diff --git a/Notebooks/WDB matrix from experimental data.ipynb b/Notebooks/WDB matrix from experimental data.ipynb index 70729ef..fc35015 100644 --- a/Notebooks/WDB matrix from experimental data.ipynb +++ b/Notebooks/WDB matrix from experimental data.ipynb @@ -60,13 +60,22 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Load the experimental data pertaining to the first experiment:" + "Load the experimental data pertaining to the `seventh` experiment:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, + "outputs": [], + "source": [ + "exp_id = 'Exp7'" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, "outputs": [ { "data": { @@ -81,20 +90,20 @@ " 'SolRad_DA']" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "mat_exp1 = loadmat('../Data/Luca_experimental_data/Exp1.mat')\n", - "measured_vals = [*mat_exp1['Exp1'].dtype.fields]\n", + "mat_exp1 = loadmat(f'../Data/Luca_experimental_data/{exp_id}.mat')\n", + "measured_vals = [*mat_exp1[exp_id].dtype.fields]\n", "measured_vals" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -113,18 +122,18 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "dict_dfs = {}\n", "for var in measured_vals:\n", - " dict_dfs[var] = df_from_mb_struct(mat_exp1['Exp1'], var)" + " dict_dfs[var] = df_from_mb_struct(mat_exp1[exp_id], var)" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -171,59 +180,59 @@ " \n", " \n", " \n", - " 2017-06-01 20:00:00+02:00\n", - " 5995.034483\n", - " 23.5\n", - " 22.0\n", - " 24.5\n", - " 24.4\n", - " 24.200000\n", - " 61.321333\n", - " 122.0\n", + " 2017-07-13 20:00:00+02:00\n", + " 1688.827586\n", + " 22.5\n", + " 24.0\n", + " 23.9\n", + " 23.2\n", + " 22.666667\n", + " 91.714933\n", + " 157.0\n", " \n", " \n", - " 2017-06-01 20:05:00+02:00\n", - " 5957.000000\n", - " 23.5\n", - " 22.0\n", + " 2017-07-13 20:05:00+02:00\n", + " 5298.965517\n", + " 22.5\n", + " 24.0\n", " 15.5\n", - " 24.4\n", - " 24.166667\n", - " 57.926100\n", - " 91.5\n", + " 23.5\n", + " 22.933333\n", + " 121.538700\n", + " 111.5\n", " \n", " \n", - " 2017-06-01 20:10:00+02:00\n", - " 5989.766667\n", + " 2017-07-13 20:10:00+02:00\n", + " 6061.344828\n", + " 22.5\n", + " 24.0\n", + " 14.3\n", " 23.5\n", - " 22.0\n", - " 15.2\n", - " 24.1\n", - " 24.066667\n", - " 54.902033\n", - " 91.5\n", + " 22.733333\n", + " 101.481617\n", + " 111.5\n", " \n", " \n", - " 2017-06-01 20:15:00+02:00\n", - " 4563.344828\n", - " 23.5\n", - " 22.0\n", - " 14.9\n", - " 23.8\n", - " 24.066667\n", - " 73.860700\n", - " 91.5\n", + " 2017-07-13 20:15:00+02:00\n", + " 6062.466667\n", + " 22.5\n", + " 24.0\n", + " 14.0\n", + " 22.9\n", + " 22.700000\n", + " 163.710150\n", + " 111.5\n", " \n", " \n", - " 2017-06-01 20:20:00+02:00\n", - " 1729.137931\n", - " 23.5\n", - " 22.0\n", - " 18.2\n", - " 23.5\n", - " 23.833333\n", - " 76.042533\n", - " 91.5\n", + " 2017-07-13 20:20:00+02:00\n", + " 5447.482759\n", + " 22.5\n", + " 24.0\n", + " 14.0\n", + " 22.6\n", + " 22.666667\n", + " 90.039567\n", + " 111.5\n", " \n", " \n", " ...\n", @@ -237,98 +246,98 @@ " ...\n", " \n", " \n", - " 2017-06-03 16:35:00+02:00\n", - " 1732.137931\n", - " 24.5\n", - " 24.0\n", - " 16.4\n", - " 22.3\n", - " 22.300000\n", - " 361.247267\n", - " 570.0\n", - " \n", - " \n", - " 2017-06-03 16:40:00+02:00\n", - " 1727.482759\n", - " 24.5\n", - " 24.0\n", - " 17.6\n", - " 22.3\n", - " 22.300000\n", - " 596.456167\n", - " 570.0\n", - " \n", - " \n", - " 2017-06-03 16:45:00+02:00\n", - " 1726.233333\n", - " 24.5\n", - " 24.0\n", - " 18.5\n", - " 22.3\n", + " 2017-07-20 05:35:00+02:00\n", + " 1679.517241\n", + " 22.5\n", + " 22.0\n", + " 23.6\n", + " 23.2\n", " 22.333333\n", - " 550.335400\n", - " 570.0\n", + " 3.260000\n", + " 0.0\n", " \n", " \n", - " 2017-06-03 16:50:00+02:00\n", - " 1723.379310\n", - " 24.5\n", - " 24.0\n", - " 20.0\n", - " 22.6\n", + " 2017-07-20 05:40:00+02:00\n", + " 1675.666667\n", + " 22.5\n", + " 22.0\n", + " 23.6\n", + " 23.2\n", + " 22.266667\n", + " 3.250000\n", + " 0.0\n", + " \n", + " \n", + " 2017-07-20 05:45:00+02:00\n", + " 1679.137931\n", + " 22.5\n", + " 22.0\n", + " 23.6\n", + " 23.2\n", " 22.300000\n", - " 627.393133\n", - " 570.0\n", + " 3.240000\n", + " 0.0\n", " \n", " \n", - " 2017-06-03 16:55:00+02:00\n", - " 1728.379310\n", - " 24.5\n", - " 24.0\n", - " 23.3\n", - " 22.9\n", - " 22.500000\n", - " 564.347267\n", - " 570.0\n", + " 2017-07-20 05:50:00+02:00\n", + " 1674.206897\n", + " 22.5\n", + " 22.0\n", + " 23.6\n", + " 23.2\n", + " 22.266667\n", + " 3.340000\n", + " 0.0\n", + " \n", + " \n", + " 2017-07-20 05:55:00+02:00\n", + " 1674.233333\n", + " 22.5\n", + " 22.0\n", + " 23.6\n", + " 23.2\n", + " 22.400000\n", + " 3.380000\n", + " 0.0\n", " \n", " \n", "\n", - "

540 rows × 8 columns

\n", + "

1848 rows × 8 columns

\n", "" ], "text/plain": [ " Power Setpoint OutsideTemp SupplyTemp \\\n", "timestamp \n", - "2017-06-01 20:00:00+02:00 5995.034483 23.5 22.0 24.5 \n", - "2017-06-01 20:05:00+02:00 5957.000000 23.5 22.0 15.5 \n", - "2017-06-01 20:10:00+02:00 5989.766667 23.5 22.0 15.2 \n", - "2017-06-01 20:15:00+02:00 4563.344828 23.5 22.0 14.9 \n", - "2017-06-01 20:20:00+02:00 1729.137931 23.5 22.0 18.2 \n", + "2017-07-13 20:00:00+02:00 1688.827586 22.5 24.0 23.9 \n", + "2017-07-13 20:05:00+02:00 5298.965517 22.5 24.0 15.5 \n", + "2017-07-13 20:10:00+02:00 6061.344828 22.5 24.0 14.3 \n", + "2017-07-13 20:15:00+02:00 6062.466667 22.5 24.0 14.0 \n", + "2017-07-13 20:20:00+02:00 5447.482759 22.5 24.0 14.0 \n", "... ... ... ... ... \n", - "2017-06-03 16:35:00+02:00 1732.137931 24.5 24.0 16.4 \n", - "2017-06-03 16:40:00+02:00 1727.482759 24.5 24.0 17.6 \n", - "2017-06-03 16:45:00+02:00 1726.233333 24.5 24.0 18.5 \n", - "2017-06-03 16:50:00+02:00 1723.379310 24.5 24.0 20.0 \n", - "2017-06-03 16:55:00+02:00 1728.379310 24.5 24.0 23.3 \n", + "2017-07-20 05:35:00+02:00 1679.517241 22.5 22.0 23.6 \n", + "2017-07-20 05:40:00+02:00 1675.666667 22.5 22.0 23.6 \n", + "2017-07-20 05:45:00+02:00 1679.137931 22.5 22.0 23.6 \n", + "2017-07-20 05:50:00+02:00 1674.206897 22.5 22.0 23.6 \n", + "2017-07-20 05:55:00+02:00 1674.233333 22.5 22.0 23.6 \n", "\n", " InsideTemp LakeTemp SolRad SolRad_DA \n", "timestamp \n", - "2017-06-01 20:00:00+02:00 24.4 24.200000 61.321333 122.0 \n", - "2017-06-01 20:05:00+02:00 24.4 24.166667 57.926100 91.5 \n", - "2017-06-01 20:10:00+02:00 24.1 24.066667 54.902033 91.5 \n", - "2017-06-01 20:15:00+02:00 23.8 24.066667 73.860700 91.5 \n", - "2017-06-01 20:20:00+02:00 23.5 23.833333 76.042533 91.5 \n", + "2017-07-13 20:00:00+02:00 23.2 22.666667 91.714933 157.0 \n", + "2017-07-13 20:05:00+02:00 23.5 22.933333 121.538700 111.5 \n", + "2017-07-13 20:10:00+02:00 23.5 22.733333 101.481617 111.5 \n", + "2017-07-13 20:15:00+02:00 22.9 22.700000 163.710150 111.5 \n", + "2017-07-13 20:20:00+02:00 22.6 22.666667 90.039567 111.5 \n", "... ... ... ... ... \n", - "2017-06-03 16:35:00+02:00 22.3 22.300000 361.247267 570.0 \n", - "2017-06-03 16:40:00+02:00 22.3 22.300000 596.456167 570.0 \n", - "2017-06-03 16:45:00+02:00 22.3 22.333333 550.335400 570.0 \n", - "2017-06-03 16:50:00+02:00 22.6 22.300000 627.393133 570.0 \n", - "2017-06-03 16:55:00+02:00 22.9 22.500000 564.347267 570.0 \n", + "2017-07-20 05:35:00+02:00 23.2 22.333333 3.260000 0.0 \n", + "2017-07-20 05:40:00+02:00 23.2 22.266667 3.250000 0.0 \n", + "2017-07-20 05:45:00+02:00 23.2 22.300000 3.240000 0.0 \n", + "2017-07-20 05:50:00+02:00 23.2 22.266667 3.340000 0.0 \n", + "2017-07-20 05:55:00+02:00 23.2 22.400000 3.380000 0.0 \n", "\n", - "[540 rows x 8 columns]" + "[1848 rows x 8 columns]" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -343,7 +352,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -360,7 +369,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -369,7 +378,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -412,49 +421,49 @@ " \n", " \n", " \n", - " 2017-06-01 20:00:00+02:00\n", - " 4325.034483\n", - " 23.5\n", - " 22.0\n", - " 24.5\n", - " 24.300000\n", - " 61.321333\n", + " 2017-07-13 20:00:00+02:00\n", + " 18.827586\n", + " 22.5\n", + " 24.0\n", + " 23.9\n", + " 22.933333\n", + " 91.714933\n", " \n", " \n", - " 2017-06-01 20:05:00+02:00\n", - " 4287.000000\n", - " 23.5\n", - " 22.0\n", + " 2017-07-13 20:05:00+02:00\n", + " 3628.965517\n", + " 22.5\n", + " 24.0\n", " 15.5\n", - " 24.283333\n", - " 57.926100\n", + " 23.216667\n", + " 121.538700\n", " \n", " \n", - " 2017-06-01 20:10:00+02:00\n", - " 4319.766667\n", - " 23.5\n", - " 22.0\n", - " 15.2\n", - " 24.083333\n", - " 54.902033\n", + " 2017-07-13 20:10:00+02:00\n", + " 4391.344828\n", + " 22.5\n", + " 24.0\n", + " 14.3\n", + " 23.116667\n", + " 101.481617\n", " \n", " \n", - " 2017-06-01 20:15:00+02:00\n", - " 2893.344828\n", - " 23.5\n", - " 22.0\n", - " 14.9\n", - " 23.933333\n", - " 73.860700\n", + " 2017-07-13 20:15:00+02:00\n", + " 4392.466667\n", + " 22.5\n", + " 24.0\n", + " 14.0\n", + " 22.800000\n", + " 163.710150\n", " \n", " \n", - " 2017-06-01 20:20:00+02:00\n", - " 59.137931\n", - " 23.5\n", - " 22.0\n", - " 18.2\n", - " 23.666667\n", - " 76.042533\n", + " 2017-07-13 20:20:00+02:00\n", + " 3777.482759\n", + " 22.5\n", + " 24.0\n", + " 14.0\n", + " 22.633333\n", + " 90.039567\n", " \n", " \n", " ...\n", @@ -466,88 +475,88 @@ " ...\n", " \n", " \n", - " 2017-06-03 16:35:00+02:00\n", - " 62.137931\n", - " 24.5\n", - " 24.0\n", - " 16.4\n", - " 22.300000\n", - " 361.247267\n", + " 2017-07-20 05:35:00+02:00\n", + " 9.517241\n", + " 22.5\n", + " 22.0\n", + " 23.6\n", + " 22.766667\n", + " 3.260000\n", " \n", " \n", - " 2017-06-03 16:40:00+02:00\n", - " 57.482759\n", - " 24.5\n", - " 24.0\n", - " 17.6\n", - " 22.300000\n", - " 596.456167\n", + " 2017-07-20 05:40:00+02:00\n", + " 5.666667\n", + " 22.5\n", + " 22.0\n", + " 23.6\n", + " 22.733333\n", + " 3.250000\n", " \n", " \n", - " 2017-06-03 16:45:00+02:00\n", - " 56.233333\n", - " 24.5\n", - " 24.0\n", - " 18.5\n", - " 22.316667\n", - " 550.335400\n", + " 2017-07-20 05:45:00+02:00\n", + " 9.137931\n", + " 22.5\n", + " 22.0\n", + " 23.6\n", + " 22.750000\n", + " 3.240000\n", " \n", " \n", - " 2017-06-03 16:50:00+02:00\n", - " 53.379310\n", - " 24.5\n", - " 24.0\n", - " 20.0\n", - " 22.450000\n", - " 627.393133\n", + " 2017-07-20 05:50:00+02:00\n", + " 4.206897\n", + " 22.5\n", + " 22.0\n", + " 23.6\n", + " 22.733333\n", + " 3.340000\n", " \n", " \n", - " 2017-06-03 16:55:00+02:00\n", - " 58.379310\n", - " 24.5\n", - " 24.0\n", - " 23.3\n", - " 22.700000\n", - " 564.347267\n", + " 2017-07-20 05:55:00+02:00\n", + " 4.233333\n", + " 22.5\n", + " 22.0\n", + " 23.6\n", + " 22.800000\n", + " 3.380000\n", " \n", " \n", "\n", - "

540 rows × 6 columns

\n", + "

