{"cells":[{"metadata":{},"cell_type":"markdown","source":"![](https://www.biotage.com/uploads/photos/2013_web_banners5.jpg)\n\n\n# Molecular Geometry Feature Engineering\n---\n\nThe shape of molecules is principally related to the quantum mechanical properties of electron interactions. Electron interaction also mediates the strength of the nuclear coupling constant between bound atoms, so features derived from their 3D distribution may prove useful.\n\nThis kernel uses Singular Value Decomposition (SVD) to calculate the 2D plane of best fit for all molecules containing 4 or more atoms, and then calculates both the mean normalised distance of all atoms from this plane to provide a measure of 'flatness' for the molecule. The angles subtended by this plane and the atomic bonds in the molecule are then calculated.\n\nSome caution should be used with the latter feature. Molecules without a clear 2D plane of best fit - tetrahedral structures like methane for example - may yield angle measurements that are not informative. You may want to experiment and use a threshold of molecular 'flatness' above which angle measurements are discarded. I have calculated flatness in such a way that 0 represents a totally flat molecule. Molecules comprising 3 atoms or fewer are always flat so this measure is not informative for them; I have filled in these values with `np.nan`.\n\nThis kernel also performs a simple PCA with SVD to extract the principal axis of each molecule, along with the angle subtended by each bond with it. This can be done with molecules of at least 3 atoms. Again, molecules without a clear orientation may yield arbitrary results; however, this kernel contains plenty of ideas to get you started. These features take a long time to process, around 12 hours in total. I'm putting the finished file into a dataset so check in the comments section for a link if you don't want to engineer them yourself.\n\nI'll be using the visualisation library demonstrated in [this excellent kernel](https://www.kaggle.com/borisdee/how-to-easy-visualization-of-molecules) to show some feature examples. "},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"import numpy as np \nimport pandas as pd \nfrom tqdm import tqdm_notebook as tqdm\nimport matplotlib.pyplot as plt\nimport math\nfrom numpy.linalg import svd\nimport ase\nfrom ase import Atoms\nimport ase.visualize\nimport warnings\nwarnings.filterwarnings('ignore')\n\ndef view(molecule):\n    # Select a molecule\n    mol = struct[struct['molecule_name'] == molecule]\n    \n    # Get atomic coordinates\n    xcart = mol.iloc[:, 3:].values\n    \n    # Get atomic symbols\n    symbols = mol.iloc[:, 2].values\n    \n    # Display molecule\n    system = Atoms(positions=xcart, symbols=symbols)\n    print('Molecule Name: %s.' %molecule)\n    return ase.visualize.view(system, viewer=\"x3d\")","execution_count":135,"outputs":[]},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true},"cell_type":"code","source":"train = pd.read_csv('../input/train.csv', nrows=500_000)\nstruct = pd.read_csv('../input/structures.csv')","execution_count":136,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#quick PCA via singular value decomp - obtain principal eigenvector of molecule axis\ndef PCA_SVD(a):\n    a_mean = a.mean(axis=1)\n    #normalise\n    a = (a.T - a_mean.T).T\n    u, s, v = svd(a.T)\n    return(v[0])\n\n#obtain plane with minimum sum distance from nuclei\ndef get_plane(a):\n    a = np.reshape(a, (a.shape[0], -1))\n    centroid = a.mean(axis=1)\n    #normalise\n    x = a - centroid[:,np.newaxis]\n    m = np.dot(x, x.T) \n    return(centroid, svd(m)[0][:,-1])","execution_count":137,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"size_list = []\nflatness = []\nbond_angle_plane = []\nbond_angle_axis = []\n\nmolecule_names = np.unique(train.molecule_name.values.flatten())\n\nfor i in tqdm(range(0, len(molecule_names))):\n    \n    mol = molecule_names[i]\n    #obtain structure and bond information for each molecule\n    temp_struct = struct.loc[struct.molecule_name==mol, :]\n    bonds = train.loc[train.molecule_name == mol, :]\n    \n    #number of constituent atoms\n    size = len(temp_struct)\n    size_list.extend(np.full(len(bonds), size))\n    \n    #nuclei coords\n    coords = np.column_stack([temp_struct.x.values,\n                                     temp_struct.y.values,\n                                     temp_struct.z.values]).T\n    \n    #principal axis of molecular alignment\n    axis_vector = PCA_SVD(coords)\n    \n    #obtain flatness metric and plane angles for binds if nuclei > 3\n    if size > 3:\n        \n        coords = coords - coords.mean()\n        #calculate best fitting 2D plane\n        ctr, norm = get_plane(coords) \n        \n        #calculate distances of each atom from plane\n        dists = np.zeros(size)\n        for j in range(0, size):\n            dists[j] = np.dot(norm, coords[:, j] - ctr)\n                        \n        #append mean distance to molecule list\n        dist = abs(dists).sum()/len(dists)\n        flatness.extend(np.full(len(bonds), dist))   \n        \n        #obtain angle subtended by each atomic bind and plane\n        #print('There are {} bonds to calculate.'.format(len(bonds)))\n        for j in range(0, len(bonds)):\n            \n            #obtain atom index numbers for this bond\n            atom1 = bonds.atom_index_0.values[j]\n            atom2 = bonds.atom_index_1.values[j]\n            \n            #get 3D coords\n            atom1_coords = coords[:, atom1]\n            atom2_coords = coords[:, atom2]\n            \n            #bond vector\n            atom_vec = np.array([atom1_coords[0] - atom2_coords[0],\n                                 atom1_coords[1] - atom2_coords[1],\n                                 atom1_coords[2] - atom2_coords[2]])\n            \n            #angle subtended by bond vector and molecule plane\n            angle = np.dot(norm, atom_vec)/(np.linalg.norm(norm)*np.linalg.norm(atom_vec))\n            axis_angle = np.dot(axis_vector, atom_vec)/(np.linalg.norm(norm)*np.linalg.norm(atom_vec))\n            \n            #standardise to degrees <= 90\n            angle = math.degrees(np.arccos(angle))\n            axis_angle = math.degrees(np.arccos(axis_angle))\n\n            if angle > 90:\n                angle = 180 - angle\n            \n            if axis_angle > 90:\n                axis_angle = 180 - axis_angle\n                \n            #not needed but somewhat easier to visualise\n            angle = 90 - angle\n            axis_angle = 90 - axis_angle\n            bond_angle_plane.append(angle)\n            bond_angle_axis.append(axis_angle)\n               \n    else:\n        #for smaller molecules flatness and plane angle measurements are not informative\n        flatness.extend(np.full(len(bonds), np.nan))\n        bond_angle_plane.extend(np.full(len(bonds), np.nan))\n        \n        for j in range(0, len(bonds)):\n            \n            #obtain atom index numbers for this bond\n            atom1 = bonds.atom_index_0.values[j]\n            atom2 = bonds.atom_index_1.values[j]\n            \n            #get 3D coords\n            atom1_coords = coords[:, atom1]\n            atom2_coords = coords[:, atom2]\n            \n            #bond vector\n            atom_vec = np.array([atom1_coords[0] - atom2_coords[0],\n                                 atom1_coords[1] - atom2_coords[1],\n                                 atom1_coords[2] - atom2_coords[2]])\n            \n            #angle subtended by bond vector and molecule principal axis\n            axis_angle = np.dot(axis_vector, atom_vec)/(np.linalg.norm(axis_vector)*np.linalg.norm(atom_vec))\n            \n            #standardise to degrees <= 90\n            axis_angle = math.degrees(np.arccos(axis_angle))\n                 \n            if axis_angle > 90:\n                axis_angle = 180 - axis_angle\n                \n            #not needed but somewhat easier to visualise\n            axis_angle = 90 - axis_angle\n            bond_angle_axis.append(axis_angle)\n  \n    \ntrain['num_atoms'] = np.asarray(size_list)\ntrain['flatness_metric'] = np.asarray(flatness)\ntrain['bond_angle_plane'] = np.asarray(bond_angle_plane)\ntrain['bond_angle_axis'] = np.asarray(bond_angle_axis)","execution_count":138,"outputs":[{"output_type":"display_data","data":{"text/plain":"HBox(children=(IntProgress(value=0, max=2345), HTML(value='')))","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"8eb323e8b4154d67bee61f7b2b8c754f"}},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"# Feature Evaluation\n\nNow we can examine some of the results. Let's start with a molecule that has a high flatness metric. Recall that the higher this metric, the *less* flat a molecule is."},{"metadata":{"trusted":true},"cell_type":"code","source":"train.sort_values('flatness_metric', ascending=False).head(3)","execution_count":139,"outputs":[{"output_type":"execute_result","execution_count":139,"data":{"text/plain":"          id       ...       bond_angle_axis\n92743  92743       ...             37.681740\n92763  92763       ...             66.087159\n92771  92771       ...             32.044567\n\n[3 rows x 10 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>molecule_name</th>\n      <th>atom_index_0</th>\n      <th>atom_index_1</th>\n      <th>type</th>\n      <th>scalar_coupling_constant</th>\n      <th>num_atoms</th>\n      <th>flatness_metric</th>\n      <th>bond_angle_plane</th>\n      <th>bond_angle_axis</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>92743</th>\n      <td>92743</td>\n      <td>dsgdb9nsd_003491</td>\n      <td>9</td>\n      <td>6</td>\n      <td>2JHN</td>\n      <td>5.77896</td>\n      <td>16</td>\n      <td>0.939461</td>\n      <td>14.960203</td>\n      <td>37.681740</td>\n    </tr>\n    <tr>\n      <th>92763</th>\n      <td>92763</td>\n      <td>dsgdb9nsd_003491</td>\n      <td>12</td>\n      <td>0</td>\n      <td>3JHC</td>\n      <td>1.99146</td>\n      <td>16</td>\n      <td>0.939461</td>\n      <td>20.373286</td>\n      <td>66.087159</td>\n    </tr>\n    <tr>\n      <th>92771</th>\n      <td>92771</td>\n      <td>dsgdb9nsd_003491</td>\n      <td>13</td>\n      <td>0</td>\n      <td>2JHC</td>\n      <td>2.70806</td>\n      <td>16</td>\n      <td>0.939461</td>\n      <td>17.294402</td>\n      <td>32.044567</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"view('dsgdb9nsd_003491')","execution_count":140,"outputs":[{"output_type":"stream","text":"Molecule Name: dsgdb9nsd_003491.\n","name":"stdout"},{"output_type":"execute_result","execution_count":140,"data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"<html>\n\n <head>\n\n  <title>ASE atomic visualization</title>\n\n  <link rel=\"stylesheet\" type=\"text/css\"\n\n   href=\"https://www.x3dom.org/x3dom/release/x3dom.css\">\n\n  </link>\n\n  <script type=\"text/javascript\"\n\n   src=\"https://www.x3dom.org/x3dom/release/x3dom.js\">\n\n  </script>\n\n </head>\n\n <body>\n\n  <X3D style=\"margin:0; padding:0; width:100%; height:100%; border:none;\">\n\n   <Scene>\n\n    <Transform translation=\"-0.03 1.58 0.01\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"0.565 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complex shape that cannot easily be mapped to a 2D plane. Let's try one with a very low flatness metric."},{"metadata":{"trusted":true},"cell_type":"code","source":"train.sort_values('flatness_metric').head(3)","execution_count":141,"outputs":[{"output_type":"execute_result","execution_count":141,"data":{"text/plain":"      id     molecule_name       ...         bond_angle_plane  bond_angle_axis\n290  290  dsgdb9nsd_000023       ...                      0.0              NaN\n293  293  dsgdb9nsd_000023       ...                      0.0              NaN\n288  288  dsgdb9nsd_000023       ...                      0.0              NaN\n\n[3 rows x 10 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>molecule_name</th>\n      <th>atom_index_0</th>\n      <th>atom_index_1</th>\n      <th>type</th>\n      <th>scalar_coupling_constant</th>\n      <th>num_atoms</th>\n      <th>flatness_metric</th>\n      <th>bond_angle_plane</th>\n      <th>bond_angle_axis</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>290</th>\n      <td>290</td>\n      <td>dsgdb9nsd_000023</td>\n      <td>4</td>\n      <td>2</td>\n      <td>1JHC</td>\n      <td>201.88400</td>\n      <td>6</td>\n      <td>1.710569e-49</td>\n      <td>0.0</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>293</th>\n      <td>293</td>\n      <td>dsgdb9nsd_000023</td>\n      <td>5</td>\n      <td>3</td>\n      <td>1JHC</td>\n      <td>201.88400</td>\n      <td>6</td>\n      <td>1.710569e-49</td>\n      <td>0.0</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>288</th>\n      <td>288</td>\n      <td>dsgdb9nsd_000023</td>\n      <td>4</td>\n      <td>0</td>\n      <td>3JHC</td>\n      <td>5.43401</td>\n      <td>6</td>\n      <td>1.710569e-49</td>\n      <td>0.0</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"view('dsgdb9nsd_000050')","execution_count":142,"outputs":[{"output_type":"stream","text":"Molecule Name: dsgdb9nsd_000050.\n","name":"stdout"},{"output_type":"execute_result","execution_count":142,"data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"<html>\n\n <head>\n\n  <title>ASE atomic visualization</title>\n\n  <link rel=\"stylesheet\" type=\"text/css\"\n\n   href=\"https://www.x3dom.org/x3dom/release/x3dom.css\">\n\n  </link>\n\n  <script type=\"text/javascript\"\n\n   src=\"https://www.x3dom.org/x3dom/release/x3dom.js\">\n\n  </script>\n\n </head>\n\n <body>\n\n  <X3D style=\"margin:0; padding:0; width:100%; height:100%; border:none;\">\n\n   <Scene>\n\n    <Transform translation=\"-0.01 1.35 0.01\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"0.188 0.314 0.973\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.71\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"1.28 1.82 -0.00\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"0.565 0.565 0.565\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.76\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"2.12 0.74 -0.01\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"0.565 0.565 0.565\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.76\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"1.31 -0.43 -0.01\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"0.565 0.565 0.565\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.76\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"-0.00 -0.02 0.00\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"0.565 0.565 0.565\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.76\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"-0.83 1.93 0.02\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"1.000 1.000 1.000\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.31\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"1.48 2.88 0.00\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"1.000 1.000 1.000\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.31\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"3.20 0.77 -0.02\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"1.000 1.000 1.000\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.31\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"1.65 -1.46 -0.02\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"1.000 1.000 1.000\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.31\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"-0.93 -0.58 0.01\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"1.000 1.000 1.000\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.31\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n   </Scene>\n\n  </X3D>\n\n </body>\n\n</html>\n\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"This molecule fits perfectly onto a 2D plane. Let's examine a bond with a high angle between itself and the plane of best fit."},{"metadata":{"trusted":true},"cell_type":"code","source":"train.sort_values('bond_angle_plane', ascending=False).head(3)","execution_count":143,"outputs":[{"output_type":"execute_result","execution_count":143,"data":{"text/plain":"        id     molecule_name       ...         bond_angle_plane  bond_angle_axis\n9931  9931  dsgdb9nsd_000522       ...                90.000000     6.147241e-07\n9919  9919  dsgdb9nsd_000522       ...                89.999999     7.635222e-07\n9945  9945  dsgdb9nsd_000522       ...                89.999999     4.990856e-07\n\n[3 rows x 10 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>molecule_name</th>\n      <th>atom_index_0</th>\n      <th>atom_index_1</th>\n      <th>type</th>\n      <th>scalar_coupling_constant</th>\n      <th>num_atoms</th>\n      <th>flatness_metric</th>\n      <th>bond_angle_plane</th>\n      <th>bond_angle_axis</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>9931</th>\n      <td>9931</td>\n      <td>dsgdb9nsd_000522</td>\n      <td>9</td>\n      <td>10</td>\n      <td>2JHH</td>\n      <td>-12.0362</td>\n      <td>16</td>\n      <td>0.440049</td>\n      <td>90.000000</td>\n      <td>6.147241e-07</td>\n    </tr>\n    <tr>\n      <th>9919</th>\n      <td>9919</td>\n      <td>dsgdb9nsd_000522</td>\n      <td>7</td>\n      <td>8</td>\n      <td>2JHH</td>\n      <td>-11.3485</td>\n      <td>16</td>\n      <td>0.440049</td>\n      <td>89.999999</td>\n      <td>7.635222e-07</td>\n    </tr>\n    <tr>\n      <th>9945</th>\n      <td>9945</td>\n      <td>dsgdb9nsd_000522</td>\n      <td>11</td>\n      <td>12</td>\n      <td>2JHH</td>\n      <td>-15.0875</td>\n      <td>16</td>\n      <td>0.440049</td>\n      <td>89.999999</td>\n      <td>4.990856e-07</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"view('dsgdb9nsd_000014')","execution_count":144,"outputs":[{"output_type":"stream","text":"Molecule Name: dsgdb9nsd_000014.