{"cells":[{"metadata":{},"cell_type":"markdown","source":"This is an initial foray into the data provided, and is intended as a benchmark to build off of, with that said, lets begin by importing our data and relevant libraries to get a sense for how it is structured and what information we might be able to glean from it."},{"metadata":{},"cell_type":"markdown","source":"<img src=\"https://i.imgur.com/1jGXP8L.png\" width=\"500px\">"},{"metadata":{"trusted":true},"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport os\nfrom sklearn.tree import DecisionTreeRegressor\n\ntrain = pd.read_csv(\"../input/train.csv\")\ntest = pd.read_csv(\"../input/test.csv\")\nstructures = pd.read_csv(\"../input/structures.csv\")\nprint(\"Training Set\")\nprint(\"Columns:\" + str(train.columns))\nprint(train.head())\nprint()\nprint(\"Test Set\")\nprint(test.head())\nprint()\nprint(\"Positional data for each molecule\")\nprint(structures.head())","execution_count":2,"outputs":[{"output_type":"stream","text":"Training Set\nColumns:Index(['id', 'molecule_name', 'atom_index_0', 'atom_index_1', 'type',\n       'scalar_coupling_constant'],\n      dtype='object')\n   id           ...            scalar_coupling_constant\n0   0           ...                             84.8076\n1   1           ...                            -11.2570\n2   2           ...                            -11.2548\n3   3           ...                            -11.2543\n4   4           ...                             84.8074\n\n[5 rows x 6 columns]\n\nTest Set\n        id     molecule_name  atom_index_0  atom_index_1  type\n0  4658147  dsgdb9nsd_000004             2             0  2JHC\n1  4658148  dsgdb9nsd_000004             2             1  1JHC\n2  4658149  dsgdb9nsd_000004             2             3  3JHH\n3  4658150  dsgdb9nsd_000004             3             0  1JHC\n4  4658151  dsgdb9nsd_000004             3             1  2JHC\n\nPositional data for each molecule\n      molecule_name  atom_index atom         x         y         z\n0  dsgdb9nsd_000001           0    C -0.012698  1.085804  0.008001\n1  dsgdb9nsd_000001           1    H  0.002150 -0.006031  0.001976\n2  dsgdb9nsd_000001           2    H  1.011731  1.463751  0.000277\n3  dsgdb9nsd_000001           3    H -0.540815  1.447527 -0.876644\n4  dsgdb9nsd_000001           4    H -0.523814  1.437933  0.906397\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"So it seems we have the molecules that the coupling pairs are in, the (x,y,z) position of each atom, the element of each atom in the molecule, and the coupling type, where the type encodes what atom the hydrogen is coupling to and through how many bonds. (e.g. type: 2JHC would mean that a hydrogen \"H\" has coupled through 2 bonds to a Carbon \"C\"). Unfortunately we have no information on the bonds within the molecules so we lose out on bond angles and bond types, however we can try and approximate the bond angles/types by counting the number of each element in each molecule (more hydrogens to carbons would indicate less double/triple bonds and vice versa). "},{"metadata":{"trusted":true},"cell_type":"code","source":"def merge_structural_data(df):\n    df = pd.merge(left=df, right=structures, how=\"left\", left_on=[\"molecule_name\",\"atom_index_0\"], right_on=[\"molecule_name\",\"atom_index\"])\n    df = df.rename(index=str, columns={\"x\":\"x_0\", \"y\":\"y_0\", \"z\":\"z_0\"})\n    df = pd.merge(left=df, right=structures, how=\"left\",left_on=[\"molecule_name\",\"atom_index_1\"],right_on=[\"molecule_name\",\"atom_index\"])\n    df = df.rename(index=str, columns={\"x\":\"x_1\", \"y\":\"y_1\", \"z\":\"z_1\",\"atom_x\":\"atom_0\",\"atom_y\":\"atom_1\"})\n    df = df.drop(columns=[\"atom_index_x\",\"atom_index_y\"])\n    return df\n\ndef euclid_dist(df):\n    def dist(row):\n        x_i = (row['x_0'] - row['x_1'])**2\n        y_i = (row['y_0'] - row['y_1'])**2\n        z_i = (row['z_0'] - row['z_1'])**2\n        dist = (x_i + y_i + z_i)**0.5\n        return dist\n    df['distance'] = df.apply(lambda x: dist(x), axis=1)\n    return df\n\ndef num_atoms(df):\n    molecule_sizes = pd.DataFrame(structures['molecule_name'].value_counts()).rename(index=str, columns={\"molecule_name\":\"atom_count\"})\n    molecule_sizes = molecule_sizes.sort_index()\n    molecule_sizes['mol_name'] = molecule_sizes.index\n    df = pd.merge(left=df, right=molecule_sizes, how=\"left\", left_on=\"molecule_name\", right_on=\"mol_name\")\n    df = df.drop(columns=[\"mol_name\"])\n    return