1848 rows × 6 columns

\n", "" ], "text/plain": [ " Power Setpoint OutsideTemp SupplyTemp \\\n", "timestamp \n", - "2017-06-01 20:00:00+02:00 4325.034483 23.5 22.0 24.5 \n", - "2017-06-01 20:05:00+02:00 4287.000000 23.5 22.0 15.5 \n", - "2017-06-01 20:10:00+02:00 4319.766667 23.5 22.0 15.2 \n", - "2017-06-01 20:15:00+02:00 2893.344828 23.5 22.0 14.9 \n", - "2017-06-01 20:20:00+02:00 59.137931 23.5 22.0 18.2 \n", + "2017-07-13 20:00:00+02:00 18.827586 22.5 24.0 23.9 \n", + "2017-07-13 20:05:00+02:00 3628.965517 22.5 24.0 15.5 \n", + "2017-07-13 20:10:00+02:00 4391.344828 22.5 24.0 14.3 \n", + "2017-07-13 20:15:00+02:00 4392.466667 22.5 24.0 14.0 \n", + "2017-07-13 20:20:00+02:00 3777.482759 22.5 24.0 14.0 \n", "... ... ... ... ... \n", - "2017-06-03 16:35:00+02:00 62.137931 24.5 24.0 16.4 \n", - "2017-06-03 16:40:00+02:00 57.482759 24.5 24.0 17.6 \n", - "2017-06-03 16:45:00+02:00 56.233333 24.5 24.0 18.5 \n", - "2017-06-03 16:50:00+02:00 53.379310 24.5 24.0 20.0 \n", - "2017-06-03 16:55:00+02:00 58.379310 24.5 24.0 23.3 \n", + "2017-07-20 05:35:00+02:00 9.517241 22.5 22.0 23.6 \n", + "2017-07-20 05:40:00+02:00 5.666667 22.5 22.0 23.6 \n", + "2017-07-20 05:45:00+02:00 9.137931 22.5 22.0 23.6 \n", + "2017-07-20 05:50:00+02:00 4.206897 22.5 22.0 23.6 \n", + "2017-07-20 05:55:00+02:00 4.233333 22.5 22.0 23.6 \n", "\n", " InsideTemp SolRad \n", "timestamp \n", - "2017-06-01 20:00:00+02:00 24.300000 61.321333 \n", - "2017-06-01 20:05:00+02:00 24.283333 57.926100 \n", - "2017-06-01 20:10:00+02:00 24.083333 54.902033 \n", - "2017-06-01 20:15:00+02:00 23.933333 73.860700 \n", - "2017-06-01 20:20:00+02:00 23.666667 76.042533 \n", + "2017-07-13 20:00:00+02:00 22.933333 91.714933 \n", + "2017-07-13 20:05:00+02:00 23.216667 121.538700 \n", + "2017-07-13 20:10:00+02:00 23.116667 101.481617 \n", + "2017-07-13 20:15:00+02:00 22.800000 163.710150 \n", + "2017-07-13 20:20:00+02:00 22.633333 90.039567 \n", "... ... ... \n", - "2017-06-03 16:35:00+02:00 22.300000 361.247267 \n", - "2017-06-03 16:40:00+02:00 22.300000 596.456167 \n", - "2017-06-03 16:45:00+02:00 22.316667 550.335400 \n", - "2017-06-03 16:50:00+02:00 22.450000 627.393133 \n", - "2017-06-03 16:55:00+02:00 22.700000 564.347267 \n", + "2017-07-20 05:35:00+02:00 22.766667 3.260000 \n", + "2017-07-20 05:40:00+02:00 22.733333 3.250000 \n", + "2017-07-20 05:45:00+02:00 22.750000 3.240000 \n", + "2017-07-20 05:50:00+02:00 22.733333 3.340000 \n", + "2017-07-20 05:55:00+02:00 22.800000 3.380000 \n", "\n", - "[540 rows x 6 columns]" + "[1848 rows x 6 columns]" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -580,7 +589,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -605,7 +614,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -648,49 +657,49 @@ " \n", " \n", " \n", - " 2017-06-01 20:00:00+02:00\n", - " 78.691622\n", - " 78.765922\n", - " 11.308378\n", - " 11.234078\n", - " 290.430819\n", - " 2.098613\n", + " 2017-07-13 20:00:00+02:00\n", + " 77.726968\n", + " 77.795211\n", + " 12.273032\n", + " 12.204789\n", + " 288.783339\n", + " -5.802162\n", " \n", " \n", - " 2017-06-01 20:05:00+02:00\n", - " 79.489651\n", - " 79.569259\n", - " 10.510349\n", - " 10.430741\n", - " 291.279501\n", - " 2.098069\n", + " 2017-07-13 20:05:00+02:00\n", + " 78.534908\n", + " 78.607746\n", + " 11.465092\n", + " 11.392254\n", + " 289.630841\n", + " -5.802550\n", " \n", " \n", - " 2017-06-01 20:10:00+02:00\n", - " 80.282334\n", - " 80.367965\n", - " 9.717666\n", - " 9.632035\n", - " 292.130503\n", - " 2.097524\n", + " 2017-07-13 20:10:00+02:00\n", + " 79.337991\n", + " 79.416004\n", + " 10.662009\n", + " 10.583996\n", + " 290.480180\n", + " -5.802939\n", " \n", " \n", - " 2017-06-01 20:15:00+02:00\n", - " 81.069332\n", - " 81.161848\n", - " 8.930668\n", - " 8.838152\n", - " 292.984123\n", - " 2.096979\n", + " 2017-07-13 20:15:00+02:00\n", + " 80.135916\n", + " 80.219798\n", + " 9.864084\n", + " 9.780202\n", + " 291.331669\n", + " -5.803327\n", " \n", " \n", - " 2017-06-01 20:20:00+02:00\n", - " 81.850261\n", - " 81.950719\n", - " 8.149739\n", - " 8.049281\n", - " 293.840653\n", - " 2.096433\n", + " 2017-07-13 20:20:00+02:00\n", + " 80.928349\n", + " 81.018937\n", + " 9.071651\n", + " 8.981063\n", + " 292.185610\n", + " -5.803715\n", " \n", " \n", " ...\n", @@ -702,88 +711,88 @@ " ...\n", " \n", " \n", - " 2017-06-03 16:35:00+02:00\n", - " 43.923091\n", - " 43.937926\n", - " 46.076909\n", - " 46.062074\n", - " 252.722275\n", - " 1.796947\n", + " 2017-07-20 05:35:00+02:00\n", + " 94.508501\n", + " 94.508501\n", + " -4.508501\n", + " -4.508501\n", + " 53.359623\n", + " -6.350089\n", " \n", " \n", - " 2017-06-03 16:40:00+02:00\n", - " 44.746130\n", - " 44.761396\n", - " 45.253870\n", - " 45.238604\n", - " 253.882437\n", - " 1.796365\n", + " 2017-07-20 05:40:00+02:00\n", + " 93.814709\n", + " 93.814709\n", + " -3.814709\n", + " -3.814709\n", + " 54.303944\n", + " -6.350290\n", " \n", " \n", - " 2017-06-03 16:45:00+02:00\n", - " 45.573942\n", - " 45.589654\n", - " 44.426058\n", - " 44.410346\n", - " 255.018953\n", - " 1.795782\n", + " 2017-07-20 05:45:00+02:00\n", + " 93.112672\n", + " 93.112672\n", + " -3.112672\n", + " -3.112672\n", + " 55.241364\n", + " -6.350492\n", " \n", " \n", - " 2017-06-03 16:50:00+02:00\n", - " 46.406107\n", - " 46.422280\n", - " 43.593893\n", - " 43.577720\n", - " 256.133161\n", - " 1.795200\n", + " 2017-07-20 05:50:00+02:00\n", + " 92.402637\n", + " 92.402637\n", + " -2.402637\n", + " -2.402637\n", + " 56.172104\n", + " -6.350693\n", " \n", " \n", - " 2017-06-03 16:55:00+02:00\n", - " 47.242228\n", - " 47.258880\n", - " 42.757772\n", - " 42.741120\n", - " 257.226338\n", - " 1.794617\n", + " 2017-07-20 05:55:00+02:00\n", + " 91.684848\n", + " 91.684848\n", + " -1.684848\n", + " -1.684848\n", + " 57.096386\n", + " -6.350894\n", " \n", " \n", "\n", - "

540 rows × 6 columns

\n", + "

1848 rows × 6 columns

\n", "" ], "text/plain": [ " apparent_zenith zenith apparent_elevation \\\n", "timestamp \n", - "2017-06-01 20:00:00+02:00 78.691622 78.765922 11.308378 \n", - "2017-06-01 20:05:00+02:00 79.489651 79.569259 10.510349 \n", - "2017-06-01 20:10:00+02:00 80.282334 80.367965 9.717666 \n", - "2017-06-01 20:15:00+02:00 81.069332 81.161848 8.930668 \n", - "2017-06-01 20:20:00+02:00 81.850261 81.950719 8.149739 \n", + "2017-07-13 20:00:00+02:00 77.726968 77.795211 12.273032 \n", + "2017-07-13 20:05:00+02:00 78.534908 78.607746 11.465092 \n", + "2017-07-13 20:10:00+02:00 79.337991 79.416004 10.662009 \n", + "2017-07-13 20:15:00+02:00 80.135916 80.219798 9.864084 \n", + "2017-07-13 20:20:00+02:00 80.928349 81.018937 9.071651 \n", "... ... ... ... \n", - "2017-06-03 16:35:00+02:00 43.923091 43.937926 46.076909 \n", - "2017-06-03 16:40:00+02:00 44.746130 44.761396 45.253870 \n", - "2017-06-03 16:45:00+02:00 45.573942 45.589654 44.426058 \n", - "2017-06-03 16:50:00+02:00 46.406107 46.422280 43.593893 \n", - "2017-06-03 16:55:00+02:00 47.242228 47.258880 42.757772 \n", + "2017-07-20 05:35:00+02:00 94.508501 94.508501 -4.508501 \n", + "2017-07-20 05:40:00+02:00 93.814709 93.814709 -3.814709 \n", + "2017-07-20 05:45:00+02:00 93.112672 93.112672 -3.112672 \n", + "2017-07-20 05:50:00+02:00 92.402637 92.402637 -2.402637 \n", + "2017-07-20 05:55:00+02:00 91.684848 91.684848 -1.684848 \n", "\n", " elevation azimuth equation_of_time \n", "timestamp \n", - "2017-06-01 20:00:00+02:00 11.234078 290.430819 2.098613 \n", - "2017-06-01 20:05:00+02:00 10.430741 291.279501 2.098069 \n", - "2017-06-01 20:10:00+02:00 9.632035 292.130503 2.097524 \n", - "2017-06-01 20:15:00+02:00 8.838152 292.984123 2.096979 \n", - "2017-06-01 20:20:00+02:00 8.049281 293.840653 2.096433 \n", + "2017-07-13 20:00:00+02:00 12.204789 288.783339 -5.802162 \n", + "2017-07-13 20:05:00+02:00 11.392254 289.630841 -5.802550 \n", + "2017-07-13 20:10:00+02:00 10.583996 290.480180 -5.802939 \n", + "2017-07-13 20:15:00+02:00 9.780202 291.331669 -5.803327 \n", + "2017-07-13 20:20:00+02:00 8.981063 292.185610 -5.803715 \n", "... ... ... ... \n", - "2017-06-03 16:35:00+02:00 46.062074 252.722275 1.796947 \n", - "2017-06-03 16:40:00+02:00 45.238604 253.882437 1.796365 \n", - "2017-06-03 16:45:00+02:00 44.410346 255.018953 1.795782 \n", - "2017-06-03 16:50:00+02:00 43.577720 256.133161 1.795200 \n", - "2017-06-03 16:55:00+02:00 42.741120 257.226338 1.794617 \n", + "2017-07-20 05:35:00+02:00 -4.508501 53.359623 -6.350089 \n", + "2017-07-20 05:40:00+02:00 -3.814709 54.303944 -6.350290 \n", + "2017-07-20 05:45:00+02:00 -3.112672 55.241364 -6.350492 \n", + "2017-07-20 05:50:00+02:00 -2.402637 56.172104 -6.350693 \n", + "2017-07-20 05:55:00+02:00 -1.684848 57.096386 -6.350894 \n", "\n", - "[540 rows x 6 columns]" + "[1848 rows x 6 columns]" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -808,12 +817,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -845,7 +854,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -855,28 +864,28 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "timestamp\n", - "2017-06-01 20:00:00+02:00 78.691622\n", - "2017-06-01 20:05:00+02:00 79.489651\n", - "2017-06-01 20:10:00+02:00 80.282334\n", - "2017-06-01 20:15:00+02:00 81.069332\n", - "2017-06-01 20:20:00+02:00 81.850261\n", + "2017-07-13 20:00:00+02:00 77.726968\n", + "2017-07-13 20:05:00+02:00 78.534908\n", + "2017-07-13 20:10:00+02:00 79.337991\n", + "2017-07-13 20:15:00+02:00 80.135916\n", + "2017-07-13 20:20:00+02:00 80.928349\n", " ... \n", - "2017-06-03 16:35:00+02:00 43.923091\n", - "2017-06-03 16:40:00+02:00 44.746130\n", - "2017-06-03 16:45:00+02:00 45.573942\n", - "2017-06-03 16:50:00+02:00 46.406107\n", - "2017-06-03 16:55:00+02:00 47.242228\n", - "Name: aoi, Length: 540, dtype: float64" + "2017-07-20 05:35:00+02:00 94.508501\n", + "2017-07-20 05:40:00+02:00 93.814709\n", + "2017-07-20 05:45:00+02:00 93.112672\n", + "2017-07-20 05:50:00+02:00 92.402637\n", + "2017-07-20 05:55:00+02:00 91.684848\n", + "Name: aoi, Length: 1848, dtype: float64" ] }, - "execution_count": 16, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -900,7 +909,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -937,50 +946,50 @@ " \n", " \n", " \n", - " 2017-06-01 20:00:00+02:00\n", - " 7.251337\n", - " 59.908644\n", - " 0.237114\n", + " 2017-07-13 20:00:00+02:00\n", + " 32.174594\n", + " 84.913015\n", + " 0.328436\n", " \n", " \n", - " 2017-06-01 20:05:00+02:00\n", - " 7.672114\n", - " 56.537088\n", - " 0.241022\n", + " 2017-07-13 20:05:00+02:00\n", + " 167.597825\n", + " 88.433972\n", + " 0.465824\n", " \n", " \n", - " 2017-06-01 20:10:00+02:00\n", - " 8.423139\n", - " 53.492674\n", - " 0.247180\n", + " 2017-07-13 20:10:00+02:00\n", + " 104.009389\n", + " 82.377507\n", + " 0.418275\n", " \n", " \n", - " 2017-06-01 20:15:00+02:00\n", - " 52.657244\n", - " 65.770239\n", - " 0.362136\n", + " 2017-07-13 20:15:00+02:00\n", + " 767.555215\n", + " 33.326318\n", + " 0.729609\n", " \n", " \n", - " 2017-06-01 20:20:00+02:00\n", - " 94.364403\n", - " 62.829177\n", - " 0.409096\n", + " 2017-07-13 20:20:00+02:00\n", + " 126.334677\n", + " 70.317711\n", + " 0.436653\n", " \n", " \n", "\n", "" ], "text/plain": [ - " dni dhi kt\n", - "timestamp \n", - "2017-06-01 20:00:00+02:00 7.251337 59.908644 0.237114\n", - "2017-06-01 20:05:00+02:00 7.672114 56.537088 0.241022\n", - "2017-06-01 20:10:00+02:00 8.423139 53.492674 0.247180\n", - "2017-06-01 20:15:00+02:00 52.657244 65.770239 0.362136\n", - "2017-06-01 20:20:00+02:00 94.364403 62.829177 0.409096" + " dni dhi kt\n", + "timestamp \n", + "2017-07-13 20:00:00+02:00 32.174594 84.913015 0.328436\n", + "2017-07-13 20:05:00+02:00 167.597825 88.433972 0.465824\n", + "2017-07-13 20:10:00+02:00 104.009389 82.377507 0.418275\n", + "2017-07-13 20:15:00+02:00 767.555215 33.326318 0.729609\n", + "2017-07-13 20:20:00+02:00 126.334677 70.317711 0.436653" ] }, - "execution_count": 17, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -996,7 +1005,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -1012,12 +1021,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1042,28 +1051,28 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "timestamp\n", - "2017-06-01 20:00:00+02:00 59.908644\n", - "2017-06-01 20:05:00+02:00 56.537088\n", - "2017-06-01 20:10:00+02:00 53.492674\n", - "2017-06-01 20:15:00+02:00 65.770239\n", - "2017-06-01 20:20:00+02:00 62.829177\n", - " ... \n", - "2017-06-03 16:35:00+02:00 314.462614\n", - "2017-06-03 16:40:00+02:00 219.485890\n", - "2017-06-03 16:45:00+02:00 250.653973\n", - "2017-06-03 16:50:00+02:00 167.328816\n", - "2017-06-03 16:55:00+02:00 215.275641\n", - "Name: dhi, Length: 540, dtype: float64" + "2017-07-13 20:00:00+02:00 84.913015\n", + "2017-07-13 20:05:00+02:00 88.433972\n", + "2017-07-13 20:10:00+02:00 82.377507\n", + "2017-07-13 20:15:00+02:00 33.326318\n", + "2017-07-13 20:20:00+02:00 70.317711\n", + " ... \n", + "2017-07-20 05:35:00+02:00 3.260000\n", + "2017-07-20 05:40:00+02:00 3.250000\n", + "2017-07-20 05:45:00+02:00 3.240000\n", + "2017-07-20 05:50:00+02:00 3.340000\n", + "2017-07-20 05:55:00+02:00 3.380000\n", + "Name: dhi, Length: 1848, dtype: float64" ] }, - "execution_count": 20, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -1084,28 +1093,28 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "timestamp\n", - "2017-06-01 20:00:00+02:00 0.0\n", - "2017-06-01 20:05:00+02:00 0.0\n", - "2017-06-01 20:10:00+02:00 0.0\n", - "2017-06-01 20:15:00+02:00 0.0\n", - "2017-06-01 20:20:00+02:00 0.0\n", + "2017-07-13 20:00:00+02:00 0.0\n", + "2017-07-13 20:05:00+02:00 0.0\n", + "2017-07-13 20:10:00+02:00 0.0\n", + "2017-07-13 20:15:00+02:00 0.0\n", + "2017-07-13 20:20:00+02:00 0.0\n", " ... \n", - "2017-06-03 16:35:00+02:00 0.0\n", - "2017-06-03 16:40:00+02:00 0.0\n", - "2017-06-03 16:45:00+02:00 0.0\n", - "2017-06-03 16:50:00+02:00 0.0\n", - "2017-06-03 16:55:00+02:00 0.0\n", - "Name: diffuse_ground, Length: 540, dtype: float64" + "2017-07-20 05:35:00+02:00 0.0\n", + "2017-07-20 05:40:00+02:00 0.0\n", + "2017-07-20 05:45:00+02:00 0.0\n", + "2017-07-20 05:50:00+02:00 0.0\n", + "2017-07-20 05:55:00+02:00 0.0\n", + "Name: diffuse_ground, Length: 1848, dtype: float64" ] }, - "execution_count": 21, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -1122,7 +1131,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": { "scrolled": true }, @@ -1165,43 +1174,43 @@ " \n", " \n", " \n", - " 2017-06-01 20:00:00+02:00\n", - " 61.330555\n", - " 1.421911\n", - " 59.908644\n", - " 59.908644\n", + " 2017-07-13 20:00:00+02:00\n", + " 91.752384\n", + " 6.839369\n", + " 84.913015\n", + " 84.913015\n", " 0.0\n", " \n", " \n", - " 2017-06-01 20:05:00+02:00\n", - " 57.936582\n", - " 1.399494\n", - " 56.537088\n", - " 56.537088\n", + " 2017-07-13 20:05:00+02:00\n", + " 121.747537\n", + " 33.313565\n", + " 88.433972\n", + " 88.433972\n", " 0.0\n", " \n", " \n", - " 2017-06-01 20:10:00+02:00\n", - " 54.914443\n", - " 1.421769\n", - " 53.492674\n", - " 53.492674\n", + " 2017-07-13 20:10:00+02:00\n", + " 101.620807\n", + " 19.243300\n", + " 82.377507\n", + " 82.377507\n", " 0.0\n", " \n", " \n", - " 2017-06-01 20:15:00+02:00\n", - " 73.944706\n", - " 8.174467\n", - " 65.770239\n", - " 65.770239\n", + " 2017-07-13 20:15:00+02:00\n", + " 164.817387\n", + " 131.491069\n", + " 33.326318\n", + " 33.326318\n", " 0.0\n", " \n", " \n", - " 2017-06-01 20:20:00+02:00\n", - " 76.206334\n", - " 13.377157\n", - " 62.829177\n", - " 62.829177\n", + " 2017-07-13 20:20:00+02:00\n", + " 90.236835\n", + " 19.919124\n", + " 70.317711\n", + " 70.317711\n", " 0.0\n", " \n", " \n", @@ -1213,83 +1222,83 @@ " ...\n", " \n", " \n", - " 2017-06-03 16:35:00+02:00\n", - " 361.258938\n", - " 46.796324\n", - " 314.462614\n", - " 314.462614\n", + " 2017-07-20 05:35:00+02:00\n", + " 3.260000\n", + " -0.000000\n", + " 3.260000\n", + " 3.260000\n", " 0.0\n", " \n", " \n", - " 2017-06-03 16:40:00+02:00\n", - " 596.555761\n", - " 377.069871\n", - " 219.485890\n", - " 219.485890\n", + " 2017-07-20 05:40:00+02:00\n", + " 3.250000\n", + " -0.000000\n", + " 3.250000\n", + " 3.250000\n", " 0.0\n", " \n", " \n", - " 2017-06-03 16:45:00+02:00\n", - " 550.419278\n", - " 299.765305\n", - " 250.653973\n", - " 250.653973\n", + " 2017-07-20 05:45:00+02:00\n", + " 3.240000\n", + " -0.000000\n", + " 3.240000\n", + " 3.240000\n", " 0.0\n", " \n", " \n", - " 2017-06-03 16:50:00+02:00\n", - " 627.529596\n", - " 460.200780\n", - " 167.328816\n", - " 167.328816\n", + " 2017-07-20 05:50:00+02:00\n", + " 3.340000\n", + " -0.000000\n", + " 3.340000\n", + " 3.340000\n", " 0.0\n", " \n", " \n", - " 2017-06-03 16:55:00+02:00\n", - " 564.457032\n", - " 349.181391\n", - " 215.275641\n", - " 215.275641\n", + " 2017-07-20 05:55:00+02:00\n", + " 3.380000\n", + " -0.000000\n", + " 3.380000\n", + " 3.380000\n", " 0.0\n", " \n", " \n", "\n", - "