\n","name":"stdout"},{"output_type":"execute_result","execution_count":144,"data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"<html>\n\n <head>\n\n  <title>ASE atomic visualization</title>\n\n  <link rel=\"stylesheet\" type=\"text/css\"\n\n   href=\"https://www.x3dom.org/x3dom/release/x3dom.css\">\n\n  </link>\n\n  <script type=\"text/javascript\"\n\n   src=\"https://www.x3dom.org/x3dom/release/x3dom.js\">\n\n  </script>\n\n </head>\n\n <body>\n\n  <X3D style=\"margin:0; padding:0; width:100%; height:100%; border:none;\">\n\n   <Scene>\n\n    <Transform translation=\"-0.01 1.50 -0.01\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"0.565 0.565 0.565\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.76\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"0.01 -0.02 -0.01\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"0.565 0.565 0.565\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.76\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"0.68 -0.44 -1.19\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"1.000 0.051 0.051\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.66\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"1.01 1.90 -0.02\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"1.000 1.000 1.000\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.31\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"-0.53 1.88 -0.89\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"1.000 1.000 1.000\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.31\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"-0.52 1.88 0.89\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"1.000 1.000 1.000\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.31\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"0.52 -0.39 0.89\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"1.000 1.000 1.000\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.31\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"-1.02 -0.41 0.02\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"1.000 1.000 1.000\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.31\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"0.70 -1.40 -1.20\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"1.000 1.000 1.000\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.31\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n   </Scene>\n\n  </X3D>\n\n </body>\n\n</html>\n\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"This molecule, which looks suspiciously like a poodle, is flat along the axis of its larger atoms - there's an idea for further feature engineering - but one of the hydrogen-hydrogen bonds is orthogonal to this. Will this affect its coupling constant relative to other H-H bonds? Let's look at an atom with a small angle between its 2D plane and one of its bonds. "},{"metadata":{"trusted":true},"cell_type":"code","source":"train.sort_values('bond_angle_plane').head(3)","execution_count":145,"outputs":[{"output_type":"execute_result","execution_count":145,"data":{"text/plain":"      id     molecule_name       ...         bond_angle_plane  bond_angle_axis\n291  291  dsgdb9nsd_000023       ...                      0.0              NaN\n288  288  dsgdb9nsd_000023       ...                      0.0              NaN\n289  289  dsgdb9nsd_000023       ...                      0.0              NaN\n\n[3 rows x 10 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>molecule_name</th>\n      <th>atom_index_0</th>\n      <th>atom_index_1</th>\n      <th>type</th>\n      <th>scalar_coupling_constant</th>\n      <th>num_atoms</th>\n      <th>flatness_metric</th>\n      <th>bond_angle_plane</th>\n      <th>bond_angle_axis</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>291</th>\n      <td>291</td>\n      <td>dsgdb9nsd_000023</td>\n      <td>5</td>\n      <td>0</td>\n      <td>2JHC</td>\n      <td>18.07090</td>\n      <td>6</td>\n      <td>1.710569e-49</td>\n      <td>0.0</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>288</th>\n      <td>288</td>\n      <td>dsgdb9nsd_000023</td>\n      <td>4</td>\n      <td>0</td>\n      <td>3JHC</td>\n      <td>5.43401</td>\n      <td>6</td>\n      <td>1.710569e-49</td>\n      <td>0.0</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>289</th>\n      <td>289</td>\n      <td>dsgdb9nsd_000023</td>\n      <td>4</td>\n      <td>1</td>\n      <td>2JHC</td>\n      <td>18.07090</td>\n      <td>6</td>\n      <td>1.710569e-49</td>\n      <td>0.0</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"view('dsgdb9nsd_000023')","execution_count":146,"outputs":[{"output_type":"stream","text":"Molecule Name: dsgdb9nsd_000023.\n","name":"stdout"},{"output_type":"execute_result","execution_count":146,"data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"<html>\n\n <head>\n\n  <title>ASE atomic visualization</title>\n\n  <link rel=\"stylesheet\" type=\"text/css\"\n\n   href=\"https://www.x3dom.org/x3dom/release/x3dom.css\">\n\n  </link>\n\n  <script type=\"text/javascript\"\n\n   src=\"https://www.x3dom.org/x3dom/release/x3dom.js\">\n\n  </script>\n\n </head>\n\n <body>\n\n  <X3D style=\"margin:0; padding:0; width:100%; height:100%; border:none;\">\n\n   <Scene>\n\n    <Transform translation=\"0.68 0.00 0.00\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"0.565 0.565 0.565\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.76\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"-0.68 0.00 0.00\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"0.565 0.565 0.565\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.76\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"-1.89 0.00 0.00\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"0.565 0.565 0.565\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.76\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"1.89 0.00 0.00\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"0.565 0.565 0.565\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.76\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"-2.95 0.00 0.00\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"1.000 1.000 1.000\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.31\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"2.95 0.00 0.00\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"1.000 1.000 1.000\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.31\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n   </Scene>\n\n  </X3D>\n\n </body>\n\n</html>\n\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"This is a very flat molecule and all its atomic bonds lie on its principal axis. If I'm not mistaken it looks like it belongs to the acetylene family. Now let's look at a molecule with a high angle between one of its bonds and its principal 1D axis."},{"metadata":{"trusted":true,"_kg_hide-input":false},"cell_type":"code","source":"train.sort_values('bond_angle_axis', ascending=False).head(3)","execution_count":147,"outputs":[{"output_type":"execute_result","execution_count":147,"data":{"text/plain":"          id       ...       bond_angle_axis\n16        16       ...             89.999999\n15161  15161       ...             89.999990\n14222  14222       ...             89.999988\n\n[3 rows x 10 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>molecule_name</th>\n      <th>atom_index_0</th>\n      <th>atom_index_1</th>\n      <th>type</th>\n      <th>scalar_coupling_constant</th>\n      <th>num_atoms</th>\n      <th>flatness_metric</th>\n      <th>bond_angle_plane</th>\n      <th>bond_angle_axis</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>16</th>\n      <td>16</td>\n      <td>dsgdb9nsd_000003</td>\n      <td>1</td>\n      <td>2</td>\n      <td>2JHH</td>\n      <td>-9.94641</td>\n      <td>3</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>89.999999</td>\n    </tr>\n    <tr>\n      <th>15161</th>\n      <td>15161</td>\n      <td>dsgdb9nsd_000721</td>\n      <td>6</td>\n      <td>9</td>\n      <td>3JHH</td>\n      <td>5.08930</td>\n      <td>10</td>\n      <td>0.000007</td>\n      <td>0.000010</td>\n      <td>89.999990</td>\n    </tr>\n    <tr>\n      <th>14222</th>\n      <td>14222</td>\n      <td>dsgdb9nsd_000679</td>\n      <td>10</td>\n      <td>11</td>\n      <td>3JHH</td>\n      <td>1.19355</td>\n      <td>12</td>\n      <td>0.494130</td>\n      <td>0.000001</td>\n      <td>89.999988</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"view('dsgdb9nsd_000009')","execution_count":148,"outputs":[{"output_type":"stream","text":"Molecule Name: dsgdb9nsd_000009.\n","name":"stdout"},{"output_type":"execute_result","execution_count":148,"data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"<html>\n\n <head>\n\n  <title>ASE atomic visualization</title>\n\n  <link rel=\"stylesheet\" type=\"text/css\"\n\n   href=\"https://www.x3dom.org/x3dom/release/x3dom.css\">\n\n  </link>\n\n  <script type=\"text/javascript\"\n\n   src=\"https://www.x3dom.org/x3dom/release/x3dom.js\">\n\n  </script>\n\n </head>\n\n <body>\n\n  <X3D style=\"margin:0; padding:0; width:100%; height:100%; border:none;\">\n\n   <Scene>\n\n    <Transform translation=\"-0.02 1.46 0.01\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"0.565 0.565 0.565\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.76\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"0.00 0.01 0.00\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"0.565 0.565 0.565\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.76\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"0.02 -1.19 -0.00\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"0.565 0.565 0.565\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.76\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"1.00 1.87 0.00\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"1.000 1.000 1.000\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.31\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"-0.54 1.86 -0.87\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"1.000 1.000 1.000\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.31\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"-0.53 1.85 0.90\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"1.000 1.000 1.000\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.31\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n    <Transform translation=\"0.03 -2.25 -0.01\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"1.000 1.000 1.000\" specularColor=\"0.5 0.5 0.5\">\n\n       </Material>\n\n      </Appearance>\n\n      <Sphere radius=\"0.31\">\n\n      </Sphere>\n\n     </Shape>\n\n    </Transform>\n\n   </Scene>\n\n  </X3D>\n\n </body>\n\n</html>\n\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Most of the hydrogen-hydrogen bonds in this molecule lie orthogonal to the principal axis. Let's examine a molecule where the reverse is true."},{"metadata":{"trusted":true},"cell_type":"code","source":"train.sort_values('bond_angle_axis').head(3)","execution_count":149,"outputs":[{"output_type":"execute_result","execution_count":149,"data":{"text/plain":"          id       ...       bond_angle_axis\n12932  12932       ...          2.190329e-08\n12947  12947       ...          1.516013e-07\n17165  17165       ...          1.829481e-07\n\n[3 rows x 10 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>molecule_name</th>\n      <th>atom_index_0</th>\n      <th>atom_index_1</th>\n      <th>type</th>\n      <th>scalar_coupling_constant</th>\n      <th>num_atoms</th>\n      <th>flatness_metric</th>\n      <th>bond_angle_plane</th>\n      <th>bond_angle_axis</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>12932</th>\n      <td>12932</td>\n      <td>dsgdb9nsd_000640</td>\n      <td>6</td>\n      <td>7</td>\n      <td>2JHH</td>\n      <td>-3.77909</td>\n      <td>16</td>\n      <td>0.761095</td>\n      <td>5.884426e-07</td>\n      <td>2.190329e-08</td>\n    </tr>\n    <tr>\n      <th>12947</th>\n      <td>12947</td>\n      <td>dsgdb9nsd_000640</td>\n      <td>8</td>\n      <td>9</td>\n      <td>2JHH</td>\n      <td>-3.33114</td>\n      <td>16</td>\n      <td>0.761095</td>\n      <td>5.166553e-07</td>\n      <td>1.516013e-07</td>\n    </tr>\n    <tr>\n      <th>17165</th>\n      <td>17165</td>\n      <td>dsgdb9nsd_000861</td>\n      <td>15</td>\n      <td>6</td>\n      <td>1JHN</td>\n      <td>58.76370</td>\n      <td>16</td>\n      <td>0.220889</td>\n      <td>3.408114e-04</td>\n      <td>1.829481e-07</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"view('dsgdb9nsd_000861')","execution_count":150,"outputs":[{"output_type":"stream","text":"Molecule Name: dsgdb9nsd_000861.\n","name":"stdout"},{"output_type":"execute_result","execution_count":150,"data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"<html>\n\n <head>\n\n  <title>ASE atomic visualization</title>\n\n  <link rel=\"stylesheet\" type=\"text/css\"\n\n   href=\"https://www.x3dom.org/x3dom/release/x3dom.css\">\n\n  </link>\n\n  <script type=\"text/javascript\"\n\n   src=\"https://www.x3dom.org/x3dom/release/x3dom.js\">\n\n  </script>\n\n </head>\n\n <body>\n\n  <X3D style=\"margin:0; padding:0; width:100%; height:100%; border:none;\">\n\n   <Scene>\n\n    <Transform translation=\"0.03 1.49 0.08\">\n\n     <Shape>\n\n      <Appearance>\n\n       <Material diffuseColor=\"0.565 0.565 0.565\" 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almost exactly on the principal axis. PCA has in this case identifed one of two lines that could be thought of as the principal axis, and the method will have to be refined."},{"metadata":{},"cell_type":"markdown","source":"# EDA\n---\n## Flatness Metric"},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"fig, ax = plt.subplots(nrows=2, ncols=2, figsize = (18, 6))\ntrain.loc[train.type=='2JHH', :].plot(kind='scatter', x='flatness_metric', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[0, 0])\nax[0, 0].xaxis.set_label_text(\"\")\nax[0, 0].set_title('2JHH')\ntrain.loc[train.type=='1JHN', :].plot(kind='scatter', x='flatness_metric', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[0, 1])\nax[0, 1].xaxis.set_label_text(\"\")\nax[0, 1].set_title('1JHN')\ntrain.loc[train.type=='3JHC', :].plot(kind='scatter', x='flatness_metric', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[1, 0])\nax[1, 0].xaxis.set_label_text(\"\")\nax[1, 0].set_title('3JHC')\ntrain.loc[train.type=='2JHC', :].plot(kind='scatter', x='flatness_metric', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[1, 1])\nax[1, 1].xaxis.set_label_text(\"\")\nax[1, 1].set_title('2JHC')\nfig.text(0.5, 0.04, 'FLATNESS METRIC', ha='center', va='center')\nfig.text(0.06, 0.5, 'SCALAR COUPLING CONSTANT', ha='center', va='center', rotation='vertical')\nplt.show()","execution_count":159,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x432 with 4 