From 98dc169a89baf9e2feffc56dc8c949a326488bfd Mon Sep 17 00:00:00 2001 From: Wolfgang Preimesberger Date: Wed, 8 Jan 2025 16:22:42 +0100 Subject: [PATCH] Add DCT-PLS smoothing/interpolation algorithm (#315) * Add DCT-PLS python implementation * Update import * Update examples * Update DCT PLS docs * Pin OS versions --- .github/workflows/ci.yml | 4 +- docs/examples/anomalies.ipynb | 9 +- docs/examples/assets/2d_peaks_n256.mat | Bin 0 -> 506227 bytes docs/examples/assets/matlab_initguess.mat | Bin 0 -> 506200 bytes docs/examples/dct_pls.ipynb | 707 ++++++++++++++++++++ src/pytesmo/interpolate/dctpls.py | 750 ++++++++++++++++++++++ src/pytesmo/utils.py | 14 +- tests/test_dctpls.py | 74 +++ tests/test_docs/test_examples.py | 1 + 9 files changed, 1550 insertions(+), 9 deletions(-) create mode 100644 docs/examples/assets/2d_peaks_n256.mat create mode 100644 docs/examples/assets/matlab_initguess.mat create mode 100644 docs/examples/dct_pls.ipynb create mode 100644 src/pytesmo/interpolate/dctpls.py create mode 100644 tests/test_dctpls.py diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index adee0cab..9480640b 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -21,7 +21,7 @@ jobs: # and OS versions as possible (especially windows to create .whl packages, # see step "Create wheel and dist package") python-version: ['3.9', '3.10', '3.11', '3.12'] - os: ["ubuntu-latest", "windows-latest", "macos-latest"] + os: ["ubuntu-22.04", "windows-2022", "macos-14"] name: py${{ matrix.python-version }}@${{ matrix.os }} runs-on: ${{ matrix.os }} @@ -83,7 +83,7 @@ jobs: elif [ "${{ runner.os }}" == "Windows" ]; then OS="win" fi - + pip install setuptools_scm twine cibuildwheel python setup.py sdist --dist-dir artifacts/dist_whl export CIBW_BUILD="cp${PY}-${OS}*" diff --git a/docs/examples/anomalies.ipynb b/docs/examples/anomalies.ipynb index 20f096a5..b3d9a946 100644 --- a/docs/examples/anomalies.ipynb +++ b/docs/examples/anomalies.ipynb @@ -12,13 +12,14 @@ }, { "cell_type": "code", - "execution_count": 1, "metadata": { "pycharm": { "is_executing": true + }, + "jupyter": { + "is_executing": true } }, - "outputs": [], "source": [ "%matplotlib inline\n", "\n", @@ -27,7 +28,9 @@ "from pytesmo.utils import rootdir\n", "import warnings\n", "import matplotlib.pyplot as plt" - ] + ], + "outputs": [], + "execution_count": null }, { "cell_type": "markdown", diff --git a/docs/examples/assets/2d_peaks_n256.mat b/docs/examples/assets/2d_peaks_n256.mat new file mode 100644 index 0000000000000000000000000000000000000000..d71b61896ac05d7177d63cdd168853adc70d8a23 GIT binary patch literal 506227 zcma%?Lwh9*w?sQh$4G5R*lxa*YtWBu#<*f~zP3;_QIPt}#Wz_{(nW^!G98C>cs( zS@0RyI2oBanK|$o=@}XE|DXEve*%(_f&b56wt@d~&!SERXGXJq`i+-KQc!)_@j|ZY zZWMG)h^HZ9WNds*dA_d~6N+e{&5uh_?$Hbn6%fQZ)^_pov&GE`{x^bH2dF8nM zG{h$$h$qP>&EI-l@_OO>@q-)w9VRaNwJIVuCPp)s5I6t%rD2hH?YLHmTnow@6e;Z= 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DCT-PLS is a smoothing and interpolation algorithm that has been successfully applied to soil moisture and various other climate variables in the past in order to reduce noise and/or fill missing values in (satellite) data.\n", + "\n", + "DCT-PLS can be applied to 1, 2, or 3-dimensional (spatial-temporal) data and does not require any covariates to make interpolations. It is therefore an independent, univariate method, that only relies on the (neighbourhood) information in the provided data. At the core, the algorithm applies a discrete cosine transform which fits a smoothing function to a given set of data points and therefore provides a smoothed version of the data and also estimates / interpolates any missing data points.\n", + "\n", + "The only free model parameter (\"s\") can either be given manually (resulting in a higher degree of smoothing for higher s-values, and more fluctuations in the data when s is close to 0). When \"s\" is not defined by the user, the algorithm will (iteratively) look for the best s-value using a Generalized-Cross-Validation (GCV) step, which aims to minimizing the GSV-score (based on minimizing residuals between original and smoothed data), thus finiding the best compromise between (over)smoothing and (over)fitting the available data points.\n", + "\n", + "The \"robust\" implementation of DCT-PLS iteratively reduces the weight assigned to outlier data points and is therefore less susceptible to fluctuations caused by erroneous data points (compare Example 2).\n", + "\n", + "Applying this method to satellite observations usually means applying it to a 3-dimensional input dataset, where both temporal and spatial neighbourhood information will be used to support the function fit (relying on the temporal and spatial auto-correlation of land variables).\n", + "\n", + "The following examples are based on the original [MATLAB examples](https://www.biomecardio.com/matlab/smoothn_doc.html). The aim is to demonstrate that the python implementation leads to the same results as the original MATLAB code by Garcia (2010).\n", + "\n", + "## References\n", + "Garcia, D., 2010. Robust smoothing of gridded data in one and higher dimensions with missing values. Computational Statistics & Data Analysis, 54(4), pp.1167-1178. Available at: https://doi.org/10.1016/j.csda.2009.09.020\n" + ], + "id": "1a9db6edffbb0d23" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-01-08T11:46:41.360250Z", + "start_time": "2025-01-08T11:46:41.357372Z" + } + }, + "cell_type": "code", + "outputs": [], + "execution_count": 34, + "source": [ + "import os\n", + "import numpy as np\n", + "from matplotlib import colors, cm\n", + "import matplotlib.pyplot as plt\n", + "from scipy.io import loadmat\n", + "\n", + "from pytesmo.interpolate.dctpls import smoothn, calc_init_guess\n", + "from pytesmo.utils import rootdir\n", + "\n", + "\n", + "def slide(start=0.1, stop=1.1, step=0.1, mid_duplicate=False, dtype=np.float32):\n", + " return np.concatenate([\n", + " np.arange(start, stop, step).astype(dtype),\n", + " np.array([stop] if not mid_duplicate else [stop, stop]),\n", + " np.arange(start, stop, step).astype(dtype)[::-1]\n", + " ])" + ], + "id": "initial_id" + }, + { + "cell_type": "markdown", + "id": "f5e85c4e93f41b90", + "metadata": {}, + "source": [ + "## Example 1\n", + "1d array robust curve smoothing (with outliers)" + ] + }, + { + "cell_type": "code", + "id": "e9ebae9a4104fc9a", + "metadata": { + "ExecuteTime": { + "end_time": "2025-01-07T15:52:49.054167Z", + "start_time": "2025-01-07T15:52:48.929670Z" + } + }, + "source": [ + "x = np.linspace(0, 100, 2**8)\n", + "y = np.cos(x) + 0.1 * x + np.random.rand(2**8)*0.1\n", + "y[[70, 75, 80]] = [10.5, 10, 11]\n", + "y, x = y[10:130], x[10:130]\n", + "\n", + "z_reg, s_reg, _, _ = smoothn(y.copy(), isrobust=False, debug_mode=False) # Regular\n", + "z_rob, s_rob, _, _ = smoothn(y.copy(), isrobust=True, debug_mode=False) # Robust\n", + "\n", + "fig, axs = plt.subplots(1, 2, figsize=(15,5))\n", + "axs[0].plot(x, y, color='red', marker='.', linewidth=0)\n", + "axs[0].plot(x, z_reg, color='black')\n", + "axs[0].set_title(\"Regular smoothing\")\n", + "\n", + "axs[1].plot(x, y, color='red', marker='.', linewidth=0)\n", + "axs[1].plot(x, z_rob, color='black')\n", + "axs[1].set_title('Robust smoothing')\n", + "plt.show()\n" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "

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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 25 + }, + { + "cell_type": "markdown", + "id": "7e9ad96ce5552411", + "metadata": {}, + "source": [ + "## Example 2\n", + "1d array robust curve smoothing (with outliers) and updated weights" + ] + }, + { + "cell_type": "code", + "id": "20c0a4e0c7a7ddcb", + "metadata": { + "ExecuteTime": { + "end_time": "2025-01-07T15:52:49.533081Z", + "start_time": "2025-01-07T15:52:49.072567Z" + } + }, + "source": [ + "x = np.linspace(0, 100, 2 ** 8)\n", + "y = np.cos(x / 10) + (x / 50) ** 2 + np.random.rand(len(x)) / 10\n", + "y[[70, 75, 80]] = [5.5, 5, 6]\n", + "\n", + "z_init_guess, dist = calc_init_guess(y, mask=np.isnan(y), coeff=0.1)\n", + "z_rob, s_rob, _, stats_rob = smoothn(\n", + " y.copy(), isrobust=True, debug_mode=False, init_guess=z_init_guess,\n", + " return_stats=('final_weights',)) # Robust\n", + "z_reg, s_reg, _, stats_reg = smoothn(\n", + " y.copy(), isrobust=False, init_guess=z_init_guess,\n", + " return_stats=('final_weights',)) # Regular\n", + "\n", + "fig, axs = plt.subplots(1, 2, figsize=(15,5))\n", + "axs[0].plot(x, y, color='red', marker='.', linewidth=0)\n", + "axs[0].plot(x, z_reg, color='black')\n", + "axs[0].set_title(\"Regular smoothing\")\n", + "axs[0].bar(x, stats_reg['final_weights'], alpha=0.3, width=0.3)\n", + "\n", + "axs[1].plot(x, y, color='red', marker='.', linewidth=0)\n", + "axs[1].plot(x, z_rob, color='black')\n", + "axs[1].set_title('Robust smoothing')\n", + "axs[1].bar(x, stats_rob['final_weights'], alpha=0.3, width=0.3)" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 26 + }, + { + "cell_type": "markdown", + "id": "e44cdfd83f7c53c8", + "metadata": {}, + "source": [ + "## Example 3\n", + "Smoothing a surface" + ] + }, + { + "cell_type": "code", + "id": "11cb786cb70598bd", + "metadata": { + "ExecuteTime": { + "end_time": "2025-01-07T15:52:50.450145Z", + "start_time": "2025-01-07T15:52:49.572250Z" + } + }, + "source": [ + "xp = np.arange(0, 1, 0.02)\n", + "[x,y] = np.meshgrid(xp, xp)\n", + "f = np.exp(x+y) + np.sin((x-2*y)*3)\n", + "fn = f + np.random.normal(size=f.size).reshape(f.shape) * 0.5\n", + "zr, smoothr, exit_flagr, statsr = smoothn(fn.copy())\n", + "\n", + "fig, axs = plt.subplots(1, 2, subplot_kw={\"projection\": \"3d\"},\n", + " figsize=(10,5))\n", + "axs[0].plot_surface(x, y, fn, cmap=plt.get_cmap('rainbow'),\n", + " linewidth=2, antialiased=False)\n", + "axs[1].plot_surface(x, y, zr, cmap=plt.get_cmap('rainbow'),\n", + " linewidth=2, antialiased=False)" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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edyKRUBe9WCxmWCLWLwKhHzjoYEAgnxOe5zVN+OQ+fQqeiRYG491Ft5l9AKhWq5idnUW9Xsfx48dx+PBhV87tcbQg3m/8fj9GRkYwMjICoPG3IKLl1q1bqNfr6mDJTntZegGJkSQu0ZkWUgUANGMXEy2PJ0ykPAbQDin0l7JTejknJZvNYmZmBolEApcvXwbHceqil81m8eDBAwAH4/H+uNEP74mRmwudaTGqG2bNjgzGk49bmf2trS1cv34dg4ODPbkQfpIFRi8IBoMYGxvD2NiYmqEg8fvhw4eQJAnXrl1ru+nYa0jGjsasPEySJEiShGq1ykTLYwYTKX1Mpw4p7ejVnJT79+/jwYMHOH36NCYnJ9XzjkQiiEQimJiYaPF4X15ehtfrRSwWgyRJqFQqrtkldvv7HCT9ElhlWW578cGaHRmMdxduZPZlWcbi4iIePHiA8+fPY3x8HG+//bbrselJyaQcxFrJcRxCoRBCoRAOHTqE3d1dzMzMYGhoSG3El2VZs+kYjUb35VxJbGp3/norflq06GMTbcXPYlN/wERKn0IcUm7cuIFIJIIjR4649qVxe9ElO+ePHj3CSy+9hEQiob6O0WvrPd53d3exubkJRVHw+uuvIxgMapxH/H6/a+f6uNAv5V5Gu1XtsBItdN0wEy0MxuMHyZ688sorePbZZxGLxRwfo1wuY2ZmBpIk4cqVK4hGowD2p1+yVCrhzp07iEajSKfTPRt8+KTC8zwmJibUTcdisahmWu7evQuO4zTxOxwO9+T97SY2GYkWURTV+42s+Nln5GBgIqUPIQ1hsiyrit/NLwjP8671pORyOUxPTwMAnnvuOVWgODkXIkTW1tbwnve8R3UeuX//Pm7evGnbeeRJol9Eip3dqnbYFS2s2ZHB6F/0mX3i4uWU9fV13LhxA2NjYzh79qzGVKUXWX76HNfW1nDjxg0MDg5ic3MTi4uL8Pv9SKfTpjNE+iWT0g/o4xLHcYjFYojFYjh8+DBkWUaxWEQmk8H29jaWlpZU8xx6sKQb67qbsUkvWkRRhCAIGtFCW/EfRHnbu5Un/2rvMYIEAVLjS2on3bYLdmPRJYO2lpaWcOrUKdy+fbsr8UAWG6/Xi8HBQQwODgJoOo9ks1ksLi6iWq2qTXzEeeRJXTD64QK9k92qdpiJFtbsyGD0J0azT5zGJkmSsLCwgEePHuGpp57C6Ohoy2N6ZeoiSRLm5+exvr6Op59+Wp27QjL5mUxGnSESiUQ0mQBGk3abZzzPq5USQOP9JYMlNzY2cPv2bfj9fs37GwwGOz6XXsUmJlr6ByZS+gSzAVi9EindHFMQBFy/fh35fB4vvvgikskklpaWejJxXu88UqlUVNHy6NEjiKKo7tKk0+l9q4ftNf2yc7cfGR3W7Mhg9C90Zp/+zjmJTaVSCdPT0+B5HlNTUwiHw4aP60W5lyzLeOONN8BxHK5cuYJQKKSWKHs8HqTTaaTTaQCN2Ebiy/LyMiqVCgKBADiOQzabRTweb2unz2jC8zySySSSySSOHTsGSZLUwZIPHz7E/Px8x+XdbmRS2tFOtADGBjFMtLgHEyl9gNUALLd3loDuAsHu7i6mp6cRjUYxNTWlLijdZmfsLjZ0E5+iKCiVSmpQuXfvnqYe9nGuN36Syr2cYlU3fOvWLSQSCYyOjrJmRwajhxhl9unvl12R8vDhQ8zNzWFychKnT5+2vIBzO95lMhnU63WMjY3hzJkzbWOfz+fD8PAwhoeHAUCd25LJZHDz5k2NnX46nUYsFntXrTndxiW9KBRFsaW8m85kJZNJ02GevciktMMsNgmCgFdffRUXL15EKBRiosVFmEg5QPQOKUY7wzzPq9kVt+hEUCiKgvv372NxcREnT57E0aNHW8RUt5N9nZ4Tx3GIRqOIRqOYnJyELMuqc9jW1haWlpbg8/k0oqWdvWU/ZDCMbH8PCiKcDxI6MNRqNfU21uzIYPQGs8w+TTuRIooi5ubmsLW1hWeffVYdHmiFW5kUWZaxsLCA1dVVeDwenDt3rqPjBINBJJNJ1Ot1PPPMMyiXy8hms8hkMqqd/n41ifcDbm+e6cu7BUFQRcudO3dQKpUQi8XUagm6J/UgNtD0kBjDcRwqlYqaZRMEQc20cByniUtkQ41hDyZSDgh946HZhSDP8+qH3S2clpARl7Hd3V288MILhnW6RiLFycJKvrTdLII8zyORSCCRSODo0aOGqeVQKKQJKma7NAdJP4mUg9itskKWZXVnitUNMxju4mT2idVmV6FQwPT0NPx+P65evWq778CNfslKpYLp6WkoioJnnnkGs7OzXb8OeS+M7PQzmUzHm2KPG73O8Pt8PgwNDamCtlarqaKF9KTGYjGkUilUKpWO+1nchlxPkVhDoL9P9Xpd/T4R0UJvqDGMYSJln6E/tHZmnxx04zwp74pEIpryrm6OafZ8tzGqNyYL3t27d3Hjxg11wSO7NP1EPyxc/VJ2RjDK7LBmRwaje5zOPjGKTYqiYGVlBQsLCzh69ChOnjzpaP3ottxrc3MT169fx+joKM6ePYtKpeLKnBSz20mTeLtNsXQ6bVm69Dixn/EgEAhoelLpwZLZbBaSJKFYLKoxPB6PH8i6brbZTOIOwUi08DzfEpv6KeYeNEyk7CN2Uuh6Dkqk0MHmxIkTOHbsWNtzdSMl3cuLYqNdGrLYzc/Po16vQ1EUPHr0CCMjIwc6Sbdf6IeUOo2d8jPW7MhgOMNuZp9GH5tIxj2Xy+H555/HwMCA4/PodLOLHgx54cIFHDp0qKvj6bFzDKtNseXlZZTLZcRiMdXuOJFIOGrC74d1+KBjUzAYxNjYGMbGxjA3NwePx4NoNIpsNovV1VVIktQyWHI/1nW73xu7okUfm/rhb39QMJGyT5APoiRJjlyJetU4366W+MaNG8hms7h06ZK66LY7Zr9lUtoRCAQwOjqK0dFRKIqCSqWCN954A+VyGbOzs5pJuul0GpFIZF/Ok5V7mUPKvZxg1exolIJnooXxbsFpZp+GjiO5XA4zMzNqxr3TMqdO4ki1WsXMzAwEQdAMhgTcmzjfCWabYplMBrdu3YIgCGoTfiqVOrBNMSf0W2Y9EAhgfHwc4+PjqpEO3YivKIpaJUFESy/On2zmdTJcksQz8jklbnq1Wo2JFjCR0nP0A7Cc2qa6bckIWC/c+Xwe09PTCIVCjoPNfu1Y9QKO4xAOh8HzPE6dOoVwONwySZcMnqSdw3pBP4mUxzGT0g4j0UIu1FizI+PdQieZfRpi6nL37l0sLi7i1KlTLYYqTnG6Kbe9vY2ZmRkMDw/j/PnzLRsY+5lJaYfRplgmk0E2m1Wb8OlNsV414XdDP4kUfWyijXRIz5BRDKczLW69x27FJQBMtOhgIqWHdBsEyHP2Y04KXd51/PhxHD9+3HEt8eOWSbGC41on6eqHUgUCAY1osevv7uQcDpp+zKT0YoAXa3ZkvJvoNLNPoyiKWmLz0ksvudLTZ3dTTlEULC0t4d69ezh37hwmJiYMH+eGIUsvvudkUywcDmua8LPZLHZ2drC8vAyv16vGlm4GJbtJP4mUdrHJKIbr3T/Je0z+dbrx2Ku4BGhFC/lXq9XUWT9Pumjpj0/+E4jV7BMn9EKk6AOBKIq4efMmMplMV7XEdm5rx0HXvJphNJSKpJX1k4pJk2SngaWf3oMnMZPSDtbsyHhSaTf7xC6ZTAbb29sIhUK4evWqaw3hdjIptVoNMzMzqNVqePnllxGLxSyPB3QvUnq9JtNN+EeOHIEsy5om/Hw+D47jsLCw0NfOlPuJ09ikd/+k3+O1tTUsLCxoNh5TqZTtSpL9iku0cNGLFjrTQs8Pe9yHHjOR4jJ2Zp84odeN84VCAdeuXeuovMvsmJ0+/3HC4/FgYGBAFXT0pOKlpSVUKhXVOSydTjuaVNxP5V7vhkxKO6xEy+3btxGLxTA8PPxE72YxHn/cyOwrioLl5WXcvXsX8Xgc6XTa1YvldnFkZ2cHs7OzSKfTeP7559tuBNEi5XGCLi0+fvw4MpkMbty4AY7jTJ0pnfbqdcLjlElpB/0eA9BsPK6urmJubg7hcFjzHptVS5CM5H5iJVqq1Spu3ryJkydPIhwOw+fzqbHpcRMtTKS4iN4hpZ2Fox16JVIkScLKygrm5+dx7NgxnDhxouta4n6p/T2I1zeaVExEi9NJxf0kUvopkyLLcl+IJlq0FItFhMNhKIryrq4bZvQ3bmT2q9UqZmdnUa1WcfnyZayurrq+XpuVeymKgjt37uDOnTs4e/YsJiYmHP0O3W6gHXRcIpnb06dPA9A6Uy4sLKBWq7XEl16sk/0kUtyOTfqNR1EUVdFy7949FItFtVqCiBYi0Ptp6DHQ+LxkMhn1+1StVtXH6Ice97toYSLFBcgOVaVSgd/vd0WcEHqxQJLjLS4udlzepefdlklpB22VqCiKOqlY3yRJ7CjpBr5+Ein9FpQAe/ao+wVxG7NqdvzmN7+Jz33uc/j2t799kKfKeBdCGrRFUYTP5+v4gmRrawuzs7MYGhpSMxj71S9Zr9cxOzuLcrmMy5cvIx6P2z5eP60VbmLUhE/iy+rqqupMSeKLW86U/RQPen0uXq8Xg4ODGBwcBND4HBpZSqdSKVev+dyAfIfoTTKSZZFlWRUtv/7rv45QKIRf+7VfO8jTtYSJlC4hAmV9fR23b9/Ge97zHlc/rG4HAlLeBQBTU1OuTWw1EilPUk9KN3Cc8aRiowY+4hrWLwteP2QuCP0oUiRJ0pRZGDU77u7uqkGBwdgvSGZ/YWEBAHDu3DnH6wo9f+T8+fMYHx9X7yMZeTfRx5FsNovp6Wkkk0lcuXKl49Iyoxhq9yK3HzIpVtBN+MSKl7ha6Zvwu20QJ6/XD+x3bPL7/ZpqCTqbtb29DUEQ8Pbbb2sGS+5HCZ4R5Hupj0368rCtrS1T04l+gYmULqAdUsgf3e0vsJsiZXV1Fbdu3cLk5CTu3bu3r7XEdp7/bsFOkyQAzM/Pq034bjuH2aXfyr0AZyIlFo+jsPd+9gK9SNHDcRxKpRIikUjPzoHBoNHPPvF4PBBF0fH3uFwuY2ZmBrIst8wfAXpjj0+OqSgK7t27h6WlJZw+fRqHDx/uaB3ql7VrPzFzpsxkMmqDeDAY1IgWu/Gln8TaQccmOpv16NEjrK2tYWxsDNlsFo8ePVJLvElGaz/n4NB9Z2Y8LrGJiZQOMJp94vF4XN9VAtwRKZIkYW5uDpubm3juueeQSCRw7949VxecJ6UnBdj/wKZvktzd3cU777wDj8eDu3fvolQqIRqNqpmWRCKxb5aU/ZZJcVKuEjvf+x2idiIFwGMRCBhPBkbN8R6PR7Urtcv6+jpu3LiBsbExnD171vAz3qtyL1EU8c4776BQKOCll15CIpHo6njA49+TQs6jE2hnSkDba3H//n3cvHnTdnzpt3KvfopNPp8Phw4dwqFDh0xL8PTDO3v1XpK41O74pVLJ0h2vH2AixSFmDikej8f1BZscv5vjFotFTE9Pw+fz4erVqwgGg6rzmJvna7SQkx0xu89nNCDNbKdOnQLQqIUlk4pJk2Q8Htc4h/Vqse5kwnuvcNycuNq7DArBzvtDRCaD0UvMZp+QoYt2kCQJCwsLePToEZ566imMjo6aPrYXIqVSqaBYLCIYDLpibfy4unv1EqNeC30TPnFuI2VL9ODbfonVB51JodHHJqMSvFKppL7P9+/fBwDNYEm3+obI+diJ24/DBhoTKQ6wckjpxYINOJ/AS/Po0SPcvHkThw8fxqlTp9QvEb3guHmebpR7sWDSgP5s+f1+jIyMYGRkBADUHZpMJoOHDx+qOzQkqESjUdcWu37brerkXHpZ8mXHerJcLvd9IGA8vhhl9juJTcViETMzM+B5HlNTUwiHw5aPdzPmKYqC+/fvY2lpCT6fD88//7wra9iTlEnpFVbxhW7CT6VSqNVqB3y2TfopNrWLAxzHIRqNIhqNYnJyErHxQe0DatQmQt16Q8FOLLNriVwul/t+A42JFBvQs0/MBmD1SqR0UvcrSRJu3bqFjY0NPPvssxgaGtLc3wtB8CSVex007d6DUCiEUCikppXJDk0mk8Hdu3fV9D4RLaQRP/Yf/lsU/ul/dnQu/bRbZbTwxsYHUXi43fLY/Sj1IpbI7XasiHUlg+E2dmaf2MnyP3z4EHNzc5icnMTp06dtXeB0s4FGIwgCbty4gd3dXZw6dQqrq6uurjlPgsjYz/M3ii+ZTEaNMQBw48YNjdHLQdBPsandBlrs4mGgIhjfWXPWJmBn081OGTLweMQmJlLaIMsyRFFsOwCLNM677ZdNNxLa+UKS8i6v14upqSnDBYQcp9flXp0cg+Espa7foZFlGYVCAZlMBhsbG7h9+zb8fj9SqRQuo+FI4mRg50Gk92MfvojCn19vud3su2UmVHqNkYOKEaVSCel0ej9OifEuwu7sE6sNNFEUMTc3h62tLcMNLSvc2JjL5/OYnp5GOBzG1NQUCoWC6xfkRrGpWCyC5/m22SKz579boOPL4cOHcffuXeRyOUQiETW+kCntZFNsv0xe+imToo9NsamTQIHqA6MFCv2zXqC0yaIAwOLt20i1ieN2RAoRoKwn5TGFdkghF2pWF2vkA9oLkUKO2+5DZ1beZXZclknpT7oRBjzPI5FIIJFI4NixY5AkCbu7u+oO2ODvfhR//cIvqQGFHkhldi4HEQiMhEo3361elHzZFSmPQ0qd8fhgJ7NPY9aTUigUMD09Db/fr/YrOqGbGKIoClZWVrCwsIDjx4/j+PHjaoztRTM+Pb9oaWkJ9+7dgyzLCIfDSKfTqouiVcM4o0EgEMCxY8fU+KJvwo9EIpr40iuTl37rj3nhJ364eYOZQAGAKCUu/GLz57oEBKhYIuo+c3vHWVlZwdzcHMLhsMahjY7jdjMpj0MpMhMpBtBBALA3OZ4WE25iR6RIkoT5+Xmsr6/jmWeeUX28rejlkMhO6YcFp1+CkVvvhcfjQTqdxpH//NPqbSdOnGgZSEWCSiKR0HzO9julHvsf3m96n/470FLXS27fh1IvAC0NymawxnmGW9jN7NPoy71ogXD06FGcPHmyo+94p5kUURRx8+ZNZDKZlmHCvYhL5Ji1Wg0zMzOo1Wp46aWX4PF4VGvexcVFVKtVtWGctozth7jUL+iFgX5KOxl4qH9PyYV0IpFwbdProMu9Yh95Big2xMgLpg/yAx7qHCu0KBFbH29FyIfCxg5eRKNEkojDu3fv4saNG6pDWyqVQr1et9043++xiYkUHbRDCsdxtr9Q5HFu2xC3Ez+lUgnT09Nqs6Pd+lC3e2hYJsU9evIeUGnk43/002pvChlIlclkcOvWLQiCoHF2cTsz2A1W53IQJV9PkoMKo79xmtmnodd60v+Ry+VaBIJTOokhJHsTCAQwNTXVUrLSi9krHMdhd3cXi4uLSKVSeP7551WzgaGhIbXEzahhPJVKIRgMQpKkvtq571f0Aw9pG14yO4Q04afT6a5MXg4iyx/7yDPN/ykaZEtCvsbPsb2St7JJH0o79FkUHT6fT/PZpR3alpaWUC6X4fV6sby8bLj5SJ5Tr9dZudfjQjuHlHYQQdOLVDU5Pz3Ey358fBxnzpxx9IV1e8fKjYnzLAA02M9gGAgEcOr/+GnA50H+Z/+TJlA/ePAAoiiiXq+rAdtNm0Q9+iyKvuSrnwQTYN9BpVgs9n0gYPQvnWT2aUi5Vy6Xw8zMDCKRCK5evdp174DTeEeGCVtlb9wu9yLibm5uDqdPn8aRI0fAcRwEofXiUd8wXiwWkclksLm5CUEQ8Oqrr6qbN+l0+sAG7B4kTmOTmclLNpvFvXv3TE1e7JzHfoiU2I9TORK6bKuomzsUsmGVXbHInNjoRSls7Jjep3dou337NgqFAur1Om7duoV6va7JaMXjcZRKJQDoaSbl4cOH+OQnP4mvf/3rqFQqOH36NL74xS/i0qVLto/BRArsOaTYoVciRb9wy7KM+fl5PHr0CBcvXlQ/mE6P63YmxQ36IZNy0GKpG5ES+/JHUfj4/7f94/acvmL/7u+ptxl5u7/11lsIh8PY2dnB8vIyvF6vpg52P51d2jqojA8CCfO6erf7UpzU/dpp0GUw9JjNPnECz/MQBAFvvvkmTp06haNHj7pm72snhpBhwltbW3juuefU+Rxm5+pWDBBFETdu3IAkSbhw4QImJydtP5ee2p5KpTAzM4Nz586pmzdzc3OIRqOa3otez5M66LgEdBeb7Jq8kPc0lUqZNoeTz4ib70nsZ97b+MHMhYsmSglUo4wKYJ5FGQg17gtRl9+0SJF0n/9ctf356CCf39OnT0NRFFSrVU1G61/9q3+lDni9fv06Xn75Zdd7h7LZLK5evYr3ve99+PrXv47h4WEsLy+rQ0Xt8q4XKbIsqzvF3daf7sdAx3K5jOnpaQCw5WVvdUy3Myn6331rawu5XA6Dg4O2pqv2wyLcD3QaCGJf+ocAb/N5gtQUKD7j4Eqyg0NDQxgZGYEsy2oN99raGhYWFlxzdrHqRSHQmQuzfhTrF2k9t9jJMQBAYWnN8eGeJAcVRn/RbWafUK/XsbCwAEmS8PLLLzu+QLDCTgyhhwlPTU21bc53K8NfLBZx7do1BAIBBAKBlt3iTrL8pFcF0A7YnZ+fhyAI6jRx0s/ypMazdr9X7D/9ROMHgbrwFnSZgr3/TwCYMLkPQOsFu9S8xviIIAFv/FsAQOFTf972vNXz+9QHtP0gdIZD48Kly3yQbIkdEQMASeqzXpeAsEm2pV0WJRlEYeGhvdfcQ5IktZGe47iWjNa/+3f/Dn/4h3+Imzdv4iMf+QgEQcB73/tefPazn8WFCxccvZYZv/mbv4nJyUl86UtfUm87evSo4+O8a0UKCQKkxteNBjknk32dHleW5a7Ku/T0otyLIMsybt++jdXVVSQSCayurgKAuoBbeav3QyalH+jos2hXoDiATqmT1Dy50BFFUXUO65WzC13ypcmkHE8DdzLmTzSZNk/EjRv9K3YzKawnheEEtzL7Ozs7mJ2dVS+Y3RQo5LysNuWcuE0S3Mjwr62t4caNGzhy5AhOnjyJb3/7264Pc6TLaxRFQaVSQSaTUddCnufVbMBBzhJxi9hf/QwA4DmgISIW9+4wEyJ64UFjQ7wAsBQoLef3az+svUF/4U8f145A8fDm2RIa+na/p/HP6Hg0nfapOECSJNMNAY7j8Oyzz0IURXz1q1/F2toarl+/jm984xtIpVKuncOf/umf4gd+4Afwoz/6o/jWt76F8fFx/MzP/Ax+6qd+ytFx3pUixa0goKeXU+fv3LmD7e1tPPXUUxgdHXXlmL1onK/VapienoYgCLh8+TK8Xi94nm9J6wYCAVWwEPu8J3XnySn9JNSsHFS8Xm9bZxe9c1jiE38Xhc99U3Oc2D+ZAtLtg7ibPSluNNo7ESksk8KwgxuZfUVRsLy8jLt37+LMmTMYHBxUL9TdXGPN4l27YcLtjkl+B6fnKssyFhYW8PDhQ43LpZHIcHuDjpTJTkxMaMqY1tfXcfv2bQSDQY3VsZXt+34ReOOX1J+9YvMinq/pMgiiDSHSiSjxeRpigL7PwwNVg4t4vUCxej27AgXQChEzFy6zci5AG7esHmcXvTADHGdRAHuxiWye8TyPZ599Fs8++6zj17Hizp07+PznP49PfOIT+PSnP40333wTP//zP49AIICPfexjto/zrhMpdgdgdUIvREq5XIYgCMjn812Vd+npRblXpVJRmwsvXboEnudRr9fBcRzi8Tji8TiOHj0KURTVi9m7d+/i5s2biMVikCQJ+Xxe/eJ0w4Otf6v5f16WMTHySyaP7i9IgI594+eApU0AQOG/+6Oevy49kT72Kx9qnMsP/Gvbfwu9s0u1WlUnFRNnlx+RZNy/fx+pVKpZEmFDoAA2RIpFP0pLqVdZRCyVbNQHd4gdd696vQ5BEPre5pFxsLiV2a9Wq5idnUWtVsPly5cRj8fV2nO7bnR2MYp3nbpNEmijGCe/f7VaxfT0NCRJaomT3VYNOH2+flYVHe+Wl5dRqVRaNm/arbFOXl+Y+1fqz7T48FA/+6gLd/oxLRgJFJ+n8bNJmbDmPqvHySa/U9DXECW0jtNnWGhxo38sLTbqEuChLnPpagP6mHZFBR1jrBrpaazKuWw0zHeCXZESDod7tjksyzJeeOEFfOYznwEAPPfcc7h58yY+//nPM5FiBHFIWVhYgN/vx+HDh13/47hd7rWxsYHr16/D4/Hg3LlzrjbfulnupSgKCoUCcrkczp49q763ZoLN6/VicHBQbaCs1WrIZDJYWFjA8vIylpaWVMePdDrd0y9SP2IUoGNf+PuGQiX2xz+Jwv/9i5bHi33h73d8Lu286M3OCwCCwSAOHTqk1sGWy2Xgq8BT//M/wH/52L8BAPzwH/yPbUUKKfmSZVnb89Ku5KsdXQgUwJ671344qDAeb0hm/80338Tp06cRj8c7Wu+2trYwOzuLoaEhPP/882qppZOBwE7Qr/FulCOT39tJ1nRnZwczMzMYGhrC+fPnW37Hg54YbxbvMpkMHj16BEmSNA5Xdh0Us/d/HQDgo7IDAaH5sx2BQhC9HvU5cmDvcyNSF/g10VqUGP1s9Ti37us0w2L1OH0WxSxbYvp8C8ET9WuzN2YN85ul9q9jgZ3vT69npIyNjeH8+fOa286dO4evfvWrjo7zrhApxCFFlmXUarWeWby61ThP93RcuHABy8vLLpydFrfKvYiDSj6fx8jICI4cOeL4GIFAAGNjY1heXsZTTz0Fj8eDbDarOkr5fD5NP0u75uy3678HusCA3/s9Vzd+q202Zb+DWexv/inAcyj83f9Vc7vR55OIDY0oiDcWULpp3q7Dl+k57WVRAGsv+tiX/qHtY3Icp+nLeM973oNisQj8gf3zIgtv7KMvNm/sVqh0gZ3dqmKxCACsJ4XRgn72SblchiiKHZU53b59GysrKzh//jzGx8c199MzvNwsMyLHFUURt2/f7sptUn9MO+uwoii4e/culpeXcfbsWUxMTJjaGneD2yKHxLuxsTHVWCOTyWgcFGmr40AggKL0+zg5WcfW6rfgpTZC9QJF2FuPfJKkER6S13id8gnaxxF4q+yKG6LELIsCWPaeGJVDmWI3S0GLingQ8FP/T/eYOCnnGooYP44+J6vzG248v/DKbevXMcFubOplXLp69SoWFhY0t92+fdvxNeITLVLoIEAucLxeb0+a2wF3yr0qlQqmp6chyzKuXLmCSCSCu3fv9mSSfbcLL3Fu8fv9LYGxE4jdMrF+PHz4MCRJUpuzV1ZWDsT6sacQYfGNn1OFiqIoeF/+y6ZPscpeuM0P/s2v4eFFd14r9nPfp/7M8zzGP/GDrQ+a22y9bTSm+Q7jwW7zvqFwX4uUcrnsSvki48nCaPZJJ5tc5XIZMzMzarww2hmlsxNuQj7Tb775JoDu3CYJds9VEARcv34d+XweL730EhKJhOUx+6nPj4a25T18+DBkWVbjneD9P7Cx5/8RqjUukL2SBHnvfffVBch78cMryhqBYka7jIoh+h4VM8jxonslUfpSsaCv9bHkZzpLQ4sUWdE+L1cxfpz+mHr0WZQ4VbZFv7ZRP0w7ivWmKAE670dxEbuxqZeZlF/8xV/E1NQUPvOZz+DHfuzH8Oabb+ILX/gCvvCFLzg6zhMrUsya4z0eD2q1Wk9e0+PxdCWANjc3cf36dYyMjODcuXPqh6xX81e6OSZJ7U9OTuLUqVNYWloyHJDl9Jz0wcTj8diyfiSPuR3Yn4t3AKjN/zIAIHD2VzW30w2JxVgIvvP/s63jEaFiN6DG/vgngXgIsT+0X9/ZglkKn8J0J3IvKDgWTSHny84rr7wCj8ej/YwNdXFB1GWpF9AIBO2yesVi8V1Xrsiwht44A5oX+07jB1mDDx06hDNnzphelHQqgNqxs9MYLhePx3H+/HlXhLidTEo+n8f09DTC4TCmpqbafgf3uyelG+7u/gcAgC/eEAYKx8EvihC9HvgFUSNQCF7R/O9qVvKlR/LwkPb6PHyCBNnf/Ft66b+rLAN75WAQZCBgIjzsZmJaTsTiMypIQMRv/lg6y6IXRWalXlaCwqx5nkCECT3I0ep4VpkTJxkiGzhpnO8VL774Ir72ta/hU5/6FH71V38Vx44dw+c+9zl89KMfdXScJ1KkWA3A6pUDVzfHlmUZi4uLePDgAS5cuIBDhw5p7nfbiYscs5OFly5Fo1P7bi3k7Y6ht34sl8uqaLl37x6iV6yPb6fky+kFZW3+l1WhQguUTqHfg8x7TiP9HV3KdyyB2J/9d9rb6IbAcGMhV8u+HDTnGZVw9SILEPsnU44e/5E//Jf4m5/6dz377sZOjjmeldIPgYDx+GCU2afXGrsiRZIkzM/PY21tzbbbo5txjy4vA2DbXtgJZnHg4cOHmJubw7Fjx3DixAlba7VRbOqnTYMbpc8DAEJ7wsMrSVD2zs8vmmcxjEq46IyKR5FR9zcv8bxUjPCKMuqBPXFsISgsm+ppetFvYlUSpsfqIt9u/GuXRSGbYhVR21diRqeCZY9OS70A+7Gp172SH/7wh/HhD3+4q2M8USLFzgCsbrMdVnQSCIgriSiKpun6XgirTsq9arUaZmZmUK/X1VI0ghsipZMBW5FIBJFIRLV+vCYutn+iC5AsCv3/8d2y4WOFuX9lmE0h/Sh6bL+Pe/0oGI4DD7ONn/cyI+pALRcw7I9x0I/SgqQ0an0dOpt4vV7jssIfvwh85br5Ew2cvTS7Xx1ipxGZ1P3200URY/+xY3tvx3ilWCxiZmZGdc+yW17llqlLpVLBzMwMJEnClStX8J3vfMd1K3ujTTna1rjd1HqjY/ZjJuUt4YsI7TmvBUQRMs/BTzW++8Vmj0lAECDuZTr8gqgKFFpg2M2oWGFZAmb379yrLEqnj7V7H01FBAapzSWz7L+dRnqgZy5eRpDNEDux6XEwdHliRIrd2Sf9JFKIG4u+vMvouG4vkk6zM9lsFtPT00in0xrnGPp4nZ7jWwJxpzrf1e95Tfzf2z4mIIiYLf+/cUT4B4jFYvvWK1Bc/BVET/1rzW250QSSm61DB8/M/0b3L5gIAeU6Yl82SK22W6gPp4AHWfV/7bxHPeuTGW3OF9E4lpBdra0ycMy9AVROcNKTwnj3YpXZp2lXkkWyCE6GI9o9th2M4lUvsvz6eFculzE9PQ2O4zq2Ne42froZf0m8CwgCZI5DiCphFUlfiU6gEGgRY5UB8ShWgqV5X8dZFMHm37yfsyh0pmMwos2k0KVeJZvtAWaZk9FY6330OetntwAo/PG0vdc0QFEUKIpiKzY5mWF0UDwRIsXJ7JNeixQ7x5ZlGUtLS7h//76hG4vRcQ8qk6IoCu7fv4/FxUWcPn3a0rq524W8PrUM7Jzp6hhWCD4vBF/jI5+RvoSZ7zyPVCqF6PjfohAM4mLov3f19YqxRjCt+Vq/ZrX5X+7uyydIgD5W0/0la7vomOGYRqQM/ebfQ+Fff137mIe7wHAHuzBkcT6eBua3HD1VlmWc+MUfbv/AdrTpR7Fb+tUPDiqM/sXp7BOz2CSKIubm5rC1teV4OCKhmxhiFa96tYFGjkmE0djYGM6ePduxrXE35V5uZUG/jf+IkFCHzPEI1RsXvl5ZpsRI+wb1OhVLeGrt8UpaBy+eusj3iJL6GgDA+5r30U32XlGCQJWH6Y9B0zJnJUBFM/pzRosZfcyij9muCZ4WLfrHkvtyldbnpagX1AsWur/FbsN8pc3faDTafJzZ3C6X+09aDr/3N+2Hci83eKxFit4hxc4ALLdnmdC0NPYaUK1WMTMzA0EQTMu79PSqcb5dcBFFETdv3kQmk8ELL7yAVMp8x9qNYBWu11wPeMR+mIiTQrC5cEw+9Y7msQ83/xcAz2N7exsjIyPI6AZCAsDIoU+2lHp1Qnqn0PihJmoW+Ng3fq7lsYZ9Kb0gYqPOFo2hjwCAzaJtoRL7ue9zvjifHwYyTTeX7//dX2z80K5hfrU1O2WH2MkxR4+3OyflcQgEDHexm9mnMRIp+XweMzMzCAQCuHr1KoJBi4GlFnQaQ0i8IiW++s9yr2KTJElYXFzEvXv3DPs0nR7PrX7JTgTLX3r/CCGx3ijp2hMoksejyZDQAoVXZLWJ3SPJqO3ZRtOP5y0yDZ3eZ/dxrpSEOcHqnOn7kqFWkWK3vIumnRAhFOtNUQKYZ1L22e2LXnOsKJVKiMVilo/pBx5bX0xZllGv1zUWjnYWkF64nBDaLdjb29t49dVXEQqF8PLLL9u+eDkId69SqYTXX38dtVoNU1NTlgKFoA8E/3vgT/G3vv/T0Xndif9J28d8KfqXLbd9Lfg108cLBpkMIzKxvb+H7yvYyPw2AKDaxjmGUIyE8OjQQMvtPPUeFxd/xdax1PMZTbbeOGZitWnl0hULOHrdtiSp3anNorvHJpwfNr79gUmGyGrafI/oB5tHRv8hSRJqtZo688Tu9Hh6A01RFDx48ABvvPEGxsbG8OKLL3YsUPTHtsvOzo4ar/azX5LjONy6dQtra2t4+eWXuxIo5Hjd9qR0yl96/whBSdgTKBz8kghJt2Z4ZBmih4fo4cFTZVoeKmMQsNj89Fr8Xa3Kuaysiu0eo+OSsF70rTg5jl3xoi/1Gok2/9kRKO1wudQLQNuyUsLjUor82GVS9AOw7IoTwkGUeymKgqWlJdy7dw/nzp3DxMSEo+PuR90vjd5e2E6K3ehvIHGNxfgPIv8VHyv9kO1ze0v4IuaSh/Dx0oda7vty5Otop62HdjvbSQeA0xfegU9qpseDdW1j3Maj30TSwfEqAa3I2Xj0mzh+d139fzEZhjdX1qbL94sLY8Btg7kkTtnLqBj1pcR+7vuAQ/Gep7htQ5rmTw0AizumD7t27RpSqRRSqZRp7xJz92LQdJLZpyGZeEEQcOPGDeRyOVy6dEm1X+8GJ5tziqJgeXkZd+/etRySCLgvUnK5HOr1OiKRCK5cueLK8EkjkULq9u0+nzzH7t/zL71/BInjEBEF+PcESlBsXMjKHAefKEIk1tMO379eZFF63ljfqfBw0ptid06KnnalXmPxxn9LNpvkrTIx+xAH7cQlgDXO9wR9Ct2pQAF6K1KMAgFxxKrVanj55Zc7Sq/1uu6XQKyQV1ZWbFtb0sczC1Zj1c5Fgx6ZMxYoh/PGF5w7iTji5VbXrUIwiFi12nK74PPCJ0nwSRKqfn+LSEnmS2qPiVEN8aNDAzj0yPzi1wgxGYa3YnMBBLD61GFMXLvr6DUMccs04PwosK3NqMR+Y8928FDc/Hlnh4z7UsyyKEB3s1EAbT+KhVAZGhpCNpvFgwcPoCiKKlhSqZTq1vUkOagwukM/+6TT2JTP5/Hqq68iGo3i6tWrbWeA2MWumKjVapidnUWlUsHly5cRj1t8f+HeBpqiKFhZWcHCwgK8Xi9OnDjhikAB9m/OCcnmByQBAIeQKEBG4zMg8Rzkvc+Dj7IVDlA/+0UR9T1DGq8kQ/byez9Lmoy+h7p+8SiKOjEe0GbueVkBqCqCSKkZ76yyKHZLwizpRRZFjxvnqaciakuYqyZVCHYFywFgR6QoivLYbKA9NiLFrkNKO3rZk6IPBDs7O5iZmcHAwIChI1anx3UDfXCh7YWdlKLRxzNiNZTCRCVrmk35avBPcNhgI2O0Zixshup5bPnj+FL0L/ETxR9oe14izyMfDhsKFQLdpxKumjt5yDyP9cEUUrsF5OJRjOzkLF+7HGoscHS6nM6i0FTiIYTyFcP7aFafOmz9AJ9HdfZqvOAQcGerUfJVMPjdIn7jBfeFw8D3Hqj/G/uVD2mb54+mgXvUpPe6BKRNBMSKRRN/uo1TTzrU7EvpJKX+vmPa/7+pyxyZCJWJiQlMTExAURQUCgVks1ns7OxgeXkZXq8XqVRKXZOsKJVKGB62EF2Mx5p2s0+cHCeXy2F7extnzpzB0aNHXbWtthP3MpkMZmZmkEql8Nxzz9mKV27EJkmScPPmTWxvb+PSpUu4efNmV8fTYyRSBEFArVazZeFMZ1KM+P+E/wsi8p6VsNRw7IoIjf/3ySIkXuvgBQCC1wufKKK29x4HKIFihcdSXJj/HXhFQSXcvOCuUY/1iJJmKCMtUhpixvg+ffbFUaM9jVmjvf4+OguRLcESO6VeQ3vXOHQmpUptPNpupjd53Ei0cYwEJXTojI5BVuX/99/+CqJvvolUKoV0Oo1EIuH4utHO5hnw+PSk9L1IsTP7xAkk29FpE5wVZMF2ki63e9xup7kbHZMsuu3she3QbrfKKJvy5cjXcT7XeoGYCTUWjz/3/yd8uP6j6u1/7v9PAICoVEPR0/ji/1ff/4nDuR3wXq+6U0UTEARUOtyNpLMoMs+rQSQXtxZw5UhAbXakKUW0NeVro40+n5HNXYS2CpYlX3TzvGEWZTgOGNgZA2gKFZqLOkc5G03zsT/+SeDRrrYnhXAoAVQFxP7wYyj8wz9oeyzHZMxFJt58aHz7D502DiCnWnuHaGhnL47jEI/HEY/HceTIEciyjN3dXXXa9jvvvINgMKjJtNC73/tR9/vw4UN88pOfxNe//nVUKhWcPn0aX/ziF3Hp0qWevu67nU6a442o1+uYnZ3F7u4uEokEjh071v5JDrEq91IUBXfv3sXy8jLOnDmDyclJ279Ht1n+UqmEa9euwefzYWpqCsFgsCflzfQ57uzsYHp6GoIgIBKJIJ1OI51OI5lM2rq4A4AvRv8KAbmxthCB4pMbZV0hsSFUGhkVICQIqHsaa7tfEiG0ia9eqvzJst/E4n23LvuyEDM9KCXruETM6r5URCduLNzArJrp7QoRO5mTkT2rYbPko41ZKe95z3vU4dQLCwuo1WqIx+NIp9NIpVKIx+Nty+/tlnuVy2Xbc5YOkr4WKW4FARqPx6PWo7otUkhN8fe+9z3b6XI79NJB5f79+7h9+zZOnTqFI0eOdPye2Emp/7XnK/iA9OMASG9JZ4T2RMqXon+JZ3d2TRf9bCwKjnrf6IyJvnnRCtlkUdgYSLZkU0LlGmo+n8bKUfJ6LJsPgUbJl+DzWGZTVj9wsfk/cYsMBLEfHu7+s6chGW6IFCsm04i98s+sH3O8TY39QATYoXbKJhPWIoXm6dHGP6BVoOizKIQ2/Sk0PM8jlUohHA7jwYMHuHr1KvL5PLLZLO7fv4+bN28iGo2iXC5ja2sLuVyup7tV2WwWV69exfve9z58/etfx/DwMJaXl5FMJnv2mgz3Mvs7OzuYnZ1FMpnEqVOnsLbW3vq6E8xiSL1ex/Xr11EsFvHSSy8hkTAx5nB4XDtsbGzg+vXrmJiYwOnTp9WLL7fLm0lsUhQF9+7dw9LSEk6fPo1UKoV8Po+dnR3Mz89DEAQkEgkMDAwgnU6rZZ3kb/s7yW8ioDTWcSJQQnKjpCsgC5DBIyI2stUBSYDEexolXJRAIZiVfNECpeL3wSc1Yw+vNMq3QgbZ/nZZlE6wKgmz6mHp+ewVoDcuYlWLXhIaIlic9qrYwO/3Y2RkBCMjIwAaw1OJaFldXYUsy0gmk+qGWDQabVl77LhOknIvlknpAiezT5xAFKadP6RTSqUSisUiRkZGbKfL7dCLnSWg4Ta2ubnZ1l7YDlYihZR8AVqh0g6fLOPLka/j46UPqVkUcvvZ3TVUvcY1yzvxxhevEAgiWW5c7G7HYqpDCq8okADkIhEkS82L4UitdbExEigKx4Ez+F1D5UbwKMRCkHke4UozmNh1UnGVKJVmPj4E5CvA3Z3WLMrpYeBhTntb2WDhnTO4gDrfpm/JqtSr5fiUiBiIAPObwNG9z+Xlw8AbD4yfZ8ZQBNjSlQU8N2Z/SrAFkiSB4zj4/X4MDg6qE7Dr9Tqy2Sz+/M//HJ/97GextraG1dVVbG1t4f3vfz9efvll1/oMAOA3f/M3MTk5iS996UvqbUePHnXt+AwtbmX2aTMVkr3Y2NjYV+fJXC6H6elpxONxTE1NddQD0olIadf76HYPCdmQm5mZQTabxYsvvohoNApBEDA8PIzh4WH8L7FXAHgAFAEU4UUzW+2DCHwEhgIFAHyypAoUkfcguCdQzCCihaBQMYYu5zKLGZVgoCVzQbuCRcutvZZmtNs86xucNJxb9arY7XkxyrAYiRIrgWKVpTH4fQr/2ystt4VCIYRCIRw6dEgVFplMBtlsFnfv3lU3zUh5WCgUspVJIc64j4NI6TsLYpI9qdfrrgsUoOkd7WZfCinvWl5ehs/nwzPPPOOaQAHcz6SUSiU8fPgQkiTZthduh5PAos+iVHzmF20i58F3lC8jWWvupMdr1r0b9C6VHqtdpXipjHIwAJnn1X92ET08CrGQKlCAZk8K0Mi6tCO0VUCFypD4KXtC+lgtyHLrztJwHNtDNjMpeoFCaCdAjnbvOtTCe/dKXWiBYoZ+0vzTo8b3HU6YZ1E6xCwQkJ2wn/zJn8TCwgLOnTuH7//+78fi4iJ+7Md+DD/7sz/r6nn86Z/+KV544QX86I/+KIaHh/Hcc8/hd3/3d119DUYDEpvsDmc0o1qt4s0338T6+jouX76sDsjdL+dJklF46623cPToUTz33HMdN6k7jU21Wg1vvfUWtra2cOXKFUNzFrc35SRJwsrKimqnr88yNgRKEy8ar+2D2BAoaBUoAUWCzPHwyeR2EaJOmJBGeFImXPd4Ufd4NRkVL90bYtVvYlXapZsuXwwHtf9CzX9PRKmXnk6thu2Ueg1FgXiwKVCssOqZtFHq1Q6O4xCNRnH48GE888wzeO9734uLFy8iEolgfX0dr7/+Ol599VWsra2p19BmlPY2Zx8HU5e+yqTIsgxRFPHOO+8glUp1VX5kBgksbi2CpJ64XC7j3LlzWF5e7sk5u7WzRFLssVgMgUAAgYA7MzSciJRD1V08CjbKCtYiSSTrZVR8foSE1i/VRLU5+bzG+9QgAQDJqnEJ0MNEGsMle45iuUgEE1uNUp9iuFEOVvX7EKwLyIdDiJdbBZHo8ahCaGMgiYhFs305FFAzKkZ9KprjJhv1ocV0FHW/F5WAD6Gag16kwSiwWzEv8wr4gGO6fozJNLCS0d5mlEV570njTApNptw4nhvQAiXo8AJKL1CARgaFZjQKrDcdyQpLa46GOdppTiSWtD/yIz+CH/qhH1J3wtzkzp07+PznP49PfOIT+PSnP40333wTP//zP49AIICPfexjrr7WuxmS2f/bv/3bjoxFCGSC+tDQEC5duqTZzOq186QoihAEAdevX0c+n8eLL77YdVmgk1hKGvPT6XTL707jZrzb2trC1tYW4vE4XnzxRXWTksRoWqAQcQJAFSdAU6D4lL2eE7lxn18WoXAcglJzjQ5KAuq8F3652Qjvpx28JHslRW65b+kfWwiHqPu0fze6x0V/H12Gpr8vnW2uo3ZKvXKpyN7/N49DyrIjGRvrY4+yjQAafSWAcQwE+srVi+d5JJNJJJNJHDt2DJIkIZfL4e7duyiXy/jOd76j9lylUikkk0n1O1csFsFxXM96Uv6n/+l/wq/8inYu3MjICNbXjY2DrOgLkWI0+0SWZdcv9gluBQOy6CaTSVy5cgXlcrkn6Xo3Min6FHulUsHuroNSnDboRcrv+f4EjfR5A7rkixCVtBf3ZkIFADZCrbXSVa9P9Z43oubRXtyS3SijHpZKwA+P1Jz0mw9bu04RdxYAKIaCLVbFmvMMWF9kbwwnMLLZ+FtIe3aSlb3nPBgbwuE1A5teityhFJKP9t7bRKiRSo4aiE87s1iGY+YLdBvqLx7VZH8AAO872fjv/7XU0TFtsbMnVmfXgY+c095XEYGQ/WWObpq3wokXPUmpk50wN5FlGS+88AI+85nPAACee+453Lx5E5///OeZSHEBevYJHZucIssybt++jZWVFZw/fx7j4+Mtj+n1oOFqtaraG09NTblSdmgnNtG9IHYa890o96LNa0g5DF3e/dnwNwHq+sxIoBBxAjQECgAEZAkyOASpzTJh77gBSUKdt7/W0FkUkefVuSmANkZFDazyCfosihVGJcpusBujhY/2NWixZWcWSykdaTmORzdHhZcVeDMmQ4SdlnqN7G3oVQXAWTtW+1KvYaqUin5tg7kwGufMDvF4PBgYGEA2m0U8HsfRo0eRy+WQyWSwuLiIarWKeDyO1157DYFAAKFQqGfX2ABw4cIF/M3f/I3m/DrhwEWKfgAWx3Hwer0921ECuhcptBvK6dOn1XR9Lxrcge5FipG98L1793rSnNiOhXDDjjUm1+CTJSTrjQvMtVASY5WcYekXLVBqvL1d9c1IXBUlAUFAzedDxe9HSCcmJrZ2UA4G2i7gZFdMNPiiWQmUTqhTTffpfMHysdsTae3iT9W6Dm65MJ/m/CgwR+1+nBgCdjqYMv++k9qFul0Dvl1eGge+vmj9GCpjgmK9OSl4L5tS+PoNxy9rV6T02ot+bGwM58+f19x27tw5fPWrX+3Za75bIJl92riFZCScUC6XMTMzA1mWTSe3k+P3Iu4pioLd3V1sb2/j9OnTOHbsmGsXJ+2yHqIo4vr169jd3bWduem20kEQBMzOzqJYLOLll19WZx0RfiPwt5rH0wLFg4YICSlUkzslUAAgKAsQ9+Z1qeVf1N/NLzefK4NTeyd9sogKFb98tIuX3Hy+vrSrTFU7cLr3xWjWl3ocBxkXK6cwr8WwxU4n2tNZFD12zltMR/ceqxMwJrEQAFCjvrei1NjQM6KTTbpR3eYePdDRyewXF5AkCV6vF36/X+25AppN+N/73vfw13/91yiXy/ihH/ohvP/978f73/9+PPvss672aXu9Xkez9sw40J4UWZZRr9dVe11SitVJIHBCNyKlXq/jnXfewcrKCl566SVNSVo/ipRsNotXX30Vfr9fU6bQbSD4rcBf4bcCf6X+vx2RshpKQdrLrhT41p3+nD+MnD+Mmm43Ku9tM0ujQ3LBMMpB7Xnod22sMiqC16tmXghO+liMCOqGOkZLrUFo+3xjF3Z7ogc9IWalXr1i2EFm4XKbGTH6LIrH2YWY3SwKYN9BpVwu97Q58erVq1hYWNDcdvv2bRw5cqRnr/mkQ5rj6/W6apBAYpPTDbT19XW8+uqrSCQSbcvEelHuJYoiZmZmkMlkkEgkcPz4cdd7PM3iSKFQwGuvvQZRFA17QayO2ekGGnlNRVEwNTWFWCymiU3tBAoAhBQRMjjI4LQZFI6DV5FaBAqh5vGg5vGgznvVf2aYCRQ97Zy5CsGg4b92WPemdHpfZxPt9cLLClcGTTqhZnEdOhpr/uuw+qAXmMUm0oD/+7//+/iP//E/YmJiAj/4gz+Ib3/72/g7f+fvYHl52dXzWFxcxKFDh3Ds2DH8+I//OO7cudPRcQ5EpJDsCQkCPM9r3tReZ1I63bEiF/w8z2NqaqrFrpGeweImnQgKRVFw//59fO9738OxY8damvm7CQS0OKHPsd3x8lxz8Txca5Z+7QQbgbvi8UPhOARksUWoEEYq2h14vcPXdlh7QbgRS6o/B4SGf71HklAIBPHUykrj3A3O228gkguh1sVf5qy/QrwsIxe1v5OeT2hrRCu6UjHS39JOoJg2zdsp+eqA+riuif09J4GTQ+ZPOER9d54+pL0v5bIoTVB/t1F3yq3sZFJqtRpEUexpc+Iv/uIv4vXXX8dnPvMZLC0t4Q//8A/xhS98wfUG/XcLdGwi5V30Rb1dIUEGFN64cQNPPfUUzp8/3/bzQuzx3droItPrBUHAyZMnXTVzIZiJlEePHuH111/H6OgoXnjhBUelZZ1uoJHm4bGxMVy6dEk1AyCxyUygyOBUgRJQJHVKfEARIHEe+BS5ZQYXDwUC74WwF6dqe39bOqNCiw+fbG/TtVO7YD2FYBCFUPOfVaWAVRbloNFvGlrBW5WTWYkNu7NSooFGzwr5Z0bF4rV6VOqleQkbsalcLiOZTOKf/bN/hj/7sz/Dzs4OTp50bzPy8uXL+IM/+AP85V/+JX73d38X6+vrmJqaUueLOeFAyr3azT7pZQMhOb6TRZCuqbWaJ0KElt2Jn3ZxKihEUcTNmzeRyWRM7YU7rfv9l/5vI2lyn93jSTB+b4KyoDYhEqEiWFg5WhES6y09KTTJcqkli0Kge1OARjYlWBcQqlsvZhvJBIbalGeZPpfqS9ELEwAaO2NT9tLbD0+PISBYLJQBr3bRNmqe30M+lARfE5tN852Uepkxufe5FKSGUCEWxGsdlKnpsyh6iFDRB4kORYudQLAfDiovvvgivva1r+FTn/oUfvVXfxXHjh3D5z73OXz0ox/t2Ws+qSiKotk4M1rj7WT5i8UiZmZm1M0su82pbtnjK4qC1dVVzM/P49ixYzhx4gTW1tb2JcsvyzLm5+extraGZ555Ri01cYLT2ET3Wz799NPqjAn6eF97RjvwlYeiihG6B4Xc5ocEifOovScCxyMgSxC5xt/Ir3Re6dFpFsVRxkH3XH1FAH1/qmjerN6PpV7Nx/agf0ufERmk1m5azNjNnOxzqRdgPzbRcalTdz8zPvShD6k/X7x4EVeuXMGJEyfw5S9/GZ/4xCccHevAelL0O1Q0+yFS7B6fDLsqFApta2p7KVLsBhj9BF8z9652x/w935/gnwj/N8P7ckoQSa5RhvRbgb/CL9U+6EhIkV0rO/hkCQP1xoWxlWAxmjZPU/QH1TkpAJDYc+0iWY5UwfriuxAKwidJqPr9qlVkqC6gFPCjFLC/S7g6MYiJ1W3D+/RZFCfkDqWQNBEahuiFCmDcbA+Y70KF3Zv3AQD48WeBhx30qnzolL3HkYB79SgK/+Qrzl+HPpSNQNBrBxXChz/8YXz4wx/u6Wu8GyAXx1bWwu1ix8OHDzE3N4fDhw/j1KlTjsQGbY/f6UWDKIqYm5vD9vY2nn/+eQwMDKjH7kVMpbMelUoF09PTUBQFV65c6fhz7ySW1Ot1zMzMoFqtmpbTffWZR8Ce+OChgEfj2DI4+NCYcRLYK/ECGgIFADyKBEEt7aJ6Tuh+lb0MicB74ZFlVPY2t7yKpDbU+2RZY08s8FT/CZq/pz7boW+Kj1esrfftohcwWSrTrxcXtGjQnw/JciTzxf4r9bKaq9KugZ+4Y1ZsCpE+KvUC7MemXvZK6olEIrh48SIWF9v0jxpwICKl3SLULz0pZNhVLBaz5YbiRpAxO64dkWI2wdcIO7tVVkKF5rcCf4VzyXVElWYdvMSZf0nGheaFKCn1MiIgi1gPxJESGs31PpNdp6rXZ9vakbAbDmmGaGVjUY1Q8Ugy4G163Tdvb55Dxe9DSBBQ2ftbSx4P1lNJjGZzmtcKUUMiC21cw9qRSTber2S+sfulDwAPT49h/FFGLfci/zVqoi8OxhDdNs/8rD17FAAwglyjLpQ0zQ/HgM3OMkYttNtp0tsPXz6staDcbmNZefUo8N172v93ATsbEeVyWZ1azXg8aBebzEqRaXHw7LPPYmjIotTR4rW76RUsFou4du0a/H4/pqamEKR6E3rlHEbEz/b2NmZmZjAyMoJz5851tUln9z3Y3d3FtWvXkEgkcOXKFcNytl8PfKPltmYGRft3lDhOk00hv0FAF3fq3J61sCKq5V4em++tVebECo+soBTQlhtHasZN826VjNklF4+2ZDU0rl4t7lxUH5BoIYp0omQgYx5zuir1ol24yibVEnZLwkipF+m1pOObwayUwj/9z/aO6wAnsWm/qNVquHXrFt773vc6fu6Bu3sZcdDuXqSfY3FxESdPnsTRo0dtXWi4PYOFPq7VMUm6+8GDB7h48aItRwU3zzOmNEqR7Ox+hZXGBbvE8xioFi1FCgBVoBA8PWycy8Ya50ILEb8oqv0pdBaFhhYqAFSh4mY6OpOMIp2zzvY8PG0+52N7KN4UKrKMYqKxQBUHGwt01MdrhAcRKKYMx4Bi4+/e0o9ihF6MeEwE9HgCWDbONAEAzgwDtyi3scEIkDcphXu5d83jTnarmEh5fGi3eWMUO/L5PKanpxEMBlvEgVM6rSIgGZwjR47g5MmTLRtUvTJ14TgOu7u7ePToEc6dO4eJiYmuj2knk7K6uopbt27hxIkTpm5lvxr4v0AyKADgo5rkvZChUOVeRKCoj1VEdaNN4BTq9vbvoZc+jlWjOcx/RzvWwnrRApgLl+ZxO5+xQmPVK2I946XzUi8yX8XoseS4yR1jIVMZagoResCkly7hNhMoevSZE2JjrL/vAEq9gM7Kvdzml37pl/AjP/IjOHz4MDY3N/Frv/ZryOfz+PjHP+74WAciUtoF7V6Xe1kt2PSwK7N+jk6P3SlWgoLYC9dqNUt7Sz12U+q/HvgG/kXt75reX0AAMWhFin5GCtBomq/ACw8n4aEvocmmkJ0peiiWmwheb9sp9QSR57EdjiJZLSNdbIqCqkEWLUBl+0KCgCK1MKynkji0Y15+tTaq/VxZDW3cTsfBy7L6XwDIxSNqNqXl8bosCn374EbO+EUcCJTMxADSqzuN8rCijV4ZJ4y2ESlGxAMNofLsODD9sPX+q0eBb3fmLGIGsXm0otf2w4z9h87yK4qClZUVLCwsqL0f3QpSp7FPkiTcunULGxsblhmcXpR7CYKA9fV1VKtVXL58GfG4jancNrASirIs49atW1hfX8dzzz2HwcFBw8c1BEoTvUBp3t7sRxH3fIRIPwqgbXinBQpd8uVGFsWysd3BxhwtXGJVZ+VhluLCQjRZCY9Oe1paHmtzHkxuINbS80K/js+ucGhX6kV6VayyNAeE3Q20XoqU1dVV/IN/8A+wvb2NoaEhvPzyy3j99dc7cp3sy0zKQZV77e7uYnp6uqthV70QKWbHzGazmJ6eRiqVwvPPP+/IvcVuc+KIbN3E7KdS5uXvW2l9fq0hRkawi21/FHm+uYi2y6IAzQb6gCwiIpjvEt1JDOP47qblsegBjO3IBcMakdIJjwbSyAdDOLZpfV40t46O4+ia8eOtgkEpZNJPQlHzmX8+ti9Otj85Co1Q2aNlkGMb5IkU+LsGguSZcWDGQGyccd6Eq8GlUi/A/m4Vy6Q8WXi9XtRqNQiCgBs3biCXy+HSpUtIp92xA3ciJkqlEqanp+HxeDA1NYVQyLyU1O1yLxIrPR4P0um0awIFMN+Uq1armJ6eVufNmPW8WAkUumHeAxni3maaxyCrYSRQanu9JbLS/E57OUoAKRKkPbHDKwoEKqFFCxE620ITFWqOBjRaUQhqPw9ORctBsh8N9N42RjgqpNSLCBOzHhSr3pR9KvUC7BlvlMtlV7+zer7yle56Pmn6UqTsd7mXoih48OABbt++bZk+7uTYbqDPetDna+U2ZkUvytJoRmq78Mmy2jwIAIP1IgZRxJ2g8e6XGYG9YFHyBW1lREKi+WJhJVToib/Ht42FQkAUUdOJQcHjwW4ojMFiAUVdqcfobq7t+eq5NzZsKlS65eHEoJq1cSQqTjivsTfFrNSLEA0CY3HA16aufTIFrGSBgQhwpM1FoosCBXAmUhiPD3ay/JVKBd/97ncRi8Vw9epVVya308e3sy6vra3hxo0bmJycbNt/CLi7eUZKrY4fPw6Px9ORragVRkKNbMgNDAzgwoULpt89vUDxUKJEOxOl+XNA59RVJ1UA1Fsqa0rBaFFi7z21O+296Au0WALbrQJoh160AECiUjZ4ZP+VenX6WCfZGkOGYtqsSh+7ehHsxqaxMfPy8H7iXVnu5fF4UKs1ylToHbFOyrv09DKTQoaMtbMXtntMuw4qpIH+X/q/rd6WU4LwcIqaSVkNpTBRacw+WeSGMWaRgQk5sG8kWRRCPhBqWbRXo40L1KXECJK6HpZ0pTUbcjc1jKAkYLRo30kqXi6r0+ZpoSJYLAZr0QRO1NqLDSIaZk8esZ3pAYCtVBxjW1nD+wa38uazUjokP55CnLIgzkwMIFqwCKCjCWC9w8nywzEgS/0tUyZOQZMp48Bx2kVRZUA/OqgweouiKMjlctjZ2cGZM2ds9yo6oV3sIxa/jx49cmTx60ZckiQJc3Nz2NraUp3DVlZWelreTG/InTlzBpOTk6bv+a8Evgm6B8VrUuLlgaxmO3wQVQcvTTkXVSHgMcl66DHLjnT6OEI+0BQXbgkWwm6osa7qe1XobM5gwSWTlA6xW+oFWNsbW5Z6Uf0olaEYQnacvfqw1ItcJz5JG2h9mUkhu0myLHflF28GWbB3d3cxMzODcDjs2o5Yr0QK0PTfb2cvbAercq9GT4k9BhVtX8R/kf4A37e3jj4KNgb2DdVbFzl9X4pVE6FdnB5jPZowFCpmWRSagIGY2I7G4JfEts2Jt05PIplvXux/58LZluCjz6bIPG/poNJr5HgQhUgQ4vNHnT857Ad2tb+fPGEgrke1w1ENhQndNE/TLjvjMnYcVHrdnMjYP2q1Gq5fv47d3V3E43EcO3asJ69jJVLK5TKmp6fBcZyj+StAc1Oq05haLpdx7do1tbSMmAN0MxTYDBKbyIbczs5O2w25hkChjgEFklrWpaj9Jl6dQCHYaYjXP84qi9Kpw1a7wYq0YAHcFy1G5HQXs/TvpjeSoe/Txycv9f/6bAh9HPIeJHbbODfCvVkpdGO9LYGih2yUkZIw2g3MIPNT+Pu/7/w1bECuPZ+k2NSXIoX0VnQ71MoMnudRKBTw5ptv4vjx4zh+/LhrO2K9aFAk78Ebb7xhy17Y7jGdiKl/G/gLjCkS1mAxaXWfMMqm7AcVna201+T94xWl7dwWwsLhcdP77o0Nq8Mhb4+N4exDgz4NAGtDKcSLjawDbT9sRiXgs2zU17MxnMTIZq6rxxbPN3/PcMnagcYxZvNdeojdqb6Py24Vw5ydnR3Mzs4ilUrh7NmzePDgQc9ey0ykEHv5Q4cO4ezZs47Xf/JZ7USkbG5uYnZ2FuPj4zhz5ozm+b3alBMEAW+88QZ4nseVK1csHdP+deBboDMoHk3WxJ5YqHHNSyEvJFT2Lo18igyRowQOZa1PZxs8iowadR/9uryiICT1ZpYGLVokjkOqaly+5QTLJnkLEWV1n9fimsjIMRMAdhOtaycRJe2cLgHzUq+ddGxvZlrzMxUwsxhuV+pFNtLomWF27Yp7AFk7nqTY1LflXoD780aAhp/92toaSqUSXnjhBdcaHgluNyjKsoylpSUAwNmzZ12xeATsN87neHq3jqrL5WRNCh3QlnzRbPljLdkUo5Kv2dA4nq4YX4jvF2vRhOOGeZIyB4C6xwugfTaFUPS3tyu97aB21EygWDXNu41GqLg98LETdDXU3Q5yBOxtoPTaQYXhPnRsUhQFS0tLuHfvnlpqtL29va/Ok7IsY2FhAQ8fPsRTTz1ly17e7LjkeHZRFAWLi4u4f/8+nnrqKcMa9l6IlHK5jK2tLUxOTrYVZA2BooVkShplXbR40WZUhL3LH4+mLMze39bqQt5IGFU8xusgDwUR0b1Nm2ywEYuciJX9nqviBmReGJ2R0QshvUgxKwUzFSgmyEMx8KVaf8Q2HSQutbvGZpmULuE4ricZCeJnz/M8YrGY6wIFcHfRpu2FAXQ0IMwMuyKFEFIaX+QxFLCGmNqMaAYp9dKzFki23GZVprXjj+JQNac7duMYRtmUvC+kNs7n/GHDnhQ3CO1NrzfqSal7vMgGw4joGvgXRg8BAM6sP3LtPLbTcTWL4oRKwOeocV5vmWzEzbOHMZhp9CJtDCdxb7xRL3/5WzOGjzd09rLLpMn5jMWAtd7XUNttTkwkjL8HjP6mWq1iZmYG9XodL7/8MmKxRgZ5P50nyQR34mbVzc6nU5FSq9UwOzuLarVqaW3vZrxTFAV3797Fo0ePEIvFcP78ecvHf9r/CqDw8HHtX58WDvrNNTM0pV0Wz7HqmbDMPOydU8nbulEVF5xVCki6i1IiVgidZljMqgUA8wwI0K6B3qIpv0eCyapXhcas1Ks0aNGnYtWbYvC7vnr+/4X0w4dIpVKOSjbtYGfzTFEUJlLcwM1goCgKVldXMT8/j2PHjiESieDu3buuHFuPW4t2LpfDtWvXkEql8Nxzz+Fv//ZvXd2x6pW7l1k2xQh9X0o78r4Qih77pT1GlsSrMWthGq8b72oVdOUG3xs7hhfWjD9D6VIR6VJDHJFp84sjrTugdKlXMRBEtM0gLrep+73w10VU9VPdTRh/bRGZDnpSiuPN9zxcqqIS8rcu+Alz+1RLeJ1YHom3ihQybGvD2k7bCXbLvcbHzcv5GP3J5uYmrl+/juHhYVy6dElj7b5fzpPkHEZHR3H27NmuJrgDjfWe4zhb566PPVbW9m7FEVEU1Z6fI0eOoFy2vqj+tP8V9WdB4Vs2ujycAgk8PJAtS772I4vSCXlfSN0I1JvBdAItWqwEy36XenWDpdixcPUKCHanx9dRGnRY3m4jKxOLxbCxsYHbt28jEAggnU4jnU4jlUp1XTlkJy4BjQ00svHS7/S1SHEjGIiiqDbfEUeSra2tntnvdnveZvbCbqfV7TQ8aku9mhTkIJIe852e1VCqZbEzK/kSOfMvVI1vfjzzvsZFbFSqoegJ4FEwaZhJGansIhto7DhG6uaDBqseH4KSYNg8v5IewGTGXVvNdsjgWpy9SD+KXQJC8/luO3vpKUaCyMUiOFtYdfS8e0dGMLK5J2IToWZDfahN6jzsB97e6wW4dFgzfNKSQfd3i0gDsp1Mits7ZYzesr6+jpmZGVy4cAGHDh1qub/XzpMcx2F7exv37983PYdOaVeK3Im1vRuN88ViEdeuXUMwGMTU1BTW19dRdFByayRQCBJ4KLosCin5asxM8WgeSx9ToH51DyVgeOr4HkVR22EisnuDbelKhZxPu4boRYs+i9IOWrDoMxe8oiBZbd+w7hZW2Rg9bjXJ0xiVemUGYnv3NTfS6E01vtTd3/no0aM4evQoJElCLpdDJpPB3bt3cePGDbXCJ5VKIZlMOu4fcyJSWE+KBXaa1N3YsSoUCpienkYgEMDVq1dVN6xeBppuxIQoipibmzN0M3FbpJByL0VR2v49SKkX4TS/hU1EW5y9uuGet7Hb7qQvZTWaxgNvCofFZuaGCBSgkTWZKJhPfacReR5r0YRhJuW7E6fw9HbroMq54cYu+XBZu0O/ODiCU9sbjZ8NMijtWIunMJZv/E7LI02L0fnxcU3z/MKhQzjzqLV0bHVkEBMb7UupzEq+SpFG1iiy1+Au67MVeyQL2r+/4GCY6OrEIEa9HmC4IaakPXeuUM5gl2+gC6FRqAKx9n0/TngSHVQYDYaHhzE1NWUawHvpPFmtVrG5uQlRFC1LrDrFKoaQzTyn1vbdxiViCDA5OYlTp06B5/m2wueT/lcBSlzwlEsXLVAa99kr87IqOfbYzLCU+IDhceJSa0zpxs2SFi1uZFlajh9sfPb1G420m5l+7gtd3qXPqnhlifpZe0xOlpEudF+SbZWtsVPqlUlFEaoJqIQdmrCQUq/k3t+Etjk2yOYUPvi/qT97PB4MDAxgYGCgcahaDdlsFplMBnNzcxBFEclkUhUt0Wi07bWanc0zVu5lk3Y9Ed0ICUVR8PDhQ9y6dQtHjx7FyZMnNX/cfhQppVIJ165dg8/nM3Qzcbs8iwRYvUj5l/5v46gC3OPSSKJ1cd3hGl/GghxAm7aUFoz6Udqh70cBmtkUPX7ZoBk/3Zik/nSmVWTY4bsTpzp6nhULo4dwOX/b9H4iUHpNPhpGQjfnJBfvbHdl8Xhjx3dtOI2xTWNhuDmYULMoo+vGv2MlGW4IlWgQKBqUv1063PzZRDypBKjlzeVSL4CJlCcRj8djucPYK+fJ7e1tzM7OIhAIIJlM9uRzY9bnWSwWMT09Db/f79javtN4RzflX7x4UWMIYBXrGgJFi0BdxkjUhXSQMy8XtxIJbt+X97RukiQl80qEdv2eNLRgiYndOV5almw5mFXilEwsavj65P9TxdbNUCcDHWlIqVcmuZctqRn3mdBZFCMq6cY5a8qWuxzgGAgEMDo6itHRUSiKgnK5jEwmo2ZaeJ5XBUs6nTZ0vLOTSalUKpBlmZV7dUunPSkkG7G9vY3nnnsOg4Ot0837TaSQ3SQre+FeZFIAtAjFkhzAPb61b2MVjQbgENrXXC4pgziN7iemk6Z5UuplRoX3ImQgUDK+5sXGawPHMVnP2X5tJyVfm+G4ZTbFCCvrYcJWPAaJt15wFg4dwrPLd9VSrzfOnsJ41rnIKUYa73E+0gx6+UgYI9utx8rHwj1JvRNUoaKHFig0+hkpp4e0AsVlJElSa/yteJxsHhkN9tt5knYQO3fuHERRRLaD768djMq91tfXcf36dRw+fFjNZDihk7hUr9cxOzuLcrlsmDFyauqinosuU1JT6GyLAoEq56IzLjwUBGF8rWGVRemmyTvnacY0K8HihII3pFrfJ2xkWNxqUrdqkqezKHo4m5+bbDQCj+6xtKDRZ/TpfpRsIgY/dR3p7WACPS1EagEfEHDXcdYIjuMQiUQQiUQwOTkJWZaRz+eRyWTw6NEjLCwsIBQKqaIllUqp1Ud2eiUBPDaxqW9FSiflXmRHiAw7NPNWpye47/fEYBpZlrG4uIgHDx607CbpcXtoFu32Qj7Un/C9Diit7wcRKDRJvgKXegRbeCc0iecr1pmPqFTDA2+zJMHO7tOKP+lYqFhR9vgRtvC/XxwcQUg0F3V27IftMH3iGC7PL+KNs8ZZHyv74e0B696VW0cmce5+42/RSdM8AFSDPuSjTfGzMxA3zaQQ6rEg/MWq+aT5gSiQNSg3jAZaLIfdxo7N4+OWUmfYw03nSdq9kTiIrays7MsGGm1t/PTTT2NkZKSjYzrN8OfzeVy7dg2xWAxXrlwxFHpmse4XvW8AcvMCzM9TJUY6gcJZlW9xrfdVTS6FOOr2uEFlQfP13REsgHF5mFN29zIsdsSKEVYN9PpSL+3zLLIxDj4nTmyR6Y01QFv65bfY6KazKFZzw/KJ5vHpHhbLoY9tSr2cwvM8kskkkskkjh8/DkEQ1H6WpaUlVKtVxONxW+WoxWIRPM8jFOrQrGafeWLKvR4+fIi5uTkcOXIEJ0+etNwR8ng8tvsxnEIGUbWDDlB26o/3I5OiGAgUmprihZ+TNI4oTpiXh3GWt5dhyfnCCEt15HzhtgFgi4/hpLjl+Hzo5nmhB0NDaWSut8c3EiizJ44gXSxhKJNTb7s3NoxcOILjGxvIRSMIUfdl4q2fQTtDKbPJ1uetjDUzmFKb310ymxbfIx/6br/3dpsTi8XiY5NSZ9jHDedJMiAynU7j+eefV8vIemG9TyAxpFqtYnp6GpIkuWJtbDeWPnr0CDdv3mw7QNno2uAXvW+0PK5OCRZub40JcGKLQOm0fEt/nBKaZXA8FE25c1xxz5mRLg/rVrDsUuVgVoLloGelOHn9Xp8rKfXK7Q2TjFRsNMp3WerlFJ/Ph6GhIXUsRaVSQTabxcrKCsrlMl555RW1LIxYHZPvG2mad/va14zf+I3fwKc//Wn8wi/8Aj73uc85fn7fZlLsihRJkjA3N4fNzU08++yztmaJ0Cl7t5sf7YiJXC6H6elpJJNJTYDq9rhOMCv3AoAtMYohb2szW4y372pxG8NdlXzNeUZwXmqUSy17B3BCtC69qvNetSdl1xvUTAamcZpNsSLrCamZFKOSL7Msipl7yk4khoGSPdeq2ckjCEjtxXAmGlFFyr2xZhN+LupOqnd9NIVC2HpHhjTiA40sSjs8dCbE6PspKeZZFKBR/mWSTfnzUz8N/jvfURdws9peK5w4qLBMyuOFncDdbb/knTt3cOfOHXVApL5fslfOkzzPY3d3F3NzcxgcHMSFCxe6tjY2622kobM2dmK00+wMR2VGaoo2ltKWwAFOMMyi2KGdtXCeM5h14oJwcSJY2m0o7epcwsjFfrvme6t+lF6XegFoKfWywrqB3ob9djyCAFXORQsUO0MfS3sN9L490eLfdd/YwIhQKIRQKIRyuYxEIoHx8XFkMhlsbW1haWkJPp8P6XRaHQxupwnfDd566y184QtfwNNPP93xMfpapLTbrSLlXV6vF1evXrV9sUEW1l5MtLfaCVMUBSsrK1hYWLBt8UgftxcihRyT7FRt1cOIeAVsiVEkfcaLogIOHBRscFGMKA0x0y5LckMxnpp+z5vGUbHRaF1SfFDAaRoe7+65frUTKhXeiwpv7+NsJlTMZqQ4YSfkXp3nVjSOoWIe2UjzQpc4fJml4436UbbSSZQCxlmJtXQSY1Q2pR3d9KOMbGZtiRQA2BqMY1y/wIf8gFWK3YhYUNM0/973vlet7V1bWzOt7bXCroMK60l5MunUeZLuxbh8+TLi8dbvQq/6JRVFQa1Ww71793D+/HlMTEy4cpFClw0bbfjVajVMT09DEARMTU3ZsuTWl3v9NP82IHsR5LvLXtUUn6ZEOWqx6WZVLmYXWri4IVjc7GOhsxH6agV9bKHv0wuGoUpzU82tDIejrIpFA73dUq9cPIqaSQO9GaFKHblUc233US6ZPiqrUt8rFatd/i1Hx+8UWZbh9XoRi8UQi8Vw5MgRSJKE3d1d7Ozs4LOf/SxmZ2fh8/nwz//5P8cHP/hBvPe97+1J6VexWMRHP/pR/O7v/i5+7dd+rePjHGi5lxVer1edtG4ESR130vBH6sl7sWNlthMmSZI6r+XSpUuOp927fb6k8ZcEA45T2pZ7EWRwhjtLj7g4DinWLkq0mMlw2oA1zBWxi8aXpSr3rjkto4SR8YXxjPAIs6FxnKutOT5GkW91wNkMx+FRrC8wnHrQb0XjLTtZs5NHwCsyBN4Dn8VuFcFMoOwXW8k4hnLNz0W7fhQVo+Z3ySQoRe05EtG1vQDURmV9bS/JssRisZa15Ul0UGE06YXzZDabVbPnZr0YnR67HYIg4Pr166hWqzh8+DAmJyddO7bVJHt6KKR+KKYVZrGuKmufH+RFTRZFT7vsR1kxXhfDnPUFayf9J/pMS7eixVXB0oUgozflfBbN7fqsCv2adI8LGYJshltCKEeVNocogWLm9kXIx/ZEBzUA2Wdg439QGG28ezweNZ698sor+P3f/3381m/9FnK5HH7qp34KGxsbePjwoWqF7BY/+7M/ix/+4R/G93//9z+eIqUdZou1JEm4desWNjY28Mwzz2B4eNjg2Z0fv1uMMh7t7IU7PW43/DT/NvChQVzNWx9zR9n7Uu71o1iRl4IN+3qDdcTPSagrrRd2dXhw2zuEuuJBEX5NFmXVm9Q8ls6m3POmu1pcu+Hm4ASEvRroh/4Exuu7bZ7RgBYoD2KNBSFdMxYtD5IDpuViVk2NACB6eNw71Nn3gmY72rjAXhtKY2zL3rwZK+xmUXpF4Z98peU2r9drWNubyWSwstIwDCBe9el0GqFQyFaZaKnU+Luycq8nDyc9KYqi4N69e1haWrKVPXc7LhUKBVy7dg3hcBiDg4OO7IXtYCZSVlZWMD8/77higByTiMSf5t82fZxetIQ8NieJQzuQUU9Z8bc04gNAtI14cUKeCzYnyivdiYycJ6QOdEy55BRGsO7n6XA6vcUxM5GoJr55ZPsCxqzUaycWRUD3fQ3U239WSKlXLhFFqFxDzeWqm15gZwMtEAhgYmICv/d7v6euT24LlK985St455138NZbb3V9rL4WKfpAUCqVMD09DY/Hg6mpqa5SVPslUoi98Pj4OM6cOdNxD4yb7l70wq8oSmO6r8HsrkVhEGmvcU0lKfkCgPtIau4L83WUZb+mLyUvBRD31FBXPJiXhxHha/B10IBPhj7q2eJjGJKdTWgHgNP1TTz0pzBet97dnx2cNBzoaJecP4ycv5k5MhIaPBQ8SDYWC1qgiBxvy6eeLvVaHBzBSCmv+sLryUSibRd9mrWhNAZ3zd9fepDj2nAaks3Pub5p3iPJjVKv5XX7NsJ0FqXY3TRgUtt76NAhKIqCQqGATCaDzc1NLC4uIhAIwO/3Q1EUCIJguiNeKpXg8Xg62pBg9Dd2y73q9TquX7+OQqGAF198Uc3eWeHmZhQxkzl27BhOnDiBGzduuF49oC8bJpuIm5ubeP755zu6+OnUglgvWggR3r54AcwvvosGmZc41/2U+RzXuI6xEit2Z6dk9zIsVmLFUkBYxBknvSGdYvX6DQFjnp3Ru4eZTbO3I1CAhjgxfL6FMZLPoIF+v0q9AHt91nSvJMdxOHbsmKvnsLKygl/4hV/AX/3VX7kS//pWpOgDwdraGm7cuIHJyUnTWSJO6JVIIcel7YWfeuopjI0Z92TYxa3g9aPCHAapa7r/IXFb3YHaqrevFwaATSGKUV8BD4UEHiKBAW9rNoAIFZq8FFDrigXFC0FpPE5PTtqb2aEEEOKcBZh2VHCwpU96MoGIaTbFCNHEKYsIFNHMKcsCO30pxWDQVKTEyhVk4p2VNW0NJTC0ZZyJqgcbfyu/VTo90WajYq8fxSiL0g6O4xCPxxGPx3H06FFIkoRcLod79+6pDiqxWEzNsiQSCXVdKpVKGkeVXtKtewpDixvlXsQcJRaLYWpqCn6/vXXHjbgkyzJu3bqF9fV1TaO629l4AjlupVLB9PQ0AFiOAGgHKff6uDILSD6EbWRIrMq+SrrS4ZjHxYyI0gym3QoWIlaA7rMrWaoczO3sihH6Ui8aywb6Hjl1mQkUPUalXsQuP2RDzPRTqRdgL5NCYlOvePvtt7G5uYlLly5pzuvb3/42/sN/+A+o1WqODDv6tieFLNaSJGF+fh5ra2td+bnr6ZXVI8/zEEUR3/ve92zbC9s9rlsBZrsWwmBAu3CRfpSIt/WLqXdMAZxNxdUT4WsQDI7pFgsYwUlsG96XV4Lw7Q3umvEdwjPCIwDAQ38K8bq93hSjfhQAWPI3LgbO1NY1mZBMIIqMJ4y01MhKmWVRCFazVfRkA3s1wXuZsJH8LhYHnX9H1tLJlpQ4IROJwi/ZX4yNhJJZKj4fCSMfCePEvcZ7vzW4VxJGZVFkerJ8vHHhwxu5ewGNuSrZ3jiqeDweDAwMIJfLIRKJ4NixY8hkMshms7h58yZEUUQymcTbb7+tTi7vtUhxwz2F4QwrIaEoCu7fv4/FxUWcPHkSR48edfQZIPb4VnMOrKhUKrh27Ro4jmupNuhlzMvlcrh9+zaGh4dx7ty5rlzD9FUDZUkrMuyIFisKklYw0qLFqoSpHbRgAaxFS7v4SQsWwLqHRWrz+crq5rCQIY5JqdKxPXOnpV7d0OkMFrO4RpOLRRCi5onRAiVUNv47FiMh+HzNY3sUGXo5GDj7q21f203sipReliG///3vx/Xr1zW3/cRP/ATOnj2LT37yk47Xhr7NpHg8HgiCgDfeeENdcN1Uf72yeiyXy6hUKojH47bthe3Qq0b/dmTEMCIGO0+bQuNDrs+i5KUg4p7Gghrm64AMfKNyAnF/4xhBXkReCiJEObUY9ar0Cv3iets/7KrHPQAsBEbxrNgoDbsVGcWIaF1WlQlEMFgrouAzrxc3K/kKi3VDK2KrUq/HiWwyiqFtg0zLaAJYt9cL1EkWxQoSCAKBAMbGxjA2NqYOb8xkMviTP/kTvPrqq43d4I9/HB/4wAfwgQ98wHJYaye45Z7CcIZZT4ogCLhx4wZyuRxeeOEFpFIGNbQ2jg10Zo+/tbWF2dlZjI6O4ty5cy3PJxtobkJmpMzNzeHcuXOuNOVzHIf/+H7znjq9aIl4u8uM0KIl4XFx3olLWRYJHLJ7oiXVZYaFnjKf84S0rl4W82UG6kXkfCEkhf1r0vdYOHdZZWes0Jd65WLO3BcFvxeCv28vm/tCpMRiMTz11FOa2yKRCAYGBlput0NvJ8x1we7uLsrlMlKpFC5fvux6esrtci9FUfDgwQMsLCyA53k888wzrgkUoHepegCoSPYbwog4scsqn8ThcNPZyQPz95xumm+H3cXuHXHc1uPKnP0yMEFXcvXQnzB83K1I46I049F+dvNe6xKlzaBxg7lRqRfJygi8B3l/0FEWJUNZG7fbbTq64XxYphHE2Wvu9GF884XmgrV8tFkOOb5qnAVrwaDUq5upvnYxCgQcxyEajeLw4cP4sz/7M/zO7/wOjhw5gomJCfz7f//vMTk5iUyme/MBGto9heEedpwn9bEjn8/jtddegyRJuHr1akcCBdDa49tFURQsLS1henoaZ8+exYULFwwFjtsbc6IoYmZmBpIkuSZQAHuzamgqkq/lXyfwUFCQAi3/3CCnhNR/3ZDlQuq//STnC6n/zflCyHnD6r+CN4SMP6L+I/2XOX8YeV8QmUBE88+MdoYwdmlX6pWLhJGLhFHzNz8noaq5iCzEQuo/mn4r9QLsi5THyRq/78q9ZFnG/Pw8Hj58CI/Hg3PnzvXk9d0UKbS98Llz53D79u2eTLLvtnH+R4U59Wd9yVe7fhSjQY5GvShGbNXD8PGNBSgvaeuU3XToopvnl5RBnOS2kfRa74yJlE5/O3YElwr3XTkXIlB4KIjINQR01sR5bwhxsfH+D9bsN7AbIfCti9KjaArHsp0P0yToy7w6nZFCeDA5hKKJ4UUm1RRNpB/FKIvy6NAAJu5utMxNKfzw72gfGAui8A//oKvzNcJOKY4gCBgdHcVnPvMZfOYzn8Hu7i4SCWMx2wluuqcwnEHHDnr2VbtJ6nZwao9Pz155+eWXLS2v3dzoKpfLeOedd+Dz+RAMBl3dRPyZ8LLtx5q5dNFCxYnrlxEFKaApz3KabZF1e8FEqMS57rI2WS4EZe+8Ei2FRu3puNTLquzKhtAgQkXfiE9XOSRr2pLdTku9Kn4/KlQ/WMDX/rNASr3ykRDClHgJ1syf6zH4vfe71AuwN8OrXC67akNuh29+85sdP7ev8lblclltvHvuuefwzjvv9Oy13BIpenthURR72pzYCYqiYHl5GTji/LlGpV56KrJ5FuJR3dp2NiOFDZvnnVJSfKgpPgyh2dx9Bw1nmRLXCFgbSryl3EtQzC82H4SdzbLhoYCHAhG86SJf9DR35mih4iYSZ75I5cL2dlC2ozFHfShAYx5LxMJnvu6zXm6yiRieunm3+f9mpV40IfPPXmUsaf3cDukkpe6mQHHbPYXhDFLuJYoibt68iUwm07GTldnx7cSm3d1dXLt2DfF43HL2CsGtnpStrS3MzMyojpXf/e53XY15ZVG7ToS93e1Y6zMr3YqWXWqjrZvysLzSOI6scEjyxnFAstn7SeaLWYkVT4e2wG7h5DXyfuM+GgJd7qUXRh7qPrpCwE75cz4ShuBrfz3Sj1kUwF6ZaLFYZJmUTiBWvYcOHcLZs2dRr9chy3LHDYTtcGNXaXNzE7Ozsxp74XK53DOR0kmAEUUR/03tLoRhXmMUbGfhtyNQnCIoHvh081aCnIiqQSP9rhREyKCRXw8RKGYsCMM447OXVbCTTdlWIhjkWrNIInj4ISGE5vsWlxpBrMZ5WrIpQPdZFD1WAsUJ+UAIg2X7ls7pfAGlIfOLtLWBFAbyzi2izVg91ihrm7i7AQAo/N3/1bVjt+OgU+puu6cwtNgdNPzaa68hEAhgamrK1fkj7UQKnb1x0pzfbbkX2ey6e/cuLly4gEOHDgFw1x7fiF6IFlk1imms1Z1epHcrWMh55OQ9G2ITsWL7fNC8uO8ku2KE1YBiq4GZTsq3nBgWWPWjeGz2qoQowRKq1pCPEEcv59c8hVgIXklGtNR7FzUriOGGnUzK4zS/68DLvWRZxsLCAh4+fIinnnpKbS4l/RydNBDaoZtMiqIoWFxcxP3791vshbt1ZzGD53kIDhuhSZZHeNrY/ri8Z+9YEDuz5c2KYaR0c1QW8ymcimfV5nkjSNM8aZg3y6YEDIZHbksRhPg6YnuDtUoW4sT09anel4riddSPop4HJVRui0O470njEPJtnmXM/F5p2Hg9i8Jev8pmMI7havvjrQUTGKvaayC3y52BYY1AsdOPsrInUEoBvy03lc14HIeouS4AMLTT+D02Rp1lsMwEivjCZx0dxy4HLVLcdk9hOCOXyyGfz+PEiRM4efJkT0p7zWITKS3e3t52nL3pZmNOEATMzs6iWCy2lJW5WUZGlySboRctURslPGaUqNgX8xr3Jdh1siSCRVE4JL2Vvec6uwYgYkU9J948jiptzosWLEDTpjmldOHq5ZIYdTJzxSoDZFVeZicO5UMhCCbrpb7UazfaLGmkszJeqXEOxUjz/R6Y/FTb13YbsmawnhQXIb7qsizjypUrmjeOdjlpl8buhE5FSr1ex8zMDKrVqqG9MD2B102R4tTdi6TkJyYmOnq9lUIMZ5M7mtsWy2kkbKRC9ZB+FDPqsgdh3VulDuYy+L5VZD8q8CNi0CezAPPGcR4ytoUIov7m7yCBR04JIslVsS1HICo8vhs7gauF1rroN4ZPYFkZQHgvU0KEipGYMmLJO6j+HNk7BhEodlkLtpYNkdtikvb9yIUjSJat+4acDnXshHiprO5UtcOpQFk9NgL3CqnscdAOKm67pzDsIUkS5ubmsLGxgWAwiFOnTvXkdcwyHmSYsdfr7WgOSafZeHpq/dTUVEs87qWpix2KgvZ8OhUtBVGbDTMTLVYQK/+cuNd30sExCBI4jWjpJsvCUcIjy4U0GRArVy8n81qsBIOTTFUvLIxpUZEPhTTDh60g/ZP0tHk7ZWM3btxQ52ftV0muE5HCMik2KJfLePXVVzE6OoqzZ88auuX0wjKR4PF4UKs5W0DIgK5EIoErV64YunfRIsVN7AYCRVFw584d3Llzp5mSzzcuuHOVAJIh7e9clnwoCT5wnNKSRp/PDbQIFSsW85052gCNRX3Upy0HWq9EMOajncEcLHR7u0Y50d4CkVOC8HISvJykDpOkqfCNHbcw11kJ3IrH+L2pcV4ElP6sbzXitZOncGVp0fbj46Wy5r9mTfNW3DvSKjz9wsG9Z3ZESrFYdK1HgbG/GGVGisUipqen4fP5cPHiRdy6datnr2+0gUbKoScmJjoeZtxJudf6+jquX7+Oo0ePmmaN3BIpP1BYBhBAPNjdUERatBgJFlJi1Q4iWiSFQ9zX2TnlKeGjFyx2z4PgVkmYEwpcAHTChi7L0gsPOuMx2MZ2n2Y/Sr3yVNzRlHpR5V3k50IwiEitbitWkSyKnkgkgrW1NSwsLCAUCqmCJZlMuur6SiNJknrdbAaxyrcy2Og3DkykhMNhPP/885ZWjb2aCg8421VyUgPciYWkHezU/YqiiOvXr2N3dxeXL19GPG7ctL68mYCHU3B+rGmJqpgsmPO5xoVWMli1nUVZzKdwKbXWtmkeAHbqIcR0PvdqFgXAuhjDqLchXm6WhzASaFzsGmVRCBXZi4hBc+S2EMFRf9bgGa38l/BTSHoawUBQeIyhgDU0v9gyOPBQsK2Yp01JP0o73BIqu94gEqKzuuidYBQhoa6mxueGxxE0mLsCAN88dQ4hqfUzsGLRi0JjllYHmqVemtu2d7E1uN95kvbYrfs9fPjwPp1Rd+4pDGsePXqEmzdv4vDhwzh16hSKxWLP4hKgjXuyLGNxcREPHjzAxYsXu5q140RMkNddWVlpO0TZ7Rle+Wrjwp7nFEQD3fVFthMs7ZD24mJeaJxTp2IF0G6YtXOdtDyOHFLjNYlRTrDsI+lwgKOenFebOdfMY1FkTYXEgGAuaDot9ap5fKh5qOyHSUyjKZhkPHwON8oHJj+FAQDHjh2DKIrIZrPIZDJYXFxEtVpFIpFAOp3GwMAAotGoa+WiduIS0IhNrNzLBhzHtfWSN/Kjdwu7u0p0DfClS5eQTluXoxAlu9+ZFGIJ6ff7MTU1Bf+e7d4PlRbRbhxO3F9Hvu5HWfQi4hWwVbW/250Vwwju9ZjURA8C3sbfi1gNSwpnahNJKIh+VagYZTEIdgSKE4qKdS9KTgqpr7WGGMqKvyWTkpHCtsu9nGK3L0VzPr4I0kIJqVoJC9FRXC5ry9a2gjEMVRuibydonPKteqzLK/XZlNVE4zsxsdsQvZLFTk6gXsfK4KDp/Xbo1URju9jpk3vc6n4ZrUiShPn5eayvr+OZZ57B8HBjwGAvN8/o49dqNczMzKBerxuWFjvFblyiS5pffvnltq/bbbxTFAU/WLyjPeZezCjWtGt0N6KlKPhU0RHrsCSMiBWgVbCYbfQZQQuWuKc1ntl19aLjpZlg4ToUJU7oxjks42uukz6d8NCv9V6qiV8vUnwy5eQl0T9TmRODUq1CsPEehurtryucDkj2er0YGhrC0NAQgMZ1WiaTQSaTwf3798HzvJplSafTXRlw2O3fZuVeDuA4zjI70MtgYOfYpAbY4/E4qgHeb5FCJg0fOnRIdRkzI1cx/xKQRbYqaD8WyaB21ydTa7wP6UDz9hsZ+xeeeSlguDCvC60pyLVyFKNxZ65Q9DR7wq26/SGHIb6OiuxHVfaiKnvVeTB6gRKyOXzyDj8AX5tdqFUkMQ7rLM+d8BBCsnGQzngiSMplw/v0bAVjmsCxGksjWS6rWRRapJCm+W+e0s4rsir72orFMVTIqyVeesJCHWWfsUDcGEpiZCvXOE4fZlEURTnwnhRG7yFrP8/zmJqaQogq/SAbXL10niwUClheXkY6ncbzzz/vSomInbhEbI2tSpqNjtupuxfp88FRez1rbomWApVhMRMsUhvRkas3Y2nS3/nGWV4KNGyIu8iuAE3BQhrkExZN93bwWMQst8SNlYDS47VwGaMFil1E3mMoUGgbfZ8oohJofuboXhavwfXjkcFftHzNcDiMcDiMiYkJyLKMfD6PTCaDhw8f4tatW4hEIprSMCcmKHbiEin3epxiU99YEBtxkCLFyF7YLvslUhRFwd27d7G8vKyxhOwEkk2xyqIQcUK4s5vE8UROc5u8lzlZzKcQD9QQ9LT/+2UqQcRi9oPNcjmNE2F3p3cT7C6aPJQWZ7FHUqO87YineW53+NZSqAiMf9dCm0n0ZgIFgEagZHwRpGoNYfXG8Alc3tRmU/QBpsT7MTc8rv7/RKF5/rQ40Zd6vXays8Zh0eC7tJuIoOr3qQJlNxFBYreEUsR502Hh7/9+R+dlB/IdfNJsHhlNCoUCXnvtNdO1v5fOk4qioFKpYHNzE2fPnsXhw4ddKwdpF/NWV1dx69YtnDhxAseOHbP9up3Gu2q1imvXru39X1OktMu807ghWohg6TS7AmgFi1FZtB2HMDq7YtW0bzdjsyu3rp0DvPlGllulXl4rcePElrhTVy+L+V7FQPM9CVpkRYqhxuOCVM+KWf9Jp/A8j2QyiWQyiePHj0MQBGSzWezs7GB+fh6CICCRSGBgYADpdBqRSMTyO2lHpJTLZSiKwnpS3MLr9fascd6sJ8XKXtguvRBX+rpfURRx48YN5HI5vPTSS64Mi4vvuV7pMylOECReLfmiubk5gAvD2ib8nbrzJmojrGakAI10ur6Bvl2pF82OGMGAt4ScFHJUA2wkUDrFKotC41Ek01kpi+nO69ndhh4UuRtufA5i1ebOX2LX2pXsoHhSbR4ZTWKxGJ577jlT44NeOU+SNb1UKmFsbAxHjnQwfdcCMzEhyzLm5+extraG5557DoMOyzE7ESnZbBbT09MYGBjA/3MsCVSBWLC7IYuAVrToBUu7zEi+ro0JEQvRIlvoqF3B3+wZ6TDDQjuNdeIyZgbtFqYXgx5o43aasxfr3BoSqS/1cgNS6pX3hxARm5+HoKZ5vvn+KjyvChQrjLIo3eLz+TA8PIzh4WEoiqIpDbtz5w68Xq+mNIyU9BPsZvgBPFax6V1d7qVfWNvZC9ulV5kU8l6R/hMy5d6sjvF92btWA7lNIZbBgtzcJZRk8x1DJ6VeBDIjxQ508zzBKJvysNr4e40HtY14dh2+aOjmfcC4V8aqf2ZTidpeoLeUxnnn+SCyHOW1rpRRDA/ZOgZNnnP++5Jelnb9KHbZiCWwEUvg1Pqa9vZUUv15Ox5Dutj8WxWCQYygmUWxQ+LYv3TjdG1D1qMnzUGF0YTjOEtntl44TxaLRVy7dg3BYBBjY2M9mXVD4pKiKOqObLVa1YwBCIftlV3ROG2cJxmbU6dONYTY9goAoFBtrj2JUPeDhEkDPgDHjmGyzKGwJ3hiXfTBkAxL3G9+jHYuXzmBarj3WZdwcRZZKEfumFCQU5qv66GOq49rHKcg5cCqWH1ej0u98v4QAlL7S9yKv/k5CYpN8RJ0ONixXamXEziOQyQSQSQSweTkJGRZxu7uLjKZDFZWVjA3N4doNKo24CcSCdsixev1ujp8ttf0dSZlP8u97NgL26WX5V7b29uYmZkx7T9pNMoD/zVyCiG/8yCaoxZ2Hy9rhIr2cY0FTF8CZsVmJYzhkHG6+X4hjiMx4ybxXD2AXD2gNs5bka2EWkSKEev1GEb95r0uKW8ZWbE1YLfLppBSL7dqdu2g70dJyY2meSf4ZBE5bwhJsfm73UqOISTb3928OTiBC9urSFbKyIQ626lZmhzF0N5k+pWxQaTzvZ3h4hTioNKuFOZxq/tlNLE7vd2t2ETcw44cOYJTp05hcXER9Q4mX7eDXMCQzzCdzbhw4ULHwshuvKMzNu0GUe5WtLtr3YoWIlgiJoLDqoSqQGVn7AgWo2PRWRorwaJHn/2hBUvCxQyLPouiuc9G+R3ZXNP3XvL6eSx7v067/kmnpV6kVNqviKqrVztHL9IXGRba/z3oUq9SwA+vLCNSde/9bwfP80ilUkilUjhx4gTq9bqaZbl58yZEUUQwGATHcSiVSgiHw6ZW6pFIpCe9dL2i70VKL+ekSJLkyF7YLp0OzbKC4zjUajVcu3YN58+fx/j4uOHjbt5J4cJxeza7dljPhZEcNd+9yVWD8PIKRLn5npG+lHwtgGDYXjO3FRXRh5C3seCsV5sXv3Z6U6qSF36+d048dvBxBzfozCk5bwidjf80ZnF0rCWbonm9SAQe3XelX0u9APt9CI+bzSPDGW44T5KL9kePHrW4h/ViOCJtj7+6uorbt2/j9OnTXfe92Il3tVoN09PTEEVRk7GZ2npg6zWcihaz7ERpT3CYiZV2FGr+xtyUQBdWxDUqw+NAsOjZpUrCEt6aZRZFj5O+HyucZENocnxY81yvTiTpS7/oPhePLqsSsJiPQqBLvWRwhgKFzqLIHIcylW2gY5R377tZCjbvPx/9mbbn4CZ+vx+jo6MYHR1VM/dLS0soFot466234PP5NKVhpCy112XIn//85/H5z38e9+7dAwBcuHABv/zLv4wPfehDHR/zwMu9rOh1JoXMFbFrL+zk2G4GGUmScPfuXQiCgCtXrtjqPyEZFUHSXlDtFJyXAs2vp3FqOGd4X13kEfQZ/42G9wTKzc3GjtlWIaRmUtzqRyGQUi+CbGB9bDQjZSY7gmdSGy2356QQOE6BonCoyl5EPHXNfZ3407eDLvUCgNvyEE7zWy2PW+IHcVLetn1co+Z5Qok3rge8lWzfi+Xb+4wL1EW7YnEBT5d6AY3dskwogqFiawZtZaw7m+JeYSelLssyy6Q85vS6FJk0jSuKgqmpKU2ZVa/iHhEpc3NzyGazeOGFF9qOAbB7XMGiCZk4hiWTSVy6dMkVpzJatHSSZSlU6d4V7bnLcnvBlqeFhgPBohdPJMPSjVgBtIIFaC0Lc1rq1cl9Th7rqNTLohHfjkAhFHx72TSTzAntOEkLFv0mWr/BcRyi0ShisRiCwSBOnTqllobdv38fN2/eRDwexze+8Q0oitJRSaddJiYm8G/+zb/ByZMnAQBf/vKX8ZGPfATXrl3DhQsXOjpmX2dSvF6v46nwdqnVapBlGeVy2ZG9sB3cLPcql8uqA4rf73elQZ4wt5bWDHS0gl6UM8UAkpHGF50IFH02xQyrki+a9YpW7ZuVei2X05gIGZdtrdesLxLvlMwD9FY1jKGg+XlmJPMvupN+lE5pJ1TKnB9hxXng8yiyKlDslnoRsXI+88jw/sXRMUTrVcMUvlOB0g8zUp5EBxWGM7oREjs7O5iensbw8DDOnz/f8nnqlUip7hlTlMtlXLlyxbWYZxXvSCmbkWPYMw8eIeLCXpVTwaJveu9W8JDSZwBIdJhhIWJFBqc227dr9LeioBMt+g072u6421IvgpXNvlsN9PosCo1faZ2NUvIGEZJqhgKFZFHKPr+2F0U0j3teg8/5Uf4fmz5+PyGxyePxqBkUoHGtu7Ozg7fffhvf+ta3UK1W8ff+3t/DBz/4QXzwgx9UBYUb/MiP/Ijm/3/9138dn//85/H66693LFL6ujCtV+Vem5ub6oX/Cy+84KpAAdwr99rZ2cFrr72GVCqFCxcu2Paiv3nHenfMbOHJVQO4t2XvwipXMu/IH42U1CzKZrn1Yn6z4p6S5zilJYtyI2vdbL5Us3bdWixp76ezKFZkhBDuS/azcY/kOB7JccvH3Jatfxe781GIs5dVsPD0wF2FsBWOYSNi/bvq6bd+FMCZgwrLpDy5dOI8qSgKlpeX8c477+DMmTO4ePGi4WepFyJle3sbr732GjiOw1NPPdXzTTlFUTA/P4+5uTk8++yzOH78uGHlRKni1fzrlt2KH7mSH/lyZwYguxU/8lXz2KYXDvrMyG4tgN1aZ03JxKaY9GD2Ch4K8mJA/ZeTQuq/khxAQQ6q/6zotNRLj77US3tfZ1mUkjeIktf8/Es+P8p7/6ywk0Xpl/4Os9gUCARw6NAh/NEf/RE++9nP4umnn8aVK1fw1a9+FS+88IK6edGL8/nKV76CUqmEK1eudHycd1W5F20vfO7cOdy4caPjIVRWuDGB9/79+1hcXMS5c+cwMTGBYrHYkzplGrsCpR0r+Rh8nsa5mtW+lva86Wti80tl1TzfCwp16wUKsHZLockI3W8JlpQAIpzxTpwd++E7XENcHVd22jyye7b9UYxV7f+tQqKAitc9u9aDwm4m5XFzUGFocbvcSxAEzM7OolgstrWMdzMTT8/SOn/+PObn5105Lo3+vdK7ZDqpgdcLlUio801KWqjEw43dcX0WRdJl/0nTOxEq8WBnZVi7tUDThnhvGHI7Fy89BUEbn2IG81fs0E3/SV5qXujrYyEpIYsZDI10q9TLLjXegxqa63LIxPGrtCdKIia9KEFRQJWKU15KgHhlGZJu7Q8IQt+LFJparYbh4WF88pOfxCc/+UnU6/UWK+NuuX79Oq5cuYJqtYpoNIqvfe1rOH/+fMfH64931wQ3mhMJ9Xod3/ve97CxsYGXX35ZHXzYi7R6Nz0pkiRhdnYWd+/exYsvvoiJiUYbcy8cw2imV5olNjN3Ghe79I7Sxm7rRbhbzXd2Wa10L6JulhuZiTI1C2Ym25xGr8+iVCRnF9adiBVBsf81XOIHDX/eb4p8ABsB87/HQKmAgVKzDI+HomleNCPQI6MMtyDOSFYQBxW3hvAx+g8nIiWfz+PVV18FAExNTbUt2XVrc04URUxPT+PBgwd46aWXMD4+3hNTFzo2FQoFvP766+B53lKgPPPAuDRUj9Msi1kyOF/2dZRdyVUC6j89dkVHrhrUlIR1SkHwq/+scFKiZbUJZ7dEqyAHUVICyCkh6l9Q/VdQ/NhVAuo/K9qVeuX5YPOfp/mPhhYoIamx6VfxWL9u1etT/xG8Nvpd1t882xO78E6wG5voDL/bAgUAzpw5g+npabz++uv46Z/+aXz84x/H3Nxcx8fr654UtxZrM3thjuN61qDYiaCoVCq4du0aeJ7H1NSUZieWzEmhPe6tcOLy9fb9IXh454LDqDm9HVuFEIZi9pvOvbyMfDWAN/LNRu50pLlzE9trONQvtjeyQxiOdO8sZgQ9PTjASV1nUXycDEHhkROCiOhqmnkoeIg4TmIb7ygTiMNearYMH8K6yfYPfUlMCu0/EzlPCBX4cZzqedFPm9dTM1kcB0oF1Hw+lP2tQcKNhkQ7u0duYsfdi4gUxpOL3VJkMhPk+PHjpiVPRsfuNi7Rc1empqbUi5FeOIeReLexsYHZ2VkcPXoUJ0+edF2kE6FCsh/xiPPhj/kyZQUc1q5peutgvQjZKTUuhpPhDvtOLJrt7Uykp6GFipMMi5XwcOJCadWI3246fQGUaxZkAE1hQJ+DvtTLwzW/EwGL3hQaI3FCsigVrw8hKnPitBeF0C+bUXZi034Yuvj9frXP5YUXXsBbb72F3/7t38bv/M7vdHS8vhcp3fSktLMX7qXVo9MgQ5opR0dHce7cuZYPG/l/O2rZKZ0IFNI4TwsVu83zTshXA5ohX2YoCme4K0TbD5Msil3WKxHELKYOVyUvSgaT640CwboQw6ivtcGfCBQjyHEqcvM18lIQcU9DqNATgUmpV7fkPE3BteaLY0zovvwuIAgICAKykSiKgSCiNeMmegDIRKLgFQXJsj0b4ldeeQXJZBIDAwNIp9Om/vBuYbfci/WjPN60+wy1y/JLkoRbt25hY2PD8RT3bkXKxsYGrl+/jsnJSZw6dUoTS3qRkSezGWZnZ3Hx4kWMjlrPaLKbRTGCLs/Kl6hyLhuCRS86csXGBWws7KyMKlfeG9Bo0WRvNXcF0Dbbk3KwTtFnVkjciPvr7lkNu3QcJ1keuwQUanr8XhalzPsQpoxfSEYFgK2yY5JFqe1taMt7c1L8UvN69Kz8/8Dr3OuPVbnXQVjjK4rSlQFWX/ekdFPuJUkSbt68aWkv3CsXFY/HY2nJSEP3n5w9exaTk5OGjyPvlVWd9JHrWren9VwYA7HmAsi7cO2WKQYQ9GvfMycZFZ9HRq4c6Hg3yiiLQshWzDMaJbH5UadLvcwgDZKFvd6ZWBeDs9YF87IoM4Fyr5bSDOu6wY3BaPMqo4SQ4Vp/73E5hxrXOPdtLoI0Wi/6afvhLU8MPmg3BCrwQ+Q8ltN+neAXRdT3Fv3NvSb6sbw2s0PESy4cads4Hz/6L/DicBk7OzvY2dnB8vIyfD6fKlhSqZTqD+8Wdhvney2WGAeLx+MxDbzlchnT09PgOA5TU1MIhZxlWjstyaJ7Ls3EgtsiRRRF3L9/H/V6HVeuXLHlaLdb0M08ibkwXX5PsMRCzrMrhb3sStThc/OUK5iVYGkHLVjiwe7cTOkNsnzd3xKXabFBXMTaHafta1pOubf/WbNyB7NyICNUOD8Ui4ucGt/4jJCqgBCVOeGhqLEJ0IphHzXIse5pPOay9ydQKpX6RqAA9mJTsVh0tGHilE9/+tP40Ic+hMnJSRQKBXzlK1/BN7/5TfzFX/xFx8fs+0xKJ4s1se31eDyW9sK99KO3EwiIkNrZ2WnrWU++DPFXKii/r30gSCcbX8SdQlAVKlt5dxxdjOaidFL61Y5y3f4F5nY5hMFwRbPgb5bCmIgVcGsrDb9XwlCkAg9v/ndZKpk7cz2qRHEo1LxoFuTGYuDhZEgWPSV3Kikk9tLx60IMJ3ztm9o3xcYu/K4YUIVKTggi7GkuqjkphLTXumyOtiF+6EuaPs5IoADAYTGLVW8SRwXtOd8JDiIpaV97khIbXJvPfjHQ/nNYNCgPA4CByU9hZ+U3Gq/DcYhEIohEIjh8+DAkSUIul0Mmk8Hdu3dVf/h0Oo2BgQHEYrGuhYMkSW2Fj77ul/HkYZbl39zcxPXr1zE2NoazZ892dBFDMvx2S3uBRs/l7OwsyuUyXn75ZVOx4GZPSqlUwjvvvAOe5xEOhzu23KZFi5Vg0Te5G1GoNL+bTgSLpHDY3RMriXC9JevS7rVJdgVoXw5m1cuSr1IlYV0KFj36bEheaL6Wj5dBr+j65nZ67ko3pV40VgLG0tWL2jSTwaHCNf5uQSqjQmdReEVuEShAU3AAQJCaTu+helFogaLH7mDf/cLuBtqxY8d6dg4bGxv4R//oH2FtbQ2JRAJPP/00/uIv/gIf+MAHOj5m34sUp+Vem5ubmJ2dxfj4OM6cOWP5IeqlSGl3XLr/xI5nvdXvMfK9LA6NVAA0F3uOKuGavZ3G06ftzUMh3NuKwePRLkYbuyHLhf/+ZhTjg40de0HiVYcvgiRx8FHfocW1RgPp4aHmxT9x+Lq/HcNQ3DoNXpUaH99irbEA7dYCLQvxra2m8NgqhTAUcT6EcXkngeF4GQUxgIi3/Y7ZSi2JyUAOAFSB0vIYKQmPQQ0wEShWEMeVjBLCltB4/JCv+R6+IR7BZe99AI0sSgTG57DlMb6oqMCPw2IWZ7NrWB1KttzfyQyYfCiEkCDAL4nIB0LwS6ImSABAZU+YyB0KCY/Hg4GBAQwMNErfqtUqMpkMMpkMVlZWAEAVLOl0uiP3LUmS2n5Xez3Vl9F7nGb5FUXB0tIS7t27hwsXLqjGLJ3g8Xgc9R/m83lcu3YNsVgMV65csRTRbpU4b21tYWZmBhMTE0in07h9+7at5x29aT2E1q0siyxz2N2zyU9EWkWH1cDG3bIfitr30sHcFEqwdDJ3hZCvBlQ3smTIuWCx2jR0UlXh4RTN3BX6uPpYkLTYOLMq9bKTRansXd9IVG8KLUz0VPhGfIno+ilrHh/ClImLmUCROR7C3vUKLVYue3+icb8sP3YipdflXl/84hddP2Zfl3uRxdrOh4FOddsNEr1yzGp33EwmoxnmZeeDznGc+n6NfC+LjRdasy7pZB2ZnL9lyvz4WBmzt9MYH2ttJP/qX57AifO7LbfvFvxIJ7ULIxEoDzajODzcfoaF1SK5njOflfLGinVNMwBVAG0VQgj57QvZXDVoWAM8kx1BxG+84A3HW983nlPAcwoE2f4itV6J2Mqk0JBJwnQWBQCOezPIKK1lJES0LHODCOqyI5NCFte9Y5DBwcfJ8EMy3LEit5GMyJovjuNS4+LiTnCwJTANl5z1rcRrFeQDjXNfi6daSr6AxqCtO6MjOL6+od42NPE/OnqdYDCIQ4cO4dChQ5BlGYVCATs7O3j48CFu3bqFSCSiCpZkMmnre2inJ4yJlCcfeoOLWO5WKhXLLIaTYwP2dmrJsES7jflu2OMTS2MSZ3d2dnrmPEmLlmgHjfIAsFvyqz0iTkVHfk/oRCw256wyI90OiiQQdzGeM8+wWNr+OnH8ssqUtDlOQaKa4vWWxbpNOToj4+O0sYpuoPdTpV70z0YCpcr5EFLqhgKFh4Kap1XAi1zzO0a/TzzlNCZ4Go/xSTLm5+fVjbB+EilPamzq60wKceFqt1h3GiR62ZNitGgrioIHDx7g9u3bOHPmDA4fPuzouOQ9KBSs/2wjA60X4UYCBYChQDHCbuqcbp5/uNO4YDZa4IN+SZOaN2NxNY7RQe3ujD5DYxefx95CXar7EPS1Cp+C4GvJpPh4GZJk/Nl8O3MIssLheCIHoNHICDSyKN1iJFAIQ74iApzx55q4yJDFXgSvESrC3pJwbudh83hiCXeC3dWxhtr0aFUMyruK/kCLUOkUnueRSCSQSCRw/PhxCIKgZlnm5uYgiiJSqZSaaQmFQoYXfP3ioMI4WEjsoJ0jp6am1JjVDeTzZVVaKMsyFhYW8PDhQzz77LMYGrJnCtKNSBFFETdu3EAul9PMeum1PT7QsBYuFKhSrlhngiVf8rf0nugHNCq6LIusAIU9++JYuLPXBRqChVz3xrs4Dl0SRuimNMxnUQLtpNHdqDLA9LEuuYzRVDnj70qF9yFCzRkLi3UIe98xui/FR2VReBMr5JO7/w12+Eb/Y7lcBs/zuHfvHgYGBhCNRg+sD1FRlCc2NvW1SKF3lMwW693dXVy7dq2jILGfPSmSJGFubg7b29tt+0/MMPoCJF7JIxgC5ufjOHs2r/aidIo+3W5Gu2zK9aUUxoa0YknfcB8LCaZCxajUa8QgowEAlboXIb9oWGLWCwTZo9lRMupLeVhvzkK4s5tUhQoRKPoFPSd01i805CtiS4hirR7HmF+b0dA7il33jumfDqAhVOi/wiGxKVxfLNzDW7GjCMA4qN4Kj7bNpIQEAYLue0myKfqSLyPujDbm2NCXYaK3O4c7n8+HkZERjIyMQFEUlEolZDIZbG9vY3l5GX6/XxUsqVRKs2HyJO5WMbTYyUhUKhW89dZbOHXqFI4cOeLaBQrP8+A4zvTCv1arYXp6GoIgOB6W2G2fp9frxZUrV1rs8e2IlPTrOdCXHPFY586dVoJFX8qld9py6gqmeV1q1kosLDge0Kiew95xrMSKfvCkVYlWvhrQxCR95oSuHrA6jpNBi07Kfq0EjD6LQmOWRQEaPZcE0nsZUqjMiaKgwmuvL3yyaChQeEWBtJdR8SgyZK71Yv/78I+AAahZlNXVVTx48ACFQgH3798Hz/NqZj6dTvdkBokZ5PtnJzYxkeKAdos6x3Hged6wL6WdvbAdeplJoY9brVZx7do1ALDVf2KGkUoOhlrPn+5Hmb8d19x39rRzS1lJav++rmyZB8pSxWeZLn+wFdX0pRAWV5vnbiZQrKDdV0gWZTMXQnLUutfFKIuinlM2heNJbfbJKJsiK5wmgJX3hkI+KMVxOGL9NyCPDXoa50F6b2gqsh8hvrEgE6FCoLMoZs36EjjNblYFfstmRTNGxALmU2M4m10D0L5pniZeq2Aw3xBRRpmU/YLjOESjUUSjUU0DPnEMq1QqiMfjGBgYQL1et7VbZXdnm/H4QTtavfTSS4bOkd1iFptyuRyuXbuGVCqFS5cuOc7cdJL1IPb4ZmYAnWZS8oXeC5a251DyQZY5xKLGz9MLBc3rln1dzWwBoBkw2U12xbr/RNHMaNFv5Nl2/HKUVbFy/Oo8i1Le206jS5nDiq7nZC+jQgRLQJEgco2Ld2IQ45NliHzjNtpW2Izvwz9quc3r9SIYDOLixYuQZRm7u7tq/+Pc3BxisZgqWuLxeE9Lw8haYSVSFEVBuVzuuhx1v+nrTApgbENM2ws///zzqrJ1yn70pGSzWVy7dg1DQ0O4cOGC4w9q8G8LqL4/ph7XavOCZFPU/9cJlE4pV7woV7w4NKQVCkbZlPubUWRyrTsIpYoPyWhjASxWfAgHGwuD3yejLjTfk/VcGLm8H7l84xik1OveZhxHh7uf2QE0GuiNHMqAxo5UJGCejYoFW+/L1QIIet0Ru5LCI8Brj2WUjk96KlisDOBwMOfK63oh47//3jfwOy/8XU2plx6z3TNaqOjJt7FgfZRKmc5NKfoDiNZreMnzjy2P4Sb6BvxKpaKWhlUqFczPz2Nra0vdMdM34PfSQeU3fuM38Md//MeYn59HKBTC1NQUfvM3fxNnzpzpyesxtBSLRUxPT4PneXi93p4IFMBYpKysrGB+fr6rzI2TmOfEHt/KGh8gWRRzrASLxRDyFgoFHySFQ3xPdLQMaNQdi2RdCsXGhW003JlYspOdafd70IIF0FoiO2l0d9R/ontsSWieg5V9MaA1hbHKlHSSRSnLfvg4EQIa1wYBToII82unKudDWKk3BcpeeZfE8cCeG1hIqkFSxUrr3BOgkUXRYyRQAG3jPM/zSKVSSKVSOHHiBOr1OnZ2dpDJZHD9+nUoioJUKqWKlk43qs0ga4WdDbTHLct/4CKl3QKnX6zt2gvbodfuXg8ePMDCwgLOnDmDycnJjssBiFD5IeWSeptZ8/z8fByc1x0r4EwuoGmef7QVhld37AebUWzvBDA02H4gVdGgtCvglTQipS7wGElXsLYdBr+XEcoV/Aj4OheTssJhPRvCaMrYeeTeRgxHRwoo1X0tFsWFqt9QmOipih5VqDwqRHAo1jqXJF+3Tv/WZU+LQCEIigc+gz6Th7UExgPNzA7t8uWUUK27UsH51FiLwDEq9TJC5jhToQJos660DfF+EAqFMD4+jvHxcbzyyis4fvw4arWaOk08Go0inU4jGo0ikUj01EHlW9/6Fn72Z38WL774IkRRxL/4F/8CH/zgBzE3N/fYBZ9+xmitXl9fx40bNzA5OYnx8XF897vf7dnr07GJDIbc3NzsalMOsG9B7KQ82e3Nvm4yLKS/JL8nOmIRZ8/fLTZjVMIku6K+lolDGBEsnWZXCHS8tMqyOMlwWJVDO+kF4TmgIFKVClTc1JeM6TfZaNHi45o7/35OgmDjV6GzKDwUw14UUroVlgWIHI+wVFcFCnHz6kagANb9iX6/H2NjYxgbG4OiKKppy9raGhYWFhAOh9VNrmQy2fWAblKG3O4ak5V79QB6sXZiL+z02G5Tq9WwtLRkOkjSKcG/LUD/6458r9UVCQAUkYNP4CCGug8cdkq9AGBrO4ihwaqaRdH3o3ipxVGfRfFTAsSJt/1WoblDT/pS9BjVDGcLQYyl7U00r9S9GpEyFNQKnVzNnTKluuxBzMTemPS8FMQAYt6a2vwe8oioy83FbUuIqiLFaICkn5NQVfaGURXv4XvRI+p9//jGKwCAf/bdv8D1kw1DB4X6wMngkVFCGOaaIijjiWBEbPa8AMDd1LD6c7JehlCzFq+PdBc/RvbDtVdPAN+nvW1g8lOWx+0ViqIgkUggGo3i+PHjqNfrapbli1/8In77t38bgUAAsVgMS0tLOHnypKuvrx+K9aUvfQnDw8N4++238X3f930mz2J0gyzLuH37NlZXV3Hx4kWMjIygWq3adp7sBCImKpUKpqenAaDrTTnAnq2/0/JknucdWSY7IV/wqtmORAfN8rtUKZj++freFb3oyO5l8zu1QaazK50MmdQcq8OyMCsB003Ghcaq8V6P3eZ6qz6VGpoxL7QnWEjJV43zICY3Nlb9iqRx7pI5TrUepgWKkTgBrAUKYN+CmOM4xONxxONxHDt2DIIgIJvNYmdnB/Pz8xAEQTVtSafTHQ0CtuPsJcsyyuUyEyluQ6a3Ly4uuuJBrz+22dTgTqlWq5ifn4csy3jPe97jeNqwFbIMVagUCl7ELHaZBJ8Co4/5/O04Lpxp7Lzfmk3Zdveyw9Z2EB6v/QXr+u0kzhzLI+CV8M7CAI6NNy+AfV65JWjYKfmim+f1AmU9G3KUNm+HXqDQ2RQrnLigEDK1xoVCjJpCP+HfxZ2qPQGcU4Lw72Vifjh7A0V/EB9av46vj14EACR3taJN8ng0mQ0Bxgvghe1VSB4P5lPNpvywWEe60nlGh/B++R9id3cX1/nrXR/LLfS7Z36/H6OjoxgdHcXZs2fxgQ98AB/72McwOzuLCxcuYGJiAp/+9Kfxkz/5kz05n93dxve3V2VH73aq1SpmZmZamtTtOk92isfjwe7uLm7cuIHh4WGcO3eu691WoH3WI5vNYnp6GoODgzh//ryt1yS/v9mFUuiviyCXGiGHmRFaSFgJDqDVpUsvQrK7PtPnWkHMZDoVKwBaDGK6ES2FqvZYtBCxmnzvxFTGrRkrVgLGbuYmwEmoKXtZEEq8hKiMSm0vS0IEish54FckSOAQkeumAsUnN3+mm+XbCRSg8zkpPp8Pw8PDGB4eVvtEdnZ21B5Iv9+vloXRpi1W2HX2AsBEilPalXvxPI87d+5AlmVXPOj1x3Yzk0IW+EQigUql4qpAAYBEovGFamdBvJ9s77iTSaAFSia/N9TPxoRhM+iBWqWK+ftF5rWQki8r9FmUlVwMk0nz54xGS1gvtpbg7NTDGPA3+3s2a9ZlOiXRj5FgCRvV1sddDK6rdsR2Sr2IQAGArahxz9LFpQeYPtPsqSAOX2Z4JAnpur3MFI2Vs9eVvR6UfhqYRaaAm1248TyPl156CclkEr/+67+OD3zgA/jmN7/ZkZOfHRRFwSc+8Qm85z3vwVNPPdWT13g3Q+ZZDQ4OtjSp23Ge7BRFUVCv13Hnzh2cP3/etBekE6xECul5OX36NA4fPmx7N7edSKGpFLzw7GXn/cku7HwLPih7x0k6dLQkYsdxKZgLM1sA7aBJoDFsslP0YqJUM+8p8epECi02jGaHEdyasWK1OeenSpl9nIiqYv2dCkFEfW/jLEQNKyYN8oH/P3vvHR/JXZ+PP7O9qEurdkXl+umayp1Pxh0wHDYuOGBCcIwpiTExsentm18gCcRUJySmxQlgAgR8NsZgG2N8hyu2T+VO9VRO7dS2SFpp+7TfH7uf2ZnZ2dnZ1a60wnpeL7+s29mZnZ2d+Xw+z/v9fp43RwsERcfzsLA0dDwPk4iUiBs3AnHb4cuo21U/myAbcxNFUbDb7bDb7UlNW4qLiwWnyWQ2x1pdJ4FNkpJVeL1eeL1e2O32rHnQi5Gt7ruAdIAvLy/HSy+9tOpjWv4gXQB7vQYUFzMoLGQ0ERWTmUMkvLqHKKCywM81jAYOSzJL5OHZYuyqUc/+uLxWGFNoWEK0XlE8P7sQJQINVeqf0TOv3DckxCQOFNUF0gX8csSEclMAnogtIfonxzJtTnBKqTJEyYi4k7waQfHHOvWSUi8x2nwT6C5IXAQp6UPEpV4A8KbZfjiWopktVq+H054do4Z2kUhey8JnraDVQcXv96OwsBB2ux3XXXddzs7n7/7u73Du3Dm88MILOfuM1ysikQi6urqwa9cuRT2hmvPkakB6kYTDYdTV1WWVoADKgTmOizaom52dzUjzIiYpckSzKHHoReXDkaX4QlSJsGgNUi3FSowLi1XsfGWnxnMUlkWZGbuMsKT6bJ9fJnJfBWlJh7AoOONmBHk2ZEWkl5STGzU3sGKTSuZGQxYlxMUykqLnixWdnIWiRX9Hf6MIr0+YEznoYCduXhwNPXjY2IiQPTHHdChWOvpv4uwlRnua5iy5CKAlM23xeDyYmJiAXq8XysLENsdaSYrJZFpTa+RsIC9JCs/zuHjxIgYHB2G321FVVZV1ggJkR5PCcRwGBgYwPz8v6E9CoZAQdc1WjW7DgBXBAg7BWDYlWakXZeDBM9LPrLhohntr+mVtviE7Cnb7YUyjhEsJ8ggOEC31SheBkB5LXlNSkhKMGBCO6FMSFAK1rvdj89E+J2Lr5D5n5oJVOTwR6WfL9SjpRK/KqKBqc0cAWGKt+MvlM4rbjvimEl7bNTGD4bpaVPhW4C6QZi+L2BBanBOS12rdCwJJCSp09dUK+USRT5kULSQFwJrU/d5999349a9/jeeeew5bt27N6We9HmE2m3HFFVeoZkmUnCdXg0AggM7OThiNRkXXuGxAHpgjPVcYhkF7eztstuRjYjKQOS6Vw5caUhEWLVjxikhHmmVlfn+sQ3ma2RUCMWlZK8Iih16X/PorzcHx/VTIhApBAYAAHV+XyclNRHQ+UcISHzdZnThzIuqFksQ4RgcekVjJl1VU8mUGIxAUDhSsXASFbHStUxlYhiGWLTHIWKqB48DE5pWjxsxKcTmOy8m6VAyxaYvY5nhyclJic6xlniTOXuvVcDJTrDtJkV8w4iricrnQ0tKC2dnZnHWzXS1JCYVC6O7uBsdxaG9vF8q70kl/az5XlkKBVw9lfyplhP16OOYSWXPf+WJBl5IMwWD0vBcXTKisTO3clQwDQ4U4uC/+WUQ0L5xLRzmaWhP7eKhheDbeKLGkILNUef+FEhTaGYk//vh8YYKLWGWa/VnmVuwwiXQp8ixKutBTvESHwikqjWTnIBPNz9GFeO/Kq0nff2R8POE14vRFnLkquGhE9Oj8mOIxAhYzjkyMw8CyeH7XXkwXlMIRjGYCk/nQE0LyMvtDAMqi+XwjKaTRnhpyafPI8zzuvvtuPProozh9+nTOrI43EdUbpeM8uRq4XC6cPXtWMIXp7e3NuT0+aYRcUlKCtra2jOcqiqJUm08S6DWasBDCouMAXYny2MGnONayNzpuFRWnT1ZIFiUXhCWdEmYxYQESSUuq3ijJtyX/zLScwtRsh1UIUzIiknAM8KBj2X8zJb2ODHRCJYGVp8GBQgEXxja/B/ZILHtC0wIREYPV69Fs/pCmc1DDWs9NcpvjcDgsmLa4XC7wPI+enp6kNsc+ny+jIMR6Y91JihhK9sIulytnDlyrmWRIU63y8nI0NTVJBvhckBQCo4kDHZE+GOYBOxwAXNWRhCzK8o4gikYz18YY3UY4AUWiokWPYqBX/xCr2Q8v+UwCUXEtWlBeop4x4vjoIE3qkUPh+O8j/xy1BpTZhpc2RTvZg4fDEgAHSlLqpaRHUYJZwaY4U2yfd2GyKnVTwoAleh8YYs/S5cODAIDBrVsAAEaGUbUhVkuz5xNJ0fI8syyb00zKRz7yEfz0pz/FY489hsLCQszNzQEAiouLs66B24Q6skFSeJ7H6OgoxsbGJKYwubbHn5mZQV9fH3bs2IGGhoZVR1eVtC7VvwihOLbE8Jamt+AnwX1uKbp/MrKiBFZ0GsveOOkoipWD8RqJwmqzK8DqGk0mHEsmvicNigGgSCXrkmkWRQ617L4auVEv+5Le48St0qoTZUtiBIWFDhaKEQgKDwo2PoJDSxdhjUTnfQPHwZjkuWF0Ohyy3Zn0XNLFes9NZrNZsDkeGxuD1+tFQUFBgs1xeXk5CgsLBfvhXGRSctm/K29ICrEXrq2tlXS1zYUDF0Gm/u6kP0Kyplrk3HMhqswmkjl7kSxKukjm7NUzUCzJpqRT6kXTugTyQOyOCZZ8JtAxMjQ+XYD6LeoC8lmXJW3RZDJccBWj0ZF4HeW9UtR6pHA8BIICAK5QNNqRjhuLlpIvMQoi0etHRPRKKPH6VUkK0aMAwFKBHZwsRFftXcJKLJoT0RskGZVW0wc1nWeu3JMyQToOKrnq6vud73wHAHDVVVdJXv+f//kfvO9978vJZ75eoaWH12o0KTRN49y5c/D5fAmmMNk2dREfNxgMor+/H0eOHIHDkToIofW4anNp8WJ8qeErSv97EbICpEdYxFiOlYOpuWIqgZAVIHuEZTXHAaQEBZASGPm8IScQetG+qnoTNaewDBwqgWgWJcTGr6d4zjDrlK8JG2viSDQpHCjwoHCFewhmOkpg9BwHg4idkuMaWRa7iu/O6FxTIZ/mJp7nYTab0dDQkGBz3NfXhzvuuEPo4TU0NIRdu3Zllazksn9XXpAUNXvh1U4Eakg3WqVVYEhKQnJVppYNJLMfTkZQnE6LJJuy2FEM1KuXgS393gHURmCgdRgajeoV9KtoypgMhKCs+FMTwnm3uud/KKJHeXEIflnUyrmsLU1KszpUFqYuEQswBpj10XuP5pSvOc3qQAMoVHhKl1gr7PrESaSW82IO0gXycd0EZu0lqPEvwZ6E8AfNJsVmjoeGxvH8oX1o8LtR4VN3P1u22VAUSPzufnPmvR3WO1olhhZxYiD2/XOVSVlN3f8msovVaFJWVlbQ1dUFm82G9vb2BDGrXq9HJLK65qpyRCIRjIyMgGEYXHbZZVktSZSTlOpfJJ8bCpbjz1AmhAULRqHolU+znAuIu2MqkZVU5VjpNJpU6zCfLvHRqZRPpQO9PvlxEvQmkeROYRFRdkROdAw6DkzsZzVQHFjR/Mbp49dXXPYlJihWHSPoT2y6+DPAgcI1S+dhD4dgjq0JdTwPEx39mxFXs3A8OB2VM4IC5PfcJLY55jgOv/jFL3Dffffh5ZdfxqFDh1BbW4u3vvWt+Pa3v52Vap9c9u9ad5IyOjqK2dnZpPbC2RYnipEOSUlXYJjtLrwEJadKELJxWGnW3odieUcQWKXLlxiuc0WqN468kWO6UJooAiHtD1KybIoSQaFpHYxGDjStAx9z2vJ4o+/TWu5FsilTS9L7N8AYYDOIvNxFzl8GE4cwq4dRVp/r8lvhsEuVRxeWS2A30SgxxQnGFr0X7xx+Tfj3L3cdRQO/AL/OhPtf/hnuOfaXAIB646KEmPhlYtyqFS/MIfXveXBiEj110QaPeo4DKxqYSakXwYqsDvZicRlKQ1LiMm8vAjRWPuTzRKAE4qCSzxnUTWQHmZZkzc3NoaenB/X19di5c6diRDObzpNAlBR1dnbCbDbDZDJlXTOVKuuUDAXL+gSikkYFEihvfCbiixlJqRegTjpWVgyC61dxBmRnWeawmYq0JIOYsADpZ1koFQKjWoal1n1ehcykUyImhkn0eXJdCs3Hx1V97D4iBIXh9bhpqRvWSEQgJwBgjsTK92LPDyk3ZvR6NJbcnXOBeL7NTcnmHJ1Oh5aWFlxzzTXgeR4nT57EH//4R3R3d+fMOTOb/bvWnaTU19djy5YtSS9wLrvCaz020Z+UlZXhwIEDmhtcZWuSaRjQVsbjmDPBVS2NvoX9epjtrCaHL+dL5cDO6IKSnYovNo1uI+gKGk6nBbW18QV0cMEIa5n2Olu9kYPNxiIQkF4/sXie9EghmJ6xYtvW6DkteRNLptwL8fdHIjpYLNJrrtYjZbXwLJlRFBNGEoJyd9Wf8J/OS1BTHC37CTAG+CPJF6zJsigEYmtIOaER453Dr6HauSh5rcao3viy6UKiq5cSSrx+VPhWwFEU9EgkKmLwOh2o2H1/yHYnLuIXku3zadoU59tEkOrZ9/l8G9JBZRPpI90sP8dxGB4extTUFA4dOoSqqirVY2dr3hOTIofDgY6OjqwcVwwy3/E8j6GhIQB1mvctXJKO0f6i5NdUp0I6KK8BRhagMygH84rITmGh8nWXEyA50smyqCEVaVEjEGrEI50sihjpEB2DiMAYVErCGF7UEFc0r1liGRWWp8DwerxjsQsFoRBMoudML/shKBE5Xp6/FgsLC5ihXhD0GGKr3mwi3+YmuVBeDqJJsdlsOHHiBE6cOJGTc8l2/651JympIo65LPcSD6zJFhVEf7Jz507U19en1eAqW5OMmiuKeWB1ETHnS9GStZUSBoUAItNmmLaokxkDnfx8fCsGDK/ESl1q44SJ9euhL0mPtE3PRMkZx1EJ6W65LoWAjuhgNMU/Z85pRXWlNDNRaGdQVR7EvCdO/gwG5YF4yl0IlqdgM8fvwUILDW9QRB5USticK9GMm90sJXP+iBF2UyLBk2dR0oG7LEoAKhaWcf+rP8N9b1Du0bFzZi5l9kSOfRcuom9H6p4N04Ulwt+HYh+xaLGhNBQQmje+jX6X5s/Ntz4pWknKJjY+Uo316WT5I5EIzp49i1AohOPHj6csB8yWKH9kZATj4+MCKfL5fDlzDaNpGp2dnbi18xDIt/MVp/cd9CxQFNOvLKcpticwikhPWKWcLNllWFmJdS9PQla0QExYVqt/lPcqE7cEkM9bERFpEDtsiecvIDdZFEOSbWFOD7OORYSNaUtE7pcmmRUx6Rt2++IrsIXDQimX8PlJnomtVZ+I/uGIzhnLy8vweDyCVW9RUZHQf6SwsDArQaSNODetRSPHbPfvWneSkgq5zqTwPK9IUsT6k+bmZlRUKDfvUzt2LjUphV0FaZV8EWwfsMJdQyNk5QSCAkSjWSFr9DpHps1IdruLS70KlvVgRZkUX4oGkzZbbn5HACgupOHymMFygBHaBPQENK1LSlLIoBkIG2AzM6gsCiAYy4wUrcIPP5dwlxWhYkGaRanxLwEAuFV0AxO7pug5Tij1GqyulTTjyibyKVqlZVIKBAKbmZTXCbTOTcTqt7i4GO3t7Zp6K6x23mMYBmfPnoXf75eUUueqDBmA0NdMjAKvSH+iQFgolcxIkUhsr4WwKBkbmmP6FzWykgyErACAzZ75b7Hizx5hUetZplchHmFGD4g+WkxS5BkWVnR/JHatj/9eBh0PlhNlRPSi+UHPgeVTL+C52PxKNCnv87wMK01Dx/EwioLTyRy7WIqKExRyzjodSkpKUFJSIrHq9Xg8mJqaAkVRWcmy5NPcpFUvmWsL4lz078p7kpJrTQqQ6NKQjQZXq50M5N3mtUKp5AuI6lK2d8cnEEsw/n1XSpiElLscpORLjuCCLBNmTf1bKZV8EczNWVfVl0XxmE4r+AkLdA3SLAXJpogJysKiCWWlEYQjyoMPISh2M40lWtmC+SOVr+CRsPY0Z4U5iIWwRVGPIkedYQnGWAMrNZCsSjpIJp4HgKXi5NmBZaMVdkb5N6vyL2PeXiRkU9LJogBr0zBLK7S6e21mUl4f0OI8OT09jf7+/rStfleTiff7/ejs7ITFYkF7e7ukWkGn04Hn+awusDweD/x+P8rLy/HursNJ31fg1UPHAcul6X+vokWDUOqVSYbFvKyHPrZ/oIRJmkVJhqAoAGddRSlXuoRFLaaULLAGqPcpUc+iqGRKVLaJCYocZnE5l4EFHSM2Vj0T287gfZ6XYRfNPVoISk31J5N+puTzRVa92cyy5BNJ0drMUa3EdDXIZf+u/Jj9VZDrTAogFR2JG1y1trZmvEDKZcTKEtAhZONQ2FWAwgU9PLUMFhw0ylzKpXNEl5IMqQhKrsCICI5aU8fpGSu21CYu3keHC1FcHkFxEv/5yVnlxeKK34AqkTEbw1AJA36tI4BwRBRJMzOwmqSTSklBGEu+OFH5+6qXhWaLf63vwI/ZVsXPBwCX1woXrGjbOp/0PWI4LFFdTggGGMHgmrmBlPt8YOB5PLM7TpZKAgEs2LWnexdKY9HXJPdxyGSEJULj+oU341TR45JtDecOwlnuxOGy9+FpPAJAvR9KMuSTzWM+pdQ3kXtoKfciltNyrFcmnjSF3LZtG3bv3p3wHcj9m60F1uTkJM6fPw+r1YqamhqgK/U+RYvxZ2ilWBTR1zjNZ1IOphdlbGyx+c6non1RQ1BWMZApaVmRaU9Wk2VRy6KoaVHUtqlpUQwqJEh8LnqKF/QnZr2UoLA8hb9b/GP03zERvFFW2r9agiKHUpbF4/FgYWEh7SzLRpubiCYlF8hl/651JympJoJcalJIp1xCgkjUK139iRJySa6UILZ11IpCr04ySaSC0b1+jkVOpwUWDVmaZAjYOTCLRpSU0ti5XTlLlWygl9fzEhj1HBzFUfJ0e2Gn8HoBkxhd9YeNCboUMUEpMkVQZIqo9lMBgEJknmVasBfAwLFYttvgCCn3yCHERAmVi144S4sTXlcahAwGAy5cuIC+vj7g2uhrmYjK8ylapTWlvplJeX0g2RgfCoXQ3d0NjuMyzsSnO3/wPI+xsTGMjo4qWvkTiBsNrwYcx2FgYADz8/NobW3F6OhoSncvuWRBx1IoXog+T96yzLIrBCsZEI6CZXHvluT7q5WkAUDAn72yML1sqBOL5tVKvcRY6ywKAETY+DUQz2B6g/R6cDxg0bP48MJz0PE8zCLNiZyg6DgOLEUJbl8EoyPtqKlWPR3NMJvNqK2tRW1tbdpZlo04N+WKpOSyf9e6k5RUMBgMWU9Pi0FI0MDAAGZmZjKKeilhtZmUQy8V4NylPuzsTT3BRcwcTFm0GNaCkE39uzlGrXCJhPMltakX1/2iJo9ENJ8tMEYOddsD8K4Y4Q8aE+yFCUFxVITAsvFrmYygaIFzxQa9jhPqdv1hI95QHXPUKo3+z07RqOCj0Vg3ZYdZlq15dkFb2tTAKE+OdiYs6FFygZApSlz9Bouk5GvXrl3YtWsXgsEgTuFxbDmzB2cWz8BoNAqDfmlpacpMZb5NBKnqlzfLvV4/UCISi4uL6O7uRnl5OZqamjIW1qZDUhiGQW9vL5aWlnDs2DEUFycGEgiyQVIikQi6u7tB0zTa29thtVoxNjaG639em7FgnpCVZPuquXoB0maR6Xa3B7QTFjl4GSFYTZZFTlB0Ol7StyxiiL/BqOcgbqOjF28zSPUmYu05a6Ck20SXmtVLt4lBtCPR8+TAin4Ps+jzxGVfphhBYXkKFj0DjgfuDj4Pa+zEUxEU4bxExKDA/EFQVB9ygXSzLPk2N62nqUsu+3flPUlJphvJFnQ6Hfr6+lYV9Up23PVq5phMlzJ3xI/qmC6lzLm6n7560oS57ZEEn/ttPTZMHUzdzFAOSoOTSiioT8imkFIvcSPHUCjRilj+foKq8iCWfIkLT3GpF4EvaESJPfG6vqFsSrHvR7p+8hW8HyuUVOfSUjqb0HH3yLI262AAePuZDpw+3AQbnb3GcHTsmTxg/7DidrHuxGq1Rv99OPoMe71eeDwejI6OIhgMori4GBUVFSgrK1PMsmzEiWCz3OvPA+lk+Xmex+TkJIaGhrB7925s3759VZl4rZqUQCCArq4uGAwGtLe3w2xW1skRyKsH0gXpt1JUVISWlhYhyCB/RuWCeaUsSjIUePWgOGBFo3ZF7sxOCAshK/oUBEeOoiVxhmZ11RDZ0rLo1fQnom1q2RbVbRlmWJQICs3pYDEygumMRc/g7uDzscxJdKLUSlDE2Fr1CSwsLKzZfJAqywJEq2+qqqqy5hiWKbSWeyn1Isx3rDtJ0TIRAOrNajLF8vIyaJqG3W7HsWPHsirQzYYF8aGXChAoUl/ozjakXnxWTZuwtDuu6dh5LuqnvVDNKJZ8GZnob8LlcCyw2ViEZs2ImLUt5GmGglE0GC8vGlFcnvy7yy2L1Zp1hcN6mM0icZ+JhT9kgN0i3aem1C8I58U1uSV89NpykN7L9xa9iG8tvwGBkAE2i7YJqpAPS4iK/JjpgDh8GbnMJ8cL1ZXYOTMn/JsQlMJgCBAFZd4ZvAFPGH8h310CvV6PsrIylJWVCVkWj8cDj8eDCxcuKGZZ8omkaHH32sykvH5ATF1YlkVfXx88Hg/a2tpQWlq66mMTTYqaPb7H40F3dzdqamqwd+9ezc9JpnoXp9OJc+fOoa6uLqEJ5R1/UBfMUyzgL0lvPiyMaVf8aZQki0HICsVRWNGYXZGTKbtP+rz7C5J/h2yWhal1mFcjDWJkqkVR3Sa6QGYDByb2nY16TtCbWIzxa30XXkJhICSQE0BKUIB4M0Yg2vOEU7iPtzs+Fn0vz6/LfCDPsgQCAfzpT39CMBhEd3d31hzDMgGpNPpznZvWnaQA6t1qKYrKiS5lZmYGfX19MBqNqK+vz7qDUK4tiC0BHYwhCr5iFpUXowvnJUfyga9kyCohKslAok7JCIpaj5RtI+pRPCWUz5ngUcj6yGG3s1hZ0cMiqgJbWjSiuJAWsh5qrmHirrxKneTlRAUAzKbsaYr+xnEG33e1JbzOKLh0yYmKHCUBbZmqkboa7JyYRdXysiCYr1hO3zVuuqIMW9wLkteYLPjDW61WbN26FVu3bgXLslhaWpJkWUpKShAKhUDTtOpiba2gJZsbCARy5qCyifyCXq8HTdN45ZVXoNPp0N7enrKhWjrHTmaPz/M8JiYmMDw8jH379qVt9Zlull+sdzlw4EBUIJ8B7EvxMSNYmPzz5T0A7V7pM5cOaSHEoTBGWLSSlWQQk5ZMhfeAlLAA6j1ZspFF4XkKEVrU1V30+xv1PCKipsIG0TaDnkMkthgwGTmJ5TDDKZ8Xz1P4CPUiCsPR8l81gmLQEMglBCV67PWfB4B4f7+mpiZQFLUmfVmSgYwTaiSF5/mcalJyibwgKamQTRE6x3EYGhrCxYsXceTIEYyMjOSkni6dieD4F3n86f+L3sQ8z+OSf9b2GbMNEYGgAECJS69KVKq7U7PoNCuUFLUp23psCNkyu6aVlSG4BwtgRtzbnlzGgmUDQiYeFisr1AJPTNpQVk7H3rf6gcCo5xGmtUdqrisdSvmee7b9CQCwv0LqXmanaEWSElHoUnOImcGQsVIo9Spf0d4jpyAYkrh6OTzKonkAmC8tRtWidHtQFhU6YP+wJIuSDej1emFQB6KL/YWFBYyOjmJkZARTU1NClEqLliUXWG8HlU2sLVItLFZWVhCJRFBdXZ1WJkMLkpU5ZyNrk87cxLIsent7sbi4mFLvkgzy/iV6lkJBjLD40syuAEBRTL+yXMYmlHqlQuGidNwQkxb53JeqkkCsYwHUsyxy7YocfhFpkWdRDEYxEeFBi+YMceNilonfryYTJ5kPxe6Vak5gYoG8quWwSBBv0PHgY6Vdd9lehp0OCXbCYoJiZFlwuvg56TheEuwysKyQVaGSrMk4jssLkkKeH4qi0tKylJeXZ70iiKyNtVgQb8S56XVFUkjX33A4jPb2dtjtdoyNjeXEhSvdaNXxL/J46f/xUTckRG1jSakXY+QVMxhigkJAiIqSLiVk41A9kbhPoVcHVzWddu1uKhRUhuFzJs8IkAmjfM6EhcJolmflbBEM9SEws/GFsTjKFI5QkmzKavCOLQN4ZHofCmwMfIHER2Fh2YyyIvU+CHLInb1WAiagHBjQV4LRQH4IQVniLUKp16WhMfgMZtw28hK6t9VpzqQQVDsX48dPc3F/1PiB6B91wOLEv0QzKkkISro9UNRgs9lgs9kwOTmJPXv2AIiWt4yMjCAUCqGkpEQY9G0225pMXJskZRNAPLMwMjICANi/f3/WP4MsOMRlzqFQCF1dUY/f1WRttM6n8s9Lpne57PNAQWzh7CtNL8pVIMqu+ErYhCyKHHqRlqUohdheC8Skxa9SEqwF4iyLGmGRQ21tKSYocogJiqozlwpBEXeXVyUlRnEn+7hwnmhS3lvcjZrAIkAD9pgwnqMocEnGZZ0sCyPPqBCyUldxr/T1dSr3koNlWYGgyLEax7BMzwXAn+3ctGFIymrLvZaXl9HV1YWioiI0NzcLkdhcWQVnctyrPqeDxX8YJQBmdqp3M9cSQWp6zY6QnVMdwJcqGJS4Y+JHjfNLxawRjJEXxPNizNZHUDOeWI+5NGNJ6fBlmzaD1/HQj1uA+hDCfr1i0y2vNzed7Y0qtbhAvJFjOiBZFABwGKXZD3kWRZxBqYIPs4iL3C6ZGIGnuAjblzzgKAquokKU+ANJfeRzgdK6z6/ZZxGQZo7FxcWSLItYy2IymSRalkwdlVJhk6RsgmEY9PT0wOv1oqWlBWfOnMmJbkqn04GiKCHQtbi4iK6uLjgcDuzfv39V97iWAJrX60VnZ2faLmUFi/Hr4CvlFLMoSfdd0kPHahfMS/b16oU5cTlmZ5xKIyKHXTSvrFdZmKoWRaXsSwyTSdtErjTfMTFnS4OeE/42GjnQbKLehBCUv7O+BGsgGpyz0rRATCRlXow4Y6VOUAjkBAXIr0yKlmc+WZbF4/FkLctCsq1q14VlWYRCoQ05N+UFSVHTpACrJxKzs7Po7e1FY2MjGhsbJT9mrkiKTqcDTasTDSWE7BxK5hMnBHE2pXbEiLmG5MeunEp+o8/V0UI2hY69bamCEcTychCXFrFbCxDVpjCxKA9x+BLXCgcO+UBBPZtCty3DeCbaGb1sOGpZLO73Yl7Ww1Cjrleprg4jIspQiAkKHesaTykM/JfXRsum3rFlAA+NHFL9jKPVUeH44FK55HVS6lXBJC+9KqKDWDZqS/0sUlaU8om6IQtLw1Os3EGe1utVicpIXbR+vCAYSjuLkg9QmgxIlmXbtm0SLcvw8DDC4bDEMSybWZZNkvL6gvy+8fl86OrqgsViwaWXXirJduTKHp9lWUxNTWFwcDArrmFAapJC9Jpa+oVdphK3KFjUCcRhJY0MS6G42aOIsKgRHDFIhmWlJHNNqHy+yzRTAwBWX+KYESwgJTrJ90sni5KsRFlv4MFGYuJ2AwdOVMPGiciC2chJCIoaeJ6Cxcji76wvQcdzMDPRtYhVtN4xcBzY2FhpZBjBcAUA9LJ0mbgEzESrE7p80aRkGpjIRZZFq+skgA05N22IVQtxUUkXPM9jaGgIU1NTOHz4MCorKxPekw2r4N3fozH0t1JioPW40c6ccaGtEkERo+Ji9CerHlMmKqaQtgdnflv2jAhCNg4GhoIlQMESMCJk4xWJgRoWKxO/i5ig8NPpi/LFINbDNovyfVRgS7wee7YsISDKnuwt8UiISk1kCQBA61I/Rk1MlOj0GNITnbaHxhVfL/EHwOp10LMcaL0+oU9K0GxC2GAQIlg+qyXlBEBAdCnl2z6b1rnmAqkmAyUtC4lUjY6OZjXL8ufsoLIJdczPz6Onpwfbtm3Drl27oNPphMBaLpwngegcMjIygoWFBbS0tAj3eDaOqzSf8jyP4eFhTE5O4siRI3A4HFn5PAAojGVYAkUqHc4VhmZCWDLJrhQuxceN1RAWQEpaOD0Q0FjOxSaZBwlx4UXDCSPLlIQYkZOWiUdERNJY0dfhRIULZnFZlprgXi8lKMlg0HPgY5stJjYqii/9E+xMGOABMxsnKCSDYhLdW3J7Yb1sTaSTBacjxuhcWmf9W0QiEeh0OuE/IH8s6bNxHtnKsmgNngGbJCVnyKTci+hPQqGQoD9JduxcZVLUjvuudxrw5a8MYmxsDGKSkm0YQxQg0zqKCYrda1h1La4clgCFIID9jUvov1CS8v2skU8YoAt67fAd8KfcN5KGyD0ZOB7QyQIWe7YswW6kUW+Xishby2ZgpZhoaVZMfmLkmKRExWcwQ8cnTgLmWB1ENR9125qnooNHfciDcUt0MVKD5E5crKzzV9BsgjUcQcBiFkSHRYEgwqbsL57WCpk0cZVnWRYXF+HxeDA0NIRIJJKgZUn3XFI5qGxUL/pNJMfw8DDGx8dx8OBBVFfHW13nynkSAMLhMBiGwcrKCi699FJYrdlrbqvkPMkwDM6dOwefz4fjx49nZTGjRDpsy/GBVo2wyFG4qBfKkX0KhCNV+bOYsADqpCWVyB0AbLLsiFbSIvkclXUlo0Ic9KJt4tIuNbIhb/DIi5oz0iLyYzJyQn8Ts0gcbzGx+EhptHTZHtNdmlkaHKWDlY4oEpSE89YYDN5VfDc4jhMsuMnzRfr7bORMihoyzbJoDZ5ZLJZ1MZxZLfLijLX0SkmHSJCGU4WFhWhvb1f9YXKpSUmWSYl+ngEXL17E8ePHgZcS39PYbcKFI9JSJ0Yl/Qtoz6JkE3wxA0qmEWGTnGcyXUpwTwBYiC6m266fBAD0/Tyx0/q3b3kcd598O3xFDOq2BxAK6YVaWQKOo1TrelOhujQg1N06TMoC9SBvSCAQpBcJLRq4wrpEgrDMWlCkT7wGNVy0p8my0YoyNoAFvQ31IU/C+4B4FgWAkE0Rg6eopO4o6UApkrWWIJHq1XTtrqioQEVFhWDBuLCwIGRZzGazxDFM7XO0OqgEAoHNTMqfCViWxZkzZxAIBHD8+HFF8pmL+cPr9aKrqws6nQ67d+/OKkEBErP8gUAAnZ2dMJvNOH78uOYeD2+9SwcxlUlbNL8YF9unIhlivWSBiHAoERYtyDTLwiUZIpRIS7IsihLkQToxzCaR8D0JEWEZHcSWLWYjJ7h96Q08aCb+fXU6MWERER7RscUE5a7a12Blo2sROxMGR+kEgiL5Djq9JDNi4DjQorUXp/CcmBUIvl6vF8ZijuPAsix4ngfLslhZWQFFUes+N2khBquBliwLmbu0ECa/379mBjPZRl6QlFRIp9xrbm4OPT09aGhowI4dOzQRoHA4PQcnLUhW7hUKhXD8P0zAJRHcc+YKlD6uB2IuXhFr4kDV2G3C0FFt51dxUQ9fKYeQPX6cxSrpIEBxFFgjD71KvxMA2HvGisG25H1VWBWRubfVh7c2X8SUtwA1jhCGVRy+fAf8CC4kLuab3j2Gvp83KGZTqiqj18NiYYEQEoiKFjiouI7k9l3n8NDIIeysXgLD6VBv92Lcn77VJgBYGRpBg1GRoMwai9AIDy4w5XAYot9LKcsix465OYkmJWg2wSQb3M1J9E/mCI2wyai51Kt+2onxLdGySFLSIo5kEYHeWkwM5PnJxmdRFAW73Q673Z5RluXP3UFlE4nQ6/WoqqpCdXV10lKLbJMUogfZsWNHrBQ4+xDPTQsLC+jq6kq7IaQSxKL5VE2IxR3nCxZ1gquXP03SISYsAZXeK2qwr0i/82r0JwQ2nx6cjKSIHb8yyaKEIxTMIrMVk5kDGyMfeoNyRkVe8mU2KRMUo54HHzMasJii471ATljAGivrIgQFiAbDTAwDRhf9MiY2+RyjT/KMhGUB5MNFfyf5NyEhPM9jZGQEXq8Xhw4dEkwlxHMERVFrOjetJTlSy7L4fD7o9XqMjY0l1bL4fL4NGzzbECRFy0SgRX+ihNV2hm/7Mg8olAorkZSlpaWYpeOVmo8vJyimUPzmK5s1YKGGEf4msPgpCVEhIAQFABzTBri2KA8qt7yzH3gncBDAL0/ux94zVixVspiuDwuCv4YBq8QusmbcJBxbrkfR21mwfuVR2WxhEYTyAqDp3WPofrQOQDyLZN+pXgJ2eOcCei7EeweoiebF2Fm9FP3MQif8nDmhzAsALDqRWwmf3LjAytCqZVaEoKihjFXO4vAKAyOr10EX5hGwxMmgOJuilaCIMV9ajEqzWZgIyH/iZyXXkaxskhQ5lLIsHo8HbrcbIyMjsFgsAmEpKSlRtZwk2MgOKptQRl1dnaq2MFvlXvL+XQ6HA263O6fOk0SQv3fvXmzbti2tY7z1LvVnUpwlSQf2JV0CUdHqOmmLkY10yIpSZkSsPyHBuGABlzSLonhc2bzD6gFLUHRcEZHgdNImyRHR6UfMHMIx4bs4o2Iyi4lIkuwKT0nmaLOJFdwy9Xpe6KMiJjV3Nb4GGxed2wS9CRuf60wcI9gDiwNlcoJi0FjaJcYB+4cVX+c4Dn19fVheXsbRo0eFzCKZj0hZmLx3SS4Jy3pqY+RZlvHxcczPz8Pn82FychI6nU7IshAtCwme5SqT8txzz+FrX/saOjo6MDs7i0cffRQ33XRTVo6dFyRltdkOmqZx9uxZBIPBtOtpc9UZXk6spqen0d/fj5/969twRA90X5tZ9mZyXwTbB6LpeDFh0QKlMqyqKQMwZcCFA6EoORHhpfHkIu+xfUE0DEQHC76YARAvEfB6pOUCVjuDSy+ZxtPPbk84jvFMEVAbTSWLnb0Ijtw8IRAVAPjXw8/iM2evEf4tzqYc3hntin6wcVEgKp9qfxVffflY0u+hhOsCvfit7UBa+8jR6HUJf18oTl+AWkQHsW1JudxLLjZMhRWrBYXBaImZWiNHMQ4W3x39LJlokUwGSvXC2Z4YyPOT6xS1OMuyfft2MAwjOIadP38ekUhEiE4FAoGkWhbioLKpSXn9IFNTFzGU+ncBuStFpigKTqcTwWAQra2tKCsry/pnEMgtiQFpFgVQ6DAv048EU2RlJMdiKUlne38GzSIJxNUCVp8OvGxYyzRzw6poRyIi8iH+OxlohoJOJKg0muKaEoNYHG8SuaTJRPN/tbMXJVw0KGaNlS0nIyjC3wrEnGRUdDyHiLhJI8cptCdOxOnTp1FWViYEj6xWK1iWRU9PD4LBINra2iS9epTmJkJalIJp5O9sIFeOfpmAzF8HDhwAx3Hwer1YWFgQtCzf/OY3YbFYMtJ4aoXf78fhw4dxxx134JZbbsnqsfOCpKSCwWAQ3AnkWFlZQVdXF+x2O44fP562y0q2JgK5wxfJpJAMz1+d3I0nP2TCz2T7qQ3AWku9SBbFFKSAWBLB4qewVJmdCa5sRo+5+tig5dML2RQleFt9wGL8Ohza6kZDVebibX/YiNZ3jOPd9rPCa7vrogtt0sCqT5Q5yRTLITOOlk/jktAElkw2XBfoBYCkZKWMTrwfL5gduHxlWPLagjUxxXqp7wJeKmhELRf9HocWLkq2hwxGFAfTa9jos1kS/OdJNqUoEBSiX0p48vARAMCJs90A4gRFDjK4KdUL5yLLQgbUta6jNRgMCVmW6elpLC8v45VXXknIspDrsRYOKg888AC+9rWvYXZ2Fk1NTbj//vtx+eWX5+zzNqGO1c4fYv3k8ePHJfrJ1Wb5lRCJRIQMTXt7e1rmEVqRTF9SoMHhSwnW5eh+6ZAVApuslEtMLNLJjMgJivzYXGzhH7IlfjdW5XNSdbUn0OmihASIZlHI3+LyLbEtsZigRK2HYzbEIoL0kb0dMPM0dCwPMx//0cxs8ioBJqZDoUQkxCwq+UoGWkEXLHb+OlT4Efgv8cPtdmN+fh7nz5+H1WoVtB+tra1Jm4kCyeemXAXT8sVlDJC6e+l0OpSWlqK0tBQ7duxAIBDAW97yFjz00EMYHh5GTU0N3vKWt+DEiRN497vfnbW59cSJEzhx4kRWjiXHhiApySYCoj+pr6/Hzp07M7rguXb36uzshN/vx1xdvaqlY9mMHgu1mZ+Hxa/9u1ePaycNe88kF22O7Qsi2bAx5VVeqMnF865a9T4oySDusNvUuChxKwGi2ZTOQe2WnW+pGMYCH5+wl0w2lEQCQlaFolYvRCfwG0y41HcBEZ0BViaRhIoJSpE/kawka36lBnE2JRmePHwEjS/XoWJ8HBUVFbDb7arPVLJIljjbQt6XSb1wPkwEJEpVUVGBhYUFtLW1CVqWwcFB0DSN0tJSXLhwARaLBRaLJWeCyv/7v//DPffcgwceeABveMMb8L3vfQ8nTpxAf38/tm9PzFJuYvXQkuXPtNwrlX4y21l+n8+Hzs5OoRwkU4LyF+82SAXzZemdo9jhK1igfVy1Luugjw19WsrIeAXdpIRYxP5U0s+oaS7l4ETvtQSo2HHj35Ex8ghbYnbVKbIoprAu4W/GKhK3i7IrhKBwHAWjSURERLbBYvcvo5HD+/edg52PzrlmUtaVhKBYWVowgjGzjEBQjFzy+UeusVQr+xITF4qiUFBQgIKCAtTX1yMYDKKzs1OYR1566SWUl5cLwaNU5g7yuSnbJcv5MDcRqIn4bTYb7r77bhgMBpw6dQqf/exn8eSTT+Lhhx/GX/7lX67xmWaGvCAp6bp7if3cDx06hKqqzC18V0tSlsuVJ6hIJIJQKASbzYb29nZgSvqwHnnaLCn5uriHToj6yNHyOws63xKSlHyJtShykiO2H1aKGsltGZUwV0+jbEYPj6iPCcmmiGtkCSgdD0ok1pvyFqDEFv2e114ziWeeiS+mxKVeALDvzbMpzweIExSep1Bkjh57OSylS9eXncf1lwJhUaI5WY8UgktCE0m3man471zPL2g6TzkcjF9wSQGgSFCSCeBTwR+LMiUjIkWBIMYqK1OWe1VVVcHtdgvuV2RSSOV+lSrLIq4XJmQl1SCfTxMBSe8bDAY4HA44HA7BcnhhYQE//elP8cwzz4DneXzsYx/D2972NlxxxRWwWCxZO4dvfvOb+MAHPoAPfvCDAID7778fv/vd7/Cd73wHX/nKV7L2OZvQjkzKvYgIeHx8XHX+ymYAzeVy4ezZs0IzyFBIPWCRDgoWROL14vQIi90b39efxr5KZWSUxmaPgDSDYVvWJcyP/iLReiONIUieGSFaSnOsNJuj4x8UMcddzRgjL5CSZDCZOTAx7YrVKiIlssaOwvtjr//toW7owMHKM9HeJpxYWxn/nmK9SdRWP05QhOPLCIqSO1e6aLPdKfl3OBxGd3c37HY7Dh48CJ1Oh+XlZbjdbkxNTaG/vx+FhYXC3FRUVJR2MG21Jcv5NjdpMXQpKirCFVdcgSuuuGKNziw7yAuSkgriaBVN0zh37hz8fn9W/Nyz0cxRDo/Hg76+PlAUhdbW1tjNHMbW/w3jWgWReNmMHoE90XNw1jOoHE/+s+x/MboY9ZUlj/RY/BR8pRzsyzosyua/ppsn4fnWjtj74g+ZXI8iRv+lqSc01shj+WjUlvedV40lzaQAAHoKgIPJu7TLsRwyAaKqqdsKu/Dj5RbJe5TISpiKPri3Hx/Er/p2qH7GrmBUQxJWacyoh/p9Uswld0MzciyMyGzBkazbvBJWrNFFMSErWuyI30Xfgl8YTwIAtm3bJrhfLSwswO12Y2BgAJFIJKFeWA1q9cJasyz5PhGIo3+//OUv8cQTT+AjH/kI/H4/PvCBDwh1wdlowheJRNDR0YHPfOYzktevvfZavPSSgof5JtYE6RIJhmFw9uxZYf5S0y9lg6TwPI/x8XGMjIygqakJtbW1uHDhQsZz3l+8W33JYPNqJyxybQohLMnIij5FGRmBP81yMjlYPS+ZG8VOXCGbrFt6WhkXbe8jWhQdRyFs5oBYaRejixMUgmgGJfq3WAD/N23nYEU0IKZDvJxLjaAIxxT9LSYo8pIuA88hJCqv13MsIHIf03M8GJ0eFkZ74I1kUIqLi7F//35h/C8uLkZxcbHEjtftdgtCcTIvlZeXq7acUAqmZZJlybe5KVVmaSM3Gd4QJIVEq0i62m63o729PStdfrNd7jU5OYnz58+joaEBY2NjqjfykafNGHxDBBf3RB/iQCEnZFNOv3MZtJFH3XB00dl4VnoTOusYVE4YYApRiMRSyeKSr4JFnRBhqp4wYqYxPlCU3zsqEJV0QQZpiqMARD/3A9f04zf9rZL3Ha2cw2vOavnuAIDlUgbal93JQYgJwUrElLIs6607Lkj+rUPy94tLvv5QsAf1/AJKaGUicsHswOXuYcVtWrHaLIoY8vKusZjb3Wt7dwIA7K/tRXNzc9LBTa/XJ2QM3G435ubmcP78eaEEqqKiAsXFxar3eap64WSuLLn2ok8HWqJVOp0OlZWV+MEPfiBo0bLVJZzoCORR96qqqpxZ1W4iNdKZP3w+H7q6umC1WjXNX6u1x2dZFn19ffB4PDh27BiKi6Np9VwE5pSQDmERI9PsirD/MhXTgVCKOhZ5tkONPMitguVmNZw+/m85gRH3NZN/hlgUzxh5wd0rZOOgi2VIwmIHL1G2hLTFMskIym2t/SikItCBhxExAby4lEsDQaF4HgwVP1m9yKXMoFLmJYdepI8MGaT3uZi0iLMofr8fnZ2dqKiowN69e5NmR+R2vEtLS0L2v6enByUlJaioqIDD4UjZG0StZFkty7LR5qZNkrJKaCn3ikQiePnll1elP0l27GyRlP7+fszOzqK1tRUWiwWjo6MAgPZ/ALAn/eMZU/QyEcMUpITUsbzfCiEoe25MtN4VEyMlLBz0o6wn8eYuXjQgWBON1IQ4g5BFEUOJqHz25mjXWidbgF+daUnYR4wrS0XlV7L1+4FSFwp0YfT7ojqflYh6JOE9BwZgRwQePrEOe0fQrbqvHEvGaBZBSTyfCgZ+9ffass2GokBqYf1IZVXsMxMn6tbW1oSI07toZVcOeb0wTdNCJOvs2bPgeR7l5eVwOBwoLy9Pu144mSsLTdN503wq3YmAoijs2ZPBQ58C8uvB83zeXKM/R2SrzxYpt9q2bRt2796t6TdbjXA+FArF7O6B9vZ2Sdnhao5r81IIFKefqVgtYQkVZEaqrMsKrlwqAnw1LYrcVlhOPIzh+G/KGnmYRP+mRet0VlTaFTFzEoJCEDZz0JNMk1VEKGLEhZRy3XbJeRTqQrDGSAkhJ0BqgsJQOpi4uNYEAIySfZKXcsnnFH0aBIaQFjFZIQYStbW1aa3vdDodysrKUFZWht27dyMYDMLtdsPlcmW9ZFn8zDAMk5UgeTagdW7asmXLGp1RdpEXJEUNPM9jenoaNE3jyJEjqK5Wjs5nimySlIWFBXzhj28E/gic/nxYuLlpS/yB678igr0vauvoq4bGLiMuNNOonDAgbOXh2sai543LuOKnJcJ7ChZ1qIY0i0KgNZtyZfMcXrM5gDFrQqRIjHccvYBHXmtMeP1o5RyGfaU4WjiTsO2KOwZw8nfK57CraDHlufk4M8otQVQZoqVj4+FSzPulJGSej+Zs7LHUdzkVEIiKWhZFjtbIlEBOCBaM0QVpkFL/Pc0cDQ46mDkGrGzwtUcyMw5YLbQSFCUYjUZUV1ejuroaPM9jeXkZLpcLExMT6OvrQ1FRkTAxKDWWEkM8MZDoLsuyYFkWHo8HBoMBkUhkzRtJyqFlIvD5fDlz9qqoqIBer0/ImjidzlVp8jaxOqg5TwLR+evChQu4cOGCUG6lFZkK571eLzo7O1FeXo6mpqaE+zbT4/71ieiizOaNP8+ZEhYdm96+Fp/0mVcjLapuWnpeUnGQqEWJn5Naw8XEz0z+XWiNa1mBrFgTCQrHUbDE/jaZONzVHnW7tIpISTKCYuQZcKIxmIHy+KkmiM80i6IGkkUh/ePq6+vR0NCg+XOUYLVaNZUsOxyOlHrBZMG0cDgMr9eLyspKRCKRNW8kKYdWkpJL10mfz4eRkRHh32NjY+ju7kZZWdmqTV3ymqQQ/cnKSjRKn22CAsSjStmISB4/fhw7/tWI0RZacnPP1cUf8Is7o4vSZEQlU+91ghduXMGxp+M3I6nXVcqiEKJS97lEPQrpkXJhPrbIbwgiNC8qK9oZQImRw9KS+gK9hAriaKG0RMrJRs+vzCh93W6WkqkZNvrZtfrlhOO2sFPo1EcbkM0z0ePVmxcx77ehrjDx/WKUU9rtfUnJV0lEfR8znxh1EtsP68CB1umS9jhZtlgBixWOlei5XyiLZoiO+JXF/JEYyVDyqweA+cJi4W+G0ilmU7IBiqKEeuGdO3ciHA7D7XbD7XZjfHxcaJrocDhQVlamqV6YoigMDw/D6/XiyJEjwqJqLRtJyqElva/WQ2W1MJlMaG1txe9//3vcfPPNwuu///3vceONN+bkMzeRGmpBLoZh0Nvbi6WlJVxyySUoKkqvyDWTANrs7Cx6e3uxY8cONDQ0KM5p2Sz3Wg1hIftmQnTEpEWNsKQjemf1kGlR4ufFGAHi2BWxqDd2VOpHJt+mY4GwhY+VTQN0LEMSEulNODMHkC7wVhZ3XtEDHXhYYyYuJpHGUY2giGEUzQNSHUp0HzqmOzFyrESfKQ6u6XkejMiQxsCxYPTx62bjtAfePB4Pzp49i127dqXdUDQVclGyTEoobTabsPhe60aScmidm3JJUs6cOYOrr75a+PfHPvYxAMDtt9+OH/7wh6s6dt6SFHH9bltbG1544YWMxEqWP6wg9EZ1cSKQWdmEy+UCUCL8e/+DPEjbwCv+yYj/79KYMKvJD12f9npA17b4IDOxK4SrH45PbhYfhVDMtrH+XDREE/7iODp6ytC0J+bcJCIpQ61hlF8VLWcyKHRfL793FGVmZWF8vWMFZdYQfr+0NfreqjA8MaJSXJiYnXnPJUN4vLdRaCYV4gyQd3EiBIXgQ9f34ge/OYArLk/MtBDMsEXYCm2ZlUvKpqODd4p5j4MOOrCSwTYTpMqiANEO9EFDYjiNTeEtDwDzpSWqNo4RlUX/esBsNmPLli3YsmWLUC/scrkwPDyMYDCI0tJSYWJQqpHleR79/f1YXFzE0aNHhWjXWjeSlCMfolUf+9jHcNttt6GtrQ3t7e34/ve/j8nJSdx5552pd95ERkjXeZIgEAigq6sLBoMBl156acoSyHSOrQTiGDYxMYHDhw+jMqZBS3bcdEgKz/O4/W2pz18rYZH3URHvl2pfJYgJCyd0iE88hlzkrq5FSX4OepqCXjT9sUY+wQRAvM0Ye2/EzAvfnVgSAyoEBcCd1/bBRkUX/VaRw6QWgqIEOlbaZeZYifZEnFyRZ1TSLVGWa1AIxOVdl5k+AKfTid7eXuzbtw81NckbR2cD2ShZJuYlNptNcB0DtDWSzCVh0Zrlz6Um5aqrrgKfZpNprciLFY58InA6nTh37hy2b9+OXbt2CT96Lrp8kh83nWOLHVOAqyTbXvgLPypmjHDXRh/IK//ZhOLbacgVG5w+edMr8QCppkvRscBkEwM7gNaDCwhFot9l5TOTWH44+tCbQhQqipO7TiVDvSNRYwIAO3atYHQ4Tvr+6qoh4e8QF72dtlji+86xhajWKx+L4EPX92KBtsITVE6/HuOSWwPL4eUsKNSFUwrzwzAgDAPMogFezdmLQF7ylQ6MHJdQ7gXEsigxjJRVYefCfFrH9RREf49yn/p1XmuI64X37NmDQCAgZFmGh4dhsVjgcDiEemEA6Ovrw/LyMtra2hLq6IG1ayQpB8uyqlkgIPck5dZbb4XH48GXvvQlzM7O4sCBA3jiiSdQV1eXs8/chDoMBkNCnxSPx4Pu7m7U1NRg7969Gd+HWrUjDMOgp6cHy8vLuOSSS1Qdw9I5LiCNEqeDbGRYMtmXwOqjEkgIp6cQssd6i8i2qZWIMSrlWvKsCS2y5Rdvi5jjf4ctvOBURkqoCUHRccB73z6AQn0ERjDQx4xgxKQkGUEx8hw4UX8WAziwMSKiVyEaaiREvk0vW4jKy8CSVQoAUi3K7OwsBgYGcODAAVVCnSukW7JMCEpBQQEOHDggeabXupGkHFpISiAQSDku5CvygqQA0R+Q4ziMjo5ibGwMBw8eFMq7yA+QqVhJLZsiJilajs1xHPr6+vA3vzyIg6f2AO+V1iNXzMSPcefcNbDennzBOX5YOrkV3DYNAPA9pC5wIgO3zUvBkMQQqugvZrH8cA0abp1UPRYAnF8oxZ6yeKZixi9daL350EX8/txW4d87dq2ApnVorElcFF+6O7nT0BxbmFQH4gpYoaN4tJZKe6Uss+p1o5dQ0e/3Ci+tewxT2jIke4LR32fOXIRSWr2kqyQSSEpSKpjklso+oyVhkpizFKM6JO1Z4o0du8exDXY2/T4GhKyIhZD5BJIi3759u6A5cbvd6OvrA8MwMBgM4Hkezc3NGdcLp2NxnA7yIZMCAHfddRfuuuuunH7GJrRDnO3geR4TExMYHh7Gvn37sHXr1hR7pz52KoJAMjZGoxHt7e2aMjZay73IM/XRN9iE5o1q1vfJICYdoTSaNwLRygEx1PZXswMmpISUc4nJBK+TLoQYEw+IMiNily5V7UkSgqJjKVCxy02buQSCEjFz+OvrBmCkONh00ayJiVImJckIihwGFbt8s4q+RE2Xki3UzV+LgeEBHD58OGvuh6uBlpJllmVRVFSkKeiQ60aScmgJsG+6e2UBYv2J3D+eoqhVC9yTERWyeNFy7HA4jK6uLiGt1XO1cu1liVOHstnoImvq8uhrzD4/DAPRm+Tizgh2/yk6mVh8ugQdyuxlK4BbSphK5mI3vWidlCrKVPPe1AQlzESPS4jKjL8AUwsF2FHpRYSRLspKiqLfl6bjD8Ri2IJSUbmY3RB3/CKYY1MzeIctiG3mJXgYG8oNoo7r+hCSjbct7BQiOgNc+gKojNcAABdfAAclJRJm2U6LRpsiUSG6lDF7BSgFkmXhafj0iTbAAIQyL5bSQ6dgjyzOoihhtqAY25YTS91miktR6018PSLKBom7/+ZSl5IJ9Ho9KisrUVlZCZZl0d3dDZ/PB4vFgldffRV2u13IshQXF2sW3wPaLY7TgVaSUlJSktZxN5Hf0FruJbb7PXr0aFbug1Rz3sLCArq6utLO2GghKWLSL0bBApXWHCRHeqQj8/3VSrlohSbEBIxsG6uPNUVGYlkXbeKhp+PbjJH4NrEWhpR20SJL4ZCNwy23DMCmi0YZLbp4tDETgiLWmsgJip5nJRmVsKjM2MhziFDxOYMTBbgMPAtWVAem43mJySbF8wjrDLDHmhKrZVHEGBkZQUtLS96OleKSZb/fjzNnzsBisSAcDuO5555LWbIsRi4aScqRam4iepxcB9ByhbwgKRzH4ZVXXoHJZEoaDcp2PxMxlAbtrec8oCPSm8U8YMfjh6z4l39uBfal7rQ6dU/qDuqdV/tQP2gRsigAUL/Vh/Pu0oT3cnrg1X+JHnP3t9UdfVYCRtgtiWmWmQUbasuUMwbnF0pRaFZOzbz50EW8Nl6JhSUzdDoeduvqO83KscSmX0oV0Jlg5yOw62g0Uh4M8xUp9wlncNuP2aPH5UFJiIqFj14vRiFzo6RDAYAVQ+YlY4BUkD9XXCL8HdFQrpZv4DgO586dA03TwrMfiUSELEt3dzcAoLy8XJgYUmU8tVoci9+XamLIl0zKJvILpNzr1VdfBZBo97saqM15U1NTGBwcxJ49e9J2z0k1l4qfl3sul97P8sX/akuzxKQj3SyLeP9oFkX5XFS1JyqPvVoJmBrRiYj0JqS0i2RN3vie87AbIjBTrNDTyyzWmiQhKAbES7n04KTCdbCC1iT6pSDZj9VYVZBpEMtviAbodDJyZKcTg7jG5+vQ0tayIUqPSGNJh8OBffv2gaKolCXLmfQLW03JMpnfNvuk5Bg6nQ4HDhxAUVFR0siVuOt8tiEetLee8yR9X3ifH4cOHdJ0zP7jQRQCCIb0sFqUJ4SuG7zAih6Tu8PYL9u258giGDZ6g47vXcGhTySWDixVsTB8JJ4tsVto+EPSBdzsgg01ZQE0lkRLi7YXRd2jJpeLhCwKQTKCAgAXFoqxsCTNFjQULyV9/1pgyRB3UirTBQAe2EW5wfGU5nIvLZg0RwljIZe8H0KLR6qbmS4sSXgPrTNIuvkqIahfvT31RgHLsjh79ixomkZra6tAPkwmE2pqalBTUwOe5+H1euF2u4V64eLiYoGwFBQUrCrLojWSpcVBxe/3b4jJdxPZg8/nA8MwKCgoQFNTU1ZrzZUy/BzH4fz585iZmUFLS0tG5TLJMimkgR2J9Kb7XVYvgM+M8MjLvBhTtG9YfLt4Gw9zbFu0rEu0zQgYIvFt4g73YuIhJyiskY83YLRwotKu6DGu+FAfbCKlvSkmRk1GToBEgpIMBkj3M6oQDXnJsdp75VoUeZaEkv1bTlB0PJ8QpLMyNNra2jbEYjkQCKCjowMOhwN79uwR5phUJcvE4riioiLjkuVUjSTFIM/xn/PclBckBQBKS0tVU9C5zKSQY5e85EWqQChFUZhKkUWZ3kmj8PiS0A120ZsY+X3scx7wK9oW0mYjh2f/agXX/G/8Jnv1rxew+3fFko6wrKiVri72+hsalbM5NQWx3iJLRagviVv2eoKpo/ypsijLjFkYiOWgKB48r15CIS/5UoKYoGgFDwoWnkaYyuy2X9GZUciFJdkUCjzsrDRiJCYoWqNYWiHOoswUlwoan3SyKNfobs/qOWUCUuLFsixaWlqSZkcoikJJSQlKSkqwc+dOhEIhIZI1NjYGg8EgTArl5eWausJnUi+sNZOSKwviTawP1Ajw1NQUBgYGAAD79+/PiakLWbxQFAWaptHd3Y1wOIz29vaM7zVCUsSOlmJyQt7zqUM2WACEYtOOWkZCDk6/uiyJeF9CQiIaEtCMLMYjJyhJ91NJzjImHjrR0kQv1quYpAQFAFrvGoBdJBa16GKWwSIiYhBnTFQIig58ghieh/I9KScdauQm4b1rUAr8hvA7YbWvropgLeD3+9HR0YGqqirVxqvikmWe5+Hz+eB2uzE7O4vBwUEUFBRILI4zCabJsyxifaU4iKE2N9E0jUgksmGz/HlDUlLBYDCkTVIsf1B3Ozr2Tzxe/X9ivcvqL8dyOQNOB4jHPIuZQyicfAI7ekWUSLAchRBtgNHIgaZ1MOg5IZuy5dgiZq+eR72Ow9yCDdWVLIBixeOtBIyoLgtgV9lS0s8MMgZYDYyEoACAx5/I/i8sRD9nT50X5yeifyuJ5lOB5SnoKYADJRHQL9BWFBqUsxTFkDqTdRu2oh4LkteWqOjAN0cVoppfSdmksYiPamgIWZkzp9e/YDWgRWRCSTyvhKmiUhRFQigOpe/Slo9gGAbd3d3geR4tLS0pXbPEsFgs2Lp1K7Zu3QqO47C4uAi3242hoSGEw2FJvXCqRVw69cIsy6bUJ2xkB5VNaAfHcRgYGMDc3Byam5vR0dGhKdOWLvR6vRBV9fv96OzshN1ux/Hjx9N6ZpSOC8Rt98URXCCx9NEiG+oDJel/ZjqEJRkZMikMf+lqWgjEhEVOUCTbZMRG/F7xtsMf7wUAxYwJkJyg6MEJlv3kfWyMhBihTjooSPuViLmLnucRkZSEceBEwTleloERl4vpeF5SiVDISudmLVkUJVit+U9QfD4fOjo6UFubXud7iqJQWFiIwsJCNDQ05LRkWRxMII2O1Vpo+HzRgPQmSckxVpNJqT9vxfieIPY+wGDwLulXPvZPPP7tTcrpb6OJS9ClvOudhpR6lJCNg14hMEHE8yvb4w+9uSJ5iZUYRfZ4tL6sKIzxmQIs37yA3bEQjziLQjDtK8CWguSuU+sFMmAzKTptFSMIL6yC6xWAlP1PUiFEGQUdCXH2EiOZeJ6AZFNWC3mEDEhd6uVVENn7DSYYs9SYbS3AMAy6urqg0+nQ3Ny8qoWdTqdDeXk5ysvLsWfPHqFZl8vlwtDQEKxWqzApZFIvTP5bXl5GOByGTqcTOgwr1Qvn2ot+E+sDsggAouYpJAN46aWXCiUdmTpPqoHci6SfxLZt21Qju1ohzg4SAk7Ku8ixP3kw+YLStgSIfFEQkq19UmVc5OJ3Ts8LWZJE22D1Ad8QkZZ1iYmMmERErPEeJYwJggCeNvFCeRZAxPGIbQMoUdZEvG3rpwdhMzASImIWkxINBEUOeUZF8j0VCIp0u/a1kbyUS8kMRoyQTnpfy4OAOp6DmVNfx7yd+0vN57deWFlZQUdHB7Zt24bGxsZVPWdrVbLs8XhgNBrBMEzSsjC/P+pAu1HnprwhKVpcVLKpSdn7AAOTnYLFr5MQIJ/PgIKC5J/jrGcx2BpdxO7tUI7Uiku9zCYW4UjiqE1KvY7slWpgLEYGITr+sxj0HGyW6PnoY4TEZIie6776JQDRDAzBvCc62ttMq79WJgOLwfmoHsNk5MDFIj61FckX8aSUK5o1yZxRyDMoYoyjTMimkCyKHFaeQVAUObJQiYPouKVcICzpQi6gTwcWjhYG/jlLMTiKEhxSACS1H14022FhaZjY3Gizcg2apoUGd4cPH8565Nlut8Nut6Ourg4Mw2BhYQEulwu9vb1gWVYSyTKbld3YCAgJWVlZQU9PD3bs2IHCwkLVeuHNTMqfN7xeL7q6ulBaWooDBw4I92+uSpHJnHju3DkcOHAAtbW1WTmumKSIX9O6KONkqwaLLA4WUE7wKx8rRkIIuRCTlFTlXeLSLjm5kRMUpX3kENsG07L3lX56GHYTDbNIqGLVx8dhg4jpJCMoOooHJ3LL0oMVAlVGipM4aenBgYZyUMUoIyRygpLQy0Sl7CsV5GVhSgQFAMK6RIJuZbV3nl9vLC8vo7OzE9u3b0djY2NWj52rkuWLFy8KzVtJaahSyXIgEIDNZsv6fLtWyBuSkgqZlHvJMb4nCCC+iLCt6MDpopPMlU9UAk3qOggAuHAovpgcbA3AMZf4cCoFtknJV7IsykVXAWrK/Qn7EYIiByEoBHodB5bToa7Gh4lZ9bTeciQ6ApOSL4IhdykC4dS3hN1MK2Zu5BATFZanEnQqBooDw+sSSr0aDcnNCwjERGU1EGdWlEBE82KMUWVo4OOfPWksQyNcAJQF86mg4/mUWRRCUAAgojcIRMXK0GBknevfir/CU/hfcJQub2yIaZpGZ2cnTCYTDh06lPMB02AwSOqFV1ZW4Ha7MT09jYGBAaFe2OFwJDXsIJG1+vp6NDQ0CK8r1QvzPI+FhYWcdhbexPphZmYGfX192LlzJ+rr6yX3Sy5ICsdx6O/vBwAcOnRI6BmWTdA0LSxkxN/n/zXEtCgZuG1FtSjxf8uzLKn2FSPqZp8ogGdMvCrZUCIoOpaK6kdEP1NYRF7kBMV0zzhKrGGYDKywMDfGyiO0kBMA0FNcvHSLko67erGdcMI26b/lZV+sjLzINSqMKDho56VEIVUWRauNsBaQOe2Nc1eBK03fiGGt4PV60dnZiYaGBtTX1+f887JRsjw9PY2hoSE0NzcLjZABZWOYmZmZtIIQ+YYNQ1IynQhCbywE3ghY/hB/7dA3WSAmvQjZow+PWwNB0QJOB2hZfpkraBhNsv4oHjtqyv2wGBkABliMjCIZEIvlpa9HicqBhtUv3gmqS6LXZSGmVdlTl1pDAQDzITuqLImkS44wr0+qIfFCPZSWLItC4Obj6c0CRAfrIAwo4QMIUdkpzfDoClDGpf6eq0G64vuJiQlA1IT8Wuo2PM0/lOWz0o5IJILOzk5YLBYcOnRozScriqJQVFSEoqIiNDY2CvXCLpcLnZ2doChKEskyGo1CbfL27dslBAVQFt9/7nOfA8/zmprpbWLjgOd5DA4OYmpqCkeOHIHD4Uh4T7az/KQfF9G5ZLNMg2QCrVYrXnvtNTgcDjgcDpSVlSUEDuL2vtF/R6x8QhYlFcSERZ4l0dJ8Uenf0RIvaXYkXsoVJyIRKyR9TcRQIijWz4/CZkrUlBj1XLzzu4iIpCIoBGoERY5UBCUhkyH7t5x0yF0uGRnBke9vFZEarVmUVOjt7QXHcZJMdr6Mk0tLS+jq6kJjYyPq6upS75BlaC1ZdjgcKCkpgU6nw8zMDM6fP48jR45ICAo5nnhu8nq9+PznP4+SkpKclKSuBfKGpGhtmpULfP67rcDtizDNRh8cXw2SlnyF9/mB6eSlIqFLlqFlSjGaODQ1RpvxXXRFw01uj1nIpiQjKOuFMntIGIj9dPZudLuORlA2802xpdimT2xUqAVEPJ8KFp5GiDKCpagEncukuRTbw+qfP0JFFytlCAg9Us6U16MmspT6HI1FKGG1ieBLwgF4LOolRLROJ9GleDweCUlZWFgAEhNCa4JIJIKOjg7Y7XYcOHAgL6Jp4nphMpCT1Htvby8KCgoQCARQU1OTQFCU8MUvfhGPPPIIuru7sXv37jX4BptYK1AUBbPZjPb29qRkIRtZfgJSdkJKyp577rmsHVsskD9+/DiWl5fhdDoxODgImqZRXl6Oh29ql+wjJgdiW1+CUKG2fiRyKGVJxGVZyc4BkAvblV8XQ8fGjy0mJ/jCBVhFZdFmQ7R3iURbolcmImKCoqek4ncjxQllzwYqXiYd/TcryXzIhfOglEu+jODSJiipysCUjicu26IVSIkthfZEjnfRt4C/IprJdrlcmJycRH9/P4qKioT+Iqk0GbnC4uIiuru7sXPnTmzbtm3NP18JyUqWe3p6wLIs7HY7VlZWcODAAZSVlakeKxAI4F3vehcqKyvx6quvbkiCAuQRSUkFvV6PUEi5Vn+1uLhH+uCZZk3ArujgpSSeF8NVTQslX4H2qFOWP2hQtOm1mDkADNhYfxLnUmImoGeoDAd3q2dCWI5Kmk0ptMjscDMUz486iyk0dNQAAI/zSURBVLGjMnnWRK/LrGzIE7Gh0iTNPFh1jEBUXCEbaq0+DESqUGtaVjoEAKCI0nYv6MGCVclt2bnEutl0hfEuSnnxopYBWdJbNRGVZARFXPIFSIlKS0sLnsKAsK2npwdGbivoqy5G941E1iSSFQ6H0dHRgcLCwqz3kMgWdDodSktLUVpail27dmFhYQHd3d0wmUyYmZmB2+0Won/yaDPP8/jyl7+Mn/zkJzh16tQmQfkzRWNj45rY48/NzaGnpweNjY2CcDdbx5b3PzEYDCgrK0NZWRn27NkDn88Hp9Mp2ScV6eD0gCkgIxq29DvAk22EBCUjJYwpkYgYRMM3p4+fCxHKi4nPxMdnsdURnQt1FGCM6UuIxhNAUoIiJiLmJPb6QGLWRHKuMmG8PGuipuGkoYM+ScWBKQ3RfKYgWZNAjMQo6THlVvwE4kz2jh07JJqMCxcuwGQySRoiroV2gozzu3fvxtatiT3o8gHykuXx8XGMjo7CarWit7cX4+PjSUuWA4EA3vnOd8JgMOCxxx7bEM5qybBhSMpqo1Vihy+TKJJR4ow+EJMAasfMmGnIzLmJEBSCZEQFiBIfR1l0kR2hEx/IEG0Q6l+VEGGi+1gzEMcvhc3QiQZDuS4l22BT9EQByOC9ulsxpLK/kmgeQEaieVJCRshPGHqU8wHNWZRcQkxUiC4FAK644gosLy/jFURJynPPPSe4izgcDtjt9qxHskKhEDo6OlBcXIympqYNUQ8bCAQEF6WdO3dK6oXPnz8v1At3dHTg8ssvx69//Wt8//vfx7PPPov9++XtWDfx54JcZ/l5nsfIyAjGx8dx+PBhVFZWCtuUGjpmcnwlBy8CYp96/64qiEMXanqSZOVYhLSIS7kiNuX3ajluIimhFLeJRfaEmIz8v2kU2mgYDRyMeg7bDdGx0SgSv2slKPL3CN3fKU4ifhc7Noo1KYB0hktFUBK2q5i0RJBYMq0DL2hXzKA1ZVHU/p0KOp5HUCaetybJuog1GSzLYnFxES6XCwMDA6BpGmVlZQJpSWVwkgk8Hg/Onj2LvXv3Zs2MItdwOp24cOECDh8+DIfDoViybLFY0Nvbi7e85S34yEc+Apqm8dRTT21Y62GCvCEpa1nuJe4eG7HycNcmLtIjwzaYdinrVOw+PfwF8XMJFKhnFZI5fCXD8FgR9u9cSvm+YMQAq4mBXscLDl+BiEHV2WtwthT7a7VrVs5Pl2DPFum52I00/LQRi2ELSs3pZbfkWRSCQn2UHLqQvLdFiI8OglqyKFMKPWS0unHN6ooway4S0vKFSPy8bfDCT5kQwNqkUIloXglWhha6+74Vf5WwnaIoFBcXC2Vtl112mVD3Ko5kORyOlFa9WhAMBtHR0YGysjLs27dvwxCUM2fOoLq6WvDH1+v1QhaF9KqYn5/HQw89hHvvvRcUReGv/uqvsLi4CJqmN2w6fROrg8FgyFiTwjAMenp6sLy8jOPHjye4wxHXnkwhttJWE8/+U7V03JXb+QLJ3bZS2QZLsx2QiNfVHLxUmy/KCMrZL86gwMbAZGSFIFyViWRKRPoQDQRFr+OF4Jq4xMuoSyQhwja57kT27yiBUR5X5SVfeipOMPTgVAmKFoRhlAQmgfhcaM3Q3VIL3kXfkvI98jGWNEQkBieFhYVCMK2wsHDVc4nb7ca5c+ewb98+1NTUrOpYawViQX7o0CFBE6dUsvynP/0J3/rWt3DPPfegoKAAH//4xzE1NYX9+/dviDk4GfKGpKRCJuLE0Bu12YEmE80nIyo6joLdFx2ZS9wGLFUon5fLY4ajPDEzQ7IoaqBZnSSbkml5lVYMuZVFC03bFsBwOhjS+Hx3ODrzaBHPy1PgjfZFuOlotmImUpS05Est0jNHFUp0JjSvAygIhGJWV4QaTvm4jKhEy44IAjBiBRYJUbFQDPyxmKMN0UHeR5kxbK4CAOwKJ/ZfUUKqkq9k5WILJjvKIv6Eki+tkEeyFhYW4Ha70dfXB4Zh0rLqlSMYDOLMmTOoqKjA3r17N8TgSEhVVVUVdu3apXjOFEWhoKAAdrsd7373uzE8PIzPfOYzGBoawrve9S4UFRVhaGhoQ3zfTWQXmQbQgsEgOjs7YTAY0N7erliCmemxiUCe7JsNdx8lm2BAmnGRExQ1oT2nlxKYZAJ4su2PX52FycTBJqpQIASkQs9BT+yMReTDqCfOXLKu7ioERXiPjKCIkS5BEUPe/FANUW+xxLlObCucblZEHKwLUsbEZowCgYleZ7lAPleOYEoNEUkwbWJiQrDqTWb0kApE27F///6cuOXlAuScDx48qGjaAcRLlt/4xjfiwIEDsFqteP/734/Tp0/jvvvuwx133IH//M//XOMzzx42FEnJRiZlfE8Q9ecTwzf1L62yv0FPAXAwrv3wj1lBVSXWaEZ1KVEolXoRdHWXofnIQkLZ17TLDkdpfMFMsilipMqmyBFk1G+D89MlaNqWPccwJSwxVpQYUms0tGpRtGJGJ824ENJBUMoHcRElCMRISYgzwKJXv7aErDRG3Anb5oyr626/YErP6eda6jbJv6/R3S75t16vF7Ioe/fuhc/ng8vlkkSyyPZUAkeSjaiqqspK07m1ACFVDocj5TnzPI8HH3wQ//RP/4QnnngCb3jDGwBEo9WTk5Mb4vtuIn3kIsu/uLiIrq4uVFVVYd++fUmzl5kcO1UHeTm+UmqDAQATi0ekU44lz7iIdSFiUX2q44oF8E9+bwammPOlwcBDr+dgMnIoj20Xz4lGUZZEQjwMygE+8XuA5ATFqOOETHqi+D0ujAcgKekyyrbJ9yW9UggxSFX2lSwYR1y6KPCSDvXpiuvVQPqMyTM5Vj51/5Pbwzdo/pxkMJlMqK2tRW1trWLpbVlZmUBaSFPVZJifn0dvby8OHjwoKafMZ7hcLqFHUqpzpmkaH/jABzA+Po7nnnsOFRUV+MQnPoFgMIilpaW1OeEcIW9ISqqJYDWaFJ/PB8FzOIYSl/KIKdelkGyKmnheQIyosP0FgDV6rvJsSnFh9AH3rphgtSh/H593fX4WLT1SxFiJmNIu91LDfKQAVSYfKox+IZuylqjkfQki+DBlSHD/khMZH6WcbRgyVWJ3xKm4LROICcrb+PfgCeqnku3yrr7y0i85YZFDHMlqbGxEOBwWBI7j4+OqkSy/348zZ86gpqYmaTYi30B0MxUVFdizZ09KgvLjH/8YX/jCF/DrX/9aIChAdBG4Fv76m8hPpEskLl68iIGBAezevRvbt29P2W06nWPLBfKpnsOvlMbLvAwKcky5nkQMNZtgQCqqZ0w8dKLYDmMGHv7+HGxWEbGIEZMyk8hFS0RIDLKAncmoTES0EhSjiEBIiI9K1YBBJWsiz5jI3ysuuSJERdzzhAIfPx8qkXCkQjJxvZqwPlkWhUBJyxIW2ffrwAsmbam6zq8GYqve3bt3C1a9c3NzOH/+vGrfq7m5OfT390vKpfIdpCytqakJVVVVqu9lGAZ33nknBgYGcOrUKVRUVAjbrFbrhhbNA3lEUlIh00yKy+XC2bNnAVyluF1JjyJHZNgGqi6+GA/v88N4Psno3VMA6IHqKRPmAMVsinfFBO+IDdYD6la5BV+qx8V7Z+AoSZ8IBCIGzHrs2FHjFRy+/jQeTXH2z5SlpUsRQ17bKgafQiQvd/YipV5eNk4g5yPR2gESURKXfK0mi7LIW2Ch1H9rOdkIwJhASBr00UaTjMgxTC+bbMTIFlERE5T3hm8EECUq0AHPcD9OICjZgNlsxpYtW7BlyxYhkuVyuTA4OIhIJCIIHInbyJYtW7Bjx44NQ1DOnDmDsrKylGVpPM/jZz/7GT75yU/isccew1VXXbV2J7qJvIfBYEAwmDoLzHEczp8/j5mZGbS0tKC8vDzlPunMe6kE8umC00uJC2dIridJRVj+98fzsMYIiTlGQooBGGNEQ6/jhXItAAkVBKrbMiQoSseTExQx0VAjKAAkehWTrIxZPm/KyYE8w0HzukTCQPGS1+T7JNOuRGJzlXhfedf6bIDYF/9N8ETWjy0GKb0tKChAfX09aJoWysI6Ozuh0+mEcmWapjE0NIRDhw5JFu/5DI/Hg3PnzmkqS2NZFn/3d3+Hjo4OnD59OiWh2YjYUCQlHU0KsWwbGRlBU1MTBt9kwN4HrLGu81JU9CUPFx05bYezjsFsnfICWUmPUuLWQy9qIuXymFFUGH2fdyU969cj927F9P+MAIiWeinh7O9rceCNs5LXXj1bgZKLZnQ2GdGyO7HsKBvYXpjcIjjbWAubxWRwUD64+AKEOIO2Tp2QNs0iROWCqQI2Wap8xlAsTB7VzDLsbOJ9FkjRjf5Nur/WdlKrgFLTKZfLhYsXL2JlZUWop19eXk7awT1fQKyRS0tLNQn7T548iXvuuQe//OUv8cY3vnGNznIT+YJslHvRNI2zZ88iGAzi+PHjmhs0ahXOaxXIi/E1u01YAKh1cAcStSVi/YgcDz4yB6OJg0HPC+VYRYgTEkBapqWX6VgkWky1bTJCkYygGPXSEiyTpMSLAxf7CLM+c4IiLtOSu3rpRRkSILHkSwlKBAWQEiGSwshEXE/HHMHEwTWzLCCXriPYesFoNEpE5EtLS3C73UIwrbCwEIFAAMFgMO+zCgsLC4LzWCphP8dxuOeee/Diiy/i1KlTG8apLF3kDUnJZrkXx3Ho7e2Fx+PBsWPHos5GGeDI6fhEUnO6GLNXSfuGKInmr/3vArx6Q+JCU+zwFQonRt3dnuQC5S137MTcj4YUt4W+vx3bAejfHHf4EkPXZ8dUWQhT7uQ2dFNL6nqcpm0LwoA0sViEutJl2I3aUrtq4nmG18PPxVPHZh2LcCwEx/KUMDBPhkuw0+yJf6ccDI7yjIkSSBYFiDfKIhkVtWwKAFwwRaM4C5QNFjDCdxB/l4DehIDeBBsbgSWHqfPVgkSyOI7DxMQEGhoaYLfbEyJZpCzMYMibYUYgKMXFxZpcTx577DF8+MMfxs9+9jOcOJHbCOEmNiZSkRS/34/Ozk7YbDYcP348LRe4VMfOVCD/Nbs0MCcnHMSFi9MrExSCr//YjbLy6FhFyq/sOl5CQiTkRO78pVLOJScoYs1IOgRFDDlBEfbPIkGRbFOZq4jblw5x/Usc4mOqz3dycb1BgfxoIRhhmVOlOPuj1a4/11mUVNDpdCgrK0MgEADLsmhqagJN00IHd5vNJtgbFxcX51XvLtJccs+ePSkJB8dx+OQnP4k//OEPOHXqFLZv375GZ7n2yJ/VQwro9Xqh3lbtxgqHw+jq6gLP82hvb1cVVC05ogNWgVcaHq8dM6N0Vg/axMMYUR7wdQqEAAB+8HSUoBz+D+nrJJuiRFC0oPr23fC10fC+W1o69MqnOVxyn/SYvy+sQzGSu2oNnS/SVO6l1tBRrexLCSaFsNuIrxQPG3bhblNXyv1HwtHSiEqTHyWUtm7tYvg5M/wwo1wfvS5KDl9BlcfBQUVNEfwww470eumQSYP0cgnBkJIUhXTGBKIS0hnxweDb0vrsXMHr9aKzsxMNDQ2CHkMcyXK5XBgeHkYwGJQIHNczkhWJRCTNJVMt5n7729/igx/8IH784x/jhhtWLwTdxJ8n1CyI3W43uru7sW3btozMJPR6PcJh5fFGLpCnKCojgpKqVEusJfnyw27Y7CyMBh5GEwdSQEMIipicANkhKPLGxcnKu+Tb1AhKMvwXeyDlewj+3tSp+b0EWsu+SMZEh7gdcjKyIiccjEKwLN1KBPkxw5RBtj163sQBLJ8wNTWFkZERtLS0oKSkBABQV1cHmqaFDu5RCQCEsrDy8vJ1tZBfWlpCV1cXdu/ejS1btqi+l+M4fO5zn8Pjjz+O06dPo6GhYY3Ocn2QVySFoihhwJWDiHQZhknaLXt5eRmdnZ0oLS3FgQMHUlrUMUZtC+3KCQOcdYxiNkUNW8bNmBFpUqofjtcgnz8SxFxvIapT6FLE2HnGiI53A65Fi8Th65VPc6j5VbTk6/eFdcLrS1vDKLmYmKF5qWIYXxVFTaZm7dhWo24VrBVTvkJYjakHrn8NHcNfYDijz1jirRkRFTnkzl5WMAlEhehSwjAgHNvGgRIG8RWYURgjLUrZlCUuuiiv0EWv7xJrRYle/dxJNgUAJkxlcLA+hHT504ODDKg7duxIiOCQSBbpZE0Ejk6nE0NDQ7Db7QJhKS4uXrOyMEJQCgoKNBGUp59+GnfccQcefPBB3HJLar//Tbx+oZTt4HkeExMTGB4exv79+1MuPJIhmXA+U/2JnKAASLD6leOrv3LBYORhNnFRHYkpuYBdjMjzZTCuxMdDvT/6d8jOSf4d/Tt+/hY/hdAXxlN9FUU8Zt6R0X6ZVBP/W6RF0/uCwSC+WNqTti5FThSUGiOrdbgXH5eWzUtmVTF9+g5gAPD3gTdr3i9XmJiYwIULF9Dc3CwQFAKj0YiqqipUVVWB53l4vV64XC6MjY2ht7cXJSUlQpZFazlmNkDm0127dmHr1q2q7+V5Hl/84hfxy1/+EqdPn8bOnTvX6CzXD3lFUtRACEey1Pfc3Bx6enrQ2NiIxsbGlIN2siwKAJTOxl9Ty6aoofsjPI78Z/L99nRbcf7I6hfaBLM3mQDUKW7r3FKFlul4745Dhw4B/EDWPlsNNgODlZi3JRHN/2voGADgYcMu1X3FJV/i/b8cvARftZ3WfA5+Tr3Xh5ZSLwIrInDxBaiitJNLAHBzdhTo0svAhHRGOFhf6jeuIYh16q5du7Bt27aU77fb7bDb7UIky+PxCNFlYG0iWTRNC+U2Bw4cSJniP336NN773vfigQcewK233pqTc9rExkG6mhSO49Df3w+Xy4WjR48mLJbSgZImJZsERQxxo8Uv/doNizVmA4y48xaB5RWplbolEH+mLH7x3xRCdl7yb4tfL/wtvO6L7vPY9yKx/hg6uFwuuN1umEwmVFZWgud5TE9P48CBAxtGILyysoLOzk68r6oqqYPgF6wvZ3RsPcXLNCraLYfDEuOX6HuUysSUjpFOn5e1xPj4OMbGxtDS0pKyxJ+iKJSUlKCkpAS7du1CMBgUxPfDw8OwWq1CMK2kpCRnZWFer1cI+KWaT3mex1e+8hX86Ec/wqlTp7Bnz56cnFO+YcOQFNIBWiliNTo6irGxMRw6dEjT4DW+J4itFyww0BS6P6HDka8rP3SlczosVku3ibMpcj3KxLtjkXaOw+DgIID9Wr9e1uG9zI7iF5JnR35C7cN7+QG8NBB1j9BiPzy5UAhK9Kwuhi1YiZiyKqAX61IAgOGlg8OXg5ekPAbNJx9QPKxdKPmS42OBa/Avtuc0nqky5rkCVOnUicUSawX08RR8ssmBIF+yKAsLC0LNbCaRYaPRiOrqalRXV0siWRcuXEBvby9KS0uFicFmU19QaQVN0+jo6IDFYsHBgwdTTjbPP/88br31Vvzbv/0bbrvttrw2ANhEfkA8L4XDYXR3d4Nl2ZTlxukeG8hcIC+HUonX13+6iFDMgYsQFAAoGrXCFIp+TjIyYluObg8U8bFt0syIbVm0ny/WzT0Y/f///a80eCPuj8GyLDweD0ZHR+Hz+aDX6+FyuUBRFMrLy9Nu6LeWICLo+vp61NfXJ/2t/jnYnvDa/7O+lNFnyklLKkG9eDuDqKOY/BhanMDWO4ty4cIFTE5Ooq2tDYWF6fe8s1qt2LZtG7Zt2waGYYSysJ6eHnAch/LycjgcDpSXlyet5EkXpPJHqSJBDp7n8Y1vfAPf/e538Yc//AFNTU1ZOYeNgLwiKWrlXkDigM0wDHp6erC8vIzjx49rujnrz0cdvgw0hcG7Er8+yaIYIxR+8aMw3vxpI568n0brt6IPbse9PGpVJBQ0TePcuXOIRCJ45YMhbH3GBKoqAtfRQuAohzf8c3ywdl9vxoFx9Yi8ezuHisn4Pv2NFdh/QbtbFyFOucTkSjSqtq1gRVLq9XPdHoAD3q/rAwC8OLMFz5clLm6/HWnG3aaulBbGWghKruHiC/DPwXZ82/a08Bop+ZrhpNFFHx8fzNSyKAx0CUSFlHyJu/mupx7F4/EIriPZcBFRimSRyCmJZJHUe6aRLJJBMZvNOHToUMpj/OlPf8K73vUu3HfffXj/+9+/SVA2oQlEk0IWHSUlJTh48GBWFtBkzstEIH9fUYyciE6DkBOSMfn3//EiZItp5kQ9Syp7bLKMiDQ7kgxloioEQkZCBbzwNwAUuXT40WPa7eTn5uYE0scwDJxOJ4aHh9HT04OysjJUVlbC4XBkbfGYDczPz6Ovry/jgM4/BS9NeO3/s74o/J1KTE8gLj+WN47UClp0AxFHMCPyQ4tCgtTT09Noa2tDQUFygyCtMBgMqKysFLJ3y8vLcLvdmJiYQF9fH4qLi4Vgmt1uz2ieWF5eRkdHBxobGzURlH//93/H/fffj6effhqHDx/O9KttSOQVSUkFsQ1xMBhEV1cX9Ho92tvb0xqgQm8sBEROomfu4dB2f+ICRnzzddwbHxRmmovQMJAYXQgEAujq6oLNZsPRo0dhMBjgvh5wvJbYK+XFL0QHDLkuRa2R40OPpFculAo/ofaB38djeHgYHzLb0m7m+BD24iZcEP6tVY+SCTgZgfnb2WZ8rya14F6p1EucTVlgbbDp1XVGRIsiJh1qmOcKUK4LgOHVFykR6IVsShGfvaaY2QaJKO3bty+lLWKmsFqt2L59O7Zv356VSBbDMOjq6oLJZMLhw4dTEpQzZ87gHe94B770pS/hwx/+8CZB2YQALeVeDMPglVde0VxurBVEk8JxHFiWFcTxasf/l4oYOZE9JoSY/Ne/r8SJiS2+cN3bZReyG4A6GZGQFp/y+8jr6ZISApqm0d3dDY7jcOzYMeG5J4ENYoM+PT2NgYEBFBcXw+FwCIvH9cLFixcxNDSkqVN4Ovhi8A2Sf3/J9kJa+yu5T+pFWZJUWhTxdlq0dPxE4Oq0ziNb4HkeIyMjmJmZQWtra1YIihwURaG4uBjFxcXYsWMHQqGQUBZ24cIFmEwm4Z4rLS3VFEwjJYANDQ2oq1Mu0SfgeR7f/e53cd999+Gpp55CW1tbtr7ahsGGIinEhpjUxVdWVmL//v2ao6yDdxmw94HERbTS/k/eH9UpPPNV7YvuV199FTU1NQkuLq6j8QwPIScE7uvNqO5IJDG+a6y47T90cG/PTv2nXJcCRPU9fX19WF5eBhz1ivvJHb7OdZSj7k3R8q7nnnsOOK4s9Pq5Ll4v+d9cE96v61PMoqhBbMv431w8vUmi+rg+9e9u14WF4/xzsB0fM3covu9jgWsAAJ8PXKGp5OvuwLUJ2ZRUWGITna3EREUOsYB+veB0OtHT07OmdeBKkSyXyyWJZIkFjvIFG8Mw6OzshMFg0JRB6e7uxo033ojPf/7z+OhHP7pJUDahGTzPY2pqCgBw4MCBrJN4nU4HmqZB0zT0en3Cvfz/GhJLuQyxoUhc0vXbjwaxWMVISAkA7O2IjkmEnFj8OkHYTv4t/C0iI8myJOTv//nN6oIuJAhps9kUs1Lihn4NDQ0Ih8NwuVxwOp0YGRkRrGYrKyvXrG8Tz/NC2VFzczNKS0tz+nn/ELhM8u90SAshHMQJjAIv9HYxppFxWU+CMjQ0hPn5ebS1ta0ZKbVYLNi6dSu2bt0KlmWxsLAAt9uNvr4+MAyD8vJyQWdpNieuCXw+Hzo6OlBXVye4YiYDz/P47//+b3zxi1/EE088gePHj+foW+U38oqkaIlYuVwuzMzMYNeuXairq1v14ENsjX9wZRc+9fNjwuuhUEi1nnjsPXrU/VxKYHbu3JnSnUEJc62FqO5ILPt66JEwTtyTqEfob6zAlYsXUx7Xe1nig9u5JbrQJFEqnudx7Ngx/NFkwtG5OdXj9XRJOyQfPHgQXx134VP10tvox0xDQhRPTDKU8O1IM/7O2A0A+AF7EB/S9yi+b25uDn19fdi/fz/O4LzqMZXwzXArPmbugIeNXputKbIoBFZE4IMpoX64FAEsInGh4OFsaTfYSgYbG8F7Ijdl5VjpYH5+Hr29vTh48GBWI4LpQBzJ2rlzpySSNTo6CrPZLKTeS0tLwfO8kGE9fPhwypKb3t5e3HDDDfjEJz6BT3ziE5sEZROKUCpFZlkWPT09WFpaAgBNHeS14r3Xk3F/C0zBLfgRIMlymIjnSnlM9CxLspuCFJ75UAj+IhbBAhHpCOhQ3xddPBGdiRwl84klW+K/xcTkZz/PbnYfiJbCdHV1oUpFbC6H2WwWFo8Mw8Dj8cDpdAp9m0hJWFlZWU5E0DzPY3BwUDBLyEVUPxW0kpZUGRMaOsW5K1+aN/I8j/Pnz8PlcqGtrS1r+sV0odfrhSzK3r174fP5hMxef38/ioqKhO0FBQXw+/04c+YMtm3bltI2mOd5PPTQQ4LV8GWXXab6/j9n5BVJUQPP8wiFQlheXkZLSwsqKipS76QAsQ5F7JLS3NwM/Dz+vhdeeEG4ySorK1My9c43e1Fenj5BIRATleqpRAaezVKvYDCIzs5O2O12TbXTP9ftwbu5OCEgDR2J1eyveF54QJ3ORTznm0JJSYkwMay2Nwbxrp+cnMTIyAgOHz4c+/1TkxSl2t5M4OJzN+lEtLaxX0PMzc2hv78fhw4dgsPhWO/TEaAUyXK5XEIkS6fTwWg0oqWlJeV9PTAwgOuvvx533XUXPve5z20SlE1ohrzc+NSpU5qbDctx018n3qcmKy9kQkIFUVISKogvEglh4fTRbaOtDIJFnOCkFbbEiYnVp8O28yYJ4TAFKUSsMZG7AhEhJOh7f1jbMlRS4tnY2JhxENJgMAhWsxzHYXFxES6XC/39/WAYRghqVFRUZMVRkOM49PT0wOfz4ejRo3nT1VwraZG7dyULrsn7r3wmcOUqzi4z8DyPgYEBLCwsoK2tLW+uNUVRKCwsRGFhIRobGxEOh+F2u+F2uzE+Pi6UhDocDk0ZlP/7v//DJz7xCTz66KO46qqr1uQ75Cs2BElhGAZnz54FTdOor6/PmKCIoWTj+MxXGbzpU9FLcsUVVwjp49HRUdhsNqEEpbCwEBzH4fH9/Xh7f9TBKxtRtLnWQpT+TtukIO+VogWdW6rg9XrR3d2dVpQKAIZmS5Jukz+gRARNurza7XaBsBQWFqp+5n/QRwBIS72IOO7ixYtobW0V7AU/FbgKX7WdFpokyqGVoJBSLyVozYYss/GsW1ikRbHr6LSthwnqHzehoKAMDocDK5UrKCgoWJOF9MzMDAYHB3Ho0KGsPGu5gjiSxTAMOjo6EIlEYDAY8OKLL6KoqEhYkMiv3dDQEK6//nq8//3vxz/+4z9uEpRNaIZSuXGqzvBKuOGO2DghE7br2DghERMVQio4PY+IJfo3eU1s80vQ9IJFIBvZ1jPmAhcvXsT58+fR1NSE6urqrBxTp9OhvLwc5eXl2LNnD1ZWVuByuTA+Po6+vj6UlpYKc1MmTmwMwwhubkePHs0r8b4cYtKysLCAB7b2aSYoSujs7BTG39W62GkBz/Po7+/H4uIi2tra1uQzM4XZbMaWLVuwZcsWrKys4MyZM7Db7fB6vTh9+jTKysoEoiz/Ho888gg++tGP4he/+AXe/Ob17z2z3sh7kuL3+9HZ2Sm4/WTDMUXNxjGuQTEJNxnDMEJDujNnzsBgMIDneZhMJgzdzCrWHuYa/Y3pLx5JlIpY3mlZmL0mmix27PditL8Yz5dtwXv55LbDYhE0TdNCec7ExASMRmNSoRkhKAT/xR6I9hwY6MfCwgKOHj2aldpTUvKVDMl0KUpWkQRF+pBAVMwUKyEqgLIehSBZn5YrrrhC8dpVVFTkrGxhenoa58+fx5EjR1BWVpb14+cCLMvi3Llz0Ol0aG9vh8FgSIhkGY1GuN1u0DSNffv24ZZbbsG73/1ufPnLX86ZB/4m/nxAyr1IKcfu3bslY2i6JEUgKDFwMqLCmETWsKK/CTkB4gQFiIrcv3j8aVitVoRCIVRVVaHpztRNS/MBJAg1NTWFlpaWnGk5KIpCUVERioqKsGPHDgSDQTidTszPz+P8+fMoKCgQCIuWgFA4HBbMOZqbm/PaDlkMp9OJ3t5evD+U6NT4r7Y/ajrG3a42uMpcmJubE64dmddTBSIzAek95PV6856giEHMlLZs2YJdu6J94Yjhw+zsLAYHB1FQUIC+vj7s2LEDi4uLuPPOO/HTn/4Ub3vb+rl55hPyiqTIb2yPx4Pu7m7U1tZiz549GBgYyDilDsT1J6Q5llafeYPBIPR3IM13yELo5ZdfFkrCysvLs7LgGbk9fgwi4F8tiONIU1NTRgJoJeG9FhiNRtTU1KCmpgYcx2FhYUEYJDmOQ0VFhXDtDIb47fhf7AGh5jsYDOLo0aNpDUxasijfDLdqOlaQz/wxSZZFEXeeV3L2+mDwbYAJQr8Acu3EZQvE8aqioiIrETxyj6yF6DNb4DgOZ8+eBcMwaGlpEe4hcSSLmG089NBDuP/+++F2u1FfX4+9e/dibm4uK5bKm/jzBtEcXLx4Ec3NzQkZRmJDrBW//p/4PHb9B6WL22QEheDUvyjPgVNTe3D+/HnY7XbMz89jeXl5zcXj6YLjOPT19WFpaQnHjh1bU1cuq9WKuro61NXVxRpIuoUO5GazWVh0K1mgBwIBwW46HfOe9cbs7CwGBgaSOo8lK+ESk5fPBK4E7NFGvfX19cK1Iza9BoNBuHbZCKZxHIfe3l74fD60tbWtS1A4EwSDQXR0dKCqqgq7du0Snj+x4UMkEoHH48H3v/99fPKTn0Q4HMbVV18NjuPg8/nWRduUb6B4tcYkawyWZYWBfnJyEufPn8e+ffsEMfrg4CA4jsP+/ek3SSTlXeTrZvLguFwu9Pb2oq6uThA+LS0twel0wul0gqZpYdFdUVEhWXRrRenvQlh8S/aiBMSmb3p6GocPH1ZdfF65eDHBhlicSWmZnsdofzG8b179+RHXJqfTCZfLhUAgICy6HQ4HdDqd0JX8yJEjSWuHlcq95LW4mYBkUvTg8ZnAlfiC9WXFTMq3bU9LhPPysq8qQ7Sxo1ImhZCUaj7RNEGtJwrP80LZgsvlgs/nW7X95uTkJEZHR9Hc3LyqDtlrCUJQIpEIWlpaUtaXT09P49prr0VLSwva2trw29/+Fn/605/w4IMP4vbbb8/quT333HP42te+ho6ODszOzuLRRx/FTTfdpLrPH//4R3zsYx9DX18famtr8alPfQp33nlnVs9rE5nh1VdfFfSQSs/Xiy++iF27dmVkMJFpB3nx/sRV6uDBg6ioqJCIx91uN/R6vVCunMsO2umApmkhwNDc3Jw3i0+idSNzEwBJMM3v96OrqwvV1dUJTp75jKmpKQwPD+Pw4cNZNXkQQ6wBcrlcoGl6VcE0ovcJBAJobW3N63I6MYLBIM6cOQOHw6GprP4Pf/gD3v3ud+Oee+5BKBTCb37zG4yPj2NoaCilTXG62GhzU15lUoDoTTkwMIC5uTm0tbVJFtV6vR40nX5mQZxByWQSAOKi7f3790vqZUtLS1FaWordu3djZWUFTqdT6KBNHs7Kysp1ebhIlMrr9Woqlfpj6daUDl/ZICiA1LVJ7HlPIj06nU7oEq62+PxU4CqJIDAbBIVAXJ+rVuqVDGYqvayf1maN8rKFUCgkTAojIyNCaSSJAqa63ycmJnDhwgW0tLQIep98B8dxOHfuHMLhMFpbW1MSlLm5OVx33XW48sor8eCDD0Kv1+Ozn/2ssIDLNvx+Pw4fPow77rgDt9xyS8r3j42N4W1vexs+9KEP4Sc/+QlefPFF3HXXXXA4HJr230Ru0dDQAKvVmvQ+y0STAqyeoBAbeTLGk8irXDxOFt09PT3geV4YH9arazsxHrBarThy5EhGAb1cQax143keXq8XTqcTQ0NDCIWiWW+Hw4GGhoYNQ1DGxsYwPj6OlpaWnAah5Bogn88Hp9OJqakp9Pf3pxVMI2N8KBTaUAQlFAqho6MDFRUVmgjKc889h/e85z144IEH8Nd//degKArf+MY3MDIykrLRYybYaHNTXmVSQqEQXnvtNSEyKreWGxsbg9frxZEjRzQfc7WTAMdxgh/34cOHNT/gZNHtdDqxvLyM4uJiIZK1Fo4UJErFsiyOHDmiOUolJimvycSLxb8PZY2kJIPf70dHRwcsFguMRiMWFhZgsViEWuHi4uKE35CQlGwSFCCe4lZzMRFnUi77TQR79uzBtxpnAcQzJQTybArZbgOtKt5PBySCSrq3AxDE4/KSOiD6TE1MTKClpQVFRUVZOYdcg0TXgsGgJoLidDrxtre9Dc3NzfjRj3605gsiiqJSRqs+/elP49e//jUGBgaE1+68806cPXsWL7/88hqc5SbUwDCMKgl57bXXUFNTo9mCnnSQX03wLBwOR/tFIZpt1rKIEy+6nU4nIpEIysvLhex/NtyuUoE0syPWrfmQ1dGCubk59Pb2wuFwIBQKYWVlRVh0V1ZWrpsVrhrElRTrPcaL7ePJvE4IS3FxseQ+YFlWMEvSkiXPF4RCIZw5cwZlZWXYt29fymf6xRdfxC233IJvfOMb+OAHP7jmpHcjzE35E75A1B+d2IcqLSTSjVapCeS1gKZp9PT0IBQK4dixY2mRC7vdLtRskki30+nE8PCwINAj1sbZvjHFUapsCvpyTVCI3mfLli3YuXMnKIqSLLq7urqg0+kk9a65jgKmY7MY1/vM5u6EUkAcQSULEtJTpKenR3AVcTgcmJ6extTUFFpbW1FYWJj64HkAUp9M0v+pJi+Px4MbbrgBTU1N+OEPf5hXEVsxXn75ZVx77bWS197ylrfgwQcfBE3TG2aSfr0iHU1KptpIMXw+H7q6ugRNhNZxkKIolJSUCF3bSaSbuF2VlZUJAaFclF+53W6cO3cODQ0NqK+v3zCZCHGpFLFkl2ewiQOow+HICw0Q6SfidDqzZjqzGojt4xmGETSWhGiTYFpJSQl6e3vBsuyGIijhcBgdHR0oLS3VRFBeeeUV/MVf/AW+/OUvrwtB0Yr1npvyasauqKhQLTchXtOpQKJUhNBkMgmQhb7FYsGxY8dWtbixWCzYtm0btm3bBpqmhYGNCPSqqqqSZgnSBWmEVVlZiT179myYKBWZvHbu3ClJccrLFpaWluByuTA4OCjUu37Q0RidOLL8rGglKKUI4C8nW1BRFRfTkizJFwKXAwD+2fa84r5LrBU2fXbMEeSQL0hIdm9ubg6Dg4OgKApbtmwRnpd8HSQJeJ5HX18f/H6/pvT/4uIibrzxRjQ0NOB///d/83qym5ubSzC0qKqqEpwFs93JfBPpQUujYS0BtGxoI91uN3p6erB9+3Y0NjZm/NyKreN37NiBQCAAp9MpWJBnO0swPT2NwcFB7N+/f8Pcz2K9j7xUSjyvk+fU5XKhs7NTUjKWKydGNRA3rKWlpbzq3UJgMBiEQK04mDYyMoJAIACDwYDGxkawLJvX4zYBISjFxcXYv39/ymeys7MT73jHO/CP//iP+MhHPpLXc+96z015RVJS/VAGgyHlRCCfBCiKSvsGWFpawtmzZ1FVVYXdu3dndYAxGo2CYxPLsoK4kTQGI5OC3J5XC8hCfzWNsNYDs7Oz6O/vTzl56XQ6oYHk7t27hSjg5OQk+vv7s9pAUgsmJiZw4IIRz19nlLj9fD3chn+2PS8QFCBKVj5hPpNwjFp9civnbMNut8Nms4Gmafj9ftTX12N5eVmw1V7PSTUVCEFZWVlBW1tbSoLi9Xpx0003obq6Gr/4xS82RD2z/HkVj2GbyG9oISmrLT0GohH9oaGhnCz0bTYb6uvrUV9fj3A4LGT/R0ZGhF5XlZWVafdrEi/0m5ubN4y1OWkc6Ha7U3aRFzuAyhtIsiwrlNSVl5fnfNFNtBzEFTNfDAmSgQTTCgoKsLS0JFjtu1wuofIkl/bGq0UkEkFHRwcKCwvR1JTa9vvs2bO44YYb8JnPfAb33HNP3n0fJazn3JRXJCUVUk0E2RDIk07b8oh+LiB2XCEDm9ieV2xtnCqdvxGjVEB0oT86OoojR46k5TgijwLKG0iSgS2TSTUVyKRLfP2vDiRm/8QEJRlIFiVbepRU4Hle0FeJ0//iSXVgYGDVjiy5OG+xR36q81lZWcEtt9yCkpISnDx5Mu8naQCorq7GnMy0wul0wmAw5MyJZxPZQ6pyL3HwLFMHr/Pnz2Nubg6tra05d+Azm81CaQ7pdUXKwsxmszBvpcr+k4j+4uJiyoV+PoFlWfT29sLv9+PYsWNp2d8rNZB0Op0YGxtDb2+vpOQ22/0+WJZFd3c3GIZBW1vbhshCANHSetLa4fDhw9Dr9WhoaEjosyYOppWWlq57bxpCUAoKCjQRlL6+Prz97W/Hvffei0996lMbgqCs99y04UhKsokg2zaOpO50rSAe2Pbu3SukP4eHh9HT0yNEYhwOh2TgETfCykaU6rXqahydm0sQzWcbYkGfuIt8plBqIOl0OiVNELNhv0kW+sR9Lp1J9+vhNsVsylqA9Hlwu91oa2uTlG8oObK4XK6MHFlycd4DAwNYWlpCa2trSsLh9/vxzne+EyaTCb/61a/yrswhGdrb2/H4449LXnv66ac31ELjzxlayr0ikYjittVqIxmGEYwijh07tuYCbXGvK5L9d7lc6O7uBkVRwtgqz8AyDCOIn9Ptc7WeIKYzHMdpCoqoQezEuHPnTgQCAbhcLqGBZGFhoXD9VqtPJQt9nU6H1tbWvNXfyUHTNDo7O2EymXDo0CEJ8ZD3WcunYBohKHa7HQcOHEi5rhgcHMT111+PO++8E1/4whc2BEEB1n9uyqu7ONNyr9VOAizLCvWbbW1t6y4iFmsJdu7cCb/fLylrKi0tFdxYRkdHN1yUithMZ7OLvBjySZUI9Hp6eoQMVTK3KzWQiD653vno5qIEstBfWFhAW1ub6sJdnKFqbGyUOLKMjo6qOrLk+rxTLXKCwSBuvfVWcByH3/72t+sqFPX5fBgZGRH+PTY2hu7ubpSVlWH79u347Gc/i+npafz4xz8GEHVL+Y//+A987GMfw4c+9CG8/PLLePDBB/Gzn/1svb7CJtKAUpY/GwL5YDCI7u5umEwmHD16dN0Jqzz7T/qEkbIm0k+koKAA586dg9lsRltb24ZZMIfDYXR2dsJiseSki7zNZktoIEmyLKSBJAmmpXOvkAWzxWJJWOjnMyKRiHC9Dx06pDqfpBNMs9lsOSUBhFjZbDZNBGVkZATXX389br/9dnzpS19aV4Ky0eamvLIgBqKDRDIEAgE8//zzuPbaa0FRVIJAPhP9SSQSEaIm6Vj1rheCwSCcTifm5+fh9Xqh0+lQV1eHmpqarC3KcplJYVlW8D5vbm5e0+iaWKDncrkQDAYlqXe1317c9balpSXj85ZnUmr1yzkt9yLEimQiVnO9xY4s4iZnmRC+VCDlLSTzk+q8Q6EQ/vIv/xJerxe/+93v1r3fy+nTp3H11VcnvH777bfjhz/8Id73vvdhfHwcp0+fFrb98Y9/xL333is0zPr0pz+92cwxT8BxnGqPrsnJSbhcLrS2tgLIjkDe6/Wiu7t7Q5igiJvzzs3NIRQKwWKxoKGhYd36hKUL0qRxPbrIizNUZGzV2suG9OUoKipCU1NTXt8nYhBiZbPZcPDgwVWddzJ744qKiqw3LyUExWw2pyRWQJQEnDhxAjfffDO+9a1vrfvvs9HmprwjKZFIBMlOKRwO49SpUwJJWa1A3ufzobu7W3i4N0r0IRQKoaurC0ajEZWVlfB4PPB4PIIFYmVlZV4KzEg6mqIo1S7yawV5L5uioiKhpE5M+IhnO+nfs5oJdy1JCmnmubKysipipQQ54QsEAlmrtSYldU6nM2XmB4iOGe9973sxOzuLZ555RtIAdhObyAZ4nk9azgUAMzMzmJqawiWXXCJkUFiWzVgbOT8/j76+PuzYsQPbt2/Pu7E8GTweD86dO4eamhqYTCa4XC6srKwIpiaVlZV5Wfa1vLyMzs5O1NbWYteuXet6vXmeF1wsnU4nwuGwUNbkcDgk84/f70dnZyfKy8s12d7mC4gbFhGbZ3PhLid88ualqwmmiUvTDh8+nPK8Jycn8da3vhUnTpzAf/7nf647QdmI2FAkhWEYPPPMM7j66quh1+vBcRwoisrohyeD6bZt27Bjx44N83CvrKygq6sLFRUVkkZYxA7O6XTC7XYLBCaT1HEuEAqFhPTowYMH844QEjcbEokhXdvLysowOjqaNWK1ViRFnPnRouVYLUittcvlwtLSUsaOLGKC0tramrKkjqZpvO9978OFCxfw7LPPborMN5ETpCIp8/PzGB0dRXt7+6q1kaQ7+HpoI1eDmZkZDAwMYN++faitrRVeD4VCQvPIpaUlFBYWSvqErTfIWoD0bskn8DwvCaaRBpLEFrq/vx+1tbVCX7GNAJL5KS4u1iQ2Xw3UgmkVFRVpaRYZhkFnZ6dE3K+GmZkZvPWtb8VVV12F733ve3m35tko2FAkhed5/O53v8Nll10Gk8mUcZTq4sWLOH/+fMJgmu8ggymxiUz23YkOw+l0SlLHxClsrdk8aTxGTAHyPZpAGkjOz89jfn4eFEWhpqZGEIeudrAhRKVWv4wZtghfD7dl47QFkI7spOHhWpdaiB1Z3G63ZkcWYqYwOzubIO5XAsMw+OAHP4i+vj6cOnUKlZWVufg6m9hESpLidrvR39+PSy+9NGOCQpywFhYW0NzcvO7aSK0gxGpiYgKHDh1SDRREIhFhwS0OBlVWVq5LA0Ti5rlv374N4YpJGkjOzs7C6/XCZDKhtrZ23a5fuggGg0LDQy39RLINeTDNbrcLc5Pa9WMYRjAlOHLkSMo1wNzcHE6cOIFLLrkE//M//7NJUFaBvCMpNE0LQkM5eJ7Hs88+i5KSElRXV8PhcKT145Mo7ezsLA4fPryhykJIlCpdi2GSOiaRLJqmBXFjRUVFzgWNS0tL6O7uxtatWzdUxopkfux2O7Zs2SIsuomjCLl+mWRWxNmUXBCUs2fPIhwOa+rInmuIHVnE10/uyEJc6qanp9HW1pYywsqyLD784Q/jzJkzOH36NKpz7Ea3idc31EgK0WO88sor2LJlC6qqqjISPm8kbSQBx3GCa2C6xIoEg0j2nwQzsuHCqAWTk5MYGRnBoUOHJH2u8h0LCwvo7u5GQ0MDrFarEAxabZ+1XCMYDOLMmTNCFch6rwXEwTSPxwO9Xi9oLMXBSJZl0dnZqZmguFwuvO1tb8PBgwfxk5/8ZMOYRuQrNgRJEQvkfT4f5ufn4XQ6EQqFhAW3w+FQvRmIjWMgEEBzc/OGcmYi1siHDx9elcUwz/OCZ7vT6UQgEJBYG2c74p6si3y+IxAIoLOzMyHaw/O80EDS5XLB5/OhtLRUiMRoTR3niqQQ7QzDMGhubl53giIHuX6EsJDSBYfDgWAwmNC/JRk4jsPdd9+NF154AadOncLWrVvX6Bts4vUMJVMXsUCeLLhdLhcoihJKmlItGIlgu7CwEAcOHNgwUVeGYXDu3DmEw+FVm6BwHCfJ/hMdQbay12KQgMjFixfR3Ny87iYb6YC4VO7du1dSBSLus+ZyuSQNJNciGJkKgUAAHR0dcDgc2LNnz7oTFDnkwbRIJCI4ic3OzkKn02lye/N4PLjuuuuwa9cu/PznP8+7OXgjIu9JitzGkQjkSa0mISx+vz/pgpsIzYkP90a5cYhVr8fjQUtLS9Ythom1scvlwvLyslDrWllZuer+EiTz09TUtKGi3D6fD52dnaiqqsLu3btVB1NxA8nFxUXNDSQJSck2Qenu7gbLsmhpaVn3SUkLiCPLxMQEAoEALBaL8Pwmi6RyHIePf/zjePrpp3H69GnU1dWtw5lv4vUIeSlyMoE8seYlc5N4wS0vt11YWMDZs2exdevWDacr6O7uhtFoxOHDh7Pu7Eey/+IF42qy1wQk80Pm1HzQxGjF7OwsBgYGcODAAdXSVpLZI3OT3+/PaQPJVPD7/ejo6EB1dfW6mxJogTgYOTExAZZlE0x1lL7D0tISrr/+emzZsgUnT57cEI52GwF5R1IYhhEshcUNGlMJ5MmCm4jLSC8Ri8WC/v5+OByODaGHIMhmlEoLSK2r0+kUFtxicWM6A8v4+DguXLiAw4cPbyghM3F42bZtGxobG9P6zuIGkh6PRzAuUFpwf8J8JqsEhWEYdHd3g+d5NDc3bwiCQkBq2ZubmwXzArfbrdjPhuM4fPazn8Vjjz2GU6dOYceOHet9+pt4HUFMUrQ2DybCXUJYGIYRsv/hcBjDw8PYu3cvtmzZspZfZVUgGsOysjLs27cv572SyIKRBCPLysqEsTWdsjiWZYVqimy7HeYaFy9exNDQUEZzKtFhOJ1OeL1ewbhAbcGdLfh8PnR0dGw4cb+4KqGpqUnIsiwsLAj9bMRz+/LyMm644QaUlZXhV7/61Ya6t/IdeUtSVtNBnvQSuXjxohCh3b59e1YyBGsBkvkhPtxrveikaVoY1DwejxDhTiXO43kew8PDmJmZQUtLC4qKitb0vFeDxcVFdHd3o7GxcdXReXEDSVK6QGpdKyoqslq6kK6gL58wPj6O8fFxtLa2SmrZ5Y4s3/ve9zAxMQGTyYTh4WE8//zz2L179zqe+SZejyAkJdPmweJeIhcvXgTDMCgpKcHWrVtTlivnC0jmZ/v27WkHcrKBQCAgEBaS/SdZKrUSbpqmJYGcjVJNAUTHybGxMTQ3N6OkpGRVxxI3kPR4PDCbzZJgWjZ/z5WVFXR0dGQU9FtPEF0nTdMJVQlie2O3241Pf/rTqKqqwvj4OGpra/HUU09tiDXmRkJekhRCVFZj40ge7D179oDjOCFDQKIIVVVVealLWcsolRaQh5Kk3pOJ84gzzdLSEpqbmzdUGp1oZ/bs2ZP1iKZ4wU10VFobSKYC6Tuj1RIxnzAxMYELFy6gtbU1JZnt7+/H3//93+O1114Dz/M4cOAA3v72t+N973sfGhsbc3J+DzzwAL72ta9hdnYWTU1NuP/++3H55Zcnff///u//4qtf/SqGh4dRXFyMt771rfj617++oTKJm1BHJBIBy7Krah5Movk+nw+7d+8WNILEGrWqqgoOhyMvF9Gzs7Po7+/Pm8wPybwSpzC73S4E08TltiTot9G6sYu1M7kI+q2mgWQqkKoEQmY3CjiOEypYWlpaVJ9Dnufx5JNP4qMf/Si8Xi9omsZVV12Ft7/97bjjjjuyXp5P8Hqbm/KOpHR0dGDnzp3Q6XQZ2zgSHceRI0ckD7bY/tDj8QiDWlVVVc7Tnlqw3lGqVBCL85xOp1CSU1FRgZmZGeHB3ijONEC0v0Fvb++aaWfkOqBkDSRTgaZpdHR0CNm2jTLxAlFXndHRUbS0tKQUrfI8j6997Wv4z//8Tzz77LPYunUrnnzySfz617/G3/7t3yp2zl0t/u///g+33XYbHnjgAbzhDW/A9773PfzXf/0X+vv7FQ0gXnjhBVx55ZX41re+hbe//e2Ynp7GnXfeiV27duHRRx/N+vltYu0RDAYxODgolKxkQlCIjoMEFcQLIKVyZUJY1ns8FQf98rWEV1xu63a7hQxBYWEhhoeHhWaH6x300wqe53H+/HmhX1Sug37JGkgSHVA6+gqv14vOzs687DujBmLdHwwGNTljBoNB3HrrrQgEAnjqqafgdrvx+OOP44knnsAjjzySk9/s9Tg35RVJoWkaDQ0NiEQiuP7663HzzTfj8ssv1/yA0DQt1BEeOXJEtS5QPqhZLBZUVVWtW7d2EqXaKL1bSIZgdnYWMzMz4DgOFRUVeR0JlGN6ehrnz59ft6ZpyRpIpiqri0Qi6OjoEBpjbpSJFwCmpqYwMjKimaD827/9G77+9a/jmWeeQUtLy5qc4yWXXIKWlhZ85zvfEV7bt28fbrrpJnzlK19JeP/Xv/51fOc738Ho6Kjw2re//W189atfxdTU1Jqc8yZyi1dffRVXXnkl6uvrceONN+Lmm29Oq1P28vIyuru7NS2WSbky0RAUFxcLc9Na17oTobnL5UJLS8uG6N1CMgTT09OCNW91dbXgFJbv46W4KqG1tXXNy4eIKREJpokbSDocDtUKlKWlJXR1dWHHjh0bytEz3d5i4XAY73nPe+DxePD000+vugxPK16Pc1NekRQgWu71xz/+EQ8//DB+9atfIRwO4/rrr8dNN92Eq6++OmlUye/3o7u7G3a7Pe2O5izLwu12Y35+Hm63GyaTSUgbFxcX57wjKqnNT9UIK98QDAbR1dUFm82GhoYGoSyMWPOSQS0fRWSk3Gi1ts7ZAukZQEiLTqeTWHCSiTUcDgv9Ww4cOJD3E64YFy9exPDwsKbaap7n8cADD+DLX/4yfve73+HYsWNrco6RSAQ2mw2//OUvcfPNNwuv//3f/z26u7vxxz/+MWGfl156CVdffTUeffRRnDhxAk6nE+9617uwb98+fPe7312T895E7uH1evGb3/wGjzzyCJ566inU1NQIhOXIkSNJn0Wn04ne3l4hspzOfBIOhwXCsri4KGReU2kwsgFi2x8MBtHc3Lyhau09Hg/Onj2LxsZGFBUVCdeQZVlJn7B8y0CLF8v5UpVATHVIMI00QJQHdBcXF9HV1YVdu3Zh27Zt63zW2sFxHHp7e+H3+zURlEgkgttuuw3T09N45pln1mz98Hqdm/KOpIjBsixefPFFPPzww3j00UexsrKCEydO4KabbsKb3vQmYdDs7u7G0tISamtrV21xR0TP8/PzggZD7HefTcKymkZY6w1i1VtRUYF9+/ZJros8EphpSVMuQPrOTE1N5a1HPrEwJZEs0oCztLQUk5OTKCoqSiuKmw8gWavm5uaUTVR5nsd//dd/4R/+4R/w5JNP4tJLL12js4xaZ2/ZsgUvvvii5HO//OUv40c/+hHOnz+vuN/DDz+MO+64A6FQCAzD4IYbbsDDDz+8ITKKm0gfPp8PTz75JE6ePIknnngCZWVluOGGG3DTTTfh6NGj0Ov14DgOL730EiKRCJqamlBVVbWqzyTlyvPz81hYWJA4MGa7/j0cDkv0bhvpPiZVCfLGx2LjAqIPzLSkKRcgNvIMw6TUQ6wXaJoWgpGkASLJ8I2OjmLPnj0bqm8Vz/Po7e3FysoK2traUt4DNE3j/e9/P4aHh/Hss8+uaRPQ1+vclNckRQyO4/DKK68IhMXlcuEtb3kLzGYzTp48iV//+te47LLLsv6Zi4uLAmHheV6YFFabNiZRqlAotCYWw9kESelq0c5EIhFhse3xeGCz2YRruNZldTzPY2hoCHNzc2htbc2ZsC2bIA04Z2dnMTU1BZ7nBeH9epR/ZIKZmRkMDg5qJig//vGP8elPfxqPP/44rrzyyjU6yyjIRPDSSy+hvb1deP1f/uVf8NBDD2FwcDBhn/7+frzpTW/Cvffei7e85S2YnZ3FJz/5SRw9ehQPPvjgWp7+JtYBgUAATz/9NE6ePInf/OY3sNvteNvb3ob+/n5MTk7ipZdeynq0lZQrz8/Pw+PxwGq1Zm1c9fv9kma2GykYQrrIa9HOkMay8/Pzksa86zGuEhMU4tK4EZzeyPpocnISbrcbOp1OCEbmQwPJVOB5Hn19fVheXkZra2vKrBXDMPibv/kbnDt3DqdOnVp10CFdvF7npg1DUsTgOA5nzpzBRz/6Ubz22mvQ6/U4ceIEbrzxRpw4cUK1nj9T8DwvEY2zLCtp0JVO2phEqYxG44ZqLgnEO95mktJlGEaiAyK9RCorK7NufygHz/Po7+/H4uIiWlpa8tLZLRmCwSA6OjpQVlaG+vp64RouLS1pbiC5XiANyI4cOZJyocbzPH7605/iYx/7GB577DFcc801a3SWcWSSUr/tttsQCoXwy1/+UnjthRdewOWXX46ZmRlJNHcTf94IhUJ47LHHcM8998DlcqGkpAQ33XQTbr75Zlx22WU5GetJqWg2ypWJFfu2bduwY8eOvBtPkoHneYyMjGB6ejqjDDlpzEvGVeICSvqE5RKRSASdnZ0b0gSFOGPu3bsXdrtduIbErW69GkimAlkPLC0toa2tLSVBYVkWH/nIR/CnP/0Jp0+fXhfd8Ot1bspvqpsE4XAY9913H9xuN3p7exGJRPDwww/jm9/8Ju666y5cc801uPHGG3HddddlrUSLoiiUlZWhrKwMe/bswfLyMubn5zE0NIRIJCKpc1WLIBCL4Y0YpSIR8UxLFwwGA6qrq1FdXS2U1TmdTpw9exYAhCiMvCvzakFqTn0+H9ra2vJuwFRDIBBAR0cHKioqsHfvXlAUhe3bt2P79u1CPxuXy4WJiQnVBpLrAUJQtOp+Hn74Ydx77714+OGH14WgAIDJZEJrayt+//vfSyaC3//+97jxxhsV9wkEAgnPPFlobMAY0CZWgenpafzDP/wDjh07hh/+8Ic4c+YMHn74YXzgAx8AwzCCvvKqq67KWnmRwWBAVVUVqqqqJJbxXV1daZUrz83Noa+vb8OV7BBHz4WFBRw9ejQjUmG1WoVxVewCeuHCBSFL5XA4sh4ADYVC6OjoQGFh4YbTGBKtlXg9UFxcjJ07dwr9bObm5nD+/Pk1bSCZCjzPY2BgAIuLi5oICsdxuOeee/Diiy/i1KlT62Zs9HqdmzZkJoWmafzDP/wDPv7xj0tqAsnNR0rC+vr6cOWVV+Kmm27C9ddfj4qKipxkWHw+n9BROBgMCnWucperjRylmpiYECwos126QDQYZGIgGgwtpC8VSOfYSCSClpaWda87Tgd+vx8dHR2oqqrC7t27Ve+XZA0kM8n0ZQNkwXP48GFNdbu/+tWv8Dd/8zf42c9+hre//e1rcIbJQWwev/vd76K9vR3f//738YMf/AB9fX2oq6vDZz/7WUxPT+PHP/4xAOCHP/whPvShD+Hf//3fhZT6PffcA51Oh1deeWVdv8sm1hZTU1P47//+b3zhC1+QPHMMw+CFF14QDGF8Ph+uu+463HjjjXjTm96Uk8AJx3FCIMjpdIKiKDgcDlRVVUl6XJHx/cKFC+vmdJgpWJbFuXPnclY2TbJUJPtvMBiEzPVqA0GkrI44vm2U9QAQt+4/ePAgKisrVd9LSB8p+bZYLMI1zLUxkRw8z2NwcBAej0dTwJLjOHzyk5/Ek08+iVOnTqGhoWGNzlQZr8e5aUOSFC0g6d+TJ0/ikUceQVdXF97whjfgpptuwg033ICqqqqcPBw+n0+YFHw+H8rKyoSH+Pz58xsuSiXWcTQ3N+e8izzRYJBrGAwGhWvocDjSIhmkGzsAHDlyZEOV1fn9fpw5cwY1NTVpm0EkayCZyTXMBGQCO3TokKYFz29+8xvccccdeOihh/COd7wjp+emFQ888AC++tWvYnZ2FgcOHMC3vvUtXHHFFQCA973vfRgfH8fp06eF93/729/Gd7/7XYyNjaGkpATXXHMN7rvvvrxoereJ/ALLsnj55Zdx8uRJPProo1hYWMBb3/pW3HTTTXjzm9+ck/IitXJlsghfi/E9myBd5IG1Gd/FpI8EgsQOjOkEglZWVtDZ2ZnR+L7emJubQ39/f0aENlkDyUyuYbogvWdcLhfa2tpSutVxHIfPfe5zePTRR3Hq1Cns3LkzZ+eWDl5vc9OfLUkRg0SKCGF59dVXcckll+DGG2/EjTfeiC1btuRkkAgEApifn8fFixcRCoVQUFCArVu35mWNphI4jkNfXx+8Xu+66TjkzQ9LSkqExbbaIBOJRATdz0brxu7z+dDR0YEtW7ZkJeMmv4bFxcVCrXC2F0ROpxM9PT2aCcrTTz+N9773vXjwwQdx6623ZvVcNrGJfAfRV5Ls/8zMDK699lpBX5kLx0cSxJibm8P09LTQ46q2tjYvbXmVEAqF0NnZKfSKWutzJs0PybgaiUQkTmFqhIk0O6yrq0NDQ8OGIiikhPfQoUOrdrbiOA5er1e4huFwGBUVFYLwPpvBNBJsdTqdmggKz/P4x3/8R/zkJz/B6dOnsWfPnqydyybSw+uCpIjB8zymp6fxyCOP4OTJk3jppZfQ0tIiEJZ0fexTfdbg4CCcTif279+PYDCI+fl5wZaXNOjKR/95hmFw7tw5RCIRNDc355VfO+kZILbgFNe5kgmM9MzZSHW+Kysr6OjoEEoCsw3SQNLpdGJhYQE2m01TA0ktcLlcOHfunKYSAAA4deoUbr31VnznO9/Be9/73g01WW9iE9kGx3E4e/asQFjGxsbwpje9CTfccAOuu+66rJbGkCAORVHYuXOnYLsfCoUkpbb5mH0mZVJlZWV50UWelHyTLJXf75dkrsVz58LCArq7u7Fz584N1ewQiNvIa3FOSxdKDSRLSkqEuWk1aySe5zE8PIy5uTm0tbWlDLbyPI+vfOUr+MEPfoBnn30WTU1NGX/2JlaP1x1JEYPneczPz+PRRx/FyZMn8dxzz+HAgQMCYVlNGpbUyio1wiILxfn5eWGxTQjLevcRAeITGPHIz0crQSIaJ37tFotFqHE9f/583kxg6WB5eVkSYcs15PXWYgvJdC223W43zp49iwMHDmgyVXj++efxF3/xF7j//vvx/ve/f5OgbGITIhB7VEJYBgcHcdVVVwn6yrKysoyfGb/fj66uLhQVFSWItclie35+Hn6/X6KvzAc9n9frRVdXF7Zu3Zq3uk4iGnc6nULmurKyEnq9HkNDQ9i7d++6ia8zxcWLFzE0NKTJpTEbkAckkzWQTAVS9j8zM4O2traU6yue5/GNb3wD//Zv/4Znn30Whw8fzsbX2cQq8LomKWLwPA+Px4PHHnsMJ0+exB/+8Afs3r0bN954I2666aa0hG3hcBjd3d3Q6/UpG2GRxTbxu7fb7ZIGXWs9CAeDQXR2dqKgoGDDZCFYloXb7cbMzAzcbjf0ej1qamoER5uN8B1ICQDpSr3WIJ73pFaYmBeQ1LvaPUy6O+/fvx/V1dUpP+vll1/GzTffjPvuuw933nlnXi40NrGJfAEpVSHlymfPnsXll1+Om266CW9/+9tRWVmp+RlaWlpCd3c3tmzZgp07d6ruRxbb8/PzWFlZQWlpqTA3rUdmndjdbqQsRDgchtPpxMWLF+Hz+WCxWFBbW5u3lvFKmJycxOjoKJqbm1FSUrLmn096ArlcLqF1ASlXTjW/E1tqrQTl3//93/G1r30NTz/9NNra2rL9VTaRATZJigJIvenjjz+OkydP4umnn0ZdXZ1AWNQW7yRKVVxcnHZXcNJHhPjdk+xANkpxtIB0kXc4HILd7UYByUJs3boVJSUlQhSG47iM+9msFUhzzB07duTF5EvMC8g19Pv9wgJFrqciBGXfvn2aPNfPnDmDG264AV/60pdw9913b6h7bBObWG/wPI+xsTGBsJw5cwbt7e248cYbccMNN6C2tjbpMzU/P4++vr6MelyFQiGBsHi9XiE7sFblyqSLfFNTk6ZASD6BZCGamprAcZyQuTabzRn3s1krENe3lpaWtHvP5ALEvIAE01iWlbhYiqs+RkdHcfHiRU2Nm3mex3e/+1380z/9E5566ikcP348119lExqxSVI0YHl5Gb/97W9x8uRJPPXUU6iqqhIIS0tLi0BELly4gMnJSU1RqlQgLhiEsBgMhpw2PiT2yBtRzEfOvbGxEXV1dcLrRCBKUu9iYZ7cHnq9sLi4iK6urowWDmsFeaMzogUym80YHBzEvn37NJUvdHd347rrrsPnP/95fPzjH99Q99gmNpFv4HkeU1NTeOSRR/DII4/g5ZdfRltbm1CuvH37duEZ6+7uxsLCQlYshkl2gJTi5Lrx4cTEBEZHR3Oihcg1xsfHMTY2hiNHjqC0tFR4XdzPxu12J7WHXk+MjY1hYmICLS0teen6xvM8lpeXExpIVlZWIhAICCVeWggKsQ3/7W9/i8suu2yNvsEmtGCTpKQJv9+PJ598EidPnsQTTzyBkpIS3HDDDTCZTPje976H3/72tzh69GhWP5PjOGFAc7lcoChK0qBrtQMaacq0e/fuDWWPDMRLAFKdOxHmzc/Pw+VywefzrXv5AslC7NmzZ8PYAUYiEbjdbkxPT2NpaQlGoxE1NTUpG0j29vbixIkT+PjHP47PfvazmwRlE5vIIniex+zsLB599FE88sgjeO6553D48GFcf/316OzsxMD/396dx0Vdbn8A/wybKLLINgoqyhKyqMBgirvmjjBjVrS4a1ekRdNMq1upmXWrW7ahN5f0Zpk3ZgA1UtEUEb1eGRlRQHHHZBlA9p2Z5/dHr+/3BwIy6Gzgeb9e/uE4wzyDMGfO9znPOVlZSEpK0nq5TtPBh03LlYVC4SMP7XvUKfKGxBjjr+S39yG/aakt1x66afMCQ+z+cxdcRSKRTjrM6UJVVRUKCwtx584dvptq7969HzhAkjGGH3/8EatXr8aBAwcwfvx4/S+cPBAlKY+gpqYGR44cwYcffgi5XA47OztERERAIpFg5MiROjlwzr2hcVeymvZqf5hJ7VzHjoedIm9I3DyOhykBqKmp4b+HXLc1LmHRR6tlLrnqjIcoS0tLcf78eXh6eqJ79+781UDuZ9HJyalZaV1WVhamT5+OZcuWYd26dZSgEKJDjDEUFRVh37592LhxIwoKCuDt7Y3nnnsOEokE3t7eOvkdbGxs5D9oNy1XFgqFHTrsDPwV5zIzM1FSUoKgoCCjaCijKW4eh1KpRFBQULtX8u9/bHl5OR+bamtr2xwOrQtccnX37l2NyqSMza1bt3Dr1i0MGTKErwBoa4AkYwy//PILli9fjri4OEyaNMnQyyetoCTlEahUKqxatQp79+5FXFwcSkpKIJVKsX//fpiYmGDmzJmYNWsWxowZo5M3l6a92pVKJRobG+Ho6AihUNju+QvGGP8LrYsp8rrGJVfaKF+or6/nv4f37t176E4imuJa9fr6+mp0jsOYcOdnPD09m5WnNS2tKywsxJUrV7Bv3z48+eST2LNnDxYtWoRNmzZRgkKIHhQVFUEsFkMgEGDXrl1ITk6GTCZDYmIi3N3dIRaLMWvWLPj6+uqktIhrZsK9H5ibm/MJS3vnL5pOkQ8KCjKK9vea4pKr0tJSiESiRz6vc/9w6F69evGxSduz1jraCcvYcAf8RSJRs52r+0vrDh8+jNu3b8PFxQW7d+/Gr7/+ihkzZhhw5eRBKEl5BFVVVViyZAk2bdrUrGVsQ0MDkpKSEBMTg7i4ODQ0NGDmzJkQi8WYMGGCTt50m16BKSgo4M9fCIVCODo6NtvVaTpFPigoqNNs53K4NyNdJFdc8wLuDY0Lrto6C8QNO9S0Va8x4TqQtXfAnzGGGzdu4IsvvsCePXugUqkwatQo/hyXLif3RkdH47PPPkNeXh78/PywefNmjBkzps3719XVYcOGDdizZw/y8/PRt29fvPvuu1i0aJHO1kiIrl28eBFffvkloqOjm32YLSsrw4EDByCTyXD48GG4uLjwv5cBAQE6SVjuL1fmWp1z76lNn7OhoQFpaWkwMTFptzOmsVGr1bh48SKqqqogEom0HufvPxuozbNA3GeCgoICiESiTpeg3LlzB9euXWv3gL9arUZycjI++eQTJCcnw8LCAjNmzIBEIkFoaKhOzzxRbHo4lKTomEqlwqlTp/iEpaKiAjNmzIBYLMakSZN00hml6XCpgoIC1NTUwN7ent9hyc7ORllZmVau9OgT9+H3zp07eqlRVqlUuHfvXrOzQE3LmToa0LnyNE2HHRqT8vJyyOXyFs0J2nL79m1MmzYNYWFhWLt2LQ4ePIj4+Hh069YNcXFxOlnjvn37MHfuXERHR2PUqFH417/+he3btyMzM7PNpEosFqOgoAAbN26Ep6cnvyM5cuRInayREGNRWVmJhIQE/nylo6MjwsPDIZFIMGzYMJ0lLK2VKwuFQvTo0QMKhQJWVlbw9/c3yk6MbVGpVLhw4QIaGhoQGBio85kyTc8C3bt3D927d+cTlo7u/nPlaYWFhRCJRHopd9YmLkHRtEVyQkIC5s+fj127dmHQoEGIi4tDfHw85syZgxUrVuhkjRSbHh4lKXqkVqvx3//+l09YCgsLMW3aNIjFYkydOlVnVy+4Sa5cv3tTU1O4u7vDxcXFKAZ0aaLp7o8hamXVajVKS0v5wMDNEeEON7Z3/igvLw9ZWVlaKU/Tt4qKCqSmpmo8w+Xu3buYOnUqJk+ejC1btjT7sMMY01nJ1/DhwxEUFIQtW7bwt/n4+EAikeDjjz9ucf9Dhw7h+eefx40bNzpduSMh2lRdXY3Dhw9DKpXit99+Q8+ePREWFgaJRIKQkBCdJAxNy5Xz8/NRX1+P7t27w8vLy2AHxh9GQ0MDFAoFBAIBAgIC9D78mBvKy3UC5eaItLZTdT/GGLKysnDv3r1Od9ES+P/2zkFBQRolKEePHsWLL76Ibdu24YUXXmj2bxSbjBMlKQaiVqshl8v5icJ3797F5MmTIRaLMX36dK23/OOmyAsEAjg6OqKoqAjl5eWws7Pjr8Bou8ZVW7g30uLiYqO40sPNEeGuBnI7VW1NZs7NzcXly5c7ZQvNiooKyOVyvjV1e/Lz8zFt2jSMGjUK27dv19sHjfr6evTo0QO//vorZs2axd++fPlyKBQKJCUltXhMVFQUsrOzERwcjB9//BFWVlYIDw/Hhx9+2OmCNSHaUltbi6NHj0ImkyE+Ph4WFhb8+cpRo0ZpvQSLO+fm7OwMc3NzKJVK1NfXd+gikKHU19fj/Pnz6NatG4YMGWLwxIqbI8Lt/jdtrGNvb99sfYyxZudnjDX+t4U7lxoYGNisvXNbkpKS8Nxzz+Hbb7/FvHnz9HY+kmLTozHO3/zHgImJCYYNG4Zhw4bh448/Rnp6OqRSKT7//HMsW7YMTz31FMRiMUJDQx/5LAQ3Rd7a2hr+/v4wMTGBu7s7amtr+Wn32dnZeu9wpQm1Wo1Lly6hsrISw4YNM4o3UoFAABsbG9jY2MDT05Pfqfrzzz+RlZXFJ35OTk4oLi5GdnY2AgICOt0VkcrKSsjlcvTv31+jBEWpVCI0NBTDhg3Ta4IC/HVQWKVStTjnIxQKkZ+f3+pjbty4gVOnTsHS0hKxsbEoKipCVFQU7t27h507d+pj2YQYHUtLS8ycORMzZ85EQ0MDjh8/DqlUioULF0KtViM0NBSzZs3CuHHjHnknvrCwEBcvXmw2J8rLywuVlZUoKCjAjRs3kJGRodcOV5qqra2FXC5vFlcNzcTEBI6OjnB0dGy2U3X58mV+958rV75y5QoqKio6ZYKSm5uLK1eutJg/05aUlBRERETgiy++0GuCAlBselS0k2JkuF2DmJgYyGQyZGZmYvz48ZBIJJg5cyYcHBw69AtWUVGB8+fPQygUPrD15P0drriBfc7OzgZrQ8h1eamrq0NQUFCnKE3jEj/u+wgALi4ucHNze+S5AfrEJSh9+/aFh4dHu/cvKipCaGgoBg0ahJ9//lnvHyRyc3Ph6uqK06dPIyQkhL/9o48+wo8//ojLly+3eMyUKVOQnJyM/Px8/nyTTCbDM888g6qqqsfuihUhD9LY2Ijk5GS+XLm6uhqhoaEQi8V46qmnOvxBNzc3F1lZWe02EeHmW3Edrrhda2dnZ4PFhOrqasjlcjg4OMDHx8fo39ebnlPlvo9c2XefPn06VQc1rnRa08qEs2fPQiKRYNOmTYiKitL7/xXFpkdDOylGRiAQwNfXF++//z7ee+89XLt2DTExMfjhhx+wfPlyjB49GmKxGOHh4RAKhQ/8heMmsQ8YMAADBgx44H0tLCzQt29f9O3bFw0NDfwH7Zs3b/KH8oRCIXr27KmXX/LGxkYoFAowxiASiYzm6ll7LC0t0a9fP74lb//+/VFZWYmzZ8/ycwOcnZ1hY2NjtIGtqqoKcrkcrq6ucHd3b/f+JSUlEIvF8PDwwE8//WSQ/yuuhv3+K1NKpbLND0B9+vSBq6trswYMPj4+YIzhzz//hJeXl07XTEhnYmZmhgkTJmDChAn4+uuvcfr0aUilUrz55psoLS3lz1dOmTKl3Z14bhJ7YGBguzvMVlZWcHd3h7u7O6qrq6FUKvkSWkOUK3MX/vr06QMvLy+jfR9vSiAQwNraGlZWVqisrIRarUbv3r2hVCpx7do12Nra8t9HY/4AnJ+f36EERS6X4+mnn8b69esNkqAAFJseFe2kdBLcXBOpVAqZTIZz585hxIgRCA8Ph1gshqura7NfQG1Nkb+/Ja+FhQWfsOjqgzZ3fsbc3BxDhw41eJ1vR3EBuGk7RG5uQGFhIQoLC2FqasqXL/Tq1csoSgWAvxKU1NRUuLi4wNPTs93/37KyMoSHh8PZ2RkymcygV+SGDx8OkUiE6Oho/jZfX1+IxeJWDyd+//33WLFiBZRKJb9bGB8fj6effhqVlZVGHawJMRZqtRrnzp3jz1fm5+dj8uTJkEgkmDZtWrMW94wxXL16FXl5eQgMDHyks5e1tbX8zkBpaSlfriwUCnX2u1tWVoa0tDS+BLYzJCgctVqNCxcuoK6urtmFv7q6Ov4MC1dFwZ1j0ddFSU1w3TGHDh0KR0fHdu9/4cIFhIaGYu3atVi9erVBXwfFpodHSUonxGXTMpkMMpkMp0+fhkgkglgshlgshkwmw9mzZ/HNN99otdVt06FITT9oC4VCrcwQAf4KPOfPn4eVlRUGDx5sNB/eNXXz5k3cvn0bQUFBbQbg+9twqtVqPii0N4RTl6qrq5GamorevXtrdIWwoqICEokE1tbW2L9/v8Hrmrk2j1u3bkVISAi+//57bNu2DRkZGXBzc8Pbb7+Nu3fv4t///jeAv0rafHx8MGLECKxfvx5FRUVYsmQJxo0bh23bthn0tRDSGanVaigUCj5huXXrFiZNmsSXhL366qsIDg7Ga6+9ptVzj62VKwuFQq3MEOHcu3cPCoUCnp6eD5wTZYy4FsmNjY0IDAxsc7e7oaGh2UXJbt268Tss7Q3h1CVuvtiQIUM06o6ZkZGB6dOnY/ny5fj73/9u8ESLYtPDoySlk2OMIT8/H7GxsZBKpThx4gQA4IUXXsDq1as1uhr+MJp2EVEqlfwMEaFQ+NA7AzU1NZDL5ejVqxd8fHw6VYLSdIaLSCTSeEBm00ntSqWSH8LJdbXRV+lUTU0NUlNT4ezsjCeeeKLdn5mqqirMnj0bpqamOHjwoNEM/4qOjsann36KvLw8+Pv748svv8TYsWMBAAsWLMCtW7f43xEAuHz5Ml577TWkpKTAwcEBzz33HDZu3PhYXakiRBcYY8jIyEBMTAxiYmKQmZmJ7t2745133sG8efNgb2+vk9jUtFy5uLhYK+XK3AH/QYMGwcXFRetr1iWVSgWFQgGVSoWgoCCNO6Xdf1Gy6RBOfe7+FxYWIj09XeP5YpcvX8b06dPxt7/9DRs2bDB4gsKh2PRwDJakdHT6ZlJSElauXImMjAy4uLjgrbfeQmRkpB5XbNxUKhVef/11SKVSREZG4uzZs/jjjz/g7e3N77Do6oAfN0OE+6CtUqn4N7P72x62pbKyEufPn4ezs/MDD/gbI8YYrl+/jrt37z7SDJemhxsLCwtRWVmJXr168d9LXZVScQmKk5OTRt/7mpoaPPvss2hoaEBCQoLGCRkhnQHFJu3immoAfx0ITkhIwMWLFzFmzBhIJBKEhYXByclJJ+/5rZUrczssmpYr5+fnIyMjo90D/sao6dnOwMDAh27lzO3+c8mfSqXiBxvrcqYNl6Bo+r2/evUqpk+fjjlz5uCTTz7pVBc6SesMkqR0dPrmzZs34e/vj5dffhlLly5FSkoKoqKisHfvXsyePVvfyzdKe/fuxbp163D48GEMGDCAbz+4f/9+SKVSJCYmYsCAARCLxZBIJDprmdh0Z6CgoIBveygUCtt8MysvL8f58+f5TlKdLUG5evUqP2RSmzsKNTU1fOJXVlamkxbRtbW1SE1NhYODAwYNGtTu9762thYvvPACysrKcPjw4WYH+wjp7Cg2ad/ChQtRUVGBPXv2wNLSkt915s5XyuVyhISEQCKRIDw8HH369NFJDLh/Z8DMzIx/P22rXJkbFjhkyBCNzkEYk8bGRqSlpcHExAQBAQFaSyQYYygvL+djU21trU5aRBcVFSE9PR1+fn4aJSg3b97EtGnTMHv2bHzxxReUoHQRBklSOjp9c82aNdi/fz+ysrL42yIjI3HhwgWcOXNGL2s2dtwbR1sfGsvLy3Hw4EFIpVIcOnQIffr0QXh4OGbNmoXAwECdJSzc0MOCggLU1ta2KGXiOpBpOs3cmDDGcOXKFRQWFup8yGRdXV2z1sZWVlbNWkQ/TFDnEhR7e3uNdtnq6+sxZ84c5OfnIzExUaP+9IR0JhSbtK+iogI9evRo9UMyYww5OTn8+cr//ve/GDZsGMLDwyGRSNCvXz+dlisXFBSgsLAQAoGgRSkT1wBF01kcxqShoQFpaWkwMzPTafMZxhg/J4xrbczt/js5OT30OcXi4mJcuHABPj4+6NOnT7v3z8nJwbRp0zBjxgx8++23lKB0IXpPUh5m+ubYsWMRGBiIr776ir8tNjYWzz33HKqrqztNe1pjUVlZid9//x1SqRQJCQmwt7dHWFgYZs2ahWHDhunkDY17M+P63VdVVcHa2hoVFRXw9PTslAnK5cuXUVRUhODgYL3Wid5fwmBubt7uFcH71dXVITU1FXZ2dvD19W33MQ0NDZg/fz5u3bqFY8eOadT+kZDOhGKTYTHGkJubi9jYWMhkMiQnJ2Po0KGQSCQQi8Vwd3fXabkyF5sYY+jWrRtqamoQFBQEOzs7rT+nLjU0NOD8+fOwsLDAkCFD9NqIpaamhr+YVlpaCmtraz42aVplwDUo0DRByc3NxdSpUzFhwgR8//33lKB0MXqfk/Iw0zfz8/NbvT/3YU2TH2Ty/3r27Ilnn30Wzz77LGpqanD48GHIZDLMnj0bPXr04K9ihYSEPHQN6/0EAgF69uyJnj17wsPDAzk5OcjOzoalpSWuXbuG4uJinZ+90BbGGDIzM1FSUqL3BAX4a15B79690bt3b6hUKr6BwYULF/gGBtx5oNbesOvq6iCXy2Fra6tRgtLY2IiXX34Z165dwx9//EEJCumSKDYZlkAggKurK1599VW88sorUCqViIuLg0wmw4YNG/gdLYlEolFzD02ZmJjA3t4e9vb28Pb2xsWLF1FcXAwzMzOkpaU12/039nb49fX1OH/+PLp3726Q7pjdu3dH//790b9/f9TX1/MJy/Xr19GjRw8+xltbW7f6/8dVVgwaNEij3538/HyEhobypZmUoHQ9BhvmeP8PKGPsgW86rd2/tdtJx3Tv3p1/46+trcWxY8cgk8nw0ksvwdTUlN9hGT16tNauCubm5uLatWsYOnQonJyc+LMX+fn5uHLlilEPluI61pSVlSE4ONjgbXdNTU35A4xNGxhkZWXx54G4AGtmZob6+nrI5XJYW1vDz8+v3d8flUqFqKgoXLx4EcePH9dqS2tCjBHFJsMTCAQQCoVYunQp/va3v6GkpATx8fGQSqX4xz/+AQ8PD4jFYsyaNUtrnSDVajWysrJQUVGBkJAQWFpa8mcvrl27hkuXLvHvp05OTlq7gKct3Hu7lZWVzs6cdoSFhQVcXV3h6urabPc/NTUV5ubm/MW0Xr16QSAQoLS0FGlpafD29taog1phYSHCwsIQFBSEnTt3Gn0CSR6O3n/LHmb6Zu/evVu9v5mZGV3V1SJLS0uEhoYiNDQUW7duRVJSEmJiYrB48WI0NjZi5syZEIvFGD9+/EPvduTk5OD69esICAjgJw13794dbm5ucHNz4wdLKZVKXL16ld8uFgqFOj3zoQm1Wo2MjAxUVFQgODjY6HZ87r8iyJ0HunHjBjIyMmBnZ4eqqirY2NhonKC8/vrrOHv2LE6cOIHevXvr6ZUQon8Um4yTQCCAvb09Fi5ciIULF6KsrAwHDhyAVCrF5s2b0bdvX74hzNChQx/qw7larcbFixdRVVXV7OKTra0tbG1t4enpyZcr37p1CxkZGfxhcWdnZ4OX9XG749zFJ0MnKPdruvvfdHxBeno6gL++z/fu3YOXlxdcXV3b/XrFxcUICwvDoEGD8O9//9voEkaiPQY7ON+R6Ztr1qzBgQMHkJmZyd+2bNkyKBQKOpyoB42NjTh16hRiYmIQFxeHyspKhIaG8gO6NNntYIzh5s2byMnJQWBgoEZdoZpuFxcXF/OHxYVCIaysrPR6pZILYtXV1RCJRLCwsNDbc2tDWVkZFAoF1Go1VCoV7Ozs+CuCrf3/qdVqrFy5EkePHsXx48fh5uZmgFUTol8UmzqXiooKJCQkQCqV4vfff4ejoyPfECY4OFijD+vcoMOGhgYEBgZq9N7e9LB4RUWFXlrFt6W2tpYv39Xk4pMxYYzh7t27uHz5MszMzKBWq1vs/t+vtLQUM2fORN++fRETE9PpYjHpGIO2INZ0+ibX5nHp0qV4+eWXcebMGURGRlKbRwNQqVT473//yycsxcXFmDp1KiQSCaZMmdLq4TiuTW9eXt5DzxG5fxKupaUln7C0Vd+qLWq1Gunp6aitrUVQUFCne1NsaGiAXC7n65SbJn8lJSXo2bMnf+ieOyS6du1a7N+/HydOnIC7u7thXwAhekKxqfOqrq7GoUOHIJVK8dtvv8HGxgZhYWGQSCQYMWJEq+VADQ0NUCgUEAgECAgIeKgr8ve3ire1teVnsei6HJgbgKxph0ZjU15eDrlcDg8PD/Tr1w+VlZV8x7WqqirY29vzsalnz54oLy9HeHg4HBwcEBsba/Bya6J7Bh3m2JHpm0lJSXjjjTf4gVlr1qyhgVkGplarkZqaipiYGMTGxiI3NxeTJ0+GRCLBtGnTYGNjg8bGRuzbtw/9+/fXWptelUrFJyyFhYV8dyuhUAhbW1utvlGrVCqkp6ejvr4eQUFBBt/W76imnV5aK4Wor6/nv5f//Oc/8b///Q/29vbIzc1FcnIyBg0apJd1dnSAHiclJQXjxo2Dv78/FAqF7hdKujyKTZ1fbW0tEhMTIZPJEB8fj27duvHnK0eNGgUzMzPk5ubi5MmT8Pb21loXrKblyiUlJbC2tuYTFm2XK3NDeB0dHTWacWVsuATF3d291Z366upq/nu5ZMkS/oxQv379cPToUb2dV6XYZFgGS1JI16JWq3HhwgV+QNeNGzcwceJE5OTkoLy8HGfPntXJ4L+m3a2USiVMTU2bteN9lNpcrgygsbERgYGBnS5BaWxsxPnz52Fubq5RrXZZWRkWL16MP/74AxYWFrCxsYFEIsHChQshEol0ts6ODtBrut6goCB4enqioKCAAgEhpIX6+nocP34cUqkUcXFxYIxh3LhxOHnyJMaMGYPdu3fr5AwHt2NdUFDAz7biEpaHqSZoqrq6GqmpqRAKhVrtdKYvFRUVkMvlGDBggEbjB7KysvDMM8+gtLQUlZWV8Pf3x6xZs/Dyyy/rtIMexSbDM67TVQYQHR2NgQMHwtLSEiKRCMnJyW3eVyaTYfLkyXBycoKNjQ1CQkJw+PBhPa7WeJmYmCAwMBAbN25ERkYGUlJScO3aNVy/fh15eXlYsGABdu/ejaKiImgzL+a6W/n5+WHcuHHw8/Pjz4+cPHkSmZmZKCoqglqt7tDXValUUCgUUKlUnXIHhUtQzMzMMGTIkHaDMGMMW7duxblz53Du3DkUFRVh586dUKlUzertdeGLL77A4sWLsWTJEvj4+GDz5s3o169fs4F6rVm6dClefPFFhISE6HR9hBgCxSbtsLCwwNSpU/H9998jNzcXX375JY4cOYLKykocO3YMy5YtQ0JCAmpra7X+vK6urggKCsK4ceMwYMAA/oLd6dOnce3aNZSXl3c4HlZVVeHcuXPo3bt3p0xQKisrIZfL4ebmplGCUlNTg7feegsuLi7IycmBUqnEqlWrcOHCBVRUVOh0rRSbDO+xTlL27duHFStW4N1330VaWhrGjBmD6dOnIycnp9X7nzx5EpMnT0ZCQgLkcjkmTJiAsLAwpKWl6Xnlxq2iogKrVq2CUChEXl4eMjIyMG7cOOzYsQMeHh4ICwvDtm3bUFBQoNWExcTEBA4ODvD19cXYsWP53YPMzEwkJSXh0qVLUCqVUKlUD/w63Ad8xhgCAwM7XeeQxsZGpKWlwdTUVKNpw4wxfPXVV/jmm29w+PBhDB48GBYWFpgyZQq2bNmCuXPn6mytXNvMKVOmNLt9ypQpOH36dJuP++GHH3D9+nV88MEHOlsbIYZCsUk3Ll++jNWrV+Nvf/sbysvLceDAAdjb22PlypUYOHAgFi1ahPj4eFRXV2v1ec3NzdGnTx8EBARg3Lhx8PDw4HdDUlJSkJ2djdLS0nbjYWVlJVJTU+Hq6govL69OmaCkpqaif//+GDhwYLv3r6urw0svvYSKigr89ttvsLa2Rq9evTBnzhxIpVI88cQTOlsrxSbj8FiXew0fPhxBQUHNsmJuYFRrnVxa4+fnh4iICLz//vu6WmanU1lZiQ0bNmDdunXN6nC5Dl9cSVhqaipCQkIQHh4OsVgMFxcXnbzpMsZQXl7OTxSur69vs4MIl6CYmpoiICCg0/VeV6lU/AeTwMBAjRKU6OhofPzxxzh06BCefPJJfSyTl5ubC1dXV6SkpGDkyJH87Zs2bcLu3btx5cqVFo+5evUqRo8ejeTkZDzxxBNYt24d4uLiaEuddBkUm3QjIyMDCQkJePPNN5vFGrVajf/973/8+cqCggJMmTKFP1/5qOVZbeHKlbnD4k3Llbn5IRyuRKpfv37w8PDQyXp0qaqqCqmpqejbt69G66+vr8fcuXNx9+5dHD16lB9ZoC8Um4zDY7uT8rBZclNqtRoVFRV6/+Uxdj179sSnn37a4qCgQCCAu7s7Vq9ejdOnT+P69et4+umnceDAAfj6+uKpp57CV199hdu3b2t1h0UgEMDW1hZPPPEERo0ahWHDhqFHjx64ceMGkpKSoFAokJubi+rqasjlcpiZmXXaBEWhUPA7QJokKNu3b8fGjRtx8OBBvScoTWk6QE+lUuHFF1/E+vXrdXoVjRBDodikO35+fli9enWL9xYTExOMGDECn3/+Oa5evYqkpCR4e3vjo48+woABAxAREYG9e/eirKxMJ+XK/v7+zcqV09PTkZSUxJcrl5aW8iVSnTlBcXV11ahbZENDAxYtWoTbt2/jyJEjBv05pthkWJ2rjkWLioqKoFKpWgzpEgqFLYZzteWf//wnqqqq8Nxzz+liiV2aQCBA//79sWLFCixfvhx5eXmIjY2FTCbD+++/jyFDhkAikUAsFsPDw0NrOywCgQDW1tawtraGp6cnKisroVQqcfv2bWRkZMDc3BwuLi5QqVSdKknhEhS1Wq1xgrJ792689957OHjwYLMrRfrU0QF6FRUVSE1NRVpaGl599VUAf30gY4zBzMwMR44cwcSJE/WydkJ0gWKTYZmYmEAkEkEkEmHTpk24dOkSYmJisHnzZkRFRWHixIkQi8WYOXNmi92OR31eBwcHODg4wMfHByUlJVAqlbh06RIaGhpgbW0NKyurThebuIt/Li4uGsXyxsZGLF26FJcvX8bx48fh6Oiop5U2R7HJODy2OykcTbPk++3duxfr1q3Dvn374OzsrKvlPRYEAgFcXFzwyiuv4OjRo8jNzUVkZCRSUlIQHByMkJAQfPLJJ8jKytLqVSzgr12fvn37AgAcHBzg5uaGvLw8nDx5EqmpqcjJydH6gUpt4zqrqVQqjc7QMMbw888/Y82aNYiPj+fbqxqChYUFRCIREhMTm92emJjYauJkY2ODixcvQqFQ8H8iIyPh7e0NhUKB4cOH62vphOgUxSbDEwgEGDx4MNavX4/09HRcuHABo0ePxvfffw93d3eIxWLs2LEDSqVS67v/9vb2/IT2/v37w97eHtnZ2UhKSkJ6ejoKCgrQ2NiotefUBW6Oi1AohKenZ7s/vyqVCq+88grOnz+PY8eOtZoM6AvFJuPw2O6kdDRLbmrfvn1YvHgxfv31V0yaNEmXy3zsCAQCODk54eWXX8aSJUtQUlKC/fv3QyqV4tNPP+UDg0QigZ+f3yO3jqyrq4NcLkfPnj3h7+8PExMTDBw4ELW1tXxb4+zsbNjY2PCzWPTVn10TXILS0NCAoKAgjQ75x8TE4I033kBMTAwmTJigh1U+2MqVKzF37lw+If3++++Rk5PDz5poOkDPxMQE/v7+zR7PDU27/3ZCOiOKTcZJIBBg0KBBePfdd/HOO+/g+vXrkEql2LNnD1auXImRI0dCLBYjPDwcffr0eeQdlpKSEigUCnh5eaFfv34AAC8vL1RUVECpVOL69eu4dOkSHBwcIBQK4ejoaFRdKLk5Lk5OThp1IVOr1Vi+fDnOnDmD48eP67S1sKYoNhneY5ukNM2SZ82axd+emJgIsVjc5uP27t2LRYsWYe/evQgNDdXHUh9b3NWkBQsWYMGCBSgrK8PBgwchk8kwceJEuLi4IDw8HLNmzUJAQECHE5ba2lqcP38eNjY28PX1bfZ4S0tL9O/fH/3790d9fT2fsFy7dg09e/bk+91bWVlp+2VrjKtdrqurg0gk0ihAxcXF4ZVXXsEvv/yCadOm6WGV7YuIiEBxcTE2bNjAD9BLSEjgB3zl5eW12dWIkK6GYpPxEwgE8PT0xJo1a/DWW28hJycHUqkUsbGxWLNmDZ588km+IUy/fv06nLDcu3cPCoUC3t7ecHV1bfa8NjY2sLGxaVaufOvWLWRkZMDe3h5CoRBOTk6wsLDQ9svWWG1tLeRyORwdHeHt7a1RgvLmm2/ijz/+wIkTJ/ikzNAoNhneY93dixvUs3XrVj5L3rZtGzIyMuDm5tYsSwb+CgLz5s3DV199haeffpr/Ot27d9fJoELStsrKSiQkJEAmkyEhIQEODg78ROFhw4a1m7DU1tYiNTUVvXr1gq+vr8ZBpKGhodmAru7duzcb0KWvlpDcLJiamhqNE5SDBw9i4cKF2LNnT7MPP4QQ40KxqXNijCE3NxcymQwymQynTp1CQEAAf75y4MCB7caI4uJiXLhwAYMGDYKLi4vGz81NaC8oKEBFRQV69erFdwrr1q3bo740jXGx1d7eHj4+PholKG+//Tbi4uJw/PhxeHp66mmlpDN4rJMU4K+BWZ9++imfJX/55Zd8jf6CBQtw69YtnDhxAgAwfvx4JCUltfga8+fPx65du/S4atJUdXU1Dh8+DJlMhoMHD8LKygrh4eGQSCQICQlpcciQq5PV9E20LY2NjSgqKkJBQQGKiorQrVs3PmGxsbHRWcKiVqtx6dIlVFVVQSQSaXTF7PDhw5g7dy527NiBiIgInayLEKI9FJs6N8YYCgoKEBcXB5lMhhMnTsDX15dPWForgSosLMTFixfh4+PzSOVOXLlyQUEBysrKYGtryycsuixXrqurQ2pqKuzs7DS6+KdWq7Fu3Tr8/PPPOH78OLy9vXW2NtI5PfZJCulaamtrcfToUchkMsTHx8Pc3BxhYWGQSCQYPXo0srOz8d133+G1117DoEGDtJZIqFQqFBcX8wmLmZkZHxTs7Oy09jwPk6AcP34cERER2Lp1K1566aVONwCMEEI6M8YY7t27h/j4eEilUhw9ehReXl78+UofHx/8/PPPuHPnDhYtWqTVA+N1dXX87n9JSQmsra352KTNcmXufKetra1GCQpjDJs2bcL27dvxxx9/wM/PT2trIV0HJSmky2poaMCJEycQExODuLg41NfXo7a2FiNGjIBUKoWlpaVOnletVqO4uBhKpRKFhYUQCATNBnQ97GF/xhgyMjJQXl6O4OBgjRKU5ORkPPPMM/jqq6+wcOFCSlAIIcSAGGMoKyvDgQMHIJVKceTIEdja2qKwsBBr167F2rVrH7khTFualisXFxfDysqKbwhjZWX10PGhvr4eqampsLGxgZ+fn0YJyueff45vvvkGx44dw9ChQx/qeUnXR0mKEYmOjsZnn32GvLw8+Pn5YfPmzRgzZky7j0tJScG4cePg7+9Pk03bcPHiRYwfPx79+vWDUqlETU0NZsyYAbFYjEmTJuk0YSktLeWn3TPG4OTkBGdnZzg4OGgcjLgEpaysDMHBwRrVGJ85cwazZs3Cp59+iqVLl1KCQgjpMIpLurVjxw688sorCAoKwsWLF+Hk5MQ3hBGJRDpLWBobG1FYWAilUomioiJYWlryF9M6Uq7MDR/lOmRqkqB8/fXX+Oyzz5CYmAiRSKSNl0O6KEpSjAR3UDI6OhqjRo3Cv/71L2zfvh2ZmZno379/m48rKytDUFAQPD09UVBQQMGgFTk5OQgODsbSpUuxYcMGqNVqnDlzhu/GUlJSgqlTp0IikWDKlCno0aOHTtbBXUHjEpbGxkY4OjpCKBTCwcGhzQFdjDFkZmaitLQUIpFIo4QqNTUV4eHh+PDDD/Hqq69SgkII6TCKS7oVFxeHOXPmQCqVYurUqaiqqsKhQ4cgk8nw22+/wcbGhj9fOXz4cJ0NcVSpVCgqKuJ3/83NzfkdFltb2zbjB5egWFlZ8S38H4Qxhq1bt2Ljxo04dOgQzQ4h7aIkxUgMHz4cQUFB2LJlC3+bj48PJBIJPv744zYf9/zzz8PLywumpqaIi4ujYNAKtVqNgwcPIjw8vNV/O3fuHKRSKWQyGfLz8zF58mRIJBJMmzYN1tbWOlkTYwzl5eV8a+Pa2lo+YXF0dOTnnTDGkJWVhXv37iE4OFijBEWhUCA0NBR///vfsXLlSkpQCCEPheKSbhUVFeHy5csYPXp0i3+rqalBYmIiZDIZ9u/fD0tLS76D5ciRIzWaifUw2ipXFgqFsLOz4xORhoYGyOVydO/eHYMHD9YoQdmxYwfee+89/Pbbb62+ZkLuR0mKEaivr0ePHj3w66+/NmsNu3z5cigUila7tgDADz/8gOjoaJw5cwYbN26kYPCI1Go1FAoFn7DcunULkyZNglgsxowZMx54RelRMMb4fvdKpRLV1dWwt7eHs7MzSktLUVJSonGCcunSJUyfPh1vvvkm1q5dSwkKIeShUFwyHvX19fjjjz8glUoRFxcHgUCAmTNnQiKRYOzYsTqbiaJWq1FSUsLHJq5c2cHBAbdu3YKlpSWGDBmiUYLy448/YvXq1Thw4ADGjx+vk/WSrkc3xY6kQ4qKiqBSqVp09BAKhS2mDnOuXr2KtWvX4qefftLZFZXHjYmJCYKCgvDRRx8hMzMT586dg0gkwtdff42BAwdi9uzZ2L17N4qLi6HN3F4gEMDa2hoeHh4ICQnBiBEjYGtri6tXryI3NxfdunVDUVER6urqHvh1srKyMHPmTLz22muUoBBCHgnFJeNhYWGBadOmYdu2bcjLy8Mvv/yCbt26YenSpXB3d0dkZCR+//33dmNER5mYmMDBwQE+Pj4YO3Yshg4dCoFAgEuXLqGyshKmpqb8z0lbGGP45Zdf8OabbyI2NpYSFNIhlKQYkfs/VDLGWv2gqVKp8OKLL2L9+vV44okn9LW8x4pAIIC/vz/WrVuHCxcuID09HWPHjsWOHTvg7u6OsLAwbN++HQUFBVpNWACgR48eaGhogKmpKYKDg+Hs7Izc3FwkJyfj3LlzyMnJQW1tbbPHZGdnY+bMmViyZAk++OADSlAIIVpBccm4mJmZYeLEidiyZQv+/PNPxMXFwc7ODm+88QYGDhyIRYsWYf/+/aiurtbq83IX0yorK9GrVy9+dz87OxtJSUlIT09Hfn4+Ghsbmz1OKpVi+fLl+M9//oNJkyZpdU2k66NyLyPQ0W310tJS9OrVq9khOrVaDcYYTE1NceTIEUycOFFv63+cMMZw48YN/tB9amoqQkJCIBaLER4eDhcXl0dKEBhjuHr1KvLz8xEcHNzsEH9tbS3fPrK0tBTXrl1Dbm4uRo8ejVdffRURERH47LPPdNYN5n4d6fojk8mwZcsWKBQK1NXVwc/PD+vWrcPUqVP1slZCSMdQXOpc1Go1zp49y7fcVyqVmDJlCiQSCaZOnYqePXs+0tdvbGxEWloaTExMEBAQwP8/Ny1XLigoQE1NDZKSkuDs7AxbW1usXLkSe/fubfVMqK5QbOo6aCfFCFhYWEAkEiExMbHZ7YmJiRg5cmSL+9vY2ODixYtQKBT8n8jISHh7e0OhUFDHDB0SCATw8PDAW2+9hdOnT+P69et4+umnER8fD19fX0yaNAlff/01bt++3eEdFsYYrl27hry8PIhEohZdxiwtLdGvXz8EBwdj7NixcHR0xLFjxzBr1izU1dXBzs4OV65c0ebLbdO+ffuwYsUKvPvuu0hLS8OYMWMwffp05OTktHr/kydPYvLkyUhISIBcLseECRMQFhaGtLQ0vayXENIxFJc6FxMTE4SEhOCf//wnrl69iuPHj+OJJ57Axo0bMWDAADz//PP45ZdfUFZW1uHYpFKpWk1QgOblyiNHjsSIESNgaWmJr776CpGRkfDy8kJ+fj6USqW2X3KrKDZ1MYwYhV9++YWZm5uzHTt2sMzMTLZixQpmZWXFbt26xRhjbO3atWzu3LltPv6DDz5gQ4cO1dNqyf3UajW7e/cu+/bbb9mECROYmZkZE4lE7MMPP2Tp6emssrKSVVVVPfBPeno6S0hIYEqlst37VlVVsezsbDZw4EA2b948tmvXLiYWi5mlpSWLjIzU+et98sknWzzPoEGD2Nq1azX+Gr6+vmz9+vXaXhohREsoLnV+arWapaens/fee4/5+fmxbt26senTp7OtW7eyO3futBubysvLWVJSEktKSmLl5eUaxab4+HhmZWXFNm/ezD7//HMWEhLCTE1N2X/+8x+dv16KTV0LnWwzEhERESguLsaGDRuQl5cHf39/JCQkwM3NDQCQl5fX5pUAYngCgQAuLi545ZVXEBUVhcLCQsTFxUEqlWLDhg18206xWAxvb+8WJWHXr1/Hn3/+CZFIBCsrq3afLz8/HzNmzMD48eOxbds2mJqaYv78+aisrERxcbGuXiaA/++Nv3bt2ma3T5kyBadPn9boa6jValRUVMDe3l4XSySEaAHFpc5PIBBg8ODBGDx4MNavX4/Lly8jJiYGW7duxWuvvYZx48ZBLBYjLCwMjo6OzWKTSqWCQqEAYwxBQUEazWlJSkrCiy++iOjoaMydOxcCgQCrVq3C3bt3dTaDjEOxqeuhMymE6BBjDCUlJYiPj4dUKsXRo0fh4eHBTxT29fXFBx98ACcnJyxatEijumGlUonp06dDJBJh9+7dOhvw1Zbc3Fy4uroiJSWlWdnHpk2bsHv3bo1Kzj777DN88sknyMrKgrOzsy6XSwgh5D6MMVy/fh0xMTGQyWRIS0vDqFGj+POV1tbWiIyMxJw5czBp0iSNurWdOnUKs2fPxpdffonFixfrvYELxaauh86kEKJDAoEA9vb2WLhwIQ4ePIiCggK8/fbbuHLlCsaPHw83Nzd8++23sLOz0+gqU1FREcLCwjB48GDs2rVL7wlKU5p2/bnf3r17sW7dOuzbt4+CACGEGIBAIICnpyfWrl2Ls2fP4urVqwgLC4NUKoW3tze8vLxw+vRpuLq6ahRnzp49i2effRaffPKJQRKUpig2dR2UpJBWRUdHY+DAgbC0tIRIJEJycvID719XV4d3330Xbm5u6NatGzw8PLBz5049rbbzsLW1xZw5cyCTyfDee++hrq4OY8aMwerVqzF48GC8/fbb+N///ge1Wt3isSUlJRCLxfD09MSePXsMNofA0dERpqamLWYlKJXKFjMV7rdv3z4sXryY2lESQh4KxSbtEwgEGDBgAFatWoVjx45hwoQJsLOzg4eHB0aPHo0JEyZg8+bNuHnzZquH7uVyOZ5++mmsX78eUVFRBktQKDZ1QYY7DkOMFXdYctu2bSwzM5MtX76cWVlZsdu3b7f5mPDwcDZ8+HCWmJjIbt68yc6ePctSUlL0uOrOZefOnczOzo6lpqYyxhirqqpiMpmMvfTSS8zW1pb17duXRUVFsSNHjrDy8nKWm5vLRCIRmzFjBqutrTXw6v86nLhs2bJmt/n4+DzwcOLPP//MLC0tWWxsrI5XRwjpiig26d4LL7zARCIRKykpYWq1muXl5bEtW7awSZMmMXNzcxYQEMDWrVvH0tLSWGVlJTt9+jTr1asX+8c//sHUarWhl0+xqYuhJIW00NHuGL///juztbVlxcXF+lhel3Dnzh127ty5Vv+tpqaGHThwgC1YsIDZ29szZ2dnJhQK2cSJE1lNTY2eV9q6jnb9+fnnn5mZmRn77rvvWF5eHv+ntLTUUC+BENLJUGzSvZMnT7b6/VKr1ayoqIht376dTZ8+nVlYWDBPT09mZWXFPvzwQ6NIUBij2NTVUJJCmqmrq2OmpqZMJpM1u/31119nY8eObfUxy5YtY0899RRbs2YNc3FxYV5eXmzVqlWsurpaH0vu0urr61lsbCwTiUSsvLzc0Mtp5rvvvmNubm7MwsKCBQUFsaSkJP7f5s+fz8aNG8f/fdy4cQxAiz/z58/X/8IJIZ0OxSbjoVarWUlJCfvoo49YeHi40SQoHIpNXQe1ICbNFBUVQaVStajfFAqFLeo8OTdu3MCpU6dgaWmJ2NhYFBUVISoqCvfu3aPa30dkbm4OiUQCiURi6KW0EBUVhaioqFb/bdeuXc3+fuLECd0viBDSZVFsMh4CgQB2dnZ45513DL2UVlFs6jooSSGt6kh3DLVaDYFAgJ9++gm2trYAgC+++ALPPPMMvvvuO3Tv3l3n6yWEENL1UWwi5PFB3b1IMw/THaNPnz5wdXXlgwAA+Pj4gDGGP//8U6frJYQQ0vVRbCLk8UNJCmnGwsICIpEIiYmJzW5PTExsNhypqVGjRiE3NxeVlZX8bdnZ2TAxMUHfvn11ul5CCCFdH8UmQh4/lKSQFlauXInt27dj586dyMrKwhtvvIGcnBxERkYCAN5++23MmzePv/+LL74IBwcHLFy4EJmZmTh58iRWr16NRYsW0XY6IYQQraDYRMjjhc6kkBYiIiJQXFyMDRs2IC8vD/7+/khISICbmxsAIC8vDzk5Ofz9e/bsicTERLz22msIDg6Gg4MDnnvuOWzcuNFQL4EQQkgXQ7GJkMeLgLFWxocSQgghhBBCiIFQuRchhBBCCCHEqFCSQjqF6OhoDBw4EJaWlhCJREhOTn7g/X/66ScMHToUPXr0QJ8+fbBw4UIUFxfrabWEEEIeBxSbCNEdSlKI0du3bx9WrFiBd999F2lpaRgzZgymT5/erPa4qVOnTmHevHlYvHgxMjIy8Ouvv+LcuXNYsmSJnldOCCGkq6LYRIhu0ZkUYvSGDx+OoKAgbNmyhb/Nx8cHEokEH3/8cYv7f/7559iyZQuuX7/O3/bNN9/g008/xZ07d/SyZkIIIV0bxSZCdIt2UohRq6+vh1wux5QpU5rdPmXKFJw+fbrVx4wcORJ//vknEhISwBhDQUEBYmJiEBoaqo8lG62OliUkJSVBJBLB0tIS7u7u2Lp1q55WSgghxo1ik/ZQbCJtoSSFGLWioiKoVKoWE4WFQmGLycOckSNH4qeffkJERAQsLCzQu3dv2NnZ4ZtvvtHHko1SR8sSbt68iRkzZmDMmDFIS0vDO++8g9dffx1SqVTPKyeEEONDsUk7KDaRB6EkhXQKAoGg2d8ZYy1u42RmZuL111/H+++/D7lcjkOHDuHmzZv8wK/H0RdffIHFixdjyZIl8PHxwebNm9GvX79mZQpNbd26Ff3798fmzZvh4+ODJUuWYNGiRfj888/1vHJCCDFeFJseDcUm8iCUpBCj5ujoCFNT0xZXppRKZYsrWJyPP/4Yo0aNwurVqzFkyBBMnToV0dHR2LlzJ/Ly8vSxbKPyMGUJZ86caXH/qVOnIjU1FQ0NDTpbKyGEdAYUmx4dxSbSHkpSiFGzsLCASCRCYmJis9sTExMxcuTIVh9TXV0NE5PmP9qmpqYA/rrK9bh5mLKE/Pz8Vu/f2NiIoqIina2VEEI6A4pNj45iE2kPJSnE6K1cuRLbt2/Hzp07kZWVhTfeeAM5OTn8Fvnbb7+NefPm8fcPCwuDTCbDli1bcOPGDaSkpOD111/Hk08+CRcXF0O9DIPrSFlCW/dv7XZCCHkcUWzSDopNpC1mhl4AIe2JiIhAcXExNmzYgLy8PPj7+yMhIQFubm4AgLy8vGaH7BYsWICKigp8++23WLVqFezs7DBx4kT84x//MNRLMKiHKUvo3bt3q/c3MzODg4ODztZKCCGdBcWmR0OxibSH5qQQ8hgYPnw4RCIRoqOj+dt8fX0hFotb7ee/Zs0aHDhwAJmZmfxty5Ytg0KhwJkzZ/SyZkIIIV0bxSbyIFTuRchjoKNlCZGRkbh9+zZWrlyJrKws7Ny5Ezt27MCbb75pqJdACCGki6HYRB6EkhRCOujkyZMICwuDi4sLBAIB4uLi2n2MoYdPRUREYPPmzdiwYQMCAgJw8uTJB5YlDBw4EAkJCThx4gQCAgLw4Ycf4uuvv8bs2bP1um5CCCGaodhEuhoq9yKkg37//XekpKQgKCgIs2fPRmxsLCQSSZv3v3nzJvz9/fHyyy9j6dKlSElJQVRUFPbu3UtvrIQQQrSCYhPpaihJIeQRCASCdgPBmjVrsH//fmRlZfG3RUZG4sKFC1RDSwghROsoNpGugMq9CNExGj5FCCHE2FBsIsaOkhRCdIyGTxFCCDE2FJuIsaMkhRA9oOFThBBCjA3FJmLMKEkhRMdo+BQhhBBjQ7GJGDtKUgjRsZCQECQmJja77ciRIwgODoa5ubmBVkUIIeRxRrGJGDtKUgjpoMrKSigUCigUCgB/tXFUKBR8L3caPkUIIUTfKDaRroZaEBPSQSdOnMCECRNa3D5//nzs2rULCxYswK1bt3DixAn+35KSkvDGG28gIyMDLi4uWLNmDT9RlxBCCHlUFJtIV0NJCiGEEEIIIcSoULkXIYQQQgghxKhQkkIIIYQQQggxKpSkEEIIIYQQQowKJSmEEEIIIYQQo0JJCiGEEEIIIcSoUJJCCCGEEEIIMSqUpBBCCCGEEEKMCiUphBBCCCGEEKNCSQohhBBCCCHEqFCSQgghhBBCCDEqlKQQQgghhBBCjAolKYQQQgghhBCj8n9Pp0nLjdw6gQAAAABJRU5ErkJggg==" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 27 + }, + { + "cell_type": "markdown", + "id": "881aef6cad1cc4df", + "metadata": {}, + "source": [ + "## Example 4\n", + "Smooth 2d data with random and systematic gaps" + ] + }, + { + "cell_type": "code", + "id": "cc014e4408c857bc", + "metadata": { + "ExecuteTime": { + "end_time": "2025-01-08T11:47:07.659217Z", + "start_time": "2025-01-08T11:47:06.799684Z" + } + }, + "source": [ + "n = 256\n", + "mat = loadmat(os.path.join(rootdir(), 'docs', 'examples', 'assets', '2d_peaks_n256.mat'))\n", + "y_original = mat['y0']\n", + "assert y_original.shape == (n, n)\n", + "idx = np.random.permutation(n**2)\n", + "y = y_original.flatten()\n", + "y[idx[:int(len(idx)/ 1.1)]] = np.nan\n", + "y = y.reshape(n,n)\n", + "y[40:90, 140:190] = np.nan\n", + "z_init_guess, dist = calc_init_guess(y.copy(), mask=np.isnan(y), coeff=0.1)\n", + "zr, smoothr, exitflagsr, statsr = smoothn(\n", + " y.copy(), isrobust=True, gap_value=np.nan,\n", + " init_guess=z_init_guess, debug_mode=False) # Robust smoothing\n", + "\n", + "z_init_guess_matlab = loadmat(os.path.join(rootdir(), 'docs', 'examples', 'assets', 'matlab_initguess.mat'))['z'][0][0]\n", + "zr_matlab, smoothr, exitflagsr, statsr = smoothn(\n", + " y.copy(), isrobust=True, init_guess=z_init_guess_matlab,\n", + " debug_mode=False) # Robust smoothing\n", + "\n", + "cmap = plt.get_cmap(\"turbo\")\n", + "fig, axs = plt.subplots(1, 3, figsize=(12, 5))\n", + "axs[0].imshow(y_original, interpolation='none', cmap=cmap)\n", + "axs[0].set_title('Original')\n", + "\n", + "axs[1].imshow(y, interpolation='none', cmap=cmap)\n", + "axs[1].set_title('Original with gaps')\n", + "\n", + "axs[2].imshow(zr, interpolation='none', cmap=cmap)\n", + "axs[2].set_title('Robust gapfilled')\n" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Robust gapfilled')" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 36 + }, + { + "cell_type": "markdown", + "id": "57c3b983711eb3", + "metadata": {}, + "source": [ + "## Example 5\n", + "Smoothing 3d array (volumetric) data" + ] + }, + { + "cell_type": "code", + "id": "42a91ee314c77f", + "metadata": { + "ExecuteTime": { + "end_time": "2025-01-07T15:52:52.457844Z", + "start_time": "2025-01-07T15:52:51.680691Z" + } + }, + "source": [ + "def plot_slices(x, y, z, data, xslices, yslices, zslices, ax, clim=(0,1)):\n", + " data_n = data\n", + " data_x = data_n[xslices,:,:]\n", + " data_y = data_n[:,yslices,:]\n", + " data_z = data_n[:,:,zslices]\n", + " # Pick color map\n", + " cmap = plt.get_cmap(\"turbo\")\n", + " norm = colors.Normalize(vmin=clim[0], vmax=clim[1])\n", + " # Plot X slice\n", + " data = {'x': [], 'y': [], 'z': []}\n", + " for i, xslice in enumerate(xslices):\n", + " d = data_x[i,:,:]\n", + " data['x'].append(d)\n", + " _ = ax.plot_surface(xslice, y[:, np.newaxis], z[np.newaxis, :],\n", + " rstride=1, cstride=1,\n", + " facecolors=cmap(norm(d)),\n", + " linewidth=3, antialiased=False,\n", + " shade=False)\n", + " # Plot Y slice\n", + " for i, yslice in enumerate(yslices):\n", + " d = data_y[:,i,:]\n", + " data['y'].append(d)\n", + " _ = ax.plot_surface(x[:, np.newaxis], yslice, z[np.newaxis, :],\n", + " rstride=1, cstride=1,\n", + " facecolors=cmap(norm(d)),\n", + " linewidth=1, antialiased=False,\n", + " shade=False)\n", + " # Plot Z slice\n", + " for i, zslice in enumerate(zslices):\n", + " d = data_z[:,:,i]\n", + " data['z'].append(d)\n", + " _ = ax.plot_surface(x[:, np.newaxis], y[np.newaxis, :],\n", + " np.atleast_2d(zslice),\n", + " rstride=1, cstride=1,\n", + " facecolors=cmap(norm(d)),\n", + " linewidth=1, antialiased=False,\n", + " shade=False)\n", + "\n", + " ax.set_xlabel('X')\n", + " ax.set_ylabel('Y')\n", + " ax.set_zlabel('Z')\n", + "\n", + " sl = cm.ScalarMappable(cmap=cmap, norm=norm)\n", + " sl.set_array([])\n", + "\n", + " return sl, data\n", + "\n", + "\n", + "x = np.linspace(-2, 2.2, 21)\n", + "y = np.linspace(-2, 2.2, 19)\n", + "z = np.linspace(-2, 2.2, 17)\n", + "_x, _y, _z = np.meshgrid(y,x,z)\n", + "vn = _x * np.exp(-_x**2-_y**2-_z**2) + \\\n", + " (np.reshape(np.random.normal(size=_x.shape) * 0.01, _x.shape))\n", + "\n", + "offset = np.outer(np.outer(slide(stop=1.1), slide(stop=1.0)),\n", + " slide(stop=0.9)).reshape(21,19,17)\n", + "vn *= offset\n", + "\n", + "clim = (-0.01, 0.01)\n", + "xslices = np.array([-1, 1])\n", + "yslices = np.array([0])\n", + "zslices = np.array([0, 1])\n", + "\n", + "fig, axs = plt.subplots(1, 2, figsize=(10,5), subplot_kw=dict(projection='3d'))\n", + "im, data = plot_slices(x, y, z, vn,\n", + " xslices, yslices, zslices,\n", + " axs[0], clim=clim)\n", + "fig.colorbar(im, shrink=0.5, aspect=5, ax=axs[0])\n", + "axs[0].set_title('Before smoothing')\n", + "\n", + "v, smooth, flags, stats = smoothn(vn.copy(), isrobust=True)\n", + "im, data = plot_slices(x, y, z, v,\n", + " xslices, yslices, zslices,\n", + " axs[1], clim=(-0.01, 0.01))\n", + "fig.colorbar(im, shrink=0.5, aspect=5, ax=axs[1])\n", + "axs[1].set_title('After smoothing')" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.92, 'After smoothing')" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 29 + }, + { + "cell_type": "markdown", + "id": "33e73887-ee44-4515-9036-4b344c2bc7b5", + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-11T14:22:35.769222Z", + "start_time": "2024-12-11T14:22:35.767966Z" + } + }, + "source": [ + "## Example 6\n", + "Smoothing a cardioid" + ] + }, + { + "cell_type": "code", + "id": "5b1838e2-95e1-4819-bc68-3cfd12ff86f2", + "metadata": { + "ExecuteTime": { + "end_time": "2025-01-07T15:52:52.577114Z", + "start_time": "2025-01-07T15:52:52.476496Z" + } + }, + "source": [ + "t = np.linspace(0, 2*np.pi, 1000)\n", + "x = 2*np.cos(t)*(1-np.cos(t)) + np.random.normal(size=t.size).reshape(t.shape)*0.1\n", + "y = 2*np.sin(t)*(1-np.cos(t)) + np.random.normal(size=t.size).reshape(t.shape)*0.1\n", + "x[123], y[524] = -9999, -9999 # add a few fill values to test if they are ignored correctly\n", + "z, smooth, flags, stats = smoothn(np.array([x, y]).copy(), axis=(1,))\n", + "x[123], y[524] = np.nan, np.nan\n", + "fig, ax = plt.subplots(1,1, figsize=(5, 5))\n", + "ax.scatter(x, y)\n", + "ax.scatter(*z)\n" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 30 + }, + { + "cell_type": "markdown", + "id": "ea4b2593-43c6-467a-bd5c-8d07166c6cd2", + "metadata": {}, + "source": [ + "## Example 7\n", + "Smoothing a 3d parametric curve" + ] + }, + { + "cell_type": "code", + "id": "8e7ebc37-edd5-48eb-949c-0f1abbec813c", + "metadata": { + "ExecuteTime": { + "end_time": "2025-01-07T15:52:52.748299Z", + "start_time": "2025-01-07T15:52:52.598036Z" + } + }, + "source": [ + "t = np.linspace(0, 6*np.pi, 1000)\n", + "x = np.sin(t) + np.random.normal(size=t.size).reshape(t.shape)*0.1\n", + "y = np.cos(t) + np.random.normal(size=t.size).reshape(t.shape)*0.1\n", + "z = t + np.random.normal(size=t.size).reshape(t.shape)*0.1\n", + "u, smooth, flags, stats = smoothn(np.array([x,y,z]).copy(), axis=(1,))\n", + "\n", + "fig = plt.figure(figsize=(5,5))\n", + "ax = fig.add_subplot(1,1,1, projection='3d')\n", + "ax.scatter(x,y,z, facecolors='none', edgecolors='red', alpha=0.5)\n", + "ax.scatter(*u, facecolors='blue', edgecolors='blue', alpha=1, s=3)" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 31 + }, + { + "cell_type": "markdown", + "id": "903d5990-9808-4c50-83ee-593d484054f2", + "metadata": {}, + "source": [ + "## Example 8\n", + "Smoothing a 2d vector field" + ] + }, + { + "cell_type": "code", + "id": "c602f0ca-075b-47b0-aed8-ad519e391fa2", + "metadata": { + "ExecuteTime": { + "end_time": "2025-01-07T15:52:52.909466Z", + "start_time": "2025-01-07T15:52:52.770318Z" + } + }, + "source": [ + "t = np.linspace(0, 1, 24)\n", + "[x,y] = np.meshgrid(t,t)\n", + "Vx = np.cos(2*np.pi*x+np.pi/2)*np.cos(2*np.pi*y)\n", + "Vy = np.sin(2*np.pi*x+np.pi/2)*np.sin(2*np.pi*y)\n", + "# Add Noise\n", + "Vx = Vx + np.sqrt(0.05)*np.random.normal(size=x.size).reshape(x.shape)\n", + "Vy = Vy + np.sqrt(0.05)*np.random.normal(size=x.size).reshape(x.shape)\n", + "I = np.random.permutation(Vx.size)\n", + "# Add Outliers\n", + "Vx.flatten()[I[:30]] = (np.random.normal(size=30)-0.5) * 5\n", + "Vx = Vx.reshape(Vy.shape)\n", + "Vy.flatten()[I[:30]] = (np.random.normal(size=30)-0.5) * 5\n", + "Vy = Vy.reshape(Vx.shape)\n", + "# Missing values\n", + "Vy.flatten()[I[30:60]] = np.nan\n", + "Vy = Vy.reshape(Vx.shape)\n", + "Vx.flatten()[I[30:60]] = np.nan\n", + "Vx = Vx.reshape(Vy.shape)\n", + "Vs, smooth, flags, stats = smoothn(np.array([Vx, Vy]).copy(), isrobust=True)\n", + "\n", + "fig, axs = plt.subplots(1, 2, figsize=(10,5))\n", + "axs[0].quiver(x, y, Vx, Vy)\n", + "axs[1].quiver(x, y, *Vs)" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 32 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "## Example 9 - Smoothing a soil moisture time series (1d)\n", + "Here we apply the DCT-PLS algorithm to a 1d soil moisture time series from HSAF ASCAT. Note that in practice it is recommended to also use the spatial neigbourhood information to smooth or interpolate soil moisture, not only the temporal one, as done in this example." + ], + "id": "49c62c47564f4ba5" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-01-08T13:05:52.154319Z", + "start_time": "2025-01-08T13:05:45.550825Z" + } + }, + "cell_type": "code", + "source": [ + "import warnings\n", + "from ascat.read_native.cdr import AscatGriddedNcTs\n", + "import pandas as pd\n", + "\n", + "testdata_path = rootdir() / \"tests\" / \"test-data\"\n", + "ascat_data_folder = testdata_path / \"sat\" / \"ascat\" / \"netcdf\" / \"55R22\"\n", + "ascat_grid_fname = testdata_path / \"sat\" / \"ascat\" / \"netcdf\" / \"grid\" / \"TUW_WARP5_grid_info_2_1.nc\"\n", + "static_layer_path = testdata_path / \"sat\" / \"h_saf\" / \"static_layer\"\n", + "\n", + "\n", + "#init the AscatSsmCdr reader with the paths\n", + "with warnings.catch_warnings():\n", + " warnings.filterwarnings('ignore') # some warnings are expected and ignored\n", + "\n", + " ascat_reader = AscatGriddedNcTs(\n", + " ascat_data_folder,\n", + " \"TUW_METOP_ASCAT_WARP55R22_{:04d}\",\n", + " grid_filename=ascat_grid_fname,\n", + " static_layer_path=static_layer_path\n", + " )\n", + "\n", + "lat, lon = 45.473, 11.829\n", + "ascat_ts = ascat_reader.read(lon, lat)['sm']\n", + "data, _, _, _= smoothn(ascat_ts.values, isrobust=True)\n", + "ascat_ts_smoothed = pd.Series(data, ascat_ts.index.values)\n", + "fig, ax = plt.subplots(1, 1, figsize=(10,5))\n", + "ascat_ts.loc['2010-01-01':'2012-01-01'].plot(label='original', ax=ax)\n", + "ascat_ts_smoothed.loc['2010-01-01':'2012-01-01'].plot(label='smoothed', ax=ax)\n", + "plt.title(f\"Soil Moisture at Lat={lat}°, Lon={lon}°\")\n", + "plt.ylabel(\"Soil moisture (degree of saturation in %)\")\n", + "plt.legend()" + ], + "id": "d8ab99b53219d00d", + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 53 + }, + { + "metadata": {}, + "cell_type": "code", + "outputs": [], + "execution_count": null, + "source": "", + "id": "2f8f8719816836eb" + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/src/pytesmo/interpolate/dctpls.py b/src/pytesmo/interpolate/dctpls.py new file mode 100644 index 00000000..08233625 --- /dev/null +++ b/src/pytesmo/interpolate/dctpls.py @@ -0,0 +1,750 @@ +""" +The following python implementation of the DCT-PLS algorithm (Garcia 2010) +for python 3 and is based on: + +- Original MATLAB implementation: https://www.biomecardio.com/matlab/smoothn.m +- Python 2 implementation: https://github.com/profLewis/geogg122 + +References: +----------- +Garcia, D. (2010) 'Robust smoothing of gridded data in one and higher +dimensions with missing values', +Computational Statistics & Data Analysis, 54(4), pp. 1167–1178. +Available at: https://doi.org/10.1016/j.csda.2009.09.020 + +TODO: + - [] : average leverage for h from matlab? + - [] : add field for input uncertainties? Propagate through interpolation +""" + +import sys +import warnings +import scipy.optimize as opt +import numpy as np +from typing import Literal, Optional, Union, Tuple, Annotated +from dataclasses import dataclass +from scipy.fftpack import dct, idct +from scipy.ndimage import distance_transform_edt +from collections import OrderedDict +from collections.abc import Iterable +import logging + +from pytesmo.utils import pytesmolog, loglevel + + +@dataclass +class ValueRange: + min: float + max: float + + +logger = pytesmolog +streamHandler = logging.StreamHandler(sys.stdout) +formatter = logging.Formatter( + '%(asctime)s - %(name)s - %(levelname)s - %(message)s') +streamHandler.setFormatter(formatter) + + +def calc_init_guess( + y: np.ndarray, + mask: Optional[np.ndarray] = None, + coeff: Optional[float] = 0.1, + sampling: Optional[Union[float, Iterable[float]]] = None, + return_distances: Optional[bool] = True +) -> Tuple[np.ndarray, Union[np.ndarray, None]]: + """ + Initial smoothing guess. This also fills any gaps in the data using a + a nearest neighbour search. Later on, the initial results will be improved + using the DCT-PLS. The sampling parameter allows a different unit + for each dimension. + + Parameters + ---------- + y: np.ndarray + Data (with gaps) to interpolate + mask: np.ndarray, optional (default: None) + Boolean array indicating missing values + coeff: float, optional (default: 0.1) + Percent relative (0-1) of DCT coefficients to use to generate + the initial guess. By default, the first 10% are used. + sampling : float | Iterable[float] | None, optional (default: None) + Spacing of elements along each dimension. If a sequence, must be of + length equal to the input rank; if a single number, this is used for + all axes. If not specified, a grid spacing of unity is implied. + ------ + The default sampling does not prefer any axis (i.e., 1 for all). + We can e.g. pass (0.5, 1, 1) for 3D data, to prefer the + temporal neighbours over spatial neighbours (assuming that dim=0 refers + to different time stamps). + return_distances: bool, optional (default: True) + Return Euclidean distance to the nearest valid data point in addition + to initial interpolation and smoothing result. + + Returns + ------- + z: np.ndarray + Initial guess of smoothened and interpolated data + dist: np.ndarray or None + Euclidean distance to the nearest observation (only if mask is passed). + Only if `return_distances=True` (otherwise this is None) + """ + + z = y.copy() + + dist = None + if mask is not None: + if mask.shape != z.shape: + raise ValueError("Data and missing values have different shapes.") + if np.any(mask): + # For the initial guess, fill gaps using a NN interpolation + ret = distance_transform_edt( + mask.astype(int), + return_distances=return_distances, + return_indices=True, + sampling=np.full(z.ndim, 1) if sampling is None else sampling) + if return_distances is True: + dist, nn_inds = ret + dist = dist.astype(np.float32) + else: + nn_inds = ret + z[mask] = z[tuple(ind[mask] for ind in nn_inds)] + + # coarse fast initial smoothing + z = dctNd(z, inverse=False) + z_coarse = np.full(z.shape, 0.) + if coeff > 1 or coeff <= 0: + raise ValueError("Choose `coeff` as 0 < coeff <= 1") + shape_reduced = np.ceil(np.array(z.shape) * coeff).astype(int) + loc = tuple([slice(None, s) for s in shape_reduced]) + z_coarse[loc] = z[loc] + z = dctNd(z_coarse, inverse=True) + + return z.astype(y.dtype), dist + + +def dctNd(data: np.ndarray, + type: Optional[int] = 2, + norm: Optional[Union[str, None]] = 'ortho', + inverse: Optional[bool] = False) -> np.ndarray: + """ + Applies discrete cosine transform function to up to 3 dimensions of data. + Nans in data are ignored + + Parameters: + ---------- + data: np.ndarray + 1, 2, or 3-dimensional data to calculate DCT for. + type: int, optional (default: 2) + DCT Type to use (see scipy DCT docs) + norm: str or None, optional (default: 'ortho') + Normalization mode for DCT (see scipy DCT docs) + inverse: bool, optional (default: False) + Use the inverse function. + """ + func = idct if inverse else dct + + nd = len(data.shape) + kwargs = dict(norm=norm, type=type) + + if nd == 1: + dctNd = func(data, axis=0, **kwargs) + elif nd == 2: + dctNd = func(func(data, **kwargs, axis=0), **kwargs, axis=1) + elif nd == 3: + dctNd = func( + func(func(data, axis=0, **kwargs), axis=1, **kwargs), + axis=2, + **kwargs) + else: + raise ValueError( + f"Expected 1, 2, or 3 dimensional dat, but got {nd} dims.") + + return dctNd + + +def gcv(p: float, + Lambda: np.ndarray, + DCTy: np.ndarray, + y: np.ndarray, + smoothOrder: Optional[int] = 2, + Wtot: Optional[np.ndarray] = None, + score_only: Optional[bool] = False): + """ + Find the best smoothing parameter. I.e. the parameter that minimizes the + generalised cross validation (GCV) score. + + =================================================== + smooth = argmin(GCV) + GCV(s) = (wRSS / (n - n_{miss})) / (1 - Tr(H) / n)² + =================================================== + + Parameters: + ---------- + p: float + Defines the order of smoothing for parameter as 10 ** p + Lambda: np.ndarray + Diagonal Eigenvalue matrix of D defined by Yueh (2005) + with: \\lambda_i = -2 + 2*cos( (i-1) * \\pi / n) + DCTy: np.ndarray + Output array of dctNd + y: np.ndarray + Input data array + smoothOrder: int, optional (default: 2) + Exponential of lambda used for smoothing. + Either 1 or 2 + Wtot: np.ndarray, optional (default: None) + Weights for each y value to use (same shape as y). + Elements in Wtot for which the counterpart in y is NaN are ignored. + When None are passed, then the unweighted implementation, which + is much faster, will be used. + score_only: bool, optional (default: False) + Only return the score for p, not Gamma and TrH (for optimisation) + This is required for the bounded minimization which requires a single + return value. + + Returns: + -------- + score: np.ndarray or None + GCV score. 