From 76481f3c33eaab134af41c6b8f81f8aee7f27f47 Mon Sep 17 00:00:00 2001
From: "Jean-Luc.Parouty@grenoble-inp.fr" <paroutyj@f-dahu.u-ga.fr>
Date: Fri, 28 Feb 2020 17:59:12 +0100
Subject: [PATCH] Ready for Dahu
---
BHPD/01-DNN-Regression.ipynb | 1098 +++++++++++-----------
BHPD/02-DNN-Regression-Premium.ipynb | 863 ++++++++---------
GTSRB/01-Preparation-of-data.ipynb | 167 +++-
GTSRB/02-First-convolutions.ipynb | 294 +++++-
GTSRB/03-Tracking-and-visualizing.ipynb | 542 +++++++++--
GTSRB/04-Data-augmentation.ipynb | 356 +++++--
GTSRB/05-Full-convolutions.ipynb | 165 +++-
GTSRB/06-Full-convolutions-batch.ipynb | 187 +++-
GTSRB/07-Full-convolutions-reports.ipynb | 636 +++++--------
MNIST/01-DNN-MNIST.ipynb | 23 +-
fidle/pwk.py | 12 +-
11 files changed, 2685 insertions(+), 1658 deletions(-)
diff --git a/BHPD/01-DNN-Regression.ipynb b/BHPD/01-DNN-Regression.ipynb
index b7760b2..4efb92a 100644
--- a/BHPD/01-DNN-Regression.ipynb
+++ b/BHPD/01-DNN-Regression.ipynb
@@ -63,6 +63,25 @@
" padding: 0.5em;\n",
" }\n",
"\n",
+ "div.todo:before { content:url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1My44OTEyIiBoZWlnaHQ9IjE0My4zOTAyIiB2aWV3Qm94PSIwIDAgNTMuODkxMiAxNDMuMzkwMiI+PHRpdGxlPjAwLUJvYi10b2RvPC90aXRsZT48cGF0aCBkPSJNMjMuNDU2OCwxMTQuMzAxNmExLjgwNjMsMS44MDYzLDAsMSwxLDEuODE1NywxLjgyNEExLjgyMDksMS44MjA5LDAsMCwxLDIzLjQ1NjgsMTE0LjMwMTZabS0xMC42NjEyLDEuODIyQTEuODI3MiwxLjgyNzIsMCwxLDAsMTAuOTgsMTE0LjMsMS44MiwxLjgyLDAsMCwwLDEyLjc5NTYsMTE2LjEyMzZabS03LjcwNyw0LjU4NzR2LTVzLjQ4NjMtOS4xMjIzLDguMDIxNS0xMS45Njc1YTE5LjIwODIsMTkuMjA4MiwwLDAsMSw2LjA0ODYtMS4yNDU0LDE5LjE3NzgsMTkuMTc3OCwwLDAsMSw2LjA0ODcsMS4yNDc1YzcuNTM1MSwyLjgzNDcsOC4wMTc0LDExLjk2NzQsOC4wMTc0LDExLjk2NzR2NS4wMjM0bC4wMDQyLDcuNjgydjIuNGMuMDE2Ny4xOTkyLjAzMzYuMzkyMS4wMzM2LjU4NzEsMCwuMjEzOC0uMDE2OC40MTA5LS4wMzM2LjYzMzJ2LjA1ODdoLS4wMDg0YTguMzcxOSw4LjM3MTksMCwwLDEtNy4zNzM4LDcuNjU0N3MtLjk5NTMsMy42MzgtNi42OTMzLDMuNjM4LTYuNjkzNC0zLjYzOC02LjY5MzQtMy42MzhhOC4zNyw4LjM3LDAsMCwxLTcuMzcxNi03LjY1NDdINS4wODQzdi0uMDU4N2MtLjAxODktLjIyLS4wMjk0LS40MTk0LS4wMjk0LS42MzMyLDAtLjE5MjkuMDE2Ny0uMzgzNy4wMjk0LS41ODcxdi0yLjRtMTguMDkzNy00LjA0YTEuMTU2NSwxLjE1NjUsMCwxLDAtMi4zMTI2LDAsMS4xNTY0LDEuMTU2NCwwLDEsMCwyLjMxMjYsMFptNC4wODM0LDBhMS4xNTk1LDEuMTU5NSwwLDEsMC0xLjE2MzYsMS4xN0ExLjE3NSwxLjE3NSwwLDAsMCwyNy4yNjE0LDEyNC4zNzc5Wk05LjM3MzksMTE0LjYzNWMwLDMuMTA5MywyLjQxMzIsMy4zMSwyLjQxMzIsMy4zMWExMzMuOTI0MywxMzMuOTI0MywwLDAsMCwxNC43MzQ4LDBzMi40MTExLS4xOTI5LDIuNDExMS0zLjMxYTguMDc3Myw4LjA3NzMsMCwwLDAtMi40MTExLTUuNTUxOWMtNC41LTMuNTAzMy05LjkxMjYtMy41MDMzLTE0Ljc0MTEsMEE4LjA4NTEsOC4wODUxLDAsMCwwLDkuMzczOSwxMTQuNjM1WiIgc3R5bGU9ImZpbGw6IzAxMDEwMSIvPjxjaXJjbGUgY3g9IjMzLjE0MzYiIGN5PSIxMjQuNTM0IiByPSIzLjgzNjMiIHN0eWxlPSJmaWxsOiMwMTAxMDEiLz48cmVjdCB4PSIzNS42NjU5IiB5PSIxMTIuOTYyNSIgd2lkdGg9IjIuMDc3IiBoZWlnaHQ9IjEwLjU0NTgiIHRyYW5zZm9ybT0idHJhbnNsYXRlKDIxLjYgMjQxLjExMjEpIHJvdGF0ZSgtMTU1Ljc0NikiIHN0eWxlPSJmaWxsOiMwMTAxMDEiLz48Y2lyY2xlIGN4PSIzOC44NzA0IiBjeT0iMTEzLjQyNzkiIHI9IjIuNDA4NSIgc3R5bGU9ImZpbGw6IzAxMDEwMSIvPjxjaXJjbGUgY3g9IjUuMjI0OCIgY3k9IjEyNC41MzQiIHI9IjMuODM2MyIgc3R5bGU9ImZpbGw6IzAxMDEwMSIvPjxyZWN0IHg9IjEuNDE2NCIgeT0iMTI0LjYzMDEiIHdpZHRoPSIyLjA3NyIgaGVpZ2h0PSIxMC41NDU4IiB0cmFuc2Zvcm09InRyYW5zbGF0ZSg0LjkwOTcgMjU5LjgwNikgcm90YXRlKC0xODApIiBzdHlsZT0iZmlsbDojMDEwMTAxIi8+PGNpcmNsZSBjeD0iMi40MDkxIiBjeT0iMTM3LjA5OTYiIHI9IjIuNDA4NSIgc3R5bGU9ImZpbGw6IzAxMDEwMSIvPjxwYXRoIGQ9Ik0xOC4wNTExLDEwMC4xMDY2aC0uMDE0NlYxMDIuNjFoMi4zdi0yLjQyNzlhMi40MjI5LDIuNDIyOSwwLDEsMC0yLjI4NTQtLjA3NTVaIiBzdHlsZT0iZmlsbDojMDEwMTAxIi8+PHBhdGggZD0iTTM5LjQyMTQsMjcuMjU4djEuMDVBMTEuOTQ1MiwxMS45NDUyLDAsMCwwLDQ0LjU5NTQsNS43OWEuMjQ0OS4yNDQ5LDAsMCwxLS4wMjM1LS40MjI3TDQ2Ljc1LDMuOTUxNWEuMzg5Mi4zODkyLDAsMCwxLC40MjYyLDAsMTQuODQ0MiwxNC44NDQyLDAsMCwxLTcuNzU0MywyNy4yNTkxdjEuMDY3YS40NS40NSwwLDAsMS0uNzA0Ny4zNzU4bC0zLjg0MTktMi41MWEuNDUuNDUsMCwwLDEsMC0uNzUxNmwzLjg0MTktMi41MWEuNDUuNDUsMCwwLDEsLjY5NDYuMzc1OFpNNDMuMjMsMi41ODkyLDM5LjM4NzguMDc5NGEuNDUuNDUsMCwwLDAtLjcwNDYuMzc1OHYxLjA2N2ExNC44NDQyLDE0Ljg0NDIsMCwwLDAtNy43NTQzLDI3LjI1OTEuMzg5LjM4OSwwLDAsMCwuNDI2MSwwbDIuMTc3Ny0xLjQxOTNhLjI0NS4yNDUsMCwwLDAtLjAyMzUtLjQyMjgsMTEuOTQ1MSwxMS45NDUxLDAsMCwxLDUuMTc0LTIyLjUxNDZ2MS4wNWEuNDUuNDUsMCwwLDAsLjcwNDYuMzc1OGwzLjg1NTMtMi41MWEuNDUuNDUsMCwwLDAsMC0uNzUxNlpNMzkuMDUyMywxNC4yNDU4YTIuMTIwNiwyLjEyMDYsMCwxLDAsMi4xMjA2LDIuMTIwNmgwQTIuMTI0LDIuMTI0LDAsMCwwLDM5LjA1MjMsMTQuMjQ1OFptNi4wNzMyLTQuNzc4MS44MjU0LjgyNTVhMS4wNTY4LDEuMDU2OCwwLDAsMSwuMTE3NSwxLjM0MjFsLS44MDIsMS4xNDQyYTcuMTAxOCw3LjEwMTgsMCwwLDEsLjcxMTQsMS43MTEybDEuMzc1Ny4yNDE2YTEuMDU2OSwxLjA1NjksMCwwLDEsLjg3NTcsMS4wNHYxLjE2NDNhMS4wNTY5LDEuMDU2OSwwLDAsMS0uODc1NywxLjA0bC0xLjM3MjQuMjQxNkE3LjExLDcuMTEsMCwwLDEsNDUuMjcsMTkuOTNsLjgwMTksMS4xNDQyYTEuMDU3LDEuMDU3LDAsMCwxLS4xMTc0LDEuMzQyMmwtLjgyODguODQ4OWExLjA1NywxLjA1NywwLDAsMS0xLjM0MjEuMTE3NGwtMS4xNDQyLS44MDE5YTcuMTMzOCw3LjEzMzgsMCwwLDEtMS43MTEzLjcxMTNsLS4yNDE2LDEuMzcyNGExLjA1NjgsMS4wNTY4LDAsMCwxLTEuMDQuODc1N0gzOC40Njg0YTEuMDU2OCwxLjA1NjgsMCwwLDEtMS4wNC0uODc1N2wtLjI0MTYtMS4zNzI0YTcuMTM1NSw3LjEzNTUsMCwwLDEtMS43MTEzLS43MTEzbC0xLjE0NDEuODAxOWExLjA1NzEsMS4wNTcxLDAsMCwxLTEuMzQyMi0uMTE3NGwtLjgzNTUtLjgyNTVhMS4wNTcsMS4wNTcsMCwwLDEtLjExNzQtMS4zNDIxbC44MDE5LTEuMTQ0MmE3LjEyMSw3LjEyMSwwLDAsMS0uNzExMy0xLjcxMTJsLTEuMzcyNC0uMjQxNmExLjA1NjksMS4wNTY5LDAsMCwxLS44NzU3LTEuMDRWMTUuNzgyNmExLjA1NjksMS4wNTY5LDAsMCwxLC44NzU3LTEuMDRsMS4zNzU3LS4yNDE2YTcuMTEsNy4xMSwwLDAsMSwuNzExNC0xLjcxMTJsLS44MDItMS4xNDQyYTEuMDU3LDEuMDU3LDAsMCwxLC4xMTc1LTEuMzQyMmwuODI1NC0uODI1NEExLjA1NjgsMS4wNTY4LDAsMCwxLDM0LjMyNDUsOS4zNmwxLjE0NDIuODAxOUE3LjEzNTUsNy4xMzU1LDAsMCwxLDM3LjE4LDkuNDUxbC4yNDE2LTEuMzcyNGExLjA1NjgsMS4wNTY4LDAsMCwxLDEuMDQtLjg3NTdoMS4xNjc3YTEuMDU2OSwxLjA1NjksMCwwLDEsMS4wNC44NzU3bC4yNDE2LDEuMzcyNGE3LjEyNSw3LjEyNSwwLDAsMSwxLjcxMTIuNzExM0w0My43NjY2LDkuMzZBMS4wNTY5LDEuMDU2OSwwLDAsMSw0NS4xMjU1LDkuNDY3N1ptLTIuMDMsNi44OTg3QTQuMDQzMyw0LjA0MzMsMCwxLDAsMzkuMDUyMywyMC40MWgwQTQuMDQ2NSw0LjA0NjUsMCwwLDAsNDMuMDk1NSwxNi4zNjY0WiIgc3R5bGU9ImZpbGw6I2UxMjIyOSIvPjxwb2x5Z29uIHBvaW50cz0iMzkuNDEzIDM0Ljc1NyAzOS41MzcgMzQuNzU3IDM5LjY3NSAzNC43NTcgMzkuNjc1IDEwOS41MSAzOS41MzcgMTA5LjUxIDM5LjQxMyAxMDkuNTEgMzkuNDEzIDM0Ljc1NyAzOS40MTMgMzQuNzU3IiBzdHlsZT0iZmlsbDpub25lO3N0cm9rZTojOTk5O3N0cm9rZS1saW5lY2FwOnJvdW5kO3N0cm9rZS1taXRlcmxpbWl0OjEwO3N0cm9rZS13aWR0aDowLjMwODg1NDQ1MDU2MDE2MThweDtmaWxsLXJ1bGU6ZXZlbm9kZCIvPjwvc3ZnPg==);\n",
+ " float:left;\n",
+ " margin-right:20px;\n",
+ " margin-top:-20px;\n",
+ " margin-bottom:20px;\n",
+ "}\n",
+ "div.todo{\n",
+ " font-weight: bold;\n",
+ " font-size: 1.1em;\n",
+ " margin-top:40px;\n",
+ "}\n",
+ "div.todo ul{\n",
+ " margin: 0.2em;\n",
+ "}\n",
+ "div.todo li{\n",
+ " margin-left:60px;\n",
+ " margin-top:0;\n",
+ " margin-bottom:0;\n",
+ "}\n",
"\n",
"\n",
"</style>\n",
@@ -81,8 +100,8 @@
"text": [
"\n",
"FIDLE 2020 - Practical Work Module\n",
- "Version : 0.4.2\n",
- "Run time : Wednesday 26 February 2020, 18:59:13\n",
+ "Version : 0.4.3\n",
+ "Run time : Friday 28 February 2020, 10:21:04\n",
"TensorFlow version : 2.0.0\n",
"Keras version : 2.2.4-tf\n"
]
@@ -137,96 +156,96 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- "</style><table id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1\" ><caption>Few lines of the dataset :</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> <th class=\"col_heading level0 col13\" >medv</th> </tr></thead><tbody>\n",
+ "</style><table id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83\" ><caption>Few lines of the dataset :</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> <th class=\"col_heading level0 col13\" >medv</th> </tr></thead><tbody>\n",
" <tr>\n",
- " <th id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row0_col0\" class=\"data row0 col0\" >0.01</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row0_col1\" class=\"data row0 col1\" >18.00</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row0_col2\" class=\"data row0 col2\" >2.31</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row0_col3\" class=\"data row0 col3\" >0.00</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row0_col4\" class=\"data row0 col4\" >0.54</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row0_col5\" class=\"data row0 col5\" >6.58</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row0_col6\" class=\"data row0 col6\" >65.20</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row0_col7\" class=\"data row0 col7\" >4.09</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row0_col8\" class=\"data row0 col8\" >1.00</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row0_col9\" class=\"data row0 col9\" >296.00</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row0_col10\" class=\"data row0 col10\" >15.30</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row0_col11\" class=\"data row0 col11\" >396.90</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row0_col12\" class=\"data row0 col12\" >4.98</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row0_col13\" class=\"data row0 col13\" >24.00</td>\n",
+ " <th id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row0_col0\" class=\"data row0 col0\" >0.01</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row0_col1\" class=\"data row0 col1\" >18.00</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row0_col2\" class=\"data row0 col2\" >2.31</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row0_col3\" class=\"data row0 col3\" >0.00</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row0_col4\" class=\"data row0 col4\" >0.54</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row0_col5\" class=\"data row0 col5\" >6.58</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row0_col6\" class=\"data row0 col6\" >65.20</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row0_col7\" class=\"data row0 col7\" >4.09</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row0_col8\" class=\"data row0 col8\" >1.00</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row0_col9\" class=\"data row0 col9\" >296.00</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row0_col10\" class=\"data row0 col10\" >15.30</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row0_col11\" class=\"data row0 col11\" >396.90</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row0_col12\" class=\"data row0 col12\" >4.98</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row0_col13\" class=\"data row0 col13\" >24.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row1_col0\" class=\"data row1 col0\" >0.03</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row1_col1\" class=\"data row1 col1\" >0.00</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row1_col2\" class=\"data row1 col2\" >7.07</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row1_col3\" class=\"data row1 col3\" >0.00</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row1_col4\" class=\"data row1 col4\" >0.47</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row1_col5\" class=\"data row1 col5\" >6.42</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row1_col6\" class=\"data row1 col6\" >78.90</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row1_col7\" class=\"data row1 col7\" >4.97</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row1_col8\" class=\"data row1 col8\" >2.00</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row1_col9\" class=\"data row1 col9\" >242.00</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row1_col10\" class=\"data row1 col10\" >17.80</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row1_col11\" class=\"data row1 col11\" >396.90</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row1_col12\" class=\"data row1 col12\" >9.14</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row1_col13\" class=\"data row1 col13\" >21.60</td>\n",
+ " <th id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row1_col0\" class=\"data row1 col0\" >0.03</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row1_col1\" class=\"data row1 col1\" >0.00</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row1_col2\" class=\"data row1 col2\" >7.07</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row1_col3\" class=\"data row1 col3\" >0.00</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row1_col4\" class=\"data row1 col4\" >0.47</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row1_col5\" class=\"data row1 col5\" >6.42</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row1_col6\" class=\"data row1 col6\" >78.90</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row1_col7\" class=\"data row1 col7\" >4.97</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row1_col8\" class=\"data row1 col8\" >2.00</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row1_col9\" class=\"data row1 col9\" >242.00</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row1_col10\" class=\"data row1 col10\" >17.80</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row1_col11\" class=\"data row1 col11\" >396.90</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row1_col12\" class=\"data row1 col12\" >9.14</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row1_col13\" class=\"data row1 col13\" >21.60</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row2_col0\" class=\"data row2 col0\" >0.03</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row2_col1\" class=\"data row2 col1\" >0.00</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row2_col2\" class=\"data row2 col2\" >7.07</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row2_col3\" class=\"data row2 col3\" >0.00</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row2_col4\" class=\"data row2 col4\" >0.47</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row2_col5\" class=\"data row2 col5\" >7.18</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row2_col6\" class=\"data row2 col6\" >61.10</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row2_col7\" class=\"data row2 col7\" >4.97</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row2_col8\" class=\"data row2 col8\" >2.00</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row2_col9\" class=\"data row2 col9\" >242.00</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row2_col10\" class=\"data row2 col10\" >17.80</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row2_col11\" class=\"data row2 col11\" >392.83</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row2_col12\" class=\"data row2 col12\" >4.03</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row2_col13\" class=\"data row2 col13\" >34.70</td>\n",
+ " <th id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row2_col0\" class=\"data row2 col0\" >0.03</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row2_col1\" class=\"data row2 col1\" >0.00</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row2_col2\" class=\"data row2 col2\" >7.07</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row2_col3\" class=\"data row2 col3\" >0.00</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row2_col4\" class=\"data row2 col4\" >0.47</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row2_col5\" class=\"data row2 col5\" >7.18</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row2_col6\" class=\"data row2 col6\" >61.10</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row2_col7\" class=\"data row2 col7\" >4.97</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row2_col8\" class=\"data row2 col8\" >2.00</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row2_col9\" class=\"data row2 col9\" >242.00</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row2_col10\" class=\"data row2 col10\" >17.80</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row2_col11\" class=\"data row2 col11\" >392.83</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row2_col12\" class=\"data row2 col12\" >4.03</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row2_col13\" class=\"data row2 col13\" >34.70</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row3_col0\" class=\"data row3 col0\" >0.03</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row3_col1\" class=\"data row3 col1\" >0.00</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row3_col2\" class=\"data row3 col2\" >2.18</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row3_col3\" class=\"data row3 col3\" >0.00</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row3_col4\" class=\"data row3 col4\" >0.46</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row3_col5\" class=\"data row3 col5\" >7.00</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row3_col6\" class=\"data row3 col6\" >45.80</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row3_col7\" class=\"data row3 col7\" >6.06</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row3_col8\" class=\"data row3 col8\" >3.00</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row3_col9\" class=\"data row3 col9\" >222.00</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row3_col10\" class=\"data row3 col10\" >18.70</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row3_col11\" class=\"data row3 col11\" >394.63</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row3_col12\" class=\"data row3 col12\" >2.94</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row3_col13\" class=\"data row3 col13\" >33.40</td>\n",
+ " <th id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row3_col0\" class=\"data row3 col0\" >0.03</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row3_col1\" class=\"data row3 col1\" >0.00</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row3_col2\" class=\"data row3 col2\" >2.18</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row3_col3\" class=\"data row3 col3\" >0.00</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row3_col4\" class=\"data row3 col4\" >0.46</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row3_col5\" class=\"data row3 col5\" >7.00</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row3_col6\" class=\"data row3 col6\" >45.80</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row3_col7\" class=\"data row3 col7\" >6.06</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row3_col8\" class=\"data row3 col8\" >3.00</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row3_col9\" class=\"data row3 col9\" >222.00</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row3_col10\" class=\"data row3 col10\" >18.70</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row3_col11\" class=\"data row3 col11\" >394.63</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row3_col12\" class=\"data row3 col12\" >2.94</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row3_col13\" class=\"data row3 col13\" >33.40</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row4_col0\" class=\"data row4 col0\" >0.07</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row4_col2\" class=\"data row4 col2\" >2.18</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row4_col4\" class=\"data row4 col4\" >0.46</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row4_col5\" class=\"data row4 col5\" >7.15</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row4_col6\" class=\"data row4 col6\" >54.20</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row4_col7\" class=\"data row4 col7\" >6.06</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row4_col8\" class=\"data row4 col8\" >3.00</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row4_col9\" class=\"data row4 col9\" >222.00</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row4_col10\" class=\"data row4 col10\" >18.70</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row4_col11\" class=\"data row4 col11\" >396.90</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row4_col12\" class=\"data row4 col12\" >5.33</td>\n",
- " <td id=\"T_b264cb30_58c1_11ea_b1f5_11dce601eea1row4_col13\" class=\"data row4 col13\" >36.20</td>\n",
+ " <th id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row4_col0\" class=\"data row4 col0\" >0.07</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row4_col2\" class=\"data row4 col2\" >2.18</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row4_col4\" class=\"data row4 col4\" >0.46</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row4_col5\" class=\"data row4 col5\" >7.15</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row4_col6\" class=\"data row4 col6\" >54.20</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row4_col7\" class=\"data row4 col7\" >6.06</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row4_col8\" class=\"data row4 col8\" >3.00</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row4_col9\" class=\"data row4 col9\" >222.00</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row4_col10\" class=\"data row4 col10\" >18.70</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row4_col11\" class=\"data row4 col11\" >396.90</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row4_col12\" class=\"data row4 col12\" >5.33</td>\n",
+ " <td id=\"T_a693c87e_5a0b_11ea_b39f_3573e419ff83row4_col13\" class=\"data row4 col13\" >36.20</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7f5d03dbae10>"
+ "<pandas.io.formats.style.Styler at 0x7fdca7b03c90>"
]
},
"metadata": {},
@@ -312,139 +331,139 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- "</style><table id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1\" ><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_a8cfb882_5a0b_11ea_b39f_3573e419ff83\" ><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_b26d1074_58c1_11ea_b1f5_11dce601eea1level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row0_col12\" class=\"data row0 col12\" >354.00</td>\n",
+ " <th id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row0_col12\" class=\"data row0 col12\" >354.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row1_col0\" class=\"data row1 col0\" >3.67</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row1_col1\" class=\"data row1 col1\" >9.50</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row1_col2\" class=\"data row1 col2\" >11.09</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row1_col3\" class=\"data row1 col3\" >0.07</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row1_col4\" class=\"data row1 col4\" >0.56</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row1_col5\" class=\"data row1 col5\" >6.28</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row1_col6\" class=\"data row1 col6\" >69.05</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row1_col7\" class=\"data row1 col7\" >3.70</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row1_col8\" class=\"data row1 col8\" >9.73</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row1_col9\" class=\"data row1 col9\" >409.71</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row1_col10\" class=\"data row1 col10\" >18.58</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row1_col11\" class=\"data row1 col11\" >360.94</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row1_col12\" class=\"data row1 col12\" >12.52</td>\n",
+ " <th id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row1_col0\" class=\"data row1 col0\" >3.90</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row1_col1\" class=\"data row1 col1\" >10.85</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row1_col2\" class=\"data row1 col2\" >11.45</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row1_col3\" class=\"data row1 col3\" >0.07</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row1_col4\" class=\"data row1 col4\" >0.56</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row1_col5\" class=\"data row1 col5\" >6.29</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row1_col6\" class=\"data row1 col6\" >69.43</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row1_col7\" class=\"data row1 col7\" >3.78</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row1_col8\" class=\"data row1 col8\" >9.97</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row1_col9\" class=\"data row1 col9\" >418.34</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row1_col10\" class=\"data row1 col10\" >18.50</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row1_col11\" class=\"data row1 col11\" >352.75</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row1_col12\" class=\"data row1 col12\" >12.70</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row2_col0\" class=\"data row2 col0\" >8.60</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row2_col1\" class=\"data row2 col1\" >20.88</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row2_col2\" class=\"data row2 col2\" >6.74</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row2_col3\" class=\"data row2 col3\" >0.26</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row2_col4\" class=\"data row2 col4\" >0.11</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row2_col5\" class=\"data row2 col5\" >0.71</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row2_col6\" class=\"data row2 col6\" >27.43</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row2_col7\" class=\"data row2 col7\" >2.04</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row2_col8\" class=\"data row2 col8\" >8.77</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row2_col9\" class=\"data row2 col9\" >170.77</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row2_col10\" class=\"data row2 col10\" >2.09</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row2_col11\" class=\"data row2 col11\" >85.01</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row2_col12\" class=\"data row2 col12\" >7.06</td>\n",
+ " <th id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row2_col0\" class=\"data row2 col0\" >9.32</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row2_col1\" class=\"data row2 col1\" >23.12</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row2_col2\" class=\"data row2 col2\" >6.85</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row2_col3\" class=\"data row2 col3\" >0.26</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row2_col4\" class=\"data row2 col4\" >0.12</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row2_col5\" class=\"data row2 col5\" >0.74</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row2_col6\" class=\"data row2 col6\" >28.13</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row2_col7\" class=\"data row2 col7\" >2.15</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row2_col8\" class=\"data row2 col8\" >8.97</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row2_col9\" class=\"data row2 col9\" >171.92</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row2_col10\" class=\"data row2 col10\" >2.24</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row2_col11\" class=\"data row2 col11\" >94.26</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row2_col12\" class=\"data row2 col12\" >7.11</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row3_col0\" class=\"data row3 col0\" >0.01</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row3_col1\" class=\"data row3 col1\" >0.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row3_col2\" class=\"data row3 col2\" >0.46</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row3_col3\" class=\"data row3 col3\" >0.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row3_col4\" class=\"data row3 col4\" >0.39</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row3_col5\" class=\"data row3 col5\" >3.56</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row3_col6\" class=\"data row3 col6\" >2.90</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row3_col7\" class=\"data row3 col7\" >1.13</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row3_col8\" class=\"data row3 col8\" >1.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row3_col9\" class=\"data row3 col9\" >187.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row3_col10\" class=\"data row3 col10\" >13.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row3_col11\" class=\"data row3 col11\" >0.32</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row3_col12\" class=\"data row3 col12\" >1.92</td>\n",
+ " <th id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row3_col0\" class=\"data row3 col0\" >0.01</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row3_col1\" class=\"data row3 col1\" >0.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row3_col2\" class=\"data row3 col2\" >0.46</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row3_col3\" class=\"data row3 col3\" >0.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row3_col4\" class=\"data row3 col4\" >0.39</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row3_col5\" class=\"data row3 col5\" >3.56</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row3_col6\" class=\"data row3 col6\" >6.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row3_col7\" class=\"data row3 col7\" >1.13</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row3_col8\" class=\"data row3 col8\" >1.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row3_col9\" class=\"data row3 col9\" >187.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row3_col10\" class=\"data row3 col10\" >12.60</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row3_col11\" class=\"data row3 col11\" >0.32</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row3_col12\" class=\"data row3 col12\" >1.73</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row4_col0\" class=\"data row4 col0\" >0.09</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row4_col2\" class=\"data row4 col2\" >5.19</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row4_col4\" class=\"data row4 col4\" >0.46</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row4_col5\" class=\"data row4 col5\" >5.90</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row4_col6\" class=\"data row4 col6\" >46.52</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row4_col7\" class=\"data row4 col7\" >2.11</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row4_col8\" class=\"data row4 col8\" >4.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row4_col9\" class=\"data row4 col9\" >277.50</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row4_col10\" class=\"data row4 col10\" >17.40</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row4_col11\" class=\"data row4 col11\" >376.71</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row4_col12\" class=\"data row4 col12\" >7.21</td>\n",
+ " <th id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row4_col0\" class=\"data row4 col0\" >0.08</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row4_col2\" class=\"data row4 col2\" >5.19</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row4_col4\" class=\"data row4 col4\" >0.45</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row4_col5\" class=\"data row4 col5\" >5.88</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row4_col6\" class=\"data row4 col6\" >45.62</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row4_col7\" class=\"data row4 col7\" >2.07</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row4_col8\" class=\"data row4 col8\" >4.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row4_col9\" class=\"data row4 col9\" >281.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row4_col10\" class=\"data row4 col10\" >17.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row4_col11\" class=\"data row4 col11\" >371.07</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row4_col12\" class=\"data row4 col12\" >6.97</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row5_col0\" class=\"data row5 col0\" >0.27</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row5_col1\" class=\"data row5 col1\" >0.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row5_col2\" class=\"data row5 col2\" >9.12</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row5_col3\" class=\"data row5 col3\" >0.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row5_col4\" class=\"data row5 col4\" >0.54</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row5_col5\" class=\"data row5 col5\" >6.22</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row5_col6\" class=\"data row5 col6\" >76.85</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row5_col7\" class=\"data row5 col7\" >3.17</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row5_col8\" class=\"data row5 col8\" >5.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row5_col9\" class=\"data row5 col9\" >330.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row5_col10\" class=\"data row5 col10\" >19.10</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row5_col11\" class=\"data row5 col11\" >392.08</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row5_col12\" class=\"data row5 col12\" >11.17</td>\n",
+ " <th id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row5_col0\" class=\"data row5 col0\" >0.31</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row5_col1\" class=\"data row5 col1\" >0.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row5_col2\" class=\"data row5 col2\" >9.90</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row5_col3\" class=\"data row5 col3\" >0.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row5_col4\" class=\"data row5 col4\" >0.54</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row5_col5\" class=\"data row5 col5\" >6.22</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row5_col6\" class=\"data row5 col6\" >79.50</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row5_col7\" class=\"data row5 col7\" >3.08</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row5_col8\" class=\"data row5 col8\" >5.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row5_col9\" class=\"data row5 col9\" >337.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row5_col10\" class=\"data row5 col10\" >19.10</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row5_col11\" class=\"data row5 col11\" >390.84</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row5_col12\" class=\"data row5 col12\" >11.49</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row6_col0\" class=\"data row6 col0\" >3.69</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row6_col1\" class=\"data row6 col1\" >0.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row6_col2\" class=\"data row6 col2\" >18.10</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row6_col3\" class=\"data row6 col3\" >0.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row6_col4\" class=\"data row6 col4\" >0.62</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row6_col5\" class=\"data row6 col5\" >6.59</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row6_col6\" class=\"data row6 col6\" >93.55</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row6_col7\" class=\"data row6 col7\" >4.81</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row6_col8\" class=\"data row6 col8\" >24.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row6_col9\" class=\"data row6 col9\" >666.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row6_col10\" class=\"data row6 col10\" >20.20</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row6_col11\" class=\"data row6 col11\" >396.90</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row6_col12\" class=\"data row6 col12\" >16.32</td>\n",
+ " <th id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row6_col0\" class=\"data row6 col0\" >4.33</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row6_col1\" class=\"data row6 col1\" >12.50</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row6_col2\" class=\"data row6 col2\" >18.10</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row6_col3\" class=\"data row6 col3\" >0.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row6_col4\" class=\"data row6 col4\" >0.63</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row6_col5\" class=\"data row6 col5\" >6.65</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row6_col6\" class=\"data row6 col6\" >94.47</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row6_col7\" class=\"data row6 col7\" >5.21</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row6_col8\" class=\"data row6 col8\" >24.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row6_col9\" class=\"data row6 col9\" >666.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row6_col10\" class=\"data row6 col10\" >20.20</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row6_col11\" class=\"data row6 col11\" >395.67</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row6_col12\" class=\"data row6 col12\" >17.07</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row7_col0\" class=\"data row7 col0\" >88.98</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row7_col1\" class=\"data row7 col1\" >100.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row7_col2\" class=\"data row7 col2\" >27.74</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row7_col3\" class=\"data row7 col3\" >1.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row7_col4\" class=\"data row7 col4\" >0.87</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row7_col5\" class=\"data row7 col5\" >8.78</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row7_col6\" class=\"data row7 col6\" >100.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row7_col7\" class=\"data row7 col7\" >12.13</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row7_col8\" class=\"data row7 col8\" >24.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row7_col9\" class=\"data row7 col9\" >711.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row7_col10\" class=\"data row7 col10\" >22.00</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row7_col11\" class=\"data row7 col11\" >396.90</td>\n",
- " <td id=\"T_b26d1074_58c1_11ea_b1f5_11dce601eea1row7_col12\" class=\"data row7 col12\" >34.77</td>\n",
+ " <th id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row7_col0\" class=\"data row7 col0\" >88.98</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row7_col1\" class=\"data row7 col1\" >100.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row7_col2\" class=\"data row7 col2\" >27.74</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row7_col3\" class=\"data row7 col3\" >1.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row7_col4\" class=\"data row7 col4\" >0.87</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row7_col5\" class=\"data row7 col5\" >8.78</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row7_col6\" class=\"data row7 col6\" >100.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row7_col7\" class=\"data row7 col7\" >12.13</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row7_col8\" class=\"data row7 col8\" >24.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row7_col9\" class=\"data row7 col9\" >711.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row7_col10\" class=\"data row7 col10\" >22.00</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row7_col11\" class=\"data row7 col11\" >396.90</td>\n",
+ " <td id=\"T_a8cfb882_5a0b_11ea_b39f_3573e419ff83row7_col12\" class=\"data row7 col12\" >37.97</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7f5d03c07290>"
+ "<pandas.io.formats.style.Styler at 0x7fdd211e0850>"
]
},
"metadata": {},
@@ -454,139 +473,139 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- "</style><table id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1\" ><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_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83\" ><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_b273d60c_58c1_11ea_b1f5_11dce601eea1level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row0_col12\" class=\"data row0 col12\" >354.00</td>\n",
+ " <th id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row0_col12\" class=\"data row0 col12\" >354.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row1_col0\" class=\"data row1 col0\" >-0.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row1_col1\" class=\"data row1 col1\" >0.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row1_col2\" class=\"data row1 col2\" >0.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row1_col3\" class=\"data row1 col3\" >-0.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row1_col4\" class=\"data row1 col4\" >-0.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row1_col5\" class=\"data row1 col5\" >0.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row1_col6\" class=\"data row1 col6\" >-0.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row1_col7\" class=\"data row1 col7\" >0.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row1_col8\" class=\"data row1 col8\" >-0.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row1_col9\" class=\"data row1 col9\" >-0.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row1_col10\" class=\"data row1 col10\" >0.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row1_col11\" class=\"data row1 col11\" >0.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row1_col12\" class=\"data row1 col12\" >0.00</td>\n",
+ " <th id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row1_col0\" class=\"data row1 col0\" >0.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row1_col1\" class=\"data row1 col1\" >-0.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row1_col2\" class=\"data row1 col2\" >0.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row1_col3\" class=\"data row1 col3\" >0.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row1_col4\" class=\"data row1 col4\" >-0.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row1_col5\" class=\"data row1 col5\" >-0.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row1_col6\" class=\"data row1 col6\" >0.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row1_col7\" class=\"data row1 col7\" >0.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row1_col8\" class=\"data row1 col8\" >-0.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row1_col9\" class=\"data row1 col9\" >0.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row1_col10\" class=\"data row1 col10\" >0.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row1_col11\" class=\"data row1 col11\" >0.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row1_col12\" class=\"data row1 col12\" >-0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row2_col0\" class=\"data row2 col0\" >1.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row2_col1\" class=\"data row2 col1\" >1.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row2_col2\" class=\"data row2 col2\" >1.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row2_col3\" class=\"data row2 col3\" >1.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row2_col4\" class=\"data row2 col4\" >1.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row2_col5\" class=\"data row2 col5\" >1.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row2_col6\" class=\"data row2 col6\" >1.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row2_col7\" class=\"data row2 col7\" >1.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row2_col8\" class=\"data row2 col8\" >1.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row2_col9\" class=\"data row2 col9\" >1.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row2_col10\" class=\"data row2 col10\" >1.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row2_col11\" class=\"data row2 col11\" >1.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row2_col12\" class=\"data row2 col12\" >1.00</td>\n",
+ " <th id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row2_col0\" class=\"data row2 col0\" >1.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row2_col1\" class=\"data row2 col1\" >1.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row2_col2\" class=\"data row2 col2\" >1.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row2_col3\" class=\"data row2 col3\" >1.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row2_col4\" class=\"data row2 col4\" >1.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row2_col5\" class=\"data row2 col5\" >1.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row2_col6\" class=\"data row2 col6\" >1.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row2_col7\" class=\"data row2 col7\" >1.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row2_col8\" class=\"data row2 col8\" >1.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row2_col9\" class=\"data row2 col9\" >1.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row2_col10\" class=\"data row2 col10\" >1.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row2_col11\" class=\"data row2 col11\" >1.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row2_col12\" class=\"data row2 col12\" >1.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row3_col0\" class=\"data row3 col0\" >-0.43</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row3_col1\" class=\"data row3 col1\" >-0.46</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row3_col2\" class=\"data row3 col2\" >-1.58</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row3_col3\" class=\"data row3 col3\" >-0.28</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row3_col4\" class=\"data row3 col4\" >-1.52</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row3_col5\" class=\"data row3 col5\" >-3.84</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row3_col6\" class=\"data row3 col6\" >-2.41</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row3_col7\" class=\"data row3 col7\" >-1.26</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row3_col8\" class=\"data row3 col8\" >-1.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row3_col9\" class=\"data row3 col9\" >-1.30</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row3_col10\" class=\"data row3 col10\" >-2.66</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row3_col11\" class=\"data row3 col11\" >-4.24</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row3_col12\" class=\"data row3 col12\" >-1.50</td>\n",
+ " <th id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row3_col0\" class=\"data row3 col0\" >-0.42</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row3_col1\" class=\"data row3 col1\" >-0.47</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row3_col2\" class=\"data row3 col2\" >-1.60</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row3_col3\" class=\"data row3 col3\" >-0.28</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row3_col4\" class=\"data row3 col4\" >-1.50</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row3_col5\" class=\"data row3 col5\" >-3.72</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row3_col6\" class=\"data row3 col6\" >-2.25</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row3_col7\" class=\"data row3 col7\" >-1.23</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row3_col8\" class=\"data row3 col8\" >-1.00</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row3_col9\" class=\"data row3 col9\" >-1.35</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row3_col10\" class=\"data row3 col10\" >-2.63</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row3_col11\" class=\"data row3 col11\" >-3.74</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row3_col12\" class=\"data row3 col12\" >-1.54</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row4_col0\" class=\"data row4 col0\" >-0.42</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row4_col1\" class=\"data row4 col1\" >-0.46</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row4_col2\" class=\"data row4 col2\" >-0.88</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row4_col3\" class=\"data row4 col3\" >-0.28</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row4_col4\" class=\"data row4 col4\" >-0.88</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row4_col5\" class=\"data row4 col5\" >-0.54</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row4_col6\" class=\"data row4 col6\" >-0.82</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row4_col7\" class=\"data row4 col7\" >-0.78</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row4_col8\" class=\"data row4 col8\" >-0.65</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row4_col9\" class=\"data row4 col9\" >-0.77</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row4_col10\" class=\"data row4 col10\" >-0.56</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row4_col11\" class=\"data row4 col11\" >0.19</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row4_col12\" class=\"data row4 col12\" >-0.75</td>\n",
+ " <th id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row4_col0\" class=\"data row4 col0\" >-0.41</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row4_col1\" class=\"data row4 col1\" >-0.47</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row4_col2\" class=\"data row4 col2\" >-0.91</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row4_col3\" class=\"data row4 col3\" >-0.28</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row4_col4\" class=\"data row4 col4\" >-0.91</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row4_col5\" class=\"data row4 col5\" >-0.56</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row4_col6\" class=\"data row4 col6\" >-0.85</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row4_col7\" class=\"data row4 col7\" >-0.80</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row4_col8\" class=\"data row4 col8\" >-0.67</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row4_col9\" class=\"data row4 col9\" >-0.80</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row4_col10\" class=\"data row4 col10\" >-0.67</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row4_col11\" class=\"data row4 col11\" >0.19</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row4_col12\" class=\"data row4 col12\" >-0.81</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row5_col0\" class=\"data row5 col0\" >-0.40</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row5_col1\" class=\"data row5 col1\" >-0.46</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row5_col2\" class=\"data row5 col2\" >-0.29</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row5_col3\" class=\"data row5 col3\" >-0.28</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row5_col4\" class=\"data row5 col4\" >-0.17</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row5_col5\" class=\"data row5 col5\" >-0.09</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row5_col6\" class=\"data row5 col6\" >0.28</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row5_col7\" class=\"data row5 col7\" >-0.26</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row5_col8\" class=\"data row5 col8\" >-0.54</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row5_col9\" class=\"data row5 col9\" >-0.47</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row5_col10\" class=\"data row5 col10\" >0.25</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row5_col11\" class=\"data row5 col11\" >0.37</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row5_col12\" class=\"data row5 col12\" >-0.19</td>\n",
+ " <th id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row5_col0\" class=\"data row5 col0\" >-0.39</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row5_col1\" class=\"data row5 col1\" >-0.47</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row5_col2\" class=\"data row5 col2\" >-0.23</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row5_col3\" class=\"data row5 col3\" >-0.28</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row5_col4\" class=\"data row5 col4\" >-0.18</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row5_col5\" class=\"data row5 col5\" >-0.10</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row5_col6\" class=\"data row5 col6\" >0.36</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row5_col7\" class=\"data row5 col7\" >-0.33</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row5_col8\" class=\"data row5 col8\" >-0.55</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row5_col9\" class=\"data row5 col9\" >-0.47</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row5_col10\" class=\"data row5 col10\" >0.27</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row5_col11\" class=\"data row5 col11\" >0.40</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row5_col12\" class=\"data row5 col12\" >-0.17</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row6_col0\" class=\"data row6 col0\" >0.00</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row6_col1\" class=\"data row6 col1\" >-0.46</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row6_col2\" class=\"data row6 col2\" >1.04</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row6_col3\" class=\"data row6 col3\" >-0.28</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row6_col4\" class=\"data row6 col4\" >0.60</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row6_col5\" class=\"data row6 col5\" >0.44</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row6_col6\" class=\"data row6 col6\" >0.89</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row6_col7\" class=\"data row6 col7\" >0.54</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row6_col8\" class=\"data row6 col8\" >1.63</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row6_col9\" class=\"data row6 col9\" >1.50</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row6_col10\" class=\"data row6 col10\" >0.78</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row6_col11\" class=\"data row6 col11\" >0.42</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row6_col12\" class=\"data row6 col12\" >0.54</td>\n",
+ " <th id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row6_col0\" class=\"data row6 col0\" >0.05</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row6_col1\" class=\"data row6 col1\" >0.07</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row6_col2\" class=\"data row6 col2\" >0.97</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row6_col3\" class=\"data row6 col3\" >-0.28</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row6_col4\" class=\"data row6 col4\" >0.63</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row6_col5\" class=\"data row6 col5\" >0.48</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row6_col6\" class=\"data row6 col6\" >0.89</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row6_col7\" class=\"data row6 col7\" >0.67</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row6_col8\" class=\"data row6 col8\" >1.56</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row6_col9\" class=\"data row6 col9\" >1.44</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row6_col10\" class=\"data row6 col10\" >0.76</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row6_col11\" class=\"data row6 col11\" >0.46</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row6_col12\" class=\"data row6 col12\" >0.61</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row7_col0\" class=\"data row7 col0\" >9.92</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row7_col1\" class=\"data row7 col1\" >4.33</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row7_col2\" class=\"data row7 col2\" >2.47</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row7_col3\" class=\"data row7 col3\" >3.55</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row7_col4\" class=\"data row7 col4\" >2.79</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row7_col5\" class=\"data row7 col5\" >3.53</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row7_col6\" class=\"data row7 col6\" >1.13</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row7_col7\" class=\"data row7 col7\" >4.13</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row7_col8\" class=\"data row7 col8\" >1.63</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row7_col9\" class=\"data row7 col9\" >1.76</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row7_col10\" class=\"data row7 col10\" >1.64</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row7_col11\" class=\"data row7 col11\" >0.42</td>\n",
- " <td id=\"T_b273d60c_58c1_11ea_b1f5_11dce601eea1row7_col12\" class=\"data row7 col12\" >3.15</td>\n",
+ " <th id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row7_col0\" class=\"data row7 col0\" >9.13</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row7_col1\" class=\"data row7 col1\" >3.86</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row7_col2\" class=\"data row7 col2\" >2.38</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row7_col3\" class=\"data row7 col3\" >3.62</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row7_col4\" class=\"data row7 col4\" >2.70</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row7_col5\" class=\"data row7 col5\" >3.38</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row7_col6\" class=\"data row7 col6\" >1.09</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row7_col7\" class=\"data row7 col7\" >3.89</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row7_col8\" class=\"data row7 col8\" >1.56</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row7_col9\" class=\"data row7 col9\" >1.70</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row7_col10\" class=\"data row7 col10\" >1.57</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row7_col11\" class=\"data row7 col11\" >0.47</td>\n",
+ " <td id=\"T_a8f0d9fe_5a0b_11ea_b39f_3573e419ff83row7_col12\" class=\"data row7 col12\" >3.55</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7f5d03a75a50>"
+ "<pandas.io.formats.style.Styler at 0x7fdca7b03890>"
]
},
"metadata": {},
@@ -596,91 +615,91 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- "</style><table id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1\" ><caption>Few lines of the dataset :</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_a8f181ce_5a0b_11ea_b39f_3573e419ff83\" ><caption>Few lines of the dataset :</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_b27479ea_58c1_11ea_b1f5_11dce601eea1level0_row0\" class=\"row_heading level0 row0\" >437</th>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row0_col0\" class=\"data row0 col0\" >1.34</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row0_col1\" class=\"data row0 col1\" >-0.46</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row0_col2\" class=\"data row0 col2\" >1.04</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row0_col3\" class=\"data row0 col3\" >-0.28</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row0_col4\" class=\"data row0 col4\" >1.63</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row0_col5\" class=\"data row0 col5\" >-0.18</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row0_col6\" class=\"data row0 col6\" >1.13</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row0_col7\" class=\"data row0 col7\" >-0.88</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row0_col8\" class=\"data row0 col8\" >1.63</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row0_col9\" class=\"data row0 col9\" >1.50</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row0_col10\" class=\"data row0 col10\" >0.78</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row0_col11\" class=\"data row0 col11\" >-4.14</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row0_col12\" class=\"data row0 col12\" >1.97</td>\n",
+ " <th id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83level0_row0\" class=\"row_heading level0 row0\" >338</th>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row0_col0\" class=\"data row0 col0\" >-0.41</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row0_col1\" class=\"data row0 col1\" >-0.47</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row0_col2\" class=\"data row0 col2\" >-0.91</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row0_col3\" class=\"data row0 col3\" >-0.28</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row0_col4\" class=\"data row0 col4\" >-0.38</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row0_col5\" class=\"data row0 col5\" >-0.32</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row0_col6\" class=\"data row0 col6\" >-1.14</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row0_col7\" class=\"data row0 col7\" >0.48</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row0_col8\" class=\"data row0 col8\" >-0.55</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row0_col9\" class=\"data row0 col9\" >-1.13</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row0_col10\" class=\"data row0 col10\" >0.76</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row0_col11\" class=\"data row0 col11\" >0.46</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row0_col12\" class=\"data row0 col12\" >-0.59</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1level0_row1\" class=\"row_heading level0 row1\" >163</th>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row1_col0\" class=\"data row1 col0\" >-0.25</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row1_col1\" class=\"data row1 col1\" >-0.46</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row1_col2\" class=\"data row1 col2\" >1.26</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row1_col3\" class=\"data row1 col3\" >3.55</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row1_col4\" class=\"data row1 col4\" >0.43</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row1_col5\" class=\"data row1 col5\" >2.96</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row1_col6\" class=\"data row1 col6\" >0.91</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row1_col7\" class=\"data row1 col7\" >-0.76</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row1_col8\" class=\"data row1 col8\" >-0.54</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row1_col9\" class=\"data row1 col9\" >-0.04</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row1_col10\" class=\"data row1 col10\" >-1.85</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row1_col11\" class=\"data row1 col11\" >0.32</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row1_col12\" class=\"data row1 col12\" >-1.30</td>\n",
+ " <th id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83level0_row1\" class=\"row_heading level0 row1\" >135</th>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row1_col0\" class=\"data row1 col0\" >-0.36</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row1_col1\" class=\"data row1 col1\" >-0.47</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row1_col2\" class=\"data row1 col2\" >1.52</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row1_col3\" class=\"data row1 col3\" >-0.28</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row1_col4\" class=\"data row1 col4\" >0.57</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row1_col5\" class=\"data row1 col5\" >0.05</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row1_col6\" class=\"data row1 col6\" >1.02</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row1_col7\" class=\"data row1 col7\" >-0.78</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row1_col8\" class=\"data row1 col8\" >-0.67</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row1_col9\" class=\"data row1 col9\" >0.11</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row1_col10\" class=\"data row1 col10\" >1.21</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row1_col11\" class=\"data row1 col11\" >0.44</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row1_col12\" class=\"data row1 col12\" >0.60</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1level0_row2\" class=\"row_heading level0 row2\" >438</th>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row2_col0\" class=\"data row2 col0\" >1.16</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row2_col1\" class=\"data row2 col1\" >-0.46</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row2_col2\" class=\"data row2 col2\" >1.04</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row2_col3\" class=\"data row2 col3\" >-0.28</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row2_col4\" class=\"data row2 col4\" >1.63</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row2_col5\" class=\"data row2 col5\" >-0.49</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row2_col6\" class=\"data row2 col6\" >0.69</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row2_col7\" class=\"data row2 col7\" >-0.92</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row2_col8\" class=\"data row2 col8\" >1.63</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row2_col9\" class=\"data row2 col9\" >1.50</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row2_col10\" class=\"data row2 col10\" >0.78</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row2_col11\" class=\"data row2 col11\" >-3.43</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row2_col12\" class=\"data row2 col12\" >3.05</td>\n",
+ " <th id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83level0_row2\" class=\"row_heading level0 row2\" >276</th>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row2_col0\" class=\"data row2 col0\" >-0.41</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row2_col1\" class=\"data row2 col1\" >1.26</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row2_col2\" class=\"data row2 col2\" >-0.74</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row2_col3\" class=\"data row2 col3\" >3.62</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row2_col4\" class=\"data row2 col4\" >-0.97</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row2_col5\" class=\"data row2 col5\" >1.32</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row2_col6\" class=\"data row2 col6\" >-0.73</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row2_col7\" class=\"data row2 col7\" >0.47</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row2_col8\" class=\"data row2 col8\" >-0.67</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row2_col9\" class=\"data row2 col9\" >-0.96</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row2_col10\" class=\"data row2 col10\" >-0.40</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row2_col11\" class=\"data row2 col11\" >0.39</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row2_col12\" class=\"data row2 col12\" >-0.94</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1level0_row3\" class=\"row_heading level0 row3\" >228</th>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row3_col0\" class=\"data row3 col0\" >-0.39</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row3_col1\" class=\"data row3 col1\" >-0.46</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row3_col2\" class=\"data row3 col2\" >-0.73</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row3_col3\" class=\"data row3 col3\" >-0.28</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row3_col4\" class=\"data row3 col4\" >-0.47</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row3_col5\" class=\"data row3 col5\" >1.98</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row3_col6\" class=\"data row3 col6\" >-1.90</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row3_col7\" class=\"data row3 col7\" >-0.16</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row3_col8\" class=\"data row3 col8\" >-0.20</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row3_col9\" class=\"data row3 col9\" >-0.60</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row3_col10\" class=\"data row3 col10\" >-0.56</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row3_col11\" class=\"data row3 col11\" >0.19</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row3_col12\" class=\"data row3 col12\" >-1.22</td>\n",
+ " <th id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83level0_row3\" class=\"row_heading level0 row3\" >410</th>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row3_col0\" class=\"data row3 col0\" >5.07</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row3_col1\" class=\"data row3 col1\" >-0.47</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row3_col2\" class=\"data row3 col2\" >0.97</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row3_col3\" class=\"data row3 col3\" >-0.28</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row3_col4\" class=\"data row3 col4\" >0.33</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row3_col5\" class=\"data row3 col5\" >-0.73</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row3_col6\" class=\"data row3 col6\" >1.09</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row3_col7\" class=\"data row3 col7\" >-1.10</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row3_col8\" class=\"data row3 col8\" >1.56</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row3_col9\" class=\"data row3 col9\" >1.44</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row3_col10\" class=\"data row3 col10\" >0.76</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row3_col11\" class=\"data row3 col11\" >-3.71</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row3_col12\" class=\"data row3 col12\" >-0.36</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1level0_row4\" class=\"row_heading level0 row4\" >58</th>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row4_col0\" class=\"data row4 col0\" >-0.41</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row4_col1\" class=\"data row4 col1\" >0.74</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row4_col2\" class=\"data row4 col2\" >-0.88</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row4_col3\" class=\"data row4 col3\" >-0.28</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row4_col4\" class=\"data row4 col4\" >-0.92</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row4_col5\" class=\"data row4 col5\" >-0.19</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row4_col6\" class=\"data row4 col6\" >-1.45</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row4_col7\" class=\"data row4 col7\" >2.02</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row4_col8\" class=\"data row4 col8\" >-0.20</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row4_col9\" class=\"data row4 col9\" >-0.74</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row4_col10\" class=\"data row4 col10\" >0.54</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row4_col11\" class=\"data row4 col11\" >0.35</td>\n",
- " <td id=\"T_b27479ea_58c1_11ea_b1f5_11dce601eea1row4_col12\" class=\"data row4 col12\" >-0.80</td>\n",
+ " <th id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83level0_row4\" class=\"row_heading level0 row4\" >288</th>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row4_col0\" class=\"data row4 col0\" >-0.41</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row4_col1\" class=\"data row4 col1\" >1.80</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row4_col2\" class=\"data row4 col2\" >-0.89</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row4_col3\" class=\"data row4 col3\" >-0.28</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row4_col4\" class=\"data row4 col4\" >-1.33</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row4_col5\" class=\"data row4 col5\" >0.03</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row4_col6\" class=\"data row4 col6\" >-0.85</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row4_col7\" class=\"data row4 col7\" >1.65</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row4_col8\" class=\"data row4 col8\" >-0.44</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row4_col9\" class=\"data row4 col9\" >-0.73</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row4_col10\" class=\"data row4 col10\" >-0.85</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row4_col11\" class=\"data row4 col11\" >0.47</td>\n",
+ " <td id=\"T_a8f181ce_5a0b_11ea_b39f_3573e419ff83row4_col12\" class=\"data row4 col12\" >-0.72</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7f5d03a88ad0>"
+ "<pandas.io.formats.style.Styler at 0x7fdca873cc10>"
]
},
"metadata": {},
@@ -774,16 +793,17 @@
"<IPython.core.display.Image object>"
]
},
- "execution_count": 6,
"metadata": {},
- "output_type": "execute_result"
+ "output_type": "display_data"
}
],
"source": [
"model=get_model_v1( (13,) )\n",
"\n",
"model.summary()\n",
- "keras.utils.plot_model( model, to_file='./run/model.png', show_shapes=True, show_layer_names=True, dpi=96)"
+ "\n",
+ "img=keras.utils.plot_model( model, to_file='./run/model.png', show_shapes=True, show_layer_names=True, dpi=96)\n",
+ "display(img)"
]
},
{
@@ -804,205 +824,205 @@
"text": [
"Train on 354 samples, validate on 152 samples\n",
"Epoch 1/100\n",
- "354/354 [==============================] - 1s 2ms/sample - loss: 484.1251 - mae: 20.0241 - mse: 484.1250 - val_loss: 336.1387 - val_mae: 16.2959 - val_mse: 336.1387\n",
+ "354/354 [==============================] - 2s 5ms/sample - loss: 479.4495 - mae: 19.8349 - mse: 479.4495 - val_loss: 339.4690 - val_mae: 16.6718 - val_mse: 339.4690\n",
"Epoch 2/100\n",
- "354/354 [==============================] - 0s 174us/sample - loss: 266.9655 - mae: 14.1105 - mse: 266.9655 - val_loss: 115.0929 - val_mae: 8.7476 - val_mse: 115.0929\n",
+ "354/354 [==============================] - 0s 286us/sample - loss: 238.3182 - mae: 13.1013 - mse: 238.3182 - val_loss: 107.0266 - val_mae: 8.6883 - val_mse: 107.0266\n",
"Epoch 3/100\n",
- "354/354 [==============================] - 0s 171us/sample - loss: 96.2638 - mae: 7.6200 - mse: 96.2637 - val_loss: 49.2646 - val_mae: 5.6468 - val_mse: 49.2646\n",
+ "354/354 [==============================] - 0s 275us/sample - loss: 78.5819 - mae: 6.7526 - mse: 78.5819 - val_loss: 38.3597 - val_mae: 5.0914 - val_mse: 38.3597\n",
"Epoch 4/100\n",
- "354/354 [==============================] - 0s 161us/sample - loss: 48.7173 - mae: 5.2081 - mse: 48.7173 - val_loss: 29.1408 - val_mae: 4.2536 - val_mse: 29.1408\n",
+ "354/354 [==============================] - 0s 280us/sample - loss: 40.6394 - mae: 4.6200 - mse: 40.6394 - val_loss: 21.7235 - val_mae: 3.7289 - val_mse: 21.7235\n",
"Epoch 5/100\n",
- "354/354 [==============================] - 0s 158us/sample - loss: 34.5634 - mae: 4.2277 - mse: 34.5634 - val_loss: 19.6660 - val_mae: 3.4774 - val_mse: 19.6660\n",
+ "354/354 [==============================] - 0s 274us/sample - loss: 27.8613 - mae: 3.7894 - mse: 27.8613 - val_loss: 14.7727 - val_mae: 3.0663 - val_mse: 14.7727\n",
"Epoch 6/100\n",
- "354/354 [==============================] - 0s 159us/sample - loss: 27.4147 - mae: 3.6886 - mse: 27.4147 - val_loss: 15.2821 - val_mae: 3.0972 - val_mse: 15.2821\n",
+ "354/354 [==============================] - 0s 268us/sample - loss: 23.6295 - mae: 3.3540 - mse: 23.6295 - val_loss: 13.9411 - val_mae: 3.0119 - val_mse: 13.9411\n",
"Epoch 7/100\n",
- "354/354 [==============================] - 0s 174us/sample - loss: 23.4729 - mae: 3.3722 - mse: 23.4729 - val_loss: 14.0564 - val_mae: 3.0557 - val_mse: 14.0564\n",
+ "354/354 [==============================] - 0s 287us/sample - loss: 20.9195 - mae: 3.1125 - mse: 20.9195 - val_loss: 12.9257 - val_mae: 2.8701 - val_mse: 12.9257\n",
"Epoch 8/100\n",
- "354/354 [==============================] - 0s 173us/sample - loss: 21.2571 - mae: 3.2020 - mse: 21.2571 - val_loss: 11.8761 - val_mae: 2.7355 - val_mse: 11.8761\n",
+ "354/354 [==============================] - 0s 275us/sample - loss: 18.9373 - mae: 2.9803 - mse: 18.9373 - val_loss: 12.9155 - val_mae: 2.8066 - val_mse: 12.9155\n",
"Epoch 9/100\n",
- "354/354 [==============================] - 0s 167us/sample - loss: 19.0063 - mae: 2.9976 - mse: 19.0063 - val_loss: 10.9934 - val_mae: 2.5965 - val_mse: 10.9934\n",
+ "354/354 [==============================] - 0s 268us/sample - loss: 17.8669 - mae: 2.8926 - mse: 17.8669 - val_loss: 11.1356 - val_mae: 2.5916 - val_mse: 11.1356\n",
"Epoch 10/100\n",
- "354/354 [==============================] - 0s 168us/sample - loss: 17.4507 - mae: 2.8840 - mse: 17.4507 - val_loss: 11.0103 - val_mae: 2.6076 - val_mse: 11.0103\n",
+ "354/354 [==============================] - 0s 286us/sample - loss: 16.5821 - mae: 2.7416 - mse: 16.5821 - val_loss: 10.5151 - val_mae: 2.4566 - val_mse: 10.5151\n",
"Epoch 11/100\n",
- "354/354 [==============================] - 0s 168us/sample - loss: 16.6394 - mae: 2.7956 - mse: 16.6394 - val_loss: 11.3581 - val_mae: 2.6628 - val_mse: 11.3581\n",
+ "354/354 [==============================] - 0s 282us/sample - loss: 15.8076 - mae: 2.6922 - mse: 15.8076 - val_loss: 10.0317 - val_mae: 2.4424 - val_mse: 10.0317\n",
"Epoch 12/100\n",
- "354/354 [==============================] - 0s 170us/sample - loss: 15.9572 - mae: 2.7332 - mse: 15.9572 - val_loss: 10.0877 - val_mae: 2.4737 - val_mse: 10.0877\n",
+ "354/354 [==============================] - 0s 270us/sample - loss: 15.1360 - mae: 2.6343 - mse: 15.1360 - val_loss: 9.9458 - val_mae: 2.4256 - val_mse: 9.9458\n",
"Epoch 13/100\n",
- "354/354 [==============================] - 0s 171us/sample - loss: 15.1041 - mae: 2.6694 - mse: 15.1041 - val_loss: 9.8434 - val_mae: 2.4656 - val_mse: 9.8434\n",
+ "354/354 [==============================] - 0s 271us/sample - loss: 14.5077 - mae: 2.5719 - mse: 14.5077 - val_loss: 10.0280 - val_mae: 2.4453 - val_mse: 10.0280\n",
"Epoch 14/100\n",
- "354/354 [==============================] - 0s 163us/sample - loss: 14.6978 - mae: 2.6086 - mse: 14.6978 - val_loss: 10.1135 - val_mae: 2.5264 - val_mse: 10.1135\n",
+ "354/354 [==============================] - 0s 275us/sample - loss: 13.9108 - mae: 2.5298 - mse: 13.9108 - val_loss: 10.5295 - val_mae: 2.5410 - val_mse: 10.5295\n",
"Epoch 15/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 14.0091 - mae: 2.5725 - mse: 14.0091 - val_loss: 10.3903 - val_mae: 2.5780 - val_mse: 10.3903\n",
+ "354/354 [==============================] - 0s 273us/sample - loss: 13.8502 - mae: 2.4858 - mse: 13.8502 - val_loss: 9.3665 - val_mae: 2.3461 - val_mse: 9.3665\n",
"Epoch 16/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 13.4616 - mae: 2.5053 - mse: 13.4616 - val_loss: 10.3176 - val_mae: 2.4783 - val_mse: 10.3176\n",
+ "354/354 [==============================] - 0s 285us/sample - loss: 13.0942 - mae: 2.4782 - mse: 13.0942 - val_loss: 9.3481 - val_mae: 2.3744 - val_mse: 9.3481\n",
"Epoch 17/100\n",
- "354/354 [==============================] - 0s 168us/sample - loss: 13.5475 - mae: 2.5085 - mse: 13.5475 - val_loss: 9.2082 - val_mae: 2.3906 - val_mse: 9.2082\n",
+ "354/354 [==============================] - 0s 278us/sample - loss: 13.1690 - mae: 2.4280 - mse: 13.1690 - val_loss: 9.1439 - val_mae: 2.3094 - val_mse: 9.1439\n",
"Epoch 18/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 12.8601 - mae: 2.4609 - mse: 12.8601 - val_loss: 9.4860 - val_mae: 2.4163 - val_mse: 9.4860\n",
+ "354/354 [==============================] - 0s 276us/sample - loss: 12.7339 - mae: 2.3729 - mse: 12.7339 - val_loss: 9.5174 - val_mae: 2.4446 - val_mse: 9.5174\n",
"Epoch 19/100\n",
- "354/354 [==============================] - 0s 162us/sample - loss: 12.5792 - mae: 2.4255 - mse: 12.5792 - val_loss: 9.0692 - val_mae: 2.3991 - val_mse: 9.0692\n",
+ "354/354 [==============================] - 0s 283us/sample - loss: 12.2235 - mae: 2.4115 - mse: 12.2235 - val_loss: 8.9326 - val_mae: 2.3372 - val_mse: 8.9326\n",
"Epoch 20/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 12.0823 - mae: 2.3706 - mse: 12.0823 - val_loss: 10.3373 - val_mae: 2.4694 - val_mse: 10.3373\n",
+ "354/354 [==============================] - 0s 274us/sample - loss: 12.3481 - mae: 2.3899 - mse: 12.3481 - val_loss: 8.3864 - val_mae: 2.2178 - val_mse: 8.3864\n",
"Epoch 21/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 12.1221 - mae: 2.4267 - mse: 12.1221 - val_loss: 11.3902 - val_mae: 2.6939 - val_mse: 11.3902\n",
+ "354/354 [==============================] - 0s 287us/sample - loss: 11.8008 - mae: 2.3316 - mse: 11.8008 - val_loss: 9.9560 - val_mae: 2.4258 - val_mse: 9.9560\n",
"Epoch 22/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 12.0942 - mae: 2.4209 - mse: 12.0942 - val_loss: 9.7398 - val_mae: 2.5079 - val_mse: 9.7398\n",
+ "354/354 [==============================] - 0s 285us/sample - loss: 11.7082 - mae: 2.3234 - mse: 11.7082 - val_loss: 10.0376 - val_mae: 2.4476 - val_mse: 10.0376\n",
"Epoch 23/100\n",
- "354/354 [==============================] - 0s 166us/sample - loss: 11.9156 - mae: 2.3525 - mse: 11.9156 - val_loss: 9.0202 - val_mae: 2.3673 - val_mse: 9.0202\n",
+ "354/354 [==============================] - 0s 296us/sample - loss: 11.5111 - mae: 2.3072 - mse: 11.5111 - val_loss: 8.4852 - val_mae: 2.2507 - val_mse: 8.4852\n",
"Epoch 24/100\n",
- "354/354 [==============================] - 0s 170us/sample - loss: 11.5616 - mae: 2.3156 - mse: 11.5616 - val_loss: 9.2420 - val_mae: 2.4131 - val_mse: 9.2420\n",
+ "354/354 [==============================] - 0s 268us/sample - loss: 11.1780 - mae: 2.2558 - mse: 11.1780 - val_loss: 9.6494 - val_mae: 2.4201 - val_mse: 9.6494\n",
"Epoch 25/100\n",
- "354/354 [==============================] - 0s 170us/sample - loss: 11.4663 - mae: 2.3318 - mse: 11.4663 - val_loss: 8.5933 - val_mae: 2.3019 - val_mse: 8.5933\n",
+ "354/354 [==============================] - 0s 282us/sample - loss: 11.1300 - mae: 2.2755 - mse: 11.1300 - val_loss: 9.2204 - val_mae: 2.2981 - val_mse: 9.2204\n",
"Epoch 26/100\n",
- "354/354 [==============================] - 0s 167us/sample - loss: 11.1692 - mae: 2.3122 - mse: 11.1692 - val_loss: 9.0358 - val_mae: 2.3782 - val_mse: 9.0358\n",
+ "354/354 [==============================] - 0s 266us/sample - loss: 10.9627 - mae: 2.2352 - mse: 10.9627 - val_loss: 8.7161 - val_mae: 2.3192 - val_mse: 8.7161\n",
"Epoch 27/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 10.8542 - mae: 2.2985 - mse: 10.8542 - val_loss: 10.3299 - val_mae: 2.5953 - val_mse: 10.3299\n",
+ "354/354 [==============================] - 0s 272us/sample - loss: 11.0313 - mae: 2.2303 - mse: 11.0313 - val_loss: 8.0200 - val_mae: 2.1562 - val_mse: 8.0200\n",
"Epoch 28/100\n",
- "354/354 [==============================] - 0s 167us/sample - loss: 11.2191 - mae: 2.3130 - mse: 11.2191 - val_loss: 9.6247 - val_mae: 2.5094 - val_mse: 9.6247\n",
+ "354/354 [==============================] - 0s 280us/sample - loss: 10.6072 - mae: 2.1927 - mse: 10.6072 - val_loss: 8.1260 - val_mae: 2.1972 - val_mse: 8.1260\n",
"Epoch 29/100\n",
- "354/354 [==============================] - 0s 168us/sample - loss: 10.6717 - mae: 2.2560 - mse: 10.6717 - val_loss: 8.8072 - val_mae: 2.3290 - val_mse: 8.8072\n",
+ "354/354 [==============================] - 0s 311us/sample - loss: 10.6402 - mae: 2.1748 - mse: 10.6402 - val_loss: 8.7967 - val_mae: 2.2503 - val_mse: 8.7967\n",
"Epoch 30/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 10.4437 - mae: 2.2546 - mse: 10.4437 - val_loss: 9.2847 - val_mae: 2.4407 - val_mse: 9.2847\n",
+ "354/354 [==============================] - 0s 286us/sample - loss: 10.2717 - mae: 2.2183 - mse: 10.2717 - val_loss: 8.1098 - val_mae: 2.1846 - val_mse: 8.1098\n",
"Epoch 31/100\n",
- "354/354 [==============================] - 0s 173us/sample - loss: 10.4666 - mae: 2.2249 - mse: 10.4666 - val_loss: 8.6262 - val_mae: 2.2938 - val_mse: 8.6262\n",
+ "354/354 [==============================] - 0s 285us/sample - loss: 9.8955 - mae: 2.1371 - mse: 9.8955 - val_loss: 8.3667 - val_mae: 2.2848 - val_mse: 8.3667\n",
"Epoch 32/100\n",
- "354/354 [==============================] - 0s 171us/sample - loss: 10.3629 - mae: 2.1890 - mse: 10.3629 - val_loss: 8.9607 - val_mae: 2.3288 - val_mse: 8.9607\n",
+ "354/354 [==============================] - 0s 280us/sample - loss: 10.1973 - mae: 2.1819 - mse: 10.1973 - val_loss: 8.7020 - val_mae: 2.2529 - val_mse: 8.7020\n",
"Epoch 33/100\n",
- "354/354 [==============================] - 0s 162us/sample - loss: 10.1434 - mae: 2.1984 - mse: 10.1434 - val_loss: 8.6240 - val_mae: 2.2927 - val_mse: 8.6240\n",
+ "354/354 [==============================] - 0s 283us/sample - loss: 9.6211 - mae: 2.1035 - mse: 9.6211 - val_loss: 10.7199 - val_mae: 2.4891 - val_mse: 10.7199\n",
"Epoch 34/100\n",
- "354/354 [==============================] - 0s 166us/sample - loss: 10.2132 - mae: 2.2037 - mse: 10.2132 - val_loss: 8.4775 - val_mae: 2.2752 - val_mse: 8.4775\n",
+ "354/354 [==============================] - 0s 286us/sample - loss: 9.8665 - mae: 2.1411 - mse: 9.8665 - val_loss: 8.0888 - val_mae: 2.1618 - val_mse: 8.0888\n",
"Epoch 35/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 9.8354 - mae: 2.1641 - mse: 9.8354 - val_loss: 9.6371 - val_mae: 2.4595 - val_mse: 9.6371\n",
+ "354/354 [==============================] - 0s 267us/sample - loss: 9.8468 - mae: 2.1415 - mse: 9.8468 - val_loss: 8.3707 - val_mae: 2.2071 - val_mse: 8.3707\n",
"Epoch 36/100\n",
- "354/354 [==============================] - 0s 166us/sample - loss: 9.6767 - mae: 2.1508 - mse: 9.6767 - val_loss: 8.4953 - val_mae: 2.2750 - val_mse: 8.4953\n",
+ "354/354 [==============================] - 0s 291us/sample - loss: 9.4023 - mae: 2.0772 - mse: 9.4023 - val_loss: 8.0054 - val_mae: 2.1856 - val_mse: 8.0054\n",
"Epoch 37/100\n",
- "354/354 [==============================] - 0s 180us/sample - loss: 9.7576 - mae: 2.1357 - mse: 9.7576 - val_loss: 9.7324 - val_mae: 2.4832 - val_mse: 9.7324\n",
+ "354/354 [==============================] - 0s 288us/sample - loss: 9.0075 - mae: 2.0390 - mse: 9.0075 - val_loss: 8.5155 - val_mae: 2.2363 - val_mse: 8.5155\n",
"Epoch 38/100\n",
- "354/354 [==============================] - 0s 168us/sample - loss: 9.5451 - mae: 2.1452 - mse: 9.5451 - val_loss: 8.8310 - val_mae: 2.3376 - val_mse: 8.8310\n",
+ "354/354 [==============================] - 0s 285us/sample - loss: 9.1753 - mae: 2.0735 - mse: 9.1753 - val_loss: 8.2789 - val_mae: 2.1555 - val_mse: 8.2789\n",
"Epoch 39/100\n",
- "354/354 [==============================] - 0s 164us/sample - loss: 9.3114 - mae: 2.1538 - mse: 9.3114 - val_loss: 8.2856 - val_mae: 2.2356 - val_mse: 8.2856\n",
+ "354/354 [==============================] - 0s 294us/sample - loss: 9.0900 - mae: 2.0347 - mse: 9.0900 - val_loss: 7.7142 - val_mae: 2.1180 - val_mse: 7.7142\n",
"Epoch 40/100\n",
- "354/354 [==============================] - 0s 172us/sample - loss: 9.2859 - mae: 2.1057 - mse: 9.2859 - val_loss: 8.4760 - val_mae: 2.2819 - val_mse: 8.4760\n",
+ "354/354 [==============================] - 0s 288us/sample - loss: 9.0604 - mae: 2.0522 - mse: 9.0604 - val_loss: 10.0447 - val_mae: 2.3609 - val_mse: 10.0447\n",
"Epoch 41/100\n",
- "354/354 [==============================] - 0s 167us/sample - loss: 9.2881 - mae: 2.0987 - mse: 9.2881 - val_loss: 8.6341 - val_mae: 2.3273 - val_mse: 8.6341\n",
+ "354/354 [==============================] - 0s 279us/sample - loss: 9.1029 - mae: 2.0717 - mse: 9.1029 - val_loss: 7.9920 - val_mae: 2.1557 - val_mse: 7.9920\n",
"Epoch 42/100\n",
- "354/354 [==============================] - 0s 171us/sample - loss: 9.3559 - mae: 2.0886 - mse: 9.3558 - val_loss: 8.3617 - val_mae: 2.2688 - val_mse: 8.3617\n",
+ "354/354 [==============================] - 0s 290us/sample - loss: 8.7579 - mae: 2.0201 - mse: 8.7579 - val_loss: 8.0391 - val_mae: 2.1993 - val_mse: 8.0391\n",
"Epoch 43/100\n",
- "354/354 [==============================] - 0s 171us/sample - loss: 8.9381 - mae: 2.0579 - mse: 8.9381 - val_loss: 8.6691 - val_mae: 2.3448 - val_mse: 8.6691\n",
+ "354/354 [==============================] - 0s 273us/sample - loss: 8.6292 - mae: 2.0033 - mse: 8.6292 - val_loss: 7.3951 - val_mae: 2.0557 - val_mse: 7.3951\n",
"Epoch 44/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 9.0677 - mae: 2.0760 - mse: 9.0677 - val_loss: 8.2238 - val_mae: 2.2527 - val_mse: 8.2238\n",
+ "354/354 [==============================] - 0s 280us/sample - loss: 8.9005 - mae: 2.0303 - mse: 8.9005 - val_loss: 7.8706 - val_mae: 2.1748 - val_mse: 7.8706\n",
"Epoch 45/100\n",
- "354/354 [==============================] - 0s 163us/sample - loss: 8.8264 - mae: 2.0666 - mse: 8.8264 - val_loss: 9.2551 - val_mae: 2.4063 - val_mse: 9.2551\n",
+ "354/354 [==============================] - 0s 287us/sample - loss: 8.4258 - mae: 1.9923 - mse: 8.4258 - val_loss: 9.3014 - val_mae: 2.3212 - val_mse: 9.3013\n",
"Epoch 46/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 8.8939 - mae: 2.0745 - mse: 8.8939 - val_loss: 8.2119 - val_mae: 2.2392 - val_mse: 8.2119\n",
+ "354/354 [==============================] - 0s 283us/sample - loss: 8.5433 - mae: 1.9774 - mse: 8.5433 - val_loss: 7.8489 - val_mae: 2.1072 - val_mse: 7.8489\n",
"Epoch 47/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 8.6137 - mae: 2.0361 - mse: 8.6137 - val_loss: 8.3562 - val_mae: 2.2279 - val_mse: 8.3562\n",
+ "354/354 [==============================] - 0s 285us/sample - loss: 8.3037 - mae: 1.9583 - mse: 8.3037 - val_loss: 8.1335 - val_mae: 2.2083 - val_mse: 8.1335\n",
"Epoch 48/100\n",
- "354/354 [==============================] - 0s 166us/sample - loss: 8.4736 - mae: 2.0236 - mse: 8.4736 - val_loss: 8.8436 - val_mae: 2.3515 - val_mse: 8.8436\n",
+ "354/354 [==============================] - 0s 286us/sample - loss: 8.4023 - mae: 1.9824 - mse: 8.4023 - val_loss: 7.4668 - val_mae: 2.1024 - val_mse: 7.4668\n",
"Epoch 49/100\n",
- "354/354 [==============================] - 0s 171us/sample - loss: 8.4834 - mae: 2.0319 - mse: 8.4834 - val_loss: 8.8539 - val_mae: 2.3370 - val_mse: 8.8539\n",
+ "354/354 [==============================] - 0s 298us/sample - loss: 8.2544 - mae: 1.9665 - mse: 8.2544 - val_loss: 7.7913 - val_mae: 2.1179 - val_mse: 7.7913\n",
"Epoch 50/100\n",
- "354/354 [==============================] - 0s 167us/sample - loss: 8.3244 - mae: 2.0070 - mse: 8.3244 - val_loss: 8.7671 - val_mae: 2.3284 - val_mse: 8.7671\n",
+ "354/354 [==============================] - 0s 272us/sample - loss: 8.2485 - mae: 1.9450 - mse: 8.2485 - val_loss: 8.2368 - val_mae: 2.1949 - val_mse: 8.2368\n",
"Epoch 51/100\n",
- "354/354 [==============================] - 0s 168us/sample - loss: 8.4132 - mae: 1.9969 - mse: 8.4132 - val_loss: 9.4366 - val_mae: 2.4190 - val_mse: 9.4366\n",
+ "354/354 [==============================] - 0s 286us/sample - loss: 8.0620 - mae: 1.9246 - mse: 8.0620 - val_loss: 9.4245 - val_mae: 2.3602 - val_mse: 9.4245\n",
"Epoch 52/100\n",
- "354/354 [==============================] - 0s 166us/sample - loss: 8.1615 - mae: 1.9770 - mse: 8.1615 - val_loss: 8.3043 - val_mae: 2.2279 - val_mse: 8.3043\n",
+ "354/354 [==============================] - 0s 272us/sample - loss: 7.8458 - mae: 1.8929 - mse: 7.8458 - val_loss: 7.8172 - val_mae: 2.1102 - val_mse: 7.8172\n",
"Epoch 53/100\n",
- "354/354 [==============================] - 0s 161us/sample - loss: 8.1649 - mae: 1.9975 - mse: 8.1649 - val_loss: 8.0006 - val_mae: 2.2026 - val_mse: 8.0006\n",
+ "354/354 [==============================] - 0s 275us/sample - loss: 7.8529 - mae: 1.9210 - mse: 7.8529 - val_loss: 8.3722 - val_mae: 2.1895 - val_mse: 8.3722\n",
"Epoch 54/100\n",
- "354/354 [==============================] - 0s 165us/sample - loss: 8.0448 - mae: 1.9872 - mse: 8.0448 - val_loss: 7.9690 - val_mae: 2.1947 - val_mse: 7.9690\n",
+ "354/354 [==============================] - 0s 267us/sample - loss: 7.8456 - mae: 1.9185 - mse: 7.8456 - val_loss: 8.6497 - val_mae: 2.2441 - val_mse: 8.6497\n",
"Epoch 55/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 7.7326 - mae: 1.9080 - mse: 7.7326 - val_loss: 8.3295 - val_mae: 2.2204 - val_mse: 8.3295\n",
+ "354/354 [==============================] - 0s 275us/sample - loss: 7.8214 - mae: 1.9440 - mse: 7.8214 - val_loss: 7.8350 - val_mae: 2.1042 - val_mse: 7.8350\n",
"Epoch 56/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 7.9522 - mae: 1.9201 - mse: 7.9522 - val_loss: 9.0692 - val_mae: 2.3496 - val_mse: 9.0692\n",
+ "354/354 [==============================] - 0s 267us/sample - loss: 7.1478 - mae: 1.8786 - mse: 7.1478 - val_loss: 9.0040 - val_mae: 2.2687 - val_mse: 9.0040\n",
"Epoch 57/100\n",
- "354/354 [==============================] - 0s 166us/sample - loss: 7.7350 - mae: 1.9497 - mse: 7.7350 - val_loss: 8.0150 - val_mae: 2.1911 - val_mse: 8.0150\n",
+ "354/354 [==============================] - 0s 282us/sample - loss: 7.6740 - mae: 1.9089 - mse: 7.6740 - val_loss: 7.7027 - val_mae: 2.0962 - val_mse: 7.7027\n",
"Epoch 58/100\n",
- "354/354 [==============================] - 0s 175us/sample - loss: 7.7322 - mae: 1.9231 - mse: 7.7322 - val_loss: 8.2910 - val_mae: 2.2175 - val_mse: 8.2910\n",
+ "354/354 [==============================] - 0s 284us/sample - loss: 7.6915 - mae: 1.8942 - mse: 7.6914 - val_loss: 8.1644 - val_mae: 2.1569 - val_mse: 8.1644\n",
"Epoch 59/100\n",
- "354/354 [==============================] - 0s 172us/sample - loss: 7.2398 - mae: 1.8491 - mse: 7.2398 - val_loss: 8.3501 - val_mae: 2.2351 - val_mse: 8.3501\n",
+ "354/354 [==============================] - 0s 280us/sample - loss: 7.3480 - mae: 1.8529 - mse: 7.3480 - val_loss: 7.6212 - val_mae: 2.1103 - val_mse: 7.6212\n",
"Epoch 60/100\n",
- "354/354 [==============================] - 0s 166us/sample - loss: 7.5678 - mae: 1.9134 - mse: 7.5678 - val_loss: 8.2245 - val_mae: 2.2331 - val_mse: 8.2245\n",
+ "354/354 [==============================] - 0s 281us/sample - loss: 7.5539 - mae: 1.8710 - mse: 7.5539 - val_loss: 8.1158 - val_mae: 2.1719 - val_mse: 8.1158\n",
"Epoch 61/100\n",
- "354/354 [==============================] - 0s 164us/sample - loss: 7.6342 - mae: 1.8999 - mse: 7.6342 - val_loss: 7.8723 - val_mae: 2.1654 - val_mse: 7.8723\n",
+ "354/354 [==============================] - 0s 269us/sample - loss: 7.2977 - mae: 1.8647 - mse: 7.2977 - val_loss: 7.1379 - val_mae: 2.0242 - val_mse: 7.1379\n",
"Epoch 62/100\n",
- "354/354 [==============================] - 0s 166us/sample - loss: 7.4963 - mae: 1.8860 - mse: 7.4963 - val_loss: 10.4746 - val_mae: 2.5301 - val_mse: 10.4746\n",
+ "354/354 [==============================] - 0s 272us/sample - loss: 7.3048 - mae: 1.8935 - mse: 7.3048 - val_loss: 7.8043 - val_mae: 2.1160 - val_mse: 7.8043\n",
"Epoch 63/100\n",
- "354/354 [==============================] - 0s 167us/sample - loss: 7.3665 - mae: 1.8960 - mse: 7.3665 - val_loss: 8.6150 - val_mae: 2.2693 - val_mse: 8.6150\n",
+ "354/354 [==============================] - 0s 289us/sample - loss: 7.1083 - mae: 1.8641 - mse: 7.1083 - val_loss: 7.4072 - val_mae: 2.0936 - val_mse: 7.4072\n",
"Epoch 64/100\n",
- "354/354 [==============================] - 0s 161us/sample - loss: 7.2980 - mae: 1.8948 - mse: 7.2980 - val_loss: 7.9022 - val_mae: 2.1722 - val_mse: 7.9022\n",
+ "354/354 [==============================] - 0s 294us/sample - loss: 7.1797 - mae: 1.8808 - mse: 7.1797 - val_loss: 7.6122 - val_mae: 2.1288 - val_mse: 7.6122\n",
"Epoch 65/100\n",
- "354/354 [==============================] - 0s 163us/sample - loss: 7.1944 - mae: 1.8662 - mse: 7.1944 - val_loss: 8.0582 - val_mae: 2.1951 - val_mse: 8.0582\n",
+ "354/354 [==============================] - 0s 279us/sample - loss: 6.9043 - mae: 1.8660 - mse: 6.9043 - val_loss: 7.5638 - val_mae: 2.1205 - val_mse: 7.5638\n",
"Epoch 66/100\n",
- "354/354 [==============================] - 0s 168us/sample - loss: 7.3373 - mae: 1.8855 - mse: 7.3373 - val_loss: 9.2201 - val_mae: 2.3749 - val_mse: 9.2201\n",
+ "354/354 [==============================] - 0s 284us/sample - loss: 7.2350 - mae: 1.8598 - mse: 7.2350 - val_loss: 8.0703 - val_mae: 2.1999 - val_mse: 8.0703\n",
"Epoch 67/100\n",
- "354/354 [==============================] - 0s 166us/sample - loss: 6.9805 - mae: 1.8481 - mse: 6.9805 - val_loss: 8.1570 - val_mae: 2.2094 - val_mse: 8.1570\n",
+ "354/354 [==============================] - 0s 271us/sample - loss: 6.6683 - mae: 1.7366 - mse: 6.6683 - val_loss: 9.1396 - val_mae: 2.2501 - val_mse: 9.1396\n",
"Epoch 68/100\n",
- "354/354 [==============================] - 0s 167us/sample - loss: 7.2658 - mae: 1.8414 - mse: 7.2658 - val_loss: 8.0702 - val_mae: 2.2033 - val_mse: 8.0702\n",
+ "354/354 [==============================] - 0s 270us/sample - loss: 6.9384 - mae: 1.8391 - mse: 6.9384 - val_loss: 7.4141 - val_mae: 2.1386 - val_mse: 7.4141\n",
"Epoch 69/100\n",
- "354/354 [==============================] - 0s 163us/sample - loss: 6.9262 - mae: 1.8546 - mse: 6.9262 - val_loss: 7.7649 - val_mae: 2.1500 - val_mse: 7.7649\n",
+ "354/354 [==============================] - 0s 300us/sample - loss: 6.9351 - mae: 1.8344 - mse: 6.9351 - val_loss: 7.3261 - val_mae: 2.0522 - val_mse: 7.3261\n",
"Epoch 70/100\n",
- "354/354 [==============================] - 0s 165us/sample - loss: 6.9447 - mae: 1.8298 - mse: 6.9447 - val_loss: 7.6659 - val_mae: 2.1385 - val_mse: 7.6659\n",
+ "354/354 [==============================] - 0s 284us/sample - loss: 6.7056 - mae: 1.7948 - mse: 6.7056 - val_loss: 7.3072 - val_mae: 2.1075 - val_mse: 7.3072\n",
"Epoch 71/100\n",
- "354/354 [==============================] - 0s 167us/sample - loss: 6.7163 - mae: 1.8046 - mse: 6.7163 - val_loss: 7.7355 - val_mae: 2.1346 - val_mse: 7.7355\n",
+ "354/354 [==============================] - 0s 264us/sample - loss: 6.6938 - mae: 1.7974 - mse: 6.6938 - val_loss: 7.3337 - val_mae: 2.0619 - val_mse: 7.3337\n",
"Epoch 72/100\n",
- "354/354 [==============================] - 0s 164us/sample - loss: 6.7114 - mae: 1.8155 - mse: 6.7114 - val_loss: 9.6016 - val_mae: 2.3953 - val_mse: 9.6016\n",
+ "354/354 [==============================] - 0s 283us/sample - loss: 6.7406 - mae: 1.7902 - mse: 6.7406 - val_loss: 7.4228 - val_mae: 2.0519 - val_mse: 7.4228\n",
"Epoch 73/100\n",
- "354/354 [==============================] - 0s 166us/sample - loss: 6.5319 - mae: 1.8392 - mse: 6.5319 - val_loss: 7.7355 - val_mae: 2.1233 - val_mse: 7.7355\n",
+ "354/354 [==============================] - 0s 277us/sample - loss: 6.6023 - mae: 1.7861 - mse: 6.6023 - val_loss: 7.4967 - val_mae: 2.0789 - val_mse: 7.4967\n",
"Epoch 74/100\n",
- "354/354 [==============================] - 0s 159us/sample - loss: 6.6211 - mae: 1.7914 - mse: 6.6211 - val_loss: 7.6516 - val_mae: 2.1122 - val_mse: 7.6516\n",
+ "354/354 [==============================] - 0s 280us/sample - loss: 6.5556 - mae: 1.7931 - mse: 6.5556 - val_loss: 8.8609 - val_mae: 2.2274 - val_mse: 8.8609\n",
"Epoch 75/100\n",
- "354/354 [==============================] - 0s 179us/sample - loss: 6.4513 - mae: 1.7749 - mse: 6.4513 - val_loss: 8.9891 - val_mae: 2.3194 - val_mse: 8.9891\n",
+ "354/354 [==============================] - 0s 283us/sample - loss: 6.5342 - mae: 1.7615 - mse: 6.5342 - val_loss: 7.0807 - val_mae: 2.0193 - val_mse: 7.0807\n",
"Epoch 76/100\n",
- "354/354 [==============================] - 0s 165us/sample - loss: 6.4155 - mae: 1.7780 - mse: 6.4155 - val_loss: 7.7146 - val_mae: 2.1223 - val_mse: 7.7146\n",
+ "354/354 [==============================] - 0s 277us/sample - loss: 6.3153 - mae: 1.7554 - mse: 6.3153 - val_loss: 10.0514 - val_mae: 2.4058 - val_mse: 10.0514\n",