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAA6IAAAGOCAYAAACNCb7jAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsvX2UHFd1L/qrHkkYy4AtY2NZjvCXLAsCNtj6GEXg5xiwLUsazYxQSMIlQHj42s9a0pu5M8yEybq5y7yAwU5CAol9YxFNMkO6IWMng5M8h7CclxvIe4n5xg94IsDkJpkkZG5YjG/ubRNy3h+7t86uM6c+u7qrq2f/1jqru6urzldVnX1+Z++zd2CMgUKhUCgUCoVCoVAoFN1CrewKKBQKhUKhUCgUCoVifUGJqEKhUCgUCoVCoVAougologqFQqFQKBQKhUKh6CqUiCoUCoVCoVAoFAqFoqtQIqpQKBQKhUKhUCgUiq5CiahCoVAoFAqFQqFQKLoKJaIKhUKhUCgUCoVCoegqlIgqFAoAQBAEzwuC4HQQBEtBEKwGQfCFIAjubP13ZRAEJgiCDa3fZ4IgeI9zfeZzFAqFQqGoAoIguC8IgqeDIGgGQXBGHM8rH00QBHvEOdcGQWC61ByFoiegRFShUDA2APivAG4B8CIAMwA+FgTBlSXWSaFQKBSKXsDfAXgPgI8UlN9/a+WnUKxbKBFVKBQAAGPMfzfG/Jwx5tvGmH8zxjwB4FsAbiq7bgqFQqFQlAljzGPGmN8FsFJQlrMAXhkEwS0F5adQVA5KRBUKhRdBELwEwHUAnim7LgqFQqFQ9Bn+BcDPA/g/yq6IQlEWlIgqFIo1CIJgI4B5ALPGmK9FnPYfgiD4LicAX8p5jkKhUCgU/YS0su8RANvZH4NCsd6gRFShUIQQBEENwG8BeA7AfTGnPmiMuZATgFfmPEehUCgUin5CKtlnjGkCuL+VFIp1ByWiCoXiHIIgCACcBvASAKPGmO+XXCWFQqFQKPoZvwHgQgAjZVdEoeg2NISCQqGQ+DUAuwC8zhjzP8qujEKhUCgUvYBW6JUNAAYADARBcB6Af203X2PMvwZB8B8B/HK7eSkUVYNqRBUKBQAgCIKXArgbwI0A/j4Igmdb6SfFaRrjTKFQKBTrETMA/geAKQBvbn2fEf+3Ix9/G8ByG9crFJVEYIzOKxUKRTyCIHglgD9t7XVRKBQKhUIBlY8KRTtQjahCoYhFy3nRcQBPl10XhUKhUCh6BSofFYr2oHtEFQpFEv4awN8DeFvZFVEoFAqFooeg8lGhaANqmqtQKBQKhUKhUCgUiq5CTXMVCoVCoVAoFAqFQtFVKBFVKBQKhUKhUCgUCkVXoXtEC8KLX/xic+WVV5ZdDYVCoVB0AZ/97Gf/yRhzSdn1qApURioUCsX6QBb5qES0IFx55ZV4+ml1mqZQKBTrAUEQLJVdhypBZaRCoVCsD2SRj2qaq1AoFAqFQqFQKBSKrkKJqEKhUCgUCoVCoVAouop1T0SDIPhIEAT/GATBV8SxLUEQfDIIgrOtz4vKrKNCoVAoFAqFQqFQ9BPWPREFcAbAHc6xKQCfMsbsAPCp1m+FQqFQKBQKhUKhUBSAdU9EjTF/CuC/OYeHAMy2vs8CONrVSikqj+eeAz7xCfpUKBQKhaLbUDmkUCh6HeueiEbgJcaY5db3vwfwEt9JQRC8MwiCp4MgePo73/lO92qn6Hk8+SQwOkqfCoVCoaguqkroVA4pFIpehxLRBBhjDAAT8d9/NsbcbIy5+ZJLNJycwuL224GFBfpUKBQKRXVRBqErgvyqHFIoFL0OJaJ+/EMQBFsBoPX5jyXXR1ExbNoEHD5MnwqFQqFoH2VpJssgdEWQX5VDiqpq8xXrB0pE/VgE8FOt7z8F4PdKrItCoVAoFF1HEAQ7gyD4gkjfC4LgVFme5csyNS2D0Kk2U1EE1Dxb0etY90Q0CILfBvDnAHYGQfA3QRD8NID3AXh9EARnAbyu9VuxjqGrigqFYr3BGPN1Y8yNxpgbAdwE4F8API6SPMuvJ3Km2kxFEVhP74yimlj3RNQY8+PGmK3GmI3GmCuMMaeNMSvGmNuMMTuMMa8zxrhedRUx6EfS1k+rilW6P1Wqq0LR57gNwF8ZY5ZQkmd5JWcKRTboO6PodVSGiAZB8FtpjinKRxRpqzKpSLuqWIU2VolUV6muCkUvowAZ+iYAv936nsqzvEKhUCgUcagMEQXwcvkjCIIBkKmQoscQRdo6SSriCGAR5DDtqmKRbewUqe11Ux3Z7ix1ffZZ4Gd/lj4VCsUa5JahQRBsAnAEwMfd/+I8y2uIM4VCoVDEoeeJaBAE00EQrAJ4ZctRwvdav/8R6kSoJxFF2jpJgOIIYBZymJX8uecX1cbnngPuvx8YGWmP1D73HPDYY5S4jnlNdbql7ZX3K0tdH3gAeM976JPR7v1UKKqOgmTonQA+Z4z5h9bvVJ7lNcSZQqFQKOLQ80TUGPNeY8wLAHzAGPPCVnqBMeZiY8x02fVTrEXUZL6TexXiCGAWcphVo+meX1Qbn3ySCNXUFHDrrfnJ0ZNPAsePU+I6+sipC9897JaZbF4y/653ATMz9Mlo934qFFVHQTL0x2HNcoGSPMvrQpFCoVD0GYwxlUkAtgHYD+C1nMquE6ebbrrJKAiLi8Zs3EifVUOzSfVuNjtzfp56+PrTLTeqHs2mMQsLlPi/xUVjBgYoRd0jX5mrq8bMzNBnnnbEHUvzXx70yv3Mi16rj8ICwNOmB2RPlpRHhgLYDGAFwIvEsYtB3nLPAvhjAFuS8ilCRlZZtigUCsV6QRb5WLpgTF1RCqHybQB/AOATrbRYdr04FSFk+2XSmdSOfmlnO8hC6nz95U7IskzQfOQ0T5lpwNcsLMQT66gyiiSS/N/qanWevyIn3vreFYuqEdGyZWgRMjLPYlg/Qd9hhYQ+D4peRb8S0a8DeF7Z9YhKutobjyQN33rDzAy9fTMz+a5PqxFNc23ceZKw5hF6fM3Cgr3ncXV3v8/MZHtWJPGt142ZmqJJK+e1YUP2PNO0r4iJQFbtcVboe1csKkhES5WhKiPbx3pvvyIMfR4UvYp+JaJ/COCCsusRlXS1Nx5ywNRVvOLvdZxprqsFjBNe7oLBwIAxtZoxx49bQueSxtVVS1h92sbVVSKE9br/f67P9DTlsbJCfVOvW+KYVSO6sED1ZrLPZUxNGdNorNUGZ9GWRi2qtPtcd3pSUcZ718/vegWJaKkyVK2G2sd6b78iDH0eFL2KfiWiCwC+AeARAL/Mqex6cdLV3niouW6xcPsr6tlZWCAyOT2djjC5xKrRMGZwkEaKqSmrVWSyx3nXapSmpuh6SR5Z+3v8eFgzKtsyM0PXDwzQeVxekglxVH+srBgzPGzM2FiYQPvKl+2W2tIozW2Udrfd97cf34F+HtMqSERLlaHqR0GhUCjWB7LIx573miuwCOB+AJ8B8FmR+gY/8iPA8DB99huSvMmqt9JscPsrydPsjTfa/+Puhcxn0ybg+c8H/vIvyevujTdaT76ynBtvJE+1QWC/v+99tm7vehdd/9hjwPe/T79vvdVev2kTxf/8+MeBj34UOHKEynj3u4GNG4E3vSn5uXD74xd/EXj8ceD884ELLqAyuM71+tp+4na/6122/W6e/Bvw92W7oXs4jyef7B+voL0es3adoe9laD9BPQQrFIp1gbSMVVPnV3vdfYP9qCGJwnpqaxHIss+znX6N2r8Z91/cXscojSQjr7Mi9zyf6XNW7VyaPKPOzYt+1iD2G1AxjWjZSbevWKQZL3QsUCgUVUUW+Vi6cEpdUWAHgN8B8P8C+CansuvFqRNCVgWRohvIS6KKCuci/0tripsHPiIdt7fVRRZvv0llp62jondRNSJatgztxGJtVTE/b0wQ0KcxnXdUplAoFN1EFvlYJdPc3wDwawD+FcCtAH4TwFypNSoYmzYBe/ZYk8l+M2vrN1OjTrWnW/3E5TzxRD6z6AceAN7zHvp084yqe5RZ8HPPAfffT2a4GzdGm3DnxXPPUfvYnBag38ePU3rggeQ+iHsfk97VtKbnSSbsCkUbqLwMfde7gJkZ+iwDRY3Njz8OGEOfgH98yDoWdFJu9JvsVigUPYS0jLXsBOCzrc8vu8d6IRWx2svOXxYW2s6qJ1G2hrfoECedak/efLOuoMtQJ1mu43LYu22c+WvaOi0uZveQG1c3Nw9fn2bViLYD1W70H1A9jWipMrQfvOYWNeavrJBTtpUV+l1Eu/KOvXnyVigUijhkkY+lC8fUFSUHCzUAjwG4D8AwgK+XXS9OSkQtogRg2ft7sgjTNOd2alKUN9+07csSqiRrOWm9+SZdlxdR5ZU9gVX0HypIREuVof0gI3t5HMk79ubJW6FQKOLQr0R0N4ALAFwBMjFaALC37Hpx6ofV3qIQJQDLXlUtWiOa59y0SJNnnPOgOHQzzEjSntAy+k2hKAIVJKKlytCqE9GqjS1FOqrrVBkKhaI/kUU+VmmP6JXGmGeNMX9jjHmbMWYUwPayK1Uk+mV/WNR+ubL3vGbp3yzndiL0TJo83XPS1rmIMCN5+1HuNXLrX8Q+pCLfId0XpegzVF6GvuENwPQ0fXYbVQsx1u5YmEcGKRQKRVZUiYhOpzy27tBrE+YoAdgvRNtFVmLnu1/usTR5Rp2T12FQNyAnLm794yY1SW3K+g48+yzFLn322eS63n9/77xbCkUbqLwM/aM/At77XvrsNopcSE0jA7oJX9ntyCCFQqFIi54nokEQ3BkEwa8A2BYEwS+LdAbk/W/dQ1cly0VWYue7X3zsiSdoQgAk5xlVbpbn4bnngMceo9SNCZCcuMj6P/cc8P3vA/W6f1KT1Kas74DP46+vru96F/C+9+m7paguVIYWgyIX8J54Ahgepk9GJyxE0iKv195+XVxWKBTdQ88TUQB/B+BpAP8TwGdFWgSg63Doz1XJbocw6eYqtO9+8TGg/UWFLM+DDGHSDbIVR55l6JYoDfGtt/rvV9Z3IE0YiE2bSGv62GP99W4p1h36Robu3w8MDtJnlfH971P4lu9/3x7LYiFSNPpxDqFQKKqBnieixpgvGmNmAVxrjJltfV8E8A1jzD+XXL2eQD+uSnZLCBe1Cp3lOt/94mOHDrU/IcjyPNx+O/CxjwHz8zQpykPIiyDzSZMwbtNTT/mfi6zvwAUXkMntBRfkr3M/odfM+xXFoZ9k6L33An/2Z/TZaXTyndi4EQgC+mS4Y9itt9JC2a23Fl++i36cQygUimqg54mowCeDIHhhEARbAHwOwK8HQfCLZVdK0Rl0a4W2qFXooogzTwiA9JOgrBMmef6mTcDICE2Ijh8Pm4qlzeeJJ+LbnmY/lDsRyurwqug9pIxum71zPZ99trvEUM371wUqL0Ovuir82Ul0co/4oUPA44/TJ+Dfs/7UU7R14KmnwtfqopFCoegnVImIvsgY8z0AIwB+0xizF8BtJddJ0SF0a4U2LQFKQtHE+ckniSCmmQRlJRFFkQ7OB4hve9ye2ChNdBQhT9oXy3ts+fwkshw3qUvat5rG4ZEPUftyn3uO7vfoKE1Au7lfTD6/OtHtW1Rehk5MAAcO0GenEbdHvOh3xLdn/YYbgGuvpU+JMheNdGxQKBSFI22cl7ITgC8D2ArgjwDsbh37Utn14lREjDSFgrG6aszx4+nifWaN67mwQEmeL/Pw5ec7trpqzMwMfWatn1vezAy1dWHBmHrdmKkpypdjni4s0PflZeqXlRV/m+r1cJzBxUVjNmyg/Nw28/9RfZwUb3VmxhiAPrNgcZHqODBg8+Y+GBiwfRoVnH5lxfZB0r3PE2u27Hi/VQGqF0e0VBlahIycmqJ3bmqq7axSIep9afcdceOh+sbSAweorYOD+eJFZ0G3YlArFIr1gSzysXThmLqiwBsBfAnAr7Z+Xw1goex6ceoVIqoBpqsLee+YQM3MFHsv00wkfOekPZa3TtzWet2YIKCR6cABIluLi3bidsEF9N/IiL1eTuoaDWNqNfo0hiZ2o6PhSZ/sZ3cC6CPkLink4ysr9to4wuf+t7pqzPS0MfPzlhxzG6am/Pdb1nN01PYBE/ioe+DeI/k7aqzQMSQdKkhES5WhRcjIuTkaH+bm2s6qLbT7jrjjlA9LS8bs2mXM6dPhd7gT72fcWJ60SKnoLvQeKKqAviSivZ56hYjqimV1IQlVWm1jVjSbNPmZno7O21d2nFbTJWru+Wk0ovx9YYEmmlu2mJC2sdmkSRn5mjRmfNzmVa/TpG5uzpiJCbq+Xqf/Fhfpv1rNElE5CXQ1pq5GlfOQWtmFhWRSLu+l/I813az55OPchtlZ/32XefBkfHx87WJFkgY0zWJHHi3qekTViGjZqQgZ6WoSq/psuu3wwR13XOsI93g7iOtHnVP0FvR+KKqAviSiAC4B8DMA/jOAj3Aqu16ceoWIVlUwK/zkpcjJBiPJpDSroPOdH0XEjAmb4rqauWaTiBprRCUhW14mM7V77zVmctL+J7WJAwNh0ukzRZ6epvynp8MmsbWaMWNjltTydUy0mYDKexJFxmX7Zfu479m0lkknk+OREf+9SaOpzXrv3PsQlYdOfPyoGhEtW4YWISNd+VaVZzPP4k6SxYJvQawT0DlFb0Hvh6IK6Fci+hkADwA4DmCUU9n14tQrRHS9oB8HY5dsLCyQhi9p5TwrkrStPvKWtt6MKCJmzFpNnDuZjDOXNcYSyWPHwua1KyvhekdpXZeXjdm/n7SPq6ukjRweJi0j9/fEBBFD1q42m+G9q752yrr6SKLbNtluzmd+Pp8mPKncLPdONaLpUEEiWqoMLUJGJo0NvYqshDnNGFyVtisUivWHfiWiXyi7DnFJiWh3UZWV8HbgMyvtZtlJ/Rs3EYr7z51MJhFjd1/j2BiNXOzsJ8mEjc9h8ssOT2o1qw11nQTV6+acGfDUFB3j82Q5LhHNqpFM2nuVdrKZ933QyWx+VJCI5pKhAC4E8DsAvgbgqwAGAWwB8EkAZ1ufFyXlU4SM5Hd/bKztrFKjiHeE94U3GuGFxnrdv3AWNd50uz06PigUijzoVyL6HgAHy65HVFIi2l2sBwEpV8WzarqKKDupvLzkJ8n009XuybYzOQ8C69jHNVU7fnytAyFphsqazXqdzovyIiw1oPJeLCxYUuvWsej7lGYvGdc3rRbbnfD2+4JOp1BBIppLhgKYBfCO1vdNLWL6fgBTrWNTAB5IyqcIGXn4sDEAfXZLBhTxjpw+bc4tni0shLcD8EKju+Amx5u48rP2Q5b26PigUCjyoF+J6CqAfwPwP1vfVwF8r8Nl3gHg6wC+wUI3KikR7S7WAxGV6MUJQd57EEc0jbFt9e1fjCNccn+p3GOZ12w1rv5u3Tp1f9IS0Sx1cCe86+k9KhIVJKKZZSiAFwH4FoDAOf51AFtb37cC+HpS+UXIyPvuo/f7vvuyvRvtoIh35LrrqN6XX071rdVoe8DJk5aIRlmGJJWfx+y3KI1oL48fabYddLIshWI9oy+JaLcTgAEAf9Vycb8JwBcBvCzqfCWinYVvn2GvEbNOIqugq4JgjLqH7ex39O3j7ATx6tY+yqTJVBrz3jR5KrKjakQ0TwJwI4C/AHAGwOcBPApgM4DvinMC+du5/p0Angbw9Pbt29vu8/Fxc85rdreIqETed4c1oqdP07XHjtHviQm/dUKWcmRc4U60JW4M6pbDpDyQ2zHyzBuy3IP1Nh9RKJLQt0QUwBEAD7bSoQ6XNQjgSfF7GsB01PlKRDuLKPNNnUz7UQXBWDRxkntFo5wWld0vRTy3cR6Ju1UHRTZB2yspqwwFcDOAfwWwt/X7gwDud4kngH9OyqsIGXnmjDEAfZbxHBexF7vZtM7QOMyUMdGOzJKQ5AU9qj5JMYgZvrrwsUajc2HG2r23vjYWQS59i5BZnPspFOsBfUlEAbwPwKcAvL2VPgngvR0s7xiAR8XvfwfgQ1HnKxHNjrwmQjqRTkY/9ZFvQpC0Ss+OPpImEd1G0gQzTf3ajTebtj/z1E2iU7FwewVVI6J5ZCiAywB8W/x+DYDfL8s0V2pEy0BRC0m1mjGjo2HvvzIGcpZysr5nHMuYnbXFWZ5EkawkjWi740neMSpLGXmvdetW9uJmEShbLir6D/1KRL8EoCZ+DwD4UgfLSySiRZsddQK9PMDkHcD7YeBXpIfvGY57BtpZoe6U6W7a/H3mZBIrK8YMDRlz9Ch9z2POF9efc3PRZn4c67TRiM+fwd6Jp6bSnV81VJCI5pKhAP4LgJ2t7z8H4AOtJJ0VvT8pn6L3iPYi0i4kBQEl6W27VrPvSyfl9uQklTMykmwlknfhTFqnRLUjzrQ665ifF0WQ27z3qpfmZjqnUhSNfiaiW8TvLR0mon1hmtvLA4xqRBV54XsG0moG4ohqUe9LOyZ8UeZky8vGXHGFORdWRsZhTWN2HPfe8H+jo5T38eNrz+H4rdPT6dpSr681PywCvaJprSgRzSxDQftEn25d/7sALgJwcUu7ehbAH8t8o1LRXnN7EWne+2aTws8EAcUNNoae5clJSllNc7OCiejkpK1P0riQl2TF7SHNuse3G9rNbiKt6W83oHMqRdHoVyL64wCWQE4TZkGe/H6sg+VtAPBNAFfBOit6edT5vUpE+2WA6WVCXWX00vPRbl3S7pVaXAzHDnVNzorY75PVtM6NMSiv5Wd/1y5zzvPm+HjYrG9xMdm5U5p3KM7xSVYC2Klnq1c0rRUkol2VoW4qQkaeOkX3/tSptrPqCNJaQrhk0H03O0G6GEW9x2nNb6NCkHVT9jDpbTS6U4c05D7Ja3w72zeKRFEaYMX6Ql8SUWoXtoKcLRwBcFkXyjsI4P8Dec99d9y5vUpEqwjfQKeDX2eQheCn8c7Yzn1qd7Ehq0Z0aorMYN3yilz08NXJ7Ucm0LWaf3V8YcFqUPbuJc2otA7gfXOsXYlrt7w3eb1tlo1OaVqzompE1JQgQ2Uq2llRleCOKa6ZexEmolFltQOfhUbWcvi8tM6RioLsHyai09PJJsPtlmVM/BYLt998ixBxi6FZ7m8R86ak+ioUPvQlEQUwDOBF4veFAI6WXS9OSkSLQ9xAp4Q0GVlWvH3nRvUxx+j0mW0y2hFS3TC5lGW0s9KfFkwyp6dtnm4/uhpRCe5PNpmdmgr38eIiEVSAzsmCNPezF9ErY0DViGjZMrQIGXniBD2zJ060nVVXkWYRKIuJbBxBTGshkQY+QpU1/zz1KUILJ8dJtw5Fh53xkcm0cbBduRd37eIiPTNJMiyqXnng1i9JTvfK+KwoF/1KRL/gOfb5suvFqdeJaJUGh7i69uNqXNH3Ju1eviiBF6VxSqNBa4dMdmIBwq2Pz3w3qxntzIx1FBR1jTtpmJ+3+6FWVog0zs8nT7SSJh+rq6QRHR5eqylNapO8n1UaH3oFFSSipcrQImTknj30/u7Z03ZWpcI1L48jlsb4tVJxTs1818QhbvxxiRPnm1WrmGWMSaM1TGMWHHVO0Yuebj/x73qdFhj5uO+epLm38vmQz0keM95m0x9vOwpZNaJ552gqg/oL/UpEv+Q59uWy68Wp14mob3Wwii98N+rebWcoRZPrtN5NGw3Spg0Ph9vazh68qLY0m2ROt3cv7e/y9W3aBYhmk7y7jo6uJcUyD6l9ZOLJ5EuStiz9z0T2+HF7je95cfNk07B6nb5PTFhimjQJjYOrHeUJ4syM3+w4Lp+kia0ijAoS0VJl6Ho2zXXhLvYlvX8+rZkcK7NYtvgQNwZGkcA0WkVJ0LJoIZM0omkdHRVlvhy3CMtl1Ovh+M4bNpCMqtXstgtXPrH8iIp7Leu7YYOtg1yIzBO+iz00p4k962qTkzTbeS2N+lHJsJ7Rr0T0IwB+AcA1rfQLAM6UXS9OvU5E5SCQ1VvdekOeAOHtoGhynTY/1pwGQXjwb4eIR13baJhz3l59fZvF3GdxMWyOGmVytbhIz/nx4zZfFnZydTmNEw1XMyknA2m0rNy+RoPqFAQ0GeBJi1vPLP09NUXEnEku90EWUtkOGV6vqCARLVWGFiEji7CM6IWF2Kymp0kawXZlVlz5eYkF15sdw7WzL9NHRGs1kmFJ5fu0t0l153kSazN93sRdQj41tXZxkUko19OVYzxOJ5F0zo8XF7MsBvjy8mlE4+Re1IJtluc4iWj2ijd0RTHoVyK6GRSQ+2kAfwng5wFsLrtenHqdiEpUnYj6VhWLJHFZzFY6jU5OmpjEcAD1dtFsUn5MsCSY9F52mTG7d5NGUiJqIiXbL81iH33UmJ07jTl9Okws5YTD13cyj6i6ygkCXxunsYgToHLCsGGD3Qs6N0da0UaD6jIyki1Gp6zrwABdy16AJbHO8q70wgS9SqggES1VhpYpI+X4UkXNi/tuum1o1/GYTxa0Q0DluUV4IXfbu7pK7U2y+shL2JjoBgGNq774ypLkshmubKev7a5lz8wM5T81ldxHPlJYpNMl33sh54pZLH98c8skolnF91IRjb4kookNAX6lzPKrRESrPuH0mSMWNXj12mCYpz5l3V9JilxBxEKIwxa42sNGg/5zHfbI9svJpOsEKK0jDKl9lPs2JeTqM08QuP5RjjuSNBmNRticlyc6tRqVwRreNPt63RVongRJL8BcX9nGXlmAqvr4w6gaEU1KnZahZcrIXtOItosoYspjU9Y2+jx3R5GdOJmUVdObp73SeiOt1UfWevBYOTm5lmD68ozqk6T+SGOJwtdI09hGg2RFkYvlvj6SMiONRjROxiTNZfrhvVRYrFci+rkyy68SEa06Oq0R7aXBME99OkGm06xspzknblU1zlNgs0la1MFB2mO6vBwOAJ+m/ouLdB3H49y2zZjZWf8KNteTNY2syZya8jtu8Jn4ynJ5b9uePbSqvrBgyefsLGlHJyaiY4OurtKq/OAg1ck3AZN9xRPLY8fsxID3pc3NdeYZT/us9tpiT170IRHtqAwtQkZ20nyvymO/XDzjPeJZ3rE4jairTcxiftmJd52tU9JsZch7T+VzJhcvo8qLei7TtD/tYqYk32zuXLSMj5JfaecsCC+/AAAgAElEQVRacXkU4cU5qSxF70CJaAmpCkRUX9z1gU7cZxbGScIvrTmXT0PhE1TyPCZXvFeHzX1Zu+oSYfmbJ1PsvOgFLzDnyCibx/J/tRp5op2YII3i9LR17nD99WQO3GjQpI2dJtVqYY0n153J8tGjtu6Dg0RMh4fp9/AwXT87S3nNzlrCOzFB/+3bZ69/wQvW7hXiPltZIfJ5+jTVW+5l5dVqzts3sYqb6BdlWtUv45AS0e7LyCL270c9f722QJK1PvyOT0zQItfUVDHvWFZCXJRGNE6WMBlL0ojmvadSGyz3iEY9d2k1onngW5T0mQKnLS/v85+3LZ16r3rtfVWEoUS0hFQFIsorieoZU5EVabSdxkQLB9d0jCeUHBcziriyB18mQEzqBgaILErzJCbLrhMgwJj9+4n8nT5NWsk3v9mY884z55w1bdlC3/fts6STnSHV65R27qRju3bZcgD6PjhozpHM5WUqX5LPI0foN4efYGdFO3ZYzei2bfZ8zuuWW+zvLVuMefGL6fvVV9u2BAH1RbNpyTRrQyXRP3uW2nDPPZYEHz8e7ntf6B/XrDrpnrnH292/1qtQItp9GVmERjQNaejmYknaxbs0cMfAdsrPi6LySzIB5kW6uH31eevC8m56muZM9Xq81+JuPC9uGb7+SUPO8pLmvMSvU1YM/bKg2a9Yr0S01JiiVSCiTADkvo+izSU6CR14ikVacinPz7LaKr+zc4kgsOFTZmZIwPvCCrHQY43j3Jwtd3bWnCNbUuPJRDUIrInZwoIliQcOhEkmE0L5+7WvpYkHYMzWrZYwzswYs7REeZw9S2TsrrvoPD6f086ddJ2b9w03GHPzzcacOEHmxfI/ThddZM4RYt//TKx9ievIhBkw5uRJa7Inj+/dS2TUdfYxO0v1np21x3jRYHKSvs/NZdtryuRYepw0pvoEtQ+JaEdlaJlec7Pm0U1tS5Fl8Zg3N5c/TmS7KCq/JPmUNl52XriLp77/Ovl8JBHPtFZFSfmmrUPRGlGdz/U31isRfWuZ5VeBiBpjBy8mAFUK2bCeNLrdGKTTmtvK8+NWqOM8BPJ33p8pzWlZgI6N0X9jY+FwLFzHep00f1u30nmXX06Eib0bNhp0bRCQSS3nf/o0kbBHHqHzjxwx5uBBYzZvpnw2b7YEUKZDh8w5UrhxI+XJTo42bqR83GtYs8r7QQFjNm0Kn3PgALVFks+bbjIhYnziBJFFed2uXcbceuvaMgG6np0rSbLNdZ+ZofbLa8bH1xLBOI0oT2qzOj2KIpxRBNV9rnp1stKHRLSjMrQIGdlJAiDHoiI8vWYpt6jyfJYkSe9Q3vKL0uTGnR93vzu9XziuT7oln+P25vrka5xsjnK6JM9z2yTzzWv2m9cUOOl6RW+jL4kogE8AWHTSbwE4CeC8sutXFSIq9z5UUSPq81zaj2hnwpVGGDSbRNwmJtKHb4laHeX7wo59+LjUVLKZU61mNZwuaZUaRCY5zSYRv5GRsKkrp6Eh+/2+++z3qSmbLxMz9lDL9XzkESKOtRoRv8OHjXnFK+jcu++22sGHH6Y6795tzpnrLi5a4sxp/34TIqO1Gu0pleds3mxNd2u1sPb0uuvsea5G9eqr6bqzZ4mAv/a1dPzKK+nzuutsLNEgoLoODZGGlJ2QsMOke+6hNoyP28kqI83kLs0qeZpz0mhEe3myUjUiWrYMLUJGdlKLLjVg3ZYxRRFszkeakmYx18zS5qLrHEWi0hKboiAtx1xZ1s3xJc0CghxjXf8IkjzKEF9R98t3H3xWSnnMfvO0L0+eRUNJcH70KxH9IICPAjjcSnMAfhXAhwH8Vtn1qwoRLWNgLxKukOhXtHNPfAO3u7LpEsd2ymBN9bFjltT6Vmt58UNqOeVq7/w8aQGDwBLR1VXSIDKxO3rUmDvuIGL26lcbc++9JmRuynsruR6rq3Y/5NAQkS8mw0zMJHnlkCoy3Ak7qmBtJk+Cl5asdvbkybBHXoDKZUJ55532PKlxYU+2x45Z4jk8TCTXNSMeGQnXBaA+uPjicN24vzhQOreJSfvevTakjEs608RElc+k1I7K/xsNu3+rHTLZy5OVChLRUmVorzgrcuGaNfI70M3nqQgZHEWY0mqymICnNaEsat6QNZ9Ov+uu5VVWy6EopL0PeTWxURrSdjSiaf9336Ei55Jlzk/LJMFVR78S0b+MOgbgmbLrVxUi6kPVXjafdq8qRLobSJrQ8/1OE0Q7TRm+xQGfRoyF1MqKDYfim9xIocmmovv22fAmTLRcjeg99xDRHBpaG/vs8GF73o4ddIxJ3ZYtRALn5my9uI7z80RYjxyhPaH33Ufkd+9ea3oLkAaStZH79llTYakVnpqyXmt5orOyYj/n5qyzJPbay1pY1np+6EP297Ztdq/pli027yAgQry0ZPsPoHPlnlfffeeJ/oED6UIRSCIqv0sT36xkMk+QdtWI9r4M7RVnRS6SNEFVgUs+kiwSXESd14n5QTv92w2NqDu/KEIjmlajGEd602qPu/38Vm0OmRZVHAd6Bf1KRL8KYLv4vR3AV1vfS3VUZAoSsmWhai+bW99+HQSLQLc04GnylOZfURM/N37n7CyRotOn6XejQcfYjPXkSXPOGRE7QmLideaMJZau85/9+8nMlT3VHjtmQ7wsLNBv1k7yHlTf3swLLrDfmWgePWrjm8p+YaI2NkYkeMMGqh/vf2XNLadajcyHL7/cmEsvpWN79tD5w8P+sDP1enjv5caNVB92QJQmzqvUqCbdY1/7FhbSmVBGLSi5cQt7FRUkoqXK0F6VkVWTf1GIMqNsVz5GvaftaL+qLrPzPDNp+q0djWiZUOWAwkW/EtGDAP4awFMA/gTAEoC7AGwGcKrs+vWqkI1DVQcLV4iV2Y5e78NeEvhxgtglqVNTRLRGRsw5QjgwQMSN90AdP24J68gIkb+lJUs6eU/p9DSZze7dS6asbC7LBBYgkiaJ0MAAncNaxFOniECePGnM295GGsjbbzfntKE7dxKxlaTw+uvpOhnzU5LsmRki2Eyo2RSXyebUlG2/1Gq6ZG11lbSnrDFmMs8xRDnsCjsgSnpmfVqntGZlvolw1PVRTo96/Z1iVJCIlipDe8Vrbi+U0Sn4zDCLbk/cgmKWela1j43JL1d91kNVQNYF7V6ad2RF1Z/NXkFfElFqF54H4IZWKt1BkUxVJKJVHSx6aaDo9T7spb6Kg4+kLi5a0jg3F/5/YcFqFHkFmSdHvCeS91nOz4dNlth8dWCAtI3sQVbWRe7hZI0l58Fkc+9e0pzy3lQ2Z52etqFSWEvLpI7/bzTouyTNjQb9xwSy2bQOk17yEnKoJPNhsij3gfq0zBx2ZnmZjucxRcz6nKexWpD7SKuIqhFRU7IMLUJGZvXYnAauSWPUXskqIMm0swi4C12dNpHl7Qud8I4bV24c6corV3msnpoqpt+6Jd99711aM+GqodfndFVBPxPR/QB+AsBbOJVdJ05VJKJl7inIi27XM6m8qvRbkehWm+PMlKImBisr1kusJK2udm5hwRJSl4hKsIkph2zhMthDbq1G+za3bSMzWi7zmWfo2DveYeOaGmOFHJfPms6DB/0TLRnmZc+e8L5SnizPz1MZ4+Ph/uBzmDi7IXN8Guko4Rt1z9Pu2fOdx46auG+qhooS0dJkaK8SUfnsc/5FEYW0KGpMTTLtLALdmqhzOXKrQTfuia99RT13RT+/3boXvrG6X+c+/dqubqMviWjLzfxnWl7+fqWVfrnsenGqIhGVqMoqULfrWYV+KXrgzKId67VBO422T2pfJyfDRNEFO++ZnvZrVdkDL5PS48eJ/PE+Szb/HRmx2kvWfA4MmJDZ7dSU33yVTXY51ig7Y5qcpP9d09vVVaoHm/9GaRR8C1G+c+PIpvRimtVUy52U9dqzlISqEdGyZWivmubKPKO8QHcaRcmZfjJdlmMS73fvhByOkw++56LIstpFmRpRhSIO/UpEvwogKLseUanqRLTdldRuC6citbhx+aQJZ5HktCGPWU+SpknmkUS+suRljM0vyrMqe4DlfUi+CUKSeZN83nwB5KP6Nun+pzEbc4m0W/bKCpnczs+vJWaShE5MEKmcmyNtJDs24knT8ePkMInNgNmZ0fQ0kdWpKdojuncv7f2cm1s7Cea+4dAy7PU3CKg8XxgWJofDw5Tv8LDfaZDvufGFx4gLmSH7m8m1b7KSxtwtj8lwmaggES1VhlZBRiaNq90otx1wnWUc0aLRCc/FSejkOBB1n3t5wbXbWO/tV2RHvxLRjwPYWnY9olIVhKwLlwywKV+e8AnuYN7pgYu1Pp0OqJ3mv6R6uHmkMYN0zSldJK3cyzKYSBw9Sto7l5S49Tl7lmJTBkGYrDHxlHFAWbs3O0ufPDmRZJbJJJuQsldZzmNmxmoHR0Ys+WOnRZLcSBMh3zM3MWFjZvJeHEkmm026dmpqbV25rdILr/s8c9s51qhsp9veZpPKHh015uGHbWgWjq3pTnblPeXj/H11lfrv+uvNOQ1qEIQXC1ytJmtK2azN95y5jk3kJJP/n58P31sfFhfDMVjzwDfBzUsGujFxqiARLVWGVkVG8nO4vNx9wtUulpfJGoPDOiVZKuRBJ2K5JqGT73NU3nFlKjFTKOLRr0T0KQD/DOBJAIucyq4Xp6oIWQk2+wsCmpjzRDpP+IQ02o0iwcKQHcG0oyVtRyM6PW37ryiN6MIC5Tk6Gj0JkoTM1RLW61Zbx+Ti2DG7H9IlJW59du2i87Zts5pPfk6YaCwskAZvdNQ6FJLmpXJhg4kmO/BhEsVxTLl+MrQKx9Jkb7ncv2NjdM7Y2Np7c+aMzYPLGBiwZrJTU2Gvtb5Fk8VFe/2RI2v3mXLbpUdKNrfltsi+5HiaTCDZoZHveeX2LC1ZjSw7K2KHSxz/9MwZS7KjNDgrK0TIh4b8GtFmM9wfrhZlcTFMuuPgI/hx5/qe/yI1ot3QZlWQiOaSoQC+DeDLAL7AbQawBcAnAZxtfV6UlE9VZKSULW68314mpc2mHeuGh8POzIo0q0wTmqlodFM7nQbt1KfoOUrRyKLxbrdeSuj7F/1KRG/xpbLrxakqQlZCElHpFbSIwaFI8x1ffXjld3k5LBSKFFg8UY/zoJjGC55r/ukzB3XzTJo4+LRn3H424ZQr1kxu9+9PnkBwfE3ekzgxQZrKWo20bFxnnrDt3281ovW6nbzxJKhet/so2Uvt8HDY3LVeJ3LJIVdqNRtXc3DQauqHhsw5IupqDdl7LZNIJkZsLjs3Z/Nlku5idZXaGgRWcynL8K2ay2dkcZG+79pFzyZ7hr3vPquNjjL54uM8mTxwwPbBsWN0TqNB92Nycq3G2NWI1uvxxI7Lm5igfCYmws8NmyHXanRv48aD1VVqXxrSGvWOFjkpUY1ocTK0RURf7Bx7P4Cp1vcpAA8k5VMVGSnNzdnSIclCpRfgjj2MrEQ06d0pgxR24n1uJ892rs3Tf93s8ywa73br1WsLDIri0JdEtNdTVYSshM80rygUOcBI80eXBLmmR0UKLF+5LlZWiDAkmeZKl/rub1+eo6NEnNKQW9awMfGbm7OaKfcecyiPpSV7jdtfCwvmHKHbto3MSlnDyM+J1IiyeS33PxOzyUlLLHmvIhNL2XZJ9ljjOTRE+yeDwJi77qK85uftwgkTycVF+j4wQGSP6/3ww9ZkmPuCybgkVpyHGxbm2LGw5133XCa5jYYlhHwvWPu5dy8d43qdOUPtZSdJk5P2eqlp5UWWDRvoGl5wkSbbHBZG7itl8Lvhc37kI8Gs7eW9plLLKsmoXKxywWXyMxKHrO9oGXvS0qBqRDRviiCiX2czXwBbAXw9KZ8qysgqmelGLZxmfd+SZHevabF62WrCh05qRLutRFCNqCIKfUVEAfxZ63MVwPdEWgXwvbLrx6mKQpaRdkDOMmgUrd1wBWw3JqcrK0Sexsejy+EQHKOj8aSR91KuroZjSfo0bJJspNWKGrP2PnK/SfPK3bsp72uv9e/BbDatZowTXzMyYu8rE0I2/WTyOD5O5Ii90cp8xsfXEkEuU5JQbrsklrUa1SsI6DxJwNkkV5JdaQbMe0bHxqgOMuamXGxgB0InTtjr2ORWxhSVjoPGx+nej43Zvj99mv677z46xnW5/HK7IMDXDw9TfvPzfg+yTL7n562TpMFBY06etO2amAg/n67pXNJCjXvMfY5Yq8taWN84EfVMFzEOlLEnLQ2qQkTblaEAvgXgcwA+C+CdrWPfFf8H8rdz7TsBPA3g6e3btxfV9V1DlPVCr6IIuViFdkrkJZRlaUQ7CdUwKnoFfUVEq5KqTESlpifOZLSdQa7dVTb3+iRB0O4KoiSEUZNgJm1pYiFGmdL6zgsCY667LtkDKROjqPAXbKrFJpNzc8Zs3Urtuflmfx6SZEozV9nGZtPuffSlILB7ZwFjLryQPk+eJMLGex45r3rdEkjAmC1b6PO66+yxkZEwEZQOgtjsFzDm3nvDDn3cxCFP6nUiTVJTvGsX9Ze8fv9+q71mIv3II1RfJrbyGWFtNvdXvW7MnXfac3hBoNEI769lzfHJk+F9lpz/7t32vgwMhPf8AuHnj+87vy/cT3HmxfK4+5uf3TiNaNR7VMTESDWi5SYA21qflwL4IoDXusQTwD8n5VNFGSmfvSpM8uW732skqVMogxT26rPQqwRZsf7QV0S05RQhMpVdP05VFLIukkxG29GIptFquKaCfD2Hr5ADvy/AstuWNILC9T4rTSRrNfJ0GqURbTSIDMh9k2nL4ba5k2wut1azkwn3HGnKmoaM8ySKtbdXXGH3ELnnyFiXbOLrM0tjEi7J0GWXmXOaUc5HOiHivYhyzyMTXz5ncJDy5H2STELZzNit6+IikT/p6VYS13qdSC970WWNHWuK+VnnRYfBQdJo7ttnzOHD5py2e2HBaoq5LDbNZW0t5yudEvFv1n6ycyl+1nghg0km15/fE+n5lvfgcr+fPGm1rbxHmftFevEdGKD28Z5R97lxn6e4kDlRiHrfeo1EFjlRqwoRLVKGAvg5AP9hvZjmVlEj2smYmwpC3mehCs9QUVhPbVWsRb8R0W8B+Gbr003fLLt+nKooZF1IItbu4MECnL3appmQ+ggWk2NJzIyxhGZqKrotaUia1AhKIl6vW4EetbrMWsHp6eSyo+rjEnTfPfCdkzTA+/o7Lsamz6xX3gPfKjvXdX6eCNOpU2sXB1ZXiTix+ShPlNj5UKNBmsWxMfruEuKoZ9ElpRzH8uRJ63zLPV8uMrAZLmtEl5epXvPzth/cPuTfs7N+j8V8zvHjluDK/aBSmy+1lKyhnZ+nRQ95LsdsnZuzZsJMfkdGzDliLJ0g1evWTJav51A77kKP7EteLDlwIHoxKgqd1IgWiSI9iFaIiOaWoQA2A3iB+P4ZAHcA+IDjrOj9SfWoiox0QxhVaTK9HjWiVUKvjYdpkec9qGpbFcWgr4hoVVJVhGw3wJNfNrdkZw/sdCXuulOnSBslNXY+QtKupsVHemVZjYY5t9eQ9xMaY00v5+fpu0syZN58TRShiSLobK7KJppxpDKq/T7yys6FJNmSZUotrSSLPo20Wwd3AuTT+i4vWwdCExNr92tGtUmSTu4XJoO8b9GnzXOFJ2vRz5yJNreT1/hIJpcdF6YkyrSVn2He68l5SMIfFYxeLpIsLFhNJ5vqSusBNlUeHbUaVOnNNo05+vHj2SYdcXmWMZGPCjGxHoloOwnA1S1z3C8CeAbAu1vHLwbwKVD4lj9Oo1mtioz0We8UuUjbSXSjnv1s5dDpMjtd107ln4dUVm0RR1Es+paIAhgB8AsAHgJwtOz6yFQVIdsNsDnhkSPWQQ+bMw4ORl+3uGhNEw8c8J+TRgimGQDjCIcxdq8mQHsHeUIrHQktLkZPWuLMkpPMlGXZPs+nafLwmfNynkND0c5sjAmbz7L2bHp6bZzMKM/FXB4TU9Yc799vQnsl2XHRsWPW2Y1Pw8xCkGNeAnYfJ3ueHR2N9gbL9ZOOpXwxQWW/LS9TveTeSL6eTWhZI5rkeVqakUsNv7tfmOvN7490gNVshh1ecblzc0ToWePM+fH7xjFC+f4lvRP1OpXPbfM9Hz70mgmjJNQSRU6iq0hEy5ShVZGR0nJEWiy48Ye7jbTvVRxpKOLd7DXnYWVo3npV29