df\n    \ndef num_ele(df):\n    for ele in structures['atom'].unique():\n        ele_filtered = structures[structures['atom'] == ele]\n        ele_num = pd.DataFrame(ele_filtered['molecule_name'].value_counts())\n        ele_num = ele_num.rename(columns={'molecule_name':ele})\n        ele_num['mol_nam'] = ele_num.index\n        df = pd.merge(left=df, right=ele_num, how='left', left_on='molecule_name', right_on='mol_nam')\n        df = df.fillna(0)\n    return df\n\ndef type_dummies(df):\n    df = pd.concat([df, pd.get_dummies(df['type'])], axis=1)\n    return df\n\n#This function was taken from: \"https://www.kaggle.com/uberkinder/efficient-metric\"\ndef group_mean_log_mae(y_true, y_pred, groups, floor=1e-9):\n    maes = (y_true-y_pred).abs().groupby(groups).mean()\n    return np.log(maes.map(lambda x: max(x, floor))).mean()","execution_count":3,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train = merge_structural_data(train)\ntest = merge_structural_data(test)\n\ntrain = euclid_dist(train)\ntest = euclid_dist(test)\n\ntrain = num_atoms(train)\ntest = num_atoms(test)\n\ntrain = num_ele(train)\ntest = num_ele(test)\n\ntrain = type_dummies(train)\ntest = type_dummies(test)","execution_count":4,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_plot_data = train.loc[:,['distance','scalar_coupling_constant','type','atom_count']]\nfig, ax = plt.subplots(figsize=(20,12))\nsns.scatterplot(x='distance', y='scalar_coupling_constant', data=train_plot_data, hue='type')","execution_count":10,"outputs":[{"output_type":"execute_result","execution_count":10,"data":{"text/plain":"<matplotlib.axes._subplots.AxesSubplot at 0x7f00f1cef048>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x864 with 1 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ax = plt.subplots(figsize=(20,12))\nsns.scatterplot(x='atom_count', y='scalar_coupling_constant', data=train_plot_data, hue='type')","execution_count":7,"outputs":[{"output_type":"error","ename":"TypeError","evalue":"cannot label index with a null key","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)","\u001b[0;32m<ipython-input-7-27839e637542>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m12\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatterplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'atom_count'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'scalar_coupling_constant'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhue\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'type'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m","\u001b[0;32m/opt/conda/lib/python3.6/site-packages/seaborn/relational.py\u001b[0m in \u001b[0;36mscatterplot\u001b[0;34m(x, y, hue, style, size, data, palette, hue_order, hue_norm, sizes, size_order, size_norm, markers, style_order, x_bins, y_bins, units, estimator, ci, n_boot, alpha, x_jitter, y_jitter, legend, ax, **kwargs)\u001b[0m\n\u001b[1;32m   1333\u001b[0m         \u001b[0mx_bins\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mx_bins\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_bins\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0my_bins\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1334\u001b[0m         \u001b[0mestimator\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mestimator\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mci\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mci\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_boot\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mn_boot\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1335\u001b[0;31m         \u001b[0malpha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0malpha\u001b[0m\u001b[0;34m,\u001b[0m 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\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4129\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0misna\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4130\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"cannot label index with a null key\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   4131\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4132\u001b[0m             \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_indexer_for\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mTypeError\u001b[0m: cannot label index with a null key"]},{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x864 with 1 Axes>","image/png":"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just going to start off with a basic decision tree regression and then experiment with more sophisticated models in the future."