"Epoch 77/100\n",
- "354/354 [==============================] - 0s 165us/sample - loss: 6.3207 - mae: 1.7432 - mse: 6.3207 - val_loss: 9.0356 - val_mae: 2.3147 - val_mse: 9.0356\n",
+ "354/354 [==============================] - 0s 263us/sample - loss: 6.3406 - mae: 1.7480 - mse: 6.3406 - val_loss: 7.2677 - val_mae: 2.0915 - val_mse: 7.2677\n",
"Epoch 78/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 6.4550 - mae: 1.7727 - mse: 6.4550 - val_loss: 8.8363 - val_mae: 2.2857 - val_mse: 8.8363\n",
+ "354/354 [==============================] - 0s 263us/sample - loss: 6.3339 - mae: 1.7520 - mse: 6.3339 - val_loss: 7.4025 - val_mae: 2.0862 - val_mse: 7.4025\n",
"Epoch 79/100\n",
- "354/354 [==============================] - 0s 163us/sample - loss: 6.0707 - mae: 1.7117 - mse: 6.0707 - val_loss: 9.5024 - val_mae: 2.3944 - val_mse: 9.5024\n",
+ "354/354 [==============================] - 0s 266us/sample - loss: 6.1741 - mae: 1.7241 - mse: 6.1741 - val_loss: 7.6168 - val_mae: 2.0796 - val_mse: 7.6168\n",
"Epoch 80/100\n",
- "354/354 [==============================] - 0s 161us/sample - loss: 6.3308 - mae: 1.7601 - mse: 6.3308 - val_loss: 7.7687 - val_mae: 2.1143 - val_mse: 7.7687\n",
+ "354/354 [==============================] - 0s 282us/sample - loss: 6.3003 - mae: 1.7317 - mse: 6.3003 - val_loss: 8.5449 - val_mae: 2.2191 - val_mse: 8.5449\n",
"Epoch 81/100\n",
- "354/354 [==============================] - 0s 160us/sample - loss: 6.2252 - mae: 1.7075 - mse: 6.2252 - val_loss: 8.7019 - val_mae: 2.2754 - val_mse: 8.7019\n",
+ "354/354 [==============================] - 0s 286us/sample - loss: 6.1985 - mae: 1.7406 - mse: 6.1985 - val_loss: 7.3762 - val_mae: 2.1128 - val_mse: 7.3762\n",
"Epoch 82/100\n",
- "354/354 [==============================] - 0s 162us/sample - loss: 5.9566 - mae: 1.7185 - mse: 5.9566 - val_loss: 7.8045 - val_mae: 2.1393 - val_mse: 7.8045\n",
+ "354/354 [==============================] - 0s 292us/sample - loss: 6.2082 - mae: 1.6940 - mse: 6.2082 - val_loss: 7.7671 - val_mae: 2.1689 - val_mse: 7.7671\n",
"Epoch 83/100\n",
- "354/354 [==============================] - 0s 167us/sample - loss: 6.2495 - mae: 1.7614 - mse: 6.2495 - val_loss: 9.1345 - val_mae: 2.3059 - val_mse: 9.1345\n",
+ "354/354 [==============================] - 0s 287us/sample - loss: 6.0380 - mae: 1.7192 - mse: 6.0380 - val_loss: 8.2837 - val_mae: 2.1724 - val_mse: 8.2837\n",
"Epoch 84/100\n",
- "354/354 [==============================] - 0s 189us/sample - loss: 5.8219 - mae: 1.7185 - mse: 5.8219 - val_loss: 8.5579 - val_mae: 2.2543 - val_mse: 8.5579\n",
+ "354/354 [==============================] - 0s 286us/sample - loss: 5.9283 - mae: 1.6645 - mse: 5.9283 - val_loss: 7.6387 - val_mae: 2.0571 - val_mse: 7.6387\n",
"Epoch 85/100\n",
- "354/354 [==============================] - 0s 166us/sample - loss: 6.1006 - mae: 1.6984 - mse: 6.1006 - val_loss: 7.9770 - val_mae: 2.1743 - val_mse: 7.9770\n",
+ "354/354 [==============================] - 0s 282us/sample - loss: 6.0571 - mae: 1.7451 - mse: 6.0570 - val_loss: 7.1951 - val_mae: 2.0476 - val_mse: 7.1951\n",
"Epoch 86/100\n",
- "354/354 [==============================] - 0s 172us/sample - loss: 5.9287 - mae: 1.6959 - mse: 5.9287 - val_loss: 8.0875 - val_mae: 2.1725 - val_mse: 8.0875\n",
+ "354/354 [==============================] - 0s 277us/sample - loss: 5.9782 - mae: 1.7078 - mse: 5.9782 - val_loss: 8.0985 - val_mae: 2.2334 - val_mse: 8.0985\n",
"Epoch 87/100\n",
- "354/354 [==============================] - 0s 167us/sample - loss: 5.8128 - mae: 1.7131 - mse: 5.8128 - val_loss: 7.5922 - val_mae: 2.1037 - val_mse: 7.5922\n",
+ "354/354 [==============================] - 0s 255us/sample - loss: 5.9666 - mae: 1.7308 - mse: 5.9666 - val_loss: 7.2550 - val_mae: 2.0268 - val_mse: 7.2550\n",
"Epoch 88/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 5.7401 - mae: 1.6510 - mse: 5.7401 - val_loss: 9.2433 - val_mae: 2.3041 - val_mse: 9.2433\n",
+ "354/354 [==============================] - 0s 282us/sample - loss: 5.7723 - mae: 1.6568 - mse: 5.7723 - val_loss: 7.5226 - val_mae: 2.1315 - val_mse: 7.5226\n",
"Epoch 89/100\n",
- "354/354 [==============================] - 0s 172us/sample - loss: 5.7168 - mae: 1.6733 - mse: 5.7168 - val_loss: 7.7648 - val_mae: 2.1137 - val_mse: 7.7648\n",
+ "354/354 [==============================] - 0s 273us/sample - loss: 5.9548 - mae: 1.7018 - mse: 5.9548 - val_loss: 8.1623 - val_mae: 2.1547 - val_mse: 8.1623\n",
"Epoch 90/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 5.5887 - mae: 1.6532 - mse: 5.5887 - val_loss: 7.5993 - val_mae: 2.0686 - val_mse: 7.5993\n",
+ "354/354 [==============================] - 0s 305us/sample - loss: 5.7479 - mae: 1.6986 - mse: 5.7479 - val_loss: 7.5925 - val_mae: 2.1085 - val_mse: 7.5925\n",
"Epoch 91/100\n",
- "354/354 [==============================] - 0s 176us/sample - loss: 5.7810 - mae: 1.6621 - mse: 5.7810 - val_loss: 7.9927 - val_mae: 2.1467 - val_mse: 7.9927\n",
+ "354/354 [==============================] - 0s 285us/sample - loss: 5.6598 - mae: 1.6206 - mse: 5.6598 - val_loss: 7.8349 - val_mae: 2.1050 - val_mse: 7.8349\n",
"Epoch 92/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 5.4544 - mae: 1.6139 - mse: 5.4544 - val_loss: 7.4664 - val_mae: 2.0563 - val_mse: 7.4664\n",
+ "354/354 [==============================] - 0s 274us/sample - loss: 5.5519 - mae: 1.6524 - mse: 5.5519 - val_loss: 7.9134 - val_mae: 2.0905 - val_mse: 7.9134\n",
"Epoch 93/100\n",
- "354/354 [==============================] - 0s 170us/sample - loss: 5.6756 - mae: 1.6660 - mse: 5.6756 - val_loss: 8.0914 - val_mae: 2.1448 - val_mse: 8.0914\n",
+ "354/354 [==============================] - 0s 275us/sample - loss: 5.6195 - mae: 1.6014 - mse: 5.6195 - val_loss: 7.7187 - val_mae: 2.0785 - val_mse: 7.7187\n",
"Epoch 94/100\n",
- "354/354 [==============================] - 0s 161us/sample - loss: 5.4885 - mae: 1.6707 - mse: 5.4885 - val_loss: 8.2285 - val_mae: 2.1770 - val_mse: 8.2285\n",
+ "354/354 [==============================] - 0s 267us/sample - loss: 5.7689 - mae: 1.6537 - mse: 5.7689 - val_loss: 7.2061 - val_mae: 2.0279 - val_mse: 7.2061\n",
"Epoch 95/100\n",
- "354/354 [==============================] - 0s 166us/sample - loss: 5.4758 - mae: 1.6645 - mse: 5.4758 - val_loss: 7.8756 - val_mae: 2.1244 - val_mse: 7.8756\n",
+ "354/354 [==============================] - 0s 281us/sample - loss: 5.5614 - mae: 1.6297 - mse: 5.5614 - val_loss: 7.4361 - val_mae: 2.0583 - val_mse: 7.4361\n",
"Epoch 96/100\n",
- "354/354 [==============================] - 0s 165us/sample - loss: 5.3024 - mae: 1.5898 - mse: 5.3024 - val_loss: 8.2820 - val_mae: 2.1636 - val_mse: 8.2820\n",
+ "354/354 [==============================] - 0s 286us/sample - loss: 5.4860 - mae: 1.6497 - mse: 5.4860 - val_loss: 7.2326 - val_mae: 2.0581 - val_mse: 7.2326\n",
"Epoch 97/100\n",
- "354/354 [==============================] - 0s 165us/sample - loss: 5.3396 - mae: 1.6173 - mse: 5.3396 - val_loss: 7.8611 - val_mae: 2.1247 - val_mse: 7.8611\n",
+ "354/354 [==============================] - 0s 273us/sample - loss: 5.4502 - mae: 1.6353 - mse: 5.4502 - val_loss: 7.1318 - val_mae: 2.0564 - val_mse: 7.1318\n",
"Epoch 98/100\n",
- "354/354 [==============================] - 0s 165us/sample - loss: 5.1144 - mae: 1.5921 - mse: 5.1144 - val_loss: 7.7698 - val_mae: 2.0885 - val_mse: 7.7698\n",
+ "354/354 [==============================] - 0s 271us/sample - loss: 5.3434 - mae: 1.5915 - mse: 5.3434 - val_loss: 7.2311 - val_mae: 2.0256 - val_mse: 7.2311\n",
"Epoch 99/100\n",
- "354/354 [==============================] - 0s 167us/sample - loss: 5.4428 - mae: 1.6237 - mse: 5.4428 - val_loss: 7.6558 - val_mae: 2.0697 - val_mse: 7.6558\n",
+ "354/354 [==============================] - 0s 280us/sample - loss: 5.2863 - mae: 1.5807 - mse: 5.2863 - val_loss: 6.9631 - val_mae: 2.0157 - val_mse: 6.9631\n",
"Epoch 100/100\n",
- "354/354 [==============================] - 0s 170us/sample - loss: 5.0182 - mae: 1.5643 - mse: 5.0182 - val_loss: 8.6139 - val_mae: 2.2045 - val_mse: 8.6139\n"
+ "354/354 [==============================] - 0s 267us/sample - loss: 5.4799 - mae: 1.6296 - mse: 5.4799 - val_loss: 7.2817 - val_mae: 2.0441 - val_mse: 7.2817\n"
]
}
],
@@ -1034,9 +1054,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "x_test / loss : 8.6139\n",
- "x_test / mae : 2.2045\n",
- "x_test / mse : 8.6139\n"
+ "x_test / loss : 7.2817\n",
+ "x_test / mae : 2.0441\n",
+ "x_test / mse : 7.2817\n"
]
}
],
@@ -1102,66 +1122,66 @@
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
- " <td>18.096026</td>\n",
- " <td>2.476698</td>\n",
- " <td>18.096025</td>\n",
- " <td>13.967839</td>\n",
- " <td>2.586850</td>\n",
- " <td>13.967839</td>\n",
+ " <td>17.179068</td>\n",
+ " <td>2.400313</td>\n",
+ " <td>17.179068</td>\n",
+ " <td>13.234228</td>\n",
+ " <td>2.480448</td>\n",
+ " <td>13.234228</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
- " <td>54.625965</td>\n",
- " <td>2.272933</td>\n",
- " <td>54.625960</td>\n",
- " <td>34.539291</td>\n",
- " <td>1.585967</td>\n",
- " <td>34.539293</td>\n",
+ " <td>52.668984</td>\n",
+ " <td>2.178764</td>\n",
+ " <td>52.668981</td>\n",
+ " <td>34.564052</td>\n",
+ " <td>1.615198</td>\n",
+ " <td>34.564051</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
- " <td>5.018227</td>\n",
- " <td>1.564279</td>\n",
- " <td>5.018228</td>\n",
- " <td>7.466392</td>\n",
- " <td>2.056279</td>\n",
- " <td>7.466392</td>\n",
+ " <td>5.286268</td>\n",
+ " <td>1.580696</td>\n",
+ " <td>5.286269</td>\n",
+ " <td>6.963072</td>\n",
+ " <td>2.015736</td>\n",
+ " <td>6.963071</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
- " <td>6.454060</td>\n",
- " <td>1.777231</td>\n",
- " <td>6.454060</td>\n",
- " <td>8.083174</td>\n",
- " <td>2.193839</td>\n",
- " <td>8.083174</td>\n",
+ " <td>6.485838</td>\n",
+ " <td>1.754565</td>\n",
+ " <td>6.485837</td>\n",
+ " <td>7.585306</td>\n",
+ " <td>2.103745</td>\n",
+ " <td>7.585306</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
- " <td>8.368772</td>\n",
- " <td>2.002227</td>\n",
- " <td>8.368773</td>\n",
- " <td>8.651632</td>\n",
- " <td>2.297827</td>\n",
- " <td>8.651632</td>\n",
+ " <td>8.155239</td>\n",
+ " <td>1.944527</td>\n",
+ " <td>8.155240</td>\n",
+ " <td>8.112818</td>\n",
+ " <td>2.179680</td>\n",
+ " <td>8.112819</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
- " <td>11.280877</td>\n",
- " <td>2.313615</td>\n",
- " <td>11.280877</td>\n",
- " <td>9.527210</td>\n",
- " <td>2.424410</td>\n",
- " <td>9.527210</td>\n",
+ " <td>11.055998</td>\n",
+ " <td>2.240327</td>\n",
+ " <td>11.055998</td>\n",
+ " <td>9.240654</td>\n",
+ " <td>2.325178</td>\n",
+ " <td>9.240653</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
- " <td>484.125081</td>\n",
- " <td>20.024147</td>\n",
- " <td>484.125031</td>\n",
- " <td>336.138720</td>\n",
- " <td>16.295881</td>\n",
- " <td>336.138733</td>\n",
+ " <td>479.449512</td>\n",
+ " <td>19.834858</td>\n",
+ " <td>479.449463</td>\n",
+ " <td>339.469011</td>\n",
+ " <td>16.671797</td>\n",
+ " <td>339.468994</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
@@ -1170,13 +1190,13 @@
"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 18.096026 2.476698 18.096025 13.967839 2.586850 13.967839\n",
- "std 54.625965 2.272933 54.625960 34.539291 1.585967 34.539293\n",
- "min 5.018227 1.564279 5.018228 7.466392 2.056279 7.466392\n",
- "25% 6.454060 1.777231 6.454060 8.083174 2.193839 8.083174\n",
- "50% 8.368772 2.002227 8.368773 8.651632 2.297827 8.651632\n",
- "75% 11.280877 2.313615 11.280877 9.527210 2.424410 9.527210\n",
- "max 484.125081 20.024147 484.125031 336.138720 16.295881 336.138733"
+ "mean 17.179068 2.400313 17.179068 13.234228 2.480448 13.234228\n",
+ "std 52.668984 2.178764 52.668981 34.564052 1.615198 34.564051\n",
+ "min 5.286268 1.580696 5.286269 6.963072 2.015736 6.963071\n",
+ "25% 6.485838 1.754565 6.485837 7.585306 2.103745 7.585306\n",
+ "50% 8.155239 1.944527 8.155240 8.112818 2.179680 8.112819\n",
+ "75% 11.055998 2.240327 11.055998 9.240654 2.325178 9.240653\n",
+ "max 479.449512 19.834858 479.449463 339.469011 16.671797 339.468994"
]
},
"execution_count": 9,
@@ -1199,7 +1219,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "min( val_mae ) : 2.0563\n"
+ "min( val_mae ) : 2.0157\n"
]
}
],
@@ -1214,7 +1234,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
@@ -1226,7 +1246,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
@@ -1238,7 +1258,7 @@
},
{
"data": {
- "image/png": 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+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
@@ -1286,7 +1306,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Prédiction : 11.38 K$\n",
+ "Prédiction : 10.53 K$\n",
"Reality : 10.40 K$\n"
]
}
diff --git a/BHPD/02-DNN-Regression-Premium.ipynb b/BHPD/02-DNN-Regression-Premium.ipynb
index de6a205..2aff5c5 100644
--- a/BHPD/02-DNN-Regression-Premium.ipynb
+++ b/BHPD/02-DNN-Regression-Premium.ipynb
@@ -63,6 +63,25 @@
" padding: 0.5em;\n",
" }\n",
"\n",
+ "div.todo:before { content:url(data:image/svg+xml;base64,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);\n",
+ " float:left;\n",
+ " margin-right:20px;\n",
+ " margin-top:-20px;\n",
+ " margin-bottom:20px;\n",
+ "}\n",
+ "div.todo{\n",
+ " font-weight: bold;\n",
+ " font-size: 1.1em;\n",
+ " margin-top:40px;\n",
+ "}\n",
+ "div.todo ul{\n",
+ " margin: 0.2em;\n",
+ "}\n",
+ "div.todo li{\n",
+ " margin-left:60px;\n",
+ " margin-top:0;\n",
+ " margin-bottom:0;\n",
+ "}\n",
"\n",
"\n",
"</style>\n",
@@ -81,8 +100,8 @@
"text": [
"\n",
"FIDLE 2020 - Practical Work Module\n",
- "Version : 0.4.2\n",
- "Run time : Wednesday 26 February 2020, 18:39:50\n",
+ "Version : 0.4.3\n",
+ "Run time : Friday 28 February 2020, 10:23:12\n",
"TensorFlow version : 2.0.0\n",
"Keras version : 2.2.4-tf\n"
]
@@ -97,7 +116,7 @@
"import pandas as pd\n",
"import os,sys\n",
"\n",
- "from IPython.display import display, Markdown\n",
+ "from IPython.display import Markdown\n",
"from importlib import reload\n",
"\n",
"sys.path.append('..')\n",
@@ -141,96 +160,96 @@
"data": {
"text/html": [
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+ "</style><table id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795\" ><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",
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" <tr>\n",
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- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row1_col3\" class=\"data row1 col3\" >0.00</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row1_col4\" class=\"data row1 col4\" >0.47</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row1_col5\" class=\"data row1 col5\" >6.42</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row1_col6\" class=\"data row1 col6\" >78.90</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row1_col7\" class=\"data row1 col7\" >4.97</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row1_col8\" class=\"data row1 col8\" >2.00</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row1_col9\" class=\"data row1 col9\" >242.00</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row1_col10\" class=\"data row1 col10\" >17.80</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row1_col11\" class=\"data row1 col11\" >396.90</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row1_col12\" class=\"data row1 col12\" >9.14</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row1_col13\" class=\"data row1 col13\" >21.60</td>\n",
+ " <th id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row1_col0\" class=\"data row1 col0\" >0.03</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row1_col1\" class=\"data row1 col1\" >0.00</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row1_col2\" class=\"data row1 col2\" >7.07</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row1_col3\" class=\"data row1 col3\" >0.00</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row1_col4\" class=\"data row1 col4\" >0.47</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row1_col5\" class=\"data row1 col5\" >6.42</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row1_col6\" class=\"data row1 col6\" >78.90</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row1_col7\" class=\"data row1 col7\" >4.97</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row1_col8\" class=\"data row1 col8\" >2.00</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row1_col9\" class=\"data row1 col9\" >242.00</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row1_col10\" class=\"data row1 col10\" >17.80</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row1_col11\" class=\"data row1 col11\" >396.90</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row1_col12\" class=\"data row1 col12\" >9.14</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row1_col13\" class=\"data row1 col13\" >21.60</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row2_col0\" class=\"data row2 col0\" >0.03</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row2_col1\" class=\"data row2 col1\" >0.00</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row2_col2\" class=\"data row2 col2\" >7.07</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row2_col3\" class=\"data row2 col3\" >0.00</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row2_col4\" class=\"data row2 col4\" >0.47</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row2_col5\" class=\"data row2 col5\" >7.18</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row2_col6\" class=\"data row2 col6\" >61.10</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row2_col7\" class=\"data row2 col7\" >4.97</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row2_col8\" class=\"data row2 col8\" >2.00</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row2_col9\" class=\"data row2 col9\" >242.00</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row2_col10\" class=\"data row2 col10\" >17.80</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row2_col11\" class=\"data row2 col11\" >392.83</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row2_col12\" class=\"data row2 col12\" >4.03</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row2_col13\" class=\"data row2 col13\" >34.70</td>\n",
+ " <th id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row2_col0\" class=\"data row2 col0\" >0.03</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row2_col1\" class=\"data row2 col1\" >0.00</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row2_col2\" class=\"data row2 col2\" >7.07</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row2_col3\" class=\"data row2 col3\" >0.00</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row2_col4\" class=\"data row2 col4\" >0.47</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row2_col5\" class=\"data row2 col5\" >7.18</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row2_col6\" class=\"data row2 col6\" >61.10</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row2_col7\" class=\"data row2 col7\" >4.97</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row2_col8\" class=\"data row2 col8\" >2.00</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row2_col9\" class=\"data row2 col9\" >242.00</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row2_col10\" class=\"data row2 col10\" >17.80</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row2_col11\" class=\"data row2 col11\" >392.83</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row2_col12\" class=\"data row2 col12\" >4.03</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row2_col13\" class=\"data row2 col13\" >34.70</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row3_col0\" class=\"data row3 col0\" >0.03</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row3_col1\" class=\"data row3 col1\" >0.00</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row3_col2\" class=\"data row3 col2\" >2.18</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row3_col3\" class=\"data row3 col3\" >0.00</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row3_col4\" class=\"data row3 col4\" >0.46</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row3_col5\" class=\"data row3 col5\" >7.00</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row3_col6\" class=\"data row3 col6\" >45.80</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row3_col7\" class=\"data row3 col7\" >6.06</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row3_col8\" class=\"data row3 col8\" >3.00</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row3_col9\" class=\"data row3 col9\" >222.00</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row3_col10\" class=\"data row3 col10\" >18.70</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row3_col11\" class=\"data row3 col11\" >394.63</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row3_col12\" class=\"data row3 col12\" >2.94</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row3_col13\" class=\"data row3 col13\" >33.40</td>\n",
+ " <th id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row3_col0\" class=\"data row3 col0\" >0.03</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row3_col1\" class=\"data row3 col1\" >0.00</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row3_col2\" class=\"data row3 col2\" >2.18</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row3_col3\" class=\"data row3 col3\" >0.00</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row3_col4\" class=\"data row3 col4\" >0.46</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row3_col5\" class=\"data row3 col5\" >7.00</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row3_col6\" class=\"data row3 col6\" >45.80</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row3_col7\" class=\"data row3 col7\" >6.06</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row3_col8\" class=\"data row3 col8\" >3.00</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row3_col9\" class=\"data row3 col9\" >222.00</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row3_col10\" class=\"data row3 col10\" >18.70</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row3_col11\" class=\"data row3 col11\" >394.63</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row3_col12\" class=\"data row3 col12\" >2.94</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row3_col13\" class=\"data row3 col13\" >33.40</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row4_col0\" class=\"data row4 col0\" >0.07</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row4_col2\" class=\"data row4 col2\" >2.18</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row4_col4\" class=\"data row4 col4\" >0.46</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row4_col5\" class=\"data row4 col5\" >7.15</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row4_col6\" class=\"data row4 col6\" >54.20</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row4_col7\" class=\"data row4 col7\" >6.06</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row4_col8\" class=\"data row4 col8\" >3.00</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row4_col9\" class=\"data row4 col9\" >222.00</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row4_col10\" class=\"data row4 col10\" >18.70</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row4_col11\" class=\"data row4 col11\" >396.90</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row4_col12\" class=\"data row4 col12\" >5.33</td>\n",
- " <td id=\"T_fd7e95a4_58be_11ea_954f_edae4404b4c2row4_col13\" class=\"data row4 col13\" >36.20</td>\n",
+ " <th id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row4_col0\" class=\"data row4 col0\" >0.07</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row4_col2\" class=\"data row4 col2\" >2.18</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row4_col4\" class=\"data row4 col4\" >0.46</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row4_col5\" class=\"data row4 col5\" >7.15</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row4_col6\" class=\"data row4 col6\" >54.20</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row4_col7\" class=\"data row4 col7\" >6.06</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row4_col8\" class=\"data row4 col8\" >3.00</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row4_col9\" class=\"data row4 col9\" >222.00</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row4_col10\" class=\"data row4 col10\" >18.70</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row4_col11\" class=\"data row4 col11\" >396.90</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row4_col12\" class=\"data row4 col12\" >5.33</td>\n",
+ " <td id=\"T_f61cd91c_5a0b_11ea_81e5_41c397e73795row4_col13\" class=\"data row4 col13\" >36.20</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7f244dda3dd0>"
+ "<pandas.io.formats.style.Styler at 0x7f2b48bd6f90>"
]
},
"metadata": {},
@@ -315,139 +334,139 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- "</style><table id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2\" ><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_f7d13686_5a0b_11ea_81e5_41c397e73795\" ><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_fd8631f6_58be_11ea_954f_edae4404b4c2level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row0_col12\" class=\"data row0 col12\" >354.00</td>\n",
+ " <th id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row0_col12\" class=\"data row0 col12\" >354.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row1_col0\" class=\"data row1 col0\" >3.60</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row1_col1\" class=\"data row1 col1\" >12.20</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row1_col2\" class=\"data row1 col2\" >10.86</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row1_col3\" class=\"data row1 col3\" >0.08</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row1_col4\" class=\"data row1 col4\" >0.55</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row1_col5\" class=\"data row1 col5\" >6.29</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row1_col6\" class=\"data row1 col6\" >67.90</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row1_col7\" class=\"data row1 col7\" >3.91</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row1_col8\" class=\"data row1 col8\" >9.17</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row1_col9\" class=\"data row1 col9\" >398.77</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row1_col10\" class=\"data row1 col10\" >18.44</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row1_col11\" class=\"data row1 col11\" >360.64</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row1_col12\" class=\"data row1 col12\" >12.66</td>\n",
+ " <th id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row1_col0\" class=\"data row1 col0\" >3.80</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row1_col1\" class=\"data row1 col1\" >10.67</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row1_col2\" class=\"data row1 col2\" >11.27</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row1_col3\" class=\"data row1 col3\" >0.08</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row1_col4\" class=\"data row1 col4\" >0.56</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row1_col5\" class=\"data row1 col5\" >6.30</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row1_col6\" class=\"data row1 col6\" >67.72</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row1_col7\" class=\"data row1 col7\" >3.76</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row1_col8\" class=\"data row1 col8\" >9.64</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row1_col9\" class=\"data row1 col9\" >411.60</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row1_col10\" class=\"data row1 col10\" >18.45</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row1_col11\" class=\"data row1 col11\" >355.42</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row1_col12\" class=\"data row1 col12\" >12.47</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row2_col0\" class=\"data row2 col0\" >9.38</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row2_col1\" class=\"data row2 col1\" >24.11</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row2_col2\" class=\"data row2 col2\" >6.78</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row2_col3\" class=\"data row2 col3\" >0.27</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row2_col4\" class=\"data row2 col4\" >0.11</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row2_col5\" class=\"data row2 col5\" >0.70</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row2_col6\" class=\"data row2 col6\" >28.08</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row2_col7\" class=\"data row2 col7\" >2.13</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row2_col8\" class=\"data row2 col8\" >8.53</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row2_col9\" class=\"data row2 col9\" >166.41</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row2_col10\" class=\"data row2 col10\" >2.17</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row2_col11\" class=\"data row2 col11\" >86.73</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row2_col12\" class=\"data row2 col12\" >7.18</td>\n",
+ " <th id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row2_col0\" class=\"data row2 col0\" >9.33</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row2_col1\" class=\"data row2 col1\" >22.26</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row2_col2\" class=\"data row2 col2\" >6.84</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row2_col3\" class=\"data row2 col3\" >0.27</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row2_col4\" class=\"data row2 col4\" >0.12</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row2_col5\" class=\"data row2 col5\" >0.69</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row2_col6\" class=\"data row2 col6\" >28.69</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row2_col7\" class=\"data row2 col7\" >2.09</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row2_col8\" class=\"data row2 col8\" >8.75</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row2_col9\" class=\"data row2 col9\" >170.38</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row2_col10\" class=\"data row2 col10\" >2.18</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row2_col11\" class=\"data row2 col11\" >91.02</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row2_col12\" class=\"data row2 col12\" >6.91</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row3_col0\" class=\"data row3 col0\" >0.01</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row3_col1\" class=\"data row3 col1\" >0.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row3_col2\" class=\"data row3 col2\" >0.46</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row3_col3\" class=\"data row3 col3\" >0.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row3_col4\" class=\"data row3 col4\" >0.39</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row3_col5\" class=\"data row3 col5\" >3.86</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row3_col6\" class=\"data row3 col6\" >2.90</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row3_col7\" class=\"data row3 col7\" >1.13</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row3_col8\" class=\"data row3 col8\" >1.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row3_col9\" class=\"data row3 col9\" >187.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row3_col10\" class=\"data row3 col10\" >12.60</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row3_col11\" class=\"data row3 col11\" >0.32</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row3_col12\" class=\"data row3 col12\" >1.98</td>\n",
+ " <th id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row3_col0\" class=\"data row3 col0\" >0.01</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row3_col1\" class=\"data row3 col1\" >0.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row3_col2\" class=\"data row3 col2\" >1.25</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row3_col3\" class=\"data row3 col3\" >0.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row3_col4\" class=\"data row3 col4\" >0.39</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row3_col5\" class=\"data row3 col5\" >3.56</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row3_col6\" class=\"data row3 col6\" >2.90</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row3_col7\" class=\"data row3 col7\" >1.13</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row3_col8\" class=\"data row3 col8\" >1.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row3_col9\" class=\"data row3 col9\" >187.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row3_col10\" class=\"data row3 col10\" >12.60</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row3_col11\" class=\"data row3 col11\" >0.32</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row3_col12\" class=\"data row3 col12\" >1.73</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row4_col0\" class=\"data row4 col0\" >0.08</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row4_col2\" class=\"data row4 col2\" >5.15</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row4_col4\" class=\"data row4 col4\" >0.45</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row4_col5\" class=\"data row4 col5\" >5.89</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row4_col6\" class=\"data row4 col6\" >45.18</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row4_col7\" class=\"data row4 col7\" >2.13</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row4_col8\" class=\"data row4 col8\" >4.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row4_col9\" class=\"data row4 col9\" >277.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row4_col10\" class=\"data row4 col10\" >17.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row4_col11\" class=\"data row4 col11\" >377.55</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row4_col12\" class=\"data row4 col12\" >7.15</td>\n",
+ " <th id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row4_col0\" class=\"data row4 col0\" >0.08</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row4_col2\" class=\"data row4 col2\" >5.19</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row4_col4\" class=\"data row4 col4\" >0.45</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row4_col5\" class=\"data row4 col5\" >5.89</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row4_col6\" class=\"data row4 col6\" >42.25</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row4_col7\" class=\"data row4 col7\" >2.08</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row4_col8\" class=\"data row4 col8\" >4.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row4_col9\" class=\"data row4 col9\" >279.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row4_col10\" class=\"data row4 col10\" >17.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row4_col11\" class=\"data row4 col11\" >374.46</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row4_col12\" class=\"data row4 col12\" >7.12</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row5_col0\" class=\"data row5 col0\" >0.25</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row5_col1\" class=\"data row5 col1\" >0.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row5_col2\" class=\"data row5 col2\" >8.56</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row5_col3\" class=\"data row5 col3\" >0.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row5_col4\" class=\"data row5 col4\" >0.53</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row5_col5\" class=\"data row5 col5\" >6.17</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row5_col6\" class=\"data row5 col6\" >76.50</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row5_col7\" class=\"data row5 col7\" >3.42</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row5_col8\" class=\"data row5 col8\" >5.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row5_col9\" class=\"data row5 col9\" >311.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row5_col10\" class=\"data row5 col10\" >18.70</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row5_col11\" class=\"data row5 col11\" >392.48</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row5_col12\" class=\"data row5 col12\" >11.17</td>\n",
+ " <th id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row5_col0\" class=\"data row5 col0\" >0.23</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row5_col1\" class=\"data row5 col1\" >0.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row5_col2\" class=\"data row5 col2\" >9.79</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row5_col3\" class=\"data row5 col3\" >0.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row5_col4\" class=\"data row5 col4\" >0.54</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row5_col5\" class=\"data row5 col5\" >6.21</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row5_col6\" class=\"data row5 col6\" >76.50</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row5_col7\" class=\"data row5 col7\" >3.21</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row5_col8\" class=\"data row5 col8\" >5.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row5_col9\" class=\"data row5 col9\" >332.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row5_col10\" class=\"data row5 col10\" >19.10</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row5_col11\" class=\"data row5 col11\" >390.94</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row5_col12\" class=\"data row5 col12\" >10.99</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row6_col0\" class=\"data row6 col0\" >2.77</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row6_col1\" class=\"data row6 col1\" >20.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row6_col2\" class=\"data row6 col2\" >18.10</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row6_col3\" class=\"data row6 col3\" >0.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row6_col4\" class=\"data row6 col4\" >0.62</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row6_col5\" class=\"data row6 col5\" >6.63</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row6_col6\" class=\"data row6 col6\" >93.45</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row6_col7\" class=\"data row6 col7\" >5.29</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row6_col8\" class=\"data row6 col8\" >8.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row6_col9\" class=\"data row6 col9\" >616.75</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row6_col10\" class=\"data row6 col10\" >20.20</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row6_col11\" class=\"data row6 col11\" >396.32</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row6_col12\" class=\"data row6 col12\" >17.06</td>\n",
+ " <th id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row6_col0\" class=\"data row6 col0\" >3.69</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row6_col1\" class=\"data row6 col1\" >12.50</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row6_col2\" class=\"data row6 col2\" >18.10</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row6_col3\" class=\"data row6 col3\" >0.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row6_col4\" class=\"data row6 col4\" >0.63</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row6_col5\" class=\"data row6 col5\" >6.63</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row6_col6\" class=\"data row6 col6\" >94.25</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row6_col7\" class=\"data row6 col7\" >5.12</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row6_col8\" class=\"data row6 col8\" >24.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row6_col9\" class=\"data row6 col9\" >666.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row6_col10\" class=\"data row6 col10\" >20.20</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row6_col11\" class=\"data row6 col11\" >396.12</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row6_col12\" class=\"data row6 col12\" >16.63</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row7_col0\" class=\"data row7 col0\" >88.98</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row7_col1\" class=\"data row7 col1\" >100.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row7_col2\" class=\"data row7 col2\" >27.74</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row7_col3\" class=\"data row7 col3\" >1.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row7_col4\" class=\"data row7 col4\" >0.87</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row7_col5\" class=\"data row7 col5\" >8.78</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row7_col6\" class=\"data row7 col6\" >100.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row7_col7\" class=\"data row7 col7\" >12.13</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row7_col8\" class=\"data row7 col8\" >24.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row7_col9\" class=\"data row7 col9\" >711.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row7_col10\" class=\"data row7 col10\" >22.00</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row7_col11\" class=\"data row7 col11\" >396.90</td>\n",
- " <td id=\"T_fd8631f6_58be_11ea_954f_edae4404b4c2row7_col12\" class=\"data row7 col12\" >36.98</td>\n",
+ " <th id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row7_col0\" class=\"data row7 col0\" >88.98</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row7_col1\" class=\"data row7 col1\" >100.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row7_col2\" class=\"data row7 col2\" >27.74</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row7_col3\" class=\"data row7 col3\" >1.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row7_col4\" class=\"data row7 col4\" >0.87</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row7_col5\" class=\"data row7 col5\" >8.70</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row7_col6\" class=\"data row7 col6\" >100.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row7_col7\" class=\"data row7 col7\" >12.13</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row7_col8\" class=\"data row7 col8\" >24.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row7_col9\" class=\"data row7 col9\" >711.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row7_col10\" class=\"data row7 col10\" >22.00</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row7_col11\" class=\"data row7 col11\" >396.90</td>\n",
+ " <td id=\"T_f7d13686_5a0b_11ea_81e5_41c397e73795row7_col12\" class=\"data row7 col12\" >37.97</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7f24c9def750>"
+ "<pandas.io.formats.style.Styler at 0x7f2b48b9b810>"
]
},
"metadata": {},
@@ -457,139 +476,139 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- "</style><table id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2\" ><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_f7d89eee_5a0b_11ea_81e5_41c397e73795\" ><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_fd8d1f0c_58be_11ea_954f_edae4404b4c2level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row0_col12\" class=\"data row0 col12\" >354.00</td>\n",
+ " <th id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row0_col12\" class=\"data row0 col12\" >354.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row1_col0\" class=\"data row1 col0\" >-0.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row1_col1\" class=\"data row1 col1\" >-0.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row1_col2\" class=\"data row1 col2\" >0.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row1_col3\" class=\"data row1 col3\" >-0.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row1_col4\" class=\"data row1 col4\" >-0.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row1_col5\" class=\"data row1 col5\" >-0.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row1_col6\" class=\"data row1 col6\" >0.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row1_col7\" class=\"data row1 col7\" >0.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row1_col8\" class=\"data row1 col8\" >0.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row1_col9\" class=\"data row1 col9\" >0.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row1_col10\" class=\"data row1 col10\" >0.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row1_col11\" class=\"data row1 col11\" >0.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row1_col12\" class=\"data row1 col12\" >0.00</td>\n",
+ " <th id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row1_col0\" class=\"data row1 col0\" >-0.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row1_col1\" class=\"data row1 col1\" >-0.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row1_col2\" class=\"data row1 col2\" >0.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row1_col3\" class=\"data row1 col3\" >0.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row1_col4\" class=\"data row1 col4\" >-0.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row1_col5\" class=\"data row1 col5\" >0.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row1_col6\" class=\"data row1 col6\" >0.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row1_col7\" class=\"data row1 col7\" >-0.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row1_col8\" class=\"data row1 col8\" >0.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row1_col9\" class=\"data row1 col9\" >0.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row1_col10\" class=\"data row1 col10\" >0.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row1_col11\" class=\"data row1 col11\" >0.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row1_col12\" class=\"data row1 col12\" >-0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row2_col0\" class=\"data row2 col0\" >1.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row2_col1\" class=\"data row2 col1\" >1.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row2_col2\" class=\"data row2 col2\" >1.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row2_col3\" class=\"data row2 col3\" >1.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row2_col4\" class=\"data row2 col4\" >1.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row2_col5\" class=\"data row2 col5\" >1.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row2_col6\" class=\"data row2 col6\" >1.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row2_col7\" class=\"data row2 col7\" >1.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row2_col8\" class=\"data row2 col8\" >1.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row2_col9\" class=\"data row2 col9\" >1.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row2_col10\" class=\"data row2 col10\" >1.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row2_col11\" class=\"data row2 col11\" >1.00</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row2_col12\" class=\"data row2 col12\" >1.00</td>\n",
+ " <th id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row2_col0\" class=\"data row2 col0\" >1.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row2_col1\" class=\"data row2 col1\" >1.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row2_col2\" class=\"data row2 col2\" >1.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row2_col3\" class=\"data row2 col3\" >1.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row2_col4\" class=\"data row2 col4\" >1.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row2_col5\" class=\"data row2 col5\" >1.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row2_col6\" class=\"data row2 col6\" >1.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row2_col7\" class=\"data row2 col7\" >1.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row2_col8\" class=\"data row2 col8\" >1.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row2_col9\" class=\"data row2 col9\" >1.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row2_col10\" class=\"data row2 col10\" >1.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row2_col11\" class=\"data row2 col11\" >1.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row2_col12\" class=\"data row2 col12\" >1.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row3_col0\" class=\"data row3 col0\" >-0.38</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row3_col1\" class=\"data row3 col1\" >-0.51</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row3_col2\" class=\"data row3 col2\" >-1.53</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row3_col3\" class=\"data row3 col3\" >-0.29</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row3_col4\" class=\"data row3 col4\" >-1.45</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row3_col5\" class=\"data row3 col5\" >-3.48</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row3_col6\" class=\"data row3 col6\" >-2.31</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row3_col7\" class=\"data row3 col7\" >-1.30</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row3_col8\" class=\"data row3 col8\" >-0.96</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row3_col9\" class=\"data row3 col9\" >-1.27</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row3_col10\" class=\"data row3 col10\" >-2.69</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row3_col11\" class=\"data row3 col11\" >-4.15</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row3_col12\" class=\"data row3 col12\" >-1.49</td>\n",
+ " <th id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row3_col0\" class=\"data row3 col0\" >-0.41</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row3_col1\" class=\"data row3 col1\" >-0.48</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row3_col2\" class=\"data row3 col2\" >-1.46</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row3_col3\" class=\"data row3 col3\" >-0.29</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row3_col4\" class=\"data row3 col4\" >-1.46</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row3_col5\" class=\"data row3 col5\" >-3.99</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row3_col6\" class=\"data row3 col6\" >-2.26</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row3_col7\" class=\"data row3 col7\" >-1.26</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row3_col8\" class=\"data row3 col8\" >-0.99</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row3_col9\" class=\"data row3 col9\" >-1.32</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row3_col10\" class=\"data row3 col10\" >-2.69</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row3_col11\" class=\"data row3 col11\" >-3.90</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row3_col12\" class=\"data row3 col12\" >-1.55</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row4_col0\" class=\"data row4 col0\" >-0.38</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row4_col1\" class=\"data row4 col1\" >-0.51</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row4_col2\" class=\"data row4 col2\" >-0.84</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row4_col3\" class=\"data row4 col3\" >-0.29</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row4_col4\" class=\"data row4 col4\" >-0.89</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row4_col5\" class=\"data row4 col5\" >-0.58</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row4_col6\" class=\"data row4 col6\" >-0.81</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row4_col7\" class=\"data row4 col7\" >-0.83</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row4_col8\" class=\"data row4 col8\" >-0.61</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row4_col9\" class=\"data row4 col9\" >-0.73</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row4_col10\" class=\"data row4 col10\" >-0.66</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row4_col11\" class=\"data row4 col11\" >0.19</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row4_col12\" class=\"data row4 col12\" >-0.77</td>\n",
+ " <th id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row4_col0\" class=\"data row4 col0\" >-0.40</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row4_col1\" class=\"data row4 col1\" >-0.48</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row4_col2\" class=\"data row4 col2\" >-0.89</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row4_col3\" class=\"data row4 col3\" >-0.29</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row4_col4\" class=\"data row4 col4\" >-0.91</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row4_col5\" class=\"data row4 col5\" >-0.59</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row4_col6\" class=\"data row4 col6\" >-0.89</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row4_col7\" class=\"data row4 col7\" >-0.80</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row4_col8\" class=\"data row4 col8\" >-0.65</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row4_col9\" class=\"data row4 col9\" >-0.78</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row4_col10\" class=\"data row4 col10\" >-0.67</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row4_col11\" class=\"data row4 col11\" >0.21</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row4_col12\" class=\"data row4 col12\" >-0.77</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row5_col0\" class=\"data row5 col0\" >-0.36</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row5_col1\" class=\"data row5 col1\" >-0.51</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row5_col2\" class=\"data row5 col2\" >-0.34</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row5_col3\" class=\"data row5 col3\" >-0.29</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row5_col4\" class=\"data row5 col4\" >-0.14</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row5_col5\" class=\"data row5 col5\" >-0.17</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row5_col6\" class=\"data row5 col6\" >0.31</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row5_col7\" class=\"data row5 col7\" >-0.23</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row5_col8\" class=\"data row5 col8\" >-0.49</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row5_col9\" class=\"data row5 col9\" >-0.53</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row5_col10\" class=\"data row5 col10\" >0.12</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row5_col11\" class=\"data row5 col11\" >0.37</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row5_col12\" class=\"data row5 col12\" >-0.21</td>\n",
+ " <th id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row5_col0\" class=\"data row5 col0\" >-0.38</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row5_col1\" class=\"data row5 col1\" >-0.48</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row5_col2\" class=\"data row5 col2\" >-0.22</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row5_col3\" class=\"data row5 col3\" >-0.29</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row5_col4\" class=\"data row5 col4\" >-0.17</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row5_col5\" class=\"data row5 col5\" >-0.12</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row5_col6\" class=\"data row5 col6\" >0.31</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row5_col7\" class=\"data row5 col7\" >-0.26</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row5_col8\" class=\"data row5 col8\" >-0.53</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row5_col9\" class=\"data row5 col9\" >-0.47</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row5_col10\" class=\"data row5 col10\" >0.30</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row5_col11\" class=\"data row5 col11\" >0.39</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row5_col12\" class=\"data row5 col12\" >-0.21</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row6_col0\" class=\"data row6 col0\" >-0.09</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row6_col1\" class=\"data row6 col1\" >0.32</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row6_col2\" class=\"data row6 col2\" >1.07</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row6_col3\" class=\"data row6 col3\" >-0.29</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row6_col4\" class=\"data row6 col4\" >0.65</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row6_col5\" class=\"data row6 col5\" >0.48</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row6_col6\" class=\"data row6 col6\" >0.91</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row6_col7\" class=\"data row6 col7\" >0.65</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row6_col8\" class=\"data row6 col8\" >-0.14</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row6_col9\" class=\"data row6 col9\" >1.31</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row6_col10\" class=\"data row6 col10\" >0.81</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row6_col11\" class=\"data row6 col11\" >0.41</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row6_col12\" class=\"data row6 col12\" >0.61</td>\n",
+ " <th id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row6_col0\" class=\"data row6 col0\" >-0.01</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row6_col1\" class=\"data row6 col1\" >0.08</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row6_col2\" class=\"data row6 col2\" >1.00</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row6_col3\" class=\"data row6 col3\" >-0.29</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row6_col4\" class=\"data row6 col4\" >0.62</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row6_col5\" class=\"data row6 col5\" >0.49</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row6_col6\" class=\"data row6 col6\" >0.92</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row6_col7\" class=\"data row6 col7\" >0.65</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row6_col8\" class=\"data row6 col8\" >1.64</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row6_col9\" class=\"data row6 col9\" >1.49</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row6_col10\" class=\"data row6 col10\" >0.80</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row6_col11\" class=\"data row6 col11\" >0.45</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row6_col12\" class=\"data row6 col12\" >0.60</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row7_col0\" class=\"data row7 col0\" >9.10</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row7_col1\" class=\"data row7 col1\" >3.64</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row7_col2\" class=\"data row7 col2\" >2.49</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row7_col3\" class=\"data row7 col3\" >3.41</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row7_col4\" class=\"data row7 col4\" >2.87</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row7_col5\" class=\"data row7 col5\" >3.57</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row7_col6\" class=\"data row7 col6\" >1.14</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row7_col7\" class=\"data row7 col7\" >3.85</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row7_col8\" class=\"data row7 col8\" >1.74</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row7_col9\" class=\"data row7 col9\" >1.88</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row7_col10\" class=\"data row7 col10\" >1.64</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row7_col11\" class=\"data row7 col11\" >0.42</td>\n",
- " <td id=\"T_fd8d1f0c_58be_11ea_954f_edae4404b4c2row7_col12\" class=\"data row7 col12\" >3.38</td>\n",
+ " <th id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row7_col0\" class=\"data row7 col0\" >9.13</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row7_col1\" class=\"data row7 col1\" >4.01</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row7_col2\" class=\"data row7 col2\" >2.41</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row7_col3\" class=\"data row7 col3\" >3.41</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row7_col4\" class=\"data row7 col4\" >2.64</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row7_col5\" class=\"data row7 col5\" >3.50</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row7_col6\" class=\"data row7 col6\" >1.13</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row7_col7\" class=\"data row7 col7\" >4.01</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row7_col8\" class=\"data row7 col8\" >1.64</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row7_col9\" class=\"data row7 col9\" >1.76</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row7_col10\" class=\"data row7 col10\" >1.63</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row7_col11\" class=\"data row7 col11\" >0.46</td>\n",
+ " <td id=\"T_f7d89eee_5a0b_11ea_81e5_41c397e73795row7_col12\" class=\"data row7 col12\" >3.69</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7f244d9dd150>"
+ "<pandas.io.formats.style.Styler at 0x7f2b48814c10>"
]
},
"metadata": {},
@@ -682,16 +701,16 @@
"<IPython.core.display.Image object>"
]
},
- "execution_count": 6,
"metadata": {},
- "output_type": "execute_result"
+ "output_type": "display_data"
}
],
"source": [
"model=get_model_v1( (13,) )\n",
"\n",
"model.summary()\n",
- "keras.utils.plot_model( model, to_file='./run/model.png', show_shapes=True, show_layer_names=True, dpi=96)"
+ "img=keras.utils.plot_model( model, to_file='./run/model.png', show_shapes=True, show_layer_names=True, dpi=96)\n",
+ "display(img)"
]
},
{
@@ -731,205 +750,205 @@
"text": [
"Train on 354 samples, validate on 152 samples\n",
"Epoch 1/100\n",
- "354/354 [==============================] - 1s 2ms/sample - loss: 492.8138 - mae: 20.3339 - mse: 492.8138 - val_loss: 407.4318 - val_mae: 18.0155 - val_mse: 407.4319\n",
+ "354/354 [==============================] - 1s 3ms/sample - loss: 452.0200 - mae: 19.1483 - mse: 452.0200 - val_loss: 295.4043 - val_mae: 15.2476 - val_mse: 295.4043\n",
"Epoch 2/100\n",
- "354/354 [==============================] - 0s 227us/sample - loss: 270.9110 - mae: 14.4363 - mse: 270.9110 - val_loss: 174.6818 - val_mae: 10.7105 - val_mse: 174.6818\n",
+ "354/354 [==============================] - 0s 318us/sample - loss: 203.8159 - mae: 11.9110 - mse: 203.8159 - val_loss: 102.2654 - val_mae: 8.2041 - val_mse: 102.2654\n",
"Epoch 3/100\n",
- "354/354 [==============================] - 0s 228us/sample - loss: 92.9392 - mae: 7.6230 - mse: 92.9392 - val_loss: 65.1059 - val_mae: 6.0160 - val_mse: 65.1059\n",
+ "354/354 [==============================] - 0s 322us/sample - loss: 82.2725 - mae: 6.6720 - mse: 82.2725 - val_loss: 48.9591 - val_mae: 5.3325 - val_mse: 48.9591\n",
"Epoch 4/100\n",
- "354/354 [==============================] - 0s 217us/sample - loss: 39.6349 - mae: 4.7199 - mse: 39.6349 - val_loss: 39.0192 - val_mae: 4.4194 - val_mse: 39.0192\n",
+ "354/354 [==============================] - 0s 330us/sample - loss: 47.3532 - mae: 4.9323 - mse: 47.3532 - val_loss: 30.3381 - val_mae: 4.0806 - val_mse: 30.3381\n",
"Epoch 5/100\n",
- "354/354 [==============================] - 0s 210us/sample - loss: 25.7522 - mae: 3.6619 - mse: 25.7521 - val_loss: 31.3153 - val_mae: 3.8863 - val_mse: 31.3153\n",
+ "354/354 [==============================] - 0s 332us/sample - loss: 34.2380 - mae: 4.1989 - mse: 34.2380 - val_loss: 25.3102 - val_mae: 3.6149 - val_mse: 25.3102\n",
"Epoch 6/100\n",
- "354/354 [==============================] - 0s 221us/sample - loss: 20.5144 - mae: 3.2484 - mse: 20.5144 - val_loss: 28.4388 - val_mae: 3.6434 - val_mse: 28.4388\n",
+ "354/354 [==============================] - 0s 330us/sample - loss: 27.7203 - mae: 3.7333 - mse: 27.7203 - val_loss: 24.1136 - val_mae: 3.4089 - val_mse: 24.1136\n",
"Epoch 7/100\n",
- "354/354 [==============================] - 0s 227us/sample - loss: 18.2619 - mae: 3.0625 - mse: 18.2619 - val_loss: 25.6375 - val_mae: 3.5123 - val_mse: 25.6375\n",
+ "354/354 [==============================] - 0s 336us/sample - loss: 23.4702 - mae: 3.4503 - mse: 23.4702 - val_loss: 21.9095 - val_mae: 3.1906 - val_mse: 21.9095\n",
"Epoch 8/100\n",
- "354/354 [==============================] - 0s 213us/sample - loss: 16.4484 - mae: 2.8664 - mse: 16.4484 - val_loss: 23.8719 - val_mae: 3.3062 - val_mse: 23.8719\n",
+ "354/354 [==============================] - 0s 322us/sample - loss: 19.8215 - mae: 3.1687 - mse: 19.8215 - val_loss: 21.9063 - val_mae: 3.2564 - val_mse: 21.9063\n",
"Epoch 9/100\n",
- "354/354 [==============================] - 0s 217us/sample - loss: 14.8711 - mae: 2.7510 - mse: 14.8711 - val_loss: 22.3218 - val_mae: 3.2885 - val_mse: 22.3218\n",
+ "354/354 [==============================] - 0s 326us/sample - loss: 17.6146 - mae: 2.9640 - mse: 17.6146 - val_loss: 19.1573 - val_mae: 2.9280 - val_mse: 19.1573\n",
"Epoch 10/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 13.9053 - mae: 2.6427 - mse: 13.9053 - val_loss: 22.6876 - val_mae: 3.1905 - val_mse: 22.6876\n",
+ "354/354 [==============================] - 0s 288us/sample - loss: 15.9631 - mae: 2.8267 - mse: 15.9631 - val_loss: 19.1600 - val_mae: 2.8806 - val_mse: 19.1600\n",
"Epoch 11/100\n",
- "354/354 [==============================] - 0s 212us/sample - loss: 13.2405 - mae: 2.5373 - mse: 13.2405 - val_loss: 21.4726 - val_mae: 3.1210 - val_mse: 21.4726\n",
+ "354/354 [==============================] - 0s 326us/sample - loss: 14.4344 - mae: 2.6588 - mse: 14.4344 - val_loss: 18.0972 - val_mae: 2.7704 - val_mse: 18.0972\n",
"Epoch 12/100\n",
- "354/354 [==============================] - 0s 212us/sample - loss: 12.4025 - mae: 2.4540 - mse: 12.4025 - val_loss: 20.1153 - val_mae: 3.1025 - val_mse: 20.1153\n",
+ "354/354 [==============================] - 0s 330us/sample - loss: 13.3890 - mae: 2.5821 - mse: 13.3890 - val_loss: 18.0529 - val_mae: 2.7683 - val_mse: 18.0529\n",
"Epoch 13/100\n",
- "354/354 [==============================] - 0s 161us/sample - loss: 12.1724 - mae: 2.4405 - mse: 12.1724 - val_loss: 20.2576 - val_mae: 3.1057 - val_mse: 20.2576\n",
+ "354/354 [==============================] - 0s 326us/sample - loss: 12.7002 - mae: 2.5117 - mse: 12.7002 - val_loss: 17.7848 - val_mae: 2.6781 - val_mse: 17.7848\n",
"Epoch 14/100\n",
- "354/354 [==============================] - 0s 216us/sample - loss: 11.7212 - mae: 2.3730 - mse: 11.7212 - val_loss: 19.8864 - val_mae: 3.0552 - val_mse: 19.8864\n",
+ "354/354 [==============================] - 0s 279us/sample - loss: 11.8030 - mae: 2.4625 - mse: 11.8030 - val_loss: 18.4840 - val_mae: 2.7626 - val_mse: 18.4840\n",
"Epoch 15/100\n",
- "354/354 [==============================] - 0s 210us/sample - loss: 11.3366 - mae: 2.3673 - mse: 11.3366 - val_loss: 19.0607 - val_mae: 2.9963 - val_mse: 19.0607\n",
+ "354/354 [==============================] - 0s 331us/sample - loss: 11.4627 - mae: 2.3904 - mse: 11.4627 - val_loss: 17.1289 - val_mae: 2.6199 - val_mse: 17.1289\n",
"Epoch 16/100\n",
- "354/354 [==============================] - 0s 221us/sample - loss: 10.8612 - mae: 2.2981 - mse: 10.8612 - val_loss: 18.8568 - val_mae: 2.9460 - val_mse: 18.8568\n",
+ "354/354 [==============================] - 0s 284us/sample - loss: 11.1781 - mae: 2.3387 - mse: 11.1781 - val_loss: 17.9369 - val_mae: 2.6804 - val_mse: 17.9369\n",
"Epoch 17/100\n",
- "354/354 [==============================] - 0s 219us/sample - loss: 10.6142 - mae: 2.2892 - mse: 10.6142 - val_loss: 18.7533 - val_mae: 2.9133 - val_mse: 18.7533\n",
+ "354/354 [==============================] - 0s 326us/sample - loss: 10.7485 - mae: 2.3250 - mse: 10.7485 - val_loss: 16.6649 - val_mae: 2.5390 - val_mse: 16.6649\n",
"Epoch 18/100\n",
- "354/354 [==============================] - 0s 213us/sample - loss: 10.5073 - mae: 2.2551 - mse: 10.5073 - val_loss: 18.3180 - val_mae: 2.9078 - val_mse: 18.3180\n",
+ "354/354 [==============================] - 0s 294us/sample - loss: 10.5149 - mae: 2.2548 - mse: 10.5149 - val_loss: 18.1112 - val_mae: 2.6858 - val_mse: 18.1112\n",
"Epoch 19/100\n",
- "354/354 [==============================] - 0s 167us/sample - loss: 10.4158 - mae: 2.2372 - mse: 10.4158 - val_loss: 18.8145 - val_mae: 2.9186 - val_mse: 18.8145\n",
+ "354/354 [==============================] - 0s 295us/sample - loss: 10.4495 - mae: 2.2872 - mse: 10.4495 - val_loss: 17.9377 - val_mae: 2.6937 - val_mse: 17.9377\n",
"Epoch 20/100\n",
- "354/354 [==============================] - 0s 173us/sample - loss: 9.8233 - mae: 2.1800 - mse: 9.8233 - val_loss: 18.7075 - val_mae: 3.0457 - val_mse: 18.7075\n",
+ "354/354 [==============================] - 0s 277us/sample - loss: 10.2075 - mae: 2.2586 - mse: 10.2075 - val_loss: 17.5565 - val_mae: 2.5374 - val_mse: 17.5565\n",
"Epoch 21/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 9.7787 - mae: 2.2096 - mse: 9.7787 - val_loss: 18.5517 - val_mae: 2.8966 - val_mse: 18.5517\n",
+ "354/354 [==============================] - 0s 325us/sample - loss: 10.0869 - mae: 2.2396 - mse: 10.0869 - val_loss: 16.2770 - val_mae: 2.4551 - val_mse: 16.2770\n",
"Epoch 22/100\n",
- "354/354 [==============================] - 0s 223us/sample - loss: 9.5516 - mae: 2.1806 - mse: 9.5516 - val_loss: 17.0947 - val_mae: 2.8382 - val_mse: 17.0947\n",
+ "354/354 [==============================] - 0s 278us/sample - loss: 9.5957 - mae: 2.1407 - mse: 9.5957 - val_loss: 17.8160 - val_mae: 2.6874 - val_mse: 17.8160\n",
"Epoch 23/100\n",
- "354/354 [==============================] - 0s 157us/sample - loss: 9.3722 - mae: 2.1813 - mse: 9.3722 - val_loss: 17.3946 - val_mae: 2.8243 - val_mse: 17.3946\n",
+ "354/354 [==============================] - 0s 304us/sample - loss: 9.7569 - mae: 2.2057 - mse: 9.7569 - val_loss: 15.5761 - val_mae: 2.4537 - val_mse: 15.5761\n",
"Epoch 24/100\n",
- "354/354 [==============================] - 0s 167us/sample - loss: 9.2101 - mae: 2.1159 - mse: 9.2101 - val_loss: 17.5853 - val_mae: 2.7938 - val_mse: 17.5853\n",
+ "354/354 [==============================] - 0s 286us/sample - loss: 9.4873 - mae: 2.1643 - mse: 9.4873 - val_loss: 16.8661 - val_mae: 2.5735 - val_mse: 16.8661\n",
"Epoch 25/100\n",
- "354/354 [==============================] - 0s 208us/sample - loss: 8.9463 - mae: 2.0970 - mse: 8.9463 - val_loss: 16.6825 - val_mae: 2.8262 - val_mse: 16.6825\n",
+ "354/354 [==============================] - 0s 287us/sample - loss: 9.0956 - mae: 2.1422 - mse: 9.0956 - val_loss: 16.5815 - val_mae: 2.4812 - val_mse: 16.5815\n",
"Epoch 26/100\n",
- "354/354 [==============================] - 0s 161us/sample - loss: 9.1902 - mae: 2.1226 - mse: 9.1902 - val_loss: 17.2559 - val_mae: 2.7986 - val_mse: 17.2559\n",
+ "354/354 [==============================] - 0s 288us/sample - loss: 9.3352 - mae: 2.1471 - mse: 9.3352 - val_loss: 16.0146 - val_mae: 2.4404 - val_mse: 16.0146\n",
"Epoch 27/100\n",
- "354/354 [==============================] - 0s 164us/sample - loss: 8.6915 - mae: 2.0817 - mse: 8.6915 - val_loss: 17.2847 - val_mae: 2.7818 - val_mse: 17.2847\n",
+ "354/354 [==============================] - 0s 286us/sample - loss: 8.6794 - mae: 2.0948 - mse: 8.6794 - val_loss: 18.2565 - val_mae: 2.7272 - val_mse: 18.2565\n",
"Epoch 28/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 8.6410 - mae: 2.0553 - mse: 8.6410 - val_loss: 16.9470 - val_mae: 2.9064 - val_mse: 16.9470\n",
+ "354/354 [==============================] - 0s 294us/sample - loss: 8.9854 - mae: 2.1159 - mse: 8.9854 - val_loss: 16.4515 - val_mae: 2.5282 - val_mse: 16.4515\n",
"Epoch 29/100\n",
- "354/354 [==============================] - 0s 213us/sample - loss: 8.5536 - mae: 2.0797 - mse: 8.5536 - val_loss: 16.6180 - val_mae: 2.8684 - val_mse: 16.6180\n",
+ "354/354 [==============================] - 0s 286us/sample - loss: 8.8348 - mae: 2.1032 - mse: 8.8348 - val_loss: 17.2604 - val_mae: 2.5932 - val_mse: 17.2604\n",
"Epoch 30/100\n",
- "354/354 [==============================] - 0s 209us/sample - loss: 8.4240 - mae: 2.0782 - mse: 8.4240 - val_loss: 16.1003 - val_mae: 2.8414 - val_mse: 16.1003\n",
+ "354/354 [==============================] - 0s 244us/sample - loss: 8.7365 - mae: 2.0970 - mse: 8.7365 - val_loss: 16.1155 - val_mae: 2.4509 - val_mse: 16.1155\n",
"Epoch 31/100\n",
- "354/354 [==============================] - 0s 172us/sample - loss: 8.2710 - mae: 2.0562 - mse: 8.2710 - val_loss: 16.3428 - val_mae: 2.7119 - val_mse: 16.3428\n",
+ "354/354 [==============================] - 0s 282us/sample - loss: 8.6290 - mae: 2.0487 - mse: 8.6290 - val_loss: 16.9125 - val_mae: 2.5010 - val_mse: 16.9125\n",
"Epoch 32/100\n",
- "354/354 [==============================] - 0s 171us/sample - loss: 8.1119 - mae: 2.0277 - mse: 8.1119 - val_loss: 16.3815 - val_mae: 2.7865 - val_mse: 16.3815\n",
+ "354/354 [==============================] - 0s 280us/sample - loss: 8.6531 - mae: 2.0411 - mse: 8.6531 - val_loss: 15.7585 - val_mae: 2.4288 - val_mse: 15.7585\n",
"Epoch 33/100\n",
- "354/354 [==============================] - 0s 166us/sample - loss: 8.1918 - mae: 2.0308 - mse: 8.1918 - val_loss: 16.2353 - val_mae: 2.7153 - val_mse: 16.2353\n",
+ "354/354 [==============================] - 0s 330us/sample - loss: 8.6551 - mae: 2.0516 - mse: 8.6551 - val_loss: 15.4765 - val_mae: 2.4073 - val_mse: 15.4765\n",
"Epoch 34/100\n",
- "354/354 [==============================] - 0s 218us/sample - loss: 7.9849 - mae: 1.9902 - mse: 7.9849 - val_loss: 15.7380 - val_mae: 2.6690 - val_mse: 15.7380\n",
+ "354/354 [==============================] - 0s 292us/sample - loss: 8.4218 - mae: 2.0072 - mse: 8.4218 - val_loss: 16.2900 - val_mae: 2.5081 - val_mse: 16.2900\n",
"Epoch 35/100\n",
- "354/354 [==============================] - 0s 159us/sample - loss: 7.9413 - mae: 2.0112 - mse: 7.9413 - val_loss: 16.1214 - val_mae: 2.6838 - val_mse: 16.1214\n",
+ "354/354 [==============================] - 0s 293us/sample - loss: 8.3149 - mae: 1.9851 - mse: 8.3149 - val_loss: 15.7184 - val_mae: 2.4337 - val_mse: 15.7184\n",
"Epoch 36/100\n",
- "354/354 [==============================] - 0s 168us/sample - loss: 7.8063 - mae: 1.9897 - mse: 7.8063 - val_loss: 16.3512 - val_mae: 2.6823 - val_mse: 16.3512\n",
+ "354/354 [==============================] - 0s 289us/sample - loss: 8.4496 - mae: 2.0142 - mse: 8.4496 - val_loss: 16.2760 - val_mae: 2.5489 - val_mse: 16.2760\n",
"Epoch 37/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 7.7355 - mae: 1.9812 - mse: 7.7355 - val_loss: 16.4847 - val_mae: 2.7186 - val_mse: 16.4847\n",
+ "354/354 [==============================] - 0s 334us/sample - loss: 8.0962 - mae: 1.9872 - mse: 8.0962 - val_loss: 15.3895 - val_mae: 2.3543 - val_mse: 15.3895\n",
"Epoch 38/100\n",
- "354/354 [==============================] - 0s 217us/sample - loss: 7.6815 - mae: 1.9707 - mse: 7.6815 - val_loss: 15.5910 - val_mae: 2.7221 - val_mse: 15.5910\n",
+ "354/354 [==============================] - 0s 298us/sample - loss: 8.1599 - mae: 1.9882 - mse: 8.1599 - val_loss: 16.0081 - val_mae: 2.3977 - val_mse: 16.0081\n",
"Epoch 39/100\n",
- "354/354 [==============================] - 0s 165us/sample - loss: 7.4555 - mae: 1.9477 - mse: 7.4555 - val_loss: 15.7338 - val_mae: 2.7056 - val_mse: 15.7338\n",
+ "354/354 [==============================] - 0s 286us/sample - loss: 7.9958 - mae: 1.9817 - mse: 7.9958 - val_loss: 15.8999 - val_mae: 2.4583 - val_mse: 15.8999\n",
"Epoch 40/100\n",
- "354/354 [==============================] - 0s 216us/sample - loss: 7.5960 - mae: 1.9470 - mse: 7.5960 - val_loss: 15.4743 - val_mae: 2.6696 - val_mse: 15.4743\n",
+ "354/354 [==============================] - 0s 282us/sample - loss: 7.8666 - mae: 1.9441 - mse: 7.8666 - val_loss: 16.8131 - val_mae: 2.6931 - val_mse: 16.8131\n",
"Epoch 41/100\n",
- "354/354 [==============================] - 0s 220us/sample - loss: 6.9951 - mae: 1.9196 - mse: 6.9951 - val_loss: 15.3223 - val_mae: 2.6842 - val_mse: 15.3223\n",
+ "354/354 [==============================] - 0s 293us/sample - loss: 7.9312 - mae: 1.9216 - mse: 7.9312 - val_loss: 15.4608 - val_mae: 2.3995 - val_mse: 15.4608\n",
"Epoch 42/100\n",
- "354/354 [==============================] - 0s 164us/sample - loss: 7.1013 - mae: 1.9189 - mse: 7.1013 - val_loss: 15.5466 - val_mae: 2.7655 - val_mse: 15.5466\n",
+ "354/354 [==============================] - 0s 286us/sample - loss: 7.6752 - mae: 1.9127 - mse: 7.6752 - val_loss: 15.8675 - val_mae: 2.5118 - val_mse: 15.8675\n",
"Epoch 43/100\n",
- "354/354 [==============================] - 0s 173us/sample - loss: 7.0727 - mae: 1.9444 - mse: 7.0727 - val_loss: 16.9088 - val_mae: 2.7190 - val_mse: 16.9088\n",
+ "354/354 [==============================] - 0s 332us/sample - loss: 7.7535 - mae: 1.9296 - mse: 7.7535 - val_loss: 15.2040 - val_mae: 2.3731 - val_mse: 15.2040\n",
"Epoch 44/100\n",
- "354/354 [==============================] - 0s 220us/sample - loss: 7.1573 - mae: 1.9191 - mse: 7.1573 - val_loss: 15.1798 - val_mae: 2.6062 - val_mse: 15.1798\n",
+ "354/354 [==============================] - 0s 331us/sample - loss: 7.6188 - mae: 1.9150 - mse: 7.6188 - val_loss: 15.0409 - val_mae: 2.3680 - val_mse: 15.0409\n",
"Epoch 45/100\n",
- "354/354 [==============================] - 0s 165us/sample - loss: 7.0358 - mae: 1.8749 - mse: 7.0358 - val_loss: 15.3766 - val_mae: 2.7889 - val_mse: 15.3766\n",
+ "354/354 [==============================] - 0s 284us/sample - loss: 7.6286 - mae: 1.8755 - mse: 7.6286 - val_loss: 15.1650 - val_mae: 2.3595 - val_mse: 15.1650\n",
"Epoch 46/100\n",
- "354/354 [==============================] - 0s 210us/sample - loss: 6.9060 - mae: 1.9052 - mse: 6.9060 - val_loss: 15.0909 - val_mae: 2.5988 - val_mse: 15.0909\n",
+ "354/354 [==============================] - 0s 278us/sample - loss: 7.7937 - mae: 1.9318 - mse: 7.7937 - val_loss: 15.7196 - val_mae: 2.4218 - val_mse: 15.7196\n",
"Epoch 47/100\n",
- "354/354 [==============================] - 0s 167us/sample - loss: 6.8635 - mae: 1.9062 - mse: 6.8635 - val_loss: 15.5013 - val_mae: 2.8070 - val_mse: 15.5013\n",
+ "354/354 [==============================] - 0s 275us/sample - loss: 7.4244 - mae: 1.9022 - mse: 7.4244 - val_loss: 15.5651 - val_mae: 2.4811 - val_mse: 15.5651\n",
"Epoch 48/100\n",
- "354/354 [==============================] - 0s 159us/sample - loss: 6.7794 - mae: 1.9122 - mse: 6.7794 - val_loss: 16.2729 - val_mae: 2.7203 - val_mse: 16.2729\n",
+ "354/354 [==============================] - 0s 330us/sample - loss: 7.4042 - mae: 1.9083 - mse: 7.4042 - val_loss: 14.7377 - val_mae: 2.3598 - val_mse: 14.7377\n",
"Epoch 49/100\n",
- "354/354 [==============================] - 0s 159us/sample - loss: 6.3733 - mae: 1.8263 - mse: 6.3733 - val_loss: 15.6572 - val_mae: 2.8380 - val_mse: 15.6572\n",
+ "354/354 [==============================] - 0s 270us/sample - loss: 7.3230 - mae: 1.8741 - mse: 7.3230 - val_loss: 15.2313 - val_mae: 2.4210 - val_mse: 15.2313\n",
"Epoch 50/100\n",
- "354/354 [==============================] - 0s 171us/sample - loss: 6.6483 - mae: 1.8630 - mse: 6.6483 - val_loss: 15.1825 - val_mae: 2.6010 - val_mse: 15.1825\n",
+ "354/354 [==============================] - 0s 276us/sample - loss: 7.3075 - mae: 1.8614 - mse: 7.3075 - val_loss: 14.7584 - val_mae: 2.3305 - val_mse: 14.7584\n",
"Epoch 51/100\n",
- "354/354 [==============================] - 0s 180us/sample - loss: 6.4573 - mae: 1.8512 - mse: 6.4573 - val_loss: 15.6393 - val_mae: 2.6149 - val_mse: 15.6393\n",
+ "354/354 [==============================] - 0s 270us/sample - loss: 7.4376 - mae: 1.8956 - mse: 7.4376 - val_loss: 15.3226 - val_mae: 2.3742 - val_mse: 15.3226\n",
"Epoch 52/100\n",
- "354/354 [==============================] - 0s 211us/sample - loss: 6.3801 - mae: 1.8381 - mse: 6.3801 - val_loss: 14.8845 - val_mae: 2.5834 - val_mse: 14.8845\n",
+ "354/354 [==============================] - 0s 287us/sample - loss: 7.1467 - mae: 1.8380 - mse: 7.1467 - val_loss: 15.5150 - val_mae: 2.4291 - val_mse: 15.5150\n",
"Epoch 53/100\n",
- "354/354 [==============================] - 0s 179us/sample - loss: 6.3297 - mae: 1.8233 - mse: 6.3297 - val_loss: 15.6113 - val_mae: 2.7212 - val_mse: 15.6113\n",
+ "354/354 [==============================] - 0s 271us/sample - loss: 6.9376 - mae: 1.8018 - mse: 6.9376 - val_loss: 16.2807 - val_mae: 2.5440 - val_mse: 16.2807\n",
"Epoch 54/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 6.2057 - mae: 1.7945 - mse: 6.2057 - val_loss: 15.7076 - val_mae: 2.6109 - val_mse: 15.7076\n",
+ "354/354 [==============================] - 0s 289us/sample - loss: 7.0885 - mae: 1.8170 - mse: 7.0885 - val_loss: 15.2975 - val_mae: 2.4258 - val_mse: 15.2975\n",
"Epoch 55/100\n",
- "354/354 [==============================] - 0s 215us/sample - loss: 6.2918 - mae: 1.8183 - mse: 6.2918 - val_loss: 14.6338 - val_mae: 2.6111 - val_mse: 14.6338\n",
+ "354/354 [==============================] - 0s 284us/sample - loss: 7.0596 - mae: 1.8107 - mse: 7.0596 - val_loss: 15.7460 - val_mae: 2.4825 - val_mse: 15.7460\n",
"Epoch 56/100\n",
- "354/354 [==============================] - 0s 164us/sample - loss: 6.0562 - mae: 1.7805 - mse: 6.0562 - val_loss: 14.7823 - val_mae: 2.6265 - val_mse: 14.7823\n",
+ "354/354 [==============================] - 0s 288us/sample - loss: 6.7812 - mae: 1.8335 - mse: 6.7812 - val_loss: 14.7849 - val_mae: 2.3684 - val_mse: 14.7849\n",
"Epoch 57/100\n",
- "354/354 [==============================] - 0s 166us/sample - loss: 6.1291 - mae: 1.8176 - mse: 6.1291 - val_loss: 15.0973 - val_mae: 2.6218 - val_mse: 15.0973\n",
+ "354/354 [==============================] - 0s 290us/sample - loss: 6.9172 - mae: 1.8140 - mse: 6.9172 - val_loss: 15.1139 - val_mae: 2.4500 - val_mse: 15.1139\n",
"Epoch 58/100\n",
- "354/354 [==============================] - 0s 171us/sample - loss: 5.7409 - mae: 1.7755 - mse: 5.7409 - val_loss: 15.9924 - val_mae: 2.7079 - val_mse: 15.9924\n",
+ "354/354 [==============================] - 0s 284us/sample - loss: 6.8010 - mae: 1.7637 - mse: 6.8010 - val_loss: 16.7211 - val_mae: 2.5769 - val_mse: 16.7211\n",
"Epoch 59/100\n",
- "354/354 [==============================] - 0s 167us/sample - loss: 6.0236 - mae: 1.7585 - mse: 6.0236 - val_loss: 14.6860 - val_mae: 2.5744 - val_mse: 14.6860\n",
+ "354/354 [==============================] - 0s 271us/sample - loss: 6.8954 - mae: 1.8046 - mse: 6.8954 - val_loss: 15.1101 - val_mae: 2.4743 - val_mse: 15.1101\n",
"Epoch 60/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 5.9595 - mae: 1.7907 - mse: 5.9595 - val_loss: 15.0726 - val_mae: 2.6175 - val_mse: 15.0726\n",
+ "354/354 [==============================] - 0s 280us/sample - loss: 6.7740 - mae: 1.7866 - mse: 6.7740 - val_loss: 15.0811 - val_mae: 2.3838 - val_mse: 15.0811\n",
"Epoch 61/100\n",
- "354/354 [==============================] - 0s 216us/sample - loss: 5.7280 - mae: 1.7589 - mse: 5.7280 - val_loss: 14.4822 - val_mae: 2.5480 - val_mse: 14.4822\n",
+ "354/354 [==============================] - 0s 323us/sample - loss: 6.8996 - mae: 1.7872 - mse: 6.8996 - val_loss: 14.4203 - val_mae: 2.3199 - val_mse: 14.4203\n",
"Epoch 62/100\n",
- "354/354 [==============================] - 0s 163us/sample - loss: 5.7664 - mae: 1.7767 - mse: 5.7664 - val_loss: 14.6256 - val_mae: 2.5334 - val_mse: 14.6256\n",
+ "354/354 [==============================] - 0s 277us/sample - loss: 6.7188 - mae: 1.7858 - mse: 6.7188 - val_loss: 14.5972 - val_mae: 2.3610 - val_mse: 14.5972\n",
"Epoch 63/100\n",
- "354/354 [==============================] - 0s 162us/sample - loss: 5.5867 - mae: 1.7646 - mse: 5.5867 - val_loss: 16.3896 - val_mae: 2.6416 - val_mse: 16.3896\n",
+ "354/354 [==============================] - 0s 266us/sample - loss: 6.5708 - mae: 1.7710 - mse: 6.5708 - val_loss: 14.5145 - val_mae: 2.3563 - val_mse: 14.5145\n",
"Epoch 64/100\n",
- "354/354 [==============================] - 0s 210us/sample - loss: 5.6291 - mae: 1.7258 - mse: 5.6291 - val_loss: 14.2331 - val_mae: 2.4908 - val_mse: 14.2331\n",
+ "354/354 [==============================] - 0s 273us/sample - loss: 6.1133 - mae: 1.6706 - mse: 6.1133 - val_loss: 14.9870 - val_mae: 2.4017 - val_mse: 14.9870\n",
"Epoch 65/100\n",
- "354/354 [==============================] - 0s 165us/sample - loss: 5.5284 - mae: 1.7099 - mse: 5.5284 - val_loss: 14.3109 - val_mae: 2.5810 - val_mse: 14.3109\n",
+ "354/354 [==============================] - 0s 313us/sample - loss: 6.4980 - mae: 1.7295 - mse: 6.4980 - val_loss: 14.0636 - val_mae: 2.3661 - val_mse: 14.0636\n",
"Epoch 66/100\n",
- "354/354 [==============================] - 0s 172us/sample - loss: 5.2182 - mae: 1.7117 - mse: 5.2182 - val_loss: 15.0785 - val_mae: 2.5368 - val_mse: 15.0785\n",
+ "354/354 [==============================] - 0s 262us/sample - loss: 6.5237 - mae: 1.7277 - mse: 6.5237 - val_loss: 14.2366 - val_mae: 2.3318 - val_mse: 14.2366\n",
"Epoch 67/100\n",
- "354/354 [==============================] - 0s 159us/sample - loss: 5.4204 - mae: 1.7002 - mse: 5.4204 - val_loss: 16.3017 - val_mae: 2.6305 - val_mse: 16.3017\n",
+ "354/354 [==============================] - 0s 326us/sample - loss: 6.3067 - mae: 1.7433 - mse: 6.3067 - val_loss: 14.0032 - val_mae: 2.3350 - val_mse: 14.0032\n",
"Epoch 68/100\n",
- "354/354 [==============================] - 0s 163us/sample - loss: 5.4612 - mae: 1.7117 - mse: 5.4612 - val_loss: 15.0867 - val_mae: 2.5165 - val_mse: 15.0867\n",
+ "354/354 [==============================] - 0s 286us/sample - loss: 6.4447 - mae: 1.7336 - mse: 6.4447 - val_loss: 14.4271 - val_mae: 2.3149 - val_mse: 14.4271\n",
"Epoch 69/100\n",
- "354/354 [==============================] - 0s 164us/sample - loss: 5.4129 - mae: 1.7000 - mse: 5.4129 - val_loss: 14.8684 - val_mae: 2.5073 - val_mse: 14.8684\n",
+ "354/354 [==============================] - 0s 332us/sample - loss: 6.3821 - mae: 1.7012 - mse: 6.3821 - val_loss: 13.9716 - val_mae: 2.3141 - val_mse: 13.9716\n",
"Epoch 70/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 5.2621 - mae: 1.6623 - mse: 5.2621 - val_loss: 14.6805 - val_mae: 2.5521 - val_mse: 14.6805\n",
+ "354/354 [==============================] - 0s 251us/sample - loss: 6.3734 - mae: 1.7080 - mse: 6.3734 - val_loss: 14.9184 - val_mae: 2.4716 - val_mse: 14.9184\n",
"Epoch 71/100\n",
- "354/354 [==============================] - 0s 166us/sample - loss: 5.1718 - mae: 1.6528 - mse: 5.1718 - val_loss: 14.3739 - val_mae: 2.5512 - val_mse: 14.3739\n",
+ "354/354 [==============================] - 0s 321us/sample - loss: 6.4273 - mae: 1.7281 - mse: 6.4273 - val_loss: 13.8686 - val_mae: 2.3176 - val_mse: 13.8686\n",
"Epoch 72/100\n",
- "354/354 [==============================] - 0s 164us/sample - loss: 4.8794 - mae: 1.6359 - mse: 4.8794 - val_loss: 15.9902 - val_mae: 2.5960 - val_mse: 15.9902\n",
+ "354/354 [==============================] - 0s 285us/sample - loss: 6.2473 - mae: 1.6967 - mse: 6.2473 - val_loss: 14.2249 - val_mae: 2.3450 - val_mse: 14.2249\n",
"Epoch 73/100\n",
- "354/354 [==============================] - 0s 163us/sample - loss: 5.0003 - mae: 1.6338 - mse: 5.0003 - val_loss: 14.3421 - val_mae: 2.6004 - val_mse: 14.3421\n",
+ "354/354 [==============================] - 0s 286us/sample - loss: 6.3427 - mae: 1.7034 - mse: 6.3427 - val_loss: 14.3159 - val_mae: 2.3431 - val_mse: 14.3159\n",
"Epoch 74/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 4.9487 - mae: 1.6558 - mse: 4.9487 - val_loss: 15.0409 - val_mae: 2.6790 - val_mse: 15.0409\n",
+ "354/354 [==============================] - 0s 287us/sample - loss: 6.0929 - mae: 1.6752 - mse: 6.0929 - val_loss: 14.2151 - val_mae: 2.3644 - val_mse: 14.2151\n",
"Epoch 75/100\n",
- "354/354 [==============================] - 0s 165us/sample - loss: 4.9659 - mae: 1.6515 - mse: 4.9659 - val_loss: 14.6962 - val_mae: 2.6398 - val_mse: 14.6962\n",
+ "354/354 [==============================] - 0s 289us/sample - loss: 6.1445 - mae: 1.6985 - mse: 6.1445 - val_loss: 14.8251 - val_mae: 2.4202 - val_mse: 14.8251\n",
"Epoch 76/100\n",
- "354/354 [==============================] - 0s 213us/sample - loss: 4.6030 - mae: 1.6493 - mse: 4.6030 - val_loss: 14.1598 - val_mae: 2.4762 - val_mse: 14.1598\n",
+ "354/354 [==============================] - 0s 311us/sample - loss: 6.2184 - mae: 1.6867 - mse: 6.2184 - val_loss: 14.0596 - val_mae: 2.3274 - val_mse: 14.0596\n",
"Epoch 77/100\n",
- "354/354 [==============================] - 0s 163us/sample - loss: 4.8425 - mae: 1.6324 - mse: 4.8425 - val_loss: 14.3428 - val_mae: 2.4559 - val_mse: 14.3428\n",
+ "354/354 [==============================] - 0s 340us/sample - loss: 6.1201 - mae: 1.6785 - mse: 6.1201 - val_loss: 13.4886 - val_mae: 2.2769 - val_mse: 13.4886\n",
"Epoch 78/100\n",
- "354/354 [==============================] - 0s 160us/sample - loss: 4.4911 - mae: 1.5643 - mse: 4.4911 - val_loss: 14.6917 - val_mae: 2.4930 - val_mse: 14.6917\n",
+ "354/354 [==============================] - 0s 286us/sample - loss: 5.9001 - mae: 1.6716 - mse: 5.9001 - val_loss: 14.0295 - val_mae: 2.3214 - val_mse: 14.0295\n",
"Epoch 79/100\n",
- "354/354 [==============================] - 0s 164us/sample - loss: 4.6710 - mae: 1.6011 - mse: 4.6710 - val_loss: 14.8064 - val_mae: 2.5343 - val_mse: 14.8064\n",
+ "354/354 [==============================] - 0s 284us/sample - loss: 6.0389 - mae: 1.6783 - mse: 6.0389 - val_loss: 14.0250 - val_mae: 2.3245 - val_mse: 14.0250\n",
"Epoch 80/100\n",
- "354/354 [==============================] - 0s 214us/sample - loss: 4.7346 - mae: 1.6153 - mse: 4.7346 - val_loss: 13.9854 - val_mae: 2.4285 - val_mse: 13.9854\n",
+ "354/354 [==============================] - 0s 288us/sample - loss: 5.8268 - mae: 1.6458 - mse: 5.8268 - val_loss: 15.2746 - val_mae: 2.4834 - val_mse: 15.2746\n",
"Epoch 81/100\n",
- "354/354 [==============================] - 0s 164us/sample - loss: 4.4532 - mae: 1.5694 - mse: 4.4532 - val_loss: 15.1536 - val_mae: 2.6388 - val_mse: 15.1536\n",
+ "354/354 [==============================] - 0s 284us/sample - loss: 5.8671 - mae: 1.6680 - mse: 5.8671 - val_loss: 14.4935 - val_mae: 2.4353 - val_mse: 14.4935\n",
"Epoch 82/100\n",
- "354/354 [==============================] - 0s 163us/sample - loss: 4.4388 - mae: 1.5643 - mse: 4.4388 - val_loss: 15.7038 - val_mae: 2.5911 - val_mse: 15.7038\n",
+ "354/354 [==============================] - 0s 274us/sample - loss: 5.8115 - mae: 1.6742 - mse: 5.8115 - val_loss: 14.6922 - val_mae: 2.3631 - val_mse: 14.6922\n",
"Epoch 83/100\n",
- "354/354 [==============================] - 0s 165us/sample - loss: 4.4841 - mae: 1.5555 - mse: 4.4841 - val_loss: 14.5639 - val_mae: 2.5436 - val_mse: 14.5639\n",
+ "354/354 [==============================] - 0s 331us/sample - loss: 5.8561 - mae: 1.6727 - mse: 5.8561 - val_loss: 13.4236 - val_mae: 2.2982 - val_mse: 13.4236\n",
"Epoch 84/100\n",
- "354/354 [==============================] - 0s 160us/sample - loss: 4.3242 - mae: 1.5403 - mse: 4.3242 - val_loss: 17.1588 - val_mae: 2.7549 - val_mse: 17.1588\n",
+ "354/354 [==============================] - 0s 290us/sample - loss: 5.7500 - mae: 1.5833 - mse: 5.7500 - val_loss: 14.4867 - val_mae: 2.4330 - val_mse: 14.4867\n",
"Epoch 85/100\n",
- "354/354 [==============================] - 0s 163us/sample - loss: 4.2066 - mae: 1.5217 - mse: 4.2066 - val_loss: 15.1860 - val_mae: 2.5559 - val_mse: 15.1860\n",
+ "354/354 [==============================] - 0s 286us/sample - loss: 5.6700 - mae: 1.6435 - mse: 5.6700 - val_loss: 13.9873 - val_mae: 2.3614 - val_mse: 13.9873\n",
"Epoch 86/100\n",
- "354/354 [==============================] - 0s 157us/sample - loss: 4.1626 - mae: 1.5233 - mse: 4.1626 - val_loss: 14.0627 - val_mae: 2.4766 - val_mse: 14.0627\n",
+ "354/354 [==============================] - 0s 268us/sample - loss: 5.6816 - mae: 1.6524 - mse: 5.6816 - val_loss: 13.4864 - val_mae: 2.3505 - val_mse: 13.4864\n",
"Epoch 87/100\n",
- "354/354 [==============================] - 0s 164us/sample - loss: 4.1595 - mae: 1.5441 - mse: 4.1595 - val_loss: 15.5289 - val_mae: 2.6236 - val_mse: 15.5289\n",
+ "354/354 [==============================] - 0s 267us/sample - loss: 5.5838 - mae: 1.6220 - mse: 5.5838 - val_loss: 15.4727 - val_mae: 2.5215 - val_mse: 15.4727\n",
"Epoch 88/100\n",
- "354/354 [==============================] - 0s 167us/sample - loss: 4.2402 - mae: 1.5440 - mse: 4.2402 - val_loss: 14.3521 - val_mae: 2.4475 - val_mse: 14.3521\n",
+ "354/354 [==============================] - 0s 284us/sample - loss: 5.6117 - mae: 1.6208 - mse: 5.6117 - val_loss: 13.6392 - val_mae: 2.3150 - val_mse: 13.6392\n",
"Epoch 89/100\n",
- "354/354 [==============================] - 0s 167us/sample - loss: 4.0009 - mae: 1.5064 - mse: 4.0009 - val_loss: 15.1365 - val_mae: 2.6158 - val_mse: 15.1365\n",
+ "354/354 [==============================] - 0s 324us/sample - loss: 5.5648 - mae: 1.6051 - mse: 5.5648 - val_loss: 13.2082 - val_mae: 2.2858 - val_mse: 13.2082\n",
"Epoch 90/100\n",
- "354/354 [==============================] - 0s 168us/sample - loss: 4.0595 - mae: 1.4949 - mse: 4.0595 - val_loss: 14.6071 - val_mae: 2.4938 - val_mse: 14.6071\n",
+ "354/354 [==============================] - 0s 288us/sample - loss: 5.6019 - mae: 1.5946 - mse: 5.6019 - val_loss: 13.7882 - val_mae: 2.3677 - val_mse: 13.7882\n",
"Epoch 91/100\n",
- "354/354 [==============================] - 0s 168us/sample - loss: 4.0692 - mae: 1.5074 - mse: 4.0692 - val_loss: 15.0121 - val_mae: 2.5201 - val_mse: 15.0121\n",
+ "354/354 [==============================] - 0s 336us/sample - loss: 5.4979 - mae: 1.6000 - mse: 5.4979 - val_loss: 12.9619 - val_mae: 2.2898 - val_mse: 12.9619\n",
"Epoch 92/100\n",
- "354/354 [==============================] - 0s 167us/sample - loss: 3.9964 - mae: 1.4940 - mse: 3.9964 - val_loss: 15.1498 - val_mae: 2.5384 - val_mse: 15.1498\n",
+ "354/354 [==============================] - 0s 294us/sample - loss: 5.4595 - mae: 1.5815 - mse: 5.4595 - val_loss: 13.8617 - val_mae: 2.3735 - val_mse: 13.8617\n",
"Epoch 93/100\n",
- "354/354 [==============================] - 0s 170us/sample - loss: 3.9493 - mae: 1.5102 - mse: 3.9493 - val_loss: 14.3516 - val_mae: 2.5398 - val_mse: 14.3516\n",
+ "354/354 [==============================] - 0s 321us/sample - loss: 5.1999 - mae: 1.6043 - mse: 5.1999 - val_loss: 12.9011 - val_mae: 2.3053 - val_mse: 12.9011\n",
"Epoch 94/100\n",
- "354/354 [==============================] - 0s 169us/sample - loss: 3.7438 - mae: 1.4719 - mse: 3.7438 - val_loss: 14.2705 - val_mae: 2.4448 - val_mse: 14.2705\n",
+ "354/354 [==============================] - 0s 268us/sample - loss: 5.2630 - mae: 1.5463 - mse: 5.2630 - val_loss: 14.3610 - val_mae: 2.4348 - val_mse: 14.3610\n",
"Epoch 95/100\n",
- "354/354 [==============================] - 0s 162us/sample - loss: 3.7455 - mae: 1.4551 - mse: 3.7455 - val_loss: 14.5044 - val_mae: 2.4705 - val_mse: 14.5044\n",
+ "354/354 [==============================] - 0s 300us/sample - loss: 5.3272 - mae: 1.6047 - mse: 5.3272 - val_loss: 12.9650 - val_mae: 2.2989 - val_mse: 12.9650\n",
"Epoch 96/100\n",
- "354/354 [==============================] - 0s 166us/sample - loss: 3.8153 - mae: 1.4834 - mse: 3.8153 - val_loss: 14.4317 - val_mae: 2.5976 - val_mse: 14.4317\n",
+ "354/354 [==============================] - 0s 283us/sample - loss: 5.3137 - mae: 1.5796 - mse: 5.3137 - val_loss: 13.9091 - val_mae: 2.3669 - val_mse: 13.9091\n",
"Epoch 97/100\n",
- "354/354 [==============================] - 0s 211us/sample - loss: 3.7644 - mae: 1.4647 - mse: 3.7644 - val_loss: 13.9224 - val_mae: 2.3992 - val_mse: 13.9224\n",
+ "354/354 [==============================] - 0s 280us/sample - loss: 5.2891 - mae: 1.5773 - mse: 5.2891 - val_loss: 13.2578 - val_mae: 2.3012 - val_mse: 13.2578\n",
"Epoch 98/100\n",
- "354/354 [==============================] - 0s 170us/sample - loss: 3.7750 - mae: 1.4464 - mse: 3.7750 - val_loss: 15.2701 - val_mae: 2.6804 - val_mse: 15.2701\n",
+ "354/354 [==============================] - 0s 264us/sample - loss: 5.3977 - mae: 1.5920 - mse: 5.3977 - val_loss: 13.8690 - val_mae: 2.4075 - val_mse: 13.8690\n",
"Epoch 99/100\n",
- "354/354 [==============================] - 0s 215us/sample - loss: 3.6751 - mae: 1.4225 - mse: 3.6751 - val_loss: 13.7514 - val_mae: 2.4409 - val_mse: 13.7514\n",
+ "354/354 [==============================] - 0s 273us/sample - loss: 5.3071 - mae: 1.5391 - mse: 5.3071 - val_loss: 12.9043 - val_mae: 2.2816 - val_mse: 12.9043\n",
"Epoch 100/100\n",
- "354/354 [==============================] - 0s 210us/sample - loss: 3.7457 - mae: 1.4496 - mse: 3.7457 - val_loss: 13.6171 - val_mae: 2.4261 - val_mse: 13.6171\n"
+ "354/354 [==============================] - 0s 318us/sample - loss: 5.2748 - mae: 1.5458 - mse: 5.2748 - val_loss: 12.6915 - val_mae: 2.2683 - val_mse: 12.6915\n"
]
}
],
@@ -962,9 +981,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "x_test / loss : 13.6171\n",
- "x_test / mae : 2.4261\n",
- "x_test / mse : 13.6171\n"
+ "x_test / loss : 12.6915\n",
+ "x_test / mae : 2.2683\n",
+ "x_test / mse : 12.6915\n"
]
}
],
@@ -993,7 +1012,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "min( val_mae ) : 2.3992\n"
+ "min( val_mae ) : 2.2683\n"
]
}
],
@@ -1008,7 +1027,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
@@ -1020,7 +1039,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
@@ -1032,7 +1051,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
@@ -1112,9 +1131,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "x_test / loss : 13.6171\n",
- "x_test / mae : 2.4261\n",
- "x_test / mse : 13.6171\n"
+ "x_test / loss : 12.6915\n",
+ "x_test / mae : 2.2683\n",
+ "x_test / mse : 12.6915\n"
]
}
],
@@ -1156,7 +1175,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Prédiction : 10.85 K$ Reality : 10.40 K$\n"
+ "Prédiction : 10.75 K$ Reality : 10.40 K$\n"
]
}
],
diff --git a/GTSRB/01-Preparation-of-data.ipynb b/GTSRB/01-Preparation-of-data.ipynb
index e8883a6..9b5f91f 100644
--- a/GTSRB/01-Preparation-of-data.ipynb
+++ b/GTSRB/01-Preparation-of-data.ipynb
@@ -31,12 +31,13 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "## Step 1 - Import and init"
+ "## Step 1 - Import and init\n",
+ "### 1.1 - Python"
]
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
@@ -99,7 +100,7 @@
"\n",
"FIDLE 2020 - Practical Work Module\n",
"Version : 0.4.2\n",
- "Run time : Thursday 27 February 2020, 21:53:07\n",
+ "Run time : Friday 28 February 2020, 09:23:59\n",
"TensorFlow version : 2.0.0\n",
"Keras version : 2.2.4-tf\n"
]
@@ -127,17 +128,24 @@
"ooo.init()"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 1.2 - Where are we ?"