epevXCmK6oFvqSiAL4VQB/BOBtrfR/Avhw2fXiVBUh2w3wRJrJmjHkRIadyUSh2SRt0/79fs2p1NjECcGkwdgloWwm6WoI63VLnrg8qRGV2j7fxJbLcYOhJwUEZ60Nh3DxaXDSTqilNpE1ouwAh/c+uqaaPOmamLB15QmYdFzDMS05zIkkdUz8Bgaor2ZmyMkPQF5pef/m1JT1hjw/T8/M7OxaLXW9TseHhsixD4cvkfswWYvHJHh6OuxMistjM1Zut9SKc167dtlnmLXBw8PkCXfHDnNuzysTS+mIyNXMcp8ND1MbJieNefRR6v+lpbAZYL1uvRAD1CecH983dvTEz7qMGytNzms1Mnlm0+g4oijfA/k+sHbcNY134XPqkmQe2MnJTdQ7VuRErWpEtGwZWjUZye82e+qW8aI78ewmjelptflyzOcxmd9Ld6xPA59lyHrQiMbl26vErFfrpVh/6Fci+jUAgfhdA/DVNvN8Y8vc6N8A3Oz8Nw3gGy2nDLcn5VU1IVs05ADoi4PJ5HRyMn8ZPIlkAhKFJEEpzXI5ZMj4eLQ5ZhZvvb5yXKGfhSjz5IMnQO3Uga9jD7FAeH8st5+92AYBERj20soTG9dz7YYNlqzK/Hj/7dwckUJ2/sOOfaS57alTxuzZY81tOR8u78gRc46c3Xxz2BzaF66EHQux9+GhobWOpVgLyybC7D338svp2le9iup15ozVMHK/AcY8+CAtVBw6ZEKmsAMDlgAfPkxxUK+5xl5XqxnzkpfYMrhe8/P2HHZCtHOn3c/KGu1t26hPl5fpPt19N5mzc2xY+RzPzYW160zGXdNxJpty36wk5vv3hyficc+Zu0+W7wlrdN2FgG5oFbg/eC9w1CJQFlSQiBYuQ7OkqsnIZtPuwz51yu8wrp1n15UtaSxlspiVs2UNLyrKfeJZiEqvav86jfXabiWziiLQr0T0CQAvFb9fCuATbea5C8BOAH8iiSiAl7X2xDwPwFUA/grAQFxeVROyRcLVKrqEkfd+7t5Nn3lXUtM6kXAFiHuunKRLj6a+a5PyjkOU5knu/4w6VxI1N4Zq3jrwRIY92bJGVK6c8zlsOrtvn+2juTm753B21oYvYW3BiRNEWB55hK696y7q15MnzTntIocoYbLJTqG4jB07rGZ0aMiYgwftf26amAjH93zkEbr+9tuJ4PF5mzeHr7vqKgopc/fdYW+1k5Ph9so612rG7N1L35//fPq86CL6vPxyaufZs0SSAWPuuWdtHFU+V/6+9FL7nfMHqO+YjO7fT/kBxrzwhfacK64I58WmxLOzlmzxAtC2beQNmLWnrBmembGkfdcuq7UeG7Ma/6kpG3YnjUdt3+KJ1Ny6Js/dmPBIK4OizAorSEQLl6FZUhVlJMuIoaHwGBwlf7JM4l3imbSAmmXLCb+3PHYxEc2zNzpKNvU7USlD09oLWK8EXFEs+pWI/l8A/qVFGp8C8N9bxxYBLLaZt0tEpwFMi99PAhiMy6OKQrYocMgRnnjKPaGTk2GiwceymvasrFhvnjMz8doUV0O2uEjlXnwxkQV3Lx5AWi9jwkJidZUm4MPD0fsp05opsbMmdrLDsTQlAdy4kY4dOkShUOQ+RN9EwDX59dWNvacuL1uic801pKmT/SO9BZ88acyrX21JEmvvmGS56UUvok+OUcqf7v++xGaobN4KGLN9uzGbNkVf46aXv9yECGKWxH3CZNVHHi+7jO6ZS4p/4ifCbdu2Lfz9kUeoHzdsCF/3ghfY7zfcYPuMy5baUzYDdkk153n55WTuzhrVILBxWK+4wpgPf9heu3t3+Dub+o6NWU2vLK/RoHzZFJqJv28CJd+Dep2u37cv/N6wRnR+3k9EO2nyx0R0bm797hHtpAxNk6omI3l7AS/ASEucKDKRZRJf5PPOeXGIJl4Y9u3tzwq3rWna2Otkq0z0OtHr5r0ruqx289Pntjj0KxG9JS61mbdLRD8E4M3i92kAx+LyqJqQLRKuydDCggmRzoEBMpHkCTMTQI61mAZMZnftokn47Gy0F16eYB89ak2FzzuPjm3ZYklfvU4aEll3OTmQRHVoyF+vU6fo/1On4uvPcTH37bOE4MiRsDlro0H9JInH+Hh0nu6KumuGKx0rSZLESa7uS0KclsS5dc2aRkb8xC9NykJUo9L27WuPsfmwm847z5gXvzh8jOOmynT11ZacSg1nVLrzzrXHrrxy7bELLwzXRf7H+2rHxqzGlc+RJr5u2w4dsosjQUDE9ZZb6L9rrgk//0FAizVRZq3yWZTPkOssSL5jjUZ4QpbVCUrcRL4dk/q0qCARvaVTMjRNqpqM5PF0asrud5f7sH1kIu1zVvSiC7877NwuDfFMqiv/HxXuKS7vXidbZULJjkWe5ySLNVw36qPwoy+JaN4Eci3/FU8aEufkIqIA3gngaQBPb9++Pd/d6gO4AwNrZsbHSSDy/j4ma6urlpj5wkT4BpqVFSIup05ZL6lRE13e1+N6tuXEexiXl2lyvnevJbR87uRkWIPERFSaPi0u2nP27InvI6kRlaRHOvhx6wnYvatpTHxliBweUAcHLdljTeW115LWk82meV8g7y3cs8eW/6IXGfO2t1mCs2ePMXfcQZqzX/qlaC3pTTcZc+ONYe2fm86coWcjCIw5//zwf3m0m698ZZjY+ohiXLr6aruIwUlqajm55rUukWUT1Fe/eu3/sl1XXWXru3s3fZdmxOefT5dzgqcAACAASURBVBpNSSa5Tm5/uVrohx4iYvnBD1pnTSsr9n4Fgd3bevKkzVvmw46VTp2iT36vfO/cygpZDoyP03feVysXityJrRumJuvkPI64dsOzZ9WIaNmpakRUjrvNJmkXZRimdsiE62Atb70Y7jjOx3yhwaS/gDTbUFwfAmUQ7V6CEsnikKcv455b1Yj2DvqSiAJYBfC9VvqfAH4A4HsF5a2muW1CCh7eE3jyJP3H++527LBmQh/8oNXayH0r0gTXHWikw6M4z7MrK7QPjT3bLi9bc8XBQTvIcJxTgIitNHeV2qAdO+g4m2pJZz2sJXvb29L1TbNJE3vWYhkTNrW9++4w+Wk0/E4qmNByHsaE40fKPFkLffq0XSBg8y3eR8T92myGneYwaanViKy4xKxWswsEkoQywQSsie8rXxm+9q67wr9lYhLHWtc777R7MgFrmrpnD5XHJIrLZE3jjTfS51veEjajZUIo92jecIP17izNY2U/8H9RZPTUKbonTOx8RPXo0fCxffuIuPnO5/24UqMtF0jctHs3XcPP9shIOGYta2mZNPJ3vv7uu23bOIxOo2H3AI+O2neOrQb42eI8Tpyw74mctDMBffhhIskf+lC2fWtpzOL52NmzyXGL20XViGgnZWiaVHUZ6dv7nBc+h15Z6+G+N+4EnR3xjY35z8mzJzWtxqifNUv93LYqoNNkUcloMehLIhqqNBAAOArgfQXl5xLRlyPsrOibUGdFkZBmoDMzdi/dwYP0//IymdSyGapPQ8kvP+8ZlISRweTw6NHovWpnz9Ik9+zZtdft3BkmrjwR37zZOq6RJrpXX03/X3ml1YDWalbDJB3b7NgR3T9M9qam6Dd7Mp2bo99SsEnCsWdP2FOtrBuft2+fLefBB+nYW99qV69lSA4mWa9/PV3HdZAmpLOzRCSuvpo0di5hHBwkUnfRRVarDRjzilfE7wUFrHmpq73j5F7P2sGdO8N7HaPyBUjbC4RJa63mNyO++upoUnfiRHi/JBNwaRLsM5c9eHAtCeVrrrqKCLJb5tCQdRLE6Y47zDli6JZx4YXGXHKJbe/p0zZMCztuOnyYnp9Dh+j3yEiYAM/O0ns5OEihZE6fDvfR6KidoPJ7EgRESjnGIi98cF/Kd4G1wo8+SufzBH521i4CbN2aTER9YWHiJoA8tvCzyRpRNc3trAxNk6ouI3k8lU6LfOekfc5cfwRpNYhRRNRd8ORxXW4ryaIRbad9/TyZ7+e2KXShoSgUQkQB/FHaTMpKAD7f5vXDAP4GQBPAPwB4Uvz3bpC33K8DuDMpr6oL2XbQaJhz2pfVVauhetWrwiY9bIa6skKkaOtWmoBLoeia8cpBX2pL3dAQfA57Er3iCls/JmB33x0WIM88EzbldImoNKPkVXBpSitJwu7d0XvVWOM0N0fl80r1xMTa+v/kT9o82VmRLNOYsLb2Qx+yZUkSu7honRCxB9kf+iH7vyQWUiPGjonkObw4IIlX3lSr2XoymUqTovaEMuHxkUPZBt+1PrPbzZuJpEsNb550+eVrHQ3Ftcc99+KL6VNqbKPa8frXW/NZNs9Oqt9tt4XbyASey9m715rW83N+xx2kJQXCRF86SALIZJsnwTffTPfo2mvpk8cGgPajjo7SGMCaVo6Xyg7CpImtOwH0TeSXl8Of/E5yXNV6ve3h7hyqTEQ5tStDs6SqysgshDHvJDatKbkrgyQkQWUHfSx3ktqV9n8lYYp+hz7jxaAoIto1AZWqosCISMcAvA/An5ddL05VFbJFgCenbMrHxO/OO61QZg0Ke4p1hTUL+DNnaGI7PLxWC9Jo0H886W401q7s+jSi7MGXY0oy2ZSaq0svJXNe3l/JbeLEE1hp8somjEyG4vaq7dpFE4ING2xMy/n58Lmrq+HwHACRVtdjoySihw/b6x96iI699a3WJJdJpI+07dhhyUgUyXzLW0g72A4pq1KSHm7d/sqarr8+/DtKEwwY85rXJOeXZiGAz3EdGvH9lr+jnE2xJhwgbTgvTlxyCWlV3Xbw+8Xp0CHrAOl1rwv/JzWn7sLI0aPhZ+1HfzS879klAfK958Wde+/1m+xziBpe/CkCVSOiZcvQqspI+ZwlEc1Oa0TjypeLLdJjet4Jta8s1RYlQ4lMf0PvbzoURUS/6QiuUEpbQFEJwG+I9OstjeWl3a5HVKqqkC0CrhBlcnPffZa0cXiIILArttKzH6/myriSUguyuhreAym1okkDA5sg3nWXLd+Y8KSX9xIeP06CttGwmsRrrgmHOuEYqYDVbO3a5Z9ELC9bDeDERJjgPvpo+NwoZ0XSxIonLUwqjhyha5tNq21yPZ5yklovTf2Xsjh4et7zov+TZNGXbr2VyOnAgH+v7N69ds+oJLUAjQlR9b3jjjA55pAxAH26e88lSeUFFybJrkMl1Yia0mVoVWVkXhPaJGTZr8mI2xfNYZFYvrZLGF1nTa7MVvihZL130AnSqPc3HYoioisAPuIIL04fSVvAeklVFbKdAGtE772XfvMesx07rAMh11mDNCvyOSJaXKSJ6c6dRCAffTTsOEXCN/i84x1Uh9e/PuzshEN4vOY1du8bXyvJnLvXjOs4MECTYV89jLHkks1gZWiLV70qfO7qqglNzC+8kNopJ+Y8+PGewg9/mI5x4HVO4+NrNVUbN4Z/HzwY1rK52lhN/ZsuuCD8+7bbrCMlNsW95BL/4oUbF9VNf/AHVosqtZ7Pfz69h1z2NdeEzY0lgQWMeelLLRHdt4/2IQP2vZELU+zs6aGHaFHomWc0fEuvpX6QkUVOQqWZLfsRSDLN9ZXPMmZ6Or13W+loTMq8KETtS1WsRb9rzKrUvk6Qxiq1v0wURUQ/lzaTbiQAVwB4HMA/ttICgCvKrhenfhCyeSGF2uqq1S6ed54NkQIQEWVHCrfdRsde+EJjlpbsy720RGSzViPiJsuQzoGYQEmPgAyf0GQStnGjPdZsmtAEmsthQvpzP2fJ7/Ly2hXiqL06bt+wiRQ7HuK6X3ppWKtjzFpzUJ5s791rSbwx1iHUDTdQW6Ujmk2bbIxG1sb6yIPPVLTd2KCayk15wt4A5JCLnSgNDdFzyPu12WmUXKjg58n3XMn9r+6eY5n42s2b6V04e5beu9e8ht67T34yHOqJ67F1K70DbP47O2vfeX4POAQRm+J2IpxE1Yho2TK0H2Rk3klo1PPHmvozZ9I9n77yk8K0+CCtb9gKyDdZ53zYCZoS0WRUnagk1b9KGsGq34syUFSf9ese0U8CeBuADa30VgCfLLtenPpByOaFFGqTk1ZzAdAkUjpFmZkJO1LgcxgyLiXvOWXtpM9Zy803h1+Yz3+eCHCtZj1/fvrT9vzzzrPnulpE2ZZjx8L/TU7aAXhhwXpPdGMhSkjt6cwMkcMNG2xokIMH7ST7iisoj7e8xZZ50UXRq9WsqbrsMpog8B45gLROXDZrTm+/fW3fAaQ1laFKTpxYu6+PCcj559tFBle7ysQiSVvWS8mNxRl1LE8KgmzOmNyUhlD6nC25+y5lyrLIcNNN1nSd37vzzydyumePMT/90+F6ygUUuT/1jjtIy3n11URKX/5y+99FF9EkmMeH6enwWHLxxfSss/WBrJ8xa/fEzcwY88530v833ECfTEQ7EVe0gkS0VBnaDzIy7yQt6vmTIcnywkdEk8hCWo2olHk6oU+HKhE1H4rcB62oHop6fosioi9Pm0k3EoAvpDlWVuoHIZsXUls5ORnWgiwtWTL06lfbeJwcU3Lz5nCsP9ZkbN1qBSt75QXWxneU5qrGWLM/nhhPT4fJ0SWX2HNl+Ilbbgl723RjabIHUUkod+2yk2jfBJdfaDaR5T2iQWDM/v3UF0tL1kMqByS/917Swi4tUT4+b6GHDtE1995rye7IiNUk8zXz8zYOKN+jiy4iE+WxMWqvDN9y6lRYu/qSl1AZQUDnc7/u2+cPfcKaWl8qmqS260yIzbJlivLOW2S68srut3lkxJh77vH/d9ttfs3l3XeHPfBed13Yu+3+/eHzL7+cnpO3v90eY0/RXO+REfvfv//3RKbHx+1zy4sxGzfSApJ8j3hxiBeoZBgkPoef8cOHw5Nz1Yia0mVoP8jIvJO0JI1oO3uXfSTXlRl5n/9OvDe9gk4Rqjjv3lVAHm/Kiv5Br2lEv9VyWMRJ/v6rtAUUlQB8CsCbAQy00psBfKrb9YhK/SBk86LZpEnk9PRard7ionWiI0kjT0xrtXBebKq6tGSdI8jwIgcP0mST93weOkQTUTaRZc+xP/zDdnL7Uz9FxzZsII0pm9XOzlqnLfw5PW3/l6Rqfp7qs2EDncPkcmjI76WT+2VmxrZ1eJjqKk2cOMTK6CiReHaUFOUdlH9v2BD2pMv58DE2VZSa5CCwDmB4lZs1TYODdoWc2yxNd9m8eHbWatbuvpvOecUraJFBkpLLLvNrTWW65hpLqGV61ats2e4+17RJahRlyJCkdMUVnd8re+KE38kPp3vuscQwinj+0A+tXZQBSPMoQ76w5pwXEgDSbL7jHdZx0NycXXiR1+7YQffQNeHev9++80FARHJhwToymZujenM4p2aTJtpTU/SesEn7/Dydx+8WCz5+JtnhEAtG3i/K8XilNoknzEtL0e9j0aggES1VhvaDjCzaNNfnDyEr0pBFl6y6MUeTNKJV1e7FoVtt67c+TNOeKpNVJeLFoCgierGTLgHwv7UI6ULaAopKAF4KYBHAd1r7W34XwPZu1yMq9YOQzYvZWXqSjhwhwcYecrdsod+s5WRTU2OMeeMb6diP/Ei8AGQnDkA43Mq+fVbTx2lhwZgHH7TnHD9uHSNxHU6dshqaWm1tSIzJSRtepl4ngsiedtnB0oYNNPkeHaW2x+2dYVLL2tepKf9q6cIC5TsxYTVNroMk3wqr9GY4M2MFBBNRdpA0P09EmMm5PGd01GpRV1boPOmtd+dO2yfS6y/3KScOu+OaUL/hDXZ/n0t2ANrHyoRrxw4y5azXidDcdx+RXNfMVd43nzntZZfZz9Onw/uL77zT1vfgwfiwKnfdFY6RmZRkrMxXvYp+S5NYfm6BtVrI8XF6/phwcWJN8mWXxXu0HRwMawV5f/D+/X6P1FIb02xa7Sd7ZH7kkbB59xveYBcz4rxVLyzY9ytushLlACVqcu5OuGX9y5jsVZCIlipD17OM9C2a8Kcc6zsF992R5ca9O/086e5W29oppxf7P02dinbq1c0+SKp7vy0sdAqFENFzJwA1AD8F4CsA5gC8LG3m6ymtZyErtVZTU+HQEAsL5ITkBS8IC1wWzDKcioR0ksD7PTduDBPAWo1+M/lZWLCEh0kYD148Od+3j45NTdE5Dz1E5rwPPUTH5H6Y1VUiQ2yOKDWRPBClNa2Sk2vfwMrHmHizhjLJo6EcFOWeVDeGHNedQ+JIZ0syrqvcE3T6NMXClM6kWAsGkGZvZIRMd4eGyOFGo0F9Nj5u472urpIXUzabnp0lsuWSXUlo2RsxH5NacSBsPiwJ5pEjlO/DD9vjTHb4njM5n5iwxGpsjMqYnaX6j43R/2yGvW8ftWd+3l534gTdJ9bOnzhB+bLmcWiIypubs/Wfm6Pra7Xw3umxMUvMBgYoRMnu3VZjPDhIx4PA1kXmNTpq7+/SEvXd2bNrPUHLCSkTxqkpuwhx/PjaxRUZWimNg660jrzanWD4FmS6OWGrGhEtO61nGSmJqCSBZZm+ptWIKjqDtH3uyu2qoMhnqtvETzWixaAojehGAHcD+BqARwFcmzbTTiQAswAuFL8v6qUwMutZyC4tWVPDep32drEjFXbsA9DkmAXu0hJpbILAajR8L7bU+Pm0guzN79gxOodNc9/+9vDgxd54H300PCHn0DJMNl2TWCYKExP+uviIqG+gkoNp3MDKXnZ5L12cR8OosmTsxah+lORTegpmAtFoULs4vI7Mh4nW3Fy4bUz09u0Le/g1xj4Du3ZZYrRxI+UVBERiZ2fp2ocftproo0ctQZSkc26OyuO6MKHk+nLc2VrNmlu7fcUEa2rK9ov7nLkTRR/JYi0x712U/ekjSvJeyLx8iwPcp5IEyjr6nsm0Gg42HXfPrfoep26hakS0bBm6nmWkHEf6ed+lIoyosdO3gBw1//GN0esJ7bwvaWWXyrjiURQR/RsA3wZwCsCIm9IWUFTyefHtJc++61nIuqt27CBnfHytFobBJoIHDoRJkQuenPNE3EdEpRkgE5bTp8MDC++hZBNeFgS8h5I1Q7IezabVZElSJ+EzL/QRgSgiEmXayORaksO0K3Q+IurWbWrK5snHJOllbRmTuLg2y3shtZqy/dK5DefpkjF+DljwzszYY/y/+xwwcZ+fD//HbZIa4CgttHu+ux837jfXoUhB2WzaPdc+jXjSCnGcUHWvVQGcHxUkoqXK0PUsIxX9h6ix0ydX3LE66ZyyrT16Ce1oRNNeq+a2FkU9b0UR0TMAfiMidV0TCeCLAC4Sv7cA+HK36xGV1rOQdR9cJm9DQ9GEK8lUlSEJpNTOMfllT7NMQIaGqOy9e8OktV4Pm/BymcvL5pxp8dzcWkKR5EwiieDEIWrwc7WsSYOk+3/c6juvsG7YEDZBZqdK7OxItsGXR5QAZjNUVyNqjNWyyviwsv7spIk9F6cxG0sj6NP0IZ/vasXTtj2q3CT46sXPvKuNzltGUdcqwqggES1Vhq5nGanoP0Qt6smF9TTjbZIFVbfQq7KhG/JOrRQsonw3ZEWhe0S9FwEvyXNdOwnAW1pmwve30tcA/Ltu1yMqrXchK1/4Rx+lJ+uee6zpo6uFY3LIZpFRWkJXIypNKH0mK+wJtFaz2rDFRas1dTV8bDI6OrpWI2pMsmYtr6CJOx6lcUwiP7LvuH94b5LPtb8rMN3+5L5nM2H2VhoHd4HBNT2N6wdXI5pGCLdrepNEWLNOCLJqHKMWMnxmuL2MXp3EdBIVJKK5ZWjLy+7nATzR+n0VgP8HwDcANABsSspjvctIRX8hSnYUEXPVlZ1RZRaJoshvUh27RfqyaJVVI2rR00QUwIUAfhrkAv7v0l5XZALwMgD3tdLLnP8uKqNOnNa7kJUvMu/bO3zYOms5fjy8h29uzpwz45Se++L2rLnk0ze48J7PvXtJ68daz+uuo/Ln58P1ZuI0N7fWKQCbfU5M2LxkO9mL7saNlG+U5tS9xh2Eo/YhslMd3+DpE1SyHCbY7AGXnQa5g7OPKMp9pKyNBsiBDpOjqOtYuzwyQnXg63nPJDvTOXaMzKcnJqjvGw1abOBPt93cR8vL1hQ3yRmOr69k3X2LGe69WF0lAn7mDPUhe5iVz6WvnlGhd7KiKgKyKvUsElUjoqYNGQpgDMBHBRH9GIA3tb4/DOCepLLXu4xUVAdZFpij/AtkzTuNFY/vWFHktKh8kohMtzxFy75KaxG1nhZSo1BUXxRGRAE8H8CbQC7f/yuA7wL4XwDU0hbQrQTgc2WWv96FrHx4eY/i+Dgd43iB7Bm02SSSClCcw9VVSwiXl9e+BDywsbfS4eGwR1gJNms9c8YSAt6PymRKgvez7t691pyUndAMD/u1ekx6jx614Vk49qGEz12/DOPCxzjcTLNpnfiwKbHbJ2fO2DaxCe8zzxhz8cX0ubJC+29rNet59e1vp9Ac7CWW28IDNN+D06dtfMeFhfA+WvbQWquF68Yab0laAQqN8spXmnMLE+ywKCoEyT33hEOKsIDn/nVDxszNJQ+cvN+VtfN87alTaxcf5uaoXeyIqV4Ph6ORe1/T7A+OWtl2kVVr3mvIW8+qtM+HKhLRuBQlQwFc0VqA/lEATwAIAPwTgA2t/wcBPJmU/3qXkYrqIM3CWtziOcM3vkXlncaaJi6/tJrYToy5Ms8kItqLGtFeQ9Xq60NRe0Q/2iKfpwG8vmWa8620GXc7le24SIWshbuvkjWkY2P2nIMH6djBg/Tb9TwqIYkok6Gk/XPS7HRlxcaV5PIYTI5cEinJoIyHKAcIDiFy9Gj8XtLTp+m8EyesVrBe92tWue5cp23biBS5guvmm+05TPjZc/G2bZaQDw8bc9VVdHzTJhMica6Glskex5EcGqL6Tk5SGbOza8OoTEzQ4sHx4zZkythYWOPN6eab6byzZ0ljys+ATBwf9OBBKp8XHpjgvupV4fOPHo33LNxsWvPkPXuMuftue+3g4FoTWL6nvL/Zjel58qQVDnk8Jqd5XquIvJOLKmtS+5CIemUogN8BcFNrEfoJAC8G8A3x/w8B+EpS/iojFVVBWo1okuWSj5QVvejI183NpQslV6QJMUO2s5f2W3aiLt0giWXKxTI0ojVE42UA/hnAVwF81RjzAwAm5vyy0ct162s89xzwiU/QJwD8yZ8ACwv0CQA/+EH4EwA2bgx/3ngjUKsBP/zDlNezz9o83/AGYGICuP564OhR4Nd/nX7feuvaumzaBBw+DBw6RHW4/XbggguAF76Q/v+nf/K34bLLgF/7NduWJ54AfumX6L/xceD736f/nnwSGB2lz2PHgCAArrmGymg0gC1b1ub9/vfT56/8CvDpTwP33w8MD9v6bdoE/NiPAfU6sHs38IEPUL7btgF/+7fAV75iz2Vceqn9XqtRnQ4fpt/T08DnPgf8278Bv/u7lBcAjIwAF11E34eGKL/f/33g538eePObga1b6b8rr6TPxUXgHe+g+j/0EPDMM5SfxIMPAm98I/CxjwGzs3Tsm98Efvu37Tnbt9Pnvn3A448DX/0qtfcP/9Cec/759Pnd79LnH/wB8Hu/R/Tv8ceBI0dsOxhbt9J9+djHqD+5f559FviZn6HjTzxBdQSAv/gL4JFH6PvmzdQ2AHjTm4AHHqA+vPpqKicIqL9uvJE+b7qJzv32txELfv42bbLHbr+d7i0/Q4znnqNnYWSEfrv3OC+efRb42Z+lz27hgQeA97yHPrPg9tuLa7eibayRoUEQHALwj8aYz+bJMAiCdwZB8HQQBE9/5zvfabuCCkU34BvHJXguAJDs3LjRnuvOh+LyTjo3S12/8hWS+V/4Qvz5POYCdi5TJJ56iuTAU0+lO/+554DHHqPUTj/4kFcuxUHOATuFMuViN9q3BnEsFcD1AP4TyKnBnwH4DkpwVJQmQU1zS4O7euOuAp46Zc6ZQjKWlshEc2mJfvMqDMcFlY6DFhdtXFLWXGYJ8ry4SJq1XbtIe8doNq0J6Zkz4bawg6SpKVrxdPelrqyQhvOSS+j6Bx+MXkVaWjLm+utJM+r7X/YfayWlF19fCBe5F5ZDfHDfcd2DgOJycn779lE5o6PW9FWaqvJeTvY8DJDJMpumjo/Td6mN3baN7sWuXcZ8/vP0ydpLn9nt5CT1tawXQPXev5+0qsPDYc0la5OliaxMg4PWRNcYa+ocBHa1em6OtJunT1M5rFmv1ynxPlrWWPPzxX0q++TwYcq30Ui/qT9uvw97Ki4Krql3N9BLq+DdAvpPI7pGhgJ4L2wot78H8C8A5qGmuYp1CNeCxdUq8labtF5zs+xjjKoLW/NIj+9ptFpFjtlJZrBx9eH5nS9mebuaOV9M73aRtX3t5t1t9NweURMWSDcBeBDAXwP4TNrrupWgprmlwX1w3d9smnvy5Np9pBzr0iWi9Xp4YOP9h4cOETk6csQ6EEpTP+mhl9FoWHLDToxk3Tkm6Yc/HDa7bTbD+04BY573vGz7ROR/kmSySSvv4TTGP1DLPaA+s2FJmCcmiNwxuZJmoKurRMDGxiw5XVmh8/fupbocO2bJ7cCANWe+7jr6vPhi+jxwwJwjrzfdZMxdd1miL8muJJAc/3NqKry4wAR52zb65H3BbDrLac8eqlMQ2Libk5O2jnNza0k8P3+8D5bvZRBYwcz9yHuI77nHmj5zO5JMm9IIZ36u5fPeLlxT7zLQCwK10+hDIhorQ9EyzW19/zjCzoruTcp/PctIRX/ANWt1HRQtLmZbJI+SEWlIYtwe1TT1yOqdPy18dY8j2ewQUDoC9F3TTv2KNHX1tS+Pp9ms/VQ1FEJEAdwXcTwA8Nq0BRSRQPtTv5ZwzpZu1slNKmSjwZP58XH7kt1zjzmnJTPGvoD1un8AZsJ2/fUmRBrSDvZMNqSnNt47KAmxBGv+eH8pl8cD/+HDxmzfTv899FD0IBk3SLkDj29wcsmqzHNqKt1mfM5jbm6t91ffudxGqa1jgsP7Zk+dIu3iwAAdX1oiMsrknq+dm6M9oY8+akPBjI6ubSNrIlnAT03RNaOjdhGgXrf3jL0gT01Zj8x8n0dHbf8wiZfE0ecAa3IyvJK9sBAmvtyuI0eIFK+s+AWo24euUJH3St7HIgVQ2USwnwRqFKpERIuQoQ4RvRrAX4DCt3wcwPOS6qAyUpEWZY9fUXDrVSRZkuCF2LiQaa5GVJLiNPKHF5bn59f6rWinHT6vuEka0bSxwLOQ/Li82oGvfXmIqC+fTmhwy0JRRLRUU1dPfX4PwPay6xGVVMhGg19SqfVh76d79tA5PFDEmTuyie0FFxjzoQ+lf0mjTCAbDRMiNBLNpjHXXEP/v/rVYU0ZD4YrK0SuR0b8Torc9vscFrgrqkzaZ2fjByLXuyvXK8rMUzojcgc/t93SNNW3QnnkiNWGNhphwRUE9N/NN6/VGiaZoqYJfcJENAjCJJyJOpsn8UAuw7Xws8WacSmMJybCYWNYC80a3L17rdaV+4QFidRKy3teq1G+nCc7tJqfX0t45+bWauyrjF6dSBaJKhFR0wMyVGVkNvTaO9RN8/usE/uy+qrIcuWcYHLS73gorjzZZ77FawbPFaan6X92FCk9+bcTSzLrcxLVJp+lHZPrRqPYZzFLnaOUBVmfgziNaJZY6r2KfiWifwpgFeRGfpFT2fXitJ6FrPsS+uJiui/p7KwlXBJxA2Czac0/fWFSkurnkr6VFdLocRgStx5MFV7jZAAAIABJREFU2h55xN9WqVGNI3Zs1urTaLrl3nEH5XfVVdGmx82mJZW8Yrq6avvGVxcmTWzmGjXgMgFjU2Q3XqjMBwjXf3XVhmZhjbVcWODrBwasJ17elylJIZ/LJrvLy/Z5YoLHJDQKvtViFrhBYBdFVletmbgMzcIaWd5bOjBA5suSLLIJ89jY2mfdt9dZamvdlV7fHhlFdnRzQlpBIlqqDC1CRvYaOeskes2qoFvxH43JToS61VdRcwn3/3bMR3m7hk/GuabB8n/pxT2uP1xtaVGmpkXD1wbuX5blRT2L3Xy245D0fFUJRRHRfwXwPU9aBfC9tAUUlQDc4kvdrkdUWs9E1B0w0rzUrrMiRtxA3mwSMZCmmmnAA600PTHGmr+Mjq4tT5qA+kLKGGP3vu7ZE0/sWFMpiWXUQC/3IU5O+rVki4skcA4csP3AmtQ9e/x9s7JiHQRNTITbK/tcCikmjZIgra5Su48eDTsIkvXav5/+Y/InNYN8L+Re0QMHrACWJrQybqk09U0zQLsri2yqOzJiNaBcFj8Hx46tNbmamqL7MDBg68HPtY9AuhMFWd+oED9xq9cu1qNToCzo5uS9gkS0VBlahIzsNXLWSfQa6V5eprFaOvzrFLK2vVvjYpLGKo4oJoHbwNZO7vYVeQ7PZaTVkiSiabbqxM2z3LBmZTyDcXWU9zvLsxJ1rsrV4lEUES3V+U/V0nomou7LnUZg7d9PT9/+/f48fMi7SsfEWJqeGBM/cLPmjZ3k+FY+eX/h3Fz8oC6JnTQz8V3z6U/Tue97nyVILqF3VzSNIRLl01IymDSxh1opQN3JnVyVc81Gk1Za3f4NAkv+uNxmk/qUzZrZW6+7x4WJKTsUyutRkPuxVrOmxFL7GmVqw4SZ6+d6JWRNt9R2ZxWKPidacejGym2vTYCzQDWivZtUI1ptZN371w6y5tvpBQp3716cRpQXN5Pq47ZRkli2npme9i8SNxp0jpTlvi1QeSD7sgoLP1nqWIX29Av6kogC2AfgLwE8C+A5AD8oQzMbldYzEXXhCqw0prlxK4muuWMcEfWRiqjVLrnyJz3Jyv+iBIpcGXWvdZFFqA4OUt/t3Bm9b9CnQVtZsde6/cPnswfbkyfXepGN09rJ+9lsEjGM00pzftIzcpTGL24l0tXU5hWuPnPeNPnFaSqLENas9c1CLLuxcqvCOh2qRkTLlqEqI6uNLF4+2xmvmXCl9YrfbnlpkGUBkK2gkpzqRC0AN5u2r2XoOJkvzzl8i9vz83bRNQ+KkrvtIm3Z7WpE3WO62FUMiiKiP5M2k24kAE8DuBbA51seAN8G4L1l14uTClmLNE5nol5+H6nLYu6SZdXWXWF097VOThJZdk1Z3TzbHbjk9Q8/bM5pNqP2DEZphqNICvff8LA5t0c0imjwSqzcg+uawSTt0+Xyojwg+87tJOmR2tEkIZQ1z3bufx6NaDeggjgdKkhES5WhKiPjUcX3Lmqxrp1xXS7y9kpfZFkALJJA+chpkjkq75+UW4riFlWjkLbNUVtO2kW39qm6z6ouxBaDoojo/wpgR+t7AOA3WntEvwTg1WkLKCpxowB8SRzrGa2tCtloFL1iFQffoBg1sEhNmUuAFxdtuA7pQr0Tq2eyfrzv9PDhaKHBJsVsEswmo+4eWLfOc3N03exstIY4SdvJWjy5P9VFFkEcJRyz9mua833PQR6hU8UJo6J4VJGImhJlaJVkZBnveFUnwGkWmrNgPY6vaRY20z4fUXOgLA7xms1wyLs4WS0Xr4u8d90iom6ddb9oMSiKiH4FwMbW958A8FkAFwN4HYD/kraAolLL498mAL8J4P0A/ncAX+x2PaJSlYRsPyOLUHTdnbsE06etcrWzTGDjTIqzrIyOj9NbOT4efb4be5IFgbsHNqqcKFPiNIIuiYhnEURx5WWdlOWpe9b65q2boj9RQSJaqgytkows4x0vYhJfhIVHt8rsRRTZlijy5itDPm9Rz16cZZc87iNw7B1+YiI+moGsDztZXFmxTgfdeNzGhIlvEQu77VowtXsPVb4Xg6KI6BfE948COCl+dz20C4CXAng+gBcC+I8AfgHAtd2uR1SqkpDtBeRZdSp6EIojJjz4uo6KXDLnEtJ2tG3NpjUHduOH+erNA7V0opO2nDQCLQ3aMWuJK68TGtE8+XYqD0X1UUEiWqoMrZKzol54x7u5SBZ1XVnaobL6P23/pVnUZOshjqcdV4arEXUJbBJplPkxEZUxr30aUT5Pxrr21YfbwbG75Vwn60K0r21Z5hBp7k+7RLKMZ68XxpuiURQR/RyArQDOA/APAF4u/vtq2gLWS1Iimg1Rm/+zDLhFwCc8pJaxVvOXl2YAzqqB47J7aW9MEvJoRMscdHW1U1EUqkZEy05FyMheiG/YLeRZ1MsbbiOKcLKcZrPLtPVod2zPa+HSLtISb1/93GPNZjgkWZZ6ZyFnbp1XV9eGi/MRQN6aFARhgirrJ+Np+zzDZ31GfSHhsswhorTM7jlVI3X9OC8piogeAvC3AP4ewK+L47cA+P20BbSbAHy5tS/Vm7pVj6SkRDQ9ms1oJy1ZBtwi4BMecRpR2YY0hItDfEjz37ThT/oV3Rx08xBlhSINqkJEe0WGFiEjOcbi3FzbWfU8ssi7dsdUvt41u/SRGomohdx2x/Y0hKPIspKIVScWnuPq4i4oxGlMFxfDXnrd3zJvGY5tZWXt/MSYcB9w6LOJCX/buB7ufMnXDq4Xa1XzyuB+JG39OC8phIhSPtgA4CLn2GYAF6QtoN3UMieKTN2qR1JSIpoeUQOlMd3XiMaFdokbGNKaiAwM2L0VPlOWfkLatnWzD/pRaCl6AxUioj0hQ4uQkTIkVL+D5cfx48nyqd0xla/3bTHJIpOLHNuTxu6irHGkJVKURjmPHMlDTNO0eWaGFmPY5JePuW1w28LPEzthjLJGk9dxLHCfp31ZV9acswWZ7NMoM960feLrgywegPt5ztXLKEoj+tq4lLaAXk4APgDga62V4ccBXCj+mwbwDQBfB3B7Ul5KRNNDDpxpB/asg09aRA38aQSCbzXRPafRoH2fUZrVKiDtQF4m6WtHyJUhqFQ4Vh9VIaK9koqQkY1GezESq4RmM+y5VKJTY607LiVpZZP+b2ecy3pt2sVhH9FOilvqtjNN3SQZi9IYZyXTfP3oaNjkV7aB50luDHRXIxpnjcYmufPzNH/xxeGW87HVVTpvcjIcXmZ1NZ1mO03c1ai6FnmuojgURUQ/4UmLAL4N4AdpCygqoQPBuAG8AcCG1vcHADzQ+v4yAF8E8DwAVwH4KwADcXkpEc2GrKuF3RK88niaATTJJXqWevfaSl/cKnkZ9YlDO89HGYJKhWP1UTUi2gkZmiUVISOXlyl01PJy21n1DOLGTSYE9Xp7Jp95EeXLgZE0jnVqT29eM1jXxNX33QfZzriFdDdPl+C65WSVAz6tpfsf93mtlo3cybpJDadvn6vvvrrEO62WPa9iIu3zr4u+5aAw09zQicCPAPhDAP83gMNprysqocPBuAEMA5hvfZ8GMC3+exLAYNz1SkTbR9ygXMZgEidE02hE+by09U5DbGWeaQliXvD98IWm6TV0c+W9CKhwrD4qSEQ7KkOTUhEycnTUGIA+++UdStIIlbloJTWBechfXiKax4S1ExpUmTcvEnObfCbTWTWeUX2a5DU3rq1pF7Tj8pQLIMvLa+OSsqOjycmwEyNJvLkvGo21WnO3nzR2Z/+hUCIK4DYAfwLgKQCvT5tx0QkdDsbd0vi+ufX9Q/y99fs0gGOea97ZEu5Pb9++Pd/dUpxDrw1GcUK0E5MDKUDivB8WRRDjtMFRq64KhYJQRSJqOihDk1IRRPThh40B6LNKVgVJxMHVCGXR1mUtL2+98/R33nokleXLN492MQthkyHb+H6xDI7al5m1XXyOuyDtXlfEs+9qeX2aT2PWasW53/j8KA+4aTWiUe3pl4Wm9YqiTHPvAvCZlhb0QNoMO5WQMxg3gD8G8BVPGhLnvBu0RzRo/U5FRGVSjWg2+AaZpNXTogempPySJg+dHCS7oR2OKqNKEzyFoixUkIjmkqFFpSJk5MiIMQB9VmmimpVYtTsGZ70+ahHYJSvd6u+sZrZpr3GRlhi6C78uyUprWpq2Xe1oRJPgLjTzvZcOkCTcZ0P2Rx7Na9o2R92bKr336xlFEdF/A/DXsHtDQyltAUUlkIe/81BwMG4AbwXw5wDOF8fUNLfD8A0ySUS0aILUbn6dHBC7MdgmaUR1oFcoolFBItoRGZo2refwLWkWPf9/9s49To6juve/sw8Zv7AtP0CWHzKWLZsYMLZkSY6ACDDyQ7IeqywOAQKB2OBYV84uu15dxA3BECweARIMMrESCXZzdw1ryNo3iTBEhkAIRMYOxBAixyACEQEWCCsgK5uc+0fNUdXUVr9menp6Zs7386nPzPR0V1dXd9epU+fUqbEx43I8PV1/G5z1+FrW9W42efQHalF4Q/+VwXso7b2Ksq7GLatSr4U+TZmT3Jqjyq+Uk7wU0RfEpbQnyCvBLBvT5fzudpXHGvO8GsDXAJzubf8VVAcrehwarCg3olxi6rFQ1lqOevLTBlFROpcWVERzl6FZUh4yssyKUT1MTdllNfr7iz9/2abFpKFeJbJI8ihHUh5p+yO1WFcb1depxeJelnuqxJNFPnYhAmb+DDN/BsAXAUxX0hed7UXzaQDHOb+PhXG7rYf3AzgRwANE9AgR7QQAZn4UwD0wSurfAPhdZv5lnedSKuzdC9xwA9DbC8ybZ7fPmwesW1e9zSXp/1p44gng/vuBI0eyH7tmDTA5aT4VRVFKTiNkaKE0QgaUgTVrgNFRoK8P+OAHiz//CScAt99uPsvMkSPAffeZzzTPwt69pk737i2ujGnKIddx+LC9nqx5+KTtj/j1lqYea+nruPcqTb5p321/v9B50py7DLRKORtNpCJKRD1E9A4A3wGwB2Zeyb8T0TuIqLeoAjo8hZkPy4/K9+Ni9k+EmRcz89nMfGklvc75723MfD4zL2Hmv67nPEo1a9YA4+NGCWzmC7h3L9Dfb1ItgqpdO0WKorQluctQJR/mzQNe9jLgYx8D5s9vdmnKS1bFsiyDxVKO1auN4nH//eY6duxIfz1J15JHfyRKMaol7yjl2807bb5xCpuc5/bb7f95DkAcPgy86U3mM2/KMlDSbCIVUQDvBDAfwHnMfDkzXwbgfAAnA3hXEYXz+BkRXSY/iGgpgF80oRxKnUij099vGuRmsWYNcM89JvmN+5EjwL33mlSksqwjZIqiNAiVoUpLk1WxLMtgsZRj3z6jeADmOm67Lf311HItWfsTaRWjrNbOLHlnLdeaNaYe77jD/r96tdm2enX2c/ns2AG89a3mM2/KMlDSdKJ8dgEcQCWKrLe9G8CBtL6/eSUASwH8G4C/q6THAFxedDmiks4RzUYt64sVOTcgFEK9iPLovFNFaQ3QenNEmypDdY6o0ukU/fzWsqRNLQGP0hxfzxzQrPFD3P5lvXXeivOny0AW+RhnEZXM/I2/BDBnewGcB+C5AF4P4AEA32hSOZQ6kVG0e+4B1q5Nf1zebgxxo3px1lLAuGm84hX5u1XkOZJXNGrNVZRSk1mGEtFTiOhLRPRPRPQoEf1BZft5RPRFInqMiCaIqBCbk7qyKa1MVlfULHNIQ+RpQXbleyjfI0eMe+ymTeG5sHv32rmgcbjvuBwP1G7ZrrfNaJX50y1NlIYK4BMAXhnY/nI0Z/mWr1Q+VwHYB7PO6ReLLkdUUotoemQ0bfv2bKNUeY8mTk0x9/RkLwezDXff368WUaGVy64oWUHrWUQzy1AABOCEyvdemOCFK2CC+d1Q2b4TwOuTzp+HjGwX64RadpU43D5SkTI1bpmWJPku//f3z11zNMt1uOdN6znnr/XqLqfTiHdN399kssjHOAG0sCJ0HgTw7kr6DIAvAViY9gR5JQAPVz7fDuBl7rYyJFVE0zM7axqmnp7mKi1Sjloa+kZ1iFq5gWvlsitKVlpQEa1LhsIENvoygOUAfgigp7J9JYC9ScfnISNrmdJRRnTQTolD+hfT081z5U27rqcwO2vWIu3qsu9nveuspn3f5TyTk9nfq1r6Lfr+JpNFPsYt3/JdZl4O4C0AvlVJb2HmK5j5u4mm1vz5LhHdBeClAP6KiI5BfLAlpaTMm2eikN17b3MnaUs5apks3ih3jXnzTFnELaWVKEtgCEVRgtQkQ4mom4geAfB9GJfefwPwE2Z+srLLd2AGrpWUaJCS1qeRU1H27TPBcT7/+bkyNem89ZTLfS79ZzTN8nrLlgFE1dvWrTP9pFr6BmvXAh//ePIULjnP2rXZ36taXHf1/c0XMopr4A+iZQBOY2/pEiK6BsD3mfmhAsrnnvc4AFcD+CozHyCiBQCexcyfLLIcUSxdupT379/f7GIobcB995mGcXLSNK6KopQPInqImZc2uxxpqVeGEtHJAD4O4E0AdjPz4sr2swH8NTNfEjjmRgA3AsA555xz+cGDB+u6hiNH0s81U5RG0kg5HfecJ503z3Jlfd+OHLErIaxd2xrvqLYpjSGLfIwbDd0B4GuB7V+DWdqlUJj558x8LzMfqPw+VBYlVFHyREfbFEXJm3plKDP/BGZu6UoAJxNRT+WvswAEvaSY+UPMvJSZl55++ul1XoF6XSjpKCJwXiPldNxz7p/Xv9Y8y5XVWjhvHtDbC9xwQ+sEFNM2pfnEKaInMvOc4cvKttMaVyRFaT7NjACbZ8OokWwVRakVIjq9YgkFER0L4CoAX4dRSDdXdvstAH/ZnBIqylyKiK7cLAXGP69/rXmWqxalVgfSlazEKaKnxPx3XN4FUZQyUfQyAY1SGHW5A0VR6mABgH1E9BUA/wjgAWa+H8BtAAaI6DEApwLY1cQyKkoVnaQMNcsyW+sxOjiu+MQpop8iorcR2anHZHgLgL9tfNEUpXkULcgapTB2kkBWFCVfmPkrzPxcZn42M1/CzG+pbH+8ErhwMTP/OjPPNrusiiJ0krtlq12rDo4rPj0x/w0CuBvAY5WIeQDwHAD7Aby20QVTlGYijXtRNEphLPo6FEVRFEVRQujguOITqYgy888A/AYRPQPAr1Q2P8rMjxdSMkXpIFRhVBRFURSlndG+juITZxEFYFxwAKjyqSiKoiiKoiiKouRC4mLWiqIoiqIoiqIoipInqogqiqIoiqIoiqIohZLomisQ0UIA3ZWf/8HMTzamSIqiKIqiKIqiKEo7Q8wc/oNoG4BeCddORN8G8BMA8wDsYea3F1bKFoCIfgDgYA5ZnQbghznk0+5oPSWjdZSM1lE6tJ7mci4zn97sQrQKKiMLResoHVpPyWgdpUPrqZrU8jFOEf0ygOdVoueCiB5m5ucSUTeAzzDzqtyKqxyFiPYz89Jml6PsaD0lo3WUjNZROrSelLKgz2IyWkfp0HpKRusoHVpPtRM7R1SU0Arvq2z7JYBjG1koRVEURVEURVEUpX2JU0RPIKJe+cHMuwGAiI4B8NQGl0tRFEVRFEVRFEVpU+IU0Y8BuIuIjpMNRHQ8gJ2V/5TG8KFmF6BF0HpKRusoGa2jdGg9KWVBn8VktI7SofWUjNZROrSeaiRujmg3gLcBeC1MgAECcDaAXQC2a9RcRVEURVEURVEUpRYiFdGjOxAdC2Bx5edjzPyLhpdKURRFURRFURRFaVsiXXOJ6PlE9HwAywCcUknLnO1KHRDR1UT0DSJ6jIhGAv8fQ0QTlf+/SESLii9lc0lRRwNE9DUi+goRfZqIzm1GOZtNUj05+/URERNRx0V2S1NHRNRfeZ4eJaK/KLqMZSDFO3cOEe0joocr7921zSin0t6ofEyHyshkVD6mQ2VkOlRGNgBmDiYA9wXSFIBvAfhl1HGakhOAbgD/BuAZMOuy/hOAZ3r73AxgZ+X7DQAmml3uEtbRagDHVb6/vtPqKG09VfY7EcBnAfwDgKXNLnfZ6gjABQAeBnBK5fcZzS53SevpQwBeX/n+TADfana5NbVXUvmYaz11tIxU+Zjrs6QyUmVkQ1KkRZSZ17kJwB0AegF8D8CGqOOUVFwB4+b8ODMfATAOYL23z3oAeyrfPwbgRUREBZax2STWETPvY+afV37+A4CzCi5jGUjzLAHA7QB2APjvIgtXEtLU0e8AuJOZfwwAzPz9gstYBtLUE8NGTT8JwH8UWD6lM1D5mA6VkcmofEyHysh0qIxsALHriAIAEb2IiB4E8FYAf8TMK5j5voaXrL1ZCODfnd/fqWwL7sMmMNR/ATi1kNKVgzR15PIaAH/d0BKVk8R6IqLLAJzNzP+vyIKViDTP0oUALiSizxPRPxDR1YWVrjykqac3A3g5EX0HwF8B2FJM0ZQOQuVjOlRGJqPyMR0qI9OhMrIB9ET9QUTXAXgjTAO/nZk/V1ipFCUDRPRyAEsBvKDZZSkbRNQF4I8AvKrJRSk7PTCuR78GYzX4LBE9i5l/0tRSlY/fALCbmd9NRCsBfISILmHm/2l2wRRFCaMyMozKx0yojEyHysiMxFlE74N52J4EMExEU24qpnhty3dhlsIRzqpsC+5DRD0wJv7pQkpXDtLUEYjoxTADJtcz82xBZSsTSfV0IoBLADxIRN8CsALAVIcFZEjzLH0HwBQzP8HM3wTwrzBCt5NIU0+vAXAPADDzFwA8BcBphZRO6RRUPqZDZWQyKh/ToTIyHSojG0CcIroawCsAvAvAuwNJqZ1/BHABEZ1HRPNggi34yv0UgN+qfN8M4G+ZOX6tnfYisY6I6LkA7oIRsJ04XwFIqCdm/i9mPo2ZFzHzIph5Qtcz8/7mFLcppHnfPgEz0gsiOg3GDenxIgtZAtLU07cBvAgAiOhiGCH7g0JLqbQ7Kh/ToTIyGZWP6VAZmQ6VkQ0g0jWXmT9TZEE6CWZ+kohuAbAXJgrXnzHzo0T0FgD7mXkKwC4Yk/5jAH4E88B3DCnr6J0ATgDw0Uqcim8z8/VNK3QTSFlPHU3KOtoL4CVE9DUAvwQwxMwdZWFJWU+DAP6UiH4PJijDqzpQAVAaiMrHdKiMTEblYzpURqZDZWRjoKj6IaKvwlRiEGZ+dqMKpShKcyCiUZjRvONhImS/g5nvJrNO3zcB9FYa490AvsPM251jq/apbLsCZvL+lQD+B8BjAD7IzH9ezBUpiqIoSv0Q0TEAPgDgxQDmwyzlsY2Z/1plpKLURqRFFMDawkqhKEpZeDuA1zDzLBFdBDN35mHUMP+qMlH/AZjQ+K+s5HEZgNsAqJBVFEVRWokemKipL4BxwbwWwD1E9KxaMlMZqSjxrrkHo/4jos8D+NWGlEhRlKbBzI+6PyvpfNQWCOSdAPYw8w5n20MA+msvoaIoiqIUDzP/DMZ6KdxPRN8EcDmMbMuKykil40lcRzSCc3IthaIopYGIPkBEPwfwLwAOwayFlTWP4wCshFlsXlEURVHaCiJ6GkzQnkeT9g0cqzJSUVC7IqoTbxWlTWHmm2HC2j8PwL0AokL+v4GIfiIJwFec/06BaV8ONbSwiqIoilIwRNQLYAzGovkvEbupjFSUBCJdc4loU9RfAI5tTHEURSkDzPxLAJ+rLIT+eswNUQ4A74oIxAAAP4YJvLAAxrKqKIqiKC0PEXUB+AiAIwBuidlVZaSiJBAXrGhdzH/3510QRVFKSQ/MHNFMMPPPiegLAPoA7Mu9VIqiKIpSMGTWwdkF4GkArmXmJ2rJR2WkohjighW9usiCKIrSXIjoDAAvhBlo+gVMiPrfqKRaGAbwSSI6CLPe1jQRPQcm3H3HrfunKIqitDwfBHAxgBcz8y/qzEtlpNLxRM4RJaLlRPRPRHSYiL5ARBcXWTBFUQqHYdxwvwPjNvQuALd6i36nnh/OzH8Po9i+EMDjRPQjAB9CDcGPFEVRFKWZENG5AG4CcCmA71X6x4eJ6Ded3VRGKkoGiDn8zhDRfgDbAHwWwPUAXsvMawosm6IoJYGIng3gs8x8crPLoiiKoihlQmWkotRGXNTcLmZ+gJlnmfmjAE4vqlCKopSHSmCGfgD7m10WRVEURSkTKiMVpXbighWd7EXOrfrNzPc2rliKopSIbwP4HgCdN64oiqIo1aiMVJQaiXPN/fOY45iZf7sxRVIURVEURVEURVHamUhFVFEURVEURVEURVEaQaRrLhENeJsYwA8BfI6Zvxk4RFEURVEURVEURVESiZsjemJg2yIAbySiNzPzeGOK1JqcdtppvGjRomYXQ1EURSmAhx566IfMrEH8UqIyUlEUpTPIIh8jFVFm/oPQdiKaD+BTAFQRdVi0aBH279eAaYqiKJ1AZRF6JSUqIxVFUTqDLPIxbvmWIMz8IwCU9ThFURRFURRFURRFAWpQRIloNYAfN6AsiqIoiqIoiqIoSgcQF6zoqzABilzmA/gPAK9sZKEURVEURVEURVGU9iUuWNFa7zcDmGbmnzWwPIqiKIqiKIqiKEqbE+may8wHmfkggGcAWAfgegBXFFUwRVGUMnPkCHDffeZTURRFaW+0zVeU/IlURIloIRF9EcCbYZTRZwB4MxF9iYgWFlQ+RVGUUrJ3L9DXZz4VRVGU9kbbfEXJnzjX3PcD+CAz73Y3EtErAXwAwPoGlktRFKXUrFkDTE6aT0VRFKW9KWubf+SIUY7XrAHmzWt2aRQlG3FRc5/pK6EAwMwfBnBRw0qkKIrSAsybB6xbp4JfaX+IqJuIHiai+yu/zyOiLxLRY0Q0QUT6FihtTxFtfi3uv2qpVVqZOEU0+B8RdQHobkxxFEVRFEUpGVsBfN35vQPAe5h5Mcxybq9pSqkUpc2oRaksq6VWUdIQp4jeT0R/SkTHy4bK950A/qrhJVMURVEUpakQ0VkArgNwd+U3AXghgI9VdtkDYENzSqco7UXu/w5cAAAgAElEQVQtSqV65yitTJwiOgzgvwAcJKKHiOghAN8C8FMAbyigbIqiKIqiNJf3wvQH/qfy+1QAP2HmJyu/vwNAAxgqikctbrZplMoiovdqhGClKOKWb3mCmd8A4GwAr6qkc5n5DcxcukeTiD6SZpuiKIqitBuNkIFEtBbA95n5oRqPv5GI9hPR/h/84Af1FEVRWo5Gzd2MyjdP5VHnnSpFEbd8y8uJ6BXM/Atm/mol/ZyIXkFELyuykCn5FfcHEXUDuLxJZVEURVGUImmEDPxVANcT0bcAjMO45L4PwMlEJFH3zwLw3dDBzPwhZl7KzEtPP/30OouiKK1Fo+ZuRuWbp/Ko806Voohzzd0C4OOB7fcCGGxMcbJDRNuIaAbAs4nop5U0A+D7AP6yycVTFEVRlIbRSBnIzNuY+SxmXgTgBgB/y8y/CWAfgM2V3X6r3vMonUWnuH02au5mVL55Ko8671QpijhFtJeZD/sbmflnAHobV6RsMPPbmflEAO9k5qdW0onMfCozb2t2+RRFURSlUTRJBt4GYICIHoOZM7qrQedR2hB1+2wMScpjpwwAKK1FT8x/xxLR8RXF8yhEdCKA0o2RMPM2IloI4Fw418XMn21eqRRFURSl8TRaBjLzgwAerHx/HMAVeeSrdB7q9tkcZABgctIorIpSBuIU0V0APkZEr2PmgwBARIsA3IkSjn4S0R0wrkNfA/DLymYGoIqooiiK0taoDGx/jhwxysSaNa3tMimWO6VY1qwBxseBJ54wz1IrP0NK+xCpiDLzu4joMIDPEtEJlc2HAdzBzB8spHTZ2AhgCTPPNrsgiqIojaJdOqNK7qgMbHPUoqXUw7x5QG9v+BlSuaI0i7g5omDmncx8LoBFABYx87klVUIB4HGUaO6qoihKI9D5VUoEKgPbHHVpVeqliIi7SehcVcUlzjX3KMw80+iC5MDPATxCRJ8GcHREmJn/V/OKpCiKki/aGVUiUBnY5qhLq1IvUc9QkXJFLfuKSypFtEWYqiRFUZS2IOQupZ1RJYK2l4HqPqh0GkU980XKFR1MVVzaRhFl5j3NLoOiKEqe6MixkpZOkIGd/D6oEt6ZtOMzr4OpikvsHNEQRHQVET3QiMLUAxFdQEQfI6KvEdHjkppdLkVRlFrRkWMlLZ0gAzv5fdC54Z1JJz/zSmcQqYgS0QuJ6F+J6DARjRLRs4hoP4A7AJQxYNGfw5TrSQCrAXwYwGhTS6QoilIHSQuUK4pD28vATn4fVCFpD7IG6unkZ17pDOIsou8GcCOAUwF8DMAXAOxm5suZ+d4iCpeRY5n50wCImQ8y85sBXNfkMimKoihKEbS9DDx8GHjTm8xnp1E2hUQjn9aGWrYVpZo4RZSZ+UFmnmXmTwD4LjO/v6iC1cAsEXUBOEBEtxDRRgAnJB2kKJ2IdiIUoLM79m1I28vAHTuAt77VfCrNJQ+FqhPlkFq2FaWaOEX0ZCLaJAlAj/e7bGwFcByA/wXgcgAvB/DKppZIUUqKjsoqgHbs24y2l4G33QZs324+leaSh0LVKDlUZgU3i2W7zNehKHkRp4h+BsA6J33W+b628UXLzCJmPszM32HmVzNzH4Bzml0oRSkjOiqrANqxbzPaXgaecAJw++3mU2kucQpVWgWqUXKoVQda/Xpr1etQlCwQM2c/iOhpzPyfDShPzRDRl5n5sqRtjWLp0qW8f//+Ik6lKIqiNBkieoiZlza7HEKzZWASechIXcKkNbjvvuYuOdKI5yRLnrWe3683fd6VViWLfEy9fAsRnUxEryGiTwN4uObS5QwRXUNEfwJgIRH9sZN2w0QPVBRFUZS2pJNk4P33Axs3mk+l8dTqGhpn6SzC3bQRgZ2yWCdrtWT69TZvnvm+d291fTW6DkP5R8UTaKb7cJoYB+reXH5iFVEiOpaIbiCiKQBfhYmkezuAs4ooXEr+A8B+AP8N4CEnTQFQx0NFURSlnVEZqDSEWhWqOEWwVdxNfQUmixux7Lt6dbQSFFKQQvW2dy+waZNxSS/KZTeUf1Q8Adn3/vuLV/jSxDholeeto2HmYALwFwD+HcAuAFcB6Abwzaj9m50A9DrfTwHw7CLPf/nll7OiKIrSGQDYzyWQfZIaIQMBPAXAlwD8E4BHAfxBZft5AL4I4DEAEwDmJeWVh4ycnWWemjKfSuNpRH23yj2cnGTu7jaftTI1xdzbaz6T/pN6mZmprp/ZWebt2+2+s7PM4+PMIyNmX2F21pR1crL62Kx1HcqH2Zxr+/bqc7rbJyair7VR9zyqTEWcW4kni3yMs4g+E8CPAXwdwNeZ+ZcAsk8oLY4HiOipRDQfwJcB/CkRvafZhVIURVGUAmiEDJwF8EJmfg6ASwFcTUQrAOwA8B5mXgzTT3hNnedJRdnW0mx3GlHf7XgPo9w/fSuqu5/735EjxuK5aZOx7rkWvHnzjPupWFhvvx142cuAd74T2LfPnmvvXqC/3ySxTt5/fzZr4OHDwCteYfLo7a2+R1GBwvbtM2V+5BFgfDxsMQ5ZdbMQVb9RZXL3b8fnrd2IVESZ+VIA/QBOBPApIvocgBOJ6GlFFS4jJzHzTwFsAvBhZl4O4EVNLpOiKIqiFEHuMrAyuC0zsHoriQG8EMDHKtv3ANhQz3kUpWysXQt8/OPm0ydtdFtXCTpyBPj937dznN35n/ffb5S5kRHg937PRDFfvdrOgTxyxOTzyU8Cb3878IY3APfcY5XY++4z+99zj0lPPmnO8+STc12E4+ZM7thhjt+wAXjiCbtP3DGrV5tzveMdc5VXt2wjIyZ/me/q5xd3jrTutZJHWgVc54+Wg9g5osz8L8z8+8x8EcwaZXsA/CMR/X0hpctGDxEtgFGeNZSBoiiK0kk0RAYSUTcRPQLg+wAeAPBvAH7CzBII6TsAFuZ1PsWgneS5lKVOfMUoaf6oWDx37ACY5+azf7+xJt52G/Ce9xhlc8cOc8xb3wq85S3mup980hzf1WUU5HnzbB6f/KRRBNeuBXp6TP49PaZMYmW9/XarpIXmdMpyXv39wEtfai2Y7vX692DfPqOwDw1VK6/u9e3YYfKWOvLrT+onSnlcvdoq52nuC5BuPq/OHy0JaX14JcEor/8n63GNTgB+HcBXAHyg8vsZACZTHHc2gH0AvgYzB2ZrZft8GKF7oPJ5Slw+OkdUURSlc0D55ojWJAMz5H9yRVauAvCYs/1sAP8cccyNMIGU9p9zzjm51HunEDW/sJPnvOVVJ2n2j5vfmeZ4dx/Ja2Rk7hzO7duZe3rMPrJff7/5HB5m7upiHhoyvycn7XzR/n4zN1Lyn5w02ycmzHnGx+1/PT1m/54es5+7v/x2ryU0L9W/Fn9uq+Tn1tfMjDlvd3f1dr/+pIzbt4frNHQv8pgTG9o/Lo9OfveykkU+1iqQvl3LcWVMABYAuKzy/UQA/wozP/YdAEYq20cA7IjLRxVRRYknTWABRWkVyqaIFpEA/B8AQwB+CKCnsm0lgL1Jx6qMzEZUpzdOQWp38qqTNPvXq3TIOUTmJSk3MzNWsZL9Q5+Tk8x9fcyAydvPZ9u26v9E7k5Ph/P0FUg/aFIoeFLoWkLBliYmrCIdV49uGUOBkkLnnJoyCq6v5MYdk4YsAaaUaIpQRP+9luMamQCcDuB/A/gQgD+TVEM+fwkTJfgbABZUti0A8I2441TIKko827fPFZ6CjjQqrUbZFNG8ZGAgz5Mr348F8HcA1gL4KIAbKtt3Arg5KS+NmpsetcpkI0udREWFbcR5XGtn0vFplBzZZ3w8elDXH/D1842yaEZZJ+tR8kUp3rYt3THbt8crl/51bttmlN1a6zMq36i6refZ6TQ60iIK4O9hIvn1A+iTlDGPRQC+DeCpMHNgZDu5v0NJFVFFiSeugdeRRqXVKKEiWrcMDOT5bAAPV1x+/xmVaTkVt98vwSzf8lEAxyTllYeM7JR2olOusxnUU7dZjw0peXm5+6bFV57SWDTFLXd83Fgzh4bSezK5+af1ggpZhZOuMeleNMIimub/tLT7gFIuiiiAGQA/DaQZAL9Me4KiEoBH6jz+BJhFwDdVfv/E+//HgWN0/oui5EC7N8pK+1FCRbQuGdjopBbR9NR6nUXXTzPuR73n9I93fyflXe8cxFoVybTHRCl+ojyF5oP6+7hzQUdGmAHjXlu2QZE8nr2sc0TzOi9z+w82ZZGPccu3nMjMTw2kE5m5O+q4JnI/EV1by4FE1AtgEsAYM99b2fyflQiEqHx+3z+OmT/EzEuZeenpp59ea7kVRVEUpV5qloFKuah17cOio4A2I+poXATXNPh16+aXdD2h+yJLrBw+PHd/P7+4+3r4MLBtGzAxEY48m6aOd+wwUXb/8A+r60Wi+gLRebmRf6Wcb3yjWXblL/4iOQItMPd+NDLKcVxdpj1vqG6T3r281iVNirTcUaTVWI2Ci+MBvBzA/8tyXBEJxlL7PwD+u/J9BsBPUxxHAD4M4L3e9neiOljRO+LyUddcRamdZowOdop1RWkMKJ9FtCYZWFRS19zG0yoW0XrKGRfBtRayWERD5BX7QPLxrY9ZrKpiEZ2YaHzE5agAQvXML63lnCHSnlf7AI0ji3xMI9zmAdgIMw/kpwD+HMC6tCcoe4IJRc8wc2AeqaRrAZwK4NMwy7d8CsD8uHxUEVXamUY32M0IAqCdWqUeyqaIlj2pa64ihNxA61VKm0WUO2xWt8+ZmeplV6JII7caNd80qRwSoCnp3jZq/ma9+bcyZbvmXBRRAC+pKJ3fBTAKYB2Ab6XNuBkJwPUA3lVJa4s8tyqiSjtThNJWtGJYtoZbaS3KqIg2UwYmJZWR6XADt5S9fcrDItquA4Kh66r1Wuu12qYtX9x50/6Xpny1Bn2q951oZ5k/OWmiDU9ONrskhizyMXKOKIC/gYmMt4qZX87M91XcfkoJEd0BYCuAr1XSViJ6e3NLpSjtQRHzGYqeM5HXXA9FKQMqA9sDmbe2Y0fx8y+zUuscUbftLftcuVrnOYauq9Zrdeu5yDmKcfc3qhxpyhc6d1w9Szn27avv2psxp1lJhoziGviD6FIANwD4dQCPAxiHCd1+bnHFSw8RfQXApcz8P5Xf3QAeZuZnF3H+pUuX8v79+4s4laIodXLkiBFGEphBUbJCRA8x89Jml0NotgxMQmVkOqRtWr3adLzL3Ea1azvqXpcoL5OTRglqdnmA4uq8yPt7333R9VxPOZpVd0VTtncxi3yMi5r7CDOPMPP5AH4fwKUAeonor4noxpzKmjcnO99PalopFKVFaGRUuzKjI6NKm9LWMvBHPwJe+lLz2a6IRemEE8rvsdGuXiWufIiyHOYhO9Pm4dZzkbIry/2ttz7iLLT1PGdZrcmt2idq5XcxzjX3KMz898y8BcBZAP4IwPKGlqo23g7gYSLaTUR7YNYEfVuTy6QopaZVFbJ6hcXq1cBtt5nPMtKqwlBpKm0vA1//euCee8ynUo22GfkRWsrE7+DnITtryaOsrsz11kejFKms9dWqfaJWJlIRJaI1RLTZ3VZx+TkJxk23VDDz/wWwAsC9MGuCrmTmieaWSlGaS1LnpCxCLWsnql5hsW+fmYO1b19txzeaeq5PO6SdSSfIwA9+EOjvN59KNWXoQLttTyPaoaLatlrnOQppyxnKI7QuqZtfWS1fZelL+GStr7JeR1sTFcUIwOcBnB7YfhqAL6SNhlRUglli5iTn98kANhR1fo0IqJSRskUkjIpaV2sUvXaNnldPlMBa7nlUfUQtTaBkiwpYRGq2DExKKiMbSzPaNP+cbtvTCNlTNnkWhb+eZi3ribrrksp1T06my6fR64UqShJZ5GOcUIvMBMBX0p6gqATgkcC2h4s6vwpZpYyUTYhErT1W9BqirUKeSmUt54lbrL3TKaEi2lQZmJRURrYffrvhLzOSd7teNnkWhb+eZpalUqan5w7+yX+Tk+ny2b7dKMJ5KOxFKf+tcm+VdOSliP4rgJ7A9l4AB9KeoKgUUo4BfLWo86uQVZRkQsKmVUa5m0FRwlktotkpoSLaVBmYlFRGth9J7VO7tu1p2uWsa3/Wu66nn49YY+ulKBnUrs9Kp5JFPsYt33IHgKcBuIWZf1bZdgKA9wH4ITPfVqM3cEMgoj8D8BMAd1Y2/S6A+cz8qiLOr6HplVajLOG+y1IORclCCZdvaaoMTKKVZGSrtUllKa9fjrTlKmv5o4hbaqTWc+a1XE8tdVmG+i9DGZT8yGX5FgDbAfwngINE9BARfRnANwH8oPJf2dgC4AiACZhgSv8NI4gVRQlQhuAWQHmDL3QSjQoCooGTCkVlYE6UpW1MS1nK65cjbdve7PJLO3X//eFy+O2YBLRZvTrcvmVp9+Ta9+3LRw7WIk+bXf+A9gM6mbh1RJ9k5hEAZwN4FYDfAnAOm7VFnyiofKlh5p9VyraUmZcx8/8WSy4AENGfNLN8ipKFIjrwa9YA4+PAE0+0lqJw5Ahw770mtXp0xrLQqI5IGTo4nYLKwPxotciZZSlvreVodvmlnQLC5YhSsPftC7dvWdq9Zl97WcqQhU6Tz+1O3PIty4jo6cz8C2b+KoDnAhgnoj8movnFFTE3frXZBVCUONzGtYjlO+bNA3p7gRtuaC1FYe9es4RDf7/53ghlpx0VqO99D3je88yny5EjZjBifDz/jkirdXDanMwykIjOJqJ9RPQ1InqUiLZWts8nogeI6EDl85T8i9s8Ws06U5by1lqOZpdf2qm1a8PliGrHsm4P0exrL0sZstCO8rmTiXPNvQvGzQdE9HwAdwD4MID/AvChxhet89BRns7GbVzr6cC32mhsVlavBoaGgLExU+5GXENUnmV+R5PK9uu/Dnzuc+bTZe9eMxjR22vndeV1jY3o4JT5HrQhTwIYZOZnwqxR+rtE9EwAIwA+zcwXAPh05bfSZnTKu5bUTkX9n3U70Dl12khasd+iRBOniHYz848q318K4EPMPMnMbwKwuPFF6zzuvx/YuNF8Kp2H27jW04FvtdHYrOzbB7z73cBxx5nfn/gE8IUvJAv2LB2AqHpxlXzJ7/DhcnQskgYgPvpRYNUq8+niPy9lH20ue/naCWY+xMxfrnyfAfB1AAsBrAewp7LbHgAbiiiPduKLRfskyWR9JvNovzr9PWh2v6XT6z9vYhVRIuqpfH8RgL91/usJ7F92qNkFUJQ48mpc3XzascFcswYYHTXK58c+Zqx5b3878Id/GH9cHh0AV2mT/HbsyF8xquW+JQ1APP3pwN/9nfl08Z+7so82l718JaYuGUhEi2Cm6HwRwNOY+VDlr+/BRNgPHXMjEe0nov0/+MEP6jk9AB2EaFZ7vn9/9nMePgy86U3ms2zE1WOjFUu3/fLjHaQtSy3vQb3PTprj834+yxpEr9PbodyJWtcFwBsBfB7AXwJ4GDi61MtiAJ9Puz5MWRKAVzUy/zzWSGuXNft0YeLy0Eprc2VZAH37dmaAefNm5q4u831sLDn/PJ9LyW9mJv/nvZXuW6eCkq0jmpTqkYEATgDwEIBNld8/8f7/cVIeecjITpAts7PMo6PMfX3M09PV/0m7MDk5tx7S9h+y1OHMDHN/P3N399y2KCmfbdtsG510rqxlD7W5bnlmZpiHhkwK5Sn1OD5efd6ZGVNeIlPHcecXWRXX/vt15P+emjJ1K/XrX0N/P3NPT7ju/fPL5/R0uC5dmZJ1jdPZWZNnT0/42QudI3S9WUmSg7XmX+9aq53QDtVLFvmYJHxWANgI4Hhn24UALkt7gqISgPsATHnpIwC2AnhKo8+fh5Btl85nu1xHO9BKDaYvlOOQjsv0NPPIiFFGQx2HqGNq7cQVRSvdt06lbIpoo2QggF4AewEMONu+AWBB5fsCAN9IyicPGdkJTE0ZRQgwioiLtAuTk3NlrAzObd+enH9a+RzXYU/KZ2LCXEea9jxr2UVBc8vllkfyi8pT2vuBAbNPX5/JR5RnwJTfV/hE1qxcaa8tjWIm+7j3TfKemLCDr6FrWLXKyiU5ZmzMlFnqQO6R1A1gyuorwePjzMPDJsl5QvfRV1Tdc4SePdnfV4InJ00djY/XJs+S5GCUcp10rKtYl7Wf2up9gNwU0VZKAN4H4C8ArKukUQAfgFnc+yONPr+O9lra5TqUYsliEfWPCwlB/zkUwd7fH92J84V31vLrc985lFARzV0GwrjzfhjAe73t7wQwUvk+AuAdSXmpIpoOsYhu3GgUjjSWNubaLaJJHfZa/pP/07bnWcq+fbtRBletira+xVlEXSvvxo18VPEcH7fKM2CVx+5uc77hYfsfwHzttWaf8XGrkPrXfeiQOdfYmFVI3RRS6OS/6WlbvqEhe33d3bYcq1aZc2zfznzwoFFOd+0ycmx83CqPYi0VRZvIKvGh++gqeFNT1Up/yCrtDli41ySK6MhI+sEPqYPx8eRnxy27r1AnDZSUbfDZp9UNOp2qiP5j1DYAjzb6/Cpks6Md9+ZTlntQq1Bwy+8qmiHBlMYiKsI7rcD03azyEhxluS9KNCVURHOXgQBWAWAAXwHwSCVdC+BUmGi5BwB8CsD8pLzykJEPPmg6xQ8+WHdWpUaUpVraE7/tmJkxCohY+HyyuD+mVWKzKBNZcRXJWlwrXUtjb6+xbsogpFg9x8ft9Q4Pm/83bDAK6cknm98XXmjyE2VrbMzkPTFhPXsk74GBaoWwt9daNXfvrq6j8XGjKA4MWEW0q8sqfwMDzNdcw3z++Wa/W281/8u+RPYaRkZMOeRZmphgHhxk3rTJKLBJ99V1QY6ziEcNBsfJ3BAix0X5F0+nNIMaWQZY/PKXkVbvA3SqIvp1AOc4v88B8PXK94cbfX5VRKOJeqHK3hAwl6MxaGQZynIPfNes0Kiruz2k/M3MGMEuo9NpRuz9c2SxAPh1V8t9yvJulOFZVCwlVESbKgOTUh4yUqxRQN1ZlY64QbWo/UL4bYfkJcpM3HmT8ouyOk1MVCsgriUxjWtuFlzrW1KbHcJXjlzlKdTuTk4a5a6ryyj0O3ea+tyyxRwrSr47J3Z83PwmMmloaK7SNjLCRxVHt45ku9yzFSuY9+yxipjERJC0YgUfVXZHRsy5RBGenLQuqFJfIc+gKFkmVlvf/ThKMXTvjdRz3LzSkEzt6THK//r1fNRSLc9T3LOU9TlQedpYOlURvRbAtwHsA/AggIMArgNwPIBbG31+DVYUTZSyE6VslIkso8XNKkM9lOWZ88sR5eqTpPzJ6LTrJuXfHxGiIyNWQPvzjULkoXgm5emWMcr9Ke1zkKV8KpSzU0JFtKkyMCnlISOPOYYZMJ/thj+oFtUuZ5VJSRbROHyFw897etooNDLX0h1IbJRFtGhPlNlZa1mUaxGZIfMx5V65yp1bd6E+jlhfR0er60ju1623WgVY5KDU6cCA+X942Lrm+vNIk+5ZnEXUn9spCqnISKlz181Y8nHlady80tC9cxVgGchw5+eKpTp0z6LOkRftJCOLuJaOVETNdeMYAM+ppIYHKHJTHkI27YT9ViPJraIsVrkQ0mj70QsFX/HJgyRBkub4tPvnXfdR53a3h1xo/OcjrUU07vyuUHSvzx1ddUduo4IeJF1bPSQNxrj3J64OQ3lmEcxlfgfLStkUUW6yDExKecjIF7zAyMgXvKDurEpH2valyA5xUrsgfZahoeYNaNZTH7XWufxOiktQD9K32LYt38H6NG19aEDXlaVRCqPI8rEx4wI8PGzKHlV/UdflK/FxgYVcpbiR70UtMrKsymsR8r6TFdErAbwMwCslFXXuPITsoUN28nm7EffgF/Gy1qpcJA0OpFVEs1yjuN9EuVIlnWN01Bw7Pp5chryVLnGtcV2d3BHU0OioKIZdXVbpjypnFoHsntNXet2Rel8RluP6+4vrWEW9H1GWkTjhW0ukwrIKzDJTUkW0aTIwKeUhI6+6yrTHV11Vd1alpsjBsFrKITTToyZpgDsNZR6Aa9QzkOb4tH2F2VmjKIsi6srOOHfwLPUekuNZrycPajlPWZ8vtYg2TgB/BMDfV6IE/kkl/XFR51eLqCU0+