},{"metadata":{"trusted":true},"cell_type":"code","source":"X_train = train.loc[:,['distance','x_0', 'y_0', 'z_0','x_1', 'y_1', 'z_1','atom_count','1JHC','1JHN', '2JHC', '2JHH', '2JHN', '3JHC', '3JHH', '3JHN','H','C', 'N', 'O', 'F']]\ny_train = train.loc[:,'scalar_coupling_constant']\n\nX_test = test.loc[:,['distance','x_0', 'y_0', 'z_0','x_1', 'y_1', 'z_1','atom_count','1JHC','1JHN', '2JHC', '2JHH', '2JHN', '3JHC', '3JHH', '3JHN', 'H','C', 'N', 'O', 'F']]\n\nmodel = DecisionTreeRegressor(random_state = 0)\nmodel.fit(X_train,y_train)\n\ntrain_predictions = model.predict(X_train)\ntest_predictions = model.predict(X_test)","execution_count":5,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Lets look to see how well our model is fitting to the training data for each coupling type."},{"metadata":{"scrolled":false,"trusted":true},"cell_type":"code","source":"training_error = group_mean_log_mae(y_train,train_predictions,train['type'])\nprint(\"training error: \" + str(training_error))\n\nfig, ax = plt.subplots(figsize=(10,7))\nsns.scatterplot(y_train, train_predictions)\n\nfor coupl in train['type'].unique():\n    fig, ax = plt.subplots(figsize=(10,7))\n    sns.scatterplot(train_predictions[X_train[coupl] == 1], y_train[X_train[coupl] == 1])\n    plt.title(coupl)\n    plt.show()","execution_count":6,"outputs":[{"output_type":"stream","text":"training error: -13.311199420373471\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x504 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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hpK0I8nMer33PYd6nv4iIiIiC4BzIblSSD6MyBfLbD1jNa9Zkp52P1oiFpCIBxy9JE1HRn3RGpn+MiIiIvOccyHPjxcYzYdT2m589SOn8Ourl/PPj+ybeG5Xe4bOlhRLMgEJVdEaXl3bc5hZ2szuNbMHzOxhM/vT6uPHmdlPzOxxM7vBzJL1jFNERKQRORcymHMM5osE2EFtNz71d/fxx+9/05QGtldt6mZZNkY6pgMD80G9/0IF4N3e+zEzSwA/NrN/BP4Q+LL3/noz2w6cD1xZz0BFREQaiXMh/eMFhsZLXLTzPr501knTLnOOupCdn3grBiTjgU50zjN1raj5irHq3UT15oF3AzdVH78G+K06hCciItJwnAvpH62MgALjop330TeUZzhfmqic1XS1Z+hoTpJNxujIxpSkzUN1n0xgZjEz+xmwD/gXYDcw7L0Pq0/pA455ia/dbGa7zGxXf3//kQlYRESkTpwL2Tde4NkDjnN23MMzw/mJKtr2O3Zz2fo1By1ztqYDmhNxsum0krR5qO5/Me99GXiLmbUB/x/wxhl87Q5gB1Tac8xNhCIiIvXlXEiREFf0BHZwFa1vKM/9e4e5/LZHufTME3nt0ibiMVPbjQWg7hW1Gu/9MPAD4DSgzcxqr6ou4Om6BSYiIlJHtekC+0ZK7O7P8dwB95JVtP6xAp0tKVrScVZkU6qiLQB1/euZWSdQ8t4Pm1kG+DXgMioJ2wbgeuCjwC31i1JEROTIK5XKFMslCmUYc2X2DubZestDbD1j9bRVtOM7s8QCoz0TqIq2gNS7onY08AMzexD4KfAv3vtbgUuAPzSzx4EO4Bt1jFFEROSIci5krFjigIsYL0b0jxZoSsboG8pPW0Vb3pIiGQ9YlkmqirbA1PUv6b1/EDh5msf3AGuPfEQiIiL15VzIkCvhwjLlCAKDgVyRZCygqz0zUUXbesZqOrJJjlqSJpsMyMRURVuI6l1RExEREaoJ2rhjf75IvlQmLHvAU448N/fupT2bYNuGNRPJ2qW3PkImEWNZJkl7VlW0hUp/VRERkTpzLmSoUGT/WIkLJ42AunJjN0/uH+HT7z6Bv/m3x/jY24/j2vPXEpiRjAW0p9UXbaFTRU1ERKROnAt57kCefbkCUXWZc+sZqzl5ZRt9Q3ku3NnLW17bwfceeJqL3/tGVrSmScQCVmRTHN2WUZK2CChRExERqQPnQnYP5tiw/W7ese0OztlxD8PjJW7u3cvn3vuGiWQtjCLOOvWXiMeCiaVOJWiLhxI1ERGRI8i5kGeG8wzki1xw7dQh6pfc/CDru1dyyc0PsuX0VXS1Z0jEApqSAUc3q4q2GClRExEROUJqI6AKYZkw8hPLnDV9Q3naMgn6hvJ0ZJNcuamb5lTA0rSqaIuV/uoiIiJzzLmQMiH5EozmQy6YdGDgsvVruPy2R7l/7zBd7ZmJsVBHL0nTlglIBHGSSf3verFSRU1ERGQOORcSEvLMSIkR90KSBi8sd9aWOS9bv4abe/dy1bnddFSb1ypJW9z01xcREZkDtSraWMETRp6+wTwt6fhEklbTN5Tn9cub+ebH1pJNBvzZmSfSllLbDalQRU1ERGSWORdSImQ4H+HCiDDyNCVjDOSKE6OfarraMzw5ME4hLNOeTnLUEh0YkBcoURMREZklzoXknMNFIU8NFDhnxz28c9sdlMqe8WKZm3v3TpnT2dWe4apN3Zx4TCurlmaVoMlB9IoQERGZBc6FDOaLlCJPLDC2TNqLtuPO3XziHcfxsbcfx9X//xMTczo7W1KsyKaUoMlL0itDRETkVSiVyhTLJfbnyvSPFhjIFTmqNT1lL9qNvX0AfPbXX8/WM96M955kPNBeNDkkLX2KiIi8Qs6FDLsSg+MRpbLHlSrLmy3p+EF70e7aM0Cx7Bl1JZZnU9qLJodFrxAREZFXwLmQvpE8/aMFLr7pwYm+aF866yRuuPcpvvqRU/jU39038fj2Td20pAM6m7QXTQ6fXikiIiIz4FzIcKFEqezZO5hn6y0PTemL9tnvPMDWM1YTjxlXn3cqB/Il7UWTV0xLnyIiIodp8iD1Z4bzNCVj0/ZF68gmaU7FaU7F6GrPKEmTV0yvGhERkUOoNa8dHI8mBqkP50skYwFd7ZkpyVpXe4bOlhRm0K4ZnfIqqaImIiLyMpwLGSpUDgwUwmgiKdt+x26OWpJi24aD+6K1N8VY3qQqmrx6egWJiIhMo7YXLV8q8+T+cZY1V5YzaxW0+/cO81///iG2nbWG6zevoxx5EoGxNKMqmsweVdREREReZPJetHddfidbb3mIyMN4sTylgtY/ViBfLBMPjEwyUJIms06vJhERkapCIWTIlSiEEftGCnQ2p+gbytM3lOdTf3cf153/VsIo4tIzT6QpGWO8WCaTjJGMG82JOMmk/rcqs0uvKBERESpVtH25Avuq0wVu7t3L5977Bi6/7VHu3ztM31CeofEiYdnzuuXNRN6T0nQBmWN6ZYmIyKJWGwH15ECBC6rzObvaM1y2fg3X3PUEW05fxQXX9tLVnmF4vMTylhTJmNGcCogRV5Imc0qvLhERWbScC8mFIflSNJGkQaUX2iU3P8jWM1bTlklMTBZYmk2QTgQ0xZSgyZGhV5mIiCw6zoW4KCRXiAgjTyywif1oNbXGtR3ZJJeeeSKdzUmaU6YqmhxROvUpIiKLinMhI6USe4cKnLPjHt657Q4+vOMe/uh9b+DklW0Tz+tqz7A0m+TP//HnLGtJsSSVIJtOK0mTI0qJmoiILBrOhQzkixRDz4UvWuq8+KYH+f33nAC80Li2ORXjTz7wZk7o0CB1qQ+96kREZMFzLmS0FPL8SIEt1/XyrY+vnXZG5/GdWe68+HRigZGMB7QmtMwp9aWKmoiILGjOhfSN5DmQD9lSraKVIz/RtLamqz1DqVzZr9aSVpImjUGJmoiILEjOhew7kGd/vkg8FpCIVQ4MAHzth3u4YuMpU2Z0Xrmpm2TcWJZJsiSjvWjSGPQqFBGRBadWResfLXDxTQ9O9Eb78tkn8f9+/xfc2NsHwDc/tpZEzIgFRjYZkFHbDWkwqqiJiMiC4VzI/lHHQL5IOh6bSNKgsgftD258YOLAwF17BnClMql4wLJMkvasqmjSePSKFBGRBaHSdiMkXyzTP1qgrSkx7YGBlUsz3LTlNI5ekqZJVTRpcHWtqJnZSjP7gZk9YmYPm9lnqo8vNbN/MbPHqv9tr2ecIiLSuJwLGXGOvpE8zx1wbPz6T9iw/W72DuanPTCwdzBPJhmjQ1U0mQfqvfQZAp/13q8G1gGfMrPVwB8Dt3vvTwBur94XERGZwrmQkUKJkXxEPAgYL5YnDgx85fbH2LZhzZQDA1dt6ubEY1pZtVR90WR+qOur1Hv/LPBs9eNRM/s5cAxwJnB69WnXAHcAl9QhRBERaUDOhZQJGc5XRkAFZgyNF/jbH+/hj9//Rr74j7/g/r3D/MU/Pcq1568lMCMwY2lTQCaZIgis3v8EkcNS74raBDM7FjgZ+AmwoprEATwHrHiJr9lsZrvMbFd/f/8RiVNEROrLuZBCFDKUjyiEEcUw4rq7n8CVIn7v3SfwjR/vYcvpqwDoHysQmNGSjtHZlCSbTitJk3mlIeq+ZtYM3Az8F+/9iNkLbyLvvTczP93Xee93ADsAenp6pn2OiIgsDLUq2kghYv9YaWIEVFd7his2nsL3Hniadas6Wd+9krZMYmKpc1k2piqazFt1r6iZWYJKkrbTe//31YefN7Ojq58/GthXr/hERKT+aknaUD4iLHPQnM6Ldt7Hhp7X0pSM0ZFNckx7hus3r2NVR1ZVNJnX6n3q04BvAD/33v/lpE99F/ho9eOPArcc6dhERKT+nAvJOcdgvsi+sZBSOSLyftq2G7HAKocJWlJkEpXeaDowIPNdvV/BbwfOBf7dzH5Wfey/Al8EbjSz84GngLPrFJ+IiNSJcyHDhRL5Upkn94/zldsfo3+swPWb19HVnpmSrHW1Z0jGA1YuzbAim1KCJgtGvU99/hh4qXr0e45kLCIi0hhqy5xPDhS4YNI+tMvWr+Hy2x7l2rue4MpN3VP2qF25qZuWtKposvCY9wtjD35PT4/ftWtXvcMQEZFXwbmQfDlkxJXZ+PWfHFQ123rGai64tpe7P/8uyhGUI088MDqUoMk8Y2a93vueQz2v7ocJRERE4IVB6iOuMgJqun1otdOcv3h2jOHxUuXwgJI0WcD0yhYRkbpyLuRAoUQ58uwdzNOSjjOQK067D228WGb7pm6Wt6RoTWpGpyx8qqiJiEjdOBeydyTPnv05xksRTckYA7kiN/fu5bL1U8c/bd/UzeqjWziuQ0maLB56lYuIyBFXOzAwWvAYRiIWkIoHBGbc3LuXj77tOK656wm2nrGajmySzpYUrekYmZgSNFlc9GoXEZEjyrmQfBRSLHn2jxXZMvn05sZT+NS7XsdXf/A467tXTiRp7dkYSZSkyeKjpU8RETkias1rx8shuUKECyP6Rwt0NqeAymGBC3feR2smweff/yZe19nM8tY0K7IpWtNpJWmyKB12omZm1x7OYyIiIi9Wa147nI94ZrjAh3fcwzu33cHWWx7ic+99AyevbAMqyVoUgZmRScZY3qQTnbK4zaSi9ubJd8wsBnTPbjgiIrKQ1KpouwdybNh+Nw89MzKx1AmVxOySmx9ky+mrgMqhgXQioLM5xtJ0QkmaLHqHTNTM7PNmNgqsMbOR6m2UyqB0zeAUEZFpORfiopD9ufLEhIG2TOJl+6NddW43HZkkWS11igCHkah57//ce98CbPPet1ZvLd77Du/9549AjCIiMo/UqmjP5wqMFaIpzWuH86WJlhs1Xe0ZjmnPcNOW01i1NKsETWSSw1769N5/3syOMbO3mdk7are5DE5EROYX50KGCiX258oEZpQjP9G8FmD7HbsP6o925aZulmWSHLUkoyRN5EUO+x1hZl8EPgw8ApSrD3vgh3MQl4iIzCNR5MkXCzw5WOCCa19ot/HtT66baF57yc0Pcv/eYa656wl2fuKtGBAPjKUaASXykmbyzvht4A3e+8JcBSMiIvOPcyFDrkSxHLFvpNJuo28oT99QnuvufoLfe8/r+evb/0PNa0VegZm8Q/YACUCJmoiIAJUkbfdAbuKwQFd7hsvWr+Hy2x7l/r3DXPWjJ9nQs5L/8YE3U4488cBozQQk1LxW5LDMpD3HOPAzM7vKzL5Su81VYCIi0rgmHxi44BDtNvqGHACtmRgdmSQtOtEpcthm8k75bvUmIiKLWG2pM4z8lBOdNZPbbWzbsIZlLSnaMwExVdFEZuyw3zHe+2vmMhAREWlszoXkyyFPDxfYcl0vXzrrpIl2G5OTtVq7jes3ryMRGEtSalwr8krNZITUCWZ2k5k9YmZ7are5DE5ERBqDcyEHCiXGixGuVGbrGasplaOJE52T221ctambeGAklaSJvGozefdcDXwB+DLwLuBjaKi7iMiC5lxISMhIPqJQjnhy/zhfuf0x+scK/M1HTub8Xzmeb/x4z5QTnW1NMVKmZU6R2TCTRCvjvb8dMO/9U977PwF+c27CEhGRenMuZLwc8sRAgbN33MO7Lr9zYoh6Z3OKT//d/UTe8ztrf4nXdTbT2ZJiWVZJmshsmkmiVjCzAHjMzD5tZr8NNM9RXCIiUifOhYw5x0C+yKgrs3+00hsNpp7q7BvKk4gFdLakaE7FWJFNaUanyCybybvpM0AT8PvApVSWP393LoISEZH6qI2AcqXylGXOyb3RJp/qPGpJmpZUQCpQFU1kLsykonas937Me9/nvf+Y93498Nq5CkxERI4c50IO5B27B3Kctf3ug5Y5X9wbbbxY5qpzu2nPKEkTmUszSdQ+f5iPiYjIPOJcyFgpZHi8/JLNaydX0bZv6ubNr2ll1dKsljpF5tgh311m9n7gN4BjXjSJoBUI5yowERGZW7UTnQfyEWHkKZX9yzavPaY9ww2b15FNBaRVRRM5Ig7nXfYMsAv4INA76fFR4A/mIigREZlbtSra8yMvjIC6+rxTp21eO14sc+WmblrSgU50ihxhh3y3ee8fAB4ws7/z3pcAzKwdWOm9H5rrAEVEZPY4F+KikPFiRKnspyyROLCyAAAgAElEQVR1fuX2x9i2YQ0X3/TgxID17Zu66WxOkk0ZcY2AEjniZvKO+xcz+2D1a3qBfWZ2l/deVTURkXnAuZCBfJEw8gRmB83pvH/vMH/xT49y7cfXMpAr0tmSwgxNFxCpo5kcJljivR8BPgR8y3v/VuA9cxOWiIjMlkIhJOcc/eNF8qWIKPKYeVypPDH6qaZ/rABGpTdaMsbyppSSNJE6mkmiFjezo4GzgVvnKB4REZlFzoWUfMhQPqJUjvDec/29T7F3ME9nS5IvnXXSQXM6m1NxVmRTdLToRKdIvc3kHfhnwG3Aj733PzWz44HH5iYsERF5tWoHBp4dKXBhdS9aV3uGKzaewvceeJp1qzppTsWnzOlclo0R0140kYZh3vt6xzArenp6/K5du+odhohI3dUODOwdKpBJxDjv6nsPOsl59XmnMpgrsmJJGgOSsYD2tPaiiRwpZtbrve851PMO+x1pZp3AJ4FjJ3+d9/7jryRAERGZfc6F9I3kScVjXHhdL9/6+Nppe6PFAmO8WCZmRmtGbTdEGtVM3pW3AD8C/hUoz004IiLySjgXMlwoUQgj0okYicA4p7uLcuSn7Y2WiAWsXJqhsympBE2kgc3k3dnkvb9ktgMws78FzgD2ee9PrD62FLiBSvXuSeBs9WwTEZmecyG7B3NccO0L+9C2bVjD+9YczZP9Y1yx8RQu2nnfxOdqzWs7AyVpIo1uJqc+bzWz35iDGL4JvO9Fj/0xcLv3/gTg9up9ERGZxLmQwZzj+VxhIkmDytLmxTc9SN9gnjcevYTr7n6Kb35sLXdefDo3bF7HCR1Z2pp0olNkPphJovYZKsmaM7PR6m3k1Qbgvf8hMPiih88Erql+fA3wW6/254iILCTOhQzmi4y6MrHA2LZhDSevbJv4fN9QnqZkjMh7tpy+inQiYGk2RkdGVTSR+eSwEzXvfYv3PvDep6sft3jvW+corhXe+2erHz8HrJjuSWa22cx2mdmu/v7+OQpFRKRxOFdpXjuQL1KMPGbGvz5cuVx+4YOrJ5K12ozOWGCk4gHtmYCE2m6IzDszqahhZh80s8urtzPmKqjJfKV/yLQ9RLz3O7z3Pd77ns7OziMRjohI3dSqaPtzZSIPB8aL/M9bH6b7uGU8+uwBhnIltpy+amKPWtfSDLEAOjJJsmktdYrMRzNpz/FF4FRgZ/Whz5jZ2733n5+DuJ43s6O9989WpyHsm4OfISIyLzgXUiZkz8DBjWv/8Ndfz1/+83/w3894M88O5zl+SZbrN68jERjJuJGJqYomMp/NpKL2G8Cvee//1nv/t1QOAPzm3ITFd4GPVj/+KJXWICIii45zIflyZQRULUmDyh60i3beRzyIsb57Jd57xotl4oHRlglYkkrQnlUVTWS+m9HSJ9A26eMlsxGAmX0buBt4g5n1mdn5wBeBXzOzx4Bfrd4XEVk0nAvZN+J4fCDHWCGiGEbTNq4NDDqySWKBsXJphrZMQFx70UQWjJm8k/8cuN/MfgAY8A5moW2G9/53XuJT73m131tEZD5yLiRXDimVI1ypTEs6/pKNayMPnS0pWtIBy3SiU2TBmcmpz28D64C/B24GTvPe3zBXgYmILDaTT3SOuTL5UsSNP93Lnv4cN+36T67YeApd7RmAica1ybixLBvTCCiRBWomhwl+G/g37/13q/fbzOy3vPf/Z86iExFZJJwLCQl5YpoDA3f+Yh+nv3EF33vgaa4+71RigZGMB7SkNaNTZKGbyR61L3jvD9TueO+HgS/MfkgiIouLcyED+SIDuTKZRIy3Hd8BvHBg4H2/fDR/8U+Pcu7bjiMZD0jFAw1SF1kkZvIOny6p0xVCROQVci6kRMiT01TRAG7s7aNvKE8sMPrHChiQjAe0pxJK0EQWiZlU1HaZ2V+a2arq7S+B3rkKTERkIatV0UZeou3GJ99xPPDCgYErN3XTklGSJrLYzCRR+z2gCNwAXA844FNzEZSIyEJVG6T+2ECOc3bcQ+El2m7EAps4MNCWiXNCR5ZWTRcQWXQO+x3vvc/xMu04zOyvvfe/NytRiYgsQM6F7BnMkYzHJqpoL9V2IxUPuGHzOpaoL5rIojbThrcv5+2z+L1ERBaMyW03atMDaonZ1364Z9q2G82pgI5MkmZV0UQWNb37RUTmkHMhI8WQfaMFtlSraP/6h++cqKLd2NsHwDc/tpZEzIgHRmsmIKEqmogwuxU1ERGpqu1F2z2Q4+FnRiaSNIAdd+6eUkW7a88A+VKZTCJQkiYiU8zmlcBm8XuJiMxbzoX0jxcBuOC6Xr501klT9qDVqmjXf3IdZe+JB0YqHtCcUIImIlPNZkXtf8/i9xIRmXecC3n+QJ79+SJRNQHrbE4xnC9NVM9q7tozgAsjiuWItoySNBGZ3kxGSP0D4F/08AFgF3CV9/6bsxiXiMi84lzISCmkFHnCsqfsPX93zx7+5INvZuc9T3HZ+jVccvODE01tt2/qpiUVY4n6oonIy5jJ1WEP0Al8u3r/HGAUeD3wNeDc2Q1NRKTxORdSJiRX9Dw/WpwyYeDKjadw6wNP8/5fPprLb3uUS888kWOXZUnFjCWZgJj2oonIIczkCvE27/2pk+7/g5n91Ht/qpk9PNuBiYg0utp0gTCqLHMGQGdzir6hPH1DeS7ceR9Xn3cqyXjA5WedRDxmLMvGlKCJyGGbyR61ZjN7be1O9ePm6t3irEYlItLAan3RHq9OF3jntjs4Z8c9RN7z5+tP5OSVbcALEwZigdGciilJE5EZm0mi9lngx2b2AzO7A/gR8DkzywLXzEVwIiKNprbUeSAfTWm5UaugpeIxtpy+Cqg0r03GA7LJgCWpBFk1rxWRGZrJCKnvm9kJwBurDz3qvXfVj/9q1iMTEWkwzoUUCXlqoEBrOj7tjM7AjLZMYmLCQLv2oonIqzDT9hzdwJuBk4Czzex3Zz8kEZHG4lzIqHMMuiKj+YgLr+slMDuo5UZXe4bAjGPaM9yweR0ndGRVRRORV+WwEzUzuxa4HPgV4NTqrWeO4hIRaQi1AwODuTLeQzIe0NmcYv+YY9uGNVNmdG7bsIZ4zGhJV+Z0KkETkVdrJleRHmC19/7FvdRERBac2l60PQOFKS03rth4Cl9cfyLf+NGTnHvaL3HpmSfSlIwxXizT2ZKiXX3RRGQWzWTp8yHgqLkKRESkUdSqaMPVZc7JBwYu2nkfsSDG+3/5aP7HLZXORMtb07zp6Ba6WjNK0kRkVs3kirIMeMTM7gUKtQe99x+c9ahEROpgcl+0wIxy5F/iwAAc35nlrz78FuKBaZlTRObMTK4sfzJXQYiI1JtzIY8N5KYsc16/eR1d7ZkpyVpXe4bIQyowgsC01Ckic2om7TnunMtARETqwbmQ4UKJMPIHLXNee9cTXLmp+6A9aom40aa2GyJyBBzyCmNmP/be/4qZjTJ1KLsB3nvfOmfRiYjMIedCdg/muODaXr718bUHLXNe9aMnOf//OZ7rzn8rZhAPjFQ8oDmhBE1EjoxDXmm8979S/W/L3IcjIjL3nAvJlUJcGNGcinPt+WtJxYNplzkLoWe0ELKsOUFrSlU0ETmyDqeitvTlPu+9H5y9cERE5pZzIc+PFzgwXuKinfdNLGleufEUrvvEWjZ9/d4XHtvUTTYVkE2laIopQRORI88O1RbNzJ6gsuRp03zae++Pn4vAZqqnp8fv2rWr3mGISIOq9UUbzkfkSxHnXX3vQdWza89fSzmCRKw2SD0gLKOlThGZdWbW670/5OCAw1n6PG52QhIRqY9akvbMSIlELCAwpm274T24UpnmVBID0kGcdJMSNBGpnxldgczsQ1RGSHngR977/zMnUYmIzJLJvdGaEjHigTFaKE+7Hy0VD2hKxmhKGUntRRORBjCTWZ9XAFuAf6cypWCLmX11rgITEXk1nAt5ZjjPs2OO/3h+jP9y/c84Z8c97Bsr0poOuGLjKVPmdF65qZvmdEBbKkGrBqmLSIM45B61iSea/QJ4U23Wp5kFwMPe+zfNYXyHTXvURKRmuua1l61fw+W3PUr/WIEbNq8jCCCKIIw88UB90UTkyDrcPWozmfX5OPDaSfdXVh8TEWkIzoUM5hwD+eJBzWsvuflBtpy+ir6hPGHkOe3Pf8A5O+5hrBDSkUmSVRVNRBrQTK5KLcDPq7M+PbAW2GVm3wXN/BSR+nIuxEUh48XoJWd0tmUSdLVniAfGnRefTjIW0J7WCCgRaVwzuTr9jzmLYhpm9j7gfwMx4Ove+y8eyZ8vIvND7UTneAmeGylw4XW9bD1j9bSHBcaLZa7c1E1rJiChZU4RmQcactanmcWArwK/BvQBPzWz73rvHzlSMYhI43MuZLwc8vRwgUwiNrHcuf2O3Vy2fg2X3PzgxB617Zu6Wd6cJJsy7UUTkXnjsK9UL5r1mQQSQG6OZn2uBR733u+p/uzrgTMBJWoignMhhShk31iJdLySoE2e1Xn/3mEuv+1Rtp6xmjce1UI8MNKJgHQcJWkiMq8c9mEC732L9761mphlgPXAFXMU1zHA3kn3+6qPTWFmm81sl5nt6u/vn6NQRKSR1EZAjRUi4oFRKkf0DeUpR36i3QZUkrVLb32EWPVEZzYe14EBEZl3ZnLqc4Kv+D/Ae2c5npnGscN73+O97+ns7KxnKCIyx5wLyTnHgUKJ0XxY6Yk2UphI0L72wz3T9kZrV9sNEZnHZrL0+aFJdwOgB3CzHlHF01Taf9R0VR8TkUWodqIzV4gII086EeNtx3cwnC/xbz9/jis2nsJFO+8D4JsfW0siZiQCY2kmqQRNROa1mVzBPjDp4xB4ksq+sbnwU+AEMzuOSoL2YeAjc/SzRKRBORdS9CG5YsT+sdKUBrZXbDyFO3+xj3e8YQXfe+Bprj7vVGKBkYwHqqKJyIIxk1OfH5vLQF70s0Iz+zRwG5X2HH/rvX/4SP18Eak/50IGXZFSuTI54MUNbC/aeR9Xn3cqf3TTg/z+e04gFQ+Ix4ylaVXRRGThmMnSZxfw18Dbqw/9CPiM975vLgLz3n8f+P5cfG8RaVy1lhtjhTLF0BNY5fHpGtjGAqN/rMDylhTZZIxsQlU0EVlYZnKY4Grgu8Brqrd/qD4mIjIrnAspERJFMDxe4ryr7+XdX7qTUnnqiU6oHBZIxQNu2nIaqzqydLToRKeILDwzSdQ6vfdXe+/D6u2bgI5aisiscC5kpBjy1ECBfCniop33TVTRdty5e9oTnW2ZgLaURkCJyMI1k6vbgJltAr5dvf87wMDshyQii4lzISGVBG3faIGttzzEdee/dcpS5429lR0WN2xeRxhV9qx16ESniCwCM6mofRw4G3gOeBbYAByxAwYisvA4F5KPQgZyZS64rpemZKzSvNYfvNR5154BPNCcjClJE5FFYyaTCZ7y3n/Qe9/pvV/uvf8t7/1/zmVwIrIw1ZrXjpRCxgsR/aMF+obyDOdLdLVnuOqO3Vw5zVLnskxSe9FEZFGZyanPa6ic8hyu3m8HvuS9//hcBSciC49zIflySL4YUShHBGYM5IqVwemThqmDmteKiMxk6XNNLUkD8N4PASfPfkgishA5F9I/6tifLzLiyhTKEVf+YDexwLi5dy+XrV9D/1iBy297lEvPPJEL3/U6mhIBK7IpXtPepCRNRBalmVz5AjNrryZomNnSGX69iCxSzoX0jeTpHy1w8U0PTkwXuHLjKfQN5vi997yev779P9h6xmo6