+ ]
+ },
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 7,
"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"
+ "Well, we should be at GRICAD !\n",
+ "We are going to use: /bettik/PROJECTS/pr-fidle/datasets/GTSRB\n"
]
}
],
@@ -165,7 +173,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 8,
"metadata": {},
"outputs": [
{
@@ -347,7 +355,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
@@ -401,7 +409,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 10,
"metadata": {},
"outputs": [
{
@@ -411,8 +419,8 @@
"Train.csv [########################################] 100.0% of 39209\n",
"Test.csv [########################################] 100.0% of 12630\n",
"Meta.csv [########################################] 100.0% of 43\n",
- "CPU times: user 16.1 s, sys: 14.8 s, total: 30.9 s\n",
- "Wall time: 1min 11s\n"
+ "CPU times: user 24 s, sys: 6.14 s, total: 30.1 s\n",
+ "Wall time: 11min 2s\n"
]
}
],
@@ -452,7 +460,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
@@ -490,7 +498,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
@@ -627,7 +635,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
@@ -655,12 +663,12 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "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>"
]
@@ -697,7 +705,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
@@ -772,7 +780,7 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 18,
"metadata": {},
"outputs": [
{
@@ -801,7 +809,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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hxWMgitipFOEJ91Mgiqxfty6bML4tMXfBfCrbo7SefyaxuV/grqru1vCZqVSMfxjPPvv+QA3HOBpOeQXPj/dDb9iAq6yc5OqV1P2x/zX8auEChiW7qDvzdyTnz0WtrMKIxbBTKYqvupbB/5tJ4TkXIJeWpZ2ic922bSNIEoKidL8kuZtf2oFKhUWEfn8Gg1+dSclf/w6CgBGNoJZXoK9eybozfkt53XrqmpuyHfMtwTFjR1esWMHOOw/nntcW8bv736XLsFF9CqlUhoOwcTtK+m82KLIICZ2xR41iZGUQgH+csjeoMqZlO+lzIpC2o4pHxrDhrPHvcesr8xk2bCj1GzZsF3a0samRcqD5PxORXb3aYDJFZOL9eIG69eu3eRvM+8Ke2BE17CuyHBsbKReg+d8b8RXJJJEJ4/EBTU2N24W/31QMdA0z/JpbWgh0JWh+6IEe/ARJwkokiD40Hq8o0tjQsN3oN1B9YV8x0J9R2D45bnbgaKQj29raWnYdPRrTtCgLefno5uPYuSZEZ1sXLo+MbYGd8YCZB2tTE2qFnN8JArZlZ52mplmIIshehcse+YjxM5cwdMgQVqxcCbDVR0Bs20ZVVTo7Elji9Zgv+ula7nzmHp0idGYHZruIUmzS9qEb5R0Vk4uyyc1bG4ZhIAgC8xYsYEyBn8aLziNVtw61aBB6YwOFZ51HzUuv4T3wYMeYGIZjcFTVCTZyNHQMht3DcAiC0P19SXICFV3Hs8++1Ex9leLLrsJobUXyF2C1t1N/0TmMNDTmLVyYc8yti6yGnZ2YikryqSdIrloJloV7z70pvOgyzPY2lOJiYnM+Qp71GnjcWJa1bTVcuIDdfF4aLz6PVN16R8OmRgrPOd/R8IBN1NBm0zWc8grFl1+JEW5F8vuxYjFHQz3FvEVbTsMMxy++msu+xcWsOed07A31yINKMFqaUaprqJ48hZJrb0AKhpwg17LSTtG57m9L4M/ySztQ27KwNQ3R66V47J+oef5lXCNHoTc3IRcWYrVFaRh7PoPb2li8bCnww+1Mxo6uXrOGXXfdlbtfW8jVj89B9roQBdA0Kxsw2lY6gTF7X3Pso20jSgJayqCyMshlR+8KQEo3OXBEKX84aCfsTg1FlkgXPUaQBHTduX6lwM2NT37OP16ex9ChQ1m5ctUW4ddXZNpgIpFA9HhJTX6C5KoV6Ta4F4UXdrfB9o8/xPXmTOxt2AYh7wt7Y0fUsK/IcuzsRPB4ST31326Oe+xF4QWXYra1oRQV0/7RbJQ3Z5JMrwzZETgOdA27+XViuVxYU56ha/kywMa9+x4UnndRmt8g2j94H/nNGRjp1WTb0s4MZF/YVwz0ZxS2X46bFTjquo4sy6xYsYJhQ4dgW1Y2cX9YiZ93bziGMTsPIhVPoaqSU+JP6OUw+4Jey7Jsyxl9t0wn90P2u7j88TlMnVPLqJEjWVNbu9VHhjKdh0h0MsXhJbQ8U4HsT2FbAsVj2ym7LYp7dw2zQ0LxdtH47yGUmu+zbt2HQPeowtZARr958+YxsrKC5isuIblmJUowiBEJU3rTPyi7/S5nWYPu7M8o9Nq7x7a7A0UhvawqY5RyP8tAkGXHIKU1Kbn+JsruHIfZEUd0ezAjETaMvZBRRUUsW7YsW15+ayKjYXM4TGlrC61PP4kSCABQ/KerKf3rLbj32RczFkP2+mh6eAKBjg4i0SiwDTWsqKD5irEk16x2NIyGKb3pn5TdemffNBTom4bX3UTZXeOwOjoQ3W5Hw0svYlRhIUu3gIYZjl99NZe9hu3EmvPPwlq3DqmwEKOlGffe+1Lzwv/w7n8gVirljKaqqrO9SC+eG7M7vTkKooigqti2jZVK4d5jL2pe+B++Qw5Db25CCgSwwq3UXXohuxUPYt78eT/IzuTa0eE77cRTH6zkmv9+hlLgxjRNrLSdywaMvZc2CnTzskESRUgZXHnsaMqCHjTDcmYgget/tQf+kAfdMEFMa5xzfF03UYNubpr8BY+8s5yRI0ewZs22s6ONLc0UNjbQ+sxTKP5MG7yG0ptuwb13dxtsfvhBAvE40W3QBiHvCzeGHU3DzUGGY0s0QmHTBsLPPInsLwCg+IqrKf3b33Hv8yPMeAzZ56fl3xMoTCS2ia/YHAx0DbP6RSIUtzTT8tR/kQsKwLId/W65Dfeee2N2xFC8Phon3E85NitXOYMx28rODFRfuDkY6M8obL8c+xw4ZkZcOjo6KAz6Wd9mEE/q2Q6nYVpUF3l574Zj+OnocrR4stthQs8R881xnDkjroLoHMuybHDJnPHwByyuj1FWFKKtrQ1FUbI3vj+RuSfx2DoU+Qo6Hh+E3qJhJ0T8RyTwHZwC3WbQtW3OXjkeSC0zSTztxx84n86OOKqqbpURm8y1RiMRAsXFJO+8jfinc1BKSjHCYUpvvpWii8Y6o1W2s69PLjIGRhCE7x69Si/dyjVG2eMJAlYqReh3f6D8ngcwO2LIwSCdSxbRdevf8Hi9NDU2bjX9IEfDeAyvz09swv2YbVGsjg78x/4C38GHAFByw80AiB4PXcuXYT83maRtk0gkUNOGdmtdazQaoaC4iOS/bqXjs09RSkrSGt5G0YWX9NAw96q2qIa//QPl94zH7OhADmQ0vBnvD9Qww3HdurVUDx1G69+uJzXvS+SSEozWFtz77Ev15Cko5RXYWgrR5cpeby7HDJeNzexsjGPmvoguF7amIQVDVE16Fv9hP0dvaUEuLEZbtoSW669m2LCdWLF8+WZx7H7e4hSHAiza0MHZj3yE4FExLcsxc6KwkVnGjUOSRfSkzqidBnHhESMBUCQBURDQDJNRlUHGHjUKEjqqLKa3fMixo4BuWoh+Fxc89jGfrGylsrSItug2sKPxGL6CALGJ4zGjEaxEB/5jctvg3wCnDSZWLMN+7mlSCFu1DeZeb94XdmNH03Bz0O3vY7i9PuIPPYARjWAnOvEfcxy+gw8FevqKxPKlWM9NRhMEEp2d2zXHga5ht37tqB4v8X8/iN7aip1I4D/6WHyHHA6k9bNsBI8Hbfky4o8/QmFFZVa/rTXDtv36wiK0pUtouf6aH+QLf8g9GajPKGzfHDd7qWpbNEJhaQXH3PYav5vozJpJopAdbS3yu3jr+qM4fJ8atFjaYdp014u3N61D9A3k/DbjMC3TRpUFkgmD8x+ZjTcQIhwOO9e0FasnxRMPEFqWIDy9CMVvIrih6II4uG2sOPgOSxL4dSdGq4xSnKL12Qr8dStoa38UcB6UrYXahgYqFnxF4zNP4a6qQm9soGjsnyg89wJsLeWMVm3E+HxXsNEbvY1R5n3GGFmpFMGTTqXkupvQm5txVVbSMu0VSj54j6b2dmDr6Zfh2doeI7B4AZEZ05H9BQg+H0WXXA6AlUzi3W9/gqf9HqO1BXXQIFqeforihg1E2toAtlqgC1C7oYHK+V/R8Ozkbg0vvYLCc87/hoYC/aVhkkBGw5ZcDd+lqd25Jz9Ew2iii4KPZhN9aQpqaRlGNIoyZBiV//kvUjCIrWsIqquHY+w5E75x9HaOme/mzrgKqpot9FTx0GO4dx+DEQmjlFUQe3MmwstTkXy+H8SxK5GgoKiUcx56DyNlIYtgmfY3g8beXHqNHAsCYFpc+/92x+eW0Qwzy0VOjzpfeexuVFcF0ZIGotRtezN21DZtRAFsE85/ZDaSL0BLcxPAVqmal9EkEo8TWLSAyIxpThv0+ii65DIg3QZ/eoDTBltaUIsH0fLMUxRuqCOSthlbsw1C3hfmYkfVsC/I+opYjODihURez+WY4yt+egChXI5PP0VhfR3RWAzYfjkOdA0z/GLJFKGlS4hMexWloADB4+mp3wEHETj1txitLSjFgwhPnoR/3dosv63ZX4NN8YU6guoCO53L3ssX5vq83ugx20jPyq3f8IUPp31hWxtKZSWxN16HLeAL+4KB/ozC9s2xz70BSZKor6+nuqqcW19awJI1YV7/Yi1H3v4GXZqBmH7YLNvG51KYee2R/OrAnfrXYabzPFx+hY8XNjJ+5tcMHz6MxsbGTe4gby50XUeSJFqaluOx7yb6nyrsVBdmXCDwqw48P9Gw4yC4AA2KL4mhlBvYpoDRqhF/tBS/98+EWzdkK7L2JyRJYv369dR4PbTcdzei240RDuM/4ihKrvursxm86gK6jUdfg43eyA0+cg2Y6HJh6zpFF44leNIpGC0tKMEQjQ+MY7AosGr16n7XD7r3x2ltaSHochF98D5IVyMNnnIa7t3GOFVGXc59KbrsSpSqGmxdx2yL0P7gOPyBIC3NzVtXQ4+blvvuRnK7McOt+H9+NCV/uRHbNB0HkkZuUNT7fuY2vd6jjbnYWHAFILrcaQ0vIXjyqU6uRTBEwwPjGCwIrN5MDSVJYsmSJYwsKmTDPf9CkhUsw0AQRcrvHIdSUYmlpRAU9RvP1Xc9qxsLgDeKzOeykh5tDVJ+z3hEnw8rlUTyeGmeMJ4qy2Tu3Ll95pixo6UlhYybsYTPFjfg8inoutVzeerGgsb09WUgSyJGQmf/3So44+DhWLaNKnc7b1F0Zh1LAm7+/P92B81wlrXmap+2o4Zu4fLKLFoR4Z8vzmOXkSNobGzs98Axtw36ZJm2CfeDYWLGYgROPg337nt8sw1WVzv7jkbDtE24j4JgkOampq3SBiHvC3tjR9Swr+jm2ExAVYlMuC/NMe0r0hxFlwsbCFx8GWp1TQ7H+ykIhbKrMbY3jgNdw8ySz5aWZjySRHTC/di65vA76VTce+wFppndsqL48qtQKqqwTRMj3ELHww/iCwSIhFu3qp35Pl9oa5qzssi2QBAQcvwcfLMvl/lbBj36Zznnzv2+IDt7dUuBIBXjHkSUJKx4HMnnp2XC/Y4v/KrvvrCvGOjPKGz/HDcvxzHZRWOnyP0zF4FLweV18faX6zjitjeIdqaQRAEr/eAqksgrVx7O6UeMRGtPO0zoh9FW0AwL3Ar/mraAcKeFqWv9vpwgUyY3aV6G60OVtg89SB4LeZBF0Xlx0G0nd0wCOwHKcIOiC+KYMQml2CA6I4TnK4O2+F39ep25SGKjzJhO59eLkVwupECAkptvdT7MmZ363s51H7Gx4JF0h7Tkr39HrqxCQKBrXS3CS1PQBGGrGWaAuK7jee8t2j75CMntRi6roPCCS9IXLzrXrWkoFZUUjf0TZjyGUjyItjdm4P7sY9qTyX6/1gyS2MgzptO5dAmSy4UYCFGa0TAN2zSdJHfLdN73ftl2uhlt3IGAk/BuWRaWaWJu5GXZTpU2gJIbb0GurEYAkuvWIrw0ldQP0NAVKKBr6nOkli11SqS3tlJ4zgVOwSYthZieaex9zbquk0qlSKVSaOnlutBzdjH3d5qm9XhlZmjTP0JQVSfPY8yeFF96BWY0glRQgLZ+LZ1PPUFhZcVm5RIYWpKWLol7pi8Ar4qmW07Vze8LGtPXlYUASAI3nLAHoiA4yxXpqWsmkLzwiJHsPaoMPakjpfMfe+TLiZDSLfCq3D9zMbXhJJh6v9tRSZKwbZsO08T3/rtEP/4w3QbLKLrwO9pgrN0pYDHrdVyfbt02CHlfmIsdVcO+oJujhXf2u7R9lOFYTvDcC9NViyWn826auGsGU3jJZVhpjm2zXsP92Ryiic5tTWWjGOgaZvtrNrjfe5v2D2cjuT3IJaUUXTgWAN0w0AwDLZFAqaqm6JLLMdvbUQaVEJn+Kr6vviTSuXX1cwUK6JqS4wvDrRSdeyHeAw8Gw8BW1XTxnHR1014BY67P03U9669M0ySVyYnsNUnQ26dqqRQakOrowLXbGMpvuR1lTT2KLaJtqKPzyScorNg8X9gXDPRnFLZ/jn0OHMORCEOH1jBx1iIirZ2oqkQyqaMG3HyyuIFD/zmLhmgCWRQx0x0Yy7Z56uKDufD43dBiSRR5CzrMNGycpVaqKrGhIc6j7yylqqqc1tbWvlLcZGQayNp1n1Fqz6Lp34OR3UnMmETo9DjKLiZ2Jwgy2BYIKpCAwt/H8e6bxIyLCGYXzRMHU+G7j4b6L/o9wbixsZGCri5iL0xB9Hgxo1EKzz4f1867OKNWstwvQWMGvTvtgiRhaxpyWTlFF1+KGW9H9hfQ9upLFMpB2ZwAACAASURBVMZjNDU3b9Hz94auOzlJzS3NlAJNEx9A8Xgw29spPOtclKpq575kll+kK46F/nAmvv0PwmxvR0Cg9YFxlPp8tLa2bD0NX5zareE556MO3xlb05zyzOl7K4gigig573u/BMGputZbE8Gp/pcp5y+KIqIkIW3kJQoCVtp4ORpe5hSE8AfSGrbTvBkaLl22lCpVJTLlWSSPBysWQ91lBEUXOc4d2cm97e0QM9XEXC4XLpcLNb1cN6Nz7oxjJqBVVbXHK/NZ7uiroKoAhM46D8/eP8KMRlEKAkRefpFyLcWKlSv6xC8SiTBkcDUTZy2iubkDVZG6A8YMvqvtCZntNySMWJIj9qjiuD2rSKQMLLvnwA+AZdnEkzqKJHL1cbuBnhPMZ+yuIDhVPy0bVRFpCyd46I0llJeX0toa7hO/viCjTTgcZpBp0vTQeOR0Gwyddd63t8HTc9sg2TYYbm3dKoUa8r6wGzuqhn1BD46WSdPENMdYO6Ezz8U1eAiCaWKktWtqaWHuF19QeOa5uPc7ALO9HRFovu9uKkMhmpubtiuOA13DTH9t5cqVlMkSjRPuR3a70/qdg1IzGCPZheJyocoyqteLZZqEzjgL708d/QTbpum+u6gIhqivq9sq/LK+cGraF8bjqMN3IXDeRRiWRZemIeLsP53ZTqx3ukauj1QUJZv7JkkSrnROZNbn5fjIzMCxoiio6fvi8vtB1/GffgaFf7kecdU6VMVN5JUXKU/13Rf2BQP9GYUdg2OfA0dZFGjtMJkypxZcMobpLI9JpUxUv4sFq1o5+B8zWdUUR5ZEdMNCFARMy+Khs/fn2lP2Ru9IIkviNx3l5jhMyP5OEHEctCrx5OwVaKh0dnT0/XibANt2yuQmuxK4POeSmuojudS5dnUnndAfOiFpg5ymhlMTIdUpYLltBv2pHdsGOWAR+8SNPUtCF29D1/t3e454Moln/lwSa1YiiiJKzWCCp5/pfJiuutlfQWMG3zh+mm/wlNNQR41GsCwSdXUUfPUF4XisX64BHA0VRSGVSpEwTMznnyaxfBkA6shRBP94jvPFnGqkQnoZiCCKFF99HYgiUkEB8c8+xX71JQy5/0t2x5NJPPPm0pXRcPBggqf/0fkwU3LbMDAjEcxoBCMSxmhtxWhpxmhqwmhqRN9Qj5VMIojiRoNHURSRJIm2aJRoJEIkHKa1tZWWlmaamppoamykvr6OaDTiLMlL36PgKafhGjUawTJJ1NdRMPdLWmN91zChG9gff4i2agVSQQFmR5zQH85EKip2jGZ6pjpzzZltbURR5PPPP2fy5MlMmjSJt956i2QymU3az4ymmqaZNabT/vcKd995B3f963ZemPI8nZ2dSJLUw5FmRvZEj4fQWedhJZOIXh9afR3mO29h91FvSRRo7TR57uM13XY0d7ZxY8jYRjud3ygK6KaFO+hh/B9+giAIeF0yqixuRE+BArdzjb87cCdOOWRnzE4tW3U199iC6BR2wa3w3CeriWoyyUT/2VFFUUglk8R1HXvqsySWLUUA1BGjCP3xbOeLvdogpokgSRRf/RcQBCR/gPinc2DaK+iyvFXK5ud9oYMdWcNNRU+OGvbU50gs+xpREBB3Gk7xpVfw1ltvMmvWLOR0h+6zzz/jgXvvBiD4p6sRRBGpIED88zlYr76E4PFuNxwHuobZ/loySaisjK7Jk0gtd7aRUHceQeisc7EA2e3h888+48H77+Pdd95GFAQEWab4qmtBEJADAWKffIQ0czrJHL/Tn+jpCwOY8RiFfzwbtaQEWRTxeL0kEgl+85vfsOeee9LU1JQN+jLcc4PGzz77jN/+9reMHj2a/fffnzvuuINUKtXD52V+L4oigiDy5qyZ3Hv3ndx5x2088/RTRNLBifuKK3BXVCLGO9GaGzHffrPPvnBTMdCfUdhxOMrf/5WeUAWb2avbWLk+jOxxYRjpkWtRQNNMFK/Kqvo2fvaPmcz48xHsMbgIzTBRZQndtLjjtB9R4Fa48enPkbwqpsU3HWZfkVmmY9uYpoXkklm6NsL7Xzezf0VB34+3CcgYjNbwJIraF9MweRfkggRWXKbw3ChSmYXdls5tzPTzZHCV2KCB+5AUwV930v68H8XfSdN/hlF9yMs0NsykZvDxaJqGmp7l2KLXreuY77+LadkIiQT+0/+IXFrqFBlRtvz5vgs9lkVoGqLPT+DEkwnf8U+QZTrfnIX3oEP67fwZDZtbWynviFP35OMowSBWeztFF12KVFDgBCmq2iNAsWwbyTTw7n8Awd/8jrZJjyMHAoQfe5iKo45hfVsbQ4cO7UcNNcz330lr2In/9DORS0qxupy9fjreeYvW2/+BXFEBpukky9u2M+1tOjkQtqZhGwaVDz2KUjPYyYuUpKyzaGlu5pKLzifZlaSgwI+mOaNVlmWl25lz7+rW13HNX67jpFNORUt0ovp8BE48mdaMhm/NwnPQz/rMsby0lPbxdwMCdjKJUl1DwS9PdD5Md8xyNZFlmc8//5zzzz+fefPm9TjW0KFDGTduHCeccAKG4eT3ZfLTLjrvHOZ88jFaKoVl27jdbnYfM4aH/vMYI0eNygaYQNZY+485DteIURgN9YiKQvS1aVT/6qQ+8VMFm/dWRVmxLozszbGjG7ODG7OLNk6gqVuEgm4efmc5YCMKAi5Z4srjurfkUGWRV75Yx8wF9fjdCm5Fcpajyt0zYbnnyYw4K6pMXUM7by6o55ejQ33it6nItMGWaISKeIy6SY+hBkOYsRhFF41FKghk26CzRYnlzHSnt4Xx7n+g0waffAK5IED40YcpP/Jo6mIxhgwe3G9tEPK+MIMdWcNNha7rqKpKSzRCZTzO+v8+hhIMYXfE8Z55HgAvP/sM5UOG0NTcRFFREU8/OYmzznU+KzjkMLTf/I7opMeRCwqIPPZvyn5+NHWRCEOGDNnmHAe6hll+kQhF8RiNkx5HLghixR1fLwSCiMAzT0/myssuwbJsDF3n2hv/yrV/uR7PQT8jeMpvaXv6v6gFAeofuI/Bh/2cxqZGqquq+5Vfri+0kl2oNUNwHX0ckViMDbW1vPH22zw0cSKrVq1ClmW6urqA7lSF3KBxypQp/OY3vwGgoKCA5cuXM2fOHGbMmMH06dMpKCjI/k4URdrb2hh78YW8MXMGmpbCMEw8bjfDdt6Z8ffex34/OwT9l8divPoikqISfX0a1See3C/3YaA/ozsSxz7POHqCRcycvx5TsxAFZyYt6+hEAV03UTwKG1o7OPSfs5izogVVltAMEyU96nrDCXtw3zn7YyZ1J71GFLr3t8qOfPfhonIcrIAzmm/pFq/PXYu/aFBfKX4vMtF7OBzG47mWzieK0Bs1bE3EvXeS0EkJSNhO0JjpA6iwoU7k7zf6efctFVGyKbwohlxmIogCqVUmnZODyO6xJDrb+q3cc4UA7XO/RJJlBI+HgmOPdz4Quh+F/pxtzOAbx0/PIPmPOgYxFEKSZeJLFlOS7OqX82c07OzsRPV6iT/8IEZrK3YyiWe//QmcdCq2ZTnLANLXa5omsiyjKgqS6hQ/KL78Kic3UxBI1q4hOelxXMEgXf1YCrlcEGj/KqOhl4Lj0hqm72HkgXH4j/0FVY9PpvyeB6iY8AiVEx6h8qHHqHxkEhUP/pual1/De8BBtD/zFAB2uvKWrjvLeSY/NYnOjk6efn4q48ZP4N+PPs6/H3ucR56YxGOTnuLR/z7J08+/wO133c3U55/Dsm2UdEEe/9HHIoYK0xouonQz1tmX2haxuV8i+/2YsRjegw9FqaxyEsLTgVxu0Lh48WJ+9rOfMX/+fE444QQee+wxbrnlFnw+H7W1tZx44om89957znKe9JKNKy69hPffexe/38/QYcPYZcQIfD4f87/6iosvOJdEeuYx64BFEVt3ypL7Dv85ZjyO5PfT9fUS/G2RPvHzBAuZ8dU6TKOXHc39N2cJae9ZKFkRnbeySGMkwQMvz+eBVxdy/0vzufPl+TS3O/dcNx0b8sbCDfz7uS+559UF3Dr5c/43Zw2CIjn5kILQ/UpDSJ/WMm1mzFuPuyDQNwE3AbltUHG5iT88AaO1FSuZxPOT/Qic/BtnNjydvyNJUnZW2TAMhPQyz6LLr0KurEQQBZK1q9GefBxXINCvbRDyvhB2fA03laOqqrRFo7i8PtoffhCjpRmSSVz7/oSqc84H4MrrbmDRggXc9o9beHjiBK68+s8cfcyxGJqGBBRedmWao0hq9Sq0p57AHQplOW7tDdRz+Q1kDTP8Wpqb8QWDJB59GL2pEVtL4tl3P/wnnYoIRCMR7vnXHYiiRPGgQQSCQR56YDxLlyxGBIJjL0epqARRRFu9kvjj/0H0+vpdv4wvVAMBkq0tVBz/S2Yt+ZriYJA99tqLq668klWrVmWXnfYuZJYJRubPn8/pp58OwNlnn00sFuO5554jGAwye/ZsrrzySoBsygfADdddyysvvoDP56OqqppdR4/G5/dTu2YNF55/Li1dSbxDhzrPhdtN19Kv++wLNwUD/Rnd0ThuVnGcT1c0gup0Omzo2akRBXTdQnbJRDtSHH77LN5cuAFVlkgZJoosohkmlx8zmscvPhjbcPYsE6VeDrOvcUv6Ztg4+TwoEp8sb6TvB9qUUznnineMx780TnRaCXLQwDYEBl0Ux/bapDoFdB30FHQlBBDhtn8V8PdbCzjj3BAvPeXGtYtB4OwYVlxCKdRoebackua11Dc8A/RPuWdXfR1aayuCbaPsNBzX7mOcD3Jncbb4WTeOHmvxJQnbsnDtMhLXrqPBMNDb21HWrO6Xc2fO2xQJE/p6MZHpryAHg9iWRdGlf3KCk8yyDciO7Hw65xMmPfE4kWgEwbaQyysovvRPmO3tqIXFND89iZLGDdTW1QH9UwrZXb8erTXcQ0PbNBFdbrTaNVhdCQrPuQBBlpHKy5AKC5GKipAKi5BCIaRBgxAEgeDvz6Br7hdYyS5El1PGW0w/B59+8glnn3seBQUFFBYVUVRcTFFRMUVFRRQWFlJSUoosyxx2+BG4PW7ee+dtBFlGSyVRv6Hhqj5z1JcuwY6G07mFNt6D07OWVk+jl3Fwt99+O8lkEo/HwzXXXMPZZ5/NTTfdxGWXXZb97l13OQWoXC4Xs2a8zgez36eoqIjBQ4Yw9ZX/MX3GG+w+Zg8KAgEWzp/P1CnPO9fSIzfAaR3eg3+GoMgIkoQZb8dYvLiPDAU+XdEEioyZa0czL/jmckXLRpJEp4pqpwZp7oIkooY8uAJulKCHQNCNJAk5Vwt+jwIhL/6AG6XQi+xVu4so5J4zM2NFZqmjzGermtDtLV9iPdMGmyMRQsu+JjItpw2OvcLJw7UstHQlxHlfzeWCc85i/bp1yLLsBMW63qMwgFpYRNPkJxnU0L9tMIO8L9zxNdxUjpGODgJfLyY67RWUUCG6rlFx1V+Y+NijXDX2YsKRMEcedTQCAlf/+S/85Kc/RdM0ZFXtUcDCiLWjFBXT/NQkSpsaWFlbC2z97R168xuoGmb4deoavkULib76EnIohG2YFF96RXav6samRmKxdlRVpSMeR5IkUqkUdfX1ACiDh1B0yeVOoaOiYlonP0l5uIXa9euB/tMv4wudlB4B1wEHERpUwm4jRnDIoYey1157ZQdRzXTRu1xkfOTNN9+MrutUVlZy++23A3Dqqady3HHHAfDss8+yZMkSVFVFkiS+mvsl0//3KoNKSigqLmbS08/yxjvvcfDPDsHtdrN+/XomPfofio74OZYoIkryZvrC78dAf0Z3NI59DhwbYjq1LZ2gSN3LnHJHytMO0zAsJEWiK2Vy7J1v8dLna3GlR1szo65nHbILUy8/FAEby7SdKn/fGG3tldeT+7dc5IyYW7aT27GiKU5DbMsmvWbKObc2LyTg/juRf1dhJROYcRH/4Qk8R3Qh6M6SVCUAShC8Jc71rlsvMqTGxDYF/vuMBzQoPL0D9z5J7C4Rqy1J5KFSCgOX0R6t75/NVFevwNRSYBi4dxuD6PY4+/9salGO/kI6Lw9BwL3HPmCZWHoKK51zuCWRmaWKhMOEvD7CD4wD3cCMxSg46lj8h/0c2zCyDkXTNERR5IUpz3PKib/ignPP4ca/XAuCiGkYhM44G+/+B2J1dmB3xGkddxfl5eVEwuF+KYVsr1rZreHuY5wtMboSAHR9Nge5rNzZ18kwEDbSWRREJ0hXhwwFSSLxwWznviSTKLJCc1MTzc1N/GS//YBv35cpw2vPPffm9enTnL+lnBlL9557pzXUMVdshoarV2MmU2BaiMEQ7jF7OX/vNZqauba5c+ciiiKJRIJrrrkmWwjhoIMOyn535cqVxGLO3kZvvjEL27bp7Ozk9DPOZJddRlBRWckFF11MMplElCTeffut9Clzzpl+79p1d+TSMtB1Z1uWFUv7RG99W4o1LR2giNkqqD1m/nLtXdomqqqEqRkYnRpH/qiGyiIf6CaCAJpmkNJNdN0kqZndx0zDMCzQDJK6ia4ZTg7jxpZE5ry3bCfoWNPSSW1Lok/8vg+ZNhgOtxL0egk/cC/oOlYshv+oY/Af/nNnSxxRRFUU3n7rTU4/7VSee/YZTj7hl3z26RwUWcYURbBtQn84C89++2N1dmJ3xGi97y7KKyr6rQ1C3hcOBA03lWM0EiHk9RIe73A04zH8Rx6DcuDBeC2LJyb9l8MPOoC7/3U7hmlw179uZ+nXTifcNM10uoNF6A9n4c1yjNMy7i7KK8ppb2vbJhwHuoa526cEvT4iD47DTqUcfkceje+II52CckAwEMTj9WZ/k5kBKioqBsDSNEJnnI3nx/thJRJY7W203nc3JWVltEWj/dNfg6wvtA0TT0kp2pBhHPaTH7No2TLefecdnn/+eax0nYJcZFZJqarKsmXLePvttwHYZ599KC0tJZauPXD44YcDkEgkePHFF7O/f++dd0gmk3R0dHDCiSfxo31/TChUyNjLr8C2LBSXi/ffmIVWWYOrqgpLS22WL/w+DPRndEfk2OfAcV24g/aOFKIkkl1D02u0OuMwTcNClARM2+akce/y5Acrs44yM+p68n5Def3qn+NSJEzdRN6Yw/w29P44M9JqOyPzbbEUa5rjfaX4nZBlGduyMbgF14cKbe97kf0WkhuC58YRXTbzvlC4/e9+7rvTx923+fjbdQWsWyNSUW4RDoskEgLDh5sggOBPF8pBQA4aRGcG8c2HaPyvwEaWdP5A6LW1Tt4boI4Y6fwxtzDGVg4aN3Y+dcSIdAIXpPphxjETCMR0Ddf77zgluf1+RK+X4kv/1OO7GcMbjUa549Z/Yts2VVWVzJs7l/ZYDEvX0QWB0BVXgygiB4K0v/UG6icf0dlPo1dG7RqwMhqOSpNyAqjO997GtctIZ9+p5kaMcCtGa0vPV7gVo3EDtmniGjmK2MsvOFzTI5PvvfsOHo+HQCBIU2Mj4XCYlpaWHq/W1lbCra10dnay1z778OknnxCJRvEUFGADrpGj0hraaJuhoV67GhsbW9eQyyuQKyvTPHuarIwB/NGPfpQdWS0tLc0GlLkGUpZlPB4PlmWxfNkyBEHA7Xaz8y67ZL+z0/CdCQQCCILA6lWriMfjyLLcvQwpXbFWLilBrqrBTqVAFEmt7hvHNc0ddHZqSLl2NINewZyiOJy1WJKhZQEmX3EY0646gkKvClamzWaCzm+xGQIgCk4ho95LYeGbOZU4hXpkSSDVqbGqacva0Uwb7NANXLPfzbZBweOheKzTBnVdRxJFXnnpRc743Wm0t7dTXl7O+vXrOPXXJ/DOW286BY5SKQRJYtDV16ULWARpf3NWv7ZByPvCgaDhpnKM6Vqa4/sOR7ebsiuuwQbOPO98Pv58LgcfcgjJZJKW5mb22HNPRu06Gk3TugfeDLMnx2CQ6KzX8X35+TbbnmOga5i597qkoM5+l7b330UqKAC3m6I0v4y9DAaDhEIhTMNAFEVM08Tn81FYVOh8z7JAkpyieIAcDBJ5fTr+r76kLZHocawtiVxfKJWXo1ZVYwOJ9JYg37b9RW7l8I8//ph43Gn/ZWVlQLf2Q4YMyf7mww8/zL7/esliBBy/OWKU01c0DIOawTUUDxoEosj61ato1jV8w4ZjdHUhSFKffeH3YaA/ozsix77POEYTWLqZ3dy4B3rn4ogClmkjiAKCLPLHBz/ggVlfO8UBDCs76nrMnlW8dd2RBHwqhmYgKzkOM30sSXIqBfbM9bG/ef4MMUHANgzqI1vOIGfK5NbXz6FAe5HWR6qRlC6smIz3+E78B2o0rBQ5/9Igf7u5gKuuDXDjXwP8604/Z55VyGGHpSgttTj8sBTXXxt3Lr8DvIenCPyqA7NNQrC7aJlYTbn/CRobvtziZXT1pibnjSShVFU77zP9yG0x00j3FH1GP6WqGkFRnKTulqYtei5d1xFFkbVr1zLItml9aDyS240VjeI/8WSUMXtiJJPYaYcjSZJTxj4dVLtcLhobGzn62GMJBgIoHg8KUHDQIfh/fQpWWxsIApEJ91GoKDQ2NGx5DZubnGcnR0PR66X5b9cTf20asf+9zJqD9mXdr49n7S+OZO3xR/V8/eJI1v36eFYfuC8dr0+n47VXabr3Tlw+H6+/+grXXXsNq1ev5ohDD+bYI4/gmCMOS78Ozb4/+vBDOf6YIzn4pz/hz1ddwerVqzjvrD/S1RF3cqsqKhEyW2FsxnYcelOjMzOqa8ilZUj+Amd9f041VXCcGsCECRO44YYbuOaaa3j++eezHYb3338/e8yjjz4aRVGJRMJEImFEUUSWFQoLi7LfCYaC2TyRaDRCW1u0x/myFcwUBbm83Mm5lBX0psY+8dsQ7cTSrZ52tPeyVNFZlqp3aLgkkWtP2Zsv/3k8vz9wJ1KG5SxNETMzXN0LEW3b3rS0uF55jT3+nv1YwDZMNkS3rB3NtMFibFonjkdyuTGjEQInpzfhtqzsjP/bb71JIpHA5/MRi8UIBoNEo1E+TM+UI8tgWXgPOIjgKadhtkURBIHwg+Mocqk0NGzol5Lr/9d94UDQcFM41tXVUQw9OZ50Kq4xeyJYJslUilGjRnHv/Q/i8XiRFYXGxoY0rZzqh5kCFgccRCDLUaT1/nsp8xfQsGHrchzoGnb31+op0DXCDz2A5HJhRiMEf30Knr32wdZ1xPTejj6/n+LiYox0QTTDMAgGgwSDTmEw0eXCNgx8B/2MwEmnYra1OdurjL+XskCApsbGfuGX9YWa4wsFvx/BtlHdbqDnM/ZtWLBgQfZ9IODkq2d8WjAYzKYN1dbWZgPMhoYGBFFEluXsrKsgCBQUBPB6vYiiSCwaJdqVxFNTg6WlNssXfif3Af6M7qgc+xw4xhK604HL/ePGljrlOEzbssEG0S1z2aMfc+srC1BkEd20sqOuB40s470bjqa00IvRpaMoEukNyZAkETOpY/deXvVtgY6dnuwwbaKdqb5S3Pgh7czWDQmQL8B+1UvnAhFRtZGKDELnxAGbf9xWwNKlMkcfleJPYzs58cQuhg0zmD9f4a23Xbz9ZiuTJ0UpqbCxNJBkQLMpHhtDLjERXTYdXyiY01US+vUYhr5Fy+ha6Y69IEuIoUylxI3MQGwLpPUUg0Ent00QMLdgCfmMhpqmoRYEsF54ns5FixAVBQYNovyyK539kNzu7PP91huz2Hv3XVm+fBlnnXMuq9bVc+ppp7H7mD249uqr+PvNN3HNFZfz+swZVN70dxhUgqyqxL/8AmH6qyTS+yFuSQ3NtGEXZBkx7dRsTaPr80/BMLDaohgNDZhNTZhNjd/yasJs3IDZFgVNJ/HVlwDM+2ouzU1N6JpGfV0dTU2NNDY2pF+5753/NzU10rBhA4IgsHjRIlrDzn5/QkFBjoZ9n+kwYzEnSDQtxLSjy+T0QXd+rJieAQwEAvzzn//kzjvvZPr06UyZMoVbb72ViRMnAs6S1RtvvNE5tmHSlUggCAKSJOJyubLHVRUVWZERBIFUKkVXomeFuvR/AJCChdimE8yanX17TtsTWnobFHr2+XsvS+3S+cVPh/LpLcdxx2k/osjvQjedYiy94wXbuTHOdhy9zvfNpr0Jg0SO+ca2oa1zy2zq3KMNBgJYLzxH5+KFiLKCVFpG4QVj0XFG0VMpp8CP1+vtUQhJ13UkScpWh9O0FLquo9s2RZdfjVxeiaiodMz9AmHaKyQsu19Krv9f94UDQcNN4WipKvYLz9O5aCGikuaY3izeMMzs9humaWBZTgG1tbW1pJL/n7zzDpOiyvr/p2LH6enpiWSQHBQQTKuuWRTUVwXFjIABXDGvGV1f191VFxNZBMSMiVVRd42YxYQklSAZJqfunulQ6fdHVfX0DOAyg7u/5x3P8zQzTFd33W+de++5JycxzRYhYZJ95Mq/7kbkkg42xhXfYL72Co3Wfw9je+dhBl8qheXxwJKXiK/63uZfQRF5k6fYFzqGSDeipLCwCN3xOOq6Tl5ehFAo1FQwUHT5dxNycTGix0P86+WYr79Kg2X+R9pzZGShZctCwR5wRib9UrGTTC2H8iYDfMvxeTyeDL6amupMVdZ4PJbxhHkdJdWyTBRFtr9DENDSKRKahhyOYOlGm2ThL429Pc/R/8sYW604GpZlN7MX90HPyBJslmVhmhayX+XOZ77m1he+RZFEDNPMWF2Hds/n46mn0K0khNaYRlFEFFnCiKUYNbwbB3aNQFKzw7syhSR2v617oBIESGq/TryyG7sejT5PXu1qKp7qhJKbsr2N58TxD9R5caGPZ17wcfBQjTmz6pg2PUrfPjrl5RJFRQYvveRjxQoFbx4ko3Z7DiSwGkHpaRC5IooRk1H8ScrndaGT9Q7lZUuAvYcjtJYsd8MRpf96+4290W6x+bJi9yO0LMxfMXzAtbBU19aQU1FGxZNPoEYipKurgjPj6wAAIABJREFU6TB5CpU5uUy48DwuGz+Ouro6YtEo99w1lXgshmmaXDXlGpa+/hqXXTGJ++69h0cffogZjzzMw488xuXnj2VDLEanP95Gqq4ONRSifM50OlomO3ftAn49HmKa9iSXpIwVCkFAzAnZf1NVBK8XweP55ZfXh+DxgCwjBu1S/YFgEI/Xg+SEdXo8nn/78vl8SJJEMCeIJDm9QJvxsA1rMFtJlN0NrmmxZ/coFASBRidU6N5772X06NGMHTuWO++8k0QiQe/evVmyZAmRSCRzvRvCIwiCE2pI5v9uXqjlbLC7ket9VORMaKjZSuudZlhYpmVvkU03t5UEyyIdTdKnc5gXrj+OpTedwOBuEdK6iWFaKJKIBciSAIqIIgmIooDsaHnxhjR6ixzHttRFcbdYQYB0W3i4B2q+BsupfHI+SjgPo76WvHETUbt2QwFUr5eAPwDYBxvDMDJGAjeMTHLmRcAfQPF4UAQBpWNHIn+4BiMeQwnmUDZ7Bp0sk12ltgfoV1uD/HZlYXvi4b5gLKivo2LhPJS8PPS6JoymU/jGpZ07dlBXW0swGGTb1q1OewS7T7CrmLieI6VDJyJ/uBYjHkUJ5lA+ZwadsNhV+ivLin3A1x556OKrj8fJq62hYsE8lNwwel0t4XETULt1b9ZE3XLTHIpLsJyWVIahk19YmMl3FMCurJ1Oo3TqTGTyNRixKEogQPmcGXS07AI7vzo+0zESIWTJwtZRKtVkNNqTounKUl03MjLPzZMXRTGjQFoWCIiZM5tl2q2bRFXFEuzn01pZuDdq73P0/zLGVvdxVCQRQRRsgbkPqRctQ3Z0w0IJerj/pRXUN2rMnnC4Xcrfsbr27ZDLJ3edyoi/vcuP22oBi98d1JGlfzyBW57/ltXrypFFAUPHOQxZtDwVZUX1oMqt1o13I1c7j9bXoht3kno6l9R2HSUHhC5pOkyKsf1ngb9NCxIOWzz2SD2dDjB5a4mHuY8HyMmxME0BRYG3/unljHNSdks492ysgNVgEb4oTuwtP6kfFFKbLRLPhGDirTTERxIIBjM99vaHBFHMhNtZ/4WFsS/Usv2HpWn2+AQBcR/CMPaFTNNEVVVi0SimJJF+ch5aeRmSz4+//wCs/zmbiWPH8OmyD2hMpDnr7NFUVVXx6fKvmXTZBI743ZE0NjYw6vQzeOLxOaxft45evXqCIDD7ib+gyDJWNEbgwkvwv/g82ppVpLZuJblwHuLka4hFo+SEQr8KD8nmodM+A8vCjMewtDRmKgma7lRh2ztZWhrRMLAaGzCdfInGhgaSiSTpdJpkIoHihAzvjdwqbrqmEa2PNuVW6RroLg/bUJEzqyCPpbuCqGkc2UqjaZr4fD4ArrzySvLz8/H5fPz44488/PDDbNiwgeOPP54333yTLl262DmKzryyLAvTaFJSTcu0C4pgrxVpT2N3haamYfdotWyvdStIkQR7H7VsVJYAmBZaY5Jg2Mf1Zx7EH0cNIsen2IVsaL6X+VWZ1244PqMMGKatjAgCvLh8C5LYgmdtCCZovo/uf1VVdw1Go1EMUSK9cB7p0lLkQAClVx/yJlyBphs899ST1NXVYWGhyArfffsNPp+vmSfA7/fz0Yfvo6XTmR6ceZE8Jl91NXnjJhJ9fQnpVStJbd1C4j+xBvltysL2xsNfxFhfjyFKJBfMzWD09O5LePxlWICoqny1/Eu6d+9BUXEx27ZtJZVOkyuKNDQ0cPn4cdx59584dZTdLsntoSaoKpZpEr5kArHXl5BatZLUli0kF8xDnDyFaDRK6D+Isb3z0MVXX1eHLgiknnyC1M7tyIEgnp69yZtg99bMbqLuLt2SkpJM+y3TMCkqKrLfz17cioJlWYQvnUjsjX+QWrOK1KZNpJ6ajzVxEvFYjGBOzq+HTxJtT6euZ8nCfSNXdufkNPVwbWkMdWW4m4rjeqKkLG+sKyMFQcCwmoqvCY5SaabTCJatgLdWFu6J2vsc/b+OsdWn8ryAiuBYvDPkCsM9UXYehvNT0w3UkJc5S9cQS6Z55iq71L4sCuiGSZf8AJ/efSrH/+VfyKLIWzefCMBJB3bggaWKndvj3m6P+SWOkUYUyPXvv1fN3TTqotMo3lXG1iV9UCINmHUyeTfWQ4HJz8s9bN0hMmiAzmefq+Tnmzz0SBAAVbVobBQQRYtNP0uk6sCjZkUZiWClQci1yL+unp1XFKHkpKh8oYRuo9ZTFplLIHhjxsqwPyQ6xUssw8B08rfcbfO/XRjHpcx9nedsROtspdaykIK/TtNq99nVxuMU7djKtldfRo3kkywvp8e0m/kx3sC3n39K567diceiJJNJ5sycQa9unbn3r38DwOfzs3XrFrxeL4ccehjr1/2EpmmUle7iD1OuzRQdKrrlDnZcPBYlN5eK55+j+5mjKYsUkBMK/So8lFwe6jpmvV0lVFBVvMMOIb1xA1JeBDOZwEql2bPGYMdHijk5iF4vUm6Y0KjTARg8ZAidOnfG5/MRDARJuuFWLU7GgiBgWpZ9XU4OjQ0NnDLqNDp06GBfELOVWCzLLkbQFoymCbKcwZhdGCdbaRRFkUQiwfLlyxk6dChXXXVV5rp4PM7s2bNZvXo1f/7zn5k7d67tTfX7sZzQMDcEBGzLrK5pWJaF1+vJWPn2VHXYqKtDkES7VUsr52mu32Nbr92zvgVeVWbkIV2ZeuZghnS38y7d4inZmC3LQhIFepfsubfi0O75mSqfbluO3WhflrrQlF6XF9j/fdSd+3XxOEU7trPt1ZdQIhGMmhoKrvwDYihEQ00N06Y9yMZ16/D5/WhamkAgiM/ny3zeMAy8Xi/ffP01H3/0EYqikGhspGfv3ky4dAJen4+CG29l16UXoOTmUvnCc3Q/cwxlkfxfbQ3Cb1MWtjce7oncPaWusYHiHdvZ8oqLsZrIpKsRc8MIlklpeTkXnz8WUZJ4dPpMNv38cyaET5IkNm/exPhLLuL8Cy/itjunUlRUbB/2JAnR2dsKbrqNHZecZ8uKF56l+1mjKXPCI/9TGNs7D13+RRMJikp3svXlxSiRfPTqagrv+gNSOC/TRL0lFXfogCTaa9oCiotLgOaKoyAIdiV6RSH/plvZeekFKKEQFc88TbczzqY0N5dgTs6vhk/KCdlGSkVpLgtbEQXStWvXzO9udI6LKfv/xcXF5OTkYFkWwZyg04ZMJOn00xZF0VZO0imwLFSPB5+qoNVWI8h2tfZf48zW3ufo/3WMrVYcO0UCiKrbOBrHyPkLp5CWSfzOz3TaQM318ux764kldV6+5lgUWUQQ7KbVkaCHd245CdOCXL+Kbpgc1aeY/p3C/Li1BsmrYBhm02G2xcHWtCxERaJDXqC1EJuRG0e8besWCsP3UXVHZ6zGBKYs4hmcJP+8ODTCUUenePXFWnoeoPPBhx4uHpfHunUywaBFZaXIOeck2LBBZvUahZ83yQwYomPEQVbsZyioYNVD4PgUOafHib4awCJJ3ZxifH+6lWj9/xDK7ZUZT1tJKbI3QgwDbafd1yVz8tndYP1foYzH0eGfvmMHlnN4V4qKYT+jVd28g/q6OnyKQt2MRzCTSQRdJ3DYEZgnnUIf4OjjT+TFV//BpMsnsn7dT6z4bgU33vxHFj//PEOGDOXIo49m/rzHeeO1f3DOueexds1qAoEAD/z1LxxxxJEcPHw4ejJpFz8Ycy71zz0DkkjNYw/h/dtD1NfVkRsO22EFe2lxsS+kFJfYfDIMtB12DylL1yi6+8/4f3cURmUlYjiMp3efrLWZWaxg2dXhkt99S3rLZtSevcgdMxbTNBn5P2dR3Kkza1avxqOq9O7blxxHCAqCmPkO0zRQVQ+bN/3M9ytW4PF6uODicZnQWX3XTqx0us08VIo7YJkGguJDr6zAiMUyyqTrNXfnTTKZZOTIkSxbtozevXvzz3/+k+LiYgKBACNGjGD27NkIgsCnn35KMpkkEokQiUTYuGE9mqZRW1ObuW9dba2jLJtE8gsI59kV9UTHg2c5IcKWpqGXldoFL1IplOLWYewU8SMqIobphJokNY4a2IFXrjsOgIaUjiqLe1Qa3Z8pzfGOZq9ZCxRZRHHCb4WmPzenX1rrWfuo5eyjHSP7v4+6a9Ary9TNeBgzmQBNw3fIoeSeez5gF6AoLiqmMR7H6/ViGAZpTUN3Cl1kGwyCwSDhvDwkUSSZTFJYWGj3IzWMTAGLuueexpJEah6bhvf+h3+1NQi/TVnY3ni4J4yyLBOtr8MnK9TOeAQrmcTUNLzDbYyu53DNylX4/H5OHnEKl40fR0M8jiAKNDY04PV6kSQJQRBYtHABn3z8EXfceRdnjTkHAFOSEHUd/5FHExp9LvXPP4Ml2rLC9yvKij3ha888dPm3Y/t28vLzqbr1BqxEAlPT8A07hNyxF9h7eAuvmLtsi4uKUVUV0zlMF5eU7PE+bqGjwNHHEDpzDPUvPYeFQO30h/Dd9yD19XXk5ob3+7wGriw0EWS5mSwU9iGMxDV4Dh8+PPO32lpb3rnjqqyszLzXv3//TM5/SYeOGW9kTU0NAKZhUB+tp7GxEdM0yY1EiPj8JLZvR1Q9WJrWalnYktr7HG0PGFutSnctCFAU8mIa5h57xO2R9iQwBTIC8/XPNnHKA+8ST2pITq6OYVoU5fooCfswLbtKoFeVGHFgR9AMOxTLFdTZRQicn4Zh4Q+o9CgMthZiM8qUc7buQvxEJLrMjxw2sTSByKQYYsjC0kBW4ZgT0nTuZXLiCSnKy0WCQYtYTOCII9LMW1hPn946ldUi336ngJiVxuWat0RAsyi4OopcYCL7TGrezSW0Sqem/mGA/bZ+KN27Z8IAU26PxMxz++VE6/8EtQxTzYzLsi3pnh4H7Pc93GdW09BAzpefUfPh+3Ycua7R4cab8fh8eH0+7vnLX7nv3ns459yxzHt8Lr876nfous7V11zLlZeN5+6pd/Dm669RU13NiFNHcsxxx5FIJEin0yx4Yp57MwAKrr8ZpUNHRI+XuvffJXfFN1Q6fZP2l5RuPTLtN9IODy2n1Hv87aWU3/5Hooufw9NvAJ6+/Z1Xv6af/Qbg6d2XhmXvUz3tb9Q/9xSkUpk83vXr13P3nbfzlz//L16vlz59+9F/wED69e9Pv/4D6Ne/PwMGDqJX795UVVXy9wf+xozHHmWDMxbTHdd+8FDp0QMBAUFV0ctK0XfZTZizcx/T6TSCILBs2TKWLVtGKBRiw4YNfPnllwQC9iHZDbuxLIt0Op3pydm7d18sC1LJJGvWNFWc27B+PbFYDMuy6N27D4FAwKnOJ2buLwgCemUF2s4dCKoXTBPPAT1bha9HYQ7BgIpp2nmLqDLvrSll0C2v8erXWwl4ZBTJbhBvZq2RbGHhVSX8Hhm/mvXyyMiisPs6bvn/X9q6s/ZR3bDw+FV6Fu/Zu7mvlFmDiUZCX31BrbMGLdMgcvX1dniTYWABVVWVlJeXU1lZSUVFBclEYjel2TUY1FZXU1dbS21NDfX19Y5ib3sM8q+7CbmkA1LWGqxw+nj+GvRbk4XtkYd7x5gk+OVn1H74nt0s3tDJv/p6kCTMtJ0vtu6nH8nPL+CBaQ/zzgfLuGT8BI486mg6d+lCdXV1JgcpLy+PstJSrrx8IldeNoHS0l2Igt2ahQzGEiSvl/r33yHnu2+oiv26rVN2x9c+eeji0yQJadkHRD983+afliZ/ynW2YVPXM+NvqpbtFL0pyM/0clQUZa+Ko3Mz+zPX34RcWITk91P7ztuEvv+OOqeo2q8RxWXLQsuWhaWl6KW2LNScvEUzSyZm/98tmgJw5JFH0qVLFwC2bNkCQDJpR9r89NNPdm6/IDBy5MjM9/Tr19+ep4bBaqcqq6wobNm8meqqKjBNuvfuQ5Ei07hpI7Lfj2UarZaFLam9z9H2gLHVWkjEJ9GrJARpI2OFzyTn/xJlC7QWAtMT8vLBt9s5+W/vUl5vPxRRsC2lpmnZ5cSdrz9taGfwKOiGa+W1msbggrJNtfQoDNIl4m0txAxlyjnv+IgOnqcpn9UFSUmg14kEjkuQMyKBFQNBAUxI1AE6bNkqUVsrUlMjEghY1NWJfPWZwqGH2vHpn3+hguHob64TyAJBxi6U08sgclkUo1FEtBJUzu5GvjKL8tKv7VCB/Uk+7tkbSbULoqTWrsZMJGzrWTb//svKo31LC2TZ9qSsWgGShKh4EN1ek20kt9RxeXk5EVGkYtajyB4v6epKwqeeRnzIMK649GLeenMp/fr24/Y77+LDD96nprqa0l276D9gIDdedw0VFRU88vcHWb9uHRdcdDHDhg9n5KjTEAW7F+CbS1+ndNcuZFXFTKeQSzqQe8VVWE71zsrHHqLA46GysmL/yz337JXhYXLNKtt76ihIZiyGvrMKo74OK5XC0tJYut70MgxMR2BgWeiVcXstejwZpSydSlG6q5zKispMhbVkMolhGOi6jmEYmfAWEKivi9rloZ2wTlPTSK7M4mHvNvDwgJ5IXi+IImZdHclV39t/byEkoalwVSwW4+CDD+bkk0/OJH2vXbs2I7y7deuWKUV+0ohTsCyLnFCIpxc9yVfLv+SHtWuYPXM6gUAA0zQ46ZQRzmPKWg/O/VNr12BUloMiIygKUu9+rYLXOewc5DXTLmpjWiAKrN1SzehpH3D2Ix+yZnstqiwhCkKz4jSCYIcxLvuxjLe+38G7q3fx3ppdvLd6F8s3VmYOAW2iveyj3Qp8bfs+stdgGREEKmY+iqSq6LW1BE8cQfDEk7F0HSQJr8fDA9Me5pkXXmTegid5ecnrHHfCiTQ2NCDLSibfvKEhzmmnn8HSf77L088vZskbbzJzzuP4fT5AsEvXd+hIZPLVmA0N9hp89CEKvV4qK36FNchvTxa2Rx7uHSNUznoMSVExamsJnnQKwZNGOGXx7RDH9evX0buP3QO2X/8BHHjQYCZcdgUffPwZF4+7lIaGhsw+pCgKubm5LH7+Oc4960wqKiqQFAUjmUTp2InIpClOnrlA1YyHyVfVX0dW7BVf++Ohi6+stJQiVaVy5iNIitKE7+RTsZxWStBcqXN/z8uLkBsOZzw4hYWFu10LjsFbcgodde5C3qQpmPE4ggVVMx4mrCi/Hr4DeiJ5fbYsjNaRWGnLQl+gqViKIAgZZcStrum2lUqlUuTn53P++ecjCAKrVq3ik08+IRKJYBgGS5cuBaBXr16MGTMmkwN53AknoHo8BINBXv/Hq7z7zr/YsnkTD//9QRRVJZ1McsKo05C3byVZVoqoqAiK2mpZmE3tfY62F4xt8qEf1a8DH6/YiSioTYUdWhPjmB1KIwqkUjrBPD9frNjBpXM+5e1bTsIwLWRJzHyt7OTqHN67kL6dw6zbXovkkZtCdJzvFABJFDA0nUN7FSPStkpyTe03Uii+G9EWB2j4XkLJ1zEbRfInRUGxIEkmTMnnBzQ4dLjGs0/XMmt2gA+XeYhGRS64II+BgzSKC02+/kahfIdIYcTENB3nkXPeEFQwohahC+JE3/KT/lEh9p1M+G0/2qlT0LRP9quMbrJjZ9SCQtLlpWibfia5ZhX+Qw4DQwdZabJgtPkO+07NvI2GgSDLpH76kdSPP4Iko+TmonXfP4+joijouk5KFPEveYn4yu/xFBRimiaF19zIzkSC15Ys4YvlyykoKKCxsRFZlvH7fFRVVfLxR8tYsOhpxpw7lrmzZ7F182Zuu2MqL7+4mNkzpjsFTizGT7ycvIidl6ZboAL5E68g9sYStDWria34jvCbr1M/6oz9LoWc7NQZtaCAdHkZ2uZNpNasxjf8EADCl16GXllB3sQrETweW1C2DEFwheSkq8EwyL3wEgCnGT2cOnIU5553Lp27dGXI0IOBpnLcLrnFaEadfgZTrruWTp07c+CggQAYmzaS/HFtEw/b4nHs2x8hEsGKxUAQaPzkI3LPOa9ZnqP7DA8//HCKioqorKzk2muvpaCgAIAVK1Ywa9aszBwbP368/fwSCUaceiqnjhzFKy+/iGEYXDj2XETRbsFRW1vLsccdz1lnj8nsAy2p4dOPQLMVcSkURh44EN58uxUILQ7rU8KKdZWIfsWpzGkhee17Lfn0Z95euZNrR/Tn5tMGEQl6ME0L3am8mdAMxs3+hG0768Ejg2HaRRR0k2tPH8QjFx/qFDBwQmz3dVgt99G0zqG9ilCE3RX2fSW3LL6hqAiLn6Vh5fco+flYopBpwu2SLMucdPKIZn/78IP3SWt2BVG3ipymaXTp2o1DDjtst/tZgOgWsLhkgl3AYtVKYt9/a6/Bkfu/Bl36LchCaN883BNGKwujKTRhtEwTyQnxW71qFaedbueG/7B2DbfcdANPPfs8fr+fx2bO5tRRp3HP1DvZsGE9OTk5aJpGXl6ebYxzPV2qXewgPM7BuHolse++IfzWr4+xPfMwu62B7vFgvLyYhu++RSkocPh3vXth5vpscpWucF4egUCAzZs2UVxcnOlf2CxVgSxF0sGXd+lEYkv/QXrNamLffE3um6+RGvU/aNr+t1NzZSHxOOm0hrp6Ja+H8rj56qsp6dyZnTt2YFdqNkkmk5x44olEIhEkSeKZZ56ha9eumKbJ1KlTWbp0KT/88AOTJk3i3nvvZcmSJXzxxRdYlsXf//53/H6/4zCBoQcP49zzzmfOzBmYpsmkyyagqiqNjY3EGxro368/l0y8jJqpt+OtiGLmFyCFctsgC7OwtuM52p4wttrjGK+r5pQhXZB8MrrpNJp2/2mtp8oRcJIiEY+nKOiQy59GD7EH1sLC41rdAx6Fkwd1gLTePEQn852O8V4SOWVIFxJtdMW62veOHW+TW/ct1U91RA6lMGpkQv/TgO+INFbU9ja6sHUN8MCWLRKz5wQYP66RO26LkZdnEosLLF+u4vVY7NolsWWLhJgDqZStswliU5qMpIAUhoLr6rEEEVlNUbmwE0Wp5ezc+T7Q9jK6ZZZJ7rDhGLqOlUwSf+sN+40WvPtPh6zu9v2OJyf+zluY9XUYuk5o4IFUeNtuJXefUVVNNYWxKJULHkfJDaNVVhI570KsgYPoWlLC/Q8/yo7t27h60pWMGnESgUCAocOGIwgiH334AZ98tIzDj/gdTyxcxBOLnuKeu6cy5apJ/PTjj3Tu3JU/3Xsfmzf/zPx5jwOgejxs3rCBqoYGut79ZwzTQPb5qHhiNkWpJJVVVc3G11oqM60mHiYSxN56HQArnSbw+2Pp9sY7hM4cDWCXf6fpeVuW5RRlsfANOZiO8xYROPYEW2lR7NDJouJinn5+MX994EFkxwtMy+9wDAyhUIgHH3qE6264CcF5P/6vtzHrbB7mDBhEpbf13qpyQSA07BD0eAwpN5fGTz+yQ0NlGcuxiLobZkFBAbNnz8ayLMaNG0deXh69evXi4IMPZsuWLViWxfXXX8+FF16IYRh4nDn16MxZnH/BRRiGQW1NNVWVlWiaxoknncysufNQnMbQTaXH7Sa8Rl0tjR+8h5iTgxGP4RswkFhueK9Y9kSN9bWMHNoVSRHdFn0AGIaJYZgoQS9JzeD+F1cw7M6lPPnxRkRRQJUldNPEMCy8qgweGdUjI3hkZEUCj8yj//qRNdtrEZ0CK/tM2WvS0WckSWDkwd2I11a3Cp9L7hzfsn07BbEolQvmIefmoldXkzN6LL6hw+xCE1lVbjUnh6PRqfSbTqcy8829RhDEjDe8sbEBXdfRnLxoW3cT7JA0WSb/xlvt9iUeL+Xz5lCUSmXyevan5PpvRRa2Zx7uhnHbNgriMaoWuhirCI1pwogs28VTLIsuXbowzDHYvfziixx40GBOHXUauqahaRqnjhzFW+++x0WXjEPTNFRVpaqqkssnTaKouJh0OmWHs7oYb2rCWOFi3E9ZsRu+dspD97y2q7SUooY4VfPnIofDGDXVhM4eg2/Y8Gb4skP/s0lVVeY/+TSffPEVLy55jRKn2JvopIa40RxumKvg4lMUCjL4PFTMm02Rlmbb9m37jc+VhUZDA0JODukvPmPH55+xbuNGln/+OZs2bSIUChEIBAgEAmzcuJHPP/+cr7/+OhMZpGkawWCQN998k0MOOYQffviBMWPG8MwzzxAKhXj22Wc544wzMoquG7p739/u56opds/LaLSe8vIyNE1j+CGHMm/BQnKA9PerUCzQE434+g9otSx0qb3P0faEsdWKo47IsK45DOtVhOn0kRL2pTBANrnXOgvP0A0CfpXnrz6aw3oVktSyQn+akf2304Z2BlW2c4PcEB3LclI8BPS0TpeOIU4Y2IHKmrrWQsyUyY3HqsgJXU7jolxS23QEEaSITuTyGBiW/fSsJvuyKAIahMMm369UuPjSPEaOTPH2m9UcfVQan8/KVLm7+rpcXn/Jgy8fJD+kU6DrIHjgq28Vzj41j/iBafLPjKMnBFJbdRqfCuHxTaAhXmMncO8hbO/fkayqSMccZyfu+/3E3nwDvbwMQVEzvYz+W9VVMwdyy47fN2MxokteQfD5wDTxnziCxJ766O0DuTxsbGhAsyC5cB7J7dsRBAG5qIjwlX9ABgwtzaUTJjLmnLGsWrWKsedfwPiJl9N/wEBUVaW8rIyXX3oRAF3TuPPWW5g7ayZer5ex51/AB598Rq9evXjhueeZ+dgj/LB2De+9+w6jRp3C1RdfiHjwcEJnn4uVTJLasZ3kgnmkBYFEY+P+8fD3x2d4GH/zdfSKcrvMu2Y3JbecpHYLe+MQBCFTZjyj+BmGfX1Wzoco2lVCDcPA0PWM4pTtHW6ZlK1pGlo6jSUrmPEY0SUvN/HwpBE0toGH5eUV5I48HQQRweNB27mD2D9esd90vs+1Muu6ztlnn82qVau48sor6dixI7W1tfTr149zzz2X119/nWnTpmWq7bnjzs0N8/iCJ3nltTd46LHpTHt0Os+9+DIvLXnmxCg7AAAgAElEQVSNTp07ZxLGM0YOJyQ2/tZSUhvWIwaCmLpO3qjT2VlZ1Sp8miXwuwPC9O6aj57SnHFlva/ZlWzVXC9byqOMn/4Rx9/3Lz75qRxZFFEVkbRmgGmhGyaWYf+UnLDX8qgdjmy2RoHJ7Mk2j7W0TpeOuZw0qAM19a1v6py9BsNFhcSfmEN6h7MGCwuJtGjC7c5PRVGQFQXVKdIguiEZZBmcsuajoqjIspxpHeMizhSwOOr3hM4+ByuVIr19G8mFj5MWRRr3Yw3Cb0sWtlceZmNsiMfJKy4mPm92E8aCIiKTr85gdDkhCALzFz3N4b/7nYPbomOnTvb3OfuSpmlEIvk8OmMWI087nYqKCo457njOv/DiDOa9YUxt30ZyoS0rGhsa9gtje+dh03kthicUomH+XFLbtiIIAlKkgMjka5rhc8ff7PwhCJiGgSzLdOjYAU1L061bN/x+fzMZmE0Zeeji+/2xhM4cbePbupWG+XMJFhTSEI/vFz5XFpqWhS83l/LVKxkdyaXBsqgsK6MuGmXLli1s376d7du3U1NTQywWo6qqij59+gB22Kqu63Tv3p3PP/+cV155hWnTprFgwQLWrl3LBRdckMnrzJbtqurh/r8/zGtv/pOHH5vBtEems+i5F3j9tTfoP2Qojcu/hGUfIxSE2ywLof3P0faGsdWKo2la+BW45OieoJt2zoVT7nufraxZ+RiCE9ozd+IRnDioIwBexSn8oZukdMM+GFlWpg/VkX2K6N0pjJHSM+F1OOOQJRGSGmOPOICwquMLtL40sPvg4vHpBH6uourlIpRIGr1WJnxBA2p/HSvu5CS6xmVHIUSBiioJr9dCVSx++FGm5wCDZ56qpU8fncZGgcICkxOPT/HFlyp/uDzEjs0iatiONEvFYepdOSz5p5dZMwLk31CHkG8hezWqXi4itLWUhsZZwO79ePaFQh4vjYOH4j+gF6Zhou/YTt3TC+03nYNxtkfpP0G7fb/brPfF50mv+wlLFPF37kp06MEU5LStKIf7bKrq6yncsY3Kl15ALShEr60hPG4iarfuoGlYjiXxzrv/xPRZs1iw6GlmzXiMF559Gk3TOGnEKVw64TJ7mLpORXk5gWCAm2+7nXkLF+Hz+Tjq98dw5eTJlO7axeTLL2P8xReydcsWcsNhGtNpim66Fam4BNnjperlxRTt3EFVXV2zcbaGQj4vjYOH4O/Ry1bctmfxENujKDgV/VyynInaLKFakhAUxfbiZf1dFEUkSUKS5UyBh90tXE3XKoqCItjlQZrzsAuxIcMoCLWehwFVRTj8SDw9e2FEo0g5IeqeWYReXZXpg+aOQZZlNE3jwAMPZM6cOaxdu5bKykrWrFnD4sWLOe200zJ5BXtSkA897HAuuXQCl06YyDHHHpfhi6s0Zp6XqmI2NlL75BOIPi9mYwNqpy5Ix52AoLeujJxhWuQHJM4/8gBI6chS1j4K4Oyn6bSBqEjIAZUPv9/B7+99m8kLvmBTeSzjZRIEIWO9cvnsKhvuDNinpeyEOWbvo+cf2ZNcWcMXaH1hlew1GFz3E1UvLUYpKGi2Bt0m3HsKj880Tc8SLbYH3BabRpYBYTccLrkFLK67yV6DXi9VL79I0a4dVDul7duyBu3xtX9Z2N55mP3Z2ngM/08/UvXyYpR8F+ME1G49mmN09gNFUTKeqFNPHcW2rVuaHb4URckUIDlr9BjqG1ME/IFMu4NmtEeMiynatZNqp6haWzG2dx66n4smEuRu/pmqxc814btkPGqPA5rhs7EIzX5326S8tfQNjhh+MKedcjKHHjyElxa/kOmV1zIn0toTvuv/iFRUjOzxUP3i8wR/3kg00bhf+FrKQiGYQ+Pi5/DV1hDMyyMnECAvL49wOEw4HCYnJ4dgMEggEMiE4Lpy0pVrZ599Ntdffz3jx4+nU6dOaJqWiS7KlpGWZaHrOoOHDOGiSy5l/MTLOOmkk1EVBQNovPc+0vEYWtCPWtIB6bgTWy0Ls59Ne52j7Q1j64vjRCL8vGkrE0/oR8+uYbSUjii1EJT7LDQFTNNCkkX+d8lKRj/yITPe+ZGvN1VlytF7ZMnJ7xDQDJN4UiPgVThxUIdmFeUELBAF0ppJbr6fSSf2Z1dpGfn5+a3C55ZPLt21Da9yL7F5xRjRFFZaQO2uEb4kBknLzg61nLoGQtPv6PDgtCDbt0sUFZsMHaxBo30ODOfahXImT27gr9Ni/HVajFNGpLjxj7nMfNiPEISFi/ysWKHQv7fG/Fl+vqkQ6X5dHem4iBlNE3+iCFm8h4ryHRlvS2uouKSEuMdLaMy5mMlGpLw86hY+QWrDOvtAnuV9+k8ojy0rQVmGgaCqaLt2UjN7OlJuLnosRvis0dQHQ5kGvK0h13JWumsXQb+f2hmPYDY0YCUTqL36kDfeVgQtSUJ28v86de7C5VdO5oXnnuXB+/8KgsDlV07ijDPPZNoDfyMejxEMBvH6fGiaztG/PwYgEx4w5brrKenQge+++5ZAMMiMWXOYu3ARfkmyk5InXY2VSmLEotTNfASfz0d1VWXbeFhcQtzrIzTmHMyEw8MF80htWG97jvdgANjXgikteb4v88AyDFAUtNJd1MxyeBh3eBgKUVTYeh727duXHakUkbEXYCQTiDk5pH/eSM3M6fYFTiNkgeaex1QqlbEQu6Gs6XS6WXXVlgqyfU2KdDqVKYgltdi8LSeEo3b+XJIrVyCF89BiUfLPPocyWaFP796twheJRNi8ZRt/OHkQxcU5pNPGnhUO0d4jdd1EdvoGzlm6hmPv+xdl0STIQqYZM5kngmuQ3Lfcxqx7ClgIokBaM8grDDD5pAGUlldm8kb3ldw1WFVZSdDvJzp7OmZDDCuZRO3ZO7MGyQod29scsxzlWJJkEokEiiJnPAR7oiZlOauARafORCb9wV6D0XrqZjxq5zFXVrRpDcJvQxa2dx66GCsrKvD7fMTmTseMN2EMt2gW31I2uh6aocOGoSgK3379VeZ7oSk3/MSTTmb2zBl8/tmnTBh3ccajk8GbjfFKB2OsnroZDxPw+9ssK9o7D118FeVl+DxeorMew4hGsVIp1AN6EZ5wxV7xueMzTRNZlqmpqebO226hsrKScDhMrL6eu+64jV07d2aUrn+Lr3MX8q6YjJVKodfVEZ8zA4/HS3lZWZvnaEtZKOXkkNy4nvJH7Ur7RjKJ6eBo+WqpKLtVVlOpFIlEIlP0LtvTmH29IAjIsoyu66RTKdK6TjoeR1BVoo9Mo/7NpegDepJONZJ/9rmUKWqrZWF7n6PtEWObejv4AkG8pLnjzCGQ1lFksbmlVdjDAagZcpquEQQMw2T9tlpe/eRnpsz9jMPvfothd77BJbM/Yd4H61m9vRZNN1AkkaBTPGLUkM4g2X3QBBEsEzyKCI1prj55AD0KfEiKr9XtK9zrDe7E+xXUvpeLkm9gxCXyJsaQOxlYSRCyCtog2LmKUg48udDH22978HgsrpkSp3s/A02zK6gm7Z6peL22iaC+VOD0MSkWv1pLNCpyzpl5zJ4TQJIgnRZIGQJ/nZqD55wG/AenEUST2g9zCXxjkNDubDbeVvFPFEiPGElwwCCMVBIzFqPi7jvsN1sIxux4/v2ilt4uV4lxhGfl/96FXlaKaZr4evTAOmsMimm2qX+O+926JOH74lPqP3gXJZKP0RAncuUfkPIitmWnhTWuuqqKeXNnI0kyV06+ij//9X4+/OADnl38Ek/MnUNDPG5b4UyTesdj6PV60XWdXr16c/vUuzh5xCm88o83GH/Z5ei6junM8/C4CXiHH4ooidQv+4DA8s9pcCpltiU02CcKpE8ZRbD/QIxUCjMWo/Lu290HsFce7i23o6U1teXvguNR/GUeTm3iYbfuWGeOQTHaxkMALR7HO2Ysnn4DMGprkQsKqFv4OA0ff4igejBTqUxIoMtDt8KcS4qiZKrMuThaKsP2NR5U1bNbeAeCXZFM9HhIfP8dNTMfRcqLYMSiqN164L9oHLVl5W1Knvf4AuR7NP54+kGQ0FCVX95Hdd3EMkEJ+aiOJWlI6uBYhfdG/3ZmZd1HEG1PlaqI0Khx/SmD6JKnIspqq+eoe31M0/B/8Rm177+DEimw1+Ck5muw5dxsOXZFsa10yWSCfv37E4/bYbNii16VWTdv/n1uYYBxE/EOc9fg+/i//IxGY//C89uzLPwt8ND9TNzF+J6DMW7LCnkvGLONcelUCkVRGDLkYD78wK5BkK0UuiFqsViUqXffw/crvuPTjz/avZKhi/FSB6NoywrfF58R0/Q2YWzvPHTndEoQ8S7/jNp3/olSUIARi5F3xVXI+fl7x+f8dBXCTRt/pqa2lry8PGKxGKFwmFgsxvp165pd9+/w5Y2/HM+w4YiyRO377+D/6guSLcbbWsqWhXptLUpBEbGn5tP48TIkrxfBaTPV8tXSs+qO1+Px4PP5Mv1Gs99vOc/B9mypHg8qoAaDJFeuoGr2Y5i9u6KnkqhduzmysKzVsrC9z9H2iLHVs9gwDDp27MjWHWWMP6YXIw7pQiqWRlUlLMPaN4HphudkCUzJp6DkeFFyvFjAum11PP3uOq6Y+THD71zK8KlvcuX8L3jqk5/ZUBrlqL5F9O8ewUzp9udlgVRCp98BEaaOHsqG9espLi5qdUyyKIpUVX5IUH+aqrldEcUERlTENyRJ7jlxaAQUbKUREETb+eHJhQ2rJR56JIimCZw2KsnEyxLoUduIYFlNj8NVNnPDFl8sU3j+KS9lpSLvv++htlZEVSGZEAjlmnzwnodnX/fQ/Y5aUrqAbCYondmdjv5FbNzwXas3IsMw6Ny5CzsTCQquvxkzlUbKz6fhw/eo/POf7AqcjjBrqSC0VXm0LGu3/DoAM5VCUBSqpz9M9LVXkQsL0aNRSq65ka2GSc+ePdt0T0mSqKgoJ2gYVM18FEGSMerr8A0/bI8NgF3h/fxzz/DV8uUMGTqUq6bYeRHXXHcDB3TpxF133M5FF4zF6/Xa12cJHTfE4+Jx43nltTcYOGgQWjqN7IZ6uknJN9yCIMmg61TPmk7QNKiprm61YtWMhzfcjJlKIuXnE//wPSrv+//EwxmPEP2Hy8N6Sq69iW2m1WYeGoZB//79WVdVTcc/3oZhGpmE8fJbbkDbsR3R47E3Wxeb81n3QNcS854E4l6fiXudpiGoKkZtDeU3XoPZ2Ijo8WAkEhRdfS07EDh46NBWY3T30e27yrlx5AAOH1RCqkFDUcXd99FmBx0LTTMQJDETzso+CLI9jq6l0mhYKIpIqlFjSN9Cbj/rIDas30BxcXGr91FJkqisrCRPFKmc+QiiJGNE6/ANP5TcsRc2W4N784a7Y9Z1nWQyxS233cH7H33KLbfdgaalM4Uf9oQtm/eCIGQVBrgF3DU4ezpB06S6DWsQ2r8s/C3wUJIkKisqiMgSlTMedTDW2024z9s7xpbGKYAbbr6F8y+8qNnfoEnh+Odbb9K5SxfOPOtsXnHy5rO9BM0x3pyF8TFyoU0Y2zsPRVGkqqrS/vzMRxElCSMaxTdsOLnn27z4d/jce3bt3p1QTg719fUEc3KIR6P4fD569Dyg2XX/Fp+iUHDDLQiihGgYlD/2ECV+P5s3b2qT4thSFpqmgSDbETFlt1yPtmO7HS3mRMX8kmz7dwqBayDO/n9GfjrFoYzaGspumIKZTCD6fBiJRoquvr7NsrC9z9H2iLHN3eTzIxEqy0p5YtJx5IY9pDUDSRZaITCz3rMsDMNE0ww03W56KXlllJAtPNOmxepNVTz+5lrGPbaMg25/nVEPvk9DWrdLzQoAAoJgMeeyoyBRT2FRceZBtYbSaQ3NuhvpHQ+xbxTkkImlCUQmxRBzLSzd8TYKttIITjuNNNz/9yClZSLduuvcfVfMPhQI9vWufFA9FpIjU6b+Kcgl4/O4/sZcnlvso7jEwOuzUD0WPr+FLENekcnMvweJDkrT8bwG9LRAYo2I9g8vKNe1yW0O0KNjJ3YOGESHiy8luWMHSkkHamY9Rs3cmc2KrDTzOAmt8z5mH9R3836lU4geD/UvPEvVg39BKSoitWsXRWeNpuJ3R9MhbFfmaktMua7rpEUJ+a3XiX37DXJOCMswmhoAG0YGl+FYg7du28ZTi55EUVX+cO115OcXkEgmGX7IIYy94EI6dO5MYVExXp8PxePBcOPNHUEgCAKmZWGYJoZpomR7uRQFy9AJHPV7cs4ag2BZxFZ9j7L0NRII+8nDA+lw0aUkd2bzcJbDw/R/h4eLn6PqAYeHpbsoOnMM5UccRXE4137G+5EXkB8MEj38SCJjziNdXo4UDqNt386uKy7FqKmx8w5TqYzAa6kkuriz8bf8nRafc9+30mkERcFMJNg1aSLJn35AjuSTLi8ndMppWGecjeXkMLUVYzicR3VFKQuuOg6PV0LTLURJwDKt5qGr2YJEtN/fJ4/W3mg3T6OFIAnoJoiKwONXHE06Xk9RcUmz57KvpOs6KQSkpf8g9p2zBnW7iXrLNbg3ctdWTijErMefYPLVU0AQuPra61j49HMUOD3WxF8Qchl+Z63BkLMG4yu/R37zNVJC29cgtF9Z+Fvgoa5ppCQJ8Y3XiH33tYNRaxVGUbIrV3fq1IneffraPMvG43xelGRS6TQnnzqSL5d/CYDq9TY76NkYDQJHHUPorNEZjNLSf5B2cu1aha+d81BLp0lLMvLbbxD7ejlyKBdL04hMuR4xK/Xml0gURXTDoKioiKn33EswJ0S0Porq83HH3ffQrVt3dCc3cN/wGQR+fyw5Z44G06Rx5fcYS17GUD37t8+0QhZClpLAvq/9lgZiF9seZWFePunyMkcWntVmWdje52h7xNjqPo5ueEUwGKS0tJTeJSU8d9XRjHrgfSxRRpTANOxDiGX+G2u4kC1UASFbeFoYjmcOQUDyKkh+ezInNYPP1+7CEkUERUQSRdL1SR698kiO6VfEli1b6N69e5t66FRVvk248RPKn+yFHEyi18gEjmokeHwCs8ZWAq0UznjBNEDywK5tEp8u8xCvE7npgShdepikawRUj4WRAEUEIyUQS0iEfRa3XhPi/uk5FAaMjODYtVVu9rhM0w5r3bJN5vabQsy4uZ7Kf/qRYmnKF3aiy7GfULrzpVbhc/mXGw6zdetW1BtuIbR2DfFvlqMWFlJ5711Ymka+27dKS2caHtssa74R7dEyspf3XA8OsoygeqhdNJ+Ku25HCoXR6moJHjQE9ZapVDc20q1Llzb3QKqsqiS3oYHKJ+aiOCXVA8edQOCEkzGTCQRJtnEhYKTTSIEAj93/V77+biXjLxjLmP85Cz2ZxCuJoGncc/efuP6aa8mL5DHhkouoiydIxWOA7XEDMgqaYyvI5Bk6wO08QFEiMnkKDe+/i1VdReWi+RSdeDLlqUSr8GXzcMvWrXS88RZy1q6l4duvUAsKqbx3KpaW/u/w8KmFVEy9FSkUsnk4aDCeW++kOpGge9eubeahi7Fzly6sWLGCA+/+Mw3rf0L7/jvkgkKSK79nx0Xn0HHeIpROnbHSKbsPaZYin43FPk83x5KtEDfDZ1mZ8FS9pprSSRNp+PRjlMIi9JoqvAMGUXjf/fy4eTODBw9uE0YXX05ODhvLy+nfq4QFVxzFhY9+iOj3YGFmlMc97qOtVhhbXNtSaRRAFkW0eJIFU47jkB6R/dpHK6uqCDfEqXhiLkooaw2eeDJmMpnJtfglkgEznebqyVcRzIugJxOICGhamnPOHUsyFsNIpZBEIdOiZa+02xp8B6u6mqon51N8wsmUJ1u3BqH9y8LfAg8rq6oIJxqpmD+nCeOxx7cKo3vQNpxK1pIsY2btOYKugyxz7tmj6d6pE0OHDSdeXc2br77CqLNHk4rH8Xg9mTliYxSJTL7GkRXVVC2aT9HxJ1GRTP7iWPaIrx3zsLyygoiuUzpvNnJOCL2misAxxxE8cUQTPi29l5CLJpIEAUPXOOfcsQwbPJgf1q6lT9++9Bk4aN+xZeETRJHI5CnEP3gXamoomzebTsefSFl5WavwQfuXhe19jrZHjG3yOLrJk71792bT5i2MHNqVBVcehZnUAGF3a2uzGM3dAdg/s393froVBh0rbDptoOkmoiggelVEj4QiS6TrE9xy7lCuGdGfdevX07179zY37ZQ940g9l09io47gsRAkk/zroghBCzEMQq7zcn6XImAFoGMfg+kLa5m/uIYLLk+ABGqhBSEQwyDmwm33RZk+p4aDj0lR0ldjxtwa7vp7PXc+UM/UB+r586N13PtI0+u+x+qY+mA9j8yuZeDQNImeJiXX1mEakNpqEH8yn0Bocqsxuvw7aPBg1u/aScFD0/H37odWW4ucX0DlffdQ9sfrMBsbnGIrWnNFiOYeG5er2cpGS4XD0nU77E9RwNCpuGcqFbffjBQKYTQ2oBSVUPLoTH6O1tO3b9/9arqqixLGM4tIbt6EoKgIqkrBzXcgiCKi12dXElVUUBTkQACAgUcdzRnnjuHeGXNAUey8AecaxeejsGNHZK+Pc66YzHmXjmPg744CQA0EHCVKdb5XAUWx/+++FAXR60UQBNQeB5B/vd3zMLVtG+lFCxD9gVZjdHk4ePBg1u/aReFDj+Hv3ac5D2++HrOx8T/EQ4OK/72LittucnjYiFJUTMmjM9kYje43D7MxDh06lO9/3ki32fMRu/bAqKlBLiwkuWol28ecQcMnHyGoHjs/IJ3OtJXJxrmnQ/tu+EwzE/oqejwkvvuGHWPOoOEzW1Aa0TqkohI6TZ/DmvIKBg8evF8YXXy9evVi06YtXHDkATw8/nD0eBJJFGzPY8t9NFthbLlf/hK13HqzwlNFUUCWJLRokr9cfAiXHtOTdev2bx/VJQn92ZZr8HZnDXrttZK9RvbyElWVYF4EE5C9PiSvF8XnxwS8OTlIHk/m+3/x1XINXvdHZw1uJbVoPlIbqsZC+5aFvwUe6rKM/swikptcjEqWrNg3jKIzNsnrRfbZ8kXMGrPss/vYXn71FIYedjjIMhdOuZYqJ8ddCgbtg/4eMTqyYutW0k8tQG4lxvbOQ284j8Si+aQ2/Yzg8SBIMvk33YYgSU349nFcksf2/h7Qtx+nnT2aPgMH2d7jfcWWhQ9BQO3Zi/xrbgDLIr1tCw1PzCFYUNgqfC61Z1nY3udoe8TYao9j5oNOXtcBPXqwevUaxh87CIAJcz8FUURVJadSILZ2a7omU345LydbYGZfZ9mWWywL0zCRZBEQSNcnuW3sMP4y9mC2bdtG7169gD3Ho+8LFVXU8dPivig5DZhJCRSofTJI7F8+LK0pPLX5mO2hHhGwkCQov8tnX2c1f/8gn8Vw1aLxSZWrcizMlP1e5iy4F6eCIIBlQsP9Ksn1CoIkIKoaVS8V0PfcdW3C6fJvyEGD+Xbl9wyYNY/yyRNJbFiPp0MH6p55kuTKFRTe8ScCxxwH2JsJul2QA1Fssmhlxtsi9M8wbLepJGXy0xqXf0nVX+6hcfnnKCUd0WqqUUpK6DjrCdZJMgf1tStytTWJHKBDRRmbXngWJTfX9jDKMnVPLUAu6WArPmI2c+xxj1ZURh9xGObCuVRqetY1zb1zx3i9HDd8KPqTT1CpawiC6DAp+0m4X5z1NwEwTASPl/TG9SBJKD4fFc8/S7/zLmoTzj3xsGzSZSR/Xo+npAN1Ty90eHg3gd/vgYeSiNvot1U8/OpLqv7yvzR++RlKSQe0mhqU4mI6zprPOlnhoF77z8OWGIcfPIxvV67k4KdfYOPF56Fv3YxcVIReVsrOceeTN/EK8iZPQY7YlSMtTbP5IokgNM3VbLIsy8ZmGoBgK8SqihGLUffEHGrmzMBMJlCKitGrq5CKS+gw43G2BoIc1Lnzr4Ixs48e0IM1a9dy3akDEQWBaxd8CR4ZVRVJp83W76MtsWb9LjhuccuwUFQRTbcwG1LcP+Ewbj7tQLZu3Ubv3vu3j3YoL2PTC881X4OL5iOXdLR5s6fnJrRcQU1rTxRFrBZr1vbqCNmX0ro1KDatwfPbtgah/crC3wIPS8pL2fz8M1kYFeoWPWFj1DUnD6Wlkr/7+PaEueV/dV1HFCVESeQKUYIdW6h68K+7yw5BsEPXvB7SGzY0x3jBxa3C1955WFBRzo/PPo0SysVMJEBVqVvwOPGOu+Nrlr3XbHjNDTaGrmM4Rd0k2Smfv6cP7rZss9araSCoHtIb1oMoInl8VL3wHP0uGtcqfNnUXmVhe5+j7RFjmxXHbBo4cAAbNm5k/LG9KQn7uHD2x9TWJFGDKrph2uE6ojM5m+3BFli7PZ3s83rGMis4Bx1BFPB4JFKNGoIk8NiVRzJlRH82bd5M1y7/r71zj4+rqhP499555NE2bZr0kfSZFGhpoS0otAor0LIVKiACip9VVvGzuOtR8cWuiIJUlxV3FwTBs/KG3UXBBw8XKK6KFRBEtCCwpbQQUpK+82gyaR7zuHf/OHeSSTp5TDIzydz8vp/P9M7cnLn9/eZ37/mdx+/8zoLe/dlGexM33z0dOrqxK8DtdsC26NhcijuCvAJNcQvXhVAofVxEc9zCcUyynN3e5M9Imn3JnyMUAisEVrGDXWSRaO7k4B3lI1VtUE5cuYq3GxqovO0eOr7+T7Q+s4Xi6vlEd+6g8W8vZtrGc5nxyb+jdM17INwX8ujG470ZNfth26aTEey7vbpe2sqh/7yLyKMPg+MQqqqmZ88epq4+gdk33sJboSKW1dQQCATGZD+AtrvvwDkcITSzArenB9e2aX/g/iHj/J1EAhe3NxuZm9KTT33W4vEErusQsAPewztSvOu5LlYwiFVailVUBK0tHLj1Jsb6KPbZ8G5jw2d/Z2y44w12X3IxUz9wnrHhyWtHb8OXt3LovruJPPpQfxuuWs3sG2+hLlycNRumY/Vxx7H1tUjsbScAABdSSURBVNdY/cDPafjsZXS9+AKhWXMgEaf5+zcSeeIxZlzySaZ98AJCVdX9vusmEmb0JWkwb69Lki8g3nSQyOO/4NB9d9Pz2qsEKioIzignuncPxStWMe+W/2BX6RQWVVURDAazruPyY49l55tvcvlZy6kuL+XS25+lIxIlPGW4ejQzXMfFDtqEi2x6OqIUTwlx5xfP4GOn1LJ9+3aWLFky5nq0/Z47cCLthCoqcHuiYFu0/eTH4GQuuMVAdc2zdOT54Uj/DFot2XkGwV++cDLYsP2eO3E6Iv10bP/pA17nPpu43iCdi2mjO5jJn6Fs42IFUnxFSwsHbvkemejodxse/MHNWF2d2BWVuD3dYFlEHn0IdyQNtqQoAxhNLoDBLm4FQ9glRr9EcxMHb715DNfrw0++0O/3KPhPxzF5yuTDZds2Rx91FO80NHD26nn8+boPou76PU+++A6EgoSKgziOCbHpVa73gRykEZSMxkqqZ9mEwmZ/sZ5DXRx39GxuvXQtpy2bQ0NDAzWLF2FZY3OUAARD9DSFwY3iRG0sy4Wg27f0ZMivmpkn1+k/o5VUIhCGgKd6eBS/vOuCGwe3NYhV5BBrDRHvKhq1FVOTndQuXMifX9rK0bfeTujG62l+8EcmzKasnMj/PELHL5+g5KS1TN1wFiVrTyFcUzNkiKXT1UXsnV10vvA8h/93M51/eA63q5NgRSWJri5iBw9SeeFHKL7yG7zR3s7xS5ZgZ6nDEe/pIdrcYuTwwi2sUIj008XebxEI4E3E4LhuvyBur7kGQKDIZEZyXZfMchQm/yPTcHcPHcIqKiLW3Ey8vQ2mZbbHWu/l0tnwB7cTuuF6mh78MXY4TLCsjMgvHqbjyScoOXkNUzecTcna9xJeXItdWjrotZ3ubmLv1NP1wvN0/O+TdP3hOZzDhwlWJm14gMoLPkzxld9geyTCyizaMJ2OgUCAd61axZ+2bmXFPffTdt0mDj30E1M3VM8jvm8vB755Fa13/pDS953BlPedTvHxqwhWVXn3av+ZF6eri/j+ffS89gqdzz7N4S1PEa2vwy4pJTRvHon2dmKRCNPPu4CKb/0L/3fgICsXLMh6xzhdPXrRmoUct/A8Pnv3czy1tRGKgoSKhqpHh8ErFrQtnFCAeCxBz+Eof7VyHrd+6j2sXDCdhsZGli5dakYvx6hfrCdKtMV7Br31xFYolH5kdTjR080OkKmTHHBNd8Az2NYO02aO+np+9IWTwYaJeKzPVxyh43AefxDSfsXqp6vlNdDdlH/7f9H830bHVk/HJhKRdpgych39bkM7GKDnYLOZfY96iWGCobTr9tOSdPqpMqXOHI70OoNc200kSLS2GP1amkl0dUJwcJ877CV96Av9fo+C/3Qc8xBravalhQsWUFdXx7yqOWz+6gbu/t1Orv/FK+ysb4VgALs4aBourksimRWwV/D+z6hlWdiWhW1bOC7Ee+JEO+JUzJ7K585fzRXnrGBqIM5bb73FkiVLALLSmKv4UhNWCSSaY97IsG0s0rs2JaWwC33TxwMudES51M9W32l3wAiCS/9Kb+B1LBssx1xjis3sLx+A6zPTMZVU+73rhBOpr38b+8tXsvC0dTTdfAOHt72GXToFu7iYrj8+T+czW7CnlRFasJDQ4hqC1fMITJ9usjTF4iTa24jv3UNsVz2xd3bhtLVhhUPYU6fh2DbR5iZKlhzFzM9cTteZ72dvawurjjseyI79AOZc8y3skhLcSDu9PX7XAcft76j72TTlh/Y+uwM+92Ow7yb/ZlnpG/fJGz0ZflZSwtwrroSbvj9qfdPZMPCVr7HotHU0ff/G/jb8w/N0Pv077GnTjA1raglVVWNPn2FsGDc2TOzZQ7TXhod6bWglbVh7FDPV5+k68yz2trawOss2HErHd594Itu3b6fi6m8x//T1HLj53+l+fRuB0hJCVdW4HR20P/DftD9wP3Z5OcGqaoJz5hKYPgMrFMSNJ3Da2ogf2Ed8714SLc3gONhlZYTmVpPoiNCzbx/hmlqqLv8S8Y3n8kb9Lk5YuTJnOqarR5dUz+U3Xz+L25/awb8+9gpv7TrUrx51vXq09x5zzV3b3694Ax4BC2ybzu44dMVYvHAGX964gs9tOBY32k1dXT21tTVZ02/Otd/GLi3GbT/yGTS4KY/OgOcj7fmU76SWS2VAHd2vGu1X3huhTT6DpaXM+cqV8L2bMlWzH37zhZPBhrO/fi12Samp45L2S4bt9RPpSD3Sy5y+3KCDPK4ZlE7X6nOTfqTXV5Qy5x+/BjfcOGL9/G7Din+8Cqu4xNThtmmrmbDLRD8Z+nz+YO/dAacGtBGGuFZfsrk030vOXjoO1rQyZn/lq/CdMTTY8J8v9Ps96kcdsxKqmnxw4vE4tbW1tLa0sP9gE586bQkXnVzDvU/v4P7fv82f65qItkchaEM4iB2wzXI5y+od23NcM+PjJBycWBxiDoGwzTHzZnDRyYu4bP0yFleWsHfPXqLFJSxZsoSElyo5G405tSnzZDNpsQZ5n02ijKnTmCTVfosX19DUdJC3jzmWObffS9nmx2j72YN01b0JgD1tOlbAJrarnuibO/sSrqS0dqxAACtsEstY08pwerpxI+2EFyym8oIL4YMXsj8YYmo8xtJjlmbVfgBq07fMm0BJVq6Xc8bQaUwy0IYHDx7g7WNXMPu2eyh78nHafvoAXXVvgQV2WRmWnbThDtx40skOtGEIQmGssjKc7m7c9nbCCxZR+enPGBuGwjmz4XA6Llu2jD27d9Ny/CoW/PjnxB76KS0P/ojuujfBhWDZdHMPJhLEd9UTe3Ont4bD8dboWt6C9CICFRW4sRjxw4eho4Pwohpmf/hiii/+GxpicYJNzaxcuTLnOh5Rj7a2EjnQxKfXHcVH1tZw39M7+dFzA+rRUAArkNzwGWzLJpZsjKbQ0R0jEE+w5rgqPvTuBVx6+jFUTA3T0NBAaWkptbU12a1Hr/mmeWMXe8p5fxjdcrvcM8ZOYxJf+cJJYEN17Sbzxiryjt4rd9XY2Mig0wj+t6G6+hrvXarBLEbUtM1HGy2VqDvmTmMSP/lCv9+j4D8ds9Jx7L1YMEgsFqN85kzKZ86ksbGR4qIwl79/Of+wfinPvL6Pp17fz+937Gfnnjb2t3eT6IoTT7hY3li5ZVvY4QAzpxaxZHY5JyyeyYaV81m3ooryKUW0tbbQ2NjKfG9B7mjT/QtHkrRfZeUsKitn0djYQOc551Nx9jmU/+mPdGx+nK7X/kKsqQknHgPHNQutky/HAdfBdRLQ1YWdSFBUWUl42VpKznw/9l+dRltJKfHDhzl60SJA7JdtkjacNWs2s2bNprGxgdakDV98gciTj9P96itEm5t6F81bKYvmXccB1/VsmMBOOBRVVBI+eS0lZ27APvU02qZMId4xfjZM6lg9bx4A27ZtI7jxPOaeez72C8/T9vj/cPjll0gcasbpiZpQ3oDpYBEIeTMKCZNx9nCnyVY2fQZlJ61h+sZzsE89jT1YHD7YxKpVq/KuY289Wl5OeXk5u3fvprgozBfOWs5n1i/l2R372fL6AZ7fsZ8dew+xu60bpztGIu6a7YKiDrHewQAzc3Lhu+dz/rsWsHH1fAK2TWtLE42NPSxYsCDv+k0GxBcKgpBr/O4LhYlJVjuOYNIGJzcATTq03bt3EwwEWH/8PNYfb27w1i6H+qYIu1s6OdTRQyzhELAtykrDzJ1RyqLKqVSVJW/OOAcPNNPYGmP+/PlML5+J4zi4rpu1G1hrnY8xpwlPf/uZRmVDQwM9a95L2fq/pirSTnBXPfE3thN7u47Yvr3EOyIQjUEoSGDqNEJz5hJeXEPg6KUcrq4mPmsOkWgUp6eHxXPm9K6hyqb9QGyYZFAbrj2FsjM3MKO9ndCueuJvvE6svo7Yvn3EI+0Qi0EwRGDqVGPDGs+GVfOIz55NJBbD6e5h8ew5WHNyY8PR6Lh8+XIA6urq6F51IrPWnUlVtIfo69twdu7ou08jEU/HoNFx7lzCi2sJHL2U8PIVNBcVUd/UTKizk2OOPgZr/vxx0zFVv3leoyBZj65bUc26FSbhQSQKDc0d7G3t5FBnlLhXj5501FwAphSbREgbT1gEJNi3bz89PTEWLVpI+UykHs0h4gsnLn7XUfSbPBSqL5wMNvSrjhl3HJVSuZBDyBNZt19xmXml0t4Fr2wzLyHr5MWGkW545XXzGgfyc592992nP384u//fMOS6Hn0qp1cXQHyhIAi5x+++UCg8JmokvyAIgiAIgiAIgjBBsMa2T40gCIIgCIIgCILgd7K+xnEyoZSqAD4EfAA4HpiHyXX6KnAPcI/W2kkpvxh4e4hLPqi1/mjOBBaOIFMbet8pAv4O+ARQCxQDDcCvgBu01rvypoAg+ACl1EXAacBqYBUwDbhfa/3xNGVDgPLKngAsB0LAZVrrO/MmtNCPyWBDpdR3gXcDxwCVQBewC3gEuFVr3ZxStuB09LsNM9HPKy++foIh92i/suOin4Sqjo0PA3cAa4AXgJuAnwPHAXcCP1FKpVsc+xdgU5rXz/Igs9CfjGyolAoCvwFuxTzQPwZ+CBwAPg/8RSm1PJ8KCIIP+AbwOYwD3D1M2SmY5/STwFxgX04lE0bKZLDhlzCy/wq4GbgfiAPXAq8opRaklC1EHf1uwxHrJ75+wiL3aB/jop/MOI6NHcB5wOMDZhavAv4IXAhcgOmIpPKy1vrafAkpDEmmNvwQcArGoWwY8J1NwDXAFcCn8iK9IPiDLwGNwJuY0dbfDlG2E9iIqUf3KqWuBb6ZcwmF4ZgMNizTWncPPKmUug64CvgaZgYAClNHv9swE/3E109M5B7tY1z0y3nHMZPQDq98wYQGaK3TJi/UWu9TSv0QuA44nSM7jgVDhtPmiymwUNxR2LDWO/braHo8inEms3Igak7wZlMvBT4NrMBsSfsGJkz3B1rrxDiKN2YyDU2aqGQYIncvpv4ciqe01utzI23maK17neNwWQS11lFgc65lyjZ+9oUwOWyYrtPo8RNMx/HolLIFp6PfbZiJfvjI1yulPonx6UPhaK0n6pb0vcg92q/suOiXj1DVEYd2+Cw0IOYd42n+Vq2U+nul1FXecWU+BcuQTKbNk/glFDedDf/PO56tlBr4/JzjHX+dU6myy33AXUAN8CAmbDeMeVYfHCTUupAYzf07EckkRO4R0j9/m4A6r0xBOVOfMFl94WTgXO/4yrhKIWQTP/n6lxncJyQHz8UnCCMiH6GqmYR2+CI0wHP6f+t9fDJNkb/2Xqnf2QJ8Qmv9Tm6ly5hMps2TFHwo7hA2fBx4CBO++qpS6teYZDrvAk4FbsE09iY8SqnzgUsws8Qna62bvPMhzAj6hZjZjnvHS8YsMJr7dyIy4npUa/0IpvM4sOwM4J8w9+u9uRRWSMuk84V+RSl1BTAVmI6ZRT4V02m8fjzlErKKb3y91vplTOfxCJRSz3tvb8+fREIhk/MZx2FCOyAltIPhQwOgMEIDrsckV3lCa/3LlPOdwLcxFU+590o2Zk8HfqOUmpJfUYdGa/1brfVOrfVk27clrQ293+EizCzBUuByTAPuDOBp4EcFFN55gXe8IdlpBNBax4CrvY+fz7tUWcQv92+G9ehgXAKUAA+l2lvID5PUF/qVKzBrib6I6UQ8iengHxxXqYSs4TNfnxal1HHAWkw0zuPjLI5QIIxnVtV0oR0FHxqglLoc+AqwHdNQ60VrfUBrfY3WeqvW+pD3ehrYgMnoeRRmTUuhU0ihuEcwlA2VUsWYkM4rgM8CVZhR543AIuBppdQH8yrw6JnrHevS/C157kRvpkqYmGQSIneZd5SR5YmFL32hn9Faz9VaW5g69AJMR/8lpdSJ4yuZkC185usH4++9412F3gkW8kfesqqOMLSjoEMDlFKfxaxd2Qas11q3jOR7Wuu4UupOzJYQ7/OuUcgUUihuP0ZgwysxW3h8QWt9W8r5zV4ilpe97z/KxCc561ST5m+1Ke+XAX/IvTjCcIw2RE4p9R7MPqU7UhffC/lnMvjCyYLWej/wsFJqKyZD939iIlWEwsdPvv4IlFIlwMcBB7P1mCCMiHzOOA4b2lHIoQFKqS9iHPlrwBla60z3U0n+DhMqVDVDCi4UN5UR2jA52n9E41tr/RegBViklKrImaDZ4zHv+GWl1MzkSW9956aUcuV5lUoYitGGyH3aO96RQ9mEkeFrXzgZ8TLcbgNWKKUqx1seISv4yden4yPADGCz1rphvIURCoe8dRxHEtpRqKEBSqmvAt/DjECdobU+MIrLrPWO6cIGC4JCDsXNwIZF3vGI9UVe+vwy72M060JmnwcwmdSWANuUUrcrpW7C/AYbgZ1eOWmgThBGEyKnlJqOaSRIUpwJgJ994SSn2jtKfekP/OTr05EcTLxtyFKCMIC8r3HUWu/XWj+M6UxUYEI7kiRDA76utb5Na71Pa92utd6MGX0NMcHCOJVSV2NCjP6MCW0cNOmEUmqNUiqc5vw6TPZHgP/OiaDjiNY6Tl8oxPvGU5Z0ZGJD4BnveJXnPFK5FhP+/aLWOpJ1QbOMl3TjPEzjdB9mPeenMFlITwWS+8qNZiBEyCHD1KMD+ThQiiTFmVD4zRf6HaXUMqXU3DTnbS8z7mzgOa11a/6lE3KAb3z9QLytfN6L8fVPjLM4QoFhue74JRtUSr2E2V9tlta6SSn1J0yY40qt9atpyjcDM4HKgZsljwdKqeRWBQnMmpO2NMXqtdb3euW3YDZZ34J5YAFWAuu891drrf85ZwKPEaXU6ZiwjYw3UPdGxx8Bfqm1PisH4o2KUdhwHma933ygHhNm1oVJnX+y93691vr5NNcpGLz1Dy2AC0z3Mq0WNGO5fycyA+vRNH9/GViFmUnfkmfxRoS3Ncz53se5wPsx0RfJxluT1vqKlPJXYtbegtF9FfAcfbPkz2qtC2bdTqH7QvC/Db2lDP+GCRV+CzOwNgezHKMWM/i2Xmu9LeU7haaj3204Yv387OuVUjdjwt83FdrWaXKPjr9+eUuOMwgDQzsKLTQgmVQkgFmvko7f0Rce9l+Y/blOAs7GjBrvx6Rjv1Vr/Uy6C/iEiRqKm5ENtda7vZCyrwIfAC7FzNzv9cp8V2u9PYfy5otLgGLgPj90Gn3OoCFySqk1GEeyY6J2Gj1WY/YMTaWWviRNuzAz40nOwjTYU3mv90oyYRoDI6DQfSH434a/xmQkPgXzTM0ADmOS4vwX8P00ydQKTUe/23DE+vnV13th8JdgkuLcNc7ijAa5R8dZv5zOOCqllgGHBiYZ8dKLfxuz6fFzWutTvPMa+Axm0+MPaK17Ur7zHUz4zota65NzJrQwKMPN2HiN1Je01tEB59dhwiGKgFO01s/lQVxhBCilyrTW7QPOnQT8EjOwsUprPdE6+6OiUGccM61HB5S5CxN+fIXW+oZ8yCscifhCQRAmAkqpSzBh8Y9prc8drrwgDCTXM45nAf+mlBoqtOOylPLXYfa0Wg9sV0qlCw34Qo5lFlJIM20O8B6l1L3e+9Rp8+9issptYfBQXOk0Tix+pZTqwmSSjWBCqTcCPcAFhd5pzPD+nahkWo8CZlAAuBgzK3Vf3qQV0iG+UBCEiUAyKY7s5yuMilx3HDMK7fBraECBk8m0+WQOxS1UfgZ8FJNApQTYgwlruF5rXT+OcmWLTMM+JiKjCZED+Bhme58HJCnOuCO+UBCEcUUpdSwm8Z0kxRFGzbgmxxEEQRAEQRAEQRAmPnnfjkMQBEEQBEEQBEEoLKTjKAiCIAiCIAiCIAyJdBwFQRAEQRAEQRCEIZGOoyAIgiAIgiAIgjAk0nEUBEEQBEEQBEEQhkQ6joIgCIIgCIIgCMKQSMdREARBEARBEARBGBLpOAqCIAiCIAiCIAhDIh1HQRAEQRAEQRAEYUik4ygIgiAIgiAIgiAMyf8DQgcWrhLrBmcAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1152x97.2 with 16 Axes>"