iUT59MIrCxWr7RENQhJDUWSoE0riLM0SKKIbt6cTcDLOfr6+GjwhbgyxNVjqLwHDjAvXMj83vdG38vpaRsEwnVnmp5mXr7cuBqNjYUtohJsoa9vrhVQlNdQAI8sAjt0Xf62mRlzDXm8i2mf1SSF039u3HoRFzE/ZH69VnpVTuMpmyLabBmYlPKQkYsXm/dy8eK6s0qkyOffP1dU57teeZVX+aK2NRr3nK5nS60d/bK0cVkGWsum3IQ8ddy5s1mVxyjraSsOqJatPEXSqYro1wFQs86fh5BNcgNtBI14UfyGMqvACDW0vgDK2hBHCegsDWLasobIUs9xC1mnOUfUgtZRnZ2RkbmjyqH6OussrgqSEFLSJGBDX191WHt3XbehoXD5x8eNAj46OvdeSx7d3eZ4VxGWffzFyaPqKMoN2K+XeiyivgIddR+T9ksq7+ysHX3eti271TiOsnV4ykYJFdGmysCklIeMfN3rzLP+utfVnVUiRT7/ocGwvj4zcOcOKNXrwZNX+aK2NRr3nHlYRMuCO/CQVKftrtzU81ypzCoPnaqIfhSVBbabkfIQso2Yb5hEI17cUAh0X2DEjdzGWbL8yfFpqaVu09RNVqGQRbnNogi5+bp165/P/U8U3tCi4yHr6c6dzGeeGW0RnZ21a63JSKice3raRveLchkOzbeRaIRS3u3bjSIaCowhlmA/8q5f12Jx3rYtfB/SWhXi6tl9Xv3RYlehlI5HnBIdGthxO2NjY8Z6LmvVufcx7eBWyGuh3g5PWQJhNYoSKqJNlYFJKQ8ZKUFxBgbqziqRZltEZb1Iv72Mo5Msou1EFotou1PPPW7X56MV6VRFdB+AHwPYC2BKUlHnz0PIikUoi4B/Q7QAACAASURBVOCpl0ZZRF0LaKiRddfyyuKuW2tktFoU0SKsxVHnjZucHyqbm6+Efx8ZmXs+d8R8asqcQ6yXcZ2MqHK7gwyu+2yUi2ko5L5rmXXvkf8cyT0cHa1WprdvN9uImFeutEpX1Oj5xER4WQHJa2Ii3XxmNwy+rB03MhJWOpnnPoNS/3FRBeWcrkLuvk+yuLu0G/45xVra3z833wMHjJX7wAFznCwLkJc1pVHWmbIouCVURJsqA5NSHjJyzx7znu/ZU3dWpSI0SDUyYufepT02b5mlHfvWJm4gWlEaSacqoi8IpaLOn4eQHRuzc+haGd8CGnI7qXUeXq2CsZYR3XrddkMkuQiLVTBpAeiQxVL2dwc00lhE08y5jLpeV1kcH7cLjbtKZqiDFLJwu668ck7XSucqcnIdsth4X191gCffKi9W0O5us+/Y2FyruihO4uIaqnu33qenjeIr7sLuAtxipXQtkX4QIXex8KTowFu3mrJt3Tq3LHLtfr6joybE/8aNYYuouFqfdZY5ZnjYRjnMg1qDryW9W2IRj3LxLooSKqJNlYFJKQ8ZKa7/27bVnVVpcD0jktrhEG6blLeHkz+YV4RSqspvMmksqKEB7XaJQ6KUn45URJud8hCyW7bw0YWS24moRrOW0bk8hVSS0I6zotYq8KOOc91x0wiKuHrw6zVOiQytnxlScqPcoV2FL2qtsTjLolgSJaCR60YqVgF3/TbfGjk4aNdEc8voC1xRRK+8ko9aCEVhm5iw5/efR1cZPnTIXqvUsazzNjxs85mY4KPzYeU87uCCa/1077tYO8fHrXIp5ZEgLc99brVyPzlpXKXnz2d+//tt/Ytbn5Qh9Jz4FtG8o1ondXrinsu4d0sV0dZMGlk+jLRNfX21DQIVZRENvZfN8hrqdKRvMjISXVe+FxJzuM+lir/SCDpKEQXwucrnDICfOmkGwE+LKkceQvbSS80dufTSurNKpBYLYTPPVa9rbi1liFNEoxajTjp31DmzWkTj8EexowIg+BZH99pcYeW7yIY6J65VM2r905AQdOvYV1zEXTTknpbkRjs9bSySe/ZUK5mHDjFv2GCUNFkwXMLMyzncck5N2X1kjuuyZcybNhklfuNG892tG7HarFxpzucPLjz6KPOpp5rPmRmzH2CUWddFduVK67IsZTjllOrBg8lJPqr0Llw41yIqCu2qVaYOQvdk27ZqC3GU9TrrO+cqDaHnPirfpPeyLMpIWRTRssjApJSHjBwc5KMDUO1C1HJdRSoIac7l7xOyuDWrLK1MLYEU45bo8gc+4/odMzNGTnZ1GTkTFegwbxrhIhwXs0Epno5SRMuSWi00fagT2KiRyDzOJfuPjdUWWbiW0dy4xlKUM+lARK1xFXXuKOSc4+PRLlFJbjm+ohha11MIWa2SLKIhdy0ZIOjrm6u8z84apejCC/moQhey1oYsoiFLbJxiL/Unc8nEHde1rMoyMcuWcVUU4CuvNMqNBD2SYEaDgyYv8Vhw95f85f6LW/TwsC0bEfPFF1vFSVxiFy60wVcAoxjPztqAT6OjJr9Nm8zv+fPNfvPn22ia0iF5ylOYv/Sl8GCLuMD391cPHExNWaXZjc4Zuv/uIEloNN11M5b7Igr45s3hkftGWVqLoiyKaKukPGTk2rXm3q9dW3dWTcVvw0LtXL3BC7O8X1nlsTvAGSf7GkU7WE3l/kgb7LZnvjeQf0ycS67fPsrgqD+g67bRgDmX/Jb4EnGDyEItSmWaNjxrvn78i1Z/PlqdjlJEAcyPS0WVIw8h+653mTvyrnfVnVUijbSI+oI1ywhdUnndOUJZjg81aiHXlSRXJP8axaKYZomONNctgYY2bqxW/FwrmFvuuHVBRQHs6zNKkLhsusGEQlFV3fsnCoZr6ZS6lDxlBNJVamR/Sa4CF1rjVNYfdRfG9uvLV3pDgY+kDMuXm8/rr2dev950XLu6zBzL6683ZbzlFj6qkIqSvGqVdWvdsKF6buqePVYZBEwUYXceqnv/BgftM+9bRMUldufO6jrZuHHu9Yhw3bCB+aqrmI85xu5/993Vc62j5vvu2sV80UXMBw/OrcOJCaMo+nNzQ8pl3KCFPFtiGZbtbn3WsxyOS1kCbpRFES2LDExKecjI66+373UeNMtykqajXK8imuX4rPXgy6Q8805DUp5xCltZPCrkGZiYCPdNQt5AckxcWxrl0eTnNTlp2uWNG61HjAw2ugPhzPGKY9qBQfeepWnDsw44qkW0XHSaIvpNAI9XPv30eFHlyEPIioveypV1Z9VUfFfOKMWpFtJENvWJciEKbXc7CGnnU+Q58jw2xkddRV0F0627KCEbisoqbp4XXWSu0w8QFSqPBOGRKLSiSPjRa8VyKMrYxo12uwQe6uoyc/l8a+Itt1hXoKkp28FcvtwqSZOT1mIoLtBdXUbJ27jRWvHca5CAXzt3mn1EIfXTxo02D7FAiiuta6WU+ad9fUYZBJhPOMF89vXNrTt/iRkJADQ8bK9V7tvMjDkXkVGE41yMQ9fx9Keb6+3uNmW/6y5TpoMHq+fthqLhphkc8d9jd06pn48feMn/7g7WNKKT0AzltESKaClkYFLKQ0beead5lu+8s+6smLk5lhPxnEhaKqneZ7peRTaORlpb8zi/q7D55xYZuGpVfuWphbi+hLSbY2M2Wrr878rdNMj0C1lSTYh7PvyyyYDqwYNz80rznEYFRkwqd63Pf9LzUZbBzHamoxTRehOAPwPwfQD/7GybD+ABAAcqn6ck5ZOHkL3rLnNH7rqr7qwaQtTLHQqO47vp+YpTLZ3RtJZF/7+Q5TNq3ySLaC0uTFH5u7jLkMh8jbhOSSgfX7DMztqosgDzkiXGipbUAXLddcQFVRQv10K4e7exNl5xhd334ouNwivKh2wXK+QFF9j5jtIZ6O21eSxebJVOGbEFmNetM0mOI7KKqHsN4horUWwBo+Rde605/u67zX+iVG7YUK3Uzs5a111RDqU+ZK7lgQOmLmT+qf9cy/zMkRE7p21gwOTT02MEuRuASeaAyn1x35Xdu+01n3mmvXbZdt111fdKBrLk+/i4XfplenquddvHVTb99zjUgYuzWMs74neE5B1yLeb1KqVJo+eN6HiURRFtlZSHjJR24oor6s6KmZtjOZF2Lc4dXvYryjW31rzSnCPNPlnfzyQ5LIO37rQJoSwWURepIxnAlbmfrgeYtJUy7WR0NF3dus9RWqthVB9KZIA/nznpeOmHbNqU3oIe534cOodL0vMRJy/qeW9UwbV0rCIKYBOAPwLwbgAbUh7zfACXeYroOwCMVL6PANiRlE8eQvamm8wduemmbMcV9fBHvdyhOQlJylcta6aKdUfm7qUtZ1KDG9UZrtf6maUsfhRYfw6sn0/oXkSVd2LCKpO+pdW/9tlZY01cuJD5fe+zCoxYZCVA08iItT6KkisW0RUrjAV0YKDakicKnqQLL7QK2MGD5pzy38CAEV6vfrX5/aIXVR8LGIXSF1ajo3xUcb377rmWxL6+agX38sv5qPI2M1Md8faaa0w5du0yiuyZZ5rrW7/e1uXQkP0tCp50MsfHmW++2fz3nOfwUYvvnj3m2A0bzD7SsVi2zOxPZPLs7bXlX7rU1OkFF8ytQ/m+eLE5Vs4JVEcjFutpaA1VeXbkHpx1lv1Pjn/00bkdOFeplGfEda1mnhvl1u10hYK01EJSG9iIeaVlVERrkYEJ+eUyUMs5ycirrzb38eqr686qabjBidwAab6bfzPWFY8iSvbnZe3MOmewFgU4D8XczyOu3clqNZY1vUWudHebNls8wMQ7xR3IDA1W+OeNCwgYVc5Qv0XWtd24ca51NXQ97vGiiA4PJ9eFlHfbtvCzFYqj4VOPRbSeZ7os8QviKGrwrSMVUQAfAPBJAK+upL8BcGfKYxd5gvYbABZUvi8A8I2kPPIQsmecYe7IGWdkO859+LM+ZFn2T2sRdRs+GZn0X+xalmCYmLAuouPj+QiAPXv4qFKRNehCFmEoCpMIFN/iKZ19cQtdtSraJVgUSFF8fGUsJIDvvttaRF0BJQF9ROF0raErV1bn4UZv7eqyZb3wQnNNExNzramXXGJcSMWK4f7X1WXyGxqqtty6SeZkijVwwQI+ahUcHLQCW6y1bj6ukiYRqcXjwJ3r6SqpYsF0k2uBFLdcwChtYnUVISvCmsgGGfLzcxXFUL1IcoMuSZAW3/LZ3V19nV1dNv9rrjGKuVhIN2+uttaG5kvv3DnX/XbzZnt81PM9OVk9Z8xtE+Rdd4NUyfMXehdqEZT1dDxqpWyKaD0yMCbPXAZqmfORkc9/vnmWnv/8urNi5rBFP64dzaMDF3KVnJqqdoNnzm4RjRtUrYeofGdnjQwaGopWTNLWWSiOhE+9nfwkBSNNG+EOvE1NWa+fUJnSDhbLdjf4k7usmfzvTneQPELPiH9ekYvDw9VxHeLKOT1t5KFYXZntuUKReqPeFSlrlmi8ch5Rwv2BB3kO/IBKedHuFtG8Bo+S6FRF9F8AkPO7C8DXUx7rK6I/cb6T+zsq5SFkpZO9YEG249yHP+tDlsdD6QsqsZQNDtrR35Urqxu1tKO9bqPgWkTjBEBSPi5iKTzzzPAyIe6xvsKXpe5kX1dRCgmP8fG58zij8nIFl1gr5T648/FcF1l3XcvRUWu9E7dTwFrdfOupuLuef775/7rrrEJKZD7Hxux8z1ByFbelS019dHfbbUQ2erSr/N1xh7EgXnNNdN5ihQ39J2UGmOfNs/f8zjuNgi7/bdhQbUV92tPM5+teZ5VhqSMiUweXXmqU7fe+12xzFcvzzmM+7rjqsvhWTXfb1VebEWd5Vw4cMOddtKh6/2c8w9aTBJsQN1xXMZX7KxGBRWn0n9uDB8084p0757ruyvs8Nhb9fPvWCjdAkxtQyR0si+qcTEyY52RiIvm98t+JNF4QeVFCRbRmGZiQb90Dtcz5yMjeXvMc9fbWnRUzVz83SV4neXXgxPrlDnxOT5v3eGAgPpAcc/SzLcosUbZ3J47QQLI7+BTlYeGWKa/+SL2d/CTPqDRreEs/ZGTE3MOkAXFfeQy1vaHyxQ08hwaw/WCDbn/FjxOQxqoryp7fB4i6Bve+ufnX8s6I6/Tu3dXvZk9PtUdWlucgbgCgCOtgHkSVNauruVpEGyuE7wdwrvP7XAD3pTw2UhGt/P5xxHE3AtgPYP8555yT9T7NoafH3JGentrzyDqKm8dD6c95kWik8lsaeHdOTNrzuiOQbmOcZYRNhGlovTN5iXftmjuy6AdGCgnkuBFoVyDIfq47a2hO4OxsdAfEzXdiwiiG4+O2nHIPRkdtXuPj9nwLFxqFwx1RlLDu4jYra2X67jdTU9VKpNzPoaG5iudzn2u/P/Wpc5Uo3zroL6NSa1q82FojX/96O7Bz8snh/XfssNd9/vlGIRWl2LV8AmZ02LVkrl9vzyXbXGut74Ys28XV192+bJlRYkXBPHTI3lNXgT7++Ll5yrUNDlYPOpxwgslTLMauG9fQkPl+8KBRUPfsqVa+3cBU7jty4IB950KRGd1Og79kTWiwLLQ8AXP1vKjQ+5TG8lKEYlpCRbRmGZiQb90Dtcz5KKI33GCejRtuqDsrZo539/Tb97yeoZBy50Ycl21RU16ilJnZWeu9IGsS11JWV26JN8PGjXPfdV8m12MRrXX/vJBrkvWW0+ybxoPKHzT2py2kLZvIGn8aQ5yVWM49Omq8cwYHw8aKkLIYchUXQvcoSvms5X5Kf7Gvr1oZ9yOzZyFKIW7GAGatiPzevLm631uW4Fs+naqIfgbAzwE8CGAfgJ9Vtk0BmEo4thSuueLC+PSn156H/yL5rhv+6EkeL57Mq5ORWOnUXnihyffQIdPJlwilcSNxUdcjwjepQQ9dj4ym+SHPo0YgBekciFAPBVuKG+H0hZA7irx5c3RnPM0ooigcEjlvZoaPumC60fRkP5n7J/XtKxSjo6YcsmZmV5dRtmQe5uysjdYn1rt162zQn7Spt9e614WSuzyJm844w86rkm2+Yuy636Yp1zHHML/mNdXbNmyY67YrllDX0njLLaZzdtddtj7OP9+uITo+bvcVq6rU2Y4d1VZguT75fsUV1nJ+7rnhsp90klFaJe8lS6rnt4ogl6i7Y2PWAi5KnjwvMj/VPXblStshk47BRRfZY+PmhfsWUP/9dDuwIUU0ql1I815EufjlZc1yKaEiWrMMTMi3poHayn+5DtbKfOz16+vOipmTn4u8npskK5R4AQwNVVtJ3QFJ1yoUpfi588FrLbdc87Zt1VMxiuis56nsZ8lHorqmUXKyDPZHeVNlQQYYQ9MY4lya5T+ZbiL9gqQBl3qJuua09yTOE8CPNh21v1+GqPpPGsAsE25sC1euljH4FnM2+dh04ZlXAvCCuJRwrC9o34nqOTDvSDp/HorosceaO3LssbXn4b9IviLqj57k8eK5cw0nJ611573vNf9Lp1UEmjR6Mnqbxr1WGlWZ4xA1UT10PaERaLduooIfxbkIpukUSCMn1luJWjoxYUeRQ53xNAq6uDaL9VMUYlfZloa7ry+siLv1NTpq/vetdYANHHTrrXaeiQhtXxn0f59yytz8JMnAS1QSDwFR1J761Or/L744Os8tW+a6+IaS6yY7b54NjgQw33hjtZstkVFef/u37bZNm8w1i6IvAuHWW5kvu8zkL0HIkq5R0oteZM/rKqhr1xqrrFheXYVa7pNYtAGjJLtRDoeGqi24N95olGzf3VnyHxgwz8eBA6au77zTvg/uvCPfmiQj+CHrwtSUXcs21HkSa78sWZA1QEmUhSDJy6AWSqiI1iwDE/ItjWvu295m7u/b3lZ3VsxcjMcQ81w57MupUJvvH+PKsShrXNw8vjjc90OuWeTf8uXWmuaTt1Ia1R/Jep6QpStO2ZL9a1nrOK4P5fZbQkuo+NcWdZ3+4LHf9voD2u6zsmGD9ZSq5Rr8Mrrb4upUXIJFec7a1wwptKE8ZIC8r2/u9YT6fVHEWYHLgC8by05HKqK1JgD/F8AhAE8A+A6A1wA4FcCnYaICfgopFgXPQ8hKZ3bhwtrzSBqtS7KI1iJY/AZJrCvLltlzijVFFDexbl10UbqRHL9hCS0CHVf+kKAXN1nXHco/ZmjIWgX98yR1CkJlF4VQ3IRD5U0zR861yMqSIFL/flQ533rs3q9Dh6rX21y50roBiZLmum1eeKF1Ud261bpuicJ5ySXm85Wv5KNrkUYpYc94hrEQ3nRTtCXUTf5cy7j0O79j5qCG/ps3z7i5nnce8wtfWP2fXEdPT7QCKVbItWuZX/tau/2CC0xnwD/vs55lPq+6ylhy3DmpoeQrmqJI9vWFlX9XUXXrWyy4V1xh7uHOnfZ//75ImVw35pNOMvUgVqhbbql+h1ylz116SqwLIZen6WmrHN96azgKrzufyT1HmgGaqH06JWpuI1IeA7XM+chIcZk/4YTa86hVxtWjcIWUyiRLTCiOgsid0DST0HnSIl4P/f1zz5XnHNAkouo5qwtlqH7j3DqT6jWpzFEKmbQ77oCgL4/da5Pv7gD37Kz1VJJ1RaWN3rbNHONGapc8pa/hGgmkvDK1R5ZKC1kM3ToMPVduP86/L6LUiZwR75ykd0iOP3TIDKqKh1Hccl9+DAM3GFicJdp/RuRe9fcnW05bmaKupSMVUQAzAH5aSf8N4JcAflrU+fMQsqedZu7IaaeZ37VMzq/3IatFsPjnFEXl2mvNNlFWFi82Der0dLXbT5pov/7oWJxLbOhYV8hIwyrz+K68MqxoukF+Qh3YmRljEQPSKY3SOMdFCp2ZsR3/gYH4/ERI+e7KMkf3uuuMoBkeNp9ihRWhIpYpucaFC809ufVWWwbA7BcKsLNkiXW7Dv0HzHVznTfPLmUiKTT30VfCkhRPeXck+dbTkPIVSi9+cXj7eefZ7+ecYz6f8QzrxZAmLV9u7lOUpda1jq5YYd4f+d3ba+7DTTdVz19dtsyUQ35v2VJtaV6wwM7hdYMtrV1r12UdGDDzRUMW5osvts+CrKvqdhRuvdU8s+4gmnT6Lr7YziuVJWvkfTnrLOtKvWBB9ej+nj02uJLbBsYtAZDUfnSIRTR3GZjXQC1zPjIyD9fcLDJOnpu7765WCrPKWXf/UNTckHuduNL7lqwoxSdue1JZQxZRkS9p4iA0ulObRnFPOj7J/TRkgUsqhyh1snSZP9Ag3kOy9vTY2NxggqOjVlFzlX+J5D85advjzZurp0LJILlrEXUtZ+KF5cbVkIFuVy7Ks+i6vrrKZ0gRlXxC84dlsF2CQUq7nVS/okC7skiO873H3MHN0ABpUlTdkFdClHt2vQMuZVJk8x48iqIjFdGqizIBFDYAuKOoc+YhZMWCceGF5ncto/i1PmRpGuEo/EZKFCHA5CWKqKvUTU+HJ9Cnncyf5cV2RwflXKKIyRIY/giya5lx58u55xeBAcwNrOLidqZllHvTprAb1saNVmGKWtomanRYBJyr6LhBcyQIjQipiQmjgKxYUb08iGvRW7/eNOhbt9ptroLkWz0vv9w+x67C5CqkrrtpXilJmQ0peyHF9Kab5irKIQtlKIWUXzedfrpR3F75yrn/SSRfKWOobPPnx59j9erwsjSvfW11/oBx/5Vn9/3vt4EgXKX2ggtMR0qsmES2sywdhYsuMs/dl77EfOKJzA8/bJ5HcS2WAQxxGSayCrE7d9Z93qOCFclcp8HBue+E3wbFBVPKi7Ipom5qhgxMSs2cvpLVxVuQgToZWJNOcZaBUObqc8oApwTvm53lo/O1XffCuIGX0PMcZQ3N6nbp7p9GgWs0ob5J1o59aFA/6tri6sv/z+0nuMEYZT+xZG7ZYr2c3LL7HiBSpj17rHfShg3m+PXrjdI6PW2eifXrq58hd7DbXadWziX9yYEBk6fbT5Dn2i2LO/0nFJTKVZCHhqyBYXjYrpTQ3W0GPCVQnxsXQ9zH3WCOcp9kWTIZTPeVbTl/d7fJ1x0kkkHVu++Od88OKbL1DObEUZTyl4aka6k3OrXQ8Yro0YsDHi7qXHkIWbdTxpyPRTTtC1Tr3BL3WGkgRKlZvNjOaRBLyPLl9sWXBk/KOTlplwhJGvWKuy6/3mZnrZV25057rokJE10VMMpzaJQzyvVERqtvvTXZZ9+91tCEc+mcuMqH1FMIKb8IBol+umuX+S0upddcY8oneUpwofXr7aiflE1GLt05kRdeaN17N240eQ0OmvPIUiq+wiSCzLW+AWHl8+STjUJUi+KZlPxgQFHJD9Jz+eXZz+Uref5vP5100txtL3hBfPn9KL6hFFJeiay7rausu3N3RXk9/nh7nq4uM4rvPmsyF2fVKqMsn3iidduT91tGx2UwQu776tXmmfAjD59yij3/li3mmZd7smdP9XMft4yM78YYF0wpL8qsiEoqUgYmpTxkpLw7J52U7bhaXbPFUijRxiWoW1Y56XZEJZCZzJ9zO/R33232n521g3+7d8/NLyTnh4er3TOj9g2VrafHeCkcPBitKA0MNEcZlbpz5/tlfZ9lcMv1fpIBaX/ZtrhB+ZC1eM+e6iW3mK3VW6a1yEDG4KC557t3m8/p6WorpNwLGZhw5ao7FciN2C7eVWLRk+1bthgLqnhgjY6a/pXr7bR8udl/zx5zLbt3m3Ze5rRKbAFZq7unxyq309NzlyqTNv/666278MBA9TszNmbzletx3aZdy6S7zrm/TrVcmwy2Sx3KNLAlS6wSLfctdL/dtsH1nktrFElDnEdOHrIpL+WROb9pLB2piALY5KTNAO4A8IWizp+HkJU5cMcdV3dWRwm5H7gTsuUBHhuz0VyzzpPwXTrE5Q+oHqWThkcaMf/FFKHnClOZhyAWFWl0ZdTPd3FlnvsizczYDvbChfbFd6OMuvNEpcECzLW4k9elPt0J8kkNiD8aPzY21xVH8rzuOit44gSu1Iu4QMp1DAxYQbNpk2mIpVEWpRvgo+u6jo1Zhbuvrzra7LXXVlu/RDjI/6FgQ2nmeoprqxy/Zk31/1GRYhuR3Ei7IYWwnpTFbVeu+dRT7bYLLohWak8/PZ2rcajeAeY3v9kMGJ15pnnfZX1GN51/vmkP5Dy7d5tnwF1zdskS07n6zd+0x8nasO61SFq+3CrBvrK9cWO1q7h0fOX5373blsN/r8RNbNeuasUhzcBVrZRNEW22DExKechIUYq6urIdl0dHzZU7Wedg+gqMDOzIAK4/HWNqyr53y5fHW3JFhrjzBLM877Oz1rX+oovm/udG13Y750VZVnzFUPJN20+Zna0O1OZGj5UBYFcRlGuLutcyUC33LxQQx1V6ZOmr/n7r1SFJ5iPKNYo1T8oqg7/yOTZmzi1trETfn5ycG91c+kxXXmkVvb4+28fautUkIvP8heJYbNtm6851FZZ94+SN1M+uXdVu577Rw7WIugrjxo12mbSxsepgTW7QTQlgKX1Kv379NdV9Q4c/ECDXJvE3kmKApCFKuXMV33qspXnGQFCLaH1C+M+d9KcA3gjgjKLOn4eQFYvF8ceb33l0nvw8XBfL8XH7QsuSDLW8eNPT1cGI9uwxDdf119uAPyJkXXcf341IGgp/9MztcMt22Rby5/fn4Mho6AknGIEgjY076f91r6seXXaFr5u/a6FNG+7dvx8yAijrePb0mPrr6rLW5GXLqhtGvwwi0GR+n3QkJImV6ZZb7H8yOuvO9ySyrjNi4RULGpEdyV240FiTQxZDuReupe/qq6uDHD3nOVapWrCg2mLqrpUJzJ3vmZSWLEmO3uvWiZt8N9w0lsfQOc44I2zpzJqe8pT0+/qurUB8pODVq+13GfRatix6HVdfkb755moLkRuAww0ktXWrdc/3LeG7dlmr6POeZ7cvWGDdgOUatmyxnZL+fjvAdf315h0S+KAUSAAAIABJREFUa7+si9rdbZ8518WRuTNcc5stA5NSI7yGikLkSFyU9SyIR42s/yvP8rp1VjFxLVfbt0c/w7JdBhTHxqLX6JVr8fsVbrAxn+lp8z7t2WPy9Zcii1LKGxEgjLlaWUhzH6QNEZkeCv7kW1zlGJk/6ecnbb9M93FdS0W5Cik4Mh/07rutoibnk3VMRaYNDtoI+yJjV66sDtZ46JA5x8CA2aevz7TNEgG/q8u0xeIJ5b4/oSlTooT09hplVxTXjRvNOWTdcvcaxUX4qqusDFy71pZD2u2NG81xMm82zuPLdS8eHrb9JNeL6+KLzbaBAeuxJf2ZdevMdlFS3QFJX+mNCoLl9kejnvG0SlvUflmf5az5N5OOVESbnfIQsmKV6O01vxvReZL5f+efbxumK66wDUxoLkASYh2URl6scNL5f/nLbePkzi8IveDSEMiomzRI0pDt3m0aJhnJc9clZbYv5MSErTt/jTZ3hFWE08qV1SOiBw+aDvGyZdFRfX0X2aj68l2dRODIiKmrIIlF0h2l9ecsuIr4pk22vKJEhZZMOf545pe8xBwnVldfaUmKcuunyy83nRPp/LvzC8XlJ+74445jXrSoOhCQm0SozZs319XXz8ffFrLWuhFhpY79c6cJjFRv8gcN8konnWSiBUf9796fqHT++aZe5BlascLW2+LFtqN08cXmmRscNM+g+8y9/vX2mXbvjVhrJBiR66brDvi4AWmmp61FXgZpZLkZcQuT93pqygyWAKYT5tIIQV02RbTsqdUUUb/dlsE6d63PWvKambGDb9dea/6X+aCAfQ/EA2DdOmsJ2rbNBrxxB07F5VcGOH3PIpeJibmyMylSuzuA6s5ljPJKYk4OEJZ1oD2tvPXz9pXNkEVZpuq48wfFEhhydZaos9JvcgfxXYua70osVjYZsBfFUe7r7t18dG6oyCNR9OS3zN+UQRFRmKXPIOednKx+rqRNFcuo20/bsmXu3EmZy7xiRXW0dX8evrja+mt3S5C8Zcus1bWry07bkLn+vlVyZqa6TylRc8X66QZi8q2yRNZVd9s2a3jZunXusy6BnnwLv7st7WDL5s21zaNuhKdOWehIRRTAWQA+DuD7lTQJ4Kyizt8IIZv3Qzo7a0enXCvIpk3V81ckqE1aBVhGU6+5xrzEbgcTqHYvlDwPHTINrkTd9EeqXMvj0JCNSicNojTOMi9D6kmsnJs2VecV5f5w4IBxIXSFyNRUtbX04ovDHdjZWdvQRy0Bw1w9oODOfxgaspZkwDTQEl1PBEsoYp2c13WXcYMS3XyztW6GrF2ixLsBiuQaZK5o2jmJkr+r4D7tadUBjfJMWSyWSclXTIFqBfbYY7O7vwLpAycVnc46y34/91zbIQCMEusPJAwPm06G+x4A1mrb32/fEzeIkgzuyMDaFVeYjs6GDdUeGfL8veQl5vmdnjbvh3RoxB0LMJ2QLVvMd3Hlfu9750YajQp0JO9gnvN+yqaINlsGJqVWUUSlgy3z42UAw1XwsrrmShsuU1TkGs47z/wfkofSGRdXUtfd05fPrvwUL6QoRVSWnHKnfwwMmG2hCL3uwLCryLkKXkj2yXzHqLW2Q8vT+LjKQdxSMn5fyR/Ej1OKRSanDf4Uej7c58T1ePKVZjmXO+ApA2riZuvOx3cV0MFBc5+GhuxUqsFBuwyLWKuljXNjc0gaHKyeAylruV95pTmHWHhnZ02emzbN7Sfs2WPyEK+sZcuq54pKeu5z7XeJK+B6SV1wgZ236rpNy7UvWWKuccMGK1NWrZobSMtdB1umZ6xaNXdNdLm3IiP8Pps8M34E4iT3c1dplnXd85Av9fb/m63kdqoi+gCAVwPoqaRXAXigqPO3gpAVQSYvs0RPu+WW6jDgQHjuY9SD7c4JHR2tXs7Dde9cutQqhmJZkU6jzHHxR1hd4SsT7t0orq5b3uRkdePjWkBDSu7MjHU1Xbq0eiRM5o+KpScUwdZ10YmbK+rWmwQruvJKI0x6eqrrS1ygZFtU6HQZRezrM/dSlP+nPtVELpW62r3bCBJx49ywwXYAtmyxysfNN5v8p6eryxOyNrpzDSUtWVIdERWwFldf4Vu2zJw/zXzSRid/bmTaIEdlTnkp634gFdf1eMkSM5Lvz+899lgTQdeP1ux3rJYssYMVohBv3z53LTdZtmV42M5xlnm90qlxXf+iLJ/yDk5M1LbOYogSKqJNlYFJqewy0rcEjYzMXfYraY5olIwU65MEb5FrePazzf9+51gCGskAjTuXTlxv3WfcV/rEShWycIpMO/54K19Ejm3eXB0Y0I2c6l+XKLyhdbalLuKUd7eeo/CVg+HhahfYKMXTlfGTk7Y9kuiw7nXIwMDGjdVKtsRP2L27WpmUNmrTJjtY5/YtJietUuhbYqWu3ej4a9dal2rXarpkiR3cHRio7mdt2mSvSaz0ovRK3Ui/wX1nhofN/ZX+gbgK9/ZaZXL9emuQCA3EynkvvDB5nXDA5rthQ3jw283XdUMWOSHfly61BgPpq7rrnQPmWtz7CRjvnLvuss+1uDO7sT+YrQu6yJndu8PvsiuT5PmSMvvL+LjvQlalsF6PyEZ4VGahUxXRR9Jsa1Qqq5D1XVTGx82LKm4obuhxmfAd5cIW9WC7I1LXX8/84IPhhmnxYitUu7uNi+KWLdaNdvPmcJTa0VHzgu/aZSPUuoFLXEXNt8SJK6CUzZ+QLvtdcIE9nwhy19Vk69Zw3bprgKW5B66FSYSqdEyWL7dzhwAzCiid8aj5BTJHwnX3XLiwOuKcu1zA6KiNCOwLF2kk/YAKrjJ6xRXWvVvmEC5davKW4Ai+IBJhECWwirIghhS0Sy6pVojd5V1OPLE+N9q46LlZ5oLmkS6/3FxP1P+h+a3ibfDsZ9vnR/67+eZqC6ubLrzQjmBLp/e668wAhLu009q1Js9du8zzfeCAOe6mm2wH/NAhex6xvl92mfncunXueyHvij83SPADHtVDCRXRpsrApJSHjJR3at68urOag7Snw8M2oqnvCprUoYySkdKmbthQLQNOPtmcR2IhyJxRGWhdt67axdMtpyg309M2sIsM2oosDVl17rzT5P3a19p4DOPjNgqpBHzZts0qQjJQy2xdhMXa5sprwXUXjlJE07jL+27Hcj3+3L3QfRH3WqlrcUeWa5TzhhRRd5AZqLbCytrZrrVSyuF7Xrhuu7IqAGBktiztIhF03QCS4n0i7rZuX+SUU+YqgOLF1t9vLbXS15NARxL91lWC5bq3bq2O1RBaN/z8881+7mC/KIqh/d3jouSEGzVfrl/mnbrXC5j+kXjJ+UGJAOPNtGuXrdfBQdvPGRqyx4hl3H/2fDdfiRLsBsST5Wlkn1WrTF7SD9y9O9sSSnHtif9f1L6hNYiT8i6CTlVEPw3g5QC6K+nlAD5d1PnL6prrvwDu2mTuXAeJaCsjpCFXmjQW0Q0bqt0bTzmlurGRNTnFErllS7Ub7vCwnaQvgt9vdNxAJbfeWl0ufx7c0FB1gB0R3iIk3v1uoxR86Uu2vtzQ6JLctQtnZ+08t927o0edfLcm3+VXXA/dNb/cqMPSWU5qxMTaJArdW99qlUIRQDInQgS434i7nQnp2Fx9tfnvWc+y+/mjpOKeS1S9n5tOOcW4UYZGT13FrwwpNL+2XdKiRdW/r7127uCBm8T74PTTzW9R2C+6yI5yn3GG6Yy4EXJ/7dfMp2xz12EdGrId2MHB6vZElFfX9Ve2LVxoXQp/53fsoJnfHrmuvMDcQClutOt6KaEi2lQZmJTykJHyDB5zTN1ZzcF3NXUHLEMB40KyMGq7DMBcd50dDJHU3z/X68UdKPSXivHL6cpHkeUSUTUU8E46rrt22XO60fSlk+4qzICN6CsDm7JWpGsxlLxFLkb1J5L6Nq6Mdi2bvgW3ry9akXWVyXXrrEurKDmyPqu4V/rrEA8O2nZuYMBaod2BXYmFIBZJf9BiYsL0UTZtslZqOVaC7AwO2j7Atm1WRl9wgRk8dwen/bRihVUu5ZkZHDTPhPucyUCAr2zJVJyo/ENTbESZXrHCyG+xjLp9r9CUIF+2Dg5WywaJyu4HqJR877672mNB+hu/8itzz7VunakXCWAk91wGNWVK1OCgVVgffdQq1mJckPfMHdBYt87cd+lXbthQ/fzEtQszM3aN2EOH4q2WSe7mghtBOC1J87fzoFMV0XMBTAH4QWV+zCcAnFPU+fMQsmefbe7I2Web30kTpdPgP8y+IupaS90RzFrmiF52mXmwxYIiFjNXESSqVsbOOcfmE5oDI8JEGrEzzzTncOe6ui/9C19Y3SCNj1sLytOfXh09bWLCNoTLl1trqAhydw6dzGORToBrtQy5LPlrzslo2sGDpoMg7jw9PaYRE8XbdYkRpT1p1Gx0dO7cC/n+mteYz1e9qjoCnt9wuy5gIvhEIX/mM80+F19sBdMll2SPEisKq+/uW5QymiYQkShdeeaZR8rLZdit6+uvZ37/+807cMkl1fu96lVzoyqKgrh2rY2MfeedRqC9+tV2vzPOsBZwP8jU2Fh1YAoXd275woVGUMuA0xVX2HZk+XLbXviCOcoiKu/QgQM20FK9lFARPbeZMjAp5SEj5T3o7s52XNpgVb5MjLKI+lbKJCRwixtMBbAWUZkjumePVegkGnhS5Ft3PUdZkkPyl2t25Ycorn19tnMs29yBG1H4xAotgZVERknwGZGXk5O2UxySiy7StxEPJ39fsfrK3M3+fus5JfdEBqlCUXlFvkssCSljd7cdfPMVUd+yKfu78yFF4SQyyqXIbze4kDvY7SpUfX3WIusfMzJiFVCZPiXHyeC8q7QBZlCDyLSVPT3mel3rqWv5XL/e5PP+99sB62XLjDI8MGCn0Zx/vulbyfQZfz3TU06xCvXWrdUDmTIFZ8GCuYMtkmTZOInwLIrwRRfZPsyyZXO9pObPN2WXubIjI1a2nHlmdf9HZBBgvfWkPwVUu/u68kms0KtWVVv/XcOHG+Dx8sur769MJ4l6T+W5cuvCH3Dx34GoiL4uURbROFzrcFx566EjFdFmp0ZYRGtRRJOUllBIcYkYt22baUCyRgZ88YtNmZ/zHHNMlGVswQJzPWNjtlN7+ulzyycT8mXSvKu4AqbcMsLsNvzM1VafM8802yXIyZYt9lyuX///b+9dg+u6rjPBb4PgQyL1IPSgRFKiRPEpyXqRIACZjiRLsqgHQYCgaCtty5ZNiSGLLCJEASHK6hknsTtxW+qWu6QKmSI7ZDcwATxmpy0rk1J50nalSxNbdjdtJ8jEoV9MewbVnUZ3J/B0Dxwne34sfLPX3vec+8LFxSWwvqpdwL333HP22ffsvfZ6fQsQ0ggt6Gh1a2uT/nBhooDs7ZVFdGxMJjOtW1RUgaAsHzsW596SyEBTpY+MyP/cjFPx3rkzOyRsclL6tWOH3MeOHTIWmzcL+QsgCikVAgq9Bx8stLBS6WTfmMexapV8RoNCJXUxZ9ryFLxrr83OW51pu/56