skk6W1K0NcVImfqiicjiNpMr4JeAu83sO9X7ZwH/a/ZDEpGFwrmQgg8ZdRF7B/NsveWhKdMFLqxOF7j/qUG+8IE3T5zobNMIKBERYGYjpL5lZruAd1cf+pD3/pHa5ydX20REnAsZzBcplCPKERMnOierTRf4yg9209maYXlLilUdWSVoIiJVM7oaVhOzR17i07cDp7zqiERkXnMupBCFDOfL9I8WGMgVWZJJkC+W6WrPTEnWutozRB62b+pmRWuKFo2AEhGZYjaviDaL30tE5qHadIF9owW2VIeod7Vn+JuPnExrJs62DWum7FHbvqmbtkyc5la13BARmY5572fnG5nd572vW0Wtp6fH79q1q14/XmRRcy5kpBQymi/hMYbHiwzkimy/Yzf37x2mqz3Dtg1r+KWOJsoRRN6TCIwl2osmIouUmfV673sO9TxdHUXkVXEuZKhQwoDxYpkLqzM6u9ozXLZ+DZff9ij37x0mEQt49LkxlrekOKo1RVbLnCIihzSTPmqHoqVPkUXEuZAR5xgqlBgYK/LzZ0cnkjSoHBS45OYH2XL6KrraM3S2pHjza1o5tkNJmojI4TqsRM3MYmb2i0M87T2zEI+IzAOVKlqRvYMFfvHsKFsmzemcrG8oT0c2yVWbumnLxGhNxsmmtR9NRORwHVai5r0vA4+a2Wtf5jmDsxaViDQs50IG8kXKEVxw7QsJWm1O52Rd7RmOWpLm2I4UqUBVNBGRmZrJ0mc78LCZ3W5m363d5iowEWkstUHqjw3kOGfHPTw9lJ+SoNXmdE4epH7VuZVB6qqiiYi8MjO5cm6dsyhEpKHVeqONFSIKpTJbz1hN5P1Bg9RrczqPXZYlFQ9Ymk4oQRMReRVmrT1Hvak9h8jsq00XKEWV68T/+t4j/PMj++hqz/Cls06iKRnjwp330dmc4vffcwK/1NFEIhbQ2ZRUgiYi8jJmvT2Hma0D/hp4E5AEYkDOe9/6iqMUkYblXMjjA7kpjWsvW7+G/tEi9+8d5rPfeYAvfuiXufysk3jNkjRBYCRjAa1J7UUTEZktM9mj9jfA7wCPARngE8BX5yIoEamf2l60gXxxIkmDqe02avfTiRjZVJxE3FiWSbJcEwZERGbVjPqoee8fB2Le+7L3/mrgfXMTlojUg3MhuXLIMyMlSpGftt1GWyYBVA4LHF090dme0lKniMhcmMmVddzMksDPzOwvgGeZ3Ya5IlInzoUUCRnKlQnM6BvMs3Jp07RD1GunPCu90TQCSkRkLs0k0TqXyr60TwM5YCWwfi6CEpEjx7mQfBSyd6DAxq//hGeG8zQlY+y4czdXbDxlSruN7Zu6WXNMKzdtOY1VHVm13RARmWOHfYX13j9V/TAP/OnchCMiR4pzIWVCCmUYdWUuqO5HG86XSMYC7tozAMDV551KLDAiD63pGNmkqYomInKEHPJKa2b/DrxkDw/v/ZpZjUhE5pxzIbkwZKxYBg/9o4WJJc7td+zmCx9czbYNa7j4pge5sbdvonlta1IVNBGRI+lwrrhnzHkUInJEOBdSImQkHxFGnnhgPDviGMgVJ/aj3b93mD/97iP81994E9dvXkc58qTiAW0pNa8VETnSDnnVnbTkKSLzWG0v2ki+TP9ogYFckdVHtzCQK3Jz796J6QJ9Q3n6xwo0JWM0JQOaYlrmFBGpFzW8FVnganvR8iV4fqQwsRetdjjgvicH+OjbjuOau55g6xmr6cgm6WxJsSwb0140EZE6U8NbkQXMuZDRUsjQeESuWGa0ENLZnAIqPdG2XNfLR9YdyzV3PcH67pUTSdqKbEonOkVEGsCMrsLe+8fNLOa9LwNXm9n9wOfnJjQReTWcCxkqlBgYK04ZA/Wls07ii//4C+7fO0zfUJ5cIeQLH3jzxJ61joya14qINIqZVNSmNLw1sz+Y4deLyBHgXMhQzvF8roArlQ8aA/XZ7zwwMQaqqz1DNhWnNROwIpvimPYmJWkiIg1kpg1vA9TwVqRhORfiopBcMaIceeJBwNuO75jynNoYqNp0gWXZGAntRRMRaUgzuTLvB4reewf8qZnFgNTchCUiM1FruzE4XmYkH3LhpKXOKzaeAsCNvX1ApYq2vDXFzk+8lRXZlBI0EZEGNpOK2u1A06T7GeBfX+kPNrOzzOxhM4vMrOdFn/u8mT1uZo+a2Xtf6c8QWQwqe9GKjOQjSqGfSNKgUj27aOd9bH7nC0udV23qJpuMK0kTEZkHZnKVTnvvx2p3vPdjZtb0cl9wCA8BHwKumvygma0GPgy8GXgN8K9m9vrqAQYRqaq13TjgIgZzJZrTcQJjyhB1qNxPxIw7Lz6dwIzOJh0WEBGZL2ZSUcuZ2Sm1O9UqWP5lnv+yvPc/994/Os2nzgSu994XvPdPAI8Da1/pzxFZiGpLncP5iFLZk07EiFtlHmdtiHpNV3uGWGC0pGNK0kRE5pmZXLE/A3zHzJ6p3j8aOGf2Q+IY4J5J9/uqjx3EzDYDmwFe+9rXzkEoIo1lcvPaZ0cKU/ai7fzEWhJx44qNp3DRzvsmHr9yUzftmUDNa0VE5qGZXLWPA04GXktlyfKtvMywdgAz+1fgqGk+9d+897fM4GdPy3u/A9gB0NPT87KxiMx3zoWMl0PGixEGB+1F2/j1e/nOlnUctSTNDZvXEUaeRGAsVV80EZF5ayZLn1u99yNAG/Au4Argypf7Au/9r3rvT5zm9nJJ2tNUWn/UdFUfE1mUnAvZP+rYN16gb8jx4R33UAijafei5YsRH7riLobHSyzLxpSkiYjMczNJ1Gqb+X8T+Jr3/ntUZn7Otu8CHzazlJkdB5wA3DsHP0ek4TkXMpAv4sKIYugnljTLkZ92L1oqHvCdC05jVUdWI6BERBaAmSRqT5vZVVT2pX3fzFIz/PopzOy3zawPOA34npndBuC9fxi4EXgE+CfgUzrxKYuNcyE553hsIMc5O+7h6aH8lBOdX/vhHq7YeMpEslbbi9aWCWhPJ5SgiYgsEOb94W3tqrbieB/w7977x8zsaOCXvff/PJcBHq6enh6/a9eueoch8qo5F1IkZDQf8ewBx0CuSGs6TmdLmvOuvnciWTu7u4vN71xFImaa0SkiMs+YWa/3vudQzzvsipj3ftx7//fe+8eq959tlCRNZCGoVdHGSiF7Bwqcs+MeNmy/m0tvfYTAjFjgp1TR7tozQL5UZlk2piRNRGSBOuyKWqNTRU3ms1rbjYHxyonO3/naPVMOC3S1Z/jih36Z9qYkbU0JwsiriiYiMo/NekVNROaGcyEjxRJPDhT4yNfu4Znh/LQnOtOJGBHQlAxURRMRWSR0lRepk1oV7cmBAvtGC2y95SH6hvIM50t0tWcOqqgdvSRNSzogaWpcKyKyWKiiJlIHzoWMFEoM5yMuuK6XpmRsIjHbfsduLlu/ZsqJzu3VE51K0kREFhdd8UWOoFoVbc9Agf2jBY7vzB5URbt/7zCX3/Yol555Iq9d2kQ8ZqzIppSgiYgsQqqoiRwhtSRtKB9xYbWKFg+sUjF7URWtf6xAZ0uK1kxcSZqIyCKmq7/IHIsiT/9ogXQCxgoRxer4p+F8iUTg2b6pmy3X9U5U0Y5d1kQyFuiwgIiIqKImMpecC/nFcyNsveXfGStEhJGfGP+0/Y7d5EMolkrcuHkdf/Xht3DCimaaU3ElaSIiAihRE5kTpVKZ5w7kGcwX2XxtL+u7V070Prtp139y5cZT6B8rcPltj3LARRTKEbHAaM8EdGipU0REqvR/A5FZ5lxI30ievYN5ju/MsvWM1bxmSZp4YIzkC5zxli5u/Vkf13x8LfHAiAVGJhGQjetEp4iITKX/K4jMkjCMGC8VyRcre9JqfdG62jN89SOn8PyBcf5ve/ceJFd55nf8+/R1umdamtFoRkgasMRawSsrgkUykaGy8S6OjQllxZFs4yAw2JEQ4PKmsmWzLKV1pRRXLAuvs44jhNjY5qLlErALijiWsWNC1dpaRxdbi4HhGqwBoRlJM9Jc+jKnz5s/+kyrB7WQkNRzerp/n6op+pzuat73oNF5eN7zvE88HidmPjdcvrCcYcukIiRQkCYiIifS0qfIOZDPexzNFziW88l5Pl2ZFi6/sBModRW47e/20N7awuBIlhmp5KQWUDNaWhSkiYhIVbo7iJwFz/M5li8QNXhrKM8tD+4uZ9G2XHcpAI/u7qNvMEs0YizsmkHRdyRiEWanE8Tj0ZBnICIi9UwZNZEzND5e5OBwjuFckZG8Xw7SoJRFu3X7Htb+8YVAqbtANGJEDbpbk8ydmVKQJiIip6RATeQM5HIeLw2M8NltO/kXm58hH+yNVmkii9bTkeKe65fRkYrQ1aaKThEROX26Y4i8B4WCx6GxcYq+4+YHjmfQJvZGe2cj9UQswmPrP0x7Mq4ATURE3jNl1EROUy7n8cZQlt63hxkvTs6g3fvsa2y57tJJjdTvXlPKonVnVCwgIiJnRncPkVPwfcfgWJ7xoiM/7rPhiefYcM3iSRm0R3f30