540 rows × 5 columns

\n", + "

1848 rows × 5 columns

\n", "" ], "text/plain": [ " poa_global poa_direct poa_diffuse \\\n", "timestamp \n", - "2017-06-01 20:00:00+02:00 61.330555 1.421911 59.908644 \n", - "2017-06-01 20:05:00+02:00 57.936582 1.399494 56.537088 \n", - "2017-06-01 20:10:00+02:00 54.914443 1.421769 53.492674 \n", - "2017-06-01 20:15:00+02:00 73.944706 8.174467 65.770239 \n", - "2017-06-01 20:20:00+02:00 76.206334 13.377157 62.829177 \n", + "2017-07-13 20:00:00+02:00 91.752384 6.839369 84.913015 \n", + "2017-07-13 20:05:00+02:00 121.747537 33.313565 88.433972 \n", + "2017-07-13 20:10:00+02:00 101.620807 19.243300 82.377507 \n", + "2017-07-13 20:15:00+02:00 164.817387 131.491069 33.326318 \n", + "2017-07-13 20:20:00+02:00 90.236835 19.919124 70.317711 \n", "... ... ... ... \n", - "2017-06-03 16:35:00+02:00 361.258938 46.796324 314.462614 \n", - "2017-06-03 16:40:00+02:00 596.555761 377.069871 219.485890 \n", - "2017-06-03 16:45:00+02:00 550.419278 299.765305 250.653973 \n", - "2017-06-03 16:50:00+02:00 627.529596 460.200780 167.328816 \n", - "2017-06-03 16:55:00+02:00 564.457032 349.181391 215.275641 \n", + "2017-07-20 05:35:00+02:00 3.260000 -0.000000 3.260000 \n", + "2017-07-20 05:40:00+02:00 3.250000 -0.000000 3.250000 \n", + "2017-07-20 05:45:00+02:00 3.240000 -0.000000 3.240000 \n", + "2017-07-20 05:50:00+02:00 3.340000 -0.000000 3.340000 \n", + "2017-07-20 05:55:00+02:00 3.380000 -0.000000 3.380000 \n", "\n", " poa_sky_diffuse poa_ground_diffuse \n", "timestamp \n", - "2017-06-01 20:00:00+02:00 59.908644 0.0 \n", - "2017-06-01 20:05:00+02:00 56.537088 0.0 \n", - "2017-06-01 20:10:00+02:00 53.492674 0.0 \n", - "2017-06-01 20:15:00+02:00 65.770239 0.0 \n", - "2017-06-01 20:20:00+02:00 62.829177 0.0 \n", + "2017-07-13 20:00:00+02:00 84.913015 0.0 \n", + "2017-07-13 20:05:00+02:00 88.433972 0.0 \n", + "2017-07-13 20:10:00+02:00 82.377507 0.0 \n", + "2017-07-13 20:15:00+02:00 33.326318 0.0 \n", + "2017-07-13 20:20:00+02:00 70.317711 0.0 \n", "... ... ... \n", - "2017-06-03 16:35:00+02:00 314.462614 0.0 \n", - "2017-06-03 16:40:00+02:00 219.485890 0.0 \n", - "2017-06-03 16:45:00+02:00 250.653973 0.0 \n", - "2017-06-03 16:50:00+02:00 167.328816 0.0 \n", - "2017-06-03 16:55:00+02:00 215.275641 0.0 \n", + "2017-07-20 05:35:00+02:00 3.260000 0.0 \n", + "2017-07-20 05:40:00+02:00 3.250000 0.0 \n", + "2017-07-20 05:45:00+02:00 3.240000 0.0 \n", + "2017-07-20 05:50:00+02:00 3.340000 0.0 \n", + "2017-07-20 05:55:00+02:00 3.380000 0.0 \n", "\n", - "[540 rows x 5 columns]" + "[1848 rows x 5 columns]" ] }, - "execution_count": 22, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1306,28 +1315,28 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "timestamp\n", - "2017-06-01 20:00:00+02:00 61.321333\n", - "2017-06-01 20:05:00+02:00 57.926100\n", - "2017-06-01 20:10:00+02:00 54.902033\n", - "2017-06-01 20:15:00+02:00 73.860700\n", - "2017-06-01 20:20:00+02:00 76.042533\n", + "2017-07-13 20:00:00+02:00 91.714933\n", + "2017-07-13 20:05:00+02:00 121.538700\n", + "2017-07-13 20:10:00+02:00 101.481617\n", + "2017-07-13 20:15:00+02:00 163.710150\n", + "2017-07-13 20:20:00+02:00 90.039567\n", " ... \n", - "2017-06-03 16:35:00+02:00 361.247267\n", - "2017-06-03 16:40:00+02:00 596.456167\n", - "2017-06-03 16:45:00+02:00 550.335400\n", - "2017-06-03 16:50:00+02:00 627.393133\n", - "2017-06-03 16:55:00+02:00 564.347267\n", - "Name: SolRad, Length: 540, dtype: float64" + "2017-07-20 05:35:00+02:00 3.260000\n", + "2017-07-20 05:40:00+02:00 3.250000\n", + "2017-07-20 05:45:00+02:00 3.240000\n", + "2017-07-20 05:50:00+02:00 3.340000\n", + "2017-07-20 05:55:00+02:00 3.380000\n", + "Name: SolRad, Length: 1848, dtype: float64" ] }, - "execution_count": 23, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1338,7 +1347,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": { "scrolled": true }, @@ -1359,12 +1368,12 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEeCAYAAABmGcWlAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAB+kElEQVR4nO2dd5hcVfnHP2f6bM9m0wupkE6AhE7oRIoUpSlICYKoKKggYAMREZSfIIJ0ARUEpElvIZEWSIGQ3nvbTbbXKfee3x/n3pk7bXvf83meeebOrWd2z/3Oe9/znvcVUko0Go1G0zdwdXUDNBqNRtN5aNHXaDSaPoQWfY1Go+lDaNHXaDSaPoQWfY1Go+lDaNHXaDSaPoSnqR2EEH8HzgBKpJRTrHWFwHPAKGALcL6UslwIIYC/AKcBdcBlUsovrGMuBX5lnfZ2KeVTTV27qKhIjho1qoVfSaPRaPo2S5Ys2SelHJBum2gqTl8IMQuoAf7hEP0/AmVSyjuFEDcB/aSUNwohTgN+hBL9w4C/SCkPs34kFgMzAAksAQ6RUpY3du0ZM2bIxYsXt+S7ajQaTZ9HCLFESjkj3bYm3TtSyg+BsqTVZwG2pf4UcLZj/T+k4jOgQAgxBJgNvCelLLOE/j3gay3+JhqNRqNpE6316Q+SUu62lvcAg6zlYcB2x347rHWZ1ms0Go2mE2nzQK5U/qF2y+UghLhKCLFYCLF479697XVajUaj0dB60S+23DZY7yXW+p3ACMd+w611mdanIKV8REo5Q0o5Y8CAtOMQGo1Go2klrRX9V4FLreVLgf861l8iFIcDlZYb6B3gFCFEPyFEP+AUa51Go9FoOpHmhGz+GzgOKBJC7ABuAe4EnhdCXAFsBc63dn8TFbmzARWyeTmAlLJMCPE7YJG1321SyuTBYY1Go9F0ME2GbHYlOmRTo9FoWk6bQjY1Go1G03rmrSnhL++v7+pmxGjSvaPRaDSa1lFWG+byJ5VXe87Ro8gNeLu4RdrS12g0mg7ji63xpANLt1d0XUMcaNHXaDSaViKlbFTM15fUxJa/3JZ5v85Ei75Go9G0kv8s2cHZD3zCOyv3pN2+vriawXkBinL87K6s7+TWpUeLvkaj0bSS9cXVAGzaW5t+e0kN4wflUJjtpaw23JlNy4gWfY1Go2klKpt8ekxTsqGkhnEDc+iX5aO8NtKJLcuMFn2NRqNpJbbkyzTpx3ZW1FMfMdh/UC6F2T7K6rSlr9FoND0aW+obwgYA//xsK6ff9xEA60uU62f8wBz6Zfso1+4djUaj6dlUN0QBqKxXrptfv7KClbuqAFhlvY8fmEthlo/S2jDLdlR0STudaNHXaDSaVlJliX1FfaK/3jAln2woZeKQPPKzvBRkqUlZZ97/Ce9miPTpLLToa7o9K3ZW8sC8Dfx74TY276ulO+eL0vQtqhqU2FcmiX5NQ5QlW8s5amx/ADyu+IDvH95a06V9WKdh0HRbFm0p48631rBka2Ip5UNHFfL3y2eS49fdV9O12JZ+suhvLq0lbJhMGJIHwPkzR5Cf5aWsNsLvXl/FvpowA3L9/PHtNfxv3V5m7NePX50xCa+74+1wfddouh2mKfm/99bywLyNDM0P8OszJvHNg4dRWhvm5S92cv+8DXzjb59w0WH7ccrkQQzJD6Y9j2FK7nlvHefNGM5+/bM7+Vto+gJVST59m21ldQAMzPUDkOXzcM5Bw3lvVTEA89eW8Pzi7SzaogyalbuqGN4viytnjenwNmv3jqZbUVkf4bInF/HAvI1cMGME7//sWK44ejQFWT7GDsjhupPGA7CuuIZbXl3JN/72acaoiC+3lXP/vA3c8urKzvwKmj6EPZAbipgJ67dboj8oL5CwfmiB+nzDC8tign/4mEIAvtyuPt/y3xXc9faaDmuzFn1Nt0FKyU+eW8qCjfu4/ewp3PnNqWT5Eh9GPY7H3/u+dRD7akL8/MVlmGaqj9S+qTrjkVnTNwlFDes9UfS3ldqi709YP6wg8an0yctn8uxVRzBzVD9Ka5Tx8tSCrTw4f2NHNVm7dzTdh38s2MoHa0q49euTuPjw/TLu9+o1R7GzvJ5Tpw5hb3WI372+iltfW8lvzpiU8KNgjwU0RIwOb7umb2KLfTia2Me2ldXh87jIDyamUk7+fIQ10FuY7eOdlcV896lFdDRa9DXdgpW7KrnjzdUcd8AALj1yVKP7ThtewLThBQDMOWoUeyrrefSjzRRXNfDQxYfEpsbvrW4AYGd590h0peldSCkJW6KfbOlvL69jYK4/JU2DEILcgIfqhig/O3l//B43AIXZ6ong/dUlsX0NU+J2ZU7z0Fq06Gu6nIhhcs0zX1KY7eOP505rNJ9JMkIIfnn6JAqyfPzpnbU8/OEmzpg2hOH9sii1fP07K+qRUrbovBpNU9hC73EJwoaZEIZZUhVi/8E5aY9b+ptTABIEvTA7tbhKaU2IgUljAu2BdnZqupwXluxg875abj97CgNzW9fJrzxmDGMGZHPnW2u4+aXlgKpaFPS6CUVNdlZoa1/Tvtiinxf0IiVEjLjohw2ToNed9ji3S6RY8AVBX8p+xVWhdmxtHC36mi6lIWJw39z1HDSygBMmDGz1eXweF498R9WBLq0JUx82qAsbHD2+CCA2NV6jaS9C1lhRbkA5TMJGoosnkEH0054rmjrutKeqoQ2ty4wWfU2X8szn29hd2cANpxzQZvfLuIE5nDBhIG6XoLRWWUlHju2PS2jR17Q/MUvfqnubHDDQEtEfWpA616SqvmNSMWvR13QZtaEof5u/gSPH9ufIcUXtcs5sv4faUDRWsGJ4vyxGFmax0VG2TqNpD2zr3Lb07Zh9m0zunXScc9Aw5hw1OmFdfQdFnWnR13QZT366hX01Ya6ffUC7nTPb56Y2HI0N4hZm+8gPeqkJRZs4UqNpGQ2RREs/2TIPeJsvr0IITpk8CFB9Vp1fi76mF1EfNnjkw02cMGEgB4/s127nVZa+QWWdugELsrxk+TzUh3Wsvqb9CEWNmCFhW/rJqRhaYulD/Mdjv/5ZANR1UJ/VIZuaLuGVpTuprI9w9bFj2/W8tqVvZz/MC3jJ8rk7bFBM0zc5+Lb3qLVEOc+acGX3OZuW+PQh/uMxtCDIyp1V2r2j6T1IKXnyky1MHJLHzFHtZ+WDsvSlVHHSoG6kLL+29DXtS62jP9livXhLYjbYloq+bekPzPUT8Lo6rM9q0dd0Op9tKmNtcTWXHblfu0+YyrLSLe+ubMDncRHwusnyKutfo+kIbLF+8tMtjB2QHYvBb42lP2VYHjNHFRL0ubXoa3oPT326hYIsL2dNH9bu587xqxutuKqBPMsCy/K7qQtpS1/TPiQXQMlz5NMZNzAn5ssPtmAgF8DlErz+o2M4beoQNQ6l3Tua3sDOinreXbWHC2aOaLEl1BzsrJy7K+vJtSywbJ+HuoihK25p2oXkSDDbuADwedyx4j5t6d8Br1uLvqZ38OiHmxBC8J1Gsmi2BfuG21MZt/SDPjeGKVOSYmk0raGiLnHA1jYuAPweF9nW02bQ13rRD2qfvqY3UFYb5pnPt3HuwcMZ3i+rQ66RZd1otWHDYemrdR0VAqfpW5TXJRbtyQvGLX2/xxUzPOwMmq2h27p3hBA/EUKsFEKsEEL8WwgREEKMFkJ8LoTYIIR4Tgjhs/b1W583WNtHtcs30PQYXl26k7BhctlRozrsGk7rKjfm01fvdXowV9MOlCdZ+nkJlr6bnIAt+pa8SgnR9NXdMhHwqoHcix77jBm3v9e2BifRatEXQgwDfgzMkFJOAdzAhcBdwD1SynFAOXCFdcgVQLm1/h5rP00f4uWlu5g4JI+JVrHojsDjyF5o34xZ2tLXtCMVSZa+bdkD+L0usq1xpYaIoQT/39+Cvx2mlptJ0Kd8+p9sKGVfTct+MJqire4dDxAUQniALGA3cALwgrX9KeBsa/ks6zPW9hOFTnDeZ9hWWsdX2ys4a/rQDr2O2xXv0tnWzWjfhFr0Ne3Bror4RD+XSByw9XtcjBmg8uh73S7YsRjWvQVlm6B4RbOv0ZE+/VbPyJVS7hRC3A1sA+qBd4ElQIWU0n6O3gHYcXnDgO3WsVEhRCXQH9jX2jZoeg6vLdsFwBnThnTodZyWvtetlmOWvs6/o2kHtpfXxZZ9HoG/YkPss9/j5gfHjWPcwBxOnDgQFr8WP3DDXBg8tVnX6JY+fSFEP5T1PhoYCmQDX2trg4QQVwkhFgshFu/du7etp9N0E177aheH7NevwwZwbTxukbJsW/xVDVr0NW1ne1lc9M9yL8D1t0M51vUVoCx9n8fFuYcMVxMP96yAQD4EC6Fia7Ovke13U93Q/VIrnwRsllLulVJGgJeAo4ACy90DMBzYaS3vBEYAWNvzgdLkk0opH5FSzpBSzhgwYEAbmqfpLqwrrmbNnmq+3sFWPiSWoLNdPQVZ6bMgajStYZtD9KeILQBMENsAVcwngeKVMGgKZBVCfWKahsYYmBvA7KBpJW0R/W3A4UKILMs3fyKwCpgHnGvtcynwX2v5Vesz1vYPpJ4t0yd4/atduASc1gmi73H49L3WD0BBlkpV+/MXl/GHt1brSVqaVhM1THaW1zOmKBuIGxluofqU3yn6pgklq5ToB1sm+oPy/O3X6CRaLfpSys9RA7JfAMutcz0C3Aj8VAixAeWzf9w65HGgv7X+p8BNbWi3pocgpeT1Zbs5fEz/Vte/bQlO947bdu84wjgf/t8mlm6vYMnWsg5vi6bnM+qmN7jzrTWxz7srG4iaknED1WCtyzIyvEJN/BtQuxY+f0TtXLEFwjUwaDIE+7VQ9DvuXmlT9I6U8hYp5QQp5RQp5XeklCEp5SYp5aFSynFSyvOklCFr3wbr8zhr+6b2+Qqa7syq3VVs2lfL6Z1g5UPSQK51QyYHiZ370AK++eACwnqGrqYR7CfCh/63MbbO9ufvPygXgGyhInkKXaoy23Hzvglv3aB2Ll6p3gdP6T2ir9E0xevLduN2CU6d0jmin+jTTx8RbFjOUp1uWdMYESPVDWj788cPUpZ+AUrsi0SaGsw7vwCXBwZMtES/otnXHpCb6N5pT5ekFn1Nh/LOij0cObZ/rARcR5Pg03c3Pg2ko0LiNL0Duwauk21ldXhcIuaqzEeJfX+SRN80YNsCGHIg+LKU6Ieq4LXrwGg6oMDrTpTmaDuO6mrR13QYG/fWsGlfLSdPGtRp10yJ3qkuVjdgGnRaBk1jpHP/FVeFGJDrjz0t5pnVAPSjOungWti5BEYeoT57LXfNkidg4SPNuv7a27/GDVb96Giap47WokVf02HMXV0MwAkTBrbtRKYBmz+E1a9B6UYVFdEM8sJ74P/2h0/+kna7nqGrycSuivq0JTajponP4+LAEfmMKcpmqL8egGzqE3es2glGGIr2V5/dDnfN4ifiKRnCdWq27tq3U67l97hj0UCRZvb55qBr5Go6jPdXlzBhcG7rJ2RFw7Dgfvj8Iagpjq8fPBUufU09MjfC8L0fqoVN87n7vPN5Z+Ue3lsVP49272gyceSdH6RdHzUlHpcgN+Dlg+uPgz+qvDgekdSXqveo96xC9T7jcigcA3tXw3u/gYYK1X+fPA12fan2uehFGH8SvPlz8Abh5N/GAhO0pa/p9lTWRViytZyTJrbStVO8Ch45Fub+FgZPg/OehO9+AMdcD3uWw5/Gw9+OgFd+kDGR1aC9C9SCy8O5hwznke8ckrBdD+Rq0tFYVJdhyIRxIzt7ppckV6FtpAQt0ff4Yf9TINt66q0rU0+utuADrLBSli18GD65Vx1m+fajhrb0Nd2c/63fi2FKTpjYCtfOxg/gxSvB5YZvPQsHnBrfNmgyfHQ3mBE18aVkFQycBEdek3KaYEOJWihTIXfJoZvavaNJx7ay2oTPzm4TNc3EqDBDib4vxdLfrd6z+ieutz9vWwD//aFaHjYDyrdAQ2VKW+xghIgeyNV0d+avKaEw28eBwwtaduCSp+Cf50CwAC5/K1HwIT4gBnDNEpj4dXjv1zD/LjVo68AXtiZgVWyDSKp/tj6iB3I1qWzcmyj6LofqR00ZnwAoZUz0czwmfz7/wPhBdl+03Ts2tujbgu/LgcvegAEHQMV2qNyRsLv9VNGelr4WfU27Y5iS+ev2cuz+AzLGyqeldCO8dSOMPhau/hj6j02/n+3L7z8WznkEJpwO8++AR4+HJU9ypEulsPWFyqDfKJAm7P4q5TTa0tek47NNiSnBEgx7y6cPWFFhygIXZpRvHDw8vmON5dNPHnfKTrL8v/28MmT8uVC8HO6ZHN8WaYj9wKSbM9BatOhr2p2vdlRQVhvmuANakDDPNJT14/bBOQ+pgaxMfP9T9RJCxUBf8C/49n9UxMRr1/KU9y6CNOCJ1sGEM9Qx2z9LOY326WuSaYgY/HvhNopy4vNKnG7BiGHGffpGSL27vKmx99XF4M8HtzdxfbK7p59VK9qfprBQ3b5YvH60HaN3tOhr2p35a0pwCTh2/xaI/ls3Kj/nqXdBXhOFVvKGKt++k/1Pga+pYmyb5WD6CytuesAEKBiZ1tJPFv0VOysZddMbbNpb0/x2a3oVlfURGiImX5syOLbO7RB9w5Txp1fLtYMvC6SRGEpcvTvVtQPKneMk15qp7s9N3bd2n47e0fQM5q3dy8Ej+8WyWzbJjiWw6FE47Psw/Vutv/DhV8OY46kmi0J7hmT2AGVdhdSPwFvXHsPrPzoar1tQlxSy+dyi7QB8sKak9W3Q9GgarD4xICc+duRKGMh1+PRt694WctNh7deXgz9J4CFxVHjcySpYAdKLvsPSj+joHU13pbQmxPKdlfzs5P2bd4CU8O4vVSjbCb9sewO8QQKE6W/nQskuAm+2mgQDsfq8QavwtBP7xtKZl/suIStcc6AjtXHCQK7h8OnHLP3sxM+gZuS6Mxg9p9wOBfvBpDPj69KJfn0FnoBl6evoHU135eMNqvrlrOa6djZ/qNw6x92YvuO3FI8fPxFy7BmS/jz1+B1OdNkEfe6UNAwVdcpSSzcTU9P7aYgYPPHJZgD6O3JFVYeifG4N7kZNqdJ71FdArVXZz2tNPnT69c2I8vWn48gfJQo+xC1+J0Y45kpqT0tfi76mXflo/T4KsrxMGZbfvAMW3K9cMNMvbp8GeIIERJiAsKwub1DdlJG6hN38HnfMqrPZamVQ3FWRNKVe0ye45711/HuhcvFl+RKdIBc8ogIBDNNUsfN37QePHKc22u6d5MHc5EHcxkiXhC0airl3DG3pa7ojUko+Wr+Xo8YVNS9Us3gVrH8XDv1eYvx9W/AG8BMmiBVZ4Q2qx+9wouh7XCLlRtpbrY7ZqUW/T+Ksoez3ppfGqHMg18Z275htEf1wmnURPZCr6d6sL6mhuCrErPFFzTtg3u+V+2XmFe3XCE8APxECOCx9XzZEkibcuARmkvPefoQu1u6dPomz1GHAk+puMU2Z6NO3sUU/eQJgJp9+Oqael7rOCHfIQK4WfU278eE65eM8enwz/PnbF8Ga1+HIH6cPbWstngABwgRt0fdY7p0kS98tUi19O+fKvpowZkdVpdZ0W5yin87Sr6iPqMlZSbnu8Vk+/aRxI1wtiJMZcICaa+LECMUihdpzILfHRe9EIhF27NhBQ4O2xrobBwRCPHnOUKp2b6FqdxM71zbA116EvCGwenWbrhsIBBg+fDherxc8AXzCIEs0IN1+hMulLDEjpCaAWQNmbpcg2XiKGCbZPje1YYPyujD9czquOLWm++FrwtLfWx0iapp4kj2Xtk8/nPg02SJLH1InJBqR2ESwPh2yuWPHDnJzcxk1alRKAi1N12GaEmN3FYXZPoYWNDKbFsCIQnEIskdD/vDG920CKSWlpaXs2LGD0aNHx8YGCqhFeoIIiEdXhGshoEI2lejHbyTTlERNyZh+QdYV17C3JqRFv5cipUyrHU1Z+vtqQkQNiV8k+e5t906ypd8Snz4kir7LY7l3tE+fhoYG+vfvrwW/m1EXjmJKSY6/GXZEfSkgU6ektwIhBP37948/+Xks0Rc18cFhn0P0LVwugfM+CluWlP2DZQ/qanoXOyvqGX3zm/x36c6UbX6Hde/3uPjHnEMTtpdUNxA1JTkyyaLvCNF3+8AIx1Mr9/U0DFrwux/VoShCCLKbEn0pobZUTZhqLL9OC0joDw7Rl/b5vfZAW9yv73GJBL+9LfrDtOj3arbsU4L974XbUrYluHe8bmbtP4DvzRoTW1cXNjBMSVZylSy7f4WSffptFP1oGK81aPzkp1tbdq5G6JGir+l+1DREyfK5mw7VDFUr/3p2MyN8Wop14+RTi/BYN1EaS98tRIL1FIlqS78vYBsltaHUZHvOaC6fZWGHjUQXYMQwyTITgwJiln7xysT1Lfbp2xXmRIqlv3p3Fftq2qdPatHvIcyfP58zzjij0X1uvfVW7r777hadNycnTX6QFhI1TOojRtOuHSlVvnC3DwIFbb5uWjzKD18gasBnW/rWzeSw9F2uxPxYduraflk+gl63Fv1eim2S1IZSayk4o7lcaWbCGqbEMCVBmUH0Fz6skvvZtNa94/JYoh+J5/mh/bLCatHXtBk7L32Trh3bys8bqlS3I7Cs+37UOCz91OgKt0tgOCw7O1zT53ExINfP3nayqjTdC/vpriaN6CfP2wDIr9sWK3oetQb7U0XfYTgNnBy38Fss+pZxMvHr6lgjRK7fE3M5tlf9hx4XvePkt6+tZNWuqnY956Shedzy9cmN7rNlyxa+9rWvccghh/DFF18wefJk/vGPf7BgwQKuv/56otEoM2fO5MEHH8Tv93Pbbbfx2muvUV9fz5FHHsnDDz+ccVxi0aJFXHHFFbhcLk4++WTeeustVqxYkbBPWVkZc+bMYdOmTWRlZfHII48wbdo0AL766iuOOOII9u3bx89//nOuvPJKampqOOussygvLycSiXD77bdz1llntc8fDKgNK39+ljdN/hAn9eUg3CrPeEdhWfp+EYm7dXxJlv6OxVxa8SAPBK6MHWY/xnvdQom+tvR7JfYTXTpLP10s/A3rvs0JvvF8M/zb2LFBM3kgNyu+7HJb+fXDLffpu71w3QrIGQgPzwIjjBCC3509mTlPLqY+oi39LmXt2rX84Ac/YPXq1eTl5fHnP/+Zyy67jOeee47ly5cTjUZ58MEHAbjmmmtYtGgRK1asoL6+ntdffz3jeS+//HIefvhhli5ditudXkRvueUWDjroIJYtW8Ydd9zBJZdcEtu2bNkyPvjgAxYsWMBtt93Grl27CAQCvPzyy3zxxRfMmzePn/3sZ8h2TCVZGzIIet2xR+K0mAY0VKgyiB1l5UPiYJg3yb2z7h34z+Xw2ImcUvMKbjM+9d229P0eFwNytOj3VuzQx9o0VnOmCXmHuNYDEIpaT7TR8sQdbPcOKOG2k6e11KcPUDBCGS7ueGGWoFfZ5skJAltLj7b0m7LIO5IRI0Zw1FFHAXDxxRfzu9/9jtGjR7P//iql8KWXXsoDDzzAddddx7x58/jjH/9IXV0dZWVlTJ48ma9//esp56yoqKC6upojjjgCgG9/+9tpfyA+/vhjXnzxRQBOOOEESktLqapSTzxnnXUWwWCQYDDI8ccfz8KFCzn99NP5xS9+wYcffojL5WLnzp0UFxczePDglHO3FNOU1EeMhEpDaWmoVGULk8vHtTceR2x9zL1j3ZRf/jNhV5dD9CMxS1+5dz7bnFgyT9M7iDQS+pgy/8lM/GGwDYOcaFnifk73jssTd+u42yCvbh9EQ/DSVRy4cwXwy3bz6fdo0e9Kkt0zBQUFlJamCkVDQwM/+MEPWLx4MSNGjODWW2/t0NnEye0SQvD000+zd+9elixZgtfrZdSoUe3WhrqwgZSSbF8TXam+XD3uJlcOam+cU9+TLf0kPGbcmrfdO7ZPv6IuQihqJMRua3o+jU1yMpJ/EJIyX9qinx1OEv3kSVUxn34rLH0bt1+5iJY9h917tXuni9m2bRsLFiwA4JlnnmHGjBls2bKFDRs2APDPf/6TY489NiauRUVF1NTU8MILL2Q8Z0FBAbm5uXz++ecAPPvss2n3O+aYY3j66acBFdVTVFREXp6aafrf//6XhoYGSktLmT9/PjNnzqSyspKBAwfi9XqZN28eW7e2X8xvTSiCQJDtb0QczagaxA32S6wc1BEIR5f22JOzstPummDpRxMtfVA5eDS9i2gj6Qzsgf0vfn0yrH07pa6ynYo7K5Jk3DnF3eWOW/ot9eknnDO17m5zBnJLqhv4xt8+aXQfbem3kgMOOIAHHniAOXPmMGnSJO677z4OP/xwzjvvvNhA7tVXX43f7+fKK69kypQpDB48mJkzZzZ63scff5wrr7wSl8vFscceS35+6qDnrbfeypw5c5g2bRpZWVk89dRTsW3Tpk3j+OOPZ9++ffz6179m6NChXHTRRXz9619n6tSpzJgxgwkTJrTb36EmZMfnN2I/NFQBUvnzOxrh+PGxfavpClQAHqdP3+nesdIv7K0OxSInNL0D52BtcjoGw1RPeoXZPvj3BQnHuUTcpx8MOUTf6c4BJfStjd5x4vZBKDFIpaEZlv4zn2/ji20Vje6jRb+VeDwe/vWvfyWsO/HEE/nyyy9T9r399tu5/fbbm3XeyZMns2zZMgDuvPNOZsyYAcBxxx3HcccdB0BhYSGvvPJKyrG33npr2nMWFRXFnkqSqalpfRFwwzSpDxsMyGsiF35DhboZMrhZ2hWnpd/EU4VbZhjIzY2LvqZ3kTAhz5D4PE7RN1URdKueshO3S8T6SDCcJPpOiz7BvdNG0W+Fpe9uxpN0m9w7QogCIcQLQog1QojVQogjhBCFQoj3hBDrrfd+1r5CCHGfEGKDEGKZEOLgtly7t/LGG28wffp0pkyZwkcffcSvfvWrrm5SRmpDBhLIacyfbxrQUA2B/I537UDiNUTj/ni3ERd1OxzP6d7Rot/7iBipqTdsDFOJO6UbUo5zCUEoauLGwB8uj+eNSrH0nQO5bfDpe3wphVUyiX5dOMpLX+xAStl4BJ196ta3CoC/AG9LKc8VQviALOAXwFwp5Z1CiJuAm4AbgVOB8dbrMOBB673HMWrUqJTY+Zbywx/+kE8+SfS9XXvttVx++eVccMEFGY7qXtRY+XayfI2Ia0MF0AlROzZOV45o3KbxyLglFTbUDeXzuOhvRSJp0e99OAdyI1ETHMFeprSqYu1bn3Kcx6VEv5BqBFJNMKwrjcfl27jcahAWWpZPPxk7esci4HVldO/c/sZqnvl8G0Pyg82yq1rdKiFEPjALuAxAShkGwkKIs4DjrN2eAuajRP8s4B9SBYh/Zj0lDJFSNpV5vVfywAMPdHUT2kxtKEq2r4n4/LoyFUaZYTC13Ulw7zQh+gkDuZL+VDLovR/iP/teCrK87K3RNRt6G4nunfjyXW+v4clPt1CU5YYPk1OZCFyWe6dIVKpVecNhz3LLveNST5XSUFZ+u0TvJA7kZvk8GeP0S6rUj0NVQ6TD3Tujgb3AE0KIL4UQjwkhsoFBDiHfAwyylocB2x3H77DWaXogdr6dRlMvGFGVbjbQCVE7Nk6hzzCAa+ORiQO53/e8Stbal+GrZxmQ44/dTJreg9O9Y0fjADw4fyMAhaIG9q2FHMccFuGK+fQHiAq1Lm+oereteVvgE9w7bfHp+1XKEoug153RvWOXb9xZXs9ry3Y1eeq2iL4HOBh4UEp5EFCLcuXEsKz6Fk39FEJcJYRYLIRYvHfv3jY0T9OR1FpWR6NJ1uzoA6twSacgWuLeSRzIzbVT5hohhvULsr1cF0jvbThDNtNVo/K7LGEtGBFfKVy4hSAUNSjCsvTzLXvVFn3nu/0DYLYhrt7tSxhQDvrcGd07bisp222vr2LFzqbT0rRF9HcAO6SUn1ufX0D9CBQLIYYAWO8l1vadgOMvyXBrXQJSykeklDOklDMGDGhGrVVNl1ATMnAJQbBRf36lugk6I2rHpgXuHa9MnJE7SFjT68u3Mqp/NltLa9s1XYWm64mmqaHgFFO/sFwo2QPjB1mWfihqMiDm3rFF3+r/9pOsy60GYSFlILZFuL0JxzfH0m8urRZ9KeUeYLsQ4gBr1YnAKuBV4FJr3aXAf63lV4FLrCiew4HKvurP7w3UWvH5rkxuGymVpdJZUTs2LRB9t+kYyI2ajBXWo3HZJsYMyKYubFCiB3N7FU7rPhJVPwA7ylUivkPFal4I/0BtzEkVfdunb7iD8dTgscFaW/QdPv2kkMsW4c9N+Bj0uTOmYWiyhkUSbZ2R+yPgaSHEMmA6cAdwJ3CyEGI9cJL1GeBNYBOwAXgU+EEbr93r2bJlC1OmTAFg8eLF/PjHP26X895xxx1tOj5qmjQ05c+P1KuBrY5Ou5BMJtH/xmNw8CUJuyZb+gFhCXz5Zkb1VwPPm/clZVTU9GiiCSGbSkRtC/p8z//iOzqjzYTAJQT1EYMCaoj6C+J5dWzRj1n6nnj0Tlss/UDipMwsnztjGoaWWvptCtmUUi4FZqTZdGKafSXww7Zcry8zY8aM2EQtJ9FoFI+nZf/GO+64g1/84hetbkssf35jrh27Xmhni74rg+hPO0+9vvhHbJWXuCUWMkw8WFZg1W5G91cuqS37ajl8TNtr+Wq6B86Ea2HL0ret/6h09BenpW1Z+pW1EdzCRLg9qb58p+if/FuVXHDyOa1vqD9xHKwx905LLf2ePSP3rZtU2FR7MngqnHpno7t0ZD79JUuWMGfOHABOOeWU2Pr58+dz99138/rrr3PrrbeyceNGNm3axMiRI7nvvvu4+uqr2bZN1f289957Oeqoo6ipqeFHP/oRixcvRgjBLbfcwqJFi6ivr2f69OlMnjw5lsOnJdSFoggEwcYmZYWq1WOupw1ha62hBdE7PpkYsunGVMcbIYb66vC5XdrS72VE00zOsiN6ojj6S5Loe1yCmlAUl9dECEdsfsyn74p/zhkI33i4bQ1NCn7oTu6dPktH5tP/61//yldffdXo9VetWsX777/Pv//9b6699lp+8pOfsGjRIl588UW++93vAvC73/2O/Px8li9fzrJlyzjhhBO48847CQaDLF26tFWCDyoXebCxerimEffndzYtGcglEhuojRgmHmFAvoo1cFfvZERhUIt+LyMaNTjT9Ql+wrEkezFLP6Poi9hcFBcS4XanWvqIpM9tJMnSb9y90zIZ79mWfhMWeUfSUfn0KyoqmDVrFgDf+c53eOutt9Je/8wzzyQYVMnA3n//fVatWhXbVlVVRU1NDe+//35Cps5+/do+K9aUkrqwQf/sRiz4UDUgu0j03emXk4i6/PiJYpgSj1sN0rkxVY3Tiq1QtYvRRQPZUqpFvzcxpGYFv/U9wLPR4wgbhwNx0Tecou90S1ohmwAuTFwuF7FIdNvit5/c2xKb7yTp3gl6taXf5aTLp58OO5/+Cy+8wPLly7nyyivbJZd9dnZ8hqtpmnz22WcsXbqUpUuXsnPnznYpeJ6Oejt/fmODuA2VSnA7258Pzbb0DeHFTziWTjdiWKLfbz+1Q9VOxgzIZktpXULBbE3Pxv5fTnBtj4m97duPktmnn2Dpu9wqXTh0nKWf7N7xKkv/Fy+nurNbGlWsRb+VdFQ+/YKCAj7++GOAZrtfTjnlFP7617/GPi9duhSAk08+OSHdQ3m5ikP3er1EIq0LJ7MnZWUcxJWmEv3ODtW0aWaWTcPtx2dZ+mAP5BpqJqZwQ/Uexg3IIRw12V5Wl/E8mp5Fg1SinEdtLGtmevdOoqVvR8h4XVL59GOin+zT7yD3jnXaZz7flrJrNKn4S6O5sNCi32rsfPoTJ06kvLycn/zkJzzxxBOcd955TJ06FZfLxdVXX01BQUEsn/7s2bObzKf/xBNP8MMf/pDp06c3e2LQfffdx+LFi5k2bRqTJk3ioYceAuBXv/oV5eXlTJkyhQMPPJB58+YBcNVVVzFt2jQuuuiiFn/vupCqJuVxZ+g64VoVqtkVrh1oeiD3xN/A0T/FEF4CIhwT/WjEuondPsgeADXFjBukbvz1Ja1PP63pXkgrTDNf1MYGcm3RTBB9tyMTm8PS97nU51ic/sCJ1j6OyVntQZLoZ/vi/Tq5lm9yQff/3XB8o6fu2T79LqSj8ukfcsghCYO4f/zjH4HEfPrJefOLiop47rnnUs6Vk5OTUGDF5q677uKuu+5qVnucSCmpDUfJDzbit2yoBETK5JJOo6ksm8f8DAC55D+4MLGNJMOeSONyqeiLmhLGDbRFv5qTJw1KPZem52El2SugJj6Qa7l3DOkUfceYlXBhZTrA65JK4IdOh4tfglFH2zupt7ZUy3KSVF83y3HaUNRMmAnvTC0xsjArlho8E9rS1zSbhqiJYTZSD1dKJfr+3PazeFpKQj79zN1bCoELGbPyjKgt+h7IGQQ1xeQFvAzJD7ChWFv6vQVpqCc6t5AxSz+czr3jFF0rTh/AI4j37XEnqgyykBin314cehUMORCAoOO0yVE8zjDU5gzqatFvBe2VT3/69OkJryeeeKKdWtgx1IXUDZOVqR5utEHNQuwq104yjRVRES5cmLGBXMMqhRcXfZUyatzAHNaVpFZS0vRMpCM1gh2fb/v0I2S29O10Iz6XTG9MtLdPH+C0P8HU8wHI8savmSL6DvdOcwJ5tHuni+iJ+fRrQwZetwtfY/586JqonXQ0GqcvEMiYeydqi4GwJtfUloBpMn5gLs8s3IppNq8qkaabY8Zz0oeSBnITQjYT3DQCj+Xf8bgkiHSy2c4+/dhpVR+WjoydyaGbzoHc5sTsa0tf02zqwirJWqbZxIRrlaXjadyn2Gk0JvrChQsZs/TNqCMEL2eQEof6csYPyqEhYrKzQqdZ7hU4RD+SMiPX0V+c8fZW7h2w3DtpLf00x7UH1o9IQyg+ezw5xbKzRkBzDBMt+ppmETFMwoZJVmP+/FAV+HK7JlQzHY1ZXcKFQGJYN4xhOELwcqyU3rUljHcM5mp6AQ73TtgSz3R59RPEu2Ir+0dWA+ARGdw77R2nHzututYRo+MTK5PdO855JJkewp1o0dc0CzvZU8YY4HCNsqKCBZ3XqKZo7MfHGsi1Lf2Yr9flVpY+QE0x4weqKKT1ejC3V1DnsJjtiC1b9F3Oek9JpQ5/vedatVrI9MZERwzkQkz0C4JuXvz+EUCqe8f5o9XR5RI1HUym1MqhUIiTTjqJ6dOn89xzz/HRRx8xefJkpk+fTn19x7gh6sNWkjVvBtFvqKJLQzXT0Wj0juXesawk00hy7wDUlJCf5WVgrl/H6vcCIoZJRU18ol19Q9har/pAguhnCL10C5nBmOggn759PtMgYN17jVv6TYu+HsjtIThTK9tzAeyZt1dffTU333wzF198cYddvy5sEPC6MvsMQ9Wq+HlXhWqmo5HoHSFcCMzYDWMkiL5VQKOmGIDxg3JYV6zdOz2d7WV1uBw+/Zp6NVvenpkrcLh5MgyIxjKxJiPaOU4/dl6rD0szZnAl+/R1yGYnsGXLFiZMmMBFF13ExIkTOffcc6mrq2Pu3LkcdNBBTJ06lTlz5hAKqaIct912GzNnzmTKlClcddVVjc60XbJkCQceeCAHHnhgQoTP/PnzOeOMMygpKeHiiy9m0aJFTJ8+nYcffpjnn3+eX//611x00UWx/WyuueYannzySQBuuukmJk2axLRp07j++usB2Lt3L9/85jeZOXMmM2fO5JNPPklpk5SS+rCR2bVjRCBa372sfGjeQK5pu3csMRBuNRvSE4iJ/qQheazZU53e96vpMWwprVWZVC3qLNGPGCZet0i09DOgLP107p0OCNl0nlcasQlZKe4dR/ROxkp2Dnq0pX/XwrtYU7amXc85oXACNx56Y5P7rV27lscff5yjjjqKOXPm8Oc//5mHH36YuXPnsv/++3PJJZfw4IMPct1113HNNdfwm9/8BlCZM19//fW0WTZBpVa+//77mTVrFjfccEPK9oEDB/LYY4/FcusDLFiwgDPOOINzzz2X+fPnpz1vaWkpL7/8MmvWrEEIQUVFBUAsLfPRRx/Ntm3bmD17NqtXr044NhRV8ewZ8+fbBZx7oOib0mHpu1FPKkLEZuUCTBmWTzhqsr64hklDO7HIu6Zd2VMZihfKAWotV2jUkGT5PLjCzRD9TJa+7d5p7yAGh3sn6G/avWOHljZ6yvZrXd8iObXy3LlzU1Irf/jhhwDMmzePww47jKlTp/LBBx+wcuXKtOdMl1q5vcjPzycQCHDFFVfw0ksvkZWlKkO9//77XHPNNUyfPp0zzzwzlpbZSbMGcYW7cwugN4cmondcmLGJLTI5gZY1Kxdg6jA12eyml5axfEdlhzVX07FEDBMPTvdOKLY+2+dOtfQHT006g8SVKXrHFnvZzk+DMfeOzOjTTwjZ7O2WfnMs8o4iXWrl0tLSlP3s1MqLFy9mxIgR3Hrrre2SWjkTHo8H0/G4Z1/L4/GwcOFC5s6dywsvvMD999/PBx98EEvLHAgEMp6zLhzF7RL4PZkmZdUpwe8uoZo2TVj6wsqyaZgSYTpm5AJkD4TyzQCMLsrm6HFFfLxhH9c++yUfXH9cx7Zb0yFEnCUxgboGJfphwyTgdSf69AHmvAsvfw9WvwqAn4j6YUhrTHRQ34/9mBj4PS6EgIbkyVnO6B3t0+84ulNqZSf77bcfq1atIhQKUVFRwdy5cwGoqamhsrKS0047jXvuuSeW1C1TWmYntSGDLJ8n/aQs01TpF3zdzMqHJkI24+6dWC59iIu+w70jhOCh7xzCUeP6s2lfLcf9aV4HN1zTEURNmWDpG0aEhohBxDDxeVyplr4vC3IHxz4GCeHKOJBr+97bufaCw70jhIqeqw034t7Rot9xdKfUyk5GjBjB+eefz5QpUzj//PM56KCDAKiuruaMM85g2rRpHH300fz5z38GMqdltokYJqGoQXbGfDv1gOx+rh1oRu4dSdRQibc8GInH5AyCutLYZJ4cv4fbz1aP+1tK6xKsK03PIJpk6XswqaiLEDFU9bS0A7mOPpRFSO2Tzpg44x4YehD0H9u+jY79mKh2F2b7KK0JJezSpwZyu5KuTK3sXAZi0TnOY+zjnCxcuDBlXaa0zDa2Pz9jZs1QlXrvLvl2nDTi3nG5XbiESUVDJF4qUW1Q7zkDAQm1+yBvCKDcPL87ewq/fmUFpbVhBuVldolpuhcPzNvA3e+u48fuuJXsxqCyPmJF77g456AhkJxH0eHKCQrb0k9jTOx3BFw1v/0bHvPpq3YPzPVTUp0o+jpkU9OuNGtSljcrJf93t6CRgdyg14NAsqGkRrl3RLJ7Jz4r18lgS+iLqzpuXEbT/vzpnbUAeF1xq9iLQVVDXPRHFwZTD3QYDo26dzoKuw9blv7A3ECq6DvcO9myFl66qvFTtm8L+wZ9KbVyo5OyjChE6lKq/HQbGrk5PW43ATesK64mFDFx2+4dZ/QOpIj+oDyVTK64KvHG0/QM/CLR0q8LG0QMqTLH2pE3x94UP8Bp6RNuZCC3g7D7sOXCGZTnpyTJ4HC6Go+veAmWZX5yB+3e6TJ6QmplKSX1ESNzpaywFZ8f6Hmij3AR9Ln5Yls5m/fVxn29tqWfP0y9V25POGxgrrL0l24v54BBuYzs3w3HMjQZ8bniou/BpC4UJWKY5AY8gFT//+Nvjh/gGFfLEiEEmRKudRDJ7p28AFUNURoi8bQMTkvfbEYUkbb0NRmJGCpNQaOune4Yn2/TxEDugGwvO8rr+f2bq9VjOzgs/cHgCULZ5oTDinJ8CAEPzNvILB3F0+PwCYf/G4PasEEoYqpwZJnGdeOIuw8SwiWNTnbvJA7k2qUQ9zpcPE6fvhZ9TZuwB3GD6SZlSalm4vq7USrlZJqw9AsCbob3C7KhpCY1esflgsLRULYp4TCP20VRTrxegE7N0LPwiiRLPxylPmIow6YZoq8s/a5w76h2j+inDKxN+1TBImmFHNuGmRZ9TZuoj6jY4EA6Sz/aAGak+7p2oMk4faTJfoXZAOT40qTGLRyTIvoQ9+sDbC2tbZemajoHLw7RF1Hqwgb1EYMJkZXwyV9SRd9RsSogwghpdq6Rk+TemTRE3W8rd6mZ4aGomlVeYFVON6WunKVpA/X2IG66Tm6Hana3fDtOmkjDgDRjPvmiLNvCd4r+aOXeMROt+cLsuOiv2aOzb/Yk3KT69BvCBldv/KFamWLpx/cXYIl+10Xv5Gd5Gd4vyKpd6v6rsepW98tS+f8Nben3Dm699VbuvvvudjvfZZddFpsZ/N3vfpdVq1YB8J///IeJEydy/PHHI6Xkmisv48zjj+Cee+5JPUlDlcpEmVRsolvRhHsHKWOumpEF1vdw/lAUjgEjBNW7Eg51znosqw2j6Tk4RT/HC7WWpR8jxdKPz+CdNjQXMLsoeifexukjCvh0YykNEYPqBkv0s5WlL5sh6Tp6p4/z2GOPxZYff/xxHn30UY4++mi2bN/JiqVfsHTl6gTLFlAdMFwL2QM6ubUtpFHRFyBNzpo+lJ3l9Zw7pgJ2kSr6oFw8+cNjq53Rq85kV5ruiXNmu1vGRTzLI6msjyREv6S4bhxie+GMYTC/kwdyRaKlD/Dtw0by+rLd3PTiMuYcPRqAAsvS7xSfvhDCLYT4UgjxuvV5tBDicyHEBiHEc0IIn7Xeb33eYG0f1dZrdxUdmU//vvvui+W8v/DCC1O2P/roo5x66qnccMMN3HvvvbH1v/zlL/nLX/6S9pxSSq655hoOOOAATjrpJEpKSmLbjjvuOBYvXsxtt93Gxx9/zBVXXMENN9zA6ad+jZI9uzn+yMP46KOPYvsB7Nu1lVGHnQaBPFauXMmhhx7K9OnTmTZtGuvXrwfgX//6V2z99773PQzDSNu2DqWJ6B2kydgBOfzf+QcSdMvUY5yi78DrKESq0zF0fxoijoRkjjQMWR71pOa0/htz7yDN9IO9HUlS9A7AEWP6c9LEgbyydBe7KlTMfj/Lp2/IzknDcC2wGrBH9O4C7pFSPiuEeAi4AnjQei+XUo4TQlxo7XdBWy685447CK1u33z6/okTGPyLXzS5X0fl07/zzjvZvHkzfr8/lvPe5v777+e9997jlVdeYffu3XzjG9/guuuuwzRNnn322bRpFgBefvll1q5dy6pVqyguLmbSpEnMmTMnYZ/f/OY3fPDBB9x9993MmDGDsy+aw2UXfpOlS79MTbQWsUrOebN46KGHuPbaa7nooosIh8MYhsHq1at57rnn+OSTT/B6vfzgBz/g6aef5pJLLmny79quNOnecQi26aicZZM3TLmvkkT/V2dMwiUEbyzfnWglarolTveNh6j6nxphgh5JaU2IQZTHd05x7zj6iDRV1FoXRu+ASgB4/ISBvL+6hL3Vtujbbtam+2ObfrKEEMOB04HHrM8COAGwU0k+BZxtLZ9lfcbafqJIm7axZ9AR+fQBpk2bxkUXXcS//vUvPJ64AP3jH//grbfe4oUXXsDv9zNq1Cj69+/Pl19+ybvvvstBBx1E//79057zww8/5Fvf+hZut5uhQ4dywgknNPrdVKWsKC6RmkIaUKIvBLjcHHHEEdxxxx3cddddbN26lWAwyNy5c1myZAkzZ85k+vTpzJ07l02bUqNgOpwWiX5SamVQrp5+o1JEf1hBkL9+SyWys0vtabovdeG4S8eNocaigGyPZF9NmALRSP3jFEu/q9w7iU/Kdm0LOyWD7d5xOdxXmWirpX8v8HPADuHoD1RIGbvyDsCa2sgwYDuAlDIqhKi09t/X2os3xyLvKDoqn/4bb7zBhx9+yGuvvcbvf/97li9fDsDUqVNZunQpO3bsYPRo5cf77ne/y5NPPsmePXtSLPe2EI6aRAyZELUTy9MvJQ3Vldj2wre//W0OO+ww3njjDU477TQefvhhpJRceuml/OEPf2i3NrWKDHVOgUZEP8mKKxyTMkFLnVrgdgmiphb97o6zvKBHGuANQqiKoFtSWhui0JlHP9n1aqZz73SirepK9emDyh0FUGKlA7HdO+5miH6rf7KEEGcAJVLKJa09R4bzXiWEWCyEWLx37972PHW70hH59E3TZPv27Rx//PHcddddVFZWxqpYHXTQQTz88MOceeaZ7NqloknOOecc3n77bRYtWsTs2bMznnfWrFk899xzGIbB7t27mTev8Zmkdr5up+iPGjWKJUuWgBHmhdffiXX8TZs2MWbMGH784x9z1llnsWzZMk488UReeOGF2NhBWVkZW7dubfSaHUKr3DvJoj9WWfppxmE8LpEwG1LTPXG6d1wOSz/gljREzAQ/f4p7JJ1Pv4ujdyA+YbLYcu/kBZov+m2x9I8CzhRCnAYEUD79vwAFQgiPZe0PB3Za++8ERgA7hBAeIB9IMY2llI8AjwDMmDGj295Rdj79OXPmMGnSJO677z4OP/xwzjvvPKLRKDNnzuTqq6/G7/fH8ukPHjy40Xz6hmFw8cUXU1lZiZSSH//4xxQUFMS2H3300dx9992cfvrpvPfeexQVFXH88cdTUFCA2525I55zzjl88MEHTJo0iZEjR3LEEUc0+t3qQlE8rkSD5vrrr+f888/nkYce5PTjDo1tfP755/nnP/+J1+tl8ODB/OIXv6CwsJDbb7+dU045BdM08Xq9PPDAA+y3337N++O2F82I3okh07h3QMXqR+pU4jVHQQ1QA7o6eqf7U+e09B2i73ep/52r2Za+oT53cfQOONw7VSF8HldsAmWHuneklDcDNwMIIY4DrpdSXiSE+A9wLvAscCnwX+uQV63PC6ztH8jWVAnpJnREPn2v1xurmuXk1ltvjS3Pnj07ZtXbpQ7/85//NHpeIQT3339/2m3OQur28to91YwfOzYhk+iECRNYtmyZSkBWW8bt9z4CwE033cRNN91EMhdccAEXXNCmcfq202T0jqP72ZZ+8jHOCJ7cwVCzV8XtDzkQj1voNAw9AOf/KEAIfAVAPM2yxxm9k2LpJw/kZsin31FkdO9Yln5VA3kBTyyM2J3k+097ynZtoOJG4KdCiA0on/3j1vrHgf7W+p8CqUqhaTarVq1i3LhxnHjiiYwfP77dzhu1KmVlpauUJaWalOXP6Vxrp7U05d4hjeinWPpJYZsPHAoPq8L1XrdL+/R7AE4X3CBKoZ964vRbNRRitRQgNfjF+bgrZeeHbNrXN9MP5JbWhhmQG4iV6BWdMJALgJRyPjDfWt4EHJpmnwbgvPa4XlfTXvn0P/nkk4R11157LZdffnmzjp80aVJKRMzy5cv5zne+k7DO7/fz+eefN7td9qNwVrpKWdEQGGGrqlQPoNE0DEnuHVu8k0U/f4RaV7YJtnwM9WVqvRHF6xLavdMDsC19P2GKqFQRWYDXEntXYz790+6G3CGw8BFLeLsqtXKyeyfeT4fmB3AJwVGu5ZxZ+2KTp9QzcruIjsinb0f4tIU6q1JWVroka3b+/O6cb8dJqwZyk45xe6BgPyX6H/1ffP2+tQwW5USNwvZrr6ZDsOdSDBXWEGI/Ff0Wd+804tPPHQyn/ckS/QyD/R2J1Ycrq8r59BtHMvzHP+OAw04l6IvXuDjYt5UDX7mKp33NC4vuAc/oms6kNmwQ9LnTV8oKVauJLW5/6rbuSEtEXxqpVr5N4RjYvihx3YNH8lLDFUT05KxuT1z0rejwQiX6PivNcuJAbgZ3nXA5xn06P2TzyzeeZtSqcjxX/4p3rz4rocbF/q6dBKuaPw9Gi74mhikl9WEj5i9MQEoI1agC6D1lTl1LLf1MA3SDJkPVDrU86eyETWZEJ1zrbjy7cBs/fX5p7LOdKmOIsFxz+cMBgcf26bdY9DvfvRMp3R1bNfbzHSx//+nY536BlrVHi74mRkPEwJSS7HSiH6lX1nBPce1Ay2fkZrL0hxwYXz44MZVEUWhbGxqoaW/G/eJNbnppOS99sTO2zh7I9RNRK7xZ4PLEfPruxqJ3LHY2+Hj7jY/Z1uDtkjQMoZp436zMcVF15//hMpXBUZSdoZxpBrToa2LUhqxBXH8a8QtbU9X7sujnDIKixEipIQ0b29hITXuSLhdSxEwasBVuJfqW2Lsb8+lbfLUjm/3eLWH5ysIuyafvqlLvG2eNwfjpFQzeE+K7Wx4CYFi+Fn1NK6kLR9m7azsHHTgtdWO41vLnJ3YwZ/bN0047LZYk7r777mPixIlcdNFFhEIhTjrpJKZPn85zzz3X0V8jTjOKqMQwo5nTNhSOgVP/BFd+AMHEgduA0UjeFk23wLB+CNzOOsgJln4j0Tv2WkP1DX+Vq5PdO+pagRrB5sn9OOORNzjiwuvYePgIzlm2jSyjAq9o2biSjt7pgUSj0YRkbO1FXdgg4M1w3kidylnSCG+++WZs+W9/+xvvv/8+w4cP57PPPgNoc2RRi2lGEZUYZjSzpS8EHHaVWpZSDWQbKueJNJuOi9Z0DVJKhIiH1cbEXbjA7YlNymqOpY+pxrHyqkSXRO/4Q4K6bDWT2OVykXPMMfDZM9w3ux9mtLpF1ru29FtBR+bTX7RoEdOmTWP69OnccMMNTJkyBYAnn3ySM888kxNOOIETTzyRsrIyzj77bKZNm8bhhx+uZsuSWmVrypQpbNmyhS1btjBx4kSuvPJKJk+ezCmnnEJ9fT0AS5YsYdqBB3L2iUfyzJOPpDbKiKr4fG829fX1XHjhhUycOJFzzjkndg5Q8xf27dvH1VdfzaZNmzj11FO56667uPjii1m0aBHTp09n48aNsf0AFi9ezHHHHQfA//73P6ZPn8706dM56KCDqK5WIaJ/+tOfmDlzJtOmTeOWW25p8v+zJ+RlaWVW+0XvJBwnICtu7Us9OavbYrt6oobJrz3/5Ndeawa9ZemnFf2Mlr56z62HGkef73ACeXDA6QRCQFY8ai53yEi1ec9KVl7xF+buKGj2KXu0pf/R8+vYt719H6+LRuRwzPn7N7lfR+XTv/zyy3n00Uc54ogjUtIbfPHFFyxbtozCwkJ+9KMfcdBBB/HKK6/wwQcfcMkllzRpSa9fv55///vfPProo5x//vm8+OKLXHzxxVx++eX88c/3MnTCwTz+f79LPdDOn+/L4sEHHiQrK4vVq1ezbNkyDj744JTdH3roId5++23mzZtHUVERhx12GHfffTevv/56o+27++67eeCBBzjqqKOoqakhEAjw7rvvsn79ehYuXIiUkjPPPJMPP/yQWbNmZTzPtrcHkFsP/F/jk7NqoybZ9mfTaP4AXbAQqq1oCm3pdxuSjalw1LRmTUu+53krvkG4we3HI9XArks039IH2Ll7Dwe0W6ubxjjoEgKhL3FZlj5A/rBRRAD3X57EY0J4e0BlOmsG2tJvJR2RT7+iooLq6upYQrRvf/vbCdtPPvlkCguVlfnxxx/HZt+ecMIJlJaWUlVV1WibR48ezfTp0wE45JBD2LJlCxUVFVRUVHDIYeq7XHrJd1IPjBVNCfLhhx9y8cUXAyr3/7Rpafz/reSoo47ipz/9Kffddx8VFRV4PB7efffdWL2Agw8+mDVr1sSqc2Ui1zbEGgkt3bi7mG3PFPDm+ceolNFmtPmP7Q5LP2OIn6bTSR7EtWsdpGRCdbnB48crVfSLtxnRO86HgaqKxu+z9qamvh4X4M6Ki/6A4UpnCqpVw4zc5vfDHm3pN8ci7yg6Kp9+Y2RnZze5TyzvveP6Nn5//PHQ7XYnuGYaIoYqA+hOYweEa8Djb577oxk42+hs30033cTpp5/Om2++yVFHHcU777yDlJKbb76Z733vey2/UCOiX1ZWTQ4wetk+PvjrjZw0rJnuHYBgv9iiTMqJouk6kgvahK34/JT8SMINngBuK+TR63IIfTMs/c4u/VltpVf3ZsfH1HL7DUrcyQSVgKeDK2f1ZToin35BQQG5ubmxXDnPPvtsxn2POeYYnn5aTdCYP38+RUVF5OXlMWrUKL744gtAuYM2b04tAJJ8zYKCAj76+GOCXnfsnDFMQ03K8qtqmLNmzeKZZ54BYMWKFbGxhJYQy80PvPhiPFfIxo0bmTp1KjfeeCMzZ85kzZo1zJ49m7///e+xugI7d+5MqPHbGGYj/nbTEoSQF4Y9+DpfbdrVAks/XqGsOQmuNJ1DKFn0rc8p+ZFcbvAG8Eg15tYcn75w6LzZybOwa2pV3/c5RN/liDQrzxVgCIxmuie16LcSO5/+xIkTKS8v5yc/+QlPPPEE5513HlOnTsXlcnH11VdTUFAQy6c/e/bsRvPpAzz++ONceeWVTJ8+ndraWvLz89Pud+utt6oB2GnTuOmmm3jqKVWJ8pvf/CZlZWVMnjyZ+++/P+Zuavyaf+e3N/2UM44/MnWQOVwDyJjof//736empoaJEyfym9/8hkMOOaTpP1YSt9xyC9deey0zZsxIqANw7733MmXKFKZNm4bX6+XUU0/llFNO4dvf/jZHHHEEU6dO5dxzz40N8DZFNJL5icq+cY0//YKqbMHOj3Y239J3une0pd9tyGjpJ6S/FuoJ0GHpe0TTrhFhxo19sxMt/WgkTOSn9wHgz06Mnmu471e4//VXwgEXgUoX6/49kA+L0+uFkx7t3ulKOiKfPsDkyZNj1vOdd97JjBkzALjsssu47LLLYvsVFhbyyiuvpBwfDAZ59913057bmRn0+uuvjy1PmX4Q/3n3Y0YWZlGQ5eOPf/xj/KDYIG527PyZnkC2bNmSdvm4446LReiAekpZt25dyvF//etf05732muv5dprr027rTEi4QZ8/qy020zL+ssqKGLjjDEM+WwjhhA0y1Zyxurr6J1uQyiaKMYxn77TMrd/2D1+3A0VapFmiL6hngqDYTCinSf61RXFeKzmZTl8+gAHnXIRANs9gmG71S9S1a4ADKps9Jza0u9mvPHGG0yfPp0pU6bw0Ucf8atf/arDrxm2OrHPk86fX6cqDXVmbHI7YTSSF8ewrD+P10f2wQeTFYJN5c28mRPcO9rS7y6kWPrRND59ux97ArE0Bp5mTG5yGRBStcdjrsHOIBoOxZazs9MbMIYnPt7gzu+kfPp9jY7Op9/ZFadsX6jfIfrvvPMON954I0QbrMksPkaPHs3LL7/cqW1rC84bJhnTcmO53F6GzziWKP9hZ6lBs8rR7D8bjrke4+N7tHunG2H34wOH5/PVjkqHe8ch6rbf2+PHZU2wa657J+JVA6WdKfqRUDzYIi8rw1OrQ/SbMY6rRb+r6Ih8+q0lHDXxuFy4HYNDs2fPZvZJx0PxSsgb1nMKpzhozKcvLSHweL14cwuoRM1BaxZZhXDirzE+uT+xcLamS7FFf9b+A5TopxvIdVj6IuoQ/SbE0mVA1MpAIjvRvWOL/saJUSbm5aTdR7rjom8aAn6yCn6bOWi/R7p3enBp3W5JKGJmcO1YVoY3vYXRXcjUHxq19K1Hfq/Xiy+oxitaOj4nhRuhffrdBtunn20lDLRF33D+j+xZ2h4/LjPEYdm7GbRjNYaEdz8cwvvb+5EOp+h3qnsnovpw7qAQGJG0+0inpS8CkD+s0XP2ONEPBAKUlpZq4W8nTCmpj2TIoe+YlNVdkVJSWlpKIBBI2RYJN23puz1efAEl+i2dZyVxITBjCb00XYst8jmW6NuWf0KhG3vuhieAiDZw+aLHmPTRPtbUBBmxSzDsk/R93W2AYVv6nRm9Y1n6bpdUqVDSYHrjMt6cB88e594ZPnw4O3bsYO/evV3dlF5BOGpSUh0inO2jcneS8NfsVb2oMjXSpjsRCAQYPjz1cda2ktJhOgZy/UH12NzSjApSuHBjEo6aBNP9aGo6lXDUJI8aCjxKHNOGbNrGoscP0RDC+kHYXemnMfvYZYLZFZZ+uAEXVgLYaIbABOdTutF0gaMeJ/per5fRo0d3dTN6DX//eDO3vb6FBTefwJB8h5UjJdz9dRh3MpzzYNc1sA0Yjbh3pHWzezxevFZYZ4vd8y43bkxqw1Et+t2AUNRkWeAqGj4YCtydOQ0DgCdAVUMYX43qIw37Gi8B6o6CjFn6nSf6RiSsUjCIzJY+Dp8+UT0jV9MES7aVM6wgmCj4ABXboHYvDJ3eJe1qD4xGLH37xnV7PLhcLsLuuMun2Qg3bgxqQ3pWbnfAFvlA3S4AIrE0DOlE38/nnwxi8B7VR7w1jVvIbhPwWOeJpop+fV0Vy+e/mLK+rURDykXpdrsyi77D1S2aYbho0e/jfLG1nIP3SzN4te5t9T72hM5tUDsSDWeO07cF3udRwddRTytE3+XBjUmNFv1uQaY0DIm5d2z3ToDhu+NC7wk3LvoeA3BB1JU+emfuNefjufpX7NywtDVNz4hhjUu5Pe6MA7k4ftRczeiKWvT7MIYp2V3ZwJiiNIncVr8GAyaklAfsSRjRxtw7cUsfIOoGWujeES43LmFSF9Zhm92BcKYZudE0Sujxs3uAEsvaAPiaqG/vMUC4JFF3evdO7nr1dFFXmZp0sS3YLkqPx53Z0je1pa9pJvUR1UNykmvi1pbC1k9gYvqc/z0FswlL3xTgtuK2o26a5Q9NwPLpa0u/e+C09O/xPhAbyBXpxNITwBOFTYcMpGSkH1+zLH2J4QLSiL49v6u9owrtWeUejyez6Dva49I+fU1j2L7o7GTRX/Giil+ccEYXtKr9aCx6B8Mk6iIWp2l4QLTQveOyB3K16HcLnGkYznF/EvsREOncIp4A/pBAZvmRHqEqU6Xh46fvZvWEibgkCGFiuEkv+pbYRxpq2/w9nBhhp+ind+84++2InZI3Lzyu0XNq0e/DxEXfEXliGvDxPTDicBhyYBe1rH0woxl8oCj3jukC28druEG0ULuF241Li363Idmnb/9fpFMsbX30+AmEQAQDSLfAl8EtUvXqa7Fll8vqM2kGcm3RD9e1byU/0zJc3O7M7h2RNFA9emlxo+fUot+HsX3RWT6HpV+yCqp3wYzLGy1C0hMwI5lFH8N6VLcsfdPdGkvfgxtJTUj79LsD4SQLvKJO/f+FmSqW9VETn4EqQejJ3M+lN35vCGGJfppoINu9E6lvX0vfdlF6vd5G3Dst7LdtbZSmZ1JS1cD2MjXjNtsZY77tM/U+8oguaFX7YjaSZRNTqkd1273jBtFCn77Lrd073YlQJPHHt7LeqoFrieVXlVlUWF2iulaJsyer+aLvckkMt0Skce+4rB+CSLtb+uo7eD2ZRX/I0UOIuKG4sHn9V4t+H+XCRz/j+0+rCltZTp/+tgWQOxQKRnZRy9qPxi19UxXFcFj6rhZaTMLlxiMSRf/TDfv46XNLdZqQLiDZ0q+sVyIpzAhhE3xvFbDwfypSrcYSfW9WANGI6OMUfbdUln6afmJnZ47W12GaJmsXpa9p0RLe+s0cwh9+CoDH51cZb9Nw0Kgipp23C9lMNdei3wcpqWpg0974Y2iO06e/fSGMPKzHunacJRLNTNPWQYm+w9KXHom7pdE7wo3PJROid+Y8tYiXvtzJ3ppGBpE1HUI4nPjEZVv6GGFCagCHIXvUqtoa1f8D2cHEGa3JOEQ/4FXunXSWvu3TNxrqmXvv9ZjfuZYv3306Zb/mEgk3MOr5BYxesU81wx+ETFljrT7sD6nvEWlicrgW/T7IF9vKEz7HfPqVO6FyO4w4rAta1T4YDqFv1NI3JaaQcdF3NS/cLQGXG69LJlj6/bLUZC/nj6qmc4gkRbdU1Kq+II0wYTNR2OstSz+QFcDVmKXv88YWs3xGRtF3WauMhnrCS5YCULWj8frUjbF70/KEz15fEKL16Xe2ajp4ra9fH2jcYGu16AshRggh5gkhVgkhVgohrrXWFwoh3hNCrLfe+1nrhRDiPiHEBiHEMiHEwa29tqZtLNtRiccV7xjZtujvWKjeRxzaBa1qH5yZNRvz6QvDelS3Rd8tcbd0PDZm6ccP7J+jRH/zPi36nU00nCj61Q1hewPhJN9HyLL0g8Fgo0XhhCdu6ed6o5boS0zT5L0//5TK0t2AQ/Tr63CFrDDLQOtTku9Zm1h21ecPQqbJhlbSqMAJFQDk1TZuvLTF0o8CP5NSTgIOB34ohJgE3ATMlVKOB+ZanwFOBcZbr6uAnpnFqxewrriaMQPis3BjycK2LwJPEAZP66KWtZ2oU/TTzcS0EDH3jrpBpLsV7h2XB68wqXO4Fewf0E1723dAT9M0RpKlb0QjNEQMMCKEzUSpC9eo/09u0IdoxL0jHX0oz2MgLUt/+bwXGP7IW3x83cVA3L1jNjTgalDtaEskT+XGtQmfPYFsiDRu6U/Nq2PjwakpxpNptehLKXdLKb+wlquB1cAw4CzgKWu3p4CzreWzgH9IxWdAgRBiSGuvr2k964prGD8oN/Y5VkBl++cw7GBwezMc2f1xFk6RTbh3pGMgF5fE0+LcO64U9051g1reUZ7hBtV0GNGkJzs3BqW1Yc5e9DQrViTml4rWqsi1nKwA7sZyDTueHgq8UaQbXIaJtITWV1KJaZp4rS4gG0K4LSMgWlPV6u8S3rkjcYWVCjotjvSwwtu0pLeLT18IMQo4CPgcGCSl3G1t2gMMspaHAdsdh+2w1mk6kbpwlG1ldRzgEH1AWRG7v4LhM7umYe2Es0SibGRyVoJ7xzTBLfG0NPJSuPGIxIFce/CwuCpzARdNx5Bs6Xsw2V5Wx5RtDYzZmCh1Rm0dpoBsr6dR9w6R+P/W5wLpEriiJoZVW9MdjhJqqMFjp2EIhfCEbNFv/dOerE461hOEUDXUV6Tu7Ewo1xmiL4TIAV4ErpNSJvy0SRW31iLzSQhxlRBisRBisS6U0v6sL1adaf9BOTx2yQyuPdFKqLZrKZiRHj2IC0mWfqPuHYfoSwPhouWiHwvZjFtaVTHR19E7nY2R9GTnxsg4oG7W1FHvA7cMJ4xvmcmenkhip5Bu5d6JWFa8J2xSU14S36EhhLdB9QezrvXuHVFTx75CxyOINwCRWrhrv9SdHZa+y9t0XYc2ib4QwosS/KellC9Zq4ttt431bv9FdgIjHIcPt9YlIKV8REo5Q0o5Y8CAAW1pniYN64qrAdh/UC4nTRrET07eX23oBYO4kDiQKyONiL5pqrhmaYJpINwSn0HMgmsWlqVvu3cMU1JtLZdUN2DqMoqdivN/99aCwRxf8jIbijO4WGrrCPkBI4zHHf8/OUV/0/KPGfLF9oTDpFvgMiThOkv0I0ai6IfDZNdZom+5kFrCpuUfU1dTgbu2gYY8R2EXTyO+etMp+h1o6QshBPA4sFpK+WfHpleBS63lS4H/OtZfYkXxHA5UOtxAmk5iXXE1Po+L/fonpVMuXqUmZWUXdU3D2glnkjXZiIALQyJdVsimGcVlFchoqGuBH9blxmNVzpJSxqz8Uf2ziBiS8rom8vVq2hU7XDdqwqitLq76dBlbdu9Ju6+rtp6QX0I0hCeDcRw670qyQpKoC9xXjwFs0TdjrhtfWFJXEfdI+HeV4bcfOFoo+vV1VYTOu5J5V56NpzZENCuD6JtJIaMOS9+d6cs4aIulfxTwHeAEIcRS63UacCdwshBiPXCS9RngTWATsAF4FPhBG66taSWrdlcxfmAOblfSc+zeNTBwQtc0qh1JKJHYiHvHZUqHpR/F5VY3UkNNZbOvtWjjXla+WsvJJc9THzFig7jjBqqau3u0X79TMa0f+QZHpI577Ttp93XXhoj4BERDeF3pLX2bkiEB9h9SaB3owhs2iVquG29EUlcRz6E/fFtc6EVdy/7/xZtXAjBqaTG++ghGjqOanVP0k2fmyviPgKTpSZVtid75WEoppJTTpJTTrdebUspSKeWJUsrxUsqTpJRl1v5SSvlDKeVYKeVUKeXi1l5b0zoaIgaLtpRz+Jj+iRtME/atU0VTejj1lWWxZRlOHcjdtPxjNnw537L0USGb0sRtPeI31DZf9Pduq2bwPjh2+0pqQlEarCIeBwxWg+QbSnTYZmdiZ1VtcCj3mB1fpd3XWx/B8ANGKMG94zPgs5f+lnqAUFLpHeinoNokvHFjbP+GcjVrdsdVpyYc4qpPP67z/r038NE//0jJjnWxdTWVpaz9+bXqOAmBegNyHHH+3kZE3+HeaU7R9h5XGF3Tej7bVEo4anLM+CQXTtUOiNRB0f5d07B2pHLnZmIjQRVxV80bN1xI3icrqR2Qg6cujNuQyuSxLH37xm+oq272tezyigX1YWpDhooJB6YOy8fncbFiZyVnTdcBap2FNKLgSrT0D8zg3vHVR6jLB6Jh+gcMKhzb8n/xV/hG3BHhjpgx0R81th/mB7X0X7wptr1m83qKgP1PvZC6R94CwATc9anuvXB9HcMeeh2A0t8/QcFXS/D5s/j4vpvZb2O87wUbJCInh/w3nqOuqgzErvhJGrH0zWbMNdGi34d47avd5Po9qZZ+hTVY1S9NZEATmKZJyfY1DBwxga2rPqOqeAc1JTuoWrsSEGSPGkv97u3IaBTh9SGjEYy1G5AuFwQDUN8Ahfm4srIRfh8urw/hdhOtqcadnYO/aCBZAwaTN2gEBYNH0m/gSObfdzORDRs59aFXcScFWdfvVvHNxQN9eMviN9GY15TFJ0UNOdVRqvPcSCGVpe8Q/XBt83360rrBCmuj1IaisXzu2X4PE4fksWxH858aNG3HNCIpoj96b/qwXX+DqWIwow0M8UVYOcTNsN3pp2S7oyZ2XOf4IUUsyt5JQXVcaI1NWwDI6z8Y27lTVujBnyb/0upPX8fn+Pz+pady4hNvEC0tS9jPY4I7L5ehY62Jkiteim9sxNIPFARpCi36fYSoYfLOyj2cNnUwgeSwrkprIkj+iNQDk9izdRVbFs/D5fawb9GnZH/4JQP3RtgnwC3BBxRaL8UnKecoz3NhugW+kEnY7yKnegf+JoJmJFBuvez8n++dfTRy5lT6HziTCcecSV7hYKLFxYQ9UDu8kNxtqfVKB5RaF6oyqC4kFr3jtXz6oRZY+na2xfw6SWlVBdKjHscDXjdjirJZtKWssaM17UjUMAmES/m0Mo9+1kjqvnwXRZXp3R2+sET43GCEINrAsT86iXc/LWXM68tS9nVHZczSd/mz2TdpCHmL4pZ39hY1kJtTMDC2rnLm/ox9ZxWbV3zKmucfw71oOXl765BC3SPbLj2B3Jf/x+ilJaw7ZCZj0zTTk1fg+OBw7yQnXnMM5B47Y3+WHH4hnHll2u8NWvT7DCt3VVETijJr/3gYbHVFCdVlxQyttCz9vERXxNbVCzGiYXYu/ZTKxZ9DfQMjPt1EvqWbucD20TlsOnoasqEB/4iRBAcNJX/YaEZNP4aG2irKd2+h35BRZOUVEgnVY0ajHDBwBC5X0mQZI0o4VEe4vhbTiJCdX0Rt5T7K9mylas82akt20VBaQqS0FDxujPJycpasZ9AzH8MzH7PFfQ87Jhax38p9lPfzIAcUkrNCPdonz9QECIYBXzx6x+eyLf0WiL7jUXrP1nXkj1RWmd/jIuB1p1Ry0nQcYcPk8gUv0G9fDjWnVJEDlA/IoqgycVxFSAiH6lQBFZ8LomGINOAN5uLuF/9/hUPxAVm3EXfv4AkQOOxQWPQK9T7VjwbvURa91xcX5nEXXYV85zoazr2CUY7r7xwexLj2W8y++Aa4Gd7+/dXkv/IRBdUmdX7YfeAwxi5Ukew5wxzpzR0unJTEa86QTY+XmV//LqBFv8/z+WZl9R46Om6Df37eqQzbXsfgu07GlVUEPmWpmqbJu7+/mv2e/giAIqCfgLAXts8YztALvkO4rpqJx32Dif0zZ9LILRjIgGHjHCsyt8/t9hDMyiOYlRdb5xuo3Dk0kgqodPdmNi2ZR/H7b9JvwRrcEjwRE8/AAQTD8M4ffsiwo08mXSCbO2iomylci8+y9FtUBMORtmHvtnUEhk4GlKXv97hSinpoOo5w1GTkPvX3ru9/MDlsIDK0EDak/j/rqlWWWZffo1wl0XrwBBDu+GSq3ZtWxJY9Dksfb5DxJ32D2vtfoaJ/gODuRKt785QiRq/Yx4RDZzPvZxdSN28+OSedSN7w0YyYcjgTh45N2P9rv3wI46YoW1YuYOwBh3CIP4vVEyYCcMjXr4jvaDij0pLcRg5LP9bORtCi30f4fFMZY4qyGZgbt0aGbVfWzJq1KxjoHYQ9vDv33hvY7+mP2HzgQPyzjsKbncvh37oWnz+L7pYatf+Q0fQ/YzScMQfDiPLOb64ga8w4AtZE8JFPfQBPfZD2WH/AEv26UnxukwjEQvGag7PSVv2uLdQ3hLl064PUlQzH7/VpS78TKamOC+GAf28AIDhyKLAtYT+3hLpKZQB5/G4l+kYYvEGEO24a7N20EnsmiydKvL6EJ8DICTP5uJ+HSJaXkgEGA/dG2Dx9EBOBk/75DjWVyt1z/JW3wJW3NNl2t9vD2GnHxD6bj92Jy+NLeHLAWZQnOfGaM25fi74G1EzRhVvKOGNa3Cp3FhsRf9/N2jzB8uxbCL/6NsM3VLFlYj9mPzM3ZaC0O+N2ezjt9yrXX2Xpbj5evxZZ38DYd1ZRMsDLwKRBvWxb9OvLCLqU6BsNzU+U5opK9vaDAeUgirdRsfoDLvxyI5t/eTX+Hz1FKGoipUT00II0PYkvN5ekPBAOn7A/8FnKvlVWOmSvzwsN1mC7J4AZilvtVVs3xETfZ5Bg6QMEf3092R4PB570LQAmWu5KXzCLwmDLAyKcTD76rNSVE8+EUcfAlo/SRO84Lf2mJ2f1nDta02rW7KmiuiGa4NrZtTExfrmwSsKfn6cs383W8w7jiB//rkcJfjL5/Ydw+p2qctGahe8wvmgodZWlrHnwT4z9UIXb5fsjEK6BujL8VkL0aH36WZSmaaaMQ4iopCEIlSFBduleIlacfnZZLX4rc2nYMPE3Y5akpm2sXvR+iuj3KxpAOmddzd5dZAPegA/qVYw93iBmfVxM65YuTTzI4dMHOOS0S+lUPD44/f/ggUMbjd7Rlr4GgIWbVRTJYaPjoZpbFs6lP7D5xMFMz1uO66IX2LVzBzNmnY0/mNNFLe0YJhw6O7Y87pHjYj7TIl8EileClASskE0zSfRN0+TNa85mxP/WU3njJcy65ObYNldUIt2S0vwABRVV7K6pACBQH42JfkNEi35n4F35v5R1AZ8/rejXlZaQDfgD/gRLXzbExTR/xTbCbsvKh7gF3VgOnI7GY6VlSIneaZl7R5dL7AN8vqmM4f2CDHXE8FYs/oywG07cv5qh+x/K4CnHcfDsi3ud4Kej9v9+zsZDh1HYfzB88DvY9SXBgHqYd1p7tdVlvHP+LMZ+sB6fAbWvvpFwHpchMd1QVZjLgMp6otYAYU6txFj5GkJGCUX1YG57smpXFTsr6llfXM3vXl8VK0A/ctvGlH0DAT9rzzokZX31e6pouT8rEI+E8QYTRL+oLErJ8Gw2f3Mm4b/91uHe6UrRt+7f5Ogdp3vHpS39Po+Uyp9//AHxGOLdm1eQu3gdxSNzOLB8HUw9pwtb2PnMOP1yOP1y+Ne5UL0T1r6Bu2AkYXcU1m/CNE2MaJgPL/06I1eVsfWiY4iW7GXEvDXU1VSQlVMAqPjtcFAS2W8Eg1fupWGPmu/gAmbd+xAbZ04kFDm5675oL2NPZQNfv/9jDEf20quPHUtuwMOwslr2FLoYXBa3egM+L2ff9S848Vesf+9RykMear7MZYwVY+8PJOW2CSWG9vov/AYnX/4L9eFNK2uMp+nJTx2G/YOTHL1jGuDyqtTo2tLXbCipoaw2zGGWP//dP11L6WnnUbQ3Qta3LLH3tb6WZ4/m63+JL2f1x2fA6GX7mHvv9cz7682MWlXG7qvP4Gu/foR+R83CF4X1n78bO8RtuXeKpqvCM8M2q1wq9daUy6+tX6cjeNqRpxZsSRB8UPmkNu/Zx8BKg4ohiZljvbbVaxqMzzU4tLCG+uFxqzgry/FU681izJwfEvJC6IFbGPvVEmbZgg/dxNK3rp0cvSPN+LZmDORq0e/lLLRmhR46upCtqz5n8JPvsmP/Alx/voajT7R83d4+Kvr5w2Cy9cNXMJKt4/MBGP7IW4x49G227p/PCT++C4DxR50GwJ5FH7L6s7d4/+RDyK5VOfkPPl5tm2ylXZjy5r9ZevRYchsM7d5pRz5av5fDRhcyeWgeQ0IbuGjbw9Q0RFj91We4JTAiOZFgNP7uVr/EBUXx/0cw2/Ej4Q0w6cgzmL58NdNPvBCfP+meiA3kdqGl7/YBIv1ArseyNPRArmbVriryAh7265/FW9fcyFAXTL/3EQY/dTRYdVPsMLQ+iW01jTmOU/77JJtXfELdhVepVb+5PRaxM3DEAawvcMNHC9m4axdjrTkOuCWDh41jTYGbQRUGIQ/4HjsWsk4mGIKGcAuKsmgyUlkXYeWuKq47cX9m7V8Ep19FIAJ7d22kZM2XTAQGjB0BbIkfZEe1GBHVx4/4AZMGHsae934MQHaWY7ZgU2Juh912paUvhPoeKZa+4bD0tXunz7NmTzUThuTx5dv/ZPTSYnafcwSD3UkTkPqqpQ9w1LWQOwQmfB2Xy8XYaceQ/dyjDHjrRfafcVLCrnXnz2bkxmrGvrs6vtItQRpsHzcUULOWAdwBD24JVZWp+X80LWfl7kqkhIP3K2CwsZOANeWiumwvka3rAThg/JjY/g1fq4yLvhkFtxdO+BX9ppwcK0PoC8Znfzcp5t3B0gfIKoJaRxlZK2FgLLKn0YK/1i4d1DRNN8A0JWv3VDNxQJCKP91DWb6bY3/+Z9iUFN7Wly39/Y6En62BnHhOojFTj2bwfpNSdp31/d+mrBMuwAiTe5SaUZlrB4NY92BNefrUvpqWYdcmCJYsZcc3zo+tr6ncR7BkNxVZggEFBbH1BxXUOtw71kCnve2t+Xj//WDcJQJNh2LaYtqVlj5AwYh4VlxQrh4zCkFrDo629Ps2OyvqqQlFGbHs7wzZ1YDx/YtU5MmepEyCXRl73INIF84q3BLCdZz4re8nrA9aVdbrKvZ1Stt6O+uKq8kNeCh+4A7chmT1xScA0FBZSv99FZT0D8ZF3sbp03dYwDn5/Rl30HHgdpQjbMrw6S6Wfv7weFZciM8zsMucNmP2txb9Xsz6kmr8Rg2TX5/L9lHZHH3JjWpD8UoY6LBk+7J7p4UU3/BtNh45MhahI1wSwjXkFhSx/NRprJ+lfhiCLjXYFqrUot8erC+uYaZ3I6O+2MPu0w5m0GEnAhCuqmBIeQMVRQUqZNFJguinGb70tEb0/Y3v19HkD4eqnWDXf7ZFP8saxNbRO32bdcU1nLnneQpqTIp+cp0alAxVQ/lm2O+o+I592b3TQo674tec8fd3qA+qm8vllhBWYyTn3/McZx6t0lNnW6IftiZsadrGhpIajl/6HGEvHH7t7eT3V+64uq0byK+TGPuNSh+/Ds0TfV8TkxKTcu90Gfkj1MBttcofRINV9Ccm+r3AvRM1TJ5duI2Ne3W90ZaybvtuvrlyNVsPKODg2RerlSXWIOQop+hrS7+l1OcpwXCKPhCLrMi2EgAYVmoGTesprQnhL1vJwStK2HXyVPoPGU1h0SAA+m1WGTULJx8EkTrKTq4n+sCv1IEJPv00ou92+PTd3tTtTpJy73QZ9hP6TmuyWLKl3xsGch/630Zuemk5t7++qqub0uOQX75Afp2kcM7l8ZV7lqv3YY7p6V1tvfRARv7hLjafPoFpg6pV0jabiPoByJPKApM1ieUXa0NR3ltVjJk0yUiTmfUlNVyw+WWibpj5k98B0K9oMADjdlYAMP3IEyBSz1HDYeqsb6gDY6IfSS+GLRFwf54yjrraQBp2CAT7wVfPQflWaKhQ62M+/V5g6S9btYIDqz9iydZyos2o9K5RmKZk8rqFVGYJDjr1kviG4pXgz08sjahFv8XsP+MkTrvhdwzyRRMt/bCK38+NKF++UV3JLT/7Aau3qMG3fyzYypX/WMwdb65OOacmPWt37OWozSVsnjGSgSMOAMAfyCHqgn61krIcwcjREyBSp0TZtupb4tNvikMuhavmQ1dnnnV7YOr5sO4t+Ms0qClW63uLe2fPnt0c9fYfuXPufzli+zOs2dOCUnZ9nC+3lTFpVwVbxw+KF2MI1cCa12HEzMRRfi36rcNnzehMcO8o0c8hRHUAJn6+lAvfmMf8X6oqSNvK1L7z1pZ0alN7MpsW/JfsEPQ/KZ7HyOVy4bFswHUzJqjxqki96sv2YGZTPn2ne6cpfNkw4IBWfoN2ZvYdMORAtVym0oT3moHc/H1lTN9cAcC3VixmzS490aU5RAyTX//5fvrVSlwHWlnGTRP+9U1lGRzzs8QDujoMradiD/453TvhOsgqwiVgx6AshlQo4SmoUm6empXv8Ovlv2NncTG1IT1btznkLf+QqAsOPO3itNsP+74VlWaLvsulLF47msc00vvsu9o/31rcHpj1c7VctlnNQfBbE816eshmyO/CZ8CmUdkMqjTZ9PGLXd2kHsHcZVu5acHzhD1w6DkXqZWb5sH2z2D2H9SEJCfNSMeqSUNaS78WBkwAoG5ofMantG7Goz9+jiM3VnLOrmdZvTvR369JpSFiMHnzNjaNzCGvcHDCtr35LvbluZh04GFqhe3eAfDnxiNbkuL0Y3haYOl3N7KsyVil6yGQH/9R6+nundwx41j5reM46KF/EnVBYNmHXd2kbs++mhD/fej3DKg2Kb9xDvtNPFRtWPSYmsI984rGT6BpPt4gIOKiHw0rgRl1NPhyKRoadyl4wxHCkShDylR0z9dXr2XdTu3iaYr5n3zEfqVRqg9JrosFM+ct4ND/fR5fYVv6oPp6nTVHIqN7p4tj7tuCPQO3Yhv0Hxf/fj09esft9nLuLQ8ydNRENg3LYtzGbTrqoQk+XriQ733yCTsH+Tj6wmvVyoptsO5tNRjlHLyaeSVkD0h/Ik3TCKFcPLboW5E7BPJh9CwOzY/nSCmobmDhkk8ZUG2y5oB+9KuV7PrwmS5odM9i/TvPAjDtrG+lbAtm5SXOknZa+ln9obYJ0bfvhWb4wbsdtqUPMHAC5AyE4TNh8NQmD+3Wou+kfOpERpeEWfDll13dlG7N9o//iz8KhbfdhsdrPb4ufkK9H3J54s6n3w03bOjcBvY2fNlxn76d/dAbhPxhFJrlmJaLtagqysp3XwEg9/KrMAT41i9LPZ8mhmFKhi5aSEm+mykzTlDJxYxI5gOcln52EdSVWSdqQvRbMqDbXQj2iy8PnKS+93ffTwzFzkCPEf0Jp6nY26WvPtXFLene+Ncuo94H0448Va2IhuCLf8D+p6pkTZr2xZ8bnyBTX6HeA/nqpmyoZMTH81j1s8sJRGDWM28BcPTs89hV5GXgrl1d0+YewnPP/J1JO+rZeuLhKjpn3h3w+8GwJIMGJLh3+ie5d9JY87Z7p6mJWd0RZ5uHHtSiQ3uM6M88/kz25rkoWrSgq5vSbamsqWH8hl1sHpoTt/JXv6Y6v/bldwx5Q6DKEm875W32AAgUAJK8oI+z5/yMlWPy2Nnfw+dHjCEQzGbP8AFM3lbNP55+oqta3v159lGqA4KzbviD+kFd8IAS8I/uVtFoyaRz79iph9NZ+vYPQd6wDvsKncLwmS3avceIvtvtYd2B45m8uZqNG9d2dXO6Jf/65dUMrjSQ53wjvnLNG5A9EMYc33UN683kj1AJsCBuWWYPiD9+N1Tgdrs5983POemT5Vz2hCqufujNt1OZ7aLwkXuJ6OpaKbz11ssctKGSFcdMI7/fANj4gRozmTFHjVHt+iL1oGT3jhlRuabMaEJq5RhZhapk5sU9NCrw4pfgynnNCtN00mNEH2DMeZfhljD3sT93dVO6HU/88WaOe2cJSycU8o0rrbhlIwob58L4k3VYZkeRN0wlvzIi8YHD7KK46NenSbhWsY0JY8ax+ZzZjC0O88TtP+289vYQSh67hwYvzL7xD2rFpvlqJvmxVt/e/L/EClKmqXLL25Z+9kD1XrldPSX4HVWynBxymSqb2RMZdyIMO7jFh3W6EgghviaEWCuE2CCEuKnJA6SEd34Ja97ghFPOZvMgH9Pf+ohHfngBH857sxNa3L0xDIOHf3Qhh//9FdYPD3Lqk6/GSvyx8QPlbz7gtK5tZG8mf7gqTF29W7l3hEsJfibRL14J906Ff57Dhdf/gdUjszni+Xd54q6mb4Xezvtvv8TfLzqZxy45lUNW7eWLmWMZNny0EvT178HoYyB3sBq4nHsb3DE0HotvzYSOWfojD1fvy1+AUCUUje/8L9RN6VTRF0K4gQeAU4FJwLeEEKklipws/w8suB+e/TaUb6Xw9/9HRY6bY+YuI/+an/H47T+jqrqyE1rf/Vj42Xye/eYsZr33FYumDOS4F+dSUGBNx5YSvvyHiucdf0rXNrQ3kz9cve9dpyz9YKHyFcdEvyJx/y/+od6Ll+Ot2ckRT73ChmFZHP7Ef/n7RSfz5ZefYxh9y91TW1fDY7f+mAHX/5JDvtrBYYu3sG2gj9m33qd22PUFVO+CiV9Xn4+4Rr1LM+7m2WVF9dmzpPvtp+LXP/mL+tx/XOd8mR6AkLLz4t6FEEcAt0opZ1ufbwaQUv4h3f4zpoyTi79XAHWlEKqCA06FE34NwULWbFjDxuuuYcyeMFEXVGa7qPW7MdwCwyUwrZcUAgSYqHcpRGx2pFq2Z0sKpMu53trfOs76BkhBRh+abI5vLWmflv713dEo2VV1FFU2MKDKJOqCz2YfzJw/PIzbaICtn8B/f6SsG4Cjfwon3dLCq2iaTagG/nqwmtLv8StL/4efQ00J3D0ejv4JDD8U+o1S2588XUX37FuvJnGd+kcqXLm88PPvccSnG3EB9T4oz3YT8biIulW/lLH+q/qkdPRlKSDWN5MQae7vtL00bUdMc2ya/US6g9Pul4o3YjBsXxh/FNaOCDDtj39m0IBBBIJB3GZEjZfM/S2UboTrlsV/TEtWw98Oh4MvUXlo3r9NudWueA+yLcPn43vhfavvX7eiT0WvCSGWSClnpN3WyaJ/LvA1KeV3rc/fAQ6TUl6Tbv9xA0fKP11wvUp0FK5NLBOG6lfVUTeRiAtMEHZQtIzv0FQHT9nezG3tQcuGX+JNMN3qJTySHH8UX7o7MdhPWZz9x6YfxNK0Hw0VSpQi9Up4BkwAJGxbkD7KpP9YZcTU7E1YXW+6aIi4MA0BplACm6nPZerb3Yhm3S4CpEfi9Zrkeo3030m4lAbYScVsdn0Ry2qKL0u5fZz5dKQBe9eqgdzBU+n+f7H24xvXH5JR9Ls4T2gqQoirgKsARg4aqyYbeIMqIiJ7gBrBNw1AIiTk2V2rE3+8ui3CpfKJBPK10HcmgQLVT6XhyH0iYOjBylgRItZncfvU/jkDIWewmkdhhAEIWq9EbWqNUDXnibOt12jm8Rk3NaeNLhWP7s1OH0s/cJL6+3l8ltgnnVO4E8uCaoDOF/2dgPMZa7i1LoaU8hHgEYAZM2bIc246Co1Go9G0gOszb+rs6J1FwHghxGghhA+4EHi1k9ug0Wg0fZZOtfSllFEhxDXAO4Ab+LuUcmVntkGj0Wj6Mp3u05dSvgnoAHuNRqPpAvQ0TY1Go+lDaNHXaDSaPoQWfY1Go+lDaNHXaDSaPoQWfY1Go+lDdGoahpYihKgGuiJ5fhGwrwuu2xbygZ6Wea6ntbmntRd0X+4MumN7D5BSps0n3e3SMCSxNlP+iI5ECLG4K67bFoQQj0gpr+rqdrSEntbmntZe0H25M+iO7RVCLM60Tbt3eg+vdXUDWkFPa3NPa29Ppaf9nXtUe7Xo9xKklD2q40HPa3NPa29Ppaf9nXtae7u76D/Sx66r0bQ3ui/3TTL+37u16FsZN/vMdW3SlZQUit8LIdYJIVYLIX6c4dhLhRDrrdeljvWHCCGWW+e8T4gWVlNuvL1/F0KUCCFWONb9SQixRgixTAjxshCioLnf1Vo/WgjxubX+OStBX7uRoc3ThRCfCSGWCiEWCyEOzXBsp/+NW4vuyy1ub4/ry+lo9P8updSvbvRCJaLbCIwBfMBXqNKSlwP/AFzWfgPTHFsIbLLe+1nL/axtC4HDUUnH3wJObcc2zwIOBlY41p0CeKzlu4C7mvtdrW3PAxdayw8B32/nv3O6Nr9r/12A04D53eVv3BNfui93Tl9u6atbW/rtRQZro1m/vkKIm6191gohZjd2znbiUGCDlHKTlDIMPAucBXwfuE1KaQJIKUvSHDsbeE9KWSalLAfeA74mhBgC5EkpP5Oq5/0DOLu9Giyl/BAoS1r3rpQyan38DFU7IZm039Wy3E4AXrD2e6o925upzahiT3nWcj6wK82hXfI3ttF9WfflttLrRV9kLsZ+F3CPlHIcUA5ckebYSaic/5OBrwF/E0K4GzlnezAM2O74vMNaNxa4wHI7vCWEGG+1cYYQ4rEmjh1mLSev7yzmoCwyhBBDhRB2ltVM7e0PVDhutM5q73XAn4QQ24G7gZutNneLv7Huy7ovtwe9XvTJbG0059f3LOBZKWVISrkZ2GCdL9M5OxI/0CBVzPWjwN8BpJSLpVVzuDsihPglEAWeBpBS7pJSnta1rcrI94GfSClHAD8BHodu9TfWfbkL6WF9OSN9QfQz/QKn/fUVQpwphLitiWMzrW8PMpWU3AG8ZK17GZjWgmN3kvhImlKmsiMQQlwGnAFcZD2KJ5OpvaVAgRDCk7S+o7mU+N/4PyhBTKYr/8a6L+u+3Gb6gui3CCnlq1LK33RhEzKVlHwFON7a51hgXZpj3wFOEUL0E0L0Qw1AvSOl3A1UCSEOt3yMlwD/7cgvIYT4GvBz4EwpZV2G3dJ+V+ummgeca+13aUe312IX6m8Lynpen2afbvM3bgrdl9uHHtqXM9OVo8id8QKOQHUW+/PN1msf8RH5hH2S93V8fsfaN+0527HNp6FuhI3AL611BcAbwHJgAXCgtX4G8Jjj2DmoR/cNwOWO9TOAFdY578fKu9RO7f03sBuIoKy4K6zrbweWWq+HrH2HAm829l2t9WNQURobUFa3v537Rbo2Hw0sQUVefA4c0l3+xrov677cbt+xKy/eKV9Q5RfaBIwmHko12frjO8OofpDm2MnW/n7r+E2o0Ky05+zq76pfvful+7J+tcer17t3pPJ12sXYVwPPS1WM/Ubgp0KIDagR9sch0Q9q7fc8sAp4G/ihlNJo5JwaTYeh+7KmPejWqZU1Go1G0770ektfo9FoNHG06Gs0Gk0foleLfoYp609b61YIlVzJm+HY44QQr3duizWa9GToy48LIb4SKhHYC0KInAzHXiaEuL9zW6zprvRa0W9kevnTwARgKhAEuu0MQI0GGu3LP5FSHiilnAZsQw3IajSN0mtFnwzTy6WUb0oLVOxsuuRJCQghbhVCXO/4vEIIMcp6rRZCPCqEWCmEeFcIEeywb6Tpq2Tqy1WgUhWjDJgmozKEEE8KIc51fK6x3o8TQsy3nhjWWE/EXZ4aWtP+9GbRb3R6ueXW+Q4qfK0tjAcekFJOBiqAb7bxfBpNMhn7shDiCWAP6un1r228zkGopHOTUBOKjmrj+TTdkN4s+k3xN+BDKeVHbTzPZinlUmt5CTCqjefTaJqNlPJy1MzQ1cAFbTzdQinlDqlSHi9F9+VeSW8W/UwJkBBC3AIMAH5qbxRCvCNUxaTHSCVK4t8q4FgOOZYN1AxHjaY9ydiXAaSUBsrl800rXfJS63UbqcT6shDChZqFa6P7ch+gN/9TYwmQUDfIhcC3hRDfRRVoONGyaACQUs5OfxoAtqAy7CGEOBg1ZV2j6Swy9eVxUsoNlu/9TGCN9QMwvZFzbQEOQc3OPRNIG72m6b30WtGXUkaFEPb0cjfwdynlSiHEV8BWYIE1TvWSlDKdReQhbvm8CFwihFiJSsSVLiugRtMhpOvLKHfOR0KIPFTZwK9Q9QDS4ezLjwL/te6Dt4Hajmy7pvuh0zBkQAhxLTBMSvnzrm6LRtMWhBD3AOullH/r6rZoup5ea+m3BSHE48AU4PyubotG0xaEEG+h/Pa3dnFTNN0EbelrNBpNH6I3R+9oNBqNJok+IfpCiBFCiHlCiFXWzNlrrfWFQoj3hBDrrfd+1voJQogFQohQ0kzcAxzhcEuFEFVCiOu66GtpNBpNi+kT7h0hxBBgiJTyCyFELmoS1dnAZUCZlPJOK4lVPynljUKIgcB+1j7lUsq705zTjQqfO0xKubVzvolGo9G0jT5h6Uspd0spv7CWq1HhbsOAs4CnrN2eQok8UsoSKeUiVJ3MTJwIbNSCr9FoehJ9QvSdCCFGoXKMfA4MklLutjbtAQa14FQXooooazQaTY+hT4m+lW/8ReA6O0OhjZV1s1m+LiGEDzWb8T/t3kiNRqPpQPqM6FtZNV8EnpZSvmStLrb8/bbfv6SZpzsV+EJKWdz+LdVoNJqOo0+IvpWb5HFgtZTyz45NrwKXWsuXAv9t5im/hXbtaDSaHkhfid45GvgIWA7YSdZ+gfLrPw+MROXjOV9KWSaEGAwsBvKs/WuASVLKKiFENqpK0RgpZWXnfhONRqNpG31C9DUajUaj6BPuHY1Go9EotOhrNBpNH0KLvkaj0fQhtOhrNBpNH0KLvkaj0fQhtOhrehVCiAIhxA+s5aFCiBc68FrThRCnddT5NZqOQIu+prdRAPwAQEq5S0p5bgdeazqgRV/To9Bx+ppehRDiWVT21LXAemCilHKKEOIyVBbVbGA8cDeqjOB3UEXDT7Mm5o0FHgAGAHXAlVLKNUKI84BbAAOoBE4CNgBBVIrtPwCbgb8AAaAeuFxKubYF156PKnB+LKqU6Rwp5cKO+Dtp+jBSSv3Sr17zAkYBK9IsX4YS6VyUoFcCV1vb7kEl4QOYC4y3lg8DPrCWlwPDrOUCxznvd1w7D/BYyycBL7bw2vOBR63lWXbb9Uu/2vOlC6Nr+hLzpKqnUC2EqARes9YvB6ZZWViPBP6j0jUB4LfePwGeFEI8D7xEevKBp4QQ41EZW73NvbZjv38DSCk/FELkCSEKpJQVrfu6Gk0qWvQ1fYmQY9l0fDZR94ILqJBSTk8+UEp5tRDiMOB0YIkQ4pA05/8dStzPseo2zG/BtWOXSr50I99Ho2kxeiBX09uoRrlRWoxUNRY2W/57hOJAa3mslPJzKeVvgL3AiDTXykf590G5dFrDBdb1jgYqpU7qp2lntOhrehVSylLgEyHECuBPrTjFRcAVQoivgJWoQWGAPwkhllvn/RQ14DoPmCSEWCqEuAD4I/AHIcSXtP4pusE6/iHgilaeQ6PJiI7e0Wi6CVb0zvVSysVd3RZN70Vb+hqNRtOH0Ja+RqPR9CG0pa/RaDR9CC36Go1G04fQoq/RaDR9CC36Go1G04fQoq/RaDR9CC36Go1G04f4f566w/QNXpOCAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1389,7 +1398,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -1406,7 +1415,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -1424,7 +1433,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -1434,7 +1443,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -1444,7 +1453,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -1472,7 +1481,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -1488,7 +1497,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -1497,7 +1506,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -1506,7 +1515,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -1522,23 +1531,21 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ - "scipy.io.savemat(\"../Data/Exp1_WDB.mat\", {'Exp1_WDB': df_wdb.to_numpy()})" + "scipy.io.savemat(f\"../Data/{exp_id}_WDB.mat\", {'Exp_WDB': df_wdb.to_numpy()})" ] }, { "cell_type": "code", - "execution_count": 36, - "metadata": { - "scrolled": false - }, + "execution_count": 37, + "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1551,6 +1558,30 @@ ], "source": [ "df[['InsideTemp', 'Setpoint', 'OutsideTemp']].plot(figsize = (15, 5))\n", + "plt.title(f\"{exp_id} interpreted data\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pd.concat([df[['InsideTemp', 'Setpoint']], (df['Power']/4500 + 22.25)], axis = 1).plot(figsize = (15, 5))\n", "plt.show()" ] } diff --git a/Simulink/carnot_vars_nomenclature b/Simulink/carnot_vars_nomenclature new file mode 100644 index 0000000..bfefe8e --- /dev/null +++ b/Simulink/carnot_vars_nomenclature @@ -0,0 +1,42 @@ +Model Parameters +================ + +Side Windows +------------ +windows_size - [height width] of the large side-windows +window_roof_size - [height width] of the roof windows (approximated as one large window as opposed to + the four smaller windows in + reality) +surface_part - ??? +U - heat transfer coefficient [W/m2K] (of the window?) +g - total solar energy transmittance +v_g = 0.65 - transmittance in visible range of the sunlight + + +Roof +---- +wall_size - [length width] of the roof (considered flat) +roof_position - position angles of the roof + + +Roof structure +~~~~~~~~~~~~~~ +The roof is supposed to be made of + - 5cm wood + - 10cm insulation + - 5cm wood + +Data from https://simulationresearch.lbl.gov/modelica/releases/latest/help/Buildings_HeatTransfer_Data_Solids.html#Buildings.HeatTransfer.Data.Solids.Plywood + +node_thickness +node_conductivity +node_capacity +node_density + +Floor +----- +ceiling_size +layer_thickness +layer_conductivity +layer_capacity +layer_density% Large side windows