eebSci6XW8uqB8pWzrjxubj//mBgStvGjcGQwk1PZ6eE1La0ZI/h5s1yPm7AOGe1gpCGhNNTw01Zb28scLMMaVzXfvd35Ttf/KIcSwMbNyZZofaVotEU0UZvtZaRlWyaqi0lQqVDcyiQYKeSDRvzzh54IITGAiL/dIkL5ojSAMvQP++zn3deX3vpdB521v5hbEyiFcbG5DXzwNesEQONjlDSRCzbt8f9YL61VkTTTXHeb0Qll2tBlseZY00FQud3cu+ix0dDG7W5vlCuU9YxFDTNS+f1tSeX6TPHjwdvEmW+9uAx35L9ZJgolcjjx+U+WMN7YECMD4ODcr6+vuBl3bFDXjMsWTPOArHytWOH/A56DT1wQJS63t5C9lwgeC3b28O6ePPNIdeYkVQPPBAUw1/8xfiZyGvpMUuWyL7k3Lm4nnmpPYU2nOpIu7NnJYpt2TLZf5Yy1N57b9hbHTwYf3bjjSIbf/VXY48on5lFi+R3a2oqJGXq7xdPLT2cWc+hzhGemAgkTqdOFRJflRN1MVNMTIhhoqurcO6UYsKuBAtSEQVwDsC16vVKAP+8XtdvlNDcYspramHRk4AbfyohafmDYtAb3JGR4Nll08ohF1YtiPX9cSLQI0rmNypLq1eLQkkLFcNDONHppWPu2dSUhN8C3n/84+FaqSLKxYeCR1v0tHc4/U1o3W5rC2NLQaVDlvv7Y0Wf16MXkoIizaskUUZeiHVW0+E0n/98oXLC/GDNqLdxY9gYpGE1zC28/voQrpv129ITnrZyyrik773nPfllXarNr6yGAfdya3lGIKAwDFc/F1mKP63VbEuWhDxbEqEwX/jAAXmGnJMw7I0b5VnhXGWZFyB4emh8AWRDee6cvM9NW1omIC/vU6973BTrfnsfNuq0gLe3l7++5aHRFNG5loGlWq1lZLGwthTa4FGuXJ2aCoYWKjTMvS/G9JoFrWhqLxOJ37jmslSLJo1j9JJW2LScHx8X+cNIhTNnwnez+sprrVolc1iH4O7ZEzP86rl07lwYF8pmzTmRht5q0p6stBLN8puV3zkwIOPe21tIvEQvbhYTvj5/ylqb5dEuRXDGqCNAFBKmCOzaFQzCzolxK71eus/QaT/t7aKM8Lcig61uAwPy+7a3iyJFojZAQlLXrZP/NU9H2jZuFGVy27YQ3cSm+REoh6kc/tIvFZ6L+ysayq+5RppzwSNKD7pO1+C10rVZK9ZAXEUgbXqfsG1bzNTOPqfRVVmEiJQBjJTLa2vXyu/T1BTChoHYW0sGYSDkHWeF0ac1UPnbch97+HDhM5iuUzNRTPV3i6WnpPvvmWChKqIXynlvttrloIjmxZyfOCHCqL8/hHV2dJT+PvHQQ6Hf/f2FpCj33BMmb1dXzMQJBAFD76cOv9AWPr0A3H67hEmcPBkXO6a16957gxDWRDlkBTx/Plb6Fi+ON8ckaeDCld4zreNU3I8dK7TWMhfg2LG4PI6+9/5+eZ8KaprvwI1BmlyvFdE0908z0/X0xBZ4QATf+LhYv/XYtLfLeT/72fh4/r6PPBKssGmdzpYW7z/ykfg9NgrLtFEoZZH65Cm1l1OrV9hu3hiWe4z2nOu+j40VhjwBEr7FCAq+R1ZmIPaIUgFk08otvQNUkI8eDZsXeie0h6UYyybXPZYmYhQEPaI0Dr37rmwwLl4sc0EtggZUROdUBpZqtZCR3Gg2NxdG+JQLrcAWk7E6x3Dv3tgjWmm6DJWX22+XZ5Br3w03yHp88mS8AdQb1t7eUPKDMoD1I3U4LCDjwQ0zS3Kk3ltdVoOhtXytFdGRkTA329vD93XZlTxPc+qRzBrf1LOYGqRpfKbhVCut7EOxGqY9PbJ/SMMbqaAyZSaPD4N7ET5jJATSCpEeu66u2Cg+NSX7Kq6hTz6ZT+qzdWt2BEpra0zck9duu02MGC+8IB4+KmblEgFmpcfMRspMev/FIniKtWruS++T1qwpNEwfPCjPy+HD4fzr1wfv9OLFhcZZ1rpub5dnRZdCJHT936GhENI+MhI8rC0thcofI9dYUonzslhedB70mkeyKe1s0salcgg4y8FCVUS/A2Clet0C4E/qdf3ZUEQrsfgSlSivqbWGYadbtxYPM0j7o5W2U6cKLWE6t4HkQroECEujsND2nj3B05gWSU4tXEzC1/kyO3eGDUR/v2yodQgI807ozdHvU8HTC+ZjjxWOp94obNkiSl0aNkWrq+4fiykzB6O7O6an1/m0QAjT0SE/3gcK8bROGCCWzJ6eIMB0TgTH77rrgpV+06aQs7FoUWFen964cNHkIq4ttFmtszOMc0okVWlrhHIv5bYNG7z/h/9w7vuhW9bGoqVFfves3Nhnngm5bfr7GzaEZzBrk6SV0lOn4lqzDEdjA+Tvyy8HT9HatUHQ6o1wsbqD9GrQcJUqq1y7dBmHmaIBFdE5lYGl2mzIyGpCbrUHrJiMpSKhN2Xl5pqm0Myhej1mo1eROZMTEzL32tpCzieNM2n43Pi4yCAyrDKkV4eOUuGcmgqpNJxXjP7ZtEm+k3oC9WZYe1R0ekmWN1HfT9a+hAqzrg1JpPeojeYMlSQLbtZeRxM4ZYXm0uOriQI1tCLNvE6G1GpjsY566uyMy7ZwPwMU8mToPdPVV8saSQ+dczHDu85LrLTNVGbWWkHNIhaaq6bvg89yyoug5eJTTxWSNz3+eGHu7nXXxYZOnRcKiEwkT4FmIOb85hynAaO7W86jIxcqTTHQ848G5C1bwrqm18Fq0xhSLFRF9HkAfw7g16fbnwP4SL2uP5ce0UqEY3pssbyTFHmfa3KEtrY4PDDd4LJgtw6v5MaSG1NNBJQyv5FUhcrutm1xXSjma3R2Bo/o+HiwcN18cwiHHR8PlunFi2VhokW5uTlmeSNxEEEyCb1I5RGnXLwYNgaa8a+jIxSRZp9efDGcc/XqmCJeW1pHR2VD4FyhMsik+5Mns/M5OPZUtlmmg5bfz38+Pp6C8NChQg9Za2tQXt/73viz7duDZ2rlSu+ff176Vg3xTlYuyZIllRMm5TX+JtVaaNO2alVpJb3WjQQNxfpUyfnyaPdfeCE84/x9dXviieBh1c/LypUxy3S6Fr3zjvym77wTzs+8nm3bsllyCQrSoaFsNkCuXVRU56kiOqcysFSbDRlZjWJYyiNaTFGtxjjsfVD+brtN1uV0zgwNxaG3OnLm+PGYJZp5q2TFpffv7Nmg/Ok+pjVKue4vXx6Uu7xwPHpzGHpLBU3LrLz9go7OSsdNK/naI5p6Zli2bWBA+sB8SeYvss/p76jHhN5Ujucjj8j6pJnch4ZizxWvNToaQoTJaMvzpGGlgCimJAnSa59ee2++OVZA6tEahZ2+XqXaKmmLF4use/75ws8+/OGwJ0j7nrWP0cfq3G4dJcT5t3NnmOes767nGI+n55JK8urVhY4iOiZ0xYk8jI+HsOYPfCD0kfOnGvKjLCxIRVTuG3cCODLd7kw+Wzmb157LOqKVWDD0sWlCvvfVhQOzTicgimbqaXzmmaDUUaHiZ1dcEayV3CRSOFCIMZRGe1+4KDgXrJ9NTSEs9amnwn3p3Lje3tDvqSmxaAHef/SjhTlE6SZbM4yllrObbiocN3o/KbAefDDkvrC/JG+h5ZehGsuXx0WS9W+kQ8Z0PbN0bMhQpz/buzeb4W9qKgh3EjNoS5+mQE9bFlV7JU3netSy1ZNcqRFaGolQSUu93oAolFnjefPNhR5L3d54Q+YOQw6dC8YPhuZnhcOxZuuaNeE9HYJebH3Lyv3KQrUerSw0miIqXZo7GViqNUqt7VLPANf2vr74Wc2Sl+WCG9F77409Zc7J8/rKK3FYJ427zoXUFSpz58/HLLf8v6MjkAHq+6Onh4RLVIJOnQpKX3qfWrnjeKcGS7LC54UpM7xWcyGkaUGcp1klZdKcycHB0KdLl+R+adhOzzcxIbKOtVVHRgoVx+uvD+tXf3+8L2H0BnP4nnpKZOPp08G7+cwzsWeTjR7pYustjdirVhVXEtO0G90upwihRujz1q3BSF9uq7SOuE7H6eoKa4bei/zCL8jvrz2iZOBlqLhm1mbpQL2X08y+3scGEj67eQ4n/ZwvXx7P2cnJQlbparFgFdGiNwr8+9k8/1wK2Wo9orS8aEtoNRZf5r/cfbecV99Hb2+wBl5zjUwQhs8C3j/7bLCcks59dFQsmbSWktVX5z6yHTsmE/rBB0Uh1kowY+npVbnppjj0KLWSpsQHFy/Gnh1dSiVVUl9/vdCqy000ld3XXw8KHyBCkhsO0sR/+tPhnIcPB7r4lMhBKwlaGVi5UjY1gFhndT9vuknugddn3hN/dx734Q8Hw8FM62pqwZPmDs+0XX11ccFSjSKqPaLVWJHT3NmZtpnmmWrLanquO+4QgbdoUWHYdHOzMCTq93R0A8OILl2S3+BrX4vLAvC4vr44cuDo0XzvJUsNXXedzP+pqWDpHRgor/B9FvHJbKERFdFirdYyEMAuAN8D8H0AJ0od3yiKaCkZxzX56adjRatab6j3cWk2yrs9e8Ias2JF/NxS1unyZHozqesAjo+L/Dt6NBg1NVNn2vdS+4XUY0z5whBBbmQZkZOXszY1lV0WJr2Xqamwjm/ZEsac0U0ci85OMZKOjAQllV7e1ICuI4FIQpiuf9xzMHJKb8KB2PB6/fVhDPR5sqJGHn5YfpNSSkw58mmhGVPnshXjWWAKS/peyhCvo8JodM2S4dxzaxZe1pZ1TvbN9KhTIWQkBEmhdPoJ01Z27Ah1ZfUxOq1lclL27CtWeH/hQjwvtUKrnTbVwBTRrBudZdKGWghZToQlS2Z8qgJkeTppNeztDe78ajyiVNZaWuQ1wyWvvLKQrCRVAAF5ffKkeFoOHw6CEohzPdjuucf7l16S/0+fjr283Myy6RpQQNgINzcXMmx2dcXMnDqvo7NT3qOXU+fOXXGF9CMthD48LP1nbdNdu4LyTyIGsuj19EifdPjHmjWBNpyhW5OT0jjmDCnWm39eFwiCVef3UVlijs2JE/Is0AOahpywT5s2iRW9UuFYayuoVhDzlMVqr8lxnUndzmJW7ErbTBVbTUKUCkQW984j0Ljyytjb/g/+QSj+nT7rurYuvavbtxeWZOnrC2sMN4uMNEiPrWTDX0pJmA1F9TJURGsmAwEsAvADAOsBLJnOT72z2HdqISM5r5curf4cxWTc1FTI+9OKqCa5qcYjSmPsqlXyDOpcs+ZmMeRorySVoI0bY28i+87SKQx7pVLFGpCHD8fe1NTLWe5cOX8+lEpjjVN6RKkMA9mK5uioyNu80hYEFfOWFuFzYD+5D0jLyLB+cUuL/M36LU6fDsefPCl1kVNZwdIwZ88G2U653toayqDxNyIT/5EjsZxODazNzYFngWvuFVcUz49M1+YMw6FZAAAgAElEQVSFwPB+uTeuRWnKS0uLEFNNTMReTF1aaelScXRwrbnhBpH1ev/65JOyB2S+aUp0ybzt8XFRQDs7Q5j70FDMp6CJ/oqtf7q/5hGdhXY5eERp6bj22hmfqgBZwocKHNngqrH0ei9ClMLU+zjRXoeyPPVUEOh6Ql26FDbFnAAM7bt4MT4fIIs8LUnbt8ekCLQiXXutbGzpUeF3162TPjAvJl1cdLHvVOF6+eXgTXzhhfgzXcCbAnpoSMacivmqVfGGhnkoZANMlXa9gNEqPDAQQmfZ0pCjAweCp+orXwlKVaqcaSKo48cLS7NwHPk/vbYzXcDnu5W3HAbb2Wof+EDhfMn6Lctpzz2XbUjKyitnyN/mzXGdtrNnxdj1zDMxYYr3Yo296qpglSUxyoYNwSOqUUyAluvlyapZWC0uQ0W0ZjIQQAeAt9XrQQCDxb5TCxn58MPyXD38sLyuNY+Cjgw5fjxODSHBTTWh36+/Ludk5AyvwZB1Kp4k39PlWzRRHY2orPlMxXVkJA7nYyRLupmk/BkejomEzp4VGaZJ93SuGgl99DyamJAx6u4urHWaeoL6+gpzt3ms3vxqhZZeHNZq1L8LeQt0moCGlvm6XI5eB6lMbt+eHW2l28qV4fefa/lirfHbypUx+dHy5WLE15Fs9KZro8MNN4R68HyvtVWe6TTNioqoDgMn8We6Lup1KSUg0xgdlfPoaLlqYYpo1o1eBoooacGvvHLGpypAHikDcz2oDFWTA0NK6wcflNc6nLOlxfvPfEb+X79erKpjY/GEYi3Qa64RpVV7MLu6vH/00Xiyvv56UJqeeCJmpv3Up8JxjK2/eDG8t2yZvJdal264Qfo2PFwYfuOcWEFZN62pKQ67ueGG4Mn1PgjBvj7pE5XW++4LpWM43sPDcUmZvIWNHk96pPRnqRBduTL8JtpymyqiR48Gi1zK6pfVh2uvlTDjmeQiLqRWKTnQbLfUy8tn+MYbw2+uleiODlkH6OG8//7CXDldVohGCpJ1ADK3mbe2f7/8f/asCE+GA2/aJPOGnhGSsHgfEydUUiM5b/1b4B7RWiqi+wCcVq8/AuD1Yt+phYxkHcQ77wwGxWJ5ikS5PApTU3H5Aj5XvE5aCqXc6+jN3+SkkNItXy7G256eOKKF4XNcm0+fjg0/ZLpPQ28553QUxblzhbmZzc3BYMs8WB6/ZUsclpumcUxOBvmj5VCaxzoyInLwyBHx7HBPsG9fGJN0bPW8n5qKz8+oje7uQtl98GCcA+t9CGNcvVr2GyQ5LHfdzqpVzXNVw/zaKGRB1spvM4mKAuS51vwpy5bFz04W0eLSpUFBpSy+9VZ5plNeksOHZZ785m/G7+m1LGut0kzPX/lK/BnnFkv8zQSmiGbd6GUQmqsfMu9rS6xBFGPEogW00jppTLhubRXhnS7iqYcozZ04diy2NHZ1iTK6d288aQBRhjTZQ2en9JW1RLW3rbNT+qctRmT8TC2269fLRNeCUXtpqYj290t/Dx4s9DBx88EQQyrCWrHmZjz1Lj74oIwdN+fs28aNYgE+diyEWly6FAu2c+fC+K1YEeeZPvdc+D8lBWpri/tWaasVw+xctnrW+qym1TJEKxV8esPKUi26oPiXviSbSRp9yN7HuUPGZ0DmHzfw4+MSDkfPrHMhDL6vL4St8fPHHw9rE+cc5xLn7s6d5dVIthzR+sjAchVRAC8B+BaAb93KHdUMoENcda3JUvKqElmqlUYdwaLDcvM2eXnX4Trb2xv6DcTkcWwMfeXrPK+m7svISPD8McWC5Vy0oZb909fXit0bb8SkfeRXAGQ8WE8TEJnINeSBB4KiytIlixcXEtkND4dxYu73xERhmZysmpqAMLqn+wdtbB0clO/rVJMdO0IqT6lWKpolj0ncmrW0nTtXqDxW0jjPli+XOZUyLW/YEDyYbIsWSeTh2Jgok1nlznTuc1NTmC/798eK886dpdfKYlhwiuh0vsqflzimZTb7UAtFVLOZel+7ej4aemOXQoesVqKIajr6vXuD1Wf1ahGOupxLU1MIU+IkoydWT0B6NhiOcM898vfgwThE4dSpQGrQ1xcrW21tcm5dR/T0aTkv80402Q03zLrGIdsddxSGpWpig46OsPlgHimtxDxXe3vIG+jpEYWS4bFZYa8bN4acVW0B10onEEKsuDlhPTKgkITmPe8JwpbJ8XkLYVoORCu/lyNj33xvpZTqlH5+zZrCGmi6pYaGI0diduW2Ngmr3bo1ntOaoXLlShGgHR3yvOmC4Kwl/PTTMk9YE3fz5myPqCZo4XqVKgPFlNVao5EU0XrLwLkKzX3ySXlGnnyysNZkraA9ft5nh3VXSlykz6mNoL298r+eh1R89XxKoa+vc0S18XTNGpF3VPKokA4NiYF39275jJtPyj+eN43Q6eoKnAbd3YU1vnlv9IimIbEf+lD4nXQ+uD62p0c+1+Nx113yOh2ntOmcWF1SDij+vUoaSYusWSvVDh7MTncCZC9F+ZfVli4Ne1nuu9Ka8fffH+bRsmXx/kxzQ6R5oRMT3r/vfTKf6BHlubu6ZD+vc1OrxYJTROWe8SUAt87V9WfDI5puvGqBixdFWOmHLCvnqxLBrgsu9/aGmmmPPSaf61qgu3fHgvjkydCHwcHCjQX7w5BYfk5rUVdX8Jru3i1K57XXBgVM09vzeO+D0keL7vLlIrSp5A0Oxtbc558PVtzeXvk7Pi4LQWdnyEdNx9P7uJ5oe3vIb2W90p4eEaAM/aXQ3L5djtFlVrwPY0ECI7L9cnOybl3hwuZcsH5zvFpbC8OcnnmmuNDWn+XlIua1ucydXAht8+YQ3p/V8jzYK1dme17TGrStrXHpICAonPqZGxgI4eIf+EB4ZqgI0zPLMMuDB+W5plA9ejTbq6QJF7zPVgYWqiIq3amfDATQDOCHAG5XZEV3FftOLWTk2JikBoyNFXoGawXmI54+HV9De9srlZM0fA4Ph3zqLVvEA9nUFPKqaezRpEDpPMjziA4MiGG2tTWEsuryZvv3x97Yfftk/uh5Pjwc7itVRI8eDXwMw8PZhi9+n/NQf7ZiRZCFmuzv2LG4nqf3MZmTbnnpDsuXB0bdqans8NlKc+SzmoXYWiu3lXreKt0//fIvS+kX/d7TT4f9/KFD8t769SEd7I474hSDPMMZCckOHconIKsUC1UR/SMAkwD+EMCbbPW6/mwoojOhi89Dlpe1Emr3LOgcxZGRoASSnGdyMiRft7fHBELMPSm1qWA+K/NnaI3t6wuhBjt2hP6zltfEhHgeaV168cVwvpSRlxuFnh7Z6GzbFgTP+vVy3pERGatz50LdMwrRYhT13schwlddJdegIsnQqYmJMJ633y5/tbc1Pa/+n/eeejIB2ZxQkecm4OhR2QToBfPMmdiDndVqZV1uxNaIBbfnqmnPOiBh3h0dYjzq65M5zA2jDol/9VV53u64o3goG8vBcOnk88tN+dGj8XzSFPT6+Ky5MT6ebcSbz3VE6y0DATwF4C+m2XM/Wer4WshI5ja2tcnr2ZCRaRhtLbyuJORrbhbZQYPR+vWisFEZ0wQieUaVdB54H6fVkN21p0fONzERyqLpcmavvCJz5NKlUA+TEUPey/1q7oDW1iBr+Tuw0QPD0NipqZhwBZBcNu4/envD5zSMkvToxAnvX3stGKyee072DWnJtKzGaK6Uyba/v5CV25q1y63lGZp37pR5vGmT7B8Zit7UFOQhI4uyZCAVUTKF799vZEVVNQAPZbV6XX82QnOr8U6Wgn4Is/KqUq9DORgbE0H00ktyLno6ABG6FKibN4fwIB06c+JEIFHQnj8NHR41ORlY/hiyt3OnfJ+b2BtvDEJJ59ts3BjOOTERPDlXXy3WZAryVIhSILOvFMQMUe3ujj2iOm+Vm6TxcRGotOq2t4djT5yQY7NKfzAXT58/zamZmgqLya/9WugXN/vvfW8gjNi1S5T2NH+H41NqMeSmg7l+1uZne8974nlAg8vq1fJMXnut9w89JO9pT0Wx2rPr14dnjM/RL/yCzOtLl+Q5Z5TCmjXyzPf2FjJ66jUhq46g9gJxfrz5ZlgLapHu0ICK6ENzKQNLtVrISD5vDz0kr2eDR0GH0TINZCas8t7HLK86PP222+SZpEGntTXkWvb0ZKfJpDKaHtG+vrCmp3mleq7w+sy1HBwM/Ut/Ihols8h7dDt0KDDpck/x+uuxB5Hyijmk9Ji++KL8PXMmm5V23z45T0rSx8Z9E0OHR0djRfTMmaC86++lNSCtWatVu/rq0nVky22cJ3fcUejpb2oSA9eFC3EaFufz7t1xOag9e7L3+HR+7No1N4basg6yVh8hO5t1RLNA4URvHBUc5wKpQDnQnr7z52OPXGtrYNEcGiqkawdCOM3goEy6wcE4rHVwUEKY1qwJYar8LgmBuNFMCVlGR+PQYBKueF+Yk9nWFhTRkydlw7x5swjBr3wlnqA6qRsIlmR6WpmzQ0sVN9Pj47HFXf8OOr9HN3rpuHDo8CputHWI7apV5ZPwpJbjchZENqt1Nn9aFkNgtYKU+dyACGT9LO7aJfkpQLDu8vMs76meo21t+TmiDKf8zGdkHn3ta5K7eulSmB9NTTKv88jaKkWjKaKN3majxNlseER1GC3JRpj/WMoonGc8piFz2zZ59igj77qrcB09cSJsFltawjNMpMo3w+X1eU6diiOIGFJL+dPWJnOBnlJ+b/v2+Fo0Fi1fLoqeNl7qNeOll0JfFi+W8/KzZcskukL/TlNTISSY4f0tLeIJBSQV5qabhBX/tdeC7M9bc/bvDyV2zp+PN+xkBk6/r/Pospqlklirtj39tMzbmTLvAiGl5uabC8klDxyQv3oPDoQyMSznohXRrIgKRsnt2DE35c3KOuhyaADaAXwTwE8B/AzA3wH4m3pdfzZCc2vhES2n9t7QUFjAq8mxungxLOojI97fcku4D5Z+AESZfPPNOESmqUk8qt7HbJxUjlPWsWuvFesNE7137Yr7osmHADmPTujmtXj/qTDq7xchmuZOrlgRC/+JidgLdN998j43zvv2BUGrSRva2sQb3NYWNsNTU8GDU6w0CmswakX+fe+T82hr8XXXyaZEs6JaszYXrRJW4tTDvmyZPNvbt4uApNWWJSD0hlznqQNByaUgZgQGw41nWqzbe+8bTRGdaxlYqtVCRtJYt3atvJ6NqCHvg0I1OhqnZLAMUR5vQ55i/Mor0u9XXpHnNQ17121kJCYAbGuLo5fSFJaJiUAGpr/D+ffyy8EwqiMFdDQBvZKPPx5H3mjDblOT5GEePy7zSjPaswQT+0nCPn1fabQT5++77wbPKY1faW1sQCItUpI850S5P3s2juzSa8nq1aIUZBHzVWpMNeV0Yba83z3v+enslOfx0iWJeihl8Oc+WbPWL1ok53/llZAHOjkZ5kZXV5hD4+NxXvXRo8GYRoIirluXLomD5ejRQsfKqVPmEZ1Rm6aI3wDgwjSD4AsAfqNe16+FkGWe1RVXyOtaEG8UsxjzMx0CVI1g1+E0qSKqlSEWhU6tOnpTQcstBX8p+utNm+I+p+EJU1Px9VatCtfSdNjNzXIt0s4PD8fkLkz+ZkhfysrX0iLv680xJ7wuYkxvEBA2wzrUNr2/W26RPNq+vvA7pmPS0RELfYbjWrM2W61YjdRqrcCpUL/lFvGMABIiyM3866/LvOHG8vjxwE7IazOU8PhxOZZCmgasI0cqW0ez0ICK6JzKwFKtFjKSqRTr1lV/jnLI+VLFb3hY5BI9C2R3TZEXKswQ982bYy//+vUiB/R5p6YCoR0gCh9l9cBAmCfcF3AeaOX2ox+Va508GTy7IyMhNJYhtLxvfT3KuDffzJ6jvK6Wj6+8Et//pUtx3nhLSzzGetzpZV28WJTSnTuDZ5QtL3efsk73y/tCUqHt2+PXbW2i9OryZuVEgKQs9NYWRmMkBlO+yJ7c0xMbUnTTNT2zon0OHZL5PDIS8p/T5yudN97HhG3p2tPVFaohOCctZd3WqQE01FLXYLkn84hW2XjTAL6r3pvV2qG61ULI0vp4zTXyuhpFNBWspTyiDCPNy80sB7p0w/BwYXistgY5F5dGaWoSS4/OlUzrntHbR2G0aZP3n/ykHPfOO/E4aRIFWqW4mQWEAIhjq/vI0KazZ+W6OrQIEIHODcbkZKH3ZsmSwnHWdNvcIF95ZSj7QkVUe4LTxYo5QwyhotKqj+ntjT2iBw4UUudbs1artmNH4cauFm3z5njtuPfeWMBT+eVSq8ONSMDC+f/BD8p8PndOjmV/uaFgaY6ZoBEV0em/cyIDS7XZ8IhWg7T0SRoyqpVUehO5PmeRCuWdW+PVV6Xfr74qShpl2Y03yjP7zjsxm/3jj4fn/vnnRXE8fz6uAch9Ad8juR0Qzk8jJUlLSBTY1xfkifdBIdu6NfaI6jB7zr/u7jjHk9fxPijZaaggCZ90ODE5H+67LxzHiCYtv9rbCw2/bB/9qCgDqSKqPUtAtgJJkqhy1ycz8Na21YLFuNKW7k11y+LnAPKZksnbkToQePzq1eF51Oe+4w6Zf9oYROfC4cOxQUQrs0ReCUbuC7k+cf/JSDpeS0dbUBHN4ouZKRaqIvpH0zTy/wLAPwbwywC+U6/r10LI0sK4eLG8rsY7WUnOjBYGtJRqEqNyr6sJTQYHYyGwaVNcS4k1AnnMgw8GgU8LTspQqENRyf5K5tabbgo5qKxhpheFvr7YMvvxj8s505wRHrNnj3w+Ph6fR+fOUNhedVUcUpESp9DKtWNHUIZfeCFQ7TM3lor0vn3xQrl9e6gjCgRLtR6Pq6+W8WSOHO8xDS22Zq3SlhV2dN115bFXcj4V27ylAv6ee+LQu49/PBbyFNDve5/MA+Z+nz0bNuOMwOD68Oyzciz7fOBA7UpiNaAiOqcysFSrhYykMsTIlmpQzCOqjZok0DtxItTOHRgoniua5xGlt3L9+pCPpZ9/hpK3tsrxKSkJcyD5+tZbQ2rH0JDM1TQ8feVKCbVbtEjmEfvGz8ksPz4e81NofoY0pJCKYmo0PXAgGGkZKpg15ynDtBGc48E5u3VrTBg4PCz3rut2s919d/Z+hYRoeSWrXnxRflOt2Oc1HZaZFTJsrXGbNs6UasWIGtPnfdeuwEKtI+5Wr46NStzfkRjr9ttD1J2uS8x5wzznvXtlrckKkc0rwUjjDffCDLfVhKEk0QRk751XcrAWWKiK6DoAVwC4GsD/DOCfANhQr+vPBmtuNajkgeLDz/hxINQaq8Q9z9qd998vAkiH0QwMxEoSw+r0pOb1aL3dtEkmj94c8FgqfizHwtbSIqG2X/uaCI73vlfe7+qKQ4XvuUfOSUKKlOGzs7OQaRfw/uGHw5gNDIRQJm7Wb7wxbHA56ZlD88YbIkR7e4PVitZkTVmfLnatrTJ2Q0OxNVn37ZZbYq8xx2ZiQq6fZ+VLGzdFVidt4bW8PJdbb80u1fPoo8VZNHXYbjFCEHopliyR+aM9I4BsDLj5XLEiPJvLlsk8YB7a6GjYjDPXTd+b9+HzkyfntSK6bi5lYKlWCxn5wQ/K7/rBD874VJnQG7a0NBYVpyyWZiLPEKznURZbK0OOqYhq4ykg50xlEsODKb8vXCicb8ePB9nCWqhktafRJy3Fwr6nKTRLl8ocevDBuGQbm2ainpqSqCX9+bZthR7R/ftlz0CD0+bN4jGm8XrXrrA/GBnJ9j6lYcbeh7QYKucpX8LGjSFvVqfOpC2LGb5YreaZtDyywvnUyt1fpDmZzc3V7U3S5/SLX5RnId1rbdkiRhu+vuKKsIcEsnO6m5pEqdNEYc7F0YUsq8TvtLaG51U7f/S8KZU2UKwEY3t7qGmv2XH1uqbzRUutWzPBglRE57o1iiJaCbQwaG4W66i2BpdrHdFW1pdfjoXo0FAcivv00/IdLTDPnw8eUT3RBwbCJoDCUhfCZtOKL/t+7lxg/9WC5sYb5Xxp6BAgwolhTJppFwjh0rzXNPSVHl4yFeqFiZbdnTuzPZW0dhcjTtDK+cREIS0+2dMA8UKVY+nNasx9sGZNG3B0W7EiPKtZmwNdqLuczQM36akievSobK61twYQL433MfsfjWoM0WVOzoc+JMdSEHMd2bt35utnoymijd5qISPpFV+zZsanykQpBZObzLyNW973L1yQefHaa/FzvnmzzKXXX48JSdJa0Nw4sjwZIBtORhMBwWize3fIu9y9W47TuWJ6fm7d6v2TT4bX110XNsZpea877xTFdtGiUHeU7dZb4w01x0ffB8N3OU5aQdZM8IODQaYvXy6GJirRWV7Rnp6Q36bHnZ6fzZsDxwPbXXfJWnDuXHwveu9SrAzVfJKTtWK/T42TWfXM2WgEqXQcqdQtXVr4m2b9hgylZ8WCtHY8ENaUkZGYf4N7xLVrxbCh07V275a+8NkcHQ2Rbjqdjh5RTdCpc7CLKX95nxern62Zo7NKNeoIPB3Kbh7RGTYAfwLgu3mtXv2ohZDVhAb1gM6B4QNbzcM4MSGKz5498r9mrh0ZiT2ira1yfoa4bNkSlM3BwZj5iyEGtCr19IiCqPPTVq0KxXuPHAnWU61Ma7a89euD4N6xI16Ejx4NAi0lBLrnnhByxL964eXCOjwcPDX0mn7mM7I4vvtu7N1tahJPJsO/hoZk46yvq3OFnJN70udYtqyQHOb974/vt1wBYuVYrOmWx/RXioxIG5nSY/X85hrA92gweugh8URcvBjm0PLlIVyRS632iFJo00DU2RkLawpaGmwOHpz5+tkoimijyMBSrRYyMissrVbI2oxx4zYyEofkVrpx014Mehp37BB5OToaCERefjkcy3X5vvvChpQRNV1dcVjf/v1h/d64MVauaFzdt0+il9atCxv5ycl4kwyEjW9W/iRLnGnGXCAYajkurO3Nz5cuLSxDww3xyIjc1549MjZpf+iFZpkavcZcf71EQuk8WO9FPtMY9cYb+SG1a9aE8M08QqQsopksr6h+rxK28Ho1nfaTda9ZzLB5kS+pkn7TTYWK5+HDsjfT57355jA23d2Fz2mW8krFkjmlK1bIXqq7u9Cb3dUVv+7vD/OWxo7W1uDh1CRdVN6OH5dzs661Trk6cSI8s1nzP4/XZWIikE6WGw5bjXJYDq9MLUhQy8FCU0TXFWszPPcuAN8D8H0AJ4odWwshywWRhDq1RCl2wJlYQujNo6J0991hcg8NhcVhxQqZ3ClR0MWLYSNJBrHVq+V8tDjp0jL6uw88EMgkuOCMjMShrJOTEk4IeP/YY2GBSUOSdK04HabBRRWQ701NiaBjCKJW4IaGAgsxx4QWt61bZUGiELj77pjprKtLFti0T6dPiyA9c6aQrOj222WxZeFxIIR+tbYWD83lwp6GOVuzBsTzOKtt2JAd1sbQP0A8GHfcIQaRw4fjEKdHHpH5dOmSbL6pkFIBfuCBbFIkRozomsdcx8bGRFH50pfkPBcuhDXg5ZfDxkN7Z6pFAymi62ZLBtay1UJGziayPBA0glIZqhZagX73Xdmc33tvzAGwaJEoh3yPYYWdnUFGM7po9+4g4xiGd/p0THTy4IOBYIkRO7o82Oio9G1yMhh53v/+sBcYHw95c1pxaWqSOXf4cDDAHjgQjyHz33S4aZ73WPM17N0bZDyVx46O4NVJvbSAKK805FJ+ayWYco5K1caNMW9FqXb4cHAS7N5dSIQEiFe5qSlfmS1HMV25Mt9DWImRWCt+XEt1v6qtDw3IPoNjmxW2nDbNH7J8uYyD9mqfOxf6qD31Ol/zqaekz9xPsT475YuWQUxRamkRY6NWuPic6ag/Rs4dPx6eR11CsFzyT53mVm447WygnP38bHg/s7CgFNHZatP09z8AsH6aAOI7AO7MO74WQlYXva41ZiMGnGAsOqnndT5GX1+cazIwEJKo2daujVm7aB3u6Ig9nCMjIlS1Ne7YscK6almTXgswWrnS8FvNvJeG3vb1yfdYly39fPPmkMsJiPWZFNpvvCFKKDfcgGwILl6Mw5qBOKzklltkYaOiT/YzemuvvTYIKK1M8l61ENDtmmsKc4nyBKi1hdt0jkza+Gxxs6wt5+XmOtH63dcnc44hgtqzo+uI6u9qz1J/f9gI0OjFzSzDeDlnPvGJ2nnUGkURvVxaoyuiWRu0iQlZy2nsqBaUFx0dsTK4ebNcQ5N0MeKGRsTXXgvn0bKTyjFlTkeHRNesXCnKE/kKmFe5dasowZyrL7wQzssomve/P7yXyiY2Eh9ppYns1Cn7Jq+1eHFxzw+NUAcPBnnOXDa9b9HeUipce/cWkr+MjcV9zsp17+uT9eKRRwo/04of5Wl7u6wjixeHPcjy5RJW3d4uv8eZM7GiesMNsadURyhdcUVMMJWmJpTTVq4MfdUMx3ktDW2mkfCllwrDrV94QfaiWik8cyYY2w8dCudIr7NhgzwTOmXo6NHg1adSef687IvWrg0KYE+PPP8DA4GIkuegh3N8XPaJ+rP29pB3yZzqrDBZzbmRegenpiQyL8tjmBfqqudKnqKZR2I2n7EgFdFaF/MG0AHgbfV6EMBg3vG1ELKsa3nmzIxPVYBykqCrRTrJLl4Mig1rc3LBYIgQF4/m5nhTqHMoWXCXVlPtDb355sAqm/ZlYCBmHJucDILo5pvjZHEKs+XL45j/114r9HQylHnxYvmNtKeHVPjaMpYuhN5Lf7duDeHQzc0iDDs7RTB+8Yvhmo8/LscwtJgLN8vl6LBdtiuvlFBgvt61K2YOdC72nnKz45yMZ8q8aG3htjzGyfe8RzYZg4PZHgptkc96ntavl80NoxR275a5keY1nz4t71PI02tDjyvDA8+eDccwuuAzn4k9olREuRGrhWW60RTRWsvAWrdGV0RTTE2FnDKdG1qN3KTRpLe3MOrlzTeDElvlu58AAB5TSURBVEIOA13rT6fqaKMucyI1vwCV3J6euBwa+R+0crlsWbgXKktXXBGXKdM53p//fFxnUBufaEzSY/fmm0G+3Hhj9rhNTYnspHctjVRIx1zzRQAhdzYtPUHlu7lZ9hw0mDGKac+eoJjo3+KFF8RI+9prcVQTIIYypu5o5nD+Vu3tsiZeuhT6qPNvm5pCTurGjd5/4APyPseea+VHPxobhjdtEqXv4MGgAGeF0TJ/mArpHXfEOcWMMGMu5LlzwcDX3S3jd/Kk7JGeekoURkYDkPBGl5pj7rFzQVnlX4ZJ00O5aVPYI3HctfOAqVnDw4Uh8AMDgbFaP0Psy+7dITJGPzN5qWZaacwLxy/1vdSxM5uK5uWqxC5URbSmxbwB7ANwWr3+CIDX846vhZDVoWazidn0jhKp9Wh0VBaS0VERHNzA9vbK8VNTsjDqcA+d86GF84MPBuXsxIn4ulmWKb63dm2suGoSpWuuiRXeNBSGFnGG/erQ3ZaWwvHkInn0qPSX19XW6/FxseYyz8372FPJUJXubhGcJGbR+S5Z9UJ1fa6U+RCIwx23bauN8lmMRdVa/Vqx/M084qC871x/vczTVCFtbg4GFuZ/f+ITYhhZuVI2UoBsuI4dE+Xw9OmwKWF4FYnHjh2TZ39iIljXn3wy3qS8/HIIqWdkAb0jtG4XC41KzzFPWXNrKgNr3S43RVST+XFTW63c1PJQK4OdnSHVg6VUvA+ez+XL48L1nENr1oRnmBt7Kl/XXSfyiYoUCfSYA/faa7JeNzeHe7lwQQw39GBRfuqcO6alcH6R6RcIcpygHD11SuQu03ayxphhq1o+F1P6KXsfeCCex/o7LHHGiCl6VynXe3uDPAckiuuZZwrHdGQk9gh2dIQ0nd27g3K5f39QTqmEprKZhgPm9OrPtmyR8zKHke9rDyrzFvNy99OoESDe47S2BkVv8eJCBmIazLlH2b1b9h3HjwclaGIi