ZGO8dDaFfjOEY0Ys9VdQEREzpIyaiLvolDweO3QCC8dHOGFA8OsDwoG3tlEvacjxUc+MIe8VySdiDJHz6KJiMg5oDuJSBWe55PzCgxlfcDIjfvMbkuUM2h79w9x145eNlyzmA+clyFiRjIWob0lRiKhXysRETk3lFETeYdczqN/OMfAiMfLB0f4yv/4LRueeA7fwccWd5c/t3f/EBufep54xOhKJ+ie0aIgTUREzindVUQCvu8Yyef5/ZF8eYmzpyPFplVLuWtHL7f93R7u/8JlPH9guPzePdcvY5aeRRMRkRrR3UWE0lLncL7AsVyxHKRBaS+02x/fx4ZrFnPzA7s5mh1n48olLJjdSksswuxWdRcQEZHaUaAmTc/zfA4O5/B8x3jRVd24tj0Vp6cjxey2JLPbksxpS2iZU0REak7PqEnT8n3H0Fie3oPD5Q4D+4+MlSs5J/R0pBgrFNm6ZhnJeIS5ehZNRESmiAI1aToTAVrf0BhHsx43Vyx1fufnL7N59eRtN+5Zs4w/nJvh/Z2tdGdaiMX0ayMiIlNDaQFpKvm8x6GxAp7viEWMrFectNS5d/8Q3/xJLw984TIOjxboyiSZmYqSjmnbDRERmXpKDUjTyOc9Xj40Wl7m/Oy2nWQLPjf/8wWTPjcwkgeDrkySOa1J2tNa6idQF9oAABSGSURBVBQRkXAoUJOGVyh4HDya5e2R/AkVnbds382aDy+ctNS5dc0y0vEoczPqLiAiIuHSXUgalu87soUCrx/OMTCcJ9MSq1rR6fk+G65ZTGdrgq5MkvkzU3oOTURE6oLuRtKQCgWP4VyewWyR3HiRBZ1pcuPFqhWd8WiE93e10a0gTURE6ozuSNJwcjmPo3mPvsE8127byeqtv+L67/2aTEuMb3364hOWOaMRaG+N0dORVpAmIiJ1xZxzYY/hnFi+fLnbtWtX2MOQEPm+Y7SQ51jWx3fwuXt3Tlrq7OlI8e3PXMKRsUJ5mXNGKkomkVCAJiIiU8rMdjvnlp/qc6Hdncxss5m9aGb7zOxHZtZe8d4dZvaKmfWa2cfDGqNMH57nMziW5/8dzvPZbTt5ayhb9Xm0Wa0J/smcDOfNbKGjNcrMlqSCNBERqVth3qGeBpY455YCLwF3AJjZYuBa4IPAVcAWM1MzRamqsrvAWMHnlqCqcyg7XvV5tGQ8wqx0lNmpBDNaWohELKSRi4iInFpogZpz7qfOOS843An0BK9XAg875/LOudeBV4DLwhij1DfP8zlwNMtwrsjND+6m6I736dz6zKtsWnVih4FMS4TWRELbboiIyLRQL3erLwCPBK/nUwrcJvQF50SAUoB2NFfg7WN5bn5gN9/69MX0DWaJmNHTkaJvMMve/UPctaOXjSuXcMGsNPGocV4mqY1rRURkWqlpRs3MfmZmz1X5WVnxmTsBD9h+Bt+/zsx2mdmugYGBczl0qVPj40WO5gvkxn1S8Sjfv/FDtMQj9HSkeGJPH3evWVbOog2M5IMWUKWKTgVpIiIy3dT0zuWc++i7vW9mNwLXAFe64+WnbwLnV3ysJzhX7fu3AdugVPV5tuOV+uX7jsGxPIWiz6GR8fKzaD0dKe6+7lL+9vPL+Hf37QbgobUr8F2pl2dXa0IBmoiITFthVn1eBXwV+KRzbqzirSeBa80saWYLgUXAr8MYo9SH8fEiLxw4xr6+Y3hFykEaTLSB2kM8GmXjyiVcvXQevnPMn5livrJoIiIyzYV5F/sukASeNjOAnc659c6535nZo8DzlJZEb3POFUMcp4TE83z6R/KMF32S8Sg9HS2TCgYm9A1mMWB2W4JUIkJXq7bcEBGRxhBaoOace/+7vPd14OtTOBypM57n8+LB4XIT9dIS5zLSieMFAxN6OlIkYxHSiSSd6QTxuHZzERGRxqC0g9SdQsHj4HCOtmSMh9au4InbLqerLckt23cTjdikgoGejhR3r1lGJhWlO9OiIE1ERBqKHuCRupLLebx8eHRSscCW6y7lP69awh2PP0e2UCQVj/DIuhV4fqlgoLstqQBNREQakjJqUhcKBY/B0RyHsoUTigVu3b6HWCTKl69cRDwWYf+RLLGIlQsGFKSJiEijUkZNQuX7joHhPDmvSCxijBf9qsUCEYMFs9McHRunK5OkUwUDIiLSBBSoSWh83/Hi28dY98DxZc6H1q6oWizgO2iJRejKxJiVTihIExGRpqC7nUw5z/M5MJTlraPZcpAGpczZg796/YRigS3XXUoiZsxpS9I9o0VBmoiINA073hBgelu+fLnbtWtX2MOQUxgfL/LG4Bj7j2R5X2eal/tH2PrMq+zdP1T+zM/+wx9jZsQiRjRipBMR2lNJIhELceQiIiLnjpntds4tP9XntPQpU2Z8vMiRsQLZQpENTzxXXu7ctGopd+3oZe/+IXo6UrTEoxSDis7OVIKWFv0xFRGR5qQ1JJkShYLHS/0jPH9gmFu275m03Hn74/tY/5E/oKcjxebVS4kYZFqidLUqSBMRkeamQE1qyvN83hrK0j9a4OYHd5NORKtWdV50XoaNK5eUKjpTCWa1tqhPp4iIND0FalIz4+NFXjw4zGfu+RVvDmbpG8wylB0vFwpM6OlIEY8YH5w3gwtnt5FMKkATEREBBWpSI77veOtYrtyrcyJA2/rMq2xatXRSVec91y+jO6joVMGAiIjIcUpdyDnjeT79I3nGiz6xiDGS98rLnBMB2u2P7+OuHb1sXLmEBbNbiUWMudpyQ0REpCoFanJOeJ7PiweHyxm0if3PPra4m58+38/e/UPlAG1hVysGtKejZJLadkNERORklMaQc2JgJF8O0uB4j86/vHpxeZlzYCRPVyZJJhll/swUM1Na6hQREXk3yqjJGfN9x+HRAgWviAO62pKTKjr7BrP4zrHhmsV0tiboyiSZN6NFTdRFREROkwI1OSOe59PbP8zNFX06N69eyjd/0lvuMtDTkSIRi/CHc2eQikfpbE0ogyYiIvIeaOlT3hPfdxwZzfPm0Ww5SINS9uwrj+3jy1cuAigHbtGI0dOeoiujZ9FERETeK2XU5LT5vqP34DBvH82RaYlV3bj2gllpHlm3grFCka5Mkq5WBWgiIiJnShk1OW2HRwusvX8X6USUw6OFqhvXphJRejpSLJk/kwtnt2nbDRERkbOgu6i8q4kWUG8cHqXgFbn8wk6GsuM8vnt/1Y1rz5vRwvyOtJY6RUREzgEtfcpJnWxvtP/zYj+fv3wh9/3y9XJFZ3cmybyZKQVnIiIi55AyanIC33cMDOc5OJyrujfaJ5bO464dvXzusvdx0ZwMF3Sm6elIa5lTRETkHNOdVco8z6f/WI7nDxzjU1v+nrznVy0YiEeN7/7bP2LJ/JlcMCtNd0Yb14qIiNSClj4FgELBo3+0gFd0tMSjXH5hJ0Xf0dORmhSs9XSkiEcjzGtPvcu3iYiIyLmgQE1Km9cOjHLLO55F2/vGEbZcdym3bt9TPr91zTK625JhD1lERKQpKFAT+kfy5SANjj+L9v0bP8S9z77GD266jHjUiEcjdLcl9SyaiIjIFNEdt0lNFAy8OTjGeLH6s2jRiPHL1w4zXvQ5vyPNvPaUgjQREZEppLtuE5roMPCpLX/PFZt+wWsDo1U3r03EIvzwlsu5aE5GxQIiIiIhUKDWJHzf0T+c4/dHRjlwNMva+3eVs2jf+fnLbF49efPau9cso7s1QfcMVXSKiIiERc+oNYGJDNpEcPbY+g9PWurcu3+Ib/6kl4fXrcD3HTE9iyYiIlIXFKg1gYkenRPB2USfzspgbWAkTzIWpSujik4REZF6oZRJg6osFih4RboqttTY+syrJ/TpvPeG5XS2JsIaroiIiFShjFoD8jyf3v5hbn7g+L5om1cv5Zs/6WXv/iH27h/ivl++zg9uuoxELEIqHqWzNaFn0UREROqMMmoNpFDweGtwjAPHcuUgDUpbbXzlsX18+cpFQCmDdtMVC4kY9LSn6MokFaSJiIjUodAyama2EVgJ+EA/cKNz7i0zM+BvgKuBseD8nrDGOV0UCl65u8C3Pn1x1X3R/qC7lWe/+idEDVKJKO0pZdFERETqWZgZtc3OuaXOuUuAp4C/Cs5/AlgU/KwD7g5pfNOC7zv6j+U4MJzn0HCerrYkQ9nxqvuipeIxLpiVZn5HmlmtyqKJiIjUu9Ayas65YxWHrYALXq8E7nfOOWCnmbWb2Vzn3IEpH2Sd831H79vDrH1gV/lZtE2rlvLE3jfZtGoptz++r3z+nuuXqVhARERkmgm1mMDMvg7cABwF/iQ4PR/YX/GxvuDcCYGama2jlHXjggsuqOlY643vO94+lisHaVBa3rz98X1suGYxd+3oZePKJVwwK008asybmVIGTUREZJqp6dKnmf3MzJ6r8rMSwDl3p3PufGA78KX3+v3OuW3OueXOueVdXV3nevh16XiHgTHGCsWqz6K1p+IMjOTpyiRpT8fo6Uhr81oREZFpqKYZNefcR0/zo9uBHwNfA94Ezq