From 4af17caa9ca7e681e01686b2844fa678e263eba5 Mon Sep 17 00:00:00 2001 From: Jean-Luc Parouty <Jean-Luc.Parouty@grenoble-inp.fr> Date: Sun, 23 Feb 2020 21:21:48 +0100 Subject: [PATCH] Move all dataset outside fidle repo. --- .gitignore | 1 + BHPD/01-DNN-Regression.ipynb | 936 +++++++++--------- GTSRB/01-Preparation-of-data.ipynb | 368 ++++++- IMDB/01-Embedding-Keras.ipynb | 190 ++-- IRIS/01-Simple-Perceptron.ipynb | 298 ++++++ Misc/Activation-Functions.ipynb | 371 +++++++ {Prerequisites => Misc}/Numpy.ipynb | 0 README.ipynb | 10 +- README.md | 10 +- ...are-CelebA.ipynb => 03-About-CelebA.ipynb} | 13 +- VAE/04-Prepare-CelebA-batch.ipynb | 17 +- VAE/05-Check-CelebA.ipynb | 3 +- VAE/06-VAE-with-CelebA-s.ipynb | 3 +- VAE/07-VAE-with-CelebA-m.ipynb | 3 +- VAE/08-VAE-with-CelebA-m.nbconvert.ipynb | 5 +- VAE/12-VAE-withCelebA-post.ipynb | 3 +- fidle/pwk.py | 90 +- 17 files changed, 1706 insertions(+), 615 deletions(-) create mode 100644 IRIS/01-Simple-Perceptron.ipynb create mode 100644 Misc/Activation-Functions.ipynb rename {Prerequisites => Misc}/Numpy.ipynb (100%) rename VAE/{03-Prepare-CelebA.ipynb => 03-About-CelebA.ipynb} (99%) diff --git a/.gitignore b/.gitignore index 94cd0d2..160434e 100755 --- a/.gitignore +++ b/.gitignore @@ -3,6 +3,7 @@ __pycache__ */__pycache__/* run/ +figs/ GTSRB/data IMDB/data MNIST/data diff --git a/BHPD/01-DNN-Regression.ipynb b/BHPD/01-DNN-Regression.ipynb index 57cca59..0ba0a82 100644 --- a/BHPD/01-DNN-Regression.ipynb +++ b/BHPD/01-DNN-Regression.ipynb @@ -81,10 +81,12 @@ "text": [ "\n", "FIDLE 2020 - Practical Work Module\n", - "Version : 0.2.9\n", - "Run time : Wednesday 19 February 2020, 09:49:10\n", + "Version : 0.4.2\n", + "Run time : Sunday 23 February 2020, 13:03:48\n", "TensorFlow version : 2.0.0\n", - "Keras version : 2.2.4-tf\n" + "Keras version : 2.2.4-tf\n", + "Save figs : True\n", + "Path figs : ./figs\n" ] } ], @@ -97,8 +99,6 @@ "import pandas as pd\n", "import os,sys\n", "\n", - "from importlib import reload\n", - "\n", "sys.path.append('..')\n", "import fidle.pwk as ooo\n", "\n", @@ -139,96 +139,96 @@ "data": { "text/html": [ "<style type=\"text/css\" >\n", - "</style><table id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0\" ><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >crim</th> <th class=\"col_heading level0 col1\" >zn</th> <th class=\"col_heading level0 col2\" >indus</th> <th class=\"col_heading level0 col3\" >chas</th> <th class=\"col_heading level0 col4\" >nox</th> <th class=\"col_heading level0 col5\" >rm</th> <th class=\"col_heading level0 col6\" >age</th> <th class=\"col_heading level0 col7\" >dis</th> <th class=\"col_heading level0 col8\" >rad</th> <th class=\"col_heading level0 col9\" >tax</th> <th class=\"col_heading level0 col10\" >ptratio</th> <th class=\"col_heading level0 col11\" >b</th> <th class=\"col_heading level0 col12\" >lstat</th> <th class=\"col_heading level0 col13\" >medv</th> </tr></thead><tbody>\n", + "</style><table id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8d\" ><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >crim</th> <th class=\"col_heading level0 col1\" >zn</th> <th class=\"col_heading level0 col2\" >indus</th> <th class=\"col_heading level0 col3\" >chas</th> <th class=\"col_heading level0 col4\" >nox</th> <th class=\"col_heading level0 col5\" >rm</th> <th class=\"col_heading level0 col6\" >age</th> <th class=\"col_heading level0 col7\" >dis</th> <th class=\"col_heading level0 col8\" >rad</th> <th class=\"col_heading level0 col9\" >tax</th> <th class=\"col_heading level0 col10\" >ptratio</th> <th class=\"col_heading level0 col11\" >b</th> <th class=\"col_heading level0 col12\" >lstat</th> <th class=\"col_heading level0 col13\" >medv</th> </tr></thead><tbody>\n", " <tr>\n", - " <th id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0level0_row0\" class=\"row_heading level0 row0\" >0</th>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row0_col0\" class=\"data row0 col0\" >0.01</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row0_col1\" class=\"data row0 col1\" >18.00</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row0_col2\" class=\"data row0 col2\" >2.31</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row0_col3\" class=\"data row0 col3\" >0.00</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row0_col4\" class=\"data row0 col4\" >0.54</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row0_col5\" class=\"data row0 col5\" >6.58</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row0_col6\" class=\"data row0 col6\" >65.20</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row0_col7\" class=\"data row0 col7\" >4.09</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row0_col8\" class=\"data row0 col8\" >1.00</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row0_col9\" class=\"data row0 col9\" >296.00</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row0_col10\" class=\"data row0 col10\" >15.30</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row0_col11\" class=\"data row0 col11\" >396.90</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row0_col12\" class=\"data row0 col12\" >4.98</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row0_col13\" class=\"data row0 col13\" >24.00</td>\n", + " <th id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8dlevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow0_col0\" class=\"data row0 col0\" >0.01</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow0_col1\" class=\"data row0 col1\" >18.00</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow0_col2\" class=\"data row0 col2\" >2.31</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow0_col3\" class=\"data row0 col3\" >0.00</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow0_col4\" class=\"data row0 col4\" >0.54</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow0_col5\" class=\"data row0 col5\" >6.58</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow0_col6\" class=\"data row0 col6\" >65.20</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow0_col7\" class=\"data row0 col7\" >4.09</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow0_col8\" class=\"data row0 col8\" >1.00</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow0_col9\" class=\"data row0 col9\" >296.00</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow0_col10\" class=\"data row0 col10\" >15.30</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow0_col11\" class=\"data row0 col11\" >396.90</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow0_col12\" class=\"data row0 col12\" >4.98</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow0_col13\" class=\"data row0 col13\" >24.00</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0level0_row1\" class=\"row_heading level0 row1\" >1</th>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row1_col0\" class=\"data row1 col0\" >0.03</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row1_col1\" class=\"data row1 col1\" >0.00</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row1_col2\" class=\"data row1 col2\" >7.07</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row1_col3\" class=\"data row1 col3\" >0.00</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row1_col4\" class=\"data row1 col4\" >0.47</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row1_col5\" class=\"data row1 col5\" >6.42</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row1_col6\" class=\"data row1 col6\" >78.90</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row1_col7\" class=\"data row1 col7\" >4.97</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row1_col8\" class=\"data row1 col8\" >2.00</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row1_col9\" class=\"data row1 col9\" >242.00</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row1_col10\" class=\"data row1 col10\" >17.80</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row1_col11\" class=\"data row1 col11\" >396.90</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row1_col12\" class=\"data row1 col12\" >9.14</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row1_col13\" class=\"data row1 col13\" >21.60</td>\n", + " <th id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8dlevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow1_col0\" class=\"data row1 col0\" >0.03</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow1_col1\" class=\"data row1 col1\" >0.00</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow1_col2\" class=\"data row1 col2\" >7.07</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow1_col3\" class=\"data row1 col3\" >0.00</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow1_col4\" class=\"data row1 col4\" >0.47</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow1_col5\" class=\"data row1 col5\" >6.42</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow1_col6\" class=\"data row1 col6\" >78.90</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow1_col7\" class=\"data row1 col7\" >4.97</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow1_col8\" class=\"data row1 col8\" >2.00</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow1_col9\" class=\"data row1 col9\" >242.00</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow1_col10\" class=\"data row1 col10\" >17.80</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow1_col11\" class=\"data row1 col11\" >396.90</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow1_col12\" class=\"data row1 col12\" >9.14</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow1_col13\" class=\"data row1 col13\" >21.60</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0level0_row2\" class=\"row_heading level0 row2\" >2</th>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row2_col0\" class=\"data row2 col0\" >0.03</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row2_col1\" class=\"data row2 col1\" >0.00</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row2_col2\" class=\"data row2 col2\" >7.07</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row2_col3\" class=\"data row2 col3\" >0.00</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row2_col4\" class=\"data row2 col4\" >0.47</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row2_col5\" class=\"data row2 col5\" >7.18</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row2_col6\" class=\"data row2 col6\" >61.10</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row2_col7\" class=\"data row2 col7\" >4.97</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row2_col8\" class=\"data row2 col8\" >2.00</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row2_col9\" class=\"data row2 col9\" >242.00</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row2_col10\" class=\"data row2 col10\" >17.80</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row2_col11\" class=\"data row2 col11\" >392.83</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row2_col12\" class=\"data row2 col12\" >4.03</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row2_col13\" class=\"data row2 col13\" >34.70</td>\n", + " <th id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8dlevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow2_col0\" class=\"data row2 col0\" >0.03</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow2_col1\" class=\"data row2 col1\" >0.00</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow2_col2\" class=\"data row2 col2\" >7.07</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow2_col3\" class=\"data row2 col3\" >0.00</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow2_col4\" class=\"data row2 col4\" >0.47</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow2_col5\" class=\"data row2 col5\" >7.18</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow2_col6\" class=\"data row2 col6\" >61.10</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow2_col7\" class=\"data row2 col7\" >4.97</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow2_col8\" class=\"data row2 col8\" >2.00</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow2_col9\" class=\"data row2 col9\" >242.00</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow2_col10\" class=\"data row2 col10\" >17.80</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow2_col11\" class=\"data row2 col11\" >392.83</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow2_col12\" class=\"data row2 col12\" >4.03</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow2_col13\" class=\"data row2 col13\" >34.70</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0level0_row3\" class=\"row_heading level0 row3\" >3</th>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row3_col0\" class=\"data row3 col0\" >0.03</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row3_col1\" class=\"data row3 col1\" >0.00</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row3_col2\" class=\"data row3 col2\" >2.18</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row3_col3\" class=\"data row3 col3\" >0.00</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row3_col4\" class=\"data row3 col4\" >0.46</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row3_col5\" class=\"data row3 col5\" >7.00</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row3_col6\" class=\"data row3 col6\" >45.80</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row3_col7\" class=\"data row3 col7\" >6.06</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row3_col8\" class=\"data row3 col8\" >3.00</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row3_col9\" class=\"data row3 col9\" >222.00</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row3_col10\" class=\"data row3 col10\" >18.70</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row3_col11\" class=\"data row3 col11\" >394.63</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row3_col12\" class=\"data row3 col12\" >2.94</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row3_col13\" class=\"data row3 col13\" >33.40</td>\n", + " <th id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8dlevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow3_col0\" class=\"data row3 col0\" >0.03</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow3_col1\" class=\"data row3 col1\" >0.00</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow3_col2\" class=\"data row3 col2\" >2.18</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow3_col3\" class=\"data row3 col3\" >0.00</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow3_col4\" class=\"data row3 col4\" >0.46</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow3_col5\" class=\"data row3 col5\" >7.00</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow3_col6\" class=\"data row3 col6\" >45.80</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow3_col7\" class=\"data row3 col7\" >6.06</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow3_col8\" class=\"data row3 col8\" >3.00</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow3_col9\" class=\"data row3 col9\" >222.00</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow3_col10\" class=\"data row3 col10\" >18.70</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow3_col11\" class=\"data row3 col11\" >394.63</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow3_col12\" class=\"data row3 col12\" >2.94</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow3_col13\" class=\"data row3 col13\" >33.40</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0level0_row4\" class=\"row_heading level0 row4\" >4</th>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row4_col0\" class=\"data row4 col0\" >0.07</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row4_col1\" class=\"data row4 col1\" >0.00</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row4_col2\" class=\"data row4 col2\" >2.18</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row4_col3\" class=\"data row4 col3\" >0.00</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row4_col4\" class=\"data row4 col4\" >0.46</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row4_col5\" class=\"data row4 col5\" >7.15</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row4_col6\" class=\"data row4 col6\" >54.20</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row4_col7\" class=\"data row4 col7\" >6.06</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row4_col8\" class=\"data row4 col8\" >3.00</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row4_col9\" class=\"data row4 col9\" >222.00</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row4_col10\" class=\"data row4 col10\" >18.70</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row4_col11\" class=\"data row4 col11\" >396.90</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row4_col12\" class=\"data row4 col12\" >5.33</td>\n", - " <td id=\"T_b21e4e08_52f4_11ea_be4c_af031994fcb0row4_col13\" class=\"data row4 col13\" >36.20</td>\n", + " <th id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8dlevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow4_col0\" class=\"data row4 col0\" >0.07</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow4_col1\" class=\"data row4 col1\" >0.00</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow4_col2\" class=\"data row4 col2\" >2.18</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow4_col3\" class=\"data row4 col3\" >0.00</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow4_col4\" class=\"data row4 col4\" >0.46</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow4_col5\" class=\"data row4 col5\" >7.15</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow4_col6\" class=\"data row4 col6\" >54.20</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow4_col7\" class=\"data row4 col7\" >6.06</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow4_col8\" class=\"data row4 col8\" >3.00</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow4_col9\" class=\"data row4 col9\" >222.00</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow4_col10\" class=\"data row4 col10\" >18.70</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow4_col11\" class=\"data row4 col11\" >396.90</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow4_col12\" class=\"data row4 col12\" >5.33</td>\n", + " <td id=\"T_8c867a42_5634_11ea_91e0_83c5e6bb0b8drow4_col13\" class=\"data row4 col13\" >36.20</td>\n", " </tr>\n", " </tbody></table>" ], "text/plain": [ - "<pandas.io.formats.style.Styler at 0x7f1b92065150>" + "<pandas.io.formats.style.Styler at 0x7fac404b0510>" ] }, "metadata": {}, @@ -313,139 +313,139 @@ "data": { "text/html": [ "<style type=\"text/css\" >\n", - "</style><table id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0\" ><caption>Before normalization :</caption><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >crim</th> <th class=\"col_heading level0 col1\" >zn</th> <th class=\"col_heading level0 col2\" >indus</th> <th class=\"col_heading level0 col3\" >chas</th> <th class=\"col_heading level0 col4\" >nox</th> <th class=\"col_heading level0 col5\" >rm</th> <th class=\"col_heading level0 col6\" >age</th> <th class=\"col_heading level0 col7\" >dis</th> <th class=\"col_heading level0 col8\" >rad</th> <th class=\"col_heading level0 col9\" >tax</th> <th class=\"col_heading level0 col10\" >ptratio</th> <th class=\"col_heading level0 col11\" >b</th> <th class=\"col_heading level0 col12\" >lstat</th> </tr></thead><tbody>\n", + "</style><table id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8d\" ><caption>Before normalization :</caption><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >crim</th> <th class=\"col_heading level0 col1\" >zn</th> <th class=\"col_heading level0 col2\" >indus</th> <th class=\"col_heading level0 col3\" >chas</th> <th class=\"col_heading level0 col4\" >nox</th> <th class=\"col_heading level0 col5\" >rm</th> <th class=\"col_heading level0 col6\" >age</th> <th class=\"col_heading level0 col7\" >dis</th> <th class=\"col_heading level0 col8\" >rad</th> <th class=\"col_heading level0 col9\" >tax</th> <th class=\"col_heading level0 col10\" >ptratio</th> <th class=\"col_heading level0 col11\" >b</th> <th class=\"col_heading level0 col12\" >lstat</th> </tr></thead><tbody>\n", " <tr>\n", - " <th id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0level0_row0\" class=\"row_heading level0 row0\" >count</th>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row0_col0\" class=\"data row0 col0\" >354.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row0_col1\" class=\"data row0 col1\" >354.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row0_col2\" class=\"data row0 col2\" >354.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row0_col3\" class=\"data row0 col3\" >354.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row0_col4\" class=\"data row0 col4\" >354.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row0_col5\" class=\"data row0 col5\" >354.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row0_col6\" class=\"data row0 col6\" >354.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row0_col7\" class=\"data row0 col7\" >354.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row0_col8\" class=\"data row0 col8\" >354.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row0_col9\" class=\"data row0 col9\" >354.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row0_col10\" class=\"data row0 col10\" >354.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row0_col11\" class=\"data row0 col11\" >354.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row0_col12\" class=\"data row0 col12\" >354.00</td>\n", + " <th id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8dlevel0_row0\" class=\"row_heading level0 row0\" >count</th>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow0_col0\" class=\"data row0 col0\" >354.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow0_col1\" class=\"data row0 col1\" >354.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow0_col2\" class=\"data row0 col2\" >354.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow0_col3\" class=\"data row0 col3\" >354.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow0_col4\" class=\"data row0 col4\" >354.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow0_col5\" class=\"data row0 col5\" >354.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow0_col6\" class=\"data row0 col6\" >354.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow0_col7\" class=\"data row0 col7\" >354.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow0_col8\" class=\"data row0 col8\" >354.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow0_col9\" class=\"data row0 col9\" >354.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow0_col10\" class=\"data row0 col10\" >354.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow0_col11\" class=\"data row0 col11\" >354.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow0_col12\" class=\"data row0 col12\" >354.00</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row1_col0\" class=\"data row1 col0\" >3.45</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row1_col1\" class=\"data row1 col1\" >11.62</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row1_col2\" class=\"data row1 col2\" >11.13</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row1_col3\" class=\"data row1 col3\" >0.06</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row1_col4\" class=\"data row1 col4\" >0.56</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row1_col5\" class=\"data row1 col5\" >6.30</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row1_col6\" class=\"data row1 col6\" >69.31</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row1_col7\" class=\"data row1 col7\" >3.87</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row1_col8\" class=\"data row1 col8\" >9.27</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row1_col9\" class=\"data row1 col9\" >403.18</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row1_col10\" class=\"data row1 col10\" >18.44</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row1_col11\" class=\"data row1 col11\" >360.95</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row1_col12\" class=\"data row1 col12\" >12.53</td>\n", + " <th id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8dlevel0_row1\" class=\"row_heading level0 row1\" >mean</th>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow1_col0\" class=\"data row1 col0\" >3.55</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow1_col1\" class=\"data row1 col1\" >10.66</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow1_col2\" class=\"data row1 col2\" >11.15</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow1_col3\" class=\"data row1 col3\" >0.07</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow1_col4\" class=\"data row1 col4\" >0.55</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow1_col5\" class=\"data row1 col5\" >6.26</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow1_col6\" class=\"data row1 col6\" >68.79</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow1_col7\" class=\"data row1 col7\" >3.78</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow1_col8\" class=\"data row1 col8\" >9.42</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow1_col9\" class=\"data row1 col9\" >403.92</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow1_col10\" class=\"data row1 col10\" >18.49</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow1_col11\" class=\"data row1 col11\" >354.36</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow1_col12\" class=\"data row1 col12\" >12.72</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0level0_row2\" class=\"row_heading level0 row2\" >std</th>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row2_col0\" class=\"data row2 col0\" >8.66</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row2_col1\" class=\"data row2 col1\" >23.54</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row2_col2\" class=\"data row2 col2\" >6.86</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row2_col3\" class=\"data row2 col3\" >0.25</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row2_col4\" class=\"data row2 col4\" >0.11</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row2_col5\" class=\"data row2 col5\" >0.71</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row2_col6\" class=\"data row2 col6\" >27.60</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row2_col7\" class=\"data row2 col7\" >2.19</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row2_col8\" class=\"data row2 col8\" >8.53</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row2_col9\" class=\"data row2 col9\" >165.86</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row2_col10\" class=\"data row2 col10\" >2.18</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row2_col11\" class=\"data row2 col11\" >84.83</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row2_col12\" class=\"data row2 col12\" >7.04</td>\n", + " <th id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8dlevel0_row2\" class=\"row_heading level0 row2\" >std</th>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow2_col0\" class=\"data row2 col0\" >8.98</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow2_col1\" class=\"data row2 col1\" >22.34</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow2_col2\" class=\"data row2 col2\" >6.92</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow2_col3\" class=\"data row2 col3\" >0.25</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow2_col4\" class=\"data row2 col4\" >0.12</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow2_col5\" class=\"data row2 col5\" >0.68</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow2_col6\" class=\"data row2 col6\" >27.93</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow2_col7\" class=\"data row2 col7\" >2.06</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow2_col8\" class=\"data row2 col8\" >8.72</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow2_col9\" class=\"data row2 col9\" >169.79</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow2_col10\" class=\"data row2 col10\" >2.10</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow2_col11\" class=\"data row2 col11\" >93.40</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow2_col12\" class=\"data row2 col12\" >6.70</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0level0_row3\" class=\"row_heading level0 row3\" >min</th>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row3_col0\" class=\"data row3 col0\" >0.01</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row3_col1\" class=\"data row3 col1\" >0.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row3_col2\" class=\"data row3 col2\" >0.46</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row3_col3\" class=\"data row3 col3\" >0.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row3_col4\" class=\"data row3 col4\" >0.39</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row3_col5\" class=\"data row3 col5\" >3.56</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row3_col6\" class=\"data row3 col6\" >2.90</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row3_col7\" class=\"data row3 col7\" >1.13</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row3_col8\" class=\"data row3 col8\" >1.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row3_col9\" class=\"data row3 col9\" >187.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row3_col10\" class=\"data row3 col10\" >12.60</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row3_col11\" class=\"data row3 col11\" >2.52</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row3_col12\" class=\"data row3 col12\" >1.73</td>\n", + " <th id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8dlevel0_row3\" class=\"row_heading level0 row3\" >min</th>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow3_col0\" class=\"data row3 col0\" >0.01</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow3_col1\" class=\"data row3 col1\" >0.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow3_col2\" class=\"data row3 col2\" >0.74</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow3_col3\" class=\"data row3 col3\" >0.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow3_col4\" class=\"data row3 col4\" >0.39</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow3_col5\" class=\"data row3 col5\" >3.56</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow3_col6\" class=\"data row3 col6\" >2.90</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow3_col7\" class=\"data row3 col7\" >1.14</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow3_col8\" class=\"data row3 col8\" >1.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow3_col9\" class=\"data row3 col9\" >187.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow3_col10\" class=\"data row3 col10\" >12.60</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow3_col11\" class=\"data row3 col11\" >0.32</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow3_col12\" class=\"data row3 col12\" >1.92</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row4_col0\" class=\"data row4 col0\" >0.08</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row4_col1\" class=\"data row4 col1\" >0.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row4_col2\" class=\"data row4 col2\" >5.19</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row4_col3\" class=\"data row4 col3\" >0.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row4_col4\" class=\"data row4 col4\" >0.45</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row4_col5\" class=\"data row4 col5\" >5.88</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row4_col6\" class=\"data row4 col6\" >45.73</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row4_col7\" class=\"data row4 col7\" >2.09</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row4_col8\" class=\"data row4 col8\" >4.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row4_col9\" class=\"data row4 col9\" >277.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row4_col10\" class=\"data row4 col10\" >17.10</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row4_col11\" class=\"data row4 col11\" >375.91</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row4_col12\" class=\"data row4 col12\" >6.78</td>\n", + " <th id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8dlevel0_row4\" class=\"row_heading level0 row4\" >25%</th>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow4_col0\" class=\"data row4 col0\" >0.08</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow4_col1\" class=\"data row4 col1\" >0.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow4_col2\" class=\"data row4 col2\" >5.19</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow4_col3\" class=\"data row4 col3\" >0.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow4_col4\" class=\"data row4 col4\" >0.45</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow4_col5\" class=\"data row4 col5\" >5.88</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow4_col6\" class=\"data row4 col6\" >44.55</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow4_col7\" class=\"data row4 col7\" >2.13</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow4_col8\" class=\"data row4 col8\" >4.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow4_col9\" class=\"data row4 col9\" >277.50</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow4_col10\" class=\"data row4 col10\" >17.40</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow4_col11\" class=\"data row4 col11\" >374.69</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow4_col12\" class=\"data row4 col12\" >7.52</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row5_col0\" class=\"data row5 col0\" >0.23</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row5_col1\" class=\"data row5 col1\" >0.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row5_col2\" class=\"data row5 col2\" >9.69</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row5_col3\" class=\"data row5 col3\" >0.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row5_col4\" class=\"data row5 col4\" >0.54</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row5_col5\" class=\"data row5 col5\" >6.22</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row5_col6\" class=\"data row5 col6\" >78.50</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row5_col7\" class=\"data row5 col7\" >3.22</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row5_col8\" class=\"data row5 col8\" >5.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row5_col9\" class=\"data row5 col9\" >330.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row5_col10\" class=\"data row5 col10\" >19.10</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row5_col11\" class=\"data row5 col11\" >391.38</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row5_col12\" class=\"data row5 col12\" >11.35</td>\n", + " <th id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8dlevel0_row5\" class=\"row_heading level0 row5\" >50%</th>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow5_col0\" class=\"data row5 col0\" >0.26</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow5_col1\" class=\"data row5 col1\" >0.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow5_col2\" class=\"data row5 col2\" >9.12</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow5_col3\" class=\"data row5 col3\" >0.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow5_col4\" class=\"data row5 col4\" >0.53</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow5_col5\" class=\"data row5 col5\" >6.19</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow5_col6\" class=\"data row5 col6\" >77.30</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow5_col7\" class=\"data row5 col7\" >3.28</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow5_col8\" class=\"data row5 col8\" >5.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow5_col9\" class=\"data row5 col9\" >314.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow5_col10\" class=\"data row5 col10\" >19.05</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow5_col11\" class=\"data row5 col11\" >391.38</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow5_col12\" class=\"data row5 col12\" >11.71</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row6_col0\" class=\"data row6 col0\" >2.77</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row6_col1\" class=\"data row6 col1\" >12.50</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row6_col2\" class=\"data row6 col2\" >18.10</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row6_col3\" class=\"data row6 col3\" >0.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row6_col4\" class=\"data row6 col4\" >0.62</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row6_col5\" class=\"data row6 col5\" >6.62</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row6_col6\" class=\"data row6 col6\" >94.10</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row6_col7\" class=\"data row6 col7\" >5.23</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row6_col8\" class=\"data row6 col8\" >8.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row6_col9\" class=\"data row6 col9\" >666.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row6_col10\" class=\"data row6 col10\" >20.20</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row6_col11\" class=\"data row6 col11\" >396.27</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row6_col12\" class=\"data row6 col12\" >16.93</td>\n", + " <th id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8dlevel0_row6\" class=\"row_heading level0 row6\" >75%</th>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow6_col0\" class=\"data row6 col0\" >3.65</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow6_col1\" class=\"data row6 col1\" >12.50</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow6_col2\" class=\"data row6 col2\" >18.10</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow6_col3\" class=\"data row6 col3\" >0.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow6_col4\" class=\"data row6 col4\" >0.62</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow6_col5\" class=\"data row6 col5\" >6.61</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow6_col6\" class=\"data row6 col6\" >94.25</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow6_col7\" class=\"data row6 col7\" >5.10</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow6_col8\" class=\"data row6 col8\" >24.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow6_col9\" class=\"data row6 col9\" >666.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow6_col10\" class=\"data row6 col10\" >20.20</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow6_col11\" class=\"data row6 col11\" >396.12</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow6_col12\" class=\"data row6 col12\" >16.72</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0level0_row7\" class=\"row_heading level0 row7\" >max</th>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row7_col0\" class=\"data row7 col0\" >88.98</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row7_col1\" class=\"data row7 col1\" >100.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row7_col2\" class=\"data row7 col2\" >27.74</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row7_col3\" class=\"data row7 col3\" >1.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row7_col4\" class=\"data row7 col4\" >0.87</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row7_col5\" class=\"data row7 col5\" >8.78</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row7_col6\" class=\"data row7 col6\" >100.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row7_col7\" class=\"data row7 col7\" >12.13</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row7_col8\" class=\"data row7 col8\" >24.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row7_col9\" class=\"data row7 col9\" >711.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row7_col10\" class=\"data row7 col10\" >22.00</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row7_col11\" class=\"data row7 col11\" >396.90</td>\n", - " <td id=\"T_b227e0e4_52f4_11ea_be4c_af031994fcb0row7_col12\" class=\"data row7 col12\" >36.98</td>\n", + " <th id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8dlevel0_row7\" class=\"row_heading level0 row7\" >max</th>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow7_col0\" class=\"data row7 col0\" >88.98</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow7_col1\" class=\"data row7 col1\" >100.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow7_col2\" class=\"data row7 col2\" >27.74</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow7_col3\" class=\"data row7 col3\" >1.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow7_col4\" class=\"data row7 col4\" >0.87</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow7_col5\" class=\"data row7 col5\" >8.72</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow7_col6\" class=\"data row7 col6\" >100.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow7_col7\" class=\"data row7 col7\" >12.13</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow7_col8\" class=\"data row7 col8\" >24.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow7_col9\" class=\"data row7 col9\" >711.00</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow7_col10\" class=\"data row7 col10\" >21.20</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow7_col11\" class=\"data row7 col11\" >396.90</td>\n", + " <td id=\"T_8c8e28f0_5634_11ea_91e0_83c5e6bb0b8drow7_col12\" class=\"data row7 col12\" >37.97</td>\n", " </tr>\n", " </tbody></table>" ], "text/plain": [ - "<pandas.io.formats.style.Styler at 0x7f1b8fb9bfd0>" + "<pandas.io.formats.style.Styler at 0x7fac41599950>" ] }, "metadata": {}, @@ -455,139 +455,139 @@ "data": { "text/html": [ "<style type=\"text/css\" >\n", - "</style><table id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0\" ><caption>After normalization :</caption><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >crim</th> <th class=\"col_heading level0 col1\" >zn</th> <th class=\"col_heading level0 col2\" >indus</th> <th class=\"col_heading level0 col3\" >chas</th> <th class=\"col_heading level0 col4\" >nox</th> <th class=\"col_heading level0 col5\" >rm</th> <th class=\"col_heading level0 col6\" >age</th> <th class=\"col_heading level0 col7\" >dis</th> <th class=\"col_heading level0 col8\" >rad</th> <th class=\"col_heading level0 col9\" >tax</th> <th class=\"col_heading level0 col10\" >ptratio</th> <th class=\"col_heading level0 col11\" >b</th> <th class=\"col_heading level0 col12\" >lstat</th> </tr></thead><tbody>\n", + "</style><table id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8d\" ><caption>After normalization :</caption><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >crim</th> <th class=\"col_heading level0 col1\" >zn</th> <th class=\"col_heading level0 col2\" >indus</th> <th class=\"col_heading level0 col3\" >chas</th> <th class=\"col_heading level0 col4\" >nox</th> <th class=\"col_heading level0 col5\" >rm</th> <th class=\"col_heading level0 col6\" >age</th> <th class=\"col_heading level0 col7\" >dis</th> <th class=\"col_heading level0 col8\" >rad</th> <th class=\"col_heading level0 col9\" >tax</th> <th class=\"col_heading level0 col10\" >ptratio</th> <th class=\"col_heading level0 col11\" >b</th> <th class=\"col_heading level0 col12\" >lstat</th> </tr></thead><tbody>\n", " <tr>\n", - " <th id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0level0_row0\" class=\"row_heading level0 row0\" >count</th>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row0_col0\" class=\"data row0 col0\" >354.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row0_col1\" class=\"data row0 col1\" >354.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row0_col2\" class=\"data row0 col2\" >354.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row0_col3\" class=\"data row0 col3\" >354.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row0_col4\" class=\"data row0 col4\" >354.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row0_col5\" class=\"data row0 col5\" >354.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row0_col6\" class=\"data row0 col6\" >354.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row0_col7\" class=\"data row0 col7\" >354.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row0_col8\" class=\"data row0 col8\" >354.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row0_col9\" class=\"data row0 col9\" >354.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row0_col10\" class=\"data row0 col10\" >354.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row0_col11\" class=\"data row0 col11\" >354.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row0_col12\" class=\"data row0 col12\" >354.00</td>\n", + " <th id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8dlevel0_row0\" class=\"row_heading level0 row0\" >count</th>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow0_col0\" class=\"data row0 col0\" >354.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow0_col1\" class=\"data row0 col1\" >354.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow0_col2\" class=\"data row0 col2\" >354.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow0_col3\" class=\"data row0 col3\" >354.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow0_col4\" class=\"data row0 col4\" >354.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow0_col5\" class=\"data row0 col5\" >354.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow0_col6\" class=\"data row0 col6\" >354.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow0_col7\" class=\"data row0 col7\" >354.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow0_col8\" class=\"data row0 col8\" >354.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow0_col9\" class=\"data row0 col9\" >354.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow0_col10\" class=\"data row0 col10\" >354.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow0_col11\" class=\"data row0 col11\" >354.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow0_col12\" class=\"data row0 col12\" >354.00</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row1_col0\" class=\"data row1 col0\" >0.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row1_col1\" class=\"data row1 col1\" >-0.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row1_col2\" class=\"data row1 col2\" >0.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row1_col3\" class=\"data row1 col3\" >0.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row1_col4\" class=\"data row1 col4\" >0.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row1_col5\" class=\"data row1 col5\" >0.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row1_col6\" class=\"data row1 col6\" >0.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row1_col7\" class=\"data row1 col7\" >0.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row1_col8\" class=\"data row1 col8\" >0.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row1_col9\" class=\"data row1 col9\" >0.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row1_col10\" class=\"data row1 col10\" >0.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row1_col11\" class=\"data row1 col11\" >0.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row1_col12\" class=\"data row1 col12\" >0.00</td>\n", + " <th id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8dlevel0_row1\" class=\"row_heading level0 row1\" >mean</th>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow1_col0\" class=\"data row1 col0\" >0.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow1_col1\" class=\"data row1 col1\" >0.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow1_col2\" class=\"data row1 col2\" >0.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow1_col3\" class=\"data row1 col3\" >-0.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow1_col4\" class=\"data row1 col4\" >-0.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow1_col5\" class=\"data row1 col5\" >0.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow1_col6\" class=\"data row1 col6\" >-0.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow1_col7\" class=\"data row1 col7\" >0.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow1_col8\" class=\"data row1 col8\" >0.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow1_col9\" class=\"data row1 col9\" >0.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow1_col10\" class=\"data row1 col10\" >0.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow1_col11\" class=\"data row1 col11\" >0.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow1_col12\" class=\"data row1 col12\" >-0.00</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0level0_row2\" class=\"row_heading level0 row2\" >std</th>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row2_col0\" class=\"data row2 col0\" >1.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row2_col1\" class=\"data row2 col1\" >1.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row2_col2\" class=\"data row2 col2\" >1.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row2_col3\" class=\"data row2 col3\" >1.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row2_col4\" class=\"data row2 col4\" >1.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row2_col5\" class=\"data row2 col5\" >1.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row2_col6\" class=\"data row2 col6\" >1.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row2_col7\" class=\"data row2 col7\" >1.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row2_col8\" class=\"data row2 col8\" >1.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row2_col9\" class=\"data row2 col9\" >1.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row2_col10\" class=\"data row2 col10\" >1.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row2_col11\" class=\"data row2 col11\" >1.00</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row2_col12\" class=\"data row2 col12\" >1.00</td>\n", + " <th id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8dlevel0_row2\" class=\"row_heading level0 row2\" >std</th>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow2_col0\" class=\"data row2 col0\" >1.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow2_col1\" class=\"data row2 col1\" >1.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow2_col2\" class=\"data row2 col2\" >1.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow2_col3\" class=\"data row2 col3\" >1.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow2_col4\" class=\"data row2 col4\" >1.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow2_col5\" class=\"data row2 col5\" >1.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow2_col6\" class=\"data row2 col6\" >1.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow2_col7\" class=\"data row2 col7\" >1.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow2_col8\" class=\"data row2 col8\" >1.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow2_col9\" class=\"data row2 col9\" >1.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow2_col10\" class=\"data row2 col10\" >1.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow2_col11\" class=\"data row2 col11\" >1.