]
@@ -823,7 +831,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1152x97.2 with 16 Axes>"
]
@@ -847,12 +855,12 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "dataset : RGB min,max=[0.027,1.000] shape=(16, 25, 25, 3)\n"
+ "dataset : RGB min,max=[0.040,1.000] shape=(16, 25, 25, 3)\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1152x97.2 with 16 Axes>"
]
@@ -869,7 +877,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1152x97.2 with 16 Axes>"
]
@@ -881,12 +889,12 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "dataset : L min,max=[0.028,1.000] shape=(16, 25, 25, 1)\n"
+ "dataset : L min,max=[0.045,1.000] shape=(16, 25, 25, 1)\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1152x97.2 with 16 Axes>"
]
@@ -903,7 +911,7 @@
},
{
"data": {
- "image/png": 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Vw66yP1THh2AHz/VwOJzJwKjBphahE01pt9uo1WqyP6xWK9xuN2w2m7x2fHyMFy9eSPaC4AxfW1tbw5MnT+B2u1Gv13F+fo5Xr17h5uYGdrsdwWAQk8kEpVIJ5XIZXq8X8XhcMtMEvTgndBYMBoNmEM5qtYqepo4hA4E2jE6kmo3kmpJ1c3l5iUwmI85zq9VCtVrFeDyG3++X7DPHEolEYLVa0Ww2xSbMZ1KZTQVudQX3vla5uLiQsc0Hh6rNZqA4fyb5Gm3k/O+pNoC2nSwbZosZmBGgGY1GEniVSiXkcrmZsT58+PDO46M94HpQPzJT3Gq1YDabZ4IKk8kkbJx6vS7+FZ1yNTj7tsBXdWLVQJFgIJ+FgR6zPPQftMjm5iYajYZki6+vr9HpdH5tlmZeVPusAnD0lwiI0N+hXaVPBtyeFzW7TAfcYrEI28rpdGp6LgDii9JPoZ+Yz+exv7+PRqOBaDQqzAan0wm32z2TfKDtbLVa0Ov1cDqdcDqdsha9Xk/8gtFoJCApmViTyQSZTAbVahU2mw3BYFB8t2aziXw+j+FwKGC7FnG5XGIDKpWK+Ic2mw2BQAC1Wk1sEOe23++LfqLNY+acDATaH2Ys/X6/nGvGLQBEX1HPMdFD3Ua7wqSG1r3FZ1B9bsp8wMef8buaTVTjBgJBXC/qh/kk1TxYTF0DvAZWtCafgHsEjjSMRAm42dQDRcVKhFJFrYgC63Q65HI5lMtlABDnVaVnchJUaivRGw6aRoXoBwMxOhdc8LuKxWJBu91Gp9MR54WorToGPhsDFFXxEF3mXJEWRqXB8amoP+lkVL79fn8GBVCDRCrn+zisbrdblI+6Pr1eT+ZJDSzUbJKabVYRV66V1WqVIFv9GRFwGlA62zqdDrVaDbVabca5ZeBP5+A+gSMP3bcJ0Rf1i2CF6pRTYfD9ODZ+p0Ehckzjx2fgeJhR/58Su90uyPNwOJS9yIDbZDLNINTcU3QguK7cdxwnAwWeIQaVDodDHLtgMIhEIoFgMIjpdCr0c+51Pg/PHzDLTrirkPqtOqRcl3q9jmaziWazKYgk1we43T9EJAOBgKDi1WpVxrG0tIRkMinZGAYl5XIZx8fHyGaz4tjQqPILeK2gOY/8+V1ldXVV9hZReQAzASIDnXK5LPvZarXCaDRKoEUH3OPxwO/3w+FwyN9y7uYNDvcuHS51LATe+LfcU1rXsF6vo1arAYA4dczskLoVj8dhNBpRrVZRq9Uk4COl3Ol0ot/vIxwOi86x2WwSjLF0gUiymtFQQUOCnDqdThxfl8uFQCAgc0UnQ4vQuej1euIgUjfQQZhMJmg2m6hUKiiVSshms2g2m3C5XIhEIlheXp7JHBSLRaHzdrtdfPbZZ/j6668xmUzwW7/1WxgMBsjlcri4uMDl5SXS6TTq9ToePnyIQCAAh8MBl8sldq/dbs+AcFqEwJLKJuE+Hw6HktWmE83AjWUCo9EIl5eX2N3dxenpqTiAZCEBEPq73W7H6uoq3n33XQl2SPVX9S2zDvQFVCBSa9ABAB9//PGMnlQDQ5X2qIKN3Muq/VV/XwVpVCCD5QHT6RTNZlPOBx1n7kMCdf1+H9fX11IKQQaQlsBRZS3xTJhMJqEN8/N9Pp/sVWblCWplMhk5k8ViUYAXAo30C1SggTaVuqdWq82wFnS6WwZSoVBAu92G3W6Hz+cTp/au4vf78eDBAwlgSLml/roLYKv6WACEBUA/lxlYBmD9fn8GlCOwyHkjw466PZFIYHV1FclkUhMrhdJoNGYCGX5GPp/H5eWlAHLRaFQopQQkjEYjHA4HDAaD0Ix1Op2ANbVaTYK+ZDIpYyRFNBwOIxAI4ObmRs6a3+9HKpVCp9NBOp1Gs9nE1dUVarUaIpGIZlvBshbadyaN/H6/BMLcG/RrGPAaDAa43W4JoJhUmg/SGLwDkGw59YdKQ+U5VrPq9I04n/cBqKxWq/izatzwbVRUNbb4tten0ykcDgdisRh8Pt8v0KT5OyogTD2gxitqedH8+/+6c6M5cGw2m0JZmKc3EvWmkgRulSejeT4oB0NlT4eIG441V8yaEJVSFRIVA/A6qKIzBbw2SFoDK7vdLnSOXq8nB4hBkdlsFuM5j7BxUzcaDZRKJZRKJQwGA6RSKTEOVDR0NNTMHueAgYiaUubcqFTR+wSOnFf1YNEYMpvD51Iddho9AGI0OOdcWzWQotMBQLjjHBcACWIYnJDqabPZ4Pf75UBrdciB10iNmnWcT9urWVQiwKTeqKl6AiI0igaDAc1mU2iMrFVlxktFfBiU3geh+lXicDhEaTKwZoBO5cbgnVlS0iB5Trm3OFbV8SUFjGeIXx6PB+FwGPF4HD6fD8PhUAAIi8UiGQWVdq3uXS1it9vlTKkULjpnzWYT1WpVap35LD6fD9FoVOpJ9Hq9ZGL52sbGBpLJpAA5BGxyuRx2d3fx8ccfI5vNSkBNhJ56gftGreHVKi6X65e+1m63hRbDjC0NFgMmNTvB7Bl1iWosVEeO51OlnLGGjAFHIBAQp5aOMnWTFvCjXq/j5uZGnpW1wxaLBbFYDFtbWwgEAshkMjLXpNYS5ACA4+NjXF5eipNqt9sl6GegQN2j1lPz9+ncARAnnr9Lh6zb7d5rHUndrtVqqNfrKJfL4oRzLNlsVrJGhUJB6HsEYFZWVmC1WgVEPT4+xkcffYSHDx8il8thb28PuVwOT548wZMnT9BqtXB0dCQ15fl8Hq1WC/v7+4hGo4hGo/B6vbIPVLkP64HAEv+W51oNnoj683m++uornJ6eot/vo1qtCj2X+1LVu6SUAZA6uefPn8NutyMWi+HRo0eIx+OyDwkU81mo45k10CqffPIJ3G63ADL8Up1HnhPaRwaq1JvUv2qmn/ZZLTWhjSUNvdfrwel0wmg0Sm1xKpXCxsYGer0e9vb28OrVKxSLRcmEaF3Der2OXC4njqbT6RS7zwCp0Wig3+9LHfBwOBRa9OXlJS4vL3F9fY1CoSC1iDxLnAfOm9PplJ+pazYcDiVjzuCJ+ou/RxujRWw2G5LJJCqVCs7Pz5HNZoV9Ng9czp8HFagmm4YBPNeIlGHuMWaGSVNVWWYApFcAwYZAIIDV1VUkEgkJcLQKfWk1gaLT6RCLxfDOO++g1WrB6XRKiRB9kGq1KgGvw+EQn491x/V6HYVCQRIJ9Xodw+EQ9Xpdsor0a0hh5nxHIhEBV7l3vF4vAoGA1ELeVdR6fbIauH+4391ut7wvy0NUHw+A+KlcP/qsOp0O2WxW/k2wTwWFnU6nAFSq76IGq2Tj3TdwVLPyavaPAAeDOdW3p84EXicj9Ho9wuEw3nrrLayvr6NWq2Fvbw8XFxcC0vL51VIi1Q/9Nvq/6h//Op9Vs1dOB9Tj8QiSoSI2VLr8GZW5ujFIe6JDNB6PUa/X5cFdLpcEDKRUcNGooLk5iAhYLBbZUHQirVar5poAHio6nO12W1BVotlckHn66XA4FKeLCHOn0xHqwGQyEdoH/0YNqNW6RbXeQkVA+XtqFlSL8PBRsdKJIhLM8ag1DfONehh88H2A1xQ4rgsNMSmNpEmoATFw6/TRmPX7fXFAWq2W1BRopZHNp+fnX1MNCD+XAR6pXnTE1WCQiBEVcLvdhsPhwMrKijgCnEvOFb//TwoNFp1/i8UiVA8GBsz48dyp2XLuG36pdZ2kpLJOkU44jSuzGswA8HkYmLHuDJitx9MqdKiotDk2Gu96vY58Pg+9Xo9UKiWOGRsfPXjwAMFgELVaTZrakAqXSCQQCoWEzgMAxWIRp6en2Nvbw9XVlTQFIK2b+56GktS/er3+C4yDuwgNH4XPT7oYgScac7WRDpFRsiwIaBHk4dqQXkaDpBoQAnfziCSbKjUaDdG5LpdL6pDuKqPRbTMN7h9m94xGI8LhMPx+P8bjsVA32cBGp9NJwyKdTofj42MUCgXRhV6vV2wQz6vKiNDpdBJUUVey9gV4TfEhHUvNJGkVApxcj263i1qtJlTum5sbvHr1ChcXF+Jcra2tieMVCARgt9sFoCwWizg5OUG5XMbLly+h1+tRqVQQCASwtraGVCqFcrksjuLm5iZyuRxevnyJ09NTlMtl1Go1JBKJmTNKHaRS0e8iKoCmOjffxgTodDqoVCp49eoVfvKTn2Bvbw86nU4aP7EeaR4I5J4nc2Fvb08yKG+88QbMZjM8Ho/oV2YGgdcAwX1oxpSTkxNsbW3B6/VK0xa1MQ9pb2TGALe2keMymUxwu90IBoMy5yoDgfqLzYHYsI9ACbPnwG0QtL29jZWVFXzyySf47LPPUKlUxA5pYU5Rbm5ukMlkEAqFZF8y+LXZbFJmwTPm9XpRLBbx7Nkz7O3tSd0za1RVBgvXj8J5IUDn8/nEVjkcDqlrZgMUNjdzOp1wOBzwer0IhUKaxkeQm4BmJBKRbCGBVNpungWuEXW/yWSC1+sV4KVeryOTyaDdbov+ZdBEP5NA8zyISJtJm+X1emUe1L2rRcgKASDBhMPhQDQaxVtvvSX6gwEu+1gQzCIbig21WKev6pLhcCj2ZjweI5VKIRaLQafTSY1lKpWC0WhEPB6HwWAQFo/D4UAikRCQR2vwTzCCrCGea/XMkHLPOWACqVqtyprSNvOLmUej0Sh15QRR+fcMxoHXlFX6oNQJfI/JZCKggFZRYxHaGn4ez7YamHK9Geyq9HiPx4Pt7W288847ePjwobAESM9lwMuxqsk9YJYCy/dVA9S7xBSaA0dOqopwq8pEbcRA6ipRXRUtGQwGQjNjVyR2wKNSVulZKspHQ0iKAANW0gqYAeEkaRF+Fjcfx0T0kQvCA6yOvd1uC0WVh6pYLErhdygUkuwGjaXNZpM5orLjmPg174CrQZFWfjLT//y7brcrCsThcGAyeV2wzoCZTiMzSmrQYDQapSsi546UAxWR4+fxdXbmAl5zrOfrU8lxv7m50TRGdY6A1zULqtJm4EynkZ3gHA4HPB4PgsEgQqEQvF6v7EV1fYDb7Lvf7xfEM5/PC61HDRjvYyx+nfA8qI1t+Hxqxo9rTdSQQR7fgxlVla6qKhQ6iOxkNl9D920BKOuROAf3CRyZRVIDIaK8BoNBqE+sVQRu6+r0ej2Wl5eRSCQAANVqFdlsFuVyWeqXWQPDs3hycoJnz57h5cuXaLfbiEajcDqdcnZVdgMwq4DVf2sRNhdgtgq43f+kCXF8nEeip0RZe70eSqWSZF4nkwkSiQRcLheGwyEKhQIuLi6QzWYxGAwQi8WwsbEhc0cn0eFwzCC1zWZT1m86nYo+1ul0ODs7u/P4WNdHp9FoNKLf74vtoFOTz+fFEWNwx2cj5YoOjdvtFseXdT8Oh0MMP8E7zpNaS0VQjJRWZq7mHWEtMp3e1tQMBgOYTCYJnhgUn52dYX9/H6PRCIlEAmtra1hZWZG6TQKJbOZAUJVsBr/fj1AohLW1NXg8HgGkmNXQ6XRwu92iP4+Pj3FycoJGoyEdbalvTSYTgsGgpvGx9o3CzArZIcyA3dzc4ODgAJlMBldXVzg7O8NgMIDP58Py8jJWVlak+zHHqiL33MM8C6TVnp+f40c/+hHOzs5gMBhwdXU1w5LR6XQCmBFA0ypE6OmI+3w+6HS3lGa9Xg+73S51x3TwSDP2er1CnSZNXAVoVNCLwGmlUhEfodPpCKiztbUlgcnu7i6eP38+A9SoWQotQnttMBikuzYz7Zx/2mMGGZlMBvv7+8hmswLshsNhCZRV20m6fKPREOC0VquhWq0iFovJPPFzVPDbZrMhGo1KFp6sLC3C9/L5fFhfX8fNzQ3K5TKq1eqMnVJ9KBUMpp/KevidnR1kMhmcnp7OsOjUTp70C6k/VKo7QbZgMIjBYCDnnAyq+2Qcr6+vYTQa4Xa7JfjnexGg59wyKOGaFQoF3NzcwO/3Y2lpCdPpFMfHx0IdJ+DFrBsAhEIhRCIR+Hw+aWKl1982rCHAV6vVJFPJOmVSTrVm5IrFIoDXrLt2uy0xQ7PZlCBdpYmrCQuuEfckE0r8AvCtgRL9C9o+YDZ4JNjBcfMZ76NnyL5jgEtfRvWR6dOp5QEq3ZvBcyqVwtOnT7Gzs4NUKiVdc8/OzpDNZiWLOp+RVYW+CwcVbZsAACAASURBVM+jqle+LeEyL5oDx3mnEnjtmNMIqwumXu+g0j/K5TJOT09xdnYm3QODwaB0P6JDS2eWKDKzjaR8UDETDWAxs0qH1UJDItJBJ3s6nYoyZBD1bRuVKX4qTSridDqN4+Nj9Pt9bG9v44033oDL5ZLaGs6bSgHiPDMzN2+85zt+aZFwODxTg8aWxWptAAN4r9crGQd2F2UtDg8zEVO/3y+ZIGZcSeEBIBQ/7hkiPtPpdKaBBfcK59rtdt8rcKSRVfcjDR4/m9lP7htSStjchVfBUDmrWVKj0Yh2u41cLifoXSaTgdfrhclkws3NDZrN5p0OoVaho0xFyxpEBlsqGqxSILhnuHd5RqhUGaRQYbtcLskCMQOoIp8qm4Bd24jIqedP6x4FbgM+BsXMoKqsAzp6jx8/xsOHD+V80sBZrVYUi0Vks1lUq1VxRtPpNE5OTrC+vo5gMIhcLoef/vSn+NnPfoZOp4NEIoFEIoHhcIhsNiuNKRhcj8djqaep1+sSoNA5uqsQyc3lcri+vsZ0envNBzMok8lEKOFcQ7WhVLFYRDqdRrFYxGQywdXVFdbX1xGJRNDtdnFxcSHXWbTbbWxubkonVwbRBIeGwyGq1ao0XCmXy9Ikw+FwIB6Pw+Vy4ec///mdx2c0GiVr6Xa7JevCnxeLReTzeXQ6Hcl8kAp7dXWFVquFWCwm89FutxEIBISKyX2qOoBEdUkpZIaNFGOeBxUxpnG9T+A4Ho+RyWQkIzAej9FqtZDJZMRB6/f72NjYwNtvv41EIiFt5Wu1GtLpNKrVqtTtt1otWXfOfSqVQjKZBHALjNDp4DjMZjM2NjbkLJLayrNOEJZdf7XQjck2oTBw5FoOBgOk02l8+eWX+Oijj5DJZABAOjWyhnNlZQVerxedTkeCP71eL7RGsiCcTidSqRTG4zHK5TKur6/x8uVLvHr1Ss6BWjJAUYEArULwhEwLgklsUKXWrwcCAZjNZgSDQcTjcYTDYQEbaSM4TwBm9prKAKjX68IoYN0ZA9bd3V18+OGHyOVyM8CHqqu1js/n88HlcmEymQgLitRxnrtcLofz83NpYmQymSQ7GAgEEAqFZL24/0aj2+ZnhUJBuqqWSiUJVgjs017WajV4PB6xJbQvzNINBgMJIu4q9Ed9Ph9WV1dxdXWFw8PDGb+JgbNqmwBIUiIUCiGVSsl1HFarFaenp1JHzzOjgsHMINKu9Pt9CSyZXDEYDLJn6AdozfoDkOvJ2K3WYDDIlRwqm4g+KwABigKBgACqwC0d/Pr6WpoIjUYj1Go1tNttRCIRSQBQj6qsN7XszGg0IhqNiu9HkErtlXFXOTk5mUmKAK8z9WovBz4vdQCDZYLWZP6o/ocalDFg5HfVH+SX6qNSB6tXtN3Xl+Mz0y9lkKjWT3KOVWajOh/0zZeXl/Ho0SPEYjHZw8lkEisrK0in08jn879QNkXfiO9FUen+3waO/zLRHDgSyWE2EcBM0TqziUQzqCR0ultucbVaxfX1tdyRU6lUBPFgjQgAoaVw0iORiDj1VFpcdG4UIqD8vzpZdxUGrDQgtVoNxWJRDgMXgoEXNzSRY2YLSqWS0ESY0QNuN+P29jbcbvdMfQcdcabP1dpHLqrayERtcKJFeE2Cuok8Ho8oP3LgXS6XoNmkE6vIvJpBVg8i177X68k8Ej0iwspW0sxmsHEFjVCz2fwFCux9he+jfifQwfmIRCJYW1vD1tYWYrEYAMhdVkT7PB4PAoEA/H7/TAt+Zlx7vR5WV1cRjUbhcrmwv7+Py8tLoW5y//9P0FbpgNMgOp1OMfLM7HQ6HakN5jmiIuH+4TOpv8d1JWrK/aDWF87TlRk0EjmmEz1fH6VFmLVgK23WljAwfPvtt7G5uYlEIgG9Xo98Po9yuYxwOCzNgzKZDC4uLmA0GrG9vS21x+xU2Wg0cHp6ih//+Md4/vy51GnQ0VpbW4PD4UCr1YLb7UY8HofFYkE2m8WrV6+kdpJ/p0XUbK/JZJJsEru/EcDiPbRcu0ajIZmdSqUimYyDgwN8/vnn0oGUmRQGJWyWEI1GAUAy6kR4K5WKNL+o1+vSZt1gMMDj8SAej2saH5sYVavVmbob6gfWVqm1WzyTg8EAhUJBGq40Gg2huPL6DpXaqxphBpk00tTTrHcn6EgjrVK6tYper0ej0cDV1RUMBoMg05lMRpy6ra0tvPXWW9je3pYAudFo4OzsDLu7u9KYgk52NBrFw4cPsbm5iVQqJSwVjpW0epUNYLPZkEgk8Oabb2I6neLk5ASlUkmo5QT+/H4/rq6u7jw+6gSi/BwzwdSDgwN89tln+PLLL5HNZmE0GhGJRCRzR9CNThmBC+od2i/uDwZoqt+g1+tRKpVQLBbR6/UQDAblb2gjubfuU6e6srKC5eVlhMNhoYgRSCSSTzZOIpFALBaTjqO0X2qTGLUOjWecWQSr1Qqv14tYLIZyuYxcLgefz4d6vY5sNov9/X08e/YM19fXAF5nfP87NoPXLBiNRgFLCcBNp7f3KB4dHeHk5ATX19doNBpwOp3Y2NiQgH+eCs8xqmNi5i2Xy+Hg4ADn5+dotVpIp9MC1KqNChmo03fM5XJyd6AW4X7k9VnM/Kprwh4ETCKo902GQiE8evQIb7/9NtbW1hAIBDAej/HWW29Br9eLnmXAT6CbARx9NbLcCICTiswzrPpRWoU6jeAPO1/TT3I4HDJu6mz6YBaLBUtLS5JJzufzouMrlYp0J2UtHPcqAUqeRzLq6OOZzWZsbm4KkMs98m109F8nL168kNhBZfEBr1loBLb5M36GCqio2bV5NtR88kXdPwSlSW9V+3aQtjwej+F2u4XhsrOzo2mMZIQxG8tMn2qn1OchSEywDoD4ZMlkEvF4XM4PcAvWPXjwAOVyGZPJREptVKBnHiCdny8trCnNXnmlUpGFVCNwKkmj0SgBYrfbFWc2n8/j9PQUmUxGlMRkMpE7nOadKBpYcrdJNwsEAvK7DDjoyHIRVKRBq6iozXg8FsPBrAtRJbWOiEEjM203Nze4ubmRcXKuyuUy9vf3YTQasbm5KY61ekmpmo1UM0YqqqQaFK21OWrQzfUiPZOfxaCR2UJy5+mkMNNFBIRF9fwZ6//4N2xF32w2hZLMYI0Z0Gq1itPTU3Q6HTEe7CynVVSaL/Bauaht4qmEV1dXsbW1JY6ayWSSroWHh4coFoswGAwIh8NYW1vD+vq61OvQKQgGg0JFZnE4EaqLiwu53wrAvZupqML6XSpqn8+HZDKJWCwmV6Awg0Fq5rwTSMeBlEe+zloidjXk7wKQq0m4L+aRPRpOOhgqoKBV2EgkFotJYwUaB7vdjrffflscmKurK/R6PZkLh8OBbreLdDqNUqmE7e1tvPfee+j1evjqq6/Qbrfx7NkzPH/+HJeXlzg8PJS29Lxbjx1Z6TjRoQ8Gg7i4uECj0UAul4NO97qOS4uwFpU1Pa1WS+Y3GAxKwyhSr7rdLkqlEs7OzuR6BgZ10+lUuuORyq/X66U1OpH8zz//HOFwGKFQSILeWq0mNEsGJvPNCggCaBEyTHj1Ap0L1qvwfYfDoWRt6Vjy+UlnZUBFx93r9UrTCjZDI6JL/dbpdERPkblgtVqFPaK+Th2lVUh3nk6nyOfzUirBLqrLy8t48803sbm5KXVPlUoFV1dX2N/fx+Hh4Yx9IOVxbW0NT58+RSgUEjaIStFSg14AEnCtrq5KUHZ2doZKpYJEIoFwOCzZovusoZo1o805Pz/Hxx9/jA8//BCVSgXBYBBLS0tSy08nkzV03W5XdKPJZJqhatJJUxF2q9Uqme5SqSRdZOnA85oOtb77PraCTCcGAnRcSTsmqyAYDGJrawsrKysCvrK2rNfrSSMr9jAgrYx+CimvHo8HbrcbkUhEGkUVCgUcHx/jiy++QC6Xk7Wdzw7fB+BQa8Vp20kJrVarODo6wtdff41sNguTyYSlpSWsr69jfX0dgUBAAF0GT2wYw7Id1iaSWk6Qwul04vz8HLVaDZeXlwICLi0tCe3SbDYL++Di4gLlclmzP6NmVQhc+v1++Hw+CXJNJpPUzRGA4dkNBoPY2dnB06dPEY1Ghf69tbUl42XAzZo5MrLYMEyn0810wSc9mEE1g9H7NlNTbxtgGRTZFgTmWRYA3PoH7LUxHt92YS0Wi9ItnL4YSwMYCJLySuA5GAxKIKhm91jTS1vLpkJqLa8WKZVK4iNQFxBsUIFZZnmpg9Sgh4Gm+jM1mFSBr/ksHAEsZlNpEwhGMahsNBril2sV1WfX6/USBNOHVGMVtbyIjAOdTgev14vNzU3RQQTlh8MhPB4PNjc3JdHFnjFqZpyBo5r8+n8tcOQm5cDJB1Y3HlHuSqUiyuD6+hr7+/vIZDKwWq1YWlqSND75xDx07GDGy6gzmYx0aOOdTTTS/FwGLmytSwdEq9OqUsP4vvPFt2odJIvdqVwvLi7EYaXSASCpdXZA6vV6WFtbkwt4eW8ax8Pxq5lAlapC52s4HOK999678/iItjEQ5WeScqpyrAHMIBVsnhEIBISSwUL4SCQiWVoqNs4PDQeNKd+DDUpoLFhrQfoOW9LfR9R6ECo9BosGgwHxeBwbGxt4/PixXDRuNptRLBaxt7eH58+f4/z8HM1mEwaDAeVyWe6bHAwG0nGMDhkVTiQSEfoAKQdnZ2dybYJK276vEPmyWCxwu92IRqOIxWISwJKCyGwU6cNcezUjWSgUUCqVZug4PMPcX7VaDblcDtPpVGoHVUoxFRNZB+reAe6XNWbWkplqghNUcAQBms0mAoEAvvvd786MO5PJSGOJYDCIVColl4V/9dVX+Oabb2ROxuOxGCb+jMg8s+/UL263G7FYTO7Oa7fbMx0V7yp0vEj1oTOndsZjIEzni53T8vk8+v0+/H6/6F9m8Fk/SJBGNT7slNpqtVAqlXB1dYXl5WUsLy/LfNIg0SkfjUbSiEiLMODmGtEZV5kENM7UCWw8wesaqBcYRPDuS9YN8XfH47HUFlGfqTqVuo2OAYNOOoHUzVqlXq9LQw/ed0eQMRAIYHl5Wei2vV4P9XodFxcX2N3dxcnJyczVVpFIBA8ePMDW1hbi8bgE9axJIygD/OIFzTxzFosF0WgUS0tL8nfpdFrspFYKGZ0aCssxzs7O8Omnn+LLL79EqVSSOkyv14tarSZ1taFQSJxxBk5qrbWaRWXjFZXSxbHRwRkOhygWizg/P8f+/j5isZjcXXdfoJj1wcwGEVg4OjpCNpuF3+/HkydP8OjRIywtLYn9YC3q6empUMa5B6gX1Rp0p9MplMiVlRWxHyzxSKVSWF5eFuohded88Kh1nzIoIAit6ojT01O8fPlSstBLS0t4/PgxVlZWBADJ5/PC5mANKmnfBJLVsg7WhHG9j46OcHNzg2w2K/tzbW1thq1Vr9eF1q61sYqaKKA9DIfDSCaTMJvNUtvM/cbaXKfTKc8aCoXkTlk2HGOHV4/HI81RjEajAIwApPSKvg5f1+l0CIfDUgtIHcdkg1ZR9Rop2dPpVEAI2mcAMxk//m4ul0M2m0WhUEA+nxcQQBU2CqNvCEBq0nn2CF7Z7XZkMhnYbDbE43E8ePBAmio1Go1f2TH822RpaWkGFGMml3Rao9Eo9y1T39P/UIVgJICZOacvAfxiZ136ElxfJm+m06n4fGRtqFe2aRW1N4rKslH9cJVdwP+r32OxGB4/foz19XVhcqjUaWYjI5EIrq+vJbhWQTk1QJ+va5zPxP4q0ezRseaJAQ0zOHQgmbXgHWvMxLGmRafTSaMGl8s10w5X5Z/TaWINAVF3NfDhPYtEr6jIiLpSCWgRbjQuKO+cJHebmQ2Ok4FjpVJBJpPB2dkZLi8vBdFX7zZikTQvLR+NRtjc3JSgmR05VYSDippUNjrzRGQmk4mmwFHdiKQBsA6BhptOBildVMoMMMPhMMLhsHDi2X5e5e+PRiPJZp2enuLg4ECuryAqybsymRkjf50oPptq3EfUg0EkjIGjz+fDzs4O3njjDWxubsrFsNfX1zg4OMAXX3yBk5MToaaoB48OGxUp0S8qKXYvU+tPSeNRD/p/515HOsl2u10aaASDQVgsFjkfHD+VIYEPIuJsalCpVKS2SnW+GDCw3ojOr81mw3vvvSdjZAt93n1KB1A1AvdRtNQNzC6oqCjpG8wcp1Ip+P1+uQvxxYsXUptIJ41Z31AoBJvNhnK5jGKxKLWSzMxxPmis6OAxswnc6gjSg3gutGY71KJ3OtO8aoOvsUtzJpPBixcvsLu7i2q1Cr1eL2dIBWNisRjcbjcqlQqy2awEwDT2XGOCeplMRpqRJBIJyazSIaLzS6RVizCrSTq3qttUdoiavSZAxloknhGVncBMOffVaDQShNvj8UiWh+tEPcfPYJ0OM6t+v/9egT8AZDIZ+Hw+hMNhoeCWSiV4vV6p7eOVUqQ87e/v45tvvpEzxbq6WCyGZDIJt9stOpHrwAwNKYdknQAQsIZ7inTRRCKBo6MjXFxcCBWNNLu7Cuv2CFra7XY0m00cHx/js88+QzabRTAYxOrqqjiwR0dHuLy8xHh8e2UO15iAhdo/QKU+kkpN0JZj5/4OhULSRj+TyeCrr77Czs4ONjY2xBm7T+BIUIWfmc/n8erVK+zt7UGv12NtbQ2PHz/GG2+8IcBGoVBAOp3G0dER9vf3cX5+Lk7zfGkA2SEEWZPJJLa2trC9vY3l5WVxSt98800Mh0McHBwgnU7j+vpa3kttMqbVHrJWnCwUAo6lUgnffPMNzs7OMBqNsLy8jJ2dHckIkiF2cnKCXC4noAipfBSCpMz28X1isRhWV1dljq+vr3F5eYlAICD3sur1t12DWQpECqgWUSmJrOn1+Xxyz7DBYBDwmZ3jDYbb7szJZBLJZFKAcLI6WCZFqimbAzocDkkINBoNsX9sbqbX62eaZYVCIeRyOant9Pl897KFpDQOBgPxB7mnuGdvbm5EL5BN4Xa70Wq1cH19LffHMlCnqGeOzZjU5k6s36Y9JGsjk8nI7/j9fjQaDZyfn6NeryOVSmka39OnT2eAotFohGKxiH6/j0qlIokpVc+pPTLU8iN1bzIgo2+r9l6Zz7zRbqh3BLNxpNVqnWElMIOrRei3kJKvZh/VkjO1pIrnXQUFVWYcQRFm1OkPLi8vo1QqSRkEgbH5cf+yQHI+qPzW8WgaPSC8WlKC+BBMmRJFajQayOfzKJVKaDQaGA6HiMfjUv8wmUxwdnYmFx5zw8w7vaSvut3umYNJJcDAk91Cgdn787RmHNXMHrOh3KRqtmY6nYqBpxN2fn4uigLATC2fqsDUzONgMMCTJ0+kpoLIJTNCatbxPqj4vKgXtHJDTqdTyVJw7Nzo/EwWQCcSCSwtLSEajSIUCv3SDUYwwOl0IpFIYGNjA+l0WozQaDSSOlAqYbPZLDUwJpMJiURCsyEBZg8HHRAigmyJ//DhQywvL0vGt1Ao4PDwEC9evMD5+Tmq1apQBLiP+J5qhq3b7QqVgqAFlSx58DTaXMP/bp2jqhBtNptkqYjCMWDg3iGlii3l1SsfuJdVxE+dO+5DGhbWoP7hH/6hGGc6FaT20HGiMb+PU242m4WuurKyIjqC91VR6bLDnNrJjdR2o9Eozahevnwp1F5SiHjZNmmp9XpdnFhmKtmYhEyCTqeDSCQinRhdLhd0utt7orSIShlXg3WikQBQLpexu7uLTz/9FIeHh3L1h1pTWS6XRQem02mhuTPY5lkmpY9oLtkdrKcaj8eSeSc6z3Nzn6YVNHgE3+hAEwAje4EBO2t2AEgrdIJvy8vL2NzcFASfhlBtqkMQTTV6HDezSayFYtaFgaTD4ZCun1qEtousi9FohHK5jGAwiJWVFam/Jevi5cuXODo6QqlUkucjUNbtdnF6eopcLid6mc/Kuj46OHyNNFJSwjke3hF5fX0tdfbU63Tm7yJqV1U65/1+XzJIJpNJLjVnJvLi4kKoZ9zLBCtZ965e6M19xv1BAFW9aovvEQ6HRYdlMhnpyM5MzH1keXlZbHyj0cCLFy/wxRdfoN/v4+nTp3j06JFkU7vdLrLZLF68eIHnz5/j+PgYNzc3Uk9GQFdtwkEfhg2ReE1XqVRCpVLB+vo6otEolpeXpRnSy5cv8emnn6JcLgtoy3XQqkubzSbcbreUDzWbTRSLRRweHuLk5ATNZhPBYBAPHjzA6uoqxuOx1DteXFzg4uJCbCHPmWovaO/ovKpssUgkgmQyKVm5UqmEw8NDmEwmFItF2Gw2ATGBW5bCfQFVzo8KiDOwIU1PLf0xmUyIRCLY2tpCIpHAZDJBoVBAJpOR5kEExPP5PK6urjAej6XmnEA0M68U+gWk0TPJwrKC+wDhBDfI4OM5Ymdp+k+xWAxWqxVXV1e4ubmRkh9mRMmMU2We+aR2uqd9JUhKHXxzc4Pr62tpKGg2m6V2UqfTae46ur6+LiAl6zNHo5HYIuCW3aE2q2w0GuID0JaqZ48Bmto0Z77/iervMN4ge8Xtdsvn8cqP7e1t7OzswO124x/+4R80jZGgPPcigdP5HiXzmUEA4q+EQiH4/X44nc6Z+mu32y1nMBAIYGtrS0AsMoVYxkGdzOehngJmS7x+HQh3r3QON5R6ibvqoKuBI1Po0WgUyWQSHo9HDOnZ2ZkoXjqGVERMIfN+HSLDpKKS660qMx5g9TBoRSHVeji+Fx0ztqunkaISvry8xPn5Oa6vr1GtVgG8rldkXYPJZJJiZh6OWq2GV69ewWq1Ynt7W5DvarUqXcm4gYjcEqml00H60l2FGQU69zTealc6vj8PqV5/e+Ho1tYW1tfX4ff7MZnctmFncyM6cDysdNiI4rATHesqWCdGWjMpYxwPwYL7dCHjGlJh0CE3Go1yJxozjUTGM5kMDg8PhZ4KQOgEfA92A+bzcYzqnXEABLTw+/3Y2dmRupx+vy9dLtXDqbXBkYryUtlyHQHMgDcqjZrZtMFgIF10+TfqOIHXzZ/ovA2HQ7k+AbitnXn33XdhNBqlHpkOFADJtvO9tQoz0nRS2emW9QfcY3Qq6SC0Wi188803KBQKCAQCiEQiqNfr+PLLL1Gr1bC5uYl4PI6dnR2hFtHpGY/HUqdKSpnX65X2+aVSSTLyABAIBODz+YTWpMXpoTNAncVmMpy30WiEo6MjfPTRR/jyyy/RaDQkyFAp4cViUTr/MatHZ5N7lHPHQI1zxzmjE0c2AevI1etCtK4hM0BE2one8hyyCRAzaaz/I0pKOpnL5cL6+jpWV1cxmUxwdHSERqOBUCgk5Q5kaPC8E9Gls6g2O+DeYt0fg1peSq5F9Hq9gEzhcFh0fiwWk71TKBSkLvXg4ECaFrDOhTVS7DhKMIh3qfLOO+5Rm802c/0OA8p5MIpzWygUZB3vc9UBaX7AbaB8cHCAi4sL0W8EMCqVCtLpNMrlsgAWtVoNFxcXACB1qmRFTCYTqcViIyaHwyFgMN9DpZHp9XrE43EUCgW0220cHx/j4OAAqVRKc40OJRaLweVyod1u49WrV/j5z3+Os7MzPH36FL/7u7+Ld955RwIadpD94IMPpC6QZ556aL6uipRp2n52La5WqwIQTyYTLC0tYXV1VUAxduueb0qn1VYwMKNuZMOqw8ND6dyaSqWQSqVgMBhwfn6O3d1dZDIZFItFVKtVycCpoKf6Xe0Or9699/DhQ6ysrGB1dVWCqZubG8lkBYNBOQfqOmsRdZ45P2ofCGZcSPekHZ9Op5IhjUQi0uH65uZG9A8bU5E2XiwWpWxHBfJV8I8+gU6nE4CcCQS+r1Zhxp4BBKn8+XxezhFpqwR4yALiXNPfVANH9cwwiAJug0euQyAQkLmjXeH9s6TF0/6z1pF3hd9VPB6PsFN49RP3HbPflUpF2H8MggkUMvjhOVGz0BwnRd238/1DuG5k+7HbcSqVwptvvol33nlHepNoFbXcS41z1Ewrn0fNPrIueWlpCclkcqaHRLVaRaFQQLfblcZIHo8Hq6ur0oSU8YhKjSWQNx84zlNXf5VoDhyZuiY1gXcXkffOTVQul1GpVNBut+Wel+l0iv39fSmErlQq0kTn2xwTtsQmirW0tDRzZQeVDj+XSNL8xGsVHhJS4YhIjkYjKYDX6XRSs3J6eioBMBsVsMOX6qypmTwi+a1WC19//TUGgwEePHiAaDQq86Ly8Xk5LTNbrPF0u92asgHzHTIBSHDAA09HhkAAM42bm5sIh8NoNBp4+fIlfvazn+HZs2fC46cDx3GSfre8vIzvf//7+MEPfoBwOCzrxToHIjsEH1hLyE5W9xUeDqKCbrcbiUQCKysr0umMlGo2NKJCIqLP/UXFMh6PpdkPG0AQPaLyVbPWvKyVQAczj1Q+KuBxVyGNm0aKQqOpIvfMblerVaGTMshQ0VGVAg28zoYwE0DlOplMsL+/j3/5l39BvV7Hd77zHTFOpMDQcHMP3AdlJR232+0il8vJnWAEqTjvKjUxk8ngk08+wSeffILpdAq/3y8O+enpqVwFkEwmsbOzI8EZgzY28+IVCHa7XRq0jEYj+RzWfvDKAa/Xi/X1dfzoRz+68/joiHHvEJQyGAyS4dvd3cXBwYE0wvF6veKAFItF6dZMCh8zicDrGkqVdt5ut6WLMY0H14aGJplMYm1tTe6tYldgrcaS9aFEbvm8Ot1tM6FQKCRrzJqkZrOJTz75BN988w3a7Ta8Xi/i8TjW1tbg9/ulG24mk8HK/1OHtbKygnA4LGwJVf8QXWVAR9ols1c81/c5g8Bttoq2rtvtwm63I5VK4eHDh0ilUhiNRqhUKtjf38f+/v7MvXzUdWQtcE9wX7MJncVikcvIGVTSxtE+8dnZcIlUatpnvq7VaZ23nWdnZ/jJT36C09NTuFwuoatTN8zvEYIBBEP4RdDKZrNJ/Sv19LwdZzBB2ed+lQAAIABJREFUgI6NqzKZDPb29uD1evE7v/M7WFlZuZdDx8x1NpvFp59+KneVPnjwAO+99x42NzcxHA5xeXmJL774Ah988AGeP38uzf3m6W7zuk5tNMXXh8OhAHDT6VSAFAIhiURC7iQkC4nlOVr3KWs2ufer1Sq++eYbHB4eSifw5eVlWCwWATnOz8/ls7l2qm2bb0TE9QdudSP1pU6nkzO6vr4udbcsEWB9JANt6kQtogY+BPzZCEelqbMTOgABCwn4GQy3zfny+bw0FaGNJBhA0IbZTOpp+oXUIWRYkA5P20pbfB9wg3d9M4ij30kQm6ybSqWCTqcjHZ3H47FcSUXflPaBID1BOwa5FPaZYAYxm81Kg6twOCz2mPMbDoclFrjPPYdkGdDfXVpaElt/c3Mjd7+q3ZTVUgwGRmoQ/8vOCgMmVd+aTCYpTeH4e70eNjY28Md//Md4//33pcP6fdaQ/V9UYEk9z7RLanCndpHf3t7G+vq62P92uy1XFpH1Rl+N96qHQiHpRs3MrBo4qp+rVbdo9uiYJifnmB/MwIjp0Uwmg263i0gkgng8Dr1ej9PTU+zv70uLZiogHjrVABLJIu2Kk6hmO71er2x49S4dIur3ERWF4efRQeVi0vlma/90Oi3GkI4REX613oaUEyoas9kshcoHBwfSOnl1dRU2mw3VahU6nQ7JZBJvvvkmtra2JC3N2k6bzYa///u/v/P4OBYaAFLHWB8KQILayWQilzivrq7CarXi8vISL168wMcff4yf/vSn2N3d/bX1T9FoFNfX16jX63j//feRSCRkjehIMIBjcFOv1wXxuc8aAphxjtm4hsbZaDRKlzOic7z2gA0LiBSzpsxut8v7AhDlTLqVmtVgtk6n00lHvkwmI/Wt3NMq//yuwkw29yQzhaoxIMDB80PFzP8T6Sd6Od+wR6/XCw2MDh8bATUaDXz55ZdCQw0EAuIAqhlQ/q3WrDjXkLUGDJQjkYh0EVWz4pR0Oo2PPvoI6XQaq6urCAaDM9ce1Go1XF9fo1AoSBDGbsLFYlHusiLg02g0UKlUMBwOEY1GxSkgEERKJQ23FiF4ozqEfO92uy01VM1mUxoD2Ww2DAYDqV8gKqp2y2U9B0EZ0uzZ9ZE0HO4fngM2/eIVH6zNU+urtQhrcPR6vew/zhmD2UqlIjqfGV86kKQCr6ysIB6PixOUy+XkvkDWdHINWBNLwIJsAjp+KtCirtd96eNvvfUWNjY2sLu7ixcvXgCAAFPMYjGA5dgIsFE4XhXx5zmlsG0+KfzcCxwLHSE6ynq9Xhp7OJ1OeY1gwF1FrXkeDofY39+XoGlra0u6/5rNZsTjccmeZrNZtFot2YO8s9JsNiMcDkt5ANeB2SG1hwGz63S4VHAzmUwKXfXly5fY2trCzs6O5ovHAcg8MZMKAN/97nfx/e9/H+vr6zAYbhuj7e3t4dNPP8XJyQnMZjOePHkCj8cjgCH3G7M7xWJRKMmrq6sCVhqNRrl2ipd2M4Bhh8pwOIz19XXJOhYKBWHyaKXkEhSjDplMbu9yrFarApJFo1GhSvNieFL1WZfHAJh0bDqkpFIzU8oGQexqTWqdw+FAMpmUex5JRyQQTh1zn+YxlHmmkaoTGTSZTCb4/X5Eo1HZv71eTzrokjbdbrel9lK1cWwSpDIcCMzRn6HvB0D+npTP+zCo2MCJYBCzj8zw0VaXSiWpY6RvzfISVb/Rh/Z6vVKfP51O5exRarWa7O9Op4NyuYxCoQCdTic0fPamYOClZtHuKmREkA7NRmhsjnh6eiq2jEmr+Rsd1OfmWO+aNGJwTCCTHWdZJvPw4UPY7XYcHBzg6upK89VUwGtfVM3uqc9PUeMpBnterxdLS0tIJBICppPyfnNzI9cF2Ww2ofey9rzRaOD6+lqytyrQwudgEKslINYcOBKB4UZjwww6Ce12G5lMBplMBna7HVtbW/B4PDg+PpaGIzSmRIg4mb8sQ0iFzAAtGAyKE8naq0qlIs4gUQmV4nFX4UFR6xTo4FNIE0in04KGMLBVLxKeXygaflJX+Yy8doRB2Pb2Nt544w1p+rCysoJ3330XDx8+FPSJLaG1oh9EHOadGfUZqYQGgwE2Njbw9OlTJJNJZLNZ/Od//if+4z/+Ay9fvpSLaX+dNJtNfPjhh8hkMqjVavjTP/1TaZ7B7qlEAVkzp9Jr7iMcF8erdlGjsmSgzwCM2Q/W7qmXIfNONKIzHo9nJtBWaYd05NQAh1nbVCol3eqA14pCi7DrLQNiUheInqv1juxwqyLFDCLUTNW8qBkRfnGeWFN0dXWFZ8+eCWLNQFLNFtAB1CrMHLG2Yn19XRoAkb7FcXe7XVSrVXH+zGYztra2YDab8fnnn+Ply5eSFWdtMXDrNC4tLaFcLgsqa7PZxFFjYOb3++Wyb2YHiY6y7oWUkLsKg2yuC+lGDocDV1dXQkMBbgMkh8MhXaZZZ6pe2UPDySyIuge5zxlAcj8TvazVahgMBnA4HLi5ucHV1ZUYTwJbWpvj8AwVCgUBS+hY0aFhfe35+Tm+/PJLWU9mzsLhsIBoLHsgNbBer+Pk5AROpxM7OztC3azVagJY0FCr1MdvEwZvWiUej+PRo0eIRCLS+ZtrSCeVXQd7vZ5cJ0GdydIDAopqoK82ciBNkueJbBbWaarXWtAJcrvd8Pl8sNvtwozQeg7p7EynU1xcXODq6grtdlv2Kt+f4Cp1I88H98xgMJC9PBqNZjoUs0SCNp6d0xnoMHCkviZzxOPxSJ2gmo3VKuxE3Wq1oNfrsbOzgz/5kz/B9773PXHSM5kMdnd38erVK0ynUzx9+hTvvvsuUqmUPB+zUJVKBS9evMCHH36IZrMJn8+HH/zgB/g//+f/IBwOC7C+t7eHZ8+eIZ/P4/z8XK7hcTgcUiN7dnYmuhzAvZxy1hfSXjH4ZCaDV56wdOjq6kqAMnb4Za071+/y8lIon2x0GIlEpAb0+vpaKPQMjLe2tqTmkddBdLtdYVOpzA6tovovzMaQ3cP6PiYqeCXI9vY2VlZWYDQaxX9kEEQ/lsJmgOzLwNpmrjmpvAzAGESxoQ3vWY5EIvcCUY+Pj6XUifTharUqzDPWrzKJwkQKa1pVYUaWekqlV7MOVwUnVGo9O8wSHFGZTbRhBCW1CNeI7EO+D5scEeRUzwGBCvo3/x0he9JkMkkneqPRKOBCvV7HZ599hmfPngkrSavMB2hqHEWKKn+PgC59U3YsJnuEfVW4X+lPhkIhOef0m1hCRBCTHZbVPhRag0bgHoEjo312CqVSp1Gq1+solUqCkOh0OpTLZbmighkYTgwdXB52poLpZNBJ5gQR0aIjzwYP7XZb7uXxer3i+GoVi8UiRk+914zUBR7ITCaDdDotmTHWE/FONy7ItxWhkiah0gLJQT85OYHFYpHL6ImWE/knv1ydPy1CVFh1KOkA8/C3222pt3n33Xexvr6O4XCIvb09/OhHP8KPf/zjmc5cHINK8QUwQ6UqFotCUUkmk3j//ffhcrkQCoVQrVZFoVksFslAMtC+b1MgOlJqwE5UbDKZyP4CXneBpILkvXh0yFhvy7vx7Ha7dDNl0btafKwqBDrC7A7JFtPc61rvAOQ8E6FmnRgzfXq9XmobWUBNp5T7mc4pAGEPzCN3VCZq4xHgddOn4XAoDVni8bjoBmZ86BTftybAbDbD7/cjFotJN2dmT6iEp9PbS6x3d3exu7uLZrOJ9fV1aQ9+dXWF6+trTKdTqZs8OTmB1WrFe++9h2QyKdRo0nbOz8+lfTxp8bwyiPR5Km4GyFop8cPhEC6XSwIblTbKZkadTkf2HgDRPayXVfcDUXUCXpx3NStFKmer1UIoFJKrS6jfeDH9ZDKRxlc06lr1jNosplQqoV6vS6DB4Ih7cb5hA0EW3pna6/WkhpwARq/XQy6XQyAQEBq/0WhEs9lENpuVelWeLY6P9CcVMOJ+0yqZTAbRaBTD4VAyCnQYWXsUj8fxxhtviEN3cXEhXQ8J9FCPMFBhkym1NonAqc/nQyKRkPGq55jrDLyusXc6ndLCXitAxfdSuxvTHqldtOmEWK2395Amk0mhqdJpp1NLyiYzzwyY6TgSHPZ6vRgMBkKH49UwKjtCraunXtAqpMJzL33nO9/Be++9h5WVFQDA9fU1Xr16JZ1wl5aW8PTpU/z2b/82nE6n1MVZrVY8evRI1uSrr75CKpXC22+/jd/7vd9DKpWS+yydTic2NzdF7zDzmEqlEI/HEYlE5MofXj3D9bjPPuU6MqAga4zOKFkMzG4ysGfQSr+M1Gf6OLwmJxwOS+Mrg8EgIFe9XkehUIDT6UQ8HkcqlUIikZC6YNolZnu4tlpEBUxYKsPmPJxvZkBp82OxGB49eiSNe1iiorLfdLrXnfnp34ZCIcRiMaEHAq99Nz4LfUSWuzCzFw6H791VtVQqSWZUr9dLn41QKCRngus6nd42PVMb2am6m6AP2UMEo0iBHw6H0k2ewgw017bRaOD4+BiFQkECZ649qdZa15CNlXiFEGnOo9FIfMR2u41msyl1lkxAqSU2WoXMJtayqmeDASKDLnbkZ/d2LcIEmVrGRD+GjJP5WkxmEFdWVuDz+QT0oW/ncrmwsbEhdeicPwLDqVQKpVJJdCrw2s6pvrGaPLqraA4cSfdhhoH1Y0QaSXXiJaxUSPl8XhwaIoZEWkn7JIrFeh6/3y8UJrVRg9qen7Vo6h1adrtd/q9VETFQYUDLQ8HPJ12KjWFY08hUMamCaipYpS8CkDnj5bzAawVYLpfx9ddfo9/v4/Hjx/D7/eKkttttvPnmm1hbWxMDpVXYjUpFP4iWsV0+u4CysY/BYMDh4SE++eQTvHz58heCRgqDJSIaKv2Ksr+/j3/+53+GwWDA97//fYRCIUFOvF4vxuMx/H4/stksJpPJve5yVDnbPKDcKwQiuE8YNCUSCUGdSD2dR2IY/IVCoZliZNJa2QVSDZb4HFQ8yWQSnU4HNptN6IFsHnJXURsbORwOybCrz6o2KqDjyMwLKR9qN1LSkOjMq/VFauODTqcjwaFeP3vFB50A0rLnKSVahEACMxrzFDYiuzqdDqVSCc+ePcPR0ZEg9rVaDaenpzM0HZ5pIrbMFKiUWqfT+QtUQc4Pg0+DwSBj5hUvbrcbn3322Z3HR8XPLBupYJPJBFdXV9I9lMFeu91GqVQSZ5M0aLVrLXWpmuklrZZONmnZvLpBpet2Oh2cnZ2hVqshHo9L/RH3mhZh9202aSEYxDmnnmRjH1WsVitWV1exvr4uNX7n5+cC5PDqJtZTVatVRKNReDwedDodFItFoboSKGJzJ55FNsZRae1a5b/+67+wv78vNY5ra2tSa8LzQ2ol2/b3ej3k83k5i8ysx+NxbG1twWazyVU56XQar169kjpT1sZdXFxgeXlZ1ptrybodFaxiPet9mA0AxBmnzeV+57yyQZ1a98Z7KHU6HfL5vGRxJpMJKpUKrq6u4PP5RHdSh5TLZWnKQqrveDxGKpWSOyJJF+TVHmRFkPqtVbLZLC4vL1Eul6XhEutyO50O0um0lNewUQXp8mdnZ/jggw9wcHAgVNTt7W0At/pic3MTv//7v49QKITPP/8cu7u76HQ6WF1dxdraGjY2NtBoNLC/v4/r62uk02lpPsdGVW63e4ZqqVUsFovsyWKxiEKhIH0q6DtVKhWhj1J/MHvIBobj8VhquhnwMbtBUIMsJaPRKI2OWBZBeiX9wkajIXVaoVAIwP16UswHjtRzBP1Jt6feYZ+D5eVluFwu6UDKzBx9WwZVvAKDvQMY1KuMAAZetC/MYDKTxUyvmunRImoTPAIkPMu8soUgKmta2dBNBRiZsGCQqPbdUOmrBAtUyif9dwLTjUZDMlgEylibr9VfYykQAUUyYAhMkap5dnYm2UDGBXyO+waOBO/YHX08Hsu1FgT3TSYTdnZ2xHe7TwdulWWpftFHVeMF+mIs1djc3JTaS9pvvV6PlZUVuUquUqmIb2O32xEIBODxeKQ8i0mE+bJA4H6AlObAkSghszikqLIRAAPAUCiEcDgs6XKVTgO8pvfRSVfbxzMzREoci+V5NcNkMhFU1mg0SgZTzVC2Wi3c3NyI0bqrqBuQQRSdnmq1imw2i6urKxSLRUnpswse70gCXnekI7rAIIqKg/P3f1l7r+ZGsyw7exGgNyBIeIAGdEmbmZXZZdqUpntmpIiJkX6FbqR/pgtF6EIXGoUuRhq1qrvaVHVWVlp6BxoQBEFvQXwX7GdzA13dzZffnIiKrGSS4GvO2Wbttdf2dFaEEg4PD/X+/XvVajUbrnp4eKgPHz7YZyBMEBQp8IkDlUZ67kAJj4+PTXlydHRUh4eH+uqrr/TP//zP2tra0pMnT/T8+XPF43HjvpdKJesf88+QABzDt7e3p1/96leamprS559/rkwmY/0g0GFwLoxLCLp6enossIQTTxLC+4Hex3Po7++3w0nvlUdifDCWSCRsIO3R0ZH1nIHUoSLLniA5A+3LZDImCISCZ1BhFU85JTgkYaZvzScjXiAFiiBUOele5dMbYV9NIzAj2PWjEEia6Y3zFR0cTdBFD7B33jgY3guOeGdnR4uLi7q8vNTMzIyy2azW19f16tWrOgoptqSpqUnlclmrq6tWQclkMkaRYzQOMw5R3aT3kTN8dXVlypJBe4/on6HiIskc1eLiolH7enp61NbWpqOjIx0cHNi7A2WEfeCrgjh0EhhJZodwTMyeJQmA9QFSDkBA4hl0EdB3dnZqbGxMXV1dljh6SqV0p9B7e3ur09NTXV5eqru7WwMDA2Zf1tfXjTZONVKSnbnt7W3lcjnrdeQ+SJZQ36VSxXNrFCcIut6/f29nDHVdj+ITFFAZ8GOVdnd3LahlnurV1ZUGBgY0PDys4+Njtba22vBuAlUUt0muOJv4BQAO7t2rVT6mv0q626sfPnxQoVBQS0tL3SgmqhtUPOhHRhmYQJDAm96sZDJpvUJ7e3tWVWWfU4UGaO7q6rLqtBfTI35orLw+dMHSiEQiam9vt0q8dD/WZ2VlxcSKarU7xdPLy0t9/PhRv/rVr7S1taXr62sVCgVFo1FT5hwYGNDg4KC2t7f1v//3/zZgaX9/X5FIRNlsVtlsVh8+fNDe3p4KhYL29/eNjdDb22v2hdaGoPfY2tpq8RG9lRcXF9ZbSLDp/S8JANXuw8ND82nECBcXFwY4YX8PDg7U3d2tRCJhVWICXZJNwE6Sj52dHXV3d1slLWhy7KuxvhWDPj/pXiGcWZpQ+iRZHztVRapxfB52CdA5Ho9rfHzcaJ21Ws3aX6rVat3oC+igxKuPPYN9fX0GEmIzvQ4Iv5Pfu7u7a+AU98/ZgzXjY0cSGs4mtpO+U94J4zaur68NOOKZAOZS/AmysM20J2BLoMVTYcQmEFPWajWzC3w9iB0H4KDFDftDwk8PJ/2vXs8i6PLMQ+n+/fFv0n0CRxWUSRQoP5+fn1vbCPRnek03Nja0srKiUqlk+9jPfgTohu3m4zz8u+8R/qvPLugDaG9vr+urAQ0B6YWnziElQKCixdwukCgQU/qo6H0A8SMYB93iENIYGo/Hbag3zd9UB8vlsqrVaiCEgNEeVGhIGPf29mw0AIpLbDzoggRqvIBGtaLGcjRfJ7jjd3PfHz58UHNzs2ZmZgzBLxQKJqKRy+UCJ444hx+iY6AQeHt7q6mpKf3bf/tvlUqltLq6qm+++UavXr1StVrVj370I/3n//yfNTc3p8PDQ5tR9k//9E/66quv6lRDOdT+Osvlss1vHBgYsEB9f3/fZPpzuZzK5fKjgtZIJGKJEo6KoJL3QP/k5eWlUVgYUQDC798NVTcqlVQ36FcBta5Wq3XKnMwI9JU4+hxQnJ2amgqUOLJHfHLmgYhwOGwVQI8mgeyzd0le+R5PV/F9xzg8gjOQfp4Nc4Uae4oJnB/zDhnPI8kCAoAk0GMUB5eXly0JQiTjl7/8pVVrfL8fgE6xWNTr16/V1NSk2dlZdXR0aGlpSS0tLZqentb19bW++eYb6wlMpVLWD3VxcWHBAqBA0IAHyiniSFSNy+Wytra2bIzR0NCQSbD7pB+nTT8d7xuKLwk/czV5V1R4KpWKzeLzapde2p2E6zEBDzSx1tZW60/d3d21aidVARwYbAcCkWQyqaamJm1vb2t9fd0EAMbGxmxg9HfffafFxUVtbGwomUyaPeYMAIx5ISX2eSPoFtSOSvXDs/k7f3rGA7NsuU8qdPhK0PxQ6G7k0szMjFXkCD4JDAnC/SB2bJNXd5TuJfb9tTzmHre2tvT73/9ei4uLRuGi1cKfbc4DYii8Y85cb2+v0um0xsbGNDY2plwuZ/YZqrhvX8H3QokjYIMZ4EHAH2K3PGQx15ie6f7+fqOinZ6eand3V/v7+wZCHh4e6s2bN6pWq1peXtbW1pb6+/s1ODio29tbffz4UcvLy1a5oEeSvuH29nZLyIaGhtTT02NAd7FYtB5PKkDxeNyEWR4j4uRHZZB0S7L+OPqCqfLwPBGvwe7GYjGj7vmZjtCY9/f3TUiOvUCfMdR+/KrvDeR3h8PhP6GsP2R5n+NZFfQdYt9geGUyGbMtaEtgh1KplAYHB9XZ2anj42MDRABMq9Wquru7NTIyopaWFq2urur4+NjUTlFhpcrHc2cv014SdDFmw8fGHkQ6Pj62XrZSqWQMCKl+LBwMIFhAvAcPjhNrh0IhAw1YtVrNAAz6DKGvwtYKh8OKx+PWG/mQ1dTUZBXf3t5exWIxA6LJM1BabWpq0urqqsrlsvkp4rkg7WnYHSjExD0kdACONzc3WlpaMhvQ1tZmrIIgi3xAuq+S+7PsK9KIMQGeetYV444AsfHRjGwpl8tmN+gRzefzKhaLBniRl/iWn6B0+MARHUYeOhtBys3Njc2N498IYGlgJejjxdCMilP0qnBweTEqJIY4KpBmNgCGoFAo1FWbglYCeMFXV1emHoZUPTLVPmmEpkZgQg8O/3Gf0IXI8kncuD4OQalU0urqqh3ajx8/6vLyUrOzsyZRzAZ/TCAAaoyx8P0Ph4eH2tzcVEtLi2ZmZizhvry8Gz5LL+fAwIDm5ubMyebzeaVSKS0sLOirr76SdC/8wP1CAQXF4t1KsqCZ72U2G8Yu6MIpsk+9YaNyKKnu/1meQsDh5kD/kPBIYx8QFWOo0rxfhHUw3lQpEMwJshqr1iSMnB0ADz8bVZJVC0HmAAwwkp6OCPWFqhjviJ/3gSpVFBJjX+3CSAVd7AWCZea4Ym+Y5bq0tKQPHz7o+vpauVxOra2tKpVKJjDj74XFvW9sbCiVSmlubs6a7UnMQJgRaeJzGDtCJQQaZNDEw5996P84PprfmWGYyWS0urpaV9X1lCpobJ7G5BMyFP9gh0gyJsX5+bm9d36eHjYo99i6oPfn++wAAkks6OWjwgSKylBuWBYrKyva29tTZ2enhoeH9eLFC01OTloFDwGfxcVFo/ZEIpG6nk7OPecP1J3AjsQy6Eqn09rd3bVnCA2Md4sNIclPp9OanJy0f2PuIbYD1eVsNmu+Dko8bRdcs7dd+AJv0+l9gj5PX+hj+o1PT0+1vb1tfapQxHieVOn5Owk7AaAXLaKCVqlUtLKyopGREQ0ODlrvMbYV24K2Ack+1Ud6kRppX0FXT0+P9vf37TwhyiOpbv4u11UqlYwCWCwWFQqFDMwIh8M2Qgeq3fX1tVW/AGjwg5w3zj39ePQ8e3V230ITZPl2Gi+Ugr+gstRYxfV/p0IMEwEwingHv8LP8vmeTglDzM//JhZoa2tTf3+/0SyDVKxI+tnvgMH4IgLy5ubmulE5V1dX2t7etviSkUrj4+OS7uIkGHF8PgJf/f39uri40NbWVl1hBDsMw6mpqcnObGtrax3YEWSx76HX008KTZ9YsVgsGjgnyfYQ59PrUFBhZFYlPscr0UJTx4aw9zgvFI68+F4sFlMmk9H8/HygeyTOIkn0rDFPk4eZgUgNCXuQxTvr7++3EV+cjVQqpXQ6bQAkMQGAXXd396PEcTy92DMPpXvRK2w7veKM38PHU3CRZArNfn8CUOzt7dmcYujh6XTaKNbEHT6R9VVP70v+3HpU4khg4sVFfK8chqparWp3d9fEa6B64BAJzqBM4FChXVGBa7wJglUEJJqbm+3l8u/0sQR1JqCzBDZsWi8QQAJFrw6OBpQrFArZv3NYcSJcX+N1YRQkaX193b7OEOVUKqWxsTH19vYakgftK8hCThn6L5U4ehrW1tbU3d1tdKHG4fb8eXZ2pv7+fgtahoaGjG/Nc8Tw8Ex9rxk9W6jZMSaAg0mA+ZieAPpk4a9TSfMJH/9OcIwTJACBQuyDM/Y36l/sdfrETk5O7J7p7ZHuk1ECAJIEKoBBFTk5E0h/YyB4V420RulPRw7g5Hg3BKIYNb4GCOSDCk+z4JxSfWBMjJ+l9RiAA2dMwzdqjCSmGLf5+XktLy8bhbFcLpviL4t74Zo5O1Bgd3d3Ddm7vLzUysqKDWAnYUIcgiCL5IA9FTQgBwACuSWx8s8XWjTUr0baNw6HIImgxNODcSyN1WDesxep4XdDS+bM0PMRZIGS06NVKpWMfky1FkE0qNaIgk1PT6urq0tLS0taXl7W4eGhhoaGNDMzo6mpKUWjUZ2fn2twcNDmlM3PzysSiRjNnWv3gTuCTSQkHuF9DEBFAuRHjXR2diocDhuQQhIl3e1pVCqhX9ETFAqFTMyHxIEAp5FyzPtjAU76vUOwTjWFhOWxC5vJMz05ObFKDj1cfvwKFO9YLFZXybq8vBsCPz8/r9bWVh0fH2tmZqaO4eDBXm87uA9EkPj93j8FXVDdbm7uRj/5mIEKP2dBuqM2cpYYR8Gs0evra3348EFLS0tKJpN2DgEVSGQ4u42gGgEgdqWxR+4xVVVGEAGU4Aeya60mAAAgAElEQVQ8AMpZ8DadRaWOyg7ziNkPUv0IM1+58J+FvcUvAOw2N98pjufzeV1cXGhpaSlQ4kgsQ3W4VCrZnm9ra7Oz2dXVpdHRUZuVzdxm9hGKr7lczhhx+E+ok1CuESikh5zzTiJMyxIgLuA1rTBBFwJaPvamrQnRQQA0YmDiX+IDQBbvj1GY5Xl4IK1WqxkV3lPHeZeFQkHSHfCC6GVnZ6dVyYIswEqSs5aW+1EwTU1NFgMA1HiqLX/nXT9ksSehX19fX+vg4EDNzc3Wf4xQmWcgEtM/hhLvwVkPdnnAi/dCXEefYjgcrmuJampqUjQaNbp1tVo19fPT01O1tLRof3/fxsqxv/P5vK6urkwrgN/rY8GHgnCBE0fQW19dwLDycPh3EF+SLb4XA4ZzxcgyI4fNy2f5qhVGG0PnKaH0U1Ca9300D10E0KA1GDcUDVH+glrrhUqke/SXpMQrG0r1AjnSvdOXZA3NHqmm1JxMJu3nveBI0MS4Wq0aes1z8pS/1dVVpdNpQ0R5Jn4RlBDoIr/sk/xarVZHV2BDSzIk7uDgwAJHhIW8qAqBcdB1eHhoARuHnftoPBTe4XmD0IgQ3dzcGPJO9dyDCo1JGnvDO1V6s0DRQQqXlpYC3R/7ydPPOEu+78gjhZ7PTqAECs4ZgX7qUXDQWn7OPw/+H4oQ/XEkQgROj6nmRKNRo9zQU0MVi3s+Pj7W+vq6Li4u9Mknnyifz+v777/XH/7wB0NF+d0/9G6bm5tVLpf1/v17PXnyRMlkUufn5zZiZ2BgwIAVLwTAvZEkSMGpjlQdCLipKBBkw0Cgd5yRCrx3gtCmpvuh19xnYxANKu8DQ59YUjHmvQKKeCAnEokEuj+qerBO2Bv0VxLYZbNZU6sLh8NWYWXkEf1i0BxBYBHT6u/vVzgc1s7OjgXs9KQSAHmEF2VQDxh5qlSQBSjWqC7Ke2FP+IQOVcfOzk4NDQ3VzT/t7u62BMNXFb2fIXljP9O+4d8zQSzV8o6ODsXjcXuuQZdPzKDMIRDjFRXx+wAPgCJcH9RAdA+gUi8tLalWq9mge/97eS4kHF7MgiCOff2Y3qOBgQEVCgUdHR2Z3WJxH/gNbCIgWXNzswWfvb292tzc1M7Ojg4ODow6zVn7oUDXU6o9YInNggbY19dnw8eDJv98NskQft3bBOKNxndeq9WMrUPPKqyaxsT3z/28p3ET0/iKBs+Dz3/M/d3e3mp/f18fP37U2tqaMW3ofaWtZ3R0VKlUSk1NTaZbUavVrD2GKlNzc7MSiYTRHzlL0KmpmuZyOatwEhM0+lwP8BO/Bl3Qw32bGHbh7OxMxWLRihqs5uZmo7oTC/l9Jt1rLhBb0ufK9QLoUW2lIMMZJQY+Pz+3UWZDQ0OB58UCknA/qCoTn+L7fA+tdC/oh6APsdhDFmeY3kbedVdXl4lAwSqAYQAT5zFVY/aE9wt8vfH8x+NxY2bQisLILyjk+Nb+/n5dX19ra2vLigXSXYGIkU2tra1Kp9MmkENs6M9hY4HuX73iSPWMP/0N+0AbI9GIqBHUQskIh8NKpVJWffQVOp+I8rv954FSk8BicNnQjS/pIYuDCdpPgNOYYHD90NagItiDbTCQXrQAR8f1SzIZ4r29Pes1isfjevbsmaanp22QcygUsqDSO5kg9wcygbGr1Wra2NiwzdfT02NOhuWpKPSc+UqLn7PV0nI3ZDebzRplh8CTeXm+CvJDlS96gx4jjoORJamhEiep7vf4fcW9+fdDYkZAD5WjVqsZzQ4jy+/iOXh0l8ADgSe+l+Qbyu5DFw4IBB/1QRwflB0AmB9Chvk7xhDnR4LkxzDwzDxI4z8HA071AbVgkrPHCAJEIhF7xvRvXFxcqK+vT9IdOPDu3TuVSiX19PQom82qpaVFm5ubWlhY0OnpqVU+SeAbxRmur69N5CoSiWhkZES3t3cDsgE0stmsBavYApDfxh6RIAvKK8EoKC3nh8QLhsDJyUldT6pneLA8Rbhxvze+d/alrzT4d4ldANR5zP3RB+crX4hp3d7e1im/waKIx+PGVNnd3TWAC/ESrpV9BVWefqxisahMJqP+/v66PesrkAgt+SQsaEuDdBdo+eDS0wwRifI0d66dtouBgQH7GgAjAjBUdTiXJEXYfHwuSSb0c94rP3d5eWm9PFNTU/rDH/4Q+D4l1SWwjOMBcCAZQQAEIMQnBd3d3VYdBhBChOX777+vm5FKwk8MAbMJu+kFf9i/P8TiecjKZrM2bsozYxp9AMsD2ohqRSIR63dnDp4/oySgUr0MPr+P90k80KiESyU9SA8XCzG2Wq2mtbU1+1x8VaOwGgufBaAbDoct2aLSGgqF/mRv+6SU5wXQhX/yAiMAOFTMgs5tJqHf29vT/Py81tbWjEUBTTqZTNos4NbWVhNxJMmDGsm1QV1lhA8xFsngxcWFqSVTlZLuwDIqstfX13Vx4WOSDZYHIPzMVz/SpjEhbWSYSDIQWJIBPPgh2C9+r/u4gTiIpJFkm+uJxWKanp7WxMREYH94e3tbFz8DKJ2dnZm4ULVatZgYQHtvb0+Xl5cm1ENM+9fAMRgA4XDYtBl4V+3t7WYrq9WqCbNxrslTgi5/nrExAG18DaAtk8mYgBOsjP39fe3v71usV6lUtL+/b/4LYAM2SLFYtD75ZDJpI2Hi8bhVl33u1rj+1SuObC4egqQ6I0FQwsPCOePMqEBiVAl0+DdoBT4wk+7pqbxoH5CSKEqyKp9PBoIsHhjODoSxMclZW1szQ0rA5hvCpXq6hj/IHBQknJHDRt1Muhs6++zZMz1//twGrzI3aXR01BD1oM4SegbN8GweAlCqHKurq1pYWNDQ0JBVAXmex8fH2tzcNJpub2+vNQ9LdwHs9PS0/vEf/1Gzs7NWIdja2tL/+B//Q//3//5f45ij6OjVwUC0fTUsyPr000/V29trM7pAYRqNKQYRx41B9oED+/ni4sL6XTmoOKbGz/NnAGEAAlr6cVtbW5VKpey/jY2NB98fFQ3pPqHnPGFIfCXcAww+eeQMkWyS5Puz4wMgggnfYO9ps4hWQCEjCXpMxZGEhUHOBwcHptp4fn6u3/3ud/qXf/kXnZ+fa2BgQDc3N3r//r0WFxeNVoPaMQkyewvkFuNLP/PV1ZXNKcNO4SzC4XAdHd5XIR+TPLLXAW+am5sVi8WMHhsKhayPm7451P58QOqrO1QyeC8kTN5h+T5dzr63V9hPzoIXYQqy1tfXjYlwfn5utD8v0AG9jFmZ9MkVCgW9f/9epVJJ0WhUAwMDVsHx+zAcDiudTuunP/2p0um0CoWCBXsExVJ9hZag1Yt2+Qp6kAX6y/tj9A1OmWTLP3N/hqB2+mqipDpxI4Jg7+ipevCuoVP5+6Hf5fT0VLFYTIlEQhMTE49KHD37gs/14wsACEhefWUpFAoZOMW54znRo3p7e2vz2QCgJBlbhHgDWwPFn4AP+/2Y/k2SP5QT/fsiMSc4h+2DXcxkMnr69KlSqZR2dnZsXIAHmf0zREiQfeD9Ee8UsBTqMVTZWCymnp6ewIljPB7XyMiIurq6bMzV1taWtfkwW9WPqfLXBNvg9vbWNCyk+tjGx1jcn2eEARwz3oc9TQ80tpmEK8i6urrS0dGRiRcSTHMmWlpaLBEYHh5WrXaniou9J6EFmGIBWDCflfYk9ihsHcaTSDLKJjaqs7NTuVxOIyMj1jf3mKo49ESAWapz9MAODAyoo6NDOzs7BkLf3NwYKBqLxezskRjDTFpbWzMBSsam8N5OT09NXdfbx0gkoqGhIaPWQ99F/RNF8Icu2n0AEaCsUmQATKPCxl4EkITeiro5o148qMqCfRGPx9XR0WHCZCRWqVTK7oUz2dvbq729PWPQPQYoJlfBLuK/eRcwOfjdyWTSxD69kvbFxYV6enqMCYW/RkAPfQt8J2yItrY2q9amUinz7T/EOMD2/SWfGDiiA7XwSQsGkkMItYz+tc7OTh0dHdWV2X3WTSmYh/dDGT3ULhrVca4YV+hQviriebwPXRi+cDhcR3egKjEwMCBJhuBBpfN9Rzh0vzy91t/j8fGxdnd3VSwWbT5LR0eH9fpEIhELeEdGRjQ+Pm6V0McEOzs7OxYU4nwZ6JtIJKy3bHNzU4uLi/rZz35mQR2J8eHhoV69eqXt7W0zXvSK8Qx7e3s1MTGhTz/91ICBeDyuN2/emKEmkbq4uFCxWFShUFBHR4fN92pUPnzoevbsmW5vb7W5uanb21ujP3CwPN+8sfLZmFjiCLxgACgRgbyn/VFtbKwse4GkarWqjo4ODQwM6NmzZ8rn8/qv//W/Pvj+/B7DeJKcc82+z41rgGLJM/U0V6oJ/AlFjLPG53oKNp9FwoghIwDhz8f0VhGwgfDivJqa7noeUPllUHy5XNbXX3+ttbU1SbIEEHokwR7BAFUiEuByuazl5WUNDw8rkUjo8PBQpVJJ/f39ptrMLL5QKGQ9J+yjoPsUkCwcDpsgjhdECYfDhsKTgAE0+Qq3r7g0shuoGLAXmpqajEXArCcqslR6fNUSahp95EFWuVy2wN4LumDfeO4Mqc5kMurt7dXp6alWVlb08eNHnZ+fa3h4WBMTE0qlUlZd88FNJBKxBPHk5ESVSkXb29vmWGEssJ8BvhB5kv5UPCnIOwS0pJqKCAhnw4Mr3lbwPPEvvhog1YuW+fslmIHW71srePfQEgEHE4mERkdHbfxF0IXSrVe/RvTIJwq+Eoq/8xR6fAzgAaAr1+1HzZCsEkwS5Dc3N1tLytHRUR3FMGi1Sro7U/39/dbX74U46DGkR4z3zDUmk0m9ePFCyWRSr1+/1vz8vKkwNyZU2BtP6/dVvo6ODsViMVPg5nxj8wAKPB3xIWt4eFiDg4OWdELl9gwTqOLYOJI3byNQeuf3N9J4uWbGWXigEoGOWCxmYBwtLoh21Go17e/vB35/x8fHWllZ0cbGhl0blEqo9kNDQxoZGbFqC+M3uru7LVBnDIsvVNCHLN0rh3s6Kn3NqVTK3qev5pJgTU5OKplMqlarPWqPFovFOnrzxcWFAalco/eV7C9AyXA4bAPk/bujGEPvIH+Hmrq3t2eJFQuWR39/v/kJhFxub2+1tbVlceBDF+rbnAV8T6lUsuvEfnd3d9s4mVgsplKppHK5bDEI7+/PnRPYcLlcTtVq1QQ2R0dHNTExocHBQVOupUebQkahUDC2XNBFvN9YcfSgLb2N9He2trYaKLK7u6uDgwPd3t7auYnH46aq2tbWZiw2Yl3EPXlfXV1dSqVSBqwWi0VLrn3rW2M7xA+twIkjyni+fO8PKkEXoxTglzOviq95lTBoqT7w9vQN7xRJOqH7EAwhTIPBpZrW2O/z1xYVrh+ifRGwxeNxoyUxj6tcLtv3+b4olkcY+LdisaitrS1DdS4vL5VKpTQ9Pa2ZmRl1dXXZ8x4dHdXTp0+VTCYtWHkMNef29tYcISgw8ssIWJCkHx4emqhRNpvVyMiIJXn/8i//Yoegu7tbNzc3WllZkXQXFC0vL+u//Jf/ov/5P/+nqtWq0QZXV1ctgICed3V1pbW1NX348EGDg4OamJgwI/kYmuP19bUWFxe1uLioQqFgjiqdTlsAilKVpLqEjvf8QzRj0Bma1TGeJKLHx8eG+kFX6urqUjabVT6fV19fn1UrJRlyFHSBXtPUTTAJyurRbZyYdE+R86prvGuCe6r6JPeNdEbOOtfB0GBPXSKIpJLzGIADG0OgReBMYz6UpOHhYWWzWUs2jo6OrCeEaiPcfpBNbBCCDzc3d6qP7969U0dHhyYmJtTa2qpCoaBSqWSIOdfhqfkET0HtzPX1tQlf0EOzu7trAUIsFjNUkL5DL+Jye3trCaFnekDZrFbvB8DTBwd7AmoRKrRU5Xku2L5arWY9gUEr/yQ3BDSAiij58nUqdJKsCry5uan9/X37GZQu2V8+eb68vFSpVDKFRAC4zs5OJZPJuv4RZo0R/Hmg5THBANfi+42oxvlABnvNPqEK74GlRsqQryrze9hzgGqAozAQoAVDbTo6OlJnZ6dmZ2f17NmzwLaGqmIkEtH09LQKhYL1/1LFJVAmuGM/Xl1dWVURXwUYi88hUfRKz7xX/95ImAEIGDtAH3IikVA4HA6s5Mhz5roQ4Tg9PTXbTBC3vb1te4SqTSqVMmre+vq6VldXdXNzYzRlr6jpxWlIODz429vba+ObEEii2sgeosdpamrqwfeXz+frWg84U6huh8N34xPS6bR6e3t1cHBgfhE7yjNHGEi6H8kByIgwXjabVSKRMIAqFLoTvoOWzhiPWu2utzCdTmtoaEi12t3Qea8K+pC1t7en9+/fa3l52frQPKMGmioUeCqtUBKZm0rrj98XXV1dZnPD4bC2trbq5vlhq5l9KN2LAJ2enhpNMJlMWvvPY2I2bHq5XFa5XLZJBQcHB3UshHQ6rebmZm1ublqCenNzY0J9aIl4sBy7xT1L9WNofNLY3d1to5JCoZDOz8/V2dmp0dFR5XI57e/vq1gsBgaK6THk7OOHPKvGU/RDobuxJolEQufn5zauB+X6vwZWewYNjAkA4kgkYrkJdp0Ekvg96JxK6V4DheUpqpzxzs5Om98KuA2ADQgYDofr2vr4HAppFHcAo/f29hSLxWxEUiKRMMZho1ou1/nXkkbpEYmjV8nE4HLIksmk0um01tbWVKlUjL6WzWa1v79vFUh69DyHmoeEwSQJjUQidZsK5wIvnZI7wTGla+l+XlCQBVqIs2pMHKnW5XI5S3oxdnt7e+b0MCoE7zgQDi5GslAomDGKx+Oam5vTJ598Yo6VSuPs7Kyy2ayamprM4D+Ga93W1maUDa6XwBIjBCJCJTeTyehHP/qRXr9+rW+//Varq6uW6BNMo/rIgZ2fn9e3335rG7Cnp0e5XM7Q64mJCVOFurq6UrFY1Pr6uvUnIjzyGPrRV199pYWFBetPIMBhRAYN49I9HVOqVw6keuwPFiMYqHJlMhmFw2GTESeYl+6TqoGBAeP+t7W11cn3Q88JmhyTvGB0SO48eEKwIt33q3AevcgCAS2VARrMqR56FFK6p7fiUBFP4Psbr/Mx1UZJlsAQMDKOY/WPM0WZ29jd3a3j42MTCJBkTfV+JAvBKQkEFVOQ5MvLS62vryuXy+nJkyfWU4ySGVQmxFjY7zAggo6ruLy8NEfP7C1mFYbDYWWzWdtbJFqRSERHR0fWR+dp1rwnzqyv3BAkUGEjeMTBUIln7lM6nVZnZ2fdAOigiSPUNAIAzhF0N66vtbVVPT09Vgkh6cE5l8tlo3Hz7tjXfN6HDx/08eNHlUolExFIpVImZuH71nwy4qnUj+lx9OABFMzDw0Nz8L5lAmeMXyFw8T1K/rx4VLqRCuj9Egknif719bWKxaL1seTzec3NzWl8fDwwTe7k5ES1Ws3mZ75+/Vpra2uWUPqKJ3aIwBiVbuhVvGvfXsJ74Od5p9w/waLvl768vLRxR9FoVFNTUxoaGtL19bVev34d+B0icb+9va2dnR1jH6RSKUUiEQMbNzY2rGKI+FIul1N/f7+2t7e1u7urvb09e0c3NzdGnYxGo3rx4oUxacbHxzUxMWEjHS4uLhSLxZT/41ir1ta7kUJ7e3va3t6uo5cGrVjRCkPFEEEQgseTkxM7q1QL8WP05lHh9b/79vbWkiNUxbu6uix439nZseQwkUgoFosZQwZF3kwmY5Xs1tZW5fN5nZ+f67vvvnvw/S0uLmp5eVmlUsn6b9mDvb29mpyc1MTEhNrb260CA9PEx2cIsNBq5GMhWAqlUsnoqDwjqL7VatXGRkmy3jt6J6X7VoCgC8YWQi2cPyrCHR0dJtKDyND29nadiGO5XDZKo29n8AtAjefk+3JhkSWTSavCdXd3a3R0VLOzs2pvb9fW1pZ2dnYC61KcnJzYjE//TKmyo4Xi22J6e3tVrVa1v79fB6Z52r8H/KX72IX+TkAP2Em+6snP+aQumUza+JHHvENP4fa9zdKdLe3r67P5jKHQ3egvYgM/f524EWDY98VjV7GVzKDnnPX09Kivr0+xWMwAwMYWg4esR1FVfQWCzdXd3W1NmNz01dWV+vr6zCihmkYAQHMtzZygWNJdxWFwcFDd3d1WNvdoGAErgQ/9WZTr6UsCHXzoaqQsUmEiyfHOzDfZFgoFo5axQfk3Fv+/v7+v7e1tawa/vr5WNBrV3Nyc5ubmLJjt6OjQ2NiYnj59alQAqjmP7R1LJBKamZlRpVLRwsKCNjY2TM2PZwuaQbl7YGBAX3zxhb7//nt9//332tzctHI+VCuv1ibdS/yy6Ivkfp49e2YIMoEriI7vqXwMVfXDhw+6uLhQKpWy5I7PZ3YdDsYHLD6w9NxzDngkEtHw8LBmZmY0MzOjeDxu88dKpZKBANLd/k2n05qamtL09LQSiYRRoXjOlUpFe3t7gVXIACLYm6BEINwgdCTgIPs4RpQOQTIbKbv0jTQmlwTaOF16CKnuEWh4ep7vjwq6CF7o42hpadGrV6/0//7f/9Pl5aWGh4d1dnamlZUVra6umlMB3PE9twRE7G2qcyCcPDdQ0/7+fpuf9+233+r29laTk5PWH0BfFsqoQc9itVq1fldsGM+WgKCpqcn6RQjIcBK8G94jPeTch6ezso+pEuHY6fNBOZo5ioyM8Gcy6OLd0xdEksBnAV5Ac0omkzo8PLS+PAKepaUlVSoVs6skmPig09NTG7Du9//5+bkFBiS9FxcXfxIwAYA8ppean+EdnpycWNJLUIq9hkpEwEIwxtkF2GBPErz6ZNKfKZJHvgaV8urqytQ9e3p6NDs7q8HBQaMnBn2HnBlQa0TCKpWK0um0Bf0IfWGvoU3t7u7a8Hrpvj/bsxEa+2u8HeYZEezR93t9fa3Z2Vn9/Oc/1+joqAmeBF3fffedKpWKtra2VCwW1dzcrL29Pevtz2azGh4e1vr6ulEcI5GIJXn4NeYl8m7Oz8+1tLSkWCymqakpffnll/r000/tjF1cXOirr77SmzdvVKvVNDw8rKGhIUWjUTU1NVmP14cPH/TmzRsTzAvqD9fX1+v6auPxuBKJhIrFovks36oCiI1dYQZ3pVL5E/rf6empzdhMpVKKx+NqaWkxBlUoFDKQNRqN6ujoSGtrayqXyzaCg7mgoVDI1IaDJI7v3r2zGdNSvd4GgmfMbSwUCtrd3TUWhwf8M5mMCawB7l9cXKhcLmtlZUUrKyt1oC/nkLYjziOiisS46AfgBx9jS6lgI/xCPzx9r5LsOi8vL5XNZtXW1qbt7W0dHByYT0ehOp1O1zFXSF5Q14ciyiJxIk7k3U1MTCifz6u7u1v7+/uWmHZ0dFgc9JCFPwOA9ZV6KNDkHSSN0l3BATE+6K2SLC9gpAp2D2oyDDk+j59vZJ14v0VM71WigywAA2wqMTx2jkIZvZc3Nzc6ODgwiiq2hbhjb2+vzseUy2Ubm+KrhTA9EREk/uvv7zdxRx8HP7Rt41GJI4sNiROkzNrS0mJiJzQJ+8G9HEqSRLJlONnVatWGDYMIeUlkNjCBlFey81UKKB9B78834ksyVIIeIAINjyg3NzerUChYb4k3KP77GLS6s7NjyHs8HtfMzIzm5uYUjUYNOSLJGhgYMAQBB4ADDupIGFvw5s0bbW9v682bN4ZCQDukkgPlEzrQz3/+cy0sLNhmJCglACaxvbm5MWoZRphqciqV0s9+9jO9ePFCtVpNhUJBGxsb9hzgbfN5j6E5/uQnP7E9Fw6Hjcp2dnamUqlkfVFewEFSXRLhE0i+p6urS+l0WqOjoxocHFRXV5ehzIg2AYhEo1ENDw9rbGzM+iRQCSXAL5VKJi0fdHkBjlAoZImSN6AkXpxRKlf0/dHP4xUZqVyRdPiKCeqWGMFEIqFnz54pl8sZi8AbesCNx9CNSWb9WT48PNT333+vxcVFG9a8sbGhb775RltbW2Z36GHjnHraEYk2dsaLX9FTsLCwoOnpaWUyGW1sbGh+fl7t7e3K5/NKp9N1I1iwPUHvsb293d4DCCRf45qxn15Ioq+vz6hK7CMqn42Lr2O36EPF+XlKNQAAgi2eGsk1BFlUKRiajW0mgeXz6FUh4dna2jKgg0T+4uJC7e3tJmDix4eQdDOQ3p9p/1x9by/0JJ+APaYSgH3D0UOj3tzc1OjoqNlADz75MwuAQWXA90D6igdnEGCBc+WTztPTUwP61tfXdXZ2ph//+Mf6u7/7Ow0MDBgIEHTRXxePx5XNZtXT02OBSz6ft3YDRBuokhNstre329glX/EkGOOcswhavAgSzCFaQ9bX11Wr1TQ+Pq7PPvtMmUxGJycnSqVSgQJWScaeiUajFnCThGazWbP36+vr2t3dNTXLeDyuy8tLvX79Wu/evbPeZ6794uJChUJB7969U1tbm8bHx+vGX717906/+93vVCqVNDIyoufPnxvLAIXWnZ0dC+48YyDIOj8/N0o8Ii8Altvb29rY2FBfX59ROqFbs5+oiFJ9bvxsKlnER9Vq1YT+mpubNTY2prm5OUUiEa2srGhpaUlXV1caHR3VyMiItY40Nzdb7BFkra2t2TMC5OJ6YMChu0FCi6+Ehs8ooFgsZnYAG7W/v299e4zvIDak55T2B9g8VKR83zNn9jFJx+joaB39NRKJKJVK1fWStrW1WTIRi8WMuVKr1Qy4ub6+tlmUjGrAvp+dnRkV1lcaJVmyho8YGBjQ5OSkhoaGFIlEzJ7F43GLAfws8r+2SBo5554+6+MZb6+JMfv7+3Vzczeyand31yjInZ2d2t7eNrCQiiHgANMQBgYG6hJpaMmeWelBrMeq4/p9ReLo7Tp0birCp6endk8IMvI+2bvYA6qZvujFu4PivLOzYwrmPT09isfjFidJ93O+favAX1qP6nHEeRGYeMWg3t5eRaNRFQoFlctlU8eMRlGfMBwAACAASURBVKOGaNEnR18gjo8AVrpTkkLSne8hgIJqRvAmyaqCIBCRSMQqkEEWvQn0bPBSPIWVZIKeMJCL9vZ2raysWE8VjpGGd98DB702kUjok08+0czMjDmV1tZWjY6Oam5uTplMRpL+hIbhFbKCrM8++8z6ghg8z0aU7ugdNIx3dnZqaWlJbW1t+vzzz/Xy5Uv9x//4H9Xa2qr//t//u7a3t00gwfcLSvfIMSh7rVZTX1+fpqen9fLlS6P4vHnzRgsLCwqFQsrn88rlckaBIkENuv7Tf/pPhih+/PixTsSiXC5bvyVVM5JwjARgA++aBB2HhMHm3rq7uzUyMqK+vj6jdtEL0N/fr6amJh0eHlrfEVUq9khQynFjwMh1ecEFKleNlQzU4Aiq/TB7UH0WwR2fieMgsRwcHNTf//3fK5VKmbCBr4D5vRB0+X6UpqYmG8+wubmp5uZmDQ4OKplM6sOHD9rY2DBHQNBGwItz9KghzhJDzPe3tbWpUqlofn7exsmAzjNjFro1ewYnF1RJzs9Go+Efygz7X5JRh0jco9GogXfQnHnOAEs+SZJkewHUuFEkobm52SqsVPBAy7GzQamcTU1NNpMXlJPgEltORbxarWpxcVHffvut1tfX63pwfe8f7wab29fXZ0EuZ4qqKs+EswDYxtegimMbHsPeABzB2VcqFe3s7Ojt27cm/BWPxy1g9D6Fa9zf37c+WoJoL8jm+65JHD1VnAo01aOPHz9qb29P0WhUn3/+ub744gvFYjELroMsH0C2trZazxtCaPv7+9YnTFUV6hOKklK96rmntHpKINfG/3u7y1mjgnl6emr2lQpdT0+PxsfHA/c5UmnLZDJ1Yhubm5vGpBgZGdHOzo6KxaIh9MfHx3r37p3Oz8+1ubmpw8NDAzu5v6OjIy0tLen4+Fjv37838Or09FQbGxsqFosaGBjQT37yE/3oRz9SPB7XxcWFdnZ2tL6+rkqlor6+PuXzeaO9Bj2HVFmg1lOhIJlngPzw8LDGx8ctYMW/EK/9UNJKUHp1dWU0WN+vm8lkNDk5qdHRUZ2dnWl1dVW7u7s2wxR/74HnoPfn+2jZL9Bg8/m89VUyIJ3YjjjPg4h+EaBTzGB5oI+quqcZ7u/vW5LZ19dnYHJPT8+jk//Z2dk6kBIAAt/laYzYPfpHKdBwvthf19fXFuPRJ+jpqdI9aMS8XEbXTE9PK51OWyUadX32VlCqKvbF99fBOsGm8zuovkKdHRoaslhqe3tb8XjcxvtBY+3s7FRfX58SiYTZr3K5rFwup5mZGeVyOR0eHpqCalNTk9lkwFafRD5meX+EfSCWxz9T0CDZh64OaMP3ezAdoTn2gi8CSPczw0ulkmKxmPr6+ixJhfLvBbt8W8dfWoG9JTxalONIoghM+/v7NTQ0pEKhYGhNOp1WLBbT7e2t1tfXzSj+pWogdCMWtDjUuUAgUajkcPKicWIYzIcujBeO2iPXBAAgoV41jqSuWq1qa2vLBomTXFAxodLY1NSkVCqlyclJTU1NKRqNGjo/Pj6uZ8+e2Qy5m5ubOkEE30v4kLKyXx0dHVpfX7dr5J5BpKhawc9HeWpzc1MvXrzQl19+adWZ3/zmN9rb27OE6IcW1VQoK3/3d3+ndDqtarWqQqGgra0t61ehUse+Oj4+1u9+97tA9yfdBQMo93HoqKBKsj4oqJU8w0bE36P7oF0gR+wRxAW6uroMeWMv0t+FoTo4OLAqEuvo6Chw0uEVRwmsMLo4Fhw4VTX2zPX1takQ+kZqnKf/TH4PiDA0UILc2dlZTU1NGe8fQyTdj0CQgu9RSda3yL6an5+3BAGKE5RvjB8VRt+TiqPB1mB0uUcqbPzH7ygWizo/PzcZe3qCDw4OlEgk7Dn09PRYT0mQ5fcWojHsL54bToGKXzgctvlZ/Nz5+blV5LCHvveR+yUR9AkSATlS3SCdp6en1l6A/Qsa0KGmCmWIeyBxpF+4paVFx8fHKhQKdVRvFv7l6urKemgQ6UCkwQtBYNNICLHb0LKx1ewT6Eyc+yDr/Pzc9nkikVBLS4sKhYLW19f17t07m8XFGSNRx0bQf/bx40er+gAmIHLjZ+1i80kam5ubLTDc29vT27dvrTr+7Nkz62X3gEKQBYNkf39fCwsLWltbM4pXsVjU2tqaAY3YV1BsAiFsBoO2fe8Qz8MHKtwnfYT8/Onpqe2PwcFBY84AoLJXgi4qwwy2397etneaTCY1PDysdDqtmZkZm62JNP729nbdWCYvdsOzpqd3eXnZgCZop+Pj43r58qVevHih0dFRdXR0aHNz0+YRnpycmJ3mvAdtayD2oSLX2dlpifDS0pJWVla0ublpYyMmJyd1fX2t9+/fa21tzc7RDwXMsAJQW0W4I5lMamRkRHNzc5qcnJR0VxmENpvL5TQ9PW1KpwB5VNWCLGwdPgpAMJVKaWRkRD09PUZ15xxwLx7wgNFVKpXMD9Bagh3l8wHFoafTf47fD4VC9jzOzs7qeu0e4wv9PGuuF+ALf8EMVV/0aGlpUSQSUTKZVKVSMRqjrzy2t7dbtdHTFQEUu7u7lclkLGGcmprS2NiYOjo6jLJOywwg0mOXtwlcJ+JDgNYAa9hxRAGj0ajNOuYeKOYAesPw4RwgjJTNZlUulw1Yvbq60sHBgYGyAD6sx+g2YJv8MyY/wYbSD4s4UbFYNOAc/xQKhaxiCNiLPyN+x+/65BHFcarW0FUZwSLd24qHJMeBE0cuDuUxaHYkSLyQkZERnZ+fa29vT01NTfaCqNK1tLQYPZWH6Z2Ip/dwMHlYiLkQDKK8B1efatBjOOU4NR9IkCD43hMQD+l+fiX0mnA4bPLQqGA1Vlb7+vr05MkTTUxMqLu727jro6Ojev78uYnvgIpR8WykCgelPsDV91xoDil9Msz0Q4mpo6NDx8fHWltbUy6X05dffqnh4WF9/fXX+ud//md9/fXXWllZsQCO9xaNRvXpp5/qP/yH/6Cf/exnymQy1kuJciLVDmiVIM0EsV999VXgasA//dM/WYAaCoWUzWbt8KCaVyqVTFWW0rx/x56myrNmYdhIpgju/d8BU+j9gX/u0Xbeb9Bma5JY1HFBykgeCTS8+A6GBWeJ4SIwAzBpFElqdMq3t7fKZDL64osvNDc3p5aWFpN/RoEXR8u+ekxQjlOiWrG8vKxyuaxkMmlCH69evdLbt28tMcHRkBjiYJkjSGJLMM+76OrqUq12J7RSqVQUDodN5XdoaEiZTEaXl5fa2toyhbympiY7myRJQRbXRPKGk4OqSg8k1NhyuWwzmlBHa29vN/va1dVlPW7YTOwU1S3she/fJmkkOPHf01jxCrJw4ASFPC8+iwb9cDhs0vLhcNj6F/kZSXb/JycndclhqVSyHnkSQZ+AAGbWajUDkaDEcR7wZ4+hkPGz2M54PK7z83OdnZ1pfn7eKP/5PypbNlbWSCSo1vi+VR9geIqt7zW6vb1VuVw2yuHCwoIqlYo+//xz/c3f/I0ikYhWV1ethzToO6TXeXl5Wd9++63ev3+v/f19Y4OsrKwYKMEolUqloqamJgM9YFz09fXVzbiU7pXGvd/HtpI4dnV16fT0VDs7O1pbW9P19bU+//xz/cM//IOGh4dtNEGlUtHq6mrgd0gwSaV4fX3dErRkMqnu7m6r+kH5//7777W6umr0W//eWPhq3/ZCjIAS5Zdffqmf/vSnyufzpq5M1XhjY8OAMZLIRCKh58+fB7o/RjmQ1GIXEP4hAf7mm290e3urJ0+e6OXLl2Y79/b2zLZ79hD+Cxvj21wGBgb09OlTzc3NqaOjQx8+fNA333yjYrGoeDxu/wY1lzNLEhhkhUIhA73oJ4SWmE6nrXrEnGlP4/OtNYg5ISoDmIrN5T3jM6rV+/Fcra2tdbMEh4aGLM7F7qCr8Ji1urpqIGU0Gq17Zh5sBBwgZru5ubHEoqOjwwSWpDtgjdFsjS1Btdq9FkI8Htfo6Khevnyp58+fa3h42CrYKHRS8WSP/bkiwp9bsIKwATAyuD98um8LY89Jd+ydwcFBdXZ2WnVNkoGsgOUUI2D6oWDMvRDHASaSYzCe54diwYcu9pzvIQRAjMViJl5ze3tr7QY7OzsGGEv39qW1tbVuZja+D4aVL5bxe6GVl0oli39IWL2qdWM19M+twIkj1CKCV9+nwUHq7+/X+Pi4Li4u9PHjRxWLRRvLMTk5qeHhYavCwOWvVCrmOEj6IpGISdP6IcK+UZgAuq+vz+T3OQgP4eo2Lt+Xx39eKIWv8Qw8JdMLwoTDYRWLRZ2cnOjg4KBuVhfBL8qiHPZ8Pq/Z2Vlz8iABVApwPF6FLmgwsLS0ZMkGz4bqB86OURzValWpVMoGq66vr+vi4sKG6fLf06dPtbOzY4eN99jT06OZmRl9+eWXyufzkmRUOHoD2bi8K48gE6wPDQ0FusdCoWB87lgsplqtZqqtoJpUcUOhUF1PQGOTNM+Eal2j8/RoJAkjQSu0H6iOfv4T+wakNcgiqEbVFBqHp9egLoxjQ96ZhJh74d943n75AOH29m4mXy6X04sXL/STn/xEo6Oj1isHskpCDYXusQtlUBIObMTIyIiSyaTevXunX/3qV1pcXLSfqVQqFkBQpaKSwDNmb7P/SVbow+UZLCwsSLpTB52cnFSpVNLa2pr1zhDokfDRx/rQVS6XtfrH0TS3t7eKRCJWucGpX17ezT7t7Ow0+hpgG0k9FUXAAf++2KfS/bxA0Oi2tjar+sViMVNzA1n1Qb1H6R+6ECkjCMG5sT9APX3VD2pUY7sA/big6tw79jYUChlwQvDGAGdPsyMJ47lwLfQqBV2NLBSSjdXVVa2srFiw19p6N84IShF9uFSQh4aGbGYq4EcmkzEaJNXveDxuc0ZrtZoqlYoKhYLevHmjDx8+GP3qyy+/1I9//GMLlH6IvvyQRSAN2ILCIQIZJycnevXqlVpbW/X06VMLRkgOAXbpe+JswQTwvdm+TcXbViqetL5Eo1Gl02kNDg7aGAQS1p2dncDv8Pe//72SyaRVQ6GAnZ2daW1tTR0dHRofH1dvb6+mpqZMkbi7u1urq6tG+cT3UV2ib4s919XVZXQ5KHIvX77U1NSUjfpZXV3V8vKyjRtCdAeKLMO7g4BUnAGAEmiUFxcXyuVyKpfLevfuncUFXV1dGhwc1LNnz5RMJlUsFrW5uanNzU0D8nwyDPCUSCRM4CeXy9lQ+s3NTb1//97s6ezsrH7xi19oZmbGQFvsC+c/yPJAUXNzs1KplAYHB5XP59XZ2WlUcMadeToe+xTtA0B+AGff391Y+ffgDnOiSVRGR0d1cnKi1dVV7e/vW2wBCyno+vbbb3V9fW2VdgRkoOkeHh5qaWnJRlENDQ0pkUjo5OTEYi38Qjgctlj7z7FIWlpaFIvFNDAwoHw+r2fPnunp06caHR01MIdqZUdHR50w2P7+vqm+PnQNDAyYeNfFxYWp9AL2U9VGrdoDrVTs6F2Efg0ds6WlRWdnZzartVQq2T7we8CLi+GzeFZXV1eKRCL2/h7DbMD2ehscDt+JK5HnwJSjB5neRnIsfp7r9kUI4lO+LtX3i5+fn5vWB/4RzQTYLQDFFMr+0gqcOIIgkjiSTHn0laZTUJcPHz5ofX1d4XBYz54905MnT3Rzc6O9vT1tbm5qdXVV29vblkBAKYCWijFpDN7ZQFBYOVA4LN+A+tBFIOmRUM/d9wHZ7e2d4hwiPh4tQ/RkbW1NxWLRNiRJ9dTUlHp6enR9fa2WlhYNDQ2Z0AgvmoTRIwH83ociA41rb29P09PT1ncp3c9ck2QHaH9/38r1KIJub28bXWd8fFwtLS367LPP9PTpU7suj77iWNra2qz6DE2Zii09H6ggcu80/z6m9yibzSqVSml0dFSpVEq7u7tGc0PACGqpr8AQqEr3QhQYKH9I+dO/B+i19IuSNBJ8ISZE4OvRzsf0PdA7Ro8mz46glP+8eAuVOAwN79s7cBaUNJ4HrIGf/vSn+vzzzzU0NGQgUiOqzufTmP4YZ0lQTTUT451Op03MgF4H37vmqbXYJPrCfCW1sacCii/0TL5OP44k60tiqG6tVjM6byKRCHR/0AuZlxmNRk3wAIpuuVw29bxQ6G5MAM/Co/2SLICjos/5IYGHxoqKHPQfPp/eSpBdHBg2NyjKipIbQJmnB0Mx4tqxlVQgSfqpXJE4AnSQiHoEmGocvUbcE60EIO8++KP/xVdDgywqAFDSI5GI9Tl//PhRy8vLdv2InPk5c7Xa/dw79mS1WrU+HfZYT0+PLi4u1N/fr3Q6rUgkoq2tLR0cHOjjx4968+aNdnZ2lEql9Itf/EKff/65hoeHjSrngaog6/379yoUCgb4bm9v6+3bt4pGo5qenrYe8m+++UaS9OTJE5utRiCCPcAPEECTUHvgwL8b+tsJoKhiwCQhmfXJeFA6tST98pe/1I9+9CP19/drYmLCVJMl2UxRxJUikYimpqYsUJ2fn9fS0pI2NzeNUQIlmWvlvfb392tkZEQzMzOamppSPp+3PljpTv309evXWl5etn6thYUFS7Z9P3YQnzg4OFhXddjY2ND29rYSiYQGBwetQkQ7yu3tnWrj9PS0nj59qqOjIyWTSSUSCWsv8qww9CvS6bTy+bwGBwfV09Oj8/NzffjwQW/fvtXi4qJubm6Uy+X0/PlzvXz5UpFIxHyMVydGaf2hC2CIuG1gYECffPKJjWhhRA/n3TMgPNALmEzs6NssPIsH3011FL/K//f19SkUCplIFgE7NiYowCjJ+lBDoZCePXtmdHZUUFF9vb6+Vjab1fT0tMbHx3V7e6vvvvtOv/71r63vE22SPwfqopdAAvrixQu9fPlSIyMj1v9HcsFeZz+WSiWjIwdZIyMj1q5xeHho7SEAZyT1AKX4ENqaGltSLi8vjY2FH/DtO167RLoHSQGP6MeH6VIsFk0QK5FIPErM0LdAEV+gcI7vrVarNibHU5ylewEcenKPj491eHhoDKXDw8M6AIt7le4nBtDrWyqVrNBGHECCjA3+ayBj4KicAIykhmCV4BFErqmpSblcziptq6ur2tnZMUoVm7+np0f5fN7K3lRlCGKoBtDLQXLZ3t5uPXE0fJLIcsAxCkGU1jwNgPv0lEWfqHFACPoIVDCGvGSCEpQZEdjAQZH4Yqy8Y/CoP1//ISrlQxf9QaCmfBbPu7Oz05J6mqVJcGu1mqnaff311yZVPjAw8Bd7L5iR9/79exM3yWazRodgKD1CF0dHR3X7JOjyKpkg3Zubm1paWtLOzo5ub2/tPkl8CMyi0ahx+xm3AQ2EeVQ0S3sDiVAUtFSQWhBe6X5vQeHk9z+m2uH3JoYEEILzB0rqHR1GFslqjCZJHmeHM80Q7EQiocnJSb148ULDw8MmiOWfAckwTpbfGbTSIcnmtKL0FolE9OTJE01NTVnP0b//9/9epVKprprCuaB643s2vZy9T7oQWyH44D319fXpk08+sXEG0LUKhYKurq5MAfgxVNyenh4lEglTeZVkrA2vGgpAR8IEBcnbOGwizs/39xG4U1mGIppIJGy/43ShW7NPqFI8Julg/qXvv6hWqyawAouEf8f5+V4i9i3BHlQs0G6em6c3+XlcPC+qZfTn++cqyRguQVdvb6/y+bxVOulZR7BhaWlJS0tLBprNzc1Zb1dnZ2edoBjJEnRCr8o9OTlpYO3x8bHW19f13XffaXFxUdvb27q5udGTJ0/05Zdf6he/+IXGx8ft7DHu4DH0qu+++07lctkCCXrz0+m0vvjiC/Pfr1+/1tdff63Ly0vNzs5aguj7gkii8DM8M/Yn/VmXl5c2y5P7AxxmH0L9g+rFM3zMPd7e3s1UBkyhRQJ20M3NjdkYQCt68wYGBjQ6OmqAEvvLn12qeIlEQkNDQxodHdXAwIC1uSDE8/r1a5tFSuXLz03kd1cqFVOyfchKpVJGaUaVuKWlxarXXAc9jQsLC9ZSMTk5qY6ODuXzeQ0NDf0JaE4gTzWV+cj0237zzTdaW1vT1dWV0um0Va1Ilj146vdJkEXiyHnJZDJGWyyVSjo9PTX2mqdDe7YQ+xXmB3GDp/dL9UE/5wtbCQhHnxqtWvRM/v9ZuVxOkUjExtNxtrBtzKw9OjpSX1+f0um0hoaGFAqFVCwWrY+f/tNqtapSqWT2Bl/f0tJirRj0a46NjWl2dtZYDoCWgOycR+aYwnAIslD0p82MZ4vfu76+1sHBgZ0n/NnV1ZXtJfwLACr2FF/DSD8q7fTfEtsS+3gAXLrvmwdE7+joCAxuSPX72vc24odbW1ttv6AQHo1GzQf6vUfyT38pP4tN5Jl4IF+6L6SdnJzo+PjYRqj19fXZeCw/OukvrcCJI0EKB47KC8EKL5ch4mNjY+YsFhcX9fbtWy0tLRkvHSQPx8BBJHFgYCyBHch1T0+PGVN/HT6g4mtBlk+MfdYu1b98z5PnUCIoUyqVTBAnm81aENrX12djHBi+iaFBMfDo6MjUrnD4oDygfL7yFdQowaE+Pj5WZ2enstmsjUohgaAXCLSTd0LChDx1X1+fqaaRUEH94LDxbiiT7+7uSrpP7hD68NfHIYA6FHR9/PhRZ2dntqeKxaKp+HpJ7ba2O+l16Y5uAroKsobgRTabVVPTXZ/O2NiYVQi8lDGqZwxt3draUqFQqOv5aaQBktQEbbb2htULf1CR8QqZzOrjOqX7pAxxDdAqnjf0wHA4rEQiofHxcY2Pjxs9zAdpjX2RXBeOnIpc0EVFgsoX9CMQ3eHhYcXj8boeShy6d/a+R4wkxJ8f6Z7SwXPFfrDnYTZAQ5yfn9f5+blRSxuDn4es/v5+5fN524PsTQANgpFQKGTVQpBYgDXogATSgGug5lT1UD6mctDX16d4PG6DnEGgQZABI7A3Hp196AI1hb2xv79viXc8Hrdnj53M5/N1FXxJdj1UKKF/48S9oqynjQIEkKh46vT5+bnREQH2HkLN+aEVjUZNBTocDiubzWpiYkLJZFLX19fq6+vTzs6OdnZ2tLu7q42NDXP2g4ODRhfj9/teUJ4/FdRqtard3V0tLCzozZs3evv2rba2thQKhfT06VP9u3/37/Q3f/M3GhkZkaQ6sRLfUx1kvXv3zirOKysrplDd19eniYkJDQwMKBqN6ubmRm/evNGrV690fHxss8i8IJNX9uV5ATpTcaQPmb7NnZ0dVatVDQwMKJPJmKhbY+UZiiMCdEFWLpezQdmRSMTeAf39TU1NJpJyeHioXC6nRCKhrq4ujY+Pa2BgwK7ZK8MTiBMX9Pb22jms1WpWlV1YWNDbt29VLBatkkP1taenR6enp6bv0NraasqRQRZCKvRHp1IpjY2NmWYEwWdra6tWV1d1eHiob7/9VltbW8pkMkY/xR554NrHWMfHx1aVXlhYULlcVltbm1KplJ48eaJPPvnEBo8TS3CG2Z9B9yiJMb3EmUzGQGziRNhvvtJPAI59IJbyPsIDb/7f/d+xO+xHfEj+j33N6EkgbvQYIPzly5dWYYN9APjf1dWlXC6n4eFhFQoFVatVq7ZJd36UcTUkV1Ak6Q0GEOjt7VUymTQ6aiaTUTKZNPEd2lV4RhRqdnd3VSqVjCEW1Bf6Si8MDXweuQPxMvE5wDCgO0WGdDqtcDhsAAy+gyp+NBrV5OSk/vZv/1ZDQ0Ome0DMgt8A1PfjsajaBb0/SXWxBs+/v7/flPeJdfD9mUzGJir4WIXlW2wAkump91R/39ohyQoqnLWOjg5Tc24czfaXVuDEkayWh4HDOzk50cnJiRkSKEJsQg4VvRgHBwd1FUIcCUmYp0tdX19bbwDCFAhHYCRATqjw8fuDUh0xJJ4fzCKY5ABCq6lUKqpUKob2SzK5+XQ6rWg0qouLC5P3puEa6mmlUjERk93dXQuUY7GYyfOSaPgK6GMqOf39/TbwmGb4kZERVSoVff/999rf31dHR4cGBgZM9ZAEJxKJKJPJGOrPoTo5OTFDcnx8rP/zf/6PfvOb3ygUCtkMSBLh6+trFYtFFQoFLS8vm/HjABFoAE6k0+nAwcDi4qJaWlpMLh5EEnlsUH2qRdAGUZ4i8aKnDwcTjUaVTCZNzRJOPiI0cPz39/d1eHhoxs5Tun2PBPs9KMWqsZKHbDSGm6Z+jAE0Vowz9ARmMDEbEBCns7PTqoY4nkwmYzTORkoyVEHogjwvKBiPWYj2UIVARGR1ddWeqf98Tw/jzBMAUOHFoPpAhQCCwNNTcUKhkPUblMtlFQoFm0PGfsYGBp0/xvujSkh1HxCHyhnPuL29XalUyqiQXB/9H763pLF3g3cBPYWAHsCD58P5JKDHefLMggAc9JFQcfGzBqEjoVzIUHXo47wrfj9gBO/Z7zeeD3uOZIyAHfl5Whj4Pp4BVavH2FL6UgDfoBmfnp5qcHBQo6OjqlQq+vWvf63f/va3+sMf/qCDgwOtr69rbGzMVENRJAQpZvwJz+D4+NiGwX/48MFk5hnA/emnn+qLL76wYPXk5ERXV1e2f/AzQUFGlIKxK3t7e7Yf8MGzs7O6uLhQb2+v3rx5o2+//VYtLS1KJBIGwvX09CiVStn4DCqNsDM2Nze1s7Ojg4ODOrs5NDRkCuOAGYymIVjHHnV0dGhwcNCAyYcuxhlQoWZv4NvYozc3N0aZPTg4sL5gaOYkoD428P3HrGr1Tk0cIHNpaUnb29vq7e3VyMiIte7c3Nwok8nYaIGDgwOtrq7q8vJST58+ffD9Ub2g2h+LxayVA7+E5gJ9nBsbG1pcXNSrV6+0srJiOgOwcTzVX7rTLTg5OdHh4aG1hHR0dOj58+fK/3EkRn9/vyV13gd7wMZXRx66fv7znxsDLZlMGh08HA6bkKKvuPvP/6HEEfuP/fRfx58QdHsgn7/j2/Gd0n2x5TFAvyR7hqFQyHq9uX72xAOfrgAAIABJREFUbFdXl+lFeFpmKpXSzMyMurq6rA/4/Pzc2oRYKENT3EDxN5FIaHl5WWtra2pvb9fMzIwymYzF+dheElpJgcX+8DUk39J9WxosGfIMn7iyd3hXJGQ8J9TzLy4uTDSJqj8JMgAke4R355kQHqQluQq6+DxP8Yayzz13dHTYnEXfGvWXzoXfl/5rLA+G4E8kGYBHXI/CKkJQf63g9ihVVW6UqhGI9cHBgQVuvkkT4RceDo3WlUpFu7u7phhIr4uvWhCMplIp5fN5RSIRo+RBKyCg4XeenJwYEhEU4cGYYgQwCGwiAn1olSB5IC4gq7VaTa2trabgx2dDISQhBAkHRceZHh0daXJy0vqbSMwaDW3QlclktLa2pt3dXZ2fn2t8fFz5fF7b29t69+6dIVnZbFaZTEahUMh65VCEe/LkiSYnJy1wPzs7s0O5vb2tpaUl/bf/9t8kSVNTU5qcnNTk5KQGBwcViUTq5uIhqED1FX45/UdPnjwJPJID9UsUVJuamqxpPZ1O1yFvBKAE4fSqeP43SLGnAlLNo1LEUGxEXCQZiiupDsnxfz4mccS5+WZ/zky1WjUe+97eXh21iJ/lT6pRBOxtbW11PW+eNiLdBVkeIcZxECRhDBud72MoZJxrgpTr62sTVOJsSvdniucL7dEnFszr4zo9xZHqnVeI9hUfzid0HOaK0ofLgO1kMhno/lA5C4fDBkKQkHONoJPeMbJfUCH1CRPJNLNCEWfp6ekxhwvwh6iIR0JJGHG0vtchKHPD0+uhAXIv+IvT01PNz89rd3fXBDYIEAguvcKhdOc/qPTCTiBRpI+Rs1Cr1YyxAthFbzd2lKAnqCiHdOd8eQ8kqX/4wx90cnKikZER651jb7x//157e3v65S9/qTdv3iiZTJp98aq22CcqrPv7+9rb2zNhh66uLg0NDWl6elrT09MaGxuzqqTvFWwMIIL6i+PjY0vcES1iH6BrEI1G9fOf/9yAzt/+9rcm+04fJoEf7wxQ6uTkRBsbG1paWqoTkGtra1M2m9Xz58/16aefamRkxDQSvDAZySTxwPDwsH7/+98Hukd89uXlpSqVis2hpvrA3kNgi9l1jE/xQ88JMgE8+Hzex8XFhba3t63/lfFMgAfeF9BjNjs7q9vbW/3mN7/R/Px84LYGAvBw+G5EBSAj/d8A3cxu7urq0u7urn7961/r1atXBtatr6+ro6PD/IIHLr3i6NXVlXp6ejQ3N6e//du/1dTUlJqamkwd0iflAFcE61Rig6x/82/+jT1r+rcBFLA90A29ejLXDrWYZ9XoI7wYkE8MPe2VZ8xnA3LC4vFaBI/xhTCL8Pl+rAhxWWtrq/UwemCxv79fuVxO4XDYtCWwhfhVT6fOZDKanZ3V559/rqmpKV1dXenjx496+/at+vr6lMlklE6n7b1DV89ms5YYB425Pf0U0BrbzjP2gAP3C/AGy4SZx4xVoV8QujIj4WKxmK6vr41ZR08uexT7BIOFESvYw8fE3T4BBFDiXlmo4UqqyztYHvzwX/dJKX/3cSa232tR8H18rm9PYa/9pRU4cfQHhyoYD93fAI5FkhmGbDZrKnJra2smf03jOwczFAopk8lobm5OExMThi4iRezlf8mkfaLHdfp+locuDIF3TtK94yXoYiYj3PJSqaRwOKxMJmN9l9L9LDb/XDBo0l1QSxIJUoLk+fX1takdZjIZC6z89QU1RMlkUktLS4aelEolbWxsKBwOW/9NNBpV/o99p9DMLi4uTBk0Ho8rn8+rv7+/jiKJ0Ic/DIAJsVjM+kBpXm5razMhC9AulHOlu4M0OTkZOHGkx3B3d1exWMwqjrlczqrZJPsnJyeWvCJxj0oaMvAcdII7EjSqjBinSqWiUqlkCDYOjNXYa+T3GBSzhyyqh/QbUInm2RPceCED6Z66yPUTcHkkisSFANwbKb7nh5BiT90JhUKmtEaCHnR5Ogz7iv6NavVutiiqxVw36CdGn6Sy0RZ45BdQBvoivVb0fNKLODY2pmw2q1gsZv0WAAYEBUEWgQZUHHpwUG/jOmnSPzs7MwNPwCDJqPsoWkPBDofDNquJhITqCvdHxd3bT5JSn6zS2xL0Hj2VFptIEOuTo6OjIwOnotGoBdHYHJr+q9WqYrGY0f7Y5wiy8T4B2Hw/k3eiUn1F9LFV8aamJgM/ATo2NzeNcnx9fa10Oq0vv/xSzc3Nev/+vYmTIEiCqEUjwuyvPxKJKJfL6bPPPjOaIn6jpaXFAiecPp9B4iPdj0gKsrgufDtCWwSd7IfOzk5NTEyoVqvpyZMnpvY6Pz9vQIt0Z5c9dRXxi5OTE8XjcWMUtbe3G8OIPh8qCIzA8PsSenU0Gg38DrG7+/v72tjYsNmt+Gcv40/f4cXFhVHfALthE/nKuAdJYLPs7OxodXVVq6urOjs7UzKZ1NjYmI3EKBQKur291dOnT/XkyRPF43GVy2WbNRd0Xiw0NN96wplkdA9VB2b+jYyMKJvNam5uTvPz83r37p02Nzd1enpq7UW+NQk9AIRD0K2YmppSPB43Zo4H3zmT796908LCgkKhOwGroCuZTNYNLwdElO7HlQH6+bl4+D0Se3riWlpaNDg4aOPQUPMk0SC54D1DsSbJAYD2StHJZFJDQ0N1FP0gC7/rEw9iC2w3CY+nIXp7jn2ASj8/P6+FhQUD9aAwP3361OaKwiCjz9UPqG+kP1LxbG5uDpz80z/JPWDTYBKwP2mzKhaLamtr0/DwsPJ/7DEnbpbuxISwT+QKXjiNe8DH87y8f4P+TjJL2wPXFHR5297c3GyVYum+x76xIg0Q4ZNAf32NCayvhHtQ39PAfbLI5xNPesDhX52qSjJI5o0RIggFVeHCcWAkSzQRt7W1aWtrqy77RTAnFAopkUjoxz/+sX7605+qVqtZQA6iys/wp+8zQqGIgKJxzMBfWp6G50vAOKqjoyPt7Oxoe3tbpVLJ7pORCPDQ/cMHKWHTeJopQSMJIXTfs7MzLS4u2pwXUKLe3t5HBQEsyvMEpOfn59rZ2dHIyIi++OILqyL29vaqt7fXruni4kJbW1va3NzU4OCg4vG4+vr67H1xCDo6OjQxMaGpqSkVCgVzIJOTk0bTpd8qn89rYmLCDI7v4yQAzmazge8RI1+pVIzmivFJpVLWOA+9JhS6mznJbDycDTOKqGTjoHj+vI+TkxMbiI2CG5WDH6LINCJJkgIljuxnKgwI+NRqNaMyemTVV+4AMdi3IM9Un2i4J7jzojLsOd+H5pFb7re9vd36hs7Pzx8VmFNJIwno7u7W4OCgRkZG6mYyMrai0TB6SjfL9z16ChJfI9nkuTQ3N2toaMiGWUciEW1sbGh5edmoNZztoIvZsz09PVZxkmSBFwktoi7+efNOfLXMK6kSJGBv6Tn3gTaOJxQKmRgPaC5nmiAIKmsQNTlsZ6VS0eLiorLZrNkL+moQCKBXFTU/P98RRgeVx6amJgMQ6GNpaWlRf3+/UUcBPni3UKBAkAnofE/rY+zp8fGxWltbTTURkLClpcXox+fn50okEvrss880NDRkI6jm5+f16tUrLS4u6vj4+E+o3aC/kUhEo6Oj+uKLL/STn/xE6XRahUJBv/3tb7W1tWXV4YuLC/v5UChk/tn74qD3yM/5mXatra3WywZ45hOQXC6nVCqlWq1m448IpDc2NmzPeVCIPvnh4WGrIkC5h/ZfqVTU0dGhRCJhVSSSEf+ZQRd9hNgGzpav4iP7D1h3dnamYrGow8ND3dzcmMAE745zy9k6PDy0vUqFSLofexCLxVQoFPTq1SsdHR1pbm5OMzMzGh4etrOJcnPQEUfJZFJnZ2fG8PIMFNgWHlCU7ijYn376qZ48eaKPHz+qv79f33//vTGLJFnPdTqdViaT0cDAgCX6nqmCaJvvyfKVuffv3+t//a//pVqtVtef+NBFvIaPAwSlOoePWF5e1urqat3AeknGGsM2dnV12TUzVxP7AxCKEmYoFLIxFIjNULmhwNDU1KRyuWxnKGhLg79HYmRsHOcbW9HU1GQgCtVr5gWfnZ2pu7tb2WxWuVxOR0dHmp+fV3Nzs1XOR0ZG9Pz5c01MTFhf4/n5uY048WO/pPsxccTjgD5Bq+LYC2+r2DMeDIPpBzjA72EOYkdHh7HYEAGUZLoP9PX39/dbHOwBRKm+B5H/+P183mN8hY81PIunEaTlGnyRwT8b/s6f/jMbK42sv/az7P3b23sxun/1xJEB2aCdoNdUKryz9pQxT0GSZNLxPiDiARHkdnZ2msAJqAklbT6LSoN3IFREoEasra09+P58gEzQzUNmruDi4qL29/ctmUNsBITCB6bSvWqjr774CqZPRAiYQeH9Iby6utL4+Lgymcz/1965R9lV1Xf8w0wS4pAHCXlBXhACJKkQfFKoFVTA9wPEVV31hUus/dlSUVZVREq1LGUprYjdPvCBKFTxRVsR8EGB+mixLgFTCuJMhpCQSSaZSYZkkhmZTP/Y53tm5zIzuedm5r7y+6yVdSf3nrmz9zl7//bvtX+7ok3IQJ5uosIYCvnr+Aod7qrBo8W5paWF3bt35/svVq9enUd/JCwhCpOTTjqJs88+m87OThYvXsyJJ57I0qVL8zTKRx55hCOPPJI1a9bk+1RLJ4uMtUqUgdIN96nxk5IuOhJ+8+bNy88EUsGb0n2uQL6ATJs2jYceeoju7m4eeOCBPE01jXLB09OK0/FaFHn0ZPAp2pRW4xytr/pMY1P3KVWa1HYpmhoHaYQsNbb0uRZgncOUKpyVPEOlj6bR6/RvqUz2E088kS/0Mnh0X1OvXGlqR+keYc3D1PElhUr7kTU3VFBGnlrJiSLowF+lZqvCseZnuvDL2ZIW15B8VHGLlpYWtm/fnhvwqYNARpeevwxBjT0Zm6mHUoqP9owX7Z9S0bZu3crmzZvZs2cPS5YsyasnL1y4ME9vUnqz9kJpr58ilDoLV1knqgSpVOHUYEuNaikYcjzo2JkdO3bkaby6H5WM0b6+PhYuXJhHR7WvUhkMiqxqXMkoXrZsGbNnz6a/v5+BgQGmTp3K6tWrWbVqVX4+qIzqGTNm5McdKOVV682CBQtYuHAh8+fPzxW4wcHBXGnSHEiVhaKk0WaN887OTu68806AvFJhWhCrpaUlj47J6aF/M2bMyDMSZs6cmR8sLoNBa2Dq1NKROjpmYc6cObnzaM6cOXmWQCW0t7fnRZyOO+64PGNIY0Xrr5wag4ODPP744/kh3U899RRz586lr68v3/84bdq03FEC5PJq165deXVMOWF07EpLS6wH0N/fz9FHH51HZGV0a391UcNR+pJSjVMdRGuj5o3uuVL7pBsce+yxeZqtzkScOXMmp5xyCqeffjpHH310PuZ039JaE1pL0r39MOJs1DqraFXp2jUeMlBHi8YMDg6ydetWOjo66OjoYMOGDXm2iO6/ir6oBod0Lx0b1pmd1SnDTccdyVCV7FTxv9bWVubNm5c7X6dOjWcLrl+/nsHBQVasWFHo+Qk5h2WUptFHtT3Vr/V8W1riHm5VDG5tbX1a7YO2tjZOOukk1qxZk8vkNOgxbdq0vGKs5ImcGTDiiE33CxZBe8zT9SZN/ZVDQ1kWxxxzDE8++SQbN27MHZsqiqOtZqpboNTspUuXcvzxx7NkyRLmzJmTZ56lzlHpT6p3kF4zmh5RhNSw099S6qs+TwNVqfGX6jFpVDENcJXuc0xJ7aQ0oFAaeEudqROeqrpx48Y8sqYFPk0r081JlSAZetpvIiGfPoQ0tVU3oL+/n56enjyFM/UMaPLKaEy9zFIK5U0rQipU9ap03G3btrF+/Xq2bNnC8PBwnpOsg1+VM64UQhipuKkqg5rIOkRVCquUNXnP5VWSQtfd3Z0v4FKg0gFdLhp0ipZJ2dFkUWqOih1pU70it11dXQwPD+dpq0oRkOBva2tjwYIFrF69OlfyNFE1Wdrb25k/f34eIdE+RCl86d6VVBCWSyrIlOqwb9++fNGdNWtW7mWUQbVnzx76+vryokZKCRvNCCtl5syZPPzww3R0dOReqdLUuNLvSB0LRZ+hokdKnRoaGtpvz2xa+UvGYFrFVUJVBV7UHi1MmktKwVTKlbybo3n5Nc5Lo/X6zqJMnTo1r0Tc09OTR1eVqtLd3c2OHTvyghra61Yq6EUqJNN0Kb0nh4+U1uHh4TxaoBQ5jQ0dwi3PZurRKxcVCZGHU0aqnGlKzdN+bckzyQvNVUUUFeFJI92laYZpWpY88pLXkqUaM6V7tIoqA5KbSvlWdd0dO3bk0Ro5IrRoyRGSjl0ZTn19fXkGQltbW24Mt7S0PC2tOt2Xm45dGXj9/f2500wKc1ooolxUsj49AkTnfWkvkFIEZQTouS1btoyTTz4531N32mmnsXbtWqZMmZIbYqXGrJwAvb29TJ8+nSVLluRFzPSc1P/UKVTqbS4XzQMpydoftWnTprzSqKJopUqrojoySuT4kJ4gJ6GUdUX00iMo5NwCciNmaGgod5bt3LkzdzpWulZs2bIlPy5CqXga75IFQ0NDudNGZ/N2d3czMDCQK+U63khyURF/yVodlD579myWLl2a6wsq0qS9ZYqYPP7442zatInW1lY2bdrEo48+SkdHR+F08XRvt6qiaqzKaEufhTJFpK/IMTBtWqyO3NXVxRNPPJGnFa9cuZIFCxbkaZwaC6kzNg0caDxJ3ixevJiTTz45r6ArZ3y5yEGWRklSg6C3tzevO6A5ImeOMotk2Gov+PDwcH4kjM6zBvbLBJE8nDJlSr7NQY526WypPNf6qC0GRdB9SSuUS2ZK6U+DJzAy11WJWwGe7du37+cQly6+aNEili9fnh8Tp3lZut7LASBdAkZSaaEywypdh/Xs5LCSzqxMETl0d+/ezcaNG9m8eTO7d+/OM7ZUDEeGcUtLC7Nnz84rM6vIV19fXz4GpFtoe4+KQCr1Oj0rO9XpivYxdbjLQSNjFUacZmkKsK4vTWHVM9C8TbOr0r+TXi/nunTa0Z5rKp/Ho7Dh2NnZmS/eUnZKN5OmSqaiBloUUktaAqX0Bss4gpEKc1L6U2GuCZ+mnaUb6DVhi1D6HVost2zZkldAGx4e3q/oRJoepMEq40dVGVWyGGKBGgne1HgUra2tuVGuNAOlXXR2dgLkx0IU9ZTr2Im0SMbevXvzPYBAXiZ869atuVGpZ7ht2zaGhobyM3t6e3tZt24dEAfomjVr8kgxkCsL2oen70oVVkU/pNCn+3sq9ZLrO3XMyJNPPpmXxtY9lnKmSaj+tbe354eXS2GfOXNmHv0u5YgjjmDt2rW5YZ0WpxgtsphGxESqMB2IgYGB3NOphTo9k1EGpRTzVKDIc679OFpI0yIBqQer9DmkfUqvTd9L558Up6IoArVo0aLcSyylPy0koz7rb6ZyIW1vet9lWKRGhuaf5kQamdV7UvwlE9LjaooaVvJWS4nRXkelOba3t+fnIErpVGREKUFSxuRIksxQ29PUFRlQafGUNA1PDiUYSUVOIwRF5agMxjQSlKY+ap/KUUcdtZ8Cp1R/FS2QY+uww2Jpfe1THhoayr3obW1tuZIuIyWNKOv5pYpjGn3VOlaUFStW5MqcZBzAMcccw6pVq1i4cGH+PGRcqm1z587d71w7VSqE0ddF3T9FUBVpkyxNCxvIIaF5ks7RSknXRSm/inxLBpW2dffu3bmRkqZ1y8Gq9M0NGzZw+umns3z58txpImdOmhGRGjwyxlXRW4Z5UebOnZt/t6qdzpo1i2XLluUp05L/O3fuZN26ddx3333s27ePBQsWsHjx4jxFc+XKlblzV0aoHCJSEGWsKXVQ21QUed63bx9dXV25k33v3r309vbmhcGKovkvWZzWhZAjbteuXXnKvBR0VRrfvHkzvb299PT05E47nSWZZjGk6+m+ffv2K0aTHgkjQ2fXrl20tLSwevVqpkyZwoMPPkhHR0e+z7Bc0qwtIdmvVGqlvEvWy4gaGBigp6cnd2hrj6z2WatPMp5SJ2lplon2ee7YsSMfl7rfKvylY9aKonlUundbulO6RSR1oqVprIrQqRiXMhTSuav1IN1TqfVODg6tjdIb0+/QMygqZ7QupA5YOT1lzOk9rbuqIi6dYOPGjXm2Rk9PT15vYvr06Sxfvjyv2K/CkJIv+k7NMzkojz32WE455RRWrVq1XwYeVJa5ka5FMhA1B9NCnrKl0qhvSqrzpM5e/Y3076Q6pu5balBLx0u3JcnpdSBZeli5N8HMit+tOiOEMOaI9v7VP+P1D5q/j83eP2j+Pnr/6h8fo83dP2j+Pnr/6h8fo83dP2jePlZWYcVxHMdxHMdxHMc5ZCg74ug4juM4juM4juMcmnjE0XEcx3Ecx3EcxxkXNxwdx3Ecx3Ecx3GccXHD0XEcx3Ecx3EcxxmXwsdxTARmdhRwHvBK4GRgMTAI/Bb4KvDVEELxQ5lqgJldAJwJnAqsBWYCN4UQ3jzKtScA5wMvBU4AFgK9wH8Bnw4h/Ee12l0uRfqX/M4ZwOXAHwPTgd8DXwGuCyEUO7egCpjZ1cBzgROBecAe4DHgVuCzIYTto/zOYcBbgQuBU4BnAF3Ar4DLQwi/q07rJxYzewtwY/bfi0IIX6ple8qhEnliZjOADwAXAMcBe4FfA9eEEH5YvdYfPJWM33qjoBydClh27bOANcBU6ny8HuxzMrMvA+/I/ntCCOH3k9jcwhTtn5kdDrwTeBuwgrhWPA78mDgPH6te6yeeRpSlRWjE/h0icsZ10pFrlwIfAp4DLAfmANuBdqJO+o0Qwh+q1PSyqNQ+qqZOWquI4xuA64HTgP8GPg18F3gm8CXgluwmNAKXA39FHMSbDnDtx4BPECfnD4FrgJ8TB8hdZnbxJLazUor0DzN7LXAv8ELg+8A/A9OAfwK+OXnNPCguAY4gKizXAjcBTwFXAg9mwifHzKYD/wbcACwCbiaO4XsZUZwajqyf1wHlHypZHxSSJ2Z2JPBL4tgeAr4AfIcopG+r03k4HoXGb51SRM4cQXzGbyfOv65JbdnEUfFzMrNXE43Gep6bZffPzKYAPwU+S1T8/gX4PLAV+GvgATNbU83GTyQNLEvLooH7dyjIGddJRzge+HNgJ9GBdQ3w70Qj8ivAjzJZVE8Uto+qrZPW6ob9DngNcFtqOZvZZcB9wOuJXpDv1qZ5hbgE2EiMqp0JjOehuQO4OoTwm/RNMzuTuNh+0sy+HULYPFmNrYCy+2dms4gDfgg4K4TwP9n7HwHuAi4wszeGEOrNgJwVQthb+qaZXQVcRvRYWfLRNcCrgI8TPTml0azip4nXmEwQfZXojfsecGltW1SIovLkSqIQ/h7wZyGEp7Lr52fXf8rMbg8hPFq1HhwcRcdvPVJEjvYDrwDuDyFsNrMrgb+b9BYePBU9p2xcXg98i6gUnDnJ7ayUIv07D/gTovF4bsm8/XvgCqIMegcNRoPL0gPS4P07FOSM66Qj/AKYM4aO9iPgLKJucMuktLQyKrGPqqqT1sRwDCHcNcb7XWb2eeAq4gOte8MxDeWbja+bhRBuGOP9e8zsbuAc4AzqqN9F+kdM+5sP3CijMfuOvWZ2OVFJ+EvqLPI4mrKTcQtR4TlBb5jZ8cC7ieH/D4cQnnaeTb2lPpTJxcCLifPuxbVtSjEqkCfnZ69XyGjMru82s2uInvR3A++ftEZPIEXGb71SUI4OArdPdpsmmoN4Tl/MXt9DHa0NpRTs34rs9bZSJQf4V6LhOH9iW1g1GlaWlknD9u8QkTOuk45cOzjG+38ws1uJY7iu1sei+kwtdNJ6LI6jDj417lXNRzP0W4vIHaN8di/Rg3dGtrelEXh19vpg8t6biPPma8AsM3uzmX3IzN5lZiur3sIJwMxWE9NVrg0h3Fvr9kwwo82rRdlrxyjX672XTFqLqsdo49epP8Z8Tmb2duB1wLsbYa/qGIzWv//NXl9uZqV6yKuy159MaqsmgSaXpU3fP2c/mkEnHRUzayVGk6Gx1sfRnknVddK6yu3Nco3fmv13NOOjKTGz5URFtZ9oYDUqJ2WvT9uEG0J4yszWA39E9Db/XzUbVg5mdikwA5hNzAt/AVGofCK57HnZ62ziBuujks+GzexzwMX1WARoNLI593VgAzEq0DSMI0+2AUcTi+I8VPJrioSsmtzWTTxljl+nxpT7nLJ14VpiAYdbq93OSimzf7cR0xzPB35rZj8hFoB4Tnb9dcT9jw1DM8tSaP7+OSM0kU4KgJnNI+6LPIyYyXAOsJK4F/AHNWxa2Yyjz1RdJ60rw5G4sDwT+GEI4c5aN6YaZNG3m4DDgb8NIfTWuEkHw+zsdecYn+v9I6vQlkq4lLhJXNwBvD2E0J28tyB7/SjRI34p0Ak8n1hkxYBu4j66RuAKYsW4F4QQ9tS6MRPMWPLkB8BFwJVm9iYJ1Kya2fuyaw43s2c02D0pZ/w6teeAzymLwn2NWHykHgtUjMcB+xdCGM6qI14BfIRYsVL8FLi5UZxvCc0sS6H5++fQdDqpmMf++1OHgU8Bl42W2lmnjKXPVF0nrZtU1ax60/uBh4G31Lg5VSELl3+dWCTgW8SB3MyoElRdTtQQwqIQwmHEVMbzidGn35jZs5PLWrPXzcB5IYR1IYRdWV76BcA+4H1mNq2aba8EM3s+0XN8TQjhl7Vuz0RyAHlyBfGYgDcA95vZp83si8To4z6ilxVikaeGoczx69SYMp/TJcTCDxc1muJWTv+yKoDfIio57yFmAMwmpo8tB+7NKnQ3BM0sS6H5++dEmlUnDSE8nMmkKUT5cgnwLqKcmVvTxpXBAfSZquukdWE4mtl7iCk5DwEvCiH01LhJk042Qb9BVF5vAd7cQJ6PsVBEcfYYn88qua4uCSFsCSF8HziXGPa/MflYStwdpV7XEMIDwHpiefnV1Wi+MGOrAAAFbklEQVRrpSRpR78jevybhgPJkxBCFzG94zPEkusGvJYYiTybeP7RzrE21tc7Bxi/Tp0w1nOyeLbaVcTzuhrqTNGUA4zDDxLXvg+HEL4QQugKIfSFEG4nKjtTiXO47mlmWQrN3z8n0qQ66X6EEIZCCBtCCNcCf0E8a/yjNW7WuJRhH1VdJ615qqqZvZd4xt864CUhhK01btKkkwnim4kT9GbgrQ2YljMajzByZsyv0w+yPh9H3NQ7WlGSuiOE8JiZPQScambzQgjbiH08F9gxxq9pEj+jGm08CGYwcrbP3jGqk11vZtcTCyG8t2otOwjKlSdZ2tzfZP/S338RMTL+q0lu6qQzxvh16ozS50TcB344cKGZXTjGrz2azdnz6n3/4xjjUAVwnlZKP4TwgJn1AMvN7KgGKArUlLI0odn7d8jTxDrpeKhi7lm1bMR4lKnPVF0nranhaGYfIObt3g+ccygoNlm4+BZihONG4MJRypE3KncRD1t9GfFA55QXAm3AvSGEgWo37CA4JnuVEP0p8YDqZ5ZemO0NUGnnzklv2cExAHx5jM+eTdzL8jOiUGqI1KQJkicXZa83TVjDakvp+HXqk/Q5dTL23HwlMQX020Af9S9nROk4VGXtpx25kclRZac0QtS/6WRpCc3ev0OaJtdJx2Nx9lqXVWML6DNV10lrZjhaPBT+o8TI1LmHSHrq4cRKcq8gCuJ3NdkE/Q5wNfBGM7suZGc5ZvtZ/iG75nO1atxomNkqYEeWvpi+3wJ8jLjx+BfJPqPbiRHTl5rZOSGEHye/9hFimu49pd9Xb2QpDe8c7TOLBx0/C/haCOFL1WxXpRSRJ9mzbQsh7Cp5/53E0tb30yCGYwXj16kBBZ9TL2PPzbuJhuNlIYTfT2qjC1DBOPxPoqJzmZn9vMSZeCVRN/lVCOHJSW/8QdJssrSUZu/foUyz66Rmdhrw2xBCf8n7MxhJhb+t6g07AAXto6rrpDUxHM3sbcSbMkRcQC4eJf2hM4xxOGk9YWavI56zBSPnw51uZjdkP28LIVya/fx54gTdBmwCrhil33eHEO6etAYXpEj/Qgh9ZnYR0YC828y+CfQAryEe1fEd4obreuJlwCfN7F5iKePtxIqAZxKLOnQxEoUihDCYjd8fAbeb2feJhVaeR4yqdhM3XTtVogJ50gZsMbMfA1K+/5RYhaydmP43oQfmTiKFxm+9UlCOYmYfZOTIlFOz1wvN7AXZzz+rM0W2KZ7TOBTt31XE8x1fAjxsZncAe4hFOZ6f/bxfGrnjHCyHgJxxnXT//n0IOMvM7iEeI9MPLAVeTqzu/wvg49Vod7kU1WdqoZPWKuJ4XPbaCoyVD38PcENVWnNwnAq8reS9FYycB/cYsXIcjPR7HrGy41jcPVGNmwCK9I8Qwq1mdibwYeD1wHSicv4+4DN1uNn6J8AXiQrLWqIw2U0sBPB1YptLi6v8zMyeSyzv/KLsd7Zk3/OxEMLG6jXfobg8GQC+STwv7pzsvXbi8/zH0khknVN4/NYpheQM0VA5s+T6M7J/op4UumZ5TmNRqH8hhE1ZldUPENNvLyQW69tMnKdXhxAermYHnEOCZpcz4Dpp2r/riXLoecS9jG3EjI5fE9NzvxJCqLdU1cL2UbV10sOGh+tNj3ccx3Ecx3Ecx3Hqibo4jsNxHMdxHMdxHMepX9xwdBzHcRzHcRzHccbFDUfHcRzHcRzHcRxnXNxwdBzHcRzHcRzHccbFDUfHcRzHcRzHcRxnXNxwdBzHcRzHcRzHccbFDUfHcRzHcRzHcRxnXNxwdBzHcRzHcRzHccbFDUfHcRzHcRzHcRxnXNxwdBzHcRzHcRzHccbl/wGagBm+KG/gkQAAAABJRU5ErkJggg==\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1152x97.2 with 16 Axes>"
]
@@ -920,7 +928,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1152x97.2 with 16 Axes>"
]
@@ -937,7 +945,7 @@
},
{
"data": {
- "image/png": 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ertfrzzy+06dPMzIyQn9/P5VKhVu3bpFIJDhz5gxnzpxhZ2eHXC7H0tISFouFWCyGw+FAo9EQCoUwGAzEYjHW1tZ4+PAh8Xgcq9WKy+Xi0qVLAlq+/vrrXLx4EafTST6fZ39/n/Hxcfr6+jCZTE8lNYCsS3XOqF9/nrm02+2Ew2Ha7bbspYGBAcxmsxQz6nvTarUEAgGSySTz8/MsLCxQLBbp7u7G5/ORz+fZ29vD7/fL70un05JYqzO4p6dH5vDtt99maGgIn8/HwcEB+XxeitRqtSp78Xnjgw8+IBQK4Xa78Xg83Lhxg8uXL+PxeLhw4QImk4nl5WVSqRQzMzO8++67GI1G3nvvPdbW1hgeHmZkZIRCoUC1WpU85saNG6RSKUqlEoFAAJvNRjablb0bDocl6d3Z2ZFCToH86l7X6XQYjUZKpZLMx1FiYmKC5eVlisUiXV1daDQaKpUK6XRagGiVT3SG+gzNZhOHwyEF5MrKCn19fQIEbW5usri4KN/fCy+8wOc//3k+/fRTrl+/zuHhIU6n86mcT6/XYzabqVarVKtV9vf3SafT9PX1PZW7Pmt897vfJRwO43K5qNVqlMtlBgcHOXHiBI1Gg6WlJX7wgx9IPjc7Oyt78/r16zx8+JBCoQA8ARLW19fJZrNks1lefPFFvvzlL/Paa69x7949bty4wUcffcTMzAw9PT1EIhEGBgZwOByUy2VyuRy1Wg2tVsvh4SH5fB6j0YjP58PhcGAwGDCbzUcan8vlIhaLsbCwgMfjwWg0Mjo6yujoKC6Xi42NDR49esTi4iKhUIhIJEIgEKBer5PJZKhUKrjdborFImazmWQyycrKioAm09PTXLx4EY/Hg8PhwGw2Cymk0+me2l96vV7Olc47UYUipY4af//v/32i0Sirq6uUy2X6+voYHR3F6XTi8/kEIDaZTGg0Gs6cOUO9XpfzW+VehUIBi8VCMBjEZDLR398v5+Th4SGxWIz+/n50Oh09PT2YzWYBpLPZLI1G4ymiTY2t8+zUarX/17riyIWjioWFBbRaLYVCAZfLJahkq9WSi3l/f59oNCp/JhwO09vbi9lsxu/34/f7iUaj7Ozs0NfXx8zMDBqNhm9961tEo1G8Xi9jY2NyGRqNRiwWixwCChlvNpvCWqlBdzJzR4menh6i0Sj379+nu7tbEshms4nH46G/v5/BwUHa7TaHh4fo9Xqp7AuFAu12m0KhgFarFaSk1WoJc6jX69nd3aXZbDIwMEAgEMDpdGK322k2m08l4YB8l1qtVha5+nFnYfms0dvby+HhIeVyGbvdzsjICD6fT1iVkZERTp8+jdvtlsOwUCjQ1dXF2bNnOXHiBIVCge3tbdxuN5OTk9RqNRYWFnC5XDgcDknaFBpvt9ux2+1yITYaDer1Oo1Gg2q1+tTlrOZSzefzHLQulwuPx0MsFqNSqdBqtbBarVIMt9ttjEajoPSNRgOHwyFzlclkyGQy6HQ6xsbGqFQqDA4OYrVaiUQivPbaawBPHSDJZJJGo0GxWAR+itz8dReNADabjWAwKJdxqVTi8ePHNJtNtre3qdVqsseq1SqhUIhHjx5RKBTIZDJ4vV5GRkaYmJhgcHBQLgF4sj40Gg3d3d0EAgFBazsZRLfbLQWjVquVee4sTtRafd7E5/DwkFwuR7PZxG63o9Vq2dvbE8bKYrGg1WrZ2toiFouh1+sxmUzs7++zubmJ2Wzm/PnzvPPOO1SrVb7+9a/zwx/+kHK5zMzMDC+99BLDw8MCaCUSCXZ3d6nX63R3d8u+02g0WCwWbDYbtVpN1q1SO9RqNQwGw5H3odfrlXEZDAa6u7sxmUzMzMxw4sQJNjc3BYmPx+MUi0Xy+TxOp5P+/n7S6TSFQuGpNdfd3Y3L5SISidDT00O9Xpck1W63C1iTyWTY29t7am+1Wq2nzhcFUnX++ChRKBQoFou0Wi02NjZ4/PgxAPv7+xwcHOB2u3E4HFitVmw2G7FYTOYyk8mwvLyMRqNhZGRE1B+Hh4cUi0XGx8d55ZVXuHv3Lm63m97eXqampjCZTGxsbJBOpwmFQpLAqLvjs0Vz5wX5PGtUq9USi8Uol8vk83nZI6VSSRKWl19+GZ1Ox7Vr16hUKtRqNT744AMcDockc6rwj0ajGAwGHA4Hg4ODwvKr36fAmmazycOHD8nn8xQKBUGd1R5QRY5Wq6VWq4kaQLGRzxonTpxgdHQUn88nKL5KTAcGBiiXy3g8HoaGhpiamuLMmTO43W42NzeFwVLAz8bGBoeHh+zv77O7u0u1WpV/x+v1MjQ0xOjoKA6Hg0ajQTabJZlMYrfbsVqtck53rtNOsFHN51FjaGhI5qJYLBKNRgVU7FwfCuhQKLwqCFqtFpubm8Tjcflus9msAAJqnSh1DzxR+qhC/s6dO8RiMUZHR9nd3WV3d1fyBq1WK2dNpVKhWq3Kn3vW8Hq9zMzMMDo6KgqnSqXCxsYGrVZLzgq/34/D4SCVShGJRPjN3/xNYrEY8XicVColzCo8UYMowkCv18t3ouZBscHhcBi73S4FtWK9VYHVarWo1+vU63VRqRyFEQdk/akcRa9/ktJarVZ2d3dpNBpPfWdmsxmz2Uyz2SSXy2GxWAiFQvj9fhmbyWTC7/czMDDAzMwMDoeD3t5eYSjVGavVatne3iadTlOr1bDZbNTrdQ4PDzEajdhsNjnfurq68Hq9kgMdJVQBrM6oSqVCuVwmnU4LA1itVllYWGBkZIRWqyU5wsDAAF6vl48//phcLsft27fx+XzMzMwwMTGB3+/n5MmTsuZ8Ph8Aq6urOJ1O3njjDaampvB4PKIa1Ov1opRR5IlSidlsNmGTnzUuXLjA2NgYDoeDzc1NlpaWgCcM8sDAADqdjkePHsn86PV6UQe4XC5GRkakeC8UCqJOUEqjsbExZmZm6OrqwufzUa/XcTgcsqd9Pp/sc3XG1Go1uf/+qiLyKKHUaIoJNRqNklu53W5sNpvsB51OJ3eCUiCYTCby+TyZTAaz2Sxnpc1mkzVvNBpxuVxUKhVZIxqNBrPZjNPp5PDw8ClCqpNNPWocuXAMhUIiO1CDOHHiBGazWZJvq9UqF6jb7SaXy2EwGBgYGOCll17izJkzALz33ntcunQJs9nMu+++y2uvvSbSkVwuh9PpxGq1UqlU0Ov1+P1+3G73U4Uj/BQlVwhSJxV71C9lamqKBw8eUKlUyOVymM1mYdX0er0wadVqFaPRKONWqLNKJOx2uyzgdDpNT08Pvb29dHV1sby8TDKZFLbParVKQqAQAXWwqkT8swmOmvyjji8ej1MqlYSJUAjUJ598Ipff9PQ04XCYSqVCs9lkd3dXFmgikWB9fZ3NzU1BFLVarUh6nE4nGo2GTCbDzs4Oe3t76HQ6GWMnk9hsNqnX60Kjd0oBf5nCS62Fw8PDpxLscrlMuVwWxEklZgaDgWAwiMFgoFarkUwmefjwIaVSid7eXoxGIyMjI7jdbtxuN9VqFZPJJAeACrvdzvDwMIVCQS7XXyYx/atiamoKt9vN2NgYiUQCh8Mhicze3h56vZ5iscju7i4Gg4G+vj6GhobI5XKMjY3x8ssvEw6HaTQaNBoNKSIMBgP1eh2z2czBwQErKysCxuh0OinyBwcHCYVCcgkqIOOvc4xut1uSaLfbze7urshOVUKQSqUkMeiURXd3d/M7v/M7/PZv/zYWi4XLly/z4YcfUi6XMZlMnDhxQuTWuVyO7e1tkajE43EODg6Ynp7mi1/8IoODg1Iwqu9BrU11oBsMBmG3njU6LwbFunReEHa7ndOnT9Nut6XoN5vNwuYriaJSCXR3d/PCCy/IRbu3tycJjF6vF8lipVKRP/vzCsfOc7OzcDzq3CrU1m6309PTQyAQIJ1OA0/AuenpaZEnbm1tkclkyOVyxGIxtre32dnZoaenB3giD7x79y67u7s4nU5ee+013n33XT788EPi8Tj9/f20Wi3S6TRarZbp6emn1icgZ6o6dxQYosb+POeMYtMWFxdpNBq8+uqrvPjii9hsNpEtqqI/lUrh8XgwmUxUq1UKhQIGg0HaIur1usihT58+zfT0NCaTifn5eRqNBkNDQ5KI7+zssLCwQDQalbPu5MmT+Hw+3G63JOGVSoXDw0NhpxXA8KzhcDiw2+0CziqJWHd3tzBmSpEyNjYmMvgbN25w/fp1kX26XC5CoZAkhJ2h1WpJp9P84Ac/YHBwEJ/PR7lc5vHjx5TLZYLBIB6PR+4Ydb+rz9Qp5zwqeANPzux0Ok02m2V/f5/Hjx8Ti8UwGAwiE2632wSDQYaGhnA6ncIEDg4OUiqVqFarT4GenWNToLICftRn7fyODw8PSSaTwrYDwrTu7e2RTCYFNMnlckca3wsvvMDFixcZGBggm80yMTHB4eHhU8DD6Ogovb29bGxs8N3vfpfZ2Vn+yT/5J4RCIf7zf/7P3L17l1AohNPplDsvHA6LhFetkYODA0qlEh6Ph56eHprNpoBfCijQ6XRSOKp9UKvVMJlMTyXBzxoHBwdYLBYBg/V6PXa7XQoaeLK/9/f30Wg0MoepVApAPqvL5ZKkutFoCHtvs9kIhUJSgCUSCR4+fEij0aCrq4tGo0EsFiOfz2M2m+nq6qLVaoncsb+/n+npacmp1Ll/lBgZGZHiRa2dbDbL7u6uFMXVapWNjQ0KhQLJZBKLxUI4HObNN9+U9fvtb39b1phS2mxubjI/P8/GxgZarZbJyUnu3LnD1tYW5XKZubk5XnjhBbLZLKlUilarhcPhwOv1CsDTaDTY39+XeT7qWToxMcH4+DipVErk7Ha7Hbfbjcvlwmq10tPTg16vp6+vT/Z5T08Pp06dYmpqCrPZzObmJgsLC5hMJnp6euju7iYSiTA8PIzf78flcnFwcMD+/j6FQoFyuYzNZsPtdksep9PpngLJgafqCXg+ZUMnAKjUiul0GrPZjEajYXNzk1Qqhc1mw+fzodVqnyI99Ho9qVSKaDQqLVNqDmKxmAA57XabbDZLPB4XYK+vrw+9Xo/BYJB92HnPd9776p7/v7GqRy4cla7WYrFQrVaxWCwEAgGh5hWbpS5nhd67XC5J5ovFIlqtVuQ1tVqNnZ0d7t69Szqdpre3F7/fj9PpZHl5mVgsxsrKCqVSiUKh8NSgOgsplQC02+2fmfxnjdHRUSKRCGtraxwcHJDNZvH7/YJmKaSqVCqJPMlgMODz+UgkEjx48ACLxcLg4CDb29ssLCxgNpt54YUXGB0dFelWoVCQpE8V2vDThEv9W58dg0JWO+WARwml+VaMytrammisi8Uifr+f9fV1/H4//f39xGIxYrEY+/v7xONxWcher5dSqcQHH3wgSbOSq6rvq6enB61WSyqVYmVlhdu3b3PixAnefPNNurq6BBFR0txWq4XBYMBqtT6Fmh811OFfrVZlrZhMJmEdFUujLhqr1Uqr1SKVShGPx4V9unv3LmazmUAgQCQSwe12S+GtCq9arYbL5aK7u5szZ87g9/tJJpO0Wi2RNf6ycqPPht/vl4vo2rVrWCwWBgYGSCQSaLVa/H4/c3NzuFwuFhYWuHv3Lvl8nomJCb7whS/w4osv4na7yWazJBIJYQKUTEMl2IrphycoZzKZlIR3amoK4Ckpdads7Jcdr0qAFUq+t7cnLIbT6WRra0suSIVAwhMG4e233+bNN9/EarXy4MED5ufnabVaeL1eJicnOXnypIA4Wq2W3d1dWbs3btxge3ub9fV1KdDi8Ti5XE4UFqqnrFgssrOzAzy5/I4ShUKBYDAoCdbOzo4kIKqHstlsks/nZWyK+SkUCiwuLkrP29mzZzl//jwXLlyg1Wpx/fp17t27J9LVdDotbJ7f78fr9eL3+yVJU8m4Kv4/2w/0PGyOQvUVcHHx4kVSqRTtdpsTJ07wxhtvYDKZuHTpEg8ePBC2tFgs4na7OX36NGazmVQqJf1+jUaDcDgsEqpgMIhOp6PRaHD16lWWlpbI5/MMDw8zOjoqoOPPYxc7JUfPw6gC0leTSCSYn59naWmJF198kYmJCba2tlheXubq1askEgmq1SpdXV289tprHBwc0G63GRoa4vXXX6e7u5sf//jHfPzxx6ysrBLTCBoAACAASURBVGAwGIhEIlQqFfb29iiVSszMzPC5z31O9rTRaGRvb08Kj7t37xIMBhkZGcHj8QgopObveUC4XC6HTqfD6XQKu6DX6wUgjcfjAqqsr6/z4Ycf0mg0WFtbkz6bvb09kU4HAgFMJhMOh0NADLfbjU6nIxqNcuXKFbnXFMujil21VjsZ00758c/r23mWuH37tkiLJycn6evrIx6PA0/ONnUflMtlFhcXBXgcGhpibm4OnU4nRWE+n6fZbOJ2u0WBBU8UMFqtlnA4TLlcFqDv8PCQubk57HY7uVxOzhUl+YvFYty4cUMk+6qXeWho6JnHV6vVuHXrFjqdjqmpKUqlErdv3wae7NFMJiOgTC6XY2dnB6vVyieffEK5XObGjRusrq6Sy+Wo1+vEYjGsViu9vb3CDiq5ndvtFqY/nU7z4YcfiqpHFYyq0FSfrVOVopiso0QikWB/f1/UWhqNRopVq9Uq7Of29jZ6vZ7p6WkcDoew+7Ozs/T09Mg54XK50Gg0xGIx7t27x+Liokh0Feun2q/C4bD0TMOTc0SpOkqlEs1mk7GxMebm5hgeHn4qzztKGAwGAapzuRxWq5W5uTnJwRKJhOTfqh+zVqtRKpW4d++e7Cl1PwwMDLC3t8ePf/xj/uIv/oJoNCqgo5rrnp4eRkdHgScqkXa7jd1uF6DI6XSyv78v+9Nms/2MsuxZY35+nvn5eRKJBLFYDI/HQygUolgs8uGHH3Lz5k3xVpiZmaFSqTzFzOv1ejQaDdVqVZQr7XYbl8tFOp3mypUr1Ot1+vv7SSQSolza3t5mc3OTYDD4FFOtmFNF5qjvVeXjzzOHu7u7LC4uCoCoilXVq6nAxf7+fqxWq5AqCkDa2dlhe3tbeoptNht+v59arUYqlZLczGw2S/2gGEylAlWf/ee1uX22xe+vXaqq0+k4efIkAwMDUgSq4qdYLLK6usrOzg7NZhOj0Uhvby/d3d3odDoKhQJXr17l0aNHdHV1Ua1WGRkZIZlMcunSJT755BN6e3sZHh6mv78fo9FILBZjdXVVjAiU3KFzsJ0NnZ1Sx+eZ4EAgwMjICLlcThir8F8a/ii5nEIrNjY2+Pjjj9nf36e3t5d6vU4ikRBtsWJGRkZGmJmZwel0sra2xv7+/lPot9lsFlOaTqmfmuhO9lHNwWcNSJ41VN+GyWQSdCKXy0m/2uHhIRsbG5J4qcZsJVlpNpuCYK6trXH9+nW6uroYHx9nd3eXpaUl/H4/L7/8MhMTE0QiEebn57l58ybz8/MUi0XOnTuH0WikWCw+deCrpNVoNIpU4KhMDvDURaXkPkpSqAAPVYQcHBxQLBZJp9OC7ubzeWGUDg8PqVQq8vddv36d5eVlwuEwkUgEgDNnzhCJROSgVUVpZy/HX2ccHh6i0Whwu90MDAzQ09PD+Pg40WgUp9NJb28v09PTonm/d+8eRqOR06dPS7KTTqfR6XQEAgHpDen8/uDpvjeF1CnG+LOMvvq9nf1Iv0zx6HA40Gq1FItF9vb2uHPnDg8fPuTUqVN4vV62t7epVCr4/X5GR0clIbt48SKzs7OSHOzt7ZHP5+nq6sLhcIg81Wq14vf7Zd+trKyIOgCeILhbW1tSUFarVaxWqxj1KMOOhYUFmWPFkD1LHBwcUCgU8Pv9lEolrl+/zgcffCBSXMVAwZNLeWRkRHoud3d35TOppGZ6eprx8XGWlpZIJpMkEgn5t/L5PKlUilwux8TEBKFQCK/X+9Te+nlJeOcFclSQSiHDNptNTCEUOj02NsapU6eIRqMsLS1x48YNxsfHCYfDHB4eMjExwZe//GUajQbf+MY3uHbtGuVyWViOr3/962i1WoLBIOPj48RiMdbX13nw4AFut5vBwUFcLtdTcvnO9agK5E4ToOdZqyMjI4yMjOByuSTp3tzcZHp6Gr1ez5UrV/if//N/Ak/Ans9//vOcOnUKp9MpPzc+Pk61WsVgMIiE89KlS8TjcfL5PDs7O3g8HkZGRpicnESn05HNZjlx4gQWi4Wuri7p9U0kEhQKBQYGBiRJVbIreJIUKdT7WaLZbOL1ehkdHeXw8JCVlRWR5h0cHFCpVOR+uHr1Kv/7f/9v6StXPcCpVIrx8XExuQkEAsLydfai3r59mw8++IDV1VWazSaRSERQebfbLfdWJwinzuROwPio8dFHHzE8PMz09DRvv/22sINq3ajzUyW3+XyeVquF0+mU3i+1tpR53uTkpBjPbG5u4na76erqIpPJsL+/L+Blo9FgcHBQGFWVfPt8PrLZLEtLS1y5coWFhQX0ej1Op5NarXakwvGTTz4hnU5TLBY5efIk+/v73Lp1i1arxdTUFLu7u1y/fl0MdHp7e6lWq/yX//JfiMVipNNpYV6VQVmnoc3+/j7w5IxSzKUC2JrNJr29vYyOjgq54HA4cDgcIqG22Wyi2rBYLLI3njUODg7IZDJotVopWNT37PV6CYVC+Hw+hoeHZb3ZbDbxPpicnASeSCB1Oh3BYJBqtSpzd+/ePeCnMnGv14tGo+HTTz/lk08+EcALEIm6ahOo1Wr09/czMDAgLNNRZZwAm5ub8vnz+Tzj4+P87u/+Li+++CKZTIarV6+ytrYmYzIYDBiNRuLxOP/jf/wPNjY2mJmZ4R/8g3/A0NAQq6urfPe73+Xu3bssLS1hs9no7++nVCrxySefUK1W+Yf/8B/y8ssvC5h66tQpBgYGxKRFp9OJ+kf1f4ZCIVHfHSUuXbrE6uoq7XabyclJLly4QCAQYHNzk2vXrrG9vY3JZBJGVxV52WxWCl2lxFhfX2d5eVnWWCqVol6vs7+/z8mTJ+XsstlsrKys8PjxY3Q6He+++y6hUEjYfZfLJXPVmeM8L0BVrVZJJBIkEgkhRwKBgIAWTqcTp9Mpc6iMzQwGgyhXFPgdDAbx+XwEAgEBk7a2tshms1SrVXw+Hz6fT3IxvV4vPcSd/ZvqHvzsufks4zty4Tg0NMTY2Jg4EC0uLorGWy1Y9aGUTEOh8yrpURKJnp4eBgcHMZvN4gjocDgIBoOEQiEpBlXPlsFgYHx8HLPZ/DO9fmrAnV/K84RKPDY2Ntjd3RXEVckvlVREFW+AyOVMJpNsqkajgc/nkz+/vb2N1WrF4XBw7tw5crkc0WiUu3fvSp/A0tIS2WxW5L6daHknC9A5+c8jVXW73YL6GY1G/H6/fJ+BQABAjCyMRqM4pgJSvD98+JDl5WUymQyDg4P09fWh1WqJRqPkcjlWV1fR6XR0d3eLEUgymcTtdgMIe1wqlWQeFePVaXZw1J4HeHJxqIs/l8uxvr4uUoZSqYTVasXtdov7mUJqLBaL9HsoeZXD4QCeoH6Hh4d4vV5h3FXfm0ajEYMA1Tj+yyQzzzK+ZDKJwWBgZGSEoaGhpxy7jEYj+/v75PN5HA4HFy5cwOVyMTQ0JA3lmUwGi8XC0NAQg4OD0gOlkCi1RwFJarxeL1rtE7etTknRz9trz5uMq1AJhioelWSsWq0K46/VasXhWbmmBQIBHA4HoVBIEgB17igXwHK5jMFgwOPx0Gw2SSaTLC4ukslkCAaDWK1WJicn6enpQaPRCHugpHsKfADECOGol6XZbOb69etcu3aNdrvN8vKy/J2qN1dFsVgkmUzidDrp6enBZDJRq9XEsdFoNEr/arPZpKuri1AoJDKwnp4e6aM2mUwkEgl2dnakoFAgVmdx2KnkeJ6z9Ny5c5hMJmH/lPmB3W7nxIkT1Ot1Njc30ev1OByOp5JUj8fD2tqamKP19fUJE+dwONjY2GBnZ4cXX3yRkydPcnBwQDQapVAoiJTws47GnQVkp/lP51iPGlqtlpWVFVKpFFarlXK5LKYMRqNR5HDwRMnS19fH2NiYsPWpVIqdnR0ODg7Q6XSS1MXjcdnHHo+H6elpIpEIDoeDbDZLpVIRJcTg4KCY49y+fVvYo9HRUbxeryDXCiQ6SuHY39+P1+uVgjOTybC5ucne3p7IRJW8MJlMSm9NrVYjHA7j9/tFGh8IBCgWi3JvqmSzu7tb2GklqVNnWyqVEmBGFSMqPgsCPO8cKu+Cvr4+enp6pNdI3d+qGKrVaqTTabq6usQ1VfWO+v1+gsGg3Nvj4+N4vV7W1tYIh8PSz6vMMZTEXK/Xy/frdDpxu93So7q5ucnjx49JpVLC6jSbzSOzOQoISyQS3Lp1ixs3blCpVJienuatt97i8ePHJBIJASINBgPxePypHk2fz8fg4KCQAG63W1xnFxcXuXr1KslkUj6rchTt6+uTVg+lAuoEFhWzrM7Pz/o7PEsoib2SzaqCXO2pdrstxi07OzuUSiVJwHt7e3G73QIsq17oZrMpbKXqf/V4PExNTXHy5ElWV1fFzEqpI1S+5nK5cLvdAlj7/X7JB9WePmqUSiWKxSIej4dIJMKv/dqviZlUOp2mu7tb/BlqtRqVSgWfz4fNZuPmzZvAE7D5/Pnz+P1+YRr39vbk31A9gco06Wtf+xrBYJA/+7M/E0M25QysZMbtdlvyJuWU+zxtG61Wi2AwiNvtJhKJYLPZ5M73er3UajX5fmOxGC6XS3IBZVinJMKqlUN5EwSDQeDJfZvNZkVxV61WRS109epVvve975FIJATQUvJQj8fD+Pg4Q0NDmM3m5yak1HkCiLeBysUUAddqtaRFDpB8QLH9XV1douZTn0/lzGq8CkjT6XR0dXVJ8axY48485bPKIhX/rxSOPp9P0Npms0kqleLevXuYzeannmRQCYcyQGi32+KophqiY7GYXOper1d6yFTPgUKjnE4nHo8Hr9fL8PAwBoNB+u86e6t+Xp/DUQsr9dmVIY7RaJS+g8PDQ2q1miSQ1WpV2MhgMCjmPcp2u7u7G6vVytraGn/xF39Bo9Hg137t15ibm+P27dtcvnyZx48fMzMzAyCLRqH1qoFV/X9VYHXSzUddxErrrOQwqnFfbf6BgQF6e3ulT04Vk0pylslkiEaj3LlzRxAiZTSikmzlgLm6usrQ0BAulwu73S5JoJL3qN4Q1VenpIlqMT/PIQSIVFT1c21ubuLxeEgmk+zt7dFut/F6vbTbbXEYs1qtjI2NicxDyT/9fr+AF6VSienpaZHNKRljOp2m0WiIoY4yplEF2lEMKZ4lVK/f8PAwU1NTktgpdzPF5ChZyeuvvw48WV9ra2si8Wi326RSKarV6lMmTPV6nWw2y8HBAa1WSy50NU9Wq1X22WcRuM8yjc+DzsGTvabYXrX2crncU26uyuBHIaE7OzuSdCoFwNbWlvSZFYtF9Ho9Q0NDkiTs7e1x8+ZNrl27ht1u58yZM5w4cUJYsnq9LqYQCg1X/ZaAPIkxMTHxM266vyh6enr44Q9/KIi9z+djaGhIeuB2d3cpFovY7XaRQykZp8PheEpSmslk+M53vsPDhw9xu92USiVBNXU6HS6XS8wd1P5dXV19qt9BuVPDT03H4KcS5KPOo5LBqcRGXdpms5lSqcTDhw+5cuUKer2eU6dOsby8LHI59TkuXrzI4OAgFy5ckB475USnlCHKGVlJAVVxtLOzIz3xnXfFz5NsPi87nkgk+O///b9LX75KTi9fvixrZXR0lDNnzkjvY7VaJZPJUCqVuHPnjhQSxWKRYDAozokGg0GMkBRQtbGxQTKZ5PHjx0SjUfr6+vD5fIyMjMh5raTWNpvtqaROsZNra2vPPD6LxcLS0pL05C8tLbG1tSWFqwpVfB0cHAAQiUQ4efIk4XCYiYkJhoaGRPa5trZGOp1Go3nyhIkyv7Lb7bzyyivMzs6ysLDA4uIipVJJJGmqmFPOnPBTcOqXYY1nZ2eZm5ujt7eXQqFAOp2Wvae+NyUPPH/+vBjkWSwWOaPUcxPKHGV9fZ1YLCbKE3XfqX1pt9vFQdVms9Fut+XZis3NTZaXl7l9+zYLCwuSb6h+p6NKOcfGxsQhdH19nYcPHwIwOTnJ7OwsJpNJnLgtFosUfcr5XLF26ikE9fMmk0kAg0gkwv3796XXTT01pkAF1ZqkHPHr9bokukqVoNyDVa71rOF0OqWHy2KxyBmvXNJVYu73+9FoNGxtbcmdp8xSVG6lFELKzbKvr4/Z2VkODg7kKRPlvBsOh+XpJOVloFzxVSuAVquVYkG14TxPPuP3+9na2uLMmTN86UtfYm5ujgcPHnD9+nW2t7cFoFGKsVKphM1mE+XRxsYG/f39aLVaHj16xOXLl9nb25N8GxCzwxMnToiLt+qPVvOkHHCVqYvqDVVFv5rbo45R9Y+q9olYLMbOzg46nY5wOEx/f7+4Ld+/f59AICBGh6roVwy2AsGV+6jX6xX28PDwUEx9arWaSH09Hg/37t2TVhEFShuNRoLBIIlEglQqJd/V85wzypFfFcLqjlLrTQFJqj0BEBBAfSav14vX68VoNFKtVgWIUUoXtf4UwaUKS3W/dM5TpxLus60c6ud+URy5cFxdXcVgMLC/v0+1WmV+fp5PP/0Us9lMKBSSfh2F0CmDnP39fZLJpPS1VSoVkU/BE/evcDgsrnvqrUeFIKieOcVeqcJOfQE/r4fleZLW3d1dtra20Ov1DAwMkMlk+PM//3MikQhTU1Oy8JTjpHqKQhWOqoHdYDAIS6kkZ6onS71L+ad/+qc8fPhQnkZQDfmKzVHorCrw4Kd2wZ0M3VHi3LlzYiHu9XqlvzEejwvbEgwG6e/vZ3d3l42NDZEoKmmruvgnJiZ4/fXXmZmZEZMV9cYMwPDwsKAfGxsb4ojVaDQEHTQajdjtdjFmKZVKwrQqpPKoodiFYrEoCNnAwAB9fX0yD/v7+wwODgqzpNA8h8PB9vY229vbLC4uCv2vXNHUHKi341TPRiaTEWcxn88n76zdvXuXWCz211o8LiwscPHiRXF83d7eFhMSJbFMpVKSfCpJidVqFVnW2NgY5XKZn/zkJ/IUTk9PD6VSSRzLfD6fXBI2mw2tVovZbKa3t1c+y2cPm583X88zh48ePRIUzu/3EwqF5CLp6+uTQnJ0dJRMJsPly5dZXl4WG/8PPviA27dvc/v2bbq6uvjc5z5HIpFgc3NTCvqtrS0WFhZYWlqSf0uBJ0NDQ+JK63K5RDlgtVoFKDg4OJD+1v7+/iMVjlarla6uLvb397Hb7QwNDYnDca1Wk74qdVnFYjGazab0VUejUekhXFtb4+rVq5LUqnUYiUSwWCzibO10OqUnpJMN73Qxhp8Wjp3y1aOaVnz00Udsbm5y6dIlwuGwAEPVapX19XVu377NvXv3sFqt8izM9vY2iURC0FLlQG0wGJibm6Ovr4/x8XFRuyjgY2NjQ96OU3sxHo8zMTEh90KnOqUTaPxlJNW5XE7OOlUgHx4eimvqyMgI7777LqdOncJsNkvf45UrV0ilUmKIcHh4KPbpMzMzjI2NSfLV1dWF2WyWs6hYLHLv3j0ePHggb1s6HA4CgYAAkCsrK0SjUex2O+Pj49JPo9bSs8b8/DzLy8vkcjnp2T48PMRsNovqIJvNkslkCIVC/NZv/RaRSESknKOjo2g0GlKplLDlOzs74rCq0HOv10tPTw/BYFAYY6UyUrbzyWRS3IFVH89n2cbnaQuYnp7m3LlzBIPBp57ciMViXL16lZs3b6LRaHj99dd5++23pWhS74bev3+feDzO9vY2xWJRChXlzNnV1SXJmlarZWJiglOnThGPx/n444/Z3d0VwHttbY333nuPa9euEY1GBcRWAOvzmMe8/pdvYQaDQeLxOA6HQ97bU88ppFIpdnd3pU9xdnaWsbExAb49Hg9ms5nt7W0++ugjYb9UXqZYdMUIRSIRMQlU9/7w8DCRSESKNIvFIr4XqvhSb0weJZxOpyh9CoWCFJ6dvhvK7EzJuz/55BO2t7flvDQYDPL0jQIm1Vr3eDwMDg5SLpf5d//u38lTUP/0n/5TXnjhBZaXl4WtVG8aKmMXu90u0ljVVvQ8d+HIyAiLi4skEglcLhdra2v88R//MVeuXJF3vw8ODpidnSUQCMi5GI/HqVar8r7hBx98IPcd/PRpCdXyUK/XsdvtRKNRLl++LKSQcs1tNpuUy2UBkFVvoCIzVGF81JxUmUMpJ/dYLMb9+/fRaDRCPFQqFYrFovindOb/Sj6tACWVW6oeP/VnFQit+hWnpqb4u3/372I2m6VYLZfLosQxGAzs7e3x3nvv8f7774sTujJNOkoo9k8Z86j9rPqhlTFYp6OqAlKURFw5paqeWgUcR6NRHj16JEab2WyWUqmE0+kkGAzicDgk/1RnpeoL7ZTfftYg5xfFkQvHhw8fUi6X5UteXl6mUCiILFA1xANy+Hs8HnEsU26knY94Kkah07BBPSabTqel4FCV9okTJwgGg+IWp3rkOuN5mQ6NRiOuqMFgkHQ6zf3799FqtUxNTaHX66XhFJCGZfUmjGpyL5VKxGIxSdqUCcf8/LyYcii56N7enhzCPp8Pp9Mpmn9VgHYyjZ2TrNxenzUajYa8k6l6K5RsNBAICHKnEFDV16lQ2GKxiMvlEker4eFhtFqtGAOoxulWqyWUfDabZX19nVqtJkYfSgbbaDQEUc7n81QqFVlP6vcdNVQhqjaAsmw+c+YMd+/eFZmNyWQiEonQbrelwX9/f5+trS1+/OMfMz8/L/PX3d3N4OCgNBrPzc3x0ksv0dvbKw8kr6+vk0wm6erqYmRkRBJAxcx3WtD/MmEwGLhw4QKhUIjHjx+Ty+WIRCLi8tbX1ycXsHqiQ70nppBrhdhtb2/zwx/+kHa7TU9PD8ViUfqkOgt/JQFVe66TtfmsrPGzwM3zJObq3dRsNisXcDgcZnx8XCy0o9GoPHR/8+ZNYaXsdjtXrlzhG9/4BvDkDaWvfe1rFItF/uzP/oxUKsVHH33E/fv3JYlVn3NjY0MknTabTaRrSlblcDhotVoEAgEBz1Sz+lEil8sxOTlJb28vBoOB/v5+IpEIg4ODksh0Pu+jCsSHDx8SjUbF0GN2dlZQRSVzS6fTTzltajQa1tfXhR1V4F2n62DnPHX+t3NujxLxeJzNzU2KxSJ3796Vp5WSySS5XI6trS2R0Xk8Hr74xS/KW2JqHre3t/n000+xWq28/vrrnD59WoqLvb09rl69yt27d9nZ2SEUCv3Mm1edhYQC4VSh2CmZ+3ks5LOEw+FgYmKCx48fU6/XqVar8rkTiQTnzp3jtddeE3aiVCqxvr7OrVu32NzclHUHT4BTn8/HqVOnePXVV0VFkM/nWVxc5MqVK6TTaTF8UOtDqSHUk0Gq32p+fp50Os3w8LDIq49adChG47NPQPj9flHHqPN8eHiYt99+m7GxMTY2NkS1kUqlePToEX6/n6mpKfr6+ggGgzx+/JhkMkm1WpXnBrLZLH19fdhsNgYHByWhUm0Ce3t7ZLNZ6TP7rOrheQpHpYrqZPVUIXPv3j3u37+P2+0mEAhw+vRpUZ74fD6R53Wy+EqJoL6TgYEB2WvKcMTv92MwGORdY5XY7ezs8PjxYzY2NqR3WT31Ak8UI1ar9UjjO3funFj3OxwO3nrrLXliZX5+nk8++UQ+s9VqFWOx8F++banYwZ2dHW7dusWf/MmfyN/tdDqZmZnhb//tv82FCxdEbn3u3Dmi0ShXr17l2rVr8s6i0+mUN6LVMyvq+QTFwh91H6onQNrtthQIKg8JBALSfqLeZlQghpJvq3cHleeDKqBqtZq8Edjb20s2m+Xy5cvodE+e6PrSl77EK6+8wscff8z169dJpVLCwufzeWlLUm9gK2DueZ4XO3nyJFeuXBHwaWVlhUuXLtFutxkeHqZSqcg70+oFgHQ6Le81KxXGj370I+LxuOSwytAJEKWKOpcePXokHh+RSIRMJoPL5ZInHRQIpQr3TjnuUZ+MUXeFUu6oPdZoNJifnycSiTAyMkIwGBQyQBmMKXCzswcaftrOpfLzTsZXsbJ+v59XX30Vk8nERx99RD6fF1M+decr1/Xd3V155k35fBwlFJGhSBHlOKzanwKBgBS06p5SP1amRAp4VftHeYG43W56enowGAxSWKq13Gq15E5QrSvq7Oy80z9LvMEvfn/8yIWjRqOhXq8Tj8eFjVESIb1eL5tN9doou1k1EHhSUM7NzTE7OysN86opWfUv7e3t8fjxY3n/Z3V1lUQiQTQa5eDgQDahosbVwDtNOp4nYQ0Gg3R3dwv6Mjg4SCaTwWAwsLOzI6yDMgtRD5I7nU5JzJTmvtVqCdprs9nI5XK8//775PN50dhfuHBBrHXVu3UWi0UOMmX2ozaFsv1WFH21Wj1Ss/y3vvUtFhYWGB4elo2i3gxTiAo8YV5VE7FOp2Nrawut9onVvXrsXGnRlex0cnKScDjMhQsXWF1dBZ4UcX6/X/ruxsbGhL1SEsjOnsBarSYSCeW2etRQDJHJZJJ+ksPDQ4LBIG+++aYYGyhUX4EbysXx9u3b3Lx5k93dXZk79QyMTvfkaZFGoyEGO8qgpt1uk8/npRAI/+WTJuVymfv370sf0C8b586dE52/+nzqYNJoNE+ZbsCTolc9jaLeclpbWxMEbGxsjHw+Lw3oaj0r+aLL5cLn8wkooHo4gJ8pEDsLjc+a7BwlQqGQvJ3ZaDQIBAKCgtdqNUka1QPPc3NzhMNh3nrrLZrNpkhA4cnblIp5KZVK/Lf/9t/41re+JcyI0WhkaGhICseVlRUKhYKAWZ1POCgTBsXulkoljEbjkXtXNjc3CQQC8rxLV1eXJNVGo1HYK9WfqdB41W8CiLTW7/eTzWYF7b5//z7RaJTR0VFhUmw2G4VCgUePHtFqtcQ8Sc2bmrPOM1TNaycb+azxyiuvEAgEWF1dleJCORsq+bM6ZxVrq4ColZUVlpeX+clPfkI8Hufs2bOMj4/zwgsv4HK5RLWQTqdZWFigUqnIxamStU6UHBDZTqckDZC743nuCrfbze/93u/xne98h8uXL3N4eCjWqsnESAAAIABJREFU79vb29J3pORHyuRNsX/q+5+YmODVV1/l4sWLjI+P4/P5xCsgHo+zsrIiElEFomg0GiKRiJhuqFYQtZaVW/LW1hZOp5Pu7u4jnz3qiRH19Nbm5ia1Wo1gMCjGMQBf+MIX+MpXvoLT6eTjjz9meXkZi8XCwcGBfOebm5tUKhWCwSBzc3PSH6qc1mOxGLu7uzJ/na7ibrebYDAoiW6n7X8niPo8YLEyfVPrZ2VlhatXr/Lxxx9L8f+5z32ON954Q/qsyuUya2tr7OzssLy8LIocm82GxWKhXC7jdDrlrWqlsFL36PXr13E6nQwNDYnRRbVaxev1cu7cOXp6eqjVauRyOXEKVvNx1Oc4LBYLbrebfD5PLpfjlVde4atf/SpLS0v8yZ/8CdevX5ff+/LLL/Mbv/EbnDt3jnq9ztramqhXlLN6KBQSYkDJ6tfX16UAV+8fhkIhDAYD+Xyey5cvs7i4KOY4yjxJFQjqnUql+DhK7O/vP1UEqjmCJ/szHA6LlHttbY2FhQUajQYnTpxgYmICo9EoxiTKBV9Jon0+nxgCDgwM8Ou//usiuV9cXGRyclJAlP39fXkrT3kpKFmi+jydhc5RYmxsjN/93d+lXq+zurrK0tISkUiE8fFxJiYmRAL+6NEjYeaVUkb1QUajUfGTUP3GnWtJETOKiQZECqqcW5UqTEmSlbOnevpIPcdyVF8K5U7dKavv7+9nY2MDeKKEeuutt7BYLDx48IBHjx6JEsXpdIqapdlsks1m5RmKrq4ucYNW7s+FQkFeckgmk9y5cweNRiMtA+oZD+WPoM6G2dlZ+bfUWI8SmUyGarUqbPT/Q9t7BTd+ntfDB2AnARIgSKIQAEGCvS/J1XI7pV21yJZL4pIZx5n4Iu0quc5VJpncZTKTm5SbJOPYjjNWbFljq1javlruksveKwiQAEh0opIAie+COo9AWv5nQed7ZzRjydKSv/a+z3OeUw4PD5FMJuW+VlZWinaU9UYue9FqtUqNUVdXB4vFIuBGV1cXampq4HQ6sb29DZVKJU7OBJRzPVE4gMpdZ/fR/w1MzbtxfOmll8Tdb3t7GxUVFeLUF41GcXBwIE0UaRqkC3JDfOmll3Djxg2xKKbAn9EPzPyrra2Fx+MRi+upqSkZNec2LESazxo5nKd55MQtmUwKKtHS0gKn04lnz56ho6MD/f39KCgoEHdLUhG4ccbjcezv78NkMmFgYABmsxkHBweiEfnggw+EFvLGG29geHgYOzs7+PGPf4ydnR10dnYKSsTCmPQdcpvZOB4dHeXVOPJjUCqVcDgcGBgYQEtLi4z8+bOi0SgcDofYXbNg6e7uhs1mk4PN4/HIZLmqqgoVFRXo6+uD2WwWd6q6ujr4fD7J2OF0JjfcmM+LGxjweVGX7yKlgsYlLNq0Wq0EwdLMJxgMYnd3F4FAACUlJZiensbc3Bx2d3dRVlaGpqYmcU7jBlVRUSEbMtH/zs5OZLNZQdw4RR8cHBStYCaTgdvtPtd0I3eZzWZB3oqLiyWs2uPxCC2V1uHcjEkXX19fx+7urhjE0Iyqurpa8ilJrSIdhW5+e3t7AmrkNo65SN//lRlQe3u7cP5rampkT6DxCfeASCQi1ODOzk6UlJTg4cOHYjLFqe/s7CwuXLggGlsCG3q9XiJ4FIoTtzyHw4Ht7W1xUuWBw3cKOJk20REtN/rgRRcnqgQbVCoV4vE4gsGgTGCSyaRkgrpcLmxvbyOTyQh9qqenR4Ads9ksjpU8ePk8DAYDLl68iFgshrW1Nfh8PikQSFViEU4KPP9bAgD5Xt+tW7fkW2FzsLu7K2BULtW7pKQEbrdbgBAyLQhkUKLA+7a7u4u1tTUxTSD9kfmmv6nJ5fXkGuTw3DjPmp+fR0dHB0ZGRkQLz4O7r69PnEEXFxcxPj6OiYkJeDweVFRUoKWlRahFQ0NDeO2119DT0yMO1slkEqFQSGQEVqsVOp1OpiXt7e2wfaavJ8BDepbRaERzc7PsZdTK57vvdHd3Y2BgADabDdFoFA8fPsSzZ8/kfa2vr0dLSwu++93voq2tDb/4xS/wgx/8AF6vV+hzHR0d0Gg08Hg8WFtbg91uR0dHB9ra2kTKQZZOVVWVMI0WFhZEX0cNFOOdOFU3GAxQqVTyjp7nOXKSSXnD3NwcfvzjHyMYDMJgMODtt9/Gd77zHRiNRqyurmJubg5Op1Podevr64jH46IbNxqNom3jxCsXbCR1k47AbDaLi4vR0dEh9YPf78f8/LyA6TQ6o976RRd1z5z8trW1oaGhQaQlwEkhevXqVbz22muoq6sT6/+pqSnMzc1hZ2cHqVQKFRUV6OjokDqkqKgIhYWFmJycxOTkJEwmE3p7e6FQKASA7+rqws7ODmZnZzE7OytNGgDZ++jAylzsfJbH40FxcbEYhkQiEWkSDg4OsLu7K2cXqcDFxcXo7+8XCmpRUREMBgNWVlbw0UcfieMsPQ+Y393c3IzNzU1MTU0hHA7j9ddfF80yWVKhUAiRSASFhYVoampCZWUlEomEOOef5x3lvV9bWxOgwmAwwG63o7a2VmQpJSUl2N/fx9jYGAoLC/HKK6+gpKQEMzMzcDgcqK2tFSbZWY0bGxm9Xi+SJda3BNh5LiSTyVOxevx3/X6/NG35rK6uLlRXV58yySLIS0d0s9mMqqoqAcS8Xi+qqqpO7X8Ez2kmQ/mOSqUS1lwwGBSQYn5+HhsbG6cMxA4PD2XgxXP35s2b+PrXvy7xT1qtFv/4j/+Y1zWytgUgGlo2t3xvotGo+Kjwnd3f30dLS4s01swqPjo6wsLCAmZnZ8UfgXsMHVmZW83zLrdpPAuWvojkKHfl3ThevXpVfqDf7xcBPxFNFuJEhonQ6fV6vPbaazIZiMfj+Pjjj7G6uoqamhoYDAZ4PB4EAgFBbd1ut2hX2traUFBQIDEdvMl0wDp78eddi4uLkolCAXcqlYLD4RBUkLx/4ATx8vl8gvZzowdOuOmvv/46Lly4gGg0irm5Ody/fx+ffvopFhcXYfssoPXy5ct4+vSpTDt42NDBLp1OS2wE+ddE0PPdaL/61a9ic3NT7LcZfEtba9Ixs9mT4PGPPvoIxcXFeOONN9Df3y86zLa2NmxsbIhJTiKRwCeffILNzU309PTg8uXLqK+vh8lkEpdaj8cj2TTUg9Ipj1x50lvJ9T6PCxlRJx4eDMulPoUTToIas7OzYsftdrslyiCZTGJrawvRaBRtbW3CU6f+NpvNYnt7W4w9KM6nC29JSQlMJpMEY5OORZe88+qr3G63NEBE+EgpHh0dxfj4OPx+vzQRNG+gNnlrawuZTAbV1dUy0WcBQ5fZsrIy9Pf3w2w2S6j31tYW+vr6YLFYxEkO+FxTCpymOf42kwC9Xo8PP/xQ8kTT6TSWl5dRX18vToykn1D7plarsbCwgLt372JpaQl6vV5yn370ox9hampKmlCCQ8XFxaiurkZnZ6ds5EtLS2hpaZHJNY2B+NzJJmDY9PHxsUzVXnQpFAphTpDWzumKz+fD7OwsotGoGOZEIhHEYjEYDAZ87Wtfw82bNxEIBPDRRx9heXlZHJ0rKiqg0+mg0WiQzWbh9/sRCARkL3rttdcwPT2NyspKQWhz41XO6gDPqx8jKyUcDsNms6GzsxN+vx9OpxPHx8diGsNolbGxMXz88ccoLi7GSy+9hJGREVy4cAFra2vimDc1NYXZ2VnMzMygsLAQLS0tuHHjBtbX17G8vIzbt2+joqJCHLppLEY6J+mqfKZkEORL4eR699138eGHH+KrX/0q/vzP/xwffvgh/u3f/g1GoxF/8Rd/gZdeegnxeBwTExO4d+8e5ufnEQwGUVBQALvdjsuXL6OtrQ16vV6cdTkdoAU7p3c3b95Ed3c3IpEINjc3kU6nUV1dfcqFOlejZ7FYMD8/L1pHmpnksy5duoREIoGCggL09PTA5/Phgw8+wP7+PiorK/HWW2/hK1/5Cjo7OzE/P487d+5gaWkJALC5uSmTXyL/gUBAzvi+vj5YrVZ4vV74fD7JoAwGg7hz5w6mp6cxMDCAN954QwA7oug+n0/Mj1hwnncZDAYp3vb29rC2tiZshfb2dgHU6E74/vvvY3x8XO6p0+kUYzKaXOh0OjEio1FJdXW1NIgsfElJraurEwYS3XmLi4uxt7cn+y8dOqnTf9H16aefypm6vb2NiYkJvPPOO0Lr7OnpQW9vrzAEWJv4fD7s7OzI78imnhRwfkcEOFi0q1QqMZ1TKE5MzEjxXVtbE/A/FouJnpWSGJrn5LNisRgaGxthMBhOsbAKCwsRDodx//59xGIxjIyMQKlUYmlpCZlMBq+88oow1shycjgcePz4sWTpvvHGG/Le0yBlcXERY2NjKCsrQzqdRk1NDdLptDiA0wE1Ho8jFAqJYQkbmPPsNU6nEz/96U+xtrYmjA232y1MC7fbDY1Gg2vXrgE4AQtIm9ZoNEIJByAmfrk0+Ww2K1M4rVYrtGb+N2SHWK1WGdQwJ1On0wGAAAD0pshnXbhwQTR51GiqVCqJI2JkDGms9EApKSlBLBYTmjPZDYwB2t/fR2dnJ6qrq+HxeLC6uioTuGw2K/F3AESbmc1mZZBFwE2pVIr8iO69+a66ujokEgmsra1hb29Pzr+Ojg6kUiksLCzA5/MhEAggk8kgFovB5XIJoMbvgjTbnZ0dPHjwAB999JFQzC9fvozm5mb4fD6srq6Kk3ouNTW3eTxrKpZPvZb3W1xeXi4BxRqNBjU1NWhpaQEA0dawOUgkEmIMc/nyZdy+fRtWqxWJRALr6+v46KOPMD8//4U/p7m5GSqVSkKDLRYLbty4AbPZjOrqaqRSKTkoz04Wf5upB7OaGBhPXj5dMhn6Te1RMpmUn88cQy7GlpA2yGaJeYEOhwN37txBZ2cnwuEwdDqdUHoYsByJRMTamSNtFojMfclnvfrqq1heXkY2m5Xml1Q4Fp00VHG73Zifn0ddXR2amprwyiuvIBwOCzc7EAiIqDyZTJ4KzGVExP7+PrxeLxKJhLizUoBOeirREACn4lzOY88NQBDEqqoqcQflhka6LwD5vZ8/f47nz58L/TMQCACAbEyxWExMg4LBIHZ2dqDX62EwGATxIlhC+gYLCYZFp9NpCWrd2to6ZZaTb2Pl9/vFNInUBtqGb25uYnR0FMlkUvJVfT4fgBMtGREoajpjsRhCodCpSXssFhNKBdHEQCAAn8+HBw8eoLOzE8PDw6JzyM0YPZvjeN7muL6+XnIV2aTGYjGxvGdB1tTUhKamJuzv72NxcRHz8/OYnZ3F/v4+mpub0dXVhVAohA8//BBPnjzBpUuXYLFY8M1vfhOzs7M4Pj6WqSORzevXr0Or1QpDgt83DyfuOdQh833NZ+l0OnE+o6CdsTHHx8cSz0F6otfrRUlJCYaGhnDlyhUYDAZsbm5ifX1dinWu0tJStLe3Q6vVCsDGwoX/jIvvD6k+ZzXUudPkfBanJZxCEBikg+LAwACuXr0KlUqF+fl5RCIR2Yeo5aqvr4fNZhNX5tnZWTx69AgTExNobW3FzZs3YbVasbS0hK2tLaFQc4qQ+3vnnhF0XWTzf549BjhpspeXl3Hnzh3JF9VqtWhsbERTUxPS6TRmZmbw7NkzcSYl8Le+vo7W1laZMI6OjsLxmVsyAS8WYl1dXaJ/J23U7XbLpIaaJV4bowS4z0ajUQSDwbwbrIGBAayurkKlUkGtVsv0GDgB1dra2jA0NITDw0MsLi4KtQw4KVDX1tZQVlYmk2CdToe1tTWhLdLlMRQKoaenBw0NDZiZmcHu7i4UCoXEDJBlQyouaZderxcmk0mK1/MAVEajEe3t7Tg+PhYzHGbe3rhxAwaDQZ4JtaY7OzsATprOs4ZY1O37fD7s7e3Jc7HZbOLwqFAosLm5KXnBV69elcYyGo0K7ZKGQpzu0B2ZMQIvsoLBIAKBAFQqFaLRKCYmJuT7NxgMePnll3H79m309vYKjfbu3bsyleGeS5DyNxmAqVQqJJNJzM/PY2VlBZWVlWhqakJjYyPa2tqQTCaFoTQxMQGlUikUUn6v52EY0VxJpVLJZK62thZ6vV6MGnl+t7S0YH5+Hqurq4hEIgK+FBUVSRg8aZ7BYBCFhYUwmUw4Pj7G+vo61tbWpJj3+/341a9+JdpJtVotFFetVouCgpOsZLKuKioqYDAYztU4Wq1WFBYWygRXqVRienoaS0tLwnAYGBhAb28vkskk6uvrsba2hs3NTXF1JX2UACQA2Q9yKew+nw9OpxP19fWy98diMYTDYdHdsrnUaDSorq4Wlho1v/nqcDs7OzE1NYWysjLJZN7Z2RFt7vLyMu7evSv3l9fCd2p3d/cLawyv14uCggLxQ+B1514vPSjYS3D6x+/WYrGgvr7+lE6ce3g+i8wWAjbUgBOcprcKWZuss+kpQaM8Tl1XV1fx7NkzbGxsADiR44yMjKC+vh4zMzPCgiD9mOBwrknTF9VmL7qH5v0Wr66uSo4RXZw4Cna5XPLBGo1G2aAsFgtGRkag1Wrx7rvvYmFhQbSSv2k5nU4MDw9Dr9cjHo8jFouJMxaRLr741ALmxlYwbyXfoofiewpWGQWiVquxvr6OaDSKR48eSdFdXl4u4uq9vT35ea+//jouXboEpVKJQCCAbDaLcDgMpVKJrq4uHB0d4enTp3jvvfcQCoVw8eJF3L59GxcuXBCXNqVSKTbvnMoaDAYx0KEj0wcffPDC1xcOh5FKpaBUKkX87HA4UFJSgs7OTrS3t8uml0qloNVqYfvMFZFat/HxcXz88ceYnp4WZ0kahgAnGkNO6ohw6HQ6NDU1oaGhQQKFucnQcY50TlLn+M/zXRqNBiaTCX6/Hw6HQ7SmfGZsukh5on42lUpBrVajoKAAGo0GVqsVe3t74oabG0txcHAgYm7GHnCKSb3v4eEhstmsZCj29/djZ2dHEGdqHvI9TKijBSDTlEgkIpNDvV4Pn88nGZo0T6EtNRsenU4HvV4vmanMV1MoTnIpq6qqREPS3t6ORCKBQCCAjY0NuFwuNDY2SiH5RXb4Z9268lkNDQ2wWCxwuVzY3NyUTFjmEJLS3tHRAbVajTt37uDRo0eCFtfW1orGj9rZ5eVlqNVq9PX1YWBgAHV1dVhYWBDTH05pe3t7xVGVgvJclI7FOptt6kzzWSqVStxrydbwer04OjpCXV2dGDLQfbOwsBCXLl3ClStXEA6HcefOHczPz6O4uBg3b94UTQbjSLgP1dTUwGg0orS0FJOTkyLKZ0RCrskWjbZyTWTOa47j9/sxMDCAzs5OcadmBldTU5MY3aTTadTV1WFkZATd3d3w+/3Y3d3F6OgoysvL0d3djf7+fpSVlUk4POnsqVQKjY2N+MY3voGdnR1UVVWJ7liv1wutMXciDkAic3IR1/PsM3/4h3+IH/7wh5idncXf/M3foLe3F3/5l3+JkZERVFRU4L333sPPfvYzBINBoXyx6Njf38eTJ0+Esuz4LGyc95v0crptLywsIB6Pw2QyoaysTGjb2Wz219BkUoTr6upkOn+eazSZTBK/4Pf7RbrBjD6aMyiVylPnERFyl8uF4+Nj6HQ60ZqVlpYiFovB4/HA6/XC6XRKlh+BksbGRly/fh3Xrl2DWq1GJBLB8fGxTHkIItERlNq58+wzSqUSJpMJa2truHPnDra2tmCz2XDt2jUMDw+jsbFR9o6JiQkBFQHIGVZQUCCZv6xByHjZ39+XXFXqmILBoOTsEtjk4mQ4nU5Dr9fLnrCzsyPZu/mcFzT7oFNxW1sbVlZWsL+/L/eutbUVer0ea2trMtHIZDJiBkKNPwv3XJ01cNJ8m81mHB4eyp9t+8z9mtNOMo8ikYjsBbmus8BpAPJFF5sq6nwJ2pLSfeHCBVRUVGB4ePiUkQx1lkajEZlMRkzmaFLCiRdrOtYOBENXV1fh9XoRCoXQ1tYmZz09AtRqNcLhsEiN+PudZ5+5fv26NGU2mw3hcBh3797F5OQkDg8PYbVa0dnZiUgkAofDcSoGhOYpbP4BCBOADtSs4QoLC2VSt7+/D6PRiKKiIuzt7eHevXuIRCICYtE4rrS0FJlMRtx6zxMRR1dcUrL5rTc1NaGiokKc/ZPJpBgd0WyRz+Q3LWYYfpG+mzUt+wvSkQmEFRUV4fLly3jllVfEm4N50vkun8+HVColvgYGgwGBQACzs7PCigMgA5Xi4mKhuldXV8s+ysxe5h7TxLOrqwtWq1X+faYmFBQUYH9/X3Lmc00jz9JT83lueTeOOzs70kwdHx/D7/fLoaJQKCSI2+FwoKqqCpcvX8bly5dhMBjw+PFj/PM//7NQV0kZKy4uhsViEToEtZNarVZMBBiTwYaOSD91frnhqrwJuZOsF13US1JYmou0GI1GuN1uLC8vi5GFVquVzbCgoABdXV2SbWixWCR2hCLynZ0dFBQUoLe3F+Xl5Xj48CEePXqEbDaLP/7jP8a1a9dw//59CT+lzqO1tRWNjY1S0HPqWFxcnFfjOD09LfdnY2MDs7OzkgkGnKA0GxsbWFpawtHREW7duoW+vj7U1dVhaWkJPp8Pz549w9OnT8Vgpby8XGgYfLEXFxfFXTUej4u7o8lkkt+b7k88MIgsszE7TyYQcIKy9vX1obu7G48ePRKqSE1NjTjIMiKDZhVEPGtqakSzS23O7u4uzGYzLBYLdDodtFqtmCJx8ss8OWoj7Xa7NKcKhULiPmgqlRv0mu81lpaWSvPP6w0Gg3KwBINByWUiLYPfE8XuvNe54EoupeHo6Agej0caZLq2rqysyGHi9XqFCsGJzheJrM9T0NFhkXTQiooKya3j9VELGAgEMDo6ig8++AAlJSVoaWlBf38/Ojo64Pf7xewmk8nA6/UiEAigtbUVXV1dolF57733EA6H0d3dLZlSvFfUcTB0lxMB5lqdh+64v78vtNmjoyNxeOO3QIAnFouhpqYGly5dwrVr16BSqfDo0SO8//77ODg4QE9PjxQ5qVRK3Cvb29txdHQkjAU+s1AohOPjY5jNZnFsZl4rNYVnzY7Oc1AyIiKVSmFycvJUnEI0GsXTp08xNjYm/z4Py8rKSmkIcik7pL6SAh6JRLCxsQGDwYCOjg7RWqXTaXR3d4vNPnU4bPzPOnFy/znPNfb19UGlUuFf//VfsbS0BJVKhb/6q7+SXMqJiQnMzs6itrZW3KfJ9qiqqpJGkpMSu90uUQ7MCi4rKxMNp8vlwoULF6DX66Uo5z4K4FQDWVpaKjo7aoAopXjRxdxQTkU56aLun4wMOk43NDTg4OBATI+SyaSY6hiNRjQ0NMBgMEhWIMPSGQC/vr4u0So8+2iExOsqKCg4NeWgizUdwvNdR0dHYl4UDodRWlqKkZERjIyMQKfTSfbh4uIiNjY2JOPYZDLJt1JfXy9xPEtLSygsLITNZkN9fT1isZg4b1dUVIgREDXGdLKmfpoun6SyU05BW/7NzU1heL3IInWT2sa6ujox2uK+CkBYJbFYTBg7nZ2d0jxwrzs8PMT6+jqmpqbkXLx69SqMRqMA6wRuCgsLhfZbWloKu90uzAq/3y/NCZuP8+hwAQgwSPBtb29PMgppJEV6d1VVFXp7e1FSUiIg09HRkbAdKBdgDi315KWlpWJORt0/z8eDgwOZQtfX16O+vl4ol