94ryc41/Te2WHg+zd+6ISNa3s6UsxrT/HIuhV0tSZIJLQDi4iIyHQVWprFzBZVHK4EXgxePwncYCUrgKN6Pq3knR0GqvXo3Lx6KXmvyJxMi4I0ERGRaS7MO/k3zOwiSttzvAGsD87/mNLWHK9Q2p7jpnCGV38KXrFqj84Hv/jPKPqOZDxCIhphVjqhpU4REZEGEGbV56qTnHfAbVM8nGkhEYtW7dH5+qFRzpvZwsLZrSoYEBERaSBKu0wjna0J7r1h+aSlznvWLOPi82dy0ZyMgjQREZEGo4eYppFIxLhoToYf3XoFBa9IIqYenSIiIo1Mgdo0E4kYXZlk2MMQERGRKaClTxEREZE6pUBNREREpE4pUBMRERGpUwrUREREROqUigmmiOf59I/kGS/6xKMRutuS2pRWRERE3pUCtRrzfcdgNs+BoTzrH9xN32CWno4UW9cs4wNzMgrWRERE5KQUJdTQRBP1ffuPlYM0gL7BLOsf3E3/SD7kEYqIiEg9U6BWQxNN1NOJ6KS2T1AK1ryiH9LIREREZDpQoFZDE03Uh7Lj5bZPE3o6UsSiuvwiIiJycooUamiiifrWZ15l06qlk3p0bl2zjO42dRgQERGRk1MxwTng+47Do4UT+m9ONFFfe/8u7trRy8aVS1gwu5WWWIQuVX2KiIjIKShQO0sTBQNr799Vrui894blXDQnoybqIiIiclaU0jlLEwUDlRWda+/fxeHRAnC8ifr8jjRdmaSCNBERETltCtTO0kTBQKW+wSwFrxjSiERERKRRKFA7SxMFA5V6OlIkYtGQRiQiIiKNQoHaafB9R/9wjt8fGeXNwTGOjObxfQdQLhiorOi894bldLYmwhyyiIiINAAVE5xCtWKBzauXMmdGCws6W1UwICIiIjWjjNopVCsW+Mpj+3jj8JgKBkRERKSmFKidwsmKBdKJqAoGREREpKYUqJ3CyYoFxgpFFQyIiIhITSlQO4VqxQKbVy/lfZ1pFQyIiIhITamY4BQmigV+eOvl5MZ9ogapRJT2lAoGREREpLYUqJ2GSMTozrSEPQwRERFpMlr6FBEREalTCtRERERE6pQCNREREZE6pUBNREREpE4pUBMRERGpUwrUREREROqUAjURERGROqVATURERKROKVATERERqVOhB2pm9udm5sxsdnBsZvYdM3vFzPaZ2aVhj1FEREQkDKEGamZ2PvAx4PcVpz8BLAp+1gF3hzA0ERERkdCFnVH7NvBVwFWcWwnc70p2Au1mNjeU0YmIiIiEKLRAzcxWAm865377jrfmA/srjvuCc9W+Y52Z7TKzXQMDAzUaqYiIiEg4YrX8cjP7GXBelbfuBP6S0rLnGXPObQO2Bf+uATMbBQ6dzXdOc7Np7vmDroHmr/lr/s2r2ecP0+savO90PlTTQM0599Fq583snwILgd+aGUAPsMfMLgPeBM6v+HhPcO5U/64uM9vlnFt+1gOfppp9/qBroPlr/pq/5h/2OMLUiNcglKVP59w/Oue6nXMLnHMLKC1vXuqcext4ErghqP5cARx1zh0IY5wiIiIiYappRu0M/Ri4GngFGANuCnc4IiIiIuGoi0AtyKpNvHbAbWf4VdvOyYCmr2afP+gaaP7NTfNvbs0+f2jAa2CluEhERERE6k3Y+6iJiIiIyEkoUBMRERGpUw0VqDVr31Az2xjM7zdm9lMzmxecb5b5bzazF4M5/sjM2iveuyOYf6+ZfTzMcdaKmX3azH5nZr6ZLX/Hew0/fwAzuyqY4ytm9hdhj2cqmNn3zKzfzJ6rODfLzJ42s5eDf3aEOcZaMrPzzewXZvZ88Of/z4LzTXENzKzFzH5tZr8N5v8fg/MLzewfgt+FR8wsEfZYa8nMoma218yeCo4bbv4NE6g1ed/Qzc65pc65S4CngL8KzjfL/J8GljjnlgIvAXcAmNli4Frgg8BVwBYzi4Y2ytp5Dvg3wLOVJ5tl/sGc/hulP++Lgc8Fc290P6D037XSXwA/d84tAn4eHDcqD/hz59xiYAVwW/DfvVmuQR74U+fcxcAlwFXBllabgG87594PDAJfDHGMU+HPgBcqjhtu/g0TqNHEfUOdc8cqDls5fg2aZf4/dc55weFOSpskQ2n+Dzvn8s651ylt+XJZGGOsJefcC8653ipvNcX8Kc3pFefca865AvAwpbk3NOfcs8CRd5xeCdwXvL4P+NdTOqgp5Jw74JzbE7wepnSznk+TXIPg7/WR4DAe/DjgT4HHgvMNO38AM+sB/hXwt8Gx0YDzb4hA7Vz0DZ3uzOzrZrYfuI7jGbWmmX+FLwD/K3jdjPOv1Czzb5Z5no45FRuEvw3MCXMwU8XMFgB/BPwDTXQNgmW/3wD9lFYWXgWGKv7HtdF/F/4LpQSNHxx30oDzr4t91E5HrfuG1rt3m79z7gnn3J3AnWZ2B/Al4GtTOsAaO9X8g8/cSWk5ZPtUjm0qnM78RSo555yZNfz+S2bWBjwO/Hvn3LGgLSHQ+NfAOVcELgmey/0R8IGQhzRlzOwaoN85t9vMPhL2eGpp2gRqU9k3tB6dbP5VbKfU3eFrNNH8zexG4BrgSnd8c8Cmmf9JNMz8T6FZ5nk6DprZXOfcgeAxh/6wB1RLZhanFKRtd879MDjdVNcAwDk3ZGa/AD5M6RGXWJBVauTfhSuAT5rZ1UALMAP4Gxpw/tN+6VN9Q8HMFlUcrgReDF43y/yvopT+/qRzbqzirSeBa80saWYLKRVV/DqMMYakWeb/f4FFQbVXglIBxZMhjyksTwKfD15/HmjYbGvwPNJ/B15wzv11xVtNcQ3MrGuiwt3MUsC/pPSc3i+A1cHHGnb+zrk7nHM9wX3/WuB/O+euowHnP20yameoWfqGfsPMLqK0Tv8GsD443yzz/y6QBJ4Osqo7nXPrnXO/M7NHgecpLYneFiwVNBQz+xTwX4Eu4H+a2W+ccx9vlvk75zwz+xKwA4gC33PO/S7kYdWcmT0EfASYbWZ9lLLo3wAeNbMvUvq74DPhjbDmrgCuB/4xeE4LSo/BNMs1mAvcF1Q9R4BHnXNPmdnzwMNm9p+AvZSC2WZyOw02f7WQEhEREalT037pU0RERKRRKVATERERqVMK1ERERETqlAI1ERERkTqlQE1ERESkTilQExEREalTCtRERERE6tT/BzBomzkYIDJMAAAAAElFTkSuQmCC\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Our model seems to fit quite well to the training set, it is most likely very overfit given the fact the training error is ~-13 and the best models on the leader board only achieved an error of ~-1.7"},{"metadata":{"trusted":false},"cell_type":"code","source":"test_predictions_df = pd.DataFrame(test_predictions)\ntest_predictions_df['id'] = test['id']\ntest_predictions_df['scalar_coupling_constant'] = test_predictions_df.iloc[:,0]\ntest_predictions_df = test_predictions_df.drop([0],axis=1)\nprint(test_predictions_df.columns)\nprint(test_predictions_df.shape)\ntest_predictions_df.to_csv(\"prediction_file.csv\", index=False)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"While this model does beat out the euclidean distance benchmark, it doesn't beat it by a lot and is very overfit, so we will need to construct more sophisticated descriptors for the molecules to feed into our model. These will descriptors will most likely need to better capture the aspects listed in scalar_coupling_contributions.csv, - more research is required. I will be updating this kernel as I come up with better features, let me know if there's anything obvious I have missed. :)"}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.1"}},"nbformat":4,"nbformat_minor":1}