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow2_col12\" class=\"data row2 col12\" >1.00</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0level0_row3\" class=\"row_heading level0 row3\" >min</th>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row3_col0\" class=\"data row3 col0\" >-0.40</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row3_col1\" class=\"data row3 col1\" >-0.49</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row3_col2\" class=\"data row3 col2\" >-1.56</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row3_col3\" class=\"data row3 col3\" >-0.26</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row3_col4\" class=\"data row3 col4\" >-1.49</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row3_col5\" class=\"data row3 col5\" >-3.84</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row3_col6\" class=\"data row3 col6\" >-2.41</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row3_col7\" class=\"data row3 col7\" >-1.25</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row3_col8\" class=\"data row3 col8\" >-0.97</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row3_col9\" class=\"data row3 col9\" >-1.30</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row3_col10\" class=\"data row3 col10\" >-2.68</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row3_col11\" class=\"data row3 col11\" >-4.23</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row3_col12\" class=\"data row3 col12\" >-1.53</td>\n", + " <th id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8dlevel0_row3\" class=\"row_heading level0 row3\" >min</th>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow3_col0\" class=\"data row3 col0\" >-0.39</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow3_col1\" class=\"data row3 col1\" >-0.48</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow3_col2\" class=\"data row3 col2\" >-1.50</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow3_col3\" class=\"data row3 col3\" >-0.27</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow3_col4\" class=\"data row3 col4\" >-1.46</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow3_col5\" class=\"data row3 col5\" >-3.95</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow3_col6\" class=\"data row3 col6\" >-2.36</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow3_col7\" class=\"data row3 col7\" >-1.28</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow3_col8\" class=\"data row3 col8\" >-0.97</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow3_col9\" class=\"data row3 col9\" >-1.28</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow3_col10\" class=\"data row3 col10\" >-2.81</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow3_col11\" class=\"data row3 col11\" >-3.79</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow3_col12\" class=\"data row3 col12\" >-1.61</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row4_col0\" class=\"data row4 col0\" >-0.39</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row4_col1\" class=\"data row4 col1\" >-0.49</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row4_col2\" class=\"data row4 col2\" >-0.87</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row4_col3\" class=\"data row4 col3\" >-0.26</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row4_col4\" class=\"data row4 col4\" >-0.90</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row4_col5\" class=\"data row4 col5\" >-0.58</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row4_col6\" class=\"data row4 col6\" >-0.85</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row4_col7\" class=\"data row4 col7\" >-0.81</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row4_col8\" class=\"data row4 col8\" >-0.62</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row4_col9\" class=\"data row4 col9\" >-0.76</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row4_col10\" class=\"data row4 col10\" >-0.62</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row4_col11\" class=\"data row4 col11\" >0.18</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row4_col12\" class=\"data row4 col12\" >-0.82</td>\n", + " <th id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8dlevel0_row4\" class=\"row_heading level0 row4\" >25%</th>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow4_col0\" class=\"data row4 col0\" >-0.39</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow4_col1\" class=\"data row4 col1\" >-0.48</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow4_col2\" class=\"data row4 col2\" >-0.86</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow4_col3\" class=\"data row4 col3\" >-0.27</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow4_col4\" class=\"data row4 col4\" >-0.90</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow4_col5\" class=\"data row4 col5\" >-0.56</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow4_col6\" class=\"data row4 col6\" >-0.87</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow4_col7\" class=\"data row4 col7\" >-0.80</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow4_col8\" class=\"data row4 col8\" >-0.62</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow4_col9\" class=\"data row4 col9\" >-0.74</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow4_col10\" class=\"data row4 col10\" >-0.52</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow4_col11\" class=\"data row4 col11\" >0.22</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow4_col12\" class=\"data row4 col12\" >-0.78</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row5_col0\" class=\"data row5 col0\" >-0.37</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row5_col1\" class=\"data row5 col1\" >-0.49</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row5_col2\" class=\"data row5 col2\" >-0.21</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row5_col3\" class=\"data row5 col3\" >-0.26</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row5_col4\" class=\"data row5 col4\" >-0.15</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row5_col5\" class=\"data row5 col5\" >-0.11</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row5_col6\" class=\"data row5 col6\" >0.33</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row5_col7\" class=\"data row5 col7\" >-0.30</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row5_col8\" class=\"data row5 col8\" >-0.50</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row5_col9\" class=\"data row5 col9\" >-0.44</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row5_col10\" class=\"data row5 col10\" >0.30</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row5_col11\" class=\"data row5 col11\" >0.36</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row5_col12\" class=\"data row5 col12\" >-0.17</td>\n", + " <th id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8dlevel0_row5\" class=\"row_heading level0 row5\" >50%</th>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow5_col0\" class=\"data row5 col0\" >-0.37</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow5_col1\" class=\"data row5 col1\" >-0.48</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow5_col2\" class=\"data row5 col2\" >-0.29</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow5_col3\" class=\"data row5 col3\" >-0.27</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow5_col4\" class=\"data row5 col4\" >-0.16</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow5_col5\" class=\"data row5 col5\" >-0.10</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow5_col6\" class=\"data row5 col6\" >0.30</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow5_col7\" class=\"data row5 col7\" >-0.25</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow5_col8\" class=\"data row5 col8\" >-0.51</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow5_col9\" class=\"data row5 col9\" >-0.53</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow5_col10\" class=\"data row5 col10\" >0.26</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow5_col11\" class=\"data row5 col11\" >0.40</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow5_col12\" class=\"data row5 col12\" >-0.15</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row6_col0\" class=\"data row6 col0\" >-0.08</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row6_col1\" class=\"data row6 col1\" >0.04</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row6_col2\" class=\"data row6 col2\" >1.02</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row6_col3\" class=\"data row6 col3\" >-0.26</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row6_col4\" class=\"data row6 col4\" >0.60</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row6_col5\" class=\"data row6 col5\" >0.46</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row6_col6\" class=\"data row6 col6\" >0.90</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row6_col7\" class=\"data row6 col7\" >0.62</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row6_col8\" class=\"data row6 col8\" >-0.15</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row6_col9\" class=\"data row6 col9\" >1.58</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row6_col10\" class=\"data row6 col10\" >0.81</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row6_col11\" class=\"data row6 col11\" >0.42</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row6_col12\" class=\"data row6 col12\" >0.63</td>\n", + " <th id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8dlevel0_row6\" class=\"row_heading level0 row6\" >75%</th>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow6_col0\" class=\"data row6 col0\" >0.01</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow6_col1\" class=\"data row6 col1\" >0.08</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow6_col2\" class=\"data row6 col2\" >1.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow6_col3\" class=\"data row6 col3\" >-0.27</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow6_col4\" class=\"data row6 col4\" >0.62</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow6_col5\" class=\"data row6 col5\" >0.52</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow6_col6\" class=\"data row6 col6\" >0.91</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow6_col7\" class=\"data row6 col7\" >0.64</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow6_col8\" class=\"data row6 col8\" >1.67</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow6_col9\" class=\"data row6 col9\" >1.54</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow6_col10\" class=\"data row6 col10\" >0.81</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow6_col11\" class=\"data row6 col11\" >0.45</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow6_col12\" class=\"data row6 col12\" >0.60</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0level0_row7\" class=\"row_heading level0 row7\" >max</th>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row7_col0\" class=\"data row7 col0\" >9.87</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row7_col1\" class=\"data row7 col1\" >3.75</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row7_col2\" class=\"data row7 col2\" >2.42</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row7_col3\" class=\"data row7 col3\" >3.79</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row7_col4\" class=\"data row7 col4\" >2.75</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row7_col5\" class=\"data row7 col5\" >3.49</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row7_col6\" class=\"data row7 col6\" >1.11</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row7_col7\" class=\"data row7 col7\" >3.76</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row7_col8\" class=\"data row7 col8\" >1.73</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row7_col9\" class=\"data row7 col9\" >1.86</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row7_col10\" class=\"data row7 col10\" >1.63</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row7_col11\" class=\"data row7 col11\" >0.42</td>\n", - " <td id=\"T_b236ee40_52f4_11ea_be4c_af031994fcb0row7_col12\" class=\"data row7 col12\" >3.47</td>\n", + " <th id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8dlevel0_row7\" class=\"row_heading level0 row7\" >max</th>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow7_col0\" class=\"data row7 col0\" >9.51</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow7_col1\" class=\"data row7 col1\" >4.00</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow7_col2\" class=\"data row7 col2\" >2.40</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow7_col3\" class=\"data row7 col3\" >3.70</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow7_col4\" class=\"data row7 col4\" >2.76</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow7_col5\" class=\"data row7 col5\" >3.62</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow7_col6\" class=\"data row7 col6\" >1.12</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow7_col7\" class=\"data row7 col7\" >4.05</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow7_col8\" class=\"data row7 col8\" >1.67</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow7_col9\" class=\"data row7 col9\" >1.81</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow7_col10\" class=\"data row7 col10\" >1.29</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow7_col11\" class=\"data row7 col11\" >0.46</td>\n", + " <td id=\"T_8c958d34_5634_11ea_91e0_83c5e6bb0b8drow7_col12\" class=\"data row7 col12\" >3.77</td>\n", " </tr>\n", " </tbody></table>" ], "text/plain": [ - "<pandas.io.formats.style.Styler at 0x7f1b8fbb4c10>" + "<pandas.io.formats.style.Styler at 0x7fac3ee9d0d0>" ] }, "metadata": {}, @@ -710,205 +710,205 @@ "text": [ "Train on 354 samples, validate on 152 samples\n", "Epoch 1/100\n", - "354/354 [==============================] - 1s 2ms/sample - loss: 536.0845 - mae: 21.3335 - mse: 536.0846 - val_loss: 439.6562 - val_mae: 19.3198 - val_mse: 439.6562\n", + "354/354 [==============================] - 1s 2ms/sample - loss: 447.8935 - mae: 19.4125 - mse: 447.8935 - val_loss: 411.4959 - val_mae: 17.6300 - val_mse: 411.4958\n", "Epoch 2/100\n", - "354/354 [==============================] - 0s 216us/sample - loss: 354.0647 - mae: 16.8618 - mse: 354.0648 - val_loss: 231.3198 - val_mae: 13.5154 - val_mse: 231.3199\n", + "354/354 [==============================] - 0s 173us/sample - loss: 230.9678 - mae: 13.1050 - mse: 230.9678 - val_loss: 166.8555 - val_mae: 10.4892 - val_mse: 166.8555\n", "Epoch 3/100\n", - "354/354 [==============================] - 0s 194us/sample - loss: 155.7450 - mae: 9.9432 - mse: 155.7450 - val_loss: 69.8093 - val_mae: 6.2267 - val_mse: 69.8093\n", + "354/354 [==============================] - 0s 173us/sample - loss: 73.1449 - mae: 6.7602 - mse: 73.1449 - val_loss: 58.3521 - val_mae: 5.7941 - val_mse: 58.3521\n", "Epoch 4/100\n", - "354/354 [==============================] - 0s 170us/sample - loss: 55.4497 - mae: 5.2375 - mse: 55.4497 - val_loss: 28.5090 - val_mae: 4.0794 - val_mse: 28.5090\n", + "354/354 [==============================] - 0s 168us/sample - loss: 33.0045 - mae: 4.3514 - mse: 33.0045 - val_loss: 36.2584 - val_mae: 4.3942 - val_mse: 36.2584\n", "Epoch 5/100\n", - "354/354 [==============================] - 0s 172us/sample - loss: 31.6844 - mae: 4.0017 - mse: 31.6844 - val_loss: 21.9792 - val_mae: 3.3949 - val_mse: 21.9792\n", + "354/354 [==============================] - 0s 172us/sample - loss: 23.9816 - mae: 3.6589 - mse: 23.9816 - val_loss: 27.3160 - val_mae: 3.6687 - val_mse: 27.3160\n", "Epoch 6/100\n", - "354/354 [==============================] - 0s 175us/sample - loss: 24.5126 - mae: 3.4343 - mse: 24.5126 - val_loss: 18.8066 - val_mae: 3.1393 - val_mse: 18.8066\n", + "354/354 [==============================] - 0s 171us/sample - loss: 20.7719 - mae: 3.3184 - mse: 20.7719 - val_loss: 25.3359 - val_mae: 3.4927 - val_mse: 25.3359\n", "Epoch 7/100\n", - "354/354 [==============================] - 0s 176us/sample - loss: 21.5744 - mae: 3.2008 - mse: 21.5744 - val_loss: 16.6019 - val_mae: 3.0136 - val_mse: 16.6019\n", + "354/354 [==============================] - 0s 170us/sample - loss: 18.8139 - mae: 3.1320 - mse: 18.8139 - val_loss: 22.9987 - val_mae: 3.3384 - val_mse: 22.9987\n", "Epoch 8/100\n", - "354/354 [==============================] - 0s 174us/sample - loss: 19.6449 - mae: 3.0134 - mse: 19.6449 - val_loss: 15.8376 - val_mae: 2.9888 - val_mse: 15.8376\n", + "354/354 [==============================] - 0s 164us/sample - loss: 16.8865 - mae: 3.0292 - mse: 16.8865 - val_loss: 24.7871 - val_mae: 3.3164 - val_mse: 24.7871\n", "Epoch 9/100\n", - "354/354 [==============================] - 0s 170us/sample - loss: 18.6252 - mae: 2.9144 - mse: 18.6252 - val_loss: 15.3001 - val_mae: 2.9692 - val_mse: 15.3001\n", + "354/354 [==============================] - 0s 165us/sample - loss: 15.9215 - mae: 2.8692 - mse: 15.9215 - val_loss: 22.8360 - val_mae: 3.1836 - val_mse: 22.8360\n", "Epoch 10/100\n", - "354/354 [==============================] - 0s 173us/sample - loss: 17.0981 - mae: 2.7810 - mse: 17.0981 - val_loss: 14.8818 - val_mae: 2.9166 - val_mse: 14.8818\n", + "354/354 [==============================] - 0s 166us/sample - loss: 14.7254 - mae: 2.7263 - mse: 14.7254 - val_loss: 20.4818 - val_mae: 3.0108 - val_mse: 20.4818\n", "Epoch 11/100\n", - "354/354 [==============================] - 0s 169us/sample - loss: 16.0782 - mae: 2.6914 - mse: 16.0782 - val_loss: 14.3696 - val_mae: 2.8419 - val_mse: 14.3696\n", + "354/354 [==============================] - 0s 168us/sample - loss: 13.8514 - mae: 2.5925 - mse: 13.8514 - val_loss: 19.9672 - val_mae: 2.9062 - val_mse: 19.9672\n", "Epoch 12/100\n", - "354/354 [==============================] - 0s 174us/sample - loss: 15.5677 - mae: 2.6683 - mse: 15.5677 - val_loss: 13.9912 - val_mae: 2.8576 - val_mse: 13.9912\n", + "354/354 [==============================] - 0s 166us/sample - loss: 13.1395 - mae: 2.5752 - mse: 13.1395 - val_loss: 19.0824 - val_mae: 2.8506 - val_mse: 19.0824\n", "Epoch 13/100\n", - "354/354 [==============================] - 0s 185us/sample - loss: 14.8428 - mae: 2.5991 - mse: 14.8428 - val_loss: 14.3104 - val_mae: 2.8784 - val_mse: 14.3104\n", + "354/354 [==============================] - 0s 170us/sample - loss: 12.4839 - mae: 2.5025 - mse: 12.4839 - val_loss: 19.5746 - val_mae: 2.9104 - val_mse: 19.5746\n", "Epoch 14/100\n", - "354/354 [==============================] - 0s 174us/sample - loss: 14.3035 - mae: 2.5320 - mse: 14.3035 - val_loss: 13.7014 - val_mae: 2.7929 - val_mse: 13.7014\n", + "354/354 [==============================] - 0s 167us/sample - loss: 11.6939 - mae: 2.3501 - mse: 11.6940 - val_loss: 18.6861 - val_mae: 2.8179 - val_mse: 18.6861\n", "Epoch 15/100\n", - "354/354 [==============================] - 0s 174us/sample - loss: 13.6874 - mae: 2.4875 - mse: 13.6874 - val_loss: 13.2517 - val_mae: 2.7346 - val_mse: 13.2517\n", + "354/354 [==============================] - 0s 170us/sample - loss: 11.4830 - mae: 2.3600 - mse: 11.4830 - val_loss: 19.4041 - val_mae: 2.8805 - val_mse: 19.4041\n", "Epoch 16/100\n", - "354/354 [==============================] - 0s 169us/sample - loss: 13.3831 - mae: 2.4476 - mse: 13.3831 - val_loss: 13.0551 - val_mae: 2.7135 - val_mse: 13.0551\n", + "354/354 [==============================] - 0s 168us/sample - loss: 11.1111 - mae: 2.2784 - mse: 11.1111 - val_loss: 18.4013 - val_mae: 2.7252 - val_mse: 18.4013\n", "Epoch 17/100\n", - "354/354 [==============================] - 0s 173us/sample - loss: 13.1403 - mae: 2.4844 - mse: 13.1403 - val_loss: 13.0990 - val_mae: 2.6770 - val_mse: 13.0990\n", + "354/354 [==============================] - 0s 170us/sample - loss: 10.6600 - mae: 2.2856 - mse: 10.6600 - val_loss: 18.0601 - val_mae: 2.6807 - val_mse: 18.0601\n", "Epoch 18/100\n", - "354/354 [==============================] - 0s 167us/sample - loss: 12.7370 - mae: 2.3913 - mse: 12.7370 - val_loss: 12.6409 - val_mae: 2.6264 - val_mse: 12.6409\n", + "354/354 [==============================] - 0s 170us/sample - loss: 10.1769 - mae: 2.2022 - mse: 10.1769 - val_loss: 18.7013 - val_mae: 2.8301 - val_mse: 18.7013\n", "Epoch 19/100\n", - "354/354 [==============================] - 0s 175us/sample - loss: 12.3546 - mae: 2.3600 - mse: 12.3546 - val_loss: 12.5174 - val_mae: 2.7141 - val_mse: 12.5174\n", + "354/354 [==============================] - 0s 223us/sample - loss: 10.0079 - mae: 2.2725 - mse: 10.0079 - val_loss: 18.4489 - val_mae: 2.7808 - val_mse: 18.4489\n", "Epoch 20/100\n", - "354/354 [==============================] - 0s 166us/sample - loss: 12.1547 - mae: 2.3828 - mse: 12.1547 - val_loss: 12.1408 - val_mae: 2.6063 - val_mse: 12.1408\n", + "354/354 [==============================] - 0s 214us/sample - loss: 9.8191 - mae: 2.1644 - mse: 9.8191 - val_loss: 18.4264 - val_mae: 2.7046 - val_mse: 18.4264\n", "Epoch 21/100\n", - "354/354 [==============================] - 0s 179us/sample - loss: 11.8888 - mae: 2.3270 - mse: 11.8888 - val_loss: 11.9719 - val_mae: 2.5967 - val_mse: 11.9719\n", + "354/354 [==============================] - 0s 224us/sample - loss: 9.5378 - mae: 2.1279 - mse: 9.5378 - val_loss: 18.2395 - val_mae: 2.7670 - val_mse: 18.2395\n", "Epoch 22/100\n", - "354/354 [==============================] - 0s 189us/sample - loss: 11.6794 - mae: 2.3303 - mse: 11.6794 - val_loss: 11.8047 - val_mae: 2.5511 - val_mse: 11.8047\n", + "354/354 [==============================] - 0s 222us/sample - loss: 9.2928 - mae: 2.1428 - mse: 9.2928 - val_loss: 17.9503 - val_mae: 2.6829 - val_mse: 17.9503\n", "Epoch 23/100\n", - "354/354 [==============================] - 0s 170us/sample - loss: 11.3378 - mae: 2.3021 - mse: 11.3378 - val_loss: 12.4017 - val_mae: 2.6941 - val_mse: 12.4017\n", + "354/354 [==============================] - 0s 231us/sample - loss: 9.2035 - mae: 2.0992 - mse: 9.2035 - val_loss: 18.2977 - val_mae: 2.7797 - val_mse: 18.2977\n", "Epoch 24/100\n", - "354/354 [==============================] - 0s 186us/sample - loss: 10.9016 - mae: 2.3034 - mse: 10.9016 - val_loss: 12.3386 - val_mae: 2.5292 - val_mse: 12.3386\n", + "354/354 [==============================] - 0s 224us/sample - loss: 9.0349 - mae: 2.0367 - mse: 9.0349 - val_loss: 17.9661 - val_mae: 2.6367 - val_mse: 17.9661\n", "Epoch 25/100\n", - "354/354 [==============================] - 0s 202us/sample - loss: 10.7163 - mae: 2.3021 - mse: 10.7163 - val_loss: 12.2563 - val_mae: 2.5674 - val_mse: 12.2563\n", + "354/354 [==============================] - 0s 226us/sample - loss: 8.8667 - mae: 2.0519 - mse: 8.8667 - val_loss: 18.0416 - val_mae: 2.6680 - val_mse: 18.0417\n", "Epoch 26/100\n", - "354/354 [==============================] - 0s 192us/sample - loss: 10.8481 - mae: 2.2104 - mse: 10.8481 - val_loss: 11.2348 - val_mae: 2.4873 - val_mse: 11.2348\n", + "354/354 [==============================] - 0s 219us/sample - loss: 8.8261 - mae: 2.0320 - mse: 8.8261 - val_loss: 18.2113 - val_mae: 2.7634 - val_mse: 18.2113\n", "Epoch 27/100\n", - "354/354 [==============================] - 0s 192us/sample - loss: 10.7446 - mae: 2.2232 - mse: 10.7446 - val_loss: 11.4269 - val_mae: 2.5686 - val_mse: 11.4269\n", + "354/354 [==============================] - 0s 181us/sample - loss: 8.5575 - mae: 2.0109 - mse: 8.5575 - val_loss: 17.8280 - val_mae: 2.7098 - val_mse: 17.8280\n", "Epoch 28/100\n", - "354/354 [==============================] - 0s 187us/sample - loss: 10.1381 - mae: 2.1918 - mse: 10.1381 - val_loss: 13.4143 - val_mae: 2.6246 - val_mse: 13.4143\n", + "354/354 [==============================] - 0s 183us/sample - loss: 8.4098 - mae: 1.9961 - mse: 8.4098 - val_loss: 17.5023 - val_mae: 2.6062 - val_mse: 17.5023\n", "Epoch 29/100\n", - "354/354 [==============================] - 0s 176us/sample - loss: 10.5442 - mae: 2.1971 - mse: 10.5442 - val_loss: 11.4616 - val_mae: 2.4741 - val_mse: 11.4616\n", + "354/354 [==============================] - 0s 183us/sample - loss: 8.2441 - mae: 1.9944 - mse: 8.2441 - val_loss: 18.1186 - val_mae: 2.7354 - val_mse: 18.1186\n", "Epoch 30/100\n", - "354/354 [==============================] - 0s 218us/sample - loss: 10.2099 - mae: 2.1867 - mse: 10.2099 - val_loss: 11.4631 - val_mae: 2.4684 - val_mse: 11.4631\n", + "354/354 [==============================] - 0s 193us/sample - loss: 8.1158 - mae: 1.9544 - mse: 8.1158 - val_loss: 17.7034 - val_mae: 2.5829 - val_mse: 17.7034\n", "Epoch 31/100\n", - "354/354 [==============================] - 0s 202us/sample - loss: 9.5920 - mae: 2.1342 - mse: 9.5920 - val_loss: 12.5109 - val_mae: 2.6033 - val_mse: 12.5109\n", + "354/354 [==============================] - 0s 187us/sample - loss: 8.0561 - mae: 1.9373 - mse: 8.0561 - val_loss: 17.7605 - val_mae: 2.6802 - val_mse: 17.7605\n", "Epoch 32/100\n", - "354/354 [==============================] - 0s 179us/sample - loss: 9.9940 - mae: 2.1424 - mse: 9.9940 - val_loss: 11.1528 - val_mae: 2.4392 - val_mse: 11.1528\n", + "354/354 [==============================] - 0s 178us/sample - loss: 7.8226 - mae: 1.9126 - mse: 7.8226 - val_loss: 17.9543 - val_mae: 2.7161 - val_mse: 17.9543\n", "Epoch 33/100\n", - "354/354 [==============================] - 0s 197us/sample - loss: 9.5950 - mae: 2.1156 - mse: 9.5950 - val_loss: 12.0327 - val_mae: 2.6225 - val_mse: 12.0327\n", + "354/354 [==============================] - 0s 183us/sample - loss: 7.6645 - mae: 1.9230 - mse: 7.6645 - val_loss: 18.0725 - val_mae: 2.7528 - val_mse: 18.0725\n", "Epoch 34/100\n", - "354/354 [==============================] - 0s 228us/sample - loss: 9.6256 - mae: 2.0962 - mse: 9.6256 - val_loss: 10.8296 - val_mae: 2.4168 - val_mse: 10.8296\n", + "354/354 [==============================] - 0s 184us/sample - loss: 7.6089 - mae: 1.8788 - mse: 7.6089 - val_loss: 17.6260 - val_mae: 2.6592 - val_mse: 17.6260\n", "Epoch 35/100\n", - "354/354 [==============================] - 0s 179us/sample - loss: 9.3365 - mae: 2.1271 - mse: 9.3365 - val_loss: 10.7088 - val_mae: 2.5094 - val_mse: 10.7088\n", + "354/354 [==============================] - 0s 189us/sample - loss: 7.6090 - mae: 1.8800 - mse: 7.6090 - val_loss: 18.1956 - val_mae: 2.7319 - val_mse: 18.1956\n", "Epoch 36/100\n", - "354/354 [==============================] - 0s 184us/sample - loss: 9.2796 - mae: 2.0914 - mse: 9.2796 - val_loss: 10.7439 - val_mae: 2.4282 - val_mse: 10.7439\n", + "354/354 [==============================] - 0s 187us/sample - loss: 7.4758 - mae: 1.8827 - mse: 7.4758 - val_loss: 17.8708 - val_mae: 2.6852 - val_mse: 17.8708\n", "Epoch 37/100\n", - "354/354 [==============================] - 0s 186us/sample - loss: 8.7178 - mae: 2.0390 - mse: 8.7178 - val_loss: 13.1923 - val_mae: 2.5942 - val_mse: 13.1923\n", + "354/354 [==============================] - 0s 165us/sample - loss: 7.1937 - mae: 1.8243 - mse: 7.1937 - val_loss: 18.4528 - val_mae: 2.8260 - val_mse: 18.4528\n", "Epoch 38/100\n", - "354/354 [==============================] - 0s 202us/sample - loss: 8.8195 - mae: 2.0927 - mse: 8.8195 - val_loss: 10.9034 - val_mae: 2.5152 - val_mse: 10.9034\n", + "354/354 [==============================] - 0s 164us/sample - loss: 7.1937 - mae: 1.8142 - mse: 7.1937 - val_loss: 17.7068 - val_mae: 2.5757 - val_mse: 17.7068\n", "Epoch 39/100\n", - "354/354 [==============================] - 0s 190us/sample - loss: 8.9152 - mae: 2.0784 - mse: 8.9152 - val_loss: 11.3023 - val_mae: 2.4404 - val_mse: 11.3023\n", + "354/354 [==============================] - 0s 170us/sample - loss: 7.1086 - mae: 1.8393 - mse: 7.1086 - val_loss: 17.7316 - val_mae: 2.6586 - val_mse: 17.7316\n", "Epoch 40/100\n", - "354/354 [==============================] - 0s 196us/sample - loss: 8.8418 - mae: 2.0187 - mse: 8.8418 - val_loss: 10.7721 - val_mae: 2.5067 - val_mse: 10.7721\n", + "354/354 [==============================] - 0s 165us/sample - loss: 6.9269 - mae: 1.8203 - mse: 6.9269 - val_loss: 18.1459 - val_mae: 2.7763 - val_mse: 18.1459\n", "Epoch 41/100\n", - "354/354 [==============================] - 0s 181us/sample - loss: 8.6890 - mae: 2.0260 - mse: 8.6890 - val_loss: 11.0856 - val_mae: 2.5693 - val_mse: 11.0856\n", + "354/354 [==============================] - 0s 197us/sample - loss: 7.0126 - mae: 1.8121 - mse: 7.0126 - val_loss: 17.4638 - val_mae: 2.5782 - val_mse: 17.4638\n", "Epoch 42/100\n", - "354/354 [==============================] - 0s 174us/sample - loss: 8.4768 - mae: 2.0517 - mse: 8.4768 - val_loss: 11.3269 - val_mae: 2.4414 - val_mse: 11.3269\n", + "354/354 [==============================] - 0s 170us/sample - loss: 6.8151 - mae: 1.7800 - mse: 6.8151 - val_loss: 18.0596 - val_mae: 2.6313 - val_mse: 18.0596\n", "Epoch 43/100\n", - "354/354 [==============================] - 0s 171us/sample - loss: 8.5229 - mae: 1.9943 - mse: 8.5229 - val_loss: 10.4669 - val_mae: 2.4794 - val_mse: 10.4669\n", + "354/354 [==============================] - 0s 169us/sample - loss: 6.8998 - mae: 1.7816 - mse: 6.8998 - val_loss: 17.7795 - val_mae: 2.5954 - val_mse: 17.7795\n", "Epoch 44/100\n", - "354/354 [==============================] - 0s 172us/sample - loss: 8.0707 - mae: 1.9900 - mse: 8.0707 - val_loss: 11.6943 - val_mae: 2.5034 - val_mse: 11.6943\n", + "354/354 [==============================] - 0s 165us/sample - loss: 6.9311 - mae: 1.7982 - mse: 6.9311 - val_loss: 17.4142 - val_mae: 2.5354 - val_mse: 17.4142\n", "Epoch 45/100\n", - "354/354 [==============================] - 0s 172us/sample - loss: 8.1752 - mae: 1.9715 - mse: 8.1752 - val_loss: 10.6043 - val_mae: 2.3636 - val_mse: 10.6043\n", + "354/354 [==============================] - 0s 168us/sample - loss: 6.3872 - mae: 1.7989 - mse: 6.3872 - val_loss: 17.0970 - val_mae: 2.5399 - val_mse: 17.0970\n", "Epoch 46/100\n", - "354/354 [==============================] - 0s 174us/sample - loss: 8.2037 - mae: 1.9739 - mse: 8.2037 - val_loss: 10.5447 - val_mae: 2.3784 - val_mse: 10.5447\n", + "354/354 [==============================] - 0s 169us/sample - loss: 6.5482 - mae: 1.7542 - mse: 6.5482 - val_loss: 17.1788 - val_mae: 2.5528 - val_mse: 17.1788\n", "Epoch 47/100\n", - "354/354 [==============================] - 0s 173us/sample - loss: 7.9866 - mae: 1.9744 - mse: 7.9866 - val_loss: 10.6746 - val_mae: 2.4501 - val_mse: 10.6746\n", + "354/354 [==============================] - 0s 169us/sample - loss: 6.4409 - mae: 1.7521 - mse: 6.4409 - val_loss: 18.2061 - val_mae: 2.7660 - val_mse: 18.2061\n", "Epoch 48/100\n", - "354/354 [==============================] - 0s 165us/sample - loss: 7.7703 - mae: 1.9705 - mse: 7.7703 - val_loss: 10.4041 - val_mae: 2.4620 - val_mse: 10.4041\n", + "354/354 [==============================] - 0s 163us/sample - loss: 6.3503 - mae: 1.7290 - mse: 6.3503 - val_loss: 17.2146 - val_mae: 2.5595 - val_mse: 17.2146\n", "Epoch 49/100\n", - "354/354 [==============================] - 0s 182us/sample - loss: 7.8774 - mae: 1.9809 - mse: 7.8774 - val_loss: 10.6823 - val_mae: 2.4969 - val_mse: 10.6823\n", + "354/354 [==============================] - 0s 167us/sample - loss: 6.2919 - mae: 1.7258 - mse: 6.2919 - val_loss: 17.7924 - val_mae: 2.7022 - val_mse: 17.7924\n", "Epoch 50/100\n", - "354/354 [==============================] - 0s 167us/sample - loss: 7.8654 - mae: 1.9666 - mse: 7.8654 - val_loss: 10.6351 - val_mae: 2.4191 - val_mse: 10.6351\n", + "354/354 [==============================] - 0s 166us/sample - loss: 6.3078 - mae: 1.7016 - mse: 6.3078 - val_loss: 18.1075 - val_mae: 2.7747 - val_mse: 18.1075\n", "Epoch 51/100\n", - "354/354 [==============================] - 0s 180us/sample - loss: 7.6560 - mae: 1.9236 - mse: 7.6560 - val_loss: 10.3918 - val_mae: 2.3943 - val_mse: 10.3918\n", + "354/354 [==============================] - 0s 172us/sample - loss: 6.1538 - mae: 1.7173 - mse: 6.1538 - val_loss: 17.6577 - val_mae: 2.7004 - val_mse: 17.6577\n", "Epoch 52/100\n", - "354/354 [==============================] - 0s 170us/sample - loss: 7.3560 - mae: 1.8763 - mse: 7.3560 - val_loss: 10.3560 - val_mae: 2.5009 - val_mse: 10.3560\n", + "354/354 [==============================] - 0s 165us/sample - loss: 5.9155 - mae: 1.6728 - mse: 5.9155 - val_loss: 17.4784 - val_mae: 2.5445 - val_mse: 17.4784\n", "Epoch 53/100\n", - "354/354 [==============================] - 0s 163us/sample - loss: 7.5076 - mae: 1.8973 - mse: 7.5076 - val_loss: 10.5798 - val_mae: 2.4698 - val_mse: 10.5798\n", + "354/354 [==============================] - 0s 167us/sample - loss: 6.2290 - mae: 1.6692 - mse: 6.2290 - val_loss: 17.6580 - val_mae: 2.6713 - val_mse: 17.6580\n", "Epoch 54/100\n", - "354/354 [==============================] - 0s 164us/sample - loss: 7.4315 - mae: 1.8962 - mse: 7.4315 - val_loss: 10.0018 - val_mae: 2.3756 - val_mse: 10.0018\n", + "354/354 [==============================] - 0s 170us/sample - loss: 5.7792 - mae: 1.6503 - mse: 5.7792 - val_loss: 18.2503 - val_mae: 2.7664 - val_mse: 18.2503\n", "Epoch 55/100\n", - "354/354 [==============================] - 0s 170us/sample - loss: 7.2476 - mae: 1.9127 - mse: 7.2476 - val_loss: 10.0664 - val_mae: 2.4074 - val_mse: 10.0664\n", + "354/354 [==============================] - 0s 164us/sample - loss: 5.7970 - mae: 1.6776 - mse: 5.7970 - val_loss: 17.6427 - val_mae: 2.6740 - val_mse: 17.6427\n", "Epoch 56/100\n", - "354/354 [==============================] - 0s 168us/sample - loss: 7.1336 - mae: 1.8297 - mse: 7.1336 - val_loss: 10.5519 - val_mae: 2.4670 - val_mse: 10.5519\n", + "354/354 [==============================] - 0s 169us/sample - loss: 5.7058 - mae: 1.6269 - mse: 5.7058 - val_loss: 17.2903 - val_mae: 2.5880 - val_mse: 17.2903\n", "Epoch 57/100\n", - "354/354 [==============================] - 0s 177us/sample - loss: 7.0707 - mae: 1.8462 - mse: 7.0707 - val_loss: 11.4684 - val_mae: 2.7035 - val_mse: 11.4684\n", + "354/354 [==============================] - 0s 171us/sample - loss: 5.7959 - mae: 1.6493 - mse: 5.7959 - val_loss: 18.1239 - val_mae: 2.6134 - val_mse: 18.1239\n", "Epoch 58/100\n", - "354/354 [==============================] - 0s 173us/sample - loss: 6.9632 - mae: 1.8780 - mse: 6.9632 - val_loss: 10.6361 - val_mae: 2.4145 - val_mse: 10.6361\n", + "354/354 [==============================] - 0s 170us/sample - loss: 5.6966 - mae: 1.6600 - mse: 5.6966 - val_loss: 17.6541 - val_mae: 2.7372 - val_mse: 17.6541\n", "Epoch 59/100\n", - "354/354 [==============================] - 0s 208us/sample - loss: 7.1218 - mae: 1.8522 - mse: 7.1218 - val_loss: 10.3080 - val_mae: 2.3628 - val_mse: 10.3080\n", + "354/354 [==============================] - 0s 164us/sample - loss: 5.7494 - mae: 1.6755 - mse: 5.7494 - val_loss: 17.5110 - val_mae: 2.6807 - val_mse: 17.5110\n", "Epoch 60/100\n", - "354/354 [==============================] - 0s 261us/sample - loss: 6.7623 - mae: 1.7823 - mse: 6.7623 - val_loss: 10.3923 - val_mae: 2.3174 - val_mse: 10.3923\n", + "354/354 [==============================] - 0s 165us/sample - loss: 5.6233 - mae: 1.6409 - mse: 5.6233 - val_loss: 17.3560 - val_mae: 2.5877 - val_mse: 17.3560\n", "Epoch 61/100\n", - "354/354 [==============================] - 0s 166us/sample - loss: 6.9012 - mae: 1.8504 - mse: 6.9012 - val_loss: 10.1488 - val_mae: 2.3802 - val_mse: 10.1488\n", + "354/354 [==============================] - 0s 163us/sample - loss: 5.6146 - mae: 1.6288 - mse: 5.6146 - val_loss: 16.8008 - val_mae: 2.5020 - val_mse: 16.8008\n", "Epoch 62/100\n", - "354/354 [==============================] - 0s 171us/sample - loss: 6.6419 - mae: 1.8210 - mse: 6.6419 - val_loss: 10.7578 - val_mae: 2.5222 - val_mse: 10.7578\n", + "354/354 [==============================] - 0s 167us/sample - loss: 5.2319 - mae: 1.5984 - mse: 5.2319 - val_loss: 17.1332 - val_mae: 2.5448 - val_mse: 17.1332\n", "Epoch 63/100\n", - "354/354 [==============================] - 0s 181us/sample - loss: 6.5397 - mae: 1.8096 - mse: 6.5397 - val_loss: 10.5892 - val_mae: 2.5217 - val_mse: 10.5892\n", + "354/354 [==============================] - 0s 170us/sample - loss: 5.2237 - mae: 1.5491 - mse: 5.2237 - val_loss: 17.5946 - val_mae: 2.6566 - val_mse: 17.5946\n", "Epoch 64/100\n", - "354/354 [==============================] - 0s 171us/sample - loss: 6.4273 - mae: 1.7990 - mse: 6.4273 - val_loss: 10.7066 - val_mae: 2.4491 - val_mse: 10.7066\n", + "354/354 [==============================] - 0s 167us/sample - loss: 5.3867 - mae: 1.6225 - mse: 5.3867 - val_loss: 17.3912 - val_mae: 2.5906 - val_mse: 17.3912\n", "Epoch 65/100\n", - "354/354 [==============================] - 0s 164us/sample - loss: 6.2635 - mae: 1.7888 - mse: 6.2635 - val_loss: 10.2444 - val_mae: 2.4960 - val_mse: 10.2444\n", + "354/354 [==============================] - 0s 165us/sample - loss: 5.3097 - mae: 1.5899 - mse: 5.3097 - val_loss: 17.3252 - val_mae: 2.6520 - val_mse: 17.3252\n", "Epoch 66/100\n", - "354/354 [==============================] - 0s 173us/sample - loss: 6.3313 - mae: 1.7769 - mse: 6.3313 - val_loss: 10.1284 - val_mae: 2.3855 - val_mse: 10.1284\n", + "354/354 [==============================] - 0s 165us/sample - loss: 5.2134 - mae: 1.5573 - mse: 5.2134 - val_loss: 19.0266 - val_mae: 2.7768 - val_mse: 19.0266\n", "Epoch 67/100\n", - "354/354 [==============================] - 0s 169us/sample - loss: 6.2141 - mae: 1.7620 - mse: 6.2141 - val_loss: 10.3170 - val_mae: 2.4570 - val_mse: 10.3170\n", + "354/354 [==============================] - 0s 158us/sample - loss: 5.2268 - mae: 1.5835 - mse: 5.2268 - val_loss: 17.3181 - val_mae: 2.6809 - val_mse: 17.3181\n", "Epoch 68/100\n", - "354/354 [==============================] - 0s 183us/sample - loss: 6.1732 - mae: 1.7589 - mse: 6.1732 - val_loss: 9.7494 - val_mae: 2.3912 - val_mse: 9.7494\n", + "354/354 [==============================] - 0s 167us/sample - loss: 5.0040 - mae: 1.5263 - mse: 5.0040 - val_loss: 17.1235 - val_mae: 2.5898 - val_mse: 17.1235\n", "Epoch 69/100\n", - "354/354 [==============================] - 0s 173us/sample - loss: 6.1812 - mae: 1.7704 - mse: 6.1812 - val_loss: 10.7702 - val_mae: 2.3626 - val_mse: 10.7702\n", + "354/354 [==============================] - 0s 163us/sample - loss: 5.0161 - mae: 1.5313 - mse: 5.0161 - val_loss: 17.3127 - val_mae: 2.5920 - val_mse: 17.3127\n", "Epoch 70/100\n", - "354/354 [==============================] - 0s 171us/sample - loss: 6.1634 - mae: 1.8019 - mse: 6.1634 - val_loss: 9.6836 - val_mae: 2.3618 - val_mse: 9.6836\n", + "354/354 [==============================] - 0s 165us/sample - loss: 4.9416 - mae: 1.5239 - mse: 4.9416 - val_loss: 16.9801 - val_mae: 2.4992 - val_mse: 16.9801\n", "Epoch 71/100\n", - "354/354 [==============================] - 0s 169us/sample - loss: 6.0410 - mae: 1.7080 - mse: 6.0410 - val_loss: 9.8525 - val_mae: 2.3718 - val_mse: 9.8525\n", + "354/354 [==============================] - 0s 177us/sample - loss: 5.0035 - mae: 1.5477 - mse: 5.0035 - val_loss: 17.0296 - val_mae: 2.5565 - val_mse: 17.0296\n", "Epoch 72/100\n", - "354/354 [==============================] - 0s 166us/sample - loss: 5.7556 - mae: 1.7068 - mse: 5.7556 - val_loss: 11.4228 - val_mae: 2.4962 - val_mse: 11.4228\n", + "354/354 [==============================] - 0s 167us/sample - loss: 4.9756 - mae: 1.5518 - mse: 4.9756 - val_loss: 16.8498 - val_mae: 2.5622 - val_mse: 16.8498\n", "Epoch 73/100\n", - "354/354 [==============================] - 0s 176us/sample - loss: 5.8854 - mae: 1.7138 - mse: 5.8854 - val_loss: 9.8943 - val_mae: 2.4214 - val_mse: 9.8943\n", + "354/354 [==============================] - 0s 165us/sample - loss: 4.7384 - mae: 1.4891 - mse: 4.7384 - val_loss: 17.0869 - val_mae: 2.5908 - val_mse: 17.0869\n", "Epoch 74/100\n", - "354/354 [==============================] - 0s 177us/sample - loss: 5.6033 - mae: 1.6994 - mse: 5.6033 - val_loss: 10.2695 - val_mae: 2.3981 - val_mse: 10.2695\n", + "354/354 [==============================] - 0s 166us/sample - loss: 4.7513 - mae: 1.5185 - mse: 4.7513 - val_loss: 17.7565 - val_mae: 2.6691 - val_mse: 17.7565\n", "Epoch 75/100\n", - "354/354 [==============================] - 0s 173us/sample - loss: 5.7909 - mae: 1.6973 - mse: 5.7909 - val_loss: 10.0138 - val_mae: 2.3440 - val_mse: 10.0138\n", + "354/354 [==============================] - 0s 165us/sample - loss: 4.8819 - mae: 1.5063 - mse: 4.8819 - val_loss: 17.3447 - val_mae: 2.6357 - val_mse: 17.3447\n", "Epoch 76/100\n", - "354/354 [==============================] - 0s 171us/sample - loss: 5.4470 - mae: 1.6519 - mse: 5.4470 - val_loss: 9.7148 - val_mae: 2.4004 - val_mse: 9.7148\n", + "354/354 [==============================] - 0s 166us/sample - loss: 4.7261 - mae: 1.5139 - mse: 4.7261 - val_loss: 17.0144 - val_mae: 2.5696 - val_mse: 17.0144\n", "Epoch 77/100\n", - "354/354 [==============================] - 0s 176us/sample - loss: 5.6775 - mae: 1.6463 - mse: 5.6775 - val_loss: 10.6783 - val_mae: 2.3670 - val_mse: 10.6783\n", + "354/354 [==============================] - 0s 168us/sample - loss: 4.7833 - mae: 1.4849 - mse: 4.7833 - val_loss: 17.1636 - val_mae: 2.5571 - val_mse: 17.1636\n", "Epoch 78/100\n", - "354/354 [==============================] - 0s 172us/sample - loss: 5.4289 - mae: 1.7021 - mse: 5.4289 - val_loss: 10.2150 - val_mae: 2.3861 - val_mse: 10.2150\n", + "354/354 [==============================] - 0s 166us/sample - loss: 4.7390 - mae: 1.5010 - mse: 4.7390 - val_loss: 17.2573 - val_mae: 2.6233 - val_mse: 17.2573\n", "Epoch 79/100\n", - "354/354 [==============================] - 0s 166us/sample - loss: 5.4991 - mae: 1.6477 - mse: 5.4991 - val_loss: 9.6550 - val_mae: 2.3681 - val_mse: 9.6550\n", + "354/354 [==============================] - 0s 170us/sample - loss: 4.5746 - mae: 1.4684 - mse: 4.5746 - val_loss: 16.7791 - val_mae: 2.5356 - val_mse: 16.7791\n", "Epoch 80/100\n", - "354/354 [==============================] - 0s 176us/sample - loss: 5.3646 - mae: 1.6555 - mse: 5.3646 - val_loss: 11.0607 - val_mae: 2.4424 - val_mse: 11.0607\n", + "354/354 [==============================] - 0s 169us/sample - loss: 4.6127 - mae: 1.5068 - mse: 4.6127 - val_loss: 16.9968 - val_mae: 2.6150 - val_mse: 16.9968\n", "Epoch 81/100\n", - "354/354 [==============================] - 0s 174us/sample - loss: 5.3874 - mae: 1.6344 - mse: 5.3874 - val_loss: 11.2996 - val_mae: 2.6303 - val_mse: 11.2996\n", + "354/354 [==============================] - 0s 165us/sample - loss: 4.4677 - mae: 1.4585 - mse: 4.4677 - val_loss: 17.0578 - val_mae: 2.5728 - val_mse: 17.0578\n", "Epoch 82/100\n", - "354/354 [==============================] - 0s 167us/sample - loss: 5.3116 - mae: 1.6345 - mse: 5.3116 - val_loss: 10.2543 - val_mae: 2.3943 - val_mse: 10.2543\n", + "354/354 [==============================] - 0s 166us/sample - loss: 4.5664 - mae: 1.4841 - mse: 4.5664 - val_loss: 18.0985 - val_mae: 2.7867 - val_mse: 18.0985\n", "Epoch 83/100\n", - "354/354 [==============================] - 0s 166us/sample - loss: 5.1442 - mae: 1.6227 - mse: 5.1442 - val_loss: 10.5314 - val_mae: 2.3998 - val_mse: 10.5314\n", + "354/354 [==============================] - 0s 167us/sample - loss: 4.4406 - mae: 1.4513 - mse: 4.4406 - val_loss: 17.3486 - val_mae: 2.6678 - val_mse: 17.3486\n", "Epoch 84/100\n", - "354/354 [==============================] - 0s 171us/sample - loss: 5.2872 - mae: 1.6288 - mse: 5.2872 - val_loss: 9.8682 - val_mae: 2.3268 - val_mse: 9.8682\n", + "354/354 [==============================] - 0s 161us/sample - loss: 4.3915 - mae: 1.4197 - mse: 4.3915 - val_loss: 18.0299 - val_mae: 2.8244 - val_mse: 18.0299\n", "Epoch 85/100\n", - "354/354 [==============================] - 0s 170us/sample - loss: 5.1584 - mae: 1.6282 - mse: 5.1584 - val_loss: 10.2676 - val_mae: 2.4443 - val_mse: 10.2676\n", + "354/354 [==============================] - 0s 156us/sample - loss: 4.4319 - mae: 1.4531 - mse: 4.4319 - val_loss: 18.0881 - val_mae: 2.7724 - val_mse: 18.0881\n", "Epoch 86/100\n", - "354/354 [==============================] - 0s 173us/sample - loss: 5.0609 - mae: 1.6078 - mse: 5.0609 - val_loss: 10.0901 - val_mae: 2.4020 - val_mse: 10.0901\n", + "354/354 [==============================] - 0s 161us/sample - loss: 4.2637 - mae: 1.4130 - mse: 4.2637 - val_loss: 18.1243 - val_mae: 2.7347 - val_mse: 18.1243\n", "Epoch 87/100\n", - "354/354 [==============================] - 0s 163us/sample - loss: 5.1753 - mae: 1.6148 - mse: 5.1753 - val_loss: 10.7763 - val_mae: 2.3816 - val_mse: 10.7763\n", + "354/354 [==============================] - 0s 155us/sample - loss: 4.3888 - mae: 1.4863 - mse: 4.3888 - val_loss: 17.3329 - val_mae: 2.6131 - val_mse: 17.3329\n", "Epoch 88/100\n", - "354/354 [==============================] - 0s 169us/sample - loss: 5.0408 - mae: 1.6055 - mse: 5.0408 - val_loss: 10.1056 - val_mae: 2.3234 - val_mse: 10.1056\n", + "354/354 [==============================] - 0s 170us/sample - loss: 4.3334 - mae: 1.4198 - mse: 4.3334 - val_loss: 16.8580 - val_mae: 2.5315 - val_mse: 16.8580\n", "Epoch 89/100\n", - "354/354 [==============================] - 0s 173us/sample - loss: 5.0175 - mae: 1.6009 - mse: 5.0175 - val_loss: 9.6620 - val_mae: 2.3334 - val_mse: 9.6620\n", + "354/354 [==============================] - 0s 164us/sample - loss: 4.1590 - mae: 1.4005 - mse: 4.1590 - val_loss: 16.9683 - val_mae: 2.6653 - val_mse: 16.9683\n", "Epoch 90/100\n", - "354/354 [==============================] - 0s 173us/sample - loss: 4.7522 - mae: 1.5615 - mse: 4.7522 - val_loss: 9.8084 - val_mae: 2.3036 - val_mse: 9.8084\n", + "354/354 [==============================] - 0s 168us/sample - loss: 4.2943 - mae: 1.4278 - mse: 4.2943 - val_loss: 17.3110 - val_mae: 2.6768 - val_mse: 17.3110\n", "Epoch 91/100\n", - "354/354 [==============================] - 0s 169us/sample - loss: 4.8323 - mae: 1.5873 - mse: 4.8323 - val_loss: 10.7285 - val_mae: 2.4886 - val_mse: 10.7285\n", + "354/354 [==============================] - 0s 169us/sample - loss: 4.3540 - mae: 1.4052 - mse: 4.3540 - val_loss: 17.5885 - val_mae: 2.7140 - val_mse: 17.5885\n", "Epoch 92/100\n", - "354/354 [==============================] - 0s 165us/sample - loss: 4.8179 - mae: 1.5678 - mse: 4.8179 - val_loss: 10.1033 - val_mae: 2.3372 - val_mse: 10.1033\n", + "354/354 [==============================] - 0s 165us/sample - loss: 4.0798 - mae: 1.3839 - mse: 4.0798 - val_loss: 16.9098 - val_mae: 2.6426 - val_mse: 16.9098\n", "Epoch 93/100\n", - "354/354 [==============================] - 0s 168us/sample - loss: 4.7970 - mae: 1.5422 - mse: 4.7970 - val_loss: 9.8511 - val_mae: 2.3521 - val_mse: 9.8511\n", + "354/354 [==============================] - 0s 170us/sample - loss: 4.1161 - mae: 1.3811 - mse: 4.1161 - val_loss: 16.7815 - val_mae: 2.5709 - val_mse: 16.7815\n", "Epoch 94/100\n", - "354/354 [==============================] - 0s 180us/sample - loss: 4.7676 - mae: 1.5674 - mse: 4.7676 - val_loss: 10.1749 - val_mae: 2.4087 - val_mse: 10.1749\n", + "354/354 [==============================] - 0s 161us/sample - loss: 4.1453 - mae: 1.3833 - mse: 4.1453 - val_loss: 16.6092 - val_mae: 2.5663 - val_mse: 16.6092\n", "Epoch 95/100\n", - "354/354 [==============================] - 0s 170us/sample - loss: 4.7223 - mae: 1.5431 - mse: 4.7222 - val_loss: 10.2481 - val_mae: 2.3268 - val_mse: 10.2481\n", + "354/354 [==============================] - 0s 164us/sample - loss: 3.9841 - mae: 1.3749 - mse: 3.9841 - val_loss: 16.6621 - val_mae: 2.5416 - val_mse: 16.6621\n", "Epoch 96/100\n", - "354/354 [==============================] - 0s 164us/sample - loss: 4.6685 - mae: 1.5333 - mse: 4.6685 - val_loss: 10.7347 - val_mae: 2.5154 - val_mse: 10.7347\n", + "354/354 [==============================] - 0s 175us/sample - loss: 4.0107 - mae: 1.4003 - mse: 4.0107 - val_loss: 16.6662 - val_mae: 2.5767 - val_mse: 16.6662\n", "Epoch 97/100\n", - "354/354 [==============================] - 0s 177us/sample - loss: 4.5642 - mae: 1.5675 - mse: 4.5642 - val_loss: 11.3132 - val_mae: 2.4601 - val_mse: 11.3132\n", + "354/354 [==============================] - 0s 169us/sample - loss: 3.9917 - mae: 1.3717 - mse: 3.9917 - val_loss: 17.0595 - val_mae: 2.7189 - val_mse: 17.0595\n", "Epoch 98/100\n", - "354/354 [==============================] - 0s 177us/sample - loss: 4.3886 - mae: 1.4906 - mse: 4.3886 - val_loss: 12.2466 - val_mae: 2.7436 - val_mse: 12.2466\n", + "354/354 [==============================] - 0s 166us/sample - loss: 3.8583 - mae: 1.3785 - mse: 3.8583 - val_loss: 16.5949 - val_mae: 2.5810 - val_mse: 16.5949\n", "Epoch 99/100\n", - "354/354 [==============================] - 0s 177us/sample - loss: 4.4689 - mae: 1.5368 - mse: 4.4689 - val_loss: 10.4188 - val_mae: 2.3596 - val_mse: 10.4188\n", + "354/354 [==============================] - 0s 162us/sample - loss: 3.8850 - mae: 1.3633 - mse: 3.8850 - val_loss: 16.8365 - val_mae: 2.6376 - val_mse: 16.8365\n", "Epoch 100/100\n", - "354/354 [==============================] - 0s 168us/sample - loss: 4.6496 - mae: 1.5348 - mse: 4.6496 - val_loss: 10.0829 - val_mae: 2.3822 - val_mse: 10.0829\n" + "354/354 [==============================] - 0s 162us/sample - loss: 4.0230 - mae: 1.4068 - mse: 4.0230 - val_loss: 17.2028 - val_mae: 2.6654 - val_mse: 17.2028\n" ] } ], @@ -940,9 +940,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "x_test / loss : 10.0829\n", - "x_test / mae : 2.3822\n", - "x_test / mse : 10.0829\n" + "x_test / loss : 17.2028\n", + "x_test / mae : 2.6654\n", + "x_test / mse : 17.2028\n" ] } ], @@ -1008,66 +1008,66 @@ " </tr>\n", " <tr>\n", " <th>mean</th>\n", - " <td>19.466892</td>\n", - " <td>2.462477</td>\n", - " <td>19.466893</td>\n", - " <td>18.670107</td>\n", - " <td>2.852570</td>\n", - " <td>18.670107</td>\n", + " <td>14.818582</td>\n", + " <td>2.184413</td>\n", + " <td>14.818582</td>\n", + " <td>24.071941</td>\n", + " <td>2.982580</td>\n", + " <td>24.071941</td>\n", " </tr>\n", " <tr>\n", " <th>std</th>\n", - " <td>64.483863</td>\n", - " <td>2.592690</td>\n", - " <td>64.483872</td>\n", - " <td>48.257937</td>\n", - " <td>2.039701</td>\n", - " <td>48.257935</td>\n", + " <td>49.731421</td>\n", + " <td>2.188201</td>\n", + " <td>49.731421</td>\n", + " <td>42.111347</td>\n", + " <td>1.716397</td>\n", + " <td>42.111343</td>\n", " </tr>\n", " <tr>\n", " <th>min</th>\n", - " <td>4.388600</td>\n", - " <td>1.490624</td>\n", - " <td>4.388600</td>\n", - " <td>9.655048</td>\n", - " <td>2.303586</td>\n", - " <td>9.655047</td>\n", + " <td>3.858273</td>\n", + " <td>1.363305</td>\n", + " <td>3.858273</td>\n", + " <td>16.594921</td>\n", + " <td>2.499200</td>\n", + " <td>16.594921</td>\n", " </tr>\n", " <tr>\n", " <th>25%</th>\n", - " <td>5.658976</td>\n", - " <td>1.698877</td>\n", - " <td>5.658976</td>\n", - " <td>10.269067</td>\n", - " <td>2.393491</td>\n", - " <td>10.269066</td>\n", + " <td>4.748249</td>\n", + " <td>1.506647</td>\n", + " <td>4.748249</td>\n", + " <td>17.211671</td>\n", + " <td>2.589341</td>\n", + " <td>17.211670</td>\n", " </tr>\n", " <tr>\n", " <th>50%</th>\n", - " <td>7.713175</td>\n", - " <td>1.945081</td>\n", - " <td>7.713175</td>\n", - " <td>10.750849</td>\n", - " <td>2.469115</td>\n", - " <td>10.750849</td>\n", + " <td>6.260442</td>\n", + " <td>1.709452</td>\n", + " <td>6.260441</td>\n", + " <td>17.705071</td>\n", + " <td>2.672678</td>\n", + " <td>17.705070</td>\n", " </tr>\n", " <tr>\n", " <th>75%</th>\n", - " <td>10.770471</td>\n", - " <td>2.242925</td>\n", - " <td>10.770470</td>\n", - " <td>12.249026</td>\n", - " <td>2.610316</td>\n", - " <td>12.249027</td>\n", + " <td>8.836285</td>\n", + " <td>2.033191</td>\n", + " <td>8.836285</td>\n", + " <td>18.207432</td>\n", + " <td>2.768316</td>\n", + " <td>18.207432</td>\n", " </tr>\n", " <tr>\n", " <th>max</th>\n", - " <td>536.084498</td>\n", - " <td>21.333506</td>\n", - " <td>536.084595</td>\n", - " <td>439.656211</td>\n", - " <td>19.319771</td>\n", - " <td>439.656189</td>\n", + " <td>447.893489</td>\n", + " <td>19.412493</td>\n", + " <td>447.893494</td>\n", + " <td>411.495891</td>\n", + " <td>17.630041</td>\n", + " <td>411.495850</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", @@ -1076,13 +1076,13 @@ "text/plain": [ " loss mae mse val_loss val_mae val_mse\n", "count 100.000000 100.000000 100.000000 100.000000 100.000000 100.000000\n", - "mean 19.466892 2.462477 19.466893 18.670107 2.852570 18.670107\n", - "std 64.483863 2.592690 64.483872 48.257937 2.039701 48.257935\n", - "min 4.388600 1.490624 4.388600 9.655048 2.303586 9.655047\n", - "25% 5.658976 1.698877 5.658976 10.269067 2.393491 10.269066\n", - "50% 7.713175 1.945081 7.713175 10.750849 2.469115 10.750849\n", - "75% 10.770471 2.242925 10.770470 12.249026 2.610316 12.249027\n", - "max 536.084498 21.333506 536.084595 439.656211 19.319771 439.656189" + "mean 14.818582 2.184413 14.818582 24.071941 2.982580 24.071941\n", + "std 49.731421 2.188201 49.731421 42.111347 1.716397 42.111343\n", + "min 3.858273 1.363305 3.858273 16.594921 2.499200 16.594921\n", + "25% 4.748249 1.506647 4.748249 17.211671 2.589341 17.211670\n", + "50% 6.260442 1.709452 6.260441 17.705071 2.672678 17.705070\n", + "75% 8.836285 2.033191 8.836285 18.207432 2.768316 18.207432\n", + "max 447.893489 19.412493 447.893494 411.495891 17.630041 411.495850" ] }, "execution_count": 9, @@ -1105,7 +1105,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "min( val_mae ) : 2.3036\n" + "min( val_mae ) : 2.4992\n" ] } ], @@ -1115,12 +1115,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -1132,7 +1132,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -1144,7 +1144,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAg0AAAGdCAYAAACRlkBKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdeZxkdX3/+9en1u6enp0ZmBmQVRYFBQUE/YmCRBQTjTugRohAQgUQzc+4IxoMRhNcCOWCXpUEDKhE45WAciOLYdEBB0fCvjozMMwMs3Z3dVWd87l/nFPdp5vqmeqenqpTM+/n49GPqj7ne059T01P17u/2zF3R0RERGRbMp2ugIiIiHQHhQYRERFpiUKDiIiItEShQURERFqi0CAiIiItUWgQERGRlig0iIiISEsUGkRkq8zse2bmZnbzFI41M3u7mf27mT1uZoNmttHM7jezr5vZMS2e50gz+46ZPWhmA2Y2ZGZPmNntZvZlM3uLmc2Y4Nh5ZvbJuOxzZlYzs9Vmdq+Z/cDM/srM9pvstYnsikyLO4nI1pjZ94D3A7e4+2sncdzewA+BoxKbNwN5oCex7V+Bs929MsF5Pgt8GrB4UwhsAGbG52p4q7v/ZNyxrwD+E1iY2LwJyALJkPFTd//z1q5MZNellgYRmXZmtg9wB1Fg2AT8X2APd5/l7r3AwcBlRAHgfcANZpZvcp5TgQuJAsO1wJFA0d3nA73AYcDfAX9ocuwcRgPDw8B7gJnuPtvd+4FFwCnAdUBtuq5dZGemlgYR2arJtjSYWRb4NXAMsAZ4rbv/7wRl3wX8gOgPmC+5+9+N238n8Arg5+7+p9t43Z5ka4WZ/TXwdWAYOMDdV2zl2F53H9rWtYns6tTSICLT7W1EgQGgNFFgAHD3a4FvxN9+0MwWjytyWPz4/27rRZt0bzSOXba1wBAfq8Ag0gKFBhGZbmfHjw+6+49aKP8Fom6KAnD6BGWWbEd9FpmZbbuYiGyLQoOITJt4XMIr429/2sox7v5H4O7429eO2700fjzPzF49yeo0jn0B8HkzK07yeBEZR6FBRKbTPkBf/PzeSRz3+/jxkHHb/56oFWI2cGs8VfMbZvYBMzt0Gy0IPwAejJ9/HHjGzH5sZn9nZsebWd9WjhWRJhQaRGQ6zUs8XzeJ49bGj/OTG939JuDPgSfjTQcDfwV8G1gOPG1mXzKzMcfFx1aAE4Cfx5vmEI23+Efgv4ENZvafZnbsJOopsktTaBCR6TTVsQMTHufuPwMOAN4EfBW4E2gMXNydaDrnvWZ2cJNjV8WzLg4ham34OfB0vDsP/BnwP2b2wSnWW2SXotAgItMp2brwvL/+t6JR9rlmO9297u7Xu/sF7n4sUavBnzA6q2IJcPVE3RXu/oC7f8Hd/9TdFxOFiM8Cg0SB5VIze9kk6iuyS1JoEJHp9ATRBzHASydx3EvixwmnZya5e9Xdb3L3PwO+E28+Aji8xeMfcPeLgDcCTvS78P2TqK/ILkmhQUSmjbvXgNvjb9/SyjFmthfw8vjbW6bwst9JPD9wMge6+61Eq0VO+liRXZFCg4hMt2/FjweZ2TtaKP8xot9FNeC7U3i9gcTz6nYcP5VjRXYpCg0iMt2uA34bPy+b2YsmKhgvI/3X8bdfc/dV4/af2MLCTKclni9LHHuUmc3e2oFm9mJGu1GWba2siCg0iEjr8ma22za+8u4eEN0IajWwALjdzD5sZiN3mjSzA83sq8DVRL+Hfg18oslr/juw3Mw+YmaHmVkmPj5rZi8ys28Q3bAK4Gfu/nji2HcDT8a34D7RzGYmXn++mZ0D3BS//gDRNE4R2QrdsEpEtipxw6pWHO/uN8fH7Ut0a+yXJ/ZvIprq2JvYdjVwZrP7P5jZ08AeiU0BsJFosadsYvv/AG929+cSx15C1PWRtAnIMboAFUS32T7F3W9s4fpEdmm5TldARHZO7v64mR0FvAN4J9HdKhcCdeAh4Gbge+5+x1ZOcxBwMnA80W2x9yUKDMPAM8A9RLfM/pE//y+gTxBNyXwDcCzRwlALiKZYrgHuB24ErnD3Ndt5uSK7BLU0iIiISEs0pkFERERaotAgIiIiLVFoEBERkZYoNIiIiEhLFBomUCqVvFQqaZSoiIhITFMut03BQUREdiUTrsKqlgYRERFpiUKDiIiItEShQURERFqi0CAiIiIt0UDISarVaqxYsYJKpdLpqqRaT08Pe+65J/l8vtNVERGRaaLQMEkrVqxg5syZ7LPPPphNOMB0l+burFu3jhUrVrDvvvt2ujoiIjJN1D0xSZVKhfnz5yswbIWZMX/+fLXGiIjsZBQapkCBYdv0HomI7HwUGrpQf39/p6sgIiK7IIUGERERaYlCQxdzdz7ykY9w6KGHcthhh3HNNdcA8PTTT3Pcccdx+OGHc+ihh3LbbbcRBAGnn376SNkvf/nLHa69iIh0G82e2A4n/f3Pd9i5b/z0m7ZZ5rrrrmPZsmXce++9rF27lqOOOorjjjuOq6++mpNOOolPfvKTBEHA4OAgy5YtY+XKlfzhD38AYMOGDTus7iIisnNSS0MX+/Wvf82pp55KNptl99135zWveQ2//e1vOeqoo/jud7/LRRddxPLly5k5cyb77bcfjz32GOeddx433HADs2bN6nT1RUSkyyg0dDH35jfgPO6447j11ltZsmQJ73vf+7jyyiuZO3cu9957L6997Wu5/PLLOfPMM9tcWxER6XbqntgOrXQhNDz89MaRD/kDFs0mMw1TEo877ji++c1v8v73v5/nnnuOW2+9lS996Us8+eSTLFmyhLPOOouBgQHuueceTj75ZAqFAm9/+9vZf//9Of3007f79UVEZNei0NAmZtBoGPDQIbv9oeGtb30rd9xxBy996UsxM774xS+yxx578P3vf58vfelL5PN5+vv7ufLKK1m5ciVnnHEGYRgCcMkll2z364uIyK7FJmri3tWVSiUHKJfLY7bff//9HHLIIZM+32OrN1EPog/sfRfOIp/b+XuGpvpeiYhIR034V+3O/8mVEsnuiFBBTUREupBCQ5skhzCodUdERLqRQkObJFsalBlERKQbKTS0SbKlQd0TIiLSjRQa2sTU0iAiIl1OoaFNNBBSRES6nUJDm2Q0EFJERLqcQkOb2JiWhva9bn9//4T7nnjiCQ499ND2VUZERLqaQkObZDQQUkREupyWkd4eZ76h5aK7xV8t+/YNTTd/9KMfZe+996ZUKgFw0UUXYWbceuutrF+/nlqtxsUXX8xb3vKWybwalUqFc845h6VLl5LL5bj00ks5/vjjue+++zjjjDOoVquEYciPf/xjFi9ezLve9S5WrFhBEAR8+tOf5t3vfvekXk9ERLqPQkOXOeWUU7jgggtGQsO1117LDTfcwIc+9CFmzZrF2rVrOeaYY3jzm988pktkWy6//HIAli9fzgMPPMDrX/96HnroIb7xjW/wwQ9+kPe85z1Uq1WCIOD6669n8eLF/PznPwdg48aN03+hIiKSOqnonjAzn+BrS5OyB5nZT8xsvZkNmNltZnbCBOedbWaXmdlKM6uY2X1mdo5N5tM0ZY444gieffZZVq1axb333svcuXNZtGgRn/jEJ3jJS17CiSeeyMqVK1m9evWkzvvrX/+a973vfQAcfPDB7L333jz00EMce+yx/MM//AP/+I//yJNPPklvby+HHXYYN910Ex/96Ee57bbbmD179o64VBERSZk0tTTcBnxr3LZa8hsz2x+4HagDXwQ2AmcBN5rZG939pkTZAvBL4AjgMuB+4I1AGdgduGi7azxBF0IzmwarPLNhEICZvQUWze2b8su+4x3v4Ec/+hHPPPMMp5xyCldddRVr1qzh7rvvJp/Ps88++1CpVCZ1zolmdJx22mm84hWv4Oc//zknnXQS3/72tznhhBO4++67uf766/n4xz/O61//ei688MIpX4+IiHSHNIWGx9z937ZR5hJgDvByd18GYGZXAvcBl5vZwT766XcmcBRwvrtfFm+7wsx+DHzCzL7r7k9O/2U0N533njjllFM466yzWLt2LbfccgvXXnstCxcuJJ/P86tf/Yonn5z8ZR133HFcddVVnHDCCTz00EM89dRTHHTQQTz22GPst99+nH/++Tz22GP8/ve/5+CDD2bevHm8973vpb+/n+9973vbdT0iItIdUtE90WBmBTNrOkfQzGYAbwZubgQGAHffAnwbOJAoJDScBgwCV4w71VeAPNDWkXuZaZxy+eIXv5jNmzezZMkSFi1axHve8x6WLl3KkUceyVVXXcXBBx886XOWSiWCIOCwww7j3e9+N9/73vcoFotcc801HHrooRx++OE88MAD/MVf/AXLly/n6KOP5vDDD+fzn/88n/rUp7bvgkREpCtYGhYaMjMHBoAeIAusAa4BPuXuG+MyxxJ1TXze3T817vg/AX4BnOvul5tZBtgC3OPu/2dc2SJRmLjO3d85UZ1KpZIDlMvlMdvvv/9+DjnkkElf4+BwnRXroiEavYUce+028foJO4upvlciItJRE477S0v3xG+AHwKPALOAk4FzgdeY2Svj1oTFcdmVTY5vbFsSP84FepuVdfdhM1uXKNsWWqdBRES6XSpCg7u/YtymK83s98DngQ/Gj42Rg8NNTtEY9dc37rFZ2Ub5piMRzexs4OxzzjmnhZq3rpM3rFq+fPnIzIiGYrHIXXfd1d6KiIhIV0vVmIZxvgRUgTfF3w/Gj8UmZXvGldla2Ub5wWY73P1b7n7k5Kq6bZ1saTjssMNYtmzZmC8FBhERmazUhgZ3rwGrGF1IcVX82KxbobGt0R2xHhhqVjYe0zCf5t0crdZt0seMbWnY+bsndoVrFBHZ1aQ2NJhZD7An0FilaDlRd8OxTYofEz8uBXD3ELgHOCIOCUlHE1330qnUq6enh3Xr1k36Q3E6Z0+knbuzbt06enp6tl1YRES6RsfHNJjZfHdf12TX3xPV72cQTa00s58BbzOzl7r7vfHx/URrMjxMNKCy4QfAq4CziRZ3ariAaHGoa6dS3z333JMVK1awZs2aSR3nwLMbhka+r23onXh46k6gp6eHPffcs9PVEBGRadTx0AB8ysyOAX4FPAX0E82eOB64i7Ef+B8HXgf8wsy+DGwiWhFyCfAmH/vn/xXAGcClZrYP0YqQJwNvBS5298enUtl8Ps++++47lUP56CX/RbUeAvDTj55ETyENb7+IiEhr0vCpdTPwIuD9RGMNAqJWg08Cl7r7yHrI7v6Imb0K+ALwMaBA1A3xhuQS0nHZqpmdCFwMnBqf+1HgPODyHXxNTfXksyOhoVILFBpERKSrdPxTy91/Cvx0EuXvB1q677O7byBa7+HcqdVuehXzWRiKbqdRqQUdro2IiMjkpHYg5M6omM+OPB9WaBARkS6j0NBGPQoNIiLSxRQa2ijZ0qDuCRER6TYKDW2klgYREelmCg1t1KOWBhER6WIKDW00pnuiqtAgIiLdRaGhjcbMnqgrNIiISHdRaGij5GJOGtMgIiLdRqGhjYq50bdb3RMiItJtFBraSIs7iYhIN1NoaKMx3RMa0yAiIl1GoaGNejR7QkREuphCQxuNGdOg7gkREekyCg1tpNkTIiLSzRQa2kj3nhARkW6m0NBGmj0hIiLdTKGhjXTDKhER6WYKDW2k7gkREelmCg1tpJYGERHpZgoNbaRbY4uISDdTaGgjDYQUEZFuptDQRoVcBouf14KQIAw7Wh8REZHJUGhoIzMb19qg0CAiIt1DoaEdggAevg/+9x6OHn5qZHOlVu9gpURERCYnt+0ist3qNfjHvwXgI5bj1hecA6ilQUREuotaGtohXxh5WvA6uAMaDCkiIt1FoaEdMhnI5Ue+LXgUFtQ9ISIi3UShoV0SrQ1Fj8KC1moQEZFuotDQLoXi6NM4NKh7QkREuolCQ7skQsNIS0NVoUFERLqHQkO7NOmeGK4rNIiISPdQaGiXwrgZFKh7QkREuotCQ7vk1T0hIiLdTaGhXdTSICIiXU6hoV2atTQoNIiISBdRaGiXZEtD2FjcSaFBRES6h0JDuzRpaVD3hIiIdBOFhnZpMqZBLQ0iItJNFBraRS0NIiLS5RQa2kWzJ0REpMspNLSLZk+IiEiXU2hol3yypSEKC2ppEBGRbpK60GBmfWb2uJm5mf1Lk/0HmdlPzGy9mQ2Y2W1mdsIE55ptZpeZ2Uozq5jZfWZ2jpnZjr+ScZrdsEqhQUREukiu0xVo4nPAbs12mNn+wO1AHfgisBE4C7jRzN7o7jclyhaAXwJHAJcB9wNvBMrA7sBFO+4SmshrTIOIiHS3VLU0mNnLgAuAz0xQ5BJgDnCSu1/i7mXg1cAq4PJxLQhnAkcBH3b3D7v7Fe7+NuA64BNmtvcOu5Bm1NIgIiJdLjWhwcyywBXADUQf7OP3zwDeDNzs7ssa2919C/Bt4ECikNBwGjAYnzPpK0AeePd01n+b1NIgIiJdLjWhAfgQcDBw7gT7XwIUgTua7LszfjwKwMwywMuA37l7ZVzZ3wAhYwPGjpeYclmMB0IGoVMLwrZWQ0REZKpSERrMbF/gs8Dn3P2JCYotjh9XNtnX2LYkfpwL9DYr6+7DwLpE2fF1OdvMlrZW80lITLnsZbSFQa0NIiLSLVIRGoCvA48Dl26lTF/8ONxkX2Vcma2VbZTva7bD3b/l7kdupR5Tk2xpoD7yXKFBRES6RcdnT5jZe4HXA8e5e20rRQfjx2KTfT3jymytbKP84AT7dowxizuNBoVKVaFBRES6Q0dDg5kViVoXrgeeMbMD4l2NroPZ8ba1RDMkkvuSGtsa3RHrgaFmZePXnA/cst0XMBljxjSMtjRoBoWIiHSLTndP9AILgDcBDye+bo73vzf+/kxgOVF3w7FNznNM/LgUwN1D4B7giDgkJB1NdN3TP25haxItDYUw0T1RV2gQEZHu0OnuiQHgnU22LyBahOkG4DvA7919i5n9DHibmb3U3e8FMLN+olDxMNHMiIYfAK8CziZa3KnhAqLFoa6d5mvZukRLQz4c7YVR94SIiHSLjoaGeAzDj8ZvN7N94qePunty/8eB1wG/MLMvA5uIVoRcArzJ3T1R9grgDODS+Hz3AycDbwUudvfHp/NatinR0pAP6+AOZhoIKSIiXaPTLQ2T4u6PmNmrgC8AHwMKRN0Qb0guIR2XrZrZicDFwKlE4xgeBc4DLm9rxQFyOchkIAzJ4OQIqZNVaBARka6RytAQr9XQ9KZS7n4/8JYWz7OBaLGoiRaMaq98EYaHgGhVyLplqdTq2zhIREQkHTo9EHLX0mQGhVoaRESkWyg0tFOTGRSVmpaRFhGR7qDQ0E5N7j+h7gkREekWCg3tlLg9tu50KSIi3UahoZ0S3RM98YrZCg0iItItFBraKdE9URjpnlBoEBGR7qDQ0E5jblql7gkREekuCg3tNKalQaFBRES6i0JDOzVpaVD3hIiIdAuFhnZq0tKg0CAiIt1CoaGdNKZBRES6mEJDOyVbGkLNnhARke6i0NBOed17QkREupdCQztpRUgREeliCg3t1KSloVINcPdO1UhERKRlCg3tlGhp6CFqYXCgFuhOlyIikn4KDe2UaGnotdFuiUpVXRQiIpJ+Cg3t1KSlAWC4rtAgIiLpp9DQTk3GNIAGQ4qISHdQaGiniVoaahrTICIi6afQ0E4TtTSoe0JERLqAQkM7NVmnAaCq7gkREekCCg3tlE8uIz0aGrSUtIiIdAOFhnZKtDTkE6GhWteYBhERST+FhnZKtDTkw9rIc82eEBGRbqDQ0E6JloZcoIGQIiLSXRQa2imXBzMAsh6Q8ahbQi0NIiLSDRQa2sls7GBI3elSRES6iEJDu41ZqyEKCwoNIiLSDRQa2q3JWg2aPSEiIt1AoaHdmqwKqXUaRESkGyg0tFuTMQ1VzZ4QEZEuoNDQbonuiaIGQoqISBdRaGi3JktJD2tMg4iIdAGFhnYr9Iw87VFLg4iIdBGFhnYrNBnToNAgIiJdQKGh3TR7QkREupRCQ7uNWachCgtap0FERLqBQkO7NWlp0JgGERHpBgoN7dZkRUjd5VJERLqBQkO7qaVBRES6VG46TlIqlXLAoYABfyiXy7XpOO9OaYJ7T7g7Ft82W0REJI1aamkolUr7lkqlvyyVSgc22XcysAK4G1gKrCqVSm9vtQJmdpCZXWVm95vZRjMbNLMHzOxSM1s0QfmfmNl6Mxsws9vM7IQJzj3bzC4zs5VmVjGz+8zsHOvkp3OipaGX0RYGDYYUEZG0a7V74gPAFUA1ubFUKu0L/BBYCPwReACYB1xdKpVe3OK59wQWAf8BfBy4APglcDZwt5ktbBQ0s/2B24FjgS8CHwH6gRvN7MTkSc2sEJ/nr4FrgPOAB4Ey8JkW6zb9Ei0NvTYaGtRFISIiaddqaPg/wPJyufzEuO3nA71EgWLfcrn8YuDdQJ7oQ3qb3P3/c/cT3P0T7l5292+5+3nAGURh4vRE8UuAOcBJ7n6Ju5eBVwOrgMvHtSCcCRwFfNjdP+zuV7j724DrgE+Y2d4tXvv0SrQ09CRaGjQYUkRE0q7V0LAv8Icm298A1IGPlstlByiXyz8C7gBes511ezJ+nAtgZjOANwM3u/uyRiF33wJ8GziQKCQ0nAYMEgWapK8QhZp3b2f9pibR0jAmNKilQUREUq7V0LAAeCq5oVQqzST6oF5aLpc3jCt/D1G3Q8vMrMfMdjOzPc3s9cA3413Xx48vAYpEgWS8O+PHo+JzZYCXAb9z98q4sr8BQsYGjPZJtjR4MjRoTIOIiKRbq6HBgdnjth1ONFviniblNzL5mRlnAmuIxkbcSNQN8V53vy3evzh+XNnk2Ma2JfHjXKJuk+eVdfdhYF2i7BhmdraZLZ1k3VvX5NbYoO4JERFJv1ZDwxPAq8ZtO54oTNzVpPwCYPUk6/IT4E+AtwKfAzbE52noix+HmxxbGVdma2Ub5fua7YjHVBzZYp0nL3lrbEZDg25aJSIiaddqa8AvgPNLpdKngK8RdUucQzSe4YYm5Y9kXHfGtrj7CqKpmwA/MbMfA781s153v4RofAJEXRTjNe43PTjusVnZRvnBCfbtWMl1GsLR0KCbVomISNq12tLwRaK//D8LrCdqXdgd+G65XF6TLFgqlfYGjgBu2Z6Kufvvgd8BpXjTqvixWbdCY1ujO2I9MNSsrJkVgfk07+bY8ZItDYnQoHUaREQk7VoKDeVy+WngOOBXRE37K4F/JppyOd77icY0/Nc01K+XaN0HgOVE3Q3HNil3TPy4FMDdQ6KxFkfEISHpaKLr3nHjFrYm0dKQT4QGzZ4QEZG0a3mwYrlcvg84sYVynyMak9ASM9vD3Z9psv14oqWpb4ZoaqWZ/Qx4m5m91N3vjcv1Ew2ifJhoZkTDD4jGYZwNXJbYfgFRt8q1rdZxWiVaGvLh6GrbGggpIiJpNy33nthOX4+Xi/5vorUZeoCXA6cAm4G/TZT9OPA64Bdm9mVgE3AWUTfEm9zdE2WvIFog6lIz2we4HziZaKDlxe7++A68poklWhpyQSI0qKVBRERSbrpuWPVSotkUBtxWLpcn0/T/A6IujfcRzZZwovDwTeBL7j4yoNLdHzGzVwFfAD4GFIi6Id7g7jclT+ru1Xhp6YuBU4nGMTxKtFLl5VO5zmmRaGnIhXVwBzOFBhERSb2WQkOpVDqOqAugXC6X7xy37yLg0+O2fbVcLn+4lXO7+7VMoqvA3e8H3tJi2Q3AufFXOmQykMtDPWplKHhA1XIKDSIiknqtzp54J/Auoib+EaVS6dXAhUQrLF4FfINo4aQPxne/lGYSrQ3FxO2xRURE0qzV0HAscFe5XN44bvtfEXUnnF8ul/+iXC7/DdEsizrReAJpppCYdhmHBq3TICIiaddqaFhMNDthvBOAARI3hSqXyw8QLQPdmXs7dIP885eSrmr2hIiIpFyroWE+45aFLpVKewB7ALeXy+X6uPIPEy3+JM00aWnQmAYREUm7VkPDEM8PAS+LH3/XpPwwMD5ISEOTloZhjWkQEZGUazU0PAC8sVQqJWdbvIloPMPtTcrvBTy9nXXbeY1paYhaGNTSICIiadfqOg0/Irr/xH+WSqVvEN2w6gNEy0X/skn5VzFupoUkNBvToNAgIiIp12pouIxogaQ3ACfF2wz4v+VyuZIsWCqVXgHsw9ilmyVJsydERKQLtXrDqmGiqZQXEt0K+yrgz8rl8r80KX448FPgZ9NVyZ1OsqUh1DoNIiLSHSZzw6oBoiWZt1Xum0RLQMtECk0GQqqlQUREUq7VgZAynZpNudQ6DSIiknKTvmFVqVSaAbyDaLDjYqIZFE8D/wP8KG6RkK1pNuVSLQ0iIpJyk2ppKJVK7wWeAP4fohtYnUw09fLMeNsTpVLpPdNcx51Pk5aGaj0kHHNnbxERkXRpOTSUSqXzgO8TrQ65FPgH4BygFD//bbzvylKplJ67SqZRoqWhl9EWBg2GFBGRNGv11tgHApcC64H3lMvlG5sU+1SpVPoT4Grg0lKp9ItyufzQ9FV1J5K4y2WfjQaFai2gJ5/tRI1ERES2qdWWhg8SrcvwlgkCAwDlcvmXwFuALHD+9ldvJ5WYPdFroy0NWqtBRETSrNXQ8Drg5nK5/D/bKlgul28HfgWcuD0V26klWhp6xnRPKDSIiEh6tRoa9gTunsR5746PkWYSLQ09ift6aQaFiIikWauhwYm6J1o1mbK7nkRLQ9FHg4LudCkiImnWamhYARw5ifO+HPjj5KuziygkQ4NaGkREpDu0Ghr+GziuVCq9alsFS6XSK4HXxsdIM4kplwWFBhER6RKthoavEHVR/EepVJpwgGOpVHod8BMgAL66/dXbSTVZ3AkUGkREJN1aWqehXC4/XCqV/pYoPNxYKpV+A9xE1AXhwAuIZkscTTSe4cNao2Erki0N4Who0OJOIiKSZpO5y+XXSqXSBqLg8AqigJBkwAbgb8vl8nenr4o7oURLQz4RGrROg4iIpNmk7j1RLpevJGpV+Evgu8ANwI3A94APAHsrMLQg0dKQC2sjz7VOg4iIpNmk73JZLpe3ENz59HsAACAASURBVIWE701UplQq9QCFcrm8aco125klWhpywWho0JgGERFJs0m1NEzC14HndtC5u1+ipSEb1CC+u6VCg4iIpNmOCg2gBZ4mlstBJnrrM+7kiAZAaiCkiIik2Y4MDbI1TdZq0EBIERFJM4WGTknefyKeQaGBkCIikmYKDZ1S7Bl52uPRYEiNaRARkTRTaOiUZqFBYxpERCTFFBo6JRkaQrU0iIhI+rW0TkOpVNKn2XQr9o487Y1bGqoKDSIikmKtLu40lemTPoVjdh09idAQtzRo9oSIiKRZqzesUjfGdEvOnmi0NGhMg4iIpJjCQKckWho0e0JERLqBQkOnJMY0NNZpGNY6DSIikmIKDZ2SmD3R61VALQ0iIpJuCg2dkgwN4eiYhtA1flRERNJJoaFTEt0TfVYfea7BkCIiklYdDw1mdqCZfc7M7jSzNWa22cyWmdknzWxGk/IHmdlPzGy9mQ2Y2W1mdsIE555tZpeZ2Uozq5jZfWZ2jpl1/g6ciZaGPk+EBnVRiIhISrW6TsOO9JfA3wD/CVwF1IDjgYuBd5nZMe4+BGBm+wO3A3Xgi8BG4CzgRjN7o7vf1DipmRWAXwJHAJcB9wNvBMrA7sBF7bi4CSVCwwxGQ0OlFjCrE/URERHZhjSEhh8Bl7j7xsS2b5jZw8AngQ8A/xJvvwSYA7zc3ZcBmNmVwH3A5WZ2sPvIoIAzgaOA8939snjbFWb2Y+ATZvZdd39yh17Z1iQXd6I28lx3uhQRkbTqePeEuy8dFxgarokfDwWIuyreDNzcCAzx8VuAbwMHEoWEhtOAQeCKcef9CpAH3j0tFzBVheRAyNGWBs2gEBGRtOp4aNiKPePH1fHjS4AicEeTsnfGj0cBmFkGeBnwO3evjCv7GyBkbMBovzGLO1VHnutOlyIiklapDA1mlgUuJBq7cHW8eXH8uLLJIY1tS+LHuUBvs7LuPgysS5TtjMSYhmI42j2hlgYREUmrVIYGoi6EY4AL3f3BeFtf/DjcpHxlXJmtlW2U72u2w8zONrOlk6vuFCRDQ6DQICIi6Ze60GBmfw+cC3zL3S9J7BqMH4vPP4qecWW2VrZRfrDZDnf/lrsf2XqNpyixTkMxSHRPKDSIiEhKpSo0mNlFwKeA7wJ/PW73qvixWbdCY1ujO2I9MNSsrJkVgfk07+Zon8RdLvNhjYxHYxm0uJOIiKRVakKDmX0G+AxwJXBmYupkw3Ki7oZjmxx+TPy4FMDdQ+Ae4Ig4JCQdTXTdO74LYmsymTHBoRgv8FRRS4OIiKRUKkKDmV1ItNjSvwJnxB/6Y8RTK38GvNbMXpo4tp9oTYaHiWZGNPyAaNzC2eNOdQHRAMtrp/ESpibRRTF6/wmFBhERSaeOL+5kZn8DfBZ4CrgJOG3cKs+r3f2X8fOPA68DfmFmXwY2Ea0IuQR407jWiSuAM4BLzWwfohUhTwbeClzs7o/vqGtqWU8vbN4QPfUoNGhMg4iIpFXHQwOj6yW8APh+k/23EC0Hjbs/YmavAr4AfAwoEHVDvCG5hHRctmpmJxItR30q0TiGR4HzgMt3wHVMXqJ7QqFBRETSruOhwd1PB06fRPn7gbe0WHYD0UyMc6dStx2u5/ndE1rcSURE0ioVYxp2WcXkqpBqaRARkXRTaOikYvL+EwoNIiKSbgoNnZQIDY2WBs2eEBGRtFJo6CR1T4iISBdRaOikZt0TGggpIiIppdDQSU26J9TSICIiaaXQ0EnNplwqNIiISEopNHRSoUlLgwZCiohISik0dFJPMjREN6yq1jSmQURE0kmhoZPG3LCqCqilQURE0kuhoZOSsyc0EFJERFJOoaGTEi0NxTDunqiHhGNu1ikiIpIOCg2dlGhp6KM28ryqtRpERCSFFBo6qUn3BEBVXRQiIpJCCg2dlFxGOu6eAKgoNIiISAopNHRSckXIePYE6KZVIiKSTgoNnVQojjwtep2MR2MZhqoKDSIikj4KDZ2UyYxpbSjGCzxtqdQmOkJERKRjFBo6rfD8O11uGqxOVFpERKRjFBo6LXHTqsb9JzarpUFERFJIoaHTmtweWy0NIiKSRgoNnVZ8fvfE5iG1NIiISPooNHRa8fndE5uG1NIgIiLpo9DQaU1aGjappUFERFJIoaHTmoxp2KyWBhERSSGFhk5r0j2xeVAtDSIikj4KDZ3W06x7Qi0NIiKSPgoNnVZ4/p0ut1RqhO6dqpGIiEhTCg2dlljcqd+ie06EDgOV+kRHiIiIdIRCQ6clxjTMzIzeqEpdFCIikjYKDZ1WHL3T5UwbbV3QDAoREUkbhYZOS7Q0zLBES4NmUIiISMooNHRaIjQ0BkKCWhpERCR9FBo6rfj82ROgVSFFRCR9FBo6LREaimEyNKilQURE0kWhodMSUy4LwWhQ0J0uRUQkbRQaOi2xuFO+PjzyfNOgWhpERCRdFBo6LdHSkK0lWhoqamkQEZF0UWjotHwBzADI1qtkPATU0iAiIumj0NBpmQwURhd4Knq0wJPGNIiISNooNKRBcq0G3elSRERSSqEhDRLTLvuIQsNQNaAWhJ2qkYiIyPN0PDSY2cfN7Idm9piZuZk9sY3yrzCzm8xss5ltMrMbzOzwCcouNrMrzWyNmQ2Z2VIze+cOuZDtkQgN8wqjm7UqpIiIpEnHQwPwD8AJwKPA+q0VNLNjgFuAfYELgc8ALwRuM7PDxpWdB/waeBvwdeCDwBbgWjM7Y5qvYfskuifm5UdbF3T/CRERSZNcpysA7O/ujwGY2R+A/q2U/RpQBY5z95XxMdcC9wP/DLw+UfZjROHize7+s7jsd4A7gH8ysx+6+5bpvpgp6Um0NOQc4uUa1NIgIiJp0vGWhkZg2BYzOwA4CvhhIzDEx68EfgicaGZ7JA45DXi0ERjisgFwGTAPOHkaqj89Egs8zc6OtjRoBoWIiKRJx0PDJBwVP97RZN+dgAEvBzCzRcCSeHuzssnzdV5igadkaNAMChERSZNuCg2L48eVTfY1ti2ZQtnOS7Q0zMzUR57rTpciIpIm3RQa+uLH4Sb7KuPKTKbsGGZ2tpktnVINpyoxpqHfgpHnWhVSRETSpJtCw2D8WGyyr2dcmcmUHcPdv+XuR06phlOVmD3Rx2hLg8Y0iIhImnRTaFgVPzbrVmhsWzmFsp2XXNzJR4OCZk+IiEiadFNo+G38eGyTfccADtwN4O5PE4WCYyYoC9DeLoitSbQ09CRCg8Y0iIhImnRNaHD3R4g+6N9pZo2BjsTP3wn8t7s/kzjkB8D+ZvZnibJZ4DxgA3B9WyreikRLQzFIhga1NIiISHp0fHEnM3sfsHf87QKgYGafir9/0t3/NVH8g8CviFaAvCzedh5R+Pnbcaf+AlGYuNrMLiVqeTiVaKrlme6+edovZqoSoaEQjI7d1JgGERFJk46HBuADwGvGbfv7+PEWYCQ0uPvtZvZa4OL4y4HbgXe6+73JE7j7OjN7FVF4+BuilSb/FzjF3a/ZAdcxdYnuiVx9tHVh81ANd8fMOlErERGRMToeGtz9tZMsfwfwuhbLrgTeN4VqtVdiymW2Nkwhl6FaD6kFIZVaQG+h4/9MIiIi3TOmYaeWWNyJyhCzekdvdam1GkREJC0UGtIgsYw01Qoze/Mj32oGhYiIpIVCQxokxjRQGRsaNBhSRETSQqEhDRKzJ6hWxnZPaNqliIikhEJDGuQL0JghUR1mdu/owEetCikiImmh0JAGmcyYwZBz8z7yfNOguidERCQdFBrSItFFMScXjjzfXFFoEBGRdFBoSItkaMiOhgZNuRQRkbRQaEiL3r6Rp3PC5FLSCg0iIpIOCg1psXD0Lt7zNo/ed0vrNIiISFooNKTFnvuOPJ21dsXIc025FBGRtFBoSIs99xl52rPmjyPPtbiTiIikhUJDWiRaGnJPPwkeTbvcMlQjCH2io0RERNpGoSEt5u8OPdFgSBvYzF7ZaDCkAwOadikiIimg0JAWZrBkn5FvD7ENI881rkFERNJAoSFNEl0U+9fXjTzXuAYREUkDhYY0SQyG3Kc6GhpWrBvoQGVERETGUmhIk0RLw97Da0ee3/Xw6k7URkREZAyFhjRZMhoa5mx6hqwHACx9dA3VetCpWomIiAAKDenSNwPmLQTAgoCX9VUAGKoGLHt83daOFBER2eEUGtIm0UVx/JzRe1Dc8ZC6KEREpLMUGtImMRjysOzmked3PrSa0LXIk4iIdI5CQ9okWhoWbHya2X0FAJ7bMsxDqzZMdJSIiMgOp9CQNonQYKue4OgXLhz5/vYH1UUhIiKdo9CQNguXQC4fPX9uDa9+Qf/IrjsUGkREpIMUGtIml4NFLxj59vD8Zgq56J/pqbVbWPmcFnoSEZHOUGhIo8RgyOLqp3jZfgtGvldrg4iIdIpCQxolxjWw4nFeedDuI9/e/uAzHaiQiIiIQkM6JUPDyid4xQsXYvG3969Yz4aB4aaHiYiI7EgKDWmUuEU2K55gTm+eF+01F4DQ4ZLrfkelWu9M3UREZJel0JBGs+dB/+zo+fAQPPNH/vTle4/sXvbEOj71g98yOKzgICIi7aPQkEZmsNd+o99/7UJOWBBy+vEHjWxa/tRzfOLquxio1DpQQRER2RUpNKTVG94JmfifZ+1quOTDnLqoylknHjJS5P4VG/jov93F7x5fqyWmRURkh1NoSKsXvwzO/QwUitH3A5vhnz7GOwqrKJ30opFiDz+9kY/92118oHwz197+qAZJiojIDmOuv1CbKpVKDlAulztbkccfhK9dCJs3jm7b/xDu2fdVXPhwgRrZMcUzBgfsMZvD992Nw/edz6F7zaOYzyIiItIim3CHQkNzqQkNAKtXwVc+CWueHrO5Pmsu9+x5FD8YWMj/+pxoLMQ4GYMFs3tZPHcGi+b2sef8GRywx2xeuGg2fcVcu65ARES6h0LDZKUqNABs3gA//DbcdTMEz581MTRzHnf378+v6gt4JjuT57Iz2JDtJbTmPVAG7LVbPy9cNJu9dutn0dw+lsybwR5z+ujvyWFNAoiIiOwSFBomK3WhoWHjc3DL9XDzz2HT+q0WDTA2ZPvYlOlhU6aHzdkeNmeKDGSKDFiBwUyBgUyRzZkiWzJFNmei/cO5Ivm+Pmb2FpjZW2DujALzZvYwvy/Hbj0Z+mfNZFZ/kZm9BWb15pnZWyCbUcgQEdlJTPgLXe3T3Wb2PHjze+GN74Lf3QG/ux3+sBSGnn8jqyzO/GCA+cHkb3IVYFQsTyWTJ+8BPWGNAgEAIbAp08PGbB9PZnrZkilSLfRSL/bhPX1Q7MHyeSxfIFPIk8tmyWWMXNbImZEt5Mn2zyTXP5P8zFkU+2fQ01ukp1igt7dAtlCAQs/o7JFOcYdVT8L9y6AyCPu/CA54EeQL2z6uXtt2uakarsD9v4te4+DDoX/WjnkdEZFxFBq6Vb4AR78m+qrX4ZH74N674OmnYP3aqEViy6Ypnz6LM8OrzAiqz9uXAeaEFeaEFUaWnBqa8ktNaCiTp5IpMJwtEGRyhJksYSaHZ7OEmSyezeGZHGQy9AZD9FUH6R3eQmF4AHPHLQOWiQZ2WCYKIWaQyeAzZhHutoj6/D2ozd+dsHcG2SDAghrZoE7hmSfJPrAMNqwbW6l8AV54KOx/yNhQUB2GZ1fBsyvh2adhcAvMmR+tt7HXftGdS4cGYN1qWPds9O8zcw4sfkG0b9ELog//bBYyWcg2/mt6FEKCAB78PSy9FZb/Nno9iK7rhS+GI14ZBZpaLQo4lcHo56KvPzpv/0zo6YuOG65AtRI9r1ahNgy1avQaM+fAvAUwfyH0zoh+hlY9GX2tXgU9vbD7Eth9T9h9McyY2fwfLwwhDKL6ZScYiBsGUR3N4q/Rf58dqjIU/zusjqYzhyHM3S267nkLovdgqnUIAxgajK4ll4u+Mtno37DxngQBFArR9ulQr0cBsqd322UHB+CJB6N/ywV7wD4HTk/oDEPAW7smd3huTTRGqxr/7NVr0Xszf3dYuDj642i6u0grQ1Edi71TO7d7VN9CcXrq5h79XxzYDFs2Rv/XNm+Mfn+vXQ1rn4l+Ri0T/b456CXR17wF2z73DqTuiQmktntiMmpV2LQBBjbFP5ibo8ehwegDrDIYfbgNbom2x19eGcJqzw8LjlHP5MiHWlBql5AvRD9DW5MMZWajAcfD0TKZTNRylC9Ez5MfFM3k8pDPQ64QH2OAjf6iDurR8bVa/GHZF33wzZwVraSaHfchPVyBgS0wuDn6WR8a3MY1WfTBUOiBYlzvMIjO5w54VLdCo37Z6P/Y5o3R/7HktTfO1+z3bE9fFOr6ZkSvl8nEgTEbvVYjDNRr0bb+2XEAnBXtX7MqCqjr4uAzc3YU6BYuiUKfe3SOoBZ9ID3+EDzzx+fXY7c9YO8DoqA6PBR9uA4PRXXJFyBfjK61UBx9XwrF6L1c83T84fbs6L9F34wocM6YOVrf/llRXZ56FP74aPS7ZmsKRdhtd3DigFuFejU676w5MGtuFO7CMPo9NhQHZYjDWj66nspQ1I278bnRoF0ojp6jf/ZofftmRNcW1OOvOACue3Y0ZFaHo/POmhMdO3P26M9I46tWHRvMg/roz04jVA5uiQJck/Fp2zR7Hszoj+ra0xs9LtgDTj1n8ueamMY0TNZOERq2RxBE/wmHK9Ev8MYvCrPoP/+WjfEvyY0EmzcztGkjwxs3Udu0ibBSIajX8FoNr1UJg5DQIXAI4l9kueFB8tUhirUhCkEVC0MyHpL1IOoO8XQskb05U+Tenj3ZmOnlJZUV7FXf0OkqAfBkfh5D2SIHVp7WYisiu7ol+8BnvzGdZ9w1xzSYWQb4IPBXwD7AGuBa4EJ3n3xH/64km43+UmjW/JzLRU3vc+ZHRYH++Gt7uTvD9ZDN1Rr1wQHqAwPUB4eoV6vUqlXqw1Xqw8MEtTphrUpYrxPU6gxmo4GeG7K9rKfIlpozVBlmsFJnqDJMvR4QBgH1IMBrAfOCLSyub2JRbQOL6hsphjWqZKlZlioZ1tLL3cUlPFxYOGYGyoL6Zo6o/JEltQ0Yo4G7blmeyc1iVW42q3Jz2JDtZUl9A/tV17J/dQ2L6xvZnOnh2dxMVsezW3YLtvCC2nO8oLaevWrr6fEaWQ/J4mQ9iM8cvYqbsSbbz//07c9tfQfwZCF67+cGAxwz+DjHDD3OwvpmhjIFBi3PYKZAQIb+cJiZYYVZYYXesMZwJheNVbEcw5ZnOJOjalmqliPEmBcMsLC+mQXBFnq8TsVyPJWfx5P5efwxP5e+sMqS+gaW1DawpL6B4kg9n69GhgxOluZ/mIRAnSxRGxZbLTudqmR4NjeL1bmZrM7NIiDDgmAzC+pbWBhsZma4fQukDWWLGE42DMh6MBLqAsvglsGxaW+tCzJZsuHE/xYNoWUYWLAnld2W0LN+NTOefYrMVP7a3U5hzwzCRXtFY6DyBTyXB3ey61aTWbMKazJGa7s1uhO31Xq2Nbn8xC1kU5EvRL9jZzZakWbD7LlR68/83aPWlqFBeOj38OByePR/R1tMkoo901enbdipWxrM7KvA+cB/AP8FHAKcB9wGnOg+vh1x1C7f0rCLc3cGq3U2DlTZOFilWg/pK+boK+aYUcyRz2ao1AIq1YChan2k7IbBKhsHhtkyXKcnnx05ppjLUgtCBoZrDA7XGaoGNP7vNaa31oOQSi1guBZQqQUEoePuhO6EoVOpBWwarLJpsMbgBHc5zZiRzRiZjGHxdYQOQeiTW2rcnT6vMmQFfKL+W3eij0AnA2Q8JDQjIEPY6E5wJ0dIwev0hHUyOMOWo5LJRQuTjT+3O/m4fPQVxK/DSEirWZaqZalZjjoZ+rzK7GCI2eEQs4IKGZwQww1CjGHLxzOEetgSzxSa8Jri6+jxOj1hjR6vkfeA0IwQIySDAwUPRuqYI2RzpoeNmV42ZnsILPu884XJ7pV4W6/X6A+HmREOk/eAnIdkCcl5SIBRtyjE1i1D3gNmhhVmB1EANJync7NZlZvNM7lZVC3HbsEW9qytZ0l9I/OCAQIy1CxDPQ6Fj+fn80hhAcOZ/Eg9ch6wT3Ud+9bWEWIMxqGzksmTwSmEdYrxv0PR6/R4LXoMawxl8jwTv/4zuVlULE+fV0euaVZc11lhhVnBEIbzRGE+j+QXsDo3a6vjAmYGFRYEmwnIULEcYa5AmM3RF1SYWd3CnGCQ2cEQgWUYtAKVXJHhbBHLGHlCioQUCBm2HOuyfTxnfWyO/0aekQnYLRxkXhj9zPQFVfrCYfqCYXqo49kcZLNYNnrd9cVZrC3OZV1xNoPZIvmgRn9tgJm1IWbUByiEdfJhnXwY/azUMzmq2QLVbJ5athCNv7JM9P88k6GWLVAp9DGc7yXM5bHG/9n4MZsxctkMhVyGXDaDAaF71MMV1OgZ2IhVK2SqFTLVYTLVCv1zZvKn7/3zCd/PKdj1WhrM7MVEAeE6d397YvvjwNeAU4CrO1Q9STkzY0Yxz4xinsXzZjQtM6Mn33R7O9SCkGo9IJvJkDFGHre2vkYjgNQDpx6G1AOnVg9HzlWrh/GYRBv5jTFUCxio1Bio1NkyXMOdkV9sGbMxr2kWhZPquHOOvkZIEIbkshkyGSNrNvJajTgT1S8qW6uHDNcDqnGIGq4FDNdD+gzy2QzZbIZcJooSYegE7qwLnXoYnaMWfwWhEwROEEbPe+Ig5fEv4iCMus8awsYHUbZILhtdW7U+4d8X29RsrZTQMgxYNP15uqzJzWRNbia/m8QxdcvySHEhjxQXTksdpuuaNscth2OEsM7yUJxg8O1ERv7pon/k4SDDc422UWPrn4L1+GsAotHeyRHfvfHXVIw/11RkgT6gjwOKs/jT7Txbq3ba0ACcSvQj8ZVx268AvgC8F4UG6VL5bIZ8dnKjGcyiD+psBopoafGkRqAK4vSQzWTGrD0ShCFDcatStRZGwSlr5DIZzKJQUa0HDNdCakHUShSEUQtRo5Wnsa0eB5mR4BZEn2oZi1qKGiGsEXIaX1FD0WjgaRYQG61XHrcuNc5RD53hWhDXMQpfyb9sM2bUgyikDdei68gY5OO/dnMZox46Q9X6SOsaQCGXpZDLkM9FP4u1ehi/TvS6mYxFE2JGrimqUz2Irsls7J+0jWtrtK7Vw9F/k/GyGYvGFu7EreWtqgftew925tBwFFHG/E1yo7tXzGxZvF9EZEygaiabydDfk6G/g61Lu6pG61M98Ljp3saEq5FAFoQEPjasJYNRIwTWE+FtpNmfKKw0Wsoa4akWhCMtYplM1LKW5D7aSoZ7NP7IwYl2jHwf7wtDx/GRsBPGYTDw0ToHYUgtDpP1ICSMw1cmrkPWIJ/Lkssa+WwU6ma28edyZw4Ni4G17t5sVNNK4JVmVnD3MaNizOxs4OxzzpnW6SsiIjIFGbO4RWPi/Zn4A1R2vJ35Xe4DJhoGXUmUGcPdv+XuR+6wWomIiHSpnTk0DAITjcjpSZQRERGRFuzMoWEVsJuZNQsOS4i6LrZjwq6IiMiuZWcODb8lur6jkxvNrAc4HFjaiUqJiIh0q505NFxDNHj1gnHbzyIay3BV22skIiLSxXba2RPuvtzMLgfONbPrgOuJVoQ8H7gFrdEgIiIyKTttaIhdADwBnA28CVgLXEZ074mpL/EmIiKyC9qpQ4O7B8A/x18iIiKyHXbmMQ0iIiIyjRQaREREpCUKDSIiItKSnXpMw3QolUqdroKIiEg7eblcfv5tVFFLg4iIiLTIXPcibxszW6qbYW0/vY/TQ+/j9ND7OD30Pk6PHf0+qqVBREREWqLQICIiIi1RaGivb3W6AjsJvY/TQ+/j9ND7OD30Pk6PHfo+akyDiIiItEQtDSIiItIShQYRERFpiULDDmZmGTP7kJk9YGYVM/ujmf2zmc3odN3SxswONLPPmdmdZrbGzDab2TIz+2Sz98vMDjKzn5jZejMbMLPbzOyETtQ97cysz8weNzM3s39psl/v5QTMbJ6Z/ZOZPRL/H15jZr8ys1ePK/cKM7sp/rndZGY3mNnhnap3mphZv5l9wsyWx+/PWjO73cxONzMbV3aXfx/N7ONm9kMzeyz+P/vENsq3/J6Z2WIzuzL+OR4ys6Vm9s6W66YxDTuWmX0VOB/4D+C/gEOA84DbgBN1i+5RZvYF4G+A/wTuBGrA8cC7gN8Dx7j7UFx2f+A3QB34CrAROAs4FHiju9/U9gtIMTP7J+CvgH7gcnc/N7FP7+UEzGxv4Gai9+07wEPAbOAlwI3u/u9xuWPiciuBRig7F1gIvNLdl7e14iliZhngFuCVwPeJ/m/3AacCRwNfdPePxmX1PgJm5sBzwD3Ay4FN7r7PBGVbfs/MbB6wNN53KbACOA14DfCX7v7dbVbO3fW1g76AFwMh8ONx288DHDit03VM0xdwJDC7yfaL4/fr3MS2a4EAODyxrR94EniQOBDrywFeRhQIPhy/j/8ybr/ey4nfu9uAPwKLtlHuN8AmYEli25J42y86fR0dfg+PjX/uvjxuewF4DNig9/F579l+ied/AJ7YStmW3zPgi/G/xZ8ltmXjc6wD+rdVN3VP7FinAkb011vSFcAg8N621yjF3H2pu29ssuua+PFQgLir4s3Aze6+LHH8FuDbwIHAUTu4ul3BzLJEP283ANc12a/3cgJmdhzwf4j+En7azPJm1tek3AFE79EP3X1lY3v8/IfAiWa2R7vqnUKz4sdVyY3uXgXWAgOg9zHJ3R9rpdwU3rPTgEfd/WeJsgFwGTAPOHlbr6nQsGMdRdTS8JvkRnevAMvYRX8ZT8Ge8ePq+PElQBG4o0nZO+NHvbeRDwEHEzVXNqP3cmKNX6BPmdnPgCFgwMweMrNk4G+8PxO9h0bUxLyr+g2wAfg7M3unmb0gHkNzCdH7clFcTu/j5LX8ntn/397dx9pRlHEc/47FO3HsqwAAB/JJREFUFkywVGygtxJrfKk1okAECjS8qCEYJChiGrUvIaAp05DYEIlp0F4kUYxKCcSh2qhIoRX4o4IoAhUraVFsxRI0QvnDor1tQQNWsNzWl/GPZ7Zu1t1zZ9t77rkvv0+y2ZzZ2dM5T8895zmzM7POzcB6IH7VULf8fI2UNHRXH/DXGOP+mmMDwBudc5NHuE1jSvql/EWse31tKu5L+4GaU4qymV1u2qjnnHsLcB3wpRjjjoZqimWz2Wm/GvsVthi4HDgArHHOXZaOK4YdxBhfwnqzXsQuhT0HPI2NX/pYjHF1qqo4ttcmZsMSX90au7teB9QlDACDpToHRqY5Y9JNwFxgeYzxmVRWdBHXxXawUmciuxX4IzbgqYli2ezotH8ZOC91p+OcW49di/+yc+77KIY5XsGuzd8HPIYlYUuBtc65i2OMD6M4Hoo2MRuW+Cpp6K592CjVOkeW6kgN59z1WLf6t2OMXykdKmI2peY0xRVI3efnA2fHGP/Zoapi2ezVtF9XJAxgv5ydc/cBi7DeCMWwA+fciViisCzGuKpUvg5LJFanGTyKY3ttYjYs8dXlie7ahV2CqPtPmoldulAvQw3nXD9wLfA9YEnlcDGgqq4rrSir64KbENL77UbgJ8Ae59zb0oCpN6cqU1PZMSiWnexM+z01x3an/TQUw6Esw76U7ikXxhj3AT/G3pezUBwPRZuYDUt8lTR01xYsxqeVC51zRwInYfNlpcI5twJYAdwOXBHTvKCSp7AutjNqTp+b9hM5tkcB04ELgWdL28Z0fEF6fAWKZSfFAOY31Rwryl7A/s6hOYYR+M3wNm1MKb6QJtUcO6K0Vxzby45ZjHE3lhTMbagLOX/rvZ6POp434EQ6r9OwoNdtHG0bNugxYgnDazrUuwdbW+C9pbJibYHtTOy1BV4LXFqzXZli+0B6/A7FsmMcp2Fz3XdSmr8OzMCu0W8vlW1JdftKZX2pbEOvX0uP47gyve+uqZQXPV0vAkcojo3xG2qdhuyYAV+jeZ2Gl4Cjh2qPVoTsMufcLdh1+fVYd/EcbIXIzcD7o1aEPMg5txRb0exPwBewhKvs+WgDpor5yb/GVo1cif2BfBpL1C6MMT44Uu0eK5xzs7CBkdUVIRXLBs65zwDfAn4PfBdbkOhKLHH4cIzxoVTvTODnWIJxSzr9KuA44KwY45Mj3PRRI62q+QSWhN2Jffa9AXuPzQKWxhhDqqs4As65hfzvcuJV2PvuG+nxczHGNaW62TFzzh2L9Twci13CHMDWEzoX69X9zpCN63UWNd43LIu7GltZb3/6T7qRjJW3JtoG3IZlwU3bxkr9OcC92BzwfcAmbGnunr+W0bhhH9D/tyKkYjlk3C7B5rH/A5tJ8VD6MK7WOwP4GdYL8TLwIHBKr9s/GjbgrdgS0jux5PTvwKPAJYpjbbw25n4Oto0ZdrloDbaw1iCW0M3PbZt6GkRERCSLBkKKiIhIFiUNIiIikkVJg4iIiGRR0iAiIiJZlDSIiIhIFiUNIiIikkVJg4iIiGTRXS5FZNzz3vdj9zM5L4SwsbetERm7lDSIyJC89zmrwOkLWWScU9IgIm1c1+HYjpFqhIj0hpIGEckWQujvdRtEpHeUNIjIsCuPIcDu1vdZ4J3YzXTuB5aHEPbUnPd27A6nHwCmYzfV2QBcH0J4tqb+JOxuiQuBd2N3AxzAbvjz1YZzLgWuSfUHsRtQXR1CGDic1ywyEWj2hIh00zJgFfAkcBN2t9fLgMe899PLFb33pwJbgQXAFuDr2N0lPwVs9d6/r1J/MvBT4FbgBGAtcDN269+PAmfVtMcDd2CXUr4J/A6YD2zw3k857FcrMs6pp0FEsqUehDqDIYQbaso/BJweQvht6TlWYj0PNwCXpzIH3A68HlgQQrizVH8+8APgDu/9u0II/0mH+oEPAj8CPh5C2F86Z0p6rqoLgFNDCE+V6q4FPgFcDNzd+OJFRD0NItLKiobt8w3115QThqQf2At8svTr/kzs8sUvywkDQAjhLmATMBuYBwcvS3jgVWBJOWFI5+wPIfylpj03lxOGZHXan9bwGkQkUU+DiGQLIbiWp/yi5jn2eu+3AecAc4BtwCnp8CMNz/MIljCcDDyKJRhTgcdDCLtatGdrTdmf035ai+cRmZDU0yAi3fR8Q3kxCHJqZb+7oX5Rfkxl33bw4t9qyv6V9pNaPpfIhKOkQUS66biG8uPTfm9lf3xNXYAZlXrFl//MQ2+aiLSlpEFEuumcaoH3fipwEjbd8Q+puBj3cG7D8xTlT6T901ji8B7vfd9wNFREhqakQUS6aaH3/uRKWT92OWJdaQDjZmw65ry0jsJB6fHZwHZsQCQhhH8DATgKWFWdLum9n1yd0ikih08DIUUkW4cplwA/DCFsq5Q9AGz23t+NjUuYl7YdlGZchBCi934x8DBwl/f+Xqw3YTbwEWxRqEWl6ZZgS1qfDlwEbPfe35/qnQCcD3wOuO2QXqiI1FLSICJtrOhwbAc2E6JsJbAeW5dhPvAK9kW+PITwQrliCOHxtMDTtdj6CxdhK0Kuw1aEfKZS/4D3/gJgCbAIWAw4YFf6Nze1f3ki0omLMefmdSIi+XQrapHxSWMaREREJIuSBhEREcmipEFERESyaEyDiIiIZFFPg4iIiGRR0iAiIiJZlDSIiIhIFiUNIiIikkVJg4iIiGRR0iAiIiJZ/gsClBna6AeDkAAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -1191,7 +1191,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Prédiction : 9.70 K$\n", + "Prédiction : 8.94 K$\n", "Reality : 10.40 K$\n" ] } diff --git a/GTSRB/01-Preparation-of-data.ipynb b/GTSRB/01-Preparation-of-data.ipynb index 9536192..e9c9297 100644 --- a/GTSRB/01-Preparation-of-data.ipynb +++ b/GTSRB/01-Preparation-of-data.ipynb @@ -16,6 +16,7 @@ "\n", "The German Traffic Sign Recognition Benchmark (GTSRB) is a dataset with more than 50,000 photos of road signs from about 40 classes. \n", "The final aim is to recognise them ! \n", + "\n", "Description is available there : http://benchmark.ini.rub.de/?section=gtsrb&subsection=dataset\n", "\n", "\n", @@ -35,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -78,8 +79,8 @@ "text": [ "\n", "FIDLE 2020 - Practical Work Module\n", - "Version : 0.2.9\n", - "Run time : Tuesday 18 February 2020, 14:46:07\n", + "Version : 0.4.2\n", + "Run time : Sunday 23 February 2020, 18:07:27\n", "TensorFlow version : 2.0.0\n", "Keras version : 2.2.4-tf\n" ] @@ -106,6 +107,26 @@ "ooo.init()" ] }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Well, we should be at HOME !\n", + "We are going to use: /home/pjluc/datasets/GTSRB\n" + ] + } + ], + "source": [ + "place, dataset_dir = ooo.good_place( { 'GRICAD' : f'{os.getenv(\"SCRATCH_DIR\",\"\")}/PROJECTS/pr-fidle/datasets/GTSRB',\n", + " 'IDRIS' : f'{os.getenv(\"WORK\",\"\")}/datasets/GTSRB',\n", + " 'HOME' : f'{os.getenv(\"HOME\",\"\")}/datasets/GTSRB'} )" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -120,16 +141,18 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def read_dataset_dir(csv_filename):\n", - " '''Reads traffic sign data from German Traffic Sign Recognition Benchmark dataset.\n", - "\n", - " Arguments: csv filename\n", - " Example /data/GTSRB/Train.csv\n", - " Returns: np array of images, np array of corresponding labels'''\n", + " '''\n", + " Reads traffic sign data from German Traffic Sign Recognition Benchmark dataset.\n", + " Arguments: \n", + " csv filename : Description file, Example /data/GTSRB/Train.csv\n", + " Returns:\n", + " x,y : np array of images, np array of corresponding labels\n", + " '''\n", "\n", " # ---- csv filename and path\n", " #\n", @@ -174,7 +197,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -184,8 +207,8 @@ "Train.csv [########################################] 100.0% of 39209\n", "Test.csv [########################################] 100.0% of 12630\n", "Meta.csv [########################################] 100.0% of 43\n", - "CPU times: user 15.7 s, sys: 14 s, total: 29.7 s\n", - "Wall time: 58.4 s\n" + "CPU times: user 15.9 s, sys: 11.9 s, total: 27.8 s\n", + "Wall time: 45.9 s\n" ] } ], @@ -193,9 +216,9 @@ "%%time\n", "\n", "# ---- Read datasets\n", - "(x_train,y_train) = read_dataset_dir('./data/origine/Train.csv')\n", - "(x_test ,y_test) = read_dataset_dir('./data/origine/Test.csv')\n", - "(x_meta ,y_meta) = read_dataset_dir('./data/origine/Meta.csv')\n", + "(x_train,y_train) = read_dataset_dir(f'{dataset_dir}/origine/Train.csv')\n", + "(x_test ,y_test) = read_dataset_dir(f'{dataset_dir}/origine/Test.csv')\n", + "(x_meta ,y_meta) = read_dataset_dir(f'{dataset_dir}/origine/Meta.csv')\n", " \n", "# ---- Shuffle train set\n", "combined = list(zip(x_train,y_train))\n", @@ -220,7 +243,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -258,7 +281,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -395,7 +418,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -423,12 +446,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 1152x676.8 with 32 Axes>" ] @@ -463,7 +486,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -538,9 +561,180 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Enhancement: [################] 100.0% of 16\n", + "Enhancement: [################] 100.0% of 16\n", + "Enhancement: [################] 100.0% of 16\n", + "Enhancement: [################] 100.0% of 16\n", + "Enhancement: [################] 100.0% of 16\n", + "Enhancement: [################] 100.0% of 16\n" + ] + }, + { + "data": { + "text/markdown": [ + "#### EXPECTED" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1152x97.2 with 16 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/markdown": [ + "#### ORIGINAL" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1152x97.2 with 16 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/markdown": [ + "#### ENHANCED" + ], + "text/plain": [ + "<IPython.core.display.Markdown object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dataset : RGB min,max=[0.014,1.000] shape=(16, 25, 25, 3)\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1152x97.2 with 16 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dataset : RGB-HE min,max=[0.001,1.000] shape=(16, 25, 25, 3)\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1152x97.2 with 16 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dataset : L min,max=[0.042,1.000] shape=(16, 25, 25, 1)\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1152x97.2 with 16 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dataset : L-HE min,max=[0.002,1.000] shape=(16, 25, 25, 1)\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1152x97.2 with 16 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dataset : L-LHE min,max=[0.000,1.000] shape=(16, 25, 25, 1)\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1152x97.2 with 16 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dataset : L-CLAHE min,max=[0.000,1.000] shape=(16, 25, 25, 1)\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1152x97.2 with 16 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "i=random.randint(0,len(x_train)-16)\n", "x_samples = x_train[i:i+16]\n", @@ -555,14 +749,14 @@ "datasets['L-LHE'] = images_enhancement( x_samples, width=25, height=25, mode='L-LHE' )\n", "datasets['L-CLAHE'] = images_enhancement( x_samples, width=25, height=25, mode='L-CLAHE' )\n", "\n", - "print('\\nEXPECTED (Meta) :\\n')\n", + "ooo.display_md('#### EXPECTED')\n", "x_expected=[ x_meta[i] for i in y_samples]\n", "ooo.plot_images(x_expected, y_samples, range(16), columns=16, x_size=1, y_size=1, colorbar=False, y_pred=None, cm='binary')\n", "\n", - "print('\\nORIGINAL IMAGES :\\n')\n", + "ooo.display_md('#### ORIGINAL')\n", "ooo.plot_images(x_samples, y_samples, range(16), columns=16, x_size=1, y_size=1, colorbar=False, y_pred=None, cm='binary')\n", "\n", - "print('\\nENHANCED :\\n')\n", + "ooo.display_md('#### ENHANCED')\n", "for k,d in datasets.items():\n", " print(\"dataset : {} min,max=[{:.3f},{:.3f}] shape={}\".format(k,d.min(),d.max(), d.shape))\n", " ooo.plot_images(d, y_samples, range(16), columns=16, x_size=1, y_size=1, colorbar=False, y_pred=None, cm='binary')\n" @@ -578,15 +772,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def save_h5_dataset(x_train, y_train, x_test, y_test, x_meta,y_meta, h5name):\n", " \n", - " # ---- Filename\n", - " filename='./data/'+h5name\n", - " \n", " # ---- Create h5 file\n", " with h5py.File(filename, \"w\") as f:\n", " f.create_dataset(\"x_train\", data=x_train)\n", @@ -611,23 +802,98 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Dataset : /home/pjluc/datasets/GTSRB/set-24x24-RGB.h5\n", + "Enhancement: [########################################] 100.0% of 39209\n", + "Enhancement: [########################################] 100.0% of 12630\n", + "Enhancement: [########################################] 100.0% of 43\n", + "Dataset : /home/pjluc/datasets/GTSRB/set-24x24-RGB.h5 shape : (39209, 24, 24, 3) size : 684.4 Mo (saved)\n", + "\n", + "\n", + "Dataset : /home/pjluc/datasets/GTSRB/set-24x24-RGB-HE.h5\n", + "Enhancement: [########################################] 100.0% of 39209\n", + "Enhancement: [########################################] 100.0% of 12630\n", + "Enhancement: [########################################] 100.0% of 43\n", + "Dataset : /home/pjluc/datasets/GTSRB/set-24x24-RGB-HE.h5 shape : (39209, 24, 24, 3) size : 684.4 Mo (saved)\n", + "\n", + "\n", + "Dataset : /home/pjluc/datasets/GTSRB/set-24x24-L.h5\n", + "Enhancement: [########################################] 100.0% of 39209\n", + "Enhancement: [########################################] 100.0% of 12630\n", + "Enhancement: [########################################] 100.0% of 43\n", + "Dataset : /home/pjluc/datasets/GTSRB/set-24x24-L.h5 shape : (39209, 24, 24, 1) size : 228.8 Mo (saved)\n", + "\n", + "\n", + "Dataset : /home/pjluc/datasets/GTSRB/set-24x24-L-LHE.h5\n", + "Enhancement: [########################################] 100.0% of 39209\n", + "Enhancement: [########################################] 100.0% of 12630\n", + "Enhancement: [########################################] 100.0% of 43\n", + "Dataset : /home/pjluc/datasets/GTSRB/set-24x24-L-LHE.h5 shape : (39209, 24, 24, 1) size : 228.8 Mo (saved)\n", + "\n", + "\n", + "Dataset : /home/pjluc/datasets/GTSRB/set-48x48-RGB.h5\n", + "Enhancement: [########################################] 100.0% of 39209\n", + "Enhancement: [########################################] 100.0% of 12630\n", + "Enhancement: [########################################] 100.0% of 43\n", + "Dataset : /home/pjluc/datasets/GTSRB/set-48x48-RGB.h5 shape : (39209, 48, 48, 3) size : 2736.4 Mo (saved)\n", + "\n", + "\n", + "Dataset : /home/pjluc/datasets/GTSRB/set-48x48-RGB-HE.h5\n", + "Enhancement: [########################################] 100.0% of 39209\n", + "Enhancement: [########################################] 100.0% of 12630\n", + "Enhancement: [########################################] 100.0% of 43\n", + "Dataset : /home/pjluc/datasets/GTSRB/set-48x48-RGB-HE.h5 shape : (39209, 48, 48, 3) size : 2736.4 Mo (saved)\n", + "\n", + "\n", + "Dataset : /home/pjluc/datasets/GTSRB/set-48x48-L.h5\n", + "Enhancement: [########################################] 100.0% of 39209\n", + "Enhancement: [########################################] 100.0% of 12630\n", + "Enhancement: [########################################] 100.0% of 43\n", + "Dataset : /home/pjluc/datasets/GTSRB/set-48x48-L.h5 shape : (39209, 48, 48, 1) size : 913.9 Mo (saved)\n", + "\n", + "\n", + "Dataset : /home/pjluc/datasets/GTSRB/set-48x48-L-LHE.h5\n", + "Enhancement: [########################################] 100.0% of 39209\n", + "Enhancement: [########################################] 100.0% of 12630\n", + "Enhancement: [########################################] 100.0% of 43\n", + "Dataset : /home/pjluc/datasets/GTSRB/set-48x48-L-LHE.h5 shape : (39209, 48, 48, 1) size : 913.9 Mo (saved)\n", + "\n", + "CPU times: user 7min 40s, sys: 13.1 s, total: 7min 53s\n", + "Wall time: 8min 1s\n" + ] + } + ], "source": [ "%%time\n", "\n", + "# ---- To write h5 dataset in the project place\n", + "#\n", + "output_dir = dataset_dir\n", + "\n", + "# ---- To write h5 dataset in a test place\n", + "# For small tests only !\n", + "#\n", + "# output_dir = './data'\n", + "# ooo.mkdir(output_dir)\n", + "\n", "for s in [24, 48]:\n", " for m in ['RGB', 'RGB-HE', 'L', 'L-LHE']:\n", " # ---- A nice dataset name\n", - " name='set-{}x{}-{}.h5'.format(s,s,m)\n", - " print(\"\\nDataset : \",name)\n", + " filename = f'{output_dir}/set-{s}x{s}-{m}.h5'\n", + " print(\"\\nDataset : \",filename)\n", " # ---- Enhancement\n", " x_train_new = images_enhancement( x_train, width=s, height=s, mode=m )\n", " x_test_new = images_enhancement( x_test, width=s, height=s, mode=m )\n", " x_meta_new = images_enhancement( x_meta, width=s, height=s, mode='RGB' )\n", " # ---- Save\n", - " save_h5_dataset( x_train_new, y_train, x_test_new, y_test, x_meta_new,y_meta, name)\n", + " save_h5_dataset( x_train_new, y_train, x_test_new, y_test, x_meta_new,y_meta, filename)\n", "\n", "x_train_new,x_test_new=0,0\n" ] @@ -641,16 +907,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dataset loaded from h5 file.\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA44AAAGSCAYAAACsfJ9dAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOx9yW+c2XX9qYk1z8VRFCVRre62005spL3JIkCQ/yVBss8mQPYJkHWCrPKPZG84TmC70YZbs0iR4ljzXKzht9DvPJ7v8hU1NEtSd+oCBRarvvqGN9x3z7nDC81mMyxlKUtZylKWspSlLGUpS1nKUpYyT8If+waWspSlLGUpS1nKUpaylKUsZSmftiyB41KWspSlLGUpS1nKUpaylKUs5VpZAselLGUpS1nKUpaylKUsZSlLWcq1sgSOS1nKUpaylKUsZSlLWcpSlrKUayX6tgf+/d///bKKzkeWf/u3fwt933Ms+/Hjy7Iffxyy7Mcfhyz78cchy378cciyH38csuzHH4f4+nHpcVzKUpaylKUsZSlLWcpSlrKUpVwrb+1xpPzt3/4tYrEYotEowuEwJpMJptMpVlZWkMlksLKygtlshslkgtlshul0islkgouLC4xGI4xGI1xcXGA6nWI2myESiSAcDrv/o9EoUqkUVlZWEA6HMZvNMBwO0Wq10Gw2MRgMMJvNEAqFEA6HsbKyglAohOFwiNFohFgshnQ6jWQy6X4/nU7dazKZAAAikQhWVlaQSqWQyWSQyWTcdUOhEGazGcbjMYbDoXsNBgP3fjqdIhKJIBKJoN/v48WLF/jtb3+L3/3ud3j+/Dmi0Sj+5E/+BH/1V3+Fn//858jn8+58FxcXuLi4QCgUQiQSce0DAIlEAul0GvF4HLFYDJFIBP/yL/9ys70O4C/+4i9wfn6OSCSC9fV15HI5jEYjdLtdjMdjzGYzhMNhxONxJBIJJBIJd0/RaPRK/0ciEQBAv99Hp9PBbDZDPB5HPB5HNBpFLBZz/dTv911fU9j/0+kU4/EY4/EYkUgEiUQCyWQSoVAIFxcXGA6Hrg/ZRwCQSqUQj8cxmUwwHo8RjUaRTCYRj8cRiUQQCoXci2MOACaTCdrtNqrVKnq9HiKRCKLRKMbjMUajEUKhEBKJBDKZDLLZLOLxOKbTKXq9XuBeotEoMpkM8vk8ptMpGo0G2u02ACAWiyEcDuM///M/b7wf//3f//3Gz/khZWVlBWtra3jw4AHu3LmDdDqN6XSKcDjsxpr2F7cPCoVCbgxyfEWjUacXIpGI00OpVAqJRAJ7e3v4r//6L/z3f/83hsOhm+cAXJ8DwNraGv76r/8av/jFL7CysuKOjcViAIBHjx7deDv84z/+o9ORFxcXGI/HTmfNZjOn8/hiW3CcXlxcYDKZuBfnktV/Ogfi8Tiy2Syy2Syi0aj7LdsXeD0vASAejyOZTCIWi2EymWA4HKLb7aLb7aLT6aDb7WI4HLq2TKVSKBaLqFQqSCQS6Ha7aDQaGAwGbq2IRCJot9vodDq4uLhwzzMYDDAYDNz5+/2+axM+72g0AnCpx+PxOFKpFCqVCnZ2drCzs4NMJoN2u42XL19ib28PBwcHqNfr7j7T6fSN9+MPfT7+EOXv/u7vbvyc//qv/xr4n3PQ2jW9Xg+NRgNnZ2c4Pj4OjLXz83M0m02MRiMkk0nkcjkkEgk3t0ajEU5PT3FychI4Jp1OO3uEOi4UCmE0GqHdbqPZbGI8HiOVSqFQKKBQKCCfzyOdTiORSLi1mPfIewbgdCVti1gshul0itFo5OYd9VC73Uaj0cBwOEQqlcLGxgZ2dnawsbGBUqmEfD6PfD6PcrmMYrGIVCrl2orX4r2zzfR7tin//6d/+qcb78d//ud/BgB3D6oXtU9VR/L4cDjs1hL+pe3Dz6hPfc+k16HoeVWfaxupHudL9d5oNHL2Lm1JrhdcJ3h/7O+VlRVnh3Bs8Jk4tngeXWM5Vvm/PoMVfv8f//EfN92N+Ju/+RuMx2NMJhOEQiGsrKw421DtBO0DXT/ZJnypPaH9ZOcM+1xtSNt3dktD2252DHCNo83Pc3NczGYzZ+uORiNnX/O6tI04h32ifchn1v7jeWhvj0YjZ5PzvP/wD/8wtz/eGTha44UXDofDGI/HDiDwpgAEBj4NHDVq2Fg8J48PhUKYTqcOaAJw52WD8CH5npOF98rOoGGiz8FO5ETkuWiAsrN0AhLkcVDFYjFcXFxcMWy1A62C1OP4rBxENGCpdBcla2trKBQKAQBHkKRG5srKCpLJJBKJhFtkCJzj8bjrj+l0img0ikQi4Z5LDVz2M3DZh9oenJw8P9ufCo/n5Pm0/2hwEuCqorDKjuOTYxBAQJEoWKZS5vkvLi7cOUkwUGHrs/L7VCoV6OelXBUu3FSUsVgs0GbahwACCzjnoBoA1AW6cLDfOAaj0SiGw+GVueq7J+ogVbKLEgt65y3ceo8+Q0O/A+DagPOWY5xtYgGqXoPzS49Vubi4cIQa5zx1Kj+PRqOB6yiBx+dSQEs9ozqfawcBoxJMAFyb6b1fXFyg3++j1+sFDOJ+v4/xeLwQ4LiUH7+oUca/Ojf1OLVzfPpG7QvqGCUjuTZb4MrrqvHP79U2o05QXcC1TPWgGqqj0cgdY+e7z4bidWmz8Tvfuqhr97zz3rToPfmuY22EefdI8dl4/Hvdy5Jxqveus/Xmnc8ew7Gh51IikHqcojqW/Ud9rwBJf69g6bo2ummhjcbrcm5YAMd2oOj/CgyVEPCRGzyec0sBqAWSdlxZclfFkhOKb9h3/FztFeoHno82EM/pI3wttlI7V/tuMpk4gMpnfhP2eG/gyBvSzuDN2sHJG6MhrqwdcKk8aZwoyOP//MynNNULxkblfari1evR0KAXkACQ57LX4L0QJNvJz2uo+FgMbSceQ0OL976yshJgTxYh2WwWQBC4qsGuoJvPrsyWb8Fj28bjcccOWQDJ9qDBx0GthMPKyooD6olEAisrK+5cHCP8LZUHvQ4rKyvedmM/qSeHnwNwnkR6YkgS9Pt9B4r5eyUS1BPCNuLktwzYUq6KkkqDwSAwlkgEcY5Mp9MAe8o5zxdZOF3I2ScArngOr5PxeOxAx2g0cgynNaRuSqyu4VjzMYoKii3wA3DlM3oU6LljG8diMTd2deHlnCR4tmBTdR6PUYDJ9iNQ4/zV++Hx84xp9qMu1owAUNDI9UT7nW10cXHhPKL9ft95VDqdDobDITY2Nm68H5fy45V5awrnAtdENUS5DuqcVOON643O03A47DzyKysrzkYh+cG103oT+LklujhHrDfJAk6em8cOBoMAkGAbKLDQ+c57n+dR43Wva9MPKfOAvxrNvvtlX1lQZT2ZljDgb9SYV9BodbDvPAoQLZCbRwACcMBAwaDtP7XNGU3G7/V3PvKAny8KTDKSkdfkuAcu7VWSyTyG/6uNpiBKvbAWULGP1P61jgudP/rbNxFJ2n/8X6P81AYgSFVbCIB37tIeVk+/AmQ7F5XwsWTBPE8m5Z2Bo7p6+aC+m9LGJvCzLnVtPBtexk7SMFfr3dFOozGvqJ0Nrg2lk0cbTjuTjITtSJ089hnVMOK1tHPs8+uLHk/+hiDFMiA3KdYAVOXEe2Q/a1itZV4SiQQmkwkGg0GAtbDKTtuLCor9S091MpkMeDc5sRnOy0lM78ZsNnPAkr/lGLB9wvYkq6qe6clk4kJbCVwJLlSBhkIh1xYAnGeSbn5d+DleORnfBqz8XxQFNQyTpgHEcHU1YujJZQh0NBp1IdH0NgOXiz8XjtFohF6v5xYZH0tI4fhpNpsulDKdTiOfz79Rob6vWGPFstCWSdSxxXu2Hj0FaqpHI5FIIOSJi7JtE3oT2WYMC7J6UOc7/1fviepta1CrUW3JNeCSWeUxStjYa1jgyHFDj+NwOESv10Or1UK3211ALy7lxy7WSJwHkAC4cXxxcYGVlRWv1zEWiyEej7tz88X1KJFIuLGrhAuvpZ4HBX0KCLheWhtEn8kHPHis75lUeA3et94T28ga57YdFy3XGfXUowrqfb+34Fl1pupaIJh6o5+T+FIjXdvCjg9rJ6uOtWIJRB7nIy2AYKSVRgLyXLS7fG0wD1wvighQ+0nnmtp3CpBIyOi90nk1m82cc8LaAArItH8VL2g/WLHjS+0R3qtNJ7FRBLadNQVH13uNLqJe8AFH6zlWW8L+Tm3u6+SdgSNPygcg2NO8RyDoydL4aQWObAA+nB3k2ijW26UPzgZmw/B/jU/W3/DaPB8NIzYWwYGea56nkIavfS4ew3tkbiOVhgINGs7aHvwdPWg3Lewr9bxalkuBbCqVQjKZdAuQenzYT/1+33lO9VlUIWrseCgUcsYcwR9zlZhTqZ4+gkmOJ+By4SVBoIpEFQDbXfuPE5h9A1xOLF6X40HzK/lcBK06oS3RYQH6Uq7KcDhEu91GIpFwIEHZPubFMoQ7k8kEyIVEIoFUKuXyg3RR5rwdDAZoNpsuv9aKJTe63a7LP6rX68hkMiiXy0gkEiiXyzfeBtYApQ7wMYS6YCijqIuRDzzyWM4D5ikCCOSKsA0Y6knjkYCd80rDaABcmZPKCHPO2xx46nUax8p6q/7XtQO41F+6mKvOUt2rr36/j2aziUajceN9uJQfv/hAB/9awkeBgyVE+H04HHZzj79nfnCxWEQ8HneEGsO+eU1Gcg0Gg4CuUEPRkjJcm6yu0HuiKEFlSSm1W6hnuUYz1JxRAEqEW6N/0eui6lUV1RO+dlNdYp0j+j1/r5+pztU247HWK6uOCXtua4vNG2/q4FCdyO94D/qMmnah+tMCafavnl/Br97XIoGjbQPtH5uDSLtfQZ/v9xY4WruRYtdYBc7aHip2jHBN1bVM290SLPbeFTvoWqh2tubg6rPq2LXPHwqFnC1l8dI8+V4eR+ByAdfiFFRSCvgsm6wTl6KoniCLyoseB70mv9MB7kPbmielLmvgcsLoZNGwK2XOtLFV8RIwWRc0heBEi0doWyjoVAb9bTrwfYUePt4nGUN63NgmiUQC+XwepVIJiUQCw+HQFb+h4af5RzwPGStdSNjGDCmdzWau+AWAwIT3KSKfV1nDE3VCWqaI98NwQw0hYv9Mp1MHBi1ry/A2q3RZyICgR8c57/86hmopr+dHq9UCcBmSwvlPXTAcDl2fMCmehEEymUQ2m3ULI3NvqYtY6KFer6PdbnvzG7V/ptMpWq0WxuMxjo6OUK1WkUgk0Gg0kEwmFwIcCZh9TKqSEmoQUj+pR051EBDM8bC6jMDQLli8FkM7aRByvnB+EgjSK0LQFwpdho7rYqsRJarn6NnsdrvOw2kNWPWY6Peqb30sP69B3dTtdt1YWMpS3kXeRACqYerzPHCN0s/pGSFRyoJVa2trKJfLzt7i+CfBQuDGAmwsikMbjHNAQ1nVHrLGrrXDKDyPEt8kYKzeUYDK35FYVRKe1/CR+TctPg+OGuMKPqzOUcPaEgJWx1o9ZEGj2iVqQ/vsO722BTD6DPpcaquqk8O3zimRPw84USww5jnsfWg7LEI41nhdriN8bn6moI5rCwsZKji7Lo1In8eC0etAvJ7Hkgg6/pSc9UXK8Dmto0PtVuspJFHrGwO0kxUbAZdjRu0IX1Sltz/ertuCjaovupCVXdbQVE381AbwDWo2Pg1FVVQ0HDkolEnhebVAghoO2sH8HY0py8YpiKDr1oJjPicVOCsKWkXC681mM2cYhUIhl0/HVyQScRXUaBTrdRchbK9YLBbIQ1LFTk9jKpVCKBRCr9dDr9dzLCMHLg05ekfV6Gd4K88di8WcR5FAjF7KXq+HWCzm2kmfn4qCE4LfM3RO2VFlXTjZ9X50nKihPplMHPNLY5OeGY0h573we4IX3gvvQ/t/CRzny3g8Rq/Xc8CQ7aXjSNlRjhPOx2QyicFg4Coq0/PFc/f7fVSrVZyenqLZbAa+p1ijodVqod/vo9FooNVquZDVWCyGX/7ylzfeBjQkLAsJXA1hUh2qITzW0LAeDs4NazBxninhR08G+0Q9Hfo7VhwG4MLx4vE4MpkMksmkm/82akSfQY1i5mHqs1sAyLlHwo4GuS/0lTmNzWYT9Xrd9SXJqqUs5W3FBxz1f2sbWQ+W5gHyeNonrFqcTqeRzWYD1VF5Lhs5RSJ6MpkEInT4GdcrLWxniRVfrrFdEy0YVLKV5JElfIFLT5B6g3yAdVFgg+e/TpRgVj1rQcE8b5ISxKp7LJi2tqi1Vy1Y03bXKBNrS+jvlRTgd3ZM2uf2kR32eJ6HDho+s45PHxC9SeH4BRCw+3l9tf94rBZH0/QkglDtD967JQd4fm0jO3f0ubXteD4lC3Re8f64ztLeUYcL25u/U0yl0QqMBNW2IJ5RolfbzIakvokYU3ln4KgT37qIreGhcdOWfeHgU1HDiYyahhPSiFFkPS+MQA1PVeA+T596NQAEgCMNIY39JbilocOB6WOGNPy11+tdce1z0eDCwS1BNG9hEdLtdl24JVnOSCTiADA9O4wTr1araDQa7hlSqZQzXDkhWcyGrCiBPhdN9TYSYHGMDAYD1Ot1V4xGWRqKKk0uWKxuyvGkIa/0hrCwhp1INJgJ1rW4gG67wt9o7iNFlZjOCRsqsJT5QkbbhjnPW4ToWR4MBi5fLxwOI5vNBnJLOde73S6q1Sqq1aoL+/Ldg77v9/tuDBDIaPXkmxYNq1H21DKQXACUeLORCTq3rEGjz0nCKpvNukI5LMLBnGWSIiS2eB9KFFIvs+CWGpO64PV6PZcGoKSQLnQcB/rsSuzxGK3kGo1ebp/DNYO/U29zrVZDq9UKGO9LWcq7yDzgaA14S3hqNI6u/fM8PqFQyB1P8oNFnnSOcMwPBoNA8SpdJ0mqcR22oXLW60F9Qh0bCoWu5MBRB3Ae61wmSWwJMJ9O8wGnmxTaqtcB1eu8TvreHmMjQPT5rMdJz2NJZLaVghK1k9Wutva0D7D51gNfGKS9l3kgk8dzXPmea9H6VIul6f1yXSYpqR563b7EF+1on09zJO131j6w7W6JZ/YhgIC9yTlDIoB2CvGErqUWaGpKB3ED56H2reKZyWTiCF22mb7U8/ou8s7A0ec5Udex5jXqi51ri9yo61ZDTNUzRBQO4MrebgrOdMDbgaKTlp2mipDKl0bsbDYLxFXT+FGjigNDGQbLPOizWAaRHad5WmQHleFZhHS7XXev6XTa5YZpZVq+t3s6EZSpsmQ/KuOjITJcoOgBmk6n6HQ66PV6rh042W0bUqxSBoIFAabT1/uJ9vt9B8QJ/K2CVE8gwWMoFHLeL2WVlORgf6ZSKUQikQDY1PvWnBV+v5T58j7Ms7L4JHEUTHCO9/t952nSoirzhMSVhlny80X3ozLgfEZtG+oDBZrWCOO45JxiDpRGFHC+kmiJxWKBqqucI5r7oJ/bytNqQFpSkXNDPS5KNvb7fadfuKcjcJnDxT7VBZaLLKMi4vH43DxJ9qeNHFjKVfEZTUvxAwmrC7gO6jyg3UDykaQWj9H1kwCxXq+7lAklqZWoVq88w0ZJ3uq96ty0JNI8jyPnruoMEqtcL7UgHW0W2jdK9vjGD7/Tay0SOAL+vLZ5YNJ3L/PAhr6fd4xezwe6CEB5rIJE/asvtW31ZYGftUPngaLr5rkF/goeFTQukiTX8avjB7hcJxg5p3m5VterLc72sHa8PovOGf2Oc4CfsV9oizA6z0bB2UrxGllJ8Mo0D9qtxBu21oMWCLQ4gWsl7XBrU6gOoI5ge7yNzn9vj6MOIgVO6nFUZphAS3MM6ZJV1EwkzQ4n4KTnS+NytfP1/hRUEKjyM1WcCurYiQocdbD0+31X+VHD6lKpFMLhMJrNJoBg/Df/UqkSZDCk07J26llVJbMIoQeAHgUuBJxkHNjqidUCGgSPXGA0/0iLALEf+LlWc+TCkslkHNDjZFBPtvavgn01RjkBSVKo15MLm77YBnw2HsMJxmO0Ip2G5NpcSyUkgKubHy/Kc7yUy1y9VquFWq2GVCrl9uhjMZRWq+Xy5940p2xUwocQBTq6UKuuVSPARntQ99KbT33K8c2xakk2notzGoADlBrSqwScJeyoO4FLQ5ALJN9TVyijS5Km2Wy6UOJ2u+1063g8dhVQaVzp+qKsK4GjjSygXmH0BOf/Io2cH6JY5toSrfNAwP8lUcPLrk36mS9Pn+stjU1dGywA4LWsoefzPNl6DD4PhBW9ptU7lhjieqd6U4EjyW7qHQUVvjHDayqBs0iPlU/X8zn1Lz+34jOkfeTeu4jtVxLWaitoX2sYo3qKdaxYT6KOH0tm2Ge2xKO2E//qy7cW6HUWIXxmDdXUZ7FeWutoUuJV54r1iuvctM/O/62TiOQn8+dZfK3ZbLp0Jp5bHUgA3PrI9Ykh6jYtw0bT+MC86mxfH+n3BLiMKspkMi4l7W3kvWhX7SiKMsgWINCA9ylG+1BUvKpg54Wl6oTxMUucaGTcLXugSaE0RBT4UPHRGKFHg2GXDJXk/fK6eh8EIRraRcZBBxIHsXpjFyl0l7N/+CwEggrEqNR0/zyNqaZXw05oDlCGIOokZ5upYafGnc+L7CMtNLyNk4H9Rq8mQ3WYe6VGLxW1KlO2BZkdig1zsJWE1dBm3wKXbNSPRXwLpiVvbL/pQquK18eAvqvMZjMX6kwjJ5/PIxwOo9vt4uzsDPV63TH1b3O+eYvposQXAsTr+9rZzg8l4jT0ifpNjUqeQ72EZDpVr3H+q4HJa5Looq5gBAP1BEPEE4kEAATOqcYjPSzn5+c4PT1Fq9VyHuPRaIR6vY5ms4nZbObIHC6MJHpYadnmObI91MCNx+OBIldLeS1cC3VNo27Xqui+lIwfo/jAgn2v9onm1bMtubYpUcrQT/5WjTwb4mblOqCi3kECMnvf9lwkk2wYm0Z0sSZBLpcLzCHOcU2vAS5JN+vh0mgNC4S0dsVNiwJHC/Z87WltVBW7hlHscQosLVCzx6tNqv/ri0TYdQSOEhG+zy1pp89pbWj7zLou6XjlGmBDYxchljRR4GS3jbGeNIsvlGjVNlCb5TpgPhgMHEBkJBP/p2OJuYs+jMTzA5fAkduMZbNZFAoF5HI5ZDIZZyOro4xjgmsu96FXMKy1CbgW09b11ROwEXlv0vHfCziqktMByUVcCyEoG6Gf2TAKazxphyqzYTtUH9Y3qXmvFonzugp8CHLJbmgYJQ0SFuUg460MnRXmCwIIJLTrojNvgi9KNLRLPY802JTtYptwkCkIBi49uwxBpWtcXetkNTgZNATOvix7RvEpbqtkNdfJhkgT9F9cXDhmh4Yyr6mLpubAckLyPggqebz2qVVM6tn8MYhvjM9jK/W9j637Psytyng8RrfbxfHxMQaDgcsRoMdRQyDfRhYdkuq7no/9tAYHdRZwNa+FxhvJn1Do9d6Lw+Hwiu4EEAAJNtfBGgw+vcR5QD2iuoE6kzpNQ3SoX/r9vss9JEPLarbh8Ou9ULmX5nQ6dWSiLv7h8Ou8aRoO+p22I3U2CaRFGzo/NOEaxZQJ7mlLUqDX6wFAIETy/5rMM9h9gHtlZQWZTAaFQgEA0Gq1AtFE8zwawFW7hn99NoHPTlIyWqMSeB47x/VZ1NaiVzGXy6FcLmNtbQ25XC4QoqqRQuFw2K23QLD6vQ2PJQCY91w3JZYAtPaDb92ygIqf+/rCZ2sqaFR9bY+366C1qzVSS20xn/j6V0lBC4x03M1zuqgeVYCrbUrwaB1ANy16XbXpNZePz8r7t2lt2j6as8vvbQSPgnglztrtNl69eoX9/X0cHx+7au20f5WI1b+8B+1XjdRjBGM+n0cul0M+n0ehUECpVEIul3PpYfw9bW7qbd26z4a8ch7quAIQKKxDeZvokncGjso0K3PE71QxWJCmD2AnsmVYNLyUA9IOfp2YyvLovdJg4MDT3ypQZe6N3htDZdWoohFE93IikQh4rHzglcydutt5jHo9Ldu3SKXKeyXrz3bU6lWWFeV96wLAc/GvJvnyeHr6yKKQoVRG0ipla0T7jlGGVJ+JoXPq8aZyYSEjZUw1R4MK0C7omr/BsTmZTALFcnwMK9vtQwOR60SB+SKNwLcBmPM+U7GLks+o0mPoUWLBF5I8zGNVT7syghawLZq8UbHA0Ro2+oz67Co6d7ggctyx0BOFc13HvkZlcHGhYUyixS6qzOfo9/tXIieoX20+CcN6Go0Gzs7OcH5+jmaz6QAomVqNIAAQMA4452k4MIpBc8S50HNh5pjQ6pP/l4VrDdluVvSkjp7NZmg0GhiNRq4AEYnFH7v41nEV1UX0LvJF8E3QyHWl1Wq54lA+e8G+dK7b+9Dj+D/nmCWh1SC23iXqGksMcVzQA1IoFNzekqyYrN5H9Ypw/VR9oTqF731k2aJFbUXfdz7CE/CvCT4ged2zKBFniTmNNrMhqgq0fQSDLwpv3tpogasF1hYY+l7q0eP4UntnEWJJQB07wNVtAnmsffFcOhf4GdcI6kXW46hWqzg6OsLZ2Zmr5N1qtVCv112xPWIB9R4yBYzrqzoYdH1jGpziiFarhU6ng1qthpOTE1dxOZ1OOwcPz0edopiJ9rU+G0XBrL5ne3INvk7eefXkIq0DmwPagkAFIFo+3w5AvifQUESsk8E3SdgwPkOPx8xjy/VefQOL3/H3ZNA0zFLRuo899DGCeqwyTMoSKpBZhKhyuLi4cIVDNM+QoWDKyujv1RNnQRtBVS6XQ6lUcp5GywAp6PQpdB+w5PFWSemix0lMYK+lj7XQACedhvhpiDKLEfD8OjZ1nJPxsYsl7yeZTN5Qz31/UWMBCC4W7B8FuyQ2qFQoBGJc3AA4761uT8PfkxQC4BSs5sdR+XLukTXkeFQ9oP/zWTS8SufQdDp1m2enUimMx2PUajWcnZ25rXSU6ACCrP+HEB9w9JFkdrHT49kuugim02nEYjFvhWsCanryOH/poWfIqPWsq6GjecV8DiUBuRDr70ejETqdDhqNhtvuhAsyPZgaAWJz76h3eT0ALqROn0eBI8/DUOb/66IF2ehVIrGXzWadp/ri4gK1Wu3KGHsbVvqHLD6A4DtG7QESkel0GrlcDoHO+ScAACAASURBVECw+AvnoQ3j1HMpAJynA64DCT7waD0uVnR+8Z5DoUuvaS6XQzabda98Pu/GCNdZjRxTjxV1muZsWT2kAOCmxWc3UOa9t5/5AOJ1Mg9sKXhW8tkHFm0xSQ1T5Usj1jSUUddr4LKQmj6DtYUtkPX9r8dr1KD24yJ1qxIuwKVDRp1HFicAwfx8tRHVCWZJlel0im63i6OjIzx+/BiPHz/Gq1evMBgMkEgknEdwZ2cH2WzWFWjTKDqd53o/FntohBy37eO62O12Xa5kLBZDqVTC6uoqCoWCq4bOfqctz7ai48TqASVyta00fYQ1W+bJOwPH8/PzgPGi7BHFThr1GPpC+dSgVKOR/9tB4YvX5iCwE1X/V+aGg0dZcvWcKojgZxb4We+qjb3WNtLBofehgJmGrYZQ2u0fbkrIyrN9tJBRPp93xrplonxhmwRlZF+i0agLSyVbycIbShTYyTwPOOrn+l4Vml0g2Idsv8lkgng87irQkeHpdDquf9gmHGPD4dDlSNIwUCJCwSuVuBbesB73T0XYbhxf7Ff12BA4sw3ZfzTCyXwx1n46nTqvRTQadcZ/OBx2HmaCRP4+kUg4D3UoFHKGLNm+yWTi2l0VHRcL+7JGkhJVDH9MpVIAgEajgf39fezv7+Pk5MR5A1Q+pJeYfaILr+pN37G+hV7nBNuD1dk0n4GLJYGWZbvVUNE5oaFAABw5Q2+gLupaSU7DZghKMpkMOp1OYEsd1ZHUNarzORaZIjCdTl2eFXUOx4v+nmNd9dCPVdQ4smADgJvn6XQ6EBaVz+cdq51IJBzRVq/XXboBc/aUHNBx+KE9SIuSefrarlkKHJPJJLLZLIrFIqbTqdNdNCjz+Txms5kbv7Z2g9pH1kuoukB1wnVAUwGh73f8a0EoX/pcfFHHc39n3TqMbaMRXrTtGAHki75Z5Fz0AT07Nt9EVr+L+BwCFhCq/WdfFjT6crdVLxMo6l+GTfNF76ACTJ832+fQ8f2vbaag8bpQ2u8raqvqs3NtoKgtwPvzETDWEaIF4Zg2cXx8jIcPH+Lx48fodDqBcP61tTXcu3cP6+vrLkKDXndtH9tmvrGlTpder+fAYq1Ww/n5OWq1mvNunpycoN1uo1wuo1KpoFQqOfxjo+KsbUUyFbj0OrJdOL4IXFut1rX98c7AsdFouEWY4EpBkIpVvuri1s98QNGCAiokNSL0nNo5ek41ZGjYKONjvZgKNviZsjg0nGgEs1qa7j1mF07mXxFYsaOAYJVXgg6tbsj3Ny22ChqNNn6nDBb7miwG25kKrt/vo9PpYDgcIpFIoFgsolQqIZ1OXwGgFDuRLXi0CzS/s3/1vPMU/mw2c14/LoS9Xs9tB8I8Khq5XBS1ghf3ugTgvBcAAm2mm7bqc/ju6WMLWbNkMhkwrqkY6alTQKzGOwFip9NBt9tFPB5HuVx2m8FzweMYVk8YAOc1mk6nrg01Hl/DHHVrE1/kgbLlSipZAmg2mzkw2e/3kc/nMZ1O0W63A4rSArgPJXZh1L/2e+vZ87H31Jk0LFneX0kyGn5K4uliq9XcqAeVIEskEsjn845oAYLhe1o8jPkb6h0MhUIuj67RaLhzq4eSz0HgxzHKPmcuiC7gvE+CHXqC+Bw/ZuAI4IpByXHP95lMxrWbgkcCA25rRCM3m80G8sdJNGouuYZa6Rj7IYr17POvXWPYvgocGcVCcE6v3XA4RCQSCbSxgntdc31kuwV3Fuj5DGRrSF/3G9+Lv+XaRgJIbUDVSeploY7S8aJ2l73fRYrPTrB9ar+fZ+Qr0Jqnn9XO1KgMBY/qdLGeR9Xp1lOpYb5AMCVLixeqrrT1JGzUlyV/LFi0Nq1tk0Wvl74+Ugyg7aAEporPyaDrzHA4RK1Ww8HBAQ4PD7G/v4+nT5+i1Wrh1q1b+OKLL5DJZDCdTlGpVHDr1i23ptAe1iKIFpC/zfNx7Uqn06hUKtja2kKr1UKj0cDx8TFevXqFZrMZWDPL5TJWV1eRy+UCkQzEKer1Z5QdnVTcn1lBY7fbvflQVRad4I1pzLqCNDvprGdNf8/GphKxXkEbpgZcejq1MpB+b0EfQ9S4GTRRPcu/M5afA4OeFzWctXDLZDJx3hMCR96zDmQ+D/cqC4fDgW0veK+8jt6/ZVNuUhiaGgpdhmnqNhXj8dgpGwX1DGMkcOZAm0wmLq9jdXXVeS3ZHvOMCJ1Q17Gh14mdmJYV0/NrIQMufkxs7vf7ztumwCmRSCCbzSKXyzlFTjBDgKTjgy9lED8FBj4UCmF1dRVbW1sO4FFJ6TYotogI20HLRsfjcUwmr3NGB4MB0um08yxrGIs1foAgw67eK2t08LoKxPVZdFxYr4o9H8eIMvqsEqj3BlxGCHwMAHkd+eFb3H2GBsWGKNlQU537tn/4XitM02hhn5JA4X6p7E+bO8mxk0wm3dzh2GKBnEajgXQ6HSjkAwRDUWkAMZyefUvgQ2+jvS5/k06nnW7/1IicmxT1ONvql/Qo5vN5lMtlFItFF4pIMM/2pVe4WCw6Y4XrGMOZ2u02ut0uOp0OgOB2ST9k4EihTrFkjgIrBY65XM7Nq2w2eyUtgnqHJKaCRE1VmQcE9b70/nzv9TPrfVQj24I4qw+BIDixoa3qeQauejoVXOv5PhR49AF/yjx9O+9z3zn1M0vqkWzRyu/6nc9r71vnlJChXaG/5TjUNXxlZQXpdBqj0cgRtVoZn/aKD/z6HDLWkaMAZdFzXkEu/1dbgTabXeP0fvleiWk6UM7Pz/HixQu8fPkSJycnqFaraDQaiEaj2N3dxU9/+lN89tlnDkcw/5f2vTqOtO8ob3JwWEKIujqXy6FSqaDX66FSqSCfz+PVq1dotVqutkCr1UKr1cL6+jpKpZKLqtI+YeoHyT4S+eHwZXE5OoC63e4bCwm+M3C8c+dOoJyrNVisElSjjeFMGvLERmUj0mhjaBmAwJ5gPIYPyvwYupFpUND4VeOB93l+fo56vY7nz59jb28P/X4fm5ub2N3dxcbGBnK5nAvn0WppBLCK4NkWmutpB+1kMnG5ciyNq9tZsM34+YfYZ+zw8NABHuYrsL/YB7pIEATy+VkUo9PpYDweI5fLuYGbTCYD/ctx4QN3vufkdzRufcf5fudb4Oedm4s2FWy73Uav13MER6/XC5AO+XwemUzGMYfaNjZfgaQAK3DR0/yxJZVKYXd3F19//TUKhQKazSbG47GLl+dCBMCFFPL56BG3xUdsziIQTD4nwACC3kCKzxMNBBcgy/77xs688aCLoi4a1B0kUHTcEBwB+GDAUfWA9bZbw8pnnGj4kj3OLubWSLT5MQraOe/Z52wP6gHNbaU+o7eR5IuC1EQi4dpYyYh8Pu/CxUlEqQ7VnHLqZT4Di3VoIQI1TGlUcTzzeX6swn6zBW/oYWRECF+5XC6w1rGdJ5MJSqUSNjc3nX4ky80wqmq16tJXWLl4HpHxQxVrJFu9Q4BO3cTwcK4VGnLIeaAVWH0gUcVGGqgO9BGS9v44bxXEqV60gNISSfqcauCqHuJ96XOwXTQCQW0kfV7V8R9C5oHwecf4AKJ+bvtIPY3z0pQU+Om40rbQdVTHoCUPAbj8Wf4mFou5nDySpJznug+3tdVU9Fl1Lts5QftnUXarPj/XE7Wf7dibZ/8pjmAbdrtdPH78GL/5zW9wdHTk2qRYLOLWrVvY3d3F6uqqS4/g8yuJSnyhYtvUpzvmkT0a9cMIL0aKbGxs4NWrVzg+PnaVyLXAztramluHgct9Jkla8L64DR+P0XS1N+ntdwaO5XLZATUCCCBo5PsUj4+pAy7zcPQ4u+DoIOFEIYOjoQ/qGfQBvk6ng3a7jbOzMxwcHOD58+d4+vSpQ+6aj8BQPC3qY5/HhhNYD4VOLB7LRZ3gis/Glz6rnuOm5ejoCACcF0ArUTL3rNVquZBGAl72C5lngsaNjQ2srq66TUSpFHWhUW+JjgNdhLSSmA03touSGr3KoLHN9cXP9Lo0MjlWEokEut0uRqMRut2uA40MN2L+HXCZv0gDlBMuFAo55UwAzjzJjymhUMh5BSuVCjY2NrC+vg4AzsNAg56eJLanGgU2xGWeseNTinbu22OtWC+i/lZDKnmcAl8CCxI7XNQ4vug96XQ6Ls9V5+t4PA6EjS0a+OsCqJ/5wKCP2Vb9a39vw099ukVBJENXOEeoFzRSRMkx6jTVZRrWz7alPqWBw+tpBcpUKuXmoOZjaNlwWxWVHhz1mmv0Auc4j6GOq1arN9Z/H1tCoVAgh1QrYSpwLJVK7jt6arXKtZKas9nMeSZJfHKT60ajgWq1irOzMxwfH+P09BSNRsPtdUxPGwtPaUTSD0F03lkjWYVjWNNb1LuuIYbqHZoHlCwgUfuC88gHWuy9+QxUNbD1HvT76zyRth00pJG6QEGQOhGUkLJrur3fRck8e1Tb4Lp7sTaFAnkb2qlbgKmtagkVDcefB8ZIZvu2F9N90m3tDLZxPB6/UjGZ6zwJD15XyQENidVjfIDI5y29SbHkr20n/fy6ftSUldlshvPzczx8+BC///3vsbe3h3A4jGKxiNXVVZRKJdy+fRubm5uIRCIOmNEm0tQM6zG077Wd7Byg2DnEZ+B5GDXCyMh0Oo3T01Ocn5+j3W7j/Pzc/X51ddXpJXXGqR5gIToNtSXx9aZIx/eqSa5ucSofNeL4wLxBKksbww8gULmTD63Ki6LHcECrS5esioa1EhDMZjO0220cHR3h+fPnePbsGV68eIHj42N0Oh1XXrdaraJcLqNcLgeMFQWNqjTsfc5jA61RprlcbE+eRxXRIhfafr/v7nk6naJWq2E0GiGdTqNYLLqCGczFoEeSsdDMacxms9jc3MTa2przTliSgHKdIczQVzInNDps7qyOIw29oFGoTK5tP59yDoVCAVYUuGRoLi4uEIvFXNKy3juVNEN3aVjpQqDt8C57CC5C2IfT6RTNZhPlcjlQtEjb5jpAqOIzqHzgxY4BK/OApO9c9je+xZwkhQ9wAggYevScM2zbXk+NrUXORwWNvoVZ/yrBot5S3r/PK+AzAC2xQiOPupXn0jlnScHJZOJAuvVIKMmif/kdcx3z+TwAOOKG4IPhP2p8cp5qf5JN1zAs9ZzYMDl6435MwHFlZcVVsCYxtLq66vKOaTjypRu3a3VwbbfZbObWUK0WWiqVsL6+jlarhfPzc7dmVqtV55lkOCtTGdinPzTxATCKGqxqd9BY07XcGvP8vQIQn0HJuU4SRfWe3t88o10/t2S+DT1V8GjnkD0nCTrfNa3xbu0gn3dykcDRrlGWFNB7tp/7dDL7aZ7nkEBPwd48R8h1Xl4guMUdCXWemwQN00VoO5GooD0FwJHGg8EAuVwukFZl9SZwCSBtX/vuT9tkUREGPntY54+OYWsL2D7l87TbbXz77bf49a9/jdPTU+TzeWxvb2N7exuVSsU5TNSrS0KNfajjQ/vfgkk+g/Yjz6e612IoK7RXK5UK4vG4q3DM/SRZAVvxlNYY0TYkcCSgZFTZ26THvTNw1MpJ84w73yRkQ2sIqyop9VAp4vWBNjJvXNBYeMHuE0ngx8qPR0dH2N/fx8HBAY6Pj9FoNFwHMteGXjRlEjlALDBkR5OVt4Nbn5MgR8tXA0HPiS4ykUjkCmi6SYlGo+j1ehgOhy7Hr9lsIpvN4s6dOyiXy4FcwEgk4qqQNptNXFxcIJvNYn19HZVKxe37xQmmg18HsnqMCA6pXKno6AHmBNM2sB5GTdpnLo96FqyR6RPtQ+ByYSQgPDk5wcnJiauMx2flvVEZcPzabR3e5h4WLfbZlE30MctsWz4nlQvbnYwncBlKTmZLQ0nYjqozdJzzfuxYV1BEXcD+0MWOIetUegyHosd4c3MTq6urrn9JiNCjzo25rfC52QaLBI0AnHJ/UyiaGiYa0q/kk4+Y4XvrLVZQp2DP6m+dc6rHfeyovaadJ7wm80QAuIJV6rHS4lTAVcOX12SFXwVASuiRRORaQwb+hyzaP7FYDIVCAWtra9ja2sLW1hZu3bqFzc1NFItF1z4Ef1osw5K5PjafQIhbG3GuDgYDt69fLpdDtVp1c6rZbLrtVpgLybSGH5L3cR4JSrFEOYkXNSLnzWsFILqGqE7W8/E6FuBbEk3vXXWrAlhd8zhHqWs199KXN+Yjt/V+fWPIeuSsDbhI4Ejhs15no84Dvfr8bC8tCuUjCrSQjYIN++yWcLP3xHMqUFUAwugvnpvV0GmL6b6rmh85m732Muk2WLrGq82ia7MCRNtvi5rXdp3Ra2lb8hlphyipA8DZZ69evcIf//hHfPvttw40fvbZZ7h79y7K5bKr+0AArqCZ73WvRPYDSTLdP1hfnGeh0OvINFYCp172Rc35iFeNnFGb9+zsDLVaLTD+tC4N20DXRuoC2nG2yI9PvtcuyBbZWwaLIM4iaCo0C7J4HEEVP6OBwwnI82rlKAJINjCVYDQadQ3BfVJ8JZF7vZ5LOJ1OL0P1lC2Yxxqxs7WT9f55LmV2QqGQCzMAgtUNgcsBvihPVSKRQLPZdEY3Bz0TqaPRKFZXVzGbzdzm3NzTq91uIxaLOVabeUu87+uUB/ue1UybzSZ6vZ5TsNpHdrFVAsIumgT5WslOc5984M0qPcaS8zuGmFarVdTrdYTDYWxtbWFjY8NVHWQxD3q8Q6HLkEn1kHyIhfE6IbukeRCMZeccAuAUH8N0p9Opqz4biUSQzWZdTmij0QAA57ng9iXMVSNpw9wn9p8CHy5kDJnggkdvBRmzSCSCTqeDarWKi4sLl3PKXMWLiwu3/ctwOMTp6Smy2Sz+8i//EplMJtAXvV4PBwcHePbsGWq1mmujNzH2i5R5xoq9FwABw4T60FfkxhpsCuo4TqmjlFHV+UWhQalV+2ykBa+phqrP68I1gZECXAgZIk8yifpRdYGPvON+cla/sr81t5Khrp/SvqrvI1x3CILX19extbWFO3fu4NatW9ja2nLFFDS/yUZlKMs9DxwpYaueFc7zSCTiwmMVMDI0Tve4pc7UfV4/RbGAgaLtQ11mwaP1Puj/+rm2JfUgo2w4bgE420XD55XIscUGVayto3NJQSG/j0Qibnsdrg0+fWI9qOpBs8dbr5wefx0ovynx9Z8d8/OAI39vbVAtemNDUC1IVrBq28o371SX6ud6LPXnbDZzfcS1YDQaucro4fDr3GMSPbY9NIQagHO+kGjT9cFHAvB8qo8XIRZM6+e0sdlHCpoUnPNeG40GvvnmG/zqV79Cu93Gzs4OPv/8c2xvbyOfzztbiLa39SwqoOecom1ydnaGer3u7BeNnlEvIwtpMVqDueZaqFDb0o4h9k06nQ6szaFQCMfHx6hWqwHnAPP7FacRq1DXhEKhQOXf6+S9gKOyZLw5LmRa9IU3qQNVPQtqZPBYeinsQCQ7wslAw1T3RNJBxN+zYznBcrmcW+AIWDqdjnPza3gUn1VBo04mLb6jzJA9TnN72Dbj8dgVGpjNZo510OdWr85NC++T/UejYjgc4ujoCJ1OB+fn54hGX+/Jl0wmUSwWkUqlEA6HXe6LblGhjCv7jMqMylYBY7PZdBuwcwxwbFkAzvOpR1mVGRdCVvhrt9uBvd0IIm1BAitMQOZ4rtfrLgc0HA67ksW8xsXFBXK5nGPefXm3VMIfU8bjMVqtFk5OTnB8fOyqb1Ghcrx2u108ffoUnU4HsVgMo9EItVoNvV7PVWAl+Gq32wDg2nU0Grk5RYOGTJyGgnIuKwtHhhCAIzIGg4Hr11Ao5PKmKNxHUtkxLVKxu7sbIBSm09dbbzx//hzffPMNHj9+PHejWzXKeP5F5jlSR/mAqo5VJemYkG/JOtWZGpKkwmvwmXheBdhWj2vo/nX5xGpY8i91u+Y3UifwWUiWxWIxDIfDgHfbek50fqnHUQ1rhsKy2JnmbS5qm6NFixqfsVgMuVwOa2tr2NnZwd27d3Hv3j1sb2+jVCo5nUfgyL6zXqG3Nd6tJ43nYshUu91Gs9l0FQmLxSJqtVqAwKMHUsMvP0WxwJFj2Ioacjp3fYa1BZIKFtVDob/Ve9C5TztLQ8sUxOozWP3BecDfAHAeLP2cL/WsWP1kvWc+0Gg9cjreeNyHJFZ9gNECONtm1uOm6xbXIB+x5QM6eh573nlrgP296r9QKOT2xgXgPGUaccV0DK6fPI/a8ErqcW6TlOAzA/CCZLahXWduSnh+CseRXfP0WHXm0C44OzvDt99+i2+//RbNZhOVSgWff/45Hjx4gHQ6HXBUkVjVMcK2YB2MWq2Gs7MznJ2doVqtolarodFoOLJd87w115+V+rmbA8FjoVBwRcsIYm2ED++B96TeYsrR0RFarZZrA/WiWsJCyWJ1ml0n7xWqSq8QF3QCBi4ObHjtZKs4+fCKejkJCD5sh6n3jkYMwZteTxtZw6N4j8zVYJ4en0UT+om6dUDaxtbJpUaUDl4b8scOIUtRq9WuhDpyACwyxHE0GgWYB8ZKN5tNPH/+HKenp3j69KnbDLRUKuGrr77Cl19+6UKgyGJoX/HZLVvG8MHT01NXDUrBgo9Fsufgd1ap6zWpxAeDgdufjxUbucE1x6i9LoWVZklAUCFHIhHkcjkAcIUiNGeVoZM8lgsu2aCPLf1+Hy9fvnRemkql4tg1tnm/38fe3h4ePXrkALJ6DC2zp7/1GTzAmz15dmEG3q6sN/M3VFgN+LPPPsPXX3+Ne/fuIZPJIBaLodPp4OXLl/j973+PP/7xjzg9PXW/U6Wsyt2SIYsSDSfSsWmBIA0Gji3tA/vyiTWISb7oAmLDUtkGusDY+a7nJNhXfW+NLXqcmJPD57IAmPqS7DGBJnA5x+hx1PWAADGTyTi9q/P4YxM57ytKnKbTaayuruLOnTvY3d3FvXv3cPfuXWxtbSGbzQbIVa16q+OcMo+wsP+rbuc8SSaTyOfzGAwGaLVayGazaDQabpsP3dqKrDaNqU9drO2i3sXrfnPdd1zvR6NRoBoif6fzTA1k7XsbQjqv/3Su8KXgAAgCFqaQ2P0GfXlYHAtqiFryyAeGLYhdNGi0tsW7vHwEgi/80HoaAT9AtWSC9ZBZckznmnrPSBrw83g8jkwm41IxuA5qn9A+IiFr+1gJOZ6TY8cCQ986Y4mLmxZLdthrW1JN18fp9LJ66u9+9zs0Gg3cuXMHDx48wO3bt5FKpVx7apvp+TV9qdFo4PDwEI8ePcKzZ89wdnbmgCLxxHXedgXnLMZJALm5uYmdnR3cvn07QACqF1jbnvYAawXwu5OTEzSbTdenms7B66s+C4Uuw9ffZK++M3BkDhobh4iXOWYEIso4W4VhQ5jUSFCkq4aq/q9MCjvZp5x4fnoVyQgwJDMSibiN3hmmSgZhdXXVdQYBkrrE5zFseu9cWNnhVMBqeHMRZQdriIqP4bxJ0ZLhZK/j8bjLR6lWqw7gETAlk0lXWEXd3doW2gbT6evqUyykcHJyglqt5ox+7UffAvKmRcX+jmNBk8jVWOXWEzRm5p2ToZoAAjmn9G4zP4veLODSe2sXdQWcH1s6nQ6ePn2KQqGAjY0NF9bLvmRfNBoNvHjx4mPf7hXR8C3OdY3Nn06nWF9fx1dffYWf/exnWFtbA/Bab9VqNTx79gxPnz4NhKhaUSMK8Cfm37RYJl4JKrtgckzxGEvSWQPXEjHW0LR6VXPfFDxS5nlF7PMA84vrUB+SpNOCZ7pucN5Zw4rnVtJmXmEc5r2GQpfbiSy6PxclJD8Z8bG7u4sHDx7g3r172NzcxObmZmBLJO1Dn+HK97Y/LSkwb2yq/tWceC1Wpmslgcts9jpkTMnDT02U4FZ5W6Dj8zjq2qQ5/Rz7FhTyer5r0iDVa827R65p1vi3niP1hGp+3nQ6DRAzbyK3rLdRSWBtjw81D33j1wfs7HdKrlkg4PMq67Ws3uQ5LImmjph51Vepy3TLHA0/j0QiyGQyAZvSkn+hUMht7s6t1JgiYnMy+dLx6Osrqx8W3Z/zACvbiMcowTEej3F2doa9vT388Y9/RKPRQKlUwhdffIHd3V0XYaZRBcQNGmLPLYjOz88DuzIcHR25LaQAPwmnJADDQHkN4LJ4YS6Xw8HBAQ4ODlyhns3NTVQqFRfVRnvTOqni8TiKxaLrh/F4jJOTE3Q6HTQaDVdJW+ewzl9iL66Z18k7A0cONg44DkzdW4uLtI2ftl45ZdM4yG1itnWrWnZL0bxd7Pg9C+M8fvwYe3t7aLVaLn+KxQPC4bADS4eHh26DdDVOrAfQAkfbmZxwnOyqvNVYI3jrdrvOyzGdTl1o66JE77nVarnwhmQyibW1NUQiEZcjs7W1hbt372JtbQ2FQsGBKjV47fPTW1ev13FycoKzszOXj2b71fabvUc9pwIcHzukCmQ6nQbCNGioFgoFF3bpM5IAuFA3KmIqB3okc7mcGx/sLy7+ZPTYz9xu4GOJKvXBYICnT5+iWCwiHo/j/v37LuwxnU5jZ2cHh4eHODs7Q7fb/aj3bcUXe892ns1mSCQSKJVKWF1dRS6XQyQScZXDarWaIy4AOA+xT9EzZJ0Lps0dumnRcv7WgLFeDgWQVu8oOLTGnc9Y00VDC6Yo+OJvrTGoIE5F9T0LV+k85efcsiAUCjkPFD2v1JVsdy0GYdMj1JuiYT1sKzUslNT8IcrKyorbX2x7exsPHjzAZ599hq2tLVemncaeAkY+rwIBIGjM+kIJfWNRDTOeg7/Tgkc8p3oWaTjxu3a7/Vb7hn1oUXBlCRcr14EgBVJcI+xWCtRpSrLwPdc66iECb85BS6ao2EgB9psv7JSf25BwbQ+NDpsndjzp73xr+aLBo4/4mPe5D1BacsWCRh9A17mipJ8Cct2yhtFLtpq8LaxD5wx3Ekin04H3NhydtqeNiNOtqDg3tdiaEnc8r6+NeD597kX1pc/b5nurEAAAIABJREFUr2MNCObNqvd0NBphb28Pv/3tb/Hq1Svk83ncvXsXt27dcl5aS2zomGXNhMePH+P58+c4PDzE/v4+Xr165exZ3pcleW0bqXDdpX0xGAwwnb5O0zk/P8fLly+xvb2Ne/fu4fbt29jZ2cGtW7cCBTuVpAAu5yY9o6PRCM1mE51OB/V63TnCrD4gKaTPfp28M3DUHC5eWMMYVFHqMTppY7FYwBWvwFEZDh0IFpyoUlLgyHsgm91ut3F4eIinT5/i0aNHODs7c4MwnU6jUqk4A+T4+NihdO7DF4lcFlMgqOX1LQtjFSTv2XpII5GICyXQCqsEIVQIWkL+poVeWBpm1WoV3333HabTy7DVzc1NRKNRVz319u3bqFQqzgNrQaI1JIbDIarVqtvnS/fLU8A2D4Bfp4TepLTtsQyrtmEgDFGwSonvGRJG44b5KCQTtCCH5k/yeuoJ+Zhi27JareLbb791CxENfFYXY5jv8+fPr+TZqiGqn9k+04VknjKaRxJ8n+cjkcUcTi0Mwe0BtEjQvOsqCbBosMHxYQ0aBW7A5QKq+b0U+97OD4oFlBr6b0NRyVyy/fSl7LRP6B2jHrXPRVYzHA47g0l1PhdV6niuPZq8Py+0lka3rWyo69MPRdgenJ/r6+u4c+cO7t27h/v372NnZwflctmtGWo4sh10TbY60Aem54FG38vOPRJpmqtO3Ugdar1aJGo+FbH5TfbefISNj8ih8BlptGvuk5LI1MMW8AMItBXJTEZ/kUjhb5j2QtvFrle63nG8kEjTasYMNVWPv/Ui8/n43Dq2fOSuOhM+xHy0tiPv16drVWdasGhJMwXdSixqm3BeqZe52+0G9kRlOgjHhW7CrjYWw8J1T0a+10gqjh1GEXHXAd4zSXRel59pnr2OJ+oe66HV/lv03NXxpG1rnUa6pnMM12o1HB4e4tWrV5hOp86WZdQcf8fzzmYzp69arRYODg7w3Xff4eHDh3jx4oXLZ+x2u5hOp4Gcf7aDOnzsnKCwj3gMf09Sgf3TarXQaDRcpCSLA3L9ZF/xmolEAsVi0Y0lpm6xaFkymQwUDFS8xft4k7yzNatMHG+UE4piQ4+UAbYDgKIGtlU2eqxORgtWqDTJ6NTrdRwdHeHhw4d4+vQpTk9PMRgMXMGEcrmM9fV1Z3jQ69jpdHB0dIRQKORix7lZMgElgaNl/7V9KFTgdmApwxiJRFzuZaFQcOBsUZ6OcDjsGCwOwBcvXqBer2M2e72B6OrqqusPxmBns1ln0FF8SkM9jcfHx87Dy0FpF2YfCPSdV42YecARwBWlGwqFnPdZld1sNnMsvc/QDodfh2LTY8hNrhlewiquWqSAQEMXo0/NUL24uMDx8TGePHnich3X19eRSqVQqVSwu7uLarWKwWCAly9futBiuwB/isI+I5tIw0rZ1n6/fy1opAeORXUWWeEYCI5dOy8s0NNFHbjKaPrGsW/RsmyjgkbgMiSVoE09JPOAI+8PuPTo0ti0kSQEGVxL9NqhUChQNl7XF9W1Vof6wsMUpGiI8w9F2Ee5XA6VSgVbW1u4ffs27ty54/LNs9lsYAsiBR7zXj4wSZk39nTcWJJBidGVlRVkMpkAKUxjjgayprxw3f5U+kb1t3pX5pE11xGe1B8amso8QuBS1xD0a24aEPRMsHI1i7PRm2CNagJShr9ls1mXlkCiUAth8ZpKvtiKrPw7Go0CBIV6g6wdZKMVtE3490MAD4peSwlvnzfLhnDa9Kvr7lnBoqbLdLtdVxiQ29a0220XQsq5Qd2n90RClGCRDoZ8Po98Pu/sM4Yz6vxnETElAmezmathwWupra6EHHCZEqK2ubbHIkX1kZKY7D+CHu3P2WyGWq2G/f19V8+gWCy6atO0sW2/8XqDwQAvXrzAb37zG/zhD3/AwcEBGo2GKwCoa41iEiVM7FrkI1T02rq2z2Yz1Ot1RxDpVnV37txxeznaPuG8L5fL7jeMHqtWq45Qp36eRwhcJ+/lBlE2Q71+elEFjcocs2G0QcnsW+PbKmgqYA1VslXFuL1Eq9XC0dERnj17hkePHuHw8BCDwcBNoGKx6ErgavEaVhRtNpsuJHF9fR3b29vuPsPhcKBYgw0r8BlpOrCBy0lJhpEJspz48XjcLbSLkPX1dYRCIZevWK1WUalUUK1WUSwWsb29jVQq5YxsVihNp9Nu8vo8hVxwms0mjo+PcXJygl6vh9nsMi9LiQbtb51sth19xrC2r1X41uOtAI7si16XFad814lEIm5rChrPZISm0ymy2SzW1tZciBYNIc4RXQQ+BaGSYfjm3t6ei59nG5RKJXz22WdotVpot9suof5TMex8Eg6/rva7urqKfD7vjBsguE+rryy5Tz4EG/4mscY7//rCqfRza8haUsvnabT6m0YijXyWFteKuD7gSIlGo4711eI11AUEGDYiQ19q5Nhn0bmtLzuHFfhyXfoUilW9jXDt4Jq1ubmJ27dv4+7du9jZ2cH6+roDjVr4QI1GNXgtaPStWXZM8a+CKU1T4Tqv84n3wbWNUUYsCENjiC8fQfAxxXqk3hQxYf/yvQIITZVQQ13TYGazmfO+ang2f99sNlGv1wPAgykUasSyHZkPywqOJMC577V6ItX7okUO9Xy6vmoYpAXYbDf7meohX5stQnzGOe9PyWwgCHQJGO1rXo43/1fnBb0+tv/Yh+xH3b+WXiJrY9GRkU6n0W63XYgqo4Pa7TYKhQKKxaJb/zivdHwRdPF6/Mtif7weC2tpwTH7vB8K+OtYUhzA+6QOopDAPD8/d8VrMpkMtre3sbq6egU0qr3I3z1//hz/+7//i2+++QYvX750RQJns1mgOJ3iIG0bXae0rXR9Ul1r8ZFGbXDe2ZoAa2trbhs4Hse2yGQyWFtbczqWW6iROCLG0Ht7W0fHewNHayzoYj+bzZwHh4uLBUF6PBk3DgBlMJRF09LVDAOkAUSGmhvZHx8fY39/H0+ePMGzZ8/cPnzZbNaVuyXiBl7vRUeEzs7h3oY0Nml06EDQqqzzmBcfaOYzs/PYkWrA6fPftOzu7rpFJZVKYXNzE1tbW24Pv2j09TYc9XodKysrLicwFosFkoCtl2Qyeb1H4/n5OU5PT9Fut92A1DGjBo419pQJvE6UZaHwd76KUfx+MpkEKnLy+rbgEo+noUkvloYKMexR+46GMZ/5QzBy7yLK0o1GI7eQdbtdt79dLBbD+vo6dnZ2cHx87EJqPmXJ5XK4d+8ePv/8c1QqFUfsdDodHB4eujCTt9niRsvTf0jwaIETcDU3yHp4+LlGd3Be+BY2De+0aQZ6LLdXYd9TN2peqM+zr+OLBlAqlQpUddP8G+th4TPbxXfeywcedTFW4Ajgk9ge521FC3Gtr6/j1q1bbp/GjY0NFIvFQLSOjXqw+ag+b+M8A3iesG9JjmmIk+p0u68mjWeGi9frddRqNbd/56eqKxXoKKDUY3y/I/gjiKDtwvnBtlGQpmHhnH9ss3a7jVqthlqt5gAjK8OrfmIfsw+4JUs2m0WxWEShUEAul3NEsG4gbotM6RykDaZzXkkgJX+BIInEsUHdoeBNf3PT4hvb1hvqI9cU8LMPLWFmyRbqMO0/9RKxij7XWwJ/GvYa0aHed21Pfq+Aj++1uM54PA7kO3Ne0o5hn3PPTubYUX8wzYBRVeqgUZDC/z/knNVr22gTPabb7eL4+BgHBwcYDAbY3Nx0WxVpPh8JSp6v0+ng0aNH+PWvf41vv/3W2T8aeu8jQCw28OkKxUr6Gf/6SOBQKIR+v4/T09NADir7k3rWrp+xWMwVQWTxT9ZxoS2by+UCdobPHvfJOwNHGsN2AtoEbEW+BIPKWrFB1B1OxkvzLbQzaKxr/DcrAPGazGl88eIFnj17hmfPnuH4+BiTyQSFQgGVSsV52SKR14Uz2AH5fN6FgPR6PQAILHTD4dDtYwi8DvejYcViQdaY4v9UBsrQavUi3bJBF5dFGaw0rAeDgSslbI0t9gMHmK/Skk6a2WyGXq+HarWK8/NztNttx0xTodJ7l0wmA8pIjTsboqHXmceOk51jQRsqO12QeX4uAASPBPIEf/OMSoZf0QtDJWyT0i1zY1nNT0HYhgS/BMAsNEOSRQtufOgF4m0lFAohlUrh1q1b+OKLL/DZZ5+hWCy6xeP09BRPnjzB06dPUa1W3+oZFJDp30WJJTns4mLBI3WIGmA2RJHzSEGjXWiVmOM84othcTRSbcU/FR95QyJJQ7bUQOW8oJebnynopRHkaws+s849CxzVOCCAsUbGpyi8X3oYVldXcfv2bdy+fduFp+retPrcary+DWi0BqpP7PizxjYBhA9Asn+pc8l8ay4/i8R9KjrGjjfrLZg3Py1ByX6gkU/9qnmF9MaSrFZAwHDURqPhKr5Xq1Vnc9AWsnl3SsrTq8n9hkulEsrlciC8kUCC4az0qPDcHEvq6bEkKz/T67M9bJiq6qO3MVTfV6zx7vM4WiBrwZ9GldntRSypqLYG+5DhoNzjtF6vu73+NN+RpNy8kG07v23eue4FylculwsUQyFhRzKBlVgJOtkG8Xjcja/hcHilFocd7z4S/ybF9hF1uY80nEwmLt3s6OgIg8EAxWIROzs72NjYQCKRcPdpx2Wj0cD+/r7bsuvw8NBtGaWhsRphyXtSYK32ntrI/Kvfa00G2pIEiBxzTI+q1+vuGozmCIfDKJVKARxEfcx5X6lU0Gq13PjLZDKoVCqOYFJy4W3WxvcCjtZTRBCkwFHZYHaKNqI2sBoxymyxUYHLqk+cyOw0NQIIgl68eOEqqB4eHmI0GqFcLjs3dSaTQSQSwXA4RK1Ww2QycRtkMgeAA4oeTMY1c0KSTWq322i3226TcxtWBSAwMTUsjMCDgMe31cCihIzX3t4enj9/jm636yp0AZd7GTIenLmNPpc8ZTKZuE3mG42GC+cFLsNfMpmMCxEmeCSAYVsy3v+6inF20jIfjaEaDN/iJCfbwoq6VNIMH6H3l5NYlSOfMxwOByY4x0s+n3f7WgIIVA3k7z7F0DhuSaMV3abTqQudAuDYyUUWavq+Eo/Hsbq6inv/fx87bqVzcXGBRqOB4+NjvHz5EkdHR969H31CMoFj/kMARzum1Qi1izJ1py265Qu/UcPelwuoOksNJLLlrEqsjCTPr/fjMxw4x9TImkwmLgeH84zPwYgGGl/K+Fsjk0YQK3qr8cA25T1rZWsb1vQpihp4+Xwea2trztvIQji2CI4alBpWNw8oAlfBooIjFd9nPvJA00aAS3uBG14XCgXU63UXOpnJZBwZp1UdP7awHa5bh31kCYXjXPuBa5lWveW4p41ALyI9jASM3Abg/Pwc1WoVvV4vsJUJ1xsSqDYagYRqo9FAq9VCp9NBuVx24IZpMgBcMRUCW81l1hBbrWatch0QnGf/LYpYtfem49/+1XGnetAXqmrzHPleCWrNaSV4ZN9qCKuvfX2iYaQ6tujAsGCdAIskABDUmZlMxhHpdMzQm2kL9diiSj5dv0jgSBDFsa2VRTVahuGj1WoVe3t7ODs7QyKRwPb2tiuIw2dUXRUKvc5pPDg4wO9//3t89913qFarzpYLhUJuu0FtB+03S97w/uZ5HhXYra2tYWNjA+VyGfF43N0jw5DpqaZeODo6CoS4h8NhrK2tBeYj+yORSKBSqbiwaJ6XgJj3o/bGm+SdgaMaLGwcDX3ScCllndnI7Oh5BoyyKDqRydoxPIbl3NmZ3W7X7dXy+PFjPHv2DOfn5xiPxygUCrh//z7u37+PeDzuwmSq1SoODg4wnU5x9+5dbG5uArj0/o3HY1fRiI1MJokKgcnpZArt4FFjjF4qDnSCFA255WBWBbUI+eabb7C/v4/Hjx/j4OAAiUQC9+7dcyw3By7wOoyXC4myPirT6TQQw8/iI3yubDaL1dVVVCoVt50HQ9Vms5lbNNneXOC4x5V6MeyLobT0JudyucD2MNPp1IUdM6+g0Wig3W67/mw0GoHQKt0egUKFRbaOiozJ6AwloaGs9/gpsOg+oVeJe5wWCoXAXpUsJJXNZlGv1wMb1X8qwlBrVv0lyOX+obVaDa1WK8Covqk/1PADFp+HYxd8682wniEFcJbIu+5eucio3qWOUrZcvf80INVo0faxhr4PwGkIJRdbXouixToYgqP5YCQMNeRWw+xoIKmRxHu3HtZPXXjf6XTa7dm4urrqPEXMU9Hn9YGVeSF1FOs5tO1jx6TPAPK1qR2zNJIymQyKxaKL7GF0j3p4FlmE6m3FtpfOL3uMPqvOQQ0VBhCovq3zYzweOxKa3iiuU4zeOT09RbVadbYIbSE19qwnT4VEOdcnreza7/dRKBScruMegbxHrqMAAgYy56OvrdRDpN5u3htf2h6LEAsOeZ++75X8svmlfPm8jQoyFTRqCKkCkHg8HqjTQYBHu0sjBNh3GpXHcaR7OarNwjVdU8AABAgLpkYlk0mn5/X56SlNp9OB8FeNPPKtM4v0OCppQVuUbaikWbvdxunpKU5PT10FUnUY2e0zaOuenZ3hyZMnePjwoSOZSWrmcjlsbGw421XD7zXsXutB+AgwJdLy+Tw2NjZw584d3LlzB1tbW26LNIYO0345OjrC4eEhDg8PUavVXPpNNBp1NhqdXlZXsRp3uVzG2dlZwBNOhxdtJgXB18l7A0cOePU2WjBoQxisstCFnEpLDRedpJxoXIC0zPRsNkOn03HxzK9evUKj0cBsNkO5XMbOzg4+//xzbGxsOBc2O+Hw8NB1JD1GfK5+v49Wq+WYul6vh0gk4iphMQeQYQfsBFWUNJAIrGiIhcNh9zyqNAk6NSx3EfLixQscHR2h1WohkUhgZ2cHP/3pT3H37l2Ew2E0m003oGiUAVdDP/h+NBo5dqTf72M8Hrt+zuVy2N7exu7uLlZXV92iZBlaLqCNRsNVY+UE1PAYHX/xeBylUgm3b9/G9vY28vl8wAtDyWazuLi4QKlUQrPZdPtKNhoNF65Zr9fd2JrnlSB4TKVSbkHggjGbzRxA0bH5KRhC82Q6nToGa39/34W/kdAoFAq4deuW2/+QeyB+ShKPx51hzTAUzj0aSbPZzC24Gko+T5ThBLAwAofiM770cz3OR0pcB4jU+NdrKCNqQ6xU93DDYf7eF/oN4MoaoKGjGpZHva/Gtc5rHkvgqF57W0KcY5Vkh+pTrjWchzbv+VMWXZNyuZx7sZoi9YuCRst8W9DI81ojXY0y60Xmem/JCZV5oNJeg89UKpVcv9PAHo/Hztv2KYidjxrKxe+tJ1d/p2FmarcAwYJwnEcMSSWhTSKvVquhWq3i9PQUrVYLw+HQkc68F9oSanP5PHsEBPxM5yF1CIlRkjA6X9Ujpv/rGPGBa/Y170m9RnbO3rT4AKNey9de7Bf16GkYqIqG8hIkKlhUJ0IsFnMF6LglglYWVp2qniB1KmixKeo9u1UG1zgCSE3Bod7keXgvTCni/RK48N7U82rlQ+hSHdvWcUBhesX5+TlOTk7QbrcRjUZdhFsodJnLqNGRs9nr6qXPnj3DkydPnF08nU5dFNuDBw/ws5/9DNvb28hms+53jFrc39/Hs2fPcHBw4Lbq4FwFgvqEOvDevXv48ssv8bOf/Qz37t1DqVQKFBIFLkmA4+NjPH36FA8fPsSTJ0+c7UobjZGBdEZpuxBcFgoFFAoFdDod5+RpNpvIZDJX9MGbipTdyOZyutirgqVC4kDl4qYKRoGBTlgLvjh4lKGip2owGLgQjna7DQBu49LNzU3cuXMHpVIJg8EAJycnODo6wqtXr3B6eoper+e8kO12O1DUZzp9XZ01Fovh5cuX2Nvbc3mQROvcVJxeNl/yuLJSqvQtK8sJSwaESdWLkEwmg/v372N3d9flh+3s7CCXy6HT6SAUCqHX613Zv9Iaqbog0YunXghWsqJHl+EwFLYVDTwFLVwQmRujrOB0OnWbYW9vb2N7extra2vOE85zK9vLEA0ydFzAq9UqRqORY8HJKNkJSCFw1HBX4LXi6na7AU8IDfBFA4/vI4PBAMfHx+6e1ThlboD2LQsefUxRppv9wX7TMapFUWiovK3XVA3qDyUW5Nn70eOu837oMT6vEXWwhrPafBkCOt1XDrgsVGa98sqKq55WAKkRKWxfrh80sKl/CRyBy7Afe041nnT94TpDZp33p3kon6rQgE8kEg4sMl2AeYGMqGC7KeN+HWj0eV7VM2RJQW1r7Udgfl6rbVtdN2iIsT9pGJEwZLXrjy3WOJ33bEreaHvoms8xrkWguEayAA7TKLRqaqfTcSGpQHB+6TXZ3yRZdP4rQLPzlOCP9gZtDtpE0WjUFcQDLscPx4vaNqpT+J217TRayRJLi5qPvv5S8dlgCvoJmGwkGY/15Rpqeo22C3UXcwtJampuI9crjg+dd1oIRQl9XxoMr0v7RKOIVL8wcgpAwGHD59P1QPfZ9UUWvok8+j6ielvJUtUts9ksUJix0+kEqqyHQiEXXq3nmE5f7/X49OlT7O3todVqAXjtbNje3sYXX3yBP/3TP8VPfvITbG5uIpVKAbgEqs1mE3fu3MH6+jq+++47PH361IFP6/hZWVlxFev/7M/+DF999RW++OILbG5uYmVlxdmgPJapXcxpj0ajbqycnZ3h/Pwce3t7Lm85nU47IkGJGhZYK5fLLgKrWq2iVCohm826EHpd46+T9y6OY0MW54VA8aVAQFk5y5LanDZVKlS+wGUo53Q6ddWq2u02QqGQS/jO5/PY3t5GpVJBr9fDwcGB87RxfxQaFtPpFL1ezyWGA3BGaLPZxIsXL1AsFlEsFt0E7/V6jhFsNBqBvDw+vwXANI4U1Wt7MLeIL4KSm5Yvv/zSAQVWXIvH4y4El/lvLGRh+5P/h0Ihx04xF5QLSSwWQ7lcdm74ZDLpfs/FinkaWvqZMdkAAkYsjUheNx6Pu33NSqWSUy4EmgTyPJaANJlMBs5PDymZXzXMfCyuegN4HWUIc7mcS1ZuNpuOgfxUhR77ly9fulykVCqFjY0NpNNpbGxsBBL4SdZ87HsGECActPAKAKfUm82myy9WYuFTkzeBRh9Yt4brdaysz4MEXOodayipgaHeOups6giG5igzrt5FC9b0utT1JOrUmKShAyAALC1wtJve63NqdItWcl6kofo+pIp6smhYM4+aTDHDkRQ0KpGm66kvvF9D3izY8Rl+bGebS+lb3/U8FAUPFIbfMmRMwzOPj48/mVzqN42TecQN32ufaLQMP6MXh7USNBdO93hkBEUsFsPFxYULM6T3RNNnaH9wnpD8VLKU85RFl7gtB3PDNNKJeWAaxsg5peScgi39TAGyHR/8zaIBh41883kgeS8W7Ko+VHvX9q+G7lrQqKGlGnkRCoWc7aUePbV1dA7zPFqJ11bA9T07+89HoNLTaL2bHK9cR2mrqR6whQQ1dHQRouBYdQ7biDY1gWO9Xsd0OnWFYdTjqHqTOoi7MJycnGA0GiGXy2FnZwd//ud/jl/+8pd48OAByuUyVlZWAn3PPHTuv05wR1KBzi3OnVwuh9u3b+Orr77Cz3/+c+zu7qJYLLrCN8fHx66AXzqdRqlUQj6fdw4Y4g7NgT44OHB2cKVScfrVzrtkMumwEcNdmQ5Gx54SytfJewFHFZ8hoopAvYx2QbUTV8/Hv3ai8ztVcowv7nQ6iEQiKBQKiMViropYOBx2+9Xt7++jXq87cMRFlPtKxeNxZLNZt3E4k0lPT0/x8OFDFIvFQB4ii7kw58CGwfkWEA4kq2Q4kPXzRYVwFAoFV5CGAI65otz4nUaKhmxaBa8hpvTCEghy4HPi0jPZ6XRcSM5gMEA4HEY6nXaTjyC2VCoFgCzDB6hIM5mMM6pYVrrX6zk2pdFouMWWRWy0ilyhUHB5lbqXUbvddiGbaoiyP7l4EoiyIilZHQ2NYK7nojzHNyXj8RiNRgPPnz934IvAPJPJ4Pbt2y4JnyTJpyCsDkYFm06nEQ6HnRf1xYsXrqryPHZ2nuhCuKgFkeIDjT5A6DuGetKGGVq9bMPJeH7NL6PhAsCNceYjU/gbhjslk0nnVVCAouCRv7MGmupHZY/VyAIuQ/jVQxkKha6ARrsOMdrFRqssSq/qgm1B2Tyh4QMg4CllHgwrYdIwIQjwGbHaptRVCgCVPPEV+bDA0Rq+VhfqtfR5+By69iuA5fpQLBaxurqKs7OzQG76xybafCGXvv5UEK3zj8frWs61kmBRt3XSPS1ZpIztzoJ1NNhp5NGgp5eCW3NwPMXjcbfmsTK2Gvo6H/g8WhyFc0+3mmL/WdEQVnpxFDhqm7KtlGBftMfRR+YoIWz1kQWD9vd6nA1rtVFyNtqC83c8Hru8Rt2GQz2cCuKo66hTNWfR57XlPdMzprqP67tGwqmXErjMOdccTo5n9aCqHlpUhA51iF5HyQfqmlar5Ta7p23A3Eb9fSQScfb7y5cv8ezZMxwdHbm8zp2dHfziF7/A119/jZ/85Ccol8uYTCaBwo90QvC1s7Pj7oP2pNYOSCQS2NjYwE9+8hN89dVXuH//vrNBWdBzf3/f7adZLBaxtbWFnZ0dbG9vI51OY2trC81mE2dnZ+5eWq0Wjo+PcXR0hM3NTeRyuQBBriQ7Czoy8oq4hfqC7bywHEdlQjR0VI0HVbY0TthplrnkQNRFV3+vAxu43GdNC54oCKFHaDZ7nXfGuGeCRk5UHXgKGlndj+GoHGD1ej2w/QLDueaBK2XeOEGVuVelSYZfDZ43xRq/r9TrdTx58gS1Wg2pVApbW1soFAqYTF6XMqZ7WyuMWsXEBUITwdnHDEnK5/MuRwoAut2uy6c7PT11Xl+60VmSndt/FAoFlMtlF7ZD5ovhHnTNsz1brRYODg5wcHCAWq3mWKFMJoNyuexyLwkM8/k8SqWSA//Md6SmzsC8AAAgAElEQVT32eZkUVT5MjeARXoYFkHjR8N7PmUZj8eoVqt48uQJ8vk81tfXnRePYRvVahUnJyduG5qPKQxF393dxdbWlpu7/X4fx8fHePz4MV68eIFGo+GK/jDk+W2EnoEPIT5wYQEjP7MEnYJAy+Crsa+eOh9o1JwcNSyV0fYBO+op/lbBo3oc+SwWPFKPWC+ZAkcuyHwuzkn1avLZtN04T3Wt0nu6aWHb+BbeeWBVn0sNTDLZ3HvPehuBq1EtvrVTAaCGt1oPJe9f+1gNVX1GBVG2zW3f8h7s+FbyL5fLuXVb01o+lt60feUD1755B/gjqXi8gkctVEPgZ4GjzUVTzyEBJwu7kTCbzWZOZ3P9JFmq92jBD+0UnlfHmIaCk7ifN8b50vP62vNDAkdeRz+bN2YtSNJ5ZMkuCx75OwV/nAc2NJfzUL24vD/qAPYBdZfufatRFNamtIQO782SbCyAp9emXWyLOdk8SZ+nc1ERPQoULdmopEej0cDZ2RkmkwlKpRJWV1cdQNZ+ps4iWU47IRQKoVKp4Msvv8TXX3+Nn/70py4v8NWrV3jy5AkODw8xHo+dTbm6uoq1tTWUSiVsbGxgMBi4vOR2u+1SlRKJBLa2tvD555/j3r17Lnrx4OAAv/rVr/A///M/ePXqFcbjsctJvH37tit0xN9sbm5ibW0N+Xze2TTVahXHx8eo1WpYW1tzDh/r8GAUSzKZRKfTceOUhctot76ptsp7b8ehBgIHDzuHbKhlnmw1I2W/+HCapG8nNoXn41YZ3JuEm5Uy3wkAer0eTk9PcXh4iGq1ik6nE1AKGi6aSCQwHA4RCoVcfhsZs3q9jpOTEzSbTZdrQtCipYp9BqAuIvyf11Sjju1BttmG7d6kPHz4EH/4wx/Q6XSwubmJUqkUUJz0FmgBBmuYzmaXIacMr1HGnO3DfmVfcJuUVqvljFT+XsPPCA6LxaIrGMBxwO/1/tTdr3tThsNhl0tAg4z9xj0qU6mU877Se6q5HtZYoiHK83D8EGzyHGzLXC63kH68aWHoBgszcGsTslXb29v4/PPPMRqN8PLlS5cP8KFlZWUF6+vr+Oyzz3D//n2srq66cK6zszM8fPgQjx49QuP/cfdmS41lSdbw0gBISCAJIWYiICKnysHK+qpvyvoV+jH7Pfq2LtrKvqrKITIjmBFIaJ6YpP+CfzlLHvsIiEREZbmZTCAdnbNH3758bDTG4qr+VWKoPHnAp/xO95t+poe5Bwu8hyrxvFWOVgtVogHjCRmA+zhR8i8FhXqd8nvg/rBXHqu8TwUzdfPSfmk/VFBVYKNtUYsGMC7I+PjLaZA+25N+HgKRCrLoSkjFlpYv8kA+9OJ9vLVRY0A5B1Gurfp7HdeQ4iW0RvV6b+nm3M3NzRmfD9Ux0zP6JSm0D70SW69VQBaKj/PzQEvTzc1d5naNa6RylOcTXRp5blG451xSwd1qtezsZVmqfD4/FhdLXsF26TiznVraQd3FVUFORZOXAycJ957HAfc8Yprz6Plm1HcKpPke+m3IIukT6agiTWNAR6ORKSPVUqmWRh+ryv3K5+reJCjlPBKoq/spMF5ehP0gCCVw9Hub7qys7xmViEwVKdOaS1VqhhRVigcokzChGBX7eqZQKcxEicxzwQztOzs72NnZwcrKCq6urnBwcIC//vWv+Pvf/47T01Pc3t5ifn4eq6ur2N3dxdu3bzEa3SXjXF1dtbJJZ2dnaLVaNpZLS0sGMhOJBCqVCn777Tf885//xM8//2x1GmdmZkyGTafTWF1dxdramnkQcF/Pzs6alxxrvHY6HbOyeuMcASITM9Fb4ebmxhR2k84wWxtPnUBvcVTNNR/qJ0h/B2DsMOLfXlMScrvhAPCedFOtVCpotVpjggU3YLPZRLlcRrVaNbdTZQhcdKPRyLR+/X7fNszy8jJGoxH6/T4qlYqBG7ockJFTk6sAkPfns9hubaffeKolmCZw/Otf/2rpfBcXF80llNpQ9aHnfCtpGzW+gn2ib32327Wx73Q6ODg4wMnJCZrNJkaj0ZgfPV1YGctDaxeZlgp7ehCzLSy/wJg2jiWZCnBnaS0UCuYWRQ0M09vTbZebj1nQPKlVOJVKmbmffel2u5Yoh4LRH4VGo5HFrDIrG/fq4uIi1tfXLasX40hfmhi/vLu7i42NDWQyGdunZ2dn+PXXX3F4eIjRaITV1VWsrq6i1+tFWn0mUUhr/dwUAo5eAw3cW6e8C5RXsHlhXXkuv1dro7qUKcBkfIx+T4FfeYPX5nvhUb9je5TPU3BS7TZwv889MFLB1mvy9bzg9xwPtaROg1SzTQrxTgJk/YwvAgu679Ma57Mn6v29otUDax0nb5HwAqMHj8rrQ4k/vFXRn+NsI+dN54GKN7WsMQuuZnH0MsBLkh8b9i3KiqYWfE1yomsUuAMOtVoNzWYTtVrNsrNfXV3ZfBM0EvgRNGocst/XPNOZLIN7jbKLAkcFPfQeAu75DLN/6nrivDKJC9clib/1ilb+7cd1Wu6N+oyHvlNZVkGfzrXyH29x5Dgy3lRdVlUhRn4aBTY1R4aOOefw9vbWvOGohAjNKZUA/D4EHPk9gRXXAPkTZRsqLQgcfSKykLHkuUnddnX++Lq5uTGZi26hbLd6Mureo7cia3sPh0Nzn89kMri9vbU6qn//+9/x17/+FT/99BOazabJe0dHR+a6ylqo6XQapVIJq6urODo6Qr1ex2g0GtvHzKtSq9VwcnKCi4uLsb3H8KxUKoVKpWLJN1kvnHNBOZvJxegdubS0NFZGh/M9Oztr7qrETZoFFrgH6ZPok07PkIaNf3sBhxOs/tCheBRepxtRDzZllByEq6sr1Go1nJ+fG9gDYAi82+1a0D0zQXITKY1GI4vfqtfrqFarSCQSFp+n2Y4IjLlpyczVfUiZkGrxOcmqhQ0xL2VS09K2/t///R86nY5ZNlnLia5D9IPmfIY0dzwo1VeafaDbALM/JZNJM6kT5FOY0bVENxkN5KZQ4dvjD24yRnWP8QeCxkwCGMtOpsKyZjxjDUtP3Iizs7N2iJJxUSNM5jUtxqqCw3MpGtTq2Gq1rG4cDzGNt2CswEsKc3RtXllZwerqqsU0U4vION1Wq2XxYYuLi+YG/RTNqAdz0yJd16E2RLVLX1zzbKvux9C13p2OB6sCMxWQVCAMgQ8l7jcKRB7k+TFVQSqkwVa+yN+p25S6dXmlkt5Defc0yQvKOr/+OwW+1ApT8GGSN2YM9jwt9NIx8K/Q73y7/Yvkz2GOpwf6PBd0XSjYVIFYM0RqIhedX+Bjy6qC0mlQSBHj+YYfO/ZbAYCe/3493tzcmMxRr9etpiW/p+BOQZEeFUyQoe6lClBoRVpcXLR4US8M6hhqP4bD4Zj3Tzab/SgGjqRAJTQuIaA/afymQert8BDpfvDjw7FT2VQBoyYVYqy4/l4Vd7p/+D/j7Rj6xOsJErU9KjvRi4pt1Gd6t2Iq5ggq/dqkworfeaWctkv5yaSz6zlJ1553lWZ2ZsZy0hhApYaeb8C9jMOyN5TbgDtreqVSwY8//oiffvoJZ2dn+Mc//oHffvvN6iByjTD0JZfLYXd31wAkEyQy2eZweO/6y3EbDofmpu5rf1OxyX4xjwa/00zJo9HI4qZpOOn3+xYb7c8/8hTK5FRcMdSH62MSfTJwVC2WuqByEXstmy40f/DxtyEwoAcOgZcm6SiXyzg5OcFwOMTy8jISiYQBD1q7Li4uzOLks7vGYjFjjKzLSI0nE7Qwmypj5hjHRpPxcDhEo9EYO9S9NpmTrWPnQTRwr7Ulg5iWNYeWVVoLj4+PkUqlsLm5ie+//x6vXr0KBth65kBhXeNFARgDrdfrYy4sarng/9p3H4yuwokXKFXL7tcRGake1CrMaryt+v2T0WoCAz1cVeCNxWJmlY3FYrbmeFAwLiWRSEwtVm4ayoXBYGBFZ1dXV7G+vm6CdgjEv4QA4OeRblw8HAhgqXxgplwGsNOl+VPaqsqwafX1Ia1t1OGs7VFgpXsxBBq9YKSCOPe9tybxXfeM8no+l8+kQu7q6mrM8un7qu0JKSG1D75NocQ4VFQC92U8OC4UxqZlcdQSJdpH33cPINUaRUuchl1oiaLQPHoe6OfJW6U8v/SgSD9XIdMLw7zW/0YtjaF9w/tSWOWLwJHrl0nbvCJ52jzHgwj2SddkFHCkTMS55DtzIjDpXrVaNfmEuRco3CcSibFs0VRQdzqdscRvsVjM7kflZSwWMzBOoZlJc3SPewBAwKslGRYWFsZc2T2IUD6jY+XHUV0nQ+tsWqSKKKVQG5VCPFL/V0CpwFETjKlC1Qv7CnoYFsPfacZkyj9sk4JAzw9DfeR65Dzz94yp1L1MkEoPQPIQ32fg/mxQvjJN0nHgOUFFcDx+F4rEMDTGBzK7KMdOedbV1RUajQbOz89Rq9UMADKpHgB8+PABnU7H9im95FSJNBgMzFORc0KDkmbm9+cX+Yl/8fzj+UQjBg0zHHtvdGFbms2mJS/0il6OYzKZNPBI+Z95IBiWNBXgqAvYx6WwcV675d+5aKkJU3BJ8kADgJXAODk5wd7eHg4ODnB8fDy2qLgByKRZWPjm5sZcgLghCJ4o2Pf7fZyfn2M4HGJ+fh6FQsFMy/QbLhaLBhqZSpfujCEgTGaRSqVscdHUrQvAA05+Pw367rvvcH5+btlAR6ORCdy+oPckYVU1b/q9d/cg8cDhdZ55EXBpBjh9jv7Pz1Qbqpq9ENglI9V7eVc3AGOxX15b5Tehuttq+Q+6SHBc/yg0Gt0FjR8eHmJlZQWvXr1CoVDAzMxdAeONjQ1UKhUcHR2hUqm8SJuSyaSty5ubG9OcqWsjFUrNZtMAvIL3TyFV6gDTy676EKPmNZOELu4Bf00UWAsJRMA4QNb9r+CM7VX+7IEe+QATYE2y8ul+5m+9K5Q+V3mr37+qINA+6m+mxVcp4CuYCvF3r0RVLTQFf1+rzf8GwEdzp/fTxEG83luPOVb+nA0BXD9Xft59vz35s5Ft9ACJ56SCDhXSX0JR5cGp8v9QP9lWggieZ3QXI/CnoMl60sfHx5YdkePJcfGugRR29/f3US6XLRyDwJDlM1QhSqtmt9sdO6e17i0BDeOY1aLJMBaGAnCfqfIlpOBRgVXlRC/IesX5NOYxtCb9eR5aUyqvegWbWnjVPVlrMmpMnipK1DpP0nwNnG+CEFXQeTmIxL7os3hOeuuouhsrEGQIgvIHVcbps7h//dxPi9RKS9xApRIAK6WmwFFlclV6DIdDs/TTTZMYpNPpWCb2RCJhHmq6jqjI4r6mIUnzYbDMG0O4uMaiFGjeMKI8W5Vm+r0ff1qtG42GtVlJlRhU1FHhzozOjIN+SF568unptSy6OYD7QF5tqNcS8nvV0nCTEKFTAFJL1s3NjRW83N/ft0Kb7XbbXDJub2/HOk9AxBS36XQaKysrmJ+ft+xH6t+twidrNLJAppYpoEaY1kku6CjgSEFXzcBkJCGmyeumJeD85S9/wcHBAW5v74J8h8O7BECxWMwAshdQooSBkIsk1wQBcoi8Fobp56kt8lZtL9x466SCRmWkug51rn07VLjSwrfqquP7FwLXfu3xNQ3a3NxEpVJ5NosmD4mrqyucnZ3h8PAQW1tbtm/ow8+Y33q9biBNf//cpPdk9tqlpSVTAsVidxZfKpSazSZmZmbMIkkrKdfbYwCgXxchIfq56KH7eoHL/47fe4FfDyE9nMiTde964VitVqoAUyE5xNf1/lEvXqMxgV6Q8Ycp97JXEilwBO6tjGyTgiq1lkyD1C2d46aAlnPhQThBNUs1KWhQC3/IwuA1yvqskKXRg2i/tkKgMeqZIWunvnulsRKfryCZwJHnH+dclY0vEVPt+UPoHPR95nqmXMSzW+vtATALIRO+1et1dDodxGIxk1EUnKnSgGWp6vX6WDkxnoV+X/AM06zhFGxp1eQe5+cUJG9vb63EFj/n2qLyRecmJP8o6V5XEDpNCp1HUWtT94fyUq5Br2RTQKYvrcGoPFRBuje0MPfG5eXl2Ljo2LKN7FNovBXg0ICi7dK2eL7ovTP4XUg5F3pNk7wCST0dAViW9+vra0u4xfXp558GIyak4p4AYEkNaXkN9Y/jNjMzg1wuh42NDUswqeFy9XodrVbLcIkqUdQYoS8dX6+4Uqs950uBvYZiKWBV4v4lr6Vyib/j+fVQPd0noxK6+fGlnVcLoQrhXOBeg0EhngPitSYUYGmWbrVaVnPl8PAQZ2dnGAwGY/WgWAqB8WkEpqPRnftSPp/HxsYGFhcX0W63cXt7awHpujCoMWi1WraAWK+s3W6PuTDSnKwg1x/eumHVjSpkcuY4TtPi+PXXX2NtbQ3AXZ2mq6srVKtVdDod5HK5Rz/Xb0xv3eCc++vJkAi+WVdxY2MDpVJprB6funKoVcQD1pDFMbT5VAMaJVSr9ljddHyflemGLKk+Nve56S9/+QvOz8+NCTYaDYuV+BTS8RoMBjg8PLSSKoy3SqfT2N7exn/8x3+YNrtarX70++ck7Q8zu7J4bjwet/X77t07fPjwATc3NxbbyMOaip/HktcSRmmmn4NCh0XomtBB4IV1r8TwgEP5lgdzul+5R73wSquEClH+cA2NHd9Ve09XdT0j1FrG9oaEHO+iqv1XlzDPi0Lg67mIgoMqDPmuddc8cKSQw3HVerMaf63tjlJoeAHE91XHgcKtzs9jQaO/p59/fffEtaz95znAZCypVApXV1d27qoSLhRb95wUBaKj1o0HFl6miXKPpmyj7twKxrleKMgxHT9BIfcOY/I5buR19IAhKKHMQ+UEs89zr/Gd/JZuchxzr7iJkvO8YiJqbEPr+rkpJAt48KhtU0u6d3UEPi63orGeKi8QIPqSQVrmIha7M5iMRiOrHe7BhVprSeRrXtmm/VMZUq2jKv+EFE7+XiGepc/x8tM0iOudY8t39oXAhxZHX7JI32kcYsJG8lx+r/HJ7Dc/p/Ikm81iaWkJGxsb2NzcxNbWFtbW1pDJZMzqR/dz7kGed+plGVKQhvbUJDBPqyHXIvmJxyMkrkkN8WEspfeYiaInoxIiWRXadROqRUc10twgGqcRj8et8TzAOMB8EcBdXFzg+PjY3FNZPD6VSqFQKGB7extra2sYjUZmfqbLGplyJpNBPp9HqVSyovGNRgNzc3OmYVPwcXt7V0KCGTfT6TQajQYajQZub29t4SWTSXQ6nTEXAmWu2t9YLDaWpVInn4tFzfLTIqZ6p3WWpTG4KDmfnrGoxtWTP2C9m5j+jtmdNFaUVqRcLmfaMvqhNxqNj8C9Fx4UrHsQSFLwqAxXhWO9vzIrvYf2eRJY5RqeVpKj//qv/0Kj0cDR0RF+/fVXvHv3ztyMnoNqtRp+/vlnY5TMQruwsIC3b9+i1WpZvE2z2XyWZ0ZRPB7H9vY2/vznP+O7777DxsaG7d1KpYJ3797h559/RqVSwcLCAtbX15HP501w+hQh0yvBpkVRQnrUdY+9lwcQIUEpSkjW++kaB8bjHyfd039OBYwXxKL2lPcM4LNDwNFfo217KQFHM1DqAc2zT61POp585xmytLSEfD5vZ48qpjyo4/O8cOmBnF6rgqHOhz/To4R+fXbUNY/Zb7yGLnoEjkx2pRlE6Y5JJa0qnadB2r8oS0uoL8B48g6eLZxH9pMAj/tSZR6+1KNrfn4ea2trSCaT2NzcNB7P7PLMzMiY2NnZWavdR8UE3ecSiYQlDLu9vR0rucG+UEGkGWL9ecu2K5DxY6eWtdAYT9PqGOJ57J/+HVJwTSLdL5QVOD5aTiMWixlw8GOhsiG9vBgeo4YZjaHkszUMSPmo3/N89661lM0VJNMKqetdFQVRa36Skuq5iGe4ZqvV/mleAwVWvk0ci8FgYHVTVbnvPUT0tzR0sO751taWle7Y3t62Ougs/3d2dmbZWrn/PHCcdCbpvggpZshXdM/6tcj54RgCHysCFIeofDyJngwcVfPEzuki8xuJC1QnMRTz4bV1ZFYssXBycoL3799b4firqyvMzMygUChga2sLm5ubyOfzaLVauL6+tuxCBHTqFqO1aBQk6eByw3c6HWQyGdOGMqkME/AwvpEmaX9A+wWhY6AT5rW+IS3Sc9JwODRXvlgsZiC4Xq8jlUqZ5kvHJEShw1THkP2g9o3Ma3Z2FoVCARsbG1hbW7PyGBoL1ev1UK1WcXJygnq9bu4D3IBRmevUFUOBrmeg/F0ikTDt69zc3JjWL+Qiy3vpGCjzpMBIJtFqtdDr9Z5j2j6izc1NLC4u4vLyEnt7e8G2fgpx7q6urnB+fo6ff/7ZaiK9fv3aSqRsbW3hhx9+wPX1Nd69e4d2u/0MvQrTysoKvv32W/z5z3/G6uoqABhg/fXXX/H//t//w+npKWZmZqzuUSaTsURHdEt5CpGR8u+XIg/0ovZglCZdgUTIOhQCXyEASD7MEj2qxQ25N0W114NDdSflHtXzQ602oXGJEuZD1z9G6H8uKhQKY+1TN0wPIj3g1bVWLBatvqxPlhE1JpxD32cVLJW8VcELSpOA0UPk51bb6e/F85BJJTKZjGVWVa8Nljpg0rJQiMRzU9T5Fjrj2C+VZfidWuvYV91P6oam1lUCN16fSqVQLBYtvAS4c6+jVanb7Zq8opYtKmGYtZzW3JAsx/aoRc2DRh0bf66GFMXT3HMPkQcOofaFlF3Kiya50auwrclxYrE7F1RVIM3Pz+P29i6cihZj4D40iXyBIIX3ZrZd7odJyrlQv/hSa6PKCiqTerlcAVVovHRMp0V0l6Z7Kp+nch7HnXw3lOSFY6DZ+z3g1tAqfp5M3mVqXVpawubmJt6+fYudnR2sra1Zua94PG6lwDSMTuVWv55C65DvnBtvLQYwpnzUNUSeEeKLKhsor0+lUlheXsb6+nqw9FyIPsniSIryAWYj1ZLGjsVi937YnvHo4AwGA/NbrlQq2Nvbw97eHs7Pz3F5eYm5uTkDjVtbWygUCiZE1mo1c93TGDUGL/f7fczOzqLf75tLq6Zt5rVMlUtrSzabNe0ef3t9fW0uIdyI3mVA76uHio4ZGTTvM4k5PBfpmNfrdRwfH+P09BT5fB7r6+s2JqFDUudvkrsJv2csBRlrMpnEwsKCZe3UIrQcD5rPmWZZ20LGp8xP3YFD7SHT8G6uZDQErv4w9FpWLwTrQcLv+D/TPk/LGqd+/tTIP4cWXvt3eXmJ09NT/Pzzz1bgljHFuVwOX3/9tZW+oTXguSmdTmNtbQ1ffvklXr16ZYVvY7EYGo2G8YfhcIj19XVsbW0hl8shHo9bsgdqJJ9CXih8afoUQV4PenUl9UKBKllU28yXutbEYrGxJC3q0hQlFE7SpOrZ4d1p+FztZ0ix5wFSiBRM6W+nRevr69ZmjhkVlRRmvOsv+RDnKh6PI5fLYWFhwWp1hc5Z3ycvGHhXQrZLtdCqwFSvCd7nsWMVEn58u/z1Ooe0xBE48hpa4HgeUABXxd806DHrJfS9yjK+n568kp2ksUlUkmqcoRcOCToo9Kl7s99Xem5GWW11/2m8ngdQej3PSJ0TrrEoxY0XpKdBIdnlIWUcr1HwHLK0+nGloYPuvap4p4yRyWQwGAysHIL3OlCZii/eRzOJRvXD76nQd6G5jOIlIUWUHyd//2mQjqc+V/kW16HG7Gr7+Tu1uIZ4nSp9OBfJZBK5XA47Ozv49ttv8c033xhwzOfz5rXHvBCnp6doNptj+8cbYvz9dezUWw8Yz+fB/nhgrIqFUB4P/VvbkEqlUCqV7OxihtlJ9EnAMSq2RCeTplmdJA6ANl7RsvqK00LA7I0fPnzA4eEhLi8vsbCwYMj/zZs3WFlZwWAwwMnJiWVZpXujbnhmZD0/Pzcf51qtNpaBiIOfTCZNMF1cXARw54Y0HA7tesaU8bAPMVXej9+rSZwgRZmOZvLU8Xlu4oJlvcXT01MbM2Zw84s1tJhCcZrad+Dep5pM0B+4uql0syQSdwmFstmsBemr9jzE/LwAFGKuIVdrfu9dQPSlY+c1lxRQqcniIa5C+zSo1WqZBYNubVxrz0lM2cwi1fSFT6fTWF5extbWFg4PD823/7lBVjqdRi6Xs5p2VELc3t7FKNNdNpfLmfcBNezqcRCKuXmIPgdg9BQSgB663vNm1Qqriwr3sAeYwL0CZzS6S/dNTSdBEO8VpeGky7kXKjyI9cKlerH4tvu+PUawnyZYVNrd3R3T6nNfqqCoPBMYrw1H75yFhQWrAeaBo++LHzcvVHilLIEjM37yN17h6T97iELtmgTsdX7UG4gJr3heEOD0+30DSD4O9rlp0poJ7S0FERxnTYLircvA/b7RTKyUBbzykZYRAhPNL0FLF9eU1q8L7SkVolXmokcQ28NrtM0qVOv/tPR4gdW7DOq60r5Pi7zAHAL0Xomv5GW6KGW+zjuNE5oHYzS6i1fNZrNWc1xrIev5pGU7+J23HlO+9l5VoXHWNThJCeX/9iA0pADw95+WnKPtUjnazwXHBoBZdLkXgHucAdyvTZX5dY0A4/M9MzNj4W6FQsHi0GlFZttGo5FdqzlWvMzIl/c+ZD9UGaPKGe8t5OcCgBloyIdCa9bLzZQdCTwn0SdlVVWUrEwoJEizo/7g0g0M3AvzNEezOCfrNJ6dnaHT6SCdTqNYLGJ7exubm5soFotIJpOo1+v48OEDPnz4gEqlYtYPJWZRZYxBp9NBrVYbc19TiyMXAd1TAWBxcdHiDBKJhGVI09/rwtN+855k0gSUsVjMAIcyHI7zNCgWu8vQ1ul0cHJyguPjY1xcXFiKbz1EKMyE7kGmRhAcdY2nm5sbdDodVCoV3Nzc2GFHl2Bmr11eXrbxOD8/Hyu+Ogk46vrTTaoHnZ8n7/dPCh0WXmhgH6+vry2DLzc1gc40iK4wrGaQHlsAACAASURBVGuYyWRwcXExlWcNh/exASwuTaGPbhy5XM6yej0nqXsfcH9AaNkUWrZjsRja7bbtJQqbL5XK/7koZGXj+yRljn6v65739AeN7pvQb4B7hQoTLtzc3JgFMqrdXJekkADthRPvNaCKnNDvHhLuo+Z7Wuvg1atXY3EsWlZBk6LxRaUZgQBwJ9DMz89jYWHBavFNopCAx3fyRwoD3AMqgPIeXvnntfAPPT+qTVFCqq5vCs7MiMi1pWErahlnrNHs7OxU+N1DSgl/nZLvlypB+Lm3uOv5Q28mKrcpj2j8G/eDymBcU/ScUWHeA0e2R8GH/q9gyvMEr0zVe3grjr68oKwW9mntR3WJ98Rxe4qSAIhOWjIa3detJWDQkBcAVvqNSl5a0PliohydX20HgSWfq8kodb503L3CKlSmx5PKNT4xjuc3UYlznptUdiNw5BhTucn9QL4aAv4qW1MuUzzirZOc78vLSzSbTZycnBhYbLfbVvrj5uYGmUwGa2tr2N7eRqvVwu3trRmX/L7x8qruT90THjvpHtY2U/kW6pM/Q7UNlOsYdveYeXwycGQcghbU5qZQVE+U7S2J/n8OCn/HLJqNRsPKYdCawJIAOzs72NrawsLCAgaDgbnR/frrrzg9PbUMnCHqdrsWB0UXthCpta1er6NcLpvLaqlUMiGdk8YYR/q2KxPmvZiAx2fUUs0qGY/GPEyDbm7uSps0Gg2Uy2WUy2WzJGWzWaTTaTuwaP4HxuORANhiDZUV4eLjxo7H43a/q6sr1Go1XF9f4+zszASBXC5nAISJj7hp+/2+rR9/WPF5qtBQAVoptBHZN2Uy/tDwG5/kD9GbmxuzzsTjd0mZmL1uGkR3Xq75aTBv7vNut4t2u21B35oRjllXG43Go7RWjyUyRU1lDtxnR2PmMmZeVoUPAQ5jgJrN5tQSFT0nPUaQ+j3Clh78Koh44thzXat7HPmCHrTeVY17IKRpZTv0sPSaVO9G9xjQ6K9XmrbiYHl52Xg+rQx0U2VbvHZehROONy1vanEM9U3vEzUe6g7phUx/LyCaD+p3HhRNAo+T5soLybOzs7i9vUU6ncbc3NwYcNSi9plMBtlsFqlUamqKsknkhVFgfE95z4ZJQiMtIuSxvV4P5+fnSKVSqNVqJthRWOaaYgIcerdQ9vD7yCfRUCuVB3f6W7YztF8nvdhfD0A9YPVK12mQCuDcjyGF3EPr1Lc7ytIHhMOOaDHmHqSQrmVoPNBJJBJjxgXKjaqMi8Vidp6F3F79GvCu8iGQEJofr3QIrbNpAkeufyrkuK4Y0qbJKdl2fzZxXHQfePdXzq3eC8BYVYdOp4Pj42OLC1xbW8PKygqKxSLm5ubw6tWrseScTEile0LnSMeVc0jFCtugeEn7EdrDPD8Y5hAlr/q17OXhSfRk4KjaEQUCRPucEE0Pq4eWgkcVRvibbreLWq1mLm8U9NLptGVP3drawtLSEq6urnB6eorffvsN7969Q7lcRrfbnWhZoDWTFCVEclCvrq7QbDZxdHRkm21tbc3ciMgcuIC1P6rtZeHf4XA4VtRZTe66aD0Yf26Kxe4S4lQqFbTbbSQSCeRyOSwuLmJ5edmKMNPVT8Gi3oNaYiYb0u84jnS/oSDIA7LdbqPX6xmAZkmOTqdjZTlY27FYLFpyEzIJffGZDzEx3bxeOzrJHWOSAOoZgrblU90jH0upVMoSG3H9TUM4ZpKf8/NzlMtlzM/Po1QqjblHLS4umpWk0+k827O590ulklk6R6M718lqtYpyuWy10K6vr1GtVqfuAjVtCu03kgpCk+Z6khCkWkpN1+4PNa7dZDJpa4v7lSBerQchJQ7b6g89L5j4g95bMB4SVP8VKJfLjbVFhasQXwHGk9ZwzChQqptViEKCd8gSosKWWnRD9wspyEICsrcmhe71EGhUcMGzJB6PW2ZQKg1VEE8mk8hmswYcX5Im7UuueWaEBcbLRvn1T9DIRDZUPHc6HZyenqLf748lSCFgzuVytk6y2axZP3xmd93fOt+htcD1SVBBMKpnl65bDyYINL0SST2WKMTqvh6NRpHr5znIA0cP9kLgz6/Z0F7wQNuDKd6bcYkEjhqnSuGespbnnf5/lW2UZ2tfeT0AUxaoF4JaCL28EyKv7NA+esXRNInJgTxvur6+HiuFxzEnHiHI1rNGlZL6uT9v2Gfgbh+3220MBgOcnZ3hw4cPyGazKJVK2Nrawu7uLr7++mu8ffsWpVIJvV4PZ2dnqFQq5tWo8j33X0je9GPpw6eAj3mvWobpfcZaluyTWiJ92AK/o6X8IfqkIoHcAJw4/q0TwP8V8aqJma6Nc3NzBiToDqrMhxstm81iZWXFEnMwSc3+/j7ev3//KNDICVGw+JDgQQG1UqkYo87n8zZJPNzV7ciDCFobWeSXm9cDGDJaLd+gYOw5aWFhwbJxzs7OYnl5GbHYnVtloVBAMpk087UHtzpeHAMCR2XGXkDieFPQ1LVD5kohIZlMmtaZ4DGfz49ZuxQ48pnehVpJD/OQkKvMVGNMQ5or7Q/vybmjUoDFVKfpIpnJZMbG47Eao6fScDhEt9vF0dER0um01U7l+mQNzpOTEzvUnoPorry7u4vd3V0UCgVzlRwMBjg+Psavv/6K8/NzG4c/MqlgGqWsCAn2es0kXqb3VEFX4371MKEQ6bXsKuyp54h3AwrF2qkmFUBQEPGub16JE6UU+tzE+rNRiqdJAoLyG1/rLUReaJ809x6gK09TYSnKquKFZeBj1+PQ8/Tv0HrW9ZZKpbC4uGiKYq47jben+y8tjo/NAvhcpHsoNNZc82ohUG2+P6cIHClPUHAjuKA3wHA4NEU1z5Z4PI50Oo2FhYWxcgR+n9Hyz3NaM/uGYhBV4FY3RJ17pdC+VFmI5/2kcZsW8FCw6vlmaE/6fupe0L5yzykwV0UAY8yA+zwH5GucJ02oyO91/ZD8nuX5x+s96T7X2rGhGGvlvaGxUc83dXH1PM3Lhc9NHiAr39AwFi0do7+h8kLHmPuB55/ne2rBJRah5XB2dhbtdhu1Wg3VahW9Xg+ZTMZKgC0vL2NjYwOHh4c4Ojr6SGb1SlO/N7h/9Cz054rft/F43Fz96Y3g5XbOqQJEemRpnpWHPOSejEr0oV6TSabDdxJBEBchGZbGxtFldDAYGFhQBjw3N4d8Po90Om1WwEqlgnK5jIuLC3NjfAypRughQZOCP91n6/U6Wq0W4vG4aTp0MYQYDUESA9iV0arWVcEHNYzTorm5ORSLRcTjcVxfX1uBd/pq09LIeSZxAZO82wzdbpX8771Gnq/R6K7OVKPRwMLCgqWkn5ubQyaTsZIdbLNatFWDM0mDyTXrf+eFKd5Lsx9OIr0vmY4myHlqGYjHEsupeEvRNOjy8hLlchmxWAy5XA4rKysWHF4oFDAajVAul7G3t4d6vY5ut/u7npdMJlEoFLC7u4svv/wSr1+/xsLCAobDuwRVFxcX2Nvbw4cPH1CtVv/woJE0af4eezB7ISBKWKOQqBZa74alwqXyN3pG6GEN3Cv+9KDm5zwMlUdEKWhC1sZP0XK/JKBcXFz8qG1eyAq9k/xYTOJlXjHnXQNVE+0FJ1V4kX94JWZI4aeCeAgEe624tsELYqrsmpmZwcLCgrWFYIoWBFVM0MOBsfAvTf488wBEFSYqxKuylfuOQlsoJpEv9pt5EFqtFpLJu6zkdBfX8IzhcGhZ4Skc0n2N1kmWPKE8wnngvuRcaVkPDxi8ZYZnOGUXXsf+U/4JyTXT2qNRSg3/v1eshMCjB/7AfY3OkMupZu5UwwJ5oD6Tz/F70D+T1myvzPeKCe459kddVFUp5b1GvGJE+QPbEOLBk5RWz0Ea+wncKytVKUK8QCMEZTGv8FCFSzqdHnPL9uPu1wl/z98wUWYul8PFxYWV38hkMigWi4ZZlN+qpTiKx+v1vtKCX6tsN/kis3HrPbUvTDTGPBRcDzTeMSxwEn1Schxl5PxMG0kmA4xnOeJgaT0rJrMgY+l0OvYMFUg4WLTesTA8BdTHmFeBj9PH856P6bMGrdO9wDMS9jNq4am/uZqOo66fFgig6yjjVWlJnZ+ft7ImWmjZC3CkePy+lAWD8rUvnuHyM/5W54OblguYBx9BqQoKKuiQaQLjWV71+UoK8sh81J2M/VSGG2Vx5GdsC+/DNgL3ypZpENchNzzbPi26ubmxWkWFQgGzs7PY3t7GwsIC8vk8dnd3cXFxgcFggL29vd/V77m5Oayvr+OLL77A9va2KRH6/T4qlQrev3+Pvb09VCqVMeDs+ZHSS4KIpxDbPKntSiHhTe8V0pJHCUCMK1Ph0RcgV+0l9yitHOrOzr3E33FPKLjhexQo9ILlYwDjQ/Ot/Z4mUVPrwYRvY6i9ofHwwpknzqsnfSbBga4Hkgqpeg7peuRvQme5n48QqIzy2vDAcXFx0WLrQ4oK/k2heJpZVT3pOlIKnWkU8ENAA8CYZUr7oZYThm2w1JeWFWu1WojF7rK9M5mdnnlUdKsik1ba5eVlq1mcyWSsndzDFLgJGtVlWsEt+6wCMOdLQ0f4nVdIeGv3NIGjrqPQPHKNhpTPHkSpcpJ7i0qAdDqNwWAwJhszJ4gmW+T6VblJFQjc05pNl/ejLMJwDb02lFdALY4qd3tLKeeJffUgVAGjKil4/TRlDvYjlCuFz1fjA61mofh44N7YQXdOVeroOqVChV4OvvYuiYoaeuhxv2m9eLbNK+i8JZftjMXuvTJpKPHnrPaJY5TNZo2Phq6Jxe4MYaxhmUgkzBijZ8VDno5PBo4cTJ+BksKCR8NqTmVjQokuODGj0cjiATudjm1EJrKhtaFer4+BxscyHjIuXSiTyDMYDdZnf/1GUqajhxyZsNb0Us0CiWMWEqKei/g81UrxwGa8BTcC3VWjtN+JRMLcFzX+0AuD7Iu3+Pk+qklf26mHFzehMpIQKPfCmP5ONWze4sgx0TijEIPU+/H5jLthinI9YJ+bmKBJ1+K0hamrqytzWeWByXHf2NjADz/8gH6/j263i3K5/KRkNDzAgTuesLKyYjUZOfY3Nze4uLjAwcEBLi4ugmP7rwoQJ9FTD+CHwCOv0TWoa1EtUFofT3kcBRIVaKjUoxKNtcVUEKEG07tDhQCR7j8FDF7BF1I0hcCYAh6OxUsBR3WdjAKKHkh6cKvXhfiN/04FPi8ke422fqdulF4RzGcowFehUeNjfD9CgFGBRWg+yD/0Pn5svJZ+kjV2GjRp7XghW6/XeaEihdnDM5kM0uk00un0mEI+n89jdXXVLFgsw0EFIceOe4YA8fb21jJtDwYDey6FyljsLhMl/6dLKr2M1H2NFkoVgENnKEmBo+5fHTcdHwAfnfPToije4L9T/hRSaqt3Hfuj1sb5+Xm7Lh6/cx3UMmuce8oVXg7kvcmDgfFwJQIKJqfkWGqsXyh+Ta2NWgZE+TJlPC/X83feKq7jM+19yHWlsaJcYzreAGyfUAHi2xaLxcwyl8lkbPxVOaYgyvNK7j3KsaqUA+75JMdZ+TPnVUPRuG44vsoHtAawzpXPkg3c7Vkml5yfnx/DOYoziKWYOJDGu1gsZnHlD83nJwXQcSDVP5uN8yZvXbg0n6rAwsHk4DJzY7PZtKyI7HCr1bIYt1arhUajYUJLiCGE2s176WcP/Y6LiAcbNyn7TX9pCl7e/YAMREtO6CZUrRvHyt/nuWlxcRHJZNLADZmIjoWa/RlbEbURWdx2fn5+rHYeXUyp3eTBVq/X0W63zfKpbkkkz5z8eHjLiAb2c6Mp81BBiOvP31/XJTetCs0h4ianpphuQGwj53UaREtfPp+3mJ9prRklZhjL5/NYWlrC3NwclpaWsLCwgK2tLTQaDUtsVavVnuQRoPsznU4jm83a3uOh2O120e12p2bJfWlS4fL33IPkD/SQZl//Vjcolj5Q4KiAjsCRiiXyEFXg0BKiSkMKK+r6plZ9b81Q4dO/HjMOId4+bQHHu7VHzanvh2+zB5f6nRcGQuPilVVR9/FucfwNn8G51ZcK0cDHrrgqhD0EGlUeiAK42h4+Y5L1+bkoCvhHXQN8nIXYe7UA90pQJhQrFAqWOI97iMLkwsLCmMKVxeUTiQSWl5exsLCAmZkZ+7zX65mFQq2ayWTSzmeVzbhvqSAeDofGaylYU0FI3qxnLhWW3v2ZYxEaL69omDS+z0mT+GsINIYUE6qQUfmWQJuyD6/ROGX+zaRO3sLI8QTGy9Pps9TC6dtNuVGNI9oXtTLqs3W/qhstMJ5gKaQE9HtkWvNIxYZaErm+iEEIsFXBEgJBBPusC83so8CdBxdluMXFRVNY12o1lMtlNJtNAHcgTasoxONxc5/Xc0955XB4F99KgxgBbD6fR6lUQqlUwuXlJRqNhu3x+fl5rKysWLJIerTQuEYgTdmT9SUpf3oFDr3Tut0urq+vx9x1uWZHo/tKGVH0ZODIxcnJ8wePbqbQ4eCtkLqRr6+vrbZitVq1+ogMlAdgAgt9dD8lc+JThDM9xLmR+dz5+XmrI0mA1Ww2EY/fFdFstVo4Ozszl5NsNjvGSDxj0sVPIDItEKBuMNoGNW8nEgnTUFxeXgbjEzg+c3NzWFhYQLfbNSsEN9Pq6ipKpRIymQyGwyEajYaBSGbfVM02zech11Qv9GgsBwEjEycwnsNr4Gkl05Iy7Av7Q1cDut/ygOXYaP9ViFIXBd3c05pHLRFTqVReDDgOh3dZxk5PT3F4eIhcLmcgL5PJYGtry/pO8PgYrbJeQ40sNbQUXOgiSW8Epd8DvD43PRU8ehDofxey5KvQ5kECeTu1jhRU6SrHZ1AgpvDIe3CvEWyo8ME9DWDMNUo1s6pI866skwS5qDHzAOUlhFN1N9J26LtSFED013ggpd/5lz6PgqDe2wsz3n2Kv1eNugJ9FYj8GvQCuAeC/hkqiOo4eJ4ctRamNachIDzpWSrnUCGr2TQJLnQvMMEYszASlPG8SCaTZo0keKNQl0gkzLpANz6WShqNRqaoHo1GZn3Q+phU/LONwD1/IAhilmx6lAAwYZxCc8hjyI+jKqb9XKuiaNqka1A/C7VZ2xdSyqhcSGVYKpUaswaTqNQGYGeZxpeq0B6LxYJ5M9geH+ZFmYzzqSECKm+rEketiDof7IuOi58/H7v7VKXepxKt4Vx/bJMHzqPRnatqt9vFYDAw/sW+cN4IspaXl5HL5VCr1Sw2cWNjA1tbW3j9+jVKpRKGwyHev3+Pv/3tbxYqRz5GhUyxWLScHFScal127rV2u41Go2GxkKlUCqVSCa9fv7Y8L8lkEt1uF+l0Gru7u/jmm2/w1VdfYW1tDXNzc2Y0a7VauLy8RCwWM16ytLRkmec5j3ousCoBjXLkEz7E7CFZ7cnAkWZN3pxgikStBQ8dPez5HSdRJ/7q6gqNRgNnZ2col8uoVCrmsrG8vIx8Po9EImFWBi5wbpjHMJ6Q0PEYIrMmUu92uygUCla6gkHfXKTUjJyenuKXX37B7OwsXr16hVwuZ4iemUP1QNaNyYmbprCjTNT7sGcyGdMsEqjz8OJvtW2MoVhcXLTi67yGNf4KhYJpRnTdMLERr2X5DdWc+KK6HEMWpGdWKwL0YrFoWh1m26UGp1gsolAo2IFKwVg1SGoh9kKN/q0MW7V98Xgc/X4f5XIZvV4PCwsLU5nDZPKuWHg2m/3okJ82EfhXq1XU63WUSiXjD4VCAa9fv7Z6rKxn9BApAM/n86YRpAJhMBiMKZb0UNZY1z8qeUEceDh+j397oUh/GxJ+9G89fDXm0Wf/43pXIUXvp65ceqh7Dbi6x4bqwKpwFhJQ/DhMAo9+LKZJIV6hffHtCbVp0nz7V2is/bVKquh9CDjGYrExwUvBnl6n1+t8eaDvwSN/o8o7P0a+D1HA9LnJA/pJgrG2j3soFouZa93t7e1YYW4FGjzrOp2OWQxp9eN1TD62sLAwNlYEn3wOE+dQ+UP5S0EGrV2sF+kTD3Fvzs3NmaeQWmQIakKZK/34cG4VsHhlOEH1tPi2X0uq5PXk99Ek3unnnGOs40m5Qn9LGU+t7P7ZlG0okxAsAffebZq0SF1ddd+rscYbBFT29MBKeYuXTx8CjdPajyoPe88Ejgvj8Lm2CRxVmcfr5+bmkMvlUCqVsLS0ZFUZkskkisUivv32W3z//fdYWlqysjhUnh4dHaHX62F2dhZra2vY2dnBDz/8gJ2dHcv6Xq/XcXR0hEqlYvItZVXKL6urqxZ3/MUXXyCZTGJxcRHr6+u4vr5GLpfD7u4uvvjiC+zs7CCbzVoJsvPzcyvzMTs7i6WlJayurmJ5edkyeyu/Bu5zbTAMkK6qlBk5f1onNIqeLGF6q48yHJ1UfkdhXANAdRMkEglcX19baY39/X1Uq1UMBgOk02kUi0Vsb28jk8kYeletdCggOIp+L3Pq9/uG9nO5nGUjXVpaGkuAUqlUMBqN0O12cX5+jouLC6ytrdkE0m2PG5htU61lSAB5TuJY0rWMTEJTdcfjcbRaLduIzBhI8sCRrjW0PKr7DOeN7srUzM3OzqLZbJprG8uuMGOnapHopqxB0b1eD81mE61Wy4KCeQ8Adn9aTBk7UiwWx9xJQy4EjAEJCRF8PgVrZWxc/1dXV6ZomFb2P2qlOe6aJWzaNBrdxSOz0C0PuXg8bll7tfbiY4AjcNentbU1vH37Fuvr62apHwwGOD8/x4cPH3BwcIB6vT52MHgLyB+JokBPFCDS7/m3CkUhwT3qd7xe143yd1WKaExxKDZJhQcK0RQafay3j9+IxT7O7hkCClGC3CRe6ffutMjvPT+Hfi4f0x7lKZxnFQx4TQg06suPrZ7lIVdmYFwxq4ox7VvoFbI46pioOyOBQ+j60Hi91FxGgUf9zFtm+Lf3ztFwhpC1gh4UPH/UaqmujxTqqICn90Wj0bCs77RkaOZ7LXFFD6lOp4NWq2VCNn/HM1RDTCi3ERCpu6C6MOrej1oLOm8cj2nNZUgJEcUvJq1jfz8vlIcUbjwPaRUCMMZH/XlFSy7XAV8ae8rnKN/UKgUqP+p4K3j3lkM/Dn4dT3JTfSngyNAJvT95CBUtVHI0m00z8gwGgzFwzbXGLM6lUglra2s4OTkZSz6zsLCA1dVVLC0tmYIFgHnWNRoNpFIp7Ozs4E9/+hPevn2LV69eIZvN4ubmBpVKBfv7+yiXy+j3+zbv7XYb5+fnODo6spIdi4uL+OKLL1AsFrG5uYlGo4FEIoF8Po+1tTUUi0WLna1Wqzg4OMDR0REuLi7Q7XYxOztruSAYNuSNT+QD9Ero9/vmBUHPO+5pKicmzsdTJ5ACosa+EQDQpUIXniZC0QQ4FLoJTg4PD/Hu3Tucnp5iOBxiaWnJ6rdtbW3h5uYG7XZ7zEzbbrcfHTv1XNRut62mIzff2toaFhYWsLOzY+MxGAysViLT8bIIKC1tuqDJZHhATHsjkpn5dNtkDDzUyLxo6c1kMh9pcMiY6Caay+XMh5ruuyyxQcFxaWnJNKC8lv/ncjm7FrgHiLVazaxM3Bg8NOmPTgbKWpvZbBa9Xs8sU7TMZbNZW6fX19dot9sGMMkcaML3xHnReI/hcGgbjnPKTIGpVArZbHYq8zg7O4vFxUWzojLY+yVIAbcCR84Bs/fRajsJBCnl83l88cUX+OGHH7C1tYW5uTkMh0N0Oh3s7+/jH//4B/b399Htdv+wQNFTlPA0CTSS9GAg81dvjsf8nuTdf7xQoMBFwxX0PgoCGNueTqfH3hU4qsVYwannhZPcxvS5Si8FMvzzQp9PWquPAb3AuNXOC+M6TiGwGLIu6j35t7ZXQaYPn+CzvKLzoTnS/z3geiy9BGgMAcbQdx6M0AJFoYwCL88LAKbw5lmomVNjsZjxVSqkGZLBDIiqZO52uzg9PTUl9e3trYVK0MpBxftgMEAmk7FyRs1m03g2C4bzvOLZRWBPWY5WNXW1VLfHKP4BhC3y07Q4Ru07vwZDfCIEiPxaVt7HcVCPKnU9Bu5zeNCF2dcPpIcXkyFx7rk2VLnPc1UVcf47jUHVjKqT3L1DQFNlw2nLpiHi/tGYQs4tDRJ03W61WubB2G63zVPO7+fZ2Vnk83msr69jZWXFfndxcWFej/zt+vo6MpkMSqUSvvrqK7TbbczOzmJ1dRXb29smew2Hd6FY5XLZSgWq4qDb7eLk5AR7e3vmZr62toZ8Po9CoYCVlRX0ej3EYjGTVVm3nqDx3bt3ODg4QLVaRb/ft3ZtbGyYZyb7qWucoYCsXOETP/LMVe+IKHqyhMmENJqqnaCDggEBI8GhCgGccGVA1WoVZ2dnqNVquLm5wdLSkpleichpmj09PUWtVkOj0TDA8ZTFF3WgPZYuLy9xcXFhbpK0trx58walUgntdhvtdhu9Xs8WA0EDY7JoJSFjAWB/T2Kwz0mcB4IddRXjmJBZqCsMXV1Um8pxTSQSlkacFs1Op4Nms4nz83PTdtIylkqlUCgUDHjRRYabnH1vt9uoVquoVCrodDp27XA4NEtktVq1moZ0b6Q7grrjepe4fr+PWq02VneQllNNyqKWAwWOGiNC5s2DMJ1OY319HaPRaGoWR7oUFQoFc79V4PhYsPYpxEDrZrOJi4sLNBoNs9IqeNS6Qg+1JZfL4dWrV/juu+/w1VdfoVgsIha7czdmGZBff/0V1Wr1I1f4PzqIfEr7vSZdLQGeh3gBKaR113cKvioAcj75Tku71m/0IIBeCEzKobHF3kVVXbx8OENIaAmN1VN45bTWircEevqUtocEV2+143Xe6ujvG2WN9KT8zj8z5IoaErL9s723koKfSfSSAqp/pu9XlNCsYI4yEUGjKlnUIkVLSS6X+yjbYqVSsZJYDBWhlYNeOGxDr9fDyckJqtUqGo2GAUe1RqZSKbRarTEQWavV0Ol0kEgksLi4W3FkxwAAIABJREFUaMnVGHLC/3nWqYuq35vqgqnKBW9J5tkdNd7TIC9As23ezVa/V9A0yerof6cWYc18SRmHIU80IPhEQwSa/JyytnrzqJWIIFGT8qnXEduvigyC/Kgx51r2Lq1eGRnFX6ZB3EPD4XCs/+QjnNNCoWCWuFarhWazabUUPU9MJpPI5XLY2NjAxsYGKpUKzs/PcXZ2hp9++smsfK9evbJQKxqx1AKZSqXMWFStVrG/v4/379/j9PQUnU7H5o3XnJ+f4/379xaDfH19jfX1dUvWUygUxmTMVquFWq2G/f19/PTTT/jxxx9xeHiITqeDmZkZLC8vY3t7GxsbG2MGEb/uGebTarXMu4/u1QBMgUTMNomeDBxbrdbYjbmgSMpQNHEChRtOGrMkdbtd1Go1DAYDzM/PY3NzE8vLyygWiyZwdrtdm9RarTZWY/AxpEHmXIB+Yz6WhsMhBoPBGHBJp9Pm/kghiX2lxo9Bs+pOxgXIiVZNAcftoQn8VOKC4YFFRgncx4qxDxTsGOxLYKDuGmwz4xlVS8YNxY0+HA5Nm/mQP3Wj0cDR0RGOjo4+ys7JceSGYJtGo5Ela5lkfev1ejg/P8fh4aEBkXQ6PXZoqskfGBckGChN9yKfREeTukyLeCjMz89jfn5+LAb5Jejq6grNZhMnJyfmXpzNZo0HkDGXy2U0Go2J7qrxeNw0eq9fv8bS0hJSqZSB05OTExwfH9tckahw+SMDR9/2kKDir1cBhrxMeaxPfKBr11utvEDA76h91DplKvBQyNHnsV208GsWQZ8MB8AYCCXv4TniY3EUzJBCSjYv3KnA8CkKw6eQP7Anfa+fha7Tv/3c+WtD86jPU0uxuh8/pj++fTwX1IUtJIwq4PQW0NAYfQ6Q+FgKAWPfB1Xa+OyX3rVbz33WUWYyMb4YG06PK+4FXd+DwcCsh1oHm+6SbAdBKAVdxl4R5FLJw0yqCjI06YqCQVUuefCo17OtwH3iP9Jj1uDvmTM/V9p+P38KGrVP3j3fWxvJr3hPylea/wCAWX1pUdTcDZSXlJcTqGtSGPJdzg8/pzKOa4pxl6qsU++ykCLOr1+vDIgC0f7v56ZWq4VWq2VKePaDc8GzZHFxEYuLi5YEhm6rlEnYTq6BbDZrBqqDgwMzSL1//96ujcVieP36teVc0JrGwN351Ww2UalUsLe3hx9//BE//fQTjo+PLVmVjlG/38fBwYG5jtZqNRwfH6NUKmF9fR3FYhGJRMKUO2dnZzg6OsLe3h4+fPiA/f191Ot183b86quvsPP/x1eqoUPndzgcotvtolqtotPpWIgdlVt0a2e/nj2rqiY90QOJTIqCstdOKIiktu3y8tJcTmdmZrC9vW1WKKJ9Jt84OjrC+fk5Op2ObarHEmPblpaWEI/HTYOnmcyeQhzYXq+H0Whk2kEmv2GRciZHYeptWurUN5vxn3T70IP2sQf7p5DGjNKiyGcpc4zF7uL96ELR7XbNeuC1ssB9RtRCoWCMs1Kp2Abi/NOVVzODcYGz/51OB6enp+YrPhgMbEPoIuehqpaXfr9v4NQHj7O/3LDUDOk6UZdcP/ckup1cXV0ZU+ZnZLjat2kQx4sA0ltUX4K63S6Ojo7MUkvQnkqlsLKygt3dXfMSODk5GQP/uh/o2lsqlcztmFbddrs9VsKF5IWSPypNskL577zVxier4JiGhDyvbQ8d/CrwqQDCEgGqcFIriQqM/K0WGtc28DoVkhU0hgQX338do5CW9XOujceCw9B3USDSC2xeoeXdBDU5BnAfX8WxDmVujHqut6x4K5OfI7aR75NAY9S4RK3/z0EhYM7PgY/7CtwL33qmRblb03NE4/epvOl0OmN8j8CRbo70BmL8P59P2Yb7iNdRYUvLjZZ0WlxcNFlFa8cBGFNKaX90fNSrR9uoL7btpZQEnkfwvPTJ1JRv0bNC16x31fX3VeDI5EfewBKLxazsiWa17ff7Y8n/NCmZ5lBQ/qp7W9vCeaUVkmUiqLCbFN8YUgTob/y6fak9+r//+7+4urrCwsICNjY2cH19bZZVzXyv5W2ur68/yn/h204Atbm5aZlNz87O0Gg08P79ezNGtFotrK6uIpfLYX5+3sadOKBSqeDg4AC//fYbfvnlF3z48AEXFxe2/zzQZGIbPo9Jsl6/fo2NjQ0kk0k0m02cnZ3h9PQUp6enKJfLOD8/R7PZxMzMDNbX1/HNN9/g+++/x9bWliXF0XNB5W0mxQFgbr1UIo1G914S9IacRE8GjupjrBtRF7tqMzTwXRcaNyIFj/n5eatLRB/xZrOJZrOJg4MDHB4e4uLiwoDjUwAV/ffpU9zv99FutwHc13x5KhH43tzcmC/1YDAAAAMR/X4flUoFiUTCsqKx1qNqsXRz+sN8WhZHaiYYKM/FpYydB1o+n7dx6na7ZkEIxVHFYjGLjyTAJkijmym1LEz3rUBULdGNRsPiNhjPplojr5jg/VknknWo1L2HsSJMDNBoNEwBkM1mzeWTTCbEEHloUmvI+F0ezv1+f8yFQa25z03qNu735UvRzc0N6vU63r9/j0wmY3uYmXE3NjZQr9ctffTp6an9luuPf/sU4VRYUDs7Te305yTOX5QgHQXwNIYcGAcQvMaDRmBcyAnd1wtG/D2FKXWtUqHGC2c+jkL5C4Unzc6oz3qKG7KeMY+59iUoBB71u6d8rqT3VMUREE5KQqJQEbI6PhU4equMnyu/lqKeE7XeXwpUPJV8u7wCwwv1BI7cMyS1zNNllWem94q6vLxEvV43N1S1Cuj+V0CjrqUEsAytYakNFgqnEJnP581jhApdVQZ50ODBoHfx5G+0RIWOz0vMsQf8Kn+qopqfKWDiGOr8cTy9Ul/5FsGzKt+0DAqNChxHtQ4zQYsq57QvysPVqq0lOqjgo/WYnkiaoDLEW5VvaGiCtzaqLB86P6ZB//M//4O5uTmsr6/jzZs3FsKWy+XM24+eV7lcDtls1jKv1+t15PP5j9xb2Zd0Oo2NjQ188803VhHh4uIC9XodP//8MxqNBn777TesrKxY6BnnstPpWOb4arVqGU+1xrzyQjV2ML64VqtZXPH79++Ry+UwGo1MWU6vg16vZyU7CoUC3rx5g2+++casoTzTvQdOr9dDvV63kmi5XM7KkNCYpe6/AB5MOPpk4KiLSF1TvEbGg0a9VrVi8Xjc3AM5uTQzV6tVHB4e4sOHDyiXyxa8+lj3Gm1zLBYz5kxrCACLa3sqqcaNsV4KHAki6vU6rq6ukMvlLHEMv+e4ARhzCSGzUI3ecxMBPnBfbFY1cGT2tGIRmHHxZjKZsYWmxLVBl1UCbCbJ4WbjIUVATTcMzV5Lix7vy7H3xM3IzKiM66C2jUmZCEo7nY4xbwJdxqQym6u6oihz5QFC0EhGy3FjDKsKCtM6JAleKcB/LoHr8vISlUoFP/74o60Zjn8ul8Pbt2/NtVc1X8pM6Q5JoA/cZ5rjnKllnL//dyBNPOIFNP+3/4zCDfmsVx6o0M93Ck0ad8b7hYREBQzUTlKxpLzc811tiz7Lg0YPFvmuIHYSoA61Wfsc9dlz0ySwGNWex7bJ3zdKAA8pCni9gkcVokKAO2rd6PyELGh8ls61zyLpwWjUGP0rk98zfgzV4sj9HdpfVMgA9+DAjxnli16vZ4CRCl8v5HnQDtwLglwTVAgzqyRLnlGRyzNT92AIYHhA4XmY9kfv45XN0yLflklr1Xs1DIdDU/RzPuhVpDk8VDFMHsxnE0TSKkZvJ57XtAoTkKrFiDIr78V1wlwQLMfC2smUoVkEPp/PI5vNjrmqquXTr1kFvupNEIpdjZqzaZ3H7969AwAcHBxgf3/fwmJWVlaws7OD3d1drK6ujllaGRpDww7HwhPjBDk3dA2v1WqWJGd/f9/Gkx40t7e3VpeRFmMquVVGUU8D9aoZjUYmT1NmKpfLZvGj3Mx54RrN5/PY2dnBl19+idevX1uFAF3nuoYGgwFOT09xdnYGAJZ4VENIuD5pEHl2iyMTkIRcnggcCe4ULHLhjkYjq6/CGBjdALTSHRwc4MOHD3j37h2Ojo6sPpHXXEeRAlYAluZYEzVcXl7aYJIeOvj1OhbKnZ2dNfDIzc70wXSv43M3NzeDFi0GL6uryjSF4m63a/7N3W4Xt7e3ZvqnMEeGpocVD7F+vz8WpxQ6DOh6SDB1e3uLRqNhQGcwGKDVao1ZmShQUvOjiTf03nxXDRjXIA9VWi15fwBjSUR4mLNO1srKisWiKnkBj/GeGtvIQwTAmA/+aDQyl75pkFrjXlKTG6LLy0scHx8DuOMT+XzesqKurq5iOBzi4uIC5+fnH7mJU5BZX1+3EhzAfebWSqWCk5MTNJvNfxuwqBS1371W2IPG0MEfEub5t1oPvIDKe3pwo8nNQoBEnxElmHmXLy8YRwmivs+PAY+TAGIUWPkc9JQ2TFrzIcDigZmOjSp1/Rry86/t9Pf0cx1am1454ecmagweI5hOew5930J71I+hXqNCOM839SZSfs35oIwE3HtK0XOmUCiYMpXnjyaookKee4kucrQoUJHHNP+bm5tYW1uzkkkUrNVNVY0B3pXc9w24NyCwD6FwGz+O05zHKE8fXb8qP/C70Whk5zrXL8OKCCbVrZQAkRY6jcsm+KOxgoowjTukxUfnVRU8XCMEoQRIBEmMkWVylXw+b95WlEfozql81fN2H1ceckX3PPYleOl//ud/4sOHD2g2m9jf38fp6am5pr569Qpff/01vvnmG7x69cqy+8/Pz1u5touLCzMIcF8QYNHdtVgsYnd3F71ez8BTtVo1QNhsNsdcsQGY8oZrRNd+6PwiD9DvgXuDA40Z6oFDmXxmZgaFQgG7u7v48ssv8erVq7G6jUpcY6PRfVnASqVilmjiLu0L17QmfIyiTwKO2jgucA4aB5KbR7N28rfchNRqJRIJZDIZzM7OGlDRTKu/p+wGFwc1D7SEUaD/PUKoCl8EU5yY6+trXFxcIB6Po9vtolwuI5/Pm+Dmma1ntPqaBlFgp+tmLBYzTSODZQm22V4m/eEcaXKbKCGNmU219hMtx9SieiFE/9cYkZBQE6Ul59ixD76NZJLpdBqFQsG0rmTu+izVSHLjs0YQGT8BpQakU3lwfX2NVqv1+yYsgqjpUiv/tKzUk4j74Pr6GmdnZzg+Pka5XLbyKkx9vb29jTdv3pjLKg9HMsQ3b95gbW3N9lCn00G5XLbaRf+uwBGIjqPid6SQ4BW1fyaBSOD+gPEWIT6H+0hdEkPAJAowepDo/9Z9pULSpHtO+mwS+I4ag+cmL1iFgOxjgNEk8iAZ+DjJiLe26HsI5IX64f+OAu4KPBU0RgHG0DMe+nwSqH1uinq+9+qYBBwVYOm+8QK7upjRmkTQSI8cWgeZAZy12AgymK9AlZcq9DOWsVAooFQqYXV11WrE0dOLv+GZpjKdKpdCACPUN/83f6tAza/h56ZJhoYovkh5R+dX3fOVj3leRvDPe6slmYnraDlk4jDW0qQ7osaqqjs4XV4JGBVAMrcA3TfpxaWg03sI+nnxMY2h+MYoJVJobz4n/fd//zf+9re/YX9/32qWXlxcWOkK4ohkMonNzU2LdaTXHz3KfJIctp/7bXV1dcxoMRqNrJY5DWKqGOJvJ/HH0HmmVki/H3Se2E7KSDs7O/j666/x9u1bc9flelMlbCJxl4iz2Wya1ZRJgtRtmbKiyvwafhJFTwaOjD9UZM2NRfdGPpRaLjIkBY4UVkajkX3HzcUFQM3BwsLCmHXisUTGRQtRpVIxs/BodGcmpsuc/uYxRAZNt1r6UbN4LmMKWq0WqtUqrq6uUKlUzBxMIhAhcybap8bjIV/jTyU9zOgiyqxV3s+ZLraJxF2mJ4074yL0pJpJJsvhJpuZmbHYQo3NUwbkXaH1vnr/SbGDXIvehY6HfzqdRqlUwtbWFkqlkpWSUYGW99EDhNbM6+tri+cjMOaaZQFVziHB63MT54Hj6Mds2gczSZ9BjSyLzWp2QWr1KOhUq1VkMhns7u7ihx9+wObm5hgQPzs7w7t37/D+/Xs0Go1/W9AYZSkEwnFVfq/wc/2NX/d8jt4zdG9VYvnQAxUS9V76UqExJFz5w9e7Q01qW5SQ8hjB5aWAI+//KVp5LzBEfTcJ2ITAS9Sa4rh9CiDzQCkKREXNzWPma9oCaRSFlBFRYzYJOHL8vQsngQeFcl7Pv8kvGb9GcFAoFMaAI2UFFXb1nFXAwbhGuqotLS2NJfvQPawxfV6QVD7gQaMqm3QsdfwmCdnPTVFKNpJ6YPDM1xAh5WUeMCoopqcdnxVKBhaL3WXxpJzLOt+MYaMiwIeecD5phEmlUgYauTaoZGB2dQ33UOUc/ycpsFTlnYJGz/dD8zftvfrtt98il8tZqNPe3h5+/vlnXF5eYnV1FaVSCbFYzCx2uVwOV1dXpmg5Pz9HqVSyBJkhF2ZWBFhfX7d9NDMzY/lV1LqoClV6rqk8Gkq8xOdxfL1MqvuEGIVZkVdWVvD27Vu8ffsWb968wdbWlmVFVRoOhzZnrVbLEva0Wi1bc6wuwfOdv6Ns+5h5fDJwVL93j6JHo9EY2OHAatY9uu+p3zt9bAGYZqBYLJo2YW5uDtVqFfV6fSyBC5+h756Gw6EJ1iwKqgzuU4EZ+8okPmdnZ7ZpuZFZXyWRSJgmqdFoYH5+Hu12265nn2Kx2EfIf5rJcWgVnpmZGWNY2Wx2DIik02kDjsz2xEyXiURirN6hJ95jfn5+jCnx71DMmgqgvIcfe117yhD970ICOYHM8vKyFX/VjFReIADuLWqsG3l9fT0WM8uMaOquwntRwzgN8ofM57A2AhgbJx8TS7dTAFaeo1Kp4Pj4GIPBAGtra/j666/xxRdfoFAo2N5ittZffvkFp6enT1Yc/ZEoCjQCYSvNJA16lLCq9/KHJn/jBV/yH+/KGmqT7lsPEkPCGwUidXmLGgOvMAqNg3+G//8laBLfCl1LiprPp3ymIE33I89bD4Qec+8o8tbESeDx9wAFD9ZekkIAUdsU1R5/flEZ661ylD90n+peUPdHTWLDOtFaIN6XsqHwyTOemd2z2ay5pfLsUosF97mWheD54l0X1eWPFIph9GMWxb+mQZoJVvmOAl2dJwWNOu90IfYKMP0dx0zlDK9c41hrvUyCRirlNemRAlG6tOqLJb8IJjVMxvMiv5c8+FfAqPfxCj0dG0/TmleuWRo5Dg8P8fr1a9zc3GB5edkMWgsLC+bafXl5iYWFBat6cHx8jPn5eaytrZnXIc839juVSiGfzwMYz6nBMCvgPkGo4gi/x/1Y8DPudXoVUOHA+QbuFbY8H1dWVvCnP/0J3377LV69eoXV1VVzRfZnNs/QwWCAs7Mz7O3tWSm8lZUVA5vEZXw22877UOkQRZ+cHEfRM4UOHRwSA06pDeOC10ZyIEejEebn57G4uIhisWjZVguFApaXly0zp2bz4yBT+8ZOE4RdXl6OAVq/sMlcH2OeDdFodJdwpVqt2gamG8Lc3BxWVlZwc3OD09NTWxg6Bre3t2MWIx9TMC3g6IULtXwyfpH94dyo5oqBwZx7ugCEhCZeQ7dV3nt+fh7NZhO9Xm+sBl0Ug9dDKfSa1EcS054Xi0XbSLQ0eqGZ64ubin7urVYL8XjcGJQGsFMxQpCjGWanQZqR8qUFqxDR0nh+fo5yuYy1tTWsrq6OHZjMOgvcHQivX7/G9va2zQUAs4DTN/9TMh//kchrg/2BHxKgPUiLst5FCbpeENJ2APfZHrkXeI2CBq8p9e18yP3UA9xQG/mubfTCqu+fF14nAc7npk8BrY/du5PAn//MJ2KY9AwvZHoA6v/3CoGo90nPeUw/9dmfm7TdISsuELYKezds3Tuhc4dCPQV4KtU1eQcBIz2TPMjVvadAgEAjVOaGchUBkGYN1z6rBSrK3U77EpIL/XhOi0K8yc9RSEGs8qkCTO9ur6DRJ8wBMAaudT40+ynDaWjRUi8Njj2txmoJVACpCmvPh/3+0Xnx7sZUVvAVAo16H33GNGlxcdHazMSOpVLJZE96OQF3Mh4TGS0tLZm34dHRkfWZyWR8TCLdujOZDJaWlrCzs2My4NHRkWVL5R7h2KqSQMdGiWuFVmLW+ux0OiYv8h63t7fIZrPY3t7Gd999Z/GbKysrZqhRRRTXLD0dT09P8dtvv1lVh7W1NQPMmqiJme7pKacuv5PoycCRMWcaJKrCNa/h4FGIJqNj+ldNWML/h8OhZVgtFouIx+8yCK2uro5l2dTiqWSmNGED91ZRWsVYbkEHms+kAEuLm2oAfcyPP0i56QBYyQmWmIjFYubi2e/3Ua1WMRgMDEAR9dPtkwHW/hCZlgVJNdHJZNIS4/Az1WjRMkjNCxkMQW+v17PN6K1//pk8tNTFotlsWjkTVQh4BqjzoMoK/xwfH8o+plIp5HI5rKysmNaGoM9bGvVZACyusV6vo9frjZn8R6PR2Hr2gjzHdhoUiiP63NTv93FycoL5+XlsbGxge3sbi4uLdrgxFoMxv+vr62bRZj9o2e31emNeAdMW+j83+Xn0wk5IMFVtowoCk0CjPssrZPT+3Gc8YHVvhayJSjxQeU6E9qtXNIUAQxRI0b8nrQkPeqIUTc9JD4G0KPL98NeGQKD/jf5Pvub5qb+3B9UqUEeNt1e0hubgIXD1GIq6fpp8ILRmtD2hvcXz0f9Gxz5kWQ+tbVVaapwZvYG0hIMCO5UX1JrklUnqisp283764vdqIOB9QxYW3xflITom/P9TlPWfQiGZIQoYeiuOCtGhPnL8gPvwnpCRAriXRSh78re0NEbxWJ1DfenaIKkllH3XceC1PI/9fbUUhx8r3jd0Dk9TBqFFkXGG2WwWxWLRwDTl1eHwPp8Jk8nQBfPs7AwnJydW07FQKFgfuR9UTuPv37x5Y26e5XIZ9XodnU7HMv5z76hrsI67H5NE4i4ZTzqdNmwCYMyCnE6nsb6+ju+//x7ff/+9xTMysaee28C9UofZ7ff29nBycmIW2c3NTZRKpTElEonuqXR91qSXUfTJFkcFGRwkD8w4aARh1KboAlUmNBwOTbi/vLy0BBlMxsI0/gR5tGKy/AJrM9K60ev17HN1IWA/OFG0krRarY82vAIHr71RZM5DQRkjQRcTyRAgklFcXl6OgQ3v+jFNASeVSo1tFiZyISDm2LB/qmFJJBJmRRuNRhbzx/uGYhNVIKHr6szMjCkKWq0W2u22gQUyCAV0/n76TlLGy74wPmRpaQnFYnGsFk/ooNPPCJC73S6azaYl8+H6p/ZLs615SzG1hdOgSULj56TBYICTkxMcHBxga2vL5pmuza9evbJ5LhQKNhe63xlH6jXa/87kwU1I2PcCGXlIyOUzpMBR4j0mCf28F4Uqdc1Rwc+31wuYXnhkf58yp1F8RcfOf87vpg0WPYWEq4faEOpf1DUPjZs/rya9K+/z9w8JyqHnPwb0fgpNUkxMk0L90Rf3gsoImkFbLYwa+uGzcPMatWDF43FcXV2N7SEPAnVfAmErKGUstWRQ0CWvpbJWwaiGyej+9S9/1odcmPUsZTs9L5gWX1deGXrxGm2n8jRvDAn1TfcZZVJvkeT8af91Hr2yO9Quv/Y8CFZLaMhlWJUXCg69S6qCUVUQRfHT0Fw/N7HtBIjeUsr/6SVDjza2jyUy+v0+yuWyXctSFsB4nB9lXXoNLi4uYm1tDaenpzg+PsbZ2RkuLi7MYKXJo7h/Q3yW408rMYm5XPL5PJaWlrCxsYE3b95gZ2cH6+vrlmxRAZ3yimTyrvzf+fk59vf3cXZ2ZmFnxWLRkmCxXcQaDCMiH1NcNomeDBw9WFKmpYOl/2tyDK1LQqsfNdLMtEpNAN0kyMzo16/aMH5HixXbSDDYaDSsiKbWgCTTm52dtTjFZDJpFk1OiLdIkgmo9pALlcXjWYCUFilF+HR3ZIYtfsdNH3LtmgalUik7mJSJc+MxaxcPsOHwPoMu4yVmZmYMuGvmUvZtkpAXj8fNDZbpgTudjlkf6Y6jLhueOanrjGrSFKBSU8S4WSYwUi2hbhJlfPz88vISzWYT3W53TFvE8dJ1QIHgpYCOgtRpr5nHkM5xq9XC3t7emGaQLjqvX79GKpVCp9OxJFocR2oMz87OzDXk3x0wRoGMKOCge4CHQMjSCIQ1z/ytXhMCBOq65QWFUFujDksvwHjyzw5dH1IWhQRAD4RCz5zmeprU16fuzUlj9an31PuElAuhtTAJME5qx3Pwos/Bz3TdePChAruuv+FwaK6kPEe9eyrlAeBeTtHzjf9TcFXieaYKXS/Me1K3SbUyahkPLU/F73mmsA8+S6vGOKowq+e0ulqyfX7cvHLjuSkK4AHj/ETd3UMKFc9jvBeEyrtaB0/BYyjDtFp4Qtk5dYw839V2Eaxq8ha9RmU8tdBFWR0VNIbOJr/udEymQQq2ufZ9+ARD1WKxGFKpFEaj0Vh/ZmdnUS6X0el0rGxYLBZDqVSy67XuOO9DS9zW1hY2Nzexvr5u4PH8/By1Ws1K2qm7McdGPQ4I1CnzxON3JUUWFxexurpqWY9fvXqFra0tKyGi46zyHkEeqzjs7+/j6OjIMqguLS0Z8NVajxxPZrxnHVHNzzGJPgk4cjPpA0KARzUbNMtzQ3GzeoE/mUxaKmFlaAzUVosdB1F980lMrkHgSBdD9SXmRr+6urLkLSz/QdMz3U6bzaY9m5ZE9o81llgbqVgsmt+1+kETzJ6dndlnDGr2miW2cVoMVa3GHHsyNA0U5qHABD4axMtDheDRa+pC7fdMSC2zBJEEorQqkxH7mjlcO97FwgeO0yWWfuW+DTzQ/RyQkbTbbXS7XYxGI0uhzU1PQSCkDfKpyKdBHHdu+Mdoi6ZJ2lfG9v7zn/+0emR0tcjlckilUmNxyZo+vFKp4N3ZuUnCAAAgAElEQVS7dzg4OECv1/tc3fls9NC+DwkE3rLnKSSg8R4hwUSFoijBwQuCXvB5ytoPAaJJQNL//5hnTRuETLr/Y579VICt1z1mzURd5wX5qLEMPff30qT7/CspjELrm6TCs5YoU4ucAhS/p/yY0wLowRc/o7JdgQ33fkgJw/PIy1GahEWBlSplQ+BC//ZrVoFLSK7R+0/7fNR5UfKKMD9ennSMVUmsc6PggPKoKgbUCHJ5eTkWS6iWYX3pvvRgVfm/KgL8HuU1Opf6XH2FvMV0TKIUSi8BHHUsSAoMVS6kPElFP0PDOB9MvMe2Ly8vj9VQjcXujTpqRGHdzGKxiIuLC8MWNHgwQy5D8+jKShlzbm7Oam7S843heKVSyepPMhkQZXRdv8pbuNaq1Sr29/dRLpfR7/ctvnNjY8OSB+m+49jxXQ165D2T6JNiHOm+pwtFTfEalK+d9UyKC4Lfa9yi19SELE66qAgUeC9qb/gdi4GGXB+vrq4MECwvL5uLHEFhLBazRRGLxWwRkgHPz89jc3MT29vbVhOJ1hUuvNnZWSsLcnl5ae8kagT0MJg2APDMkK9UKmWmcwAWaEzLTzx+n0iHi4yut8pI1W1Vx9yDNADmvppOp+3w1dIk3sqsvyNg0kK6rDFJMKIHlSbhIUWtx2aziWazaVlUqSEkheIB9AD3zP65iZZedR36nMDREwv2sjBxOp1GsVi0MeP+0hiRWq2GDx8+4N27dzg9Pf3MPXgZCgGGKIFaNeF6oIZijvx9QkJciB66LqT5DgHIh9a9Fzyi+jupfWoVDT3Pt2naNC3w6M9U/X8SqHnM80JzFlI0+Ha9BBAPKRRegnRcdJ8BH7sR6m9oSaTrp2+3uhLqb/gczbiqSvHRaGRnLZPrAeNxcxQ0VWbivtIYRiUFKbyev/HWxklAg7IBf09hdFK4SWh+n5OiwIzyULY9dI1+p7JSMpm0+efYcRxpMKDlSl1X1U2YpRZCFj9VAobayOdS5lZZw/MCLx+FrMf6TN5v0rhxbPXZ0wSO3qoN3K97hqZpUiE1ZGkuFraxXC5baBrng5ZHyq26bin73tzcYG5uDsViEQsLC9jY2ECv10Or1UKr1bIyY5rtWEta0TjC0jrLy8tYWVkxYxPXlXdd1nEnvwCAbrdroPH09BS9Xg9zc3NYWlqy2uTMRqtzqOOqoVR01X12iyODVFUgVkvHzc2NCfvqI8/JVETLVyKRsLgmuomqdoybUEtVqIuF1+KplkefwwEPMbtkMolsNmubXX2HgXFNH2PZGo2GZVN98+YNNjc3EYvF0Ol00O/3TcPAGpW0gM7Ozlq8nDIALnBNjzstEMDnsi+JRML8qLmwU6mUzQMT1+hGIkNUn/B4PG4ZMIfDoYHoSQeEF0LImDl26kbj4wCUaUcxwijGqwc52871yYRL9XrdymxQI8W55eFN7aP2x7+mxVB7vd7YOn0poeoh0j63223s7e2hUCggn89b0VrOKTV7DOx+9+4d3r17h7Ozs8/ci5elp4Abv66i1ltI2PXPCIFCvfYhcPlQOx/6njx7EsANPdcLbdpu3/+XUqb8nv332LHSax96Bx52LfVA9SGw+FB7JwHOT6FQv6dNk0AjKbTWeO54wBACKbxeFZEKGIH7uMl+v2+yEs8irmmelTy/VfFK8KiAhfKFgghfj9kDW553aqXSzI46HjyjKcv4zPAhcDOt85Ht8AK4zlvUsyeBJ8q0HDN+xvAdWhTV6qQghXOic+NlFh+fyueoYlpdIr0CwgNdTSTj4xp1HkPz4cfL/x2lSHku0vPBh3WRVFnC6+iCmUgksLi4aGPJa7vdLg4PD+13Kysr5n2o1mGNX+b+YRgUvalWVlY+skarAQwYB7s00LACA/uiv9E9yPHlHLPt+/v7qNfrplBaWlrC5ubmmKWRz/aWWy833N7ejrkDR9GTgSNTyGoZAAWO7JwyKdXEqIaE8QDAnamdaD0KOIYsT5oGmZPF56qrKwdfN0fUIRnamLSIqXumWljp0tjv91GpVMyKubi4aEVIGSfHuIN+v29xmz42QLUK0yDOCxkUmYpqXDRwnguNAF7bx3WgKZxHo5HNpbf66SZQ8v/roaqH00OCjrdihOZdn6cbigqMVqtl9SpphSVw9Az/6upqbCP6Df8UQPBUGgwGxsRCguDnIp3L6+tr1Ot1nJycoFqt4vXr15ibm7O9PBwOLXnU8fExfvnlFxwfH4/VbZymcPGvQKE5ixLUo/aAX2cP3TOkUHmofaFrHwImj7m335cPzbfypEmAxu993v8l1tJT9uFTxuopf+v/k/rshQklrxTTz6OufW6g97l52qQzxo+r925R+cO/e+HXC3TAvYVSgSgBEQA7X3mm89xTZSvPKrXWEDyqh45XwHgZT2UFb6Fi+z3gJnDzcpj/7TRIZYDQnHllsv+tf7Hdo9Hoo8SICg5nZmbMa40WSMoK3mNP39VlkIn3dC2ohc3va1YTAO49sXwYj7dwqmVO++3vHzV2D4Hv56J+vz/m1ah7Sy3qtPDruCrQU5dWADg7O0On08Hh4SEuLy/R7XaxurqK+fl5k2EVg9CAwrwkvCfLWbCqAuVnyvqh2poAxvjEJDdj/f/29hb1eh2Hh4f47bffUK1WkUwmzf21VCphdXUVmUxmDGR7BYHem3PJfc6EQVH0Sa6qKjiTGZB5+SBdXVjcGCp86+dqSlYNiv5P7Zhex9+zHs5gMLBiqkyby/+jJkYZrV94qk1SsMRMrPF4HI1GA9lsFoPBwLK40re62+1arBYBaD6fx8rKCkqlkrnweSYxzc2o4E+1TmSK/X7fssDe3Nyg2+2aT/ft7a0VE1aLohah5TNorWS8oT+cVBOofQ4JfCHBeJKQ4ynEDIF7gMqaOhcXFxbTSP921fB6tw4yK86frtdpA0cyNwLIabqL/B66vb21fdnv982SrAqffr+PWq0WrNv4r9inadFjQMBD1z4WTJGeKvA/53xEAbkQeIwSXrxwF1KihASeadBT93oI2H7q/R/6zt/7IWXDJBD/rwbmnpM8oPAgedL643deKPfngYIx4L6Eg56JBHcKVCiI8hyamZmxMA+evQSDCjRVvlLLk8a7+T4rWPLujaH+kzyAUaujVyBPk9Ti6J+nazsKSEYpB3RMOM+0QCqAJGhU11SNM1Ww48dIX/wMGAeIXuBXi6OujyhvrCiPrFD/HwKPHJdpULvdHqt/HjLuUIaf1J5k8q4cmCpOmCH1w4cPqNfrqNVqWF5eNsujKk9oGeSz1VKsYz0ajUzeicViFopGpUHU+On+V/5Br8B4PI5ms4l3797hl19+QbvdNtfU1dVVS7DDsL2odav/h7xHHzJaPRk4KkLm4gfu4+AUHAL3QjmZh8bFhYCiLnoyt5C/r2q0RqORWSwJFJvNJmKxu8Q3jFNrNptjbqDKvLgIvIuHApzRaDQGGHjtaDTCycnJR8xUrZPdbtf8m1lHcGtry4p6zs/PjzEh0kO+xp9KdL/0AEhdhRkLeHNzg/Pzc/z000/o9XpYXl5GPp+3RCdcaFQecD6oqQHuMpN6zaY/SKMOZx0DzxQeAmX+GV7byXX1/7H3rsGNZul52AMQBAjiQvDaJLt7Lj07s7vSXLSa0a6y2bKtUtmqRHbKzuVHKo4d608sJKWyEqkSWZYiO6VEqdiKnLggJ45Wiiznh6pcViWxpSiJVJIs1SZZS4p3ZGl259IzPd3s5g0kCOJGAsgP9HP44OX5PoBsgmT3nKcKBfLD953vXN/zPu/7nnMODw/dOY08D3R2dha5XM5N3Gx/lpmhEOzLus6R79Z3TAKzs7PufFOGf15HksW+xWM2uPCbfZ3nNnJ3ZBve9EmD7dejJuc45X/U9SilwEe+dJz6jDy+/6MQ9d6oPPtIzCjFVe+zz0wCcaR83HYZ1b5nyYvNR1we4vrHuAY6nxx/EvjGwGUQVi2fj3TofdQPfGFpuozBhryqcm/Xi7EO6SnRNVe6tEV3aJyZmXFzkCrRNl/ACSlVY6jqQhr1RCXdt3xG9Tef0UY9PPYeS9omAVvmqJB2vSdODimRVl3C1jMdLEoc7Q61Sh6tk8XquNoW+j+f0TWubCP1Lqr3V//W9vIRwjhD9GXqGdzLAcBQmYATw73VE1lH/J/6bDqddkeD0eOeSCSwubmJra0t5ySZn593oag80o3jkAYZbSdyHIaV12o1HB4eunwmEgmnN9pxwI/urMv7dA8Rekfff/997O3toVgsYn19HcvLy1hYWMDCwgKy2ezQ8jwaGnwhycDwRl16XxzOTBx1dyh+E4lEYug3MlhWgi+8VBE1WOxmJNbjQ6JCUkKrG9Nvt9vY3d11i8LZEShg2WAML9A1mkybIabqxmV6VIZJLJQcUaiTGM7NzWFpacm5k3k8hF2wzPxPanDSEkcvIAcWrWS5XA65XA6dTgd7e3t499138fu///uYmZnB2tqaI7s21pzht7qRDtug0WggnU4PefHUQmOV1nHLHqUw6kTlE8CsBxLGWq2GbrfrCD5Dk1Up0IHHd6gg0L6qE/ekiOPi4qJbL8uxdR2JI9cTbG9vY3t7G/l83gnifr/vzlyt1Wpot9vXsgyXjShLsP6m//sMKaoI6L1KwsYhbqNIZ1Se7L32e1zlbRQxHYc4X0afshOuj0SNIoZxBPhJymbr1ddfxnku6tqoPMalD5zNOHIZiJuL1KhplX4iSiHTelfjN59Xoqm7Zet1JY4azaMKtSW0Ct+41vGo5MKum2N+LSG06VtiZcmrj9BeNFTP1PbwyS3f+LBQD5SmqekqcdM1Y6xLhrBy2Zfu4eB7n/Yd60HUd1niSN3Z5/XWMvrmgai+oySZ5Y2bpy4KSmY03JrtyzJoe1jDCXBiIGGkHJ1TuVwOpVIJDx8+xM7ODh48eIBarYZiseiiA6mz2iVUbCPVK4GT8+Rp/IkbjyyPtle320W9Xkej0UCj0cDm5iY++ugjbG1tIZlMYnV1Fevr61hdXXUeTeqrqntb77JvrqQeNjHiaDu6NpoljSpc1Z2ssfbaCOyMSkaUPNpF2dqJ7WAi0+aujWT/qVQKa2trKJVKAOAG8fz8PBYWFtDv993mNrQE1Wo17OzsoNlsug7GNDc3N7GxseHWVKbTaacULywsoFgsunMDufHM3NwcCoUC5ubmhg72tOGwUcLkIqDHVHBBN72D3AmWsdTvvfce3n77bbz//vu4devW0ERGq4aGIep5l7ptOOsbOC2UtbOqMAPiQ9l8aWmadiDQEMC+andOZRgxLVLWCKLhETbGnnlR662OkUlgZWUF29vbqNVqrj2iPLRXiaOjI+zt7eHevXvOWMKxwt82Nzexvb2NRqMxcjvoZx1x/cXX76NIgFWG1JhircpWUfYpGz5FwadsRRFYmw/NTxSBsIpdVDlHvc9Xh5OG1v9ZydA4ZNj+Pmq827bV63Gk1GcEOKvCOIogxpHRy0aczI5SrvmMLhmggZbXfdFOGlFl55sosm91IksYtK6toh9VHpUJfJf1UgAYym/U2PdB+xjz4wsvvEjoukrNN/8fJ8/8tgTR9gPVc/i39fDpmkNdf6o6ss2PEnCbVtyOrNbB4iublbtx/drer5547T+TgDoZqHcxetHnTbXlsHXKe3lsHh06pVIJH3zwAba2ttxJCozoqtfrLtKOH12qpcSv3++7Uwl80XWEyhl6K+v1uls2tbGxgZ2dHRwdHaFWq+Hhw4fodru4c+cOPv3pT2N1ddXpUiSbNlogSjfg+1k3cfdZnJk4aiinbRAdBNYqw9/UK6LhDyy0rjHUStediHSTHQpb3+DJZrPO87W1tYX9/X3Mzs7i1q1bWF1dRSKRcCGUa2tr7hpJJvNbrVZx//591Ot1FItFLC0tIZFIYGdnB+l0Gp1Oxx31wZ2WVlZWsLq66g7fZEfl0SBqJaS3kTHcJGXjbIt7XnDXVL5POxpDHnd2dvC1r30Nv/3bv4133nnHeXWp6HMLXwBuh9l2u+3KSE8mBzLbhW3SarWcIUA9kNqBrYAmVAGKUiZ5H/tQr9dz6wHpGaWBIJUanNlZKBScMPERQubPZylUIcDJWwXKJKAGj0ajcW1DVQG4XcDodS4UCshms2i320OH1/LM1IABxiFmZ03HpwApot5jidBZ+9o490cRDKvA2Hz68nTZY8FHXn0kbdw0xrnf3qttG0dWx03X185xhDjOyHeWa+OkexWwZM8qp9RrrFLrO8JCd9rUNW9KHHmvz/vkW6+mc7mdP9VQxLLEGWjjSIUtM/+2RgWf/OLzvk1BLhLMr484xnlVNP+2H1qvI6/ZsvqUct7LNOzHjimr0OvH9gFff7DeIzturSyNm19sGbSMUXV1UdAoPh0nduMXG4lo867tmkwmh05JIAHLZrP46KOP8ODBA+zv77sz4Le2tjA/P+/2JtFya5Qg+Qr/13xoPvX+RCKBRqOBnZ0dbG5uugis+/fvY3d31xnZV1dXUSqV8Pzzz+PmzZvI5XJDjgp+qwEpbj7lx9dX4nAuj6MOPlo9lO3qTpM6QLgjJ4Ah4an38R3AibWIDN5aWfr9/pCCyZjlfv8knhk48a7xUM2FhQUsLS25BaQzMzNYWlrCwsICEokECoUCms2mE2r0Gh4cHLitd+nlJAHSHTh5jMTMzIx7L8miPUxXwwy4BpALrLUOLhrZbHbIQqZhL4nE4NzKe/fu4Wtf+xreeecd1Ot1LC8vu7NuEokTdz+tJA8ePECz2cT8/Lw7xDSTyaDb7bodcWnB4W6tJBBKppmuTpQqLH1CFDgdPqQ7l3Hi0LWX3PGKh7rSA8xQZ7vpDduu3z/ZXZbvsMJABQjHySRADzjXUWg9XDf0ej1Uq1XcvXsXMzMzyOfz7vr9+/dx9+5dPHr0aGg9wycVUR4A/Y57Tv+3v/v+tuRgXHIxDpGNe4/vXXGKjc9IFJUHX3kuE+ch1r404q7HkTTrLfDdH9du/D2qT0URu/MS41HtdRH1eRaMqwgr8SLU86FETuc039jUOlRF2CrGPu+TJRU2tG+ULLAGB5IuJUU+kqPeNV95osirjVybBGy+VS+05HwcQ4YS0ah7tS597cx3acRSnAHPRmIxXdvWtk9Eebqi+inBNuffNt/6rCXQk2rHXC43ZLTnme98vzoHNP/aJ63HXwkTMOAJ3BSHujojDVutFtrttnOO7O/vI5/PO32dUXr0RFKPZH9h/dn+zyVx9DA+evQI29vbaDabbnnX1NSUOzNybW0NS0tLKBQKznGjMoN6po0U8I1tzZvWGf+Pw7k8jhpKoWSDB9rr2kcq4bpo1C7YJbSzMgRSOwYJlRaaJNWnNPd6PbfL6tTUlAshpaevWCwil8s5SwMHMMkfN9IpFAqYnp52Ci1J8OzsLG7cuIGDgwPcv38f1Wp1qBwMX1VPpIbZsvy0emSzWbe7Kgm6Paz3osBQCe4KRcLGgbm1tYV79+6hWq0inU5jfX0d6+vruHnzpjuwNJfLuTqnJejw8NANmGKxiLm5OedROjg4cEeT8PBVenA50EjMbQy6hipYgakCg/2CmyXp8SG8n+8plUpD4dBcKE1ySFLPPqGx5+yfwGDAMo8qhPk+HaCTaEeuGZ0UOb1o7O3t4b333nNnN05PTztv4+Hh4VVn79rAKhM+smTv1++4+6LuUWV5HKV5FPHwKUP2+XGuxd3jI5g2D1EkZ9LQiXsS5DWOTJ23bkelfdbro95xXRFH2tWroYqYfvQ+3quhZPwfOFm3qFv2K1H0eZR8BhMrM3zLh+L6on3eKpc2jSiSos/abzWK2zD5i4YSPTXCc04HTtrTGlmiZKct4zh9WPuLlek2Qs8+F0dqo+Rg1If3aTlsPyIhjJPtto4mLU9zudwQGdTQbjWqsD5ZDpVJvv5JPY73U4/r9/tIp9MubJQewP39fTQaDdy/f39oWZA6p7gUjbuyKvRYDy7tqtfrqNfrjm/QW5lOp7G8vIzFxUXMzc2hVCphbm7OnQvvG8++MRmnD2hfYJ0AEyCOanHSeO1EIjF0xAMLTyGnLmUVgJpZbXxgeD0lPUMEK4zkjLuBqkVGBRbXO+rOY9zIhpvdkORZYcfOlMvlnBWg0+kgnU6jUCg4z5pWONMuFArufJVCoTBEmFlWehw1VFMnjkmA7UOCRevH3t4ePvjgA7z33nvY3NxENpvF5z73Oech4hk3zWbTHUXS6w12EZudncXR0REymQxarRYePXrkNm7Z29vD3t6es95wwS8/bIf5+Xn0ej036NiXdO1nlCDgNZaLIdUsL9Og2z+fzzvCS48oy6IDk+1KownDXdkPGJZk1znohKRnEl4klPAqsb7OOD4+xs7ODt577z10u13MzMzg3r17ODg4cPf4rJmfFKjSZklj1GQeNXGPUhKjlKTz9KGzEshxSU/UZOebMOPSuiwlx/euuPJEkbC4dO2185LzUUqy/hangETd6yv/k+Ay23BUPlTHsMRN7+F1JQg2/5znOO9bnciuZ7QKsL7bkj5G19h8WVIRJ3d816PSsXnxhWRawjipOcsSIOqMtr5tHsaVGT7FO27s2lBFW/+qv2r9sizWOGHzbfPuaxtf+XzlsfnyydiofnPRUKMDHUVq0KD+xs0r7ZmJWmdKFvmbli+VSqFYLDqnVzKZdJtEbm1t4dGjR6hWq+7c9k6n4/ZFqdfrqFarzhNpd9rXHVI5LkkkSRSXlpbchppLS0vuf+UMysGsdzGuzX1y2copNRZF4czE0VqPNGyVBeG6OVY6BwrPFVLSaAvBdWS8zi2LZ2ZmnLfIeiqpmPPAVDYW10TmcjkUCgV0u1239o7hr9wch42sVjDNE7/VgsDOaxuKm+DcuHEDL7/8Mm7fvu08ifRiaf6tBdGudZgEstkser3BjqIkQM1mE2+//TZ+67d+Cw8ePMCNGzfwzd/8zbhz547zLpJo3b17FxsbG8hms1hbW0MqlcLS0pI7Q+b4+Bjf+MY33FpRhvZyh6rV1VXnhaRVlPXGtW8aXsJ+wHbWEFR2fHon1V3P8AFuQmS95EybJPPo6GgoNMc3Ceuuu+zLbCvmxy5MtpaniwLHFUMklGBfZ3Q6Hezu7jqjTq1WGyLXn1TSSPhChOIIoJUTVskfh6TFKQVRsL/7+rlVdnxKpn2/ndhsXkcpKVFlnjThiFLiRj0TR8rGSctX1jjCqH/r96g6HdWHRtXvqDTGbZ+z3HseRBFpX53xN9snNQwubi2bGpL5HO9RQ7vu4+B7r09Jtss2+E7fusizkKWoZ219WT1R/1dZMCnQmKt1Dgzvtsp617ViwLAsG7e/Rd3n6x++uuv3+0Ntw4+v7tRQzfeOIxdH5d1HQEZhnHc/CXisRafTcSSR44ORhdzckHtmACfzKAmjbqhj1xvzPnIHPcai1+shn89jfn4eN2/edPtj8EQF/k+9kHqiL6IglUq5fTRo8GcU3NzcnNshNSp/tm9EkUbfnKL9RH/TMT+O7nWuHTt8L2Jmksmk23pWQUKpoaeWAJJ0UbD1+/2hyldSaoUO86HkbWZmxpFDbl7DkFCGFXY6HdeoJBMqtG2ogHp1GGdt64Yb8ywvL+OFF17Ac88950gwOyXzrMKVHZsWCLWqXDRIovTdBwcHqNVqqFarOD4+xsLCggtNzWQyLi+Mu2YbMwy3VCo5d//u7q4rRzKZdN7EmzdvYmlpCf1+H7u7u+4+ksrl5WWUSiXXV5So0bqjxJF9iQYHNQJks1nnWWQopz6ng0SNAhxc1jqs79Nt0HVN5NHRkeubJMvWUHDR7cgQicPDQ7dYmpi0gjUKcUoIQzTUwn7dMGnFxgftb1HWQ73XR46UpPnSttei0j5P3sfJp49gaV+xE6EvfY4xC186Ni/XFechjXqPj4QrouokKg0fGR2HXPrycpZxNCqf4+TlSeEbe7ZsnDs1HJQ6gO6wyLA2DR0F4OYtDUtNpVJDRmOd03weTEvCogwmqqd1u90hj4oS1ygSoDJFCaymzXrTZ1hPOqfaup2UjLXvVD1VQYJg9Uo7f2ndjqon1e1se/kMCTZiSd+vaduwY32nxah69o1v37P2fl97TXI8NhoNNy6azebQ8iNGy+nyOOr6ukmUHiWoup7lIlpG3kednno9y8r88Px4kshGo+GO0qAzQo/m4yaMui6S57VSbvR6PUdM1Smme7z46l/7u69s4+gHo8bjmYkjhYYVUjrg4pgugFNM2ceW2SHoBSRptK5aFZpa6UyHoXA8k5AhoXa9Gs+O40SgBJcNxfv1uBA9HoRQQUyXNT1aGqLAeiPh4HpMksZJbYyjoJeu3x+E5K6srOD1119HMpnEiy++iIWFBTcgZmdnkc/nXUe/desWpqamnIWEZQcGu33euHED7XYbiUTCWYEYLtzv97G4uOiIFvNBUq+TmPUKWuuh7U8kdvxoeLAV6GxH3wJ9K4xV+APDY6Hb7aLVajljB5WEbrfrQp0nAQo0GjLy+fwpj+NVkUdVRtiX1WCjoSYA3NpYjhMK/Ks6m9InoyYJ30QQ915ff+W3NXZEPTMqLZufca75MOpZ+3dce/vKFkd2fPddN/iI9JOkE6cAxCmmNo2zksc4RTTumi/tcZSYSY/LKPLIb+oPauSlzqBHUfX7fReaxqiZfr8/FEGlesvU1NTQRoIqD9WDqLqKbrinMkD1Kd3MTX+zy2JsH7HKpkaN2QPso8a1pmn3KphUO1odVaHeWHqVfEQpSg5HKeGqX/g8rfYoL9VhmQd7NIe2ue+9ceG/5yXnPh0/Ckq6JwGOF2sEoBGGej2PkDs8PHRrDckhtM5Zx/3+yVpXGnnshoc2bFi5RiKRQLFYxOLi4tDuyAxf3dvbw8HBAfr9/tAReDwnXXVTbUfgxLvI3WRtfphXAEOhuWrAitJ9bXtanXoUzkwcNROWKGrntJ4ca1Wx7nhtEC00K0SFIn0qE5oAACAASURBVCtVB4ta6+hiZodgQ5G1k8wpCWUoJKGdgy7lRCLhvGi8x66/s6Bw55o7S0J5nWvm6O5m555U2CHrmbun7uzsuPWby8vLmJubw9raGqamplCr1QAA+XzeEbH5+XksLi4OdV61eNALZq2S1jrEbZatINDJRNtVhbL2QX44UDj4m82mawdf+J8VtsCJ4Gc/tQNa+7glNel0emhtLtOZlEClh5+72zJU4zqA7UnMzMy4c5AYXkLjEGP49WgbJeNXAdtnJokoZdlO+D7l1ZdOVPpR7xuVRhSB8KUXlYeoMaBlZRqjxovvPT5CFDW2J9WnRhG186ZxnnxYhfa8aZz1N73nSd97GQabUYgiP1HKut3AxtYTySZ1IZ3vOC+rkmz7rx5rpunw/ZonKrz0YEQZo3Wui5I3zBPzqZ4c1e1GjX8lq77Is4uELz9aJiVzzBd/88HqH1FkTQmi9fSq11kN1qwH3QVX9Q+935JNnx7D/Gib+gwzPowzvm19TnKs2p3WVZ8E4JwNjNjrdrsuIkzv1TGlZEmPz6C+nkicLHdTPZb3sH3IKXgP+c7h4SE2NzextbXlzngnF2EUXL9/ssxODTBqVNENe1jPrGslwqPmVy23fUb74TjteC7i6AMzopYbZsIKCBWs9ppmmoRBrWF24FpmTbLHe5PJwZq82dnZoVBRElHep65v9SRqHDIF4ygLjG0obSwd5AzDZKx0o9Fw3kbgxIowKRwfH+PBgwf4yle+gm984xvo9weeP55rSUWfZz7m83n0ej13IKlaHFVB0QlLBbEOEg3V0Th+AKeeYxgxB49abLU/coOeqakpR8LZNzjYtZ9qO+o7ORh1zaS+k/fww3fn83m3Sy/bnP0natw8KbQs2levGzKZDBYXF9120iSKwEn4Nzdn2t3ddSEavV5vYhsLXSdEkbVJpR33u0/5iCIg4ygXVh76FNOzQGWvneyYvv09jvROGudRwi7qvZeNs5R1VDpR/1+mIclnwLHEjnqKJQCWLPiUQmDYAEkFjvMN32k9jvpRomEN9MyPLi3h/brDu+bJkg0+p3od/1eF3P6udWj1wqios4sG0/bJDC2DrUsl4vz21b2POCpRsV5FSxpVYde+YWWkbVslQDZvPiJr/1aoMW1cUukji5OUNwcHB2i320gmk279nzqnmOdkMul2HQUwpDuovujr60yPDh3eTx0yinRr3WkddLtdt4lks9lEOp12+bFnljNPUX/b90TJApVBvr1kbN+wcorXR8nYc4Wq+ogRoZYr/s9rVPytRU49kMDwYCapZMPSg2EtBhr/ayur2+0im806q4U2GnBCFBhWyLzquYqJRMItyNWJQ9c32HrS8lnyqwtoqSQzdlstd5OaJBmX/fDhQ9y9exff+MY3hjYK2tvbQyKRwKc//Wmsra2hWCw60rixsYF6vT7UgdkGbENabbRelBzakAs7kEn+GY+uxJHeYRUE/f4g7IehmtzlSr1ZWrcUBL7Jn9YfLlgmqWm1Wi7fKvyBATHiWlB6URlC4YtHvyhYBYbGjnQ67XZ8Va/fZYF5YP0znGN1dRUrKyvI5XIupp9KTbPZxP7+PnZ3d7G/v+/OStrf38fh4eHQ+Jtk+GoikXDWSloceeTJpEKOtSzjTMBK5uyzZ62XOOIY9R69z05Evnz63vOksJO3zW8ULorcxKUfla+z5MWW4Unvi3vGh1HpWGIx7vUnxaTbz/c+Xx2rkuaT8UoWVFfhXGf7L5VKGsu4NopGQV+ZVU+yc6rNv+4foXqJKs92Htaxr+1qSYxvPleobjdO/V4U4tqNv1mvI++LIm9RZdb0NU31EtqQSZ2/1TGhhmYbsWejn7Q9fDpjXP36+lSUnPKl53MUTQK1Wg2NRsMZOzRiUPfroO6uuj3Hp27YqeWwkYxqaNENqQAM1Tvv1+VrbLtut4t6vY79/X3s7Oyg0Wi4aDR6Ealra55syK8l9WowsP1YQ+apu/g86DrOtW+dZWncuYij7xozoBWg96vFTDPN3/i7rhmgwqudwLfrJSvCbkTCb93ERDuDDk5l27rejruhkgSpBcnu8snn7cBnGdUTqsSR57lwneWkwzcAYGtry8VfZzIZzM/Po1arodVqueMStre3cfPmTZfXWq2Gzc1NVKtVF0KYSAzHinMw2zZUK6xOHtr5WT96P+taB2/U5DQ1NeVCU7mJTiqVcueLcoBQuCiRZRv3eidhy7q+lrvOqnVGF6l3Oh1ks1ksLCyc2g5aQyQuGtaYws0WeDwMx9RZFC01cjDdUWlQeLOt5ufnsbKygvn5eberLc9R1WNxdI0o+wAXjy8sLKDdbqNer2N7exvVatWFOdfr9VPhKxeFTCaD1dVV3L59G8vLy1hbW8P6+jrm5+cxPT2N3/3d373wd9pJYBzEkRFNc5z3+kjhOCSM49lnKY3KT1yaPjI6Tv7tvaPIzGUpqtpGPpLvu35ReRhFNCc5v1xk+mch4pMG32sVN0sElQyooq/paHqq+HO+pZLJaCerQFqlku/z9THNnyWKvj6rH998awnSKNKiet84ebgo+Ai6QuuN85Dm3d4bVWYfcVRd0eed9XkIqf9pHixZ8JEGW7YouehDXDmiYInkuO86L+hYyWazzpHAd9Gx4+uH1jHgW/Nn86+kVE9gUG8xCSdwUtfWaaZ6IvXJKPJvHUU+guj7W408nU4HBwcHri9z3xHbF5SjRbXXqAi5MxPHn//5nz/rI58IvPnmm3jzzTeHrr399tt4++23ryhH8fiJn/iJof+5WFexsbGBjY2Ny8xWwBnx/d///aeuvfTSS3jppZeuIDej0ev1cHBwMHRmow96vioAvPzyy5POWiR6vR4+/vhjfPzxxxN7xw/+4A9OLO2Ay8P3fd/3XXUWAi4AP/zDP3zVWQi4AFg9J+DpxO/93u9ddRYCBJNZeBUQEBAQEBAQEBAQEBDwzCBxFeEeAQEBAQEBAQEBAQEBAU8PgscxICAgICAgICAgICAgIBaBOAYEBAQEBAQEBAQEBATEIhDHgICAgICAgICAgICAgFgE4hgQEBAQEBAQEBAQEBAQizMfx3GdUC6XFwH8OQDfDeA1ADcBdAB8DcDPAvjZSqVy6gC9crmcAPAXAPwlAK8DyAJ4COD/BfDXKpXK1y+lAAEjUS6X/00AfxzAtwB4A0ABwD+oVCp//kozFuDFWdqrXC7fBvBDAN4E8DyAeQA7AN4D8GUAv1CpVI4uKesBY6BcLt/FoK18eFSpVFYvMTsB50S5XP6vALwF4BUASwCaAD4E8EsA/k6lUtm5wuwFjIHz6j8B1wuhHZ8dfFL01afd4/hvAfh7AL4A4P8G8FMA/iGAVwH8jwB+8TFJdCiXyzMA/hcAPwdgFcD//Pi538TJRBpwffDXAPyHGAzE+1ecl4DROEt7vQTg3wGwj4HC+rcA/K8YEJMvA/jVcrn8VBu3nlHsA/jrns/fvMpMBZwJ3w8gB+D/APC3AfwDAMcAfgzAP39s1Am43jiz/hNwLRHa8dnBJ0JffdqVsq8D+NcA/GO1yJTL5b8K4P8B8G8A+NcxGITE3wLwpwH8lxh4F4csOeVyeXrSmQ44E74fwMcA3sXAkvPrV5udgBE4S3v9DoD5iDH4qwD+BAbj9xcnktOA82KvUqn82FVnIuCJUKxUKi17sVwu/ziAv4pBJED50nMVcBacR/8JuH4I7fjs4BOhrz7VxLFSqfxaxPWH5XL57wL4cQyUz38IAOVy+SUAfxmDkNQfrlQqpw6xDKFx1wuVSsUNvHI56DHXHWdpr0ql0om4flQul38Jg7H78kXmLyAgAPCRxsf4RQyIYxh31xxn1X8CridCOz47+KToq081cRwBEsBjufZvYxCe+z8BKJbL5T8D4DYG66p+rVKpvHu5WQwICLAol8tTAP7Vx//+86vMS4AXmXK5/OcBPAfgEIM2+s1KpdK92mwFXAD+zOPvMO6ebvj0n4CnD6EdA64dnkni+Hhd1F94/O+vyE/f9vh7DoMNOBblt365XP5pAN8XFKCAgMtDuVxewmBdQALAMoA/CeBTGKw//t+uMGsBfqwC+Pvm2gflcvkvVSqV37iKDAWcD+Vy+QcA5DGYE98C8CUMSONPXGW+As6PGP0n4ClCaMeA64qnfXOcKPwEBguL/0mlUvnf5frK4++/AeCrGOxgVQDwnRgQyTKAH7nEfAYEBAx2dfzPAPwogO/FYNOcvwng3/OFkwdcKX4WA3m5isHmKq8B+O8BvADgl8vl8htXl7WAc+AHMBh7fwUD0vgrAP5UpVLZutJcBTwJovSfgKcLoR0DriWeOY9juVz+PgD/MYA/AvDvmp+nHn9vAPhzlUql+fj/X3u8je7vAviPyuXyfxG1/iogIOBiUalU/ghA4nGI6k0Mtib/GwC+VC6Xv7tSqexeaQYDHCqVyl83l94G8JfL5XIdA7n7Yxi0X8BTAB6fUi6XbwD4IgbK6u+Vy+U/XalUfvdKMxdwZozQfwKeEoR2DLjOeKY8juVy+T/AYGvxfwHgOzwKZ/Xx968IaQQAVCqV/w/ABxh4ID876bwGBAQMo1KpdCuVykeVSuVvA/j3AXw7BgQy4Prj7z7+/mNXmouAc6FSqTyqVCr/CMCfwmAJx89fcZYCzogx9J+ApwChHQOuO54Z4lgul/8KgL+DgQX8OyqVykPPbe88/t6LSIbEMnvB2QsICDgbfvnx95+4ykwEjI3Nx9+5K81FwBOhUql8iIHC+s2P1x4HPAUYU/8JuOYI7RjwNOCZII7lcvk/AfDfAPh9DAbbZsSt/9fj71c9aWRwsgX53YvOY0BAwJlw8/F32E3u6cC/9Pj7/SvNRcBFYP3xd9gk7inAGfSfgGuM0I4BTwueeuJYLpd/BIN1Gf8MwHdWKpXtmNt/GQPF5rvK5fKfNL/9CAY7y/1GsPIEBEwe5XL5C+VyedZzPY9BqA4A/OPLzVVAFMrl8jeXy+UFz/XnMbCSA8AvXG6uAs6Kcrn8mXK5vOq5niyXyz+OwSZyv1OpVKqnnw64Tjij/hNwTRHaMeBpQqLff3o3LSyXy38RwM9hYBn97wDse267W6lUfk6e+RKAXwWQBvCPAHyIwTEdfwzAFoAvVSqVr0804wFjo1wu/1kAf/bxv6sAvgsD8v9bj69tVyqVH7iKvAWcxlnaq1wu/xIGoai/AeAjAA0MzlX9VwCUAPwOgO+qVCr1y8p/QDTK5fKPAfhPAfw6BuvBDzDYAfe7AcwA+CcYbDoWNha7xngcDvdfA/hNDHYT3wFwA8AfB3AHwEMMlNd/cWWZDBiJ8+g/AdcPoR2fHXxS9NWnfVfVFx9/T2GwnbgPv4HBoAQAVCqVf1oul9/CYAvy78BAQX0E4H8A8J9XKpWPJ5bbgPPgWwD8RXPtzuMPMCD+T/1AfIZwlvb6exgcIP9tGBDIWQzWGf8zAL8I4MuVSiWEql4f/DqATwP4HAahqTkM1ov/UwzOdfz74fiUpwL/Jwbz3b8M4A0M5sBDAF/HoB3/27Ahx1OBM+s/AdcSoR2fHXwi9NWn2uMYEBAQEBAQEBAQEBAQMHk89WscAwICAgICAgICAgICAiaLQBwDAgICAgICAgICAgICYhGIY0BAQEBAQEBAQEBAQEAsAnEMCAgICAgICAgICAgIiEUgjgEBAQEBAQEBAQEBAQGxCMQxICAgICAgICAgICAgIBaBOAYEBAQEBAQEBAQEBATEIhDHgICAgICAgICAgICAgFgE4hgQEBAQEBAQEBAQEBAQi0AcAwICAgICAgICAgICAmIRiGNAQEBAQEBAQEBAQEBALAJxDAgICAgICAgICAgICIhFII4BAQEBAQEBAQEBAQEBsQjEMSAgICAgICAgICAgICAWgTgGBAQEBAQEBAQEBAQExCIQx4CAgICAgICAgICAgIBYBOIYEBAQEBAQEBAQEBAQEItAHAMCAgICAgICAgICAgJiEYhjQEBAQEBAQEBAQEBAQCxS495YLpf7k8xIwGhUKpXEk6YR2vHqEdrx2UBox2cDoR2fDYR2fDYQ2vHZQGjHZwO+dgwex4CAgICAgICAgICAgIBYjO1xJMrlMpLJJBKJhPv0+330ej30ej0AQDKZdPfYexOJE/La6/XQ7XZxfHx86sO0pqamkEwm0e/3cXR0hE6ng+PjYyQSCaTTaaRSKUxNTQEAut0u+v2+ey/fre/q9/vund1uF4lEAtPT05ienkYqlUIikUCv13NlIvr9Pvr908YPLQ/vA4BUKoV0Oo2ZmRlMT0+fuqfT6aDT6eDo6AjdbhepVMrl2eLLX/7yWZtpJH70R38UnU4HzWYTzWYTR0dHSCQSmJmZQTabRSaTwdTUlKt/5ov1oPXBumW9sQ673a6rI6bBNLVd+Rxh+wvv13T5vl6vF9lvpqenh/Kv72a/7Xa7ODo6GuoPUe3AvPFb851KpVwfYn/UegGAH/qhH7roZsRP/dRPDeWJ39o+ep1/+/qzTecssO2n11lPHHdHR0dDsmJqagqpVMqNAZ+8iMqT7TtxedM+2uv1UK1W8cEHH+AP//AP8e677+K9997D3bt3sbGxgb29PRwfHyOTyaBQKGBpaQnLy8tYXFzE8vLymetnFL7zO78TuVwO+Xwes7OzyGazyGazyOVyyOVymJmZQTKZRK/XQ6vVwuHhIWq1Gvb29tBoNJBIJJDNZpFIJJxMYf9rNBo4ODhAu91GNpvF4uIi5ubmnGyanp72jkW2Rb/fd+OLadv+RdnJeynbWP8cqxwnHCscZ5TtnU4HwGA8zczMDMlQvkPnHJ0/OI4pg7rdLtrtNo6OjpBMJofkAQD8zM/8zIW3Y61Wc/1lcXERuVzOlTmfzyOfz7typdNpzM7OujbPZDIuj74xxA/L3Ol0XPna7Tba7bbrEzs7O3jvvffwla98BV/96ldRrVYBALlcDsViEbdv38ZnPvMZfMu3fAtef/113LlzBwsLC8hkMqfmboL1bhE1Ru0casczZTfbje3f7/eH5gdtX354rdvt4hd+4RcurgEf46d/+qcvPM2AeHzv937vhae5vb09pDuwP8bNGePOg5SBvjlIxwrlkX2Wuo3qGlF6ps6XfB8/+i7VmVTHiZrv+bH6ji1TVH359Iz19fWIGjs/vud7vgfdbhdf//rX8dWvfhW7u7tIp9OoVqt49913MTU1hbfeegtvvfUWVldXAQCNRgOdTgdTU1MolUoolUooFApIp9NIJBI4Pj7G4eEhms2m4xOsN8pmzjup1IAqNZtNHB4eotfrIZ1OO3nNOtN6UX2YeqHKNMrvVqvleA1wMvdlMpkhOUy9lPNJMpl0urD2J+VDKjNtm/J/mybb8Sd/8icj2+PMxJEvtJOK/V0VVIV29LiBdxb4JjTNg+bDEp8o4mc7Ad/j+z+qrFGwSjY7qyXWT1Ino5BKpZwiNzU1dYo0KeH25ZkDgHVo822Fkb3HpqV9IMrQYP/mALHpWuWXA9aSJn44cJgP+24Vjtp/leSwrOMYGy4Sti9GIep3fV7LdhbyGKVMjkPorBHCl+eocTeOISfqt3Hqy3ePtu9FwkcO+LetH9sv2We73e4ppZ/PU/FOpVJDBhafQYjpWRlq361jRX/n+ylj7MeWRf9nfiiXSBb5Tp07bD1FKXBaJ5aUXTS2tracMrK/v+8McJlMBvl8HsViEblczhkG5ufnAcCR6VEYZ7xQhkcZwGhUI1FVo2WcnOa3T+b4nrHz7LiyxcoF2zfZ7kdHRxOXrwHPHnw6noXqZHzG6ifWMMLf1OBmDScW+g4lGr78aPpKCG3aNu9RMpx/K3n1lSkq7zquxyXb54XOcSRviUQCrVYLBwcHSKVSaLVark5SqZQzwNL4Ozs7i6mpqSG9jwY7S6JIFK28pQGS7yEpI5QcWr3RByV8hDoheI/OXdoHaGxLJpOYmZlxeWe6lJU6D/jmBJ2zmXYczkwcddBpJ1GCoZMLr/uUQCWNURPiqE7JSrATmyoYmg++WxUNbTRg2DNh82BhB2GcUNL3AifCQImW5nuSCo5aGdLptMs/FbYoAmtJXZyQ4SD1kXNf3Wpfse2qAs0ONFWYCRXCdjBr29p7rNda07Jl9BFtCnRffVwWxiWTo9IYR8Gz98eNlag0rHD1jXn7Lh/GGaP6v09+WVj5NClY4uj735bB5t96+HXyUE+V9nFVgqw8thOMlbFx7WDHNd/Pyd8nU3RyVAutzZ9OiL4IBCujdHzb8XrR+Oijj5yXVL13MzMzKBaLWFhYQLFYdCRydXUV/X7fWa9VYSB0fFgCZaHRFerB17qemppyFvVsNnsmMm3z4ruu11Rm2z5nDSP2Wd81jTBhuwcERCGONFE/UahTxHoCNQ2VhTQ4W8OLphFn7OH9qqPY91p55htvdpyrHqbjRN+nOox91pJI3xykf8dFaj0pqFclk0lks1nMzMw4GTA9PY1sNovp6WmXdxrsUqkUMpmM+111btX9KEt8RJhePJVfwEmEo0a5aOSUzb8loCqn+S7yEauz6pxOGah50LS0jEzL8jWrV/l08DicmTj6rMy2Q0VZLSyscqQKE+Bnxj6wwjmAmbadVHTS1Y5iiQQbRjuWHbAKdQ376oOwSqBO6rY+n9QLOwrsaOl0ekhJVOKoCp3mM06xH0UeWLYoq0dU2nyGebUTgCqSfFbDU1VRsX2Tg9iSSTsBWMLrE5Q6QM9DpCYBXx+LgpYvjjxGKY2++6MmuvNA3zFOWvpuO4Z9edWxqdcmPR6Zts9D5yOQdmyqZVHJFuWX7136vyWNzIv1qnOSi7OkW3KjIcrAQMYwPF/T8BE8hcoAS65t/u3Y9X0mgYcPHw7VCfND4ri4uIj5+XmUSiUsLCzg6OgIuVwO8/PzyOVykV4HO3f5PLdaXiXetqzJZBK5XM5Z4WmhjlJCR8FHbDW/fKd+j5uuztUaetXpdD7xxFHl2SRl09MMn7LsuwaceHZUUU8kEkN6nc8AojJS53u9T+WUJYs+cuuTYz5CE9fu2j+i0lQokaSMGUcvtTrypNBut5FOp3Hr1i2kUilUq1Wk02msr69jbm4OS0tLjjxquCeXBagspI6voZ52HFGG0qDX6/WGvItaT5ybdB62bad/JxIJl6epqSnnOSTvsHOxQrmNklU1AGo/4ztYbjvfs/3U8Gp1BoszE8coxVDD/HTC8Ckp/LYFsEq9KgpxE1uU4hP3/lFQ13VU+VXRiXqH1oUtH+vtPPl7UqjgUcFiwxa08xH6uw8+K3eUUmEtXQpLEnzeBOa52+26zq+C3ypOti/5BrfPSm7rTutEyYjeoxPKpNr1vIJ61HPaJ+z9cSQw7lpUHY3jAbIToK8stq2i0rT3qGHAl3f7mRQs4VLipZORnRAoezV/agVneM3x8fEpa2hU2VQu2L7MNFW50Daggt/pdNwEzXVpANxEp6RCxxPT13nBN458ipovTcpxW2eTgHrDVMk4ODhAo9FAu91Go9HA4eEh2u02isUiDg8PndLAZ9Tbql42XY+tSo/Cp8Tqb+l0GoVCwZHVRCLhCBmVGZ+iyef1W/+2fTeKUEalpwoOcOJF1zWczWYT7XY7ct3Ws45kMuk82uzbbDs1nALjy+dnGdo39X/7O+WBenCi7mV6Kl986VvCoNd849MSStVdrJ7sy5OWM6qslrj6+oNvTtRxaw2Yl0Ea2c9zuRxefPFF5PN53L17FwDc3gOrq6su7FTnGq7d0/LqvKTzC2UO5zHWA42cOhczPUbs6dziI3DqSWQe7FpULiPRv7Weta6ZT5aF+wOoo8TWoeVmVkb79H0fzkwcdXLXyZwFs148nzLiI3p2QDBNJaN2cLKyo4SljzTymjaAL1THN0Hqb1FufiVE/DvOE3kWRfsioWVXgeQLrRg37lnT9QlEX6fV/311bttTLYLAsMtfSaMlnXHtq584whT1nObPp2hPUqD68nie58bta+ftm1GkxOZjnOdH3ecT2nyPbVvf5A741zhPGqp46zW9rnnlREJrKO+3fZpr7DjJ2XWDUYqPXlO5z3wkk0k3QfM3Ehwu/FdPEZ/TcFlNX2WqTqaarzjZAGBovvCNReZzUsQxn8+7jYHs2nEA6HQ6aDQaSKVSyOVyaLVaQ5u9kGzTyk3jnhoQqFCoUuH72HITfHexWEQmk8HR0REODw+HLPQ65447Tu1c7vNOqCGA/2t+VRFX5U43cmu32wAwUQPAdUUmk8HKyorbyKjRaGB3dxe1Ws3Vi88L+0kjjISVc1H3jNPHo37z6QFRRNLKZyURBD1kKqt18yjKz6i8RBlnbF4pywlfJJjWixJq33Kcy9Bzstmsk1vdbhfZbBapVMptfjMzMwMAQ3XEfKlMssSMcqfb7aLT6ZwybrKtZmZmXHvwt6hNFzUyRPVUGzWjIaY0yHJeZT9iu+gmcTSmtVot1ya9Xs9t8qNyWEkm000kEo5Ua1k0pDcKZyaOukjXp5BpPLWdOHyTSpRnkvCxYxUGUWTHwlpi1DJgrQTsJJaxax1YZUffo3Vj3f2jcFkCXjuWT5HSCV7r3deePkQJLiWgPkOBCjVbb9pffIqgtVYrWfUJVF9+R/3ue7eWRRW266DURBEB/d2SrVHpxdUj07D9xv42Lmk9z3jw9VfbvlYe+Noqynhw2VAvjhI4DaPhpKGWap2YSAaokNiJwRq/9Lr1QFmyqQq/5ll3wNQ+YUmFVaLsfT6PK/NJcqFGI9/cpPKa1yeBQqHgSE4icWL4VDmhRIi749ZqNczOzjrlhPOokka7tk/lqNan9oGo+UnDrxqNhiOr3PGVhjh9RudsGz5KpVbbgf1Od7NlOjbMVHUD28es953pW5n/LGJ6ehr9ft8pknNzc7hz5w5eeeUVzM7O4uHDh3jnnXfQaDRQr9cjdZYojCv3n1ZE6XFRxuQ4vc/Omyoz47yAamzzGXZILICTm9qfmwAAIABJREFUHTW5eRYjALgpTL1ex+HhYWyIto8YWh2M/6seaMviqx81JvkMi5OCrtnOZDKYm5vDrVu3MDc3h0QigVwu59aUA8MbzOiO3yR1Shi13K1WC81m020eZvkJjbBTU1NDu8Nru8bpxNrmek11WJV7lKO6dlIJpo+IRslPmy+u/5yamnJzC++/cOI47sRrlQtesxOAr5KjLDhRSietunF5senre3zWEmttteXXtHweR6vc+Aahfut1FTKTgi/P/Duq7Xx/K0YRCi2zr4PrwPKl7cuXlse68bVsPiOHL+++65r/uL6jiru+J45gTxK+Pu2r27j7xrn/vHnyGSd4fVzY9tFro/qjPmfJi89IMcnx6MsD86FyU5UCewQMJxk7+ZA8MsxNQ3eYlg2v0Txpfeh6RR2zljiyTel94/FEdv20rsNTGeQjCVHEUSdGH1lSuTJpRXlmZgb9fh/tdntI4We56YlsNBrY39/H7u4utra2sLCw4JQVHuEBYIigaTn1Y8NWE4mEd3t1lptpHR8fo9lsOqV0enoas7OzSKfTyGQyQ/Wn83an00Gr1XJKVq1WQ7VadcSFyhXXbhaLxSEreKfTceG5NH74yK4ti+48q339WYaVjfl8Hi+99BLeeustlEolfPDBB2g0Gtja2sLe3t4V5vT6wyrsvt9VLur9PmJkyZiPPFojcpSew/6cyWQccZydnXU7ZfZ6PbcjdrPZHErLBxshotetHNT8WdLsmxd4jzWW+56/KJA4cf5JpVJYWFhwxFHlQCJxcpyGHoen8yHLprKTx1w1Gg23C7adR7XOAAwdIeWLgFA9UHV7O79pPWpZKB85H9BIynt4ZAevKcEcZVxgvXFd6PHxsTveaVQ7ntvjqPApfbZz+hRoVbiJKOKgafosPXEE0A7QKCKqEyQblnnShvd5OC2R8OVH79cJ0pZZd3eaFGiFUUuwrpPwkXSWwaegjwsVxlbp0/zY99j7tP0s8dT3UHmzCqWvXLaPRhEQ7Yd20Ee1+6QEalR5fEryqP5k7ztr/9O21e+4/hFFrMfNs77b1jm/o9KwY9d6pHR82gn3ouGrc60bJY6cXFShpmdPJyrfOjiOBxIYygG1yloZoHVi5aWG6GjYqi0D7/VZTvXjMyhpWwEnkSw+S6pv/vDV6SQVHM6RDC/r9/tDO5xyHWMymcT29jY2Njbc+WL5fB6FQgHT09MuLC3K46jzFL27OvHbMaX9hv2AZ4i1Wi1ks1kUCgXkcjlvm/A93AK/Vqthf38fm5ubuH//PnZ2dtDr9ZDJZDA7O4vFxUWsr6/j6OgI2WzWpcXwSpJVbpmfTqedl0Ujm5hfDeFiea5DVMdFwspsKqVEPp/H6uoq7ty5g5WVFczMzKBaraJWq2F6ehqNRsOlo2OHhgJtR3qI7ft17nxWEDen2YizqD6lu1X65leSNCsv9W+NnFBjG8cm168qcaTXGYA7hoJpqpFFvWhaTt1Ex85hSmpoeLP1pu+jEdL2jSj9+6Kg0QokjiTVdt6igVQNlb6lEcDJXEK5puf+tttttwmXJcvAiRGu1Wo5uaSeQ/3wfquz+tapq87BvDFShc/rhj+6waWGsto2smWw8yznEp+jy+LcHkcW0DfJ64Dg5MaMMkN6xpd15WvHJ4lS5cMqU1rZ/FvzyDzxb33O3sd8Wne2JY9R9RFHHlX540eVJxUucXHsFwH1UNiOzLazcdsKn0JnhaRejyKZ+k4+xz6hg8x2auY3ygPsc99HQYVuXD61H/rKGCc8JzkJjxLYvvZTnDVvUW1u32Xlgp1sfaTORxh9+de2sGnbtMYtn45J3XBJf5uUomrlk49AqVKiHsd0Ou2UQK1fTrK6plDDOpmGjhk+QyJKZUaVK1V6VHHRvLPOKK/1XEbm20ccrSFQJ2Hd0dWGOdo2tNdZH3EK5EXA5+WzcwsJfqvVQq1Ww9bW1hBxzGazzqNHpYQKCtslKjSOHl6eJalhwiRmzCPJQ7vdxtTUlFOcWq2WayM7N5A0VqtV7OzsYGtrC48ePcL9+/exu7vr1geR0LDOSYb7/T4ODg7w6NEj5yGbnZ3F7Oys2xnRWu6tocTOo88S4mRVsVjE0tKS29SoWCzi1q1beO2115BMJvHCCy+g1Wq5uuN8SaWYfenw8BC7u7vY3t5GvV735uFZIo1EFCkaRXp0DrDfPuOM7764+Ur1Zl5nhAbPWlXCqePDjhNfPu3fhOoyvrnY5tN33epDkx6PqtOpcdPeo4YmG7UBnCaAGqrJ9uZmXDR6UTe19cp5i3OSGueA08eeWNLqk+dsY8pzO+fyGZ2/ffNkVHuoTg3gVNlH4YmIo82I7UDakX2KuRIlHQiqjCipJGwD2jR9efYpfZbExQ0Aq4RaoaGD1UdgLbSxbYeyitgkYcOffEqhrz40j9recYLREgm+Xy3J6u3QkDq7wYYqv1FtFZU3mxfNq003qp2ZxrjC8jIUnFH9LWp8EHZii7rnvHnz9aE4Rd+OeUsqz1KnPiIWl0/tM5cxIWoUA7+tZ41ykjJDlWlVJizZ5NixkwRJpyV7AByp0FBYpq8bUVmDk9atElPdUc7uDqeTqi/6hCFcGr7JydQahuL6p8+AedGw9ULwfWxDyrxGo4Ht7W23zoTKwuzsLA4PD1Gv111I6MHBAer1OhqNBvr9vjufTI/W6Pf7aLVaqNfr2NraQq1Wc7ul5vN5zM3NoVgsIpFIOE8j33t0dOR2fGW7qQzsdDqo1WrY3NzEw4cPsbGxgYcPH2J7e9uFeNXrddTrdXS7XSwvL7vyrqysoFAoIJlMol6v49GjR7h37x4ODg6QTCaRz+fxwgsvYHp6GsVi0dWVKlHsT7pxxKTnx6tCIpHA7OwsCoUCZmZmkMvlsLKygldffRU3b9504cylUgmvvPIK5ubmcHBw4LwlamhlaHCj0UC328Xe3h7ee+89vP/++9jb23Oe6kajMbQT8LMAq49FkTpLBn1yJIpA+eSJL32d5/R+1XHUsKdGOxIgGg/t2X++PEfNk1FGW1tHPowq56Sg47zX6zlvoIbk67yjemVcm9pINiVivV7PheJ3u91TkTJK/PjR9mGIrCVjVve3fSGRSDijnW89Zr/fd+OUc7jOrVoX+j7tf5StutGavncUzkwcCUsGfMSJFnsNsbLKGzucj8RpetZC4FPo1KoclRZw2kuoSg1wYjGIUmr5nM8zEFVP+pxVlqwSReLC70nAF+ZE5e8s72SebTiE/qaKqSUHahmyViQOZHpB2u22G5gUpqpUaLp8v29w6n3sLxpOMMqabRWWUVaaqPdPCrYd9FrUJDcOadR7zwvbz+PuO8+77e++uhg3n+d57rxQuQmcJpC6WzXHAMcHJw8b8qLE0y5+twp41MdHKgF4Zbl6FJkvVf598tSGdpFU6Xt0Uowal3FyWK+NG4pzXviORbCTttZpq9XC1tbWkOJeq9WQyWRwcHCAvb09t4EOvUQHBwdIJAYbQpRKJdy4cQNra2u4ceMGEokEDg8Psb+/jwcPHmB3dxfHx8fIZDIolUpYXl52O3JS7rL/0JJNKzvXObL+6Mnc2dnB5uYmPv74Yzx48AAHBwduB8her+fyWK1WMTU1NbTTYSqVwt7eHh4+fIh3330XDx48QKfTQaFQQLvdxq1bt3Dr1i0Ap88R1dAvJUbPIhYXF/Hcc8/h+eefx40bN1AqlbC4uIjbt2/jxRdfRKFQcHW7srKC+fn5Uxsm6dzKvtXv91GtVt15ogcHBzg+Pka1WsW9e/fw8OFDtzsr4D+U/mlCFFn0/a7XRqVJjGuEsu+0oFwgiefauU6ng2QyiUajgWaz6QxmUeGio949Tj6tEVPzGJX387zrLFCjn4bwc4MXGk91ruBzPr3fOqSSyaQ7VkONJzSm9Xo9FzasawjpyeeSBLah3RROZZfOp7puk3nQ+5LJpFvHSP3HzjEkqrrXgerQfJfqyZQN6igZlzQC5yCOljBqJbCC1GLi63xRHi5Nn+BvrAyfS9dn5VWFg//rc3pdLeDAyU5mmi9fSKyWx9ZJFBnWBoyyOsQN3osCO452ci0jv7V9fW1vlUpfn9AObBVOG27M91gPJLcetooCOzwHs/USqXXF53mOyp8qmD6FN2qyiSIcl0VALDEfl+iddXLxvdf2lyd9Rxx598GSrVH5tROeNXhcJkYZKUimbP/lpJFOp4dCUu245YTG8ZbNZofS1rVjKpct6bEyQMeVVaj4Lp2IObYoe/RZayD0vdcXxmhDV311OE6fuAjYvNgIGpZ/amrKKRsMieI5jzs7O5iensbh4aHzMtbrdVSrVVSrVRweHgKAI47VatURtUQi4XZf3N7exu7uLo6OjlAoFLCwsID19XXcuHEDCwsLzls5MzPjwkW5y56V3Wr8ZQgdnwFONmlot9vIZDLY39/H4eEhNjY2MDMzg0ajgfn5eUxNTWFvbw/vv/8+PvroI2xsbKDVamF+fh7PP/88ms1mrNdWlR8aRJ4F6KZVuVwOn/3sZ/HWW2/hlVdeweLiolv7So8xz3EE4I4IsBEH/JsbGpGIHxwcIJfLYW1tzdV3tVrF+++/j69//et48OCB80QzzJVK8NMGH2FTpdo3X+tc5pv3Vbew86u9X6/5okKA03t89Ho9FxKuUQhcl67hqxp94Xt3VJ349HK+f1RZtK6sPjYpuUqyxN2o1WmgzgYawejt8xkh7fIr681UUqbGF8pr9da1Wi3njdTNv/RcRfVARvEn3qP5s04ULQ/v07WcPs8632XnPtumcQ4WH57I42gL5iNUqlgAJw3D332Wa01XCxrVSbXzqBVBB6z+z781FMpO8ACchc4yc1WaNM9RQsi+Uzuwz1vmI1wXDVXszqLs27byCakoo4L+rgv0NQSVpNFuCqAHX2vcOoUFP9byQnD3KGuZsmVlX6GgSiQSLiyEeWd6WhY+b9tTn7lKWCIxql+NSzh97xiVro+kRU3ivvR9k7Leo/dFkcZxcJkEcpRXXK2Ltr/pJjnWE850qWRT5lpvJNtboy76/f7QOFLZ7JP9HD/Mj66vZBmo6FvCaceYtp01NKqHX0mNVW7t/KGfSbWrrQufd5OGsKmpKUeeub6w0+lgZ2fH/cY1hySXSpS63a7bLKPdbmNra8v9fXx8jHq9jv39fXQ6HaTTaeedXF9fx8LCAorFoiN/3P6fhJAbT2gbTU9Po1Qqod/vu/WSc3Nz2N/fH1qDubq6imQy6Y4bef/99/Ho0SNks1kkEgk0Gg3s7Oxge3vb7epKuck+wjVCUXOqz+DxtCKTybhDzPP5PJaXl/G5z30OX/jCF3Dz5k2nCOtRKToufTJQoeueEomES+/GjRtunmu1WvjMZz6Dl19+Ge+//z42Njaws7ODnZ0dt5GReiKfFlhCFTeH+AxXUeTR923fa9/D/60easPCgcFa5YODA3fmKwAnp5X4qFfLVwb7/ii5N2rujbpP9YRJzpWcS46OjtBsNp0M0vmHpNGeY6iRdKp/23IxrJtzFedKbtzFuVd5QbfbdYY0Rmi0Wi00Gg0nD9vttlsSoqCs43zuI46+o6w4hu0GQLbdrZy0kXSUCz5deBTOTBx1MFnlT//2edH0Wze90XS1o9u/fQqfDhi9xg5iQ05t2tZDpZ2KoTvaCLa89p12gtPyWdKo7x2HkF0kfITWJ1T1HnZOe5+1ogCn14/ydw5+ehCpGCk5j8ovP3rAuIauKnlkHXOLex6AHkfK1QOsnm5fXdh82bCByw5P1bzFjZs40mWvn4V0jTIgqAEGGI4kUIKgRMAnzGybjNNGUfmNG2NR758UGCaiskAnME4uSr7Ug+6Tf2ogYbq6OyfHkY599l0qK9bopxOR7gin7+cYtzt/6lo6GybE96gcUNlp5QPlp5IHn/y0clktyZOAT977frftSK9Cs9l0c5aWmfVIpYFot9vodrtuTaMS+qOjI7f5CcMa8/k88vm88zRSNvLDa+wHBBVc7rhKpSWbzWJ3dxd7e3vo9QY7qhaLRWedZ4htrzfYLp79hXKfJFHDs6I2//HJ3etglDsvkskkFhcXcfPmTbz44ou4efMmlpeXsbq6ik9/+tN46aWXUCgU3NjXNf92frFjRmGNLel0GouLiyiVSkNrnG7fvo0XXnjBeR4//PBD7Ozs4NGjR/j444/x6NGjIcPP01D3KlOJccmU/c3qicDoPSh8baS/qaHOGrV976AMZ6QY5SzlPQ08vJf363tturY+bN+K2vXTztM+neqiYOUo9XKWmzJL9T/KQd180datbiij8of3KxnVuuTcx3fPzMy4KADd7ZXymW1l12Na2PmKxkc+E7UsinOstoedP9T7yvvoaLH62aixfS6PYxRZUwEfpXRZC44KPF+ICgui33HCkYOHFggbRmXT9aWjVnp9xk5g1oLBd/usHbbT2jzF1cUkYD0GmhcraH2GgSiSqb9ph6c1hxs9qIWd1kxufawETttDBR6Jo276oXUMDJTgfD7vrOQ6IDnIbF/WARsnEK0Sw0HHgW2twpeJuPYhbJ8+y2QalZZNU/MSNWZ948GmG/W+qHw+aZ3HGRcm1Z4a1q9EQb0xKlO0n/raUNdUqIWaz+uh7aqM6gRqiT2f57Nc26EECDiZxBhaRCJJeareDxISJavqYWW6tuxqeONvluBq/9K+adO/SDAyQstn+7EaBBTnMdjY59UAYMOP2R668REVVt3SPSoawxroaGmn4qFpM8SR6zNV4dJ6YNo6V8aVz8rdSbXjpJFKpbC0tITPfvazeP311/GpT30Ka2trWFlZcTunZrNZN36B0zt22jlb2z+O2PF+hrizL9KDzA15SqUSDg4OsLW1hVwuh26360KfnxbEjSnCpxNag+QoeTsqbcJ6ikk86NWiN1g9Qf1+f0jmap/QJTU23HCU/kg5HzXu2Ic0ykXB65ZMTwK6bj6VSrm5h2Gis7Ozp/QJnVOszsC2VsOn1imvaZSa5S7MF0kjvX+6VpB1pORRiauScOU+WqeW6HLeVo8nMKzTM486D6qeyjpguXndLnWJbI+zNqB2+jjWHDX52U6tSpJmOI5ManqEKp/Wc+RTSG0D2VBTq5RYC6imqeSRSpBOknyPdgIfkdV3TVK50ffynXaNo5bRClRfe/nSZb1SqeDOgIeHhy6cil4PPQvHrk21gyeRONn9SQcmwXRV8KnipOGsGlqnVrRxSIPtq1o3TOsyvVY+0j/OM0/yvqi/dfzo2GRbKSHyeeB9cuasebWK1bjP2InwMtpQDWLqqeNHSYAKfV+eWc92AuEYSCQSQyE0Vjllm+hYUNLIjVz0qAif4q8EUtdfMtSHE7MuXbDGOpU1lkhHtanKXlp+eX1ShjiCO1eqAczOBVHGz/P2c/s8gFPKPXdE5fpJVWQ4PvRcMPYHGsMoQ9l+uoEHdx7kpjmbm5vY2dlx6zFbrVZsmdT4F4WrMMBNColEAmtra3j11Vfx+c9/Hq+++ipu376N+fl5lEol5HK5Ie9sFGEkxpFPVj7zY9OemZnB6uoqer0eFhcX0Wq1UK1WsbCwgFwuhz/6oz/CxsaG29n3aYCPAPru4Zwd9bvqJVY/s54ga9RIJBLIZDKYm5tDJpNxz+dyOczPzyOfz5/ymKlOosSRulqz2cT29jb29vbQ7/ddn6Hhxm7O4iO81gBhyxBXj3aeniTUI+vLr8/ZoGSQMli9albv1frn/GqNj1afUY+kRgQwfWAQFcL3M8LCl3+da+1cZf/WSAG2vc+wxrZnevbYEdULVKcftQTg3GscgfHioX2ToU/R1snUkqmoCd8qTpaYWeXClxdfRds0lbFbsAwqdKzSHEXIbJ70ox18EvApArrwVq0slpj5Qi580PS5VTs3TaBSyjriAn9aQfWIAVXimR/tP1YgcAdWhktxkuNaH10TyQN3dXD5BGZUGXUCUXKr+bsMnJc0RpFjXzrar32/Rb1Df+d6mk6ng6mpKczOzp4ijTqux1Gm7TvGyVtcm+q4jzIiXDRarZbr/zSGqNcRGA6v18gKTgKc8JTo2UPjdczob1onShoIJY1cu8Y2TKVSTlEhYSG5te9VA52SRt9Y0ba3c0HU+NdrzAfTmLRMBeBIEt8fpYxettLdbrexvb2N6elptNttHB4eYn5+HsViEfV63clkHj6uIVI6j3JDCJXne3t72NracsdzbG1tud1gR3kRAZwa83yfjuuoMfi0EcpkcnA0yeuvv44vfelLeOONN3Dz5k1HGLlui/cCp71mcWWOmpd9RjT9nV7jfn+wdozrYHm0y+LiIubm5jAzM4Nut+s20HlaoAq9bw6z13zk3Df/UfbaZ6wOmM1m3eZUDOU+Pj5GqVTC2tqaO6pG9VhL6iiDKaObzabb2Zht0Ww2hww2vugHX9lUR7XQOUHT0nGr9TEJKHHXOs3lcshms0OeWluPGmWjBlXOj6wTkvtcLuc8g3y3egV1zqTxUzcV6/f7pzass8ZgzZd6jG3965yZSCROzadc/gHAlZ95sGs7eZ31MDV1cjKB7n8wjt76RMQxDiqcrAKgFmqrEFiLs08p1AFlSWIcWbSkwMfyLawwsWWxaVul106KvJ+KlS+vqjBOciByEDCkiFbyTCYzNOhsHlhWHwm2dcLt3bkzoFU4NbyXoU/c2l2FEgWXehPV+qf9h2XimWe01HHQ6GYiXPuopE/bAsCp31huNXhYsqF1MWnl5jyk0T47Th59k469bg1CKhh5+PTBwcHQ5iDtdnvo/CQN0/FZ230TllWG4shtlCKq1y6DLCo0ZJRKuxps6PmJmsSVOKocsUYVTij09Hc6HXdcgpWjOv51o5Zms+l2Y9QwR453a9GlXOHEx/6im9lYOWvlio8sAhjyYKsc0PdoXTBvUWtFnhR2HvEp6Wq0uyzQc9Tv93F4eIhqtTq0Oc7c3BzW1tbceX8MldQQVoafNhoN1Go1VKtVbG9vY2NjA/fv38f9+/exs7ODvb09HBwcjF0+9eyPY9CxIXlPC+jNe+211/DFL34Rb775Jp5//nkXGkoZqH1UDdY+XcFeH1UnVj6q/FcllRsmtdtt5HI5RxppgO12u9jY2ECn0xl6/jqCMiOOPFrjlE+Bt2WkfNS0bRTN9PQ0crkcFhcXsbq6itXVVRf2S4/jwsKCk8E+XQvAEClhVMDR0RHy+TyWlpbcRiwc29VqFXt7e6jVakPnc1q9SssbNV7j5DHLPOn5Uuck6orZbBb5fN7tBq3OBjWuAsORK0xP5wqmn06nHXFU/VTbmjooiZouibN9iHnRUH3rLPONRVvXCttvOb/qOZO+6B0L1QWsrjqqLSdGHDVzWlFKGtXarAPXuvh9nVK9i1Ed16dIqFDWDsG82orzESfey/S0wyih1TL46sTXSJrfSW+BTYWQB03zvC91Yeu9o9LSNmTIBEmjWsC4UQO9TWq1sd5GQq0oGq6m79a6Ozo6cmXhzoNMk5Y7tUKx7UiafQM2qp8p8dTfbD++DMQRJ8LXz8+Stk1Lv9lv1QNFwcQd0Wg8SCYHOy/qzmBK6nWXXDshW/JoDVVRxiOLOIOTT4GY1HhkX1FPoJI3esTVM27LwbqJCotUo4ZurGAjIlQJ4r0kDDwgnlvDUzni5MuJld/cHZmTcNSk6SP1PllsvZbW02gnYpXtWheTasdRkzbbc5xxepHodrvOOEjlkusTecbjo0ePHOl77rnnsLy87DZnYT9g+9frdezu7mJzcxMPHz7Ew4cPsbOzg1qtdubdN8eZ79VAws/TRB5JGt966y188YtfxBtvvIH19XUUCgVks9lTm/hZQ5yVa1GKvl4/S99SRVefY75SqRRu3rzp9hbgGN/d3R1a53xdYfVKnTussZuwdUkvjU+5p4wm+eDuxHNzc1haWsL6+jqWl5ddSKoaSdVL5IOSHOaXnsfFxUUUCgVnBGQ0wd7eHjY3N10UAHdXZj51Hw5bN/pe/WZZgeENcy5jPwfOb9xdmHKLawujDM/MsxJJrWtyEV5PpVLOYEZ5o/XAeQ2AM5ryHp1frGOk3+8P7YqrJFG9j3yWsHLO5kn5leqxUURe60fnKn3Gp/dYXDhxtJ1fC6VrXXTCj0MUabSVY8mDZff2faosqiVfrQTMvyW5trxKFklq+I6o+tEGtlYQJdeTAjsy1yuphTibzQIYPoDZWql8gpN5psfPrmns9/uYnp7G7OwsCoXCEHHU8FgdKD5hbsP0dNJLJBJOcFtlm+siNZ96mCzfp7uSaTk1T6MUP+2HUYN4koibiIATYWrLN+oZayDQMlKoMkzY7vxGAsJNjQA47zPzwhAP/ehuc3rAvE4OUUIvbjJWwR1ldLosaFg4CbcSON3Iwso5q1T7yJlOnEpO2ffthKOKBcczzxSkl0Hbp9vtOoLf6/WG+oBVwHwfnUD5fm0r1k0UwY8iaur91PQm5R2xc5LtRyq3JinfLTj+9G+OK4ZU0aCXy+VQKBSQz+fdeiyOa3qb+aExQTer4Dge1/BpjTdRspJ9WMf+00AcM5kMVldX8frrr+Pbv/3b8eabb+K5555DNpsdWtMG+ImzT4FXWJ3CXlfYtKJ0FPZdnffz+TxeeOEFJ0+mp6fxB3/wB3jw4MFEo6OeBDaywJYJiN9lVGVXVIQadReSGhrF5+bmsLKygrW1NSwtLWF2dtYRHF1Xbg1N1tDH96nMUi8Tj9GhXJ+bm0OpVBoySqRSKbdJFfVbJYHWaGHb0vYTnR98Bo+LBtsonU5jdnbWefy0Dtn/1djM68wvcCKXraeN9cnzFvmcPsPyclMcOhpUzquhm3q2Rvj0+33nJFHSrelbR4TWtXoVCdteKiuZRiqVcvM0MOzFtvqQ7tztw7k3xxnHOqINpCFFcULGkhQlZRbWgmzX8ESRVR2oHPRUzHT3JnYI3dhBK9gOmCimb+tEy+Urj4+gXjRYR7rTKQB3Fg3XTPbqAAAgAElEQVRwIsSsd89H1i0ZYzjTwcGBi7/noC8Wi+4QY7UCWXJqPQmEClKrPFvLEq2E/X5/6DwkEtnj42MXysE2np2dHQobjGpvnxKvbaf1d1WTqlUmCF8f5XecwqHjSY0cbH+GM1KJVAKjf2t76cStmxrxXWooUGKpaxps5ME4E1jUWGa9+cbhJAmHb+Jg/wGG1yFZZTGKAAMnxNNOpjSa2DWOmgZDzQ8PD10YY6/Xc+f+zczMOOKYyWScHGFfoMfRN8a17JY48rqCfUKv2znAtpnPyxg1Ji4C2s811FgjW/T/y5QLVFgZ5kVrfTqdRqFQcGvs7HjUcc21jc1m03kwNG0+e14iEUUe1aBBGa+y4zoikUi4Mxo/+9nP4tu+7dvw2muv4ebNmygUCqfOydT6snqC1bvsvT7dws6Z/B63zpR09fsDg2qxWMRLL700dMh6q9XC5ubmtTzn0ZYhbm6gvqCwhknVg0hCp6en3Xo7fvL5PBYWFnDjxg1HGq2BxNeG6uDw3WvHh5UpGq6oRtaZmRkXUcA5VkkDy6h1ofmy8wx/s/dPChz7up5QZY1usKXygWW0BlWNtNH7NTxcy6yynHnQ8HIl9pZcKhdRgyrPy9WjuCw3oc5qo4NU9qn+44t80/bSM3Itz2L5x5kfz+1xjEqYnYmdnxVmz/XyTSpWcfB57myHtoorJzobLsePHiRK9k0liJYbetyoEPEZ5sl3YKuGzzCfdkBqp7CNa5XruDq+CLATab34SIPP8mQtN1QwmB7XTB4cHDhFkmeI0RKmIaGaliUYdqBbYhhFOtVCRfCakpFe7+SYEG4Q1O12nRGBafksMyoslEhacnSV8I2duDz5yJKOOdYXx49a0+xumyrs9bBarsWjEsv/7Vo87iTHcQ7AhahQ8dW1DTaELar+tR6iCPRlGG8UlFs6Sem6FDsmor4tOVcLKtuOYz+ZTLqwM6vokzAeHBygVqu58GLgxABECzrrjaRe1yPTQMN77MSs9ayWVFv/KkM1ryyLvkMND74J+SzK81lhZaHKIiVkly0XqNwWCgUUCgW3MQ6Vl3w+j2KxiPn5ebfzIyNout2uC1FlmGqz2XRylGuN6vX60HEkCp03LLGxinJUJIQaUHS8X1ek02msrq7i1VdfxRe+8AV867d+K5577jkXrjjK06jwGSR9H03Djh+fTmKvR81bbBdV3gE4gwIAbG5uuj5v339VsOXSa757AAwREKtnqB5A2arjam5uDsViEaVSCaVSaWjHVG0nzp+U83quqRqdqPNwEz/dm0GPwrFEQUkQ50ySHYatcpyqHsPngWE5Zceuys9JGVN9oP7AelSeoTt8M6+sB84rdnmchT7L+UrnZBoKLGlUHYjzjh7lMTs769qa+26owdbOicyLtoVuPMdyAcPLVHyEkrpWr9eLjKZjP1HPbBwmEqqqCoyGRNlwUV8GVZDGvUM9HlHrqpQw6odr73q9njsDRvPHDgOcWDPYaL6zIa2yqrBKt7UMsuNFKX6TEr7WKs5O6nufb5ApcbfkgcpFu91GIpFANpt1XkZ6GlUpYdltWhxcbDMNg9LQRV0TpyGvbEe+T5VPnbS59q7Vark8cNF1Npt1fYIKqG1b9R742vcqCaTPejTq/6jrJB62rtjuDF0jOdEdazlxASeH93ICpIHGR0i1L5DsZDIZ904ujFdFTL1rcXUf1T5x8mlS45HWeuZFPeUK28/YN1V22GgK/s/x0+/3Xbgp61wnTCo2h4eH2N/fH4oaYChWLpcbIhd8n4YRqpFB86OhQEoa1StniZ6G1aj1V+WqrSdVfNinmI9RoTjnhc57lKu6/kaVhMsEDaSFQgFLS0tYXV3FysqKI4+5XG6IRNIowL5AxVbDzDOZDPL5PObn592Y13FH7zRw2kOm8B18HkV0rLfxunocU6kUSqUSXnnlFXz+8593G+HMzc0N6RDjII4oWkI5jqyzBtBRdWjbIZlMIpfL4fbt23jzzTedQQkAtre3h4xFVw1LtkfVjz7nmz+YDhXtbDbrlt6USiUsLCxgfn4eCwsLbjmOLpHhWFIPfq1Ww+7uLg4ODoYMpRxvyWTSkVGOUb7PLvnR8aNl4LihAZeb5jB9YJg0AacdOSw/y6IERR0ikySS2l9VL9O5QecD7eP67SNrKquoZ9r5gyRe27TX66HRaLgNiQ4PDwHAbYpUKpXcJox0rFB/Yjn0eDnWofIAzinMl5bNt8ZU+YTOsXzWOjdsyOyoZRRnJo5RBMKSHzagegDVGmDha1hfur6/lVxo+JXtABqWqsoZlVdrQQBOrOZcq8P3+tYmaP3Y9ThKdH316QulnaTw1ffooPB5O32Cg3VPxZ4CkVu0N5tNJBIJF+tfLBbdmhm7uJceP66X4Q6stVrNCTgSR7YL1zHSisZ1ObT65fP5IQudthUt5Xqt2+1ib28Pe3t7aLVamJ+fB4AhEsJ6swYGDkZr6fEN6KtA1IQZd82OQQ1BpidZ+w/JB4k6Jyl6pjiBAhgiGvRQ0ftv5YV6sTU0juMRgAu/UGLiO9LFZ5X31ZUaRdi2cXV2EdCJzhp12JesfOCH/c56XGlU4Tjle6zV1RqttN71PDA9voZeUE1XDWlqpKH3UsNg4rykKht4zUaf+Axx+ru2N/NBRUrH7EXDzm9av1Z2XpZyrYY1ysr5+Xmsra0NKbhsV+4EqSFUiUTCrU/nuKbMpVK7vLyMzc1NbG1tYXt7G9VqFfv7+7HHNnBjHm7ywU0pVBewuGpj3CgkEgmUSiXcuXMHb7zxBt544w3cuXMHc3NzLsJCFf24fqBjw5LEKIOur1585FKVZ5+X15JMXqcBqlAo4M6dO844kkql8LWvfQ0PHjw4dY7odUOUfmPD96xex3soBzkG6F1cXFx0Y4rH2qiOw+U7/PAom83NTezv7zt5Si9/q9VyxHFpackZegqFApaXl7GysuLO2KQ+pJvFcCyzra2nO25OtCTN3s/5nnqQytqLho36UmhIrk9m2HlG07PzBO9XGcM1/tyBXJ0Tvd7gPM3NzU3cu3cPGxsbqNfrSKfTWF5eBgDXJuwv5ChHR0eo1+vodrtDywa0zymP0JBTLYM1cOjcqnpFVBirRgHRYDHqqJ0zz55KfHQSpFKj8bz2ujaQCiJNj51QK07TpRdCO5ASGLqK1cJirTC6KQoHF70WrET1eKiVVctvhYlaLWiJ1zzaSUDTuQriqAoyle+o/Pnai8/SekYPRb1eRyKRcKFPxWJxyENhByUF6N7eHnZ3d91B0tvb29je3sbBwYEjJmw3CkTuXkZBury8jPX1dayurrot5eklYdtqyKSGvfZ6PWxvb6NWqyGRSJwiH7ognJuXWCGlIVQUZNovLhpxisK4SgVwOqRH79NNlGq1mtsgRRUOkgqGcmg4jU5kfAffaZUYPdpB+yfHtjUgUBboES+6iYyug1TlyZbb1tOosPqLhh17apih7KS31U6ErDuSxG6367x6qVTKyS6mpyGUGl7P3y1h0zAWjh2GVFklROuVhijKWVq3fWW1c4MdNzpZAjg1n/A53qNkWw2I7B/c/n5SUBmnebCT+6TzoAoLDWmMACmVSlhaWhqKrlAZSXJNokhPGdtfj2ahbNDzHO/duwcAkR4ozhGrq6tYX1/H4uKiO8+XeoDO28So8XvV4GY4n/nMZ/BN3/RNuHnzJorF4tDaLKsEEmpcUN3KJ7uAEx1snHqwaeizVlmOela9NKlUCnNzc3j55ZedB5+baPHoF9t2l424elF54SOIUc+oAYZRVJY0ZjIZp1N0Oh1HELe2trC7u4tqtYrd3V1sbW1hZ2cH1WoV9Xp9KOKCcx5DHYvFoiOkXEO5trbmdmylwVyPqKAhaHZ2dkie8x26/4eGc7KsbD/1Ptr5QZ0n1K8nDTs32XnezqMa3RZFkhWsIxo9G42G0zvVc8e2vXfvHt555x3cu3cPh4eHmJubQ7fbRT6fx9zc3NAyOOoW1KOoz+RyuSHnA/UQ4MTIrgZQ35i1beTTtZSQsv20r9KJE4cnJo4ammM3odG1J+OSEZ+Vx3o2mK5166pXU70Puq0/J3K7btESA37U6k74rFJKEpmGLYtPEaWguGziqBYJtaBYhc1HKNgx2R6tVgt7e3vO05hMJp0VrlgsOoWE5e33+87asr29jUePHjkLNa1vFLB7e3toNptDfYoDmISQ4VUPHz7E4uIiNjc3cevWLdy4cQP5fN4JWgpW7jTGvkOhynLv7++7/CnhocdM60bDQ+znKpUa224+6G+2r2k7MfyYm6No6KFaMDUUhqSbgjbuHcyH9c7q+FHDkG4J75sg9H++g2F3Wje+PDFf2s+U9E8qNE7X9qkMIOkiaVRjnBJH1v/09LTLuxpGWC5dv6MyETgJx+F71QgGYGhDDMpFvjORSLh+od52DQe3pF6NjBp+CvgVauCkT7DcvKaw5FTrSI/9mRTUCsy8qzLmK99FgkYE9QxS6VQFd2FhwR08T8VGrdicCzgGdFz3+/2hjbC4docyv1Qqud1ae72eU4ATiYSLDMpms1hcXMT6+jpu3bqFhYUFp3CzHHa8WePCdVvjmE6nsbi4iNu3b+NTn/oUbt265erCRgREwScH4jAOOQKio8V0HOknygvJfsH2nJ+fRzKZdMe81Ot1fPjhh+683qv0Ptr8W+JgvTXAyY6hwOndmCnDGPZNTyPHEkkjANfPa7UaPv74Y9y9excPHjxwpHFnZ8fpPbrEg9DIJm60MjMz44zhxWIRDx48wKNHj3Dz5k2srKy4cNlSqYS5uTkXcs4lWWqIUXmvm8tY3Y+wEWlMi3oA7x/lrTovrBGQer4SH0bOKeGNMlrRuaPo9U6WbJFI8Sg5XQqTSJw4PehtvHv3Lu7evYtms4lSqYREIuEiMrhcikYAlqNWq7l+Qp4CnETtqMygHFY9x8eXrP7jK7ddPqHp8HoczkwcfTtnKRGLIz8+huyb/K0iaAWoCjCd4OhV6vf7Q4fJK3lUK7hWvlph1LvJa0q0aLHn/5ZQaR61TFon7KBqWdD47Elb6ZQc0grNzkmrkQ5AVQL5O60T9DTWajVnhVxYWHADhoOBZWw2m6hWq3jw4AE+/PBDPHjwALu7u9jf33dClSFOrGv9UEjozqhck7Wzs+Mse6urq054MtTjxo0b7nwyDW/UPpVOp3F4eOhIMPuAnrdl13Op55L3XyaiCOIo8hpFptTLp2dx0jKpHijf+kLbX4DT6/O0D2oerADjN0kLx42uh1RwMvQZX3wKkeYRgFfmXBZUrmj9qFzSj1X0VaFWY5ZaXK2lVg1m6h3UqAydoDnmms2mI49KKjVUmO+2VlCdANXgCMDNJUqMLZmw7apKDeWVrudQ4qih55NsQ1//mbRc//+ZO8+mxrIla6eAwspL+KJs98xEj7sxN2ImYv7/H5gY996u7i5L4YQsAgojvR+YJ1knax9BVSP67ghCIKRz9tkmM9dKs5FfSpbVajWr1WpuVK6vr9vTp09tbW3NC+Fo3o5ZPpmrxZZYQ8wfx0ssLCzYysqKmd0Yz3Nzc3ZxceFhWBzR9OTJE9vc3LSdnR3b2tpy4Kj3VB2kY4fxeFcuzmO3hYUFW1tbs+fPn9vm5qZVq1Ufl/ukLfCcKVvge4jI1HqL14tEt+q8KCv5btyDKysrtr29bT/99JOH6r17986Oj4//KsJW43o2y5KAUX/mAW4KzaysrLidw94ql8u+xrFHut2u7e3t2c8//2y//PKLn6mIrQPZrmkYeQ3ZxX6FWCdSa3Nz01ZXV63ZbNra2pp9+fLFarWag1mtmIwMR872+30HfJHojcAkyuIYvTWNBshTIK1zhm6LMlc/p15TnkM9lKo/CoWChwufnZ3ZeDx2jyE24OXlpfX7fTs8PMyE6Pf7fev1emZmtry8nPEAQ9CpnTgcDh1XkC+sdq7uOZru2Qj+eE4dj0iMqGdT7xeJ8rz2zcBR2QQVcjGHUdGvvqqRHTtvlo3p1zwnrqssuTKShA6g0DBeUvHPXDsCP+6v3i3CcZRZxaBGaeoEYYRFgauGEi0WfKBP8dmm0ZS5UWWtxh4gQfvJc5yfn9vJyYnH6sMoA9BqtVomTBigORwOrdVq2fv37+3XX3+1Dx8+2NHRkcf+49nScLpoOGpVLYzb8/Nzfx42brvddsFZKpW+8l5S7UyBI61QKPj5kyQ7453UPJy4YZU8yGPuHqt9C2hU5QjTFs9ru7i48PEn7E3DRJQ8Yb4VCEWgoEIxKqPotdL9hHFMyJx669To0uvp75PGJSW3pm3sm2VD2TWKQtdUJLWUrFBZEZ8zyh4AFKQO9wMEmpmHq6h3WWUVhlG/37fRaGSlUsnq9bp78sjZQPnpPDKu6tlVsI6XgjnV+VfGlL7qNTEgyE/lfwqopylXaZEUeawGCchZbuvr67a2tmbNZtPq9bo1Gg1bXV219fV1Dw1VzwEtykLdQ8wDYIi5A3xiVGOEUJKeMFQiS2ZnZ217e9t2dnZse3vbdQYtj+DRuURf/VEtys7l5WV7+vSpvXz50jY2NtxoV/mY1yLhcB/S4Xt0S+o7Uf7ngQd+V+ObtVAul21ra8tevXrleVLYT3/EXki1u5590vc0zD3mNVK/weyGLDk5ObHj42Pb3d21X3/91f73f//X3r59a61Wy3Uq1YnvOzZa4HFubs7HljDxbrdrx8fHtr6+7sUJNaqOdbi8vGxm2UJemsJAi7a8ygglEyN4nEbDwxiJRN0zKqNUn2hLrWP1MHNNogzPz8/dKUUuOPYn3uRWq2WHh4d2fHzspEC/33ewyfEs1N1AFqCTZ2Zuqpujg7VffCba3yoHI3msOk+9k/q5PIIQmXrXnvhu4JgyCFNATNnCiPQjQxEFpxqZ+lCq/PVaunh1UadYMzU0I3DkMySKEqLDeWa4lpkYXlGeZunk2zjpapyqxzFO/rSastPcR8N5+Qzjy5yQ70ap/rOzM5ubm7NyuWyNRsNzC9VAu7q6sn6/b3t7e/bu3Tv7+eef7d27d57DyPVimWIdQ8aKeYqsbGTAMW6r1aqDUZ0vGHdNdJ6fn7disZjJqQQwRc9KXksZO4/VInM66XOp76BI8CbzoxUpYxVbwCMCW0NK8Rqzl/Fg6jzTdIz1J+ZKqleT9aGMo9mt15BniTInpeAmgcRpz6GuZZUTKitULqrHMZJMKQNViTuNwoihrOwdKiNryCv9JHy53+/b58+f7fT01JrNps3Ozlq1Ws1UG1TySPvJvTQVgGfiPVWOChrVm62gJirYqBT1dVqGLHtAx/wxWqFwk8+4srKSAYhra2u2vr7uQDGGqGpILy3l6YqGiRpuGFKj0cgWFhY8PAvCcGVlxS4vL103Hh8f29LSko3HY9va2rLNzU0vjhNDyvNkmUaK/JGNPrKeVlZW7NmzZ/bq1Svb2NiwYrH4VZEhvmeWJah0f08CiQ+xru4DYvU12nN6HWQIhMXa2pq1222vUdDv9zORao+5L1ItEkcqCxR8YFPEPDM8+ewlzWmEHD86OrJPnz7ZmzdvHDTu7+9bv9/PFHL8nrHQCBuVxxoZpEd7KGGG7F9aWrJareZghQquFOOJMsEsuwaiLNZojmk0TRNS2aQ6P8qpCC5T+j16Ifk8YzoajZwM0zxx5m8wGDhw7HQ6bsvStAYHwBMAv7i4mFl73E8jISHhkTGaphfxTSRnY7QGBK7KouithKi9S65+8yxrFT01dCLDmmKldFJV+XM9ZaEj6wbjQwVUjEXNaaLxPQ1z1M/G/vE3gw0A4X2YcxYZXi6ui1DUxRwnMOV9om/6o5+ZtlKEQdPE6FSeGWPCmKqA4pxGyrI3Gg0vD21mDiQAjb/++qu9efPGfv31V9vf3/ezvwgJ0Jwuxkg3dooAYF4JXbq6urLhcJgBDoTVoQTUUC+VSv7cGoqiBViigasMcvx5jLnT+fnWllJWuk+0/D7Az+w2TAflE+fI7JZtZX1QgVVzJamUq6GUPMvc3JwfDQD40IOVeV9zBiK4UiHI89B/JYomKe28cZ0mc67sYopY4zNqYOLxicZQZIE1B9XsNo9HnwfZ9uXLFz+G4/r62vcz32G/tlotD0dbW1vz6xD+SK4bxzJo6LKuM+RpngGn4aV5IEYZVQXckVCY9r68yyCfVltcXLRKpWKrq6uZghmE0NXrdY8EUeacMVOiljWgUR+x2FWMrlBjxuxmrzWbTRuPx1atVv1oJg6+XlhYsOvraz8ShHBOlSkpEoy5R/5Oy1C9b1NgYWbWbDbt9evX9urVK1tdXfW8UYBISu6kQGMk2vU1egPj73lNrxMjeXQeo2HOawSPca0vLi5arVaz9fV163a7tr+/b5VKxbrdrpndphD8UcAxkvF5/YjPpTlmgONGo2GNRsPTccxunu/09NQ9jYDG3377zQ4PDzOVyAuFghc6M7Ov5j6vKUDQfDuIPPaG/qTSSWZnb6qfNxoNt5ew5dirOlfRltf7aw2Rae1HrTbKURaRXNVxiVFKKTmSktUaQYEtSm6p2j3X19d2cnJiR0dHtr+/b0dHR16RH7l5cnJi+/v7/n09c5poN+Sgnuup/TOzjGzGPohRXikHGWOS8rzyrJqqoj93eY6/eZbzwBaKQ/+XAo8xNywiYgZRPXN8hxhhwA7n4cTBxrjB4FcvBwxMPKKBe+GB4z4sQhSb2S2zzQKhDyoY1TPKpOn4RK8CE8lzTDucinFlQ2q8Oy3F3GiVKQAzRiJloXUhXlxcWK/Xs729PXv//r398ssv9ttvv9ne3l4meV6Vr7rWzewrkKZKLHpnFUAARFknuoEYezVetBIaa00LPDHHOl9RQOUZB4/ZUgbXXZ9V0iYWvUCQEKYTq6RCKJAs3m63/VwqquxijFJBdzgceh6tGlV4TWDpisWiv1YqFf8ZjUaZvFydT9aBhi0yryht7qnjoK9x/KY9n9FgRolEEiX+KJCM8lblJsfWKHEC0wyLanYzlxyJc3p66l4jlClRGL1ez46Ojmx3d9cODg5sOBxm1gahPc1m01l4XWfcf25uzvc/ayACRc3F1PGKoa+8jxeNa2oI1rSBXdR3jyEH5ufnrVKp2Obmpj1//tyePXtmOzs71mg0MoZKsVi0lZWVTAgxY66eB4gfAH/M64oe7vjsXBOPZq1W83QPolPQ4ZoXlgeo4nxpyNUfKWfNst4fQCNhqoQE5pGevOpezjPUU+Skfi91bVrq+3mRWCpTeC/OTdxDfHZ+ft5qtZrL+d3dXatWq9ZqtTzCRO2hx2hxnUb79a6xYkzYA4TkNxoNr5Y5Ozvr0TXUbnjz5o395S9/sbdv33qFWQhPBd2j0cj3xaRCQmo/a6QYJIzKTYBgt9t1wIIMBfyamYet1uv1r8Jm9RQBta/Vy6WgUV+n0QCkrE+8tdonxRWTxlBlhzq9oq6F7CTyCSIXHakVpI+Pjz21g2teXl5ar9ez3d1d18XorWfPnvnxQ0RjqCzRdYlsZg8pQM/TNyl9qLKGfqiXWKMe75rHbwaOUVHfZWhFdisVQqrgCUCoAI8HxJhfXFzMHBauKB8PFzk6eMc4RoBKiWw64nlh71dWVqxarVq1WnVlS3Irz8NGQhkSvstRAirYdTErI6sAhHFNKYdpNgQQuWKxMq56PdhI6o0izwojn7O/lCGh6tSHDx/s7du3Xgyn2+062GBRa6y5CisNm1XlRtPNEwWCeppTAkXXmeYuqsBQwxnPozLJOt/6qn37o9p9ABCGAjH9kAIwbgo+NLyRsYZMIFH84ODAjo+PbTAYZEJn+NFzOekjP/Pz89br9TIHKwMeu92unxd3cXFhtVrNDWEN40gx5hFgwRpGBjxlsD1GY52xH9g/uubzACM/MUdNGWH94T4QP+x/PPYQLRgjsKx8B/A/GAwyOaYKOPE6VqtVu7y8tCdPnmSY4hgtos+AIlOZGclGNX6Z50iY6H0iITateX2s9cLcLCwsWLFYtO3tbXvx4oW9ePHCnj59altbW17ZDyKM0GFIHx17jSTR83OZk4WFhUzIN+Ro1ONmt95H5Ofy8rKTjRixCwsLLkcpahdBDLI5Nb6PCczv01ZXV+1f/uVf7M9//rNtbW1lDE2zNJmnJJHKLJp+Xj3sfFeBf5RhkSjRedLfU8BRQQ3vxxZJKjPzaJFms2nD4dD29/dd3+uRWlFfTrPl7Ud9P8rNlFwhh7PZbLonn0IpChL29/ft7du39ssvv9j79+/t5OTEFhYWrFKpZM4A5HcACPlxZvZVriE6WENCNcKrUqlkIkiwZ66urjzXEtJXz2plDldWVmx1ddXJ4mibxnHRvqg3E10xjcbz6T7QHPaUrRr1iwJNddxoVBLX4vsaaYEOPD8/t4ODA/v48aN9/vzZQaPm5rN3vnz5Yt1u13UYsk89mNie4BnVW+xDtQ2U9ItyJUVCxXmMNlKUH4ztpPa7PI7qKbhLCKGs8vIOY9iaImY1ehhsBphDyQl5IiyRoi0cSN/pdLz0LV6NYrHooVsgeVjy4XBo9Xrdrq6u/PMATmU7MKYw9PhRTwrjpkaRPnPKEHos4MiGY16UaeGHvrCA9UgU8pm0nDsb8fT01Nrttn3+/Nk+fvxoHz9+tP39ffc4xcWb53GNYFHDz+Ka0TwnfV9BO+sRAUhpbcK3uL+OAZsZwiIyVJGhpT02ANF2n3uqkIUUUOaTMSLXUMfQ7Pag4larZXt7e7a7u+vx/iToa9hr9LQzbqw/lBf5xMPh0FZWVqzb7VqpVHJmFHZvbW0tN7ya59N7QYgAkiLLzzrUOYuCdhoNMiwqPuRSfE/JrpQSiUSdKnsUoxYfOz09/cr4ALxT1OTLly8OLAhj5Vwx8j8wos7Pz11e1ut1KxQK1uv1HIzEcVe5owZuJB7zfiJZpKE/ej8+O639GBWweoIfcg0ByMgpe/Hihb169crL8tfrdSsWiwBv0coAACAASURBVL4POMstHrukeccKGikMxlgRraMhy7FCoD43TeW66nKAo0b/KKBl3CYZP38kKaeEjplZqVSyV69e2atXr6xUKpnZrS7IA0pKmOStC7ULoi6+T4u2RQo0RvmXssP0M6l78JmZmRlbWVmx9fV1e/bsmW1vb9uHDx+s1+tliKpJz/yQLdoRsd9RXvK7HjHEWq/Vara6upohLM3MaykcHR3Z+/fv7bfffrPd3V3XXXgoIUHL5bIVi0WbnZ11j9S7d+/s06dPXihQo7AUcODYWF9ft52dHdvY2LB6ve7nA2LzUuhsbm7Ow1g7nY6Vy+VM6gHzoedE8n2VqawZ3avx9xgV8pAtrs1U1IMSWBE4KmgsFApf6QZsOvYZf2MfogPPz8+t3W7b7u6uffz40aNtYlSOyoazszPr9Xp2cHDgURtU+6/Vapl8RxxhVFfVEN2UbZCKdtMWZYz+P5Lt0fs6qX0zcIxMSJzMeEM1wqPgQrHScfUsKtOpLCmMOMUbqGBEjDYGJwqQAi4wqIRHcR6Ohmg9efLESqWSh9vV63VbW1vzBVEsFm08vjnqo1QqZbyhVEPSED6eX403BSZm2bNp8kKAptHYJKpEeC9uTmU9FDQqoNBCBYRfwMABGg8ODrz8tApGJRTUqNEx1M1BHLoaJHwuGs9qiLJ2IBYI4yiVSl4Zjcq80fBmowKCVlZWMh6sCIL1Nf4+7Xbfe6nAiHmcyu6pQWd2m9ej5MCnT5/sw4cPdnBw4PuOSADCLLTCm46ZzhnGLOONYbu0tOQCVUPPycnSw8sjaFSBaHYbpqkMXzTqlfjRa0zL2FFPrgp7VRKqmPSZohGmz68eu1QxHM1rY14IYQI4Ynxw9A5FrBYXF21zc9ONBths9onuL+7Bq/Zbn0nXR/xJNQVlPLN60OPRLGpIP0ZTGYqs/54WZcni4mLGgCSvbn193Y1DPa9WiQMdM0gDiFb0KWQo/eVv1hJjmMprShl0eCcjcFRgretf910Eon+NjbWGfYA+VJmRIkqiXEmBTLUN0MX62bymaz1ewywNPuNcRPmS0nHRICVya2Njw3744Qc7PDx0IgKDOO/+D900FUlfaSpbdG9E0hxvI+k47Cv2z+Hhob1//96L4FxcXGT2J2QOFY45y+/s7MyOjo7szZs39t///d/2888/28ePH63dbnsk2+zsrOcwb2xs2OvXr+2nn36y169fOyAl/LTT6XhBIgo5ojuICOEoHLye6NvxeJxxjgBMzLLn/sYidexpTf166KbrLeVg0XUe9YU+A59B/5tl14TaBFrkjYgLJcmxdZRk13Bsros+HAwGdnx8bJ8+ffICkuPx2Gq1mlfk1dQq7JpYxR9yNOWgiuOFbIk4g/e+fPnylT12n/bdwDEq4JSij0IrggMGlQEAKMJIpWJwOVMFL2Kn07Fut+sbhSMiyK3CQ0FoJcYrDHt0fQNGSYLu9/tuVDcaDWdZycPiGBAUq3qiFLjoJsPw5lUNmsdSjKl5VINT/2dmXxliZlkGWb2VsCadTsdDF4+OjqzdbnscveaE4lHR0CftRwpEpkiK+Fk1mDDc8IZoKDOG0+npaUYAEj7A/NNnqmrpfOdt3McmBFKgNdWioa1hyipgFMgrw8UZRu122w4ODuzDhw+2u7trvV4vE+rCdfTgcL1/BD0R+DNnyIKzszN/X72ktVotc26oCtjokdP1F4EF941rf5qgkXvqfKgnG/mouQrxNQJwvh9Jq7gOdc/yeRQmrDrhORgd5GQ0m02P3GBOuA/zolX8FhcXPVxV54+fKDv1OeJY5e39FNCPgC21Xx+qKbmS8phqGNN9rwWY5xpPnjyxSqXiXp0X/xeiur29bfV63cOgMPC0LzomGL2qN/FYEFWjfYjAUfWbGt1xbqKOYS+nZA7Prfsgem11bKa5Jyc1HRv2JhFP6A72blxvk0gftQXMvgaNsaXWcrQn4p6Ke4TrpL4T+4ZdxnfyxgbP4+bmpj179swODw+dxOd7yJxpzqFGa0SAqy2mUOkan5u7qRhfq9W8Si5y6fLy0gsBffjwwWs3LC4u2urqqu/N9fV1P1+xXC6b2W260tbWlq2vr7snE/u33W7b9fW1R7ytra3Z3/3d39mf//xn+9Of/mQ7OztOUOBgwe46Pj62VqvlKSPj8dgjRk5OTjIRYmrDE9JKfrvasYBGBYoROE7LzkmRuikyUJ9FbXv9Qf7ReD6zrL7lLFwA9mh0Uzej2+362GrlcWoFRGKX/lMk8vDw0N69e+fXnZ2ddSCJ7YyTi+djPWquJzo0BdbjvtUfmu5/lQ+K6/Lad5VAihOlN4wTFv+OXgEeACWB0a5sOYsENM4ERI8iSg/gOBwOk/lUo9HoKwYVZcYGw0PJpsRoq9VqDnDZKAAMcitjZVB99pinE+Pr/8gWF5cqmJj/yIJWZo7FrOcYARjxQCnw5DvkQKnBnGccRgEfDe6ohFKhb4QmqAeHs5AIV9ZjN9j0JLDPzs669yuu6ZTy5TPTbDpW91lHKSNSc07NLLNmeRbWQr/ft+PjYzs4OLD9/X0PTyUcCQM3hmZH0kABQmoszSwTIUB4EAUA9DmigoBN1TZpPevYpNbfNA2cFHjlfeRJLAIUPRaqBGiMQwSOaiCZ3R7sjpFSLpfdq46MJa9xNBp5ZcH19XUvVkTUB57Fk5MTB6HM4eLiYmbc8WQCHHn2qLiQDSkjmdeU/FJQrNedtqzV/a/EFc+Qd3/dZzoeeIsJUV1fX7cXL17Yjz/+aC9evPCcRgxCPp/ywiOjIczwMkKyAoCinDczOzk5MbOvj4/Rojt5wDwadRTy0D2Y0j2p/ZgyhB6zcV+87v/0T/9kP/30k+c3MjYpoiYSG6lrR8CX9+yp70ddEOVpCrhG/aU6M5IvkaTS8eCeGLlEcTWbTS8SMxgMPASQNZBXFOb3Nuw29l8cr2ifagETM8sACD2OAdKfKqrowG636yH8AEWqGS8vL9uXL1885/PLly+eB14ul+3HH3/0vUm6CMXLarWaPX/+3P7xH//R/vmf/9m2trbMzPxs6kKhkKnJgY2LPXx5eelOEQrNMRZzc3N+BJmmeqE/dS7zQGPM6X3opmtO5XiK2FCbIK5/XffMr65z7AU8vHpEkDpEyEsl5UpDdQHzzIEWgDw5ObHDw8PMcVV8F2KCOSA6R/GGjnGebIl7O0W6aS0FdKtiobvadxfHSRl4KdAYvXpqyKvhGic1CicGkU2Ft4hJ0WpG2j9lSug716AfmgCroaYYNhzy6YMmuXEaCqQsCOORGj+d/CjkHxM8xoUWF5m+r2f9wDrG8+DMbkv6n5ycuEcYEB8rddIHM/N8F+aK+Yhzoky6jmG8ngJK1iHKg+sADOlvv993D7IKQhQEvxMqeXZ25n1GmURBpWt/2i3PwIqf0fcVSGmYqrKMKrAYq3a7bUdHR3Z4eJg5qwtBp+wk4ERL/c/MzGRyhRUYYvCqt549qv8zMw+JJuGctYjnMQItXdca/plSTHE8p7k3MaDNst4qhDyKSGUkxJcakJGM0vFKsercT2UgR58sLCy4nOVg49PTU5ufn7dyuWzPnj2z58+fW6lUsvPzcz+3Tavy6h7mdwovsR5SRRlUBrN30BMRLKeANGs7ZdCqznropv1XcpD76hxHha7f4Zn4LHKvVCpZrVaznZ0de/F/eY3Pnj2zSqWS8S6mSDUlzSDKmFdAI3ODN1h1cKFQ8GN0Yj6P6lodbx0TfU6Vhzo26oVKkQRqJ/D6mC2C4uXlZXv58qX927/9m/37v/+7vXz50sPadDx0LOKz5dkLkwCzjr3+L2VPqP5JyZAoP6LMy9MpKQJESQGM6OXlZatWq9ZoNDIRB6xp1uM0WiSbotEdx0jtU7PbMFGiyzQMmXP8qCJOHif6jLP7OK7j+PjYDg8PvTjgaDSyUqlkW1tbtrOzY6VSyXZ2dtxuGg6H1uv1bHFx0dbX1+3ly5f2ww8/WLPZ9KMeDg8PvZbAysqK5z3yPOhfKrd2Oh0vYMQenp2dtXK57N6yk5MT18Nq70fvYurvabXoIcyzU3XeonPKLE0mokP1+ouLi14UkxBUCHOi6Dqdjp97SURNpVLxCv3X1zc5p0RFQqy22+3MmoKo5TzQUqnkdjbRktpXjcyLWCpGIkWgrTqSZ2IsuG4cj1T75pmG8dfJSzFVytxETwCf5SFUGWjuEQufHLO8yoyFQsH7xXdwuZ+fn9t4PPZFbmaeI0kxCs6Ko7y/GmXz8/N2dnZmh4eHmapJV1dXfv4UBi3AIi7iu8KTUuNoNl0Phxpcei8NI1JPMAAaxplQtmKxmPG+jsdjZ7M1nBjwyIaIlbt45oWFBT9zbHV11VZXV/3MG+YZF38cv9SaNLsNJRqPx94vgM54fBP2rHkEGrYHiNUzfKgiOhwObWZmxs9jYp1FoPGYhEBKkafG2cwyxkMEjiqcNAqAEFW8ya1Wy9rtthc90e+QZ8X4sG/j/RG8eExiFVAFr/oMejbkYDDIVI1UQkPzXFLAUSv7cn01+h8D9Gv+pwK8lJGpTKH+0HcNGyR8VAuLaXg5n6e8O8ARZal5jf1+387Pz10xVqtVz8+guMrx8bGvB5Qi+iCGTwKKIQQ1bFGfWWUnIDrKyKgQFYRE4/Cx9mIqmkQ9vlEu6NwpIw7oXl5etkajYVtbW145tdlsek6jGu15uhYjHRmo9QEAjTr+EawpmFSjnHtB2KTGOf4d17faAhGwRDJA1/9jN5WphGxvbW3Z2tqae3tSYxRb3vspfabfieT6XX2NBAXXifLQLJvbrfpLSQ8+H+WirvHZ2VkHKJubm24L9Hq9jH2HPp3WnkzZA3njo+DR7GY9osdITcLWg0AG3HH4O7nfi4uLVi6XPX3i7OzMPnz4YP/xH/9hb968sYuLC6tUKlatVm0wGFihULBXr155SOrm5qa1223XjZubm7azs+OAb3d31/7yl794/min07FCoWAvX760n376yTY2NjykHd1OGsni4qLnXOJQwauFTQcJiydYgaMSwppOFut7PGTTfZ6yj1PyKq7tSNronCtewc7kWSGgh8OhHRwc2KdPn6zVamXqmjBvOzs7tr29bcvLy3Z+fm6Hh4eZIzsIbYV8r1arTjrU63XHL9Vq1WZmZpxAOD8/93sxH5EcnESUpsYhjuW34I1vBo6x3G7cmOrpS4HGuIG14+qm1xxAwhnIx4AFx2OB0a9n7xWLRS/CUigUnO02u/FScDB5oVBw1z0Jy5rTBsjhcE+UG0YO19YqXPo/s+xRAJOUxWN5pmi6GVk4bCIFFAh3ilpoVVoMfZ1HqowR3qaJ2mbZhHX11rFhNjc37eXLl/by5Ut7/vy5NZvNTClrhF009Nn0WghChQLzuL+/b7u7u7a7u2vHx8fOAi0tLfmBuHoUgnpLANWEE6hnUpkdbd+6Kb+1pQwMvbd+jlcVqrEwTmoPs+ZPT0+t2+3a8fGxHR8fW7fbdcaTWH+t+EjiPoBTjT5AwpMnt+XFKVuOBxGWF+NXwZ5WMyNX9eTkJOOdVM+aClcFF0qg3DXG02rIMQV0PHM0oCN4VLAVCSjNO1RvvoaHMV56XtV4PPbIDs1/oyo184Zs5qzWjx8/WqfTscvLS6tUKlar1fzZuL7mRCPzVW4q4NP1qx6WaAynALZZutDOY3r/tT9RWfN79H5o35F3AMd6vW5bW1u2vb3tOfesc62YqjLR7DZ6hvBU5PLp6amHCmtlQBp9Y82xJjm+g88gY6+vrz1yIA9Y6JjE3yPZlgI86FINq3+sFvuDboBcpZrwJIJikj6YJGPuAo1xXeWNofZB5YqST/r/eJ1opOp1+Htm5ibHcWtryy4vL/18Q6ITtOqxFiqZVkvJbwW6qu+QfwCI5eVlt3UAR6RNEf7Jfjo/P3dSnWqqi4uL1mq17JdffrH//M//tHfv3tn8/LzbufPz89bpdJxsKxaL1mg0rNFo2PX1tS0uLvqxG0+e3BxrRJoIBQeJ9BgMBr4fnz596mCEqJHBYGALCwvW6XRsbW0t4yxBf0P4It+ZT8ZIARXj9RihqjpneXObIpwm2V66BtSGjMQeETXUcjg7O/PTBGZmZqxUKtna2pq9fv3afvjhBysWi3ZycuJFNLFxqKVRKBScwEO3drtdJwogb5kXjeaiX0rox9Db1L5N6R19Rk1lucte/WbgqO5oFSxmlgsUU+yqXkNdplFYqStWcxs1BwOlCYi7urpyBp3CGihfM/MqjQBHShHjGdHDNmMFR86rA/AQ/67MjRqqZrdHfUwS/JOM/2m0vA2lfSTslGdAcCrY08+bmRfSwEXPXJHjhFBj4WOwFgo3IcONRsOeP39uL1688HLeq6urHvKRSsDWtRK9ZMr6X15eeggeBuzCwoLt7e05m9RsNm19fd1JBK6rXqyYl8P/9UdJgMea09ju2vwKGjWvKSpSM3PQ2Ov1rN1u+3EbGn48Go28WhvFBOr1ui0sLDhxcH5+7sCD8SU8Y3V11er1uisu8kqosgypBGgHtEDo4PUCIKHklEEGTJllD7y9y5ibJMMeoqlXXIV3ntEcPY2p60F6sBfU6xdDxqOSAdBxkDThWNfX1y5jaaPRyEEJBZOYJ9YB92Xv0T/ks57LC+mWUng6h+q902dg3WqhAh2Xae5HBfpqvNzVUmtL5Qre21qtZmtra7a2tmbVatVBi4aV67hxTbzHGCn8aFE37YuuxxT5ZGZOyqrXQb+vY33fMY8GD+9FD0L0Kj9mUyBGygoRT8x/ap3F/ZsaV/Z/agwjWIt9ymushZRXIj7TfT4T+xINUrPb8OpCoeCRCURoEbqpzzktAkCvH/sbQQJ7SD8/Pz/vekjl1mg08oJh3W7XbR1CP/XYhaurK2u32/b+/Xs7Pj52kubw8NCur69tZWXF6z/MzMy4569UKnnBPuxbbA5s0aOjIzs6OvJzsQuFQkZGaDTd7OysywBIo2q1mtnnSi5yX4g/3ZMpm2eawDFvblPygv6ZZQkv/lbyOUYuKDA2u41OpPjR7u6uFxcqlUo2OzvrNTpwQK2urlqlUvGaABDm9XrdwT3eXzBNq9VysMgcLC0tWblcdtKddDH6q7azykaVHYyTyp4IlllbkRya1L4bOOahXJ1QWhQyOqma90TIAoalMvBMNCVtAYeqsLgu39d8LY3BxqNBIQ+8Sco0sUnjII9GI684Ra6P3ieOg47BXUpD/76PsfF7WmQYeU9D91RBs1Ap0GFm7p1C4GHcA65h4GZnb84J4hwxACPsmnoca7Wan0VG3D2LG3YnsqF5z6abQL3I5Aqtrq7aaDTysIFWq+XMX6lU8nWjSgWjVMMsAaAaBviYJEB8dn01Syt2nWv9Mfu6KA5KElYMloxwcQ3N0uIqKM65uTnPYeX6Cu7wTvIdgCM5IpoHo94NJTbMzBlgza9UIkfXqiqO6LljfFLEjhIRD9noJ/dUgBSNOcZb5UjK6EPWRu97NIBSYZ5m5gUVyGftdDpmZl5IQUEu+5q1Qig4c4sBQwgU+0o9jgoG6LsCx2gMaLgcrxpSZWYZWfZYTcdfw4Pukgc6lzwbso99Rcgce0SL4Wg4tz6vhqjiPdZUD9Xj6M54VI0CRPUuQBpQLTMSMUrc0HQ+UyFo/C8CphR4jMWvHrsBEggXzpP9se95z01LRWhNAnWplqcb7wMeU+1bbRKuBbhm/zM+2ADj8dhTYB666fipY0LHVyNs1HNuZh7FBkHDM+FUUJ2Ifop5kUTI6fmKFxcX1u12XWamciujPRFBEF6wz58/e9E+rS0xHA694rUSwKTZUICFZ0PWRFuGcYzAEPtIZc+0bB4lP7i3gtm8+0bSJJLl0fbh2RkTih/98ssv9ttvv/mJC5Dcs7OznoKl91EZt7Cw4FVTSesgzYec0v39fR9DPUppeXnZdS0RPxppoXYaz2t2K//VBlBbWGW6psVoJNOk9ruAY55xFSdOFaKiYHXDkvumho2CPYAl6Hw8HrthqQuXQdI+ad8YnOXl5YwAV+HCgGJksqGYsOFw6Mx7o9H4irnXiYpxxXrPhxLQ39NSz55iERkzrQzF+MawZQwODJTT01MfQwxGNqV6lGBsOZtsbW3NVldXrVqtZoxNBW0p4KjjpmOvm0FJBAwXcuUKhUImDBqBrQpGDV42oLL9efk905zTeO1JpARNDS/1nOrzMvcoG45jILyNHw0H54BjPMSMsXpo6R/jhqCE5dNz/vDWa4lqhByGLh40ZAkhPzH/OMVux76lPHnKSkdv90M1mF0V/GoUR/kR5Yr+HomVFIDUZ4/7Rkk6rSDX7/ftyZMnLosVcKjyAcAPh0NbXFy0er3ux0TEsG/6oiQG3sQoi8yyYe5RDsSIg0jQfYvR/b1N+8zvGKEprzXjTVPjg/+xtwgfQ2aZmYfSEU0T5bbZrUeYsDpCy81uvS4R5BFpw//QgRSMwLhGrnKERwx7JV8qkqlKxKaMP9XXsalseGzgqHvH7LbiM/nVd0UmxOdJPTeveq27oiLuQ0zE60+61qR9ovImTwfr9SFXIRxo2HqAqWk0JePMsudXI7fUflT7FiI0FuMzs4xOhIjh+CHVq2bmRHWlUvHziCkaBADBe6WOFOSg5hXi4cLbyX6G2CcCh4gPzd8nLJhCOdyDpsBRawUwh+rF0nnWCLRpNpXneRENKRs2EnKxpgN/s+fQT+Px2L2Nv/32m3348MGur69tY2PDo+BmZmbcg6gEN+fUmpnbvejB2dlZ63a79vnzZzs4OLCTkxP79OmTy1tsYo5m4ZiO8fimHoemdsQIh6gXVTezhpHd8TPRfpjUvhs4pjxnTFb80QnNM3T4Lkm6CgIR0rHCKRtbDVyMoxgyGBeRPocuHn0OhBmCm42n1V2VmVUDRgVnNPjuYhsfo6UMT/qjxpnZ7YHvg8HArq6u3ICJOXCMJZWgtHgRwhlBTDgEIRmw6ZT5B3yQJxdDRe5qqbV3fX3tBvrMzE1OihbKQfBqkQieX71YMzMzGSM33o97xjU3jZa6T8rgjp+NgEkFizJYSu5QSRalpJUwNVSDkCSUHMpKPXuMmzKcZpY50galXigUHMzPzMxkwp0UzCH8UYysQVVqcZ60P+ptj0RQHJeHbupx1HUX19RdclQNzCiPdJ2gOJW5RGaOxzdFpNrttu3v79vBwYEdHx/b6empFYvFzBipZz+uFdjsw8NDW1tbc5IP0oj7swa1QE40CtSATgF4CIG4F/S7EUROu8W+YLSmiJ48Y4dnUs+HjoPun5gDynUxRrVGgO55moZoQY7i0cegghhibzPXGM5qiELsqLeG91NzmwegUnYG8vyPCFXVxrioVyj1PLT4vxSQi2OSt1Yn/e972l3gM85F6t7a52i48p0o4yLZ/5CNc2i5V7Q1teAL4DGSzAoco52jhaUotshxFr1ez87Pz21lZcW2t7ft1atXdnx87B7G9fV1e/78uT179swjnPS8XHQmIJNQRgArBBCyV4vbxR90G59Hn6rMUCCd8jiq3E3Z7YCPaTS1oelPtLPpS9QNeYBIgaTZrS0C/sDGJ3//4ODAzybd2dmxpaUlMzM/25EoSOStmXl13dFo5ARTqVTyQoCFQsHevHljBwcH7hDDJkbWozPH4/FXla7jczM+ateNx+NMGiHrWCMq47XusnO++ziOPKEWhYUqsNgpNiYhiGaWyUU0u51czbdh89FgB9jwgE8tn6yudDV0NDk7bjo2hBaMADiizNWjkjJOle2J1+b5ogH4WGAytclToTE05naSMmA8AdVqoGgeCIsZ8AhQjFVaNUT0LjZX+5lqKCeUAOuKIkrkzOla0GtqX9RI13veh6157Kb9iYZ+SonrvGpoB5EBqXPeiMmHAMDbCGgEJChRo+SQhr4pKcNcAArJdzS79XjzPe4xNzfn/dSD5fmsyoAU6IosrK67ae1NBY3KGNIHnUudt7vAY5S7KsPw3qqBNDs7696pg4MD293dtb29PZe5UTbr/XVu2VczMzN2cHDgOXn1et0VLo2KcciOCBwnjX8eMI75q9ro6zRa7AdN9YPK+Thn7AMNlTOzZAi4kmlxbLh3zOfRMVG5jCzmDMLr62sPvTO7rTCtTDgyk/vAsCMrMHzvGq+73pu05/5oWat6YRJY1N+j7ZQHouN86ucxCCeBx28dm2+RbVE3pprqE/qpOWVK1kMEPnRDv6jOoylZptWeC4WCR0opqNT9C3DUY+F4HgrItdttGw6Hnn7z93//93ZxceEFc7a2tjyyqlwuZ4AjxRsx7ikUhyMF3askf8rGVtCoIZnoctXhjFfMXdTrpewDlWfT8jqm9KI+t9rrqjuiDtBoFOw9wJmmUyGDcVYdHx9bp9NxOQwRShpOv9+3s7OzDO7AqQXYH4/HmXQb1tZ4PLZut+sRetRcgWBFNo/HYwekkJC6FuK8R+eeRuPo+Ok43ncOvxs46g3Nvg6xyAOO2jA4MQjNLMP6KKhjk7Ih2QCEsqmLvlAoeI4URiyTyeAxqBimsN3aiDemoh33wfMBK2B2m++ng6/hb3mhV7THVoAppiYaPAp4cZmbWSbkRAG4KgQ12hl/DR9j7mHSyd1hPcQ4dP1e3lilDLYUSGIzqxDUtaaeMeaO8YnrWu/719LyAIf+HoGFGiIpckXnQz2yMJSEhhJ2Su6KGquxT7TIhjEnFxcXmdwRPTBaQ6bNbvO4kAcxby4PfKQAl45XniH30C3lXeT++owxUiBGMtwVyopHN57HinEEYDg8PLSPHz/ax48frdVq2WAw8P3LtZSo07lmnQAIOd9xbW0tk6dHo0S5Aked2wiiU0ZSSmnGMFwdx2k1JQ/NblMftN+AKfqWB275PnNEpUYKX5TLZTc8NPIhgvnoQUG/mt2QLxSgwnMGSaseds1vhNhTQxuSiL7G54hyO8qf+Owp8PhHg8S8FoH775EZGKsWlwAAIABJREFUeUQVv6sdkSKPYkuNc55euKtf+p2U/aD/o+mzRFIQsgznwTSa6jVtECcKHrU6PGs/Rq/xXexAIlvQj4A/juhgH62urtrf/u3f2vz8vP344482Pz/vud/oP2xY9Thik0Ku0rRyOH1iHiJ4Ul2B3oZYVblBY51pqhhNdTXXVv0+LeBIv6K+Zl0xn9pHJQp0vlW2YstTBIlIqfH49uixw8NDz/FfWVlxjAE2wMYFAwBA5+bmvHBmu932/FPywcEzpHZR4Z9zT5eXl21ra8uJOu5RKBTcc4zMJQIwRUypY4u5ZSxSpHq0RVLtdwPHOLHaMVWiUXgpQ8Bk66LXMCoMCkLlqObIBONWhvmZnZ21YrH4FdOi+U4MqIbSxZwihIUmGCvzoiFwecbMXYJd2yQB/9CNjZW6nz4j/TKzTKEa9RDlGbEYTSgG2OxC4eYIlFKpZOVyOXlGklbQZP6UPbyrRYMl9k8FCRsolqSPBt1dxsB953maLY+UiH2L3tKU0IjAMRayMrvNU6FkOTlQHICLYEspaN6LzDQNwa0HEufNDUrR7Gad6lzmrfNJgDGOy7SBIwpYyQsFPrp+1YtEXkxqH7I/+Z+GLGK4MWcw/oPBwHZ3d+3t27f27t07PyeMe7GfNNQVkkz3LIw2CpKjeWBpCb8xu5H9JycnXxENanAq6XOffIwoj3md9h5lPGiQlCkCS4FkXHc8q4aPwURXq1XPl4o5WXGNKoBWD8rV1ZXn5+mxSuhfNaJjPzQ0VtMV9My3SaGHd81Bar7yrvHX0r5XRkQZHG0nvb6+Fw1oBXN5skxf9f1JY5z6/KRnTP1fcweRE9htqeJJD9l0zKJBjW0SvWv0LdXUdkQGaoQSdoQCZEDG+vq6H8MBwaJROd1u1+1bQr/zdCNyMPZTwYHOheoBTc3II9EUVEc5oHZTKopiWk3nL8rZqMdTxEa0HwGNUa4VCrdHj+3v79u7d++88v7JyYkToeoxhNgmag5CgFxyTRWAuD07O/MjzUivubi4sHfv3nnF7NFoZJubm643CVlV5wzyOjVXKfshriNdJ5PwnbZvBo6RTYrvpxZt3mSqYcoDpRa85hTySuU+ELiyC1qFjgNYVShwfWXK1chCIKD0YcY0jIeNo0Z0SvhHT+Mkw15ZlGluQLNbgyYukDz2AXaD/6nxr31NefbYUBRVmJubs2q1as1m0wvgaIEHBSrMD2EVbPCUwtNNwk8UbBjPKbYtFd6mcxHX9LcSAY/ZtJ9qUOg4qMGhLGX09qjHEVCjhi3AkWJVVMrl8yhKCqNwTbPbs4Mi2cKcU+yG3FpNCtc+RoAUvcc6LnG9cg0dt2nvv9jYX+qpT5EfyCpV4JHsUI+jAk3GlHAX5KPmznBW1du3b213d9fLgKsiUuMIQge2HHJPQ/q1kEOlUnHZTM4HMl7nVo0Qle2RAdfxY6xS/1Ndo9d76KbX1jnT0Hc1ciJo1NBO9oYWYMGbj6Gg5Gx8dr237hmM5HhIuTLtKcCAsUv0DnqQ9an2wLdUWYx7Pw9YpsiTaXqPv7WlnjVlwOaNySSQkKfv2CdRl+eNYQrgTgKP+v+75jKCMn0u9jx6HuICD4+GwD9k0yiJ+NwKGjQdhigK1Sdq45nZV3JWm+YJanQbDo2VlRXf15Ch1FrAQUJ6RyRwuDd6VW0YtWtTJPt9wJ3On0YOpgCjEsLRbn/ops8XnzmODToytaZTa1/ngvnirMy3b9/amzdvbH9/366vrx3s7e7uun4bj8dWLBZta2vLarWaR9Vw7fPzc/dCEtpMHixFxdRmabVa9vPPP2fW4NOnTzNgUlNxzG4L8Kh+TIFBxTpqw+n43WcOvxk4piYg9Xqfm7Mp2SSg9hgSoJtEDV/OojK7zQHRs1Q2NzetVqu5EauHlLNQAJ5sbryWp6envlC+fPnipZNpKM5SqWTNZtPMspXiIisyCTSa2VcTOU2XP32NXkcF1ZEIIISNzyLoVaiowYQAA+iVSiU/o295eTlzxh+MSSzwoGPERoEEQODmKUtlV5gXDOfT01Nn9HSjsLF4DmXUImDUcUuNWfzMtACkXjf2Vfui5EqqsI+ubSULInBUA5Q5jnmqABEEImQPoJECRdw/FVqjwIf34r1TShHFocBRxySCf/2uPlMcw8dqEdREwEbIiXodY4U4PqMgT/9POI3OFfK01Wp5MRyUWh6xpopLCxLp+uIcLJQkJeI1NQHmXddZPFsqkgt3zUkkE5SgTBFmDzl/uhY1t5f5VOAY+xHXt4I1iuNEZnlSX2LaAEY8lR6r1aqnXIzHtzk0qb5hYJHrqOFPAEdeYxVNlUHx+nFPRuNWv6NpJaz1v7Z2n/UZZVBc2ykS4K7P5wEZvWcecIj/y7MJ8p5Lvx+vgV3XbDZte3vbqzXrWcoa3vyQLRbHic4Ooh80igpApPsH4icFPBVcAYbJQ15YWLCLiws/5ov9VSjcVinmeDjd18yjAjYFTuq94nP6XFGnmn1tK6ieS31OxwJQEutN8P/7kkTf22IUR8ru43dkvVn26CoFneqs0vk3u/EOtttt+/Dhg/3222+2u7trvV7PFhcX7eLiwgaDgR0dHWXIwGazabVazWWsyr3xeOw6t9Fo+Lo3M7eLAImj0U2F6r29PR9rTedaXFy00eim1gBnOmJfxVMOFEuojFAbg3m7r6eR9t2hqtq51CstxXipElHDEvYCwzKy5fqw4/HYXb4gftjzWq1mzWbTVldXrVarWaFQcCOIidQSwvRBGQcNkwRAqoAgn4ujAxgbFZa6gPJASGrD3hf1/56WEipRsafYmfsAIr7LGAMsdE5I/jXLFmxRg1iPWAD4U6WKfKwIFjU/UZ+BsedsOpKZ1bBTYy3Gi8fnm9Qi8JmWkZq6b55RwGtU6qnP6fWU4VdAgIGIEVmtVq3RaFilUvHy+1p4AONXj3JQgad7Rfuh+0b7HedG+6oeOF2vk8gb3k8x/o8xfzFKQUkP+sD+YKxS4DEaQBH0z8zMOFlD/sVoNPLCY+122/MuAN6Qa/FegEcYWmXK6TP7jbM/OfMKBa7jrfuf51RjLxppkwxZrqVhv4/hoWJvYFRoyoXZ14AhrzH3ADCMS0D2fRv3wfjj2np2Kh4QjfKInngaQFbTDngmrVhNdEGMXkj9HoFJymaIY/eYcnVSiwSFtkkgK+/9PEIsAm1kVpRVZvfXOamxjs+WWmspABrnM4KPpaUlazQa9vTpUxsOh2ZmTuCyHqfRdP1FXYIcjYVx9HeeQedFbQRNv2Cf4kxoNpu2tLTkOWytVsvJamTk+vq6bW9vOzhQ8nU4HGZSObg/hByVq2Mf82Qk6yUFABWw6lpjfJA96OoUcREB3UO2lE5OESVKSPM8ahPyeeQc80ZtDUD5wcGBvXv3zqNuYuFMjd4gjYCw1fPzc19n2JocmVIul61Wq3mk3fz8vJ2dndnnz5/NzDxsud/v297enh9RV6/XrVar+RxwrAtrgHuCbRQ0qn7VcVD7YhIYT7XfBRxTwILJSjGW+jk15HQyYqggm5uFrga9PiCKilwrPVeJClgcSB+T9/WeMBB8X/Pz6APvwZwr2xKfWw3S1PjpaxyfabZJSkr7xXvz8/NWLpfN7FYAx5DFKGh17hYXF61Sqdjm5qatrq66x0ENYoDc2dmZh3agZDA+5+bm3EuiwFE9aVRzjc+CErm6uvJ4da3eqQxPDG2mr+oRSD1zFGhR0ExjHrkPLQ8k6RgwXvpcqiy4RgRgCspRKsVi0ZrNpq2vr9vS0pITNITCcX5Rv993QELMP7ltAB5dT3nKOwpEmjKNcWwmER1R4U7aG9NuKZmqe01DpFKAnh8FYhqqODMz4157whPxwlPQgYJEce4jqaPnjXGmpxJprB/mWsEj4TzMOwaS3keJhMjuq9LLawBHvKaptfHQDdkTDRXafQ16DBI1TDUHcRJoNssaxZR9J0QQ8oDzwgB8eX2JekoNZ37Ha83+VS8Fzx37GwER/Y731P9DRP01gEazW3IkVm/OI/Fo8blSMsds8rFn7BfdC3my/76gNtXv1Gfv2j+qOzUqpVKpWK1Wc2OagiBbW1sTr/e9Te1F9o6C2himqt9Bx1E4SueMNQ/ogCAvFovWaDT8fMYnT55Yv9+3d+/e2YcPH9zeIK9ta2vL/vSnP9mrV69sYWHBVldXbWtry//Pfo1jnlr/dxFqao+pLIkRRqw37qvEFcAxdf9p6sgo8yMpnLq/PpOmPfG+Et9gAo7foKJ4u912kI8OxgYl1QqnVblctqurKydex+OxF9fpdDo2O3tzBEutVnPnx9XVlR0cHDiZCymADmi1Wra3t2d7e3u2urpqi4uLDjiXlpYcOJKvaWaeShD1pUbcQMwyTrzeF/x/M3BMeQXigi4UskUZUoxNBBaKgNXop2IjeR36sBr/jSFChbhCoWAXFxd2cnJiZ2dndnh4aPv7+3Z2dua5UtVq1QqFghs9eC/JI9GFxf0RFEtLS1ar1axWqzkI0knRRZzH2uUpC8ZxmspRhSd/60bTPqiATYFKnWfAO251s9ucU9ztxWLRgZ9+l4WuIY263nDnx1AlDZ/DQGYNKpBkrY3H46/OYKKfy8vLmZxYHa+4pnVjxpYap8doOo+xH7wiRFRBKguVBzr1fYxPcq/Yd6PRyIE/ZA5s6uLiooN1PPhmNwJZz+hUhaYt9d4kJXkfQzU+Wx5onHaLhFmqqUJPha1G4KgRG3wPkMDaJboCYoaf4XCYAYGMg6YOIDNRdpr/apZl+yn+cHx87MSeFmXRcDXuAZGQx5Kb5Ue4sKYBswpqUuvoodv37nkANPJWAWOqkNQko352dtZl2fLy8ldRO1otMnoa8/aDPhdzkUozSI1znrEZCYr4HHxOZa7qj8ducU8oOXHXHp6k91NjnQcco50UbSdteWOa6hufv+/aTc1R/L9GX6k9Z3ZDCF9eXnq6z0O3GFaphjFyRXV4jPBQYiQCR/Qfr9fX1168iqqY19fXftj7u3fvXLZ2u10/XJ59+vz5c6vX67axseFVOE9OTjL5wmr/qv1MVAjvqYzUNRLBbgwxVftVySetuhxtv7gfptF0HSlxGm1V/Yn7QfUn44ZtUigU3GnR7Xbt4ODAC8NxDU11AziS1zg/P2+Xl5c2GAzsy5cvTpidnJzY58+f7ejoyOexXC77eKJTNZQWQn9+ft7DYvf3921jY8OjQ9hHy8vLHpUHeNRoSl3bOjdKcqnc4TtaKDTVHgQ46t/RO8FExU7qYogJzLpp1fjUM6tUac3OzmaAI6FyAAlQ//7+vh9ircYIwBGvE4JNDeP4HiEJlERXtlyfXccHY06FgAoDJjf+TKMpUNeNT190Ac/N3ZxVgxeCMcK40XMul5aWvGT84eGh9ft9996a3R7wTtUp5gmgQW4AAgv2hPhws1uPmBZf0Xw2FBQheIPBIOMJOD8/t9PTUz+k9/Ly0j2qsDlxw0VhpcJHQ1tSRh3rYlotReLkGQjRUIvKxizLXKqnR9nKQqHg4dqU8O90OnZ9fW0nJydmZu7pohIY57rpPBHyhqCblJMYlVRK4Om+ivOhSobvqyLOM8Qfo2lRmNh0/SFD7vqJOR4qS5W11XPD+v2+nx+GItLx5rpaoOz8/NxzyGN4uDLbrA+II/LrIIiWlpYyJeI1JFoBgxo6cY1EIwKPI+uO6+h3H7qR+0eBGc2Doalc0P6rIQvZpgdxTwqhv8tgj2tf7zvpf3lEiu4zM3MSQiMtdH9NWtep0PJ4P9WpMaf3j2yEHVLIC6BOv7XlrbnUWKfsgDxbIPV9nde7Pv+t/cz7XJyz+DvrGyBC3m5ewauHaAA67q/2ToxiMMsWE4sRHTwjdqeeW8x5exSHwwY9Pz+3wWDglaXfvn1rh4eHNhqNbGlpyfr9vn38+NE2Nzc91aNSqVij0bBWq+UEL+MGgFU7JNrP0Sah8Vklcrke14zkEgBZz0NPAUf9exqNaBmzWxsmRrxF8lvXXSQMICuxL5EpMc///PzcZQ5RcSpzGGPOe2y32563+OTJEz9GsNfrZeayXC5bu922/f19Ozg4cJtpPB5nisr1ej07PDy0vb09W19f92i7crlss7OzXlwOXYPuQWewJnjN0508i5K1k9qDAUeaKqEYrpfXopGtBpQm4/OzvLzsjDQLSlkRDVHVROJer+fJxBhHusCYVAq4ABi5Lj/6nnrF1GBR9jUasnkTyCsLIcXgPVSLil2FaaFQyGxC3QAccsr7UfiQy0Cy8Hg89vhxPBuASJgeXQdcS8NhmSdl3VWQMP/0CaFoZg4Qh8OhM329Xs/P5RkMBg5uyuWy531FZRLz++irhjCzhrSwB9+flodjkiBINX0WVRBRsKqwRRFpzqoyx4VC4avqYGbm4x3zslTRMN+xGlj0rETvRVw3Cn5VaaphkAfMUt5Js7ThN615zFO4ajRGT7p6HjUMRT+HIoGcUS8gIS7Ixm6360w44caxL7p+NM9GPXusdzVgxuOxDYdDOz4+dsKNYyUgbK6ubkqgcw/NO1fWf9IaT4GcmNMxTYJgY2MjU4ALQlIBMLI97j/kF4ZNBI7qcbxPi7IhNvqk7POka8SxT/2tciR17wgo4hqNBbDUHtD1HWXYY7V4P9Y+0Upq3OaBtzzgnwKNXCvaUHlEe2q8J/Xhe9q3fE/JEQhn7Lh6ve5relpVVVdWVpzUUgOZ10iuRI87aU7n5+cOctXO4Dgj6jVge5DuwtomVero6MgODw/dfgSsdDodOzk5cWCAnXtycmIzMzNOTlA8knuo3ZEXlUFj/EulklUqFSuVSm436XwpIaNksXo+1Yun+3Oa+lHlBX1UnRz3DPOo88nvKW8z5Obnz59td3fXw6g1qg17cjAYWLfbtYWFBa+XQSocc7+8vGyFQsFPFMDuvLq6ORqw3W7bmzdv7MOHD56ShTwejUZeiKfVatn+/r59/vzZSqWSp5gQ5cX3iP6B3I1pHVGGxzWCfrpP+93AMU5WnuCKrlGzbEljBV0szMiQlMtlazabtra2ZvPz85kcGx0MroMRy/koUfHgYSwUCpnQVMKomCAzy1RfJTTFzPzz+kyxYmWewRKFun522i16YXTM+T/CFK8AOTLj8djd8epV4DqMiebPsOH0rEYEIfeJRWuYDzNz0Mp6YB7MbskFVUr8rkC42+3ap0+fbHd3146OjjwxH8VFuXANi1YiQA1w9brGPIoY/jFNAkBbFI4pwz9+Php68X8aLqdhp9fX187WESqjOaaqgDXcJSo2DAcFdyirOK5aqVHlj9ktmxqBrt4vRWTFMct7nfb8Kfilb8psqgyFuSRUNXp7+K4WHiPMhj2la3s4HFqn07Hj42M3YLQSofbRzDIy8PT01GZmZpxVx/tPX5kD+nZ2dmadTseOjo68EAR7lrVG9UE8hREg5FVgVPmpBg8VsLU/sQLdQ7UXL174Qc/Hx8fe//F4nJENUdbqPqCPWpQiFVr2e+RKyssYWx5ATOn7SXIn735KRMTD1PVakHXRKzmp79Nset+rqyvPCVYApDbJJBBpliY7Ut6clDyPBnL8PfX3fdqk7+Sti9gU0CqRRKjf+vq6NZtNl1HTaMViMSOT4p5RryPywczcrsSAR37q50jRwGZQghtgaWZeAbPb7dr19bWfCz4cDp3gVk+eekhnZ2ft8vLSer2etdttlwmrq6vWbDbt8+fP1u/3M97OVKoHcr9YLHpFewWOzFEkZRRgpQCpfm+admv0auraSunziE+iM4dnJDINPUhRnI8fP1q73XYdRBsOhw7klpeX/f/YrUtLS7a1teUFAxl7rtFut63VatnZ2Zl7HMmjTO1vci739vasVqs5SQF5jyOLNak5jzoWrGvVjyly4b465buBo94o/tDB+Bne53/KkuuiiJWi2ITlctnW1tas3+/bwsKChxqen59/5SEi5ClWn1IgweZASWMga2EcGBgYHwYeYwQGB1AJwMC4ix4TVSaMgf6P587zgjxU03nUzafzhEE6Ho+9uhOhvTCtauDQXxQoYYzn5+fW6XTceJqZmfEy/YQWD4dDZ3qOjo5sOBxaoVBwV/zx8bEdHR35e4wdwhBWh40FG8jcdDod+/jxo71//9729vas1+vZeDz2zwAc6Y/mOCrThUGgYQ6TBKZ6gx6rRWPOLOthxpDXsFEFHipYAGIaXgSBoCykKj5ABR4oM/sqF1LDzpUsUcWrxj2EAWA9pTBQ6hp9oACUcZhE1kSj4rFbBPPMj+5P5g65EY1LFCShpBjkhEdBqIxGN/movV7P9xfyFLKI+8QQIJj4wWBghUIhQ87RX11vNAWqrVbLmW/NE0IHaGVrsyw5EMeEsYvAa3Fx0fuL/JkmcFxcXLSrq6sMUcJ+ix5YxkgjKdh7StRoJcO4ViYBkruaGgkR0On1U3ooj2xKzU3KC8Ca0oOx+WGtKnjKu+djtyg/vnz54gUsjo+P/UzMFLj/lrmK4zjpM/e9XkovTGq/F3Aq0YS3hhz3J0+eWKPRsELhJlplf3//m+91n4ZDgHQbCJtoa6n9WCgU/Agbtef0mbATiVLChkHWcG8isJBDhBciK+fm5jwncmFhwb1FMTcbOY6zg6JzpVLJwxw1/DeS2uRRmpmTdbGauYZcI/+xg6MepWlo4zQJcvSaEjG6viZhD3UisRYhqLElIDR3d3ft/fv3dnh4mAlLhRy/vLz0cxwLhYJVKhUnBcbjsW1ubtrm5qbPxczMTeRjvV73fEWK3bTbbccmjKP2iedif4BRKJBDWpXaUshL1hHzq+PFXKmnVseKMZ3Uvhk45imRqCCiIkopKJp6v1RR6CKBpSJ5GOWPYatu+8gUwTipMcYm0dAD9WjooEYPonoho2cxPuN9lG8MTf1WAf89TfuFEmehYnjqRiQXTT0ZMVeOcXny5Ikfi0J1MHIJGU8WPYwPmxYFfHp6ambm3kXC6BBoLH7OiCRkhEqBbC4EtiY8Yxzz7GzCRqPhOasxfFPnK3rQdN4xtPXvScr/sZvuNc1jVcJGjXOUrgJH2FU1djWUTo9v0LxG/Vw0Ttn77PUYFg4RoNWSVe6o8o/J/GooRFmlfYigcdrkjbao/HSeYuESBY4aFWB2CzTJSVb5p6BJ8zkODw/t6OjIut2uFzZShcM6YcwpOtbpdKxcLtvc3FyGbY/jCEjjOfAuQfz1ej0nbsip0VxHnjflgdEfNQJZA3pPDVebViOS4fT01PcB6zJVyZDfY06SehqVwPxWEmqS3kkZ+XmAMAVaU9dVHY6hpeOuuhbiAtnOWZ+ACwxYJSA0fzB62R+jxfHhwO43b95YtVq1J0+e2PPnz61YLHofmWPV75PWYdTNZlkbIfW5vL5GMK/zkLJZ8q6Zuke0VVK6kr3X7XZtb2/PPn36ZJ1Ox+bm5rxIHoBoGg1ZoLIyyvXooVMbYzQaZc4Z1/QovErNZtPq9bpX0jw7O/PUjVqtZhsbG/bjjz/a7u6uH7VAddnXr1/b69evrdlsuhxFLpJvvry8nImIIn96ZWXFdnZ2bHFx0Xq9nocv0h/CXpkf7BoApIbQM08cl4SzRs+OVWeDzrXaSdOyc9jrKjdV9qdkgb6v4a0KQJlfQlQ/fPjgOYdq36odcXJyYu/fv7d+v2+lUsmBPWQCBAn4BJlGQcZut2tHR0fW7/ft+vra9SNYRkGj2Y1O7/V69unTJ983HG1HriNrF08qz4atbmYZWyG1xxU43jWP3wwc4wVTkxdBZARCKbZHQYsOmv5vYWHB6vX6V8mfamQy6LHynxZQ0fwcjCnupUJFlR9GNZtIi+XEnCpl6uMEqaDmuXQz6OemCTa4bwRHqqDon+aOpUIxzbLhVgsLC1atVt07PBwO7fT01DqdjhuNVJa6vLy0fr+f8XjAwij7odVRlQXib4p8kBuA13A0Grl3k36Qv8X35+fnrVar2erqqlUqFVc0hBhEEA2Q0gOuVWilmLA/wntFi0BJQZYqSyUBUqGmjC0eqxh9wBqAgFFDVysjm90Wg2Gs1BsDuCyXy9ZoNJyIqNfrtry8nIkaiGGRMHKq8PQZ41zGSAB9ZlhJXevTMlRTeaf0OcqCGOJPYzzw9pLHzTXwYs3Ozvq5Yp8/f7b9/X1rtVqe78s8qvGKjES2DodDa7fbbsyQU8G+gFFXg43ngdQDPHY6HQcSzBnsuxJS+v1oOKgyREaxHrTwkJJ102gfPnxw44T+Ew6mMlJDv9QoY60xV8wD0TPqhZhESN0FTPR33Yd3XecuYlONNHQshi7PSwoIz0RRCfLPqTxJPQJ0KvqWPkMG3DcvZxoN/dJut213d9eePn1qm5ubvmfj/KjRq59JESCpe+UBP20RwKWMxUgax/7Fz6WeI68P8f5fvnxx4Pj582cbDoee16x9nEaLdpn2PfUc2BOQ2nj6WI+EyUNwlctlW11dtbW1NbcxCEPEA10ul+0f/uEf3Fv48eNHq1Qq9jd/8zf28uVLW11d9bBGojH4IccRoLqysuIpPvV63ebn5+3p06d2dHRk5+fntrOzY69fv7bt7e1MmC7VQCHUFazoPGEf4ajRIogqc2mROJjWPEZiQ0FVqk9qZ0d9r7JkZmbGw093d3ft4ODAer2eg61o9zFOOCC08CPRhx8/fjSzG8/uaDTyOT04OLC9vT3rdrtOlKh9MTs764UEtZYGa/j8/NwL5fT7/YxtTl+1wjU2AveKHkZ9L75/V/tm4JiH6mOBBt43SwsjmubnKEDgmhj4gMVareasCYsfwMhCiCXjCa3U6wM0MHb0uTDACoWCf1Zz7jivR8vJs6hQbHd5miLQnjZQTLU84akGdTTIYoK0MhwocIROs9n0io1Ulmq32zYcDr0IDW5+hCRjreMXxwVQrrkv5LIOBgMPIS0UCr4G1DBXRbK8vGzVatVzBpaXlzN5cRhBMWEcxaIgS/tnlk7WnnZXMcGgAAAgAElEQVRLCfW89yNgintZw61ROoSb0jA81CMF8KYcOUwoYceE4ag3Qj3EAHIA6JcvXzzskP3N9zWUUfNcldTh2RQcMw7R+Inrn7U+beCv/dL7KrGkc6QyVtlF9gPgkfFV0HJ1dZXxNrZaLT9jUz8fx4P+KNmDLKSgDt9h/FSOcE3dr+Q1c5ZWPIZCiceoY1LgkTFSUlIJwbsA1+9t/X4/M2Yaxq0gUX/HKNGm+WA8u+b0Mw55xGRs9wGSeSBA5cVdTdcihB2pJFodVr3nfPbk5MTa7bZ1Oh2PVGAMqcLNPPKd6+vrjDx67IYuwaifnZ11GyPuW22ptasAj2tHnawyIkVMp9Z3HsGS8oJG+Ze6ZrTnUmPC55XMUiIfMMP6xwv20E3HKA/gxve18BsEF9EVhULBiVPsh1qtZmtrax62f3197R6spaUlW19ft42NDfvXf/1Xq1artr+/bysrK/b06VOP2MDWJJKj1WpZu932yKvj42Pr9/s2Gt0cIr+9vW0zMzO+B8hL39jYsJcvX1qj0bDx+PbYMYAjdUIajYZ7fM1uo+c0OojxU31kltVVNLXhp9WQ5Sr3lLjX96J3TQlp9ippBaenpw70+/1+pgJ/nr6AMDKzTKFOQq7b7bZVKhW3QTmKiqqrWkdDbetom/E79izEL8+j0XdR56g9oHKFZ9Hvfmt7MOAYDZkUA5Ay0rgGD4ghrouTRc3CJwSN77IA1F2LoCK/ByMKsHN2duaDjFuesEgSkjGyuD+AYWVlxQs7aIhsFLgY4fQzNZbRmNU2SdlPq+ni0znBuNG4eTVmNA8JVrnRaDiLxRy0220bDAbWbrf9GIeTkxMbDodefCaVKKz9U28Mgk5DXdSLzPzxXbPbfLlisWhra2u2sbFh6+vrVqlU3FOpa0kVHkQGoWSs1wjAUoDssVokIlKGBE0NEP0/fY5jpsCReWJPIcw09j4mcPd6PWu1Wj7nCN/l5WXvN98hfJhnwbMMSFHSAi+wFkfSSABVADoXCm6i0J5kdDx049k1Z5T3I6tols1JhVXUuUDWqSKBCMFDAmjkwGK+E9eA2e2+G4/HDggODg5cCV5cXPih3qwFWHmNwKBvHIlzcnLiIbXRMI0EFUSDys04DgDbVKSAvk6rRcCcAtEKZqPnn/6h1JkLdBo/WtjtLo/bfZ45gs9JoCDKOZquGdYZ84sxDrGk0TaseUIau92umZkTSHocgHrI1JP9RzV0IPqH/UFJ/tjHvHHOA3cR5E0CjvcBjWpgxn6kyDOzbOXMPFtOm8ooJWw1DJ2xMzMP+ZxGgZy4z1QXRBJRx3hpacltG47SgChDF87MzLjXsdFoeDoOsu3g4MDm5+dtPL7JfXv69KltbGzY2dmZ942UAooHUnhFj4O4uLiw5eVlq9frVq/X7eXLl7a9vW2VSiUzZk+ePLFisegh+p1Ox+2t0Wjk+nR9fd1WV1f9EHqdJyWMdY9Gx08k6nid1n6M+kDXotpfqf2lMhYbBhKa+cW5ga0IvmBs1OGg5J8Sf1zv6OjIo3KIvOLaWnuB77CeSCGZmZnxtCtkHfbMeDy2RqNha2tr7uRQW0+Bs9YLYAzjmKrO1+vc1b4bOEb0GgXcJCSbAo/RyNbKjCq08PKsrKxYpVLxycDFrgdSa9I94EaFoBpXDKIiejwnAEvYpVqtZpVKxb1mKPbxeJwpSR8Fkxpik9i7xwCM9CUapJHJ4X/0UxOlAWyAKpg4xq5UKlmz2fSKqBiclC3GyNNqpUo80I84NmqQmVlmg8T1qcIP0PvkyRMvtLS9vW07OzvWbDZ9PvW6KAESpRXYxPzGqHjzwNpDz2O8F3/HcVOFrus+CpRoiJjdsl7sA8YisllarEhzEgnZIK5fxxX2TsvxFwo3LHS5XLalpSVnY8kbY/+a3RIFKY9jVDY6bjxr9CrGiAk10KbleVSAqBEM4/E4eeSPzlEkcIiWYDw01IgcGvIaO51OpngYTRP2GQMdn9PTU/c8Fgq3Z+bqvsXg51kiCIQEiGdjqbxR8k691MxJlBlaCEFDpVXuTpMI0LWkADGCRP1d1yD9UrKAsMzosdF1oS3u/VTLkxGTPEnx+9xLG2PNmsTjAck2NzeX8Wqo0TQe33pI8EBrfpeGYNHP6Kl97HZ6emq7u7vuxWg0Gra6umq1Ws3MsnImyuioJ5SoizoukiApeRTBUHw/Gt2RINM2CYzeBzTqfsQmglAejUZuxyn4Ojo6+tbhv7NpaHgcS/XU8FzIW2w58vk1Wo3iV+jEYrFolUrFqtVq5sD4fr9vnz59cqfF8+fPrdFoWK1WyxDmJycn1u12bX9/396/f28fP360g4MD63Q6HjnHfSi+tLGxYZVKJWOToGcHg4EdHx/b4eGhdbtdf456vW7NZjNDkCNDcbKQxhMJR10jETQ+BnkT9Z/Om/ZNI294D8KJMYqV/YlIQ2fqKQnIKvSzRsToutIIEcULRCASiqxh91yDuZ2dnfU8WbzC6D+uXSjcFIdcW1tzAj8SqDoe9F/vHb3HEAUqj+6a098FHO+jdKJQjCysLlL9LsxiFHTKXGnoQL/ft26360qVsEVCsHifPqGINScIhcUCo5Irr1S/qtVqvoHpE0YKxo0qN141KTc1FvH5p9lUSaWURpwjPoOBTu4QIIBSxDBxbApyAPD8np2d+Q9eRhRbNF5jn2hq/On6SoVKqKCZmbnJE6hUKra+vm47Ozv27Nkz29raslqt5kcCMKeQDyQ2j8djL9Si5zfeZWhNW7iqUR7HiZaa45QBG/usTJsCR+ZKAUPcqxp+QVlpimBA6uDpUnJBGXwUNNUX8V7rMTzaNwWOeCzyxl+N+0gCxLX0LUb19zQFaKoQMay/fPniYXA0lY/MA7KH/adKjnE+OjpyRptCJCrX1SiIwFoNMfXMa8Ej9oUC92hsKrmnR3kQWaJrE+BkZh5CpsA6GjEx3Pp7isp8b9OCOGZfn68W5b16QlQe63rkGVj37A8MCpVBKTCor3wmvsffv3edKzEA4GdMLi4unFWnn1p4S9esnquLl0C9Iyrv+/3+d/X19zT2yWh0U7jtv/7rv8zMbHV11V68eGGbm5u+5iZ5hHXelaxKgcMUcKRFojo23SuRtL7P5+OauY/Og1jGOKcQCNXW9YgZ9vdDtxiqTt/0VZ9JI8sodHJ+fp4hk3Ve9YgLcnN5ZkgxAOLp6altb2/bysqKF8lpt9t+viPFWT59+mRHR0c2GAx8HFutVqZ6/dnZmTUaDZcT7J3hcOhnRfZ6Pfc0ahEfgBG6Ha/nYDDwooGQjtg5ecCRv6epG5kbdfiofa22IP9TclG9g1GnkMpGXmu1WvVrkbsIiaoOA/U8amTNpJ94tJJ6QYvFos/f9fW11et1azQa7pVmvUVdolGUqueUtOFoDp1Lxkb1ZSShJrXvBo7cJAqxGBeswkzBijJAoP+o/GIVJD7LpOIhomAGLA6GlIaqYnApSIGhp68XFxce+8wGLZfLHibQaDSsWq36e8QRo8i5p7qGo8cjsgIpr88kRu+hWgo45hnX2jBkCQ9mcZ6enrrHUQ1KAP7a2tpXJa41P00NgciYqCHGRtFy+hoSnDKaeLYnT55YqVSyzc1Ne/bsmb148cJ2dnZsdXXVisViJhQKYYrAv7y8dGEKk6SgK88Yeww2jvuo0Z/qS/y/AgCEUTS+zW6VL+BMC3RonqmuBw6VZ03oWYHdbteLJuneJOcVTxTjzyHOfB5hOBqNMiAF1p8CPhpKrAqfZ1LBH4XpY4c6IvzZAyrgMRhgIxXYah/Z06xTPS7m+vrac3UODw8911jDOrVFlh4jHyO+UqlYvV63Wq3mrDzV45gfmo67GiGkDPT7fWu1Wn64MawuygwlPxqNXPaowUR/FeRC/MS5n7ZsVUIFmQWBoQasgkiVbymZjDyC7FQ5yjpIPdMkYjDOt342gtjYJoFQBQwQGBCs6OXI4ONRpKDawsKCVSoVazQaDjJieoo++x8BHOP4nZ+f2+7urn3+/NmrEzOvqegds6+9jhE4mmWJpDwSQOV1St+ofKBFeyN+T203jfjSfqfGQp9FU4aoXWB2I3uV4FPi6qFbihidBBy1aa5jjGRQecbahSAnFQBSrt1uO1lHJUyqWhPez9m2BwcHDia1QEuhULCDgwObmZmxy8tL63a7vlc0F5prcaA8IY9EymlUFWvm5OTEQe/19XWm8KNWgqaliNgYSffQTfc8toeZfSVH6Qs6wMwydozZ17LVzDwN7vnz52Z2O/eRgNU8fOQXP3xG7Qq1M6K9QR+oHwGBQuQj6T0ahYXei+Sc6gS1r7GXeGYiJHWuonPlPu274zzymE0URFRmfF7BkrqfdSIVXCFsUkYxzCSJ1TE0CeVEfLEKNFhPcrI4AxDgyLmF1WrVXfy1Ws3PC8Qo5Z6ab0X/WHDRaFBBlvf7YwDH1DxGoRAFLm54lBRGDUALBkUZdwrQMD66OClfz70iIaF/8xn+5nfYGAWPysiMRiObn5+3SqVim5ub9uLFC3v9+rU9e/bM1tbW3KtMqAcgRePeUXalUsnPIowMVnwGHdPHbAoi89aQEjGx+iRrWtclz6r7R0MkAZODwcCvjxAtFAoOJhlTzXvVoyIge3q9noMcco+VedOwC+aGY1XIYaBSZx5wRBEoSFOBHvfCNPejGn8KHjUkJnX/uFfZf8hF5owoDPX66sHYMRdb5Rf7ifXfaDRsc3PTdnZ2bGNjw5aXl+3s7MzDX1utlofAogdiWDF6gsIBsfgSfdcIABQh5eJ5ttjXmZmZTM57aqym1Qj1Yj7wkk3yMirRRlP5ryFVRGuQQxcNgUkg464WgUHKEzpJnigIMruV/boP9ZrqUYec3drasmq16sa4rgMtJqF75c2bN/d+xoduqhshZrrdrg2HQyd9dL3HeVEdFu0gWgo86uciiZQHHvWaqodTc5p3vRSpoHOuckw9/pr7x3hAqEBqTaOpXJ9k56TWtpLkOCBOT0+tVCplvI4QHeS2osM4TuPs7MzP+iQHfzweZ/YzaRx8R3O+ST3o9XpmdnN2aKfTsWq1mikqhp7VQpKlUslqtZpVq1WvyaEFtyDuBoOBV8bWiB3dczpuEXywvu8LPL61RUdUitSNn4lOGjyIuvdwbKyvr/v54Pr8Wj0feaVEuwLFFL6J9oTKVeyn8XjsspyTBpRkU7uWz7PHcFaRqqf2jtplGtIPCI9YI9rUk9o3A8fUwohKQ71Z/F+9ixF183kGW1lk3tMBUeNRUfjc3Jzn1ZEYTOEHPY4DNA6DXSqV/CBq9TiWSiUHjVSh0qpwGDMY2vRBwaIuqsiOpLyOETxOs6WUiQLuuPBTgHY0GnkYJ2EO5J2iIADnCBZ11xcKBdvb2/PrM7YpBtTMMoYs603HEeOEviN0q9WqPXv2zH744Qf74YcfMqBRQzIQ+nhPKEJBvh1lxBEmccPFdZ1ie6fR4lq5D2hk/NhzCq5UuKhyINSINa/KkiRwVXz86L7TXDwN656dnXVvY2TzGGc90xGhDXu9vLzs3kateBtDFXmOVFhknoLMG+dpNfYifdec7ygjdK6jkcme0CJPGCsoGyXV9Nm5PqARVn1ra8te/J+3ntAejvKgWrUy2swDcltlyNXVlQ2HQysUCh5GXqlUfD7wniK/UZLIWYBTSp5qiFKUW9OaR02HADBxv5SCTvVN59jstvgRBibeePbCpOeZJAfi51LA5j5NP8vewkijOIQCRy1cpWGB1WrVAYbucSWuGJNIBP1RTYkKzitut9vW6/VcV0Vdod+NulT1hcqgFDCPHsG7iBHV93od/tbP5QGrlA2g11ODNtYcIK0F0h3iB50wjXYXcIxrPpLR7DH6OBgM/Kxo9UZBfKiMUjnLvlVHCHI5kq+xOCD6k7oQnDtIVX/6gr1ZLBb9iI/V1VWr1+tu57AO0QcaJcLejKk46uBR7zO2VwSP0255a5BxUhuGdabFaJTYorJsrVbLeMSxLfLSkWKkkvZB11QEsXy3ULgNEVaSBXKUBvGia1MBMnnkmuqhhBL3oyhPfBbFXeq5vmsevxk45ikWNVJSCjqicX5iB3kI/R1viFbOVMAAG8kREGxwmBQULR4ODVGFcSBvkTBEBMby8rKDBZKmNXcDw077G13VKU+a/q6TFwXctFpc2IypLjadi1SYiy5ODFsKXYzHY88Z1MIIhADgGWLNtNtt/x4Anz7Fxhip8Ne+cC82TLlctmfPnvm5SU+fPvWqYlpEJW5EhCkx6JVKJeMNiUZ6NArp/32Nt+9p0QC4z+fj3+wxZa41BFWfESVpdmvQsg8A6RhRAEgN+4wEkN5PjQ41kgAQGMnk0WrOJQV5iAaYmZn5KiQ6JoljHKSYt8cCiHEueOXZNeREjY4ILOKeVGMS5ROBo+aKRtCocqFQuClUVKlUrNls2tbWlj19+tTW1tasUCj4XtE9q3OK0Rj3K8/L51qtljUaDT+fDPkBUXF6euoyRgsdRCNbgSS6A8+fyohpz6UaLQpg9VXBrrYYzcDzDwYDz5lCjv4eYy0lP+6SaanP8YrMBTABHpgX5CnEDsCRnEaABIRBKidH2fI/GjhiD5jdhKseHR3Zu3fvbGtry0EFBWGi19EsC1ZSxE0EjnrfCPAmrQP9XyQz8j6v980DYPp5le3oANI8COmkaiRzq2F402h36WX9HO+b3R4TR0oONsFgMHCwpmsTwKahgvyOHAc8np+f+xyoRzb2S+eH8cV2pT9EaEDoUu1/bW3Ntra2bH193Wq1mnv+kSdEAHEEGjI+guKoZ1Q3pYiQaXkc9R66L/S+yAPNgYT01CgkxnNmZsbHTwkpBWp6L9WtjAe/x/+rfRN1qQJHjkqhb6TqYKOoDaagT8l4TV9I3UtzyDVsnpYi5u6ax+8GjvG9+wBDnQwePgo/PqN/R4NElRD3RUBjMFYqFU9OJjSOqlGx+AYex2Kx6BPIYGuSMEYxilwZNQW5Gheuk5EC1HFcorCYVlPPXsrgikpC54TPAQrZaFpZNsZ2a1EdQt7Ua/T27Vs7Pj720tEKKLi/gl3d6FpsQUu3F4tFazQa9uLFC3v16pW9evXKBakeboswJaEdA5W5hP2GiVNvt85V6nfmN7VhH7Kl7hkNuzh//A/Fp+sAIKAAEjJAQyCjFywCFZQU+9Usa7jEcHVt7DOMUAxMQlIBixTRYE6RARraSNM9en19nRHGcezy3p9GU3nHs5vdlvvX44S0HyjzyHKmjDhyWXq9noeq8v9JBqjKsSgbuY/moyvrq0pWQ27U48aaGQwGfhwDZ+Kxl5eWlhw0amEz5LAywzqWGlrEWpqmgZPaW+wvlalaVVLnPXpNeR48E4TAsd41FClPN6faXev4vms/yhiNCIk5mHxOvRgKNjHgYhXBlGyJ++SPanGvtFot+5//+R8vdoHRimc87vNo90QiNwUc9Z7fYyN86/fvAxr1h0iUXq9nR0dH1uv1bHZ21tbX1726JMARGby0tDSVcFVshTzbKj6PAnbkCalLMzMz/lxa40DXcKVSydxXc+XQsQA/flc7clKLxJvqXvYPRf9evHhhT58+9Ug57NcI6kknICQXx0kkM1JjlSKOpqUfub4+v8pOBT+sKa1uynrTcdTrRhI2NdbqyZz0oyHamsKmXlCzW91O1M14PHZiACeLkowpW4X+EuGXmi+uBbBm3WidEG33kQm/u5Z1atFgDERBqJ9PTUwELyowFVwpiEEpqXtZ2RPC4dTTqJM5MzOTPPstonD6GUPsVMAwQVr+PmWkfIuhOq2G0I6Glj632ddgI7KQAEK+r4YiuWt8TnMbCClk3lZWVuzjx492fHzsLCUGM/Nl9nXOpZllBDxHQCwtLVmtVrMXL17Yjz/+aM+fP894GXWORqORG9aEDqiRTLVYjfeP65D+xHU9TfCvY3AXaOT3CDDNLKMktL+AFRQbAhngUCwWzSxbRIBQF/ZTp9PxUBgVvFqsKsoH9dKTZ0JVOIpTUeWY0MZSqeSFeCJoZI9GcieyvNoPnefHaKoIde3omKWUloJJxi8+A4ZKr9ezw8NDOzg4sG63m/Fg8nk8c9FoNzO/Dsw5niE901TJBJXZEZQit8kfZn6+fPli/X4/czg15J0qWpXpMcKDe2u6ALKZNTxN4KiyUo0O7U8k5ehz1AVxznu9XuZ8VBjzvHDI39OioR33aeyr/h2JpdQ4oUdZw3iX0cup51EPDSDzr6l1Oh37f//v//n8ajEn9GQkxnnN84jFNaXtLiAUP6ctTzeliA+Vh/F7Ueedn59bq9WyT58+2eHhoV1dXTmJi3wm9BI5kGfE/t6GjaOyKCUr9Vl0P45GIycrl5aW3Mhvt9sZ4IhNQUGTQuG2SBkkJxWC5+fn3c5hLDXqg8Y+in1HJ+oxIMVi0ZrNpr18+dJev37toJF6DMxbDKVV4A7xijxlPCI5qesgz+546Kb7Q3VhHoDEztTjoKLNkbLXFFjRVA/r/yJeSdlRzGFM2eD/6Fl0G7hC9Rc2i+q2VIsyWt83y/ci8nwqS++yWx/kEKRorJiZu1mju5YFB/us/48TlhogZR7VI6KlnWOyqlnalRwBkzIBOrkakhrZfzUGNCdLF9IkQRWf9bEMVfqnoWS8z9hFt3c0dnhmNRTVda9HbWgZYx2btbU1jzXf3t72nFQ8fycnJx5ufHV1lUmox5OEAaUeKIp4bG9v2/b2ttXrdTewYF/UeCF0D2OaZ9Oz6CZtPP1dx+CxAKRZPiOYei/Vn+h5NLsNQcYjy/pgXMidwIAl7JviNqVSyTqdjldR1aR/ZVuVsMDbizIDNAIc8bYwz1Q45pp4ZuJc6pqNYR+RwFKDXX+fVtP9p4oqspyQGvq/KH/Vu43CpKrtwcGBHRwc2GAw8GvhjYuASo0WPIKAMPZzvV43s+xZgwpmo7eIfisxiOFCSB+eR52zhYUFG4/Hfuak5gYpcNQ55f5a+EkJiWk21g0Ad2lpyY0+QqkjEEu9KmGmuYJmtxUdMUjj/MXr32f9TvpM3h7IkztqhNOYf616rmcfq8GkeoIWSc3HkKvf0r58+WKHh4e+9gCOFGfTdRcNbQUKKbmj9lFc598KGCeBUH5XIzwFuOL4j8fj/8/emwe5ml33YT80Gg30AvS+vGXmvZlHvpl5w3kjkTK1TIr0UlbsspRYiVSlVBwpTFmJ+SlSIkeqODZpUTSdSBVLsUwFsmPLlqXYli1VZEdSxIooiaIUWjV2DYfLiKQ4y5u3v17R6G4s3Q0gf6B/t384fb8P6H5Av4X3V9UFNPDh++56zvmdc+697uD7t956C2+//TbK5XJHFIsZSpy/XD40qMixph2qLWOdHloHvY7loh5qNBouZdW3KQpTI6kjSRypF+nkvH37ttsYkPVXR6D2gUY1GegoFAqYmZnBzMyMI49LS0u4eLG99lx3JKa+0A2KKEdJ2unspWxSxxXQSTpUdlun6yDtV8pP9pNmuyjB1eAP7Ra7zM0SRnVIqf6y11rdpjrGpoKqrGJb+mQWn0952Gg0XJ9Qz7IfCUui44itr75sS+1jmxHUbT72RXv6BJASDCVq6qXwGWx6T9vI7CQaADaVzm5b6ztrTxtTG0z/qKRtnrISSF6nUTeNNvq8c4P0yJwEPk+ivrepcao4fBFJAB0CUNuKpE93I+W6ACrVJ554wgk1EkbuAskICdefcpINDQ11HDjPVz13k2mmHAs62ShM6e1hfa0jQHfw9Hl57STV90om+w2dT8f5znoMVbla8qj9SUOdzhr9Y8S3Vqs5UsfoIDeqYhSQ96ITRr1qTDufmJjAzMwM5ufnjxyFQ7Kqx+Jwkx713LEfqRD5HFWOwNGNJrQNffKp36jVah3KQVNIqfR1t1vN5rDKi3OMbbK+vo7V1VWsrKy4rdqpnFKplFtTauup2QM8NkX/KpUKFhYWMDIygs3NTdy7dw8rKysol8vubCze1xJgtj2NITrlmIpJIkmnkKat0uih4cl+tZ5yEhddL8J+HxRx1AiNOp50Pa5GZ5OMd5UfquQrlQo2NzeRz+dRKpWQz+fdPa3hZ+/ZDSoP7J+9by/3UtmoepR9rTIAOPTAqwNT21ZtAJ+z+WFAvV53RydMTEw4HUQHKceezxFJ3Wqdj3GypxdndC+fW/2u49iW0+p6/rZSqeDmzZv46le/irfffhvLy8uo1+tOx9P5o7KfMu20HQC+8c26qUzluOTGXSwrMyPsfNGlTupkJfGcmZnBwsICFhYWcOvWLaytrTmyoMEJynnKPY6LTCbjNoBcWFhwxHF6ehoLCwtYXFx0kUaOsyTSSNvVblio0DbR+naTX/2Ez45WO5Vj0Y5Z3YXU2muWPOmRFvbZ6shTe4U2kxIvzXLxpZfyniw7QfuWr4wWW70GdGYTMfhh056tDvDJEmurqtxJwrG1p++hyn59heU1vt9ab5AacJahq0eOaZC6Vo/pDzoJlSzYhuNzlBD6yKuNmKo3lMaBpmJaJq/1TDLyLQZJMmnUadmsgcL2sNFJ9rd67vlbJdxKOHRQ0/vI/tOz4RjR1ZQ47vxF8pnJZJzioQeO6alMleTEI8nQKConm66T0r5XZ4CumdT+9QlQX4rDoBWij9TbMRwnuOx9gMN5SuHnqxvPl2o2m845wzQzputwc6l8Pu8ihlyIr+nj1tmj62E1FYc7HtN7rWSeilGNEaDzqBHdoEQdJlp32y4cL1Y5DQKMvHBuqcyhN5JKUI0cOtGYJjw5Oek2L6pUKlhbW8OdO3dw9+5dlEoltFotjI+PA4DrX/aFpuBzLPA5Gi1keUqlklunzM0WaJjwXtqu1hhOpQ5TdDY3N924yuVyrjz0xqsxq8anz3lnnZWU2ZaUDAJzc3MADr3jPBycG2txIws1Si2sEattSHlMIswUZK6hIzH1rfmMg9XFNsrE5/kMmG46it9z3GiKsa8uLFwAACAASURBVD1D1BIU1TVWzsVFJB8W7O7uolQq4fr163j99dcxNzfXsdmTr67aTzr34myXJLluHYM+WPmn/W1lpO+ZLA9lcKlUwpe//GW89tpr2Nzc7HDkMSOFv6GTlvp/UPNR95vQMlNu+uqvxJG/4XIaoN03PKuTR2TofXhNKpVyjk3K5sXFRWxvb+PChQu4efMm7ty5g1Kp5PQgdxWnbNPN+1Kp9s7Ts7OzWFpawsLCwhFHuZ4xDRwSIt0QTTNxGAXW+W3bStvGOoN81w0CSv7ULtXPKXOtDcssGM1o4DXMYGP5VU9YeUi9w7ETR+joOFAnntoObC+Sd84DAK7vGK1W25W/Yd+pbLXz0mZMsW4+W0c5DT+P003EiYmjFWKEKj39zAp+LaA2ANBpNNnKccDofTiQaKzQG8DoCK+xuw7xWerdp4eHna51YRnYybpeyioy9ULoQLNt0EtbDwIsmxWafK6PCGlanKZP2HuooaeRXBK0/f39jo1meG+S8P39fZfeoesc2Y7qadI+URKjKXWa3mp3/FSSoYpECZDe16dMu3lrVAmdBnweQ9+81P9t/6sw5feMYlEZsc6aJm4dAvS4LywsdBiL/FPniv6WY0EjT75+oBOAUWPtT41iarTYphdZ5xV/b4mOr/36BTowfPJRvdAAjmxmQ+VPkp7L5VCr1dyZYNxROpVKYXp6GnNzc17SSEOP68ds6qN1mvG+KvPoyGF0Ic5BwfeUEUyVtXNWlaYatcw44DNHRka8uzHrb3SNyKAMnKWlpQ4jhEc60aizG3Lp3LSvKlus4cB1S9VqFaVSCQBcX3I9VjabPVI+3zP0O00T1cwQZnrEbcKjsH1OXUNZzp0DNUVR56bqUZW31kE9yH68X7Ra7WMT1tbWcO3aNczNzTmj3i57iNMNKpP4qnZRkiyK+87OP9+fdY7a+1r7ifJ3dXUVN27cwFe/+lVsbm66eQm0D6YvlUpu4zzWQzfZGgTssiEtP+0UyhCttxr0+hvNbOA6xVKpdCRbQ53j3KWUu67u7e3hzJkzOHfuHJaXl7G5uelsU+61UK/XkUqlOogj7zU9Pe1kCue5Xsd6Mk1TdYAeOaFO2riMKh9x1LHA74hBEkc6G1QXqG7wlZH9qraiZhzZZQ7sc7UfOF+VOKqsUg4BoCPaqDaljhHNmIjjUT5bQHUBX/V+9n+1rdT2UVve9l0vNs6J8nVUcGmnqRfANkDSwAM6SYkyZlspvb8uqFZiAnSGlCnc1LBUKHHktsb0HCisF9YOLFUAShxVUPmIh23b01CGdvD4nsk+1f/t9/zM5p5r/W3UUQk8BaxORBq1o6OjRyI9vkEdp/TYR6nUYWSD6yd1DZymSHIMW7ISp9ytg8Mq1kH3pfZB0rPiCKP9nZIo9qkalDa1TPtGj12h0dBqtTq2KbcC0xpB7DMKXuuUURmh69xIvHgPjTTyftYwSDI8fcZqN2PtfmCdVPaZ7AOrDLgWIp/Pu42fWF+ejUdDnX1SKBQc0WJfKoFU8t3r+OrF0Ey6hsSRa3d4CLxuWJZKpdx8pPccgNvoyLeOke2lxqqmFfUbc3NzR4ijRhx1ky3NRvG1sU+uaB25drNSqXQYKUr6rGPPPkPBua/pa81m8whxTIqW+eQgZa8ejq7HHdmULpXfvv+ptx5m4kj9ur29jbt37+LNN9906fsc091IuM9e4n198kiNSftZ3L01umyfae/lA8lJqVRCuVxGs9ne+fj69esAgCeffBJLS0sAgHK57DbU0oyeQa43TmpjygKtpxIIK3c1OqcErVKpYGNjo8PWKxQKznFDnajHK1A2nzlzxqWO0k7yZc3wVXf51yMWVLcxq0pTU5mJR/tG75c0r33jwmfj9KIj7gdW7/kcLzov1FHI/wF0LJey84T6AoALRKizTANBOq/U0abOZpJVa7eonOVnWn79TAmj6lEbLY/Ts3xPea7jW8uqdeolyHFfx3H4iF8c+08ypuPIgE842nvrALBkU9m3Rjn0Pvr8XiaHeq/Va6PeD20DGghxis7XPqcBNaRsWfjeV+a4Omjk0Bo8nPS+FEVGrHQiqBHh61NbXtuGOgFYLh62yjPQGDGj4KUyA9AR9VDFo5PNlyYRN556UcD3i7i28KEbabTfKWljndl/Ot5pzGq6hz5TDXc7t+2c0YiXfbZG4fSsSAAdhNMSx25z0Pd5khzrJ3S7fl/UjO2i6X3pdNqtBdVdZWnk8HgD/k1OTmJ0dBRzc3OOONKLq/KxV8dHXNskkQg73mw9acxo+rkaNbqDq25m4IteDw937hytUb5BE0fKMd0UgxHHXjbH8clPG3lW40aNJG0PJf+99iXvqxv6qJGaZCj65rw6eBhR2dracuf7sU18JMY6e4DOdaSnmclxHLRa7SONtre3ce/ePRQKBbcDNHcTn5iY6DA+AX/6KKH2lc/pxufqK38Xp9vjxofPSWafw77d3t7G2toadnZ2MDo6ivn5eayurmJvb8+t62P6vBIWzSZh/fsNnRfHkd16PXWRkpJ8Pt+hy7j5GGXS/v6+iwgy24nloW4aGRlx6bs2yOAjCjo/+Kr2kWbh1Go1tyGdHoelDlXKDnXOWfjGhbXx4q7tJ2xfxOlja0fwPfW/ZhPajED2E/tB21bvCRy1S23bqC5SfmCzJvRecbazrRth7RNLJgmfnvAFtRhoU7s5DscmjrbivnSuOIOPv7cM3HaSDmDLtn2Gpqa5aEdr5Un0tB42msDf6K6bWl5VVurR1YGsZePz+H2ckuvVUOsnWLa4heksr88R4FNOQOd2/mw7/Z0aEbpmSr2OnOTWiNDn6QTSPlQDC+iMgnLDHR4NQcNbN7Bgv3OiqVLl/W3/qDJRxa7t6GurQcBnZCQ921dOK4DYbxz3Olc0yqNKQyMI9r5WMfoMHP2NlROMjmnkgqmV6snW9W5W5sQZZb5yaDR8kODuxBxLOt6skazyhWt5uWMwFSINNN3sgOthSBz1PNtuUX22i+9/jZ4lkcdu99G6sT81Qsd2YvSLc9jntKMuoCFllf6giOP09LQbO5o+zIijpuhbo8S2k5ZV12VrShTbhw5M/Q03QFIvcxx0vA8PD7soNlNi7ZKMbuRRiQUJIyMgW1tb2NjYQL1ed8esNJtNVxfbJnH6Z5CGar9Qq9VQKpVw9+5dt15b16zR2aY6hIiTz8BRo5LwGfNx731ythuoD+jEoCOgXC6jWq0im83i6aefxtTUFHZ3d90Z2Rz3uoEX5TTfDwKcZ9ZZaeW7EjPCR9zUtpiYmOi4plwuu81umIo9Pz+PXC7nsmJ4JvTQ0FDHkXBxfW/HupVvTP9mOzLKzZ3MuUTBnklO3WD3brB97dPBqpuU/Gi5+w2V9Vbe236y5bDyKi5iD3TaxVz2ZiODfIY6eNWuVU6iWVDWWah101f9XO1JPkedEPyNjYpqW1gnvM4HvU7bsZu9emziqJ4XNSx1MPkKZA0LO0Gt0vd1sq9xOShshEMbm2WkAayNaZWSChTeRxteOyBuIKtB5YvgWDwI5afpIUrOfQrF1g/wKyhLmNlGuoiYxgQjRfV6vWPDCI3iKjH3wQo1KjOmwjLtuNVquZ0ImbLHNYy65bE6IKyCtkKUUMFvHRHaTqftGfcJRd81SWPSzgclUfxjxKfZPFz3qKnb+ntfyqk+T8utUU2VL3q+p26zrel0ds2l7Rvfc+Og43+Q89QScyXK+h44VNL02pM06uYvfOX4TKfT7liIfD7f0XdE3HhJGidAchv6xqHvesoPLY9mdfA3XCvUbDY7jCI1EIHO3TnZZir/B+XIIXGkU4rHBDF6SnmjMibOQcZy6855TMvlnKMM5fOYSk6ypjtK+3QbX3W8kDi2Wq2Osz65Vss69XzOIM0I0HQ5rglbWVlBrVbD+Ph4hxFDoupDL06Ihw2MyK2srDjHAdFsNnHmzBm3K6466Kwto3OQr92cWb3YG0mGrP2Mf8ze4d/GxgZKpRK2t7fRbDbdZmbMLNK5qzKaZCduPW4/wMwqjbConreBgTijWecMxytlEa9vNBrY3NxEuVzuiPpPTEx0ZEewDVg27VcfGfLZtdSFXLfI/9kf3JxoaGioY7M6zmGrH+0zgaMRZspXdVhoew1KpgKHQQk75q3dbce2zYpS+IgSdaWOGdbXRv/0t5TTjUbDjSP2LZdh2DJY3cg6Wt7A57AMqsf4DLaNLs+zhNrnALD2XdIcUJwoVTWps/QaX0fFGQ2quPiZGuVxneZTfnqdCmP9zmdU2qgE76ckxgoae1+WtZsxpa/aDvaaQUEnoBqovnL7HABxYJ9RMDebzSMRKBVynGyaLsE2ZzoHjR7rXOAkB3DEs72/v99hoHFDHK4vYCqcblbhI6LaHjoWVdDEjT1tr9M0cKzyiYM1RHwCQ+ulxJ47aepunFzDaoWerz81NUbbXQ1lvb9GUfgsGrkjIyOuT+POC42TIXHtx9/w1bZVv2HX+VhFrWNJiSONAkYsrQJg/zEVlnNHCb4PvRid1rlgkUQauzkO4ozXdDrt0r84LugIomxheypxTiJn/cTk5KRrD5I54PB8UZZJo+FqCAD+CC4/5zpsrisrlUrY2dlBKpVyO1fyVc+05fpKjcRbxxDHGNvY6mM621QeK3Tu8pBx7oxNA7darWJ9fR0rKyuoVquYnJx0czWTycRGgi2Z5meD1pP9wP7+Pra2tnDnzh0MDw87OUnH1/nz51EoFFz/avQ4bm7Fkcn7RRKRJGnc2dlxaxoZ3eJGMalUez8Bnr3MccP+Hx8fd3JcnT6DcqyqvWptnDj5pfNBbVydK5TJ3P2bGB4extbWFvb397G+vu42+uOcI5lmBoIuUdD2TrJxtX2pb2nfsE80DZzOK5JGysZe0nh9TiFtI77XthsEaD/YcUJZoDvjq2zSNYk+h7UFf6/Xso3VwRVnJ9lUVatzfE6hoaHDHbY573kvymNrk6iT1fIan+7Q8ctyaOaNBmzsb304caqqgopPK+JrHFsB/V+VlK/SvvCyr2H4Pmki2GfzM2t4qcHri6L46hI3sOzzbR3iiMegoGlwdnDH1Y/fW4+TD6yLb90KodFrPa6DZeDhuVyPVa/XAXTuWsX70fvGFBHWUdPCmMrHA+R1UbhvbNm6qcOA/6uwUMGQ5BQYFKyQj6tH0u99487OeTVuSCAZQVZhxPdUUuxj38YQqhQtcbTrKTn+aMiSNNpIYy/E2FdnH6mx87Pf4Bog24fq9aRitAqSEXzCpsZbYq5k1Fdv37y3hFTL6pOD/F4dJzZ92deelkD6ykvSq55Vm52gazbV2aDH7wwC09PTXr1E4gi0DRFdC2x1Dn9vHQapVMotBWg0GiiVSnjzzTexsrKCVCrlDhefmJjoOMqGqbKFQsFtOGQzZ7S8TIG2aaPqEde+UCONhJHnceo6K35fKpWwsbHhIsaMxDGtyxruOtZt9OhRII5A+2ic1dVVR/q5Jo4pnk8++SSmpqY6DLo4Hdwr4mSa73OfTaXXW9K4traG9fV1lMtlRyIbjfbxZ9xNtlQqYWhoyGX2qINEz9ml83YQiJPltj3U7lHHt445+3v7GzpcOObpKNnb20Mul8PQ0JCLts/OzmJxcdHJfeCoraTQrKdKpYLl5WWUy2WXHUDnBM/oHR4edjvT5/N5d1SWL9XctlPcmPARaF8bDwLaJ1o+n76w8oL2gy4rswEArTufw+dSxyq/sW2on2lZbLvGfeZzUmi9CJbL6mqFEk0LbTO2TavV6cjsRaaeeHMcbTgKBLtuQ3/jI46shHo+bAW1k1WRxpFHW1Zfw/o+tykDHGR2k424yWbLbGHLq14B1lEHnm9Q9xN6howPKkBtPXQwx3nyfcKVSoKGiUaTODlJFmgg0yGxvb2Nzc1NtFotl6evk0t3bQXgDKzd3d0jm93odv++OvnGliX42l8aibNR6ZMq/V4RN/617e13SeNU7+n7Xue/kj87noFDL6Cm1dF4ptywwpj30vupgatyxKanavv72qMbdN7rZ4PuQ6C9C5/PMNZIK1MSSZgajQYqlYojUjqG7dy2hNSScELHtNZbPZL8TuWxz6FGxQQceox9qf6qbK0BoMTRRvrt/FNHDs991TRqRj10g5l+Y3Jy0rWzXQKgZIjEwEeAfEaJGkOcd9x8ZW1tDY1GAzs7OygUChgdHUWhUHC7R2s6G8umUQeNPKtO1vRWAB39qvVgP9FQZpSxXC53GNHsB55Tp2d1avm66U+fE+lhR6vV3kAFgDs8nuRrc3MT1WoVly9f7ojmqizy2TBxz+kGn073/Vb7mLv3lkolrK+vY21tzZFDHidBmTw0NISxsTHU63W3PAQApqamnC3FdtjZ2RnoGkedfySnSanWOtfU7lRnndoAKhfpyJyYmOg4/oIyqFKpoFwuo16vu77nBma8h90kyspAznOupczlcsjn887eYTYGne6aVaX2a9yrIo688DtLIAcNlkGXPSlRtOWwMkNll0Lrzj61G8VxHvAaXqcy3NotSvZVVmlZ2ackt/zeZiBpnXT88TNfneKcQHymbo6Xy+US+9viRPsgq0IDOlmwFeRxRJKv2ohaWBtu5bXqibMeB4skgagRN1s3a9j4jJykdukm1JU82gnINtQ6DgKad23JR1Kb2rqQ3NnvdDIpgdDQOCN+vFYPDNeJzjU7egC67paogpX3VuMKwJEUSY1w6iJnO3l8E9IKDp8SsenNg0KSEIwbh5YI+QhGL89j3ak0+RmFnq7N0lRWKlL+T4Wtc0zb0y7it/NS27nbHLR1sYa93sdnlA5qPubz+SNRMhsx0wX7bD+e+aX1AdAx/4CjURytj43m+ciy9gPHvW8s6G/06B2mKetaZkvSLXn0kUg+S516erwFiQiPe1DHhm7mNCjCMTs721F2m0XBP7uWRcetz/GhhobOFzoMGN1bX1/H6Oio28FTU9eAw1Qm9iGNVd9GUnYOWQNWjR67YdXOzg62trawubnZsbMjr0ulOtemWsPJp4N8joRHDSTNXHNPAkFyffnyZczMzLi0QhJIhbV94uyE4zq7rE5gv5DgkTSurq5ifX0d6+vr7qxYdWjkcjksLi5iZGTE/ZbfM70eOIx46Hme/YbaenGbpSX9lu2i9oldSw50LuMgadNd5CuVirMz9vb23BpEOtIpz9R20H5QW4rzjA47no3JrBvfWn9LsGzkSxHnuLFjzGZKDBrWJlNy57PXtP98NoJPzlEuWr2pzk3VX9o3uh6Sv00ikkAncVTbWMvDe2l9NDponaq2/vyNfR6DNPxcbYRuc+PYxFEbjw/TDvMJMd/31sBToyZJWShsY+pv9Lf2nqr8koxPWwb935JfH3zfqXGm5T6ukO8HfBFc/U4Hk698/J2uBdT+4sRWwmAnGYUtFQoFrqYttVotjI2NOa+ajXbbUD/7lOUhOaHg57Wa/85nEXGEWr12FPZKIGkgU2gTp+2V03L3ev1JSBHbmmnA2vZ2gyNNE9S5Z4mj/lZJo95PhaclOicxmKxysd/73vcT3BxD54vOKZ+SVgWgcpmOEab5MgIwMjLiIpfA4Tm4ltjbjA7e17cLH/tNIwmsB9ccc8G+pobz9zbbROWNlSnAoVOIazp5j0ajgWq16pQh1xkxKm2NhUHNx5mZmSPGhMoZS87jHFR2XKvM0vZkVGFjYwMbGxtOVu7s7Lijh2q1GprNZsfZjGwPproxNdWuKVdQluqZcxxnesg411txt00SV9XjlOc88kP73uegTWrTRw37+/uOTDOThkeUbG5u4vLly1hcXHREQM9go50E4L5kHmHtMtXfJCl0SJDkMtrIcxkpq1QGcHzmcjm35wDHBj/nczUzod9Qx7A6HLXuLIe2g250wjbXqDgAZ/doCj7lG20VOlUo+7gGUjed4lxi6ra1t+y8AOAIJ5fdcHzo8RrUreqQ5/1UtqoN6HMaEj57KMnR1E+os1Idz+wPDVDYeaEO5zjbgfVTfmJ5AfWMbTsljJbraNtpm+mzWP5Go3HECarOQS2XvbdGR235tI4qN/kMzkG13brh2MRRIz0sZBzj14pZb6IdpDqACevd1PvbBtFn8dWycR9hoNFrI0TK0DkorbGhRkjcIIkrox1o9jrf4OsnrMCwZVPiqAPR3sN6fSgEAf/BrFbxAzhy9l82m+1IPW212jnY3IHP3s/Xx9pvavD4xleSp9snLJVoaCSFG5VYxT5Igeobd/bzONg6+sacfW/bg6TCkgklMXQMaITXznVLGFTI6rz0kcWTkAAr4H1e6DjnwSBA5WDrx3bSuvK9dc60Wi1nnNDLTaOFO2tSWQDo2GxAN5fSsyL5DCVsmt7I8a/pZpZMUHbaTbKAo5sWsa/1Ws7RoaEhVxfKbl33yfnO5zYaDbdbo8p4oHOHvH5icnKyQwZxzKs80x0W2QY6xtXQ8RFHEq/p6WmcOXPG3Yfp/0xfIzkjiSdJ0SwRrlHO5XIdxrz2i+pC9VQzE4RHbGxvb6NWq7mdXnluLsch5RN39qXBm81mnWND5Qih8snK/keROBKMRlmivbGxgUuXLrnzD8fHxzE9Pe3WQLLOPrnna7ckaB83Gg3Xf9SZTIVeXV1FqVTqiCJz/Z46c5kVkUod7ibJTY+2trac/KDcUKI2CKjDWm0tX9uo7uL4pu6iPKMsIilTwqz9YY181jmXy6FQKDiHmmblqNPOykQSIJW/nDd0jFEm+uwyq2tZRmsPx9mzvrby6exBQeWgzV7TcsbZXj6yzM/jiLNyAf5veY6V9RoQUfjaSdt1aOjw+CluoKU62EfUtS18/Ir/23a0BNHaOCpj4tCXiKN+nvS7uIIq7KS25M/e0/d7W1brQVeFTmMLOHrGJMF62slnn2/f+yahrb+24WkiTvH6HABKcoFOwUOjhAYpvf7Dw8POGOBvlFDoZ5quqFGXOC+YCjtLRPUz1pHKuVardQhHe60KGTte9Dl2w6TR0VFMT0+7jTGUMJEQDMpQvV9YIRhHPLsRKpt2SGj9fdFhwL+ZloVPOfUyb3xCtJszoNfn9xNKHJUwcNypLFGPuRryzebhDsaMFNTr9Y7jGHg93w8NDTmjhSlQNGqsQqVX2x6dw0gmjT96z6vVqpMHakhpX7AeKov0gGwlh0NDQ25XRhqrPJ6C7aUb4KiBrWTXktV+gqTWOj3VGGd0tFqtIp1Ouw1raBTayDfLS7nHcUESNjs7i/Pnz3dEWZkBwHanQ4vRP02Ps+PH7qxnxz5lPlNSuUHK9va2IxNKHlXuUm7m83nMzMy46Ah3fuSzk3Smfv8oEkeOQRq++/v7KJVKbqfx1dVV3LhxA+fOnUOhUMDU1BQuXryIVCqFiYkJR/w5XlSnKXxt4zOYObZ45uT29rYr19bWltsEp1qtuvHFTV3oaKJTh3KMO8YyCkYytr297aJiGpmzJKBfUFtCoys+HabtwnW31PV0SLVaLVdfEgRGhNXp4SMgnHPc7E837LIZH+wr9quugeQcYkoq54y2oS/TwdaVz7DOc2vX66slYj5iNgjQeRknFyhbrH5h/TgO2Jb8TgkY+1MdqpaEW3tdZaJm+GibqD1o+ZJyEN21mvejI8b+Xuev6kfrdNZ6anlarZY795P31Xt1w4mII3D8Az9VifmM0ziD1Q5c6y2IK4NtKP2tGrFqGNnf+cphhYLvuXqdfh53DyvM9f0gFaNPmPjaV4mPesRoQHD9YbVadd7I4eH2AblUGuol8nlr+EpPPIWgDnSFGmWWKOp3nICVSsUZb0pwrMfG10ZaLioTpnZls1lMTk46QmlT6XyCu9+wiqAbWdJr7X3uh6Dx1T4biE9Ft8/0zTvf/EiSAXFKLq499Hsto31Wr21xEmh6oKbDaORcySOvJRFUAw6Am4u1Ws0ZKpVKxRFFPo9Kis/RewGH3m6dMxzTfDYPpc9ms84RRBLK3XbtHLPZCJxbJIRMW1fDcnh42JVLjSlGNPRwccoPHrtDEjpowqHyTuWQ1pHGZ61Wc2fBMVVfI44284WyiPXmWsalpaWO3Yf5G42+kryTJNKQzWazHTtcjo6OdkQk1fAhdN3b5uamS5PleNM1jxwbVu6y7CTM3HnTGkcEx7vPEfuwwcoT/VyjBRr9bjab2NnZwRtvvIGNjQ3cvXsXZ8+eRaFQwOzsLJaXl7G5uYnp6WlH0ng+qC6NSMq+0LKobKMeZ0oqN/FptVouWkyyyPGhqackZNbZYzOIqDdVn1tDvd/gvPA5muNkgNornCecswBcfVl+3ttu0GbHL+Ut28raKb5MHKDzrHJ1LOnyDWv7cM7FReV1jOr89o3dOF2bZH/3Gz6bQtuK/WRtRbVVNTJuo8PaTmpz0vaLe7Z1vmiZSCKtDLXcA8CRteZA5xmk6kSgPk6lUm6MWm6l0N+x7NST2nasq/KhOJxocxxClVS3QvtIk8JnVPqep9ckRfN0cLCcFAhxZenWWEpErREX92fL1SsGSTQIHXAE28kKHEu6aRyQMNZqNbfF+MbGBvb3910qih6rYNdQ6f2tIE0C+1LL5rsHjTXd0dMnNJQY+56l9abQHh0dxdTUFABgYmIC+XzeHbJryzQo4eojRD6ixe+63SNpLsSR0bhn6Niyc9unlHxCvdd28ymWbr/3EUYdU/p53P37BSUKSnCUNOn6DEKdIyRoTDHjxhXpdNrNT54pxr5R7yv/6CRRBaY7EdNY4rMYaeQ91dHC8a9p51p2vuomEq1WC+Pj44708nuWWzfqIfFhGe2aYx5PoWlGccZUP6AbmtBLrvqH/UoFnclkOs4gtcslrMNFSag1OPWPY0LXGVJOa/YF0yB1jS3LbY1JGirsJ6a+8tBzOuc4DtWpAByeramRGkZMfOl+hG27hx1KEAC/HLR2gs6F1dVV7O7uYmVlBePj45iamsLy8jJu3bqF2dlZp3fm5+cxNzeHmZkZd36oyo44GBhQRAAAIABJREFUJ4l9frPZdMenKClKpVIdWUNqT+n815RrjlmmvXLc0YgeGRnB6OioO4KF0UemSfcbjNpYB47OGdtWvvnGa/Q733ikHLcp+fxO5ZDek7B60upma3vatEXaZXH3j7NPfe9VB8bZ+b3aGPcLn51PW1LlVC/38dkIPmcdn0NHrl06oPYlZbxmh/D3WjarC3WsqFxnBFrvSdtTiSjHizoKdJwCnbsI62c8Q1SjmUqwk3Bi4ugbVNpAeo1+bo01vTZuwiqUffsmsJ2o+urrzCRy5yOCNhzsG4S++/YyqG17DVJZdiPLViAAnZ4SDmQaB0xN0/Op+B0NFqZDaYRQJ2Sc8c7y2Da1/anEUVNUdHID/rUhvIcdd/yNJThDQ+0NR5rNptv+fnt7GxMTE0fy0wclTIkkQU50K0M30hj3TJ2LvvLYfvL98TfqMUzqI988tc/yfW/byY4pNSxUDg0qjUqhC/fVsGN5NL1QlQYNdEaW1InDIynS6XRHRCqfzzslwfo3Gu2jPWj8kzywPekJZXRjaGioIwWc0XxVkIyMMHWWKbCcU7y/bgDQbDY71v8wnYbvSRBpcGpql0YhaQgwDZR1VA/toPoRgCO4HEckunt7e27dWq1WQzqdds6mbjubxs0fqzdVNltCxijkzZs3sb29jdnZWWQyGUxNTTkSwXZSw5RjkZFrrnUrlUoolUouJdmu6aRDgO2RTqePbDISN2+BBxPduF8wcp9Kpdw6To5rGnY6ToBOwkEjjuuDSQQqlQrm5uYwPT2NhYWFjk1pSMKSog/W3tL+BeCiitZItuPARkt88r/ZbLqoNOcz02s5JvnKSN0gwDZnuXz2hq9ttC4KtTlV3thNVNTxEndf35+Fz770vVfHA8vAa+Kem3S/pHawv+1GpvsBzhvWR4NImqppy6+2JsvsawNtMyViqq+oq5RP2ECDlWMqy5Xca0adLSuAjr09KDPjgi6Ut/o8vud41/0CVObomNUoqy+Aojhxqupxr/N1HP9Xo12Fko0w2uut4LOw1yaVXxWvvacq8yQm3k0I+K61HuUkodVvxAnFuDaLM2I0Asl1jjQo6HHkOkjrMbfP0b5XZUpjVQe//qkHXgmjehr5rCSSFEdsdFyw35rNptuIolwuY2pqyhnd9p6nYfDEKRn7/F7mwnGe2a1+Og+TxnrS3LEKPu6Zvs/ts20drdPCF8EZtAPAyptMJuPGOueW7zxZkkpGgTY3N7G1teXSE2nckDxq9Jvzlfcg4SQJ5CJ9RiFomI6OjiKXy6HRaG94QUOZxyxoGiQNQhIO3TGZoHLkeW/r6+suYqHrIwG4TUS4+zL7RZU5yZju8qipara9B9GP9v40kNVxxnFmI4w+x6RvzvrGs80I0d2d6cluNptYW1vDvXv30Gw2cfHixY61jVY2s1zAIfG05zTayI7KYvYh0xW5/k2XJFg57WvTuP8fZuTzeczOzmJvbw/r6+tuIyKmNLMdUqn2MRY8d4/kkc6a8fFx5wRhhJrX9ZrmGddu6XS6I+JHB0YSsUmShdYmUCextaV8WSb9BGUZZaq2V5wu8jmYlTywLrqJl02DTyJScZ/1Mq59ThZ1jqtM96W+xskn33O6fe6r76B0JJ0n+mdTvbVMLBfbhXNMI4taHw1IceyqDWqXKalctI4I/VzHuR0XPgcG68Dv7LmewGEKLICODA+ds/bZ2u9qh7MsOgepJ5LQFzePVWb2O1vIuJCwsl0fOWDFdd2NJXOqSK1Xk7/3lZ/P9HUwjS/9Tj0gti5JRFah9/NFqB6EgtS21vKxPHHeepadAovnPm1ubnYYrLbPfVFIFdyMLKRSKZcGZscbn2nTYe0GO+pVYn30O0LJK3Bo1GgYn1EUrvMpFAod67kGSTIs4oih/q/XxBkAvRDcOMOuGxlNur+dy3HEzwc++zj18Ck/FeBxsmOQUAKkHkOSDRrg1oGlaS1MyeamJfv7+x3be/OeJBKMFvIe3BCCSkgNf0bvqDhzuZz7HaNNes4ZjSk9qzWTybg1cDpHSKrS6TTy+byLfOrOo6wHI5d291e2BSOlaiTa+TtIQxU4GglQGaRrlKycsHNYxybfWyPAguOXclDbgPWfmprC9PQ0dnd3MTU1dYSsaHnt3GZ92O9bW1solUouJVXTtyiTVf7TgcHxxjWsvvawddf6sw9PIxugV6RSKXc8Ag+CP3/+PJaWlrC3t+dSUJmmqdEHOju4Gy6XebDNuINmPp93G+YUCgVMTk5iYmKig+yxLFouC7WT+Gw6Z62hmkTmk2yBpN8dh4jeD2y0W8kD0Dk/tU185bHOFP1MSYpNN/eRA0XcfLZOIWsPq66K22SnW/TIZ7v72sL3Z+8zSOIIwNVLbW4bJbOkUNtA96DQdaHsH81003XZNo1TM3Usn/E5/jin+Ax+bzfpsffj/8BhNg3LYJeHWPvJym1eZ8eNthFtbABd5Wrf8gOSJpuSAlWevsolRRytAlW2r8ajNfx6LbudZBrqVQWsmxCoAWKVvQ9qxKvwsWQlKZLaD1jj2ra57/k6IC1ppjFBDwi90lzfQGNOz6RqNpturQwnPSclJxaVJj2srVarw2DkczkhKVw01U4NSba/bWedcGwfbRtdy6njjHXVNC1fpPxBox9jKc7I7fYcq5x8SiaurXyGpJ0/vZQh6dm+31m5k3TffkB3BlUFwPHPQ55tWVRm2bMUOTc419SA0k11VLmpUtMUVyoqXkM5SFkBHKbXAOggvCwvHT9sX0a/dG2ORvY1TY+fc67rPNf5rH2mTiIiadz0C6pPSJDUqGHdWTebLmQNd5+8tfLKGgs6DriurFAouHtns1ns7Owgn8/j7NmzHWfBWRlv9QKf3Wg03CZMPNDcOj7ZFrruiunQHIMsk28nba2bGkCD7sOTYH5+Hu985ztx6dIlzM7OIpfLYXZ2FrOzswDgovO5XM6tG9SoM/tJI/UcD3rsDR03XNOrm9L0YoNY3c/5Tv1of5+kx9TuUtnMcX5cGd1vkDiqc4J1VNtBnRZx5CzOqe8jCnYeW2O9G1T/2CCKyjyW3cpE3RDIElB979PDPmJhSVjS7waBTCbj5IslXBz36tjX8ac2vKYW81otvy590HNtqUu07XV+6MZivj7WcrBcKqO1HRU2+4Pl1XWXXM6h802zOVRfaN/yecppNNMpCccmjtpgCjuItJA6Me2E098oybTeEh+JsWkOVojR027JqZ2UOgHjvAXWS+UTIL0ijpDpd4NWjtoXViD4rtVJaEk7DYNKpeLdmh04jB6Oj487ryoAbGxsAAB2dnbcvTkpOHFHR0cxMTHh1jTpwOak1T6l1439ycX3vM4anaqc1anBejab7R3vVldXsby87AxBTQ/R9olTPINGkqK2yl0/s7D36KYMuj3TXnccJaPGSC9zzved/lbL5iPCD8rQ0Y2blEDoWiBrxJOYUUGogwQ4uvspxz0JI8/dYzqjbSed27rGQqObTFFsNg+PnOCcTKVSjrjqcSD8HSNPnBtMg+TcYkoj68K5rF51rb/tL/YZjQirDwYBlaG6/tRudMDIaavV6thiX9dnaj18hql9b8mjtsXIyAjGxsbcZjyLi4uuTeOeyfdaLyXklPmlUgkbGxuoVquuva2BpinKXBNL0sjUKzXa9PlWv9u1vg8amUwG586dwwsvvID3vOc9uHz5Mubm5pzuGh0ddfUE0GGIEpzv1mmgn9t1dHHOhW7j2ycPbTseh6RbEmrldTcMcj5SJunaZqbB7+zsuONiVIb4SJuSJVtfvto5aTNorMFu626znrQsPhKrBNGmiPuW6fj0vpInra/WmW2jNqJtL30/iDlp9aKuv7flUJmh2R28htdp32gET59HQqoETp/B+mqav2bKsI90LGgaum0vn4PO55yx40H5lZ1PvL91NmoEk+WkHeBzuipORBxZgThDWRH3mSUp/EwNlLjnxN2X0IFjJ65OMDa0TjYlDqqc7OJRfdZxBJ9PYKhBoJ/Z6/oJKxytZ8NeY8tuBzW3597e3nYGqbYT11EUCgXMzc25zRiYvsZ21knFdqfRw2MF2H/sD6b1MJrZarVc5JO/ZZodDVKmzNETqWfo8Nkkko1Gw+0Uy7QsHe8UBmp8J3n7HiROUo444tWrgaLjqdv1vXyv49A3T+IUiv3fRx6T/nop40lhlTMFtzWQOabUOWKdbFpOEj3Oz62tLQBwZ7bV63XnWCGhoZeexKderyOdTmNnZ8f9XsugR/JoOqhuR065SiLF6zWayefrH4kjU101Vccqc627yiZfuwwKujZE214dA81m06Xbsm5U2tym36bU2/FnDVUrk6nXNDuGUSmuVVXZzfIqsbYGbxwp1tRiPSKFspj1q9frAODWrmoUncTKJyO0/mpU+YzH00Y2m8W5c+fw3ve+Fy+99BLe9a53YXZ2tuOYDJ2/cTLF2hE+Z0Ev5LDX8a3t6etv332OI8d70Q+nAUapNNV9a2sLKysrWF5exsbGhst48ukQa6AD8PalJYsq93ztq0a+JQm8JildMI4g6jztFgzQMtm+tbaLvmc7KLlVG4ER9n6i2Wx2pG9b2eSzTS3JZJvSiWDnJeuhn2vKPXUQ/yzxY59oG5PTtFqH2T4sF3Co91lm1kUjpLy3ykcSWupR2sPWwaR/6mxSpzLbhfsosF5JuC/iqMrNRwYtbIcrVMFo6iENed+k09/6jFs7Ka3HRtm6L8JphYAOxvuFrYMSRx+5HAS0zaxgZPsneTNs+dhfPm/o8PCwW/fBv0aj4T7j/Xmulx7mqmul1BjUPuV5aFzvwV1eAbg0V5JANXJpUPEMMfUM8/m1Ws1NYE46bRfbNrrGgP16WgaOT2F3I1KK44y5pHnXy28JHSu9IMloiitTLw4t3oNznOPDKpdBwDrK+Gymeat80h0rdX2jrlHU+3LMb21tOQLIVPK9vT131AYA55ip1+sYHh7uWKPGFDsSBCpF9d43m01XDhrN2na8XqONKoO4yY+mudt5ZdPLtC+tMUeFelpr4TQ1V/WN1T02xZb1B47uAs772essqbDkAug0ZlQuqwHB8UX9a6FtrHq6Vqu5nXx1fevY2BjGxsYwNDR05CgmAK7v2ZcAOpwCCh/JUifjaRNHKwNmZmZw9epVvPTSS/jGb/xGnD171tksdrdQH/m39/b9b/te9U0Siey1PnrvXu5n28BXvl4xaMeqLiFJp9NuremNGzdw+/ZtrK6uuqUmBOWGLZfW09qE/E6JgRLHuL5So95nH/sIHsunssRGKPV9L0Tf2sj6O59zLomMDgIkaNb21hRj2860O4HOrBNCbXuODysb1XlKQmcDSdTXQGdUlmVS2PHCV21/7VfWV+9rI6E6vnXM2SWBOs5s/Uki6czr+xpHbRA1Un0K3CcUkgw7VUy+kL69j4VeEyecbTl9XhX+rttfPwleP5TAcRBnrLP91dBRw0PLy1cSu4mJCczMzDijjwYiPdA81JvnHHIycodGvh8fH8fY2FiH0uWE5710cgFtz+/k5KQ752p3d9edY2dJinqMhoeHO55HLzoNHkZpNjY2nGGsQkMjH7rOgJ6cQRPHuD60Cki/833Oe/UypuNkgP2+2++Bo+kTPhyHsCWRR37ve5Y1TvtlmPUKOhm03IzYqUxU55qu99Md9awBSIJXqVScMmIEqNVqubMe1WDSDQE4N7e2tpzXno4YbpLCbfc12kiHC5Uw01v1uA3gUIFRJuixIpoF4iOLcYTRjivbtoOCRlm1jOqUVPKrpJJGgU2r0rJzLBBxUUcln9pGSrpIqO3Olz49a9vcjkUSdF1eoHKP13JsaOSY3yc5nm0/qsH9oJDJZHD+/HlcvXoVzz//PObn511aqhqYKiNVlvRC0E7ynSJO/sdd28t9ffacyppe59igSSNwGBlPpVLOucYdgavV6pGgQRxhtHogTjeogW6jPPzevuo13dpfiY8GP3wE0eeUigPLwWt76cfjjK37BeVGs9nsiMIlyQ2N+tIxqoRKl1Cw3VUOqvxiH2lWWRy/UdJH25iBEOtI1f9ZZt6bwQ2WCzg8C5dlpHOWfa2RSh0rWj6++vpP7YwkHJs4fvjDHz7uTwIeQnzoQx8a2L2z2SwuXbqES5cueb+vVqsuGshtxnsFz6zyodFoYHl52fsdDVd7PQ3fOKRSKRQKBRQKBTz11FOJZbt58yZu3rzZpQb9xQ/+4A+e6vMeZ4yNjeHKlSu4cuXKqT/7537u5070u3Q6jZmZGczMzPS5RA8/arUa3nrrLbz11lsPuigOH/vYxx50EU4N6XQazz//PJ5//vkT/f7111/vc4n6hw9+8IM9X7uysoJf/uVfHmBpAk6KT33qU7Hf5fN55PP50ytMwInx0Y9+9EEXIUDw4FeWBwQEBAQEBAQEBAQEBDzUSA06dScgICAgICAgICAgICDg0UaIOAYEBAQEBAQEBAQEBAQkIhDHgICAgICAgICAgICAgEQE4hgQEBAQEBAQEBAQEBCQiGPvqvooI4qi/wLALxz8+33FYvEfPcjyBBwiiqLvBPB+AF8H4EUAeQD/rFgs/qWE36QAfA+ADwC4CmAUwF0A/w7Ah4rF4h8PutwBvSGKop8A8A0ALgOYA1AF8DaAfw3gZ4rF4toDLF6AwXHnYxRFWQB/GcD3AngaQA7ADQC/BeAni8Xi26dR7oBOHGfeRVF0EUDSFrX/slgsfvfgShtwXAS5+nggiqJrAC7EfH2vWCwunWJxArrgJPMuiqJvAfAhAN+Etn58HcA/BvDxYrF4OgcN9wlfMxHHKIqeAPBxANsPuiwBXnwIwH+LtqF6q9vFURTlAPzfAH4ewBKAfw7g7wL4NA4ndMDDgx8CMI42kfhpAP8MwD6AjwD4/MH8DHh40PN8jKJoGMBvA/gZtAnmvwDw9wEsA/gBAJ+Louj0zzgJAE427z4H4Mc8f79yCuUNOB6CXH18sAn/vPs7D7JQAV4ca95FUfQfo22bvg/ArwL43wGMAPjfAPzSqZW6T/iaiDgeRKb+CYA1AP8XgB9+sCUK8OCHANxE2wvzfgC/2+X6nwTwbQD+F7Sji039MoqizCAKGXBiFIrFYs1+GEXR3wbw1wH8TwCiUy9VQByOMx+/A8BLaJPHb9W5GEXRjwH4m2jL3P9qYKUNiMNJ5t2rxWLxI6dQtoD7R5Crjw9KYd49Muh53kVRVADwDwE0APzJYrH47w8+/zCA3wHwnVEUfXexWHxkCOTXSsTxBwH8abRTGncecFkCPCgWi79bLBa/WiwWu54PE0XRJQB/Be2U1L9hSePB/fYGUMyAE8InZA/wrw5e33laZQnojuPMR7RTUwHgNzxz8d8cvM73r3QBvSLMu8cboX8DAk4fx5x334m2/vslkka5x4cO/v1g3ws5QDz2Eccoip4D8OMAfrpYLH46iqI//aDLFHDf+M/Qdnr8UwCFKIq+HcATaEeUf6dYLL7+IAsXcCx8+8Hr5x9oKQLuB68dvP75KIp+2pDHbzt4/eQplykgGUnz7mwURf8NgFm0Zeq/LRaLYX4+Wghy9dFDNoqivwTgSbQDHJ8H8OlHbf3b1zh8846c4xOe6z8NoALgW6IoyhaLxfogC9cvPNbE8WDtzS8CuI52+Djg8cCfOHidBPAG2gYO0Yqi6GcB/GAQuA8foij6YQATaPfdNwD4D9AWsj/+IMsVcF/4DbSXAPwnAL4QRdEnAewCeA/a/ftxtNc/BjwgHHPe/dmDP/39pwB8b7FYvD7YkgacBEGuPhZYQtteVbwVRdEHisXi7z2IAgUko8d598zB65HNGovF4n4URW8BeB7tzJ0vDbTAfcLjnqr6NwF8PYD/slgsVh90YQL6hoWD148C+PcAXkB7U44/gzaRjAB8+MEULaALfhjAjwL479EWsp9Ae13cygMtVcCJcZDO+p1obwzwDNpLA34YwJ9C26P6z4MT54Gjl3lXAfC30Cb80wd/XN/6JwH8dhRF46dY5oDeEeTqo41/grb9soT2pisvAPgHAC4C+M0oil58cEULSEAv827y4HUz5h78fGogJRwAHtuIYxRF70U7yviTxWLx3z7o8gT0FemD1zsAvkOcAr9zcIzAKwD+ahRF/3OxWNx9ICUM8ILbikdRtAjgW9D2zH02iqJvKxaLrzzQwgWcCAc7HP8CgD8P4PvRXtdYQXvDnL8H4NNRFH1XsVj8N/F3CRgkepl3xWJxGW1nq+LTURR9K4A/APCNaB+58tOnVvCAnhDk6qONYrH4Y+ajLwL4K1EUbQP4H9B2yn3HaZcrIBl9mnepg9de9hN4KPBYRhwlRfWPESJPjyM2Dl4/YSPJxWLxc2ifRZYH8NxpFyygNxSLxXvFYvFXAXwr2qnGv9DlJwEPL/4agO9Ce6Oqf1AsFu8Wi8VysVj8TbQjkRkEsvFQ4CTzrlgs7gPgmcfvG2DxAu4TQa4+dvj7B69h3j3E6DLvGFGcPPLDNgrmuocejyVxRDvn+DLaxKEWRVGLf2iHlQHgHx589ncfWCkDToqvHLyWYr4nsRw9hbIE3AcODob/IwDPR1E096DLE3AicAOcI0d2HDhy1gFciKJo1n4f8GBwgnnH1KuQqvoIIMjVxwbLB69h3j0CiJl3tFePnC1+EOR6Cu0zIN88lUL2AY9rqmodwM/FfPdutNc9/gHaHRrSWB89/DbaB4u/y34RRVEWh1shXzvFMgWcHGcPXsM6uEcT2YPXI0duHMxHelRD2vjDhePMu286eH1kjJuAIFcfA3zzwWuYd48O7Lz7HQD/OYA/B+BfmGvfB2AM7d1zH4kdVYHHlDgepC/+Zd93URR9BG3i+E+LxeI/8l0T8NDjN9EWpP9hFEV/tlgs/pZ892G0UwJ+r1gs3n0gpQvoQBRFz6J9uPFd8/kQ2ptxLAD4TLFY3PD9PuChx++j7cT561EU/X9GAX4EbT3z74rF4taDKNzXKo4776Io+kYAn7Xrwg+OsPqhg3//z4EXPKAnBLn6eCCKoucB3CkWi+vm8ws43I06zLuHBCeYd78C4CcAfHcURR/nWY4HewN87OCanz2VwvcJjyVxDHj0EEXRXwTwFw/+XTp4/eYoin7+4P1qsVj8YQAoFou7URR9L4D/F+0dx34VwNtoH9PxPrTTqv7r0yp7QFf8OQD/axRFn0Z719s1AIto79j4NIC7AL7vwRUvwOI48xHA30b7/Ko/A+DLURR9AkAV7c1x3nvw/r87jXIHdOC48+4n0E6x+hSAmwefXcXhOWQfLhaLnzmFcgf0hiBXHw98F4C/FkXR76K9P8MWgEsA/gKAHID/B8DfeXDFCzA41rwrFovlKIq+D20C+akoin4J7eUb/xHau5D/CoB/eao1uE8E4hjwsODrAHyv+ezpgz+gTQxpqKJYLP5BFEXfgPaa1T+F9lbG9wD8HwD+VrFYvImAhwWfRLtfXgLwItp9tYP25lW/CODvWW9rwANHz/OxWCzeiqLo3QD+R7SNnQ+gvX7+DoCfB/ATxWLxy6dQ5oBOHHfe/SLaOzf+CbR3yM2gLVP/FYCfKRaLv396RQ/oAUGuPh74XbQJxNejnZo6jvb+DX+Adj/+4sGRRwEPB44974rF4r+Oouj9AP4GgP8UbYfA6wD+6sH1j1T/plqtR6q8AQEBAQEBAQEBAQEBAaeMx3VX1YCAgICAgICAgICAgIA+IRDHgICAgICAgICAgICAgEQE4hgQEBAQEBAQEBAQEBCQiEAcAwICAgICAgICAgICAhIRiGNAQEBAQEBAQEBAQEBAIgJxDAgICAgICAgICAgICEhEII4BAQEBAQEBAQEBAQEBiQjEMSAgICAgICAgICAgICARgTgGBAQEBAQEBAQEBAQEJCIQx4CAgICAgICAgICAgIBEBOIYEBAQEBAQEBAQEBAQkIhAHAMCAgICAgICAgICAgISEYhjQEBAQEBAQEBAQEBAQCICcQwICAgICAgICAgICAhIRCCOAQEBAQEBAQEBAQEBAYkIxDEgICAgICAgICAgICAgEYE4BgQEBAQEBAQEBAQEBCQiEMeAgICAgICAgICAgICARATiGBAQEBAQEBAQEBAQEJCI4V4vjKKoNciCBHRHsVhM3e89Qj8+eIR+fDwQ+vHxQOjHxwOhHx8PhH58PBD68fGArx9DxDEgICAgICAgICAgICAgET1HHImf+qmfQiqVQiqVQrPZdJ8PDQ0hnU4jnU67z1qtFqrVKra3t7Gzs4OdnR3UajXs7e1haGgI+XweMzMzyOVyWF9fxxtvvIFr167h3r17WF9fR6PRwOzsLJ544gnMzs6i1Wpha2sLu7u7GBkZQaFQwPDwsPvt6uoqJiYmMDU1hZ2dHaysrCCVSrnrpqam8PTTT2N6ehq3bt3CZz/7WVy/fh2ZTAYXLlzAxYsXMTY2hu3tbWxsbKBer6PZbGJzcxNf+cpX8IUvfAF3795FJpPB+fPn8e53vxvf9E3fhCtXrmB+fh4jIyOuTfb3913dU6kUpqenXV21rVKplGurZrOJVquFVuvQyZJKpfDRj370xB0ch+/5nu/ByMgIdnZ2cPv2bZTLZWSzWUxNTWF6ehpTU1OYmJjAyMiIK+vIyAhyuRz29vZw8+ZNXLt2DTs7OxgfH8fY2BhSqRT29vZQr9dRr9exu7vr6pRKpTA8PIxcLodsNgsASKfTbgxMTEwgnU531J/t1Gw2Ua/XUavVAACZTMb9DQ8PI5VKodFoYH9/H41Gw917aGgIqVSq456pVKrj80aj4fosnU67ew4NDWFo6NCv0mw2XV343dDQkLs3P+dzFXzW93//9/e9Hz/2sY911KvZbKLRaGBvb6+jTbT8PrAt+F7bK5VKuXZJp9PulXOd19p76+d6T/3f9+e7F8uiZdL/7ec6r7Qd2C6NRsONS73eB/Y16/vxj3889tqT4tu//dtdeVhQfa/9AAAgAElEQVTOarWK3d1d93k6ncbo6Cjy+TxyuRwymYybM7VaDdvb26hUKtjf33fXczzyz1fP/f19bG9vo1wuO/m8t7cHAMjn85icnMTo6OiRcc3/OeaazSaGhoYwPNxWK9vb21hbW0O5XMbw8DAmJiYwNjaGTCbTUR6OXcqYoaEh7O3toVKpYHt7G/V63Y0Hfdbu7i52dnZcvaljdnZ2UK1WUa1WUavV3P+1Ws2NhVarhQ9+8IN978ePfOQjAA7nI+to68triKTxp/Xe3d3F7u4uqtUqKpWKqyfrzTbb3t5GtVp1dbW6heXg+OArr+Xz2NY6V3Q+DA8PY2RkBKOjo04P8G90dNT95XI5J/vZ//Z+vvFp5YCvnX7gB37g2P3UDT/+4z/eUbZWq4X9/X3s7+93tCWvoc6w+oZ1sP9bfcX2VLnlq283Gaq/8bUt+9eWy1feOBls/3itto9ez/ZRvar15HN+9Ed/9Hid1AM+8IEPAIArgx3vtGPjdJe+17mr89rOY62v2jT2Pny26uekMljbyNeWtnxaRp++VH1+HNmk40ZlBQD8yI/8SGKfnAQ/+7M/2/d7BiQjST8emzhysPnIox1gW1tbuHPnDq5fv47bt29jeXkZ6+vr2N/fx/T0NJ577jk8//zz2N/fx2uvvYbf+I3fwKuvvopyueyI5dWrV3HmzBlkMhlHFknmyuUyMpmMG7zlchl7e3vIZrMYHh5GJpPB1tYWRkZG8Oyzz+KZZ55BJpPBvXv3cOvWLVSrVWes0GAB4J6zu7uLjY0NrK+v48aNG7hz5w4AYGxsDFevXsX73/9+vPjii5ifn3fGUq1WQ71eR6lUws2bN3H37l1ks1m8853vRKFQAHBU6NvP+L++9hv2uUoselUiluACnYadHQ9qqFgDhJ+r4uF1VDjsazU0OQ55DX+v41Sfb4k6+9y2QxwpSWpDX9vZduo3VBnFjSWfMkgikPY3qvCViNj7WaPH95xupPE45DHu1dfPqpjjxnNcOTlOfGO6X1ADks/X+lhjxDpGktCNHCsJSKfTaDQaHeXwzQlrnCqx4O/UyPH9hs/gqyWRPmekzyiN+/PJn9OAbetujonj3Ff7KpPJYG9vz40LOneoK/f39wEcji2fgczv+D1fffrAynsti45L/vFzNdh7bQufrD2t/rPPTSJoaphbx0qczuxF/sShl/muZfO1Wbd7JLVzUv9pG/hIEuHry0HbOUnodVz59Ggvz49r717kdpwDIe76OD2o1/jKkaRreynDIG2cgIcPxyaOJAYAnFIA2oRpc3PTeXdXV1dx+/ZtvP3227hx4waWl5exsrKCjY0NZDIZPPfcc1haWnJk8hOf+AR+/dd/Hbdu3QIAzM3NYWJiArlcznktx8bGXFSPgz2TySCXy2F+ft5FI8vlMhqNBmq1GkZHR3H27FlcuHABMzMzWFtbw61btxwRLJVKSKVSzou7sLCAbDbrPN61Wg3NZhP5fB5PPvkkxsbG8MILL+B973sf3vve9+LixYvIZrOo1+sol8vY2trC2toa1tfXsbq6ikql4ggNoxwAOt5bwXISAXVcxCnDXnCc8llBZr19rVbLedEZPVQF3Gq1OryFLKsKRv1TpeQzVrXu/Jz3jWsfrYsaCq1Wy/WrNZqBTkNtkIRD60hDX18BdEQTfHXVaCOvV8PdGoA2QqFtZttPn3ucz7V8PvjaVI1TS2I0epIEPl+jtTYC3W/omCH4nuR9ZGQE2WwW2Wy2w9Flx5klLdqX2rZ0rDSbTUc2WF9tK/5vjWR9lt6bbafPUSePEmHtI5Yxk8kglUphZGTERVxZFyWwrJeOTY38+F41i2EQsCQ4yXj3vY8D70MSbTMLNGqhTpJarYbd3d0OhxrQOVf5Ob/TfveVkTKWTleOSf2zY1UzFuJkt62rfR7f99pm94s4Z5iW0cpJoFO32/sl6Vyru+IQZ/zb+3S7l9bN194+whN3T9Wv/J2vr5RInUYfqtwifDpC66HoxYlpr/fV3Wef+K63940jnTr2bD2SIoy2Lj6HoG2bOFnlq+vXOoGMGz+PG04UcVRjr9FooFqt4s6dO44k3r59G2+++SbeeOMN3Lt3D5VKBXt7e9jd3cXe3h7OnDnjUltu3bqF3/u938Nv/dZvOdI4MTGBd7zjHXjPe96DF154AU8++SRmZmYwPDzs0qiY+sIoVC6Xc/e7ffs2SqUSxsfH8Y53vAPPP/88CoUCbty4gddffx1//Md/jGvXruHOnTtYX19HvV7HjRs3sLq6iitXrmBxcdGlQTWbTZw5cwZzc3PIZDK4ePEiLl++jHPnzmFychLNZhO1Wg21Ws2lzN64cQP1eh3ZbBbz8/OYnp7GxMSES0/JZDJO2VuBq+0cZ3QMApYUdXt+r2XzCSU1DpvNJiqVClqtFsbHxzE6OuoMO410qODXchJKeKwA85EIJaC2fIR6463RS2fA3t4e9vf3O4htt1SgfoJjiIa3Gu+WTGhZLGEDDg1G1pHGnjXKNdrL/tH7WdJnyaR9tv1tXPm6KVn9zM4rNWbixgb/p1yjQ8M6BgaBpIjj8PAwstkscrkcxsbGnNxLpVLOSNXxHDfnGDXVuvLzbDbr0hopm/b29tBsNrG3t+eMYj5X55+mZzNVnfewKWJaJ62DZgkwBZfyUmWSRs94LUkvHX4knFpOm+kwqL70tb/ti/u5N+cggA6CaJ9hHXTAoYNIx0s3kqPjRw1fJY1MQaVOprNX01NHRkYSiWNcG9oynZZxGicrtXy+jBkAR+Sfva+PNNrrk/Su7zfaLr3q714ccknjVce26g3+r/rEljNOHvcbKld1HPvIkX0fp3fiCH5SPWxb6X3tb629om2m2Vi+7Ipufe9re5uKHvdn76O/DTiKx7ldjk0c0+k0crkcWq0WyuWyiyp+6Utfwpe//GW8/fbbLhV0ZWXlyO9zuRzOnj2LZ599FgsLC/jiF7+IV155BTdv3sTCwgLOnTuHs2fP4plnnsHXfd3X4ZlnnnFEs1Kp4M6dO9jY2EAul8PMzIwz4Km49vf3sb6+jsnJSTz11FO4evUqlpaWcPfuXXz2s5/FK6+8guvXr6NcLqNerwOAS20dGhrCyMgI8vk8AGB0dBSZTAaFQgH5fB7z8/N44oknsLCwgFarhZWVFbz++uvY2tpCs9nExsYG/uiP/ghvvPEG0uk0nnjiCczMzLi1jfTEp9NpZ6SpMdCNyPQbPmXY6zN9grPX36TTaWSzWdd3+/v72N3dRS6X6zDydH1OkqDXeviMqiSSaT/jddbrrkLargeIUwC2fQcBmz7p8wJaJaTE1hqeahjqOlJLHH2pjL0QQ9//9jtdY+Ujk6y3bWOFNaJtOySBBjVJENcMDnIuKgHnc+gU4xoykkaVF7avtW/ilL3KGWvosSy6DpQOEsKmmZIc8recv3Q68DObZuuLzhEcg5QTLD/lpY7JTCbjHHL6ZyONnLu81yCQRBbv95kqPzkudL5qn/jWtw4NDTnnLce4nbtWXvF3zWazY8lANpt1Y5LjkusadY2jJY1JfZ5U514/7xd0PnKu8blKpq0sTDKo4xxXx62Pj7DZV5/Ms3/8vJeyxJGQuDJpu/n6+jSNaiVXNkqXNF9ZTutE0Gv5Pg5af/0/ibTbe+tvdI7bfvb9thfYsiSVT3/jc/J+LcCnV33v4377OLTTsYkjDYT9/X3cuHEDn/nMZ/CHf/iH+OIXv4gbN25ga2vLRRd9mJ2dxZUrV3D58mXkcjlsbm6iXq/jzJkzePHFF/Hcc89hcnISCwsLuHDhAubm5jA2NoZms72u8fbt21hdXcXMzIzzau7v72NkZATj4+MoFAouGvjss89icXER29vbuHv3Lm7fvo3r16/j5s2bGBoawvT0NJaWljA1NYXZ2VmcO3cOTz/9NM6ePYtsNotGo+GIMhXi6Oioi3qurKzg85//PK5duwag7W2/fv063n77badsFxYWsLi4eCSNiH9qAPoG1aAGWZwXVREnQPX7OAKlsEqKAk+92Exbo9GqKWWW6FnjxleHJCGqhoBtC+0HSz6t4cn+822IY585aAeATb1jG9tnW2+4Ekm2O40ipkcqaWSfKeHQ5/sME/vejgermEla7J9GxOw8smNPxwQVbtz4ViKlZeQzGfXy9XG/YJ9PJxYjO0zXZ5TOtgVwSBgsOWSbahvrXCLJy2azjijW6/UOgkF5ruOKukDrMDw83EHuuc4ulTrcYMkXmWFZSNj5HBJA9gXvxTGqY5Ft5Vtbp4bWoNJUtWx8z3pZ2PGpv/e9992D9bWyW2WVkkjOdfarzjuOJ30u20rnkDoxfJvg2M1wGD32RUbioGPXd+2gSSPLQKjjUg11rY91utiMDwudR/pZ0pixus2Wtxf9qzpN2zmuX3olIT55r2X12QonIc3HBedHL2nStn2tTeazY+y846uvf5L6ljaJnSfWIWCJa9yY0d8ofGMozplj6+cj0T5nxOMOX7v2gtOQW6eFYxPHnZ0dLC8v49q1a/jiF7+Iz3zmM3j55Zfx1ltvdVzHyTo6Oorh4WHs7OxgeHgYly9fxpUrV1AoFLC2tobt7W0sLCy46ODFi+2dTWdmZjA/Pw8AuHnzJu7du4cbN27g5s2bbtfOfD7vdvqkQTU7O4vR0VEsLi7i7Nmz2N3dRalUcimnly9fRqFQQDabxdzcHAqFAiYnJ3Hu3DlcvHgRS0tLmJycdJ5SriViSu729rYzJjc2NlAul3Hv3j3s7Oxgb28PGxsbqFQqAOB2BCRsCiGhhl435dEv2Ghbkges22fdPDA+Ular1RxhZP8B6IjuxKX+WMPXZ3hpG9pUDL2Xtrn2j10rRONajWK+17VaSe02CFiiS1gvOa/VfrdKiIaib3MLm/rma0t9te/jrtHyAeggiUrc9DN7De/pU2DaLr5y23bUtlESa8vZb9h7c7wxDZMpf6lUqqMNdBzq2j2tM/9Xw8NCiYWuSdOoLwk0x4evH0n2OCZ191pGAtVhpPVlOUkQ2QasgxJHu9ZWI2w+skJ9RAyKPMaNEZ/R2e0+3eaPRnqtjLVOHrYv541Nc9V7+FLfOBYZWbR/Nj2VMl3XnCaRlOMYvfb600JStNTqjDidQ8R93g3dZJg17u2fpip3u183YtcLyU16xkkN8OOAxNHnQEoij/pe56J1Ouu1qkd9TsY43Wjnmi2P6ng7BpOeYeeR77XbvIwru/1TZ8TjhDiZY+tJO5Z8h9fQEcrlbI8Ljk0c33jjDXzyk5/Eq6++ilu3buHOnTtYXl4+euODhpyensbo6Khb8/fUU09hcXERjUYDy8vL2N3dxdmzZzE5OYnx8XG0Wi0X5eOxD5/73Ofwla98BWtra2g0GpiZmcH09DSazfamDvl83gmH+fl5l7q6tbWFUqmEnZ0dFAoFXLlyBUtLS9ja2nLpqeVyGc1mE1NTU1hcXHRrKdVwBuC2PSdp5dbn+XweS0tLuHXrFra3t12ZrIfJ56WyHkAfcTwtY7UXz5FP2NnPk+6nXjO2p27PDxxGvVTwUgDSK+4jRHqd/o7Gvwp0JZNqXOnn6jm2isYat9bDyOtU4A8S1itJdFNevv+BTiJpFW0cfErWjpG4ca1jXtPqlMQyxVtJo62HJfVJRnqS4ab38Y2BQcAqcEZ7SeIYfVQSp6SOv1OvtxquNvpsSRXf2x0yNdrCtlGj2HcfAB1ppJx/uuOmbcu48eEbi3EGlu+PBIops7x2UHMybuwrfHNVr00iBfqedWT9LHG0RibHDSOOADqijz7Hjo4JOjB0HaP+cbmIRn19/eZDN5ISp2MGBR9J9P0l6UstZ7f62estfO0XN3/sPdTOUHnhK6OPSBynnIpuJOc0QPtNo+5xpBGId2radvddF6cjrGzzPcsnN5LkRFz5fdcdF3H2lJU/vvePK+LqlslkMDY2hunpaSwsLGB2dhbj4+NoNttHyFUqFZRKJayurmJlZeWxIY/HJo6///u/j1/7tV/Dq6++6jzQ1Wr16I2Hh3H+/HksLS2h2WxifX3dGRJk4ul0GpOTk+435XLZGUp3797Fa6+9hldeeQUvv/wybt++jZGREZw9exbT09PI5/PufEY+n2S1Wq2iVCq58yMbjYYzvqamppDP590ZhTzCg5HGdDrtUm03NzdRKpWwvr6OWq2GXC6HqakpAMDa2hpKpRKGh4cxPz+PnZ0dd4xIJpNxv3/rrbeQz+fdWsmRkREA6DB+SWD4qobqaaTH+aKgRJJQUGHYi9BQo5fnkAHA5OSkM4BIGLjNvI/cssz23lb5+Qihkiz+qYLTSAqvY5+S4NpopApYHzE7DYGaRMa0HOoh9BkTSRFFSyKsMoz73Nc21jhVhatpsNbwJ5njWbC1Wq3jWuCQ8Gl/a7m6taO2F59p17X2G0yBJmlT0sj6A3B156Y9tm2tzIhLsQb8qVb6p3PS7qKrBEWNMi2PpjsD6Fgvy+sJ3xzRzAJ9VpxxxvbQ9F3Wi2066Pmoc8FXP2sMJhn7PvnqM9RI7izJtn0IdKYt666svrlJJyiNIyWJembj+Pi4I5Mct3Y9dJyRa+WA772v7oOGL+pqI6e+37CccfW08jPOMNf7+HSa797aPnbsWJ2lv/UR0qR+8uk4i16JTRwx6heY/aDzwkf+WRZf21unW9x7HyntpZ62X+Keo/CNC993Wi+f3NDre3m+b4w+ToSRbREXQc3lcpiYmMDExITb+2R6ehrz8/NYWlrCzMyM26RtZ2cHGxsbWF1dxZ07d1yWZbVa7dhDgHLYluNhbtdjE8dPf/rT+NKXvoTNzU0Ah+sgLGZmZvDiiy9iYWEBN27cQKlUcsYClRWVeSaTcYdds9OuXbuGl19+GS+//DKuX7+OkZERnDt3DrOzszh79izOnDmDQqGAWq2GjY0NDA8PY3p6Gul0GtVqFevr6+5YjnQ67bYkr9frbtOFqakpt1vq2NgY0uk0yuWyK8vy8jK+8IUv4PXXX0c6ncbTTz/t1maurq5idXXVCSOur+RB9bu7u7hz5w5qtRqGhoYwNzeHixcPj+6o1+tuq3lNCdQ0q0ELVZ+isQInDr0Y0Sp0+Sw6G4DDqAgJNA1MPeJCDVI1Vq0BrM+wpDuVSnUc3GzrYH8HoINAavR5aGiow/DytYUlaachAKxB0itpVEOSdbXt4mvrXsphn+37jNdbb7COEV3rSkGr6SC6Jo7ywx7UzWu1DEnGEdDpUFHyNQhoejA3H8lmsx3P5FxR4gh0tjmvt6TOriHWcRBnLFkya2GJnB1/JDS8r02BtmSWfavQPlTDz45lkkU9QkXntGY1DDJyrGsCFT6CFEceWe44g9Y3puOisWx3XmtTvev1utPh1pBmKiwjib61jEoos9lsbJqwz5i1dbft063ug4TOI+BohD6uHHFGezcj3c5Bn55KInRJ7WLnum1fffURKnuvbu2vMsT3LN89BwXaFFoun46yS1QIu2NuXP/5ZJ9FnB7yEUfruLD3iZtX9rNucsP3e9+rrYMPg7RVTwtxczqbzaJQKGBpaQnnzp3DmTNnMD8/j9nZWczOzrqTE6jvmJVYKpWwtraGM2fOYGVlBaurq1hfX8fOzg5qtRr29/dd0GlnZwfA0b08HkYcmzh+5StfcZEi4HDnPyqXSqWCVCqFS5cu4dKlS8jlclhfX3es/JlnnsH8/Dw2Njbw2muv4d69eygUCigUCm4dT6PRwObmJjY3NzE6Oop3vetdOHPmDJ588kn3Nzk5iXq9jq2tLWxvb2N8fBwAjhgW6XTa5R3zGI+RkRFMT09jamoKhUIBANz5i3fu3EG5XEatVsONGzfw6quv4vr165iamnKKdGJiwpFDGiU8mgNop/+QfDK3WQ0iRtwYttYdXcfGxhwxAgY7eKwSiJv4ScoiTkjGKR9NEaUxS0NWUxT5ZwUohbg9zkQ96paU+Mqhyo2/00gviaNeZ9NS7VmccUYt4E8b7Qds2/uUgL7XdXvaztbQ1Pvwe96n17EQR6DtmLNkUd/b+3KctFott5umvQ/HjXr1VDH7SKPCN96tAdhvWOKoERtdt2gj3UA8aeDvGQFi26hjhnXj/fg7Rgo5V1WZ2c2SdF7YOaTzSFNVbZRS+8iOTZbN53zQa6xDQp1xSqAGiSTDkWXU95Zg+K6Pm0f2HlbGaB8Q1mmkZII6in2q63Z0baNGG5U0Mp1ax0NSWqBtjzj4yOOgYeWPL5LUTQ4qCbTEkNfFIUmGWySVQ8tvn2/rZ/VbEnnU16T7aVsk9dug+tTOeUuwfCTORuC7Eate+kif4ftf28eOH723zwkR9xf3DFtnX5DC58BIwqNOGlXPsu6Tk5OYmZlBoVBwQaYnnngCFy5cwNLSEqanpzE5OYl8Po9cLudsDh7RxlTVra0tVCoVbG9vo1wuY21tDSsrKyiXy9jd3cX29jbu3LmDlZUVF41kAOphxbGJ4/Lysgur0lBIp9MoFAo4e/YsxsfHkc1m8fTTT2NmZgb7+/suPfS5557DN3/zN2NsbAxvvvkmXn31Vezu7uKll17C888/70jo7u4upqamcPXqVXz91389FhcXsbi4iEKhgPHxcaTTadTrddy+fRvNZhNjY2OOeGYyGUxMTLgOGBoa6khNtcYKSSLDybdv38bKygqWl5dx8+ZN3L59G7u7uxgbG3NrMrPZrDtzkESXny8tLQGAS7Uk4Z2cnHR1000/mJbJicfIZ7e0mH4gzhix1/iEEPvfR8585VZjUtPndFMOCjElBD5BxzIp0aBhbNd+qVBUQs7f8Z40qGlg8jeWVOnzdDMSvR+Vjx65MijE3dun0NhHrGur1eog7TZaAHQqkOMYAD5j1wpmH1nshXzqhiu64YlVqOxvuyGEbaduypH3sOsq+wmd89pH2mZ8n06nO9ZR+wwbvu+2k6BvTjATREmF3ocZG0oUfMaMjdLGpZnyMxs11Lls5UTSOGQZub6Sz+b9bVSzn9BIlZWJPiNR+9B3rV4fZ/hZ2LkMoKPudifeoaEhVCoV1Ot1tFotF2W0R274Io4aabTkIylFNUkm+gj1aZBFH7QeWj4fAbCfxxET1UfaNvaeto0sUbPjKK78HJNxzksf0eM942R/3BjWvrfEMa6cg9SRvjpbWanXqJOOZetFPxyHPPrKYt/b8eQjrPq7OBtNda8vM9DKbf0sbkz7fuv7/lHG3Nwcnn32WbzjHe/A0tIS5ufnMTc356KM5BOaica2ymazAA7tQJ4HzUzLra0t3L17F2tra9jd3UW1WsXdu3dx8+ZNrK2tYWNjw2VMMiuR93uQslBxbOJ49+5d977VarmjKba3tzEyMoKnnnoK8/PzmJ+fx/j4OBqNBi5fvozp6WlcunQJ58+fR7Vaxfj4OC5cuICxsTG8+93vxgsvvIB0Oo3t7W2USiXk83lcvHgR4+PjmJubw+TkJIaHh7G7u4v19XWsrq6iXC4jn88jn8+7nVCHh4eRz+ddgzebzY5t5tlx7CSuW6Swm5ycRLlcxsbGBm7evIlKpYJsNotqtYo33njDCYmJiQk3mPb397G6uorx8XFcvnwZTz/9NLa2trC7u4vFxUU89dRTmJ6eBnC4+Usul3OeBa7BtNvHs40HAd86p25C3acs9R5JZVVDUo1JGie6YykJGT03ukkRDUpd96UCjL+lcWSNGett52/Vy+hLN/MJclXK9jrdjdMa5/2E7RufErZ9TAFmIw6W3Gt9fO2hz9drgaNHnFihp2Ncn+urj1V+1vDVjUHUKGu1Ws4LqMTLZ8jGGeMcM4PeWdVGeZUcW1BOaL/Zsttxag0DtpHOASXj3MFVHSfq8NH1l1ZW8X/rWLHEUfuKn6tDg+e78rfsZx23PoNUiSPHAHWHjv1BwBqqPiNc54htOzXU+bmPNCaRR7anPtO3ZieOFHHphu6WGkcgmcET56DwtYVtE62n/d7Oa/v9oGGN4jgd6Xu1v9Ox6yMt+lvfvLdyuNtz9fm69MJXP99YiEMcqdH7+LJIfPUcJGkEkskyX9VuADrXAes1dp7Y8ZBE5vibuLLY+apzNo78Jj3Dp39t5lDcH+/jI5w+PeIjkI8aWMfx8XEsLi7iypUreNe73oV3vvOdbtMbbuDJkxaAo3MhbuM3ddDv7u5ibm4OpVLJLTtZW1vDvXv3sLy8jHv37uHevXu4e/euI5D1et31qTqUHxSOTRzjwMlHojc1NYWxsTFMTExgcnLSsfR6vY5qteoI1sTEhNuJiCSUZAJod2ilUsHIyAiy2Sx2dnawtraGzc1NNJvNI8dxsHN4riM75tatW1hZWXHHibz++utYW1vD+fPncfXqVZw7dw4TExPuN2+99ZbbkKNarbq1j2p8zs3N4cKFC9jd3cUbb7yB6elpnD9/Hk8++STy+TzW19dd/fL5vIuKUTGzfoyacodR3v//p+7Lmhu7rqsXABIgQIwEwJnd7Far22rJkxS7nIdUXvMD8mPz9KXipMp2bMe2ZEuWWpabPXAAiHkmCOB7YNbhupvngmSLoJRdhSIIXNx7xr332tNZNIUxPft9mLC8Dijqe2t91qILqVQqAAK5uRgDTg9vNBp1Ib6JRMIVHVJgAuBKmKJlcBZ8qBD3hexoaJ323yco7Ib2Mfe7JMvA+EwbNmsBnK8suwJ7H/Pz0TwlV4WXz1rmU8RuImwVyNgjI/jXJ+jDPrfP8yno9vO7JuulAXBFYPOvrkMr7PnXepSsN1MVOh0bBeIW6NhIAbtGdA/oetLvVAmya4/PImikPOA1Chg5PvpSD6U+U3M1GaK7aP560/tbUOT7Xv/Ou0afrX0nj1SyIcDKD+LxONLpdAAcsiAOw1STyWTA4h6mgNqx9r33KeHfBwrrg9Jt+UOYwm+fOe87azS4CXAMAznXKf2+/il/mffbsPHT+fb16S7JZ4AP63MkEgmE8PtIect1smse2faEyZnFYuIAACAASURBVD0ff/C12/42TP4CwdQGX1SA6jE+47JvPm9qdPi+kc5joVDAs2fP8OMf/xjPnz/H7u6uO7KPkZTEGfr7MCANBI2xpEQigWKxiGw2i/F4jNFohHK5jJ2dHTQaDQciDw8P3RGEPOaPR3ucnZ19p+Dx1sDxo48+cjmOrKC2srKCcrmMvb09rK+vO+tkqVTCxsYGCoWCO2qj3+8jmUyiXC4jn89jOp2iUqngr3/9K46OjnB6eopWq4XhcIjpdIqlpSXk83lsbW0hl8uh3+/j5OTEHYWh5b9VGVpZWQEAV2H1xYsX+POf/4xKpeLARyQSQa/Xw9HRkct/nM0uwld5zuPZ2RkajQZGoxEikUggB5GLYXl5GclkEtFoFM1mE7lcDqlUCnt7e9je3nZhtLRUzGYzJ9CTySQikYgT0Op1+b5tRB/z9VkffSEvquwpcGSf1WITiVwUUKLXNpPJuBxWGg4YDpDJZAK/5xqwcfuWEapHUBVhX2EHCyTnCQxVvm+ieHxb8ini2nZVrO35f9o3zoc9a89nMb6JkL9OqNr76Sss9JHtUQDI974QI723Ck4fePVdz3wFAq1Fz6P1yOs8WVDJtvvWpfbBepD13twjTDewv2Gop805tJ5bAhTODb/j81RJtDzBAkGG7jASw7bTKs0MBRqNRg5o8kXhao1Ii8x1DOOR9jvf9WGf+9arVVztGlZDBJUd9fIDwXMy+RtG6Pi8i5rfqGd9Wp5v96/+9ZEFEWHjGPa7+6J5420BlcpDkvJSO2Y36a9txzzQ6ONVYXOizw8Dwuyb5QFWPlhePg9s6L0XxVdvApbDwDEQ1Bd8AEvvrftu3rV6va4FH5j0/e66++u9rdyzsjTsfjYaZV47fODz/wpFIhfRg1tbW3j//ffxox/9CB999BH29vbcee9ac0DlsU8/ClvjutYikYirCUMD6WQyQT6fR7lcRqfTwd7eHqrVKh48eIBXr17h+PgYlUoF9Xrd1XUZDocuveC+6dbA8V//9V/RarVwfn7uvItMEmU40Pn5OXK5HNbX11EqlZBIJJzQymQyAC7A1nA4xPHxMf785z/jt7/9LT7//HMcHh5iNBq5sre5XA4bGxsYjUbY2NhAv99350bm83nnbVSLOkOpuBnPz8/RaDRwcHCAw8NDJJNJbG9vo1wuIxaL4e3btzg4OHDhkTwbcnd3F5PJxIHMZDKJTCbjhGo6nUYmk0EikcDOzo5TttrtNkqlEp4+fYr33nsPhULBhdECwaqhBKJsb9hGvmuaZyHyhUaEWcisQmfbbZkxXwyHY+6RhnVyzLvdLs7Pz513NhK5sAgy0Zj3T6fTAc+jZWZAMHTDtleBo8/raAWMjolP2aFCZr06iyCfEmz7TcHHvFoNm9BD5lUZ9IEUnzLkezZwCdx9wtheq/MyT7lRAME++o7d4D3Vs2zvbwG3T1FQ0MTw0EXtRy1IoiCORDBn50SFl+27ggdeQ5DI+bTKrlWCCcIYHqOHx+vztRAO97Btk92L2laC9OFwiH6/70JU5xmhyNsJHFmIjCBS88i1DWFVYu+CbrNH9Hr9/7o15vu9T0nhvGuhJSVdUwoc4/F4ACxqYRz+H3ZGo12ft6V5CrbSTcb521DYHM0D+j7jlOWHvv1rn+f7/ybAbl4/9K/vub57hcnusLBHbavl9zc1vN41hT3LRmAov1eZQj3N8lPbbo6BNciGzbGuBZWVep1vruYBvrA5VbB/3f34OfurHlsri7Wf/xc9jpFIBNlsFg8ePMAnn3yCjz/+GE+ePHGOrtXV1cBxLr6x43uSHaewfa2GXI43q6kTZxQKBWxubuLhw4c4OjrCq1ev8OrVKxwdHaHZbKLRaDgn233TrYHjP/3TP6Hf72M6nbp44GKxiHg8jn6/j0ajgeFwiFQqhbW1NSSTycCipYW41Wqh3W7jxYsX+PWvf41f/epX+Oqrr9DpdJy3LpvNot/v4/j4GOl02oWq1ut15HI5B9wIyNRqwwkhsqf1lOdNJRIJnJ2duXMaI5FLL2U2m0U6nXbAdDKZ4M2bN+h2uxiNRlhbW3PPJ4DM5/MOwMTjcWQyGayvr2NjYwO5XA7xeNwr0LVAjN3I970ZfYzhOlKFm+TzzoT9b/vMirMca44nv2c+Kw9UjUajrlCHrx3aRlWQ1MPoA0o+L+M8BeZdx+/bkn2+FfL0vPClYQ5aPt+CEgtcbtIGq3z4wKKSeoEoqGxYjL2XTxiqUWCeAqTvVfHxfWcFuQrIRRDXoA84RiKRK3OkY+SbOx1bXcvkkQR2PuDo+5zzo2PPa9VDCcDlIBMM6rxqG9k3IFhQSnObff3WeeL1POKIL36nz1BwuyjimFsFwmfYsL+zZPmRvT7sNz5lRWXOZDJx/JJtY4E2q8DQ+8iIGc3Ft8pU2Fi8C/nGz/bpvubxuut8vEfJKpLzxmXeeIU9Sw1jdp9Z3uUDNDfth+WJYfMf9lsr/8OuvUuy0RFKKi9twULLYzSn3MonO6eqh/qAGcmnO9i2zvv8Ji8Fxlae+67XNs9mM29VWp/eNo8PfB8pHo9jbW0N7733Hj766CP87Gc/wwcffIBSqeTkBHmdb7/aebCGaB2b63iDjqE+O5VKIZ/Po1gsOifc2toa8vk8jo6OnAGv2Wy6/P37olsDR1YNZQgMvYnj8Riz2SxQqIZeIFUO2+22O8ek2Wziyy+/xBdffIG3b98iEolgc3MTe3t7+MEPfoBisYiTkxNUq1U0m00UCgVnVS6XyygUCshms05hAa6GAMTjceTzeezs7ODp06cuz3I0GrkzVWazGTY2NlxY6erqqgOHuVzOVXGtVquOyWg+IoXt2toatre3HZBmbh4BKdtFoGuZPK+xQnNR5NvsN1WM5zF8H4OjwCJgU8VU1xGND+12GwBc3invk8/nEYtdnMt5enqKbrd7ZcP4hIUqj/q5rWYZ1tcwRcI3P5ZJLHoOLakFlUq1emUYds2xsJXBaGUNG4+wPvOvD7zpb1XJ4XrTPWGPWlGviM8jqF5Ffc48a6hv31kgyjHSMNhFKTqMmtBqvRY4WuAappTYterz2lnvLT+3wNq3f4FLoEtBp8deMDd8Mrk4Q5cKmX2e9oPP5/9ckyy8QiBq2zibXRY907Wu97aGoUUrq5ZUEfOBZ31vlVA7tzqv9r1V5tTLrM/WeWN0DqM6ALhxpwzT8dM5DAOPll+GKdg3GQdrYLDXLJJuwuvttTfh+7516BtD3719a8gCH74nf9VzonXe562tMNK17AMdPt1F96sds/sEjqrQ6/NtoThfG29T6E6NoDbyxq5r2zb+b/9aUOcDfb7Pfc9R8q0B+52VOfOe+X+BIpGIOxrwk08+wYcffohHjx4hn88Hir751ra9j+23OsnsvrW/s6SebMpU7lk6UJguwDQ94qxms+lyIO9Dvt0aONJzFolc5KER2E0mE3feCWN3GYqogp/eRrpe//CHP+Crr77CeDzGzs4Otre3sb29jffeew/5fB5LS0uuSEq320U0elH5lJVWWf0PuMq8OQHZbBb7+/uYTqcolUqo1+vufJXNzU1EoxchtMVi0bWflM1m8fjxY4xGI8RiMTSbTaRSKeRyORduy5xJVWALhQLi8bg7z8Uy66WlpdDQQbZd+3LX5AtPC6Ow7/UzZahWmVEFXsPE2AYqKtPpFJ1OB/V6HaPRCIlEwnmaOR705ubzeQyHQ8RiMedVs22wTI9tsszOWov414Z4qOLu+72PWSyamWrxESBYdp/jQmWaa5XrkUo5w7213VbYaZ/1eaQwIeXrvyo6dvwYpjwajQDAHQuga4ZgUfcP78v76JwyT85eZ9ukSgT3I59LgLKo+SRf1VwKLdTAvROmRNi+WFBhr7PgS/vv2+/kpepxUi8pBRst87wXw0Y5/tYTyufbY2Fms8uzgQmkLXAEEACP6nlUZZn8RYHUfZGdB459GPn2202UMt++1Dm2Ydt6f/IC/lYNATYNxB5LE6YIk3z8V9s3bxzm9XXRypEPnPP/sGt9oCPsN9c92/fyPYvzy5Btze8l37P561q9XdvnA3zanjBQ4QMfPp5k7xE2bndJutctP1RDqd0bPl3iOpmoFAaWb0tWz7AeYzsHyudVdvD/efqe7zPLf/4vA0YASCaTWF9fxw9+8AP85Cc/wY9//GPs7+8HogLZP51rq6foHiFP9BmyfSBQcYDlxbynfS7lKyMmWfcjmUy6PU1ccx+Fc24NHKPRKNrtNjqdDmq1Gl68eIGvv/4as9kMDx48cGcWMtEzk8lcsVicnZ2hWq3iq6++wldffYVarYZSqYT9/X1X3XQ2uwifSafT2NzcdOFL6XQaa2tr2NracpVXfYxPB47nK0YiF3mKpVIJ0WjUHdrJI0DOzs5c9TguiGg0ivX1daRSKezv76PVajnlu9frodVqod/vo9lsolar4eXLl3jw4AF+8IMf4PHjx64fnGS2zYZm8VlUcDQ0YlGkTMSXdxQmCC1ZBmIXPq8JC83li8aBdruNaDTqxkzXDwViJpMJKJ0Emj6lQvujjNcq2FZZ0JwuWx2S761Crv0Js2LeJdmzImmosC8CyMFggLOzM5djqkzOgjDdQ775UrJKhg948EUDkj03E7gAeYPBAL1eD7PZzIWKE0xYBm0L/di50XUY1ma7bvk5gZLPsHDXpIfUW0AFwKsw+PYd//qEkq//+iydAx0P3kMNWxwbCi0FjgoyVNgyHHI2m7l+0sChPIPPoMeLES1skwW7OlbkD2wTLbIrKyvXKk53QTcBHDcBklZRszxGPcL2fjbEmHvGyh17TibJKtU+JYnjS69y2LoM2383Bc9h5OPzd0nXgUXf9Xa/3PY5vntpGKrvr657Gmk0x1eBo92nWgBtXiirzr9vXuf167o5WuReBMJrG9gIBG0HeeJ1a8y31vk578s28H87pkqWf4c9xwfcwoAc31vPp/b3uj4qD/fJINv+7yutrKxgZ2cHH3zwAX784x/j2bNn2NvbQy6Xc0fCWeOiygwrP6bTqcvLJyagUU31TdZrSaVSV8aTZPkNXzSazmYzBz4ZxqoGf72+0+k4/r4oujVw7Pf7ePnyJV68eOFAI+Ntmd+4v7/vBgkI5q/0ej1Uq1UcHh6iUqng7OwMuVwO29vb2NnZwcbGRqCITD6fd96l4XCI1dVVbG1toVwuuzwNJQ1D0AEn0JhMJk4ZYXgOFWieL1ksFpFIJAJFIYjya7WaOwPy7du3aDQaODs7QyRyERabzWYRj8dRKBRcIaDZbOYYNhcd761KtFZUJN3HZpwHCPk3jNH5GL9VFvi/MmsNl+J4jEYjl9tIiwrP4OR9qegkk0nEYjEMh0PXBt6fiq9udP5O+xUGjvS7sA3t8/SQNAyQzOSmisRt6eTkJBBKOR6PnQd8OBwG1hmt0lSsOS/00KhHiGPgE3Y677zeGh6s8FJvFRVfKqz0GnM+u90uWq2WK1SlRZRoZNH5Vq+XLQSiAsDnFVfSuVXPvwVWiyBV4rQNPg93GKiw82aBI9/zGvZtXtgq4K9UTC+VFlViiA9/r/dVoMh5j0SC5zaqEst7qKIMXM2F1PUQiUQcUFxdXUU6nXZ5ILrudI0vgsL2DckXvqZkf2fnW8dWnwlcLYalVWYVPKpRTOcUuDwrl8/RMGndyxxr9WLNKzQ2b7xs3+eNi/3NIsjyDft8S775nNcXn+y075XHapSFAn++NI9dPY5sv3qRdb+qZ9nOpeUtlr/7+I/K4uv0CnvfRZDyj3kyyrbNyg/felZezXva+4TxZ5JPd9J7hAF7uy+vG0PlHdYLq6DX17YweaPXLdpA/m0pmUxiY2PDHbfx4YcfYnd3N1BgU9N1dKx0v1GnUkN8v98PgEbKQfLISCTiTmwAwo2BYfxFi85xH9P4w/m3kSGDwSAgX++abg0cj4+P8emnn+LXv/41/vKXv7gcQR45USqV8P7777vKRMxxGQ6H7liMv/zlL/j6669dIZx8Po+1tbUAI2OHC4UCyuUyhsMhTk9PEYlE3HEXejYKcBlOZpkEB3Z1dRWFQgGTycSFy+rEaz4TczsajQaazabzgpycnOCbb77Bq1evcHp66qx6bHc2m0UqlcJgMEC1WnXnDbJtXJial6MeR2VI90lhTMFnyQoTJnov/a3en+BGBRYABxoJIFjRjyGsChQABBRBjh/B9zxL2DxhrZ+FAV07HqosWEZAYwRzChdBL1++dOudoJEMjUVC2B7t29LSkvOa0/M+zwigfbLKiyrvvE77S6sbi1Tx+Bwy1qWlJWdoYmEk7jll4lSM6PFgGCsLeWgBDw1ttWPA92EAl20mk74PgehTkueFk4V9pt9Zwe/73io1fK/r2haViUQigUq8fOnRDtoHCjk9c1MFtI/3kUeyorWGKNPYxrVABZkGwVgshkwm4ypg04Og3upFzamu1zBF8jqaZyQALj0iVskhyNCCWBpxoNEFCiBjsdiVcHBVhGzxJUbG6P5TQKJA3Xojr+O/dk3OGy9da3dNChh8fMLXhzBDgF6j//t+Zz9THsu/GpJqi58pP/bltpLnqsFH51HnU6MtwvocBgLtWNj+hYGVuyZfeoJvf+k1eq2uX58RxXcPH9Cy63+eB9mOrc+7SPBg63tYvUXv4xt7lQPX6UW+MbK85PtIKysrWF9fx+PHj/Hs2TM8efIE29vbyOfzrnIqearOAw0y9Cj2ej10u130ej30+30MBgOnZwGXtToYtUieqEUIrSGYdN14A0E+PJvNsLa2FliX5P/k24uUdbcGjq9evcL//M//4He/+x2q1SqAS4Y0HA6xvLzsjueIRCJu4HlW4x//+Ed88cUXODk5cWEuANDpdFCpVDCdTp0nkGf0pdNpxGIxtFotp4RSSdANORqN0Ol0MBwOnTKqx3IsLy8jnU5jOByi0+mg3W6jUqmg1WoFvIaswDqdTlGv11Gr1TAajdDv91Gr1VCr1TAYDJBIJFweJoCAF6xSqSASiaBQKLiJ05A6elA01E4tffOE0F2QWsmU2fiUlXlCk/fQv9o/y8zUQ0WlkrmNrVbLhaFmMpmAG16fzzZEoxcVVfn7ZrOJbDaLbDYbUFL5fNtmX98sg/Yxfx0HnSd9hoYx0CixCKLHkc/SF4uE+Ioj0DjDPFEVUkqqQFF517AovlcGpR4GggyWmNYDxBk+yPtEIpGAFa/X6zmFl21lLjHDNZgsTqWJvEGZNNcb2xNGOufck4uat7Dn63uf8L/uN6oEhP3mOkGia91niCG/p+JiCwpQAFPBIW+zBj3OCfmgGpMYmkohqMqVDVPmc6j0rqysOD7AfHWuUw3bXBRZfhgG3MMoDDCSVFFjXzR6hTKXoFEjZ7SNGpkBIMCjrSdDeZ3mmvLZjNo5Pz934JERNlZp4jPnKUs+8LhIeTiPbqrkzftN2DVWWVcgQSOAPV5GjXc+OcZ9BFzKIet5oGKshpjBYBAAkiwA6CumY//6gOE88gGQRZDd5+olVCMV22BDVMkDNULqOg86f6d6hD6LehHnz1ZzZVu0/fo86j127vms6/iObx/dBDTqmCrv8eWIfh8oEom40x0ePnyIp0+f4smTJ9jZ2UGhUAg4nzQ6Q8Fiv993x791Oh0HGsln2V8axWkITyaT7tQHGjD1dAC2D7gaohw2b6r78hxz1d1sigL1skXIulsDx5OTE7x8+dKBRuCSOUWjUXc8RSKRwPn5OVqtFqrVKj7//HP89re/xV/+8hecnJw4bwI3QbPZRLVaRT6fR6FQQKlUcgByMBig1Wqh2+0inU47a5lV1DudDg4PD9FsNl1uZDabDYTYJJNJ5HI5d6zHZDJBs9l0FTrpip7NZoHDqOl5ODs7QywWc1VYc7kcZrNZ4OyxZrPpGPBgMLgSMqIhQVZoc9LDPEB3ScpgVEkkhSkwPhBlyXetKvDcJDz7s9frod1uY2lpCYVCwVVPpRJjBTfHKJFIYDQaodlsotPpYDweu02qANMKaQsGdSx8FkXfhrYWQv2rlmF6mhdBtC5zrVJhtOWZuZ6o9PuOIAGuClrtI4WczZskuLPCViuEkuxYqvIZjUYDnhEbcqeAVat0UnCx/dPp1KusKs1TBNUIcJ9WVF87fPvMt459n8+793V8RXmBhtHyfwIDDRFWb60CC4JGa21XI5INnbSGNd+4kJ9SSWYbaPGlIOd30WjUgcdF5X9YoANcGgyvA5BWofMZBex42XBF7k3KLQV5yts4xpwfLXbE67inSApYaSAYj8eB9uh6GI/HAYu7FmWZtx6tcqt8xbdHFkFW6fcZHq18ngf2ffe38608ljxPjYAK9NX7NZ1OcXZ25gwuNKLQeErvCEG8Rphw3fB7XkOlV48vs/ne1ntCmaxtnDcW8/jVXZHqD3Y+Le+0YM3qbAocbzK/PmO8yjs1BqghwAcg9bfRaDRQH0C94poW4NPZfGvOtwZ9/bEAW8OnLfD9vtDq6qortvn48WNsb29jbW0NqVTKyRjuARqr6YSw3kXuRXX00IDN1AgaLHkiA8+DZJE3IDz64KZ7gM/WfaeVy8fjsfOOajTYXc7NrYGjCubBYODykxi+QuYSjV4UNDg6OsLvf/97/OEPf8DXX3+NarWKwWDgNk0kcuFx6Ha7ODw8RDwex/b2Nn72s5+5CW6326hWqxgOhygUCgGPAhkVQ0Nfv36NZrPpSuvGYjGX50IlgwV2Go0G4vE4RqMRGo0GarWaK/wTpjCurKxga2sL+/v7ePToETKZDMbjMTqdjuuXMnlVfJRpaXEJVfJtiMiiAIeSDyzdlDn6gKb9Xdj/VB65aUejkcslTaVSV6zc9FBT4dENNJlcVOPkRlcl1scoLWjUTWUthD4BFwZCKYxpsWKFq0UxVK4VeuG0mIoej6BhE6zEZQWMgnr7soqB9p3zoSHFDH/Tc1TpcWROgYYqa1I5eQmFPkOQ2TaGZZyfn7sS1NYbpXkLVnjaSIUwRs7x8IUR3TVZj2iYAcOOfZjyc9N26vVqzOHn9ObpWlGvtVWofO2wllA1CLAfVjmjQUIVLMs7mYcOwOW783N6S7TyKwEwD0xeJHicRzrHCor0+zAjlY6dtZITNGqxBgCBcdOwY+UVChg1dEufb8E996B6HlgtnCkqPmU4zKjB9ad/dUzCfr8Isp6p6wy5PiV9Hvn6qPOrRTdolCbv4/yQf0YiEfcZPb6ZTMbtDxp4ptNpwOhOPYXPoh7CqCkWI1TAqp5HlaUcM+VjPv6kf3XsFkWqB9iX9kPbZXmdHlcVZkSwfbGOAI3WGQ6HAUeDGgC4p1VnZB/4HQCnC9FjpuDRGoLCgLJPl/GFnPoApz5T0xi+T8BxNpshlUphZ2cH77//Ph49eoT19XWXQkeDCwEjays0m000m01X+JJ7Q2UisU4mk3Hnvq+urjrAqFVPacTx7XefsdA3L/q/nVNdY7PZzBkO9aSHu851vDVwLBaL2N/fx+npKV6/fu2E09LSErLZrGNYwEX46Zdffon//M//xOeffx44BkA7RC8eaWVlxXn04vE4jo6O0Ov1XLibHs/ADceiO5VKxVUVSiaTgRK73KDxeBzpdNpZBKz3xQpNpZWVFeRyOedVJXCml4MhOwSfKjzDFgnbTyv+ysrKlZCJ+6SbCL7rlFn7GYlKHAEDw4ZHoxGi0ctcOFqDALiiSsPh0FWo4hyxUiMNGWdnZ6jVai7kmdU4w9qtm46KAuk6oBC24cmQ6B3jZ4sghlSrFZ8hYhpuSeDI3FGuXX4P4IqS53tPRst7KmjjXyoyfJaGlDIPUQ0jOte0mLKaLo/2OTs7c8xavY5qgFImakGvKgI6d5aR86+OhXpAF0W+kCq20ypo9jq7lvk77RMprL+qlKtg4l61YVrq8ZhnZLJ7iGOrc2a9lvxfj2XhGPF5lCFUXDTPUb0juv4jkUggp3yRNA9g3JSn2Pvp2GmOm3qmNBrAgm1VgPks31z6QA0A551UTwPXm+aScQ/r3Fvj2XXgMWw870sm+oCPtiVMNlgAqb/xkd5L51aBnIak0ptII6CCQIJ21lUg7+Tcn5+fu98BcDIXgAM1XE9cG5xr3avWUHRd3+f1f9FGAAWONuQ2DNAqz9UUD9960PVqDQfU7RhuTEMAPVrD4dAVVGSOP5V+AniG2tMR0+v1nEyiTGc7uBdpUKDBwB7jpH3UdqsctwYAnWvlG+QH5MHfJ+C4srKCtbU17O3t4eHDh9jZ2XGpZdxnPJav1Wqh3W6j1Wqh0+kEwlIZgajykMZJehkzmUwgNDWdTjv8YY3XQHC+9HMfzeM11KOVf3CtETjSqWLTFb4N3Ro45vN5bG9vo1wu4/j42An21dVV7Ozs4PHjxyiXy+h2u/jss8/wq1/9Cp9++imOj48BXOQt0qKtJdZjsRieP3+O58+f48mTJ3j69ClWVlZQr9ddAZ5MJuPOWyFxA/BIDFoJZrNZoMCKDaVKpVIolUrY2tpCpVJxFiAKXS28Q+suhepgMEC9XneLqNvtolar4ezszMWeDwYDFAoF7OzsOCGgeUDABbNmgZJ+v+8shGQKiySOm7Vk20Vqrwu7l+8zbjTOL/+ncheJRFwhFIaYspiFMvN+v4+TkxO022238ZPJpNssChybzSaOj48xm83cnJO5+/LVbN94z9uOpWUINsxuUYoqj6vgOGiIqP5PhYEAzlblAoKhaL7cBa5XNcRov1QQKUhNJpMup9FnfVNvYjQadYoNPahUamhU4B6lVY1jTKZpQbzmqGhb7dpWBU77fx85HFaI34R8Stp1AkjfW7Cv86pAQz2OYRZse39fO33towHIPkO9Y7w35QWfzXXN7zWKQ8GRbdui5/GmcxBGPqXbF7atnkatokxeYHNQbaioza+3BgBdE6o4qldMi9EpH7GyRQu2UNG8zujgI7b3vigMNN7kWt931lhj+YzmpzJaxUaLYa6YMQAAIABJREFUUKfRiAryPl5PpZXAkcZo7mcAbg6ZCtRsNtFut116TbvdDqQiMJJDAauVqT5+4BuzeSDzLonts2GmVmZbIyPbZUO4lcIMLNpvGwZJfYdn7tH7RZ6l0Vc6xjTaco8DcN4slVuz2cwBG+XvAAI6rZUFNmJHPZ7stzU4KW+wPOK7pnQ6jd3dXTx79gyPHj3CxsaGq5sxnU4dz+R8tFotBx57vZ5zQmiaGeUN66AwDFVfekwGdTDVU0lW3ofJcl2Xlofo3NCBQDmpXu3xeIxmsxkAwd+Wbg0cV1dXsb6+jlKpFChewkna39/H8vIyPv/8c/z7v/87/vu//xunp6fu9yzGwd+xE0+ePMG//Mu/4J//+Z+xvr6ObreLg4MDHBwcYDAYYHNz07l/NZRqOp26EMVut+sqHU2nU2d547EOChx5ZMbe3p4rqNPtdtFoNJyg05A4PqvVarlN3Gw2EYvFnAWJDJfX7+/v4/Hjx24CmfepirMtLqJM1mftvGtSBUyt9L5nX9cW23ZV/OhpJngh8GNuYzQade5+4DKMjHmyb9++xenpqQs10KqqwOWZb7Qi0WuljJ9t1L8kdfvbogO3VQj4+X0oOFxTzFGZTCaBvCItdsCQUVb8ImPTsVEPGxUL9TCoFZq/sYKEgpDeRc2RUauvjpO2hQJToxLYz2Qy6RhjMpl0DJ7jTmu5WnypLOn+soqAWlq1vz7vyiJIAUdYSBRJ+abP0OO7t/3fvnS/KmgMA4z2Pr7/tT12L1EQEzgSEHANqKJHfqyKjSpDHA+CJV1fOq/0VC/aexwGHq2ypsS+q1LA69hvm+urlVM1p5G8VhUdVX51zjWMmF5g35rge95DwaCGq1qArsWtFCDZox/CxjBs7XLMFkVh8+db77xe16FPEfSBRltdXUOOqSvQYEb+zfwsXeM0YmvkDN/TWEfjinrP6MnKZrNO8aUCzTWlMoChq7oedL3r+rFj5JOpi5aT+pwwo5caOnSeLB+ypOvdtza4/lkpnDlzmrOqfEif5/Ps8n+NRlPeqIXErCy3AMTHH62RlM/Qvqsh3vf6PlA8HkepVMLTp0/x/Plzd7Y8owOpP7DgDT2NrKNCnYIAPRKJOD1qZWXFpeoxn5E5jQocuefCDA6+95Z/WN4SxpOow7MmDHVgGn7obWSKxl3QO3kcHz58iG+++QaZTAatVgvPnj3DL37xCzx9+hSTyQSfffYZ/t//+3/41a9+hYODAywtLWFvb89VNG00GohGo3jw4AGKxSJ2dnbw0Ucf4ZNPPsHe3h6GwyFev36NP/3pTzg8PHSFbnwHwg+HQ9RqNVSrVbTb7UCJdhbJoduYE8nNwDK9tAadnp7izZs3Aa+Lj1iEpdlsAggKh2636963Wq0r1gu18KuCRoWX97utJfa2pAoGXesrKytXQLbSTSwVVulQa41W02ThIAombjqGWTImm5Vsj46OcHJy4s54pNcRuNzYTFBm4SMqJmtray7nRgVrmBAjM7WfW6FjQSPJzp9Vpu+SrBGFln8CNjI6vnScw5QbzbXgfqLllBYtzQ9TwKFhcZrHqEoncDWviu1QgWmFGt8z9IeVjWmhJyg4Oztz959Op25Naf/YTitAbf6Y/n8fHkf1uHFMrjPiWMVt3v3DlDruUb58ObC2HT7PkgWjunfC/uq6tSGxkUjEGUa0zSowVRFWRYvX2bW8aOBox9z3mU/Z5nv93oJGggoFjr6QRt133BMAAgqi7q8wIGvXBHkq78Uxt4qzVcp1vPV/Hw/2jZ997wOVd01hbZl3ne+9basq/DbsWEE4+Th5N8ddjYTWyEW5qXtEAZMvJBy4kCPpdNrNp5UB3W43MG9qhFCDsx0DO35hRpVFkp0THRPgMurBKvF27PReyvOU7+l80AjAqpy9Xs/JKOpANg+OfJieYhpcgcuiZMxjZWSOTTHh3NFrSV1AQ1fV8K5GHctHVA/k9Rwvko7Dd010QGxubmJnZwc7Ozsol8suMou8kyGqBI3Ma9SoDZUxeswGw1EZAalGF3rjbUqAzwBGCtsPvnVrSdvI77PZLNbX150hUb2qnGvbhtvSrYEjzw75+9//ju3tbaysrOAXv/gF/vEf/xGbm5t4/fo1fvnLX+I//uM/8PLlS2flWl1dxdbWFs7Pz10y6Q9/+EP89Kc/xcOHD5FMJtHv9/GHP/wBBwcH+Prrr/Hq1Sucn5/jwYMHDihwgDgp/X4flUoFJycn7lgNLmQCCN2ctMpxwFdXV1Eul7G9vY3Xr18jm83i+Pg4EBbl2xBE8gBcSOrS0hIODw9RqVTcbweDAdrtNvr9PtLp9JXQgVQq5WKRrZK1SCuOCiZWMNUznigMwhZXmKBXhVGBcTwed8COITQE1ATxPGKFTEir8tbrdTSbTcxmM3eOJ73efFYymcTa2poDm5VKBblcDqVSyYHzyWQSMB5YgWDHSAWlzRWwFkrexwfEFsVUVWCQ2anCoSEUfHEfhDEi9bgzfIZCg2FT6tmjAqKKvI6repQsOLDjqWGI1nLKa+hVVSHI5zFci4LbzovOu7Wm2nBABZCLBo5WSQlTwnwgw36vZBVWq+DzN6pIWm+jJZ812ypQygdsv+zcK4j0rQtaUNk2LapjDRAW2HJP+Ix2i8xzvKmifJ2yrYYTVUY1B45/FShwj1FZsoWGuJ41usBnvCAvIWhUOareQp1/5au61qiYqnxQb+Y8wDHv/SLotnLXgt/rDDk6n1p9m3KCoJ+GP4bts9qjnX87vwxzJfhgFIqtkqoROSwcSOBIwy09NNwvNgJB9+w83qQ84abj9G3JGr0sn9F2advZHsuL+BvOkzVqao4qUynomBgOh5jNZg6k635SnksdVceY+0q9yjpP1oBH2TcajVy0DsEj04Si0Wgg5FwNEXZOOD52P1O+LzqV46aUSCRQLpexubmJcrnscn0BBNLCGOmmwNGGctIApyk+zGdkJKMW+wOCx9/4yLfOrIy0eolPBwCu6p3qoCkUCi60+fT0FEdHR6jX64GaG/cKHBliuLu7i+fPn+Ps7Awff/wxHj9+jEgkgsPDQ3zxxRd49eqVi4kHgMPDQ/R6PRSLRTx+/BjPnz/Hj370I+zu7gIADg4O8Omnn+LLL7/EwcGBOypje3sb2WwW+XzenfvGgSI4rNVqLmacFrdIJOK8grS4cJOq4sqiPuvr69jZ2cHGxgaOjo4wGo1uPLDLy8soFotIpVLodrsOOI7HY9TrdVQqFWxsbLgzHW2YH5VxLiKd1EUxVFUSCBLVc2QZq4+sV03bq7l1GjJJ8N/r9ZyFh3NDRkbm1+/3cXp6ipOTE3Q6HZydnaHdbuPk5ASFQgGrq6tuzAgIV1dXUSgU0Ov1MJlMnIBVa55aGH3KiAoHWgjVs0EvhjL3MIHoU9TvkrrdbgCEU6DRm0wvMr3uatlU0jb6BJEtRKPVk+3xHpwPegInkwlSqZQ7Gsfnzea42fc+xUI9TNY7Rs8yEFRUVbGh0KUQJ7OmALSFd6xHZxHE/a9Kt5ICEDtOYZ/zr0ZQqBFDQZwWU1CPn5INaVLviO4nG37lA46+MFj2k/PCNk4mk0CVOM6RzqXOP3CpmLMtnDeuHd5zUeQD55Ys0NV2kqznx+bAKeBQ5ZbjeXZ2hk6n48AGLeo2BF3HSueHe1tzlm3eMvm2BRa69nzgXdeAb4/6DHP3Se8CHn1/lSyfsR5jBTYa7k8jNJVAyk4FKBqGxwIr9GrxpRFY5JuJRALZbBalUslFHHFdRCIRlwbE/HE1LingsTqA7mlrOF2UXmNJHQ02mkGNHrretH1hch0Ij1JheCorctpiVZq2w+IyvV7P6SU2hNU+0weG1Qhj9RNrgFVe6IvEUD0ozNio/6tc+a6BYzKZxPr6Oh48eIDt7W1kMhnMZjMH4JnD2O120W63r+T1qt5LfVFDxWkgZz4y90VYWCqAK3xZ15/KX7uffGHSPuMG/2d76aTJ5/Po9/vY2tpyjjV6IDU17l3o1sCRHdva2sLPf/5zzGYzPH78GCsrK065j8ViLuyBjIfoPplMYn9/Hz//+c+xsbGBVquFL774Ar/5zW/w2Wef4fj42IWcZjIZvPfee9jd3cXGxgZWVlYCi5qWaMYma7U8MjKCD1bjJEDRMMdEIoFisYi9vT3s7+/j+PjYWSVu4imaTqeuQhkRPXAR0np0dITDw0Ps7e05EKKon7kMqswuOp8KCIYSqcAns9HKtb7FZZVcu6Dp3reFGehJYj7peDxGJpNx86Hx+p1OB6enp6jVai485+zszIHxbDbr5k8ZKjcNrXytVssJSA3DUQWaY0HSuVDrEZUkCgNa5O25okqLBI7NZtMJHraH7aTioZVUNcxMyYICKjN6LpxW5qKQssVIqCAOh0M0m000Gg2MRiNks1m3ttS4YD1s2p4w4l7RYz3IZLXqqirGNh9H+Qj/V6Ft88molC1qHtUD7LPuhlkdrQDxXevzEFplSsMQdT9YPmFD62wOjfU4WsOKKsW+4jskNWjRgk6joI9vUnCrUYLfc0x4T9J9AMew+QvjFfwtSdeiVmbUEHLOE/kuf0fjG8OweB6ZViVWpVeBixoRbKiWVg9kvqLtl1VsOW8cEz6De1Ov+76DRgsy9HqrXOvndg+Rt6pRSj3/9ApS8W21Wjg8PMQ333zjjjWjQsw1QV5N7wnrPHDOmJOVyWRcPnAqlcLGxgaSySSy2SwSiQTS6bSLNJnNZg6Isp6E7ivOn3qgfSBax8N3zSKIjgvlRdZYRQOHnT9+52sn59NGA9iIAAVwGvJNvWg6nV4B/XqWuDW6KUBQTzJfWgCH+41ReBqiTuOcpmT4+FUYH1Mw+n3yOGYyGZTLZezt7WF7exurq6uuAJSe08hXu912QEp1cJ1rjV4ajy+ODrSRTsrPNUpNQaIa41Qv1uJX1CX1s3mh4JYXKXik53Frawu1Wg3NZtPpiTQC3RtwpLVkc3MT6XQaANzxCKx8uLW1hW63i9PTU/T7fUSjF1VMi8UiPvzwQ+zu7iIajaLRaODg4ABffPEFXrx4gVevXqHdbrtnJRIJlEol7OzsoFQqBbxys9nFeSVMOlalVhf5bDZzXkktkauK2tLSEjKZDLa2tvD48WPn1u31epcDJUUYbIjT2dkZTk9PsbS0hFar5T4fjUY4OTlx3lbgUrGm1UKFB+A/EmERxIXIpFkm4hMkcYzUKnebexO0ULnnZ7T089xLesVoeWOfGW5aq9WcUQCA++7w8NDNYbFYDIBe5juenZ25uWdhgeXlZaeAWkuOCjer8FimOJ1OMRgMcH5+HsgT9SlJvP8iqN1uO+FAwK8WMt8BzjbGPcxyqvlUBMrq5VHGxzGhR4SGgcPDQ/T7fVcNl/PEfahKv2VkYWPmUwJUIY3FYuj3+4H7qZdKmb3PM8Q9SiWMyjbXzSJIlZh5/Q9TZKxAJ1lPo/JGCxp9+YEaiqreVw15VH5on2+VHj7Xp2zY3/Ev9y496lSwqGhroScV/FzrCqp8QPsuyYIeC6TZLgus9HqrtDDEivuKkTU6nlRkuHZ7vR5GoxHq9Tqq1apTGlShVeBoPRHko6roUDllCfp8Po9sNnslfJV9sXyUbeNfDY/jOiEP51h+lxRmlLE8yirXvn3LdWsNAAyt53hrEQ6mV9Azcnh4iK+++sqdh209jtbYN5lMXIpPMpm8Ah4JNLLZLAaDgRv3QqGAWCzmKthT72q325hMJq7qJ+Uf59OeWXeT+Vs0eFTgyL++fefbt3q9ks639R5becnxUeDAfRSLxVzhHJ4fziItrBau/E0BOueSBQWpg2vItwV25NnsG3UuOjSAq6G5YcQ5/z4Bx2w2i7W1NZRKJeTzeVexlmPc6/WcE4u4gXJd17GCSCU1cOk48XNrFOfLgkEFibZiMvc+P2NhQI3wsoYPkj6bXsfJZOJS8U5OTlCtVtHpdBwffldj+DsBx0QigUKhgFwu5xpM1J5KpbC5uenyDZeWlrC/v48nT57g8ePHyOVymEwuCujQK1GpVK7kIzEncnd3F+vr60in04FCIOPx2FUzbbfbbqNxs/A+VCQIZLnZ6FHj5CYSCaytreHhw4c4PDzEmzdvUKvVXGw4Q+Ao5NSzOBwOcXJygkjk8nBpAE6h14NeLTihsq3FcfjbRQJHjo96qzgmS0tLODs7QzKZnMtALINVZhqJRAIWE4KD0Wjk8jQikYjbJEDwEPh2u41qteo8Vjqno9HIhQNr+JSCW1rM6bXkuZ1UWoHgMRBhwsKn/KhS2u123SYmU7Djs8h5ZDEmrmFN3GYuMYU5+0sFLYzIQG3RBg21sRY0GnKGwyHa7Tbq9TpOTk5wdHTkcnyZw0ohox4iOz4+y68SQR9/H4/HA54XAAGeoOAm7Kgbtof7m+HUjKSwIOkuiUDACgSrgFulx0c+g4AKRGsF9Xn8VOnwhUvyfj6jiu4T5Qc+a7XuDRvuTKJ1PZVKOUBPPsv15+OdJCrluncXDUqUv6uX14bnWt6iBhAKdnqVWGSDaRS+PF8CBypI9Xodp6en6HQ6zgtFD4NWmNV1zXbRek3lhgoJC74RPOiB1+QtPr6na4r8RKMB+EyO33Xj+12Tb82HXcMoDhqiNIw/Eok4Q6t6kYCLAntHR0d4+/YtXr16hRcvXuBvf/ubC1W1Oaz6Ai7GqdfrOfmQTCbdfFH25nI5p3+Mx2NsbW2hVCq5awhiE4mEAzj8y3VNeaL57jeVeYs05qg89j3XgsabGsjV+EG+aM9StYBMeSz3HI9yo65Tq9XQaDRctBuNwVotmnI+n8+74ixqSNI6Hmr04zxxrNXQpPI4TCb7ZI/u6UXrq/OItTrW19dRKBRcHQYa+BmeqmtXvbvkZzwBAbjUkxRws+/Kw5X/auSOAkbubfUq2tzj0WgU+Kt56OqhVCeWnQtdA5zbfD6PUqmEUqmEXC7nch2/jS5za+CoQlc3GxfQ0tJSoBhHqVTCJ598gn/4h39AsVjEmzdv8Pvf/x5//etf0el03MTSygIAqVQKe3t7+Oijj/D++++jWCxeCYfrdruoVqvOq2lDD+2gjkYjtFot1Go1ZLNZly9JixS9jpubm3j06BHevHkTsDxQEdYNRuas4DAwuP9rGcrlck4QUNlVa4a1DOkmXBRD5TxyYzDE+Lbx6qroAJe5RTp2GqLKgkUsdhEGylutFiqVCprNpvM0qCI6Go0Qi8VwfHyMXC7nNi3XQDKZRCaTQa/XQ6vVcuCRhYDYdiW7CflZ2OZU4M9wWMbU+6yUi6B2u+0SoilM+Mrlci4JX61l2iafoFTgqIUXFARQQdCCJQyNY2Giw8NDvHr1ylUXVo8nQ0214ul15NsLCjqo4Gi4lOYPaRi73k8BBX8/nU7R6XRQqVSc8YJjsLW1dYsZuhmNx2P3fAuwdC36QlZ8AltBo1pUdU8qcLSgkS81IGjYrvUUhgF/u4+onKrHS/mdrlX+nmuFfIltsWDDWr25VskbFDQviq8qX9C2+QwAYePNtpO3EDRqiKpauRVk0rrOgg+tVutKVe95ZI0s2m6dy8Fg4NaNGiGsNVz7xj4BcAq3L1z9OiBh1/990nW8ygIRfkZvPZVYlWkE5Bqdw33HnP63b9/i7du3TiZSLnIcAQT0ikgk4va87l9+dnZ25nJVAQSK05G/a2VueiEBuHBV5njxd+TB1HXC6DZGsEWQPs8n2/nefq9EPsQQSBoDCETUWKS/UaPbcDhEvV7H8fGxA440VNKooGCEa4VFjOh1zOfzKJfLro6GPW6L/WGb2Rb9nvfme583S1++6IDbRKXdNcXjcedxpD7Y7/cdvqDRjSGqjL4g0CewJHDk/FkZpetV+a/1JmuEhg1D5XuNCNMK2dRZVBfnmqEhxLdvLKidzWYux5lFIsvlMmq1msu/fVe6NXDkAlFFDLgUOLS2ABcVWB89euSO2ahWq/jrX/+KTz/9FF9//TXOz8+RSqWctwK48AaUy2U8ffoUH330ER4/fuxy2ThRWiSF+W++iSXRLTsYDNBoNK6ErKrHqFAo4MGDB3j+/LmzcNOzyYHW/L/rxiqVSl3xlipZQcuxDevLXZHe2yqnStYSbsn+jgvW9ywWamg0Gjg7O3NHgAAI5KP1ej00Gg3U63VnXLD3jUQiLhTr5OQEyWQS+Xzefc+Ef4Zs1Wo1J+Cy2awDqwS986xotq+2z+fn5+h2u04JIhiyY7wIGg6Hrl9kEPQ0suLXdeEnVrmjdVwFIYGhzSfUkv9USAjW6e1oNBo4Pz93Ag2AC3lTz7/SPJBoyVr/VIjxvVrv9Bk+gcgoBYbCM+eaa3QRwNGGD1sl2qdo+RRUziH5sfUKKuBQr7HP+66eRut9nmfU8u0T3z7SOdLxt15XKtZsF71qei8NgVSAAgTDZX0GlLsk8indc/zMB1x1LCzPYRoBFR9VJrUCLmWihr21Wi2ngNJrQWXPevw4ZpomoaBGDQwaZsf9zjaqLNWiU3p/rnMCGbvv+Bu7vr4LkAhc9SrqX2t4Cvu95sBp7QTOn57PCMBdR8MV8/xpBODcEIjMZjNXw4GpGLperPFGjYIMh2UurJ7/SVnJqB5eS0MEFVz1aGYymSuAguTb5/aauyYasH1tmUc+PUg/p66r5zOqkZJ7hryPfIuRAAxJpbexVqu5Ii0qa5Qfcn8oQEkkEsjlctjc3HRra21tzekAGo2hhjdGDxGYKmi0up5PRgKXIe020u+7oJWVFXc8Bgt4+vJ+tV6B8i4N96aBhXvL7nvf2HAcWcU2kUi4e8XjcaenqYfRVrJVnqyeYSBYBZXP07nw7TONpmQB0I2NDYebvo1OemvgqIKO4Q3K8Jl8Go/Hsb6+jg8++ACZTAZv377F73//e/zyl7/E119/jfF4jGKx6JKyGRYWj8exs7ODDz/8EI8ePcLa2tqVM+cI5pjwqaGMVkCrIkTPEJVWKrK0sDFRfHt7G+PxGKlUCgcHBzg6OrqSu3gTUmsHY4lVkFLBILPX8V20Jc4yCF2MPqubT0jqb4CruY2qJCkg7HQ6LveChW3I1AaDgfMkM7eRbbWK13Q6RbPZxOnpKcrlsjuvkcyb4cfn5+fO0EAhqN5Vtt2CR5+CYJVCWqXYdioCVJB8jPguiUxKS0WzMl5YsQILPthGKuTWgsox0sINGjqha0HBiALrfr+Per3u9jIVHe45DcWxQEMpzMrG9gGXoY2qgNuIAGW4ymgBBPKMeFwOKw0uah41XE/bQyXMgingqlFHBbiNXmBf9V4qfHSdqqfSKp5afIHjqAqDL1LBrjlLKkssP7HrivxldXUVAAJAVpV0HyjVNbkosp42AiyS5aVh80Z5RQ9Vr9dzyh6VexpuCCDoYaRVnQXFCASsQUDzniyQJP9SsKj50xxL5mAqcNS8LF1HfC7HgXJUgbBvnfvm7D6ApMq6efs+DECqMUBzVWlkpBLJUv/M4+12u87oxuO9GL54fn55hh/BSyQSQSaTcSk9XAsMsbc8Vdco2zYcDtHpdFzbua9HoxHK5TLK5TLS6bTzlNFYSrkeiURc+xWs8V5WZ7Be6UWRNULMA/thYFHfK5+h55V7TcP/lO+Qv41GI3Q6HVSrVafj1Ot1d9QY071IPv2EfEwLVzFnjZ5qG1ljQaHyR03b4NzcNOJM+fQ848miiaAxn88HnDQcCzsvKktoEKNesry87HR27g01Fvhki+pAGo5MAzw/t+uJ68LKJZV5JDXq6bMBf3VulZk06KytraFcLqNQKCCdTqPdbgfm+jb78J2Bo0W9+pchqu+99x62t7dxdnaGg4MDvHr1CmdnZygWi1hbW8Pe3h62trawsrLiBOTS0hKKxSJ2d3dRKpVc+JlaTchcmTulwojEAbHInNXJ6vW6SxBXZsbn07r2t7/9DcfHx4FCOXzWdQNNwFKtVgNeC2XgapnybdZFKqph4RQ2fAy4CmTV0mItYVpYh78ZDocuFGM8HgcONdbwrE6n4ywiFqCT6fnAaKvVwvr6urPaUsAy/p8Mntdx3lVhVkDq20j6Ga056immRZFhh7rZF5UbxzDoXC7nvI0E7XyuNQj4wBmZHEGjhsbRIGCTusl01TvBynzdbteBWHqNO52OWxM8nkM98erJuI0gsuBcFVHyC97Xx2StQYLna+XzeXeIshqmNL/5rkhDkXRv+UCjtYIq6PC9OCYq2HxGIgu+VEiqZdrmDYW1gb+zgNjHOxU88p4aRss1RuDEfU7jhgIhmy8PBPPLF6moWgXVkk8B9Y09FVPNh5vNZi5nnB4hrkeCDRbB0cJdBH1qSPUVwdL8Ry2SxvBDGt00SoR/ab1XXhGmhLKfGq7Jwmm6/8PG9r7Jzpk1BPA7bZ/+RhVYekBo2KMc5P/8nukVjLrhfLLwG5VK6jilUgkPHz5EPp93Z7ednp4GorGUby0vL7v0BkZ+AJe1I+r1ulOIaeAjKO12u84bo15tDdPkvPp4rTVWLZqs3NPP9Jrr2mINL+px1MJxlmerzsqXRgVoFVXVVRWwKJ8gWNGKu3Sk2L5OJhMXAq17i321kQ6+9a1rnHzd95v7mEtL0WjUyWotiKMAkak0NLio04ZjmUgkMBqNAhVMuR+136oPqx5Eoxr1I8UdaoTWvEe+eF/NmV1aWnL7Sp/LPvP+tpo/1wf7r4bWXC6HQqHgAHYymQyA4YUCR6tI6CJPJBJYX1/H2toaNjY2sLe3h3g8jsPDQ6yuruLx48fY3d0NHI1BqyQF5Gw2c96TbDbrvENcvAxTpYVGvY06eBR8Wq1IN32z2UStVnPnGVFxi0Qi7rP19XUXqlEoFBwDYH4drcLzFEkKSFZyIljlmPmSXZXhLMr9T2DM56knQReiT1greNJKcFoshdepNZxhxRRaBA180SN8enqKVqsVqKTKtqhQAuDyQCqVikuO1vHks5h0zEITGsLJe6vwsMxQ/+dOWwIZAAAgAElEQVS8kRlws2tOibX+LQo4cj1RASBzmmfN9VlWVfnTsA1aj1UhtAU5OCbMRaMFnVZ0xvDz+AOGQDGJXYGeks/zoGshjDg/nC8yd103YYYRtoU8ikWjVGAeHh7eeH5uSr4QSl8YihXU1wFHvReNO768Mt5bvY0aMqMRHKpIaJs0HFEVR+2bTxHhXPC5uiftbwlc1ZOjgFBzpe3v9ZmLorB9p//r/GjeoVVKWbBBreXktdFo1IVC9Xo9VCoVVCoVtNttNwa0pBOcUGZp3ioBiIZm8TlUenhe4+rqqiuYQqDPsSb/jsVizshK4EoFjiCHSjDXF/nG+fm5u86Grlu6LyXVAl7LM6ySrYob/9e9qIqqgsbZbOaqjTP0sd/vu3mkhz2RSDiwz3Ojl5eX8fDhQ7z33ntYW1vDcDh0oYrNZjNQGZpGsVQqhVwuh2Kx6PL+qTNxDrrdLuLxuAuhpMym0Y+ynWBRw+6swd4nc4CrfPiuycr364wPYQDS8jiG7DL0dDqdXqmUGY/HA2lSNFzrKQAAnD7Iuhsqo2zRIwJMGmmZjjKdTp1RnnNCPsJ6B3yO8n2NdLluzCxonAc474s0RJo1HZi7q7U1tD8kvvfJQt2navjn/rb5ijzujMZvvTdlFvUQBbQ6/uq4ID9W54SCYf1N2B6z4JF1Pwiy6/W6M97dVia+k8dRO0mrYjR6ceTG/v6+s2QR6WcyGezu7joPQzKZxPn5uSuSQuVUNy2POGBlTw7KYDBAvV5Ho9G4ktuoRMv02toa1tbWHMPV6kmnp6duwtXiz+cXCgXs7+/jww8/RKlUcjkHzWYzYA2aBxy5cFkdbzqdXol9Z5+5yO7DsmqtEmyr5rQoA/GNsQVQqqyrAjoej9FsNlGv1zGZTJxlSMPcGM5oy1Fb5qXtBuAs88fHx847TfDI72Oxi9Lis9lF3lq1WsXS0pITmKoccz2FWcpJZNysLEzLKxk2r1+0YEyn045xad6uTyBw/HzWcQscCRqBoAePzM/OiV5nq4fRckeht7y87M54ZJv1yBDei6TGKm1z2D7hXNr8LPIpXaO695Sn0eAwHo8DFTlns9lCgKMFyUpqsPCBNR9wtAqu9V7qSxVc3bNcx3ZswhQwHxhSQG75iQWbXIcWZJKvcE7pSSbwoaDVkEjyCG2vyq5Fgkfto86Vb55obNIxpNJATwRwyZu5T87PzzEYDFyhlOPjY1QqFef102p+qkip8qnryoJJKjt6Dqwaggj8NEyYii6/G4/HgTMDgUuAqgoxQbAv0kXpu1BM9dlhCrIFj1xjvJb9IhCfzWbOsMZ5oU6iBY0ouzKZjPM0qoyhtz0ej+Phw4d49OgRCoUCRqORmyvmzwEX+zidTmNtbQ2FQgHr6+vY3d1FoVBw4EbzvOhRo0xmCgYLkfA3VHCBy/Wr6Uu+sbTGkvsAjje5Vvms3cNss81Z7ff7Th+g3KNyz+u63a6bW6YuAXDXr66uOh7HcWMoskYEUOelly2Xy2F5ednlqfI6tptraHV1NdAmHRdr7PKtb6vLWFmzyDmcRzRykc+xonwqlXJ8BQhWtbW6pMpe8lie/6iyjLqERnFoWosWt1JDpdUhKdO0KJ2Vk5r3yLUyGo2cw0f1GyvnlFR3o6GBTjmmCDKq7DYy8dbAURukjJQuYw5qvV7H0dERptOpq2758uVLl/9IJrm8vOzyGMfjMeLxuKsWpec20lLJXCmeKaQWZS5kWujW19fdGZDRaNSFjdbrdRc6qUouJ4EDSCA8nU5xfHyMly9fupDT6XTqFEofkemwUtN0OnUMhUoNmb+GA1Lp91U7vEtS5YqLXd3ouhjDlHS2WUOhuOD5OwJCeojpyUmlUoF7jkYjNBoNZxBQqyXH2D5LrXDNZhNv37511cZ4xijd/qVSCbFYDIeHh3j9+jWWlpacccPmrqmFTcMabN/J8FX5tR5wVZIXQVQq6GlU8G8ZmLbJemBondTQP+CSWdJCzj2pSoEq5GSslrlyvU+nU1f4odlsOsMNvRocWx/NY2zK+BR0WLCh65KWQwVGFjgCcAW8FmnQ8VnkfUaLm4ARH2hUa6W1dPJ+6mmkckohp2Njx8tapX1GF18fuW/sbxXY8HPlm+wzo1X0/DQFYtaSbI2ei6Tr5klBknrC7Twon9a8HBoieeQGjann5+dOgbH5iZSRKrOVx6oHUYGjngWr+VIa/qvAX/PgyCPtXHDedK2pt5p0H0ZUH/nkwbxr7LW6phWs2/BU8iUW7ms0Gs7DR28jZQ0NWeqBOju7ODt7c3MTpVIJ2WzWgXe2g/JgNBohnU4HosK2t7dRLBYxmUycl5MF7JhbSy9oJpNx6zCZTGI8Hru1Zg3p6u2ZZwS4T8Axby2pnqH/+4xdNoxf9SjK4Nls5qKbWOGY9R2oI1hebJ0x3OMaRk5ZxCg4Fvrr9XpuDxOoNhoNZ3DI5/MBj74SeZLq0GrU4zU6fsrD9Pr7JsonPaeU+iVwmcOpsk+dD8QdWpcCuIxatDqF8lUNN1WjuvJFXwEyIBzI8i/XgEbhaHE66q0qR/Qedi2zrwqu0+m0Ow1AdaOb0DtVVdVNRIFB8AUAzWYTn376Kf74xz8iEolga2sLtVoNv/nNb/Dy5cuAsr63t4cnT564ErobGxvOkqJeAuCyeiVz5ZiQzIngQBOM8uzIUqmE6XSKarWKyWTiwnl4hg4FIzc9JyIej2Nra8tZk1ggh6E4YZ5GLmZ+3+/3HZi15/xxcdIaQAWabVkUMUyVoSfsrz7bFyrIdhMkUPnW5F+OIUECrWz6DApMMhwe0xHmhZ7NLsIzisUi1tfXsby87O7daDTcujg9PUWxWAwoObS4TadTHB0dubBZnmvDPqnnkUDHWtosWCLAsAUmOF6LFooEjgyvngcY7Rxqv6mE6KHUVFSt95C/s2BGPY7qqdCiCdPp1BUJaDQabu+Rkem6suvPPk8ZrQot/V6FugVYtOzZ33JfMJyZvGrR8+kDinzvU7BuAho5RlRMfFZKIKjgqnKqvyMp+ArzXN7EEm3BpwpZq3Dqc2x+Mdcuf6t9t8avRRsAwuZQP/MJe1WkbZ8p2O18UbFkwRUtoEMerWPFlBAWHSOP5/UcP/5GwxpTqZTLQ2Qbdf7U46S5klTo1CBJXq6KqlWC5u2z+/Zs+EBkGF/V7znXegyGenM57kzRYBEcPXKFHkmSjhHna3l52Z27qPMEwJ3TSHCYSqWQz+ddqkChUHDyi/uFqTz0eOu5nTRAUDboeiRo1HBxjondd5aH3wddt/dt+/R/C4ypn9DbRaWcxk8CcNbTYCFHFqyKRqMuQorGVq4H8mIa9FUn5RpiLQGGMPP3w+EQkUjEranl5WXnZaYzRuUf+8b3BFjWoKfX8DMFjjfZt4sg6p9amZgvjoP2i7oF9RqtGK8yw+p78+So8lg1BKhxx/I3lZ2Wd2jfFDjGYrHA/rIyVudIZYrqQJpKROMV73sbeqdzHHVxcMDZgE6ng8PDQ/z5z3/Gb3/7W3S7XeTzefR6Pbx48SJQnRSAO1+FBXMIGLVyGweQZf5ZMYxVqMjIOHj0WuZyOeTzeRSLRQcsj46OAFweNt9ut11lMy3EQ68Dj3igp5TKswKEawf5fxmDMlrgctETvPkOa1+UFYeMXa3Y+rIud5J64JhcS8u/KhRkYgxR5aGmzFll/2ltZd4qXee6EbiBl5eXUSwW8f777yOTyaDVauHg4MApQ5pLSZc8cKmsxeNxFItFzGYXIas8l5OWVAUNXC++xGF9zxj71dXVgOKrzGiRxBBhTYD3AUcVhCqgVHGjtZIecK4PtaIpQ1JPCueTDJkKJ72/VDzIRNvttgOOq6urWFtbc6EY2kYL1uz7eWBABYFGE6jlj1EOGl7F3/I3ypwXtR9t1VerxKhwtsqpbZtPqVVBZS3cal22nh/fs3xWeJ0LVSJ071wHIIHgcUS233ymBURhhhJeZ9fsIr0cPnCvfVFli2THDbg8SF3Hgv3kfTSkkJEC5HXci+Tjs9nMRdmwFDst82o4Ip9kyBbzYpjrw3POotGok1UKIhhOx4IuBI7UD+iVYbVBnXNViG4yvvdlxAlT7HTd83t7jc7TbDYL1AGgsYRpM69evUKn0wkoeDb0UdumspjKMq/LZrNYXl5GoVAI6CrUYehBVp2He0vBBwB3zAPDoBXIso8EsjQaUN8JGzcds0VFVc0jn3FNeYjKFb1GZTv3APcMjf6Uo6z4XqvVUKvV0Gg03LUcH86BFpPS4yCohypYZzQP64TMZjMXCcTjx1jkKBa7KGpULpcdaFUAagGHRoz5xsDuWRs9cd+k40K9g6AIuNQjCBwpD/i/PV7KRrnxGfpe94rek0SZpOufY8S1M51enqOpBjgfWKWurpEomk/sMxjbMdJoMK37Yvt6U3onlxaFFwDHqFgA5tWrV/jss8/wt7/9Da9fv8bR0ZFrmA9oNRoN9Pt9NBoNPHv2zDFXVXSAi1BGKpu9Xg+TycSBSxWQDEGkC5+x32SI6voHLiaZ4T56LID+5WKkEpxMJgOlqy1ReJPIXIbDoQNa7CfLB2seChCspLUIUgsLGdk8xZKkCiVzbQC4BHn2n59xzqbTKXK5HFZXV91GolWGR7F0Op1AwQarFDLvdX19Hevr62i32+j1ejg5OXGGA5a75rOo8FDo0VtZr9dRqVQCuQlsv4bZ0LpoLVDsJ5kQwSPHh9VVF03cA2rRJ9kwC37G9amMX72lGk5hGaMFi0rW40jgmMlkXDU5PoPjTsspFVI911G9m+yHkg8sWoXAZ9lT4c/+Ufhq/jEZvLXyLYIGg0Fom9UjE2a5t2uTio0qt3pfVdbsGlBwo/dQgGq9hdom66G3bbT907mhx4xz6LPKKnjUMCH1YtnfW2Vb+fNdklrqVRGwYNp6EH3A14JkkirpLKLDF8EIAYUF1bw+Eok4qzzH2wJXDTfnWWQ09FJ2sTK27iMaeYGLiAjKXC3s4/N4hymhYWt+kWR5zjxeQ/LNpeZ0kk9r5UUbgdFutwNKL6/T4hq+fcdnabSLDRFW4x9/wzUEwBkgWUSFhZn0eCYFMQpkuJ/YXz0yxmdAtTzpuyYLDixgUtDONcp5mU6nbl41jFwr49ZqNXS7XQCXvFmNCPztbHZhIGc4Iq8jSNUQZ+5NziONMdR1lafTuKQ8UXkS+6k6p/VkhQHH79LjSN5ox5IFg9hm1Wk5x/qZ9tvqNz5Zpy8LHHmPSOQytJVy1Y6xvbe22fI8tmseePSRyhF1Bvj0+5vSO8dCsiM8H+rvf/87fv3rX+Ozzz7D27dv8ebNGzQajSvKMwdEFfPxeOwStjc2NlwRHR1MlqhutVqYTCYol8suVldzqTgo3GSM0yfAePPmDTqdTiAMMRqNotlsurMddRPPZjNXLfbBgwfuiBAKxrDNYpU4blwNpVJGrUq/dWkvglRZ0CIYqjizndoPTRjmwrMMhMm7Wn5cQzlUMadBgAVxlpaWnNdZGXYsFkM+nw8IKY0rZznlTqeDo6Mj5PN5FAoFp6gwNDeVSmEymaDVajkrqm5qzp0yBet1UlIGQeu9bzMviqHSkq9WaWV8lhGpgNB2ch1wfslkVMG7TuHWfU3gyOIYjKXnnh8MBmi1Wi7Jv9vtYjAYOMuphqlb4OFT6sIUPK4fq6Qy/IOHYKvRRNcBx0a9BosgnsdmQbMFjhyTm5APnKjiQGI/dU3oPPuMJj7hFnatBZHaR7UAAwiEiCvxWfp73kMjQWxfrdKnYG4RZIGjr//aPp+3lHyRqRj8XKNQqAza43MikYgDalqRlbIml8s5xUWPYaB3cTabOQOqgvHJZOL4K2sTsB9cq1SQ1ODW7/dde6jMqbJEsuDa0qL5qO95Pv6iZOfZzrfOE8GUgkDNLeKYnJ+fo9Vqod1uO08iq0XSo6VRSeSprPCpRjkaFdkmIAjQWYBpOp1iZWUFxWIR6XTazTejRKg/0YNMfYW5c5TzBFHD4TCglM9ms4Ci6tuj3zXZNvB/bbPyTPIgph6xvzTO6FmcrMnR6/UCehG9kwQCNMKoIQwIpoLomNIRAlwAdhpdE4mEk1V0SABwpwHQyaJeLPbJRneEzY3lXSqn75O0HaqrWN1Fx06/53vVay2vUZ6uslONoL71zfZx/es9wwxTqu9yPkjUv3zAUZ0bvrVsQ3W/LdB/p+M41FpBr97Lly/xb//2b/jNb37jrtFz+Mjo1IKvg1IoFPDo0SPs7++jUCgEQtam08vkcZaaLpfL2Nvbc4V1GFqjQJOhrZVKxVWda7fbrojCZHKRfE7rkI395WaIx+PY2NjA48ePsb+/jy+//NIdBXJTUk8dx0JDFmazmdvsuqhsWMhdkXoHGaZIZd1aIRToUSlQ5S4sbIGKD4WlghsKSZ5pdH5+7mLxV1dXHXMjqRe4Wq26OWQJaraRjLRSqTjgSE8ur6H1jmuk0WggFosFzoBUJVWVzbCNxj7S68j1zXzBRVlVuU5tKBPnSwWetWypEqH5KcyvUIbrAwiWFPgwlKZQKDjFlueuEoSx0hyLQhQKBbfeCUC1nVTEyCSVyaoVzfaX61qFJIWB9Y5p/3TuaUlflMdRj8ZR4WI9fjrWvEb/178+a7FVPnyg3CqZ1hDB+/s8GMonrGIYBkCB4NEj84CD9k/Bo754PxterQD5pmkGtyU1DOp+tH2wAF7Dxs7Pz12452QyuZLiwH1Aoxy9jf1+H5HIxXFSBJIEjwQh5XLZGbh0v/Domel06kIkOZY0/rJQCtM76DnTMv9cVxxjDX9nVErYftP1pp8r+dbOIsm3hu3zLQDWdUbDuOaUahEVfs6ica1WC7VaDaenp66Y3Pr6uju0m7ngeuzDZDJx5/gxD5FntakhwSqczI8FgGKx6EAHAGfco5fZriXOP9OAaIA9Pz930T1Wbmj6ix3XRc1lmJzy/a+fWxli263eLe0HDQWsuaC5jdRNqHcw/3A4HCKTyWA8HjsDAQ0z9CJyztThwXUViVzmWmaz2QDvZySUAlYF9crfNaJF58+CaI4r97qmHt03sU2+UG4FjpraYOdU9VHrQbWGcvWec8z4TO5tn86ovN/qgj4jlbZTDZ5WH7Lt5T10HBQo+8bpXXTTdzqOw3qXer0eTk9P8fr1a9TrdQAXB5NrGB3juJn3poKbxWy2tracYGPnCUxZFjoajWJ3dxcPHjzAxsaGO5yW9+GGo/Wt3++jWq3i6OjIeUB1MdCb0G633UbWkEoi9FgshnK5jOfPn+Po6AjD4RBv3rwJgAw7TtFoFJlMBmtra8jn84GzXmhZIpjW8yA19GdRgMNnmSD5hCQQLKBhwzdVWZzNZs4y3e/3HfNSSxcAB9i73S5SqRR2d3eRy+UCYTncQOqdPDo6wsHBAUajkStHr0r9eDxGrVbD4eEh4vG48xLzPktLS676HIsRMBdArebs83WgkUSBmk6nvR7YRZACPAvgw4ADmSQZpXqz9HP9vZIqwr61z32TyWQCxiVWEAbgvL1UlE5OThxwj0ajzkqqoI1gkwKYzJDeXu4vyxjVCMHnW2uher98TF6VwEWQJsDz2doHAAFQxHapwFB+wbVnLa1hirBex891bfAzriv1eJAUYJL/cWytR5PtY7vJt/VeYftO1zLvrzlDNOJorjiVLj3jbBGkYd52f1jQYfeWKiT0JvJe6k1VY58CRyqZVPZZJZNF2SgfadzivQhcWEDMVlDl3Ol9z8/P3RlymiPE63XPqkGKxlolO9c+UPldkfJMtus6BVl1JM37Y7EtG9arET/T6cX5icfHx6jVakin0+65CvoYjsf/2+02arUa+v2+y3WkQbrdbqPT6QR0DH7ebrcBXMzZ1tZWIMpDqxXTa6qGOxZPYlglj4pQw6kv5cbyofsGHPPAZJhBzneNprTwenpyWXeBRatU9vEeDOPlmiD44/c6NrqnKL/pzY9Go+7Mcz3SinKYz6Geo+Hiyges3LMywwLH+zbi+Ihgzcp8tmkecLRtjkajgegza7jV+1pePJ1OAzhE9b2w39rPrAFKv/e9V8Bo58/qZWG6jk0ZuCm9k8dRO1er1XBwcIC///3vVzaGHp1A6yQVSRXcq6urgQpf1urOClHdbhfJZNKVkJ7NZmg2m24TsPAKraBUWJlvFjZpDMtgMjMPOdbNNZlc5FQ+ffrUWV1Z0TNMsC0tLaFYLOLRo0fOO8rNzYUcFiJoQ0bvmgjK1GLP91pQQRem9UCooqhMlcKvXq9jNps5L6IqP2R8PN5kfX0dDx8+RDqddsn1PNw+Gr0IqWA+bK1WQ6VSuXLeIHAJpAgwWbVTLS0Mhx0MBqhWq+j1ei5MmkzXCuswUgbCjciQL64bLfpy16SbniDVWsqU8VNQqQLvC3+wln/tI9/zr0+5pxGGnmZasOlVn0wmLjyV59AxlIvgmwqpCuLT01N0Oh2n8FJ5yefzAaVM1yPX+Ww2c15rHT814pBsyAqF9qIAhx1P5bMqxG0ImEYyKJDjvFrrZRhZZYFtIH/kPdl/DWXW662woleEa5PX0vtEfmGBQtjLWmY1z5GKND9j27S6nebyLoJUEQsbc6so8K8CdwXsOu/A5T5X0EjFPhqNBjyRDHlkfhrXMoDA+EQiEae06vFUOrcKVqPRaABQ2JB3fq7nDhJAWGVHIx98ipBV4m8C3r4tzZs7H6jwrVXbLwBuP8xmM5fbX6/XUa1WcXp66vIceWwDwbl6GrlXGXrMiKxIJOL4P41ps9nMfad55cCFHGQIKn9HHsJ+ai4tK4UCF+uTfF3XE0M3WazNGoDvGzTeBtyEzW0YyOCLepzdJxw37kWCPi1iR9ljDZe6n1SX4D6iM2UwGDj9jTIQgNt33Nd61I4aaFVmqDFQZYH+tUYU3xh+V+QDaMpTdYztnHIsGLqt9/EBMCtTub808oWyTVNMbFipbS/7ofLOyrywMbbzoTq8PsemIfHz29A7eRyByyMX3rx5g//6r//C7373O/R6PVceGLi0yFD5aLVaLtyB91lZWcHu7i4ePnyIUqkUCBEFLrxS9XodzWYT0+nUHZw7mUxQqVRcFTIewaCbmco6N58CNe0PB200GuH09DRw9hUL25AZl0olPHv2zFXJ+tOf/uQ8IFyYDGGNxWJYX1/H/v6+A46ad6Chd2w3GQkXna22eFeUyWSuMC4FIRrGwHHiWHGxUfnjfdherXKqZ4Ap0+HZjoPBAMvLy+5YCZaw1vxVto2KML3PNudMLYDqjeS61LXBMuX5fN5V6K1UKiiXy4G8SB+ACiNeRwFNhrFI4KigUS1lYeGCakGzAslasHx9s9/5FDxa6mj9jEQiKBQKKJVKzvrK0B2GK1erVcdwWYiKBgyuKVrVa7UaptOpA6U8xoN5PZrrybZY5TtM8Gk/VPFbNODQnF7L2OcBR5IFjnbOfcqazwCkY6CKEMdDx5Nt5Hf6O5KCS46dXTPXzYVPyLIdBIk0FpKX2j7OM4jcJRGEkS/6AKKPVNHxGTetN5ghgTyKg0cnLC0tOU8fc6p6vZ7bWyrLNPolEok4w6tVHH1jqZ40PX5DQ2h9XqowA4nlQ2H8RsdxkfMYBnB8wML2xxdCRiMJ1ymjtN68eYOTkxO8fv0ab968ceCRMiObzWJzcxMPHjxw+fnkfblcDltbWwAu1l21WnV5iPl8HuVy2YH4Xq/nUm62traQSCRwcHCAs7MzV1yOXmnmfbOPeo9oNIpOp4N6ve6ieCKRy/QbHgeicp9ASXPKfGO6CFL97jp+D/j36DweZT1LNqJCDSk0uHCs6eWnvGNKjR6JxH1FTya9xsPh0AFHGnqKxaIzKtXrdWdgzWQyyOfzmE6nrvAOgIB+PJ1OAxV87XxZo2yYcee+ibzQGveVn/J/5a3aLw3htDLRB8Yoc6yzxRZqA+Dm0PJLKwt9/MTXD18f58kXHxi1v30XsP9O5ziyo9PpFM1mE2/evEGz2XQHhJNJMtl3PL44oJ35haR4PI7t7W08f/4cT58+RalUCoSGzmYXIY8nJyculJRHJzSbTbx+/RqdTgelUgnFYjEAUFTx0g0NBA8Lp4vZPk+Px6AySkCwtbWFjz76CLVaDdVqFd98803gXqRcLodHjx7h2bNn2N7eDnjd1DKtFnK2V0N9FkHZbPYKQ7BeDN/GYf/YRubD0VvEPJizszNn9dQ8ADUi1Go1TCYTl7/R7/dxdHSEer3uDjRm2LIaAmgdpXXTV7SEoVXMoctkMo4xcwOlUilsbW1heXnZHc+xvLyM9fV1d50CMJJPGCkzpSClZW+RoapW4fdZA8MshOxfGGgMY2b2vf3fMmzmfhYKBQccGcZDj0m9XneCjedTcV/MZjOnJDcaDXceK5VfFtXJZrMutMt6LlSps6CIL7Zbv+MeVIVgEURvjwpsHUtr6fSNszX8+N4rWeu4eoZIqvTyXtyLyjOUH/iMD/os3l/vo3LFJ+zsmmR/VQnjsymblO8r79fog7smPt9nJfYZcubtI4JP7Tc/10gV/uUcsJL48vKyM2rqXNFbxWJwLKChhh6V8ZqrqDlW6gGxxhUNUbXKtN2P7PdNjQn3QWHz57sujM9Y8KjGnel06qrJ12o11Ot1dx7xaDRy85ROp1EsFrG5uYlEIoFut+uqxLPieyQScR6+paUlF7GRzWZdpA7nP5PJYHNzEysrKy6MWXUPNRwoHyIgocFvMBi49CPmReqRCHrMhDVmvauy+q4UJs/sNdd9T/Ip6px7NU6xn9wrLBLIfU3DDQtTcRxpBNI9RbCo+aYMVaWc0ue0221Uq1VnzI/FYgEeCVzyQrZXU4Q0/1n1Lx/A+i73q/J3K7eAq55j6t/aJ3WckJiyZPcu5Y2+aCjxHaVHrzPzjHkkChA8ZcKnW1meT51UKWwthr336XnvMm/vdI6jWlGWl5ext7fnqnpp6WkWnqnVaoEwBuY5lEolPG1gIZgAACAASURBVH/+HB9//DGePHmCTCZz2bD/tZx2Oh2cnp6i3++75PBYLOZy6KLRqDvMlhvPh6qVwqxKAFwIAENWGVaqHoHV1VXs7Ozg+fPnODk5Qb/fx/Hxsdu4S0tLSCaTePToEX7yk5/gww8/xMbGxhVQzPG0IQO02C6yGIeCOZ8yqt4Wfq7x0GQeGhoTiVzG3o/HY5fbSFDJ+4zHYzQaDZyenroz/FgYgIdT6/N8TCpM+FBxY1w/z3QsFosol8tYXl52Cg0tuuPxGCcnJ2g2m+7cT81d8G2sMIClijbBI0HJIsh6GX0WKJ9Q1N/48s70Ou2bpbDx0TVCg0s+n3eV/Ajo+X+/33fKLqsIcvzoxaeX+vT0FOPx2Fn3BoMBVldXnYWdglkVOY6VZZyq7HLNAZdMXxXgRQpHKoDWs6Tj6eNnun+tssv3vt9zXKzXyApLjgWfY4UtQ/ntOuLv9MXxpBDUsHhVzPW9b8wVxNJopV6tSCQSAPxWWbovpTVsX9hrdC1aAE9l9Pz8PGC0Ay5zQ9WoRsWRpf/5GzUQkh/rXFkZwPda8IQKK42F9lrl09o/G2ZnIxzCQNm8vXYfc3gTkOMDjWEAUoFAJBJxPFErlxIEMCSUsswetzQej51uNJ1OUa/XMRgMrqx1ym+OO4+rSiQS7jcaAWblmu55nnfN94ye4jok39J9qPzMjpvv/SLpOgAZBh59fHheZICPV1ueyLVA+ci5HQ6H7gxUtsfOCa9nOhUdNspH9ZgV6gg2jcPeV19qOLBRL/rb79rAY/ecBe5K/F95oHobObYE2Jq7rXvQhmGrx9GmirCSLQ0I1zkR7Bpl/6jPhOkAPj7lM0rO41e3oXfyOEYil+W5WXyEZyFq2enhcIiTkxPMZjO3uJlzmEgksLu7iw8++AAffPABdnZ2XOw9iUVrGNLIQji0osxmM+RyOWxvb6NUKjnvhG5Wn9Kh4IgDqkr3+flFtc5KpeKqrOo5hwwT2d/fx09/+lPHfNvtNkqlEjY2NlAul/HDH/4QH3/8MR49euRANJUmLh4LxKhAkOETbN816bgosPGBDraTihqtU9xwCjBpXQHgwlWUWU0mE+c5ajQagfOeGOqSTCZRKpVcTocvdMBnqVaBGYtd5NHSg8w5yWazgX7RSkpwwrBVCkSuN9/Y+RRdqwSRsSyKubJtVqCFKTy+tW8FgM8adR1zsQxPn01GTS8+PYorKyvodruBfMdUKoVKpeKOZMlms+7AcPKY09NTd+Yjw6X6/X6gWrK2Wb1PWrSB40choYqWelk0X2uRHkedQ58S7iMr8BVU8fswsgquTxGw60ABiPVIKNjR39hnWaXSJ+BvorTzHjZUiFEaqqhbZXZRNE+A+wCSKjw2xJNKBnMXdc/GYjHn3aHRLRKJuOInlNGq2KiSSgu5ehnVE8w1SCs589uYD+fzkNs1QrmiRgVblIvyMGw98L6+cV0keAxbgz7eaOVTGIA8Pz93HrtYLOYqkjKyid6M2WzmjqfimhgOhw4QaL4uC8PRa6m8ip4r3ofAnx7IarWKk5MTlzJAo4XyHeo7qVQKmUwGxWLRhVcyNFwNR5q+YsGu1Sn0/X2CD6uA2/kN+w0QzG0M47sWYCkRPDDsN5lMBuoS8PSATqfjxpB5rdynKysrAZC0srKCUqn0/9l719hIs/Q87PmK90tdyeKleenp6dmZnZ3JaHcjbQRtICcGYiBIHEVWEuSHHBuBA0MMIiSIfkiG4KwQGFB+BIhkgzAUG0IiJ4GNKPD+UOwgtiMJgYzsAqvxeGenZ7qnp29ks1hksVgXFm9VlR/s5/Cpl+d8VeSw2N2LeoECi199l/Ody/u+z3s7LqKNehrXKHcL4HZoGqKqOXd0aKgcsu+jAFgNTzdljLOk/NPyeiWfUYxAkfKMYbx6TwCOf6qH0Ze3q3JFo2s09N+2mx+f3qTn+Qxyls/47ufT49SIZ1MDeqUrV1WlcKjX63j8+DE+/PBD7O3tYXZ2Frdu3XIx95ubmzg6OnKx7wBc8ZmVlRUsLS0hn8+7PCUCOOY+cU8jhrRx6wbu+Tc9Pe0Yr4aJcmL32iEKHBnqs7e358LfdH85Lt6FhQW8++67bn/JWq2G9957D1//+tcxNzeH+fl5vPHGGxgfH+8I89FJwvapIgucA0ZbbfC6SBUpEheSglkNWeDioTKghU4oFCuVisu10TBV0sHBgctZpTJSKpXc+3Kvxmw22+FJ0L6JI7Vg87m1Wg0bGxuYmprCyspKRyVeMm8W5dnf30exWHTFXcbGxi6EVCmFgLYqizfFVC1ztEDSCrxeLYk+QKHUDWioJVTnHRUlzQc4PDx0YTaJRMLl7JyenmJnZ8flFvP+XPeck7YqGp9llVcFiFSa2O5Wq+X2yKKnhdXx+lVVlcJc+0qNSWybFQ4hC6T+VdL7qcXVhtVZgwR5g1potb+0b30eUD5rZGTkghdE83/tHFbLt2+O6ntpaDGVZbt1UL/Xoo8fWMBo30M9ENbrq79ZGh4edsY58k+CC64pRl5Q8bRWdg2tsvKS9yIIobdYx8VGhbDdNtSR42PXoBoS4oxd/Phk1k1TaD3aY9aaT2WSe1oyqmJsbMzpHIzGYAV6BZ2aZkGjVqVScWH8NDSwnxgVxn7W3LgoirC/v+/mCtegrn2V+ZSRqVQK6XQayWTStZGFXyz/0D6xxpo4eXKd5AOFl5k/tp1xBi/Vm+xvuha0mJDu7d1ut12xOO4gwCg8NSyojhZFZ0UoU6mUS8XRkErqqhMTE85Yq9EJChytbLBrGDg3kvhSPG5S19H2aF41o0x0rH06m44V5RKLGpJ8faEpGnZuWb7uIx8wtMctj7MU4i+hZ/lkCWXNjXkc+RBO0Eqlgnv37uF73/seGo0G3nrrLYyMjODg4AD37t1zeWO5XA6pVAqzs7NYXV1FJpPB4uIiZmZmXDiaCgjGaTPun0VUnj596lzJXAyWodIbqmGWqujohNAO5u8ERfSMEehS2HKiMeGYBVhOTk7wkz/5k/jWt76FXC7nFjULxXCRKfOx4YXAuYUjFOZxHaQMQ/uo1Wp1JP1qWzWk4vT01O0hRaFH8NxutztyQ3n/ZrOJcrmMQqHgitvs7+/jyZMnaDQaSKVSSKVSmJmZcXt50sLtC6O0Y2et8olEwoUvFwoF136CeV4/MTGBXC6Hk5MTVCoVFAoFV32OfRECT1Yx9P3eTwGpQt4aJSx41L++D9trQ6y6MZduwJHMXcPdALj8mPHx8Q4Fp16vY3d3F+1225WXZzgWqw6yiA6VGhpYtNgU+4eGKKu46vkEF1TamZNAEEIjlnpbrpN8SkicMsrjcQq3TwDxHmoMUmWTH1XqdY6oh4lzT8N9eX814vF9tKqnjoONFCFZQe17Dw390rBnrebp47H9Jqu4+BRYfvcpbYyEUNBB+dFsNnFwcOCs2dYKTvlBo4qubVWyuJct5xr5vbZd70WQ2m63O7xJnAu+HFmrSKuRwYaOx81lvZ/+7RdZo0yIr/s++k5ApzGIChvHS3OlNOzT5pSpN5L6l3psaUSIogiZTMaFMbJ4GLek0rFh7nkikXARPhxPerTb7baThSw+xiihdvt8s3sNkbWKtW/u9ytyw1Jo3dnf+Hu3uecDjjp3FbRpgUXuseq7pwI0pvqwpgc9h/oMy4s1FcjKCM4dzTn1RbRYI599T9/85idunfSb2u3zqusadeR7L/61bbV8x7fWSb0APH1WL8CO56jMt8+yfLFbP9ux4LhpFJUtVHoZulKpR/tCnJgU3tz0tFAoAIDLITs6OsKtW7fw1ltvYXV11SV+0zICnOdk0PK2v7/vwjtYKWp0dBSZTAbLy8tIJpOOiRGIsPy0CkPfpLCDbgfm8PAQe3t7LjSDQIKLamxsDLlcDm+99ZYDu6urq25PHXrhNA+Q4QZWmdc23oSCo259KtpkelwQtiS7BSJqxSCzY/iyepgJHljpdHd3t2Ofzc3NTezv72N2dhZf+cpXkEqlkMlknGA6ODhwyqyOj44bGacyUL4Tw2N1M16tXDsyMoJsNusAAzdTZvGIkOFBQWOISfSbkbLEN5VNH7OxH9tvPuuZTxnqBTjyfw1pUYWSx2nhI0AbHR11TJ9l6jlnpqam0G63HWg8ODhwwpTKlVYBVCODLyTVehyZU8u+IMhlmB4LPtHYsbCw8KXGrFfyKTb2uF2PlkLgkdeq4s/wQjVw6TO4nvg8tT6rcSFOQSJ/CYXG8lxVqKwiqsqLeuoIHBU0sj0hL8F1kx2jUH/4xorvy+ImVCQJOOhBYkj90dERoijqyLdhoaB0On1hayuuEXqe1Nvom1vMTWauOgtGsOgZc33YTgAdBlsF/uqZVOCoPIHP9/ErH6Ds51iGAGwILIbO4xrjdxq1ORbqUdQcYBt+TR2LslXTS2i8ZYg2w0p57dzcnMvl13WnxfdYB4DFxjjGQ0NDrurn5OSk09XY3r29PZRKJTSbTZcDyXba0DztFzVK9XMcVW5bsGDHq1s7QqBRFX+uwcnJSafH0CPM67hGqV/QwMM+sVFW2l8ca10XTOexhjkaCHmObrOj91Re69NHtY+sscf2z00T9QvKaYZd67jou6izyOqQPt3JrvEQX+C5PmeUb9745k8vYNDq4HGgV/kLx5u6DSNIrKGvV/rSewSMjo4imUwilUo5LyGFxe3bt10BHXp1bt++jbm5OczNzbkS/Ta3kblppVKpI9afXjtOcL4wPV4MNTw8POyw0vis1aEB1N8poHd3d932EAqmKFhv3bqF0dFRxxx2dnbQaDQ6rIIM+VArohWKIa9PP4ggXy3yZF40BqjQs/2jTIwemXq9DgBuM3YFcyw6xDBVVo4jqGPOGgUnrUj08tBzqADAhlH4wI8qtQSupVLJ5QfxnSYmJpDNZlGpVNxegaVSyVmAVVH2MRj7fF+b+kEMT6Kg9sXeK6PRvmH7NAY/JDR4nX0vOyfsGuJc4l5kjAig1YvKcKVScUpVrVZzc0YrkTG8mQnnHA8byuhjyvS0cM5TYeIGyizoNTR0vvcr92tl9WTOxX4AR647bb8lnyIdsgrba6xw0fHR+yhA9HmCrHfaKhL67JBQ5P2BTu+E5deaZxyyfNtcVHq17fzTXKt+G3P4jNA46trT76p4Uiaq7NN9G7nZOtcWPYCnp6euzD/zhFUxUHlC8ODzCBJ0UMkl/6U853NpCNB96whqbHl68lBbAEijJnoxpL4MBdWSb25bZRM49x7zd85VLVSicp78WMMSVcnXSCCOg44dlVeNviFg4P2tLOBxeizpxWRtB+4hqcZgjTLifs0saqZ5s/oMftf37QWwfRnimvd51+z727Yq+Xig6gQ8hx7A6elp5HI5B2aq1aoreDQxMYFUKtWhU8bJU/I58ls1vlC35JoF0LGuOE80P4/9oXqf9XDrOtS+sqDR9sdNr03yMBbXo6NGw2/ZTlKcnsD/fUDSylp7DwtQreztJt+7kcpnK7ND78ExU12d8kP3pe4FuCpdGjgqA6NAODo6QqlUcpXBxsbG8MEHH+Dtt9/GzMyMi48fGRlxCtnu7q4rVkJLCZkd8+B2d3fd1g6qoERR1JFTNzY25vIBKAhV8QHOF7UqaLbDfIoSvY6s6EqmSOtpIpFw4bIs5MO8AwpWWnu0yA6frTlfVgD0Eziqt1FD1xRoKelkZH+yrbSoHR4eOuu0xtsTBLCSJsOs+P7cZiWfz2NychLVatUxglqt5ipOcsHaceIxa01SzwnHvlQqYXt72xVo4bm0pGezWacAVSoVZ7m1oRnaF2qYsIqDtrEfxBwVCgUqeHy2j6lr+7iOadRQxaJXL40yKHtvCi7mMDN0Bzifg9xnjsCx0WgAOC+0RIMMc53jPBRqTFCvlCqruhE8lV7yMlbdLZfLKBaL7sNoh2aziQ8++OCaRu+cWGlR+Yr2L8nONRUclleEhLu9p97bfnSd2XmkYYeh+e2bF+od19BXvreCSuut0o/mjNkCLlrQgOFeVgnvB/lATkihsgDfKgbK2xRcMe8aOOe/fD8bDTI0NNTxm8pvLV7G9aGGA4JGVtKMouhCAQ4AHSHBulWSgg+mLPB3u7+jzgWfZd72W78VVN/zfUYQXxv1WvIUXkPAxXHkPKWXMJVKYW9vz3n+VM9RDxLvqyCe4akqk5nny9xsDTmmTkKDQ7PZdOuo2Ww6QENDsC2sotEbnL/appCxkn0Ttzaui1SR76ZLheaVjqdV1nmd/uW8Z7V/pjxVKhW0221XJC6dTrsxowFVt36iocFXiZM6i56neWuMXNAiWCrj7RyNA41x+stNjWOIqDMQexAQsQ9VH9Doi8u21Qck7XwO3denD/K4BZrd5JLt715AO3HRwcGB6ydfWO9l6Mo5jlQIuQhmZmZwcnKCdDqN9957Dz/90z+Nb33rW1hYWHBMrl6v48MPP8Tnn3+Ok5MTvP32205wqfeQ1RMJRvXlRkZGXOgEGZtOlGaz6UJKFRD5BLLtXKuokI6Pj7G3t+eYJ0MLVMFhAQ+1eOgCZggHJ68qtGptvAlrOHCxEAInoWUeQOeYq/LHXEe1gFPZINhi39IYQK+NLjQWSvrKV76CXC7nPM4Ej/RQ6V5VPkZqBasuJILicrmMra0tZDIZJJNJTE1NAYAzOExPT+Po6Ajb29tuzyyGBlFJ1TwB9XxrW/Sv/X6dVC6X3Vy35bbVKmoZlg0vBC5aoxkGqB6gOMZo70uvsn60umoymUStVsP09HTHnKGSQ6F5eHiIKIpcfiQVXxV4Oi90bviAoxoB+Fu73XZKEb07nH/KbPu1ryr72Td3rMDyWTPteT7lVsdf14pViNi37B/16Fpgoh8735XPaZssSNB8SG2LnmMVP96b80OLdDAaQUM3qSB3A7pfluxYxSkUfA+fkYk8Tytd0kiZSCQwOTnpqj+z2IqGjTIUlUXKWIiF/auGXxpvbPEnlbUEDQQGJA0XVuMuwQnDGwna6ZG0ngEd7xCfeRXIgkdriLFKHceA/UJdhbxueHjYbcsxOzvrivKxqBy35qAupF5FzW2cmZnpyGPkfcrlskv5OT09dZ6wdDqNXC6Hubk51xYaamkgo9HF5jZyPUfReZpSFEXufM4ra3T09RH76abIrkerxKsy7wO67Hdts+UnzeZZwa9kMolsNuvGol6vo91uu75nxXD2vQ23pAGg0Wi4NU+PrvKHROKswJ8ahrh2aZBgtXpG4lGGWl7bLVzVB570c9PrttVqOeBYqVSc4VCdTeqo0TG24+171xA/J/ne2Wdc8gFH/u8zlNk5aKOqQmBU30tlMIFjpVJxBUcPDg469KHL0JW24wDOvWL5fB7f/va3cevWLdTrdYyPj2Nubg5LS0uYnJx0G73T0/P06VNUq1XMzs5e2N+PlkgWotCiMuw85jcuLCxgZWUF8/PzGBkZcWGlFH70DGoYj7qvbdghGSSrU1H4ErTWajUUCgVX2liLSlBhpWeRyi1wbl2nUqhePrUQaf/aydQPovDRdqoCbhm+z2LYbrddmCoBuzIw4DwkVj2xCpSHh4eRTqcxPz+PxcVFTExMoF6vO++Z5ryx5HQul3MbJRMUcR5xHKiwtNvtDtBwfHyMUqmEjY0NTE5OYnFxEZOTk25sKMijKHKhOPSeksFT4OsCJUBTwR5FUdCDe1306NEjDA+fbVtRq9WcMKJApzJpAYfm+9GzR68XAJc3QKFExVTnhBL7j5bQw8ND7O/vOw8zx4WKbrVa7Qi1Yx4xjQo2B4peEfW8MKSP1eJ8oVtUbHW9Ww+tGoIoRMlzdHN0bjfUD/LxAPt/HPiII/I7JQVrfIZVIFRB9CmBFjxa45LyO75jyJin5PN8+hRQNeaQF9BQZ4tTEPjovOoHxSkavnfwKac8bueueuy1ujVzfunBAuDy6Ogh9G2NxLVCRYsefa5j5rdlMhmXj8WCVMpXGX5pPU+MPFH5R5nnA42+NA5LPgX/psg3ZiSruFmATuWN/IOF5YBzgE65xvxU9jMrbQ4NDV3oZxo7ATjZy2iZnZ0dFAoFbG1tYXt7G0dHR053mpubQ7PZdAZtpghQ7yJwnJiYuJC3qAZH1W+0YJJP0VUKGb/6OWbKm0Lnxp2jfa4yhkYTGiBPT08dcCT4Y+2NVqvlUrSmpqYuAB/qSKxdcHBw4HjaxMQEFhYWkMvlAKBjr28bwsrzWQVXc1TVy+8DjT4ni53XVqb4wNJNEUOBK5WKM/brfrMK8n3GihCo4zFLOkd8YC7E033n85jqzD454Yt0s23yvZca86h3MV2MEQlXMaReeR9HLpZ8Po+f+ZmfwbvvvoudnR1XQKJQKODjjz/G8+fP8eTJEzx79gy1Wg2ZTAYffPABlpaWOvbUoyJDjyMLrViFZ2RkxO3d+MYbb7jQwmq16pTf09NTB/DGx8eRyWTcAgTOyyGrMJ6enkY+n8fCwgKmp6edlYiMlGFQu7u7TjnnYuN9WKWMSrcOCAWlDqgNF9UFbENq+0G+BWUnrS/8TRU3Wsna7bbrb94jkUi48WSohlq0oyhy45PJZFyOY7PZRCqVclXdNjY2UC6XnRBbWlrC4eEhdnd33f5WbNv4+Diy2SxmZmaQSqUQRRFqtRqKxSLK5bIDNdvb2+5+DBfheFHhYgh2u912lepOT0+xt7fXITwJNnmPKIqc0KdS2y+6d+8ehoeHncV6ZmbGefMYHk4hTuWM7dScMDIRvhMt3VxPXCec79birt7l09NT7O/v49GjR7h//z62t7cxNDSEdDrtQLheMz4+jlQq5fJauf8Y14stEMK5xbBoCkXdmkOrper2BlynqhjTG6PWuampKSwuLqLdbqNYLOLzzz/H5uam26P0usmuNTWo6V97jf3fCi5rEbbKka55Avlms9nhubUKXkhQ+owo6nG0xjp9hl7rU158vInghcVwgPP9MLUYBA0o9MhrXt11k/arz9AWIr6fL9+I8oL9SoMbI1kY9sYcYnr16vW6M6KxsI1Gayjw3N3dxe7urovwAM6AJfkxFTE1rNADTzAIwBmtmJ5CsArgQjgen2FzIS3osH1r+60fFAKmdkxD17D9fD/2IedqIpFwegQN3JlMBo1GA6VSCfl83uXqsjCgeiy1fxgR0263XcTM7u4uCoUCCoUCisUidnZ2HK+nEsn1zjaVy+UOgyz1GYaqUh5r8REAHXO2V6+VNUbdlBGg2/NC426NAZZHWUMPZUsURQ44cvwzmYzTb3QLFnqCtMAUIwdocKesTCQSHXKSURf0ZjMakMCR+akqH63BxoJH21eWbwCd29i9LKJxhQXs1Ouo232FZJj9LUQhEOgDer7nXaWffHIjdA/bDmILTedQjyP76Cp05aqqXCC0ZG5sbOD73/8+7t2757xQz58/x/b2ttt7cWxsDPl8HktLS7h165azlAFwYImLyIIMKn0sssONaMkEaWVJp9Ouk9hxmUzGCU0qtqxIR4a9vLyM1dVV3Lp1C1NTU2g0GigUCnjy5ElH+FytVsPOzk6HMkIrL8OCfPuIad+x/6xiS+uk7et+kE/ptGGJNmRIr2GfkBlqzowFjvQ81ev1Dkv/0NCQ21SYSg+36lhaWsLq6irm5uZc7DpDeHK5nFPgyWiZ65fNZt3+oPRq7+3t4f79+x3zSauscrsVKrqjo6OYnZ1Fq9VCoVBwFtilpSUMDw87CzBDxbj3pBZB0P7rZ+jVw4cPMTIyglQq5Sxu2WwWuVwOx8fHDtBSidFwIw3H1LAFBWm0otKCqdZGa30kT+BWNltbW/jss8/w6NEjDA2dbXhN8EhvBOccq8ypx5LrhoqqzYeicNSKx9YarOBFLeQA3P5XzLPWkFbOTYaB8VrmX/aL1JNn155P2MV5Qew99RqfZZQ82BcyqIqgvW8IlCrgUWXDAlLbHp+30aek2zDJKIo68sa0KATnvc7TfpD1HOt7WkXMB0IY+UEjFUNxde5rH9GrkMvlMD8/j3a73aE8cd1Uq9WOcG72N9caw7yoSERR5PJ9KU/p3dBwU57P9WgjCFiUheNEZVcjdDSiIc7jGDJ49IvivCghhdGOEfuFfJTeJQAu7JgG12w2i3b7LLqJVaVpiNctZpRHnJ6ebYtVKpWwubnpQlVZS4LKNCOxuCb5297eHrLZLAA4fYXGBvJWhjpyThJY0vimwMNn7PEp3HHAsh/kA69XvYeOK+cwwRjPU+OopnKxYi0NL/TyEjjSgKvpWYlEwo3V1taWSx/wbfHGnGKOHfc5V91XU1AUDKtxzTcuej75qJUPL4uoc3Bea80Nny7r49Oh/31kebuSD4xa/m+vY3vUeKq/q5PHtjHOYMyIP/IUOsLIh69KlwaOZPrqTavVavjTP/1T/N7v/R4ePXoEAI7JcIJms1ncvn0bP/ETP4G7d++6eHy1ONPLsbe3h2q12lEmn/fhPn8TExOo1WruQwacSqXcgmSlxlar5bwTtLJx76FkMum2CLlz544DGycnJ86SR48RS70z31HzN6iYaxEcxq0TVGlepIaqagluVaY0Pvu6ST1mVFLt//zQy6TEycj9ichAdXsE9tn+/r6rdqv3Ydjx3NwcpqamsL+/j8ePH2N7exuNRsNZ0mdnZ/H06VNsbm465jgxMYGZmRkMDw93FCNaXFzEnTt3sLS0hFwuh9HRUczMzLj3o/eSxQP29/eRzWad0Gu3z/IDaGwolUqoVCpO8DJskYKCwkAtOAzxpBeQgrkf9PTpU1d8hsWZCBwZdk3BoBUSCep1GwMNeyFwI2ijUGG1R65LDUHTEGxatykYycQODg4cYOPmxlxXBK72L4AO5YvAgABUc7BCAINhYlxnDP9hfzCER8H19PQ0JiYmcHJy4irk8Z2um8hDfAI4JIDilNo4j4kP7ClwZP8q4OY9afixocT2eQrsfIBX722BLdtiLd+8p/IuXkODgBbF0cJkBHDYNwAAIABJREFU5L/9Bo5WePvG0h7XMeU6VY8qeawq7ZrbyzBHhtEDcPOUa5wbihOYqRKp659KKdeIVnOlQstcOxpFFWho+LjWGiCv5DMZJk6ASeDoy42z/XcTpHPep5iFriFxTtr0DzWsVSoVpw+wEmcmk8H8/LwrCLa5uYliseiUYuXRmrO9vb3doU/pOVoDgs+n3lQqlZBOp50hnBFdqVQK09PT7q/WZ9BnA+jwVsWNm1WKbcRTPyhkgAhRHE/Vv1r9WFMpNFIGOBsHrs9ms+k8upSPLBhInZfrjO3gmt/f3wdwtq43NjacTtxut11F+Pn5eVdNmXJR04c0ckcLYVF/I89Uox37xMfbOZ9VhrwsomeeHjX288nJieOV1rBpeXDc+vbJ3ri53g2Mqqda72XbRN1bz+VvOj7aD+oNpi63v7/vIhDK5bKr6XFVOXhp4EilmECOymCxWMTGxoY7L5vNIp1OO0tGLpfD3bt38cEHH2B1dRXJZLIjyZh5cDs7O26vPbWmcHLT9R5FEQqFAjY3N12BjcXFRaRSKbeIWb5fQ9xYFIXPoIdqZWUF+XzeWQFHRkYwOzvboUBzmw0yfVZZ1dyoKIpcsnu73XbP596OOrgqUDn4GkrERdkPskVCFAQA51Y1W4iGE5ieVwIB7Qv2A2OqCap4PSf95OQk8vk8ZmdnEUUR9vb2UCgUsLOzg0Qigbm5OaeERFGEjY0N7O/vuwT/sbExZDIZlzeXyWScN5t7UgFAMpl0hZhokbeMm4UcVMBNT09jYWHBvVej0XAW2Cg6827Qi7q1teX6pFAo4PT0FF/96lfxsz/7s33d969QKLg1ViwWXdgm5xsVZoZDMVeJxzV8T4txsLoeGTIFDvN7qRBRGdf5pAAtmUwik8mgXq+7MLUoilzoMRVi3ZRWrWG8t4IWvo8qnqrY0DvIdUnmSWZJQcJxJalhh0TvCiMTWJTkuml8fBxAp0BhfypI9wkQH8XlcKgirPen8YvHrUGA/9swYM2F1GdqmKoltsN6H/me1nthDV2ah8cqo2pU0GgQGgcU/PYTOFrLsn3H0DX80OhGpXB8fNwZL+kBZPu5fqmcamiphiTaLUoI/BQEWA+/Am2uQd6L64SASIsQqfeQ76EGCAJ78nZrgH2ZCigpZMFXzyKAC+uRx1R+0hBtt0Sg95Fh9+Rh09PTmJ+fB3BuUFKDB0OEya+pg1kwBpzvY6vtZd774eFhB88jP02n067YTi6Xw+TkpHsuDRLk5wxr1zBIfZ71xNq10W+6DHC0wELPt+taDbGqP0VR1OFUabVamJycRCaTAXC2Xhh9RUOvFitRXZBt0rVcLpddX7NN3HZnfn4eyWTSGY0pqzUNjOueW8IwQkzluS/KQ/mTgpM4I+VNEqMVNS1KU9doFA4ZXkPfAX+EjK8/7HGSPk/vTeAW0vGtjPcZWPVcn3Gr3W67/PXt7W08e/YMOzs7znDQDTCH6NLAkRUOFfCdnp5ibm4O3/72t/Ho0SPk83ncuXPHhaKSGS4vL2N5eRkzMzPOOsb7MHSwWCw6b6N6vph3ls1mkUql0Gw2USwWXbEdglQybE4kghsmgtNbyQU3Pz+PlZUV1ybtSCYjc0C0jD89oyooyYRHR0eRTqedwqrl4UPEZ5AR2wV63aQeAypwGsqlFkqgc/Iyp5SWi2w266rccgxOTk6cR4+5cnofhpzm83lMT0+7nEUWRCqXy3j+/LnzRg4PD6NareLZs2cuF5LAMpvNYnh4GLOzs1heXkY2m3UhOyyUNDs7i5GREVesaWtrC4eHhygWiw5Q0WtF8DMyMuIK9rAiLIEQz2dYdbVaxebmJj755BN8/vnnDqh985vf7Mv4karVqluP5XK5oygIwZXmQyWTSZcsT9Cl+Zk0ZDCMVfOXGJ6m5dwJNBRc0GI6Pj6OfD7vqhLXajVXGbVer3coRaqY2hLRNiSG70Uvh25MzeuVtACQhi4ycZ4ATZVd65FhOPDp6SkeP3587ePI9vM9FXQpoALivVq9KmZW+FvQpmHXeg35hYaIahstKXD0WXjVs6ih3XHeRn6A86JmVKQ05IofO9b9BI6qONh3iFNY1Buj5zLflnOaip8KfuDM8ECZA5yvGfJT9eir0VILe5BU0VJZwLXAglEsfENep1XHCU6sDCPQVdCoBXRsX8VRPxVWVfzZfvWQ2/PUc8C5rOcQZLAGAvtfI3bYN6Ojo8jn806vUA8QPb66nYkCFbZZFUmeY9eGgh9WAGXI861bt7CwsIBkMulSCpgKwQgcOg9YNMeuV7ZFdSpdH1dVWr8M+Xgl26ugIAQe+Z1yyBr8AHjll649jTSjXGKEnhoilHeqEY+V3Tl+iUTCjSG3dGGaBY2pNDKwPXwHjdCwoeIWJNlIAOpKNz2GPjo9PXWOgO3tbWxvbyOXyznZQD5ljZXd2m7laZwhwhpH7G/KS9ifXB8ALqyfEHAMgUcSfye/ZnFJLYrzZcJUgSvu46guTjKwu3fv4hd+4Rews7PjLCRsHKs+MilYN5Ll4DEpfG9vryM3gwyJAIGggKVltSMmJiacYsxJTSWVIYSt1llVK1pmlpeXsbi4iGQy2RHqRrDKylhUptvtM48VK26yCIlWiKUVfHp62jFYDiDDWClYaJWkYsBFTUWon5Zxncg8FrJccJzYD3wvhi8SRHDyMzxKQ1R5D/br3Nycs8QxD5K5i7Su1Wo1J7wIEFqtFqrVqgMwnBf5fN5ZSMkw2c/0Gr3xxhsOQGxsbKBUKrnwHHoTATggMT4+juPjY2xvbzuLa7vd7rCaU9FlAYPh4WHMzMxgZmYGAJxXth+kijvflUKGlu6RkZEOb4IqNaroqOVMvTtUcGgQmJycdMor14zOVXocmXNsPX2cHwSYdg7qfNM2sv1aTMPuq0rhS2GtXszj4+MOcKIRDyoA1XOpAEU30r5u0gR+khrOtG9C69NH3RRxvqM+R+eD3keNAzymws8HjPi/tkMVEx9oteGKFjCqdZdWc+WnmndFxVZDBTWy4rpJ3ycUdhnH1+3cJCDjmmJYqRoYqcRqsTmOyejoKPb39y94Dgka1dNo22i9H5SnuqWEttHnPVRAFUWd3kYtYEegyT7wkQ8o9msc7fj4ZKO2x64V9Z5SXhA4aioA5QnnK0E0I6NsJWvqHXyOPkPXBr9zzVrjGL3DBPD0MrK6+dLSkgOv9DZyqw6GVLbbbSf77Vy348722nbbvrtu8infccp/iGxbKc+sA4Q6h46F5lsz6mxiYgLpdNoVtdrd3XWRWVotlc+2gI0G0+npaczOzrrxyuVybl9xjQqhd1i94Bx/DVMOGbts/1wGfN0E0VHEPNBsNutwBtceMQVw3n5rqCNZmRUyOOi5Pl6v7VMDD89VvavVal0I944Dj3HGGBoYWEV1Z2fH7SM6OjrasWPEVehKxXGs1ZJgjBPyiy++wNbWFvb399FsNjE1NYWVlRUsLCw4BUw7iJ4M7jtEpsTfoihywJFhqgyZoNVGAR29jyqACU4p6G7duoXV1VUsLS0hk8lcsHhSIWKu0/z8fEdoD0Mwme+obn4qJ8zlarVabh844NzqqoOvCqyNke8H2QWjzM+SWmm4OLlpu46nvj/Hk8n9uhiGhs4qbM7NzbkqcMwlpLGBiotW6yOwY+4rwUk+n8f8/PyFqp1UGin4ACCXy+Htt992x1jAiVY6vo8uVPViVyoV7O7uOi/A0NCQMx5wqw8aJN555x2Xg0lAet2kCiQ9i8zpUu8aj6mgUGukhpVR+KnHQTejZgU3PsMCMIZRcd1SodUcSyawawU5ks55vpcadWwVRg0RIl+ihZUht2SUanUMFdMhaSERLSzRD7JejJBBh+20SlmcQtTNMmn7G+jcN4pCkbxejRXkz9pm+ywViMqXNTfKHrMKsQ+0asiy3t9335uI4gA6FQJf6KVVBHzKif6lZ51KhwI3VUbI65jHD5wbWZTH6xZG+hw7rxWUav/xvRjWyBw4AkDdksHOTY6NhrTqvsg+j5USx88alfpNVlmza1XbofNWv5MHc3yiKHIh+eSr1WoV7Xbb5aZxmyjKu6GhIed1YvgyDXDUTdSDTNBCYkoJ9SiCj0wmg1wuh4WFBdy6dQvz8/POABtF5yknTP3RXFgq5SoLbN/5lG7tm5ugkCHcB4x0joXmI40gGilB/qS5p5SlnPuc9yyWUy6XkclkkM1mO6KXNF2D/IztYD5sLpdzFeQXFxcxPz+PVCrlwL46cGikpezX4jm6R2cILFkibwj178sgOhuePHni1hsrzLOytBpofR81Cul5pG5yVq8NnaMyFTh3xtnzfGtHf/MZaHUO0gNbKBSwsbHhtuS5Djl4JY+jWswIOCqVCh48eICPPvoI9+7dc/mAwFm+48jICN55552OyoxcbLrnG4vWsGPJACcnJx0z4xYP9CSqJZYhORqWoaEezFWan5/HwsKCq4jpsypwMFnEha5fekQZgqeK+vDwsKvKSFBB9E9Gr/mhXNTAOXjzeWCum6znSftImQcnGNtbq9Vc2XYCAYZ4koGenJy482q1WsfCOD09dbmJNDbs7u52VF1V651VkqnwT01NYXZ2FouLi1hcXEQ2m+3IY7KWclVqk8kklpeXnYWP8d9kupwTVKZYZTWKIrelB/MJCCgTiQRmZmbwta99DfV63W3yS4X7y4YGhIhjxjmoln8NG1PwqHsXEgxR+VTgQO8aLZYMudbwGlX8qIDSw55IJJz1k+HAzC9OJBJO4VEm5rPca+gkgI6wcDUM6TgzRPzw8NABRypc2m/WkkeFXL1fFLg6N/tF2g+qwISApDUA+QSbWkN9IJTXAReBj3oHOZf5P0GjWnLjSL2KmlPD59jKjGxnyNtITxs9NjpmGu5qx9kqt9dJvnBb7V9+VzAH+BU1tpWKoBouaHChDNFnUTHVtcnS/7p9BmUS//eFRitQ1HBLjfDQKKKQN1m9wFqQSo0/+t62H0KKVL8VVmvAUMXSgkYF29puGqDJQ3ju0ND53rTNZtMVHeJ9WVxoZmbGKfsEeqVSyeUa+saV/I58nN6uVCrl0n14nIbxlZUV3Lp1C5lMBsPDw06fqlar2NnZccCW8pdAlGGRCj58PCjOSNKvcbyKgcE313zn6FynE0XDQOnR0fBg8gZubUJv++TkJNLpdEe+o+b0qwef0QW5XM6B/lwu58aB3kY1JKixlMYoX1EqfT/7vj4dmX18EwacbtRut1GtVtFsNp2OubCwgNnZ2Y79rRV/2Ov1b9xzen1fldNaL4RzJGRY0e86h1WeWWMWZTnxUL1ex97eHp4/f+6KS5ZKpY65dVW6NHDUEDBa8IeGhlCr1fDo0SN8+OGH+OEPf9gR/kLhRo8Rw0jZKcwXpMeQDI+dMzQ05KybIyMjLneOwJHhePxOix6VE3b26OgoFhYWcPv2bdy6dQupVKrD02IHSpU3TkQ+I5FIoFgsuj2WmCvGkFVlENwDSZOTqXDRYwrAMRcSGVI/iGNAZqDMySpb6nVirt/JyYlTIjRMlecxH4Khp3wOgVk+n3e5qqVSCaVSyYW0Wm82x5KMl17GO3fu4I033uio0GsVb84f5uIxhHNubs6B+M8//9wVeGKIkFoQWZm12Wy6xUfwBcCVfm61WpiZmcHc3JwDO7rI+0F8FkEjQ8V083MqaJrHoAYVy5hU4RsdHXXzk559DYEhD1ChSIFIDwgNJwz15R5W9DySV/Deus9bFJ1XfGN7WW1X1xvQmZfYaDQccKRxSYGEneN8vq437QuOZz9Dx0Mfe57vf59S5iP7vj4AqR57vY59RsOXVVBUENo5r8BBc6wU5CnYCoFGJfWo8bk+wGjb0k8lR3moyjD2rT4/1C4FKRo1wd8SiYTjOQSQBPTAeVj15OSkG8uxsTEXNaCVlOnB1K0eCMjZft6PYY2ZTAbpdNqlfNAYbEGjAk8tWqTAMWQs0P7idx9o7OdY6rvYdtm5aNefjq2GB6oBk0Y4rW7N38kHNUqEOenZbNbpS6whoPch72MqCQum0XDHHHfqGhq1k8/n3VzRnMa9vT0cHR05YyHbElfcqBsv8vVfvyhkUPM9Nw5AWIMBr9foKzsHeJwGAg0L5bzgbgD8aAEsa/hiqKrWKaCXmvKXc0FTLZgPTj1BU4wskPd9981t22cvm9rtNur1Ora3t/H8+XM8f/7cbfemUUoh3hwiPbdX3qN9qrzQ5128zLOVNDRdDYk09mxsbODJkyfY2NhwW91dhw5zaeDIRlJI89jU1JRLqL5//75TBpmDNjc35wrTEGC022ehN5qr6FMOKKwymQwSiQQODg4cs1RLLD0dDI2iQkvGnclkXIgqt3JgOxQoqIVTGQWrw/K809NT533b3d29kMwOdG5UboGjzTuxoVjs234QLfXWQg50hkYAcKGnpVIJu7u7bi8iMh/1NjYajQu5jeolGB8fdxvVj4yMuPjrvb29jpBWtYi3Wmd7K7IwzcjICBYWFtyWGxpa6lPK7HhyES8sLLiwykePHrlQ6fn5eUxMTLjrKRRYnpxhlqVSCUNDQ85bHkVRx7tROeinl+r999/H0NB5sQnmM3IdaXiojpMqecC5cqPzQIEcQRiADsVPc0+VH+ha4pzX/Nj5+fmOqsc6z2hJpxeEa5kCOJlMYmFhwXmZ1eNIxqneFEYaaA6RfVcLIhW4Uimn8aEfpIU3LGC01l4foNRz9ZpupOsilFNjARm97GrgUY+V8j9eH+cNtCDegkXl0do2BZv83QIY+579VlBVeY5TTH3t8SlknHc0UtkIDI4dZYgafAAglUq5XGSCCzVYkv/xO59pvfq6NxzDUwlIKEvIW9kGayhg9INGQtgQVfZPiHQN+Pqrn2TXZkiZ842hggR7nAZPGr1ohORYka9PTk66Im/pdNqly3DrARrymEpA4EhwR4ChBdGAM/lGMEnjGPfirlarzpjPeaXAUWs2qMGn2zrzGepvguLWpjVU2O8h45OOry0qxrU5MjLi+BiNuDT4MipNq1X7dEF9nhrirMFNi+4AcIZkzgELNFVuax/5+kw9ZlYOvSrgETirK1EoFPD06VNn6FJ9VfUynYu+vuY5JB/f1t+ULG8DLhav0muVt1uiPmaLYem9qEPt7u7iyZMn+Pzzz/H48WPs7Ow4vnIddCXgSMECnOdY5XI5fPWrX8X29jY+++wzPHz4EAAwMzODt956C2+++WaHQs1JTtBVKpVc8RoVCFTYWQq/2Wy6vVp0vxutUnV6euoURS7odDrtQOPi4iLS6bR3UEPE8Fda2RmKyZzMcrl8IWyTYQtk3gzhpOdGFRyGyPF89nU/PY7AuafB5rGoAtZsnpX75l5DBIBUwsnEdNLSssHjZJ5awZQ5gwSZwDmgpRGAyeJRFLnw1MnJSRdmrJY8G+6koW12sVLRYogIt9bgXKSAVCPH2NgYstmsA8jFYhFDQ0Nui5ZEInFh24fLWF2vQl//+tedZ3tqaspZ3CqViisGQwGvAsIHDKyhRa2X9E5wjCgkOQ80DETnFftbPVMaTqVWUYagc10xooAGDnowGQbM8acRRoGjVvzUwjb0kNs57gNmHHcb6twPskBbxwboDK21IXP2XDvn1NgXar8PtKoQ41xQ5ZDtJm9UgB0KWfQZLfS7rldfeCqvZx8RzPcCmG8CaPjmk08ZscBHr7Hjr0YLHXs9h3JP+4IGExaU0ygBGnL0e1yoqq51eiqokHI8bIi3KrcaAaE5cRqtQPKNkU+Z7TfpOvB9tB0hw4uCeY18seOo855gnikxAFyOFsMLM5lMR1SFgg67N7RGoCi/VnnP8aXcJSglaOQ4aiVc662yYMcXimeV3Dgj2HWOYS9AVv92O66kwJF8VkmdA5RlKmP53dePoXbqO6nxTvMrgfOUE1ZUJ3jU/ahD/WN5qp3XrzIdHx9jZ2cHjx8/doU5tZCTOkYUDJNC/eIzGoXOsfewstW3NuJkF4AOeUhSYwOLUj5//hwPHz7EgwcP3M4TlN8vxePIl9COp2BjSJkS88mWlpYwNTXljicSCQek6HGih0o7dWRkxFlIEomE27SWYIMMkwyX1jZljKOjo8jlcrjzYmN45l1dhjgox8fHLmdKC3C0Wi1niVMLHPtqenraWRPr9ToAuL4KMdZ+KjpU7lShVCVRPQMUJvT+McHbvie3KSmVSm6iakVPLlAKJgIFrVRKLzCADoCuoTsMU+TvvhwrteBq2XL1FnP+cT+rVquFUqmEjY0NjI2NuTBQXjM0NORybBnKo8WbKFCphGn4Tr/ozp07zqs9NjaG09NT7O/vO0BrgaMtMqJzVL0DXMscVwJHFXy0QNN7oOGvPmZqQYG1nh0fH7tKxZxDDMXjOtZwK4bi6Vjz/fhuaglmuJ16OkLhqhrBcBNCMg44klcpcPIJICvcLcUpIwougXOPq/aPWmjZHgoj4NzbFgKO3ZQUbUfIKusDiKG/1iobevZ1kpWLth1xx/mb/d0nb+01Om/ViMZ8qOnp6Y7fLV/0ASKVBcoX7PgqONKPBY30NFrQaA1+Cp59gPEmQKO2B8CFORl3nm+eKxD3AU/en55fGlIZPkwjJwFAFEUdY2gNLRrqbMfDhonzOXwuC+HQ+Mhxp5eZnmatKaCGQr6vry+sEasXYNYvCoFEH1kjj29N6/jSQKD8jGNGeUVjOqMJOO9Vn/EZFziudv2ogVPXF8NaOX9sBXyf4S2OV7NdPkPKq0KtVss5peh11Mgra9T3gUelbrq4bx7bYz7gqM9Uue5rS0iecj61Wi0Xpvvs2TM8fvwYz549c065L5vXqHRp4KgeJBUYwHm4FQFRInG2ifvt27cxPz/vNmAnMUyVFTU1L5LWMnoYuAlttVrtyG8E0MGEWMSDITSsDLa4uIhbt25henraKfZcqO12u0Ogag6XVi3jvRk/vL297TyOBB8aDuADwIxfZzK7KgTKZGi97Sdw5DMtiKCQYds0BJjvoSGqNAJwj8Ryuey8U3ZBHh4eYnt7G8BZbkWpVHIhyvTucXwajQYKhYLrj1qt5pjz5uamA0hq0SORQeuY8n/tawvkWRmVBQS0+ijHkczn+PgYtVrNFSzI5/MO0PpAaz+IG0WzXzivKPCZ48K9S2kAoBVZhY8CSC2sQQHHgkEWTNCowvnhUyJJCoqs5Z2bZDPKgGuFfcdQU63K2G537q/KcaZgJbilRd0W5PAJCuZksiIr76fvcd3kU96BTgWM/Rqy/Cov7kY+pck+xxqxtE0+Zd5GL/A3Pc8+3wrSbgqJFfT6fN9Y3rRiGgLFvVynfRZSauwc4Lrn7wQavFbD04HzcCcLMJT0f19oMc8hP1X5oUYa+9HCXBaA9qKE3qRyahXAEMj3XWPBt4Jw33q164K8VCvgUi6qDLI59D6w6DNGkTh3aHQ/Ojpy4anMkeTzWARHw1OpC/ruT57p67OQAt0vCo3TZa61PNB3ngWP9nfKZzodKFd1jlDuaL4rn099AoCL3OLWY1yL6mVmeod6GW3V4ziQ6DvuWxc3ZZS7LHE/cO79Te8r359tV7wSMvxYo4H9LTSfu821EM+zx1UHtYARONdZ6GW9f/8+vvjiC5fXGNp26ap0aeBI5ZHMDDj3OE5MTGBmZgarq6toNBpIp9P42te+hrt37yKfz7sBarfbzju1t7eHSqXi4m+pgHDRMDY7iiJ3Prfh0MFkx7JC6+joqJsUVB5Z/pggUJPSuWAZQkdwp2FvFkzq4laPJJm3hvux79LpNE5PT1EsFl2VSgp+tURpkZx+EBmZjzESPBAQsk9arZbLMSPD4odgulQqubwyn2JyeHiI3d1dHB4eYmRkpCO3xp5/cnKC7e1tVCoVBxCHhoZQqVSwtbV1IadO5wLJF/ZlF1+7fV6mOooiF7JzcHDgQoTYP5znBM4U9FyUVJy4NqgA9IupZrNZ128s2sQ2EjwROLJfqRBo6CbHi9ZSgrPh4WE3HzVPg++mXjmOkQ1Bi7PsKYPkWmAhKl177H8FfOQVmt+j3knOTS0QpPkNvJ/OIQpoGrU05Lefa9JamPm+1vNiwYNe08sc8wk1VTz5vxqubFSCtgc4B4rKQ+KUDf3u+1jPjgprK7TjFJ9u1/aDLqOk2r7U/5WHWWMBACffrGdPK3f7PGSqfCjo0PZYw4WepwY4DYnTKAUb0qphrTzH5lJ3A408T+diP8l60KwSF9fG0DxUmet7Bx8IZGoOPYG1Ws1F3CgAp05FPkp5pmGMakDl/fk8yniCmig6Sw2hLGFupIanWi+sXYe+sbTjfBPA0UeXfaaPj/iMAOSDNkKAgJLGHUZQqe7Rbrc7oubU2Mzx1foYmk6j78TcSX4YDWVTNLR9/BsCk3ZMX3XQCJy1sV6vo1AoOL1C+wG4OG5WtvA++r9d/3YO234MySdd5xolxWv0uEYIKO9Ub2OlUsHm5iYePHiA+/fv48mTJyiVSheMENdBl9aEfLHBVDKmpqYwNzeHu3fvuu/f/OY3cfv2bbd1AQfn8PDwQn6btWjy3oeHhygWi2g2m9ja2kK5XO7YBFmBZrFYRLt9VqmVBQEYIlqr1Vw4n3r9aM3THEm7OblOgqGhIbc/nVr9mLxuy5OrB5H7/zHclZ5K9QBqftZ1DziJBRM0R0wFAMeZZX0PDw+RSCQ68hvIICngaKWkcLFt9ylDei8lXWTWA8p2Wi+eggG7cK3VXBmGXkerFMtaWysPgQjj5jmGlUrF9eX09LR7JzU49IMYgkbQ2G63naGFYZm0NnK8OCdpBNBcToJzChwFg1oZWL2MKuSOjo46FEX2iWXUFlhQCaaRh/ud2UgA60HW9nAOcwwVLKoxRMfeMnMyYvILhtDTaNAvCs1/n4ITAo5x94s7x/Yf76+AXftNrw0pwfoMCkGfwugDi3HKpAWAPiCrx/VZcQCzX2QVTNs+X/u1n30KCIALVRm53mg6d5AYAAAgAElEQVT01GrCQNiyHQI5tk0cI12TBCoaoqzVnVk0Sz+hnEaf55O/2XaoctWvsQxFiMQZBnyg0coOvYcCeAUWei2jLphHz79aGZPGfOoszGlj/r9WzbWRGbr+tM6CrczN7Z1UyfZ5G+246nfKncsaDL4s6bhYHqTjYNsfotCaBvyREGrciaLz1I92u3OrDv5PwG/noOow1nOvhh2Cfc4BLWbne78QYOqlT0L891Uhpu5EUdRRlMga4/g7SXU/HygkWVCp8kkBIBDvxFD5qnoK0BnJoR/qI0zZevbsGe7fv49PP/0UDx8+xPb2ttsS8brpSttxUFgwzEEVzqmpKSwsLCCdTuP27dt4++23kclkXAcqILFFbrTz2GkHBwduCwR6KblRvHr7CLhY9r9YLDpvCa0ztgKozdug+9/me/nQvg4eFzPjyTWnTBkWFWjuSXlycuK2oVAlm0BWAfF1U6VScWEMzCtUgEOBwAq2p6enzvJIDxUANwcIUHK5HKampjrAGsfU/q+hrnYRWZBpLdQAggvPMjyfxZ7ke66+G72QfC6ZeyaTcfOtWCy6eHoyby133k/BSIHDOct5TuClYaet1nkeLteE5qqogUO3wCBw1OR7epW5PyWP08pH8Dc9Pe36QBViHV8ryHVceFzDR0ObmHPM+GzObb23zhH7DFWgNDSdebQ857L50b2QVSq1zZz/yn+soPf1oe9/Pa4GGGvc8CkSqvjRsxunwFvF0QcegYtV5kLvEte2kJLjE+g3RT4FM/R8+052rfgUGM4HLVY1OjrqjHyUfyElvxe+5OtrNfQAcGHgCmYU1Gj7NArH99G22b6yYWQEMP2g0LjZ9ekb49A887XZeqasR9CmPRwdHXUYUMmbNZ2E/zPCS/eQtvdX4jENcdS9eq0sDPVTCFyTd1jwGDIaXCdZvqLPtEYxyzN6ua89T2UM57umvbTbbQfE1TvMSAK79RPbovJZ8xXpBKB8oj6pOmpIzvpkTxxo1H6zIOlVpXq9js3NzQ4nAb+rLCN4tFE2FiCSfP/75o0aZelUsQ4Ly8/V4G0N38DZOLDmyvb2Nh48eICPP/4YDx48QKlU6tve4cAVi+OoEqgdD5wxQu6ztrq6irm5OZeLxA+LYGxvb6NYLGJ/f9+F86lCSeDCfC0ei6LIbeTtUwT1Hlr1U1E7C2WokGPelGWWCnB8lgo7wXSB6gSiUjo0NIRkMum8GmT4ep1W4eoHlUollzStXlECbSqSLMcNwCXG08Kli29qagqLi4uYmppyoX1q3fEpv3FeQAvkfCCR5Bt39qMuMlWerLCy360yaw0AExMTyGQyLh+k0Wi4/XPYZhoqgP55jm04qIIftlW3ylBvNpmUNXBwbLTtWrWNYdrAmVLC+aMbT4+NjTnrpz6/1WpdAF4quNhuLU6j+TcspgTgwl5wfA8FrVSeLdhUr7SOs+9dubcWDVyLi4vXPo7aHo4D56Tyr5C3lt/1uD2mpF5Gn9FIn6GKPq9VilMybDs1gqNXigOQvmfHgcd+kzWIdHtmHMjgX99H+5MGIrtfK6NnNLzUznWf0m4VSx7jurTeaeZRc09HylG7Pn2FcHzGAv3uM6RoGHW/xtQCJB4LPS+uzSGFXEEE1xiVf/tc9VCR31JvYJFA7n87NDSEer3uwAdTbtgW5Sc0DlLnaDabHRV0mReuPJzvZcdO5XAcL4qiyPFi9Xz2g3xzm/NY20UDuMqikH4Q9yzbF3YuqG5DGWqN5Jo7au/Faym7NeJNZZuuNzU82bnV6zryvb+PL72qxBocuv5UBnL9cVcEWzzHxw943AJL/q/jRAxEgE85GHJQWaeWNbQwwm9/fx+bm5v49NNP8cknn+DBgwcoFAquGnK/6MpVVclo2AH8TgsYQYl1j1O5LhaLDjQyf46MiZ2tXilrtbTHtaPVzcwwCzJIXXBqpdVjVtCpYm0nis+yYAWyCjydMGTOLCTDPoxTgq6LSqUSMpkMUqmUU64pfDQ5v1qtOiBg939S4MctNmZmZtw7+ECfz8MYpwBahmSFk0+w2373KSOWkVpBQeHsIwoY5g+m02kAcJ53eqs4D+17XSexLzmXrZJvram2D3zeNz2uCibnh4a7snIrGbGGgI+Njbn5pMDOp3SwX9l/CtwYfsf9Mmu1GqIocsUBqNyw/eQDrLpKBVrnpQVpNmyL78sQMC173w/g6PMucf6p4cU37/kOcX8t2XdV3mSFqn1mSInwka+PedyCkm7KmSo4Pp4RAox6fb8p9Exf/3RT2EL80cfjCBK45ihXbJ6+DTf1Ke5xc8aG79NAmEwmXTSKAlg1ePi8THHA0T5bebWGvveTfEphnPzvtT0hmUbFUvUUGgGoCHI9kjdqqo1WMGc7bQoCq8ozSoiKLPkkI6c0H8zqQL6xU0Ov/Y28RWWtKsE3sTZ9c01/s8dCYCF0XyUfnyLRE8w1q/2hBlsl7Vv74dj4foszdPh4lZ3vofVo3+9VBo0kOkI2NjYcfgHO18rp6alzjug8thEfVk/kMe03xRpRdG7MVsM91ztBqs9Boo4WGnjJz2u1Gp4+fYqPP/7YgUbdr7Gfa+pKOY5W6ADnuYitVgtTU1NIJpMupFE7hPmGDKXIZrMdjEwFDQWPgjsVRuqi52903XMRMLySLmjr6iVZRsiJFcdQQsqLVcp1QWq4RqPR6Ggv+1Sfab1o10W1Ws3lWarFkQrzwcGBO4cWZebM6TvxnenFtYI11F+qBFjGY5WIOIbfjWn5rutF6PsAq2WoURS5kBAAHZVnOaa0NPXL46hWUjIi+w4hJh+nmOp7kglZQdRsNjvCYoGzPj08PHRr2IJNtpngWr3tChq1Uir3kWTV3mq1ipGRkQ6leHJyEgA68hT4DipgeSyOLNPWkun9suL5QBH73/Isn6IdB+x8a9G+q86dkMLRq3LUTSHzHbcKStz5dl3a9woByZsgy/tIofcL8Uk9Zsc/7r3oMWKeNj32WjBHcxRVhtv2xCkeuqZoVNStqDTEyubu+fi6b7zj5mBIob1uss8LjS9wOdDIe6lySqJRkroOix4pyNeoCF5PUG8N12oQolGNEVc0vNFrTSMfaw+oRyv0Dt3Wnm+tEzCpwaqfFAI/PvAUd00vFCdLFUyoYVmBtC+iw+qUcZFaVqbb/vfprfrOFjDqdfYd7XWvMrXbbbeOlO8x5/TWrVvI5/MA4MKGfTnZOvdt2LX2ldZa4O8cX/6uBjW9h34UY3ELub29PTx69Agff/wxfvjDH+LBgwfY2tpCvV5379dPujRw9AGloaHzMsMEjqz8ZTsFOFPustks3nzzTSwvL1/wMGpoqHXfqsfKF/qoCirQGY6n7Y4boDilzPaFXdQ8rhPCLigKC4ILPpfhEpzILNfcD6LgUc8Y20QvS7lcRrvdvrDZui4U7Qd9VytYfEw69L+P4VkLNXAOlOzC1fvGhWLFCTQ91zJyDXmNojNLVaVSQblcdkKYgCmZTHrf9bqI40fwbi27IZDYC6C0faOAih5zRgpMTEwgmUwilUq5/R45LmwjjSQ0TJTLZbetjq1wzJwcjikjFbh9Cz0rKgASiYQrfkWw6SvSpO9lv3NOMVeUOZpTU1N9tYxruL/lJQrg7TvEAce4OacKBxUavb/+boFs3JzqBmJV8e4F6F6W4t75JhQb3zv5eFdcm0JrMXS+kjWQqOXbGny1XaH3sN+1TZRxoa1ufICjm4HAPsM393R99ItCPMMHsi2P1GMhIOXTG0iqH5BvqqeC7dBCN6Fx1Q/vpduijI+Pd3i+KE9VWfbxE/vOcTLV1w9Wye4XX1WyuoNtm29eatu6zWU9HlrXqrNQ/9N7hXhE6NMrWFTdKCT3SSFDUmgt+s59VYm6BPMCgbP8RxaApO7ArWcYraheQeDinFUgSLLpJ3y+zicb/QSc97+ub7arWq1ia2sLDx8+xGeffeaqp+7s7KBarTqDe7/H4krAkUBDPWpUBlutFlKplPMkaqwwmRdDyGZmZhwq1/1sfKFkPgbM3/S7HRh2uj0nbvGpx1J/95GPQZOpW8Gs1qRms4lisegUYcZWR1EUq2hcF/Hetjoeq4k2m03s7e1hdHQUKysryOVyzlOqC6SbIqNjaEMF4xTGOEVYFzC9VNr3IaHP333Kiw0ttoDENyZRdJZ70mg0UC6Xsbe356qUah4oP/0gDcG0xQt6AYq+3/QvScdLvVN87uTkpAN8CgQJIoHzXD0ywXq97iok22I0zBlVa1u9XkelUsHR0RHGx8c72k4+ouGtat0NKXxWMdBwMYaWWOPN8+fPr2n0zokVolXwWIGj4FKP+8CaBXl6P/4NWTqVLADgfZVnWn5t15hPkeoGHq9ClwFY/SKfkcl6gEghBa7bWlQKKbuq/BPchUJT7bN897RKkrZbo4XUiBunyOq97DyJ40++NvSDbB+Qh1yHouyTY/qb3pe6iOotfLb2W0hnsMdsiKNP9+FfwJ+THuIVKuN976vfQ7K9H+QbJ9+c8p17GXAbx/P0WuXzPp1EnxmS3aHffW3xvbeP39h2xvFvq2e8DqBRqdlsutoq1WoV9Xod1WoV5XIZy8vLWFhYwMzMDJrNZkcRIqCzvzh2inEAdKw3/d+ep9EAVlfW+x4dHWFvbw8bGxu4f/8+7t27h/v372NjYwM7Ozuu9sNNeO+BKwBHBQxkKAQfzHdifpEt3AHAeSdY3EYZGO8btwj0b5yACzEoy4RpebJKkOYiaqUlfZ7mQmnsseZo2RAhPV6pVLC3t+dAGy1/+l79cjmrACFFUdQRnsIEWwJKLTKiidndvHp0sbMSpyrzPM+WB1egx3HQnFPgPGad7nneU8GUKrNqkdWFyd+A8yp3BDPt9nnJbA21ZCg12655fgBc/3Bd9MtzrKRhECFG3o3J+4SEvV7HgAoqcxp1Deh+VCw4NTo66vqPQFITwNnnh4eHriANx5RFiAhctMKrFu1R4KiKj86FuPcjD+OcvwngGEfWWGF5pG+8fEqBD5D4lAbLH61Q66bk9aKQXUbZsLy82/NeFmgELipeXJNarAoIexLjAKTvWb5+tONGGaf8T88NKZ98RjfwaIGIz9sYAjM+BbdX0Gjve50Ukmd8/mWeG1pn3QCA73d737h2++RoiOw4WKOSBaz2fN8ajQMbcf173aTj5VtnPh3xMjzEp68CnVWAbd/6gIbl83r/EF/olRfH3c/X9rjv2t7Qta86qV7OCL9SqYTnz5/j7bffxltvvYXl5WUcHR0hk8m4VC3N16buSx6opDIUOJ+D9n+7PlUf1S3O9vb28Pnnn+NHP/oRfvSjH+HRo0fY3Nx0qTtqZL8JuvI+jlQWNV+J+RVMkLeFOnzM13oE7Xl6vn73fVSh9d1Hw69ICiQoWLVCGe+twNCerwOt320sNYEjlQi6xqMocn1o369fFEVRRw6KrYzL0MNms4lqtYrd3V0AcF5lTeK3QIx9r6CQYJnAUfteF5GGA7IPCFwZNqDK0PHxsSvgo8BOC9Uo+Iyi8+1O1KWv3kX1uBYKBTSbTczMzCCfz7ty2VqcKZ1OY35+HsfHx6jVaqjX65ifn0cymcTBwYGrcNcPsuBfx9cqkJcRPHGKEp9Hxknjip37WmiJYVLkCdy2huNOkF0qldBqtdx+Zew/hq4CcPmGamjQcI6jo6OOjbFp4PBZ9+37cl3QixpFkTOW+ITldZFvzYcUGl8+C3+Pa19o/H3KTQio9gIK48hn4PMBB981cfM2pCCF2tivcdRQcc5LNYrpmmQbLTgPAQjbfp/iqefr2KmRzK5tH3AJAYXQtTbfSp/bqzLaTeb5DCg3Rb73YpvsX19/2nuRdE6EnhmKePKtZ6uMqowlhaKFQvwjpMN9GbLrpJ8UZ5gIneMDcKF7+cC6Pd+uGx1T1SX1mTbs3Dfe+pzL8MRucsbXB/a9aAB+XandbnfsRV0qlbC7u+uix3Z2drC6uoqFhQXMzs4inU67PG6fM0Gxh6/P+H+3ceEcojd0e3sbX3zxhQONDx8+RKlUwv7+PqrV6o0CRtKVgSNwXhCnVqvh6OjoQhGVbl5E/vVZXXwuXKsM6zHL2HUxqpBVRqx7I/HD0EN6S+i90P+1epmtGqceFM25ZF+MjIy4/qHXsdFoODCj4SMA+rYw1UqsfXxycoIoipBOp3Hnzh3s7u6iVCqh0Wi4Qi80EvC9FSyEnsWxUCFJkKh5qBR0mlhMLxXHUZkpN7HXIgF8F26lcHx87IAAAQ7HmsCdgIZFmxj2eO/ePReyu7q6imQy6cAI7wcA4+PjqNVq2N7eRqlUwt27d5FKpdwGtP3aiFUrqikz962bXhRQKwhDij3H0BfGBHSCd44dgSaL6nDPVFb3oyebyd/tdhuNRgN7e3tuSxjm59hiO61Wq2PrDmu44nqMU8j1vehN5jy0W+ZcN1meRtJQXfYhz1G+B8Qr5UqheeFTJvT+vrkQAn3dAKbvXt3a6zveTaHyUT8VVTUw2DUAXBxnXyhwL+8A+EGdT4nlx84VCyZ88pXvoUDEZ1ToNt6heaNt8/EsPVe9pSGDWT/IgmN9B18f6zXdxtEH6HxjGAIJdgzUYGHnofIP+1ef5fvuC0G17bfg2bbTB0xuAjjattqx6fX5vZznex9r8PAZP2x/WzkV4tPd2hfiK/bdQ+MeIuoZNzV2/SLqfKStrS23J/fm5iY2NzexvLyMpaUl5PP5DgDJ6DxGTlGX9Xkffd+tDOS6ZQ5msVjEw4cP8cMf/hCffvopvvjiCxQKBZRKJRwcHHSkAd00XSlUVZnZycmJi63l1gSTk5MXGBLJAiJleFaQqrBSoaUMMZTfZmP4CV4ajYZTLm2YG8EEvRsKGrU6HRUBDVfkBGI1NLVKaN4Hr2FVSAAOyBwdHbkQR1/FpeskLhh6Adl/3JdvcnISS0tLGB4eRqFQQLlcdhXYALicVlpsODY2504LE1mLGs/zVa+iR5PhjbonmJ7DEvA2LHhkZASpVMpZlRgmy/xDhj5ybz7Gr5+cnLgwxVarhaWlJUxMTGBxcRFzc3OYnJx0nnXm8NKbtr29jc3NTfe+o6OjSKVSjhn0gxREa8ittSr7GEwILOp13YSVFXC6dnU/KvXMs7AO+4/l/FutFmq1mhsLn9feKuSaS0nDjQWV+m4+a7tVKHgf9i89kP0sjuMLCbX8jscthQCfj3oBjfY+vr7qFaTaZ4cEp/1u72sV0bj38r3HTZH1glvjpQUhIY9SHOAIreXQXPHJX59iasGj3td3jV5rv9t2+dp/mbHxvVs/x9Yq9L3MT/71eV57faZ9lqUQuNC22igqW629G4DiPexzuvV3tznciyx6GdRLv/dCvnXn43lxH8tXrU7sm0uh9WTnpB7znW/vade+1dN9wL/Xuf6qEfuYhn5u/7Wzs4ONjQ3Mzc1hfn4eCwsLFzyQumet6u52bAF0GK9VZ2a4bK1Ww/7+PorFIr744gtXNfXx48colUod2+aF+NFlZcdV6ErFcRTMUDDq3j9q6dfJ5hNQ9qWpqEXR+eawDHuzRTeYh0ZgwHOiKEIymUQul3PFSoaGhlysMCsQnZycOI8h28D2MScrlUq59/YJ/lDZcXpXSJoPCpxvqs73tnkwes9+EcGyMgL19o2PjyOXy6HVaqFarWJ4eBipVMrtEVYqlVCpVJylhffkGHCfPQIICxx53djYmNsHUktVU2G33mteyz4aHR11+9pUKhXX1nw+j7m5OQwPD7vj7XbbVcwcHx/vKGkOoKMScCaTwTe+8Q2cnp66fco47mQWbO/4+DgWFhbw7rvv4vDw0LU5n89jfHwcW1tbfRlDnR/q8bWKn08oWiHlEzx2nep1cddYIpNkSDSBNw0G9PCynVwLIyMjSCaTGB0ddeHIZLacv41Gw6sIW0HH/32REPa7euPZn/0MCQmFwen48by4MNVQpIb9GwJapKsoAL0AGt88DIFCO+d8bfLNz27tCf12nRRSFsnXNErF134fKAj9xmM+Q4PvvNB9497DByB9ay70zBCIvQwwsc+MMyRcB/nAeEhp7qbfXOZ5pG730PVkQSOjqayX2NfHyluAzigH37lWbvjuZb/ruT4w1U8KAcJuvCDEP+PWgR1Dn+7r4+Hd5KvvXOWpvhB0/vUZJUNk57zOAdX99Xdf218XUr5MvbvZbDr9ttFoYHt7G+l0GplMBnNzc1haWsLKygoWFxcxMzPjdEN6IXWrQAJJPod8n04vOqdY76RYLOLp06e4f/8+7t+/j8ePH6NQKDi8AnQaw33rTceJZNfylx2nKwNHG/4QRed5gBom4VOClMHZctKsbsTwTQWEBIz8sPKi/nZ6eoqJiQksLy/jnXfewdLSEjKZDEZHR3F4eIhyuYydnR0XzqauZiqwDHNT4KLnWpCoC5KhrwpI+Huz2ezwaBI48ndrre4nQ2XI5vHxsZvMVklmbmE+n3eeNi4gbr3CD8MHGeqbSCTcgtL8N84fjuvo6Cimp6eRTCZdDqMq9tZ7xPnC9mr46+npKZ49e4YHDx4AAG7fvo2vfvWryOfzzovEMSLg5D24KKMocpVBE4kElpaWEEWRK9lM7yeZSyKRcOAnm80iiiIHHIeHh91+pv3yOGrfqFVZmVUvCj3XZEhQ6fyw4XjdBJwPDNGjbMPL9X5RFDmPs65z3ocGJW73wXv5tu3RjXatMNe2Woar/I7P7Qd1q1zYi1JqIy5CYxGn3PVCofkUUiqtwqjnheanpRBY8v3vU9xuiqziSJDBsVNlgm2+LMAg+a7xAceQAqy/d1P4eT99H9+ctNfbta9/4xRuX1vs95sYVyuLfe/Ty9oM3dsHTvWecbxUn9Grl9HHF0LPUj7cy/uE5gDv5Wu78oR+UBxg9P3f63te5hk6P7r1f2gd6H3i+lb70sf3fXya9wgd03v6QO3rABa76UE+IwlxRrlcRrFYxOTkJAqFAorFIvb29rC3t4f5+Xnkcjnkcjm3BSGxgoay2v7S4oEHBwfOoVUoFPDw4UN88sknePDgAcrlcmxIauid+p33eGngCJwPApX24eFhHB4eol6vO0WaCpstlqGgjzloLD5xcHCAx48f48GDBygWi86DokCUrlqCCAu2EokEcrkc3n//fUxNTbmcSwrqoaEhpFIpjI+PI5PJdFR31VA3LnQqnd2swzoB6XZmSCMnz+HhobsPc+MYMsk2ULmlkqwbul8naZ9wHNUDqm1nQRgFiMoIdcyZuwlcVDg4J9rttgNn7XbbhTb7QrZ8ijDvrecSOO7u7uLBgweoVCqu6tQ777yDlZUVTE9PdxRs0VBKjoUNGx4aGkKj0cDm5iYajQby+Tzy+by7Tsd3fHwc09PTjnFwbo2OjmJ+fr4v42jnnnqcqPAoI/EZb3yh4FYZ8o2NT+nR6wBcyNllezQclPOCa41hrOl0GmNjYw7YM/eYVWzVI2/DVxW88x7qsdT+U6VKjRYEjDchGK2yFqd4+PozpPz4lIcvo6TF9UUvSpq2y7b5qv0c9z43CRpDz2af+3Le9bwQhRQ0q8SFQEjcM3zAzCqivnv5AE0IMMaRPc/y9V7fo1+kfWB5h7bVpx/E9WGc4t5tTHz3UX5ugWMv617PUUNZ3DXdAI7v/Je5HrUdvc7NbvfR+3UzAKgs9f1u572VqXHtDAHGUFttu0P39ckOCyK7Ad6XTSrTL9NOdSAxopI6CwvXMPWJugZ1FRq7yTPUCUbnEXVRgsf9/X3s7+/j8PAQURS5qEfgrMr/q0SXRiUK0trtM8/BxMSE25etVqsBgHOtsipirVZDrVZz2ycQbXMD8FbrrNDO48eP8emnn36pl6pUKkin01hdXcXq6ioAuPy4mZkZZDIZJJNJpNNpl++mgsF6UYDzLUfihDMnDStrttvtjr0sSVapTiQSrgCMhrQqELhuUsVbvaehCoAqGOndJUBUIEmi55ULzXqsGGrMuaT5ecBFZVn7RZ/LZ9KLmM1mMTc3h8PDQ2xvb7s+TaVSmJ6eRhRFrkonN0GmsYD9zXuenJygXC5jd3cXjx49cvv8AHBAlICVlWgZPs35HEWRC8XtBykIpLJABqWg0X70XNv/PvBoDSohAwqPabiGBXkq6NRAMzIygunpaczOzuLw8BDj4+OuuNHR0REODg5Qq9VcvqrmveoWLWTYPM4oCNtvSjYvQc+5KYHo4yt2/cV5NXQNhs71KSAhJaNbW+09QspNr+DRtsV3XUh5tnMqpGhbJasf5APucesmjuKAB4/ZEFWdtz4lj399iqnv/NCc6eW9egGxUXQeOfKqgAsNR1UZ7FPQ4ww6vMaXptFNced5vmPd+kr5ubZT/w8BgW5Atxdw1I16eYfroG6AndQr0A31lQ0J5rlxvDvEJ3zHfOPEc3xGjRB49Om3oXH3zRn9n+TTl18l8unQ1A80CkT1CVZ9pwdxbGwMExMTmJqaQiqVcp9kMuk+WjWeOofiBnVKaLQmU7RYMHBqagqZTAb5fB6FQgHb29sol8toNBoX9qQn6XhoKgTPszqiHa9e14l7xuWG4Nz7R4VcKxzSO1OpVPD8+XOUy2VsbW25l9/f30elUnHVLDVMFYDzOn5ZYhu4TQMHhcomvU0UWMDFnLC4To1jMlzI3M6DuVl8PzIQKritVst5p3S/x36HxmnYqDI1BXIKIO27sl266LgQ9BkcZ93Tk+dxQRK8qdD1KfEMreW2JQwrbrfPPNGTk5N4//33MTs7i08//RQPHz7E6ekp6vU6dnZ2XBvL5TIqlQqGhoZcOC0XGkMjoyhy1XMJemj8GBoaQjqddgVduGcg1wALB7FAz2WVxcuQ5g7qmuJvIaBo9xxVg4ENeVSrm1bA9SWB8xob5k2GrFuxKEPlXJqamsLc3Jzr42q16oxP1WrV5dcC5xVPbfEpvi/DW9WTzrlEiqLzcOiQ1/smyCe8tT1xEQ8+Jb9X0OgjHxF2rVAAABKpSURBVOCybbTP1Wv1fJ+yY58V97u9j689FijGtaffFOpr5Wmc88oPQ6SKnh6zv4UUV54XAn++59njCqK0z3WO2XUTp4j4nqvy91UgXUdUBu1asvJT+8COUQg46rmhdR06Zue5hhHrePl4WgiMhECFPp8fX3/0KusssO4Xheahrx9tX4RAo72fz3Bj54eNNIgDjXG/+XTR0HXaRv3ofAzxaCtHbFt8OnK/wyOvgwj+GI3INKlsNtux3QbPm5iYcDoqt4TjMeo3dls7qz9z7Jm6BHQW3WMfE1jWajXs7u5iY2MDjx8/xrNnz1AqlZzDQ439JI2KnJiYQCaTwdTUFAB05FJyizM668gztM5HL2N5aeBIcMPGshMIBOr1Ovb391EqlVAsFvHpp5/i008/xcbGRs9bEqgHgS8S+q5t0WRwdQezjVR4dRsOkl0M3axB9hxV9uw+hVTsOYk0L4/Ah+cokLZWpOskm3/J9oTAgFosbFEaggLNBeH59P4QIPN3WndYqdWGB9v+VnCk+YgKGpLJJPL5vCudnMlk8OjRIxwcHOCLL77AwcEBJicn3d6PNGJMTU1hcXERCwsLbmET8ABnzIZ9tbOzg0ePHmF3dxcrKyt44403kEqlHBBj33Kzei5mnWvXSWrIUaODziUFjQoYbXVhn+dXgaMySmWYKiB1XBgmyucTuKvyzDXBZ9Lr2G6fFzFiSAiZNz3VURR1GCT4sbnIPosv28l3tPOuF0Bz3aSM2yoePuWc5ONVvu9xz/UpGt3a6Hu2bVc3o1s3QOFrh++ZvfDmmyDbHl9bfeOspO21IeR6TugTem63NofODR2LAwo+gBTXFs6VbkD6pkhlrwIwwO8J8vWFz9DSbT7ba/WcENDyzR/VjWz/xxmgQuMVMlyEwGPcO/S6zq+DfGOgf7vxRT3Hp3vaNA/SZeaHUqhvegG89ruddzovQs+27xzX/tA7vEyKosjpbXRuTU9PI5PJIJPJIJfLIZvNIpfLIZPJIJ1OI5VKIZvNdhRz1K3grAHcVvdX/d0a4jUyU6/VnQQsHR4eolqtYmdnB8+fP0exWEStVnM1XbSODNe4gtPJyckLwJHpgdVq1W2fyNQdtpP6K+9L7OSjKwFHMlHNx4uiqEO5azabKBaLbj+Sy+xjF7LG+iapjxFxYWjpWnaCdnbIy6heM9/zgItMUJXQEDNSZVfBFvMfVXm34Py6yTJ9fa+QF5LeN83p8wkb3o/Asd1uY3x8vEMB1vwzH8PiPfS+as2JosgtVC1exP6dn5/H/v6+K5bz7NkzrK6uYnFxEZOTk2i1WigWi/jkk08AAF//+tddPHmr1XLzmG1dWVlBLpdDoVDAn/zJn+AP//APkU6n8XM/93P4xje+4UJaGb5AUH10dIR6ve42rb9uUo8DicBN+1K93QqUGJdPBqLks6b7hIdvHpEZkUFxbmuVMZ8w1/Aqzg/1GHLe2TWs701gSwshPdq+sE9f+G03RbufpOsgJLDjlO8QkOpFwPd6TUi5CJ3Hc7opSt3aGAKM3cDxTYKRXtpDvqZrxgcqrXLq47FxIF/b4JtLtj9Dx30y9jqV/xAgsr/3sgaum8gbQiC/27VWj/GBC0shnSduHvvAgeWRoVDJELBXT3NIRts545ujtk/sPUJg8jrIB5585ONDPqDnA2C6Nu37+XhqSPbZNuo4Wl7Ry3rU+4bCSe0c7Xbf0FzhOnnZxNoliUQCx8fHmJ6exhtvvIG7d+8658DMzAyy2azbBYK6o42goH6gzgmruwCd80ULn5F4P58x20eMVBsbG8PMzEyHl9EXGaa4hW1QUEpdTPe5psdR38F+fv/3fz/Yz5dGJRpyQWWTCh8LW4yOjqLRaGBiYgIAOuJyGSrKjdfZaH0BZXq9ULvd7kDHKmzVu6JMUJVFG0qiA8pr6M3kgPuYCN9V3b52clC5ZThku912VgRWkrV90g+yyjKP+cinwBBA2lBAKu60iGiBI+1nXYz6vtr/2gd2TrBNWigliiLXhwQrz58/x0cffeTmZSaTcVt/RNFZviMTlFn1tt0+sxDRew4AuVwOb775JmZnZ/HkyRMkEgns7+/j4ODAtYt/aVnivI9jEl+WfGBPf/MpLt2Udf5u82A1JMOCSrXGc02o1U35hA1z1bbQ2KNrVQvcsF0+/qBgmNvJTExMdIBVX3t9ClU3BehlUDdg61vLVkEJKTKWVMkIKYVxbeoGBnz38V0fOi8OtMbN78u267IU4qe+54WOWbmi66fbPXxgtFsf+cY/NOYh8BJSKHu5JqTQ2vv2E2DEUVw/drtGr/Otxbh5H/e++psPMCrg8Ok8cWNOnUiPa7vUG+sDV6H30fPtPO3XerQgLI4P9no/Cxjt/A2t/9AaCT3bp18qxckDHxCw+q+9R5yeEDrWTXfsJ6n+yCg0xSDHx8eYnZ3F0tIS7ty5g5WVFczNzSGbzWJiYqIjXY1gSiMqfbw81G8WcAIXCwP2Snov6kr0otp546uFQj1K93rkcdbiYCSYDaHXNsTRlbbj0IaQCNJ0MNRla6/pJ8Og50ktbuxkggI+W8GQZcR832az6RJTmZdHwEdFV8NkDw4OHGjwWXoIHgm86RZuNBrOvc6J028Fx5enYpliyOrtUy6puOsCVCDIYzQ0WAFlF2soBMT2qYI3jtfW1hbu3buHjz/+GPPz83j33XedF6rZbGJmZgZ3795FFEVYWVlx+wpyLmxtbeGjjz7CyckJfuqnfgrLy8uYnZ3FBx984Ob37du3MTo6itnZWSSTSWft0fYSZPeLQkLJZykPMTwf4/D91qug0DaxDZaJ6noLrRNlniMjIx35m3ZtkGnbsFoNZ7X37oWp3wRo7PaMbuAobhxDymgIVPYCml+GomCf3Yuw66dS6qNubbPzOyQH43hvaJz0fqG2dVP8ehnXfo19SKl/WdQrb4gD15aPWl3D9xwf7+T3bm3R60PnX3aM9V16GaNe19tNjHPIOBFn6Oh2Pzs+/eQvvvuH1njcPAnNKb2O3+N4SIh6naPXRVobo9VquWKbdAKw/gp10Wq1ir29PUTRmbOAa1FrPlCft8Axrq99epUvLcaSRj+F7qe6D69RCoVK63tZ/Vqv0yI5On5x7SZdGjj+9m//9qXOf++99/Dee+9d9jHXRj/4wQ/wgx/84KU9/1WlP/qjP3rZTbgRWl5exi/+4i+6/7/3ve95z/v+97+P73//+8H7fPe738V3v/vdC8efPHny5Rv5Jeh3fud3XurzB3Q99J3vfOdlN2FA10C//uu//rKbMKBroF/7tV972U0Y0DXQr/7qr77sJgzoGuiXfumXvtT13OpiQNdDLz8oeUADGtCABjSgAQ1oQAMa0IAG9EpTdJNhPAMa0IAGNKABDWhAAxrQgAY0oNePBh7HAQ1oQAMa0IAGNKABDWhAAxpQLA2A44AGNKABDWhAAxrQgAY0oAENKJYGwHFAAxrQgAY0oAENaEADGtCABhRLA+A4oAENaEADGtCABjSgAQ1oQAOKpUtvx/Eq0dra2gyAnwfw7wD4VwAsATgG8C8B/C6A311fX2/J+W8A+CLmln9/fX39P+5bgwfkpcE4/vjQ2trafwfgJwG8DWAWQAPAYwD/EMDfWl9f3zXnjwH4KwD+EoA3AYwDeArg/wbw36+vrz++udYP6Cq0trb2FwH8zy/+/c/W19f/zstsz4Di6bL8dkCvJq2trf1lnI1XHLXW19eHbqA5A7pmGvDVV5cuq+d4rv+7AP7TF/9+ZX19/UEfm3vt9Lp7HP9DAP8jgH8NwP8H4H8A8PsA3gfwdwD8g7W1Nd9Olv8CwG94Pv/7DbR5QBdpMI4/PvRfAZjCGfD7LQD/C4BTAN8B8NHa2toKT1xbWxsG8E8B/C0ASQD/G4C/DWAbwH8B4F+sra197SYbP6DL0Yvx/JsAai+7LQPqma7Kbwf0atGH8Mu/3wDwz16c849eTtMG9GVowFdfeepZz7G0trb253EGGl/bsX2tPY4APgPw7wH4A+OR+msAvgfgFwD8BZwJRaUP19fXv3NTjRxQVxqM448PpdbX1w/twbW1tb8B4K8B+DUAay8O/zyAb+MMPP45M/a/AeCvA/gVnFvmBvQK0Qtw8bsAdgH8HzgbqwG9+nRVfjugV4jW19c/xBl4vEBra2v//MXX37m5Fg3oOmjAV18Luoyeo7/ncWa0+/sAFgD8mT63sy/0WgPH9fX1fxY4vrW2tva3AfwNAP8GBgLwlabBOP74kI+ZvqB/gDOG+hU59uaLv3/gCY37Ls6AY/56Wziga6RfBvBncbY2/+zLbcqAeqUBv/3xprW1tfcB/DSADQB/8JKbM6DL04CvvuJ0ST1HiYac/xyvMX99rYFjFzp58ffU89uttbW1vwpgBmdWnX++vr7+0Y21bECXocE4/njQn3/xV8fn4xd//+21tbXfMuDx333x95/0vWUDujStra29C+A3AfzW+vr6H6+trQ0UnB8PiuO3A3o96K+++Pt319fXmy+1JQO6FA346mtPPj0HgMtJ/vcB/Pz6+vru2toFh+RrQz+WwPFF7tR/8uLff+w55d968dFr/hDAX1pfX3/S39YNqFcajOPrS2tra78CYBpAGmdJ5P86zpjpb8ppf4CzUJy/AOBfrq2t/ROcFen4V1+c/zdxlv84oFeIXqzL3wPwBGfW1QH9GFAP/HZArzitra1NAPhFAC2c5asO6DWhAV99/ahHPQdra2u3cZYL+ffW19f/4U2387rpdS+OE6LfxFmi//+5vr7+f8nxAwD/Lc4U0+yLz58B8P/gLCzgn66trU3dbFMHFEODcXx96VcA/DcA/kucMdN/jLM8xiJPWF9fbwP4D3CWUP4OzkJ0fgXAvwngjwH8rwOL+StJfx3ANwD85fX19cbLbsyAro1C/HZArw/9RwAyAP7R+vr605fdmAFdigZ89fWjrnrO2tpaAsD/hLNiOL/8Mhp53fRj53FcW1v7ZQD/NYB7AP6i/ra+vr6Ns8Wp9Mdra2t/DsD/i7Mqc38FZ5aBAb1EGozj603r6+sLALD2/7d3PyFWVXEAx78VYquIqIR2BUEQWAhZaBQlhWEQLlxGBNXiF5Q7wxgwoYVEhBI/MIgsW9VChOgPtKgsW/RngiIsKlwYjWAZRoRSTItzxYe+d+e9mXfnvXv9fjb3zbv3Dr/HYc6c37vn/E7EKmAdZVA6GxEPZubX1bnLKeXGH6DM+T9I+VJgPbCH0qZbMvPgBD6C+oiItZRvw1/MzM8Xul7tUNffqlWeqI57JxqFRmK/2k7DjHMoFVjvBjZl5snJRDpenXriGBFPUpKF74F7MvOPYe7LzH85N63jrobC05Bsx+7IzOOZeQC4n7IW9Y2e089QtgZ4NjP3ZuZcZp7KzPcoTyJXYPI/NXqmUv0IzEw4HI3JYvtbTZdq66J1wDHg3QmHoyHZr7bfoHFORNxIKTb2WmZ25m/ykvn5+UnHMBYRsRV4CfgO2FA9lRrl/ocom3d+kJkbGwhRQ7AduysiZoFbgWsy80REfEmZbrw6M7/tc/3vwFXA1QttqKvmRcSVwLDfmO7OzK1NxqOlW2p/q+kREbspU+Gec5uq9rBf7ZbecQ5l+uqBIW/d3Jb1j52YqhoR2yiPiL8B7svME4v4NXdUx1/GFphGYjt23nXV8ey6xZXV8YItNyJiJXBF9eOZhuPScE4Drw44t4ayPudT4AfA6VZTbkz9raZANe3/YUpRnEF/o5pO9qvd0jvOOcrgtt1E2cvxbeBUdW0rtD5xjIgZYCfwFWVR6sBpNhFxOzCbmWfOe/9eyjxkgDebilWD2Y7tFxE3AX9m5tx5719KKWZ0LXC4Z57/IUoxju0R8Vlmnu65bQelf/oiM/9qPHgtqCrY8Fi/cxGxgzLAeT0zreY45Ubpb9UKWyhF4t6xKE672K+2y4jjnJMMbtuPKInj9sz8qdGgx6zViWNEPEL55/cfZRD6VJ+9UY5m5r7q9S7g5qrBjlXvrebcJqszmXm4yZh1IduxMzYCL0TEJ8DPlL01V1EWht8AzAGP91z/PGXfow3AkYh4H/iHUhxnbfX66WWLXroILKK/1fQ7WxTnldqrJC3VqOOczml14ghcXx0vo5TD7edjYF/1ej+wGbiNUslxBXAceAt4OTMPNRap6tiO3fAhZeCyHriFUhb+b8qi//3Ant4nG5n5a0SsAbZRpm08SinY9RulrXdl5pHl/ADSRWDU/lZTrNo0/k4siiMth5HGOV3UmeI4kiRJkqRmdGo7DkmSJEnS+Jk4SpIkSZJqmThKkiRJkmqZOEqSJEmSapk4SpIkSZJqmThKkiRJkmqZOEqSJEmSapk4SpIkSZJqmThKkiRJkmr9D+b3tR7TncW1AAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 1152x507.6 with 24 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 750 ms, sys: 938 ms, total: 1.69 s\n", + "Wall time: 1.7 s\n" + ] + } + ], "source": [ "%%time\n", "\n", "dataset='set-48x48-L'\n", "samples=range(24)\n", "\n", - "with h5py.File('./data/'+dataset+'.h5') as f:\n", + "with h5py.File(f'{output_dir}/{dataset}.h5','r') as f:\n", " x_tmp = f['x_train'][:]\n", " y_tmp = f['y_train'][:]\n", " print(\"dataset loaded from h5 file.\")\n", diff --git a/IMDB/01-Embedding-Keras.ipynb b/IMDB/01-Embedding-Keras.ipynb index 8c25562..e990699 100644 --- a/IMDB/01-Embedding-Keras.ipynb +++ b/IMDB/01-Embedding-Keras.ipynb @@ -36,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -79,8 +79,8 @@ "text": [ "\n", "FIDLE 2020 - Practical Work Module\n", - "Version : 0.2.9\n", - "Run time : Wednesday 19 February 2020, 22:04:33\n", + "Version : 0.4.2\n", + "Run time : Sunday 23 February 2020, 20:06:09\n", "TensorFlow version : 2.0.0\n", "Keras version : 2.2.4-tf\n" ] @@ -98,7 +98,6 @@ "import seaborn as sns\n", "\n", "import os,sys,h5py,json\n", - "\n", "from importlib import reload\n", "\n", "sys.path.append('..')\n", @@ -107,6 +106,26 @@ "ooo.init()" ] }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Well, we should be at HOME !\n", + "We are going to use: /home/pjluc/datasets/IMDB\n" + ] + } + ], + "source": [ + "place, dataset_dir = ooo.good_place( { 'GRICAD' : f'{os.getenv(\"SCRATCH_DIR\",\"\")}/PROJECTS/pr-fidle/datasets/IMDB',\n", + " 'IDRIS' : f'{os.getenv(\"WORK\",\"\")}/datasets/IMDB',\n", + " 'HOME' : f'{os.getenv(\"HOME\",\"\")}/datasets/IMDB'} )" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -142,7 +161,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -161,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -197,24 +216,24 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# ---- Retrieve dictionary {word:index}, and encode it in ascii\n", - "\n", + "#\n", "word_index = imdb.get_word_index()\n", "\n", "# ---- Shift the dictionary from +3\n", - "\n", + "#\n", "word_index = {w:(i+3) for w,i in word_index.items()}\n", "\n", "# ---- Add <pad>, <start> and unknown tags\n", - "\n", + "#\n", "word_index.update( {'<pad>':0, '<start>':1, '<unknown>':2} )\n", "\n", "# ---- Create a reverse dictionary : {index:word}\n", - "\n", + "#\n", "index_word = {index:word for word,index in word_index.items()} \n", "\n", "# ---- Add a nice function to transpose :\n", @@ -225,7 +244,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -234,6 +253,21 @@ "text": [ "\n", "Dictionary size : 88587\n", + "440 : hope\n", + "441 : entertaining\n", + "442 : she's\n", + "443 : mr\n", + "444 : overall\n", + "445 : evil\n", + "446 : called\n", + "447 : loved\n", + "448 : based\n", + "449 : oh\n", + "450 : several\n", + "451 : fans\n", + "452 : mother\n", + "453 : drama\n", + "454 : beginning\n", "\n", "Review example (x_train[12]) :\n", "\n", @@ -247,6 +281,7 @@ ], "source": [ "print('\\nDictionary size : ', len(word_index))\n", + "for k in range(440,455):print(f'{k:2d} : {index_word[k]}' )\n", "print('\\nReview example (x_train[12]) :\\n\\n',x_train[12])\n", "print('\\nIn real words :\\n\\n', dataset2text(x_train[12]))" ] @@ -260,7 +295,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -298,7 +333,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -355,12 +390,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Save dataset and dictionary (can be usefull)" + "### Save dataset and dictionary (For future use)" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -372,18 +407,27 @@ } ], "source": [ - "os.makedirs('./data', mode=0o750, exist_ok=True)\n", + "# ---- To write dataset in the project place\n", + "#\n", + "output_dir = dataset_dir\n", + "\n", + "# ---- To write h5 dataset in a test place\n", + "# For small tests only !\n", + "#\n", + "# output_dir = './data'\n", + "# ooo.mkdir(output_dir)\n", + "\n", "\n", - "with h5py.File('./data/dataset_imdb.h5', 'w') as f:\n", + "with h5py.File(f'{output_dir}/dataset_imdb.h5', 'w') as f:\n", " f.create_dataset(\"x_train\", data=x_train)\n", " f.create_dataset(\"y_train\", data=y_train)\n", " f.create_dataset(\"x_test\", data=x_test)\n", " f.create_dataset(\"y_test\", data=y_test)\n", "\n", - "with open('./data/word_index.json', 'w') as fp:\n", + "with open(f'{output_dir}/word_index.json', 'w') as fp:\n", " json.dump(word_index, fp)\n", "\n", - "with open('./data/index_word.json', 'w') as fp:\n", + "with open(f'{output_dir}/index_word.json', 'w') as fp:\n", " json.dump(index_word, fp)\n", "\n", "print('Saved.')" @@ -410,7 +454,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -440,7 +484,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -481,7 +525,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -499,7 +543,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -508,67 +552,67 @@ "text": [ "Train on 25000 samples, validate on 25000 samples\n", "Epoch 1/30\n", - "25000/25000 [==============================] - 2s 60us/sample - loss: 0.6883 - accuracy: 0.6220 - val_loss: 0.6783 - val_accuracy: 0.7303\n", + "25000/25000 [==============================] - 2s 63us/sample - loss: 0.6872 - accuracy: 0.6386 - val_loss: 0.6756 - val_accuracy: 0.7404\n", "Epoch 2/30\n", - "25000/25000 [==============================] - 1s 32us/sample - loss: 0.6511 - accuracy: 0.7672 - val_loss: 0.6162 - val_accuracy: 0.7666\n", + "25000/25000 [==============================] - 1s 32us/sample - loss: 0.6445 - accuracy: 0.7591 - val_loss: 0.6068 - val_accuracy: 0.7795\n", "Epoch 3/30\n", - "25000/25000 [==============================] - 1s 30us/sample - loss: 0.5571 - accuracy: 0.8088 - val_loss: 0.5094 - val_accuracy: 0.8194\n", + "25000/25000 [==============================] - 1s 32us/sample - loss: 0.5446 - accuracy: 0.8122 - val_loss: 0.5002 - val_accuracy: 0.8214\n", "Epoch 4/30\n", - "25000/25000 [==============================] - 1s 30us/sample - loss: 0.4412 - accuracy: 0.8528 - val_loss: 0.4150 - val_accuracy: 0.8494\n", + "25000/25000 [==============================] - 1s 33us/sample - loss: 0.4322 - accuracy: 0.8539 - val_loss: 0.4097 - val_accuracy: 0.8488\n", "Epoch 5/30\n", - "25000/25000 [==============================] - 1s 30us/sample - loss: 0.3553 - accuracy: 0.8767 - val_loss: 0.3595 - val_accuracy: 0.8604\n", + "25000/25000 [==============================] - 1s 32us/sample - loss: 0.3517 - accuracy: 0.8778 - val_loss: 0.3574 - val_accuracy: 0.8615\n", "Epoch 6/30\n", - "25000/25000 [==============================] - 1s 30us/sample - loss: 0.3036 - accuracy: 0.8907 - val_loss: 0.3316 - val_accuracy: 0.8660\n", + "25000/25000 [==============================] - 1s 32us/sample - loss: 0.3012 - accuracy: 0.8926 - val_loss: 0.3281 - val_accuracy: 0.8691\n", "Epoch 7/30\n", - "25000/25000 [==============================] - 1s 30us/sample - loss: 0.2684 - accuracy: 0.9020 - val_loss: 0.3108 - val_accuracy: 0.8733\n", + "25000/25000 [==============================] - 1s 31us/sample - loss: 0.2668 - accuracy: 0.9040 - val_loss: 0.3108 - val_accuracy: 0.8737\n", "Epoch 8/30\n", - "25000/25000 [==============================] - 1s 31us/sample - loss: 0.2427 - accuracy: 0.9120 - val_loss: 0.2999 - val_accuracy: 0.8774\n", + "25000/25000 [==============================] - 1s 31us/sample - loss: 0.2420 - accuracy: 0.9116 - val_loss: 0.2996 - val_accuracy: 0.8772\n", "Epoch 9/30\n", - "25000/25000 [==============================] - 1s 30us/sample - loss: 0.2222 - accuracy: 0.9196 - val_loss: 0.2923 - val_accuracy: 0.8798\n", + "25000/25000 [==============================] - 1s 32us/sample - loss: 0.2218 - accuracy: 0.9199 - val_loss: 0.2921 - val_accuracy: 0.8796\n", "Epoch 10/30\n", - "25000/25000 [==============================] - 1s 30us/sample - loss: 0.2055 - accuracy: 0.9262 - val_loss: 0.2885 - val_accuracy: 0.8817\n", + "25000/25000 [==============================] - 1s 33us/sample - loss: 0.2048 - accuracy: 0.9266 - val_loss: 0.2890 - val_accuracy: 0.8813\n", "Epoch 11/30\n", - "25000/25000 [==============================] - 1s 31us/sample - loss: 0.1915 - accuracy: 0.9321 - val_loss: 0.2871 - val_accuracy: 0.8819\n", + "25000/25000 [==============================] - 1s 32us/sample - loss: 0.1908 - accuracy: 0.9331 - val_loss: 0.2873 - val_accuracy: 0.8828\n", "Epoch 12/30\n", - "25000/25000 [==============================] - 1s 32us/sample - loss: 0.1795 - accuracy: 0.9364 - val_loss: 0.2869 - val_accuracy: 0.8825\n", + "25000/25000 [==============================] - 1s 32us/sample - loss: 0.1790 - accuracy: 0.9368 - val_loss: 0.2868 - val_accuracy: 0.8825\n", "Epoch 13/30\n", - "25000/25000 [==============================] - 1s 30us/sample - loss: 0.1680 - accuracy: 0.9418 - val_loss: 0.2893 - val_accuracy: 0.8824\n", + "25000/25000 [==============================] - 1s 31us/sample - loss: 0.1672 - accuracy: 0.9419 - val_loss: 0.2887 - val_accuracy: 0.8831\n", "Epoch 14/30\n", - "25000/25000 [==============================] - 1s 31us/sample - loss: 0.1581 - accuracy: 0.9454 - val_loss: 0.2915 - val_accuracy: 0.8830\n", + "25000/25000 [==============================] - 1s 32us/sample - loss: 0.1582 - accuracy: 0.9466 - val_loss: 0.2973 - val_accuracy: 0.8790\n", "Epoch 15/30\n", - "25000/25000 [==============================] - 1s 31us/sample - loss: 0.1490 - accuracy: 0.9498 - val_loss: 0.2970 - val_accuracy: 0.8810\n", + "25000/25000 [==============================] - 1s 30us/sample - loss: 0.1494 - accuracy: 0.9498 - val_loss: 0.2953 - val_accuracy: 0.8822\n", "Epoch 16/30\n", - "25000/25000 [==============================] - 1s 30us/sample - loss: 0.1411 - accuracy: 0.9530 - val_loss: 0.3006 - val_accuracy: 0.8815\n", + "25000/25000 [==============================] - 1s 33us/sample - loss: 0.1408 - accuracy: 0.9532 - val_loss: 0.3004 - val_accuracy: 0.8817\n", "Epoch 17/30\n", - "25000/25000 [==============================] - 1s 29us/sample - loss: 0.1341 - accuracy: 0.9556 - val_loss: 0.3075 - val_accuracy: 0.8798\n", + "25000/25000 [==============================] - 1s 32us/sample - loss: 0.1335 - accuracy: 0.9554 - val_loss: 0.3063 - val_accuracy: 0.8803\n", "Epoch 18/30\n", - "25000/25000 [==============================] - 1s 29us/sample - loss: 0.1273 - accuracy: 0.9588 - val_loss: 0.3131 - val_accuracy: 0.8793\n", + "25000/25000 [==============================] - 1s 32us/sample - loss: 0.1267 - accuracy: 0.9589 - val_loss: 0.3131 - val_accuracy: 0.8778\n", "Epoch 19/30\n", - "25000/25000 [==============================] - 1s 29us/sample - loss: 0.1206 - accuracy: 0.9608 - val_loss: 0.3199 - val_accuracy: 0.8774\n", + "25000/25000 [==============================] - 1s 32us/sample - loss: 0.1210 - accuracy: 0.9609 - val_loss: 0.3205 - val_accuracy: 0.8760\n", "Epoch 20/30\n", - "25000/25000 [==============================] - 1s 29us/sample - loss: 0.1151 - accuracy: 0.9630 - val_loss: 0.3319 - val_accuracy: 0.8722\n", + "25000/25000 [==============================] - 1s 33us/sample - loss: 0.1145 - accuracy: 0.9638 - val_loss: 0.3283 - val_accuracy: 0.8743\n", "Epoch 21/30\n", - "25000/25000 [==============================] - 1s 29us/sample - loss: 0.1097 - accuracy: 0.9658 - val_loss: 0.3357 - val_accuracy: 0.8744\n", + "25000/25000 [==============================] - 1s 32us/sample - loss: 0.1085 - accuracy: 0.9670 - val_loss: 0.3345 - val_accuracy: 0.8751\n", "Epoch 22/30\n", - "25000/25000 [==============================] - 1s 30us/sample - loss: 0.1043 - accuracy: 0.9688 - val_loss: 0.3439 - val_accuracy: 0.8734\n", + "25000/25000 [==============================] - 1s 32us/sample - loss: 0.1033 - accuracy: 0.9691 - val_loss: 0.3436 - val_accuracy: 0.8738\n", "Epoch 23/30\n", - "25000/25000 [==============================] - 1s 32us/sample - loss: 0.0986 - accuracy: 0.9708 - val_loss: 0.3530 - val_accuracy: 0.8728\n", + "25000/25000 [==============================] - 1s 31us/sample - loss: 0.0992 - accuracy: 0.9704 - val_loss: 0.3523 - val_accuracy: 0.8721\n", "Epoch 24/30\n", - "25000/25000 [==============================] - 1s 31us/sample - loss: 0.0941 - accuracy: 0.9735 - val_loss: 0.3614 - val_accuracy: 0.8696\n", + "25000/25000 [==============================] - 1s 32us/sample - loss: 0.0940 - accuracy: 0.9733 - val_loss: 0.3613 - val_accuracy: 0.8707\n", "Epoch 25/30\n", - "25000/25000 [==============================] - 1s 32us/sample - loss: 0.0897 - accuracy: 0.9749 - val_loss: 0.3718 - val_accuracy: 0.8703\n", + "25000/25000 [==============================] - 1s 31us/sample - loss: 0.0892 - accuracy: 0.9746 - val_loss: 0.3775 - val_accuracy: 0.8659\n", "Epoch 26/30\n", - "25000/25000 [==============================] - 1s 29us/sample - loss: 0.0854 - accuracy: 0.9768 - val_loss: 0.3822 - val_accuracy: 0.8676\n", + "25000/25000 [==============================] - 1s 31us/sample - loss: 0.0852 - accuracy: 0.9766 - val_loss: 0.3809 - val_accuracy: 0.8687\n", "Epoch 27/30\n", - "25000/25000 [==============================] - 1s 29us/sample - loss: 0.0811 - accuracy: 0.9785 - val_loss: 0.3919 - val_accuracy: 0.8668\n", + "25000/25000 [==============================] - 1s 32us/sample - loss: 0.0814 - accuracy: 0.9776 - val_loss: 0.3921 - val_accuracy: 0.8666\n", "Epoch 28/30\n", - "25000/25000 [==============================] - 1s 30us/sample - loss: 0.0779 - accuracy: 0.9789 - val_loss: 0.4036 - val_accuracy: 0.8651\n", + "25000/25000 [==============================] - 1s 31us/sample - loss: 0.0776 - accuracy: 0.9794 - val_loss: 0.4015 - val_accuracy: 0.8657\n", "Epoch 29/30\n", - "25000/25000 [==============================] - 1s 30us/sample - loss: 0.0747 - accuracy: 0.9803 - val_loss: 0.4138 - val_accuracy: 0.8640\n", + "25000/25000 [==============================] - 1s 32us/sample - loss: 0.0733 - accuracy: 0.9810 - val_loss: 0.4121 - val_accuracy: 0.8642\n", "Epoch 30/30\n", - "25000/25000 [==============================] - 1s 30us/sample - loss: 0.0714 - accuracy: 0.9819 - val_loss: 0.4262 - val_accuracy: 0.8629\n", - "CPU times: user 1min 35s, sys: 4.59 s, total: 1min 40s\n", - "Wall time: 23.6 s\n" + "25000/25000 [==============================] - 1s 31us/sample - loss: 0.0704 - accuracy: 0.9823 - val_loss: 0.4246 - val_accuracy: 0.8627\n", + "CPU times: user 1min 30s, sys: 4.75 s, total: 1min 35s\n", + "Wall time: 24.7 s\n" ] } ], @@ -597,12 +641,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -614,7 +658,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -638,14 +682,14 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "x_test / loss : 0.2869\n", + "x_test / loss : 0.2868\n", "x_test / accuracy : 0.8825\n" ] }, @@ -687,37 +731,37 @@ "data": { "text/html": [ "<style type=\"text/css\" >\n", - " #T_8216dc86_535b_11ea_968f_0df50868c732row0_col0 {\n", + " #T_c9924bca_5673_11ea_b7f2_ddc51b15627crow0_col0 {\n", " background-color: #008000;\n", " color: #f1f1f1;\n", " font-size: 12pt;\n", - " } #T_8216dc86_535b_11ea_968f_0df50868c732row0_col1 {\n", + " } #T_c9924bca_5673_11ea_b7f2_ddc51b15627crow0_col1 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", - " } #T_8216dc86_535b_11ea_968f_0df50868c732row1_col0 {\n", + " } #T_c9924bca_5673_11ea_b7f2_ddc51b15627crow1_col0 {\n", " background-color: #e5ffe5;\n", " color: #000000;\n", " font-size: 12pt;\n", - " } #T_8216dc86_535b_11ea_968f_0df50868c732row1_col1 {\n", + " } #T_c9924bca_5673_11ea_b7f2_ddc51b15627crow1_col1 {\n", " background-color: #008000;\n", " color: #f1f1f1;\n", " font-size: 12pt;\n", - " }</style><table id=\"T_8216dc86_535b_11ea_968f_0df50868c732\" ><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >0</th> <th class=\"col_heading level0 col1\" >1</th> </tr></thead><tbody>\n", + " }</style><table id=\"T_c9924bca_5673_11ea_b7f2_ddc51b15627c\" ><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >0</th> <th class=\"col_heading level0 col1\" >1</th> </tr></thead><tbody>\n", " <tr>\n", - " <th id=\"T_8216dc86_535b_11ea_968f_0df50868c732level0_row0\" class=\"row_heading level0 row0\" >0</th>\n", - " <td id=\"T_8216dc86_535b_11ea_968f_0df50868c732row0_col0\" class=\"data row0 col0\" >0.88</td>\n", - " <td id=\"T_8216dc86_535b_11ea_968f_0df50868c732row0_col1\" class=\"data row0 col1\" >0.12</td>\n", + " <th id=\"T_c9924bca_5673_11ea_b7f2_ddc51b15627clevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n", + " <td id=\"T_c9924bca_5673_11ea_b7f2_ddc51b15627crow0_col0\" class=\"data row0 col0\" >0.87</td>\n", + " <td id=\"T_c9924bca_5673_11ea_b7f2_ddc51b15627crow0_col1\" class=\"data row0 col1\" >0.13</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_8216dc86_535b_11ea_968f_0df50868c732level0_row1\" class=\"row_heading level0 row1\" >1</th>\n", - " <td id=\"T_8216dc86_535b_11ea_968f_0df50868c732row1_col0\" class=\"data row1 col0\" >0.12</td>\n", - " <td id=\"T_8216dc86_535b_11ea_968f_0df50868c732row1_col1\" class=\"data row1 col1\" >0.88</td>\n", + " <th id=\"T_c9924bca_5673_11ea_b7f2_ddc51b15627clevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n", + " <td id=\"T_c9924bca_5673_11ea_b7f2_ddc51b15627crow1_col0\" class=\"data row1 col0\" >0.11</td>\n", + " <td id=\"T_c9924bca_5673_11ea_b7f2_ddc51b15627crow1_col1\" class=\"data row1 col1\" >0.89</td>\n", " </tr>\n", " </tbody></table>" ], "text/plain": [ - "<pandas.io.formats.style.Styler at 0x7fa14488b110>" + "<pandas.io.formats.style.Styler at 0x7f2bff5efd50>" ] }, "metadata": {}, diff --git a/IRIS/01-Simple-Perceptron.ipynb b/IRIS/01-Simple-Perceptron.ipynb new file mode 100644 index 0000000..fe5f841 --- /dev/null +++ b/IRIS/01-Simple-Perceptron.ipynb @@ -0,0 +1,298 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n", + "\n", + "# <!-- TITLE --> [PER57] - Perceptron Model 1957\n", + "<!-- DESC --> A simple perceptron, with the IRIS dataset.\n", + "<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n", + "\n", + "## Objectives :\n", + " - Implement a historical linear classifier with a historical dataset !\n", + " - The objective is to predict the type of Iris from the size of the leaves.\n", + " - Identifying its limitations \n", + "\n", + "The [IRIS dataset](https://archive.ics.uci.edu/ml/datasets/Iris) is probably one of the oldest datasets, dating back to 1936 .\n", + "\n", + "## What we're going to do :\n", + " - Retrieve the dataset, via scikit learn\n", + " - training and classifying\n", + "\n", + "## Step 1 - Import and init" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<style>\n", + "\n", + "div.warn { \n", + " background-color: #fcf2f2;\n", + " border-color: #dFb5b4;\n", + " border-left: 5px solid #dfb5b4;\n", + " padding: 0.5em;\n", + " font-weight: bold;\n", + " font-size: 1.1em;;\n", + " }\n", + "\n", + "\n", + "\n", + "div.nota { \n", + " background-color: #DAFFDE;\n", + " border-left: 5px solid #92CC99;\n", + " padding: 0.5em;\n", + " }\n", + "\n", + "\n", + "\n", + "</style>\n", + "\n" + ], + "text/plain": [ + "<IPython.core.display.HTML object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "FIDLE 2020 - Practical Work Module\n", + "Version : 0.4.0\n", + "Run time : Saturday 22 February 2020, 21:46:23\n", + "TensorFlow version : 2.0.0\n", + "Keras version : 2.2.4-tf\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "from sklearn.datasets import load_iris\n", + "from sklearn.linear_model import Perceptron\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "\n", + "import os,sys\n", + "\n", + "sys.path.append('..')\n", + "import fidle.pwk as ooo\n", + "\n", + "ooo.init()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 2 - IRIS Data Recovery\n", + "\n", + "Retrieve a dataset : http://scikit-learn.org/stable/modules/classes.html#module-sklearn.datasets \n", + "About the datesets : http://scikit-learn.org/stable/datasets/index.html \n", + "\n", + "Data fields (X) :\n", + "- 0 : sepal length in cm\n", + "- 1 : sepal width in cm\n", + "- 2 : petal length in cm\n", + "- 3 : petal width in cm \n", + "\n", + "Class (y) :\n", + "- 0 : class 0=Iris-Setosa, 1=Iris-Versicolour, 2=Iris-Virginica\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Examples :\n", + "Length Width Iris Setosa (0/1)\n", + " x1 x2 y\n", + " 1.4 1.4 1\n", + " 1.6 1.6 1\n", + " 1.4 1.4 1\n", + " 1.5 1.5 1\n", + " 1.4 1.4 1\n", + " 4.7 4.7 0\n", + " 4.5 4.5 0\n", + " 4.9 4.9 0\n", + " 4.0 4.0 0\n", + " 4.6 4.6 0\n", + "\n", + "X shape : (150, 2)\n", + "y shape : (150,)\n" + ] + } + ], + "source": [ + "X0,y0 = load_iris(return_X_y=True)\n", + "\n", + "X = X0[:, (2,3)] # We only keep fields 2 and 3\n", + "y = y0.copy()\n", + "\n", + "y[ y0==0 ] = 1 # 1 = Iris setosa\n", + "y[ y0>=1 ] = 0 # 0 = not iris setosa\n", + "\n", + "print('Examples :')\n", + "print('Length Width Iris Setosa (0/1)')\n", + "print(' x1 x2 y')\n", + "for i in range(45,55):\n", + " print(f\" {X[i][0]:3.1f} {X[i][0]:3.1f} {y[i]}\")\n", + "print(f'\\nX shape : {X.shape}')\n", + "print(f'y shape : {y.shape}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 3 - Get a perceptron" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Perceptron(alpha=0.0001, class_weight=None, early_stopping=False, eta0=1.0,\n", + " fit_intercept=True, max_iter=100, n_iter_no_change=5, n_jobs=None,\n", + " penalty=None, random_state=82, shuffle=True, tol=0.01,\n", + " validation_fraction=0.1, verbose=0, warm_start=False)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pct = Perceptron(max_iter=100, random_state=82, tol=0.01)\n", + "pct.fit(X, y)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 4 - Prédictions" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Petal : length=2.0, width=2.0 => is setosa : 1\n", + "Petal : length=5.0, width=5.0 => is setosa : 0\n" + ] + } + ], + "source": [ + "X_pred = np.array( [ [2.0, 0.5], [5.0, 1.5] ] )\n", + "\n", + "y_pred = pct.predict(X_pred) \n", + "\n", + "for i,x in enumerate(X_pred):\n", + " print(f'Petal : length={x[0]}, width={x[0]} => is setosa : {y_pred[i]}')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 5 - Visualisation" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 720x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "a = -pct.coef_[0][0] / pct.coef_[0][1]\n", + "b = -pct.intercept_ / pct.coef_[0][1]\n", + "box=[X.min(axis=0)[0],X.max(axis=0)[0],X.min(axis=0)[1],X.max(axis=0)[1]]\n", + "mx=(box[1]-box[0])/20\n", + "my=(box[3]-box[2])/20\n", + "box=[box[0]-mx,box[1]+mx,box[2]-my,box[3]+my]\n", + "\n", + "fig, axs = plt.subplots(1, 1)\n", + "fig.set_size_inches(10,6)\n", + "axs.plot(X[y==1, 0], X[y==1, 1], \"o\", label=\"Iris-Setosa\")\n", + "axs.plot(X[y==0, 0], X[y==0, 1], \"o\", label=\"Autres\")\n", + "axs.plot([box[0], box[1]], [a*box[0]+b, a*box[1]+b], \"k--\", linewidth=2)\n", + "axs.set_xlabel(\"Petal length (cm)\", labelpad=15) #, fontsize=14)\n", + "axs.set_ylabel(\"Petal width (cm)\", labelpad=15) #, fontsize=14)\n", + "axs.legend(loc=\"lower right\", fontsize=14)\n", + "axs.set_xlim(box[0],box[1])\n", + "axs.set_ylim(box[2],box[3])\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "<img width=\"80px\" src=\"../fidle/img/00-Fidle-logo-01.svg\"></img>" + ] + } + ], + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Misc/Activation-Functions.ipynb b/Misc/Activation-Functions.ipynb new file mode 100644 index 0000000..4ef3448 --- /dev/null +++ b/Misc/Activation-Functions.ipynb @@ -0,0 +1,371 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n", + "\n", + "# <!-- TITLE --> [ACTF1] - Activation functions\n", + "<!-- DESC --> Some activation functions, with their derivatives.\n", + "<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n", + "\n", + "## Objectives :\n", + " - View the main activation functions \n", + "\n", + "Les fonctions d'activation dans Keras : \n", + "https://www.tensorflow.org/api_docs/python/tf/keras/activations\n", + "\n", + "## What we're going to do :\n", + "\n", + " - Juste visualiser les principales fonctions d'activation\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<style>\n", + "\n", + "div.warn { \n", + " background-color: #fcf2f2;\n", + " border-color: #dFb5b4;\n", + " border-left: 5px solid #dfb5b4;\n", + " padding: 0.5em;\n", + " font-weight: bold;\n", + " font-size: 1.1em;;\n", + " }\n", + "\n", + "\n", + "\n", + "div.nota { \n", + " background-color: #DAFFDE;\n", + " border-left: 5px solid #92CC99;\n", + " padding: 0.5em;\n", + " }\n", + "\n", + "\n", + "\n", + "</style>\n", + "\n" + ], + "text/plain": [ + "<IPython.core.display.HTML object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "FIDLE 2020 - Practical Work Module\n", + "Version : 0.4.2\n", + "Run time : Sunday 23 February 2020, 12:48:24\n", + "TensorFlow version : 2.0.0\n", + "Keras version : 2.2.4-tf\n", + "Save figs : True\n", + "Path figs : ./figs\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import math\n", + "from math import erfc, sqrt, exp\n", + "from math import pi as PI\n", + "from math import e as E\n", + "import sys\n", + "\n", + "sys.path.append('..')\n", + "import fidle.pwk as ooo\n", + "\n", + "ooo.init()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "SELU_A = -sqrt(2/PI)/(erfc(1/sqrt(2))*exp(1/2)-1)\n", + "SELU_L = (1-erfc(1/sqrt(2))*sqrt(E))*sqrt(2*PI) / (2*erfc(sqrt(2))*E*E+PI*erfc(1/sqrt(2))**2*E-2*(2+PI)*erfc(1/sqrt(2))*sqrt(E)+PI+2)**0.5\n", + "\n", + "\n", + "def heaviside(z):\n", + " return np.where(z<0,0,1)\n", + "\n", + "def sign(z):\n", + " return np.where(z<0,-1,1)\n", + "# return np.sign(z)\n", + "\n", + "def sigmoid(z):\n", + " return 1 / (1 + np.exp(-z))\n", + "\n", + "def tanh(z):\n", + " return np.tanh(z)\n", + "\n", + "def relu(z):\n", + " return np.maximum(0, z)\n", + "\n", + "def leaky_relu(z,a=0.05):\n", + " return np.maximum(a*z, z)\n", + "\n", + "def elu(z,a=1):\n", + " #y=z.copy()\n", + " y=a*(np.exp(z)-1)\n", + " y[z>0]=z[z>0]\n", + " return y\n", + "\n", + "def selu(z):\n", + " return SELU_L*elu(z,a=SELU_A)\n", + "\n", + "def derivative(f, z, eps=0.000001):\n", + " return (f(z + eps) - f(z - eps))/(2 * eps)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "jupyter": { + "source_hidden": true + } + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 360x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pw=5\n", + "ph=5\n", + "\n", + "z = np.linspace(-5, 5, 200)\n", + "\n", + "\n", + "# ------ Heaviside\n", + "#\n", + "fig, ax = plt.subplots(1, 1)\n", + "fig.set_size_inches(pw,ph)\n", + "ax.set_xlim(-5, 5)\n", + "ax.set_ylim(-2, 2)\n", + "ax.axhline(y=0, linewidth=1, linestyle='--', color='lightgray')\n", + "ax.axvline(x=0, linewidth=1, linestyle='--', color='lightgray')\n", + "ax.plot(0, 0, \"rx\", markersize=10)\n", + "ax.plot(z, sign(z), linewidth=2, linestyle='-', color='steelblue', label=\"Heaviside\")\n", + "ax.plot(z, derivative(np.sign, z), label=\"dHeaviside/dx\")\n", + "ax.plot(z, sign(z), label=\"Heaviside\")\n", + "ax.set_title(\"Heaviside\")\n", + "ooo.save_fig('Heaviside')\n", + "plt.show()\n", + "\n", + "\n", + "# ----- Logit/Sigmoid\n", + "#\n", + "fig, ax = plt.subplots(1, 1)\n", + "fig.set_size_inches(pw,ph)\n", + "ax.set_xlim(-5, 5)\n", + "ax.set_ylim(-2, 2)\n", + "ax.axhline(y=0, linewidth=1, linestyle='--', color='lightgray')\n", + "ax.axvline(x=0, linewidth=1, linestyle='--', color='lightgray')\n", + "ax.plot(z, sigmoid(z), label=\"Sigmoid\")\n", + "ax.plot(z, derivative(sigmoid, z), label=\"dSigmoid/dx\")\n", + "ax.set_title(\"Logit\")\n", + "ooo.save_fig('Logit')\n", + "plt.show()\n", + "\n", + "# ----- Tanh\n", + "#\n", + "fig, ax = plt.subplots(1, 1)\n", + "fig.set_size_inches(pw,ph)\n", + "ax.set_xlim(-5, 5)\n", + "ax.set_ylim(-2, 2)\n", + "ax.axhline(y=0, linewidth=1, linestyle='--', color='lightgray')\n", + "ax.axvline(x=0, linewidth=1, linestyle='--', color='lightgray')\n", + "ax.plot(z, tanh(z), label=\"Tanh\")\n", + "ax.plot(z, derivative(tanh, z), label=\"dTanh/dx\")\n", + "ax.set_title(\"Tanh\")\n", + "ooo.save_fig('Tanh')\n", + "plt.show()\n", + "\n", + "# ----- Relu\n", + "#\n", + "fig, ax = plt.subplots(1, 1)\n", + "fig.set_size_inches(pw,ph)\n", + "ax.set_xlim(-5, 5)\n", + "ax.set_ylim(-2, 2)\n", + "ax.axhline(y=0, linewidth=1, linestyle='--', color='lightgray')\n", + "ax.axvline(x=0, linewidth=1, linestyle='--', color='lightgray')\n", + "ax.plot(z, relu(z), label=\"ReLU\")\n", + "ax.plot(z, derivative(relu, z), label=\"dReLU/dx\")\n", + "ax.set_title(\"ReLU\")\n", + "ooo.save_fig('ReLU')\n", + "plt.show()\n", + "\n", + "# ----- Leaky Relu\n", + "#\n", + "fig, ax = plt.subplots(1, 1)\n", + "fig.set_size_inches(pw,ph)\n", + "ax.set_xlim(-5, 5)\n", + "ax.set_ylim(-2, 2)\n", + "ax.axhline(y=0, linewidth=1, linestyle='--', color='lightgray')\n", + "ax.axvline(x=0, linewidth=1, linestyle='--', color='lightgray')\n", + "ax.plot(z, leaky_relu(z), label=\"Leaky ReLU\")\n", + "ax.plot(z, derivative( leaky_relu, z), label=\"dLeakyReLU/dx\")\n", + "ax.set_title(\"Leaky ReLU (α=0.05)\")\n", + "ooo.save_fig('LeakyReLU')\n", + "plt.show()\n", + "\n", + "# ----- Elu\n", + "#\n", + "fig, ax = plt.subplots(1, 1)\n", + "fig.set_size_inches(pw,ph)\n", + "ax.set_xlim(-5, 5)\n", + "ax.set_ylim(-2, 2)\n", + "ax.axhline(y=0, linewidth=1, linestyle='--', color='lightgray')\n", + "ax.axvline(x=0, linewidth=1, linestyle='--', color='lightgray')\n", + "ax.plot(z, elu(z), label=\"ReLU\")\n", + "ax.plot(z, derivative( elu, z), label=\"dExpReLU/dx\")\n", + "ax.set_title(\"ELU (α=1)\")\n", + "ooo.save_fig('ELU')\n", + "plt.show()\n", + "\n", + "# ----- Selu\n", + "#\n", + "fig, ax = plt.subplots(1, 1)\n", + "fig.set_size_inches(pw,ph)\n", + "ax.set_xlim(-5, 5)\n", + "ax.set_ylim(-2, 2)\n", + "ax.axhline(y=0, linewidth=1, linestyle='--', color='lightgray')\n", + "ax.axvline(x=0, linewidth=1, linestyle='--', color='lightgray')\n", + "ax.plot(z, selu(z), label=\"SeLU\")\n", + "ax.plot(z, derivative( selu, z), label=\"dSeLU/dx\")\n", + "ax.set_title(\"ELU (SELU)\")\n", + "ooo.save_fig('SeLU')\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "<img width=\"80px\" src=\"../fidle/img/00-Fidle-logo-01.svg\"></img>" + ] + } + ], + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Prerequisites/Numpy.ipynb b/Misc/Numpy.ipynb similarity index 100% rename from Prerequisites/Numpy.ipynb rename to Misc/Numpy.ipynb diff --git a/README.ipynb b/README.ipynb index 8f6c1cc..47a061f 100644 --- a/README.ipynb +++ b/README.ipynb @@ -49,8 +49,6 @@ "<!-- DO NOT REMOVE THIS TAG !!! -->\n", "<!-- INDEX -->\n", "<!-- INDEX_BEGIN -->\n", - "[[NP1] - A short introduction to Numpy](Prerequisites/Numpy.ipynb) \n", - " Numpy is an essential tool for the Scientific Python. \n", "[[LINR1] - Linear regression with direct resolution](LinearReg/01-Linear-Regression.ipynb) \n", " Direct determination of linear regression \n", "[[GRAD1] - Linear regression with gradient descent](LinearReg/02-Gradient-descent.ipynb) \n", @@ -59,6 +57,8 @@ " Illustration of the problem of complexity with the polynomial regression \n", "[[LOGR1] - Logistic regression, in pure Tensorflow](LinearReg/04-Logistic-Regression.ipynb) \n", " Logistic Regression with Mini-Batch Gradient Descent using pure TensorFlow. \n", + "[[PER57] - Perceptron Model 1957](IRIS/01-Simple-Perceptron.ipynb) \n", + " A simple perceptron, with the IRIS dataset. \n", "[[MNIST1] - Simple classification with DNN](MNIST/01-DNN-MNIST.ipynb) \n", " Example of classification with a fully connected neural network \n", "[[BHP1] - Regression with a Dense Network (DNN)](BHPD/01-DNN-Regression.ipynb) \n", @@ -91,7 +91,7 @@ " First generative network experience with the MNIST dataset \n", "[[VAE2] - Variational AutoEncoder (VAE) with MNIST - Analysis](VAE/02-VAE-with-MNIST-post.ipynb) \n", " Use of the previously trained model, analysis of the results \n", - "[[VAE3] - About the CelebA dataset](VAE/03-Prepare-CelebA.ipynb) \n", + "[[VAE3] - About the CelebA dataset](VAE/03-About-CelebA.ipynb) \n", " New VAE experience, but with a larger and more fun dataset \n", "[[VAE4] - Preparation of the CelebA dataset](VAE/04-Prepare-CelebA-batch.ipynb) \n", " Preparation of a clustered dataset, batchable \n", @@ -107,6 +107,10 @@ " Bash script for OAR batch submission of a notebook \n", "[[BASH2] - SLURM batch script](VAE/batch-slurm.sh) \n", " Bash script for SLURM batch submission of a notebook \n", + "[[ACTF1] - Activation functions](Misc/Activation-Functions.ipynb) \n", + " Some activation functions, with their derivatives. \n", + "[[NP1] - A short introduction to Numpy](Misc/Numpy.ipynb) \n", + " Numpy is an essential tool for the Scientific Python. \n", "<!-- INDEX_END -->\n", "\n", "\n", diff --git a/README.md b/README.md index cd8ca6f..980d9ef 100644 --- a/README.md +++ b/README.md @@ -35,8 +35,6 @@ Useful information is also available in the [wiki](https://gricad-gitlab.univ-gr <!-- DO NOT REMOVE THIS TAG !!! --> <!-- INDEX --> <!-- INDEX_BEGIN --> -[[NP1] - A short introduction to Numpy](Prerequisites/Numpy.ipynb) - Numpy is an essential tool for the Scientific Python. [[LINR1] - Linear regression with direct resolution](LinearReg/01-Linear-Regression.ipynb) Direct determination of linear regression [[GRAD1] - Linear regression with gradient descent](LinearReg/02-Gradient-descent.ipynb) @@ -45,6 +43,8 @@ Useful information is also available in the [wiki](https://gricad-gitlab.univ-gr Illustration of the problem of complexity with the polynomial regression [[LOGR1] - Logistic regression, in pure Tensorflow](LinearReg/04-Logistic-Regression.ipynb) Logistic Regression with Mini-Batch Gradient Descent using pure TensorFlow. +[[PER57] - Perceptron Model 1957](IRIS/01-Simple-Perceptron.ipynb) + A simple perceptron, with the IRIS dataset. [[MNIST1] - Simple classification with DNN](MNIST/01-DNN-MNIST.ipynb) Example of classification with a fully connected neural network [[BHP1] - Regression with a Dense Network (DNN)](BHPD/01-DNN-Regression.ipynb) @@ -77,7 +77,7 @@ Useful information is also available in the [wiki](https://gricad-gitlab.univ-gr First generative network experience with the MNIST dataset [[VAE2] - Variational AutoEncoder (VAE) with MNIST - Analysis](VAE/02-VAE-with-MNIST-post.ipynb) Use of the previously trained model, analysis of the results -[[VAE3] - About the CelebA dataset](VAE/03-Prepare-CelebA.ipynb) +[[VAE3] - About the CelebA dataset](VAE/03-About-CelebA.ipynb) New VAE experience, but with a larger and more fun dataset [[VAE4] - Preparation of the CelebA dataset](VAE/04-Prepare-CelebA-batch.ipynb) Preparation of a clustered dataset, batchable @@ -93,6 +93,10 @@ Useful information is also available in the [wiki](https://gricad-gitlab.univ-gr Bash script for OAR batch submission of a notebook [[BASH2] - SLURM batch script](VAE/batch-slurm.sh) Bash script for SLURM batch submission of a notebook +[[ACTF1] - Activation functions](Misc/Activation-Functions.ipynb) + Some activation functions, with their derivatives. +[[NP1] - A short introduction to Numpy](Misc/Numpy.ipynb) + Numpy is an essential tool for the Scientific Python. <!-- INDEX_END --> diff --git a/VAE/03-Prepare-CelebA.ipynb b/VAE/03-About-CelebA.ipynb similarity index 99% rename from VAE/03-Prepare-CelebA.ipynb rename to VAE/03-About-CelebA.ipynb index 1a5393d..fa2a0b8 100644 --- a/VAE/03-Prepare-CelebA.ipynb +++ b/VAE/03-About-CelebA.ipynb @@ -71,8 +71,8 @@ "text": [ "\n", "FIDLE 2020 - Practical Work Module\n", - "Version : 0.2.9\n", - "Run time : Friday 21 February 2020, 11:44:05\n", + "Version : 0.4.2\n", + "Run time : Sunday 23 February 2020, 20:59:00\n", "TensorFlow version : 2.0.0\n", "Keras version : 2.2.4-tf\n" ] @@ -106,21 +106,22 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Well, we should be at GRICAD !\n", - "We are going to use: /bettik/PROJECTS/pr-fidle/datasets/celeba\n" + "Well, we should be at HOME !\n", + "We are going to use: /home/pjluc/datasets/celeba\n" ] } ], "source": [ "place, dataset_dir = ooo.good_place( { 'GRICAD' : f'{os.getenv(\"SCRATCH_DIR\",\"\")}/PROJECTS/pr-fidle/datasets/celeba',\n", - " 'IDRIS' : f'{os.getenv(\"WORK\",\"\")}/datasets/celeba' } )" + " 'IDRIS' : f'{os.getenv(\"WORK\",\"\")}/datasets/celeba',\n", + " 'HOME' : f'{os.getenv(\"HOME\",\"\")}/datasets/celeba'} )" ] }, { diff --git a/VAE/04-Prepare-CelebA-batch.ipynb b/VAE/04-Prepare-CelebA-batch.ipynb index 5ecbb8c..fc248d1 100644 --- a/VAE/04-Prepare-CelebA-batch.ipynb +++ b/VAE/04-Prepare-CelebA-batch.ipynb @@ -69,7 +69,8 @@ "outputs": [], "source": [ "place, dataset_dir = ooo.good_place( { 'GRICAD' : f'{os.getenv(\"SCRATCH_DIR\",\"\")}/PROJECTS/pr-fidle/datasets/celeba',\n", - " 'IDRIS' : f'{os.getenv(\"WORK\",\"\")}/datasets/celeba' } )\n", + " 'IDRIS' : f'{os.getenv(\"WORK\",\"\")}/datasets/celeba',\n", + " 'HOME' : f'{os.getenv(\"HOME\",\"\")}/datasets/celeba'} )\n", "\n", "dataset_csv = f'{dataset_dir}/list_attr_celeba.csv'\n", "dataset_img = f'{dataset_dir}/img_align_celeba'" @@ -196,10 +197,20 @@ "cluster_size_test = 10000\n", "image_size = (128,128)\n", "\n", + "# ---- To write dataset in the project place\n", + "#\n", + "output_dir = dataset_dir\n", + "\n", + "# ---- To write dataset in a test place\n", + "# For small tests only !\n", + "#\n", + "# output_dir = './data'\n", + "# ooo.mkdir(output_dir)\n", + "\n", "# ---- Clusters location\n", "\n", - "train_dir = f'{dataset_dir}/clusters.train'\n", - "test_dir = f'{dataset_dir}/clusters.test'\n", + "train_dir = f'{output_dir}/clusters.train'\n", + "test_dir = f'{output_dir}/clusters.test'\n", "\n", "# ---- x_train, x_test\n", "#\n", diff --git a/VAE/05-Check-CelebA.ipynb b/VAE/05-Check-CelebA.ipynb index 7ff3faf..4d7b927 100644 --- a/VAE/05-Check-CelebA.ipynb +++ b/VAE/05-Check-CelebA.ipynb @@ -66,7 +66,8 @@ "outputs": [], "source": [ "place, dataset_dir = ooo.good_place( { 'GRICAD' : f'{os.getenv(\"SCRATCH_DIR\",\"\")}/PROJECTS/pr-fidle/datasets/celeba',\n", - " 'IDRIS' : f'{os.getenv(\"WORK\",\"\")}/datasets/celeba' } )\n", + " 'IDRIS' : f'{os.getenv(\"WORK\",\"\")}/datasets/celeba',\n", + " 'HOME' : f'{os.getenv(\"HOME\",\"\")}/datasets/celeba'} )\n", "\n", "train_dir = f'{dataset_dir}/clusters.train'\n", "test_dir = f'{dataset_dir}/clusters.test'" diff --git a/VAE/06-VAE-with-CelebA-s.ipynb b/VAE/06-VAE-with-CelebA-s.ipynb index d0b0182..c5141fe 100644 --- a/VAE/06-VAE-with-CelebA-s.ipynb +++ b/VAE/06-VAE-with-CelebA-s.ipynb @@ -76,7 +76,8 @@ "outputs": [], "source": [ "place, dataset_dir = ooo.good_place( { 'GRICAD' : f'{os.getenv(\"SCRATCH_DIR\",\"\")}/PROJECTS/pr-fidle/datasets/celeba',\n", - " 'IDRIS' : f'{os.getenv(\"WORK\",\"\")}/datasets/celeba' } )\n", + " 'IDRIS' : f'{os.getenv(\"WORK\",\"\")}/datasets/celeba',\n", + " 'HOME' : f'{os.getenv(\"HOME\",\"\")}/datasets/celeba'} )\n", "\n", "# ---- train/test datasets\n", "\n", diff --git a/VAE/07-VAE-with-CelebA-m.ipynb b/VAE/07-VAE-with-CelebA-m.ipynb index 6d078af..a6bd343 100644 --- a/VAE/07-VAE-with-CelebA-m.ipynb +++ b/VAE/07-VAE-with-CelebA-m.ipynb @@ -76,7 +76,8 @@ "outputs": [], "source": [ "place, dataset_dir = ooo.good_place( { 'GRICAD' : f'{os.getenv(\"SCRATCH_DIR\",\"\")}/PROJECTS/pr-fidle/datasets/celeba',\n", - " 'IDRIS' : f'{os.getenv(\"WORK\",\"\")}/datasets/celeba' } )\n", + " 'IDRIS' : f'{os.getenv(\"WORK\",\"\")}/datasets/celeba',\n", + " 'HOME' : f'{os.getenv(\"HOME\",\"\")}/datasets/celeba'} )\n", "\n", "# ---- train/test datasets\n", "\n", diff --git a/VAE/08-VAE-with-CelebA-m.nbconvert.ipynb b/VAE/08-VAE-with-CelebA-m.nbconvert.ipynb index 88f694b..13c392d 100644 --- a/VAE/08-VAE-with-CelebA-m.nbconvert.ipynb +++ b/VAE/08-VAE-with-CelebA-m.nbconvert.ipynb @@ -132,7 +132,8 @@ ], "source": [ "place, dataset_dir = ooo.good_place( { 'GRICAD' : f'{os.getenv(\"SCRATCH_DIR\",\"\")}/PROJECTS/pr-fidle/datasets/celeba',\n", - " 'IDRIS' : f'{os.getenv(\"WORK\",\"\")}/datasets/celeba' } )\n", + " 'IDRIS' : f'{os.getenv(\"WORK\",\"\")}/datasets/celeba',\n", + " 'HOME' : f'{os.getenv(\"HOME\",\"\")}/datasets/celeba'} )\n", "\n", "# ---- train/test datasets\n", "\n", @@ -335,7 +336,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.5" + "version": "3.7.6" } }, "nbformat": 4, diff --git a/VAE/12-VAE-withCelebA-post.ipynb b/VAE/12-VAE-withCelebA-post.ipynb index 2b66c85..8675899 100644 --- a/VAE/12-VAE-withCelebA-post.ipynb +++ b/VAE/12-VAE-withCelebA-post.ipynb @@ -151,7 +151,8 @@ ], "source": [ "place, dataset_dir = ooo.good_place( { 'GRICAD' : f'{os.getenv(\"SCRATCH_DIR\",\"\")}/PROJECTS/pr-fidle/datasets/celeba',\n", - " 'IDRIS' : f'{os.getenv(\"WORK\",\"\")}/datasets/celeba' } )\n", + " 'IDRIS' : f'{os.getenv(\"WORK\",\"\")}/datasets/celeba',\n", + " 'HOME' : f'{os.getenv(\"HOME\",\"\")}/datasets/celeba'} )\n", "\n", "train_dir = f'{dataset_dir}/clusters-M.train'\n", "test_dir = f'{dataset_dir}/clusters-M.test'\n", diff --git a/fidle/pwk.py b/fidle/pwk.py index e161fe3..b75e882 100644 --- a/fidle/pwk.py +++ b/fidle/pwk.py @@ -31,8 +31,12 @@ import seaborn as sn #IDRIS : module en cours d'installation from IPython.display import display,Markdown,HTML -VERSION='0.4.0' +VERSION='0.4.2' +_save_figs = False +_figs_dir = './figs' +_figs_name = 'fig_' +_figs_id = 0 # ------------------------------------------------------------- # init_all @@ -157,18 +161,22 @@ def rmin(l): # def plot_images(x,y=None, indices='all', columns=12, x_size=1, y_size=1, colorbar=False, y_pred=None, cm='binary',y_padding=0.35, spines_alpha=1, - fontsize=20): + fontsize=20, save_as='auto'): """ Show some images in a grid, with legends args: - x: images - Shapes must be (-1,lx,ly) (-1,lx,ly,1) or (-1,lx,ly,3) - y: real classes or labels or None (None) - indices: indices of images to show or None for all (None) - columns: number of columns (12) - x_size,y_size: figure size (1), (1) - colorbar: show colorbar (False) - y_pred: predicted classes (None) - cm: Matplotlib color map (binary) + x : images - Shapes must be (-1,lx,ly) (-1,lx,ly,1) or (-1,lx,ly,3) + y : real classes or labels or None (None) + indices : indices of images to show or None for all (None) + columns : number of columns (12) + x_size,y_size : figure size (1), (1) + colorbar : show colorbar (False) + y_pred : predicted classes (None) + cm : Matplotlib color map (binary) + y_padding : Padding / rows (0.35) + spines_alpha : Spines alpha (1.) + font_size : Font size in px (20) + save_as : Filename to use if save figs is enable ('auto') returns: nothing """ @@ -212,10 +220,11 @@ def plot_images(x,y=None, indices='all', columns=12, x_size=1, y_size=1, axs.set_xlabel(y[i],fontsize=fontsize) if colorbar: fig.colorbar(img,orientation="vertical", shrink=0.65) + save_fig(save_as) plt.show() -def plot_image(x,cm='binary', figsize=(4,4)): +def plot_image(x,cm='binary', figsize=(4,4),save_as='auto'): """ Draw a single image. Image shape can be (lx,ly), (lx,ly,1) or (lx,ly,n) @@ -237,6 +246,7 @@ def plot_image(x,cm='binary', figsize=(4,4)): # ---- Draw it plt.figure(figsize=figsize) plt.imshow(xx, cmap = cm, interpolation='lanczos') + save_fig(save_as) plt.show() @@ -245,7 +255,8 @@ def plot_image(x,cm='binary', figsize=(4,4)): # ------------------------------------------------------------- # def plot_history(history, figsize=(8,6), - plot={"Accuracy":['accuracy','val_accuracy'], 'Loss':['loss', 'val_loss']}): + plot={"Accuracy":['accuracy','val_accuracy'], 'Loss':['loss', 'val_loss']}, + save_as='auto'): """ Show history args: @@ -253,6 +264,7 @@ def plot_history(history, figsize=(8,6), figsize: fig size plot: list of data to plot : {<title>:[<metrics>,...], ...} """ + fig_id=0 for title,curves in plot.items(): plt.figure(figsize=figsize) plt.title(title) @@ -261,6 +273,12 @@ def plot_history(history, figsize=(8,6), for c in curves: plt.plot(history.history[c]) plt.legend(curves, loc='upper left') + if save_as=='auto': + figname='auto' + else: + figname=f'{save_as}_{fig_id}' + fig_id+=1 + save_fig(figname) plt.show() @@ -276,7 +294,8 @@ def plot_confusion_matrix(cm, cmap="gist_heat_r", vmin=0, vmax=1, - xticks=5,yticks=5): + xticks=5,yticks=5, + save_as='auto'): """ given a sklearn confusion matrix (cm), make a nice plot Note:bug in matplotlib 3.1.1 @@ -299,7 +318,7 @@ def plot_confusion_matrix(cm, vmin=vmin,vmax=vmax,annot=True) plt.ylabel('True label') plt.xlabel('Predicted label\naccuracy={:0.4f}; misclass={:0.4f}'.format(accuracy, misclass)) - + save_fig(save_as) plt.show() @@ -332,7 +351,7 @@ def display_confusion_matrix(y_true,y_pred,labels=None,color='green', .set_properties(**{'font-size': font_size})) -def plot_donut(values, labels, colors=["lightsteelblue","coral"], figsize=(6,6), title=None): +def plot_donut(values, labels, colors=["lightsteelblue","coral"], figsize=(6,6), title=None, save_as='auto'): """ Draw a donut args: @@ -359,8 +378,49 @@ def plot_donut(values, labels, colors=["lightsteelblue","coral"], figsize=(6,6), # Equal aspect ratio ensures that pie is drawn as a circle plt.axis('equal') plt.tight_layout() + save_fig(save_as) plt.show() + +def set_save_fig(save=True, figs_dir='./figs', figs_name='fig_', figs_id=0): + """ + Set save_fig parameters + Default figs name is <figs_name><figs_id>.{png|svg} + args: + save : Boolean, True to save figs (True) + figs_dir : Path to save figs (./figs) + figs_name : Default basename for figs (figs_) + figs_id : Start id for figs name (0) + """ + global _save_figs, _figs_dir, _figs_name, _figs_id + _save_figs = save + _figs_dir = figs_dir + _figs_name = figs_name + _figs_id = figs_id + print(f'Save figs : {_save_figs}') + print(f'Path figs : {_figs_dir}') + + +def save_fig(filename='auto', png=True, svg=False): + """ + Save current figure + args: + filename : Image filename ('auto') + png : Boolean. Save as png if True (True) + svg : Boolean. Save as svg if True (False) + """ + global _save_figs, _figs_dir, _figs_name, _figs_id + if not _save_figs : return + mkdir(_figs_dir) + if filename=='auto': + path=f'{_figs_dir}/{_figs_name}{_figs_id:02d}' + else: + path=f'{_figs_dir}/{filename}' + if png : plt.savefig( f'{path}.png') + if svg : plt.savefig( f'{path}.png') + if filename=='auto': _figs_id+=1 + + def display_md(md_text): display(Markdown(md_text)) -- GitLab