0, 1 or 2 dimensional ... dim=Lambda.ndim-1 + smooth: float or None + 10**p, the smoothing parameter + Gamma: np.ndarray or None + Gamma when applying s + TrH: np.ndarray or None + Track of Hat when applying s + """ + if smoothOrder not in [1, 2]: + raise ValueError(f"SmoothOrder must be either 1 or 2 but " + f"{smoothOrder} was passed.") + smooth = 10 ** p + + # todo: Use Eq 12 for large n? + Gamma = (1. / (1 + smooth * Lambda ** smoothOrder)) + + mask_finite = np.array(np.isfinite(y)).astype(bool) + + nfin = np.count_nonzero(mask_finite) + nmiss = mask_finite.size - nfin + + # Residual sum-of-squares calculation + if Wtot is None: + # very much faster: does not require any inverse DCT + RSS = np.linalg.norm(DCTy * (Gamma - 1.)) ** 2 + else: + # take account of the weights to calculate RSS: + yhat = dctNd(Gamma * DCTy, inverse=True) + RSS = np.linalg.norm( + np.sqrt(Wtot[mask_finite]) * + (y[mask_finite] - yhat[mask_finite])) ** 2 + if not (yhat.ndim == y.ndim): + raise ValueError("`yhat` and `y` must have the same shape") + + TrH = np.sum(Gamma) + score = RSS / float(nfin) / (1. - TrH / float(nmiss + nfin)) ** 2 + score = score.astype(np.float32) + + if score_only: + return score.flatten() + else: + return score.flatten(), smooth, Gamma, TrH + + +def sumnd(x): + """ + Apply numpy sum over all available dimensions + + Parameters + ---------- + x: np.ndarray + 1, 2 or 3-dimensional data array + + Returns + ------- + sum: float + Sum over all available dimensions + + """ + if x.ndim == 1: + return x + elif x.ndim == 2: + return np.sum(x, axis=1) + elif x.ndim == 3: + return np.sum(x, axis=1) + else: + raise NotImplementedError("sumnd is only available for 1,2,3 dim data") + + +def RobustWeights(residuals, + h, + mask=None, + method: Literal["cauchy", "talworth", "bisquare"] = 'cauchy', + simple=True): + """ + Compute weights from residuals. + + Parameters + ---------- + residuals: np.ndarray + Residuals between previous and current smoothing run. Larger residuals + with result in larger weights. NaNs will get weight 0. + h: float + todo + mask: np.ndarray, optional (default: None) + Boolean array of same shape as residuals. + True indicates residuals to ignore when creating new weights. + By default, all residuals are used. + method: str, optional (default: 'cauchy') + A method to compute the weights. + One of: "cauchy", "talworth", "bisquare" + todo: Note that at the moment, only "cauchy" is implemented. + simple: bool, optional (default: True) + Use numpy absolute to compute the residuals. + + Returns + ------- + weights: np.ndarray + Weights based on passed residuals and the chosen method. + Nans have weight 0. + + """ + _methods = ['cauchy', 'talworth', 'bisquare'] + + def sabs(x): + return np.sqrt(sumnd(np.abs(x) ** 2)) + + if simple: + f = np.abs + else: + f = sabs + + if mask is None: + mask = np.full(residuals.shape, True) + + AD = sabs(residuals[~mask] - np.median(residuals[~mask])) + + if residuals.ndim == 3: + res = residuals.flatten() + MAD = np.median(AD) # median absolute deviation + u = f(res / (1.4826 * MAD)) / np.sqrt(1 - h) # studentized residuals + u = u.reshape(residuals.shape) + else: + MAD = np.median(AD) # median absolute deviation + u = f(residuals / + (1.4826 * MAD)) / np.sqrt(1 - h) # studentized residuals + + if method not in _methods: + raise ValueError(f"{method} is not a supported method: {_methods}") + + if method.lower() == 'cauchy': + c = 2.385 + weights = 1. / (1 + (u / c) ** 2) + else: + raise NotImplementedError("Only 'cauchy' weights are implemented at " + "at the moment") + + weights[np.isnan(weights)] = 0 + + return weights + + +def smoothn( + data: np.ndarray, + smooth: Optional[float] = None, + axis: Optional[Union[int, Tuple[int, ...]]] = None, + data_weights: Optional[np.ndarray] = None, + smoothOrder: Optional[int] = 2, + init_guess: Optional[np.ndarray] = None, + isrobust: Optional[bool] = True, + MaxIter: Optional[int] = 100, + TolZ: Annotated[float, ValueRange(0.0, 1.0)] = 0.001, + gap_value: Optional[Union[float, int]] = np.nan, + exclusion_mask: Optional[np.ndarray] = None, + data_sampling: Optional[Union[float, Tuple[float, ...]]] = 1., + debug_mode: Optional[bool] = False, + return_stats: Optional[Tuple[str, ...]] = None, +) -> (np.ndarray, float, int, dict): + """ + Robust spline smoothing for 1-D to 3-D data. + A fast, automatized and robust discretised smoothing spline for data + of any dimension. + + When using this algorithm, refer to: + Garcia, D. (2010) 'Robust smoothing of gridded data in one and higher + dimensions with missing values', + Computational Statistics & Data Analysis, 54(4), pp. 1167–1178. + Available at: https://doi.org/10.1016/j.csda.2009.09.020 + + + Parameters + --------- + data: np.ndarray + 1,2 or 3-dimensional array of values to smoothen. + data gaps to fill should have the value given as `gap_value`. + smooth: float, optional (default: None) + Smoothing parameter. + If given, smooth must be a real positive scalar. + The larger smooth is, the smoother the output will be. + If None is passed smooth is automatically determined from data + by minimising the generalized cross-validation (GCV) score. + axis: int or tuple[int,...], optional (default: None) + Axes along which the smoothing is applied. If not given, smoothing is + applied along all axes of dat. + data_weights: np.ndarray, optional (default: None) + Weight (normally between 0 and 1) for each value in dat. + Weights must be given as array of same shape as dat. + Weight 0 would mean that a value is ignored when fitting the model. + NaNs in data will be assigned the weight 0. + smoothOrder: int, optional (default: 2) + Exponential of lambda and gamma used for smoothing. + 1 would be a linear interpolation + init_guess: np.ndarray, optional (default: None) + First guess for the interpolated data, resp. initial value for the + iterative process. Must have the same shape as data if passed. + If z0 / initial guess is not passed, it will be generated from the + passed data. + isrobust: bool, optional (default: False) + Apply robust weights (not affected by outliers) + MaxIter: + Maximum number of iterations allowed (default = 100) + TolZ: + Termination tolerance on Z (default = 1e-3) + TolZ must be in ]0,1[ + exclusion_mask: np.ndarray, optional (default: None) + A boolean mask of elements in data that are excluded from calculating + the smoothing function. Must have the same shape as data. Elements + in data where the corresponding exclusion mask is True will still + be considered in the interpolation (so that the original distances and + neighbourhoods are retained), but in the final output they will be + removed again and replaced with NaNs. + data_sampling: int or tuple, optional (default: 1) + Sampling unit for each dimension of ax. If a tuple is given, it must + be the same length as the number of dimensions of dat. If a single + number is given, it is applied to all dimensions. + debug_mode: bool, optional (default: False) + All debug messages are logged by the pytesmo logger + (logging.getLogger('pytesmo')). If this setting is activated, we add + a handler to log to stdout for the DCTPLS function to print the debug + messages. + return_stats: tuple, optional (default: None) + Select which side products should be kept and returned. Removing + some from the list will reduce memory usage. + - 'initial_guess': + Return the initial guess for smoothing + - 'euclidean_distance': + Return measure for the gap size (only when exclusion + mask is set). + - 'final_weights': + How much weight was assigned to each data element in + the end. + - gcv_score: + Score of the GCV + + Returns + ------- + z: np.ndarray + Smoothed and interpolated version of input data + smooth: float + Final parameter that was used + exit_flag: int + 1: ok + 2: less than 2 data samples + 3: Inner loop did not converge + stats: dict + Side products that were selected in `return_stats` + """ + + def _enter_debug_mode(): + logger.setLevel('DEBUG') + logger.addHandler(streamHandler) + + def _exit_debug_mode(): + logger.setLevel(loglevel) + logger.handlers.remove(streamHandler) + + if debug_mode: + _enter_debug_mode() + + exit_flag = 1 # ok + stats = OrderedDict([ + ('initial_guess', None), + ('euclidean_distance', None), + ('final_weights', None), + ('gcv_score', None), + ]) + + if return_stats is None: + return_stats = [] + + logger.debug(f"Data has shape: {data.shape}") + # setting up the weights arrays + if data_weights is not None: + weights = data_weights.copy() + if weights.shape != data.shape: + raise ValueError(f"Data and weights must have the same shape: " + f"{data.shape} vs. {weights.shape}") + weights = (weights / np.max(weights)) # normalise + logger.debug(f"Weights are found with shape {weights.shape} and " + f"normalised with factor {weights.max()}") + else: + weights = np.ones(data.shape) + logger.debug(f"No weights are found. " + f"Using 1s with shape {weights.shape}") + + weights = weights.astype(np.float32) + + n_all = data.size + + # Handle case of insufficient data + _thres = 2 + + if n_all < _thres: + logger.warning(f"Less than {_thres} values to interpolate passed.") + z = None + exit_flag = 2 + if debug_mode: + _exit_debug_mode() + return z, smooth, exit_flag, stats + + logger.debug(f"Number of elements: {n_all}, which is larger than " + f"threshold {_thres}") + + # set data to 0 where we don't want to use it + isfinite: np.ndarray = \ + (np.isfinite(data) if not np.isfinite(gap_value) + else data != gap_value).astype(bool) & \ + (True if exclusion_mask is None else ~exclusion_mask) + # arbitrary values for missing y-data + data[~isfinite] = 0 + + weights[~isfinite] = 0 # also set the weights to 0 + if np.any(weights < 0): + raise ValueError('Weights must all be >=0') + + logger.debug( + f"{len(isfinite)} elements in data are NaN and set arbitrarily. " + f"Weights for those elements set to 0 accordingly") + + isweighted = np.any(weights != 1) + logger.debug(f"isweighted status to be applied is: {isweighted}") + + autosmooth = True if smooth is None else False + logger.debug(f"autosmooth status to be applied is: {autosmooth}") + + # Dimensions that the algorithm is applied over + axis = np.arange(data.ndim) if axis is None else axis + logger.debug(f"Dimension of data are: {data.ndim}") + + di = 1 # for equally spaced data + Lambda = np.full(data.shape, 0.).astype(data.dtype) + for i, ax in enumerate(axis): + logger.debug( + f"Lambda (shape {Lambda.shape}) MEAN after {i} " + f"iterations: {Lambda.mean()}" + ) + n = int(data.shape[ax]) + _lambda = 2 - 2 * np.cos(np.pi * (np.arange(1, n + 1) - 1.) / n) + _lambda = _lambda / (di ** 2) + _shp = [n if a == ax else 1 for a in axis] + Lambda += _lambda.astype(data.dtype).reshape(_shp) + del _lambda + + logger.debug(f"Lambda MEAN after scaling: {Lambda.mean()}") + hMin, hMax = 1e-6, 0.99 + ndim = data.ndim # np.linalg.matrix_rank(data) + + if smoothOrder == 1: + sMinBnd = (1 / hMax ** (2 / ndim) - 1) / 4 + sMaxBnd = (1 / hMin ** (2 / ndim) - 1) / 4 + else: + sMinBnd = (((1 + np.sqrt(1 + 8 * hMax ** (2 / ndim))) / 4 / hMax ** + (2 / ndim)) ** 2 - 1) / 16 + sMaxBnd = (((1 + np.sqrt(1 + 8 * hMin ** (2 / ndim))) / 4 / hMin ** + (2 / ndim)) ** 2 - 1) / 16 + + logger.debug( + f"sBands start with min={sMinBnd}, max={sMaxBnd} " + f"for data with ndim: {ndim}" + ) + + if init_guess is not None: # initial guess + z0 = init_guess.copy() + logger.debug( + f"z from custom passed initial guess init_guess={z0.shape}") + else: + if isweighted: + s = data_sampling if isinstance( + data_sampling, Iterable) else tuple( + np.full(data.ndim, data_sampling)) + z0, dist = calc_init_guess(data, mask=~isfinite, sampling=s) + logger.debug(f"z from from initial guess init_guess={z0.shape}") + else: + z0 = np.full(data.shape, 0).astype(data.dtype) + logger.debug(f"z from from zeros init_guess={z0.shape}") + + if 'initial_guess' in return_stats: + stats['initial_guess'] = z0.copy() + + z = z0.copy() + + tol = 1. + errp = 0.1 # Error on p. Smoothness parameter smooth = 10^p + # Relaxation factor RF: to speedup convergence + RF = 1 + 0.75 * bool(isweighted) + + # Main iterative process + p_best = None + Wtot = weights.copy() + score = None + + for i in range(3): # RobustIterativeProcess, 3 times + logger.debug( + f"RobustIterativeProcess {i} -> tol={tol}, errp={errp}, RF={RF}") + + j = 0 + while (tol > TolZ) and j < MaxIter: + + logger.debug( + f"RobustIterativeProcess {i} -> Inner Loop {j}: tol={tol}") + assert data.shape == z.shape, "data and Z have differnt shapes" + logger.debug( + f"RobustIterativeProcess {i} -> " + f"data - z={np.sum(np.abs(data - z))}" + ) + DCTdat = dctNd(Wtot * (data - z) + z, inverse=False) + logger.debug( + f"RobustIterativeProcess {i} -> " + f"Inner Loop {j}: DCTdat mean ={np.nanmean(DCTdat)}" + ) + + # Wtot = None if not weighted else Wtot + # find the optimal smoothing order for the gcv score + + w = None if (Wtot.sum() / n_all) >= 1. else Wtot + args = (Lambda, DCTdat, data, smoothOrder, w) + + if autosmooth: + # to reduce the number of iterations + if (j == 0) or np.log2(j).is_integer(): + p_best, fval, ierr, numfunc = \ + opt.fminbound( + gcv, full_output=True, xtol=errp, + x1=np.log10(sMinBnd), x2=np.log10(sMaxBnd), + args=(*args, True)) + + p_best = p_best.astype(data.dtype) + + logger.debug( + f"RobustIterativeProcess {i} -> " + f"Inner Loop {j}: FminBound found best p={p_best}" + ) + logger.debug( + f"RobustIterativeProcess {i} -> " + f"Inner Loop {j}: Optimise function mid value: {fval}" + ) + logger.debug( + f"RobustIterativeProcess {i} -> " + f"Inner Loop {j}: Optimise function error flag: {ierr}" + ) + logger.debug( + f"RobustIterativeProcess {i} -> " + f"Inner Loop {j}: Optimise function calls: {numfunc}" + ) + logger.debug( + f"RobustIterativeProcess {i} -> " + f"Inner Loop {j}: Autosmooth found best p={p_best}" + ) + else: + p_best = np.log(smooth) / np.log(10) + logger.debug( + f"autosmooth OFF with p_best={p_best} as initial guess") + + # calculate smooth, Gamma and TrH for p_best + score, smooth, Gamma, TrH = gcv(p_best, *args, score_only=False) + + logger.debug( + f"RobustIterativeProcess {i} -> Current smooth={smooth}") + + z = RF * dctNd(Gamma * DCTdat, inverse=True) + (1 - RF) * z + + logger.debug( + f"RobustIterativeProcess {i} -> " + f"Gamma shape/mean: {Gamma.shape}/{Gamma.mean()}" + ) + + logger.debug( + f"RobustIterativeProcess {i} -> " + f"z (shape/mean)={z.shape}/{z.mean()}" + ) + + # if no weighted/missing data => tol=0 (no iteration) + dz = z[isfinite] - z0[isfinite] + tol = isweighted * np.linalg.norm(dz) / np.linalg.norm(z[isfinite]) + del dz + + logger.debug(f"RobustIterativeProcess {i} -> tol={tol}") + + z0 = z.copy() # re-initialization + logger.debug(f"RobustIterativeProcess {i} -> Reinitialise with z") + j += 1 + + logger.debug(f"--------------------------------------------") + logger.debug(f"RobustIterativeProcess finished after i={i} " + f"tol={tol}") + + if i >= MaxIter and (tol > TolZ): + exit_flag = 3 + warnings.warn(f"Inner loop DID NOT CONVERGE after {i} iterations") + + if isrobust: # -- Robust Smoothing: iteratively re-weighted process + if smoothOrder == 1: + h = 1 / np.sqrt(1 + 4 * smooth / di ** (2 ** smoothOrder)) + else: + h = np.sqrt(1 + 16 * smooth / di ** (2 ** smoothOrder)) + h = np.sqrt(1 + h) / np.sqrt(2) / h + + logger.debug(f"Robust smoothing with h={h} (rank={ndim})") + + # --- take robust weights into account + Wtot = weights * RobustWeights( + residuals=data - z, + h=h, + mask=~isfinite, + method="cauchy", + simple=True) + + logger.debug(f"Wtot={Wtot.shape}") + + # --- re-initialize for another iterative weighted process + isweighted = True + tol = 1 + # --- + else: + logger.debug(f"Not Robust process, escape loop.") + break + + if 'final_weights' in return_stats: + stats['final_weights'] = Wtot + + if 'gcv_score' in return_stats: + stats['gcv_score'] = score + + # Warning messages + # --- + if autosmooth: + if abs(np.log10(smooth) - np.log10(sMinBnd)) < errp: + warnings.warn( + f'{smooth}: the LOWER bound for smooth has been reached. ' + 'Put smooth as an input variable if required.') + elif abs(np.log10(smooth) - np.log10(sMaxBnd)) < errp: + warnings.warn( + f'{smooth}: the UPPER bound for smooth has been reached. ' + 'Put smooth as an input variable if required.') + + # apply the fill values back onto the interpolated data for excluded points + if exclusion_mask is not None: + z[exclusion_mask] = gap_value + + if debug_mode: + _exit_debug_mode() + + return z, smooth, exit_flag, stats diff --git a/src/pytesmo/utils.py b/src/pytesmo/utils.py index a7bb17ce..00a78032 100644 --- a/src/pytesmo/utils.py +++ b/src/pytesmo/utils.py @@ -29,15 +29,21 @@ Module containing utility functions that do not fit into other modules ''' import numpy as np -import scipy.interpolate as sc_int -import scipy.optimize as sc_opt -import scipy.special as sc_special - import functools import inspect import warnings import os from pathlib import Path +import logging + +# This logger should track all pytesmo internal stuff +loglevel = logging.WARNING +pytesmolog = logging.getLogger('pytesmo') +ch = logging.StreamHandler() +ch.setLevel(loglevel) +formatter = logging.Formatter("%(levelname)s - %(asctime)s: %(message)s") +ch.setFormatter(formatter) +pytesmolog.addHandler(ch) def rootdir() -> Path: diff --git a/tests/test_dctpls.py b/tests/test_dctpls.py new file mode 100644 index 00000000..a141623b --- /dev/null +++ b/tests/test_dctpls.py @@ -0,0 +1,74 @@ +import numpy as np +from pytesmo.interpolate.dctpls import smoothn + +np.random.seed(123) + + +def make_data_3d(n=100, exponent=2, center_gap=True) -> np.ndarray: + """ + Exponentially increasing 3D datasets towards the center of the cube + """ + x, y, z = np.meshgrid( + np.arange(n), np.arange(n), np.arange(n), indexing="ij" + ) + + center = (n - 1) / 2 + distances = np.sqrt((x - center) ** 2 + (y - center) ** 2 + + (z - center) ** 2) + distances_normalized = distances / distances.max() + exponential_values = 1 / distances_normalized ** exponent + + if center_gap: + s = slice(int(n / 2) - 5, int(n / 2) + 5) + exponential_values[s, s, s] = np.nan + + return exponential_values + + +def test_dctpls_synth_data_1d(): + data = (np.sin(np.linspace(0, 2 * np.pi, 100)) + + np.random.rand(100)) + data[50:60] = np.nan + exclusion_mask = np.array([True] + + np.full(99, False).tolist()) + + data_smoothed, s, flag, stats = \ + smoothn(data, exclusion_mask=exclusion_mask) + + assert np.isnan(data_smoothed[0]) + np.testing.assert_almost_equal(s, np.array([483.1286967])) + np.testing.assert_almost_equal(float(data_smoothed[55]), + 0.267432, 5) + np.testing.assert_almost_equal(float(data_smoothed[10]), + 1.043243, 5) + np.testing.assert_almost_equal(float(data_smoothed[80]), + -0.413490, 5) + + +def test_dctpls_synth_data_2d(): + data = make_data_3d(50, 2, center_gap=True)[25, :, :] + data_smoothed, s, flag, stats = smoothn(data) + np.testing.assert_almost_equal(s, np.array([1.7333483])) + + assert not np.any(np.isnan(data_smoothed)) + np.testing.assert_almost_equal(float(data_smoothed[3, 3]), + 1.928477, 5) + np.testing.assert_almost_equal(float(data_smoothed[25, 25]), + 37.990380, 5) + np.testing.assert_almost_equal(float(data_smoothed[47, 47]), + 1.7554522, 5) + + +def test_dctpls_synth_data_3d(): + data = make_data_3d(50, 2, center_gap=True) + return_stats = ('initial_guess', 'euclidean_distance', + 'final_weights', 'gcv-score') + data_smoothed, s, flag, stats = smoothn(data, return_stats=return_stats) + np.testing.assert_almost_equal(s, np.array([0.6171467])) + assert not np.any(np.isnan(data_smoothed)) + np.testing.assert_almost_equal( + float(data_smoothed[25, 25, 25]), 45.33357123, 5) + np.testing.assert_almost_equal( + float(data_smoothed[3, 3, 3]), 1.2932548, 5) + np.testing.assert_almost_equal( + float(data_smoothed[47, 47, 47]), 1.1756009, 5) diff --git a/tests/test_docs/test_examples.py b/tests/test_docs/test_examples.py index cf1cf1cf..b16808cb 100644 --- a/tests/test_docs/test_examples.py +++ b/tests/test_docs/test_examples.py @@ -20,6 +20,7 @@ "temporal_collocation.ipynb", "triple_collocation.ipynb", "validation_framework.ipynb", + "dct_pls.ipynb", ]) @pytest.mark.skipif( not os.path.isdir(examples_path),

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