2RPEBA4zzu6trYGq9UKq9WK0tJSMYYZHh5GTU0NAoGAvJ+c6tLUjrpH1sJ07GcDYzQakUgkAED8Jvb29qT+M5lMSKVSGB8fF7+RS5cuCSBNYI5NyRcZr7zI9Y2Pj8u5fvnyZRmujI+Po7y8HEqlUhpy/hxKteh5kGuMyf0i13+AgGguO4OmiMDJ9Fqn04lhVn9/P0ZGRnDx4kVhz1E3mO9Kp9Oi3czNs6fpGTWZBC1o2sdzmYw5DlpohFNaWoqmpia0t7fLucifQ3d2v98PpVIJo9Eo4Btrv99ET/0/1zgS+YhGo/LLZzIZ0QlwigOcHGR/8id/gqGhIYyOjuKdd95BMpkEcEJ55fieWiSj0YhYLCaZSGwc+TA/+eQTuN1uvPnmm2JmQUoFDxgWcPl20Fy0bKbAeWNjA263G7bPnGP5cfFnEelXKBS4desWvva1r8Fms50KYs1kMpIhR5663W7HjRs3oNVqcffuXfh8Pqyvr8vLQbGrwWAQugc1ELlanXyXy+VCU1MTjo6O4HK5MDs7i1AohMPDQxmDUxyv1Wrx+uuv480334RGo8GvfvUr/Md//IeAAgcHB3C73VKkHB0dSVHADbeurg5KpRKbm5vyc772ta9JQDsR+FwNFbUinDrmu9bW1vDqq6+KBoaHCPUlTqdTpkek1XLK2dLSIpTqvb09rK6uwmKxwGQyobGxUejGqVRKUFsG029tbQn1amBgQPQqNBJgUxoIBJBMJgWRp/HHiy6imNxASbsxm80wmUzweDzw+XyiuaBWmCgkdW0sXL1erwQXU5BO97uysjJks1kxftJqtbLpeb1eGAyGU9SUsxvReRvHpaUlKBQnWaGDg4Niz8+pO6mpo6OjiEajWFpaQiqVEvfC27dvyzT+k08+gcvlkv1iZmZG0Pfj42P853/+J+7cuQPghG5fXV0tGbI8oHgwsqlmk8xGL9+czkAggKtXryIej8PhcKCxsRGvvvoqSktL8fDhQ3z00Udi/HDlyhV861vfgk6nw7179zA2Nob9/X3RpBJUAyCMhtdffx1erxfj4+PS/JeWloquiKgxc2gJLvCQzr228zSPnZ2d8Pl8+OSTTzA+Po6ioiIpRBcXFwXhr66ulmYxl9pKLbxCocDz588xPj4Ot9sNr9eLnZ0deL3eUwjx2toaxsbGBP3u7e2V3+Ws+yZX7nWdp3FcW1vD4OAg3nrrLXg8HhQWFsq9pJGUzWYTp0ki1uFwGGazGUNDQ7D9sDDfAAAgAElEQVTZbGKeUlFRIflx1CLNzs7C4XAIRYzB3TabTZgHPAN5HtCRmtQm2tEzHPpFF3PcONHxer3weDxiDEVEm40qp42kZBYVFWFtbQ1OpxNGoxG1tbUoKSmR7Dmz2YxEIgGn04n19XXRr9JSvra2Vor03H1UrVaLI2EwGEQ8Hv81e/kXXclkUlym9Xo9Ojo68NZbb2FwcBDr6+v4yU9+gp/97GdIp9NobW3F4OAgmpub0dLSInsjm0hGOGk0GjQ3NwM4ab6bmprQ0dGBkpISRKNR7O3tobGxEcFgEHq9HolEAru7u0KbLCgoEEp+UVHRqQzOfPeZ7e1tRKNR2O122O127O3tSZPT0dEBm82Gg4MDOJ1OrK6uyiTHbrfj9u3bsH3mR5FIJKQRYSMViUTE7ZjAJN8JpVIpOl06yDY0NMiUORAIyCSeztL0rMhnuVwuWK1Wydednp7G2toa6uvr0dTUJGcDr2l4eBgdHR2oqKiA1+uVuC0Cil6vF5WVlfKcTCYTzGYzMpkMPv30U7hcLlRXV2NwcBBFRUXweDxYWlrC6uoqAIjhl9lsRmlpKQ4PD6FWq8Vw5Tw16d/+7d8KGFpUVIT33nsPq6ur+O53v4uBgQH85Cc/wX//938LuB0IBBCJRE5lVEYiEYnAI92T3+HR0ZEYITY2NqKyshIrKytwuVxiDhQOh8Vp3GKxCAjN7xKAyIvyZd9MTEzg+fPn8Pl8mJmZQWVlJXp6esTNu6ioSCbXBDnp/H58fCyuw+wDftOZRbZK7qIcjcAIfSgox+vp6YFGoxGpjlKpzNv8BziJW6Kjq1KphF6vh16vRzKZFEo77x8d5MvLy8VzoqCgQPTA7CMASIJFPB4Xoy4y7A4ODuD3+7G3tyc1JiUpfF7neR+BczSONTU1cigQ4aETEDPOuCwWC2praxEOhzExMYHd3V00NDTg8uXLQjErKiqC0WiUpmVjYwNtbW2iFyEy/uGHH+L+/fvwer3o6uoSsxyiTTw4OTk6L1JuNpvhcrlEk0ghLl2riIpXVVVJLhcAcZdtbW0FcFKAMtSZf7+2tob19XXJQaytrYXdbkc2mxV61tzcnFhBM9uR01U2jLm6znyvMRAIyIStsLAQZrNZiuJYLCauW+vr66iurpZpcDwex8LCgth3E9UjVYrFBY1fQqGQGCcZjUZsbGxgdXUVGo0GQ0ND4ijIIimXZsWw0/NSO4iqHB0dCY2J6A0RQpVKJdoIUlKKiooEKa6qqhLxdGFhoYijmaNG1Ji0Mb/fLyADDYaAz6kHCoUCarVajGUKCwsFwc83mJsFt9FoFJoJG1M63BJgIKWLU1wCPzyoAQgCxo2TqFplZSVMJhMODg4wMzOD6upqDA0NSdFEkwwWO2djHH6biSMAaQKY48QGjZpnZq0RTeaqqqpCa2srDg4OJMKHGzLNU1wuF65evQqtVntqYp9Op3H//n0kk0ncunXrlDspwRpOOyic5zPOZ5WXl6OpqUko/qWlpWJrXl5eLnlLLJ6VSiV2d3dFswN8PqXr6OhAd3c3Hj9+jHQ6jbKyMrS2tsJkMsnUijmQqVQKOp0ODQ0NYmRBHQXzIktLS6VJPu8+evnyZdEkOj7LiYtEIqirq0MkEpGCzeVyCegHABsbG9Dr9XjjjTfw0ksvIRgMYmxsDJOTk3A4HHJIAhCnRBaNhYWF8Pv9+PTTT8Umvra2FolEQpzszsoXfhsDJ6fTiaGhIfT09GBkZERyR5eWlmRiTmCM7rAEEWlAQR1nY2MjdDqdZAIGg0E4HA7R+apUKimeqHmhhuXsHsl9k1Nyfv/5Mhuy2azYxTMaiUCXwWBAaWmpgFA0naBxhEajQUdHh7BPnj59KjRsNsGMsWHTMj09LZr5dDotuX65hk18T2gqRabKeV1VXS6XaEv5LTU0NIhmze12C40sm82iu7sb165dg81mA/C5WYXP50N5eTkGBgYAQBr39vZ2WCwWqNVqoaQyA9Ln80GhOAmb53XTZIUmdGQ/kKqX73nIP5Na/Hg8LvewsbFRwNCNjQ1MTk7C5XKhqqoKzc3N6O3tRVVVFebm5uT6jEajTCrpO9Hc3Hwqk66srEyM85aXl8W8xmKxCNAYCoUkqJzTOLqh5rN8Ph+qq6vFsZTRW6Qfbm9vi3vs5OQkWltbYbVaJW91enoaOzs74jtxcHAgsQgul0s0unV1dSJZov6U01LG0hwfHwsLJp1OyzdCbTlrkHzX1NQUlpeXBeB9+PAhgJN3l8778Xhc5CncE5LJpICcwEmOH43TWB+Q8Uc3WjrbRiIRxONx0S3T6XNubk6yDGtqan4tqolSmXxWLBZDfX290Dl//OMfo7CwEBaLRTSi+/v7mJ6eRn19vRg6hcNhLCwsYHt7W6ioXzRoyD3H+H4pFAoBuHjeASdADx1xGxsbxfyODSxr53wXQWu+87meAzTeouM+Ke9s7iktokEfgRfghPXS1NQk7tT8Lu12O7a2trC4uIiKigqoVKpTbJtcreN5Vt6NI6kxlZWVsNvtUtAQfTs6OhJ90sWLFwVNXFxclNzCW7duCSWMXGkKPmk93tvbC6vVKsXw9PQ0lEqluH/SqIJTP246PDSZhZJvQccXg6Nx4ORlZKg8DVTorsnC4Pr162hraxPUKhAIoK6u7lQ+YSQSkZfm6OgI6+vrKCkpQUdHB1QqlUxGGhoaMDQ0JIgj72smk5Emm9eY79rb2xOKl9VqRXd3t5jXaLVaGI1GZLNZMQ6h8yLD7UlXIYJtsVgk25Kh5E6nU0LGc2lTPLQ2NjZgNpvF6CcajYrZCLVAuWYd+a6BgQEkk0m43W5xWAMghT6NN+x2O3Z3dzE1NSVOh6Rj0mlsbW1NXEapZ4zFYkgmk5I/RxMoj8eDbDYrCNZZzQaLCbvdLmJ+vlPvv//+C1/f8fFJqCvtqJkvRD47qScEG0jhpgaDhlO1tbVoaGgQ++1QKCQGAdXV1ZLZuba2Jnl8NpsNra2tQu+gAyAPIq7fpmEETswklpeXpUErKytDLBbDxsaGTEtZpMRiMRwfHwvybLPZ4PP5xO2PGW0ECqqqqmSyVlFRIW6VWq0W2exJ5pzL5ZJrIwhBkATAKe0c6e35LLrWkbng9/sxNjaG0tJSKdZ5ABweHuKXv/ylUHK0Wq3Ycg8ODuIP/uAPoFar8eMf/xh3795FMpkUOQC1oRsbG3jy5AkWFxdht9vl+ZAWGQ6HpSHl/ck9aPJdnAy1tbWhr68PMzMz2Nvbk/vMCQzNAjhtoNnX/v6+uBXSAZZTVttnhjllZWXY2tqCVquVicqDBw9w7949lJWV4ZVXXkFra6sEI9Mci2dELrXzPNcYi8UwPT0tubwWiwXl5eWSHcvJNe3vs9ks9Ho9KioqZJqoVCrlv2NjRmT94OBAJAThcFicYVOpFJaXl1FTU4Pm5mZotVqh9nMiDuAUgAQg772UztYsMHLRcJPJJIZoAGSqwYaHdEvG6FBvfnR0JGcoaZErKytYXl6WCJ3m5mbY7Xb5HnOLvaOjI8n/4/QhF8TJd0WjUUxOTopzNqOciPKT6UDXyaqqKlgsFpSWlsLtdmN1dRUzMzMIhULo6+vDl7/8ZczPz2NychLNzc146aWXUFVVheXlZUxPT0uWZa5eioBrLBaTwl2hUEi8B6NA2Jznszo7OzE4OIhMJoMHDx5gcXFRCnvWF+l0Gg6HA4uLiwAgxml0sn78+DG8Xq9EFiwtLWFlZQXDw8MwmUwoLi4W4ze6cysUCvneHQ4HIpEIGhoahA4YCoXEAITN2nk0jszsJc2esXCkUuYaQlE3d+HCBVitVpSUlEgkw87OjtDcbTYbKioqsLu7i6WlJdy/fx8vvfSSmBxubW2JNOT4+FiiaVgLcqrK6BEC17lNXD5Lq9WKr4VKpUJbWxvcbjcSiQQWFhZEJ06jFT47j8cjoLBCoRDaMr0qAIi7rdVqhVqthsvlkjqTBlS5+kA2kqFQCPX19cLo4iCppKQk77q0oqICAwMDUKvVePr0KZxOJ/7hH/4BN27cQEdHBwwGA3Z3d7G+vo5MJoNLly6hvb0dCwsL8Pv9qKmpEbbRF62z95wTv/r6emHe0HRsf39fQK+amho5c+jIz6Yr38V4NJrxcPBSV1cnPVUoFBLvkd3dXbmf7D3ITOA19/f345vf/Ca0Wi3GxsYwMzMDs9mMnp4e9PX1YWNj45QGnvsjozh45p2ngcz7DjCE1GQyobm5GR0dHYJAeL1e+P1+ZDIZdHd3o7e3FwsLC/j000/hdDrR3t4uRarT6cTTp08RjUaliHO5XELLOD4+hsPhkIkeqSJsmAKBgEzj2ODkhlzygMn3Q6WFNpE+uhpyYzo8PBQqYGlpqZg3XLp0Cc3NzXIgcjLCSZPNZhNaFT80ToCo2wqFQshms+K8yUxAUjbZHFut1lMIQj7L6XTKy8fldruloZqfnxcL/Y6ODpjNZmxubgrHnR8anQMpQufBHY/HZapAq3Sv1wulUinumBsbGzJ5ZEYgqaIAJJuQ2U75rsbGRvh8Pjg+C+KloU2ugRILOlIwSktLRVNHZ93i4mKsrq7C6XQK3a+hoUE0Lul0Gk+fPpWp1/b2tlC6+A7kHoRKpVJML9jocSqQT+NIFzjStba2tpBIJKQJp6Mav0sezDzoaBDU0dGBl19+WfRKbrdbrNjLysrETYwbzt7eHoLBIDY3N9HZ2SkUMpqNAJ9v0menj+dZBKP29vawvLwsesZUKiXB0Zw6UKf75ptvoq6uDj//+c8lpLihoQFLS0tiONHS0oLq6mopFujySe0UKbnMdeJEnaBSrgHXWcH5i6719XUxz6CmO5lMSgwRjTDa29uh0Wjwy1/+UoKfqZft6urCl770JajVakxMTGB5eVmmOPF4HBUVFdjb28ODBw+wurqK1dVVyfhkfmdLSws0Go00KizCeX3nbareffddTExMwO/3Sw4fmRssgmgsBkDci5mZFo/HEQgEUFhYiEAgIPIHTvfKy8uxtbWFvb09yY6lO+bHH3+Mra0tkUXkWo+f1eLmTrPyXYuLi1hfX5dsr7KyMjl3+L1VV1eLgy6LfwI9LpcLy8vLog0sLCxEZWUlMpkMHA4HFhYWBOhgnBF/DumZuTrlXBYKCwZqcMnGyWc5nU7s7OyIwzhwQrmyWq2oq6uD3++X6J9wOAy/3w/bZyY4Op0O8/PziMfjsFqt4n7Mc4+UNtKliOZXVVUBOKHJ7uzsCIgFQM55vp9sKjkNOc8koK2tTRwXqZNjPizPDp5B1LD7fD74fD48fvwY9+/fx8rKCkwmkzSJHo8H4+PjMs3JZDKYnZ0VXfKFCxdgt9uF1cSznd8snx0dOvm9+P3+vB0d+XvxrHrw4AHS6TSam5tRWlqKra0trK6uYnFxUSb5vNZHjx5hcnJSri+bPYmfmpmZwdLSEsxms2gKadbS2NiIl19+WXSnBCJzA9CpXWXmML9zUqrzWWSV8NvhWc/pZ01NjUyuOjs7xWMBgHyTCwsLACCmaVarVSQE1K2qVCpcunQJw8PDQhdkRAzrMco8SD8MhULCOKNe/jw121e/+lVotVrU19ejuLgYer0eLpdLmmTqSJnZzAELtXNWq1VMYOhCW1dXJ5rhmpoakWh5PB7R1ur1emQyGezt7cl7d3BwgM3NTSQSCVitVslg1Gg04iOQ7ztKl1qj0Yjf//3fF7oxddCVlZUCXCQSCYyNjSEejwvIRJCRgxwyEH7TImuQOmqaB+3s7MDj8UhShE6nk4QFnU53igab7zo8PER9fb2Avjzjm5qaJHeXQwlmM+eCYoeHh+JJ4vf70d3djTfffBNXr15FLBbDp59+itXVVWxvb6OxsRFdXV1ob2+H2+3G2tqayKlKS0vF/Oqsgzrw/6OrqlKplA2drkS5lq8MAVUoFIIKJxIJ0Xawa97Y2MC9e/cwOzuLbDYLu92O/v5+0To6nU6Mjo6K1s5sNouomQ6mDFWlVocHBxstTiDzWevr6yL2pejZ4XCgrq5OaE+MN2hvb8d3vvMdDA8PC42OuXK56LZGo0F/f7+I/knB44ebSCRQVFSEixcvYnNzU6ZlDGAlAkmxOfV6RPbyWbu7uwBOuNG0BA+FQmJqwwy0t956C9/+9rdhtVqxsrKCzc1N0dfcuHEDt2/flg2ZttMs9o6OjoSWQotu2klns1k4nU6UlZUJJZnW+EQ0i4uLxcjhPCgyBdN8D0kxZIEYj8fhcrkQiUQka45RJNQMut3uU8G2y8vLmJychEKhEOvrubk5/OxnP8Pdu3dFn+L3+zE3Nwe3242WlhaZIrBYZRPC95hUwnxWJBLB6OioCNvX19fh8XiEBkbgIRqNSjYWXdWi0aj8u9QpFRcXS+Zm7jvLGAiVSoVvfetb2N7exnvvvYfJyUnU19fDaDQKfYpNxhd9b+dpPByf5aYWFxfD5/MJv5+Fwfr6ujhS0oRAoVDg4sWLODw8xL/8y7/A4XBIthUPdFJAw+EwJicnT+WShcNh1NTU4NatW6JjIACiUqnkO+T+kGu2ki/Kury8LM0jADnMaaCxs7MjWqmOjg6MjY2JBfvg4CCuXr2Kr3/96xgaGsLPf/5z/PVf/zWCwSAaGxtRU1MDpVIJj8eDd955Bz/4wQ+gVCpPaaojkYjQLLl/c9rFCepZs6N81q9+9St88MEH0Ov1+MpXvgKr1SqGHBqNRig7lD6EQiGZ2Ov1emi1WiQSCXg8HkxPTwsN69atW3jttddwcHAg73MikRDGxNDQEG7fvi1FFPC59iX3WnItyc+7mLmoUqlw/fp1cbCk/pkxN/X19SgtLcXq6irC4bDkn6VSKaGBb2xsQKfTYWhoCGq1Wt4BvV6PoqIi+Hw+CY7nnknANffdy/3+2EyeNQZ60bW8vIyVlRWUl5cLe4Z6cYVCIWYWHo9HviuLxYLBwUEcHx/j2bNnSCQSsNvteOONN4S66vF4UFJSArvdLtltsVhMnFW3t7cli5dUrFzLfDadud8jjdbyXRcvXoTf7xcnbU4WWDDTyAX4vEmZmppCNBrF+++/j8ePH6O6uhojIyNQq9UYHx+XbNXBwUGZKHo8HqysrIjpHQ3+iouLhcZG8IbXwXNCpVLJ5DY3f+9FltvtFk1jMBgUAKaqqgq1tbWSrej3++V7iUaj0vRPT0+jqqoKN2/eRGNjI9xuN3Z3d+V7XVpawsHBgdRyu7u7uHbtGjo7O3Hx4kUsLi6eouiVlZWJIcnBwYHEQ3Cikm/jmEqlpOlmfeT1euVbJPBZUlIi8Q40PJyamsKDBw/g9XrR3t6O4eFhXL9+HTU1NUKrX15exsbGBra2tmC321FTUwOr1YpUKiX1Z2lpKaqrq4V6fHBwILRZghp8rucBN/gN6PV6oZOyoWLjyLOQDRSnb6SjkulAzxC1Wo2qqioxMeP94redyWROGTFS+wpAfBGAE6Oso6MjMepKp9OorKzM6/oYbdLb24vvfe97ePnllzE/P4/S0lI0NDQgGo1KosLc3Bz+/d//HQaDAX/0R3+E5uZmOBwOFBUVyZnxvxmA8VxjHAajzEjt1Wg0ogelszqbRgB5x40AJ+cN2SMHBwfihcHkgqamJphMJnFRph7c5/MJbXhychJPnz5FUVERbt26hd7eXpSVlYnJIocGrBt43rMxb2hokHgj/k6cPubunS9yJubdOBINptMadTE04iAKQ6csdrfA5yHv5eXl0ghmMhnMz89jfX0dGo0GnZ2dUCgU8Pl8mJycxNjYGIxGI95++21xFSS6yZ+TqzvKNQg4D5JcXFwMtVqNkpISeL1eLC8vy2SA7q7AiYbj5s2bGBkZgd1uh8PhwNTUlEzX2NDysKutrUVnZyeUSqVQVEjfOTg4QHt7u2Qsfv/738fc3BzS6TQ2NzeRSqXQ3d0tTrTA54YP51l0B+VGxvvIQp0aKLPZDL1eD4fDIfEnra2tuHbtGi5evAiNRoNEIoGGhgaEw2EsLS3JFId/BpFuml9QkK7VauUQ5BSHGxMR3vNYOwMQDVxDQwM8Ho9QPPgzOImmw2o8HheeO/9iUVleXi428+Xl5UKd4wFA2/umpiYAEKTa5XJhe3tbro3TDV4TC3T+mfms5eVloaFRO8XJdTabFT0Fp8CkaqZSKSSTScll29vbwyeffAKVSoVbt26hpaUF0WgUgUAANpsNlZWVePLkCcrLy3Hr1i2Ul5efoorzfrLJ+CL92HnfUZ/PB5fLhYqKCphMJnHFVSgUUmDRXba4uFi+L+ohVCoVAGB0dBRWqxUtLS2i452enhZTFqPRCL1eL067pPLW19dLJE2uzoqIai674TxOgCaTCbu7u1Cr1WhqahLtDycywAkiXltbi8HBQXR3d+Pjjz+Wd7ejowMXLlwQ8wJ+M0QSOamdmZkRNHdwcBA+nw/vv/8+lpaWEAgE5BkR4AAgEgDu2+d5jvX19RgYGMClS5fwrW99C7FYDM+ePUNdXR2Gh4eRTCYFVWbjzmkL40hII9zb20NPTw+GhoYwMDCA4uJiJBIJ6PV61NbWYnZ2Fj/96U9xfHyMxsZG/Omf/qmAH6Qx5xZs/B5zAZ3z7DOXLl3Czs4OMpmMmPoYjUZsbW3B6XRicXFRYnxUKhWampqEikjdKXPIqK+i/T9t/cm+oUaOtEZ++18kWWAxkGsWRYlBPkupPAllZzFaWFgo+j9qcjKZDPR6PSwWC8xmM4aHh9Ha2orNzU2pBaiFp4FXTU0Ntra24PP5JKqL77zD4RBwMxgMSsFN2Ql9BujInuu4ep69huBrQUGBxF5xP+az4dLr9Tg4OMDY2BjW19dFt3nz5k186UtfQlFREX76059iZmYGAMRtmwAmteX8rqgVZLPB/4/fIRseAqu5tdSLrqdPn+Lv/u7vRFZUX18vpjxWqxXPnz+XhpbMqkgkgrm5OQHabDYb2traoNPp4HQ65T3iEIAsG94z/hxGBBAwSSaTQt9kLAt12oxESiQSeb2nKpVKmES5LBCLxQKbzSYAMimqdPwla83j8QAA7HY7mpubpVkiCEyn21AohImJCXR3d0sttrKygng8LlRCsqbYlDGWJZFIiB75PBPHRCIhBjtk6BUVFUlGJ+8DBx2sq5hpSSo/o0ty8xjpcE8DGp1OJ07MvLe5TtsA5NynbwfPZWoGKfF60UXmAd2jX331VdjtdgCQyS9rHDKtOGAhu2Z/fx8VFRVSi5xdub0A3y+mQzCbvaSkBMPDw7h8+bLEHvFcYLzOeRzU+TNzqfW5k8t0Oo1gMIj9/X1hHRAcY6622+2W+tpms8nZl+uqzX2CyQ9tbW1ynTTqzPWjyD0Hc+/Ti5yF5zLHCQaDgqKwEeTf0+KWrj4ej0dQLmrouru7UVVVJePU1dVVBAIBHB4ewu12C/+aB6Lf75cuvKKiApFIRIKt6eLFTZcFLA+DfFdDQ4P87IODA5SVlSESiQilMldYTq0itXterxf37t3D8fExent7xSZeqVRKE81GhSHBNEhRqVTo7OwUwxXSUukYZfssS5F8eeB8zWN7ezt0Op0UHszvyTXpsFgsKCgoEJrS/v6+IJI9PT2w2WyiaVGr1TKZo4saN9N4PA6j0YiBgQGEQiHJSyTSQioFTXH4V66t83lQZJfLhZaWFrS3t2N9fV2mjOl0WlynSIctKyuTJoOUj0QiIXQGagLMZjNaWlqg1+vFEc7pdMJut0seFXOdOPUjJZdudESXc+nU59E9+Hw+mbSQNsxNn/b3TqfzFArHe02tH3BCtSMFt6qqSpBEbsR0ZKWAm6yC3IOd1s68htwi7rcxHqHuhuYEOp1OMrdI51AoFHj27BnS6TRee+01XL16FYlEAmtra1L8cdo6MDAApVIJh8Mhz5n6E5pHUAfy/PlzBAIBmXyxsCPFmdpGFioA8m48Ojs7xRZ9cHAQarUaPp8P2WxWvm9Ofc+CCyUlJWJSAZy4I37jG9/A//zP/wiDgfecRQFpWG63G/X19XIQshhlYZ9buOY+v3yvb3h4GG+99ZZQgH/5y19iY2MDiUQCzc3NQiMrKChAKBSSIpK6D4VCgZmZGTx8+BBKpRJvvfUWhoeHodFoJNqDxfjm5iZGR0cRj8fxne98B/39/dKERiIRyb47a1gFfA4wnmcScOvWLSwuLiKRSECn00kBSQ08NULJZFLobDQaY2MYCoWwtbWFgoIC1NXVoaCgQBom7q3pdFroxNQ4ksKU+5z4v3l9BHiLiopQXl6eN8DByC2n0ykT35aWFtTW1orbHydIPT096O/vl/zcnZ0dqNVqWK1WKBQKmUb19vZKpiiZKgMDA6f2Kt6XXMoWzzpO4dh4k9Z5XndAShrooFlYWCjnNGnxwOcTung8jsXFRSwvL+Pw8BDXrl3DN77xDVy8eBGPHz/G3NwcAMiemkgkkM1modPpYDKZJF6npqYGtbW1p6QTuRRc4LRLJSUN55nI3b17F1tbW+jt7ZUi32w2o7m5GWtra8LOognHwcEBfD6fZDsPDw8LLXJ7e1tqkkwmg/39fWQyGZlWMpOPVEleD2MROAEjZY4Ne21trUQG5TNVValUCAaDMs1UqVQwGAxCCyTwV1VVJdp+smRYazEqRKPRIBKJiFvozs6OTJzj8bhka/f396OyshJjY2Nwu93o6uoSEJPfLZstuvCzTj7P2tzcRHt7uwAX4XBYqOuk42u1WkSjUZHdtLS0SN3S3NwsBk287pKSEgGdaEaYW79TVkMH+C+aSKVSKayursr+2tHRAZ1Ol/fEsbq6Gp2dnXA4HHj33XeRyWTw9ttvo7W1VeqZQCAgoD71q8lkUnTRGo3mVH3+/1r00KipqYHNZsPs7Cw2NjZQWVmJN954Azdu3BDZAfeY3O/uPDVpIBCQGvr4+Fi8Spg3TJoszwGC+yaTCfv7+3A6ndja2pLag1NmSvq2t7elVuV7PD8/j7OCd+QAACAASURBVKOjIzQ1NYmek2d5Lohxlln0IiBc3o1jKpXCysoKEokEhoaG0NfXB7VaLR0xJ5C8ucFg8FRxVVxcDK1Wi6KiIszNzWF8fByXL1/G9evXMTY2hmfPniEcDp+i8DETirx/bkRnGyd+BOl0WlCBfA8UlUqF7e1tKBQnmYN6vV4a5dyQ12QyicnJSajVakG8aFjCDDb+ecXFxdjb28Po6Cjee+89uN1u6HQ6mM1mES7Pzc1hc3MTu7u7kntIAxO73S6mNbkh3UD+RfnIyAiePn2K3d1dWK1WOSxJ3wgGgzIhZdTK5OQk5ubmZNIWi8VEr8Pfc3t7G5OTk/D5fLJxUDtis9nQ0NCAkpISyfzks+JheXYal/tXvuvDDz+UKA6VSgWfz4f5+XmhgLFB4KSjoaEBmUwGW1tbcLlcWFlZgV6vh1qtlmaQFBG/34/NzU0EAgExQso18MjNBdve3sb+/r4UCETe6QSYS+/NZzU1NSESiWBtbQ2JREK463wWdIUzGo0SExKLxWA0GqVBcTqdIqQmMjs5OSlun/Pz86J7uXLlCurq6rC1tYWqqiqZZJJmSWo4J3O5z+28kwAic+l0GoFAQA5tg8EAtVqNxcVFfPjhh5iamkJDQwP6+/vR09ODmZkZfPTRR1hYWJAssra2NtEnd3Z2ChuAQvRkMonW1laMjIzg+fPneOedd1BXV4c/+7M/Q2dnp3z/zCrl9ZH+eJ5F/Ws0GpVGiIBLdXU1zGYz6uvrpdmlMymAX5t6l5SUiJYu12GatMJsNitgDaOPyJygPoS/U+43eVYHmM/y+/149dVXUVZWhl/84he4e/euWJ07HA7JBh0aGhJN9OHhIZqbm2E0GvH8+XP893//NyYnJzE8PIyBgQHY7XaEw2EUFhaivLxcQEkWpaurq+KI297eLig18LkxVm4TwveM+0G+6+joSGJ7XC4XPv74Y1gsFlRUVKCpqQk+nw8TExPiVkkJA/+7xsZGsbUvLy9HX18fDAYDlpaWsLS0hPX1dZjNZpSVlYl/QH19/SnDNODXzziCAKRt0ZSLgNGLLlIMnU6n6GKZjXd0dCTaI4/Hg5mZGdHv0+iFZjosnr1er2TOLi4uIhQKYX19Hc3NzVK8ptNpYXnU1tZKAZ5LteW3lys/OFvcvejKNdVLp9NiiHJ8fIzd3V0xGmME2d7enkTfXLhwAa+//rqAUisrK+LJQN3q4uKiaMjogm37zEWXsSJ8977oW1MoTrL3OD34TQYgv2l96UtfknzCUCiE5eVloXDSr4AmSGQQcVVUVKC1tRV9fX3Q6/VCleN0kVRy5jjz993d3cXk5CSePHkiMRVkhp1t9HPBAMoQ8l2ULRCoz2azcLvd0tCwiUwkEtjf35ffnxIdSqE4vSK4T/8AmuHQdd3j8cDv92N2dhaZTAbXr1+HTqeTWAWyNXh+5Z6L51mcwhJECIfDWFlZQSAQQHl5uUx+6ajOiDuNRoPe3l4xC6SrfUdHBwBIvh+Nuch8iMViQicm2P2bFgc2HELkDjZedHFamE6nsbGxgZ/85CdQqVSoqalBWVmZODOTWdPd3Q2fz4fFxUWoVCpcuXIF1dXVePz4MRKJBMxms9RgXGTXabVamf6S7ePxeBCNRsVNuKWlRYDzXJYa2XPneY6MwWloaMDAwABqa2uxtbUl+xiNwFiXJpNJlJWVoa6uDmtra1hdXYXH4xHGIllnKpUK09PTePjwITwejxjbBYNBjI6OQqvVwmazicmoz+cT48n/17n+v11j3o0jOc/V1dXo7e1Fe3u7uJxVVFQIWkWkLZdGs7u7i5mZGZSXlyMcDuOf/umfsLm5icrKSvzu7/4u+vv7hZ7FJpOLBwsDW89q13IPlrOc3XxWKpWSSZperxf9RTAYFN777u4unE4nnj17JoddV1cXGhsbkclksLOzg6Kik/DpUCgEjUaD7e1tPHnyRPLiaHDR29uLUCiETz75BI8fPwZwwhuvra1FVVUVOjs70dfXJw1m7rTsPAWdwWDA5uYmwuGwCLhzqTB7e3vw+/0wm80yTQ2FQoJeLy4uSvBzPB4X9yev14vt7W0olSdBoxaLBdlsVihopIJQuH7WHe6sSQUbyfNMAgKBgDiNMfKAxT9RRv4stVoth8rGxgbm5+exvb2NgoICtLW1QaFQCD2T1uyPHz9GKBQ6pWPq6emRPDmNRoP9/X0Eg0HR9ZaWlortOPD5+0xr/XzW4OAgVlZWEIlEJJj48PBQzCcY+trW1gaLxYKVlRUcHh4K1ZnaJ7VajS9/+csYHBzEvXv3MD09jddffx0NDQ34+7//ezx8+FAcuioqKuRaaRyTOy09azpyHsF17uLGfnBwgN3dXYyPjyMUCgkauLq6iqmpKQAQuvXh4SFWV1cxNjaGVCqF3t5efPvb30ZNTY2AXR0dHWhpaUE8HseTJ08wMTGB4+NjyWxyOp2Ym5tDeXk5vve970GlUgldhCYeuc3xeRtjUrZJWWf0jkajkUKmpqZGaM9s9Hhvkskktra2EAgEcOfOHdy5cwf7+/tobW0VHTW1MCwKQqGQgAmkz53VgfPdyAX7znN97733HqxWK8LhMP7rv/5LwLLd3V3JoHrzzTfR19cntvbZbFaa5adPn+L+/fsAIBmBAGT6xuwx4ESnRsBmfX1dGmdmpxHQ4WHI8wP4fPp4nvPi+fPnkqNFOl5XVxeuXLmCxsZGuFwuTExMiKMetbGcSJhMJmm0FAqFoMXFxcVwu92Ym5tDPB6XKSWdrEmB/E0UTVKPCYpwCmM2m/H06dO8rpG0cAACclATxZxaj8eD3d1drK6uyiStrq5OaNQKhUIKw+fPn+PBgwfY2dnB8fExNjc3cefOHbS3t6OxsRHACX20p6cHXV1d4l/AM/7s2Z6vNufs0uv16O7uFrkL9Zf0OODKZDIikUmlUqKJ6+rqQlFR0SnqLlkdqVRKGhi6Xx8dHUkDTtv9/f19OStzmyoCxeXl5ejo6BBKPd1PX2T9zu/8Djo6OuDz+fDDH/5Qvqnt7W14PB6J7mFQPdlhwOcu4KTRezwemaiy/jo8PBRXSgDSXCcSCUxOTsqfRUokgF/bXwikxuPxUwY9L7qoA+O+ltvs3bx5E0NDQ6IP9Pl88Pv9YnRksVjEPIa6YcajEAwlw81sNkOhUIjDPHAS39bY2Ij6+nqZlEajUWkYWdwXFRWdC9jgc+A91Gg0MJlMYqLF3zcXfKCfAf8ZHdM3NzdRW1uLlpYWOUMymYywM/b39xEOh8UYkPTbs/rh3O8sl43V1NQkmsd8Fo1byD70eDx4//33YTAY0NbWJsAcGz273Y5UKgXHZ/nHN27cgF6vF8PKyspKae7PLspeCADTG4HAGptKnke5DVTuN5rvosyNErDj42Ppk+gJYjKZEAqFEAgE5GdRYpWbVUnfjc3NTWHmkHKdK3cgOFteXg6TySQgWTQaFU167vXl1t//5xPH9vZ22D6zQ9doNPB4PFheXkYsFkNZWRkMBgPi8bhwy3ONPzweD37xi1/gyZMnyGazkuU1MTGB73//+2hubsbAwAB0Oh0cDocckEQ+otEoAIjbJovws+jreacAwAkCqdPpJKyXCBg3AFpmFxcXY2dnB1NTU0gmkzg+PkZnZycsFgvKysoQjUYlEoC0HqfTKT/n1q1buHLlClQqFfb29uTagJMPyW63Y3BwEG1tbSKUpbCZU8zzFDvr6+tyIO7v72NychKlpaWw2WzQarXY39+XSZxKpYLJZMLQ0JCYVIyOjkKpPAkZZ4FDbSRdMKlVNRgMpwTZ8Xgcer1eLM7PmsLkamHZZJ2HT37r1i35OPv6+hAKhWQyzI+FE21umEqlEnV1daiursb29jbC4TAymYwg38CJ/mZrawsLCwunJhTU6eZqP0iLJZ/dYDBAp9PJpkPaBTN28lmMyuDz5++ay5kHIBvSyMgItre3JS/SarUCOAEoLBYLmpubcf/+fezs7CCbzaKpqUnyC0nRnpubw/T0NMLhsGgouXLNN/4vaKrASZBybW2tuBgWFRXJczi72fX29iKVSuHTTz/F2NgYCgoK0N7ejsuXL8uUta2tTRzmqNvd3t7G0tKS6CJp7GQ2m0+5ybJoZaPM7+NsE5nPyt2kc/O1qqurhYbI4oY6z8rKSqE/zc/PY3V1FRMTE3j48CECgQD6+vrQ398PjUYjz5KGK2azWYwhyAI5WyBTv5H7zM47yZmamsKPfvQjlJSUCIDi8XjkAAROGAmPHj1CQ0ODnB/U7dD2ndPU4+Njse8n6FRQUCA0HACYnp7G3t6eMD9IxeLzyy3Ic4EO/rN819LSkjQLpB7RSZrTOmoArVar6BVJ72RDQSfdXPv0uro60drTGfjo6Ah2ux16vV4cmXPfIy5OUEOhEKLRKGw2G0wmE+rq6vK6Pq1Wi7q6OqGFhcNhjI+PA8CpjEoab9DZVK/Xn8oH1ul0Ius4PDyEw+GQzDYuNqNEza9cuYKenh45hzmxAnCK1pnreHyevcZoNOLixYtIp9NwuVw4PDxETU0NNBqN5OUy7oFAjEajQWNjo0QYHB4eSl1AQzhqxmpqalBRUSHaNNZGdNflpI06XOrruQjsUGNP8PZFVyaTQU1NDZqamkSL+OTJE4yOjqK6uhrNzc14++23sbS0hMXFxVPnGgtqRkcRoOQzb2xslDxYZl0WFhaKrje3gWAOqUKhEMCU1FhmhKZSqbw1nCqVCrW1tTg4OEAoFBIZAnAyUauurkZfXx+0Wi28Xi8ikYjUMiqVCgMDA7DZbNKcWSwWoaryz25tbRUGWlVVFbxeLwoKCnD79m1pBNRqNex2uziuKpVKaDQaGI1Gyez7om/1RVYkEkEwGBTWEJkaDodDJpwEKdgwksFC5gGbfLIgGD7v8/mwsrIi5le5AEA4HMb29ja2t7dPTYLJuissLITRaBRjPZrzMa/0RZdSqUR7ezt6enpgtVoxOTkJv9+P+/fvw+12Y2trCwqFQvYj7q07OzvY3d3F8vIyNBoNBgYGYLFYfk2bzEXjnu7ubpmy3rt3Dzs7O2hsbMTAwACqqqrknpLtQMA4V/Of76L0KdfDAPic7h2JRCQ6ib1NKpVCMBg8FVMFnDSPpNlS07i3tyeSC7qNX7p0SeRWyWRSpo5kH31R4/hF//uLVt5VudPpRF9fH7q6upBKpTA6Ooq7d+9CrVajuroaLS0tEsZMfjmpqeTmJpNJWCwWmdIUFxdjfHwcbrcbvb290Ol0MtkkvYiUPh72bCxYBNCqmxfNjzTfh8zRPWlsgUAABQUFqK2tlQ2UjlOlpaXY2NiAy+XC06dPEY/HhTbIqZzX65UsHK/Xi7KyMvze7/0evv3tbwMAHj16hPHxcRQWFmJoaEg2VW4QBsP/x96bBzd+nmeCD0CCJAASIC4SJHjfVzebZKsPWVarZVmyvZKyyXrixM7MZlPJJIvsuiqZ1G7NbMab3a2pmakd1yaVWezszOw4M17PxnYmjpNxZOuwZVlSq1vdajb74tW8CZIgQZwETxD7B/i8/eEndos/tNSX+VZ1sUmCwO+73u89nvd5vQJXodHLaHM+cvXqVfT09EgNRyaTQU1NDTo6OgQKzJpOk8mE4uJiNDQ04PTp0wItCofDsNvtiMViCIVCsu5bW1tStExnH8ge2GAwiLm5OSwtLcHhcEhzcq4TqdBZ10E4Uj6wgMbGRjFOSNWtQp6MRqMYb4lEQhj8HA6HsHTx4rNarSgrK8Pq6ipGR0dhMpnQ1dUlTI5sIWA2m6VNRG1trSgI1nRwLIyYFxYW5jCa6RHWBZEZjll6FkqXl5dLXS0JCdxut0TuGXErLy8X4gvWY42NjeFTn/oUnnvuOXGo5+bmpH6C9VJ0mpj95vf3ErRRpaamBh6PBxMTE1hbW4PT6RTnmyxjdXV1OHbsGE6dOoW5uTm8+uqruHnzJurr6/HSSy/h9OnT2N3dxcTEhECx2S+QdYCMBJM9cmNjA5/73OcEcrO0tCRryKyWenHmK263G6dOnZLoH51Gh8MhNW4rKyuYmJiQWrf6+nqp4xgfH8f6+rowyh07dgyf/vSn0djYKDrH4XCgsbERv/3bv42CggIkk0kMDw+joKAAnZ2dqK6ulkwLmUd5aTETl2+UnPB1BgNHR0dx4cIFAFmobU9PD6qqqvDBBx/g0qVLqKysRHNzM4aGhjAyMoJgMAiPx4POzk7JPKmQLABy9tjjMRwOC2M1M5S8X/ZzHNWax3wMOmY2iouLJeJOR4PBQvYqrqurkwAg2ywQAk8af46HWQPegWptO9mQqcNUchyOg+eeTJZkcdVbYzUxMYFEIiH1Z5cuXcLQ0JDcE8yAlpeXw+fzyffcV0tLS8KGbDQa4XK5cPToUTFC33//fWxtbeHIkSNobGxEPB7HwsICmpqaBOkwOzuLaDQqeobs2wzIMaCr1rDqEWaGNjc3pS6PcL9EIoG6ujpByBQXF4tRyUbwKls8AIFbkpSIWUUid5aXl6Vlh4p8oRPF5u3A7WAGdWo+mfFIJIK33npLWBvPnDmDhYUFTE1N4erVqzh27Bg6OzsRj8fx9ttv5xj9DocDlZWV2N3dFag0SZbYrqG+vh67u7uwWq1o2Gvh1dXVhY2NDanLJiKEOpQ6z2w2S9sOBgBUUq6DCN+btZE2m01KNRobG0Wnss9iPB7HzZs3MTU1JazStbW1OX0lGRwg/JLkeNS3c3NzaGtrw5NPPomOjg5p70FjHsgGN+g0MhFBSL1eYV/wpaUl4cZgvSiRFQzCxGIxqZVPpVLSR5225MbGBi5fvoyqqiqYzWbJVnV0dAhbLO1eksaoAX3WwxoMBrjdbrS3t0tbNjpBZPk8qESjUaTTaWFvHhgYAJC1xQcHBxGJRKT3r8/nw8TEhNQohkIhfPe73xXytMrKSrz33ns5vUEphNn39vaiuroaFy9exA9+8APhSHj22WclcKsyi/P+IAdAPsJAZmFhoTw/A2ALCwvY3t6WfcSWhOyTqw0UVVVV4eTJkzhz5ow8D++3zc1NXL58WVBsbB9YXl6Ouro6eL1eBINBJBKJHK4GPfWNQB6O49e//nX09fXhK1/5Cnp7e7G1tYW5uTlUVFSgvr5eNidwm4mIvW7sdrvUnxw7dgxTe72q+vr6UF9fj+9973t488038Ru/8Rv41Kc+BZfLJZNLCITKAKXWO9L4oXLVRpQPKkajEUtLSyguLobP54Pb7ZZ0fSgUkqiV1WqF2+0WOu/JyUlMT0+jYa9fI/HevDCYxWppacGZM2fg8/nw/e9/H9/4xjewuLiInp4eDAwMwOl0SuNri8Uimb+qqiqp+dCSV+iRnZ0dvPTSS3Lodnd3pc/a9PQ0YrEYtre3UVRUhGg0KnTaFosFzc3NUiMYCoVw7do1vPvuuzhx4oT8bmxsDBUVFRgcHMTMzAyCwSDq6urEIN7a2pLaSip5wqrYbJX9mHjQ9Mrrr7+O4eFhTE1NYWtrCxUVFcIqVl5eLtkjQlLGxsakJpAGOiPcpLtmVu/zn/88+vr6JLIYi8XE2GNEnA5JQUEBqqqq0NDQIIEG1gOqdZ16ZXFxEW63W+DSrFel4+b1eqXJ+9DQEKanp7G5uYmuri6pqaKxEolEcPPmTczOzmJxcRHvvfceTpw4IZmrS5cuIZlMSi/SjY2NHCfYYrHkkFjstyfzMcrZKoRSVFQkF9Tg4KBAV6kMz507J9BVrndLSwui0Sjeeecd/PVf/zUWFxdx8uRJ/Mqv/Ao6OjrQ39+P5eVlTE5O4ubNm0in0+jo6MCJEyckeLS6ugqPxyOkEfvBcfMxWC0WC55//nmsra3hzTffxNLSkhAzlJSUiDEwMzMjBfCMugLZ2nG73Y4XXnhBYK2FhYUYHR3FG2+8gbm5OfT29qKvrw8nTpzA9evX8c1vfhOTk5N48skn8YUvfEH6ldGZpuPIzLE6Nr26pru7W0oZ6PCYTCZMTk6irq4On//85+FwOPDjH/8YN27ckPpV1oJPTEygsrIS3d3d6OrqQllZmfRzpA4i9X4kEkEoFEI4HBZmPY/HA7fbDafTKU4wz6m2zjHfYAeNbNYysX/b4uIitra2JPtICJ7FYoHD4ZB77datWxL9JREDGbynp6cxNzcnKJepvb5xvb294sgRfquy4fKuZPCBjK68K/XIt7/9bRiNRhw/fhwtLS05WXASPDCrsbOzA5vNJgbP5OQkBgcHJQPc2NiIzs5OMf66urok8u7xeDA/P4+hoSEJRKq1cDxzhYWFMs+EjpOlk5BvvTI4OIif/vSnuHjxosCgg8Egampq4PV6hSKf99TKyopAgekMsNZ9enoawWAQu7u72NraQiwWw9LSEoxGo7TxYrZ/a2sLMzMzEhR2OByyTtyPXF/eV8w86ZHS0lK8/fbbeO+991BTU4NEIgGHwyHEPwysMNBP2421cD6fD6lUSnrE0enn3xPu7nA48NnPfhanT5/GkSNH8MEHH0hAg0ydpaWlUu6xu7ubEwzMZDJCBKYnY7W1tYWVlRUsLy/D4XDgzJkz6O/vx+7uLlZXV8XhS6fTiEajuHDhAs6fPy99iisrK+FyuWTPslaSMMaVlRUhFRkbG8O5c+ews7ODgYEBCcgwqMPsrsFgkLYOXFOuYT6BcJYKzc7OYmhoCK+99hquXbsGp9Mp/UBJcldUVISZmZmcbD7RG2RhZj15JpORu58w9FAoJNwWtK1Vob4pKChATU0N+vv70dXVBYvFIq349EJVb9y4ITrdZDLh5MmTeOKJJ5BIJPDmm29iamoKLpcLtbW1qKioEKZws9mMcDiM4eFhrK+vo6enR5iqd3Z2hIV2Y2NDMo0MbNTV1WF6eloY2Ht6etDd3Z3Dp8J7A7jdCxjI77632WywWq1YW1vD+Pg4LBaLBMJWVlaExZaIh9raWqyvr+PChQv48Y9/LLXT5eXlaG5uxpEjR9DX14dEIoErV65IcqKiogLpdBpLS0tIJBIYGRlBdXU1GhsbBb3pdrtlT6mM8So096PuCt1WOXv+MCLo8/lQUVEh2SUyFbLYtLW1VWh/rVYrvF6v1LawN95nPvMZeDwevPvuu/je976HkZERPPfcc+jt7cULL7wAk8kkbKesMySlM7NVjIIwIknjVq9RwKgKjbfKykrBJ1OhMTJYUVGBxsZGhEIhOczBYBCrq6vo6OgQzPfc3BxSqRTa2trQ0dEBs9mMDz74AN/73vcEK8/+Tt3d3TAajTnF0OyZR2gljZ58nI7W1lY8//zz8Hg8uHLlikCZmG2pra2FwZBlK1QvKYvFIhEpALh48SLOnTuHxcVFqZ8hO92NGzeQSqXwxhtvYGdnB3a7Hc3Nzdja2kJ1dbX0QyLLF2Gd7JfD2kY6X3rlu9/9rhgRvHjJikfHiVHiWCyGlZUVRCIRcZhJOW+xWBAMBqXuoqKiAr29vTh79iwymQxGR0cxPz8vWWgaF8Stu1wuNDY2CgkGDQgVSqqX7ACAKBpmL5mdoFIvLy9HQ0MDjMZsI2BmpZhlJFwqnU7jypUriMViePfddxGJRDA0NIS3334blZWVcDqd0raDWea6ujqBJbN+VWVrA3IN8XxrjenA19TUIBKJoKurS0iBLl++jGAwKNmYRCIh603YNdeaz8PWQVeuXEFfX58YMrW1tZIt4MVOBkMAYkxxX1LPca5Vtkc9YjQaceLECezs7ODmzZu4fv06TCYTqqurUVNTg97eXqkjAyAZZQaiGFzy+Xxob2+X9/npT38qzM4AhDDigw8+wIULF2A2m9HV1YWBgQFsbm5iZmYGsVgsJwigwuW4x/Tq0VOnTuFXf/VXRT+2tbWhv79fCCWOHj0qkNrNzU20trbC7XZjbm4OoVBICFVovG1vb2NxcVH2d2FhIWKxGGZmZjA0NCTjJQNieXk5ent7YTabhfRHyx7HdVANBD1y9OhRQVhEIhFpr0IobVFRkQRVWCPOO4S1Koycs06Jjnwmk5EecclkUuquU6mUsIoSoUFDrbi4GBsbG1haWsLs7CxMJhNqa2tRW1v7IejgQYSw4oWFBYGuM+Ngs9nQ3NwMh8OBiYkJeRYGFW/evIn3339f3mtoaAgffPAB+vr64PP5hH06nU5jeXkZY2Nj8nmcA+pdlceANfK8K8gFwEyMXnnnnXfw+uuvy/fMjno8HhgMBskWEZnAeSwrK5OWD0TvhEIhZDLZdkjUPcysNTU14fjx4zAajXhmr+fjuXPnEIlE0NvbK60MCLklqzuDAOFwGNFoVHc2JxQKYWxsDMlkMoc8w263Y3NzU1jsOZcrKyvY2tqCx+ORLCX3FDOvzEqtrKwIk+OJEyfQ0tKCI0eO5GS7gSwjfG1trbC3r66uorS0FC0tLfB6vZJlZZ9nPY6jah9kMhnU1dXh7NmzMJlMmJqaQiaTEfjh4uKilAtVVVWhpqYGJpNJCElI3lVVVSXQTbL9EwrK+3p6ehrXrl1DW1sbGhsbBZ7OOwmAlDSpJTL56BnWuA0PD2NkZARvvvkmVldX0dvbKxDmra0tsRs3NzcxOzub81krKyu4deuWZOepb6gTWC4VjUb3JSii3mSGt6OjA2fOnMHJkyfFLgyHwwLZ1iMbGxtSO2s2m/HEE09IaxSOjeef+pQkWtw73Ae0BcjhwHPE1iQejwdlZWWwWq2ora3F8ePHxQ5gRlxLDsfx06fIZw15rpPJJCKRSA7XBgnpqD8J297Y2MDs7CxmZmZygmK0GwnJHRsbw8jICJxOJ9ra2sR5ZLDJ4XDIHiwtLUVFRYWgc9hzlHcgHcePGqNux5EwktraWjGyfD6f9Dlkevf69eswGAx4+umnYbFYMDg4iLm5OXi9XjEm29vb4fP5pHWDx+NBb28vioqKEA6H0draiq9+9atwOBwIhUK4cOEClpeX5bIgdIQ1QYSrMI2fDwSJUJWSkhKBnACQRag+fgAAIABJREFUzB8jSFarVZqnE57DaNr4+Lg4za2trYIBj0QiMJlMGBsbw5UrVzAyMiKf63Q6hQWU0We32y3YcTqN3ND5wgK7u7vhdDoRiUTw/vvvY3x8HHV1dairq0NxcTHa2tqksTudPpJMABDMOemFAUj2kbhyGqOMVtFIInEAL1bixun4q1liOjr5SDKZFDba1tZWMVAYbKAjQOIFPgdJKkwmU05NDRtDDwwMwOVyifHq8/mEGII48kQiAavVivb2drS1taG2thbl5eVSS0aoIRUQ25HoETZ0LSkpkax/dXU1AAiTIsdHFlRGeKlA+Tznz5/HzZs3xSBhQ3LWt7J33PDwsDTGpdOlNqdW6xtVyTebwxYHfX19ALKOiNlsxs9+9jOcO3cO5eXlOHnyJEpLSzE5OSlwz6amJlRVVQGAUIl7vV6cPXsW09PTcDqdSCaTGBwclNok1g17PB4xFgixByC1aoQvcZ9S4asZuoOKypDM9jtLS0vCMFdXVyeOaX19PTweD8LhsDAVsn8m6zRIIMBsEJAljfjOd76DH/3oRwK77uzsRCaTwdTUlPSVY8sG6rd7geBSqqqqpE0MoZkdHR2ora3F+Pi4ELfU1NSIjiOLHXVNMpnE5cuXkUql4PV6JfjDdh1bW1uoqalBOByWOjhm76i/VD1J/anNGuerS5977jmpOQsGg8hkMqiqqoLb7cbi4qKshdfrlbYjc3NzACA9RGm8jo+PIxgMIh6Po6SkRCLEZLqkE8k1Vwl+1PINwtNmZ2cFEdPc3CwN1vUIHWNmTrgubNTO4BIzSWp0fj+ZnZ1FKBSSvrIAZK3U2le1zlY1CmlUqa24WD9GI0ivkKiJwh6ALS0t0jaF59ThcAi7aXV1NVwuF1wul7B1ZjIZeL1eOBwO2O12uN1uVFZWyjPynvX5fJiampLAcW9vL9xud05dNedlZWUFMzMzEizSa8+QDIc9mTmfzGCNj4+jYY/1/Pjx49ja2hLWWBqobP2kwgN3d3eljq6pqQnt7e1o2KsVHB0dxcLCAsrKyqR2jaQpbMdVVVWFjo4OuN1ubG9vCwNvaWmprhpOi8WCqqoqIXRZXV3F/Py8kA95PB5BMhCRQNbRzc1NzM3NCX8GnWfuT9otZJ42m82orKxEUVERqqqqBFoI3A5AqQyx/KcGGPPRM2xBRAZjwg6PHz+OtrY2ZDIZCT6pNszc3JzYr2tra5icnITZbBa70mazwev1iqNC5MR+Qj3pcDhw8uRJPP/88xgYGJB6a2bgabvqkaamJgwPDwPI1s6ura1hYmICdXV1eOqppzA/Py/tb1h363Q6Zc90d3fn1KaWlJRI+Q8TLXTcmJFkcP/s2bOSDYxGo/Ia7d2gBofzDYar80hhEJ52Gf0OJmHW1tbgcDgQjUbFsSdS02q1Ym5uDhcvXsTNmzcFmk2CI+rn4uJiYYYlV8Ty8rL0UFadRFXv3k10WwiEMBQXF+PixYtCz8xLZXd3F7OzsxgeHsbq6qoUH7MlBZXs22+/DY/HA4vFgnQ6jenpaUnhzs7O4o033hAGJfb3GRkZQUFBgUSrCwsLkUwmJduo1ueQsEJvdICOEdknaXxw0sn2SBjqrVu3sLa2BrvdjlOnTmFhYUEgHOxNVl9fD4fDgaGhIVy6dAljY2PShNdsNktbhJqaGoE00Ej3+Xw5JAiMvOQLs3K73Xj33XcxOjqK119/HZOTkygtLUVjYyP6+voElrS4uIj5+Xmsr6/Ls6gXGTOQJAAaGxuTViuM0BFCx7WyWCzo6+tDW1ub1Nfx8jEYDOKwq+y4+UR3Tp8+DYvFgieeeEKYut5++23Mzc2hublZHEiS05AAhuQhpK1ub28XSDJbG5B5lm1JRkZGcOnSJXnmVCqF9vZ21NXVoaWlRZwq1tEw0sd+bPmwxu7s7MilwEwEHfOtrS25PCsrKyV6SkXJ/pvAbYp0zj0p441GIyYmJrC5uSn9x1grWlpaCrvdLnW8atsc9WLU4ub1yuLiIq5du4aJiQmJ/k5PT+O1117D0NAQ6urq0NXVhYKCAkxMTCAWi0nQ5caNG4jFYpiYmIDL5UIkEoHNZsMzzzwjhBvBYFAu43A4LHXV29vbQllNAyIajWJ3d1fqfqkXCI/Xsq8dRMiqRnIIzimJkmZmZnDu3DkpZid7o9vtRk1NDVZXV7Gzs4OJiQlplwBkI7YnTpxAdXW1sKlGo1G5YBngunjxojSkZ82aSqWuOlf5nMO5uTl885vfFEp1Xtzsh3b+/HkUFBTgc5/7HHp6ejA6Oop33nkHMzMzUr+eTCYxPj4uwZXGxkZUVlZKGw5Ss6+treHKlSvY2NgQg/TUqVMCDVJJR9TAG5Dbd1SvWCwWPPXUU+jv78eFCxekly2fn1/Z7mdubg43btyA2WxGZ2en9GxkexzWI6ZSKaysrCCZTKK0tFR0kcViEaIgldGYz856ZTqg3d3dwsbJ3nV6xOVySSCDDcNJhDI0NCT1ltzDiURCSF5IZJFIJFBZWYmSkhIpg6D+Y3aW2SbeN2R/1gaj6Ezxc+g4EjKaT8AjmUyirq5Oan52dnYwMzOD8fFx0emE+bIBuN1uh81mw+zsLK5evYrZ2VlMTU1Js3dm4err62E0GhEOhxGPx1FYWIhIJIJIJILXXnsN77//vrSNcrlcAjXOZDJSc5lIJKTkR+2xelAJhUI4e/YsOjo6RF/E43EsLy/DaDSKruvt7YXJZML8/LwQawWDQbz11lvSkxTIBgXYOzuVSmFkZESYflnOc+nSJYRCIQwMDAh5CgCBOa+vrwsbZ0VFhdTKs0efHmHQgdm+jY0NIV5S22NNTExgeHgY4XAYsVgMIyMjQizicrmE0Id2WzQaxdWrV3H9+nW537i2fFbW9VP/U8ewvk7tR70fI/BBpaysDLOzs4jFYiguLkZPTw/6+/vR0dEhd3U8HpcaY57ToqIicRx3d3cFMk9YOVFD/D1r9/k3rK1m8KCkpATHjx+XnrrMZBGpRWShXpQY+ycyQ7i8vIxXXnkFsVgMXq83p6etyWSSLOv6+jqKi4vhdruxsrKCn/zkJ6itrcXp06fF+ZydnYXNZoPdbkd7e7u02njnnXewvr6OJ598El1dXdjdzbbG4h3PO08lv7sXFnWea55f/p+B46KiIlRWVqKhoQGTk5P47ne/K8SVDJKqQmc/nU7LOhkMhhyEAjO0DFKvra0JJNzj8SCRSAhCDsjlhvnYoaqM4tNgOX/+PDY3NzEwMICamhrMzs7KxhsZGcH58+elsJ00uZOTk0K/TIPdZDIJVbLVasXMzIxEok0mE2ZnZ7GwsICenh4ptGYGB4BQ6KqHNR/HcXt7G2NjYygsLERlZSV8Pp9MImssSHqyvLwskZCOjg709PSgubkZy8vL2Nrawvz8vDxTKpXCpUuX8Jd/+ZdIJpPo6OjA8ePH0dnZKWl5lbmJkXWVeVR1GPONehQUFOC1117D6OioQFEJxywrK0NXV5fQNYfDYczPzwuchlFDs9mMgYEBFBcXY3BwEFNTU1IjyOJbo9GI/v5+tLe3S2+5hoYGDAwMSN3T8vIywuGwRDMJIaCjlS+U8wtf+IJEHQ2GLH32a6+9Juvb3t6eYzCzHspqteLSpUuSjWH/J2bt2GiYl0A8HpeWJqShZ9NkrimzAzzo7NvFqC+gv9eox+NBKpXC1atX8aMf/QhlZWUCBaQhRuedsCIqf9YKq1ChlpYW7OzsyEXCs8rILBsKE87IiCrpy5n5557UUnfno2g3NjZw7tw5hEIhzMzM4MiRIwJNBCCOK5tS0+hcWVnB0NAQDAYDTp8+jb6+Ply/fh3Xrl3DZz7zGXz5y19GRUUFrl27hnQ6jYmJCXzwwQdygXZ1daGwsBB2u11q/mjIMRqrGrRkWdXbUsXj8chnut1uHDlyBG63W5zh69evC9RvZGQE165dQ09PD7q6uuDz+YS0wGg0wufzCatvb28vnnnmGXR0dACA1NDxAiJxS0lJiQSl+K+oqEii4+olmY/jODY2hm9961soLCxET0+PNGgmrf+rr74Kq9WKT3/609jZ2cErr7yCv/iLv4DD4RCYIABhQPZ6vWhsbMTGxgZeeeUVDA4O4plnnsHRo0dlXEAWFvfZz34Wn/70p4Xhj1FXlRVPrevIB4oLZInNenp6cOrUKbhcLvzoRz/CO++8I9TylZWVEt2fnJzE8vIyotGolEBsb2/j/PnzuHLlCqxWK44fPw63243h4WFcu3YNy8vLAuMlbFml9ecz814KBoMYHR2Vz2BWhLpUr0EXDoeFFKagoAA+nw9tbW2YmJjA+++/D5PJJPNPwhOSZ3k8HtTX1wtZWFVVlQQlaNBbrVbJ9q+trQkVPwPNhNLxTmfQmegRlVhMzVTrkYY9ToKSkhIsLS1hYWEBb731FnZ2doT4pKmpCalUSiL5bC1y7tw5/M3f/A3i8ThaW1tz4LKFhYVo2GMqn5ycFAg1eQBu3bqFkpISHDt2TOD/ACQgRai2muVi1kGPtLe34/jx42hqapIMI7NnZMuNx+NwOBxobW0VNl+bzYZgMIjz588LwiYej2NpaUkIkdireHh4WJg6Y7EYFhcXUVVVhWeeeQYtLS1YXV3F7OystKyhc8MG6Mzq0rbSI7FYTNj5rVarIBgMBoNk3gFIMHVhYUEY/y9fvoy1tTUhhjEYDJI5X1lZkX6ezDaxJRvbR7BGlKRzRNsxmUHEAB2RfB1Hl8sltbVutxsdHR04evQompqaMD8/j6mpKVy5cgVut1s4RgjVZLBOrVWMRqMIBoPidJN7QtujkBljEgM2NjbihRdewFNPPYXi4mKBO5rNZoE/M/OoRzKZDF5++WV4vV5cvnwZFy5cwMTEBJaWlgTp0NraKugt2onsW7m1tSWcBy+//DKef/55lJaW4rXXXhO20paWFoHAvvfee3j11VeRSqXQ2NiIgYEBsdE4frUFEHBvAUaOEYDoYmb6aEeVlJTA6XSiqakJ4XAY4+PjGB4elsQFz4XP58PRo0elXpOlNhUVFcI4zuAFSzvIph2LxRCJRETv0i5kKYca6P+ocep2HJ999lm0t7eLIXDkyBGYzWb09/cLLHN9fR1Xr14VA8xgMKC1tRU2mw2jo6MCWVldXZUIlMvlkgyQ1WqFwWCQJpwApK8e65MY9WdqmXTZjPpwwfUa5WfOnBFmzxMnTqCpqQnA7YWn0c/6FTK+ut1uiZImEglRoGTrSqfTGB0dlV4/paWlQtNeXV0tEDgeQEJX1MXkmPJhV6O43W4h7mHNDaOp/D6ZTAqznAqJ83q9ePbZZ0XZUkmYzWakUilhMmQWyufzob6+HgUFBbDZbOjq6kJzc7MoYcIgGTXhOtLpZ48wvdLf3y+wQjLiHj16FEC2FQWzcGQXJeSYkAFeFu3t7WJwrq+vw+l0SjNnsrIeO3ZMiFzYfsTn80m2ikY3IYFqXQEjk3oV7XPPPScsqSsrK9LfyOl0wmaz4fTp09Lo1mq1IhwOS/H81taW/K6lpUVaXFBxEvPO/pbs0UWDlZdSaWlpDp08ay73gz3ks1cbGxvR1dUFo9GIhoYGCaB0d3fD5XLJvLMFw/r6urDnkvmUdbNkM7xy5QouX76Mrq4uqQkh8dTW1hbC4TBGR0dRVlYGt9st8HeuDwNVzJ4xqpzJZHQ7jmfPnkVjY6PUqBFmQth/X1+fQGpIOlJZWYmuri643W75XSaTQSwWw8DAgOihzs5ONDU1ydqwdmNubg63bt2StgKs2ywrK5PeX6puUTP/eteQJFQMEBqNRiFSYSNt6kz2ROVnsvFxMpkUuA11xuLiIqampoTlkZkcCuFSDDjth15Q0SgqjEyvXLhwAR0dHeJ0E1UTDofh9XrR1dUlTlBhYSFqa2vlrLKXKHVObW0tOjs7pQabfQEZNI3H43C73RK8ItEFAOkZfPPmTQwODkomtrq6WtAcrBvXI2fOnBHWRqfTKUzSrNsiEyZrdQAIOVFZWRlcLpeQBJGXgH9L3UeHOJVKSY0dSdNY68nzR9ZLOggVFRU5znA+a/iVr3wF1dXVKCwslHrZRCIhuqG3txf19fXC+Do9PS113QsLCzAYsuQ2Pp9P5jcej6OxsRHl5eWiG9jzl+ziZWVlwoxIaD1wGx7KzJbT6RQdQfsgHA4feHw9PT1wu90Asvve7Xajt7cXlZWVWFlZQSwWk2AHIZDHjh3D9vY2ZmZmMLXXK5XwVLXUgu05otEoRkZGJFPMUhT28iQ75/Xr17G+vo7W1lbZn6yj5/vo7ePY0NCAJ554Amtra+ju7hb+BNa+MSjOtTEYDDntHWpra9Ha2oqGPTZUBrcKCwulnVN9fT3cbjdu3bqFyclJ4Wzo6OgQIidmo4kyoG7WwovzuQvZTmlra0sCvRxnJpNBd3e31DYyqNLc3AyXy4XJyUkJNqgZbZZFMJsN4EMwVfYEJLLi2WefxdNPPw2fzyfwZdrfLO/JZ3x9fX04cuSIEMKR2IhZ1NraWvT396O+vh4mkwlNTU3CkE4HNplM4ubNm0JQxnpxvgeRWIODgxgeHkZRUZHUOwIQ+5uIP7XmUAsvzWeMtF/IRVFSUiL7zGQywev1oqqqCjabDS6XCy0tLZiZmZG6TOqS9vZ2OTsMDpaUlKC+vh5TU1PSgsnlcmFhYQEWiwWlpaXY3t5GOBwWWC5JzLiOapnYQcan23H82te+JgY5symspzKZTGhvb5feeYRqWq1WOBwOdHd3Y2BgAKurqxIBYn0YlSMjI3RICF90Op3SvJMQJBohNL61mYB8IgRf/vKX8dJLL8FgyDYt5qXFyVQhQqy3YK/GUCiEpaUlLC4uSnNPFrAaDAYxEFmkSgx9MBgUuAcj7mVlZWLsqOxyWtG7ievq6vDiiy/C6/Xihz/8oWDLHQ4HysvLpeG6Ot9s0WG1WvGlL31JGP1CoRDMZjOqq6sxPz8vit9sNuf0nPR6vairqxMjipllOuFk0KMBSIOccEO94nA40NvbKwYio590KFTDhtBAwk3a2tqkdikWi2FqagrpdLZvaEtLC1paWsRhamxslP5kNMw4DjV7zIwUWTnVmipCPfTIiy++KO1bfvmXfxkFBQVShwlkgwOf+cxncpxWZsxYi8kIE2tJ2WNNDcbw57yQ+H50rOx2uyharXNxUMjDnaS3txd2u13IJYAsLIksqm63GxMTE3j11VcFbkVIOB2ByspKMRCcTicWFhbwZ3/2Z2hvb0dpaakY4GfPnpU+bsPDw7DZbKisrEQ0Gs0hH2CkWg3g8FLRm5H73Oc+J4GhqqoqgdrxbLW0tODXfu3XRMfS0WXfz9raWiQSCcTjcXg8HjQ0NAgMmmeHa8i/5QVDQ5l63GKxiOOorl0+MHHKE088gdbWVskYqayCRqMRZ8+eFWc4lUqhr69PUCRA9gxTvxcUFCAYDAokjW2JyA7pcDjw7LPPSkDj6tWrAIBjx47B5XIJARfrArWQ6nwDcWTE3djYQMMeGRXbN9BoIdrC4XDg7NmzAstjiQYdCNZqFRYWwuVyob+/H/Pz87hw4QJ+9rOfCbsu54DvQ4jVzMwMRkdHEQ6Hcfz4cQmekeyFLXr0yO///u/Lnmf/u52dHTidTiGsI0cBz7qaye3u7t6XZAJAjqHCGiQGUXmmiO4oKCiQPpJbW1tCSsNyB86DFs51EPnSl74Eo9EorVPITu3xeMSQ495lmwIGOmw2mwSWWdryxBNPIJ1OSxbBZDJJQEjNarA/YENDgwRcAQgbazKZlAyrClv2+Xy4cePGgcfndrsF7sqyGbKrXr9+HefOncMrr7yC+fl5nDp1Ck6nEydPnhSHi/VQKvKHTLLaM0NW2u7ubsk2T01NIRgMYmpqCjMzM6ioqMCpU6fw5JNPoq6uLifowv2tR/r6+tDe3i66kfBJm80mJGOsiU2lUnjuuefEmaNOZN9XcmQwK3Ty5EkJpO7u7gpUVc0SMcnBwKXVahXHg9wN1GP5ZqvYnoIkeEToZTIZVFdX4xd+4Rdw9OhRYVj3eDyw2WxST01SJdopzO7eze4wmUyIx+OIx+N46qmn8OUvfxlnz54VlmqHw4GysrKcFhU8J3qd/y9+8YtSp9zY2Cj8KbQrSktLJdhtMBjQ0dEhfW0Jme7p6cGFCxcwNTWF73//+7BarUgmk9K6y2az4Wc/+5noELav6u7uFhtfZRRVIaX8nvd9PvciExIsCTIajRKU9ng8aGxsRHV1tZCisUcoAOk5yQSLxWIRv6KyshLV1dWSyJibm8Pq6qokfYjEoENts9lkf9jtdjgcDmHZ5X74RDKOjMzcSdTC1HQ6LRAN1gby76kU6XTFYrEPwRPLy8tlw9hsNjG0qARolKhwGkq+Bmtra2tOgbqawtVuIl6SZK7c3t6WXkeEXLImjtTobH1BeCQVEsfodDo/VNN4J4IHQH+U1WQyoaOjA5FIRAzGsrIyYf4EIKQAXq9XIh2sofP5fLDZbNjY2IDVakVFRQXa29sRCoUQCoUQj8dhMBgkc0pYFovgo9Go0DYDyMneGAwGqeMwGo3SjkCvMItIo5OXE5uQsxCexjMzx4zo8qDduHFD+m1RebF2gJF2QrCojLln+H9iyJPJpFxC6noyc65HyHCorenhnLpcLvkZlS+Za2nIkkGO5EB0qFXYnlpLReOOTc4dDodE6fYzvFVohl6DlWNgZjedTmNychLRaBTV1dVSp/Duu+8K5IbQKzXYlMlkBJrkdDqxvLwsJE7V1dUCuaJeYR+q7e1tLCwsYGFhQZqb03BUW1bw4qIhoUeqq6vFkVENR86/uoYUsjvzAiorK5OsPz+fDL8kXiKKgJcdMwKE4BJaSIizKvfi+Hs8Htmnaq0I6xXZV5BNu9lonhk1NQtIivREIiEBG4vFIoEQp9MprI0kxWGQ6E61RarjojKT6hG2yhgdHUUmk0FtbS2OHj0qrQu4D+vq6uB2uyWYtL6+LvVEbW1t8jw0OEk409jYKJB4t9sNt9uNiooKCR6YTCasrKwIK28sFkN7ezv6+/tRV1cHILtnmBHQKw0NDeKoWiwWcV6IuuC80dkFIK2rGEDjuWK2Xs1UZjIZIW1goJbIBnXPsKdpPB5HUVGRkDhRb6k6V6+QtwCAlFrwPBABpZKk1dTUIBaLYX5+Hj6fT/Yc258wkM1SAepNPjPvfs4fhY4GCbumpqYwOjoqtey8Z5k9PKiUlpZKfataj6fWGN66dQtvvvkmkskknnnmGTQ2NgoKwev1Ym5uDgsLC0Lfz0AiaxLLysrkfmxoaEBbWxt8Ph92dnZw69YtXL16FePj45IJf/LJJ9Hd3Y3S0lIJigMQWJ4eKSkpkSwKodysw6cdWl5eLvW16nqrtoa6J1V2bSIlGDBkxpyGNpE2anAOgEAAWSpCXZsPSzz1F4NLTJyQDbu4uFiCE2QVr66uRkNDg3we+yGqcMz9HCAGLqmnu7u78cILL+Dpp59GQ0NDTv9Uo9Eo0GpmAJnB0iO9vb3i0LndbrH1+SzMplJPMDFBncY2KKWlpfjzP/9zvPXWW3C5XGhqahK9xPrJ0dFRFBQUyB6sqqoS3cuvqo3Gn/O+UNty6BE+q0raaTAYYLfb4fP5UFNTA6vVilgsJtBT1qjy7JLDgndCNBqF0+kU1Apr0VV29EwmIyVS0WhU4NYsT3E6nUgkEjk9rrUZ1v3k3unzFOGhA3IhF2R7IlyOm44HkwqIxjc3HuETPOg0KFRqdf49FbbWiNXrWJFZicayth6Gm4vj5T+v1yvFrhaLRXr/sd4xmUxia2sLdrtdjF86IVTiZLoCIAecyl416O9lfIwUkiWSl1F1dTXsdrvMIw0cbsbi4mIhg6FSJra9oqICra2tOVELzhnHQFr9eDwuY+Nh4hjpRJFAYWNjQ7cSAiBGsJpxWVlZkcJ/FlU7nU6sr6/D4XDI35CwR80uEcKnQk0Jw+OFod0PjIBTwfNQqrW33F96DR5CqXjhAchRbjwfVHr8v1pvyb2qbawN3GYvpBKhY0IiITJl8nPvpEjzdToAiLJj65FoNCqKm5no+fl5WCwWtLW1CXGPGkhilhfIsrUxA1lUVCTkAGTiYwF+W1ubwCU5j2Q9jcViUntEwgyup976qkQikQOD4fswokkdo14aqVRKLmrOLeGmjF6yHpdGDWtbWRivQlMZPCGsS80KqQGyfNZxeXlZHG0S/9BQMZvNgkbJZDLixDITA0BaKjEowyw5IeWs5eB7ct1LSkqksbjNZpPfM5ug6lIt/F+vOJ1ONOz1aCXLNsdGmnTuyaqqKhQUFMjFz/9rzz6hjXQiSObFPUcY4Pb2NmKxGG7duoWhoSEEg0E0NTXh7Nmz6OrqEiZph8MhNPJ6ZWhoCJubm2Lg894gUU44HMbCwoLoaJVxmEaOOi7uN867GnVX7zd+lsq4yuAH/54s3Gr7inyc/xs3bkjEvqioSIIRNNg4ftYIA5CAITP+XE+DwSDOorov6azQoWGLHVUIZ+XnT01N4Sc/+QmGh4dRVlaGp556ShwbPUIoXiaTbQi/uLgordLKy8tx5MgRJJNJ3Lp1C+Pj4ygpKcHm5qY4gDU1NVheXsbS0pLA4Hg3MBnAoAbPnNlslizuyMgIPvjgA2mpRJZfButU+4WMj3okGAxK8KipqQkVFRUSfE+n05KgUPsLqnYUda+654DsHiQhkMo8qUL5VPtGdT7Jt0HEDvcSnTy9QrQFs9yE41MHMPiWTqelTIYwYe6Z7e1tXLt2TYje7mQ30gYCgCNHjuA3f/M38eKLL8LpdGJtbU2QVXToVGeK2XG9ezSTyeSwv9PWSqVSYgfQkSWpIJ14nv3t7W2UlJSIr0Cd6/F4EI/H4fP5sLubZYJmoF4NCKj2vorw412rBsnycf45TjWTSXJB2tKbm5tYXl4W4j7ekVrdzcAUAxMGgwGRSERIuGhkH6JtAAAgAElEQVTz8HdcDyZuQqGQ2HIOh0Mcfv7dJ5Jx5Oah8aseNHUR1d4kpAnnwxHCwb8hJJRGETcJDQQePl5EhOnwKzMA/B3loHhdVXhpA5CLTjWqVCZFNX3Mmh5uSl42aqaHEQayyRHaQBIeso9y7tTNzLHxglUvWj2i9kqsr6+XWjVmXkgJzibLfF5ePOFwWLDSaqSPa2W1WuXwqtDIWCwmtWjMclBhU2GoWHtmnamw9AiNFq7d2toapqenMTQ0hImJCezsZJvDsm5gfX1dxsJ6TkL+3G63KCybzZbDQkYnTA1iAFmlQFa8aDQqmUBt8EFbkH1QoeJUz5/avoTnSN1DWugFs6aqY6J+z79l7QKh48ze0mjfL9OoOiD5wnMASKaBvaHY14mR47a2NjidTrnAaIhStzD4QCVN45Cv5QXIYIZ68ZSVlaG6uhplZWWSveQ/vqfW4dIjKhkBnTyeBzqJKjsf/4Z7kXOrOrg0pqmjCFPh77mHqZuoN1VDSgsrVKH/eiQUCgnbdlVVlVCCUz9wj5LJlSyqdPpV8gDVueN5U+uJqHPpVDLrzPOsGoYchzrWfNeQNafssUnSge7ubgDZ/odzc3NYX19HbW0tampq4PF4BB5P/aiiWtR7lZlnn88n9fssEbhx4wbGx8extLQkhF8nTpxAd3c3bDab7J172aPT09PY3d2VzD+z2SaTSQK6LMfY3t6G0+mUwLB6P3JcWpgwgJyACdeFAQ/WNKrZSOB2VlN933wcYyB7pgiJ5eer9z8hnhsbG7IGhYWFAmHlGCwWi5QEqGQpzFxyPxJNxDXneOmUEeqnGoalpaVSV6nXOWa96NramrStIYSNbbbYZuPWrVsYHh7GysoKjh07hu7ubkELNTc3i6FNvc/9Rcgba6kWFhYwMjKCsbExjI+PI5VKoa6uDj09PaitrYXJZBIdDiDHKdPLjMtSCgaa9rNh1FILNeim/Tx1XABEn/JOVIO9akkK94QaFFF7Zd5p7x9UWIJiNpvFTmJAl3qcupzjJ5w1Ho+jublZggU3btzA5OSkzAHHSj1K56GhoQEvvPACnn32WTQ0NIj9pzpV3L9EtdC+1zvGdDot5Sg8P7zD1tfXpSyN50+1YWiH8O6nw7y9vY1EIiG9SFdXVxEMBqXGnCzV6t7TPrc2EXDQbNxHCeeOJITs3xqPx4W8jhly7j010En7LBaLYW5uDoWFhdKqg8/IzwEgyQEVVRWPx0WvMAhI/XOQ9dPtODKyrk60OsFqFJGTzYuch5hGGg1VRg94GOlUAJDsE6OLnERGdtSeK/eSiaPQAVLfQx0rjWzgdmRU3cwcP8fBAmaHwyFMcHa7XSBVZI/jRiG8SRtd3M+JzGecfD37SrlcLjHmVKefWWCOhc/K2rClpSWsrq4KTbLKaMtLT1XCVO6qUiDcRSsMFBQWFgpTrx5ZXl6Gy+WS/UIHjU2LecmQ8EGtbaDC5WVAw5eXgdogXc1YcI347IwEkpxChVLf6z7luPbLdDLgQgOIc60qPq4p/5aOMiP66t7jpaQGUe7mRKgX5L1elul0WlicmUWy2+3IZDLSD009Ex/1Odrn0SpY7QVPh4NzRh0Wj8fFgVYJkPQIzzgvPo6Da8hgDJ+RThTXRhuo4xoSxp/JZORcMjhEOAsvHxU2ozpU95IppjA7yrlk9p2fzWczGLKtYGpra/c13JjZIPMiMzo02rgfOTc0fkhWwbOqZt9VZ1E1IvVKVVWVMH8Dt+vyW1tb4XK5MDU1hZGREUxNTUmdGNecX9U7TDv/nDuVbXJ9fR2Tk5O4cuWKwP+OHTuG06dPo7m5WTLtnEdtUEuP0HBm7axKhuFyuVBfXw+LxYLh4WFEIhEJcmjhf6qoZ0rVSxQ6aSxj2dnZkXpWZlbUIIv2ffUKCXbUGmO+F59dhe5xrYxGo7A7MqDBYCB1AeeA76nuOX5l64f19XUx7OgssueyzWaT86GXLE4LF6ZT4fV6RScAEPjzlStXBJUTjUbR1tYmAbSysjJhKtfqdULJ4/E4pqencePGDUxNTcFgyNakdXZ2orm5WeB3KsmYOh960TdNTU1Ip7PtywgzVm1Ewo7302naoMN+ATP1e4r299p7g3uDY2UCJd/Mf2trqzCYE0kAQNAVbHuzsrKSY2+rZ7Wvrw+NjY2w2Wxiv1F4DrlvGxsb8fLLL+O5556DzWYThJN6F/Es0K4ioopZVj2i/o0KXeb3RGHw89U7mfNPnof29nbMz8/j8uXLGBkZEZthZGQEo6OjGBgYwNNPP40TJ04IcoNJHQbjgVybQA2G53s/chycx6KiIulHyeAOkN1btEHVOd8v68hSOP6uvLwcNpst53lVx5Pfq+goBsEcDkdOS6KPGqNux1F7gPiVBqo2ikvFSQUG3M4osXaFFz8HRiNVvVR4SLhZGHHmwqqGj2rE6TUIaAhq30s1+qnkqAjYa01lqSI7l8vlQnNzMwBIs3Rm4WgUzM/PIxQKSU+aqqoqYfrUGnaco3wdYyoeKm5uGvYEXF1dRWFhtocdnUFG65iNASDGGw/17m62z10sFsPly5eFfayurk7gFVwr1vxxXzAiotYA0CHfr9bro2RsbEwgeZw7NoslfNput0uz852dHaGsJgU6I3kOhyPHkFCdNRX6RoeRTJ4qUQn/qWvJM7KfcfVRQsVJpaBmFfdzjFSFz7/jXKtGON+ba6BGVrVZgf0UqRbueC/7lM9HY4IBB0KOCCfleqiRQ4p6GdCgUw0FjoPjV9eHa6rWVxBORoeIRhRRFXpkv7lRn0/dE+p88+fq/BOlQGNcRXuoZ4zsuNpx8n34db//611HNRChQtKp8wn5TSQS2N7elmwMjXTOv+owA7drdlWI2O7urpwxOtDMgqiZWO3fcb60AaCDSmVlpRjT2toVj8cj9eNjY2NYXFzEyMgIgsGgEKBVVFQIQRfLN1Qjbnc323ttZWUFwWAQy8vLQvaQTqfR1NQEr9eLnp4e1NfXw2q1StYLuA3Z1xoPBxXS7ZP2Xq2fpXFcU1ODdDotteOhUEiyknSsqNu5F9UMMoNbvBMZdDQYDHA6ndKyQYWoqYY6Rc3M6xFVb6oBNa6nSiRCx1Dt40d9qeez1Xp4EtfwfBLuZ7FYcOTIEQwMDAgEeHZ2FvPz87rGx8Alg9LMipMsKZ1OS3lMSUmJZB4XFhZw/fp1TE5OorKyEhUVFcI3QegtbTQ6vyREZEaT7QJqa2ulBk0lIlGDB9TTZJ0/qHR3d0tglu/P9+Z+0xrBB7mjtHec+ncfJXQMqMd5ZvS8hyqEwhsMhpwWdEy4qOUZ29vbktUGIKzhTFYA2SD+xYsXpaUTAPl69OhRfP7zn5fen0VFRVhcXJRgKdmRGYzj/UOoJX+mV7R3sypMJGn1N3/GfWS1WtHT0yMBmeHhYdy8eRMul0vgmUeOHEFfXx8qKyvlfmFg4U7BeK2tk09ZA8fGz1HPIe1qtsgqLy//EERVG+jUJgu0mUn1c/mPr2dAhTqLCa5UKiWZ2o8ao27HkVkLLhaAHMOMD6sOigfJarXCaDTm1D6yTxtT6SSj4GYkvIxwOTWiqTWctWllTng+onXWVAODUVEekkgkgvn5eSHAocHAlhSM6nGhWHNEmEUsFpO/paHKFiWMoO23KfIRFlYnk0mpYSwrK5N5IsSTNL50DNVDxMwblSPhxyxsX1lZwaVLl2C1WrGxsSHU0YyCZTIZMXDomHJueSHxIiesS49cv34dbrdb+l8x+0LYgpoNVTMvrF+k88hoJQ0KGuPcHyqhAbOM0WhUsOm8YBlFVaGdvDCNRqPuOk41O7VfkERl4uTcqp+nzV6rWQCtkakNXGgdSPWztU7ZvWaueIZpzDFjw4uY9cjq56nj4O/Uy0x7OamOmgqdUnWb6rQy48U5pnOkt8ZR1ZVafaVeDuploc4tRY1U0oDlniNEjo6/CmG9ky7R6tL91vogwqgl4fh0WDl3a2tr2NjYwOzsLKLRqEBmqF85JwzCqQFEOpmZzG04JMfKvUwnVIVsq/tCazzmc0+w6TmNcoMh2zONverKy8vR19eH+vp6XLt2DYODg5iYmBBSoEgkIkgU3nPqfiBskTAr1r2UlZWhpaUFra2t0gKB2WYV9UHDivtEb4BqZmYGOzs7UjfG/a8awmys7fV6MTs7i9nZWUQikZz6Rq4n9xbnmnPHOiYG2woLC+FwOODz+aSXMbkCtIaSuq68Z/UIM9N0Xnl+VP2qllKwTYZqj6hwb21wEMh1QljCkEgkcrLnLNlg9oO9FD0eD0ymbEuW6elpIV06qKi1n+RUoH7gmIAssqS+vl76S1+5cgWDg4OYnZ3FysoKbt26JW1ZGFTlOvLuo03jcrnQ2dmJgYEBIWlilphZMyKc6GwScaa3T2VdXV3OHlczVur+V3W6qsu0fBV8H60e1r5G/V57D3NeVWSaGljSK6qTpjKfA5DvmXHTngkSMvFzOzs7xWn46U9/itXVVdHJTU1NePnll/HSSy+hpqZGanE3NzexsLAgyBW73Z4zdyzV4hnXmzVWz46qm2mjcG+oc60Gv/mMZJ0tKirC1NQUJiYmMDw8DKfTCavVis7OTpw4cUKgrKw9pW2nRaRo713VfstnDTkudV1Yg8x5rK6uBoAcHaLdN/fqA/D91Xm3Wq2w2+3SGeGjxqnbcdQaM9rItfZnqpNHI5w1j8zwXLhwATdv3kRnZyfOnDkjr7Pb7fB4PDmZGUbJOOC7PWe+i6xVIur3dFxTqZQ01w6Hw5IxrK2thcvlQkVFBUwmk2Tb1PkymUyw2+3igNIAYVR1YWFB+imyJkatv8o3CwBASG4YSSZ5S2FhISorK+WzWLejzWSQxZGv44FjdK+0tFR6zITDYSwtLeXQbnMuGXnUXsJ00qgQ1IN1UJmenpZ2KIRME5rKiGQqlRLGQEbs1Pll1IokJnQstDURW1tbEiVmb1Jmk7X1Weo+Ui+afLId2syQahTTqVU/ixFY9TVqhlJ7SWr3lva5tQ7lfpJPZE77mSR8odFDyGIqlRK4tyrcO1oHVx2X6uTydXRS+HrV2WAtCTPwNMrp1OTjeGgvAv696tioa6NeasDtNQVu7x++lsEXGsG8dFVipP2cR63TqL6nXl2qGmQApJ6DkEAayVxLOpIqecjm5qbUufG+KC8vl56ldOapOzl/DDxpDXh1vtV9nM/542etrq7mIGoikYiQwJEVnBH6oqIirKysyPysrq5KQ3aj0SjOo/pczKw7nU6BzJN6nWUGvEfUDDMdZmYftRCwgwh79zG7tra2JrW36h6i/qT+Z6N6Zp15Vrm3VUNMrRtiSwS2SKC+5jrv19JIzSTnc1cw26b2hePZ4V1NR1zNFPKZVNtEzXCpRB98PYn/WI/E/U5K/NXVVSQSCannZoaPWUGfz4dUKqULrupyuWTu6JQSGUMHhHrWZrPB6/WiubkZ1dXVaGpqwvDwsLCL7+7u5uhgBmzo4JLRkWe0ubkZZWVlEnAg8oH7OpVKYXR0FBMTE0K0o9fpoG2lnnWtbUpdw7UDbus1NaPMIAL5G1Rbc3d3V7J93G8AJODAvc6fMcDCGlDW/uZjs6kOi6oXtEE9tZZbvTeIlslkMqiqqkJ5eTlCoRCmp6eFyd/lcqGrqwtnzpwRyLtKOlNRUSH3nxq84f+JXiP6RY+oNtV+d5JqR6llULQb1dezNIMBjmAwCLPZjJ6eHpw4cULa4qiJLn6vollUvgc1OAvkl4xS9RV9IJWZVhvs3i9zeBC5W5BDFdVR5jngc6pO850kL1bVOzmNdxqc6jmrdYo8lFNTUxgcHERxcTGefPJJydhVVFQIXS7T4NoU7n7PxcO1n9FwkLFpYQWqoUkmq1AohOXlZamnKS4uFswye92oWQv1glMhdplMBh6PR2Afy8vLmJubE4eFxhLJa2gU5iuMppLIBshGDNn8V607ZSSWY+EFkE6nxbhTL3HWrra1tSEcDmNsbExqIMmiRgOH0GMSBVG0RrQKjz2oqHA49svknlAj+3SgTSaTZF65Diqbl2oAqIqE/9/e3kYoFMLIyAjm5uYE768a4tpskVYxdHZ2Hnh86vlToVZqzZdWaXD8+ymn/ZxI9czytdr3U3+udVLVsecj/GwqWVJOkxyHmV7WkaqkKdpM8n5j2u9SUAv/M5mM4P9pDBUWFoqTwzVV9UU+41MjxOrP1e/3e3/17zn/KimSmkWlrlXXStWj6gWi1edqpkiP0PAIh8PY3NxEZWWltPZJJBKSHWSvTsIhmWkBskG6zc3NHOIQm82GsrIyOBwOrK2tYW1tTbJNhJ7TkeHYtPDG/YI2+Rh0kUgkhzSKDpvWYC0oyBKRHDt2TH4eDAYxNDSEmZkZRCIRcbpoCDFTy1Yj7G9msVgEvkrGSDVbzjPAOmctIkePELLEeycSicj+j8fjwqiqBk9Mpmw7BI6djr16nnk2VYgdnQ5yDNABi8ViOWRn1N1qAASA3Kt6hURN2myDWjLBvcNnYsacTiyz3epZVjNMRKQQacUMDz/fbDYjEolgcXER29vbqKmpgdvtRllZmdxFQLaGqaWlRZfj6Ha7c5i9uT/VbI4KJaYTSUbVlpYW+Hw+3Lx5U8pvgKzhabfb4fV6pT0TYddq5o/EJkQTGY1GGT/bjly6dAmZTEZImPSIaltpA4W8s0mSQzSQwWCQzyFzJ88Gx8cMcDKZFCdQXTPuQ2aQFxYWEA6HYTTe7haQyWSEVCqTyeTAEvMRni+ecYp6b7GMg3uPWfJ0Oi0BGdp+LJ06fvw4jhw5goaGBvh8vpx7M51OSzZKhSfzfmFCgWMtLi6WYNVBReVboGh9Cq3TpgadOKdqEIptp4hc6OrqQldXl/T5NJlMQjbEOdTaOPw8bcArH8dRa3dwbfYLqO1332p1t/b7/Z5d/f/dgr/UUer8faJQVdVA5MPzZ/sZQOrkabMxQG5dDJWZGmG5W4ZEFdVIyHeR+VXdnDSEZmdnEQqFpDm5w+GQg0jFyTGqhpcKyVSfj1mSTCYDp9OJwsJCodUlaQ6zfaynOUhUYD+hkUHlRvgIDXNm5Oikq+tNZb+zsyPGhDYDxYgdKbeLi4vhcrlE4W1tbWF1dVWIdrSZSNW4y8fxByBKDrh98as1thT1guHrSGLDSK/6HNo6Rx4wk8kktT3MPFKZqvNO0To2ekUbkKABpX7enca6nwK5W2Rqv5+rzqf6e14o2gs8nzHS0FDHxT3GKG84HMbw8DAmJiaEjpxrrRbOU/gcPD+qQ6H2gmWRv8fjQXNzM+x2OwoKCsQ4ZMZMhVXrPYvqhaT+vVa37heY0+pSdX7VQALXQF0L7feqftLuHzUwoXd87I06PDyMYDCIlpYW9Pf3Y2cn2zzc7XbD5/NJ0Ib6k2UKdFjS6Sx73MrKiugSZvDUTAbnk84FHamdndutf9TMK8/z3S7Uj5JwOAyv1ysGZGFhodRVk9hI1SHqfiZTJVlv7Xa7MHWSQZCZAIfDIZlYrgnHrGZxODZm7XgG8oWQMeOwtraG4uJiQcGsrq5idnYWExMTmJyczOkVyTuPwR0GYEjKotYHWq1WCYiqDiDvGpWowWQy5aBvuPa8b/NFN/B+LSgokCCnSmRGZ4E2SSaTEQIq9tGzWq2SgSRreXl5uTghhMURCmuxWKTtBO/AdDotfZ25Dzh3Ozs7mJ+fx+Liom5dyjuNe0frWKhZat7P7NcJZMkCa2trYTAYMDc3h7m5OYTDYen9fPToUVRWVuYEbPbL8HE/0WmkI82MWDKZxPb2tu6s8d3Orvrey8vLmJmZwdLSEgyGbP1sQUGB9A9kWwQybdLZDgaDWFpayuGsIPST53t9fR0TExO4evUqCgqybPWVlZWSYWRbj93dXektqUd4HlSbWb0DeAepAUDVHlMDW9xPKysr0s+4qakJPT09cLlcEnBT7wuWLql2mvauV+16veQ46nvsZ9erNiGTDtxj6j2u2nq0y30+H1paWiQQoiYSeM8At5EqfB8GCrQBXvV58xkjcJsALBqN5qyrei619/5+NsF+zi1Fey72QxKp863OAxNGdxPdjuPm5uaHDGhtVEC7mbSGpPrPYDCIQUYYKC91HnzVOb2Tw6T12Pm5emFI2k3C99vc3EQikZBaEzpPzDDa7XZJO6vFyyyAZ7S2oKBAjCRG3VXjtri4WIqZw+GwMNGyjx03iVpjoFdUhUJlr0amVXjN7u6uGCF0+ggf5IVHchwVTltaWppDMsP5ZMa2uLgYHo8nZ21VQ141uPQKi6lV45BRN46fn8nLlFFhOgiMeqtOPt9PNfiBrFERi8WwtLSEtbU1WCwWMVjVKJP6vfp8ehWRCrHgAb+TUtEGeO7kcNwt0HOn86Z+VedV66zlq2gZ2VWj1OyxxqDKxMQE3n//fSwsLAgZEbMZ+41FJXbg+tKI5UW/s7MjkWK32/0htINaTK9mJvSI9uxq51915u7kOPL/2kjofs6iGmSg3uUe+Kg9k+853N3dxdLSEoaHh8WgIitoNBrNqcek82U0GiXDYjabxaBLJBIwm81S00fHBMCH7iIVsqVCktR5Vc+iWrusR+j4MHtRUFAgThAhfbzHiJrhM7KsoaqqCmazGR6PR/pOsmej0+nMIV2h4xaLxSSDoMJb1fFzj6tzoNe5orOp/mOz+2AwiGQyievXr2NmZkaYfNV55RywsXtFRYUY1KzB3d3dFWeNZ1wNRqrZPraeodNBxxHIreXTI6lUShA0qgPFsXDvE81Bh4KZNJX0B8ht6UCDnv9YDqHe/fw7tv8hnJTw7KKiIiwtLeH69esYHx/ftwfk3YTBeJIV0c6inlP7GxqNRuEeSCQSEiRQ+Rdu3bqF2dlZ1NfXw2g0Ss9AwojVGnAGKjgPDNgQsst6yIaGBgSDQeF30HMWtckHVXjv88xw32Yyt3kbFhcXsbm5CbfbLSU1KkM1EWBbW1sCfyQySb3X2COPpS/ammWVYEmvqIEuVcerexTIvRd43gkBJjKAYwuHw5ifn5c+s7QFuZf5OVpnRr0XtOUI/Nx8A3Ecg3p/qevK/zNwS5JFtnhj8CKZTErJAAkaq6urhWCIQQ0VTaaiI9RSLPUMa8ea7/gACAmN2guTAUB1/3POtY6j9i7fr/RE66yqyAr197RNabNyfu8muh1HXmraiLn6IOqDqcaJOhl8YCpkijYTwIvvTp6ydgLu9FkHFe0YGKEhAQ6dRrvdLnASRpe1xlc6nUY0GsXk5CRGRkawuroKi8WCuro61NfXSx8lFafNv2eTZcLjdnay/Vc47ypTqR4hdIFGl6rgGW1i3RGj6Lzk2KCU7E80hlgjSYphHgJG2Tk3qsOkjldNkavOfr7ZABo8zMTR4WANC9dH3S8qHAq4DXHj86pZQv6jUae2E6ipqUEikZDxArcPJj93P2P/7bff1jU+KgJGxdQAiRavz7/h52nPl3aO7+QU3s251D6f+l75OI4AxKHjPuQFrNadqA3uaSAzYKPdU3QqWa9YUFAg0XgSd1G5qpBwreOtzcjfS8Zjvygm96Pq6HO8+62N9jztd9Hx+VXSBjrP+wXjtE6n3nMYj8cRi8XEMWBdFHu6sqej0+lEOp2WBu/sM6kyBJK9lg4I2VNJukPiNZXBWHunqHOgXro8C/msX3t7uxiI6l7hnlLvSS2UkZkfILcFFIAPtehQn517n39L50MNgtAhY0BPDYDpEWb7GMRhYIX0+2azGTabDWtra7h586aUbKi6jdkKu92O6upqNDY2wmw2C9FPY2MjTpw4IfVw6l7UGlG8Y9TMFfWcaiPoEWbiDAaD1NnScOTdRT2xvr6OhYUFgYqyxzGNzNLSUrjdbtExvB/Umiqe7VQqleNwqnpErSXd2trCzMyMtLcoKSlBR0fHgcfHvU5bizqQAd9oNIrNzU1BHXHfMFgdiUSwvb2NeDyO5eVlhEIhxGIxcUTU/aj2VeXzZzIZCR5z/1EPANmWNul0GsXFxQJ9zieIo9V//D8bydMoph2TTCalv3M8HkcoFEIqlRJ95XK5ctBZhFPT8dXqDY/Hg6amJszPz0trDJZWEInANgt6hQES1YmjqPehirSh7ubPGPQnhJ1/y+w5x6RF0FCXau8J9Y7i2cvXXqPsdwdpa/GA2+3ayGCfyWRQWloKu90Og8GAsbExXL16FZOTk6ipqZGWF7u7u9Jbm2eC9vDKygrGx8exsrICr9eL/v5+NDY2yrzf69go6lwyqaT2a1ah/Aw6aAOf6l2gOvT72QT8GdEjtIu1Ni3XmTDej3IcDQedDL/ff++z9oAlEAjc8eY8HN/DL3cbH/D4j/FxHx/w+I/xcHwPvxzu0cd7fMDjP8bD8T38crhHH+/xAY/vGPPDOh7KoRzKoRzKoRzKoRzKoRzKoRzKz40cOON4KIdyKIdyKIdyKIdyKIdyKIdyKD+fcphxPJRDOZRDOZRDOZRDOZRDOZRDOZS7yqHjeCiHciiHciiHciiHciiHciiHcih3lUPH8VAO5VAO5VAO5VAO5VAO5VAO5VDuKrrbcXwc4vf7XQB+EcB/AeAIAB+ALQBXAXwDwDcCgUB+/Pb3Wfx+/xcBnAFwDEAvgDIA3woEAr+2z2tbAfwSgBcAtAKoBBAB8B6APw4EAj+5X899UNEzPuVvngTwhwBOASgBMA7g3wH400AgoL+R0Scsfr//nwM4DqANgBvAOoBpAH8F4F8GAoHwPn9jAPD3APw3AI4CMANYBPA+gD8MBAKj9+fpP17x+/1/F8B/2Pv2twKBwL99kM9zEMlHn/j9/lIA/yOALwJoBLAB4BKArwcCgb+9f09/75LP/n3YRKceNQHw7722D0AXABMe8v16r+vk9/v/HwC/sfdtayAQGP8EH1e36B2f3+8vBvCbAP5rAE3I3hWzAF5D9hxO37+n//jlUdSleuRRHN/PiZ45tElvv7YWwH+BsF4AAAyqSURBVD8EMACgHoADQBjALWRt0v83EAhs36dHP5Dk6x/dT5v0QWUc/w6AfwPgJIDzAP4YwH8C0APg3wL4zt4kPAryhwD+O2Q38fxHvPZ/A/DPkD2cfwvg6wDeQXaD/Njv93/1E3zOfEXP+OD3+38BwFsAngbwPQD/J4AiAP8HgD//5B7znuT3AFiRNVj+BMC3AOwA+CMAQ3vKR8Tv95cA+GsAfwbAC+A/IruH38Jtw+mRk71x/imA5IN+Fp2iS5/4/f5yAOeQ3dtpAP83gL9AVkn/4CE9h3cTXfv3IRU9esaK7Br/OrLnb/ETfbKPT/JeJ7/f/xKyTuPDfDYPPD6/318I4A0A/xJZw+//A/CvAIQA/PcArvj9/q77+fAfpzzCuvRA8giP7+dBzxzapLelGcBXAMSQDWB9HcDfIOtE/jsAr+7poodJdPtH99smfVATNgrgZQA/UD1nv9//jwBcAPBfIRsF+U8P5vF0ye8BmEM2q3YGwN0iND8E8M8DgcBl9Yd+v/8Mspft/+73+78bCAQWPqmHzUMOPD6/329DdsOnATwTCAQu7v38HwP4MYAv+v3+XwkEAg+bA2kLBAIb2h/6/f5/AuAfIRux8iu/+jqAFwH8U2QjOdpslv4uvw9Y9hTRN5CNxv0lgD94sE+kS/Tqkz9CVgn/JYAvBQKBnb3Xe/Ze/y/8fv8rgUBg7L6N4N5E7/59GEWPHk0B+AKAwUAgsOD3+/8IwP/8iT/hvUte67S3L/8NgG8jaxSc+YSfM1/RM75fBPApZJ3H5zXn9n8B8DVkddBv4BGTR1yXfqQ84uP7edAzhzbpbXkXgOMONtqrAJ5B1jb4zifypPlJPv7RfbVJH4jjGAgEfnyHny/6/f5/BeCfILugD73jqKby/f6722aBQODP7vDzn/r9/jcBfBbAk3iIxq1nfMjC/jwA/gOdxr332PD7/X+IrJHw3+IhyzzuZ+zsyXeQNXha+QO/398M4HeQTf//T4FA4EP9bB426MMB5asAnkX23D37YB9Fn+ShT35p7+vX6DTuvX7Z7/d/HdlI+u8A+Aef2EN/jKJn/z6solOPbgF45ZN+po9b7mGd/vXe19/FQ3Q3aEXn+Jr2vv5Aa+QA+D6yjqPn433C+yaPrC49oDyy4/s50TOHNunt127d4efbfr//r5Ddww/V/ajXnnkQNunDSI7DAe7c9VWPnzwO4+Yl8sN9fvcWshG8J/dqWx4FeWnv65Dys19F9tz8ewA2v9//a36//x/6/f6/7/f7W+77E34M4vf7O5GFq/xJIBB460E/z8cs+50r797XiX1ez5995hN7ovsn++3fQ3n45I7r5Pf7fx3Afwngdx6FWtU7yH7ju7739fN+v19rh7y49/X1T/SpPgF5zHXpYz++Q8mRx8Em3Vf8fn8Bstlk4NG6H/dbk/tukz5U2N49rPHf2/t2P+fjsRS/31+PrKGaQtbBelSlfe/rh4pwA4HAjt/vnwTQjWy0+eb9fLCDiN/v/wMApQDsyOLCn0JWqfwz5WVP7H21I1tg7VJ+l/H7/f8XgK8+jCRA+8nemfsmgBlkswKPjdxFn6wAqEKWFOeG5s+YCen4ZJ/u45cD7t9DecBy0HXauxf+BFkCh7+638+ZrxxwfD9AFub4SwCu+v3+15ElgBjYe/2fIlv/+MjI46xLgcd/fIdyWx4jmxQA4Pf73cjWRRqQRTJ8FkALsrWA//kBPtqB5S72zH23SR8qxxHZi6UHwN8GAoEfPeiHuR+yl337FoBiAP9DIBCIPOBHuhex732N3eH3/Hn5fXiWfOQPkC0Sp/wQwK8HAoFl5WcVe1//V2Qj4n8AYArACWRJVvwAlpGto3sU5GvIMsY9FQgE1h/0w3zMcid98p8B/BaAP/L7/b9KhbrHZvb7e68p9vv95kdsTg6yfw/lwctHrtNeFu7fI0s+8jASVNxNPnJ8gUAgs8eO+DUA/xhZxkrKGwD+46MSfFPkcdalwOM/vkPBY2eTUtzIrU/NAPgXAP7RftDOh1TuZM/cd5v0oYGq7rE3/QMAwwD+7gN+nPsie+nybyJLEvBtZDfy4yxkgnooD2ogEPAGAgEDslDGX0I2+3TZ7/f3Ky8r2Pu6AOAXA4HAtUAgkNzDpX8RwC6A3/f7/UX389nzEb/ffwLZyPHXA4HAuQf9PB+nfIQ++RqybQL+DoBBv9//x36//18jm33cRTbKCmRJnh4ZOeD+PZQHLAdcp99Dlvjhtx41w+0g49tjAfw2skbO7yKLALAjCx+rB/DWHkP3IyGPsy4FHv/xHUpWHlebNBAIDO/ppEJk9cvvAfj7yOoZ5wN9uAPIR9gz990mfSgcR7/f/7vIQnJu4P9v7/5CpCrDOI5/K8JapC7yqoiwq4IgiyyKSsU0K+gP3XQRyYIWPBclEWhKEZqEBEEGT3+sMCsRE+wmlKxYzbwRQSnC/kgaSVpmZmUZiF087zDjcc/snt2dM2fO/j4gM8zsLO/rOefd5533Pc8DM9z9aJeb1HHpAn2PCF7XAw/30DcfeRorihfnvH9R5ucqyd0Pu/tGYDax7L+m5e1GELc5+62ru+8BfiDSy19dRltHqmXb0bfEN/61MdR44u6HiO0dK4mU6wbcR6xE3kHUP/oj78b6qhvi/JWKyDtOFrXVlhP1unqqpmirIc7DRcTfviXu/rq7H3L34+6+iQh2zieu4cqr81gK9e+fhJrGpGdw91Pu/qO7vww8RtQaX9rlZrU1jPlR6TFp17eqmtkCosbfV8BMd/+ly03quDQQryUu0LXAIz24LWcw39CsGbOr9Y3U58nETb2DJSWpHHc/YGZfA1PMbJK7HyH6OBs4lvOxxkV8YRltHIWJNGv7/JuTnWyVma0iEiEsKK1lozDc8SRtm3si/Wv9/AxiZXxnh5vacTnnr1RM9jgR94FPAPrNrD/nY9+la/aBqt//mHMeNhLgnJVK3933mNlR4Aozu6QHkgLVcixtUff+jXs1jknbaWTMnd7NRrQzzHim9Ji0qxNHM1tI7NvdDcwaD4FNWi5eT6xwrAH6B0lH3qs+I4qtziEKOre6HegDtrn7ybIbNgqXpsfGIPopUaD6muwPpnsDGqmd93e8ZaNzEngr573riXtZthODUk9sTRqj8WR+enx/zBrWXdnzV6qp9TjtJ//avIfYAvoBcJzqjzMN2fOwkVn7rJIbaRxt7E7phVX/2o2lGXXv37hW85i0ncvSYyWzxhaIZ0qPSbs2cbQoCr+UWJmaPU62p04gMsndTQzEj9bsAt0ArAAeMrNXPNVyTPezPJ9+5tVuNW4wZnYVcCxtX2x9/VxgGXHj8Y6W+4w2ESumd5rZLHff0vKxZ4htuluzv69q0paGeYO9Z1Ho+DrgHXd/s8x2jVSR8SQd2z53/yvz+jwitfVuemTiOILzV7qg4HH6nfxrc4CYOC529+872ugCRnAefk4EOovN7IvMl4nPEbHJTnf/s+ONH6W6jaVZde/feFb3mNTMbgK+dPcTmdcn0twK/1HpDRtCwflR6TFpVyaOZjaX+E85RfwBeXyQ7Q/7Pac4aZWY2f1EnS1o1oe72cxWp+dH3P2p9Pw14gI9AhwEnh2k3wPuPtCxBhdUpH/uftzM5hMTyAEzWwccBe4lSnVsIG64rpI5wItmto1IZfwbkRFwGpHU4RDNVSjc/b90/n4MbDKzjUSilanEquqvxE3XUpIRjCd9wGEz2wI0gu/biCxk+4jtf2NaMLeDCp2/VVVwHMXMFtEsmTIlPfab2a3p+faKBbK1OE5tFO3fcqK+40xgr5ltBv4hknLcmJ6fsY1cZLTGwTijmPTM/j0NTDezrUQZmRPA5cBdRHb/HcALZbR7uIrGM92ISbu14jg5PZ4H5O2H3wqsLqU1ozMFmJt57Uqa9eAOEJnjoNnvSURmxzwDY9W4MVCkf7j7h2Y2DVgCPAhcQATnTwIrK3iz9SfAG0TAci0xmPxNJAJ4l2hzNrnKdjO7gUjvPCN95nD6Pcvc/afymi8UH09OAuuIenGz0mv7iOP5UnYlsuIKn78VVWicISYq0zI/f0v611ClgK4uxylPof65+8GUZXUhsf22n0jW9zNxna5w971ldkDGhbqPM6CYtLV/q4hxaCpxL2MfsaNjF7E99213r9pW1cLzo7Jj0nNOn65aHC8iIiIiIiJVUolyHCIiIiIiIlJdmjiKiIiIiIhIW5o4ioiIiIiISFuaOIqIiIiIiEhbmjiKiIiIiIhIW5o4ioiIiIiISFuaOIqIiIiIiEhbmjiKiIiIiIhIW5o4ioiIiIiISFuaOIqIiIiIiEhb/wOpfCzJkx56MQAAAABJRU5ErkJggg==\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1152x97.2 with 16 Axes>"