5AkzFJrn4d6VzxuJFffvl2OLkXuxTzTeM+8/T3HVvxFLK5Wb81itYqe/V0/lsF5hvbXGglVEp/9+V71XdTHvchRRAC9NC/9v3XrrrZX+TgXQdMuziXrFiOdhfFwW6d7emM6dQmL1atlkcjHj501NIaRVM2ZqZC0QqZAnuEgvXSqhKVSaz58Pm2RaUPv64nyhNE+EQtr7YMXTlkJaenU+rWYKHhiQ86eCZMMGOYbsb8PDwcq5a5cs9BR4GzeK0NDKbGurfC8r9FaX2Si3FQvhbUSCBmvSqqG+f+ih7Pfvuisootxw7t0rz1lTkyidHR3BY0mDUhoade5cbITxPngs29sL5/TQUBxhUM1moJZEDY2oiE7/rYkMrHW73BTRcvPDKsXkZFizBwbyr82C9PoYTQa4c2f87OvzbtoUlFBdjq2UtyidU1zvm5oKjTeatTS9D00kxmuStVSfJyuCyfviSr/2FmeVsOB96VBdjimjsTTxH4kQ0/MRNOamdSZTQjQax59+OngMafTdsSOMNdlXaTDeuDE4IdK1Nr1md7f0t6UlrLtNTSFHGIhrZ46MxGSN/E0GB0NorT7W+6DEa+Z/rpdUisjCzN+1pydEjWUhb63mb8acTbK+Dg6KzCrGUq1/Y10ypR6ohzOHMI/oZdRQ42LecxGam6cwzTdkbTbpEdXeQ42pqZCX1tFR2aYgz6LECU6FVFusx8bkeqxbyrAQbr7HxkRhfv754N0kqLDqkCBavrWldXRUBFBfnwiU5uZAJEBLKOud0RI+OBj6S+Gvw5mbmkKusRZely6FkEZabGl5dU5+C+e8//Snw/eYd/rss/L3qquC94x/GSq0aVMccq0Z+urVjPW3sGkFNN3UaA9BVuMzmJZqefLJ2Fqt6xsyx4ev9+zJ32RmlYnKWgM5f1mmYSZK5DxXRGsqA2vdLjdFdDZBDyRDx/VzT+WMKRSHD8ff1eXHtEzTiiggMmVwMI4SyJt7eWzEVHq3bi28B8rx1asLN8lZhmJdq5xgf0ZHs1mus+R7liE7/Q7lLFNt8kJAqZAzt/DSpUJ2U+4JxsdlrTtyRNbEvr5YGdFeWCpSw8OhVir7RqWTNY/PnAlrKA0IgOw/3n1X/jLc9sgReTYOHRI5fvp0zAq7aJEcA8ieg88Sn4ne3uyoL4bt6vs4ciTkaGrj3+BgGNc0NzcPeYpbnrGHY87zM59T/5Zvvhkrq/XETI1Sc+0MqgcWqiK6DsAy1KiYN4BmAD8EcLsiK7or7/haCNnL1QVfKTR9fSrAill/dJ5NJShlUcoKm9IlaMjap8HjsjYEWmHNIlzwPl6YNYERr9nZKeNz9KgIc138OL0fhhgNDMjf8fGYlCC1/vb1hZCiwUGxmLI4s2YwJBuhDhWilZ4bCvZrYiKEVWd5RnV/tmwJ4Z6pcgQE4o6sOm5XXhmzuZLwhuHF998fC9hHH83OpwHyPcLM3WEOo752MaUvr27aunUxEUUp6vynn5aWkkCk39Mhs1u2CAvn/fdLfs9jj8n7L74YxiMN3dq8Od6QPP64kGtQ4XzmmfB8X3VV8IAcPx7PBdLi0wPDjSIQ55QRWQW1y5m/eWG3laCWG4AGVERrKgNr3UwRDSCh19q18przZc2aWHGg/NHI40HQbKa9vbGBNf0uCX44L9P+EAxDTZVh7/MVQu+DrNm4MciwPI+oJh7L8xCnx6ch9um8ppLCGumpAsQ1i8RLhA6ZHRzMPnfq4aWSyXDqtBa7Ntbt2BFCehnl9MYbIh91SZzOzph1ePVq+Q7DUPXzwWtNTso461rre/bE5x0cDPuT4WE5H+V/GprLUGLeR7oOU4nX3vViimWl6y49nvz9UmX2clYG6+lRnSssVEV0OYAm9XoRgCtneM6nAPwFhD33k8WOrYWQvVxd8JUiz6KbkkNkfW+2x0d7RKkIZQlHbSUt1adSCfHcmI+NiWCnECo2FqWukyqnWkikQkF7iXQeLMNkKMSOHw/e182b5d51jocWjps2BTKDnh65x+HhwEDJ+xseFiF4/LgIZnpv+/tl80NFdc+eEA40Pi7W4N27Qw25c+fC70BGvXPnwr1R8Gtl7PjxWLDv2RNYETXhlGZDBkSp3LNHrt3fL+dlH3p7RXGnYkxrsg7X5sZg27bC+nZtbbGVnufZsKHQIn/0aEzioOcVvYfMDUvzgYBgTU9zbLSiODkpn/f35z/raQ4PhWxebeL5YnBrQEW0pjIQwLMAxgD8PYDtyWeDkLJm3wPwRDnnM0U0IPVAUuGjvBkYkPfSaBvvS/Mg8LMsealzMnU6SZ5HNI2+0ciT4/wsZc9O02jYn8WLg/KkOSOKEcbQaEvvarqx16VnmA+qQUUUkHWUrPaXLgUD5alTheeemvL+1VfFWEpDJQ3NjAjaty9W0vr7CyNPuruD8s0Q3dbWYPR98slgnCBXBNlk9+4N19akQkNDcdka3XbsCIYLvb5n5V+WMnTs21eYIsHj03SLmSpcKddILRXHetXTzIJ5RBNZU+6Bjd4AfB3ACvV6BYD/o17XNyFbGfKE5KJFgRxiLqE9nrPdlzxLn/aClkJqPUw/y0r215/zegy7yQtv0saCnTvlM4Z6nT8f8ldPncrO0/Fe7ufYsTi0iM9Dc7MoWxTcJ07Id0dHg2KlFfRiwiSLiY/3RE8dle7+frm2tmTr34UFqRnWnBpQtMeZ/dRjmfW7UtF1TjYl+/YFa7O+rmaG1GF1qZKnn9nUezg5GZRqKqfl5r6VozhWsmGYLwa3BlREayoDAWwFsBnA17QiCuDO6QihpdMRQz8AsKjU+UxG5oMKn46+0eG6aZRNGhHDvL+xsaBUZUEfW878m5wUg2J3d2EEQx4JoPfBI7lyZQjxz+K+YKgqDW5URPMUmMnJkHd59dUiP7I8cUyJAYQFlvdKhfvCBblWR4f3t94qx6Uss21t8h2uwRcvFip63d3BQMe/Y2MhxUbLMiAYAfr6RAbqcz3xRGAOb2srJJHr6wvX1+SA/f1yLImldOSOTs2gjKT83Lo1VGrYtCmUk6Ohl9fUMr+tLfSN52POKxBScvr75bOZppvNpudwLhXRhYCFqoh+u5z3ZquZkJ05GslKVM/Nci3uW3uhsqy/pFxPFUJ9j9xYpMel0NbRwcGgzE1OhlzW7u5wb/pz9lULWB12Q1IaniPNGWJeCo0VxcaO9zM4mO+R1nVqs47h5o/CdmAgP5eplMJf7m+Wd09zpeCVc95G8XLWcw1pQEV0VmRghiIa8SUAeBtAR6nzmIzMR9Yc4xq7c2cguWPtUA29Wc/Kw5wpqBzt2VPY57xc1cHBuBzT3r3564dO92DYf7E1MK2PPTRUeM405YNhtvTSXnddYQ3u9etjxvmjR+U7XPsZvaJrfdNQqpUlTWQ4NCQyo68v7ve5c3HILBBYexnue/58dnkspmgsXSqyenhYrk3F9oYb4uNXrIjzPDXhle4rlWddHqe7O3YQUL7v3Bl+m7QuPBC83zN9HmdzPW+k/eZ8xEJVRN8B8IB6vR3AH9fr+iZkDXOJYosqLX/MDyFS5UETEZRanLPyaqlEOhdvDtLrTE1J7ceODvmbWrSLWSorER7sG722Wcp1KaWPiipJJ1KvwEwstjpUuhIFthHRKF7OeubeNKAiOisyMEMRfR3Ah9XrMwD2lTqPycjKoMNlmRqweXPhGqSjJi5dKu4RrQb0tHV1FX6WlaLCvmpFNK0zqqFrcmaF72rQ00qlCZCQ1RSstX3rrXFJPI7p2FhISWA97sOHw/d0X8gATBKgRYtEWWNZk1SG0Mt49Ghs6Dx3Tn4/52JiP3pJ09x7fS5ASAObmoQtX3+X7LVDQ/L61CkJxX3sseDpTGWczrUlH8XJkyGFBZC8VYbvpmlE+hnUHtFt20KpO+8r5wMwzB8sVEV0+3SI0L+dbt8HsK1e1zcha2hU5ClbtVIeSoVlVnqdWlsqqzlfGgZ7/nw2Q1+tvNkM6Z3P5AX1wAL3iFYsAwH87wD+NKPtUcdUrYiixiXOFhJ0FMboaChbkkYdaEPfbEQmlKNM6OuSMffMmeAFLEZCxLDk7u7S85ahxX19gdU1q19UhvfuLW7UPH8+kPfRAJsaBbXBMI3uyZJt+r3UGHr+fEhXGRiQ37gYzwRrJXd1hVQMzavAvjKlZSbGzDwOiVKoxIBtWDhYqIrosxC2wLsB/E8Afl9bh2e7mSJqMMwfpApNXr5rra51uXtEFyIaUBGdFRnYSKG5jeJ5n21MTgZPJMuEpCVO9LF8f2JCvrdnT2VeqJkacLQnlueiIr1kSShTk4VK8wjLSSEpl2mbIc/9/cX5Exi1o2VAypegU094jDZosmxbmqNfDFlkUbWUTeXOp3Kfj3S8LPR14WKhKqLfnf67E8BXATwN4Bv1ur4pogbD/IYJVoNGAyqisyIDMxTRuxCTFf0QdSIrapRc5NkG75P5hOWsO+PjMQt3JXl51Ya0c00kK7e+5sWLIew0LQujUelvyvBfssHPBLpUSRZSpVJHxbAeKPNRdeoJfy+t6JGxWDOUl3OvtVQUU5Q79lkpN1nIUsIrSYkxzB8sVEX0wvTf3wDwi/q9ejRTRA0Gg2HhoAEV0ZrKQADdAH4CYArAfwTwtvrsk9NhwN8D8GQ556uFjFwoOWcXLwZSGl03u5hiohld16ypj0eU+fxnzxb+LuzPkiWFZWE05tLLXUqpzVMqvQ/Kd1dXfv/T0miDg/Hr2VDGquFRKDX2vNesfNy8axfrRz1z+Q1zg4WqiL4F4NS0dfbaaWvtd+p1fVNEDQaDYeGgARXROZWBpVotZORCKbmglcrNm4Oi0N/v/39im3STPz4upDOdnbVT1EspNcV+D13PuR7KVrnvpShXKUpZztPyOlnXPnEieEB1CgZrb7I2di3un6jVHNE5o8PDoR54LRRo84jOf1QiH5swf7AfkqvyhPf+vwFoAdA/t10yGAwGg6EuMBk4T/A7vwPcdBOwahXwve8Bn/1s/PmPfgT09ABvvx3eu+km4BvfAL70JaClpTb9ePvtwutoPPMM8Hu/J39T3HQTcOIEcOBA/vd/9jPgy1+Wv5V8xn79+q+Hz7P6Wqr/APDEE8D58/K3GJ54AviVXwF+8zflfN/8poz3N7+Zf+1XXwUGBuT1W28BH/qQ/P/ZzwKf+5yYGr797XCvP/0p8K/+FTA6Kn9/9rPscdDXSz//+c/lvD//+czG+K23gO5u4GMfk7Z1K7BiRXj/rbfKP5++vy9/Wd7bvRtYsqR4H/JQzXcaGfPtfipGuRqrtdm39hoMBoPh8gAazCPa6M3IisoHc/ecCzWTvS+fhKdWmKnnqtT3i3kjS+UYvvyy5Gzy82o9opUgL/S02LV1CRfWpG5uFu82GXi1t3XRIvGikkU9axz09dLPU49o3jhmjaEG64/zGeRxWR7X9F7zat1mkSpV48Gdb6G98+1+vK9MPs65cJovzRRRg8FgWDgwRbT+MnI+btiyUEtCnrlANSyrlZ7jcgnvzFIa88qAsaa0ZtatdBxKvSby+qLPq0OJiyndabmz9HzFSsNUo4heLr99uZhv9+N9ZfLRyfGGmWL79u3+W9/61lx3w2Aw1Ak/+5mERj3xhIQYGRYWnHP/znu/fa77cbmgFjLS5tzlgS9/WUJHz5+XEMz5hP/yX4BDh4Df+q3KQ6Ab6fmtZV9mcq5GGhND7VCJfJxPOaIGg8FQN5STf2QwGGqHJUtCbpmhcVFu3uXliEOHgC98Qf5WikZ6fmvZl5mcq5HGxDA3aJ7rDhgMBsPliPm82TIYDIZqQeViPuK3fiv+azAYZgZTRA0Gg6EKzOfNlsFgMBgK0dIirLYGg6E2sNBcg8FgMBgMBoPBYDDUFaaIGgwGg8FgMBgMBoOhrjBF1GAwGAwGg8FgMBgMdYUpogaDwWAwGAwGg8FgqCusjmiN4Jz7KwCXanCq6wH85xqcZ77Dxqk0bIxKw8aoPNg4FWKd9/6Gue7E5QKTkXWFjVF5sHEqDRuj8mDjFKNs+WiKaIPBOfctK5JeGjZOpWFjVBo2RuXBxsnQKLBnsTRsjMqDjVNp2BiVBxun6mGhuQaDwWAwGAwGg8FgqCtMETUYDAaDwWAwGAwGQ11himjj4bfnugOXCWycSsPGqDRsjMqDjZOhUWDPYmnYGJUHG6fSsDEqDzZOVcJyRA0Gg8FgMBgMBoPBUFeYR9RgMBgMBoPBYDAYDHWFKaJzBOfcLufc95xz33fOncj4fKlzbnT68284526rfy/nFmWM0XHn3J85577rnPtD59y6uejnXKPUOKnjepxz3jm34Jjdyhkj59z+6edpzDn3v9S7j42AMubcrc65rzrnLkzPu6fmop+G+Q2Tj+XBZGRpmHwsDyYjS8Pk4yzBe2+tzg3AIgA/ALAewBIA3wFwZ3LMYQAnp///EIDRue53A47RIwCunP7/0EIbo3LHafq4qwD8EYCvA9g+1/1utDECsBHABQArp1/fONf9btBx+m0Ah6b/vxPAj+e639bmVzP5WNNxWtAy0uRjTZ+lBS0jTT7OXjOP6NxgB4Dve+9/6L3/GYARAHuSY/YAODf9/xcBPOqcc3Xs41yj5Bh577/qvf/v0y+/DmBtnfvYCCjnWQKAXwfwWQD/bz071yAoZ4xeBPCG9/6/AoD3/j/VuY+NgHLGyQO4evr/awD833Xsn2FhwORjeTAZWRomH8uDycjSMPk4SzBFdG6wBsB/UK9/Mv1e5jHe+58D+GsA19Wld42BcsZI4xMA/mBWe9SYKDlOzrkHANzivf/9enasgVDOs7QJwCbn3DvOua8753bVrXeNg3LG6VMAPuyc+wmA/w3A0fp0zbCAYPKxPJiMLA2Tj+XBZGRpmHycJTTPdQcMhpnCOfdhANsBPDTXfWk0OOeaAPwTAB+b4640OpohoUcPQ7wGf+Sce4/3/r/Naa8aD88BOOu9f9U51wHgXzrn7vbe//1cd8xgMGTDZGQ2TD5WBJORpWHysQqYR3Ru8H8BuEW9Xjv9XuYxzrlmiJt/oi69awyUM0Zwzj0G4JMAOr33U3XqWyOh1DhdBeBuAF9zzv0YQDuANxcYIUM5z9JPALzpvf9b7/2PAPwFROguJJQzTp8A8AUA8N7/MYBlAK6vS+8MCwUmH8uDycjSMPlYHkxGlobJx1mCKaJzg28C2Oicu905twRCtvBmcsybAD46/f8+AP/GT2dALxCUHCPn3P0ATkEE7ELLVyCKjpP3/q+999d772/z3t8GyRPq9N5/a266OycoZ779a4ilF8656yFhSD+sZycbAOWM018CeBQAnHNbIYL2r+raS8N8h8nH8mAysjRMPpYHk5GlYfJxlmCK6BxgOqflCIC3AfyfAL7gvR9zzv2ac65z+rAzAK5zzn0fwHEAubTj8xFljtHnAKwA8L86577tnEsXhXmPMsdpQaPMMXobwIRz7s8AfBVAv/d+QXlYyhynPgAvOue+A+B3AXxsASoAhlmEycfyYDKyNEw+lgeTkaVh8nH24GyMDAaDwWAwGAwGg8FQT5hH1GAwGAwGg8FgMBgMdYUpogaDwWAwGAwGg8FgqCtMETUYDAaDwWAwGAwGQ11hiqjBYDAYDAaDwWAwGOoKU0QNBoPBYDAYDAaDwVBXmCJqMBgMBoPBYDAYDIa6whRRg8FgMBgMBoPBYDDUFaaIGgwGg8FgMBgMBoOhrjBF1GAwGAwGg8FgMBgMdYUpogaDwWAwGAwGg8FgqCtMETUYDAaDwWAwGAwGQ11hiqjBYDAYDAaDwWAwGOoKU0QNBoPBYDAYDAaDwVBXmCJqMBgMBoPBYDAYDIa6whRRg8FgMBgMBoPBYDDUFaaIGgwGg8FgMBgMBoOhrjBF1GAwGAzzHs65v3POfVu125xzDzvn3so5/nrn3N86535JvfeN6e/+pXPur5Jz/dg5d14du885d3b6/48lx3/bOXenc67JOffPnHN/6pz7E+fcN51zt09/5+PT7313+vM9GX38lHPOO+c2qPd6p9/bPv36x9Pn4XX/mXPujen//8w59z/UZ/ucc2edcz+afv0d59yj6txfU+dd4Zw75Zz7gXPu301/1jbjH8pgMBgMCwbNc90Bg8FgMBjqgP/hvb9Pv+Gcu63I8c8C+DqA5wCcBADvfdv09z4GYLv3/og6FwBsc87d6b3/s4zzjerjp7/zHIDVAO7x3v+9c24tgP9n+u8nATzgvf9r59wKADfk9PNPAHwIwKdVv8eSYx7x3v/n9IvT9/+WHhfn3DMA+r33X3TOPQLgtwFszLjuaQA/ArBxuu+3A7gzp48Gg8FgMBTAPKIGg8FgMBTiOQB9ANZMK4bl4FWIAlkubgYw7r3/ewDw3v/Ee/9fAdwIYBLAT6ff/6n3/kc55/jXAPYAgHPuDgB/DaBA6awSfwxgTfrm9HXaALys+v4j7/3v1+i6BoPBYFgAMEXUYDAYDAsBV6gQ1N8rdqBz7hYAN3vv3wXwBQAfLPMaXwDwgA6VVfhgEpp7xfTxu6dfv+qcu3/62O8A+I8AfuSc+x3n3O4i1/wbAP/BOXc3xDM6mnHMV9V1f7nMewGAXRBFN8VdAL7tvf+7Cs5lMBgMBkMEC801GAwGw0JAQWhuEXwQoiQCwAiAfw7xdpbC3wH4HIBBAH+QfFYQmgvgJ865zQDeP93+0Dn3rPf+D51zuwC0AngUwD91zm3z3n8q57ojECX0ienjX0g+zwzNLYLPOef+EYC1ADoq+J7BYDAYDGXDPKIGg8FgMMR4DsDHnHM/BvAmgHucc1l5kln4lwB+AcAt5RzsvZ/y3v+B974fwD8C0DX9vvfev+u9/w2IktlT5DRvAfgIgL/03v9Nmf0shn7v/SYAvwJRwlOMAbjXObeoBtcyGAwGwwKFKaIGg8FgMEzDObcJwArv/Rrv/W3e+9sA/AZEOS0J7/3fAvinAEqGwDrnHnDOrZ7+vwnAPQAuOedWO+ceUIfeB+BSkWv+d4jS+Jly+lgBXgfQ5Jx7IrneDwB8C8CvummWpmnm4KdrfH2DwWAwzGOYImowGAyGhYxHnXM/YYMonGkO6XmUqYhO4wwKU1/SHNEHIaREX3bO/SmA7wL4OUT5WwzgFefcnzvnvg0JFT5W7ILe+xHv/b/P+VjniP6Lcm/Ce+8hbLwDGR8fALAKwPen+38WwH8q99wGg8FgMDiRMwaDwWAwGAwGg8FgMNQH5hE1GAwGg8FgMBgMBkNdYYqowWAwGAwGg8FgMBjqClNEDQaDwWAwGAwGg8FQV5giajAYDAaDwWAwGAyGusIUUYPBYDAYDAaDwWAw1BWmiBoMBoPBYDAYDAaDoa4wRdRgMBgMBoPBYDAYDHWFKaIGg8FgMBgMBoPBYKgr/j8R02GIJ7oamQAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"fig, ax = plt.subplots(nrows=2, ncols=2, figsize = (18, 6))\ntrain.loc[train.type=='3JHH', :].plot(kind='scatter', x='flatness_metric', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[0, 0])\nax[0, 0].xaxis.set_label_text(\"\")\nax[0, 0].yaxis.set_label_text(\"\")\nax[0, 0].set_title('3JHH')\ntrain.loc[train.type=='1JHC', :].plot(kind='scatter', x='flatness_metric', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[0, 1])\nax[0, 1].xaxis.set_label_text(\"\")\nax[0, 1].yaxis.set_label_text(\"\")\nax[0, 1].set_title('1JHC')\ntrain.loc[train.type=='2JHN', :].plot(kind='scatter', x='flatness_metric', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[1, 0])\nax[1, 0].xaxis.set_label_text(\"\")\nax[1, 0].yaxis.set_label_text(\"\")\nax[1, 0].set_title('2JHN')\ntrain.loc[train.type=='3JHN', :].plot(kind='scatter', x='flatness_metric', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[1, 1])\nax[1, 1].xaxis.set_label_text(\"\")\nax[1, 1].yaxis.set_label_text(\"\")\nax[1, 1].set_title('3JHN')\nfig.text(0.5, 0.04, 'FLATNESS METRIC', ha='center', va='center')\nfig.text(0.06, 0.5, 'SCALAR COUPLING CONSTANT', ha='center', va='center', rotation='vertical')\nplt.show()","execution_count":163,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x432 with 4 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"The flatness metric in isolation clearly isn't a strong feature, and could probably be improved by removing hydrogen bonds from its calculation. There are some aspects that might be useful, for example 2JHH and 1JHC bonds with a low flatness metric don't display high scalar coupling constants. \n\n## Bond Angle with Molecule Plane"},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"fig, ax = plt.subplots(nrows=2, ncols=2, figsize = (18, 6))\ntrain.loc[train.type=='2JHH', :].plot(kind='scatter', x='bond_angle_plane', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[0, 0])\nax[0, 0].xaxis.set_label_text(\"\")\nax[0, 0].yaxis.set_label_text(\"\")\nax[0, 0].set_title('2JHH')\ntrain.loc[train.type=='1JHN', :].plot(kind='scatter', x='bond_angle_plane', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[0, 1])\nax[0, 1].xaxis.set_label_text(\"\")\nax[0, 1].yaxis.set_label_text(\"\")\nax[0, 1].set_title('1JHN')\ntrain.loc[train.type=='3JHC', :].plot(kind='scatter', x='bond_angle_plane', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[1, 0])\nax[1, 0].xaxis.set_label_text(\"\")\nax[1, 0].yaxis.set_label_text(\"\")\nax[1, 0].set_title('3JHC')\ntrain.loc[train.type=='2JHC', :].plot(kind='scatter', x='bond_angle_plane', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[1, 1])\nax[1, 1].xaxis.set_label_text(\"\")\nax[1, 1].yaxis.set_label_text(\"\")\nax[1, 1].set_title('2JHC')\nfig.text(0.5, 0.04, 'BOND ANGLE - PLANE', ha='center', va='center')\nfig.text(0.06, 0.5, 'SCALAR COUPLING CONSTANT', ha='center', va='center', rotation='vertical')\nplt.show()","execution_count":168,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x432 with 4 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\n"},"metadata":{}}]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"fig, ax = plt.subplots(nrows=2, ncols=2, figsize = (18, 6))\ntrain.loc[train.type=='3JHH', :].plot(kind='scatter', x='bond_angle_plane', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[0, 0])\nax[0, 0].xaxis.set_label_text(\"\")\nax[0, 0].yaxis.set_label_text(\"\")\nax[0, 0].set_title('3JHH')\ntrain.loc[train.type=='1JHC', :].plot(kind='scatter', x='bond_angle_plane', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[0, 1])\nax[0, 1].xaxis.set_label_text(\"\")\nax[0, 1].yaxis.set_label_text(\"\")\nax[0, 1].set_title('1JHC')\ntrain.loc[train.type=='2JHN', :].plot(kind='scatter', x='bond_angle_plane', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[1, 0])\nax[1, 0].xaxis.set_label_text(\"\")\nax[1, 0].yaxis.set_label_text(\"\")\nax[1, 0].set_title('2JHN')\ntrain.loc[train.type=='3JHN', :].plot(kind='scatter', x='bond_angle_plane', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[1, 1])\nax[1, 1].xaxis.set_label_text(\"\")\nax[1, 1].yaxis.set_label_text(\"\")\nax[1, 1].set_title('3JHN')\nfig.text(0.5, 0.04, 'BOND ANGLE - PLANE', ha='center', va='center')\nfig.text(0.06, 0.5, 'SCALAR COUPLING CONSTANT', ha='center', va='center', rotation='vertical')\nplt.show()","execution_count":166,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x432 with 4 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"These features look a lot stronger. 1JHC 2JHN and 3JHN bonds clearly show useful trends.\n\n## Bond Angle with Molecule Principle Axis"},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"fig, ax = plt.subplots(nrows=2, ncols=2, figsize = (18, 6))\ntrain.loc[train.type=='2JHH', :].plot(kind='scatter', x='bond_angle_axis', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[0, 0])\nax[0, 0].xaxis.set_label_text(\"\")\nax[0, 0].yaxis.set_label_text(\"\")\nax[0, 0].set_title('2JHH')\ntrain.loc[train.type=='1JHN', :].plot(kind='scatter', x='bond_angle_axis', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[0, 1])\nax[0, 1].xaxis.set_label_text(\"\")\nax[0, 1].yaxis.set_label_text(\"\")\nax[0, 1].set_title('1JHN')\ntrain.loc[train.type=='3JHC', :].plot(kind='scatter', x='bond_angle_axis', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[1, 0])\nax[1, 0].xaxis.set_label_text(\"\")\nax[1, 0].yaxis.set_label_text(\"\")\nax[1, 0].set_title('3JHC')\ntrain.loc[train.type=='2JHC', :].plot(kind='scatter', x='bond_angle_axis', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[1, 1])\nax[1, 1].xaxis.set_label_text(\"\")\nax[1, 1].yaxis.set_label_text(\"\")\nax[1, 1].set_title('2JHC')\nfig.text(0.5, 0.04, 'BOND ANGLE - AXIS', ha='center', va='center')\nfig.text(0.06, 0.5, 'SCALAR COUPLING CONSTANT', ha='center', va='center', rotation='vertical')\nplt.show()","execution_count":170,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x432 with 4 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"fig, ax = plt.subplots(nrows=2, ncols=2, figsize = (18, 6))\ntrain.loc[train.type=='3JHH', :].plot(kind='scatter', x='bond_angle_axis', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[0, 0])\nax[0, 0].xaxis.set_label_text(\"\")\nax[0, 0].yaxis.set_label_text(\"\")\nax[0, 0].set_title('3JHH')\ntrain.loc[train.type=='1JHC', :].plot(kind='scatter', x='bond_angle_axis', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[0, 1])\nax[0, 1].xaxis.set_label_text(\"\")\nax[0, 1].yaxis.set_label_text(\"\")\nax[0, 1].set_title('1JHC')\ntrain.loc[train.type=='2JHN', :].plot(kind='scatter', x='bond_angle_axis', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[1, 0])\nax[1, 0].xaxis.set_label_text(\"\")\nax[1, 0].yaxis.set_label_text(\"\")\nax[1, 0].set_title('2JHN')\ntrain.loc[train.type=='3JHN', :].plot(kind='scatter', x='bond_angle_axis', y='scalar_coupling_constant', color='b', figsize=(15, 6), s=0.5, ax=ax[1, 1])\nax[1, 1].xaxis.set_label_text(\"\")\nax[1, 1].yaxis.set_label_text(\"\")\nax[1, 1].set_title('3JHN')\nfig.text(0.5, 0.04, 'BOND ANGLE - AXIS', ha='center', va='center')\nfig.text(0.06, 0.5, 'SCALAR COUPLING CONSTANT', ha='center', va='center', rotation='vertical')\nplt.show()","execution_count":169,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x432 with 4 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Again a mixed bag with a few areas that might benefit histogram splitting algorithms like LightGBM. 2JHH bonds for example show their lowest values with low bond-axis angle values. This is the weakest feature so far and I'll be working on improving it. There are undoubtedly many ways this approach can be extended with some more specific feature engineering but this kernel will hopefully be a useful primer to get you started.\n\nGood luck in the competition!"}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.4","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}