyjZ2XdmTTFgcUq8eKzYv5GoWcQAZYuotjsFH7+etTCo7JdKAqFX7oR/7tvNb6WZUpu+R6K20P+FVdjKi3LXF+SKLn5O6i+PHwXXoq5d59m5QVf+DKBTz5Mvy664WsoOdKitpYky7imno11ePOnAPlXfyFjeJMgnCokRcEz41wsWYKdBdfdgJoj5XlnU70+Sr/zg/Q8T4cpXh9FX/2/dO+C464/v4D8q6/LWKbV14Fh4J13YbP17WPG4Rg3odX1O8afhm302GbLvedfhNoFGYSEtlO9Pgo+fz16OEyifD/uc+c0W8c+bgKK3UFi/z48s+eiRaPpSZmBQ9e/b2ftMSUIQstStbUobk+n9TZWfHkkDnZdgEU3dJaGVjDcNgxZOvlufwabBxM2NdBvqh+Pt2clgTWbZaae7WLJwhD79jbvpSgIJ5uedYSeZEyFRfS+/ZfE9+0humUTakEh9pGj0ZMpvB4v3osuxZRfgJqX15gCNL+AXj/6GfED+4hu3ICal4d97ARUrw/ZbEbOL6DsB7eTrKoiUVGBbLVg6dMXLZXCVFiIe8Ys1Lx8FJ8P9RhDBFpD9fooufnbJKsqCa9ZiWyz4zztdBRvHkonPRERhO5G9eVResv3SFYeJLxmJYrDheO00xuPU1v3GDMtKQrWQUPo+9s/ENm0nkT5AWxDR2AZMBBTOwSBFLsD94xzcYybgORwIskSyXAYk82GuawXzinTCK9agZFI4JgwETW/oE0prE0FhRTd8DVSdbXE9+9DUhQs/Qeiut2oXt8xt3c6TzwNtXBiVLcH55Rp2EaNJv7ZbqxDh+OecS6pQAAJA9ntQXU60RMp+tz7l8bv1dCx9O5D4uBBZJsVS78BjceVxdLVuyMIJ51kbXWnzL9ymJqXT3jlcoxksllwvzPsiO2iXmtg5Ek0uW1T4W0F4DHhnLIdOLmGOLXGuAl2Pl0W4vmnarn1trJjbyAI3ZgIsHSyRGUF8Z07iGzdjCm/EOfEM7AMGpJ+epuoPEiyYj+RTRsagyseD9EdOwgtXYi5rAzHuImQ0lA8HiSbAwydyMb1hNeuwty7L46x49ECAeKf7URxezH36o0RjRJevRLF5cY5aTKp6mrqPnwKJS8f16TJJKuqCK9d3TgMaeIZ6PE4wYULUPMLcE6aTPLgQcKrP0W2O3CeORXF68N0qAeM6vGierzYDj2xTzU0kNj7GaFPlzUGXCZNQc3LQ2lh7gVB6GnSx8VRGU+6gqFpjdl1Nqwlvm8v1oGDsQ0fiWx3NKZQlmVUXx6GpmEkEqRCIXR/A6GVy0nW1mAfPhLLwMFIJjN6JERoxTJSDfU4Ro/F3Lc/qttDqr6O4PIlaMEgzgkTMffqg66l0BMJQp+8hh6L4pgwEb2kFGQFtFRj5gpdb3xfTSdZV0uqtpbQ8sUYuo5r0hTUQ0OGUjXVBJcvQZJlnGdOxZSX3ziPlWGQLD+AbDZj7T+gxblXUvV1xA/sI7x6JXkOJymnAykvP2fQK1VXS2zXDiKbNmIqLGoMkuXlIZtO3rSYnckwDFI1NUS3biK2aweWPv2wjx6LZLOj+esJf7oc25jxSIpC8uBBTMUlGKkU0Q1rQdNwnHYGCX8D0S2bcIyfSGTPbuI7d+A8cyrWwUMIr/4US59+GLpOsrqKyOaNxHfvxDJgELYRo7B1k2CmIHRXqerqE+7N3BZqfj7oOomqg1h6df4QnWXhFThlB73NvY69cjejabDk4zDOqX3ZU7IWkpd0dZPanaJInD3Tzf/+W8/WzVGGjRDncOHkJQIsnShRfoDy+36bnrkdoO6VFyj5xnewDhuJHgxQ/offkaqpPlL+0vMUfulGtIAf8+mTqPjj3SSrKpFMJkq+/X0q/nQvycoKZJsd73nzqfjzPRnZhur/9yIF13wRPRIh8NH71L/6EgVf/AqmXr0xFxZx8P4/k9i/98j6L79A3hVXY+g6jgmnU/m3vxDfsztd3vDG/8i74mpc08/BdFS37FR9PQf//hdiW49khKh/9SV8l34O75x5IsgiCJ3M0HXiu3dy4J67MBKN3W4DH7yLa9Z5OMdPpOL/3ZuRal1xeyj9/m1U/On3aA0NAAQXfEDxt25FD4ep/vdD6VTwwQUf4D3/QtT8QmqapJAPvP825j79KPrK19l/58/TKasDH76HZdBgCq65ngN3/SKjnbaRoyn4wpczlgfef4eS7/yQ4MIFhJtkX/K/+xaus2diGzGKqoceSC+vf/0VvOdfhPeCi1GPGuKUrKul4k+/PzIPFeD/338pvP6ruKZMaxZkSVZVcuDuX2ecq2uff4rSb/8A26gxYo6XVkjs28uBu+9AjxzJ6GSfOAnXGZOp/MdfKf3BT4ht3kDt809T+v3bCS7+hMCH76XX9b/3NrZRY3FNOYsDv/0VrqlnY+7dh/2/uh3fJVfgOO0MKv7fvRR95euU//H3GLFo44YfvodktdHn+7d19i4LwkklWVONuW+/Tnu/w0PHk+UHOj3AYhgGy0KfMsw65KQcHrRmVYiAX2OCfTjL5NepksopMnpeL4/hI62sWGri2Sdr+PlveotkGcJJ6+Q7y5ykkvV1VD/5WMYf7ABoGpV//yt6JEzNs09mBFcAMAyqH/8XvvMvJvDxhySrGlPcOc+cSnDhx+kJw/I+dzUNb7zaPJWzYVDzzOO4zpqezlpU88S/cYweR3jt6ozgymF1Lz6L++yZBBd/khFcaVqu1WemUzN0neDSRRnBlcPqX36BZHV1s+WCIHSsVEM9FX/9Qzq4cph3+rlU/u3PGcEVAC3gp/o/j+CZOTtjubmkLCO4AoAsYxs+KiO4clhi3x4CC97HMf60jOXxnTsIr1qBbUTmpKTRTRuIblyHc+rZ6WWmklJStTUZwZXDgp98BLrebO6NhjdfJXnwYMYyPZmk4a3XMoIrh1X/5xFShycTP0SLRKh+4t/Nz9W6zsEH/oTWIFJJHkuqoYGDD/w5I7gC4Dl7JpX/fACsVhSHk9rnn07PmdM0uHJYdOM6tGAAc5++BBd/guLxong81L/yImga3ks/R+VDDxwJrhxixKLU/uN+dL+/43ZSEE5iejSKHg516vxFit2BbHcQ37+v097zsM/ie6hJ1TLcdvIND4pGdRYuCDJwsJUh9oFYDCvr5ObXxZ5AkiRmnOtm1444ny4Pd3VzBOG4iQBLJ9HDYaKb1mctM5JJ9EiEyNpV2TfWNJJVB4nv3ZNe5Bg3gdCny9KvrYOGElq+OPv2hkF8907MffqmX2uhIMElC3O2N7pxPfEswZfDQkszt9UCfvzvvZVz/cCC93OWCYLQMTR/A9pRN5myx0uqoR49Gs26TXznDsx9+6dfe849r/Hc1TS4AlgHDiaaJaB6WHDJQpynn5l9+aTmWWP8H72P+6zp6dfOiZMILvkkZ/2hZUtwnHZG83refwvjUK8ZAC0YIPDRBznrCa/OzEqjBQNE1q/Nuq6RTBLPEqgRMmnBQLNsIaaiYhIHy0HTKLjiGkLLGq9X3rkXEFiQ+/sJLvoknWUotHwJjvGnAxBY/DGOkaObP5Q4JFVTjRYKZC0ThFNdsqYxXbLayRNEm4qKsga7O9ry8EpskpV+J1n2IIAF7wfQUgZjx9tRUOivD2Wtsgwd7dgbn4T6DbAwcLCF55+qJZUyjr2BIHRDIsDSSYxUqtkNSmZ5ssVyPRxGVpqO6JLSXe8P1dA4n0Ku7aMRZLOl6eoYsVjO9VOhYIvt0UKho95AR4/kjjZrwQCGrucsFwSh/RmJRLNlst3W4rEKgHakZ4vscjU/3gHJbG6xHiMeb5wn5Sh6JIJkbj4pqR6JQJNznGSxNOsBkbF+NIJsaT4fih4KZ55rDKNZD56mUsFg5gJNO8a5uPlnIWQyUs2vRZL5yPcpO+xohz5H2WJBD+f+HenRCJK58XvWIxGkQ9+5HgqB3PKfMC1dEwXhVHa4N7TiO/ak4O1JLSwmvvezTn1PgGWhFQyxDkaRlE5/7xOxZ3ecNavDjJ3gwGZrPN8N0UcRkvxslzd2ces6zsxz3VRXJfngHdELUTg5iQBLJ5GtthZTtMp2B6YW0oua+/XPuFlJVldi7t03/VoPh7H0659ze8vAISTK96dfS2Yz1hYm4HSMHodszT3BlGPC6c3abx8zLuf6zklTkY7xx7AgCO1L8eU1uwlNVVZiLuudexuXO+PGNLBkIfajhvRA4xwb1izpqA+zDh2e0evuMNuIUcR37Wy+fNQYEgeOPNmM797ZbChRZj0jiWWpx3nmlIw5UmSLpcV2Hp0eWrbZWkwzbxkwMGeZ0EhxuZsF0ZJVB7Ec6hkVXPQJjnGNw8cimzZgP2ooWVO2EaOI79555P+HvnPHhNNJ1dXmzEYimUwoLveJ7oog9EjJykoksxm5HTJKtoWppLSxd1mw83qX7YsfoDx5kBEn2fCgSETn1ZfrKSkxM2TYkfNpvlFMgV7CcuWjLmtbRyssNjFmvJ2XX6wjFOqZPXWEnk3c8XYSc0kJ+ddcl7XMcdoZyHY7Bdd8MWu5ffRYEgf2451/UXoeFf+H7+O7+LL067qXXyD/6i+kXzdlHTwULRhIPz20DByMYej4zr8QlObRfEu//ujRKL552cvNvftg6dM3Y5lstZJ36eey/rFrKi7FOnhI1n0TBKHjqG4P3vMvylyo6yQqy3FNm5F1G99ln8P/0ZEhfVpVJbLD2SwgqwUDGKkUlv5ZAg6Kgu+CSwh8/GHGYslkwjtnHsHFH2cut1jwzbuQuheeTS8Lr12Nc+IkZEfzGwDF48U6ZDixbVsy97egENvI0ZnrOl0UXHt91t4OlgGDMJdmThSo+vIouO6G5vsEOM6Y3Ko00Kc6xeMl74qrMpYZiQTJyoPYRo8lumEd5tIyzH36Elr8CfaRo7M+gJCsNlyTzyL06XIUrw/rwMHEdmzDVNYLS7/+NLz2Cp65F2Rtg/uCS5A7MQWtIJxMklUHUX15nT6JqLmsMYNPbOf2TnvPpaHlWCQLAy39O+09T5SmwcsvNA6RmXyWE4nM72mEPp5d8hYqpf05ajj5nT3ThZYyePmFumOvLAjdjAiwdCLr4GGUfv+2dE8Txe0h74qrKbj2i5i8PswDB1H2w5+mn5DKLhd5l1+FZ848ap56jPDG9ZR+/3YsgwaTqq4kvGY1Zd+/HeuQocS2byX22W563fYLrIOHNm5vd+C78DLyLruS2ueeRLY78M6/iOIbb6biT7/H/8kCyn7wE2zDR4IkIdtseM+/iPxrvkjVfx4h+Olyev/0DmwjRoMkIVmteGbPo/Q7P8za28ZUVELvX/4W+7gJjeubLXhmz6PsRz/F1ELvHUEQOoZsteKdewFFX/2/dMpjU0kpkqySd8kV5F/zRZRDAQNz7z6UfOv72EePwz5qLMqhm1NLv/5ooQDFN30D70WXIh/KBmYdNARzaRkl3/wuvgsuaczEI0lYh4+k98/vxFRWhmPiGUgWC0gStlFj6fXTO1CLi3GcfmZjMFaWsY8/jd4/+zWSzY59/ARQVVAUHKedgVpQQO+f3oHj9EmNwV5VxTnlLHrd/gtMRcXYTzu98VxjMuE+Zza9bvtF1nONuXcfev/iTqxNz3UXXkLpt76fNWBiHz6Ssh//PONcnX/1Fyj8wpdRjspQJDQnm0y4pk6n5JvfxVRcCjQGvxSfj6Iv3YjvkiuofPRhSm65Fc+ceVQ9+Rilt96Ga9qMI7+LCadTest3qXnxGZyTplB8483UPPck7nPPo/Q7P6Tm2Scw9eqNZ+Zsiv/vW+lrkqmomOKv34I27rScvVsE4VSXqChv7OHYyRSPF9nlIrp1y7FXbgeGYbA0tJyh1sGo0smRONUw4PWX6ziwL8G0GS7s9ua3av31ITgNNx8ruec+PNk5nQpTprn44B0/+/flHuYrCN2RZBgtDDbvgTRNY82aNYwfPx4lS++M9q7HSKUaJ5SMRZHNFmSPFy3gb5zjQJJR8vJRjvojMFld1ThJoySh5BegB/wYySSSJCH78tDr6w5N4ighezzoAT96LHqoS7QHPRFPZwdRvF60UBhSycb6PF40fwN6NIpkUlHcXiRZQo/FQJJRPR60YBA9HgNJQvV4G2ebP/Ra8XhQLNaWP5tIpHHcvCQhu9xZU5q21/dwquppn19325/u1p72kGqox9A0JNWE6mkMnqQiEfSAv/EvOllG8eWhmM1o0Siav6FxuaJgyi9AUhS0WOxIFh1ZxnzoptbQNFIBP+g68qEMMQDJYBAjEgKjsfeK6dDQm1QohB4OgnFoSM6hiRaTdbWN870YBrLDgflQUEgLhdJzdiguN4rd3rg8GkGPREECxeVCNjWfk6UpLRxCi0YJhcN4ynqhmEyNbW+obzxnmcwoLhfKoW7zWjCAnkggyTKKx3vSDXNsj9/xidaR8jc0zkF26Em5Hgkju72NmX8MA8lmwzjUu1IyWw7Nl2OA2QLJQ3OTWcxwaD4hye6ERLzxO3F7kA61Kf37VlQkl6vHHb/Z9MTzVDan0n62dv+O5zNpus3e730D26gxuKefcyJNPi71r76EFgzS9ze/7/D32hvfx4/2/Zyr865gqHVwRpmu6+zYsYPBgwcjd5Nzeypl8NrL9WzbEmXqdBd9+zafr+ywbfJ6lqjv87XE7ZQaJz55b3f8PDTN4N8PVZNfoHL7L3t1ao+rU+W8I3SMkyOce5JKBQIEFrxP/euvNE4oK0nYTzuDwmuvx1SYO3+9qbAo47Vy6IlsKhQk9PGH1P73WfRwGN9FlyHbHdS/9nJ64kXbiNEUXv+VjG7vyqG5VLRwiPCny6l99on0+FfrsBEUfeVrmA89ZQRQvd6M95ctuU/w2Sh2e/oGSBCE7uHonhrJ6ipqnn2S8KoVoOtIFgue2XPxzJxN9VOPEVmzqjHQYbPhu+hyXGfPQHW5UUpKm9UtKQqmLE9DTS4XuJr3+FCdTnA606+NVIr4ns+ofORBkuUHGrctLqHoK1/DMmAwitOJ0mT9wxSbHcXW+nON4nCC1cbuPXsZ37sPqVCQ8PKl1L74THqiVdvosRR96UZMhUWNwZxW1y5ko3q8JOvqqH3+SULLljT+1swWvOedj2fOPFS3B93uILHnM6ru/xOJQ9nr1IJC8q+4mtCKpSQPHqTwhpuw9O1/6HqU5TfV5PetaWLMviDkokXCaAF/uldjZ7MMGkzDqy+TqqttcW7C9rAwuASbbGOQZUCHvk97CAY0XnqhjsqDSc6a7qJPC8EVgMH6KDYbq3lLfY4vJ29tNoyoJ1AUidnzPDz7RC0LFwQ5e6aYV0s4OXSPEGUPZGgawYUfUffis0ey9RgGkZXLOXj/n0j52zYztmEYRNasovrxfzVOaNt/IIrbTe2zT2RktYhu3kD5H+8mUV3VrI7oti1UPfy3jMnFYls3c+Du35CsrT2+HRUE4aSTrKul8qEHCH+6DA5l3DHicRpe/x/+D99rnG/lUOdGPRql9rknCS1ZlJH+uF3bU1vNgbvvSAdXAJKVBzlwz12kspzL2oNhGETWrqb6P49kZLGJblhH+b13kawX477bgxYMUvXwg4SWLDryW0vEqX/tZRreeRM9kSBVXcWBe36TDq5AY5rlyocewD3jXFL1tY3fSW32lMyCILReOohdkHsy745kHTQEVJXg0sUd+j66obMwuISR1uHdPnvQ5o1R/vWPKvz1GrPOcx8zuAIgIzMpNZO98k5WyYs6oZVdo/8AC6PG2Hj68RoaGlLH3kAQugERYOkgqfo66l99KWtZfPdOUvVtC2hoDfXUvvBM+rV7xjk0vPla9veuriJ5IHPiq5S/gdrnnsped30d8T272tQeQRBOXpq/gdj2rVnL/O+9jf2oiWIB6l55kVRDQ7u3xdA0/B+8mz2lrqZR/+ar6FnSTZ/w+wb8GefUppJVlSQrDmQtE9omFWgguml91jL/O2+ghUMEFi7AiGcZY28Y+D98H+fkaRiJBIGP3kcXqZcF4YQk9u8DWUbN65oAi2yxYhs6vPG834G9zdZHNlKn1TPO3vx61l34GzReeLqWV/5bR2GxiXkXeigoaP3cUaVGX4Zoo3lbfYEa6WAHtrRrnXteY8+Vx/5ZxSk2s4VwkhIBlg6ix2Po0WjO8kR52/541xPxI3Mf0JgZI1WXO0gT25U5Q7uRTJKsKM+5fnRb9pstQRB6nmRl7j/EjEQcI948oKGHQxjxWLu3RY/FiG3flrM8tnN7i+fS42UkE2gt9FKJ7RZB5/aQqqnJWWYkk+ixGPFdO3Kuk9j7GebiEgDiu3aiR8I51xUE4dgSez9DzS9AUrtulgDnpMmkaqrwf/huh73H+4EFFKmFlJmaD2vtaqmUwcKPg/zzb5VUlCeZNsPFtOkuLJa235adoU3HYbh4Wv07UXrm+dFuV5g738PqlRE++SjY1c0RhGMSAZYOIpvNWVMcH9bWrDqSamrMxnGIkUohHZpbJWv9RSWZ2ysKcpa5EA4zl5TkLBMEoWdRWko1LElIliyTxapqh2RlkUwm1MLccwGoeQVI5g54X0VFsuaesNucJVOa0HaKq4Ux85KEbDaj5rf0/eenh7Wq+QVIx5hkXRCElsU/242puGv/5jMVl2IfP5HaZ58kvGZlu9dfm6rj0/AqTnOM7/RU1MeyfVuUf/6tkiWfBBg63Mr8SzwtTmZ7LCbMnJO6iLAU5CnT34jT/g9CuoOhw22MHW/niX9Xc2B/+/dqFYT2JAIsHURxe3BNnpq9zONBbeMf74rbg2fWeenXwWVLcJ89M+u6ksWCddDQo97Ti+/8i7OvbzJhHzmmTe0RBOHkZcrLzzm5oGPCRBLlzXu7uc6ajnIo2097ks1mfPMuzFnuu+jSNk1k2+r3dXvwzJqbtUyyWrEMGNTu73kqUvPyck6maR83AdlmxzNrTs7t3TPOJbi0cX4Bz5x5KC0ExQRBOIZUisT+vZhLcida6CyeWedh6TeAij/fy54ffYfyP9xN9ZOPEdu5/dgbH8NbDe9ikkyMtY1qh5a2j4Z6jeefruXFZ+twOBXOv8jH+NMcmNQTvxVz42V26hKqpHL+Y/p/RAgde6OT0Ky5bjxehb/+oYJIRExmLnRfIsDSQWSLlfwrPo91+MiM5YrHS9kPftrmHiyyyYT3vPk4JkwEILJ2FdbBQ7CPOy1zPYeDsltvQz1q8jJJlnGddTbOqdMy17fZKP3+7R0+k7sgCN2HqaiY0u/+qNlxbxk4mPyrr6P+1f9mLLeNHEP+pZ9r7JnXEe0pLqXwSzdm9vqTZfKv/gKW3n075D1RFLxz5uGYcHrGYtnhoNcPfyrOie1E9foar0n5mdcky4BBFH7xKyh2O2pBIYU3fA2aDlmQJLxz55OqqyXVUE/BF2/AJHoVCcIJUaoOgqZh6tW7q5uCpP7/9u47LoprbeD4b1maFBWkKEoTdBWRYls7thh77BqN5CpR80ryGo0JltwkGhX15mqMEk3svd1YkqjxSnJNJBqwg4XEjyWAFUERAQWWff8w7Ote1IAsLLDP9/PxD2ZmZ58zzplz9pkzZ8xxGDgUx0HDsHT3oCAnmwdxR0j55O/c2boB7Z+TYpfUfU0m/874kea2wViZvfjIEEPRaOBoTCYrl93i5o08OoTYE9LFnurVDTvxrpO2Nt3zB5GuSGWF5XxuK549LUBlZWlpRv/Bjty7m0/Uopvk58t8LKJiktc0lyFzR0dqT3gHzb275N66gXmNmlg4Ob9wx928pgMuYW+Sf+8eeTevY2Zrj9PI1ykYNJTclGSU9tWxcHHFvJYTZk95tta8Rk2cR/wNxz4DyL2egpmNLRYutTGvWdOoz+IKIcqflYcnbhEfkp92h/y7aVjWcUNZvSbmtWrhNmU6+am3yb+fgWVtN8xr1nz+ox6lpLSxwb5tB2yaBJB7PQW0BVjWdUdZvQZmZThi4fE1dTz5GcPIu/H4mmrh4oK5gyMKM7n/YCiWbnWp98Es8tLukH83HUsXV5QOjphXrwGAuX117Fq2plrDRuReT0Gbr8HS3R1NZiYF9+/jMfsfKKvXQGlra+SSCFG5mackobCyrjDJSoVCgbVvQ6x9H4+61mq1ZB2P496BfQA4DR9V4n3uufsdWrS0sW1p0FhfRNIfuRzYe5e76fmoGlfDP7CaQUasPEstrQu98obxH/NvWWmxgD75IwgoaFVm32cMjrXM6T/YkR1b0ljxxS3Gv+WKmVnFegxMiArxq3rTpk2sWrWK1NRUGjVqxN///ncCAgKeuf3+/ftZvHgx165dw8vLiylTphASElKOERefefXqmFevjpWHp0H2p7SzR2lnj1U9d73l1h5exfy8HUo7Oyzd6hokHiFE5WXp6orSyYmrv/2GytMb5Z8jSCwca5V4lF1pmVlZYebigoWLS7l+r+6aWtf9rzcWL8zcwRFzB8dnrlfa2KC0scGyjvEfXRCiqjK/ehlLT68Km0BWKBTYtVSDAu59vxcrT2/s27T/6w/+KfnRNfbfO0hH+3bYKA3/aGlxPcjU8J8fMjiXkIOzswUv966Jg0P5/OSypwY984fxq/JHdlms5ZLmPD3zh2KN8Y6HoXl6W9GnvwPf7rqLVgtjJ7hiYSFJFlFxGP0Ku2/fPiIjIwkPD2fXrl00atSIsLAw0tKe/oackydP8u677zJ48GB2795N165dCQ8P5/ffn/0WCiGEEM+WUwZv6RFCCFFx5KenYX7rBtY+DYwdyl+ybd6Kak2acnvtCnJvFu9RlzxtHl/c/gpHcwfa2Bln1EZurpZffs7ky6hbXPr9Ea3a2NGtR/VyS64UssCC9prutM9/mQtmZ/jCcja/myWUawxlrZFfNV4Z5MCJuAf8Y8417t3LN3ZIQugYPcGyZs0ahg4dyqBBg/D19WXmzJlYW1vz9ddfP3X79evX06FDB9544w18fHx455138PPzY+PGjeUcuRBCCCGEEBVf5s//QWtujlVDlbFD+UsKhYIa3XuhtLPn5pJFFDx8/ptxCrQFfHlrNUmPUuhfsw/mivJNaDzMKeDoL5ks+/wmRw7fx6eBNX3618TX1xoFxhlZoUCBT0Fj+uWNxF5bgy0Wy9hm/iXppBolnrLQsFE1ho9y4vq1XP7+XhKxRzLRamVeFmF8Rn1EKDc3l3PnzjF+/HjdMjMzM9q2bcupU6ee+pnTp0/zt7/9TW9Z+/btiY6OLtF3azSlm3268POl3Y+pkuNXOpXl+Cmf86ryp6ko5aksx9cQTKmsYFrlfVZZS1ovn7aPisxU/o+lnFWLRqMpszZTk3mfjOgD5Hl6g7kFBS84gWy5MjenRr+BpG9ay42lC3F5axJmFkUnWs8uyGFF6lqOZZ+gf40+uJq7FKt8hdu86LEoKNCSnJTL+bM5JJ57SIFWi3d9K/z8q2Fj+/j+dYHW+MfZBju65PXjqtlFTpn/QpTlTAI1rVHnd8FZ+/+v6y7t8TAWt7rmhIbVIvr7+yz7/Bb/3n+P3v1q0jSoWqnmZnnyuvMibaYwbQqtEVN9t27domPHjmzdupXg4GDd8gULFnDs2DF27NhR5DP+/v7MmzePPn3+/7WemzZtIioqiiNHjvzld2o0Gk6fPm2Q+IUQz9e8efNibSf1UojyU9x6CVI3hShPZdJmPnyI7d5dKNNSyeraA6wq16vOlbdvYv1rDBonF3K6vEzBn699z1Jkk2hxkVir4zxS5KJ+2Ix6mrKbXzA3V0FmhoJ7d5XcSTUj9baS3FwF1appcamdT203DZaWFXv0hEaRz7Xql0mqcZFc84fUyqqN+/0GuD5wp+bDWphRuRMJt28quXDWkvQ0JbZ2BdRvkIe7Rz6udTTY2mlRvGC+pSRtphBQQSa5LU+F+SQ/P79SZSQ1Gg3nz58v9X5MlRy/0qksx0+j0WBmZobiL1o1Q9VLQ6ksx9cQTKmsYFrlfVZZi1svoeLVzeIwlf9jKWfVotFoDN5m5qYkc3PWDAAsvOuTe/UyDg4Oxar7FYYC8rzqk3vpIvZb1uoW7x1kwfnGj8seZB2AuZ0lN0vw+ItWq+Xu3btYWtTg98RHZGWVYOSGIyhqgX11JTY2ZmQDl4v/aePKscbxkR8ZNa+SZnuTNNubz928XrKahr/1xUxb8eueAvDzhxvX87h0MZeEU1YknHr2q7p79q3OgCE1n7ruyetOSdpMIcDICRYHBweUSmWRCW3T0tJwcnJ66mecnJy4c+dOsbf/b4VD386fP/8CERdlqP2YKjl+pVMZjl9QUNBfdooNXS8NpaLFU5ZMqaxgWuV9WlmLUy+h4tbN4qiMMb8IKWfVYsg20yz1FnZmZigKCnh04zoWwANDBVrOFJaWKHJzdX83vKThfGMl1gXWJGa/4IsuLECjgTzP4v9wLvyNrQUy/vxXWSmyq6E1zwfLvGduk+J2jPvb22CWU7neQmT950Cthw+fPd3okcN3qd8wmee9VKuwjhW3zRQCjJxgsbS0pEmTJhw9epRu3boBjxuNo0eP8tprrz31M0FBQfz6669687AcOXKEoKCgYn2nubk5TZs2lUykEOXErBivg5R6KUT5Kk69BKmbQpQ3g7eZL71soMgqFm9giLGDMBVLjR2A8RW3zRQCKsAjQqNHjyYiIgJ/f38CAgJYt24dOTk5DBw4EID3338fV1dX3n33XQBCQ0MZNWoUq1evJiQkhH379nH27FlmzZpVrO8zMzPD0rLoJFlCCOOReilExSR1U4iKR+qlEEJUXEZPsPTq1Yv09HQ+//xzUlNTady4MStXrtQ98nPjxg29rGGzZs349NNP+eyzz1i4cCFeXl5ERUXRsGFDYxVBCCGEEEIIIYQQJs6obxESQgghhBBCCCGEqArkgTIhhBBCCCGEEEKIUpIEixBCCCGEEEIIIUQpSYJFCCGEEEIIIYQQopQkwSKEEEIIIYQQQghRSpJgEUIIIYQQQgghhCglSbAIIYQQQgghhBBClJIkWErhq6++QqVSMWfOHGOHUmncunWLKVOmoFarCQgIoG/fviQkJBg7rEpDo9Hw2Wef0aVLFwICAujWrRtRUVHI29YN48svv2TQoEEEBwfTpk0bJkyYwOXLl40dVpnYvHkzffv2pVmzZjRr1oxhw4bx008/GTusclHVr91LlixBpVLp/evRo4exwypzplR/C1Xlc9kU+gvl1aZv2rSJLl260LRpU4YMGUJ8fLxB91+ZHDt2jDfffJP27dujUqmIjo42dkhGZYrXzecx5b6RMBxzYwdQWcXHx7N161ZUKpWxQ6k0MjIyePXVV1Gr1axYsQIHBwf++OMPatSoYezQKo0VK1awZcsW5s+fj6+vL2fPnmXatGnY29sTGhpq7PAqvbi4OEaOHEnTpk3RaDQsXLiQsLAw9u7di42NjbHDM6jatWszZcoUPD090Wq17N69m/DwcHbt2kWDBg2MHV6ZMZVrd4MGDVizZo3ub6VSacRoyocp1V+o2ueyqfQXyqNN37dvH5GRkcycOZPAwEDWrVtHWFgY33//PbVq1TLId1Qm2dnZqFQqBg0axFtvvWXscIzO1K6bf8VU+0bCsCTB8gKysrJ47733mD17NsuWLTN2OJXGihUrqF27NpGRkbpl7u7uRoyo8jl16hRdu3alU6dOANSrV4+9e/ea9N0oQ1q1apXe3/PmzaNNmzacO3eOli1bGimqstGlSxe9vydNmsSWLVs4ffp0le1EmNK1W6lU4uzsbOwwypUp1d+qfi6bSn+hPNr0NWvWMHToUAYNGgTAzJkzOXToEF9//TXjxo0z2PdUFiEhIYSEhBg7jArDlK6bxWGKfSNhePKI0AuYNWsWISEhtG3b1tihVCo//vgj/v7+/O///i9t2rShf//+bN++3dhhVSrBwcH8+uuvXLlyBYDExEROnDhBx44djRxZ1ZSZmQlQ5e6a/jeNRsPevXvJzs4mODjY2OGUGVO6dv/xxx+0b9+erl278u6773L9+nVjh1TuqnL9rernsqn0F8q6Tc/NzeXcuXN654mZmRlt27bl1KlTBvkOUbVU5etmSZlK30gYnoxgKaG9e/dy/vx5/vWvfxk7lEonOTmZLVu2MHr0aN58800SEhKYPXs2FhYWDBgwwNjhVQrjxo3jwYMH9OzZE6VSiUajYdKkSfTr18/YoVU5BQUFzJ07l2bNmtGwYUNjh1MmfvvtN4YPH86jR4+wsbEhKioKX19fY4dVJkzp2h0QEEBkZCTe3t6kpqYSFRXFyJEj+fbbb7GzszN2eOWiKtdfUziXTaW/UNZt+t27d9FoNEUeBapVq5ZJz7Mhnq4qXzdLwpT6RqJsSIKlBG7cuMGcOXNYvXo1VlZWxg6n0tFqtfj7+zN58mQA/Pz8uHjxIlu3bq1SHaaytH//fr799lv++c9/4uvry4ULF4iMjMTFxUWOoYHNnDmTixcvsnnzZmOHUma8vb3ZvXs3mZmZHDhwgIiICDZu3FjlOhKmdu1+cvh7o0aNCAwMpHPnzuzfv58hQ4YYMbLyU1Xrr6mcy6bSX5A2XVQkVfW6WVKm0jcSZUcSLCVw7tw50tLSGDhwoG6ZRqPh2LFjbNq0iYSEBJOYSPBFOTs74+Pjo7esfv36HDhwwEgRVT4LFixg3Lhx9O7dGwCVSsX169f58ssvpTNmQLNmzeLQoUNs3LiR2rVrGzucMmNpaYmnpycA/v7+JCQksH79embNmmXkyAzL1K/d1atXx8vLi6SkJGOHUi6qcv01lXPZVPoLZd2mOzg4oFQqSUtL01uelpaGk5NTqfcvqo6qfN0sKVPpG4myIwmWEmjdujXffvut3rJp06ZRv359xo4dWyU6NWWpWbNmuueMC129epW6desaKaLK5+HDhygUCr1lSqVSXtNsIFqtlk8++YSDBw+yYcOGKjmp4vMUFBSQm5tr7DAMztSv3VlZWSQnJ1f5SW9Nof6ayrlsKv2Fsm7TLS0tadKkCUePHqVbt27A4+v80aNHee211wzyHaJyM4XrZmlV1b6RKDuSYCkBOzu7Is8k2tjYULNmTZN+VrG4Xn/9dV599VWWL19Oz549iY+PZ/v27ZIRLoHOnTuzfPly3NzcdMOJ16xZo3s7gCidmTNn8t133/HFF19ga2tLamoqAPb29lhbWxs5OsP65z//SceOHalTpw5ZWVl89913xMXFFXmjQFVgatfu+fPn07lzZ9zc3Lh9+zZLlizBzMyMPn36GDu0MmUK9ddUzmVT6S+UR5s+evRoIiIi8Pf3JyAggHXr1pGTk6M3CsqUZGVl6Y3mS0lJ4cKFC9SoUQM3NzcjRmYcpnDdLAlT6huJsqPQyq3vUhk1ahSNGjVixowZxg6lUvjPf/7DwoULuXr1KvXq1WP06NEMHTrU2GFVGg8ePGDx4sVER0eTlpaGi4sLvXv3Jjw8HEtLS2OHV+mpVKqnLo+MjKxyndHp06fz66+/cvv2bezt7VGpVIwdO5Z27doZO7RyUZWv3ZMmTeLYsWPcu3cPR0dHmjdvzqRJk/Dw8DB2aGXKlOrvk6rquWwK/YXyatM3btzIqlWrSE1NpXHjxnzwwQcEBgYabP+VSWxsLKGhoUWWDxgwgHnz5hkhIuMy1evms5h630gYhiRYhBBCCCGEEEIIIUrJzNgBCCGEEEIIIYQQQlR2kmARQgghhBBCCCGEKCVJsAghhBBCCCGEEEKUkiRYhBBCCCGEEEIIIUpJEixCCCGEEEIIIYQQpSQJFiGEEEIIIYQQQohSkgSLEEIIIYQQQgghRClJgkUIIYQQQgghhBCilCTBIoxOpVIRHR1t7DBeyNSpU5kwYYKxwxCizJVFPY2NjUWlUnH//v1nbrNz505atGjxl/uqzNcRIf5KcepKRdalSxfWrl1r7DCEKFNlVU+XLFnCK6+88txtitMfrezXESEqC0mwmKj09HQ++ugjOnXqhL+/P+3atSMsLIwTJ04YO7QiKkISIyUlBZVKxYULF4wahzAtlaWebtmyheDgYPLz83XLsrKyaNKkCaNGjdLbtrCDl5SURHBwMDExMdjb2xf7u4rT0RSirEydOhWVSoVKpcLf35+XXnqJpUuX6p37z1PchOGLqAhJjLIsnxDFVVHr6aRJkwgLC9Nb9vPPP6NSqViyZIne8iVLltCpUycAxowZU+K6PWrUKObMmVOacIUQL8jc2AEI43j77bfJy8tj3rx5uLu7k5aWxtGjR7l3756xQxNC/Kmy1FO1Wk12djZnz54lKCgIgOPHj+Pk5MSZM2d49OgRVlZWwOMEi5ubGx4eHgA4OzsbK2whXkiHDh2IjIwkNzeXn376iVmzZmFhYcH48eONHZoQ4k8VsZ6q1Wrmz59Pfn4+5uaPf4LFxsZSp04d4uLi9LaNjY1FrVYDYGtri62tbbnHK4R4MTKCxQTdv3+f48ePM2XKFFq3bk3dunUJCAhg/PjxdO3aVW+7GTNm0Lp1a5o1a0ZoaCiJiYm69YV3krdu3UpISAiBgYFMnDiRzMxM3Tbx8fGMHj0atVpN8+bNee211zh37pxBy/P777/zxhtvEBwcTNu2bXnvvfdIT0/XrR81ahSzZ89mwYIFtGrVinbt2hW5U3Dp0iVeffVVmjZtSq9evThy5IjeIweFx6V///6oVKoid+VXrVpF+/btUavVzJw5k7y8PIOWUZieylRP69evj7Ozs14HMS4ujq5du1KvXj1Onz6tt7yw0/i04co7d+6kU6dOBAYGEh4erpdM2rlzJ0uXLiUxMVF3d3Lnzp269Xfv3iU8PJzAwEC6d+/ODz/8UOwyCFFclpaWODs7U7duXUaMGEHbtm358ccfAcjNzWX+/Pl06NCBoKAghgwZQmxsLPD4fJ82bRqZmZm687ewLdq9ezcDBw4kODiYdu3a8e6775KWlmbQuKOjoxkwYABNmzala9euRe7oq1QqduzY8dw69MMPP9C9e3eaNm3KqFGj2LVrl64OP698AA8fPmTatGkEBwfTqVMntm3bZtDyCfGkilhPn7wZUSguLo6xY8fqbkYAPHr0iDNnzujayv8euanRaIiMjKRFixao1WoWLFiAVqvVrZ86dSpxcXGsX79eV4aUlBTd+nPnzjFw4EACAwMZPnw4ly9fLunhFUI8hyRYTJCNjQ02NjZER0eTm5v7zO0mTpxIWloaK1asYOfOnTRp0oTXX39d7wdPUlIS+/fvZ/ny5axcuZILFy7w8ccf69ZnZWXRv39/Nm/ezPbt2/H09GTcuHE8ePDAIGW5f/8+r7/+On5+fvzrX/9i5cqVpKWl8c477+htt2vXLmxsbNi+fTvvvfceUVFR/PLLL8Djhio8PJxq1aqxY8cOZs2axaJFi/Q+v2PHDgDWrl1LTEyMXqcxNjaWpKQk1q1bx7x589i1axe7du0ySPmE6aps9VStVus6qPC4XrRq1YqWLVvqlj98+FCv0/jfzpw5w4wZMxg5ciS7d+9GrVazbNky3fpevXoxZswYGjRoQExMDDExMfTq1Uu3funSpfTs2ZNvvvmGjh07MmXKlAo32kdUPVZWVrqk+qxZszh16hSLFi3im2++oUePHrzxxhtcvXqV4OBgpk+fjp2dne78HTNmDAD5+flMnDiRb775hqioKK5du8bUqVMNFuPx48eJiIggNDSUffv2MWvWLHbu3Mny5cv1tnteHUpOTmbixIl07dqVPXv2MHz4cL228nnlA1izZg3+/v7s3r2bESNG8PHHH8sPO1FuKkI99fb2xsXFRdcmPnjwgPPnz9OzZ0/q1q3LqVOnADh58iS5ubnPbCtXr17Nrl27mDt3Lps3byYjI4ODBw/q1s+YMYPg4GCGDh2qK0OdOnV06xctWsTUqVP5+uuvUSqVTJ8+vWQHUwjxXJJgMUHm5ubMmzeP3bt306JFC4YPH87ChQv17nofP36c+Ph4Pv/8c5o2bYqXlxcRERFUr16dAwcO6LZ79OgRCxYsoHHjxrRs2ZIPPviAffv2kZqaCkCbNm145ZVX8PHxwcfHh08++YScnByOHTtmkLJs3LgRPz8/Jk+ejI+PD35+fsydO5fY2FiuXLmi206lUvHWW2/h5eVF//798ff35+jRowD88ssvJCcnM3/+fBo1akSLFi2YNGmS3vc4OjoCULNmTZydnalZs6ZuXY0aNfjwww/x8fGhc+fOhISE6PYtxIuqbPW0devWnDx5kvz8fB48eMCFCxd0CZbCkS2nTp16bqdx/fr1dOjQgbFjx+Lt7U1oaCjt27fXrbe2tsbGxgalUomzszPOzs5YW1vr1g8YMIA+ffrg6enJ5MmTyc7OJj4+vthlEKIktFotR44cISYmBrVazfXr19m5cyeLFy+mRYsWeHh4EBYWRvPmzdm5cyeWlpbY29ujUCh052/hsP/BgwcTEhKCu7s7QUFBzJgxg59//pmsrCyDxLp06VLGjRvHgAEDcHd3p127dkycOJGtW7fqbfe8OrRt2za8vb2JiIigfv369O7dmwEDBug++7zyAXTs2JGRI0fi6enJ2LFjcXBw0EvKClEWKlo9VavVujbxxIkTeHl54ejoqNdWxsXFUa9ePerWrfvUfaxbt45x48bRvXt3fHx8mDlzpt5cZvb29lhYWGBtba0rg1Kp1K2fNGkSrVq1wtfXl3HjxnHq1Cnd6BkhROnJHCwm6uWXX6ZTp04cP36c06dPc/jwYVauXMns2bMZOHAgv/32G9nZ2UV+CD18+JCkpCTd33Xq1MHV1VX3d3BwMAUFBVy5cgVnZ2fu3LnDZ599RlxcHGlpaRQUFJCTk8P169cNUo7ExERiY2MJDg4usi4pKQlvb2/gcYLlSc7OzrphnVeuXKF27dp6c0EEBAQUOwZfX1+9hsvZ2Znff/+9ROUQ4mkqUz1t1aoV2dnZJCQkcP/+fb1O47Rp03j06BFxcXG4u7vj5ub21H1cunSJbt266S0LCgri8OHDxYrhyXpuY2ODnZ2d3uOCQhjCoUOHCA4OJi8vD61WS58+fXj77beJi4tDo9HQo0cPve1zc3P1kvJPc/bsWd3jbxkZGbrh/jdu3MDX17fUMScmJnLy5Em9ESsajYZHjx6Rk5NDtWrVgOfXoStXruDv76+335K0lU/uW6FQ4OTkZPDHoIQoVFHrqVqtZu7cueTl5elGegK0bNlS99jck4/S/rfMzExSU1MJDAzULTM3N8ff31/vMaHnebIuFvZ909LSntk2CyFKRhIsJszKyop27drRrl07wsPDmTFjBkuWLGHgwIFkZWXh7OzMhg0binyuJG/8iIiI4N69e8yYMQM3NzcsLS0ZNmyYweYoyc7OpnPnzkyZMqXIuicTJoWTiRVSKBTFboj+SlnuW4jKUk89PT2pXbs2sbGxZGRk0LJlSwBcXV2pU6cOJ0+eJDY2ltatWxd7nyVlYWGh97dCoaCgoKDMvk+YJrVazccff4yFhQUuLi66NiA7OxulUqkbdv8kGxubZ+4vOzubsLAw2rdvz6effoqDgwM3btwgLCzMoG3l22+/Tffu3YusK5yAGsq2DklbKcpTRa2nhfOwJCQkEBsbq3urUKtWrZg+fTr37t3jzJkzDBs27AVKXTxP1kWFQgEgbaUQBiQJFqHj6+urm9S1SZMm3LlzB6VSSb169Z75mRs3bnDr1i3d3fHTp09jZmamGzly8uRJPvroI0JCQnTb371712AxN2nShAMHDlC3bt0inbfi8vb25ubNm9y5cwcnJycAEhIS9LYp7HRqNJrSBSxEKVXkelo49DkjI0PvVZQtWrTg559/Jj4+nldfffWZn/fx8SnySM+ZM2f0/rawsJCOoDCqatWq4enpWWR548aN0Wg0pKenP/MVrxYWFkXakcuXL3Pv3j2mTJmimyfhyUkwDcHPz48rV648Ne7i8vb25qefftJb9rS2UtpJURFU1Hrq4eFBnTp1+PHHH0lMTNSNYHF1dcXV1ZU1a9aQl5f3zBEs9vb2ODs7c+bMGd2NjPz8fM6dO4efn59eGaStFMI4ZA4WE3T37l1CQ0PZs2cPiYmJJCcns3//flauXKl7O0nbtm0JCgoiPDycmJgYUlJSOHnyJIsWLdLrUFlZWTF16lQSExM5fvw4s2fPpmfPnrrRI15eXnzzzTdcunSJM2fOMGXKFL05E4orMzOTCxcu6P27ceMGI0aMICMjg8mTJxMfH09SUhKHDx9m2rRpxe7ktWvXDnd3dyIiIkhMTOTEiRN89tlnetvUqlULa2trDh8+zJ07d/TewCJEWaiM9VStVnPixAm9TiM8vjO3bdu253Ya4fEbvw4fPsyqVau4evUqGzduLPJ4UN26dUlJSeHChQukp6c/dwJgIcqTt7c3ffv25f333+ff//43ycnJxMfH8+WXX3Lo0CHg8fmbnZ3N0aNHSU9PJycnBzc3NywsLNiwYQPJycn88MMPfPHFFy8Uw61bt4q0lRkZGYSHh7Nnzx6WLl3KxYsXuXTpEnv37i0yofvzDBs2jCtXrvCPf/yDK1eusG/fPt2E7oV3wZ9WPiEqkopQT9VqNZs3b8bDw0N3Yw8ePya0YcMGvLy89B7r/W+hoaGsWLGC6OhoLl26xMyZM/XexldYhjNnzpCSkkJ6erokW4QoR5JgMUG2trYEBgaybt06XnvtNfr27cvixYsZMmQIH374IfC4s/TVV1/p5k/o0aMHkydP5tq1a3qNgYeHBy+99BJjx45lzJgxqFQqPvroI936OXPmkJGRwYABA3j//fcZNWoUtWrVKnHMcXFx9O/fX+/f0qVLcXV1ZcuWLRQUFBAWFkbfvn2ZO3cu9vb2mJkV7/RWKpVERUWRnZ3N4MGD+eCDD3jzzTeB/x86bW5uzgcffMC2bdvo0KEDEyZMKHEZhCiJylhP1Wo1Dx8+fGqnMSsrS/cGhWcJCgrik08+Yf369bzyyivExMTwP//zP3rbvPzyy3To0IHQ0FDatGnDd999V+I4hSgrkZGR9O/fn3nz5tGzZ08mTJhAQkKC7o53s2bNGD58OO+88w5t2rRh5cqVODo6Mm/ePL7//nt69erFihUriIiIeKHvX716dZG28tChQ3To0IHly5cTExPD4MGDGTp0KGvXrn3mJJpP4+7uzuLFizl48CD9+vVjy5YturbS0tLymeUToqIxdj1Vq9VkZWXp3YiAxzcjsrKynnsjAmDMmDH069ePiIgIhg8fjq2tLS+99FKRbZRKJb1796ZNmzYGm/tQCPHXFFp5AFa8oCVLlhAdHc2ePXuMHYrBnThxghEjRnDw4EE8PDyMHY4QL6wq11MhhHEtW7aMrVu3Fnl0SAghhDBVMgeLEMDBgwexsbHB09OTpKQk5syZQ7NmzSS5IoQQQvxp06ZNNG3aFAcHB06cOMGqVasYOXKkscMSQgghKgxJsAgBZGVl8emnn3L9+nUcHBxo27btCw/9FEIIIaqiP/74g2XLlpGRkYGbmxujR49m/Pjxxg5LCCGEqDDkESEhhBBCCCGEEEKIUpJJboUQQgghhBBCCCFKSRIsQgghhBBCCCGEEKUkCRYhhBBCCCGEEEKIUpIEixBCCCGEEEIIIUQpSYJFCCGEEEIIIYQQopQkwSKEEEIIIYQQQghRSpJgEUIIIYQQQgghhCglSbAIIYQQQgghhBBClNL/AQexiAbBYzLdAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(df,hue='Species',palette='hls')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 0 1 2 3\n", + "count 150.0 150.0 150.0 150.0\n", + "mean 5.8 3.1 3.8 1.2\n", + "std 0.8 0.4 1.8 0.8\n", + "min 4.3 2.0 1.0 0.1\n", + "25% 5.1 2.8 1.6 0.3\n", + "50% 5.8 3.0 4.3 1.3\n", + "75% 6.4 3.3 5.1 1.8\n", + "max 7.9 4.4 6.9 2.5\n" + ] + } + ], + "source": [ + "pd.options.display.float_format = '{:.1f}'.format\n", + "X_df = pd.DataFrame(x)\n", + "print(X_df.describe())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -86,7 +260,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.12.1" } }, "nbformat": 4,