]
@@ -983,7 +991,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
@@ -1017,15 +1025,80 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 21,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Dataset : ./data/set-24x24-RGB.h5\n",
+ "Enhancement: [########################################] 100.0% of 2000\n",
+ "Enhancement: [########################################] 100.0% of 2000\n",
+ "Enhancement: [########################################] 100.0% of 43\n",
+ "Dataset : ./data/set-24x24-RGB.h5 shape : (2000, 24, 24, 3) size : 53.7 Mo (saved)\n",
+ "\n",
+ "\n",
+ "Dataset : ./data/set-24x24-RGB-HE.h5\n",
+ "Enhancement: [########################################] 100.0% of 2000\n",
+ "Enhancement: [########################################] 100.0% of 2000\n",
+ "Enhancement: [########################################] 100.0% of 43\n",
+ "Dataset : ./data/set-24x24-RGB-HE.h5 shape : (2000, 24, 24, 3) size : 53.7 Mo (saved)\n",
+ "\n",
+ "\n",
+ "Dataset : ./data/set-24x24-L.h5\n",
+ "Enhancement: [########################################] 100.0% of 2000\n",
+ "Enhancement: [########################################] 100.0% of 2000\n",
+ "Enhancement: [########################################] 100.0% of 43\n",
+ "Dataset : ./data/set-24x24-L.h5 shape : (2000, 24, 24, 1) size : 18.5 Mo (saved)\n",
+ "\n",
+ "\n",
+ "Dataset : ./data/set-24x24-L-LHE.h5\n",
+ "Enhancement: [########################################] 100.0% of 2000\n",
+ "Enhancement: [########################################] 100.0% of 2000\n",
+ "Enhancement: [########################################] 100.0% of 43\n",
+ "Dataset : ./data/set-24x24-L-LHE.h5 shape : (2000, 24, 24, 1) size : 18.5 Mo (saved)\n",
+ "\n",
+ "\n",
+ "Dataset : ./data/set-48x48-RGB.h5\n",
+ "Enhancement: [########################################] 100.0% of 2000\n",
+ "Enhancement: [########################################] 100.0% of 2000\n",
+ "Enhancement: [########################################] 100.0% of 43\n",
+ "Dataset : ./data/set-48x48-RGB.h5 shape : (2000, 48, 48, 3) size : 213.6 Mo (saved)\n",
+ "\n",
+ "\n",
+ "Dataset : ./data/set-48x48-RGB-HE.h5\n",
+ "Enhancement: [########################################] 100.0% of 2000\n",
+ "Enhancement: [########################################] 100.0% of 2000\n",
+ "Enhancement: [########################################] 100.0% of 43\n",
+ "Dataset : ./data/set-48x48-RGB-HE.h5 shape : (2000, 48, 48, 3) size : 213.6 Mo (saved)\n",
+ "\n",
+ "\n",
+ "Dataset : ./data/set-48x48-L.h5\n",
+ "Enhancement: [########################################] 100.0% of 2000\n",
+ "Enhancement: [########################################] 100.0% of 2000\n",
+ "Enhancement: [########################################] 100.0% of 43\n",
+ "Dataset : ./data/set-48x48-L.h5 shape : (2000, 48, 48, 1) size : 73.0 Mo (saved)\n",
+ "\n",
+ "\n",
+ "Dataset : ./data/set-48x48-L-LHE.h5\n",
+ "Enhancement: [########################################] 100.0% of 2000\n",
+ "Enhancement: [########################################] 100.0% of 2000\n",
+ "Enhancement: [########################################] 100.0% of 43\n",
+ "Dataset : ./data/set-48x48-L-LHE.h5 shape : (2000, 48, 48, 1) size : 73.0 Mo (saved)\n",
+ "\n",
+ "CPU times: user 39.5 s, sys: 704 ms, total: 40.2 s\n",
+ "Wall time: 41.4 s\n"
+ ]
+ }
+ ],
"source": [
"%%time\n",
"\n",
"# ---- Uncomment to write h5 datasets in the project place\n",
"#\n",
- "output_dir = dataset_dir\n",
+ "#output_dir = dataset_dir\n",
"\n",
"# ---- Uncomment to write h5 datasets in a local place (for small tests only !)\n",
"#\n",
@@ -1070,9 +1143,35 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 22,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "dataset loaded from h5 file.\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 1152x507.6 with 24 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: user 872 ms, sys: 48 ms, total: 920 ms\n",
+ "Wall time: 951 ms\n"
+ ]
+ }
+ ],
"source": [
"%%time\n",
"\n",
diff --git a/GTSRB/02-First-convolutions.ipynb b/GTSRB/02-First-convolutions.ipynb
index a9119c5..e75bccf 100644
--- a/GTSRB/02-First-convolutions.ipynb
+++ b/GTSRB/02-First-convolutions.ipynb
@@ -26,14 +26,81 @@
" - Train the model\n",
" - Evaluate the model\n",
"\n",
- "## Step 1 - Import and init"
+ "## Step 1 - Import and init\n",
+ "### 1.1 - Python"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 1,
"metadata": {},
- "outputs": [],
+ "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",
+ "div.todo:before { content:url(data:image/svg+xml;base64,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);\n",
+ " float:left;\n",
+ " margin-right:20px;\n",
+ " margin-top:-20px;\n",
+ " margin-bottom:20px;\n",
+ "}\n",
+ "div.todo{\n",
+ " font-weight: bold;\n",
+ " font-size: 1.1em;\n",
+ " margin-top:40px;\n",
+ "}\n",
+ "div.todo ul{\n",
+ " margin: 0.2em;\n",
+ "}\n",
+ "div.todo li{\n",
+ " margin-left:60px;\n",
+ " margin-top:0;\n",
+ " margin-bottom:0;\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 : 0.4.3\n",
+ "Run time : Friday 28 February 2020, 10:25:11\n",
+ "TensorFlow version : 2.0.0\n",
+ "Keras version : 2.2.4-tf\n"
+ ]
+ }
+ ],
"source": [
"import tensorflow as tf\n",
"from tensorflow import keras\n",
@@ -52,6 +119,33 @@
"ooo.init()"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 1.2 - Where are we ? "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "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/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": {},
@@ -63,20 +157,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 3,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Dataset \"set-24x24-L\" is loaded. (228.8 Mo)\n",
+ "\n",
+ "CPU times: user 16 ms, sys: 128 ms, total: 144 ms\n",
+ "Wall time: 239 ms\n"
+ ]
+ }
+ ],
"source": [
"%%time\n",
"\n",
- "def read_dataset(name):\n",
- " '''Reads h5 dataset from ./data\n",
- "\n",
- " Arguments: dataset name, without .h5\n",
+ "def read_dataset(dataset_dir, name):\n",
+ " '''Reads h5 dataset from dataset_dir\n",
+ " Args:\n",
+ " dataset_dir : datasets dir\n",
+ " name : dataset name, without .h5\n",
" Returns: x_train,y_train,x_test,y_test data'''\n",
" # ---- Read dataset\n",
- " filename='./data/'+name+'.h5'\n",
- " with h5py.File(filename) as f:\n",
+ " filename=f'{dataset_dir}/{name}.h5'\n",
+ " with h5py.File(filename,'r') as f:\n",
" x_train = f['x_train'][:]\n",
" y_train = f['y_train'][:]\n",
" x_test = f['x_test'][:]\n",
@@ -86,7 +192,7 @@
" print('Dataset \"{}\" is loaded. ({:.1f} Mo)\\n'.format(name,os.path.getsize(filename)/(1024*1024)))\n",
" return x_train,y_train,x_test,y_test\n",
"\n",
- "x_train,y_train,x_test,y_test = read_dataset('set-24x24-L')"
+ "x_train,y_train,x_test,y_test = read_dataset(dataset_dir, 'set-24x24-L')"
]
},
{
@@ -99,9 +205,40 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 4,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "x_train : (39209, 24, 24, 1)\n",
+ "y_train : (39209,)\n",
+ "x_test : (12630, 24, 24, 1)\n",
+ "y_test : (12630,)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 864x338.4 with 12 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 864x291.6 with 36 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"print(\"x_train : \", x_train.shape)\n",
"print(\"y_train : \", y_train.shape)\n",
@@ -124,7 +261,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
@@ -214,9 +351,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 6,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Images of the dataset have this folowing shape : (24, 24, 1)\n"
+ ]
+ }
+ ],
"source": [
"(n,lx,ly,lz) = x_train.shape\n",
"print(\"Images of the dataset have this folowing shape : \",(lx,ly,lz))"
@@ -231,13 +376,60 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 9,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Model: \"sequential_2\"\n",
+ "_________________________________________________________________\n",
+ "Layer (type) Output Shape Param # \n",
+ "=================================================================\n",
+ "conv2d_4 (Conv2D) (None, 22, 22, 96) 960 \n",
+ "_________________________________________________________________\n",
+ "max_pooling2d_4 (MaxPooling2 (None, 11, 11, 96) 0 \n",
+ "_________________________________________________________________\n",
+ "dropout_6 (Dropout) (None, 11, 11, 96) 0 \n",
+ "_________________________________________________________________\n",
+ "conv2d_5 (Conv2D) (None, 9, 9, 192) 166080 \n",
+ "_________________________________________________________________\n",
+ "max_pooling2d_5 (MaxPooling2 (None, 4, 4, 192) 0 \n",
+ "_________________________________________________________________\n",
+ "dropout_7 (Dropout) (None, 4, 4, 192) 0 \n",
+ "_________________________________________________________________\n",
+ "flatten_2 (Flatten) (None, 3072) 0 \n",
+ "_________________________________________________________________\n",
+ "dense_4 (Dense) (None, 1500) 4609500 \n",
+ "_________________________________________________________________\n",
+ "dropout_8 (Dropout) (None, 1500) 0 \n",
+ "_________________________________________________________________\n",
+ "dense_5 (Dense) (None, 43) 64543 \n",
+ "=================================================================\n",
+ "Total params: 4,841,083\n",
+ "Trainable params: 4,841,083\n",
+ "Non-trainable params: 0\n",
+ "_________________________________________________________________\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<IPython.core.display.Image object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"model = get_model_v1(lx,ly,lz)\n",
"\n",
"model.summary()\n",
+ "img=keras.utils.plot_model( model, to_file='./run/model.png', show_shapes=True, show_layer_names=True, dpi=72)\n",
+ "display(img)\n",
"\n",
"model.compile(optimizer = 'adam',\n",
" loss = 'sparse_categorical_crossentropy',\n",
@@ -253,9 +445,29 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 10,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Train on 39209 samples, validate on 12630 samples\n",
+ "Epoch 1/5\n",
+ "39209/39209 [==============================] - 9s 225us/sample - loss: 1.2385 - accuracy: 0.6579 - val_loss: 0.4697 - val_accuracy: 0.8898\n",
+ "Epoch 2/5\n",
+ "39209/39209 [==============================] - 2s 61us/sample - loss: 0.2207 - accuracy: 0.9373 - val_loss: 0.3298 - val_accuracy: 0.9228\n",
+ "Epoch 3/5\n",
+ "39209/39209 [==============================] - 2s 61us/sample - loss: 0.1194 - accuracy: 0.9659 - val_loss: 0.2805 - val_accuracy: 0.9370\n",
+ "Epoch 4/5\n",
+ "39209/39209 [==============================] - 2s 61us/sample - loss: 0.0849 - accuracy: 0.9756 - val_loss: 0.2571 - val_accuracy: 0.9390\n",
+ "Epoch 5/5\n",
+ "39209/39209 [==============================] - 2s 61us/sample - loss: 0.0637 - accuracy: 0.9809 - val_loss: 0.2219 - val_accuracy: 0.9497\n",
+ "CPU times: user 16 s, sys: 2.3 s, total: 18.4 s\n",
+ "Wall time: 18.7 s\n"
+ ]
+ }
+ ],
"source": [
"%%time\n",
"\n",
@@ -282,9 +494,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 11,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Max validation accuracy is : 0.9497\n"
+ ]
+ }
+ ],
"source": [
"max_val_accuracy = max(history.history[\"val_accuracy\"])\n",
"print(\"Max validation accuracy is : {:.4f}\".format(max_val_accuracy))"
@@ -292,9 +512,18 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 12,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Test loss : 0.2219\n",
+ "Test accuracy : 0.9497\n"
+ ]
+ }
+ ],
"source": [
"score = model.evaluate(x_test, y_test, verbose=0)\n",
"\n",
@@ -302,6 +531,21 @@
"print('Test accuracy : {:5.4f}'.format(score[1]))"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "<div class=\"todo\">\n",
+ " What you can do:\n",
+ " <ul>\n",
+ " <li>Try the different models</li>\n",
+ " <li>Try with different datasets</li>\n",
+ " <li>Test different hyperparameters (epochs, batch size, optimization, etc.)</li>\n",
+ " <li>Create your own model</li>\n",
+ " </ul>\n",
+ "</div>"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
diff --git a/GTSRB/03-Tracking-and-visualizing.ipynb b/GTSRB/03-Tracking-and-visualizing.ipynb
index abcd1b0..7fefed3 100644
--- a/GTSRB/03-Tracking-and-visualizing.ipynb
+++ b/GTSRB/03-Tracking-and-visualizing.ipynb
@@ -26,14 +26,81 @@
" - Analyze the results \n",
" - Restore and run recovery points\n",
"\n",
- "## Step 1 - Import and init"
+ "## Step 1 - Import and init\n",
+ "### 1.1 - Python"
]
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "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",
+ "div.todo:before { content:url(data:image/svg+xml;base64,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);\n",
+ " float:left;\n",
+ " margin-right:20px;\n",
+ " margin-top:-20px;\n",
+ " margin-bottom:20px;\n",
+ "}\n",
+ "div.todo{\n",
+ " font-weight: bold;\n",
+ " font-size: 1.1em;\n",
+ " margin-top:40px;\n",
+ "}\n",
+ "div.todo ul{\n",
+ " margin: 0.2em;\n",
+ "}\n",
+ "div.todo li{\n",
+ " margin-left:60px;\n",
+ " margin-top:0;\n",
+ " margin-bottom:0;\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 : 0.4.3\n",
+ "Run time : Friday 28 February 2020, 12:38:26\n",
+ "TensorFlow version : 2.0.0\n",
+ "Keras version : 2.2.4-tf\n"
+ ]
+ }
+ ],
"source": [
"import tensorflow as tf\n",
"from tensorflow import keras\n",
@@ -43,6 +110,7 @@
"import h5py\n",
"\n",
"from sklearn.metrics import confusion_matrix\n",
+ "from skimage import io, transform, color\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sn\n",
@@ -56,6 +124,33 @@
"ooo.init()"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 1.2 - Where are we ? "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "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/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": {},
@@ -68,20 +163,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Dataset \"set-24x24-L\" is loaded. (228.8 Mo)\n",
+ "\n",
+ "CPU times: user 4 ms, sys: 228 ms, total: 232 ms\n",
+ "Wall time: 3.6 s\n"
+ ]
+ }
+ ],
"source": [
"%%time\n",
"\n",
- "def read_dataset(name):\n",
- " '''Reads h5 dataset from ./data\n",
- "\n",
- " Arguments: dataset name, without .h5\n",
+ "def read_dataset(dataset_dir, name):\n",
+ " '''Reads h5 dataset from dataset_dir\n",
+ " Args:\n",
+ " dataset_dir : datasets dir\n",
+ " name : dataset name, without .h5\n",
" Returns: x_train,y_train,x_test,y_test data'''\n",
" # ---- Read dataset\n",
- " filename='./data/'+name+'.h5'\n",
- " with h5py.File(filename) as f:\n",
+ " filename=f'{dataset_dir}/{name}.h5'\n",
+ " with h5py.File(filename,'r') as f:\n",
" x_train = f['x_train'][:]\n",
" y_train = f['y_train'][:]\n",
" x_test = f['x_test'][:]\n",
@@ -93,7 +200,7 @@
" print('Dataset \"{}\" is loaded. ({:.1f} Mo)\\n'.format(name,os.path.getsize(filename)/(1024*1024)))\n",
" return x_train,y_train,x_test,y_test,x_meta,y_meta\n",
"\n",
- "x_train,y_train,x_test,y_test,x_meta,y_meta = read_dataset('set-24x24-L')"
+ "x_train,y_train,x_test,y_test,x_meta,y_meta = read_dataset(dataset_dir, 'set-24x24-L')"
]
},
{
@@ -106,9 +213,40 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "x_train : (39209, 24, 24, 1)\n",
+ "y_train : (39209,)\n",
+ "x_test : (12630, 24, 24, 1)\n",
+ "y_test : (12630,)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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R7HbuvTdq+tL28By6DhXo0wexFINVgteYE66/x9qF0YMFU9aZMDAC0KF/NR9PDVxa25SpOzs7s2/fvtnp6am12227vLy02Wxmm5ubVqlUrNFo2M7Oju3u7iZKbymApc2MNc+JkdayUVoOS+cqz0jJKSooAFxhKNXxot/8ZqaHFDZfqfOkYAbAoOtH15GGZflbAS/PQyQEIKOAgXWu0RDGEqCUz+dD2ocCoVwul6gWMZlMbDgc2tbWlplZIkWDfuanT11irvpd6fQNbYoBPbUBadEzBcerkjSyTkXxhQfmZkn7pM/I2Pk82JubmwASdQMg+lPnddr9lLhQfal/awoDkTRSwXBOfFQF9l+dDB0f7q9A1jseWX24SO4MXrMGzt88Bkg9GPHgLzZB0r4fA72LJpcOYhpry/VV0egA6L3SgOyPAKX/ayBLF5zfXIOS8yE4ZSgUFPnFkyZpHvOvURqNxq32K+OZ5vhpOCrGihDiwuP2cxvA6Q1OzClE8ZVKpZBjVa1Ww87W6+vrhPcfM+I8j+YM6nNkKUbvtKqi9ax0jDHwfais5kOK5qt6UUZLwTr/w0Hg2QAV/K6fpU9hUTS86wVwNBwOrdPp2NnZmR0eHtqXL1/s69evdnx8bO1224bDYQK8UkN0MBgkdif7OpDqqPA+xrlUKiWYSJ5DATvtI+qglRR0DvHsCtxXKZubmwGUaNg1Nmc1zUGBmF9ffNfMwlgDIHl2ZV81ihEjCeg7+lf7lHsOh8PAqg6Hw5CKos6HPi/30RQFQCwhbHLefQUCzXn3gBTArfmyqqvS1s1DSBbm8ZjGs6/6OX3RXnXOfU1mJQd8DVX6R3V9WlheSQj/0g2OPsdV54bm3mo6kK5l3y/+f1nAVftxGXt8L/B6H8kCld7YLcqLSGPSlmmbV2r+Gt578d5grF1pgJr/pQ3EIiD/WxBdqGbxUHTWdzU/UzcTwcRovuVd26Vtou9/jSD2H/7hH25532bxnKwYu6HsmwewfG8RUFPwkzZ/YdPq9bo9f/7c9vf3QxHs4XCYCLNq+2gTGz/Mkkz7IuBK+/R5ZrNZwgh4pzbG4HI/7dOHlvF4HMZBd1xjuHVTjpklQn7kc2o1Aq3XicFR9k5LGqU585PJxPr9vjWbTTs6OrLDw0P7/Pmzff361b59+2bn5+fW6/UCQ7O2tmalUskuLi6s2+2GeqDU/eTgAHUiALHa72wiA7DkcrmQdsJ4AnR4Vh8BiI2nMvvK/D20bG9vB4BAKF4ZYR+uJf9Y26v9o2tQGVfGmLxHH4XS76rDqrV8NW+UeaTM583NTUgNAcgqGGJ8R6PRLSBuZlYul8OzaYUD/g8QZlwYQ9rDuHE/DY3r+uezDy1puMXrWMSTXap71UHxm53oUy13pekEugGW8dGoCX2m99U+84BYnRVlfLVqDG2DTfeHEXhbof2RZQ+0nxb1dUxWM9KuEWmgzyw5yJ5ejn026z56L/+dNFCon88CLmlAOQZiY9+LgVr/+28NuMYkn88vbSw2NjbCKTLkzpH7dHV1ZYPBwNrtdlD+voj1XeTXClzNzP7xH/8x4VnHHDJ+xnLRlOFQNiDmuZsl2W3WKZ/X0G9szXCiC+HkarWaCFt6ZkJZCYwxSp7fVVeokYj1hQI0fX4PctKMkn5nFQJrqM+rzJPmAgNYAQRm86oDysgBLPipuWqwrlpdINamTqdjX79+tZ9//tl+/vln+/z5sx0dHVmz2bRerxdAE6xft9u1fr8fUgn8KWC0GVCuYJJnBZzg9DB/NN1BDTMOCX3inTEPlGCZyP19aNnc3AzPD7gkDMzzK4jhuRhXoh2AVD11S3NTceD5iR5Uh1IBDuDDl0SLrXdvjxXYaMUB7qHsrycuGEN/XZ7RzBJMrNnttabgivQYxl31z6okTR/4/zE31YHwAJbv6BzVz/hyal4/egCsL2WgNQXBs7o+NUx/N5s7Oz5HdhFR4ftH9XCsH9L6MUtWCl7NbgPXLJQd+2zag3iE77+vn0ljWWPtyAKpi9q3CPwsGpTfInBdNFFjfYaxopQHxZNrtVoojn55eWmdTiccSXlxcRGMpe6OzWqXGspfs/z5z3+OPk/M+Yuxsz58peA1ZtA80I+thxiAxsBtbW1ZqVSySqUSmDU1ZihKZaL89f261PaZ3U4/QdF7RsiD1qywY1oKxkOLGiXu5VkOXVMAEnUMNWVAN9MUCoXQ/7rZQh0QP3aj0cjOz8/t8+fP9te//tXevn1rX79+DcBVUxWU1R4MBoEpZT2T+6qVAngmjLQaW22/lobSkKeW79ETwXQXtJ8nmiM7Go1WMo4+NI9ums1mwXFQ5wMgpoCEtmrEaTKZHyk7GAzCsbIAR8/uaahXyyXpQRTK+DJvdC3puOgpTpq+paDT7HZeNqlB9IfPBdZ7+RxO9BvjrXmYZpYoJbYKuY/tVifbg0K+4/WZ6rB8Pp9YA9pXGsrPcvLNLLFOFLxq2pRPO8D5i9WcjdVzjdn2mHj9HItkPSp4zQKk+p5vYBplnAVc0wyzV1J+4nvvQicA14uFC31oMQYI/M+7gKHfEmDNAqTek1elzYIjlATjWq/XbXd3N5z+Ua1WQ7keNo2cn59bo9GwVqsVyr2gGFmgnrHwSvbXLsViMQooY6yTfiam9HzYUtcT348ZFr+2tB0qjLMWWNe1yGYP3cGsijJt/avEDAQG1GyeckB7vNJOc0jvo2DvKoRxdbMLoJT5y/N4o8LnyI/To3a9EdINFzxnTL+Nx2PrdDp2enpqX758sQ8fPti7d+/s+PjYut1ugqHJ5XKJtQXryFGkWk+Sz/tSXlo1QBk8s3k92lwuF/pCj8lVEGiWLFXl5yksFABwFaKsss971dJFGhpHNwIQCCGbzVOlYHF7vZ51u91QrgxQTD/gBDLWbI7kpVVGVA/rWtO+0tPdSNmipqgSBuTfdrvdAOAoqwb5oJVKAOSwzxrixgnTqIOWg0I/MH9XzbzGJIZr/N8epPrv6v4Cs7lu9qF+nzYRw1B6bdX76BBNCWBNoReYf5qbrA4O60/XlT7jMsBV/46RWrDWi+TO4DWNQUuTGGiNXcd/Psas8Lc3YDHgaWYJo6iem/cezeaD6Kl3b9y0H7wRv4v8lkCr2W0vMqtP9PQVFCgvTgDhzG12LDcaDSuXywG8jsdj6/f7dnBwYBcXF9Zut63X6wVFronn7JyEmUXpprUvDbz8vUqz2Uz8jeLT3DLe0/9rHmSsrFaas+aZEM2hUgWbBqDN5puIVBHDypbLZZvNZiFX0u84ThMPnPW+tId7x5jjNLbZyyIl/SMCI4rBoF30eaFQCBvWdFc34EdZPXJLZ7NZou6q5tRq7iljz71ubm6s0+lYs9m0k5MTOzo6sqOjo1BdQAUgof0/m81sMBiETV61Wi1ESriPrmnGD1A5HA5D7qUCdLP5KVywmTCzmvunbdONQBpC1bJQDy1akkxBg4JvxhQWWqMgPKfZd+CqG7X6/X4iNePm5iasY9Wj6Ff9qf/TMHCM3WedwtrpZh50qTJ6qvevrq6s1+uFsdKDJWIATBlGxgeHiOfWHF++q0ztqtZlmhOb9bk03aH/0zZrzi7rXkG8Hh6hzoVuXI5teNMxVRBsNi8lx/iTRqKObixHWZ/xrv2ehf2QZRj0ezGvyzQ27f9ZA8rvsVfWvdMYWmV1dEGwCH1SstY/wwhkXTsL/CzDEP0WZZHXBBNQqVSsVquFXeec+EHRfP7mc9SKhCmCheB0ET3liRfvt9tt63Q6dnFxYZ1OJ/HZWFvVm/w1yNu3b8PvKEAcBACL7igH3FDyBmOJklvG60VJ6npSJgWjrCwS90AZK+jK5/NhlzpAFvZVlbTe3zuUKrFnQqlreF0lpm9i82CVa7pcLt86slOjPxsbG4GNZJwV6DB3GW9Aez6fTxw+oEbHg3bAxmAwsNPTUzs6OrLj4+MAWofD4a12+00iyM3NjQ2HQ2u1WnZ8fBzWMPfY3d21SqUS8l8x0qPRyPr9fnBgtre3AwgHgAJeJ5NJ6DNlhXTOMAcABLqr+0dy5bOEE49YE5pvrmOF0+ZPt9O8T30mrcNJHu3GxkY4r173CChIjb38ARIx8KrhegWqmjOsPzUs7Td6xVI5mMcAVcYWB0dLiukhFLSNVIRYjvtDyV0Amo6vvqc//fuIOuukyGjf+3FCn7Ke+RzzXkP9ZpbQFd4Bxrng83rSl2fll+mTGFHp+2QRHsySe4FXT4GnUeJ3uZb+nQVefedpByjL6kGr5nwo+6bJ7Rh0DKvP74ixwfzu81v8wKV5br8WgLRI1Hs2m/cLzweYYtOG1oCEWSUfDsWrJz/FlDsgCKVJ1QGAa6/Xs3a7ba1Wy1qtlp2dnVmr1Qogttvt3lK2+jy/FvnLX/4S5pTuJFbGRcODsHKlUimcoKP1N83Sy7zwP8090w0jFIjHKPkdzbQPcMsLh1G/p2MTY3gRXe+q1H3KAT81IqPrV8XrHC+rZF7VOAG2FeCYJdMdNMyKIcMo+RQQ9JTuzFeDSdi+1+tZs9m0L1++2OfPn+3w8NCazab1+/1bOeVpLD1yfX1t/X7fzs7OghHVEPTOzo5VKpXAKquepg4pxlyNrwIr+gEwo8/oDb9WKtG0g4cWwCtsq0b3NFdRw7O6SUv1kqY+sS6wXWyGq9frtr+/H/RppVKxUqkUQIl3JHV9xGw4OoD+3NraupV/GdPBgGrtXy25pOOpukrHWB0p/sbhASjjtHh2e1XibXkMkMVSqmLXiV2Pz/v1qoDVC3PLbF5GToVraDqNMrMaBVUWXlNu0KsA3jS8l7b+F5F5yxKSXu5dKsuDt5jy8t5G1gMsAsCxa2vIwOeyaqjI77aLndULS4Sh14FUUYWjhtl7q8uyNb8lZlZDj7zw3DiOrlarWaPRsL29vfBC2ZIaUKlUEseVembA39MnpMNKdLtda7fb1m63rdls2t7enp2fn1ur1bJmsxlSDXTDA3Pl1wReP378eIvFgInxmzMwFBwxqDtPlRVR5evXtgev9J1uGPGgMZZbqusol8sl2lcqlUL7NOQaq3+oDqrqGHU80Qsa2vaGQiX23I8hAAXVZcogKugBiCqIIKVAWXcPWAnF46QrqL2+vrZer3crx/Xz5892dnYWjVakbfRCYF9Jb/GOz+Xlpe3s7ASwDTBRJ8Ong2g/aC4z4NvMEo6PjqVuoNJz4B9aYEXN5mW/YI9Vt/HCwaMfFbiOx+PEaUfT6TSRH83+gP39fdvf37dGo2HVajVRmsyzuj6qEctZ1z5Xnc4GQcZGc5UhDoiKsXGPOaogFkdanUnaSFs0n1rtN3qI62gk56FFgWYMtOrnPHDNArAxwiRGGqRhJk0zoRKHOvFaJcA7fkoUxCI4uudAN89qeplvj3+W2P+yni1Lj3j5IeZVG+CNgAdxalRiD5bG4sYYS1XYmr+qnrbPAVEWFpCj4Ry8FkIyWoNPQTKGAQZRjaTZ7SL5yxq/LGD/9yp+LBWooJSKxWIodwXTCtsKcNXUAT1KMq0kR8xh0jmBYSLlAGC8t7dn7XbbLi4urNVq2fn5uTWbzQQbOxgMLJfLhfwtvafK3xO47XQ6CdYCQ3h5eZnIJ+ZF4XcFb7PZLLH73CzJviqTTl8rOFBlaGbBm4c915w+TVsoFouJnfKcWa+sjYJWDRvCtijIVQCrQNlsvilCwatXwgrYeW5+LpOH9aOCPvI7i5WVURCiEQhYb/5PP8M2+hxDv6tbQeaXL1/s559/trdv39r79+/t69evdnFxkQjn0qc6L7woY9bv981sDjI1BD0ej61WqwUG3mx+YhPAzxMKWmXAbB5SV4cmFrLXkDbzd5VjCUBgbayvrwfH0ue60rfMNcak2+1at9sNBz5oLqJubtXKLOhS7TPd6e/Xka5lHU+vVwBEPr3FR3rQ4+vr62Hs1SbztycL/JzH2ZpOpwniSVlZ2vfY9tPbP78O/JqIAVR9T59b17/XfTpeZvN0MXQpAFY3XKn+Qwdov+naQDRaxlgrOREDoGkMtf//j8qDHFLgASwNNEvS6N5z0evFwAjiBzwGQlHcysx4710nhdk8WVkXi9ZWQ/Gqks3lcqHQOoOoie7LsMxe7kub/9ISM1YYzDib00gAACAASURBVFKpFIDjzs6OPXv2zJ49exbCWjs7O1av1wPLqrlZehbzIsbagwvdjKQbgOr1ethZ3Ov17OLiwk5PT+34+Djk9ME8svtY6z/+PTsXng0AwBAe9UpVGVq/qcvMEr/7Oa1rCOXHxiI23qytrQXgSt6dd0SYJ7qrHiVdLBZvnb6jzKIydrDsMMB+Q4LZ3KHk3p4V9s+pfaoA9zHGfjAY3GJcdew09Ex70E/KMup3fHiX50Xn0ccA16OjI/v48aO9ffvW3r17Zx8/frRms2nD4TCRZqWOvUrMWGleHi/V1zicHCGbz+etWCxaLjev84p+YAx1PnN93cij9sGDM2SV44p9UEYVNkxTeRQ86Hcnk0lgMjudjrXbbev3+zabzRIbW9k7wIY4XXOAYXUYtMyWRk1iAJa5j57QjbZExxQc6UlaGklRvc6BFowPc1zJLl1zVCHwe1Z0riur/hiSBlBjxJzHBLGfuiYWRY3Rg6oTAKrr6+u30oG0FJrvZ41mKsnnQTHzgpxz77z6Z/XPH8M3MRx4F7kXeI0NVgy8xryOZQCs3keNJT89cPUKyocQffvwUHTCxLxOVapajmRrayuEg2gnJ0D5vtKfMQC0yAv5ewRLMVGlXCwWrV6v27Nnz+zg4MCeP39uL168sOfPn9ve3p7V63Wr1+tWKpVCHl/WxgEv3hny/0N50qZisWi1Wi2RVtDtdu3Zs2e2s7MTwmssfk4GgrHSucR9Y/f+pYR8MWVv/FqM5YwqGMQAmc3DsnxXX+qozmbz3Eqz+Q5Zzan14FWv6duMoSe3TtkHv2EEo8uu9OFwGIrCk2fomUueTX+mGRTEK9lVS6/XSzjYXo8qW6LsHLqP79JfnrFi4wyhQDYvXV9f28XFhR0eHtqHDx/s/fv39v79e/v48aMdHx8ncl11fig54MUbbs8oq4FWgoD0Ic13B+jRbphjBaMKvnwakW4m5Bn8ZpaHFg2zqrH3ueA6F9E1uimLkliwruvr62HfAPoUEkBBIuOutmw8HttgMAjXY/OqplCkgVetE8vaJrLimWQ9BMPn3RcKBev3+zYcDgN4vby8DHPGR5EUXKntJ99TnbRVgldvc2K2e5FN0PUcWxsaaVI8o+lTPtKl1ZE8rvL2IOYMa9vUSUAAxKpPFSfpGHHfWD9kYb9Y3y6SB1m1Xrkue/M0UdCntLkfRJ8PpyEIz8TFktRjOWN6H/L3YBv43bM6V1dXQXnECj7H+if2d6zP/l4AEhJrP0pGC5E/e/bMXrx4YS9fvrSXL1/aixcv7ODgIIBFDJPuYkxzjLyosvLvK4OPEgfcMdYYSDY0+NxQlG2n0wlOix/3WF/8UmPF85ndVlg+7SLmAHoQoN9Tg6DOlyb1KxuoGzC8UVMWSFkE3eCFQVemwDMQ19fXIbWgWCwGFmlra8sGg0FImcAYx5gGVeCqiHUMFeg+1lj3+/3EHI4xFApuaQtjpGyo5hnqZjr6l/epGXp0dGQ///yz/fWvfw2M6/Hx8a2yWEoopAFXPudFAZWSBrwwhuiHer0eymkpEL+5ubk1B7mnAmMlIAg1EyUoFAoBVK1CyEHUeeXXjl+bgG4FrZTDIgWhVCpZo9Gwg4MD29/fD0QAERAdf92grBVYer1eyPdnYxlOn7LktNeX4WKzJ3sU9Cf6U+t2a9klvwkaFhFHSllbokg672NRCdXtq5QYWbLMZ71+8e2ORZMV26iOns1mYf6oExQDsGa30y11zardRVfyeXUKY+1VEBsrsxa7fxbbuoztV7k3eI0N4l0Veqzxnq00S5YHiZUe4YUBVEClIWj1UHzpB2V2dCcshZXX19dDmIVJ1m63g6IhbANj4I/c86xy2rPfpx8fU7RtKCFlN0kRePHihb169Sowrs+ePQsHDcAQeMbDs3xZkznmwZrdTmFRw4Zo6Sifx1UsFsMO3c3NTbu4uLBer2dmFjaCxObpLzlmMKaeHfW5dOoMKhhUdllBrz5TGhMTqweo/akvrqlrq9frhROOmEPVajVcB6UKi6iG1Bdg96cF0Sd+Q44HDDwf/9PPwTDq2lQw/NAyGo0SzkCac+eNoJ/zgBfAHod3mM0PQqDs1ng8ttPTU/v48aP9v//3/+zt27f28eNHOzs7C7mKKj/aBzj8/jnMLADXer1uhUIhhMY3NzfD90gNUEMcY5m4l2ffVWcBuFYhuoHGg9iYw2j2nUXnABbqV5NKAngkFYuNrkSOFNxfX18HoEq+LIBVN1MRtVDQpG2lP3VtewDL/g8iathCImus/dgrn8+HTWje8VCHRvW612e6vle1+e4ujOCi73rnLwZcfaqLjofaLfSg1mFNi1p7PaEvcmT1PU2/Uj1Kn3v8pQA2Fq1Ki5Rm9VmW/DDz6sGGInezOFC7C/pW4Ep4w5fd0DCxGjh/MoT31BXY6KLRcBMeqx7Fp8XwCcNQpgmFRD1DD6K0eoF/dq/g/p5BrNm8NqemCZAioMCVTQQUKNedjSoxIBjri2U9NO/pqWAkUQiALZQx4DXG/i269mMLRksZOdqmLKrOdU0fiKXY6E+v/DS8D8via0b6kjfaX9Pp1C4vL0PecafTsXw+b9Vq1abTaQg10vf+GrrxS0G0z91VY6g5Yn7OaN/wt9dbCnJX6WDCKCrry7PGnksNgncGYR2pe6ybrYbDYXi+drtth4eH9re//c3+9re/2fv372+lCnj50T5QAIvAhFarVdvd3Q1so7LlPmqgm318ugsbfbyN2NzcDJtIYXZXIYRbYcV9TiHRIQ8QBoNBqJDSbrft8vLS8vl8giBQIkAPb8BWapnAZrMZrkU0SUvbKWkTS7PxAJa0B/JfNfeWjbij0SiRklUoFMKa9gB0bW3NRqNRYj77jXQ8H3adPmMOMS9WtS7vY5Njn/VYSeeyzmm/+ZR+0giX36/gHbbYpk+u5cdAQSfvewcCOzidThObv1Qn+qjCffpp2T6+1wlbqrhA7Z5ZjBkIz1jFWFa9NgpON2fAfDKYeNEAIgbXhyi0M2NhOQzEbPZ91/XNzY2VSqXg/QBSqX+IMiBvJxbGo3am39Hnn3mZfv6lJGbAzeY5YwDXg4MDe/nypb1588Zev35tL1++tIODg1CEXM9Sj80Pf49lvbSYY6RzTR0qD3phdphDgFeYYW8I1dtcpt8ee+w0AuHHSjf4MK80PKjtRmL/U+DqN9rFQkeae0m72HnebDbt69evoYTS3t5eGJNSqRRyyBVk8zx+B7TP+1IDoXmEnjHM0gkqXAulvipR3Udb9XnVAYmFAPmfVlzxG1hzuVwiz/H09NQ+ffpk7969sw8fPti3b9+s0+kk2qXA+aH0kgJY9DnAUjcgbWxshLWnh5BoHqtnMGGCmB+MHyCqUqkE1nVV4NVXt1CnkXb68kYcDkFVFJhv6rhyVDbMJrmtgB82d11cXNj5+bmdnp7a6empNZvNEEVSokV1gE8RirF06BLmInmwpA3s7u5ap9MJBA85uUQj2dTpU5sKhUKIbHmnWUkpbQvrXz+3KkJhmfmeRbB43atOtdauVTvD9yDBdD5raqIyobreff4yon2elk6p89Iz4Z5xVV2l+34WjYfvl7vKgzCvZvMTG8xuM6ueQVGJMRw6sABWrcNpNj/HWsOGnvnRjlGvMmbAPDuqCxOATvFuD2wwAr1eL9wT7wlWShcg31OgRTvUw/t7A68KCmPA9fe//729efPGXr16FRhXdg/7NAqdLx7Q+z7wv2e10X8/BsZ0zqmzo6FuBdkKgDj1x7MCywDaxxSd0x6QqUFNA67+WromYFsAmboRg7Xic6I869rr9azVatnJyYmdnp4GULu9vR3Sb7inB176fD6akqUM0QOe0VCjqIwn/1fgmqbHHkpgT+kPxBtwZdv1M8pAwWTxjIwHhMDV1ZV1Oh379u2bffz40T5+/BgFrpp//NA5hQpgMczqEOVyuVD2Lp+flzLUXHS/CUX7CuDKeiYH3hfvX6UoQ6VggOcBeJDCMRwOQy7qeDwOEY6dnZ1QwxXnDvujoPf8/NzOz8/t5OTETk5OQm1rSgEua1NUT2SJ6gTYXQWwl5eXIb1BDyRQYcwU2HsG2DOOGxsbiY2KXOeXlhhL6+2YTxXQgxf0mX0KkTqw6EWNFOtP3dzlI9Vcy6ceaOUIxVPKEvtUhrS+X5RC4PvornLvVRtjsjRkmcZg+Gvoi2tQ4kdP7oHdpNO13IgmiOPt6qYQf2ydz9cwmy8OAIwaaDYWMcA6AdbX163b7YaJR5klJpVnizS35O9d0iYj7EW5XLbd3V17/vy5vXnzJrCuANdarRYKZCsj5hViGtDwSiBronuQHftdF5kCOx/KAhgwhrpozSwcd6i7u31bHtPp8I5RjNXQNnnQg7BulIHheropj3XhD5LQ0LuyTbC8ZvO6lUQxOp2OtVqtAEwJPQJetSqIjpkKa5dn8OPM++qE8HzoC/2sAld9sXlklc7K+vp6QkddXV2F98wsUTMUQKmCk83vCvoLhULQq5SLOzk5scPDQ/v69audnJyE/G5kFWyWN1zo/MFgEMaccRkOh3ZxcWH1ej3oYTX+sXFgPLETmresh6bw/qryJGPsl2di0TEwoeShao4ytVwpPUg9XMaa6gGtVstOT08DaD0+Pk4wrqsScjRpN0f7+tSE2Wxm9Xo9EAQI/ZLP50NpP/2fmSXGcjqdhpMwvTO6KknT6TqXY5+J/c24+5QB3RQMaATT6EFIfE9PNEOnMn8ofRYDr+r0awUJarKTOod+j0WvPVMfw3uxiLf+/FG59yEFykB4gBADDzGknQZeydNiMFRx09laQ0434BAywziyW1PzZX09O0AxTG6lUgmlSMjVJLxMmRK8+O3t7eDVkvje6/USIRmdLLQxyyNJWwi/pCggoo9gAshxJVWA4x71yNEsdtR7cLG/l5XYQvH5jPz0c5jxxDiqA+K9TR1ff+00VmxV41koFBLASpnSGJsdY6r4n2fsuBZeOWwris0z6vq8OsfpTxgiVbRs2FhbW7Nms2lnZ2dWLpdtbW0tbN7yebvaXm0nRtEDXQASgEDBeRoojj2LByAPLWyiUkBDnUWNBqXVQUaXqWOG4wEgGo1GdnZ2ZkdHR3Z4eGjfvn2zs7Mz63a70c1tq3pmXRPMjX6/H9bPaDSyTqdj5+fn4TATz/QDQJXVRIjOkROqaWXopTQA/BCieyAUPBBa5TkhPrAdg8Eg1BQnwuV386+trQVg2Ol0btWsPjk5CQevUIZq1UINWRh6zeHU56/X64EkUl3L/3l2s7neUnIJp02ds6zI3EOIrn99T3+PgW4VbbPfIK5EVywlCucZZpW9N91uN7DcbMrTlKA0cgV7t76+nth0p4f6sPlO86pVHyh543P1eV7VRWnY8L7yw8fDZv1fGQyzdO+E/6nSZoOWL+/iGR9lQvgurEKz2bTz8/NEorovxqzlWShDAjCjqD7hb8qRFAqFYFy1fl2z2bRer5cAsDG2j1dWH/+9AVjaTsiNc7Qph6WlsBS4Zs0TBVQoIFVEdwWvWcDVM63eg+RvAGytVkswrqpgFNRSTk2B66K18dACcAN0aupLLpdLPB//92yFAhR16FCi6p3rYRLK6noDgpFRsE9OHiFMjYwMBgNrtVoBvPoDK2JpCdrvCnBjITZYx/F4nGqI/Lr0gFn7ahVCmS92ncO8mlmoLw1L5VkN2slz+zkwm30PMbfbbTs5ObGvX78GxrXf799KCaCPHpqZTNP/uuP86uoq6PHz8/Nbx0lrHiVzXyMlRLg07KqAn2fTjXwPLVTRQGB+9W8+N5vNQpUBqgsA8MjP1Tqu2Lt+vx/Sb759+2bHx8d2dnYWDgIAAPtI44+I7uNQRlD19Wg0ugVUGIt8/vvmTEinYrGYWM8cQezTB+g/SoIpSRDTPw8pMec8S2KMq+pYZV4Vj8TmLMAVRpt8aFh1nBRArBJ1aX0CeFXnqF6vW6PRCMcMa73scrkcImx6PewI8zGtL2IM7I/Kg52wxU8FaMq8ZE0qFpWWqAK08uCEy/TYOToSwzQcDq3T6Viz2QyJ6mdnZ4EZ7fV6iQHx7Au5O8oqHhwchDJPeuwebeFZ1YMEwPb7/VsJ02pcs/ok5qmsWmL3UmaL/mHjAJUFfA1XKgp4Rs8DVv/SHMlYTqZvk2+7dxTM5uFrxkjnZQwgs6hRqFplwJdR03wrD4oVuD3WGGp4NC0HNEuZ8VMNjV93pOhojmua4cD4KHAFjDSbzcAKEV4lRKzsLqwAbYkZKm1zbAMCIEWBsuYd6kvHKsvRXCWLrmkrWp5G76kpEPo9/+yTySQYMjabHh0dhdfJyYm12+1bTgdtWAbsaJ/9aL8wFzDUWt5pOBwGBppSTbD/s9ksVFPQta95fXqaFWwRr1XIcDhMZXy1DeS5Ei0EzFI3m+gf9gY9RN742dlZsHXdbtcmk0kAvj5lCyZUdZgC/pjQbogazXUnL5lr6ma6yWRi/X4/mrOZy+WsUqkkDiXRELTWVqefNKQe25fgbfoqJA3E+nnvbZ9nXZl3PvUBIkIdA4Ar2Obs7MxOTk7s7OwsANhOp2P9fj+ka2g+eNpzsCZYS+12OxB9EAuaegCA1TQtn7MdY1Y1nY0+WbYfs+RBmNdlwWvMwPm8Hy2mTZgMxs8zPhglvBF2VxI20V2W3W43keSvbdf8QPJda7VaAMAAWAWytVotKBM+r8ak0+lEd8Nq0rmn4f8eJGaI6J+NjQ0rl8uhQDbglZOqtBSWes167Ri76kFrbK7EPNksUKigO+05FdD5OczGEWV0cJD0ZBqUzzL9uUrxoEuZuLSwTewaKE8tQcWa0PxWZTV1DLmfrn/6r9/vh40kZ2dn1m63E3WTp9OpdTqdRCkjallyXQ/Cdf3q8/qd+XqkLPnzjJsq15guy3LYH1p8dCAGfuhT1SuaGwdwpU9Ho1HIb/369asdHh7a0dGRNZvNWxt4uB+/Z4HXrH75UX1Gu5WVyuVygYnkeG7WaT6fDyw1tXIBurohU3OjzebpLKsQaoRrTjhVcBgf6oQDHGAdqXxSr9eDboVBZS0BZE5PT63VatlwODQzC3mLVFKAqSSsDzsHy6sREK/LiETBzOnR3uVyORzwAJim0gGVeHi+VquVmMf8zpzd3t5OzDXdnK0pCMwDAKzPgV6VI7JIYnZTfypw1bb6zagKXEkx1OospIWQ6kO0Vw+bwDFZJKPRyDY2NhKEoe4zilVAYD4pMaDPpnZbbYACWU88xGQZ/XEv8OoBrH/PK+CYV6IAxXtt0N2EDLUguS+fMxgMwqCy8eDw8DCR8wPQ0B19nm1RD3VzczNRI6/Vat0qMzIejwNYYwNTvV4PHa/PRGgKcKxF2xcN3mMyr2bJUjMKePC8KYdCTdc04KrjrkrJg1UPWPXZ7yse9Op9/AYdD3C138kHwmAMh8OQY3RxcRHAqzLFMXkog77o+vyOEtRQeszpRPSZUZ5pueVpOa6x8dOw3tXVlXW7XTs/Pw/OpRo4BWOk7+zs7Fin07Hd3d2QppPFuPpxxMDd3NxYuVy+tXkE4Exb9Xp6/ccWHYfZbBYcCGUO1QDSRkAKf8PYtFot+/btm3369Mk+fvxoX758CZuzYo58bN3G2hj7/T5zPGt9wMJubGyEtQcRoRua6CNNM8GOKOuHntdw56pyXhU8m833bJCXzf1Ho1EIBY/H4wQbRu4h0QcFgziB6CIzCyCTqCEky3Q6DfqLkHOpVLKLiwsrFAohShgDr+VyOVHDm2O+2Tg2m80SUc+zs7MArKjOQi6zRnOY0+RUqp42m+cME1ldX19PHPHLeJpZYLIfW5YhUdJYV14aPYnlucK6tlqtQNBRUQIdqk459noZIM8cxV5T8YJ+ps0aCcWRor26yVd1v16bF/0V++n7bJH8MHj1v8dAQczQKWpnI4WCy1wulzCgsJW5XC4RWmq32/bt2zf7/PmzffjwwT59+mTfvn2zVqtl3W43cUykLkwGg3bqQLNZjARov3sPYEr5D7yRUqkUJpyevz4ej63f7yeqGCh49WDvl2JivQOimz9gOGq1mu3u7trBwUFIFdCk7hiI8M6K5l9lgdY0A7nMM/i/1SDPZrOEg+XD66pMlFmA4W+1WtZqtUIaCuA2tknLbPWltGLgNbYu/ef9ONBWTRXQk6s0x9wsvvnS/26WPDUI43Z+fm6dTiexgRJdoAXWcUCLxWJiXnIPvxPWM7LsqC2VSuFequBZ13wvBmLpq8cQ2qagxxcj53MKXrWW6Wz2/RQznAWA64cPH+zz5892cnJi3W436EN93ruAOZ3fsWdY1hldBABgn8iXhqVkQ4kve0VfqXPi5z95spqD+tByc3MTxlAZdO6JrWMDDiF/PlssFq1arYbDCGazec4yUcHz83Prdrs2nU5D6cKXL1+Gqi+1Wi2APtIM9DQ81QXYYB2vra0tq9VqdnBwYD/99JO9efPGXrx4kXAo2SCtkRmurwctdLtdy+fziXra2A1eMXDnyR+isGwSMru9+/2hJW0OL7LbHrzGqgugd3xUFrtCCg0npfX7/QDszeZ2CgdA0zDpP+7t20f/gVk0bzy22VAjXLoRUtObzJKHraidVf3sf2p/rQy86k//e9rnaRjv+UFVCp2JCuMKeMW7IkeIXZZfvnyxz58/25cvX+zw8NCOj49DPp0aZo7R1PYogNY26uTC0OnE0kE2s1DDrlwuB0WAYSQBH1Dc6/USoSSfN+v7a1USY8VVmHya1N1oNGx/f9/29/fD5gm/QUvH3AO3rPvFQJh/33to/r000JYGrNRwx1g9FnelUrFGo2F7e3u2v78fcjYxkGkLnWsxZ1YhMcC+iA1IW3c4KjBEvppHWrRAPWvuoY4ezqBuMBgOh7d2CwO8+v1+YIgorzObzYLTp6k+WUwwa5eogQJfBeHKoOu4/VKibfT6UjeweIOCTrq4uLDj42P7/Pmz/fzzz/bx40f7/PmzHR8fW7vdDqylpgksiiCktS0GDP3ajEVYVLLAgdl8wx15u5p/DVjVDbX0iRp51fP+2VchfqOY5rzSH5oupwc2UNmDFAA28sG6Al4vLi7s+vra1tfXrdFoBOD68uVLazQaViwWQ79rRZ1yuZzIVdSyS1rdZ2trK5yeyMbcvb29wARr/ixRE9YZ46qlnTqdTtj0S/UESqBpuhIAH3uPk6a1uDW9xe8teWi563W9nfIkHdgAfYOTradP0rcaMTKzYI+n03nJMLVbZrcPeFIiTfNr0RusEbVjSvARNfBOtEb41KZ42+v1VJYOWLavH+yQAn73YIDG688YCxdjTHyODAYRL04LMZPfCtuqoQVdELrJSz0gzX1isBRUMhF6vV6idqmmAnCPcrlsOzs7oQ3r6+thghG60TYBiBcp+FVIDMDqOMLClUqlxNGEeuSrryywCKDyrGmMZJZx5PqxlzJBWd/X+6RdT6+T1gecgOOLpZtZUEr3YY8fUmIKQZWT5mEp8NY8Qb/xI43d1v7EMAJEyYcj3470G77nWc7Ly8vgnBaLRVtb+36SDiy/gljuqeDLzwtSQBRka669rj0FNYscvFWId9Z0w+DNzU0wcLrrGoYP3Xh8fGwfP34MwPXLly9hQ48efuCjDsu0za+t2JzwRopx8FUuYuKZXLM5eEV3apksFUKatK9QKIT8Sfoyiyl7SFFG0Rv92G5zM0sATD18hzAsFTnYoDUcDkP5RqJhe3t7gantdruBuSN9jo1tsJfYNg5HULulTjtVdwqFQihxR74lx7si5CZrPVJ+ttvtULeWKj6+pJlGAnTjooIo1iZzf9XRkUV2Le3/Cl4VjOozKYZgnWg0ejqdBmxhZlYsFhOl2NRm53K5sAEW0gDdm8/nE+tB1wDX8Ht0fBqZzmVSYACvfE+jOhp1WMZ5XRl4XXTjGPPG+/p5Ba6eSeB7XrHqBCCE2263Qw7UZDJJhHrxNvE0Ka0CGGUxkxagi5YJRegGpWg2r2enhYFhqNhU1mg0EsAHJlhP6SJswvMqAKP9jwF4fB+bzT0qFCmbB7T+GzUHfQK3ShorymSHTdfnVU9N54QyUH7+xLw8DVtw/diCVaPm+1wXn99EsbOzEzY9cFa8Z24fG7D6Z/U7QJVhVuDq85U00qCMERLTAzw/BodQJfla7GLVih/KcCtjR47s6elpwrkDiCp41bmg7dNxVmfUzIITPBgMAjBW9lmdb/rkMVIH1HD7FAHN9/P5x+i0Xq9nJycn9unTJ3v//r29e/fOvnz5Yufn5zYYDBIAQ6+vP+8jum4U3PI/Pw8XibaN8aVeqQJ65hH3LxQKQVdrP/q0L50bq1qjlHTU6jiMlZInpAqw3vie1lFmPVEaC6Lm5uYmbBgmGra9vW1XV1dh4xQpTjhpAEVSEzQ0rXXVybvlqN5SqWT5fD5UDYE4gslnQ6+W9apUKjYcDkP6HdFH2lWv161Sqdjm5mZC3+OYMPdZm2tra6GCAXME5tY7wQ8pHuDpe/5zsfd1DWsZK8UaugGNDcLKaAPyG41GQl/pulVdwFxhsxxtwFnSSjl8l/WCg8OmQ38qnUaOlS2mXUQV1LmOpej8iPN4b+bVAwAkFkbyzAzfQZEo6+npaD6rOSPqyWkhbzbXcGyc2TzhnNwhPAVy8FqtlrXb7ZBYbjan5Sncq3X2yNExszDByGdlENmd6cuztFqtRFkUBcwx9uoxxANO/V3zBWu1mtXr9fBSBeWBTda9uC6LRn8iGmKIsX1+wfKeB0IxB0iBr2frVDxryiKlL3Z3dxM5mThQac+86vGMGeCYwoURVlAQS3nwO9zV8Mauq2APxYXRYo212+3E6WQaovfXALyqQaP/OSSE/8WcYNqhTjHPYfZ9MwjlfpgrtEn7hrn6WDmvmhdJDptZUj9g7IgAsaljOBza6empffr0yd69e2fv378PqQLdbjcw3WpElHFfJDrHM+W8bwAAIABJREFUGLuY7td1fR/Q78O/2AcYKfIG/ZGaOicow6SARlk8z1itQphfylgpiNDd8ZpnTi1lLciPs0UxemwWjly1Wg0VAKbTqbXbbTs8PLRPnz7Z8fGx9Xo9m06nYRMY6V5ra2uJQxAAr3wWwEJlHXJuv3z5Yu/evbPPnz/b+fm5TadTq1QqdnBwYK9evQrsL6AH4giiSFOIAMbKqGq6jDKvl5eXCTYb0KQnQa1C0mxkmhOv/1PiTXNeeUbFCWZzcgyMA6bRaK/Xx6qXmSvtdtu2trZsNpsFnNLv98NnPH5TXYODxfe2tras1WrdOtWUdtF2zaHVnFyfHqY64r5yL/DqWSttkH955ausj69zpqyfL8eD5+nzNgCtk8kkeH542WYWwBegi7IqDC6lRi4uLkKZEvLjWOTs9lSGESXE4GrZD5QVCwrj0u/3g9fFxNTdho/N0iFpIQ9lnxW8EuqJ1fs0u10pwc8NBMOmi9Azr2ng1YuyhjHwqwtGAZx+F9ZN26BtpaQLtRd3dnas2Wxas9kMzEFWH6+KFYhJbCz883gnU1N1lHHVlIEY4I+NLXMeIwX7wy7xNB1iNmcpFFxQzUMrPOg9PQPvRUPr0+k0OF6ewfR6y881z1Y+tND329vblsvlQq4vekVTOaixyWZCD1w/fvwYclw1RcP32X0EHe77h3nE2sOApTFSWdePvYdjxJGkOhd8xAWmykcEdCPLKp0SrQcOEDWzcF8NzxIhZEMvtsNsnvuoYWBC9cwXiBVC+qenp/a3v/3N/vKXv9jXr1+t1+vZ+vq67e7u2suXLy2fn+9lYK9GpVIJh1Xc3NwkKozQ7svLS2s2mwG8vn37NhzGwCEaRKh4Bp6LPuAoWUB4t9sN6UA+8qD2fzabhTQQ+pU1rPmZq5CsubsIiOnc0xdzVVMHlQXv9XohZYBxINcbu4uow03KwMbGRtgAS1WJNDJF1y06grWC06Tzk5xlnBu+pxu3NPXAl9Hinj8i92ZetbPUQDLxvEHS/8c8EQaJDibPwi9gpdI3NjZCDk6pVArJyQpeyRMBeOkOyW63G1jE09NT63Q6dn19bRsbGyFJnbqupVIpEb7B4/dlQGBdNR+ElAVf5kZ39T0W0+rFh+e8IdDjcjVHSZWRB5YxNhVR46kAROeKsm1pE9wDTA9e/X30+spixUBUDCwzJ0lB8UAeZoW5+diiytODSw9aUZoxoIoi9TvcPfD24+v7DAWqDIum9/h+13C2L72ysbERSt5Rq1mZ2zTnT42KzhXN41IWh/tmzbtVCyCGuebfZ66RP3Z1dWWdTsdOTk7s48eP9vbtW3v37p19+vTJTk5OEhtXY1GIZSW2xmMCY4M+vO/9Fgn622x+4pNuHkHQ95RMw97QzlWesMVYoRsA8zFAD0DUNANYf8AegIZ1wHPwzIAH6ikfHh7ahw8fQrrF9fW1HR8f2/b2tu3u7trV1VWwS3r4APaTftXc9evr60TJJj1FjDx12FXS+DQsDmmgLDKpV0RGNcysqUHebqqDG8MbDylZBJPqXk8IoIv1ZXY7NYtnZHMrewOIKmN32MCnqRK0getfX1/b5uZmWCPKSqPL2WyHXVOnzxOMOE7s9yFfmSgapIG/BtESH9FS8f15l/G7N/OqneVBh37GN0g7Rk+90Z39sFyAVyYsC1gLObO7kTASdLuC12KxaJVKxWq1Wsivmc2+b54i/L21tWXn5+c2Go1sfX09gNcXL17Y/v6+lctly+VyYdHRDpQfnmy5XA7MsIJwnsdPNg3Zeqb6MQGtsiTcH4aHgtekUGhZLAU1MSY+JlngkfdjoRf9rn5Or+eBqyq32P25trKwMSWIZ6q7gLU/MDYo+19C0uYLTqFZMq9JQatn9JSRjIE5z1BqG9i9TEUQBa+6a1bHCKdOr8G1cUj1cAg2qpDD7ucF14nNEbOk8SAUxjzQPqJ9XlbForPuCNMqE6UOheYUf/v2zT58+GDv3r2zd+/eBcaV/lbgqvN7FfMUnec33Sir/lAynU7DqWwarfPsHQBNHRUd26xDRn5ECK1ip8ws2DyzpKPPWMdSDNT2qd1R+wHImM1miTPvAa4q3kmn71QHMI7T6TSA53w+H/Zs6IZLFc3Nvr6+TjgUWmmB6KPfwAm76oEd7fZ4Q3XTY+hdTxIgMfCqbVZ9Rt/yfMxXTUPE0c/lcoE4Qy+oc+NtJeM1mUwSTpOPKOpaUVALDtA8eA9glflHv8RsL3pc52kW4XFXeRDwqu9rw9LE5x7hSfHwfuKy4Nn8MRwObTabh9LUO6QkhOavqlepXgupACyOQqFg3W7XCoVCYNYID7N7U8uD4F0CVDc3N4NhHY/HiZ14ymal9QPtSFsIDy0xFlSVmoZ8AGrKuuri8Q5K7Pe0Z4sBI76r4NUDET7r2beYN6r/V4UXY5TSGGMUPHMJRl2T2GHnvazSEUF5xNhif28FbcqI6O5m3VHqc8+R2P1ms1lCAbNRi7JiHBQSc9A0/9X3leb7UT6LsDole2IRgJh4A6LPDhvnBQDm1+eqhHnmDybI5XJBZ7BR9OzszD59+mRv3761t2/f2ocPH+zw8DBUFQAMIHfJcVXxDgJ9oUbP50gjGFRAomc7Y/PUS5ozTylCb5zVKJvNa1JqhIEI3KrGU+sj605rrzMV3NEuX5JR645zkA+2R4EFeaVXV1cJ5wGBNUN3Me91butLgWYulwtRR62xqqKsm+IDHRfWGSWc2Milmzj9ZtFCoZDYYKRjydj/SBrMXSRtnmq/KRkSY13RPzwbrKsCxMvLy6ALzOYpRT687++tcz9G9oBB6Et1NvkbPQjo9mW3wFlaZcfb1hjr7NdATOcvayvvDF59ugAvZSKW8UI0YV2NvW5WUM8Pw3V2dhYGlZwiPEW86q2trQAGFQijwJR1UtDLDjuz+RF7Wvxad6nqCwUC3d/r9axarQa63reD5/V5MDpwacp6FaJsFGOprBThCvpEmYGsyeeBoIYk9L7+Wb1D5K/hF60a1higUmY7DYDExlWvqUaQHb6an6Z9ohvSHkMUvMa82djfOFRs/NG6mWmsqx83nx6ktTjb7XY4nY7zsnWDos6bGCjWe5jNS0CdnZ0F55Ox1d3K9EcWONI5zvOXSiUzmxeO946MMterHFf0FjqKHee5XC7oGcoNnZ2d2devX+3nn38OjOvR0VE4qYl2KzP1I8bdO7ZEIpSxZx1oyR+cGXI2YXPM4k5Q2r0R1RcYfa8jlIk1+15Ci76A0ND9BqsQzwZ7HaeMlAIydVgUPOomHphXWNFOpxMYucvLSysUClar1ezFixfWbDZtNvt+MtKLFy8SBw1sbm6GuaKsqQIO3SSnFS/UQdG+5/k826YgU+eyHtuOk+hzQdVZ4n/KpOt1H0u8PuR3T6B4vBQDmKwJzXe9vLwMxBvPpU6Ff4/3PemjbcN+xQgfjVqAjzQtQEk7PWrb79vxESvwjdc/nkS6q266V6ks//KdRGNi3+NBNGeFB1EWiAlJbTtOFTk5OQkJ2+zY47v8ZFHFABYLlHsS7odNY5LpUacoYE550bAN19UTYEh+p7QIlD9KyZcBAcCrUl6GjXgIiYFA32ZAGspRWVcvyqTp335hxQxWbG7FQIj3+LOA/qI5GgO7vl18lnmE4qQvNDSoTo6XVYGeZe4VU7CMsYJXZfuyQueqLNUYsQYo0cKxygBXv/nL6wDWnI4xa7DT6dwKgwGgNEdQDYb2jwc4yrxub28HY+A3kHp2I9a/DyXoNK/w0YVsND06OrIvX77Yhw8f7Oeffw67yjudzi0wdx/JApQ6b4hAqM5jHplZiJidn59bs9kM4WQVxnLZ3H8dB/qHE8XMLMFoYRS1sL7mEyuztUpRJ1qjjdgbHAKNeNB2rcOqx4Bq2UiK/5fLZZvNZlYsFu358+e2sbFhBwcHls/nrVKphMMGDg4OwmEC7XY72DgYtel0Gthi3/5FIMPbeZxFP26ag6yVg9S55KUAzf8PXYE+eQy5y/pS8IqoDjabp69oehTrmPHme3pdD0C5ltpZ9Cm6zmy+aVDHUx0nmG49AZH5oGW81NlR5lXbqYSlzncPdBWDLNO/92JeY3mEKmnAle8qYCMfT3dbAl6n02lgXJrNpp2cnNjx8bENh0Pb2tpKFNsmL8SH6EkpoJPxHjWUYzZXyJubmyFJGoPBJhNYJRKVfY4eOTydTsd2dnZsPB4HEKysBJ7uorSBVYveTyc6L53wvDxwjc2BGPj0Rt8DCl3gafNLnZBl2BpEn897qTFZNLeVmdbQoDL7jxG+QjSkTRu1rTG2UNkLP76xMLzZ7Rw9fY81BnilfBipAmYWrk3YirxNlJoPlft8yfF4bO12O7SdGsy1Ws3M5kywnz+xuQhQZn5rCEzv6Y3DqtcmrMh4PE44S7lcLjz/ycmJff782d6/fx+AK/U2Fbh6x2PZOemZIxWABWXLdnZ2QgF7KrNwcMls9n1fAWz5dPo9R9WXlFNDnrX2VJgb6hST34nu4hkAi/v7+4Glx8ZAgqxCNLJGO/SEJd18TLs98Na9IQoWeGnuKNUVtre3bWdnx8rlsj179iykEJTLZdvd3bVnz55Zo9EIKQYcTKA5qPl8PgAdtQlI2jh5Rhnx60c3Xymj61MDNB9Tr6Xsuq77VeldnWfaB7Hf9b2YHuJ3b8O0ohJsdD6fvwVes1KkvIOOroTBpRqET9k0+w5ecT4hANHpODSkxel+Jd107tunayCWwhcDrMs6BvdmXu/6eZ3UCthouIYwYVEoGwF45UStwWCQCHeYfV8MbCTi+353v6YGaLqBhrA8SwtjRD6KekQ6gRjQfD4fQmTkUynI8ZsFNG1AWeJVM69pzBwTStlFX5YkDdwgMfbUh5j9ZGVSMye8ElLl5e/FT10Iac+1CHx4heOvQVv8pgJ9kdO3qrHzwljE8v48YNfvqMN2l/H112PsMKZqaGFwiEKo0zgejxPznHWiZXb0uji+KHfWsxr/rD7XcdRNKszx8XicyINMe61SdIcvzw6oG41G1mw27ejoyD5//mwfPnyw9+/f29HRkbXb7eAE6C7/++a4pqVgmH3vPwrQ7+3t2cuXL+358+fhdCdKEs5m3094qlQqNplMQl1tH26+a7/GnAsEplfBhhIUWspQweEqRDcsKbOmKQAwqX6TmdohrXCjJ3IB/vR42Xw+H9K7SIsDPG9tbYUTAiuVipnNc78hZ1hXfFcdPQ0rx/qesfFlkTzLxnfpE30mZV5jRIMHQFzf7Hb5v4eUmBPniZm07/kXZIMHneqQ4Nigj/yGL++YejCrRB4ERblcTuzJYO7r5naiJzguWhUCEo/IkLKyaU4+z5WWOsB3Ynpmkdxrw9YikOBFJ57Pd0U5s0AIm6BYNIeOEh2DwSDUdvN1GrkOi97MQjiTgwjy+XzocBapshOe/cD70RNImBg8r6YjaKkQs+SGLYAB/RLLDfIg4zFFQZDPLaKvs8CNX6T+Pf3bGxjP6vOZNKAdu7b/nH4/bY5mzVk/19XAeACr+W2xcjirEg2jM24+rUPHVXMqfYWBZTc/xfqVz2IQt7a2Qik7ohmsVTahmM3XHGCa6iBsyiIsTKhL62B6I6f9oQykPhN/a3696hG/6U777TGE/pjNZsGwkD51enpqR0dHdnh4aF++fLGjoyM7PT1NhP4Ah/cxCMuIMt+1Ws329vbsxYsX9urVKzs4OLDd3d2Qp3dxcWGTycRarVZgBmP9GGNgsiTtMzhF3W43rD0iSBTyN5tHAejrVYimSGBDAIh6UI2C5yzmiuulpd6RBlOtVm13dzew33yHTcq6UQtbqxFRnDe1X7FqDjFRMJVGHDAuuhNdI7ExoKjjFKsNryzjqiTNYfLgVN+LfS72Nz91XNVJyWKyvR5mXHlBClIZB90HcYeTQr1f9hLNZrNwHDF7F0aj0a1UB00H8O0AqCt49UDX94leI0vuDF41XKMSm5x+cJR9jW3W0jABHcNxcpSPIBSJwfG1H/2iRumzU1Pz7vTIPgZDWR4t86HhTT8p9Zm09JfP31GA4yd5zFONMZCPIT6nyKdhLOPh+kUZW/gxrzQNjMa8cH8NPucdqx+RtGspu6mKnfnEgn0M0XnqWVeewSxZ4zU2tn73rn5Xn1t/VwdDwWe1Wg31Bi8vLxMKdTqdWr/ft1wulygdBOjd2NgItYUpgA1LMJl8P4yEIys5uUfbTFv0dz9ntZ80VOuv4505+mRV6xKHGPCALgOQUb2h2WyG4z9jTIZGOn5E0r6vLCanntXrddvd3Q3gFQBerVYDYEoDrz8iOjY+Lc3s+zGtu7u7gbxgnsXKrD2kaEks5jrpAhAcRPYAkDwP30tj7rzdJAeZkpC1Wi2Eh3U3P6UgGQPdu6FzPUvnef2i4sP7WaSW5lxmzVWwAHZZIzsKsHUePLSkAVfeyyJR0p4rjTTRflHWMg386bgpYFT2dXt7O+A2WFjd5Kq6m9JyNzffDzio1Wph7XY6nUA0+JSAWJ/osyhJ+BBO9b3AqzYw5mn5/8eYRs238LQxXhmLHS+VRUidV0IlLECdQDrRqXk3HA4Dc8NAAjaY9Nx3NptvJlFDj0FhsvjcHbwZzXWKGUo2aPG8sQnJ348puhg8iFWve1n2cxlZBFjTFKouEH0v9ru/T1a/+vGIiVfkmn+1iLV8aNHNVQpgUWZ+bilLoU6VboxYRvTZYHKLxWJgt7a2tqzRaCTYp9lsFnbRTqfTsNtYjTHKVk/FQ1miTzjPXQubK0jXFBwNw3p9pePnGWwF5urkrnJMCdd54wVrp+FmNriowHDrc963vXfJkfX6jf5SvRFzerNAwV1E5y3t1s0vWvtbx1z18EPLaDQK6y+fzwfGkBQA7JeOWRYQ8qlVZhZSbYhWcGgKDCRpFJROW1tbs36/H44vh/jJ5eZVGIhOxnKQFwFcBSceaMVAbxZ5o9dhDbAxVAkivqPHKa9C0oCp6tkYKaXi7XpaXyio1+isB4tZ6XS0jcgD7GqtVrNGo5GoiKQpZGxgHI/HoYqF3mcwGCQc+dizmyWdEz+30+QuuOfO4JVJSOMwGmlKic/pAKt37MGr/l8VtpbTIJfI57/QBs0d0Q0kl5eXwciiWNmg5Yshm80Nsk9cJ8k+lkyvSkivxSTilTVAvwRwjS0yZfS8gdfvxSbuj4oH0R7UL/J2/XPFgOxdxM9x3z7fzqx7P7TEmFcFYD60pmFwD9oWsa5pz4SCRCdwYIduCDCzcJSpmVm/30/UWfbrjpzKRqMRFCifYYMnee7aNtVRsfHgd51T+h193lh/rlKoeIJTbDbfxKUOpVa50LAzTrf21X0kiyFR3af1H3W3OsBQN3R4x0Hn0qp0nbcPXpetKrXC7Pv85pkhPhSQAEQVmOj/PKDz+gUbBuNKWBjWjBzps7Mzu7i4COPCASuQOJeXl5bL5QKDThsAr3fJm1aw5SOVOn/9ePu1qGtWia7pdHorsmk2P2VtVZI2R2LgM+3zMeDqn5fvKtvq00TATH5PA2tec4g1pSSXy1m1WrW9vT07ODiwnZ2dxLH3EBmsC6o6zWbzcm2kQ6rOznK0lrXTvg9WBl7TbpbGjunvmjqgm5xi4NUDV60ppp/112eA2ezFzmeqDHBaFvluhCKVicI4UArGbB7Sgz3iHpTP4tnS+kIBA954mgf7GIZS+83fm58xkJY2zovau+zzcG1/T58LFlPwyzyrN5ZZiiarfct89jHGMGtczOLty1q7y3jG/nPqFOLwVavVoEB5UaN5NBqFXa3esTWzkDNbLpdtZ2fHqtVqYAQ8q0COZwwMZRnJtL5JE73+qtIGyBXV3EOzeeiU8PzOzo612+2Qg68nKQFef1TS5gEG0h9GQWoA+Z2z2SxxEo/fdPKQoJU54fNXYSX1THi/72BVa7TX65lZstaugmdeqsvoo9gGHQ2NA77JZ+TQATaM9vt9a7Va9u3bNzs5ObFWqxU2AJVKpXDaJFV9yIdtNBpmZuGztEWBaBYYUbCJc6NzMeZoa1qOZ+iVoNLNi1mgftWSZTuY076NaeDci3dsNP+VzbDsGfAYgX7WVBHSKc0spJZwUEW9Xk8c8qLjgn7Tw520prlG1H37VZfH5on+HcOTy47lvcCrshb6fswI6u/+wXT3mQehMVZTQ2Rp1+WaVAcg5YCcH4CyWbKkigJWMwvebLVaDbXzCP3gfWjyPd6rGtUYW5MFBn3fPRZ49W3M8h69eG9zUbuzPNisOZUWcvyRPlrkTad5glmLkb9jjM6qlauCuhgYVaWa9dLvpDkGHiDCqJCOQERDjQ/npXP6nK/RqLqANaTGeWtry3K53K38L55rEaBcdr7E1q32hwKLhxaK53u9oCBdqzqQHtVqtRLnzNOHPI8+w4/KbDava91ut0OFGK0PWa1WLZfLhUNb2JhEG1QP63Xv6uAifkxyuZxVKpWQg9toNMImQM/8rWosu91usC1KjBAxIESrkUm1i95Bw0Zpbr2WuuNaAFc29Z2cnFiv1wvpCcVi0Xq9XrBvHPpRqVQCSO33+wmHwIPpLF3mNxwB0JnTWgoMveE3veqcVXyg3/F56qu0mcuSArQ51pYsgsBfS9OGNLpB6mM+n0+wsqr3Z7NZSBfhtDWtZuRLsenYKibxp2f51DgfdYw9f8wepREKGsVfCXjlZt5rTvMo9AEUuPpFqtcxS26C8iGCWN6lB8EanokBCf953YBAKAZvgwLmsMRmyZp9GBHCl7owtR94Pj9IOmFiffcY4hf/IoDm37sLYNU5wb19O2LAVedGDHDFnmlV4udyLLfnMUXDvN550jb7yEdWTpJ3PmPi57XZnF3yziqMgW6w8s6aB7wxR88DVf5OG++seeCfK5ZuoJ+7i2N3H9HoDs8PA0bNaDMLm7hIpcKxZ3McbYytrbtImgMEu6fVRxiH8Xhs1Wo1MOwXFxehNraWJYxd/y7t8hE7/V+lUrGdnR17/vy5vXjxwg4ODqxerwegZhYvu/SQwnGtbIIBoAFey+VyyIvN5XKBXY+BBq34oqdK4SiypqjicXx8bJ8+fbJPnz5Zs9m00WgUoiO6V8Ts+5zXQ3qUNfU5lrGNjTHxqXPqhOl65llgxJUVj42ROsf++GTavgqJPatfX/q+n4/L2HePocA/gNd+vx+cfxxInS9mlgClnNaF46il0xTc6mY4+pcxIG9cnU90e9pGV30uj3FibK1iorQ+jcm9wCs39L+nPQB/x4xkmqHXh9ZOYgD8RiuEDprNZsErJbeHATSbg082Wc1ms7BRhEK+esKWAl1vlGmvejU6qLFnS/Metb/052NKGpD4UUWf9V31GnURx4ycB476/7vIMt/JUk4etKZVo1i1xJwIPG0/p2azOZPicxHT1uVd+zbmuKE0fZ6WCu2IAWvdAKltN7NbSjFLn6T9339Wv3OX7/6o6L11/HK5XGDdMD56Ljx5+LPZLJFCcN8x9G3y84hKMMqcY2iHw2FI87i6ugpldobD4a2akCp37ds0R5FUkxcvXtjr16/tzZs39vz587BrWhknrXP50MK4aLob0QRCsZpuhs7VdYkt8fWY/YY4bB5HqZ+fn9vR0ZF9/frVLi4uAthg17nZd0eJlDg9mXIwGNj6+noANLrOAMy6d8OLssS0j/QBbycB43qID3Nc9QZ9xz4Vf6ARY7qqdJ672Ao/H2PgzetXosC6wdHMElHkfr8fHBB0ABs3cQr1u6QPkLID8OUwCpwTdAi5rDgF+fz3kqJ6XC33YU7qGIOVYs/mCQjtJ7X9vL8y5lUHRX+PKSMFF2kgSN/z3ibgEwaUsD5erKewdeHoLuqNjY2gbAlt8ffa2lpQYLqZitAYg69GgklEQjP3ZQGm1aD0noj3RH0frpI9zBLGx7PkaWxFGqsTc2KyxF8nZji9I8Tn0p5hkUcXc8TSgDM/fQI9wDVNga6aBfbi554HpT4ykcVmL+q7GICIzePYeqCtiAJpBa1+AxP9vIghjfXTsk4z61zX5arXo4ZoY30K+KlUKtZoNGx/fz+wK5qbqKcP6vfNlk8H4jveAWf+60mBACfqYVOKZzKZWK/Xs7OzM+v1eokTpe7rrHtDh+Tz+QBcnz9/br/73e/s97//vb1+/dr29/etWq2GHE8MPuByFQKg1+ghgJN8bqog0JeQKlTQUbtC3i4AFkBHP0LQAE6oz4kARAqFgm1vb5vZPLecjV5ERgCDWslHw86AFi/YRZhlNoBpPXczSwDX2LHUrG/v7OhmRV70RVb05Ucldt2YzYvZnEXpgfSb34hJjr8e1sScUAdWawVzDfQX0ZnZ7HvaI9cBs1ADH8cSNhxnZjqdhlr7ekiBrw8eI+o8KNfc2lhfKnm1jPzQhq00kBEzimbJ0zf085oioF4h9SLr9bo1Gg27uLiw0WgUlLgv3wTlTV7TdDoNof9isWiDwSBRqWA4HIZFycLXVAXAK/9H2cHq6qlBV1dXoc14g34ntxpG7uuT1L2R/CXAqzKvygTECknHHJi0Ni/LrMSuE2M71cCnXXsRcM4Cq/53s3jRcL+780dYyx8Rbb/mc/OegupYukMMwKYp7TRnQfVCGoMZU+L+OmmpDfw/pnuWBWdpIN1fTzeXoHBXxewgnolTR0OBTS6XC+XE9vf3Q/oAxh7n+y6gcJHo2MLGaS1TwpvtdjuEydX4tdvtxOEtiNqHrHvr+Prn4bhaDkx4/fq1/f73v7effvrJXrx4YY1GI5QLop8w7HpS40OK7tzWDXi5XC7Yqe3t7dAns9kscewm/QTAhK0FwOqmHbWtgE7fz9p33L9cLodTlcwswdr5wwqwdQoafe4yhe7ZVEjFEZ0nXEtTKvTocbNkdIWX2ngt60SJLGWJH1rSiAz/O397VtETVV7v0R+6SVyPrObUM80h1pO4PHjVcYRBh8nP5XKhPBqREpwodRC4htYnpk6+OlOlA6H5AAAgAElEQVSauqH9wXP7yHlayknMmc2Se9V5XWScvfFBYqwd39cQDuAPL3p/f99arVbInUI5K13N5GACkNs0mUwCgO31emHjlpmFQeWZAKy+zIQHoFDr6ilxxB+7PjXtgD7xLIEHr55Sj7Eeq5YYcGUBKMOYBV75/S6Mq7+WB/N6HW/cV+1t+0WFMVInxx9v6OUhwMMy7VTApeBVy5v4Z8li1O8q3jHlp4+QpIWSuEZs7sQcjTQ2N8aK+Ot7cKii11e2YNXOSLfbTfwdm2sALmUaPVihP3C2zZafg35NqY5UUQCLMR0OhwGI0GfKEvmqA1x/UfuYO7GxyufzViqV7NmzZ/bq1Sv73e9+Zz/99JO9fv3anj9/bru7u6H2qW4E1uNZVyGlUikAPN0zoXmbxWIxbPhVXaL5wQpeOfqVCKRZMgUOEAG4oPqA9hUno7GZrVar2fb2dhgbDUebWYI1LhQKiZzdarVq7XbbzObHz+7u7tr+/r7t7+/b1taWDQYDu7i4CNeC9eMaPJOCYWyOP35UdZtu9DJb7R6RGKnkdZRfZ4oX0nSdRiEgxKrVqtVqNRuPx6GsILnslDsDr+jLbF6STTd3wp4zjkRHSAtAn2DbPd7x5IEy62Adn0duFj/JMJYfe1+5N/Oq4gfR56npoMaMu05WPE4Wtp7acn5+bp1OJzAKHrwqymfjlZklksLVy/CsoiaqM5AsWK6hjOp0Og0pApSIwYuF/UXp84xqYGIAln56bObVGxNtM+MSq6+nbfQggt8XAcyYYmDR6zX8d7ImvlcgWWxfGkOo/6NfPDOvL0CGBxGrBK5mllAI/NQdpZ4tU8Whz5TGqseAYZryiY0/CtArcR9xSHPUskCuGgfumebUqIFZ9Nx6vdjzrmpdXlxcJO6H0fFzDAOxtbVlOzs7ZmaJ8Nz6+noIGWsOLLLIePj1zfghqqvoP8KbGEY/zwAhauD0XlnrJMuJL5fLtr+/b69evbI//elP9oc//MFev35tBwcH1mg0AguszKYe9rCqnNd6vR5shp+X2AzNYVXwCJs2m83zZAEMlUrF2u12wnngWbA71WrV9vf3bTgc2tnZmY3HY9vY2LDd3V07ODiw169f26tXr0I6hZmFSCPVeaigowAJUoYazMPhMFQ5aDQa9vr1a3v58mVwGmgfDLyCV4CaP1hBwbi3xWozVY/Qv4+R87qsY8xnVXfxu49ygTE02nx5eWnT6TQ4fbClMK9KMvHc2GsFr8pckyePfZjNZgmA6/f3IOgUWH+cDsCrOh3gA5416wRH+kz7dFl7+UM5r3ojHQgfbtbPqJEA2DFZoaZZJNRkpSZZrVazcrkcdsj5sg0eaNApLH6z+YkkuuBVmempNVqqh7wcFooqYzUYKBe/M9gX6/YMmd9cgzwWeDWzW+Pky3TQPzEA69ucBQj9Z2NgPZZrGGOAPNMXu75eJw0QL2qvgh3YL/pFD8+ILcBVA1hyo1Q5+lC3B7JmlgDiCrxj/aJ/+76JAcXY39q2ZXO905hknmuRk+PbqGyrd1pjc1p1ln53VUby/Pz8Vl/o2Khey+fzwWnG8OkmFh1/ZRdj45cmMYbUA0n05TLM1yLyI+073Nv3e7lctt3dXXv16pX94Q9/COD1+fPn1mg0EhE4z7j6Sg0PLTs7O4k5r3aCOctpc9gydVQAFBpip7xVpVJJpBpwBDr2rlar2evXr21zc9OePXsWquHU63U7ODgIFRiq1arl8/mwKYcjh8mjLhQKYcc5G7lyue8HGrx48SIc0W72HazDfO/v71ulUgn2nJKSbJAGpO3s7IRT9HAwVLcqAx1zepkfymivUrydiuEf/3ltn7bbM5psqKtWq+HYe+YBG6+0zr2PWHjdqo6lEhcec6g+VACq631ra8sqlUrIl/anuXEvjcx64JpWCs3327IM+g+DVwbBGwV9eebVKyC8dj2hhdATVDoniJTL5bCwtE4k9+UkiMlkcms3ZC6XC54j3u5sNgtsLKdwmVnwirWYLzlchMfUY2Hi0U7/eVWWMLYxQ659kwXKHlJiE4Vni+1qhh33oCXGWMZYrJj466hTknZ9BStpYGoRa5jGMsY+xzxFuSp7k3aS0KJ+fggBvOoz+mfRtAE8bmX11JBr+2PjGevT2P3NbrNqXpHHvHDEO6bLzJ+0Pvfvq3OmO8L12TWC5B27VYlusIk5WGlRJgU1nDqGAcPgeYZR9c0iAOudTC/L9okfj2XWRMyYwdzt7OzYmzdvEsD1zZs3tru7G05l00iJlolSkmIVsru7G+YLc55NLvwNW8p4KeuoIXO+C5lTq9XC81xfX1uv1wvkCukFm5ubtru7G3Jq2ei3s7MT8lFzuZz1+33rdrt2dnZmp6en1mw2rd/vh1S4fr8f8pgBnsyxnZ2d4BxXq1Xb3d21vb29UBsdu9put8NBQZruojV42YjEwT8ANpxUci3TAJDZL0P2ZL2v+s5vavLRaXVCK5VKggEHyOpJozF2N+bge9IQABvTverUs96xLxxoAGNeqVSC86y2RJ0Nddj8HqU0vb8y8KpI2bMSit6VfvbeCaIeCOAVDw2POZ/Ph9IisJp4ekz2m5ub4B0CRlWYFABSFP50Og076Ci4rZT6+vq61et1e/bsmZXLZcvnv+/Wa7fb4Z6A3XK5HJhimFeqGihrqZMibcMW/fRY4JWx4ScvBa8aTlqGeVWG1IO5NA9Vf88CSYAx7St9Dt9/MWDj2TRtt/70zBM5QgrotVyJ3x2rRn+V4BXH0Av3hH3SflA2Ss8Lj4FXlSzwGvOo/ZyOXSPGJOjn7sIWZn1Gw92xlBhtQ5oeW6V0Op1b88eXHlIj4Ot+NhqNhOOshoi165kb7rUMgDWb58AuA3yzrpclWeB2bW3NyuWy7e3tBcb1j3/8o/3xj3+0N2/eBH2N/tU8Ut3PkMb6P5TUarVbOYAKXtfX1208HicOedBqEepUsb8C4NBoNEI+82QySaRq5HK5EKXUslYAI82ZRa+fn5/b8fGxnZ6eWrvdDhsHKdN0cXGROOGuVquFY5uxrdvb2wHUTqdT63Q6dn5+bicnJ3Z+fm6DwcCm02k44QvwCvO6trYWADntIhLqbTjzXZ3LVUZEkJguT2NfmVc+VQpdjD2B9ADsaX4zIJ6jhtn8qGWrwBJm80hVGjuL8J3Y3KcfaY/Z95O2cKA095ra9rrRkDmMrvI6K4uwWBa4mt0DvHqjrwBWafAYONDfdUAxJAqUNJQCVU0uCIuAgaf8B5u9zOaG2WyeYFyr1QLVrSEayke0Wi0bDochZWE2mwVvjyPRyEni5K7r6+uQiKwHG7DQAa+AGzVGvqTWXQfvoUXHyTsFLCLAmoYHvKHRialgQe+TBXyzmDwFxcqOxZixGGPn565vcwyY8Rll9nu9nvX7/cTxl+RiL8NUPaRQWSOXywWFxrPGxoK28Ty+XuBdgVoW6+nXP+1Q4BAbD66Xdu3Y88X+n3Yt5onfGIIhpH9i6U+rdCr1kAFlUtAVWk6IvxU0TCaT4Dirfs7lcnZxcREYNT/G6mgtI37NPbRkgddisWg7Ozv26tUr++Mf/2h//vOf7U9/+pP99NNPdnBwEMKbPu3J7+Bn/mTl0/6IUF8cfaTMa6FQCE6j5g7iQKFnOEaZ8eYIV83XpYyROp1UXwBkaDkqwryAIgAmx8hyoISZhcMoNMRMGBl7Wq1WQ9g/l/u+SbDT6djx8bF9/frVjo6O7OLiIuRiki6wv7+f2DAGDiBvmuL40+k0EYHltD2AlaaUrMp2xuwckkVQKCuqAI68VXCKpjyQW1qpVAJJ0uv1wpzVNAIlJGK2TtvhhbZ5e6m5qryHnuHEUcYAIK5RDQXiMZwTa2MMIy6SBwGvCmAX3VxpdN1wRWiHiYsnykIvFovWaDSs2+2GnFfqBgKymNAwuRqipy5io9EI9f7G47G1Wi07Pz8PNfEGg0HwJrvdbjj+kPtwjjcpBgys330HkNAwOxOCHZuA3hiw0gFdpcQAAOOpzCtAjUWjjIB6et7AYzj12mbx4yv1/wifWwbcx9g9/3nvZKUBoFg7iA6QH9bpdKzX6wWGQK+7qlBkTJTpVmWE98xnfD+nMa+xkl96r9jv+l6sz31bFSzFXl4Zp4Er/x19L3Zv304PUL0zpOwl/blK8Go2NyJ+R7XqS2Vj2cwDyNFTpDS9h/U4m80S5aGWZbVj78f6N6ZPsq4be351evV7pVIp5G3+9P/Ze9Mg2basPOzLGjMrs6qyqrKGW/fd+173ozWBpVYYWwhshLGNNSKBkE04kGUCA/bxD1miA2NbUuO5CRMyxkRaso0FAmyEcUA4MBBuWbQbh2QbW2CCkALUQHe/9+5Q8zxmVfpH1rfrO6vWPplZt07dV/32isjIqsyT5+yzh7W+9a2113n6FB/+8IfxRV/0RSHPdWZmBqOjozkGT58yBCDsyPec7bsUgg32vxbYJ4AheJ2eng72TIkDjULSbnAnOh1O7h4/PDzMhaA5bzhH1C4SYD579gzPnj3DixcvsLW1FZwbiu5O1/HRDWSaN392dobd3V2sra2Fx9Oura2FiCbTBVqtFubn5wPwrVarIb1B7Q3zbgnm5ubmMDs7G1g/S46UuS774RprS3RdcS1PTEwEXcKICPOANb1kamoql+pCR4Mglmynhulj7fJAo6crqXM4XzjfpqenA9POvUd0VgDcYF273W4A43SWbHTZ67dh8c7Q4NXmf8VYE22c/d8OpG4YYS4rc1N5swSvZP/4rl4igZTmX3S73bBotre3c/mr5+fn2Nvbw9raWvA66e2yDZeXl9jb2wteMb8ncNOBnZmZCQaERlGffsHyILprjxMxRu/fB4D1xOYQc/Eo02h31gM3x1s3jVhQEQNCdpHFFpwCDQ0XWeCki8M6WzynZV90QSuYJ+u6s7OD7e1t7O3tBQa+KGx/X2L7v4iF1jQIfekOVXteCxS9a3rOWGx82Q67seAu1oFVzDEDZ+eTdW74m7IYOhXmkNmQm+ckEhApSNGHt1BsqoQCdn6uLExRX8fGXvsn5gzz7yKJOURkLZnG9eTJk/AQgjfffBOrq6uYn58Pep1PmmIqmJIHWlzf24Nxl6L9o5u2qPcZxudeCUb1FMTRFpJdbzQaAdTQHlFHa0UK5kju7e2FHNhK5frRoTs7O3j58iXee+89rK2tYXd390bNW41gcuwIpOkE7e7uhgcFMMWANpX5s5VKBY1GA0tLS1hZWUGr1QrAVUGoTR+8uLgIrCvTDObn5zE9PZ170phG5MqQInAcc9r0e42U6Boj/gEQQu0EkPV6/ca+E29/hY0O2bUYA6723hRgcg8Pqz0tLi5iaWkp1/dsv+6Z0HQDTWny8lz12rcZu1cCr/biHsNivyMjwM8070zDJQcHB+HGmefSbDZvhG13dnZCeEFBCRcdB7NarWJzczNXl+zi4iIsbiaUdzqdEFY5OzvDzs4OGo1G8KKB68fqcacka9rNzMygWq2GRc2F2On0nlxRq9UCU6u1aK1yj7GBdyke06IGnmOjj5Ojd8/cVz6YwS4OPb9nGGyuXaxdRUrBgtAYI6fso36u17BMj3ceAnnu6t3e3sb29jZ2d3eD0VDW4z7F9oE6DEWimyo1J5Bzl541x9ZunuO7Ogd2Dnn9TbEOSKzvdSz185jEGFq9pm2TzlcN9Vo9VrbQudXHLloHivneCl51AxxzKjXtQJ1RMj/UTXYt9RPVT+r8eU7mMKJzQx0n5gHOzs5icXERb7zxRnjs6+PHj4NRZcoYgR2ZKpYY0v0OjPZp6PWupd8cJUFC5nVmZiYQI1yHh4eHuXA/mduZmZkAdLVSDiNj1NkbGxshIqilqNg/29vb4fG9WgOdwjlHHci1cXp6ir29Pbx8+TKQQSSfuEGLxBLJo6WlJayurmJ1dRULCwuYnp6+UZFHK/+QkZyYmMhtBuNmMwuKbsPevaqo3isCtgrorLOsIFTzoWu1Wi61S9Ne1BEi/iGG6mdDFeBq33E+0plqtVpYWlrC8vIyHj9+jOXlZczPz6Nerwf8xDVkN0ASuGqakxJIRYTHoOM4NHgtoqg9o2KNnG04jSRDPZqnyiRwTXLnwmM4aG9vD3t7ezmgSOVMT4CAQic720JlTgDNaxPYbmxshAGgN8TQBWvp0ZPkgtIQs+6W1Oc4q0eifXffi8+KZcTINhK0MVROL5Bes/WsLHOq4CDmbRV5riqew+Sdi3MtBuJiIXV7HYI7GoTt7W1sbm4G5pWK4z6cDk9i7Ld1jDyhk2I3L9Ho2NQWPX8MuHrjYueDXt+y59Y5jp0z5jjzOsrG8Pwcy1hRf3s+MmZeakwZQiZKWSWCGbZdx0WPVcCqTCzXgFZHqVQq2N3dDZu4POBaZER0rltnzctB7NdnVu/o55OTkwG4Pn36FB/60IfwoQ99CKurq1hcXMTs7OyNov22Nq7W49ZjafDLkJgTpf2i1SK0PBLXpe4B4UYl5rNq5RMCCLKtZFbt8+eB69qf9kENmi6gQlKJzDzZ1rW1tVxZNtpTjTby3lqtFlZXV3MPjiApxPGiTScA73a7gShqNptotVpotVrhaWl2/8N9Ej7285gDr8dwvQJ5vaubKjXqwnREZVntxrVarZYj8CxLHtORNhJAPcL8+bm5ucCS80WCzkuL9NIFqH+86hBFfTyoHb01eI2dXI1QP3QN4AaII3ulNTQ7nU7wOFkiRL1NKiAqaFVeVNj0HHU3uCdkXbvdbniKDQeWm70ajUYY3OXlZbRaLTSbzRAS0FJKVAg6qPr4WIpV2B6bWaZ43iMV3MHBAXZ3dwPbuLOzg2azGSoseLks/UClXUy3AQSDAFf+r98pmxZrM/+20YCdnZ2QH729vR2e2mZ38us5ixjkuxAy+xYg8h6K8m9pSAnouO6YvqMbq9Rbp/Tzkj0nxpvXRaDQA6/9WEILRskwcyztBp7YznMbPVLGpAxhiFiLiAPXgIzhbzrDttC9brbQ1CvNseM48jwKmGJMTZHYvhgW4FvnVoWpVgsLC3jy5EmoKvDmm2+GHFdbKk6jg5z7tB+6GVfLx5UhNueVa4Vjwf7XDTokBQgMOp0Ojo6OAqjgmE5MTGB6ejrniNG+0dHWDZhAft3cRt/StvV7nC6jASwZOT8/j5WVFayuruLRo0dYWloKUUputKZu5Z4WOhzT09MhdD0/P5+romD3LZRpL4vObUFhjFnkXFOCiy8gXzqLpT6ZJsJzcuMUHxXMzVPsNw3f83w653RdkCBk6gpf7PPFxUUsLy9jaWkJrVYLs7OzuXQBjdbRIVYgrLpM9Wg/gDroGN4qbSB2gSKUb/+m12SROZWK7hI9PT0NnUEAu7KyEjwRLn6W+SCg0MWqj0ksEuZWcbKRSp+ZmQmlWRiyogfJhTgyMhIMIgEswas+LpbsiLI5r0uK2E8uMO52ZIiJidus82YfFmHPpyyYgkJev18f9Osfy+7Fjte2eDmg+ltd8AyxEbhyg9/u7m5us5ZtQ8wLL0O4SUzvqR9bqOkSAILBpOOlpZm8fisSC1R5nX7nGGQe6D2pMxS7N3VcdfMDN356gI73wHdeo6wQs7ZbwTadJ7IqyuBQHyr7pQ4GN2/Nzc3dyO30NkVpVI3fFd2vZ7Tt58OI9zvusF9cXMSTJ0/w1lWO68rKSiAMOK6sMMCqLtxURDvDjbgMedq5eddSq9VupKAAeRuqZaC4AUpLmnEecN5yTaottBssNXWOJa/uU0ZGek+aXFhYyIFWrS7A0DOZYurVzc1NHB8fhzS7ubm5G5u71D6ro+I5n3d5T1Y8Vr1I2GbdiMkKIcA1eD0/P89twCWI5zyhI8P5Mjs7GyKi+jQunkvTjTg3lPFvNpthIxZzr1nKbH5+PuznqVargXEleNXygjHW1Y6LBa63HbM7A68xxeWFZqnotGwEjSRZVFs6i0n29MQXFxdzz9hlyY6XL1/mchG5y7FS6T0arUhY4JvGwALXlZWV8MzsR48eBW+Etc7U89UdeJywgzA298W66mLUXdRsA5A3XNxdv7GxEYpk65PEdCe0x1558+NVGRt7PpUY4+fV1Y0xgco8W+CqT6HRjWt2kQ4aArlLscyyBX0WVFqnUTdvkaXiuWx/6f15jpB1amKOgwLSfgC237EWlCi7rDWL6RjbjQ7efPD6sSxRo0NDQWCpbIktfxRjS/lkJctWK9PT7XZDWSLrYBaJddBu0y+x3zJXko80Zb7k8vJyePRqp9MJY8nx1j0GZF61wL32E3VzGVKv13NOiKbHWDaUrBrtGe0gx4R6SMP/nAvNZjN3L7pZhg8ZiKUE3LVUq9WwB4RP8VpeXsbi4mLY7MNKOwRV+/v72Nrawvr6OnZ2dkIqITfnLS4uhvrFtLXAtX5h/5UJXmPntUx2P0CrulQ3cAHIrXmem+BPc2HpuPBhBrOzs9jf3w+Vb5g2QlZUXwpeGUHmhiw6CCyvxrJkxER0Fuz5gDxwtWmRRePyKuN1q1JZlk2KDR5Biwck6FVwQLQcjNa6Ozw8zLGyBEv0wmZmZsJu/4WFBSwsLGBtbQ1bW1vY29sL+ZmaT6OM6MjISA4Akzono6HK8/Hjx1hdXcXS0lLIs2LCOVMUtOwQjQ4H3SZoewbSyn0BH7bHGkB69UdHR9jd3UW9XsfGxkboKyoi9bK84scWpOg1PCM5qBH0PLgYcGXb9Ekn3m84TiwRw92zLOK9ubkZWNdYqRKd515b71piTiLfbbhGmUYFsDQoqvgIzj0j7zHLFpjq35YdHJTBHURic4bAnGkR+vQeBW+8nmWkAX99lCEMo+qLY6ZP39G1R8BCfat6hu2lzrThZY5tpVLB3t5eSIFhnwyyDu8CyNt1wnvVnc40sFNTUxgZGQnOCHUsDSjnFvuHTqt1ZoDywas6H5rjaMEscB31Yz6rghpGwHSPBDdhkcWkDVVgU6/Xc+F4PlTnroWbyJgi8OjRI6ysrARHg09kov1WQL69vR1IATLoTDfguNPeepG9MlM/9DoqHijV9eLpRXs+jpn+hutdQ/8EgZzbZG2JT1j7ntWAuLFaH1uuKZQAQtoJ6+1yMxbHiACUpCLbpKSczlt1mGyuq5eidxcyNHj1vOx+jImXj8fPbb1C9TqYxM1B5GKnN6A5H6S/5+fnA8DQRau75PVJV6Ti9VwEs6TkW61WzoNknViCO04OW3uviI0j26n9Gju2TImxK5bdUkXDkAXLfdkSPapQ+jFjOofUMSpa/EWLIAZcY4DJOle8XxqLnZ0drK2thXqILP/Cp5xQGdjr3yfjGgOCMQCmaStW+XMc1MPm5i0eZ9krK3beekDWOhT90gk8UG6vqX2v81rvwz5tSYGE5s95BlH7r6x1qTllwLVxZuiQzjrL1XjGnL+3EYFKpVeaqdVq5TZZ0JDS6WSJIj1fzPm8jcQYYrJRfMLQ3NxcSNNaWVnB7OxsbjMt85fZVuYAM0VLQb0CVw3js2/LkGq1GuyDTcPQOcdXpXKd/8q52e12A0An8NSIGDf4ccc/UyU0HExbSKdNq/toiSUNK+uYKPiw0VL2OZ/8xX0gBK4LCws3SA6y/GRcNzY2sL29HZ6QyQcKkcHVp8apfWCb7GdlSGzOev8XfaZAVR9MoMeog8Pf0LbSwdE8aeIORprVOVcSQqsRaMWkVquVe1iE6nedIxpV1g1aNo2pX21Xr09vI7cCr+xkvisgo3j5dh4jo4nDOmBqXMj+seO1FANzLrmAOem5E5xUOjdpEHCoYi9KXGbuBx9wwE1KbCOZVnq1+uxsDq6WvlGAFGM79f/7zlfyGHQNue7t7QUDoXnI9NSUdbVzRT9XcMvQjzdnBjGUnmNkAZL9PnZuOk3crbu+vo733nsP7777Lt55552QlsJNBcMY87IAj11X3vfA9eYVZce9PEk19Apcu91uAFcKZgdto22rvabH2Bf9toixtzmjtjaxgnQtVaOMHK9pgXGZDiVZNF774uIi1Fxkuo59uo1WaOFvOIfpRFNvAj2QNz8/nwPI1lh5uZpAcbWZYUSdU16fepg6d2VlJZTFmp+fx8TERCiCTzBnHx+qkTPdZ6DX8eZgGcJUN841GnqNumkkDrhmX5mryxdrSfNBBDwvgNy9K5hkNLHZbGJ3dzfUpGbEiOBGH21NnaapZFyfZOHYtyQvlDyam5vD4uJiDhDx0aKcmycnJ9jb28Pm5ibW1tawsbGBg4MDXFxc5MZ/YWEh2FytLmDT3HQ+lU0YWFKniGDpx7xS5yke0Hxl6i6OC9lMW41AN6jrPiF96IwCYgC5KA73r+iT+bQElmIxO1ftBi1lbIvA612M09DgVY2GBRiWSRyEQeGi4AMB9GVriFnPD0BQ4ux4FtYlde6BSmVc2G7NJWFCtAJZJorzCV6aIsACwvaRbVQquvPOlury+od9ep/snUqMNePOV5ZgqdVq4aXgFYALZGPMGReupxj6gdgYo+e9Yv2pgIflafi44OfPn4cnxbx48SIoWuaixfrsPiV2PWX3PaNtx0dTKrjOCRJ0jPSa/ZyBWHs9ABGbH/yM90IA4IkaAip1rlGNhlB0d6+9Pwvq7kOmp6eD4idLRZaEzCs3TjD0ynrLXHMcM63IQkeaTsf4+DgWFhZy/aURJDrn7NO77AOPmSeTxF3OzG9ljuv09DQA4ODgILex0OYC29QsDb16jHmZjog3n+hwKIjVtcWxmZqaCuewURCb5qLnJsjT0keNRgP7+/vY29sLdlGL3muOu64Frktl12gfbdRTN/pw/wn3kLBNZO5Yf5bAlc4IH0LBeq4WuFIfafqX1T9ljadH1hXZb/5dZLcsgLU2kGPN1/n5eSAPtH4qkJ8ntGMErBZ0VirXNV3pgGgpUqZX6eYvrVpBzGYZV8111dzsIr3+KnIr5lWBgKXwvWOLGCF2BAdMc7K03h3ZEy0xdXZ2FnaQcmyC97EAACAASURBVCD5/8zMzI3cMTsZFCDaHYA26bhSqYR2aPs4yOrtdLvdXF6K7gjWnCUvdcCC1jKVK+A7I/qdjh03EOzu7t4oRKxPrrm8vES9Xg8Pg/A26PB+eV22w1vEsX4oAq6xa3osGucd59je3h42Njbw/PlzPHv2DO+99x5evHiB9fX1sBFQDXlsrPTaZY6j5wyoUVSWFbh+kor2Ac+jRoFrz44JRdNEvPvWeeU5DjpOVJxF98jfE1zbPlXWQgu927J7dr57yl3TGLSPvXV7l8InFQHIOYJk0chiaVF3buygHqTho25iGoAaLTrrc3NzuX4i0zMyMuI+9vi287hoHSjpwL0FT548CXVc+chX7p7nfWl0i+Wy7LjpGlf9pKz7XbHJVjRvkfPfghVlUXmMLequY635r1avXV5e5ur/8iEADMOTdVViR8kdj9ihPuB8UeBKwKqbfLROsT6AoNu9fhrX5uYmNjY2csCVOdmtVivkNjPKyXMAeczAlx3nMsTaokGvp/PQ6j8bfdQHIfFznac2BcjaP46Vts3mVfO6xDv6G3X0ufY1xVL7Xsk+ZV1170tR6mA/Ym4QoDs0eOWJFbhaBW8Bigcg9Hsq6cvLy1BeRPMqGBbi7m+GTljOxxb/599M7AeQU1TKsljAoy+2SfPlbK4cFQuNIu9HvVQFrhY0xAxh2aDVis179CYPF8/x8TF2d3eD8lCAqoYOQK6sSYwBVfAUu7bnBHnzzoLWIucJQG4MDw8Pg3Il48o8142NjZDnqh4oQZS3Y13FKpC7FO/+Yv2ocxDIG3LL5gDXj89U8KoKWcFurB36zvN74SSuHQv69RW7Rgy4WvDqPVpR799zgrQdmt5ShthoEHBdC5tt0UosLPfF43mc6lA6ZmT8zs7OcuW1Go0GWq1WYKdpTEdHR8NDOCi8dzs+RaI6XucZhWTD8vIynj59iidPnuCNN97A4uJiAGBkk5URIsi27BPH3+50pn7WMCsBYRnCeqi69tkXnKseqLcb8HRfhY4lq+cwvHxychKYTjoyTKFgbqRW2+CudLs2FFRbsMKopGVcGYHTvNRut5fbyjZz0+/m5mZ4bCwZV+Zfcl8JN2gpacRzaiqeVtkoE7zGos3275jEbJs6NPq/vSeOi0bCvE20nv2hQ0RRx4hrQQlCrw62lyKgwNV7IEEM8+lnHpk1qAwNXi1ToxcuAgv92CkqX3YoO21sbCx4XQSw9LqPjo7CwOviYjhDPTeK5vXwnNagW2aVSdAaWvEUuHqDSslrOJ3XVSNlF8Swg/iqYoFrTLiIAISdr2oYuLgUyAN5z1DPRbBrmT07x2LOkTfxBwGs9p6YS7a9vY319XW8ePEi5Lg+f/4cm5ubN+q5WodDx9Frc7++fRWhIhpWmE9pgZwdAy/8ye/trlIL9jxlz/NoriuZNXUePRBrz6Vt5PxTZ1Pz+qwDqvUxY/3qzSN1zu5amEutbIemP/DazLNn/iKNOoGGAjpdo5ruRL3U7fY2wa6srAC4Zts0VKs6WI0fvy8Sux5sf9dqNczPz2N1dRVvvfUWnj59iqWlJUxNTQX9b0vz0F7w3e5stuyTjrX2pz7V8a6Fj6XVOUQ9oXaHa4Gf27C4sm8AgsNyeXmZ28x1dHSUS3MjC2orEKgTYIGrrRlLva2VDJjnWq/XAxNLZ4jzVZl/sr1MXWBVi263G4Awc2X5qF8+iEBTJhRIsb6v9wTAMsTqnpheG0Ss3dLULi/iU6lUbpB5HDdtnzrfw5A4ineoGxjV0BQUy7Jq1NUyrhbvxa4dI0AHkVuVyrIsyiCdFAOveg7NfwWuH51ndwWzs6mYlPGs1WqhZAdBpvXguECp+LTdZCxYUmd/fz9XYkuNioJVLnD1UjnAg7CtHsgpc0EOAnhiY9Xp9IqAHx4e5jw4GgllV3i/tpA6v/O8ZQ+kFoFYr42DSLd7XUVha2sLL1++xHvvvRc2aL333nuh9qAyrt5ctmzcoG29K7HjyeupYqRwTAgYLQPpsWPquNjz6Hz1fsd37QvNo+N60Z20NqfNglcbxuYc1GoCttyXKmd9MozndFjR6yiTdteyv7+faxMBJPWShvg0l59jo6lP6lBoOgGBm2XVFhcXg97S8ji60U2NrfZZP6c3JmQFl5aW8OTJEzx9+hSPHz/GzMwMKpVKuDeyQCMjI7mQtA0h26LoHCu1HzyfPj62DCEj7m1c0TXIvlYnX+uaq3DNKPscK9PIuarM2OXlZYhKakqdV8KLbdI+1rQ6u0GHOpBzlZte+WRGPo640+ncsNUsc8lao1pX1DLkTJthO71C+Hct/ZjW2xITatu41tWBpx7Uuarsuzpmni4bpF90jSjWIiilg6I18NVh1PSDfjo0Zqdsnwwit3pIgQcqBkX5RcKFq3k7tVotLFDd+aaDqLv7x8fHc/U3mRdL70WNliYcE1jxnASu3KHJnCB6I1QqVOQE3Xo+ZUDU4AL5erlFE79s0NPvmrGJxlAVd4l6oEdZDnrpmj7heZgxwGyvX9QvRY4S286NWSzXQuD6zjvv4N1338WzZ8/CE9toKDj+Xt94//N+qITuA8Da/+161DZaltUaLnvOGMum51e2SA2gXpvrh0qx2WwGI0rGSB93yt9q2NfON5veo/mBGiJWA2+Vvd6LxxxrSkxZ4PXw8DD8zTXCeyXg5P1awKHOB/MfWeGEAEl1Jg1/pVIJUSLuDlddyGO1LBX7xnN0rPA46+BNTExgdnYWS0tLePToER4/fhwe/jIxMRFSPnTDrpIB2kdq6G3KF/+2jnbZY6lzS6MSylwz2qh9o/fB0DBBAiN6tvQj9azOH94354WSB1q2you2eCCIbdO+Bq5L0Wmfc+8AHyu+tbWF/f39EO1h/XTmuPKpjaykwfmqrDs3EFIvkJW3dqTMsYzJIGSQPV7frbOqc5rhetVfCjYVD2n0jOe3+t86Jl6fkWVn1SXmOaujojbc2nNey96fB2Apw47jrdIGBj25PS7GsAF5hkhTCDR3SwdP65ZRudFAKYt0fHyMarUKAIGtIAjRx+zZzQ58lr0+Ranb7d5YvDq5mOdqc9SsguB9WkVxm/69S/GcEgteVZERwGp+lG72ocE9OjoKhao1lcKb8GXcD/tfcyG1ogCrCrz77rs54MqSWJwvmvek/6sx0mvz/u57TJXB8RxJO+9UoVlnir/XkKveiypABZjWEFrlxU1I8/PzODk5CU/XI6BhAXabswjka5gqiLLpATZX3bJtynZ5Y6OgxoKdsgAPxYbnqQMpyqxrnivviYaNTroyaAzHElAywsWnVtXr9dzmJupKPrrTe7iDiucoKdPIUGSj0cg9OWtpaSnU9CTZoIZYNw+pvdA5yGvTqPN+lUxQNrrMsVRWStlBjbxxnVrAoXqUbdcyWASvmrvK+UG9y3nAFBH2hWXMtF+0Dz29oU6cphkoeNI9BHxkKUEr81v54B99shOZPTpUCtxtu7yweNnsqyeq94sYx9hv7d8KKjUNqNPp5CILPNaSD/zcm9dWt3MN6PzkdfVpb/qkLV179l4sZoiBVAWwHj4cdAxvtWHLY+MGYQ+9wVJDZ2+c/09MTARFRKBI42TrTXLhHBwcoNvt4ujoKIRLlHkFrmvq2ZqABGUKdBWoKm3OkJul0mOg3fO4vEEexou7jRQtqCIFZhUccF2FYG9vL9y7ZbAZFmKdykajEUBMmUInhg4J28PHvXLn64sXL/D8+XO8fPkS6+vr2N7exsHBQSgbpGJBnqc09X+bVH/XokpAQY0dy1iqijUC9qXHKvupDoEaZWtk9Br8PR+7vLy8jJGRkfBM99HR0aA09XGe1mh6qUSWXbWsq/7GA+jsS/2Ox3phuTJEnTovaqOA20utUGBPpsqykkzRIDvLsoAED7Va7Qa7yYjJ2tpaCFdbsb9h/2m7NVy8sLCAN954A0+ePMHy8nLuUdv8jepd/d/Ob90QpjVLK5XrMlzMzaTeZhpGWeuTEUR96XhyXEjUWNvH/qNt0T0d3FijAJYpJDwPnTTuT9DcVVtRR2uI2rWv+s6mKXBtkeCxIJa6gQ8xmJqaQrPZRKvVQqvVuvHIWE0/AJBzttgegmCvIlBZYoGWStF1i5hG+3td2/p7TU1U8ozjyPFQBtZLA1Hx0m0UyDLqbUuFqlPF9tn76He/sX4ZdvxeqdoAG+E1ymMzioCRNRr6PQ2ehgrILJDJq1arYVMNFStZAp5DjR7Pr9UJbKiSTAEXh13k6h15HpHXb7YfYiC3bBkUMBd5SGqsmES+u7uLbrcbqkIwbLS0tIT9/f1Qv+/s7Cw8YtZ7UtCrihpyLYG1vb2Nzc1NrK+vY319HRsbG2H36+bmZni4hW6K8PrIAzEKEi3DU6aRtOIBUC9PkX/b9lomIwbeCRq53ggWLLjSvD2uvfHx3hOjKpXeYzzn5uZCSafR0dFg0BSU8BoEpLZqgM1p9VKNVJfYe/LukTJobuyrSqPRuBGRoONNQ8S+1R3XdLoZsqUuJJjRzTY0QmqodHPP+Pg4Wq1WTrcR7NKpZ9SLwjbHWMxK5frpWXxmPUtiPXnyBAsLC6hWq0F3cEwJnIHrOaCRHvYFAQ9ZaoK5brcbyo+xkL8+4IHzpAzhuFiwrTZSGXPAZ6sJdLX84tTU1I1yaLHarbohTTc3cy7YpyQqU09HldEN3ejGnGv7NCe9P56fDikf5c7C+AxFW3DPOaPgnt9rip5uFLovGQTE2nHk90XOb9FnOl/IjOomO+s0aP6q5gerTbKg1bLxmtds84p1HhcBe3svMczRr288udVDCuwFbEjQAliPgdGXXbj2hjRXiB64sjBTU1O5x6NxUakXrvkgygRo+IO7F7koNNRiF7f2hQ3xUYFbI0cFa8F7EWgtE9Da63vtsWNLwwHkyy7RsGkuLMEiXzs7O9jZ2QlPX5mbmwveuK3X6zlIRWyxgin1+qlk+Wjb9fV1rK2t4eXLl1hbW8PW1hZ2d3exu7sbcsgIoKgY+zkimi6hwM0C2LIUbAxIWxBqv7dA1TJ0ev5Y+EeVpK5lZXo0TMr1NjIyEp4IpEwSmW6GSBWU6cYrzcVUx5Sfa91KzkutEqKOZr++VbAO3GSw71II6BU4kH3j3xbIcN1cXl4GZ539yHeeg8w2WVYFVgDC3OdjIlXfaR93u9ePLbVODucFpVLJP4RgeXk5gFayrtPT0xgdHc0BbmXflGHn32QJdaw0VYklFZlrz3qx1DUEumWBV21TP+fI9p/qM005I5in08E0Aq2KQ93L+UAASydTwYl9iI5l+NgedVQ1r5xAWZ9cyTEjOK7X6zc2ZGkdcOCaMbekjjqb1LF2zsbAf9nikXNFEgN5audi59B753qwm21t3rvm/PM7jR4rcFVbZaMF6hxyPPrdtwdU+/XNsL+7NXiNXdyCHU48+3+MedSXd10FCeppn52doV6v557vSxBLL9smpqshUy/eeh02PGEXtdcXVjFZwDoIgB3Uo7mNeIyhtmNQwMg+Yz+wnt/o6Cj29/cDMCRw3draCopsbm4upBEwLKFK1CpTXWTa7hgroM98Pjw8DM/RJoDd3NwMDx2gkecY12q1aE6fMhO62FXJegxmWWMZE712UcqAfY+tSTvXFRDyWPXwaWBt/rfOG82t0qLYwDVzpbtpbd4qgasFsJad1WiL6g5vrcaEQNrrz7sS5ntqf9rNTpVKPmLEVAPqOM9Rsv3N/HP2r/arsntaTkuZ7omJibCZkc6BzeunKHBdWVnBkydP8NZbvZJYy8vLmJmZCRE1sq66vjSXTwGYx55ricPj4+NwLhpwgj9u4tXIwV1LLOUoJjofPbKFv7X2ygN8nP86diR0gGvdoFUElHnjudkuTZ/R9WZflrgiwNanb7EMFoAAeHlOtk3XmAIyADc2H/aLeN6F9LPf3vGD6pXYNeznvE/2ndVh1ulR8Mq+88CrxWMeXuH19H3Qvigif7xjB7WTQ4NXS+0XLU7rSVJiBt0OgD13DAxYdpTvysCq4bVerQWtGl7T6gEKSngOq1jswMdAizdBvfstS7y+17/tGHgTkEDNgheycFpP8OjoKGyQajab4Tnt9uks+kQyMrL2EbS64FSJaQ4YX1prcG9vL4BopgWQFSIAjy1effe8UvVg1aBof5bNCsTOH2Oy+/02tn71M924Q4VJGR8fx9nZ2Q0wpaEvW36HwFM3YxHQ2BJYNufV5jsq2KIUKWN+X2SQyg5P8jHZuv4qlesi4+oUqENNJ94aeYbiY0/DAZDbxHhxcYGJiYnA0lSrVSwsLOTOS+fu2bNnIc3Gq8bBPpucnMTs7GxgXAlcHz16hGazGfY0EGApe0d2VQEOx0jTGngfyhBa/WwdJ90UXIYwhaqIlLHz0TLMdmOc3re1R/be1MHxwsk8P89rU4d0rmvUQXWkHqOVLegkUZdrLquGsXVNawlLtfN6fbbB5j73I1vuUvqBNe/Y217Du16RjlK9bPNggfxDJ3STlne9GDjmMcOSaxb02r+HlVuB10GMsQdiVezk5HGqsL2b5XG2AzTRnItXF4SeRxUcFYM1CrHiu9592LbYe7vNAL3Kb4c5v3c9joPNx/Ikpvz5OXe9drvdsIFra2srsG2NRiNsQiCAZVmOmZmZAHL5JBfOO443QQ1TA8j07u7u4uDgIISiFURz5ybZXgrHzC5qy6p64FVZYqt0aYAuLi6wsbFxF8OXE2+OWGfKC5PrerPK3wJXb4yVEVNlab18ZabZFqYTUBSojI2N5VgD3XSltVsVnHhhM5unynd7b94xMcejyHDchWjupr2u6ihlXHUNMNeVu7v5OFnW9mSoVh0PVlbRtUEGd3y893jR5eXlnG7li2uQY8Cd0dTRk5OTmJ6eRqvVwuPHj/H06VM8ffoUq6uraDabIR+V4X7N0bTglbpaU1I0ZULHi23lmgXyaQ+swVpmOs/m5uYNIsA6Sio6n1Vn2HmsoN1WMdAUHjLMGi4eGxsLpAIdAnUWFTx6dk2dTc4/JXd4DTpLTA+oVCohH5uRBM8htSy4F0FQ3dzPKX8/iAf0PLLK+52+27/tZ4qb1F4B+RRHtVHDRAWHOaafM3EXAPZWaQPWoNlOs+CTx8RArAWqnNg2ZKTn8VA/FyxZHQXCFlCoV6Jhqhidbq/tedD9JkQ/EOjdz32AV6sg2PeDLK4YSNe+0NInfDqasqFkWQlamdivIUQNQdNYcX5oyoB9ogvDmhznsbGxAJjVyBFceWkK+m4BmX5mwasN39wneC0SXT9eaFLXWpGHz3dldGwZKgUI+tKNlxcXF7nKAqoTOFf0kYUecxQD3bH+scfrdXXdsR28H/v9XYs6jHoPnH8KHDR8SueNO89ZCJ7AgpELG66lQ8nfnZ+fBx3KdcmwrwXMTBEiWB4dHQ1jzzazLNIbb7yBt956C2+++SZWV1cxNzeHarWaA946tnacOEcVRJFBHh0dDZUDOGbUFwBy93xwcBD6jX3C3921bG9vu8wvRe0K7ZyCV3XGPCfG6iGei/3Hyg2MaGgaFVOp6Nxz3VoySdup/c7HxGpdZlt1R4kgpu4xxYTrym60tNEDlVh4u2yiZ1iJ4ZxBPut3jCURPIyhjrynAy1+i+m0IkfrNvei17K/uc3Y3Zp5tRs0bANjhs92iO00zSvj/55Bip2HC5ufK/ggSPOSmfVYAhlex4bx7KTQa3s0vG3vMB5X2QvSCwMR0MUUhAXn9neaCxpTODTENvxvGYcicKV9pf3Fa1OB2nxBC6JsGM4C1iLg6n1nnSTmcWpI/S5lEKfHggCyH0yX4KvovPZ8amS1mLgCEAtata/seOtjlAmsuPlGSwF5IWG97yJjFmM1Y+vXKv9hmIrbiKbi2HlO1kujQex3u2G12+0GZ48gzbKYBKCMUDDFqtvt5gANZWJiAqurqzg9PcXOzg5evnyJly9fYmdnB51O50YVg/HxcTQaDbRarcC4Pnr0KAdcCYDpZOq8iRl8m2qirJKuff6ec5xPBOx0eg8o4YNTyirXt7e35zpVKta22Xlt/9d56kWAVBdrbVueh/nABK9anUCjGbbPqbMJXFlCifsVNM3O6lKew7bRMr0AApi1NX61HfblpTnctVhCzv5tx9OTfvq03+f92Ex+VwRe1TZpu4rAtX3vB2oHZVtfVYfeinlVcBljQodtqD2+KGRd5NnYxW3zYxR463UA3FhwClQ9Ntle33v1A6oxdijmDd2V6HhRsdCbV2bHsmYWkNqQupba0O+8e1MmiZ67TRuYnp7OPXFJx0jPQ0agXq8HhVir1W6EsWNsqXde777tuzffVBEThHkhsbsSrYhgjQHHmu8ahvRy6nR87JqK5QbGck4p1rFR8GrD/XQ8Cfq17I+GOmNG3Y4j79tzgHlveo86/l50RY8tQxiKt32uoI3riuNpH8ZABs3TLTrezDHVR42yj6zxo4yOjoYn7miZQjK9Wk+VjO38/DyWl5exsrISclwJpLTIvtbfVt2jjq0FxwRn/I4O6cTERG5eUw/wcdC2fmUZos+eZ79SdC1589PaHp0HNuoUc7K1j/i9OtR0WNRR0UiGtRFa4UCZV92PENvUbMkDzk/dpKfzlvPDRj2A/IY11dE8f9li9UeMqFMZ9PsYyeU5QR6o9F5F91EERAe5L8VFqnNiupN/F4HlfpiJcuu0AV5EF5ZOMg/I9gNjXidYI9LPQ9BrxBSBZXz0mh5QtQtHzz1Im7Rf7LViRrJs8Mp7oALgDmMqJRomgkYakn7Mo4JXmzuqLwUxCpgJYhmy5IsG0W6cY/9Vq9UAkFgA33rvgwBRb65qm+3fse8552jUmQtYhuic9JhBy+LwxbWsa5j3owbBit6jt8Ysk8vzEWAogLaOHkO8ugNe2VzLyntrNHb/nrL2dIf3W/1NmcI147HhnKvANYNuHw+p96l5yAQ9Oje1Ogc3W+m6jLGfOsZAD2xynfI59SyBxyf0cHMmc1wtcCVQoS7RKhUEOSQdVM+QYVUdRD3FfrIVJ8bGxnB4eJgDXmWIDX17ANV+XnScfmdzfLmembPMtcX+0LxUts3b3Fi0TtQxsNUulLCwjmMsUqkAlWkf1DmaPmF/q/fLz7WtZYmCuRiw8+z5MOcvete/i3Rd7LwegLwLrBHDMUV9NAgo7ie3fsKWZxBsg7SDPUVof1vU8XqMd52YsaKR00lnN5dQaTOxXZkNb+Fw4cUUC/+2nlGsL717uQ/wqsCVjIlWASC7og9pUGAaYzLVsFB5WrBbqVznJ1vAa1kDfWlonoZNDRY3iKgitn1b9Peg/UaJnV/7V3eKlyEKXu21tQ/snPXmb2z+cY3o+b21aB1FXS98V6PD/GVlXwHcAKk2ZUdZW+A6nYnnZbu8VB97jOeQaP/YPrKf3aUQeMRevCeCDc0T1Hsh4Ds7O0OlUgmstoZrlbFl/3C+6jq2QraWaRwAQh3VxcVFrK6uotVqhQdNaBF8AlemOOjDQAhC7YYgTesCkANIHC/rRNNR5PxRB2h0dDTc9/HxcWlpAzHHLjaHvP91zHXd6Jqi8PPR0dHcfg5+p2NLwB5z7GyURZlOj7yw6y1moy2w5buNUnFu2qiQjeLYCEyZqQNsq9UR3r2+qn7wnBuem+/W8dfPvfPY33nE0qu0l+f3ME3R/7Fz9ZOhwatdfB54VUVTZAy9AfIWeNHNFAFiD1TrQrHVBvR6Xqib7xq20fPq9T3j7rX1dUm3e81ycFcoWROtwcpajxaUWk/bAlk9zoJZ+70N96qiLFpsQD6XSpUyv4vde2z+eX97c3SQ79gGvb8yxd5vLMyvBr/IM9Y1XJQ24ImnI7h2CIiYi2gNK3/vscjeNXivMeOvBs7OHb1f/sZrP2WYPriNsG+sPlQgr2wZ84Jtrih/R2BKRk6ZW/6e5+J463q2fc9NT9wQeXR0hLOzswBOG40G5ubm0Gq1MDMzE1g5jr1uHGJhe84By+oxhYL3TtF1pGkyqh+o5xW0ql4neCeYLkO88bLVA4D+doH3bqM9sd9w/MiMnpychAf56KPQOS6cE7re1Wmx7eE9aA6/hwXsy6bz0Pk6OjoK84lVLxgR8FKa1E54exbKkGGBneqTYX4bs0sxneURJt759H/9/SDg1f6+CJwPg9W86w2DiW4FXouSgWNhYq9zqGAtuLTXGPSGbKd6wETz86wi0VxYe1/23buODct5xjE20V4HkGWIfWpqCrOzs2i1WlhZWcHy8jIWFxcDeNXHHFrgaXNeNTQfA7PWc/fmC/skNv5F3qT18O3v1EHy2MjYez+wGxtDtqesMS4Clt4aLVJ2+nls3hcpUnttbwzVWdR8ZTJ0AHLAwhqlQfvegteie/aArzc3LMgtS7z0JG5msewUWTb2K50Cm4ts82WV6SIjaVNL7LxiuTkCWIINnpORHK0MAuQL5xPAalUKC1yVJY6NraYC8Bj2m+YCU6/rZqJhwchtRB+YYHfTUwZphweAFITrcTynjgPTwZgKZp8W6ZECXhvs31aPxqIbFnAqeNX63Pbxtmqj9b7V3nDuqD0pQ4r05G1+p99783tQXVt0fo880Ov1wydF5x1GD/YDrbZNg2K+ocFrzHP0vCzbKRaYUCxAiIFXz+jaQbF/24XvgaSiAevn3XhtB/zH6NrfFXkwZQvHiOC12WxiYWEBjx49wurqKpaXl9FsNlGr1YKS0LG1ysKOuSorfWnIz/P6YovC+98bVwVG3nyzC7oIYOnfgywobzy1LWWNdRFw1bXj5aOpIffuUcfH+84aJQ/AWuZT20wjW61W0Wg0Qu4yN7vQ+MfSjvQ9FhWKGQerKGNjbn9vHe67lJgzr2BMd4drLjD717KPqrMVvGr6lOZB2xq7GrK25ehYngvAjUfyKkDlPdg0Bc5LzZ9kHqtlLrm22U/sE9W77DNuBOI8op5jJKlSqeSY2TKEwEyBPjcnAXn2S3NYCOkzDAAAIABJREFUi2QQx4vH2Zqs9rHnmtesOt4Tb21om2NEk4cN9DwaPdB5bTdleuezdoX3wbz5uxRrR267/gcFu0XA1Z6nn03zHByvPf1ApooFm4PeX79rD2MjXxm8amd6YV97jNfp+rcHXu0Ne96DBSuxa+rxuuC8hesBqxgLoOfU4/Tctq0xgO2duwwh48W6qq1WC0tLS3j06FHYGUwwYYGQDdENsthokGIKoGgh2c8HOdZKDBAP2sfefI21j3+/DifFKi+2SZ0OLzdN18SgYo2Jrntti928ojmOBBasLFGpVEK5JxbejzEqFmB6ituucU8P6Xvs3PysLOAK5HMb+T9D/NxgpSF3rasK3HQ2LItq8141nM3fjY2N3SgcrxUCLIBlCSqtH3pwcBDAph0PAm2NyOhjuMnW2r0JXp/YiAavwfJhp6enGBsbC5s+5+bmwhzTMl1lCDel8fHYrDvNfFz2terQu9ATOgdslEuZZ0tK8LeDiO1z+5nXJnt+glc7D7XqRZGO9UBspVLBW2+9NdA9DCP97NFtfz/I8bExiukrT4rsVr/x9wC1nvNV9eFtHYNbgVc7WdVwWUMWAxne5FfAGvO6eHw/jyEGjDh4nOyD5rB54FOFbdZzepsdeC4PwNrzefd2l0IvlTv7p6enAwO7sLAQytoA106L3QBgQYJtv46t/axIMfWbT17/F71i14n9XbSYi5SEN+/KBrBFoMuCV5v3qABjGPGUq/3ctk/ZVraLc5AbBglcGo0Gzs/PQ7UL6yj1u+eilKPY3PHa7M3VMh0R1SMK9mxJLK3LCeTXiwd+df3Z8ec1eB6tXqChef6tTBlDvaOjowHQMq1AN8pq29RxqVQq0TxXZUb5GwXlmqer68umKPBatVotPK2PDpLWg71rIat4fHyM/f19bG9v4/DwMJSE4nrUeW2dvH5i265jX6TLbnvPMbuqn1tHs8jGFunqQQC1N7/KAK/2enf5m5htsM52kW4tEmsHYucfpM12fF5VF3pzctBzDg1ev/d7v3fYnyR5H8o3f/M33/js2bNnePbsGX7xF3/xNbQoyW1lbm7uVr9TEMNH6n7mM5+5y6YlGVI+9rGPve4mDCxvv/023n777RufU4+8X+Tg4ACbm5v49V//9Xu97ubmJgCg2Wyi2Wze67WT3K18x3d8x+tuQhIj5W5/TpIkSZIkSZIkSZLkDqVSZggsSZIkSZIkSZIkSZK7lMS8JkmSJEmSJEmSJHkwksBrkiRJkiRJkiRJkgcjCbwmSZIkSZIkSZIkeTCSwGuSJEmSJEmSJEmSByNDl8p6KJJl2b8K4G/0Oeyy3W77xViTvK8ky7I/BuDPA/g9ABYAPAfw/wL4q+12+++9zrYluSlZln0PgC8F8DsAtAAcA/gcgJ8G8APtdntTjn0LwG8XnO5vtdvtbyyvtUlikmXZNwD4QwA+CuD3AZgG8GPtdvubnGM/AuDrAfwLAD4CYBnANoD/E8D3tdvtX7ivdicZTrIs+yyANyNfv2y32yv32JwkfWSYdSm/+XIAfwnAlwGoAvgMgP8OwH/ZbreHKzD8PpAvWPAK4FcA/PuR7/5pAF8N4OfurzlJbitXQOg7AWyiB342AHwRgD8J4E9nWfavtNvtH32NTUxyU/4CgL8P4JMA1gDU0VOa3w3g27Is+7J2u/2O+c3/h974Wvm1EtuZpFj+EnrG8QDAuwB+V8Gx/yGAfwnAPwDwswC2APxOAF8L4GuzLPvz7Xb7+8ttbpJXkF0A3+d8fnDfDUnSV4ZZl8iy7E8C+J8AnAD4W+itzT8B4D8H8BUA/kyZjS1DvmDBa7vd/hX0AOwNybKMTN1/fX8tSnIbybJsBcDHALwE8Hvb7faafPfPAPg7AP4DAAm8vr9kpt1un9gPsyz7jwH8uwD+HQCZ+fpX2u32d99D25IMLn8BPeP4GfSYniL29OcBfE+73f5l/TDLsj+EnhPzn2VZ9j+22+3nZTU2ySvJTlp/D0YGXpdZls0A+G8AXAD4qna7/f9cff6X0bOf35Bl2Te22+0fL73VdygfuJzXLMu+BD0G6D0A/8trbk6S/vImevP0/1LgCgBXYch9AIuvo2FJ4uIB1yv5iav3j9xXW5LcXtrt9i+02+1/1G63+xYEb7fbP2SB69Xn/zuATwGYAPDld9/KJEk+WDLMugTwDejZyB8ncL06xwl6DC4A/BslNLNU+YJlXgvk26/ef/Ah5nl8AOUfATgD8E9mWdZqt9sb/CLLsq9EL9fHCzUneX/Kn7h6/1Xnu9Usy74dvZzmTQB/r91ue8cleXhyfvXeea2tSFIkk1mWfROApwAO0Vujn0528sHLV1+9/7zz3acBHAH48izLJtvt9un9NevV5AMFXrMsqwH4JgCXAP7b19ycJANIu93eyrLs3wbwVwH8gyzLfho9YPM2erl0n8S1Q5LkfSZZln0MQAPALHobuP4p9IziJ5zD//mrl/7+UwD+XLvd/ny5LU1SlmRZ9iaAfxY9I/np19ycJHFZAfAj5rPfzrLsm6/Y8yQPU37n1ftv2C/a7XYny7LfBvDFAD4M4B/eZ8NeRT5oaQP/IoAmgJ9zNoskeZ9Ku93+PvR2MY8B+FYA34Vegvk7AH7IphMkeV/JxwB8HMC/hR5w/XkAX9Nut9flmCP0Nvv84wDmrl7M4/oqAP9blmX1e2xzkjuSLMsmAfwYgEkA391ut7dfc5OS+PI30HMwVtDbXPmPAfjrAN4C8HNZlv2+19e0JK8os1fvu5Hv+XnzHtpyZ/KBYl4BfNvV+19/ra1IMpRkWfadAP4TAN8P4AcAvEBvd+V/CuDHsiz7aLvd/s7X2MQkEWGJnSzLltHLd/wEgF/OsuyPt9vtv391zBqAv2J++uksy74GwP8B4A8A+NcA/Bf31vAkryxZlo2ix+R9BXo7nL/39bYoSUza7batzPNrAP71LMsOAHwHelVCvu6+25XkXqRy9T5I/uz7Rj4wzGuWZb8HPeP5LnplXJI8AMmy7KsAfA+A/7ndbv/Fdrv9W+12++gK+HwdehvvviPLsg+/znYmKZZ2u/2y3W7/FICvQS+n9W8O8JsOrtN7vrLE5iW5Y7kCrj+KXoTkJwB804CbS5K8v+SvXb2n9fdwhczqbOT7GXPcg5APDHhF2qj1UOWPX73fKAXSbrePAPzf6M3j33+fjUpyO2m3259Drw7oF2dZ1hrgJ0wvSGkDD0SyLBsD8D8A+EYA/z2Af/nKEUny8IQpWWn9PVz59av332G/uFqrH0JvI+Vv3WejXlU+EOA1y7IqgD+L3katH3zNzUkynExevcfKYfHzs3toS5K7kdWr90GcyC+7en9QivWDKlmWTQD4SfQY178J4M8msuBByx+8ek/r7+HK37l6/8POd18JYArA331IlQaADwh4RU+RzgH42bRR68HJL169f1uWZY/1iyzL/gh6+XQnAP7ufTcsiS9Zlv2uq4dL2M9Hrh5SsISesty++vwPXIEee/xXo1eMG0gPoXjfy9XmrJ9C78l3Pwjgm9vt9uXrbVWSfpJl2RdnWTbvfP4mensMgLT+HrL8JHpPpfzGLMu+lB9ekXr/0dW//9XraNiryAdlwxY3aqUnaj08+UkAfxvAPwfgH2ZZ9lPobdj63eilFFQAfFe73d58fU1MYuQPo/c0pU8D+E30Spsto1dB4MPojd+3yvHfg14awafQy0kHgN+L6/qEf7ndbifn5DVIlmV/CsCfuvqXDskfzLLsh67+3mi32x+7+vuvAfij6BnK9wD8lSyzD1HDp9rt9qdKa3CS28ifAfBdWZb9AoDfRu/BL28D+GMAqujtEUmb7d5HMsy6bLfbe1mWfSt6tvRTWZb9OHqPh/1a9Mpo/SR6GyoflHzBg9csy343eiV60katByjtdvsyy7I/CuDfRC+H7uvQC3NsoTee399ut//X19jEJDflb6PnKH4Fes/fbqJX9Pw30Nt9/v3tdntLjv8R9Mb1nwDwRwCMo/c44J8A8APtdvsXkeR1yUcB/Dnz2YevXgDwOfTKoQG93DkAaOFm9QiVT91V45LcifwCeiDm96OXJlAHsINepY8fAfAjabPd+06GWZdot9s/ffWY5n8PwJ9Gzyn5DIC/iJ4+fnDjW+l2H1ybkyRJkiRJkiRJknxA5YOS85okSZIkSZIkSZLkC0ASeE2SJEmSJEmSJEnyYCSB1yRJkiRJkiRJkiQPRhJ4TZIkSZIkSZIkSfJgJIHXJEmSJEmSJEmSJA9GEnhNkiRJkiRJkiRJ8mAkgdckSZIkSZIkSZIkD0YSeE2SJEmSJEmSJEnyYCSB1yRJkiRJkiRJkiQPRhJ4TZIkSZIkSZIkSfJgJIHXJEmSJEmSJEmSJA9GEnhNkiRJkiRJkiRJ8mAkgdckSZIkSZIkSZIkD0YSeE2SJEmSJEmSJEnyYCSB1yRJkiRJkiRJkiQPRhJ4TZIkSZIkSZIkSfJgJIHXJEmSJEmSJEmSJA9GEnhNkiRJkiRJkiRJ8mAkgdckSZIkSZIkSZIkD0YSeE2SJEmSJEmSJEnyYCSB1yRJkiRJkiRJkiQPRhJ4TZIkSZIkSZIkSfJgZGzQA7Ms65bZkCT9pd1uV171HGkc3x+SxvILR9JYfuFIGssvHElj+YUhsXFMzGuSJEmSJEmSJEmSByMDM6+UX/u1X8Pl5SUuLi5weXmJbrfnmFQqFYyMjGB0dDS8JiYmMDExgWq1iqmpKUxNTaFaraJarWJ8fBzj4+OYnJwM39dqNUxMTGBkZAQXFxc4Pz9Hp9PBxcVFuEalUkG320Wn08H5+TlOT09xenqKs7OzcOzl5WVob7fbxcXFBTqdDi4vL1GpVDAxMYF6vY7Z2Vk0m03Mzs6iXq+jWq1ibGwMIyMj6Ha7ufvki+fkfWsf8Bh+r7/j//xO/9dzjIyMYGRkJPTdxMQEfuZnfuYVhtiXT3ziE+HavCf278jISO5d+9K22d6j9htf+j3nyPj4eO4ex8fHMTo6ipGRkTDWnvBc9vz8Dc/PftTxio2DzmGeQ1/aFr2+3hd/y2tznnL+8fiPf/zjdz6W3/7t354bQ70X/q/t4ru9X/u3/p7CvuK7Ff3evry1wLZy3MbGxnLvbLeOqZ2TXnv0c52jHAvqAzt+PLfqjfPzc5yfn9/43Q//8A/fcsTi8vGPfxzT09OYmpoCAJyfn+PFixf4jd/4DfzyL/8yfumXfgm/+qu/is9+9rM4OTlBrVbD22+/jY9+9KP40i/9UnzJl3wJHj9+jFqthrOzMxwcHODw8BDn5+c5vTI2Nhb6Xu9Z+wTo6aOxsTGMjY2FNVqpVHB5eYlOp4Ozs7Mb61DXcafTwfHxMQ4ODnB0dISLiwtMTk5ibm4Oi4uLWFxcxMzMDMbHxwEgt7Z0PnI8zs/PcXx8jKOjIxwdHeH09BQXFxdh7VUqFVxcXODs7AzHx8c4PT1Fp9MJ7eIxeq1Op4Of/dmfvfOx/JZv+ZYbOkbnIu3X0dERtre38fLlS7z77rv4/Oc/j3fffRcbGxs4OjrCxMQE5ubm8OjRIzx9+hRvvvkmHj9+jFarhampKYyMjKDT6eD09DT0zeHhIXZ3d7G5uYnnz5/jnXfewYsXL7CxsYGDg4MbbZ2ZmcHS0hLeeustfOQjH8FHPvIRvPXWW1hcXES9Xsfo6OiNeaH9yfGxouuV43dycoKjoyMcHx8Hu+3pLv6t75SYfQCAT37yk8MOVV/5+q//elcfAQh4hHPp4uICIyMjmJycxNTUFOr1OiYmJgAAZ2dnODk5wdnZGQAEHHRxcYH9/X1sbGxgfX0de3t76Ha7mJqawsLCAubm5lCtVtHpdLCzs4Nnz57h85//PN555x08f/4cW1tbOD09xcjISBjLx48f4/Hjx3j06BEWFhYwPT0d1hnXyPn5OS4vLzE6OhpwGPFZpVJBp9MJ43VychLWEvXB5OQkJiYmUKlUcH5+Hube6elpWMMXFxc4ODjA8+fP8Vu/9Vv4zGc+gxcvXqDT6WBubg5vvvlmmG+rq6toNpuYmprCj/7ojxaOydDgdXJy8obxV8OtxkeV5ejoaDiHLgIAOWViQZE9zoIbPZaLxyqLi4uL3GcWZFGJALgxIflSw2VBn54zBvDs4rbH6/0pqFcgfpdChUNDpP3Mz3V8KTQkAELfqJOh59I+tufWMeOCILiNASjtTwsk9J54Hp0jdvw9iQGvWP/FwJ2uCfYZf1OGnJycuO1S48+2cfwUrLL/1Gnjb6x4/WjnjvdSqVQqOfDEa1sgxbbouCrgLRpP/d4bJ+++tD1FxxTNi1cVtptj0O12MTY2hnq9jlarhadPn+Lo6AjVahWHh4eoVqt44403sLi4iEajEfrVcx71cztH9Pra31xr1unhsSQaCGb1PNbAn5+f4+zsDJeXl6hWqzg9PQ1OAY3qIMI5TTCh16QMM/axuf6qQp3v2Qx9qYNEMFGpVDA+Po6pqSlMTEyg0Wig0WhgamoKk5OTOWdfHT++rC2mPanX6xgZGcH5+TkAhO8ajQbm5uYwPT0dwIs6vOxLSsyptaK6ROdTkV7tJ2Xp0SKZnJzMXZfriGIJPQ9vKKYgeLVCYmdychLdbjcQapeXlzg+Psb+/j5evHiBd955B8+ePQugdXR0NMyNmZmZMFdqtRomJycDyBwfH885IJ5TwHXFezo5OQlOcKfTQaVSweTkJGq1Wm6e8ZzUW3RMzs/Psb+/j+PjY3S7XdRqNczOzuLi4gL1eh3j4+O4vLzMAXuC/SIZGrySEfCAK1/KmtBQqaLRiauKQwGeTgRVslxQaoCpnDkxPDaQC4a/5UKix0olzPMR1FLh8kWQFgNDCqA9phXADWaYQoVFj01Z57LELjAFM2rIYsaOnhknnWc0FBxxToyOjob+5jH0AFURe0pSAbPH4FkjZkFPjMGzIMn2A8UCRP1cxfZZWYDn8PAwdz11AFQRqbGzQFbFttVzAooUdBF4tX3i9aP2vbZHdY49ZwzA8nye2HPys9dhHCnKMrJt4+PjmJmZwerqKs7OzjA+Po6lpSUcHR1hdHQUCwsLWF1dxezsLCYmJnJG0gOvBJnWSVSxYIti15iybgpe1ZgByDE4XNvT09OBOVWwXrROLFFinXu71j0Wzx5Xlqhd8gCbOuEkUMhCjo+Po1aroVqtolarYW5uDrOzs4GVn5yczDGBdhwIViYmJgLQaDQaATwAyBElU1NTmJubQ7PZDACWBJQ3PzxHwfuf9pT3W+RwevK61yOlVqtFI36AH7Xg59YRJOOpuodrkc4EbWOtVgvg7ujoCC9evMDnPvc5fPazn8WLFy9wcHCAbreLiYmJEN2enZ0NjogCWIJXtbXadiAPXoHeuj06OsLe3h729vZwfn6O0dFR1Ov1gFdITup85H0yQsLIC9DDkLz3arUaCNGTkxMcHx+HiFI/GRq81uv13P9qJLkYCFYtk2Inof5WFx+PZ2cqcNXFan9Hb4YKw4JXns8LcWv4Qr2j09PTXKdSwVhvWsUz3nZSu4MxNoaJiYkQ8rMLpCzRtnlGRA2GKkoAOc/s5OQksAbKutj7U0eBfcPQF8MoMTbEhnItwFQwrEqGIM0Lgeq9q7IlkI8BVZuWYGUQ1ucuZH9/P8ekqiJRR0CdA7bbAsOYY6nizevYfFcAZIGrB57UYWIbbLs8XRIDsHrOovEY1EiWDXgUvNLIjI+PY3Z2NvzdbDaxtbWFw8NDdLvdHPBQ8KrpDtbJ47n4vzKYsTGsVCo5h9MCGAVoDCUCCIZpf38f+/v7QTfMzMwE8DqIWFug4NVG3vQ3ZUc+YqLglLYFuGa8bPSJ9zI2NhZYLQKFhYUFzM/PhxQ3ghFNc1N9SgBL8NtoNHB2dhb6jLpQo3zT09NoNptoNBo3wKvtP3ViPLCm/2u7PAA76Lp7nSCWIXslsHS+K/FhRW0R16USPRwHRqprtVqY69VqFRMTE+h0Ojg4OMDa2ho+97nP4Td/8zexubkZ2MtarYbp6eng5PDFsVS2XrET2wdc9zHXF9t9enqK/f197O7u5ljR8fHxEB32SKHT01McHBwE1vb09BSVSiXMXzppk5OTABBSSqiz+snQ4LVarUbZHS4Im3Oo3goH2hpZneB6DHCdQxUDr6Sc9X+l8ZXBjYFNbaN6wmQLmMuheVRF4Q8LBoqYIeA6t2xycjKE1rQP71osO6397om2RZXl5eVlLo9JWR0ypxxL5tEo68q+5+c879jY2A2FpYy4OhF6DR6njDkNB/OQyGhoOovHHhSNGd89cGXBUoy9uCs5PDzMecw2ZKggyLZT34s+t8q5CKzqu5fKo+eM6RI1ymUCRmU/+hlIe+9liOpM/j02NoZGo4Hx8fEAZPb29nB8fByYELJnZFbUIdcIDtuuYXrLpgLXBID2CZ1OjhN/67FwCqIIXLe2trCzsxPGeGFhIeg6jxXtp4s0qsD1rUZPowx6vpizdteigE3Zb7bV6mAyWVNTU2E+jo+PB1C5sLCAmZmZYPwJRqgrde4wLWNqagqNRiOkxU1NTeHi4iLnxHNfCveBcP8HAZXnuOs9AnkA5OlS/e5V+13HsogBvkup1Wo4Pj4O9k3TH9T2qG1km6gHNWLItA3aQjoiZCGp/zgGzOFmbvTz58+xvb2di1Aq6zozM4OZmZkcS2/bZOelgtDR0dFwr5qrTFKNgFrBu2eDiQvopJKcUp1i9xlZfRCTW4FXNTZ6cTWgqjh481yQqnwU7OqEtEbYgid2qnqRmp5AYKOKm4rOssU6qBrqURDsJZrbvBeVQUCrVQicEMB1LhK9krsWBfaWlfHEetieoePGOX6vnpgyf0xQpwKnaKjRAi22WUEpQy+cL5xvNJgMVXDhjI2NYWpqCjMzM+G6ZIj0/vuBJgWmViF7wLVs8Hp0dHQD+DECUjT/qDitg8S2amjJEw+4Fv2tLJTOOa5fDXPG2MAiAzUsO+MxRP2OLdNAAnknwTJkCjA0EqSkAHBtONRQqoHSNad62tODyrQqULRzXee56mfm6W1ubuLFixfY3t4OY8wNXLo2LInhzU1+bteaHqM6PuZ0lS395qr249jYGKrVKhqNBkZGRtBoNIJTUq/XAxhpNps5cKkOuE1ZY+RwZmYmAGFuulEbq/mwjUYjhJnVrmsUCsANu+m9UzxW8jb6sN8aLUu/Atfs6NnZ2Y37tsANyJM9XDO6N0T7wmImjonqYQA3MAjXfqfTCTZzamoK09PTIe+VDDqAG2BUHVvPhtnInY2m8971Xvmdbl5Tx8zmyOp3SriwzYVjMuwgKgvKya2DpkpIb1QHixOBDdab4TVozHiMDdFSuSrbqx3jedm8tgeOVclxofNdPVCCI2U1hlWEOtFVGfDeNSxRVs6rTasoAq9cQDHmTPvaC6cQmAMIwJXH8zfAtefHYxQ8KfjxGFW9PsMcOzs72NnZwcHBQUhJmJmZySlvvtv7j3n0duEWKWZrlMtSricnJzkHzjMiqmAt6GC/e8yIx3J4890DrPq5RjKoeAmqyIjTeM7MzAQnx14jxuqwfdbAWafrrpifssBPzDhQ79KhrdVqNyqtKLOjLzqXPJ8aKA0RKnBU/aMOne0HnlMZQBoe7j7e3t7Gixcvwq5ohjiZZqS6PzYP7ZqKgVEPUHOOe/OgbNE+tuuf48BwMTdTNRoNALgBLOv1upvDqMSRjXZyHXI9Keih7lR7qzbXRjoVjGn7vT717ImnC2MYwfYTj/V0cZmgVa9l260226ZYAHmSDcANMKd9bzERbVu3280BZjo6HHdLHNLJZf7r5OQkRkZGcrpASSC2SW082zc6OhrSGOr1erAz/FzniNpQ7xzUCd5aqFSuN4AxKjoIaTc0eNVwrwJJNppMjjKmttEcJL40D4+DQ++cHiCQT4DnwrNK2HoxMTCmjAYHWEPQPI5gtVqtBsM7Pj5+Iy/DW3hF1/ZAkIrt27sWhi2KgIhtHz9Xb1ANl6ZtaA4XDd/Y2NiNHZkUHqtK9+LiIpxTF5yySuw3ep8szbO7uxvKjuzs7OD09BSTk5NYWFgAgKCoOQ94L6oIYuIpMtuXntIuS05OTnKsmF6X64J9qX2v42Nzwj2w4t1Pv3tTh+Lw8BB7e3vY3d0NYe9Op4PR0dGQt9lqtQBcO7gERGUwZvcFYG4rMcZeHW0L6OgQeC/riCio814KXtU4qaghVgNVqVTCZo/t7W2sr6/j2bNn2N7eRqPRQKvVwsnJCbrdrgte1abwcwuUvMgRr++xQfpbvpepY9lmAgy79vg9AUel0stxZJ/SPqot5EuBjupI7T/ep9q6w8NDHB4ehtxCO+YKgq2jyz5TskqvVbRGPeeZeskjRjzxALG9Rlli+0dT4mKkma5L7SfOCQI7jjGddYJXTTXgfKjX60FP8nrcsU/wyhQiW3pU2VD+bdeXritek+kIl5eXgYTSPFrOQ8VDvEdGCHgdG9XmcQSvdNCq1WrfMRkavJ6cnARPgYDBKhwCSEXnuog5UMq8qndnwSsVp4aJrRK2Hgw3Ligosl6kBbyWLWLuiYZiJyYmQh/Qi9Jdtjp4FJsSYRWCDrZNybBhs7sSDQfa9gI3FYUyMlYBq+eutePUyeAC8pgye13L/ADIlZLhNWzI+/LyMqQL7OzsBIO5ubmJs7Mz1Gq1sJGB4THOU1VE2i6PIYj1Wex/y1DctXA+qnJkfytgtWF8VayecxJLn7AMlv1MRXOfdnd3sb6+jo2NDWxsbGB/fz9sIpmensby8nIYUypGu+NZnVYrw/SxvYd+v9WxLBPw6PUsaNAIhRfdsL+zc9amC9g9AXpvmjagjoztB50fClB4vbOzMxweHmJnZwcbGxvY2trC2dkZ9vf3A/NqdZzOQ+8eLbi2G1tjxMV9Oys2tK59SwNO3Uk7x/tmGFgjk8qM2u+ou5SxYxtsKpFGqrR+sc2PVjuphMWwG+wrIrmbAAAgAElEQVR07DSK4H2vumiY9WyJhLsW259aSkz/j60P60gA16mBynbr9bSfR0d7dVjn5uawsrKCbreLZrOJi4sL1Gq1XDpJrVYL4JV2QdcK14s6Kmw/cK1f+D3TWS4vL0NOPR0uzb1mOxWQqg25uLgIaSu6r4f3r6xrKWkDBwcHNxhONYK8ASYek/7lorG5qdbT480o8FVmSL00LnY9J9+ZMzI2NpYrq+SFbzyA5oXh1PPSMBl/a4FZEWD1wK3HGpcFXtlmr522fRT2jRo2MieqUFVpa55UPwCvx3Cys98tcNXiyvyN5tiR7Xn58iU2NjZwdnYWwnLMHWNdTC5UKnguRGsEPWPo3YMHjMo0micnJ8G71XnkpYXEWDYPuHpjpwa46DzA9XxhsXw6FO+++y7W1tawvb0dNlrOzc3lCulrrUmdKxrJUbE6SPtf/7Z9USTe2JYtOqf0+tbx0OiExzwqYLEg1Z7DG0sFsLE+0DVqN09a0MyyOQcHBxgZGcHBwUEufO2d2/vc09UWbFnWlveh57gPEGsBtBpxdRYJMLj2rI1RcGRfqm/1frUNCrKsjmf0wwsl6+/Z/pjTZm0f3+2aVdKoyMnwCAT7t5Uy16qSAgzZ05HWMbLrlWuMESZd38q4sj/sGuVYjIyMhFrPADA9PX3D+W+1WqHUGRlMOjTaRxq50Q2YzJ/mdSuVSviepbiIxciq8jcEm+wHphsoici0Me5J6XQ6AeSyXepc9ZOhwSt3i9LYe57VxMSEm9thF6Wd2MqeaiqBJhjrJi2eD0DYdauTi16CglAOoCo/Gk16BKxb6lUb0LqEPJe3aIoAq953DNjpZ2WIXt8DlfZegN4C1t2WmsNjx08Vsh1XVWK2nyyTz+vpGNJgsm1c8NyRyXzXzc3NwPJxbOv1Ovb390P4jMadISwAwSnR9gwzHtY4lm0o+TQTIB8i9AwK+zXGDGj+k50bqvAs6LGsPOcK18/BwUFwKNbW1vDee+9hZ2cn1C09PT0NClFDXuqcqC7hvcbuzRMLJPS96Fgr98Xe2bVoAZvtcyDPDOnY2DGyAM9KbH54bSHo0UgInVlllrjGtIzXIGVxPN0Ya5cFzZZpsucqcyw1FU7b7ek4rjndVKOpGlzXugYsAGR/aK64F72z+vb4+Dhcm/sJrENAfUix/+u5FaCpfVdW2drAmM60wDVmr+7LZipI42dq39gWL3rB7xQ/aVlIxSrcbEenkJuNFxcXUavVMD8/HxyPSqUSSp3Nz8+HGq+1Wi2ATW4203Q+6+ToRilbNtQD6iQYCTg1Asv0F3WMGIU7Pj4OT/3jE1ftBvlB2P1bgVcFjpyEyppar01fFPUugOtFonmwuqCVbVMFzd8SxXtAiewP83zoUTCcyUXFjuUj9vg3d/ayVITdrGUVqYJrXaQquhFCxWPJyhCl5T3P1lMCCl7UCOmC4KLk+bvdbs5L8zYDKOtnWVuewwImVYZUfFqWZ29vDzs7OyG/kv19eHgYHBE+epEMLsMc9BaBvPJXA2H7Rb/Xz8tUphSCV3XYPOBq22xZFA0Peo6MHXvLElgwq4qKY8KcV9b/Oz8/DylCOm5Uvp6DbJ3lYeQ24xHrvzLEY4qtkbbt0fmngEfXhmVpi0Bp0b2pblJmnbrVGmZW99Di+hwzjW5599KPGLCf6VywhlBBowIy2+d3KZZV9ICzOosKHDmWBAJA3qm2dpfn5fipftcwr7ZF20YdomBfr6Xn0jli78/OV+0Hj7DQ/yneeNjjXgdwtffJv5UxtI6EgleeR0kStXXdbje3sZWhdY4nU91mZmZy9Zu53vgoWr60ko5GR6wO8Nh0C6Rt1SaNumu/aP4qgLCplNWIaA8IvEdGRm5EVQnc+8nQ4HV/fz/8reEIZds4SB6QtJOYaF4Tl5VxUYZBQTFzJHgdhh/1ugRM3W43bBg5PDwM5zk7Owudp6EtHsdO5kQiULPslU4ISgyc2gXnhbzsBCtD1Dv3lLinCNQgqJduHxjA8VFDRg/L7lJk/6gyoGFRVknDi2qgeQ4uLhpSFkZmuazLy8uQr0wmneBV2QqyQ9apYn9Yo++xBZ5iL1MURFKsgfOMUJHoPFWnzKbTKJC1oWluniPTrQpZnV9uKgCuy8EQ8NpSQAqebfoRkAdfgxo2j73zDPd9Ma523XtAPQZsqU8V1NBR13zufsxqrE16XeCa3VTwOjY2FphzGttms4m5uTns7u7mIm8aReF1ioCr9kkMvCho4MtzfMpenzHdz7EhqKDe1yLtAHKbYAhkY+PEceV5u91u0JPs74uLi3AOXaOqC7y0OkoR2Nc1o5/pfds+8MZvkDVm54YFyWWI4hfrINpIIj/31qeWDNU1xHcFcDr2FkNpP2iKkM2JtnrRwy3W0aN+V7LCy7FXYKzgnA6X2gZGRVlmVM+v5KQ+zbSfDA1e+YgvNpTGR2vOcTOXAkoL8hTJM1dEk4CZe6G7yvV6TErmZ8fHxwEYXV5ehtI7LPjM5/9WKpUAZmhcgevHFxL0kJnThxIoU8z7V9DqeaSW/o4pXAXq9lWGWCVWZMhUqajS4yRj2SMaIYJXjpkXPvSUFxe0zhW7wMk+2NAx74GGmh4fX91uNwBbLdnEfBtea3x8PJeeYseN1+rXZ/qbYdnBYUWVlyo6zR/ylFg/sYpYnRaWaLKPTbbg9fz8PKTbdLu9xxhOT0+HjQYMibE2IetIX1z0KhTwEajK5DIfNrbp0wOd3vgUgTbPCN6XM0KxAFYNBo2l6hcLCgCEqILNd7TnL7oev/OcdF6D46MhwkqlEspiNZtNzM/PY29vDwDCDmmuPduGIgCr85L9oFEaC1wZldDz2r/LEM8x18/thitdYwpAvbxmT2KAyYIrfZE44u+4acaGs/s5OLF+9BjTIibWnqdojPQ7jwm8S9F81aJ1AtzUK15EQO2VtXlc3/ytknrqsFtdbwlCTx94wNWCVgJHXT+6vqzzZW2xbg4EEPT20dFRyHXl8arTLPPfT4YGr4qIOfn1b9sRuiiJrjkYmq8BXD9ujLvAmfdD4YBpXhyVHweWClGLLo+OjoZHk3Hw9ClZBDvHx8cBvLKjaaQt40CwSSla2Ko87cTX/zl4g7IhryIML6vXZwFZkaJXg2UrAHAu6MLj2HqbcDyDqjmt+rkqev6W/abnseckK6vAlkwgPVSdv7q4vY0OOpc8J0MNh4bhyxCyXGS39dGRmoul/QHE2Vfemyom7UOuFU2poQNj1wTnSLfbDbtlx8d7jzulLiEzz/XKp0nR4WAxe25M0xJCTDlQx0gVuZVBAID9+75Ba0x03gM+08/vNSzuOcv83TC6Rh0TNVg2MqHrYWSkVzmCT/45PDwEgLA7mvra6tZ+68UaZkuQFDn+9zWeuvbZvza0bPcJaNUQG5617e7nlHnOiUanaANHRkaCDmk0Gpienka1Wg2ALZYq4AFNXqef82f1fz/wWgRgFcyVRRRwfulY2rYp+LLMrM5TID92jCIRGJJlB64fqa463YJXG2nRvikC9OrgMbXBvjS/VdMY9Bz8XG0z79F7uFO32w3t1misAvZBxnFo8FrkrauQeeExnU4nbMzgQBCc1uv1cEMEpgQSmgzM4wlw+XxcDqTmy5KZ5Y5yVj3Q3A/doKXpAnwqk9LbVrny3TMcKt4Eii1Ga4zKFPWq+W4Vvi42e+8KTLTuqnpmBBf6ssyr3rtlBT0AbRWUKgFd+CzuzYVBQGqf0KW5Q9YbjTEOMU/bKnd+5/19l9JoNAJ41XIj1lFgG9SZ8kC3Mt4Eo9p3uglL60ZSiQH5ChqVSo/RZt7jwsJCLg1I1y51Ax2dy8vLYGTtwxh0nDUtRXOrLeMwyDjEnKDXLRZsWmBh59og8807J3Az0mCvB+CGgbObKHns2NhY2ClNQqPVamFmZiZEPiwwsIBY36mXaLwJyrSN6kTFGPlBQPKriHVe7TU1YsJ5zEgE7ZrWdY2lL8X0jjcn+OAI2jluVmY5pNnZ2fBYUaZSxcAr+5ZiGfQiwBkDvv2+s31r97mUuV49+29JKeIKu+9HyQ4ep7iC7xbEUc9ZneYBTSVVbH95og6ufsb1zNxVG9LXWrGa1qn7lKydYOqY1qzlnNMHb2jt2H4yNHj1JpB6PZap4WtsrFeyiu8EnhMTEwEgaoiZhkt3sLGDeMzo6GgupYAglSwPjTk7Q3NKNBGZ4Um+tHyIBVBeP+hn/RYt32OK+T6Fi8dORLbR8zZVNAWEL4p6hgQZtpyWbYcyO2rE2B49XoGmbp5jIedms4lms4nt7W0cHh7mdk9a0OoZfb2GB14HEdvmshQrwasWMWcKjwcCgOsSZjGmw6ZsKGND47e/vx82XjFXj2tUc7CUGfUAtTp4VhnrOJCptYwA1zlr+aozojl8g4ReX7cMAqY8wBmbw0WglMcOEhb2nDoCMI4xdQmjcRqyn5qawvz8fABlS0tLmJ2dDWkieu2YntR74BzTMdX9CPyNMl6v2xFRnaftoo5kJNE6der8e+kfVmKODcePbJim8rD4vdYLtUwa+90bK9pv6wyrHrHiORP2e/uuwF/1jKZglCkxEkptqW5C5PhyjtvInt2/wT5XJ131ZiyapHab7zr/bd96ekH71JszNmKp0VbdlHZxcYGjo6Ow+XZ7ezv3pEs6atPT0+FFEKvESz8ZGrxSlFVRD1w9AE5cMp3M0dKwiHaAeh8MG+ri5vl4HQUuPD932JGB0kXPPDrmOzLfVXe4EdASUOv9WrbKGgz92wMMPI83kTyDUqboItPi1GyLBZcxBaQTXDef8V0XoIYH7KL3gKtdeMr+KeOrIHZ8vPcI2FarFTZssRSMhvB4Lb2Gp4w8gz4IMIi9lyGMLtB505qQsXlonTLve74TOGpqjQLXo6Oj3AYD4Lqus6YCUTnZx1ra6+mcUi9fgaymJ+kmMssGaN3eQYCa952Cn5gxuGvxDLvVR/YVG0N7D/q9Gl32kzdntc95LM+nkS0yhwRhNGpMGeE8JfNKfW3D60V9rKBZJaZDvNSG+3JiVJfaeaTssZIztGW0Z5pSoPPZ0zf2byt637w+85JnZ2cxOzsbqnx4+s07T+yzIuJDRUGvB1T1PpUsY1/YKjZlSIzAsHpSX/oZ2xXbT8H7URBux1zxh7WZXtuK1o+9N9vXyiirbWUbGQUDkMMQjJTZWuubm5u5tC/uSZqdnQ3gtV6vh/SV0plX21H2xnXisoPVq7Q5F3ZTlHotWvqDyla9ASpJMrI2R6RSuX5+LllZm5SubXhV5aaATydv0fEqZeXuUBSk68RTZW/b10/pex4/78Uy9BaI6EK0bAkNoYa8NFQNXO/GHR0dxczMTAC6TBTnvep80GiBvmJeKj+PMdXWmMSMy10LWRJb2YNt53sMfHnsiKaTaE44HQIPtFqmnYBVX+pZx9h3XYsKSq1hIOghy2HZj6mpqQBgdZ17AHaQ8bkv4Opdc5Dre/ek69nmTlqgp3PcAhV1CNRRBa7XHtcpr6XreXJyMoDV8fFxzM3NhfQwIP4wE15f322Ej+1Sx9Sb716/qb0qS+z4qX2kHuK60ZCxLSto9ZXXX7G+42cESdQZdPa1nBkfVct+tefQeWbBG4Go/oafU2Lrjue2+l9JMsu2eps2yxB7v3ZOeZjB9pOuIyWJLMOqzorNe6ZoOpdipqI223bbfrbRL51DOq8sUcl2MIrNJ+qtr6/jxYsX4bHQnU4HjUYD1WoVY2O90l7cqKupA/qwhyK5FfNqByTWOfq/JwpYOKjKtCjIoJLrdruhk1hS5/j4OORS2M1BqrA1PKM7li3j4Cnz2/bTbX5/H8ZR2Uv7sAGG42w4z4bRvYkO5FNG1NO0wMHLnQHyeUI8L4Hr7u4utre3sbu7G54wUqlUQj1J7lifn59Hp9MJOTcMZdRqtbBI1GO3wE/vSeeFMtZWCVlDeB/AFUAweup0qMGIzUNtO3+j7xwjpgvQaSCbzRxXVbwsYcfna9s8XC8fVdtj2Qoy9l5ess4nza/XzzVtSQFVEXDtp/TLlGGv4YEUfq5GxjNIlH6OujoKXpRFAYY6cwp+SChwrkxNTeVYV91waQFNUT9ZMB5jyIr6tawxtfeh+pKigJRrQm2eApiiMS3qMwX9TBEgecRHZXOTFseI4+LlRardt86CzgtrO/jujZEHqCzhYRloC/Y84uGuxEZbPdug+tQylzyH2gzLrur9WIfFm+N2PaptjY2Pts+bS0qy2TmlBJGtbtDtdgOWODo6CuD1+fPnePbsWXg+QLfbxdzcXIjGkNQg4zpM3vIrbdiynaU3ahugC40dpF6aZWA14Vk7lQPGXcj7+/uBedX8Kxp0AmK2UY9RpD85OYnj4+OQk6v3y8FR72ZYZlbPE2MA7lO80Dv7h+3xlKB6edYb1vAucyRVqRCQ8G8N+apSs4v68vISJycn2N3dxcbGBtbX17G5uYnd3d1QAm16ejrUmaQSaDQamJubw+LiIs7Pz3FwcBBKNdXr9TD2FrjGDL56l7aYOBddESgoa4zVgFnl5h3jsQaWQeBY625Rst7erlHm2lqwaiMgahg9g8v+5Dgo2NS/de5w/jAtyIbsLi4ucvmCns6i9FufagDKlH4gtt/3yuDZdC5KrA/s99qXXAM0RHpejaqoLrcF1dXgKWFh21hEemhZH0338lhX71zD6u/bCq9rWS2K1Z/8ToGa6qEi0Mrr6RwlAKVeBBD2BVQqleBsEkDYyJSdI3ZO2L/Zhn5sII+z98bPFcCpflaQZ4GeJVHuUmIOr51jmsNq81st6WOrpiiZ5qV8WfbWpk3Z61l8Zp2fGKNvnSWdTxwbC15pKyqVSiiPqE9U3N3dDbhLN21pWsywKR+3znnVzoyF2W14RDugKGTIv63XR4Wn9DRDl3YycOHSyKr3U6lcpxCwPA/zYAmGvMLZwyo8T2H2O4/2RZmiwFVLHFkPzjJ4XkoAJx+Bq4JXAGG8dIJaR4W/U0VL5pysqebQrK+vY2dnJ5x3dnY2B4i4c3dychLNZhPn5+eYnp4OZZoYqlDW0hoHy2bynlgeiuCVc07BeT9gcJdilZymXvB7ZbX5mTXwPIcqRrKuWqeP+eCMZGhOq+4aVdBqAYttv9UPReBMwYtuvlRwpU9o4edF7Iw6lv3YO4+NKlPsWPbrH49h0f634H0QEMt3JRv4mQVSPI5rRUsPAgjOhD59h+SDGjA19taB1H0LdMSVwVUbU7YujYmd11af6HpgG9l+60QP4lABeZbVY3mZJ8xr2N3s1Lkx58zafM9mW8BWtOYtMaWfKWC1ADYWVi8LvGqajLZf/9Zo4cjISNhMTqdKvyMxYzezqo7S9aqA1KZU2Qiqx8SynZbRti+bcxsDs7bfybweHByEe9aHzejDF9gXOr+pU5TQ7CevBF4puris4ogNtkqsoTpw/L3ulqTyUmZF0wC0tIMqWQAhdMX0A76oUBlWGdRIWaPnLaJ+31NUGZQlNt9YmRE1UDZZ3AJXXYjKil1eXgZGJMZiKlNL4aLQcWQoYmtrC5ubm9jc3MTW1hb29vZwcnIS2HKeh7k1bHOj0Qhzh6yDloOxBtMudo4tmT0aZConpqnYsIca/TLFMiMewOHnGp61RpFjYVktAgTWclXgavNavccAe+DaE22L1SNWmVvWYGRkJLfxk949r3t5eZkD07aPFLjGgIJtXxnS77x2XIuO9xwTq1NjQN3+Brh2bDW/1IIynpvzh09Y29vbC/V6p6amwnjU6/Xc0/n0ut79EhQfHByE1CGdk2QqLWuo5+N72aA2Blwt0NJQsk3HYNs9EiemVyxIUgJC14sFKPzMOpEq/cArr6Vgi3PNOha6j0XXns1rVTBlIwlsk95jGaJzxXMkFdQpiWLtpd6frcRiHX29N41iWKdd961oFGoQ8Gr/ViCtD5+yGM/aDurco6OjkHrCftOULh17SwrRDnOzfj+51YYtT7HYCe9Nejsgg1DxNlRPI0qwqeVzVHlpviNLgmiJLSYMc0JoFQI+BcJ6W15fsF36vz3GsswxuU+2zva9ev92fNiv1nizz+k8qBKz4QwbRlIFqOdT748G5uzsDIeHh9jb28P29jb29/dzhfFtZYjz83PMzs6GDSHMc9WUEYIsZWfsxkELCuk4kYUkuzc+fl2/2IJh/X1Zoga6CMzYdWvHQzdBcp3xpew8DYtWENAUHM3d88QDqbGXdzyAnPFTpawhaipF3tvl5eWNUKOer1//aXvLlEHa4L0XibI27IsYy9HPsbYpXVy3ClKUId3f38fGxgZ2dnbQ6XRC7Uhu4rJ61oJOC+TOzs6wv7+Pzc1N7OzshPQkPtt9cnLSNa5lj5sVaw8tG6rGmsco6GC7FdzqGrb2Qv/mNXReEzh5jt8g61CvYwGs2gzOBbu5j79jm1RP0tn4/9l7k+W4smQ72wMgk+gBdpWVVfdmyWQmM72Onkcz6QU018voFe74DqWqm8kGRM8OQPyD/L+NLxb8BEASwaxBbrOwACJOnLNb9+XLfftOzxt/LwP9nsurGmNkZWIUg78pzOKxM9vtkIFOJtmT5NMsna4qWdcMGUgDrTOirHed3pCN7cYw9DO/Z+5Cerx//36E5aEbNjY26uzsbCGkLMkpiCBw2ubm5p1j8sXg1QJvCqxOCQ0GEhdRLoJciP6ewUzgancToKeq6uPHj3VyclKHh4fjVBdyi21vb48B2t3dHUIWsAsw6ZiJ+xYrRUrnunV7u79XWVKwZn/7O4QSn3vCp/BiIgIefHysx9LFY+gFgTXnmEtikh1n+/HjxzEfLfzZQUuYiNN12aq1dfz48eOF+pqJRpAAYNkMlK7yVbuxXL5UaHtN0s8GrjbifFDHbDYbSsWHAjBeVlQosE45dp6aznClrqm4KbPZbABlC2Ln/YUFNOtLCAFj1wGC7w103KZv+d7XJQCycWYQ0RnNOS4GrcwXA1dvsHU9Cfl5+/Zt/fLLL/X+/fuRi3d7e7v+9Kc/LYAW1q+9bdl2x9S9efOmPn36VBsbGzWfzwcYMEh0G6eA2CqK530HELOfZ7PZwmbQdL8DPhO4ThkfKa/NWqarPftlmU7n+anXrQM8P6bkYOoe+sz7HcxGUpL4yL5eRUmZ2bHX7hfq6Lh9xs/gNTMl0AbrUstksAmb1BO4eixyfkzNOetz5862vq6qW15Y2gxTenV1tXAU9PPnz+vFixd1eno6PN0HBwe1t7c3cpMz5x0ycl+P9xeD1/vEI6SgWAZKu0XqgTC4uLq6GoPoFD3erTeb3QQMHx4e1q+//lonJyc1n89rZ2dnAB8GChagA6/O9/olCs2WSvaBLcW7BCkTalWFehoAWFB29ZoCF6kgObmFz71xIxdVPpf7Y8kxJhwesba2Nk7mWVtbGxv2Mv6nqgbzurOzM8ArwgEgym8dm+R4pFSCACKs4KpaWPQZhL5Kd5bH4S5jy995Xro9CEjAK/Mf1toxcsmO059TsVS8T4HYZfVdBq58LytlM7A5R1EaAFnfs3uO67FKwOPn+pkJFO77W//GsXLcs1N63IOXf8/7lALPHeHr6+v1+fPnOjk5qf/4j/+o4+PjsTHo5cuXIw7W68TgNWOUPd/YsMvc29jYGDLGazaZy+9lmJit6gBDrlfrBs9dk0UGelNGRz47GXKDSpe8b2dQThmZ/h2gjfnWgXWDW885M5nJRuYcNRaZ0qkPVVLWuJ7p6q+67ZXw33bJd6ECjHvKZDbLsjeHed+tX8aja8fU52CBx48fD6bX8zBPvzLOgdDY3d2tZ8+e1Y8//lhHR0d1enpa19fXY8PWjz/+WM+ePVs4gthe2c4jP1UeJOZ1SqDepUgNYB2AbBrZsR5mSL3b2bvW5vN5ffjwoU5OTur169cjx1jVbyycmTIGgnxjgFdODModrAmuujZ2SnmqH5YBDgT3qsCrLXm7eRiTbIsXbtXteMkErz/88ENdXl4upDninv6N22prez6/SaXlDTkIAB8hisHC4sPlgRuRjUTkl6u6cVUYuDLfqm7AqE+qcp9wD1hlGFsfVZpu9FWXzuhYdm0HXNlcwxoze2p3ntlWM5spBHlhCFTVEH6Uu/pmSkH7eWZemavJnpvRQg44vqozOrs+8xpZRVkG5KcUVQcuXFLOAg7T3ZhsoX+f4Da9L94pDeOEgvr48WMdHR3Vr7/+OtLanZ+fj2d60yfP62Sj5Y4N5cePH9/a/GkXqvsw+3VVY+m5lHrD/9sVCzhPt7vHIse4A5peDwmi/Oyc01/K1mXbANmOrXfxbxOkLKsv3+cYTgHuhy4JXP2aMkY6nZnZEnLTUwJXexwBrx1wvU/9O/BPoe9M/nB/8Bfhd1ybbQdLPX36dIFkfPz4cR0eHtajR48GG7u7uzuMWIekUZe7QjarHihVlr/zQugWby4ax0c5hoNB5XPHejivK8waQvLq6qrev3+/kGfs7du3VVV1cHBQs9lsIUYPJolNPJkAH9e3B9ptWFY6RZKD3llKgLlVMq8Gr52SSldVKrUUGma0MsaVRdsxr36G3ShMXsI3EBRe9HZVcuIHOQs56tBZBdznrjdzzC5mx8cyR6xkAaSwwxhS3nzC+CHQVwlglym0VG7ue4dBkMOVneEAemIIAaHEjc/n82Gh52EFvhaBx/M7N2BX12yb/095wn27PmZMO1BAvTxWU8b4sjqtuuSaua/Ccr/SdpQS8jXdjv494+RwA4Al68B9WPXb+COPOWp0NpsNtpT9COxFYL7k+uyKAXOXsqfqZpNIsji+73378FtKAj9/5mtMYlgvOgynA07d85YBLPdRykC/psiUZfdPUOy54HtwrY0Mk0Id0F9G/nTvqypd25cZAdmujlHOGFeH2qVMZs04rn+ZYd/Vn3fWHXV38V4By4yUlwblvG9sbIw4duTukydP6t27d3V9fT2Y2Z2dnaFXXCeH9N1VHoR5pQOmGN4NXTEAACAASURBVIFuQvKbqhvBaIbVNDIMF0o1T9TyWbgE8xMP9erVq3r9+nXN5/NxPNnOzs44SxewxBF56TZlshhopoL1/1NKme86K39KWOT9HrLg2rH7wwLUwqUTLNQP1tYMjONXAH5OZ5NMCAsb1hThtra2NkI6cO9yzfr6+oIypR07Ozt1cHAw0mF5Awf9bwBjRop5SLtgcJ24G1DmRQYAdL1ptxnnVQGeji1cphj4HgFDShO8DoRnzOfzASpyZyxWOuvSuV/X1tZGJgLiGz3OZuZc77sE8V39x5yzwrQysWfBxhnjleyi75uKe9WK0s91W6bkbPe7/N7KyCysgbz7xMo5w36ssBIEVd2EATgTBesm5U5ndHRGDG1jbXFfDCvvcJ7NZgtt4p7fs0zN32XzeJkeTVmd97kPqMz7ez4koOzqzf3SFZ4snA0f/+/vO2Mp+yIZ3A4gZvjAKgpzKvvBdUoDuVtPXcyx2wpwNduaZFpV7/nMMjWGOR75G+vnPL2QZ1N/QDD3I5sPfVb12yE6h4eHg4VlzxE6FPmLvnEWimXlwcBr1XLX1RR47SyWdDEzqI7Ds0I1mLm4uKiTk5M6OjpaeNHxPonJwMYplHCdwvCyIWhqYSwTSjmpUpgsu36VbJ1dUZ6MVTcL1UIhBSDvXpywlclQwpY6hibZSV8HaK26SXcGK8pYsXDs+n306FF7kpOtxASunm/8T+7Yi4uLkcqHRWo3OIuM+Uk/EdKQ8YSrMkSSnc/xoW2+jv4kDId8fLiluC8smkMhEDQAoA8fPoysHigb8nh6s1cXxzblWfgSRe+5yVxkvJhfFsjpVejSy1hZVd3ObrDKWPS7yhTIT8C6jMnyOjCAdUyyGSGD3apaiJM3O0uIj0/i2draqv39/Xrx4sU4CMbZQNwmj80y8MoJbjs7Owvyg7FPNpE65tr4nkZI97rP8zO2MvVCB4666xJgec7fxby6HTbSl706wJrgNYmMHBfXJa+h/lW3w1oeujDvOxne9WeCPeRHjiOFdZjA1ftvqm4O8Eng7LGb6gfPEXR1GkNJ5tAeiAp7O5i/6F7uAUFoYmljY6MuLi4GCcWz6BcIEWOIu8o3gdecmFW3GcMUQsuQPtd6scIAeSc0CD1j6T5+/FjHx8d1eHi4cIQonTabzWpzc3Oc4wx1bRcx7Kt39sEYZkqmZSVZJZdOmeR7MhkPXTrrmsk4pThSqHixVt0+6tATOsfZ1hrXmtVDQG5ubo7FCzjyAmNcHR/sGE7qYCVpYVNVC4xxF8bi3dkZ3sAzERyZe68TZg9dkmlMNiJZLKx8wOvZ2dlYJz6tjjHJU7MwLtIgwNDAALAHpRPeydBk6QDsMhYtAawZVdqU45CMjT0HFBtKsPerGstcYzl22c6OMOiud58k25PGXFcnKzT3bcaov3//ftyfePeNjY16/vx5/cu//MuYA3/5y1/q4OBgeCcwVlMXdHIIZt/gFYPJIHVqjL4XaPXYdeCNMnWNAeAUk5pji4zKZyTAyg1hKaM61o6/p1jWlP1TjCz3wdDtWNQkFrp1el/Q9hAFcsKGsPvVMaKew2aq0wjxPZxVgBABH8HdsbbWwfl89xN1seHnl2NvrRt8ep2Jiqx/1W1Qjzd7b29vweAlLz96oqoWDslIRnpZ+WbmddniXLZgu/tYKJoxQzASD1tVA7QCPq+urur8/LyOjo7q3bt3Ix8oTBJC9+TkpN6+fTvCBtgdbpZgb29v4UShPMFlSnF2SniKJZkqXG/hsorSWbhM9A5w+fp0jbC4WFhVN7s/WQx8xr1zvJ33LRcg1zgxMwssw0zev39fJycnVVXjWh9I4LZU3cRnVv02Nswv94lBRLKHXmgG1AYFl5eXk/GYD1Fy3lngd8aILWmHCxCPiJBzLlfAK7HD9G9a4gY5Zh66GEX33X0FFoZQVxIspEJnXJa5ywxe/bLAXiXwmVLCnZxdVtIQNeOCvOxYm2ToO2OINYPCqarhnbq6uskIQ6zz+vp6PXv2rP72t7/V3t5era2t1cuXL+vp06fjcBOfiOaxow4G3FbCW1tb47uOEcp+zHut0hBxexKQpkHWzTfqn4yq78u7xzcNlAStZts7tjWB69T/Hah1DHS2uSu+9xQb7LFMYJtgd1Vj6Q3ByRhbF2WI1DJQz++dax7iDNzBekzShHHwgTJs4vImc57BOLCpGJnOfhAfnw24NJAmdI/1nXKFNrtACm5tbS3sjXAmp6oabXJ43ko2bFE66y+/66xL/21wwue5uM0OAAySqVtbWxsnuRDrenh4OJLZezc512xvb4+d6FgfxGJwXGwGSeekdZvSknK5iwJPAcHEc8D+Q5dOwFGPKaGWVh4K0GDHDGhVLTAq3hjFQrJQ4t65kDEePCY2KFwIcj85OVlgEw8ODmpnZ2cIVwsXCxY2i03la7VySRDm/uzYz1UJ1hQadxmPCFuffnRycjIABGnInD2BDY54OapqeD5IN+cclQDk9+/f3+rfVMTZv5SOdZxqr3/jdwNXZAdMANdZUZKKzcZoJ5dWZYikonYbLTc7ALusTnatp/JMY7EDtVU3bkdnd6E+MPikvuLobZjVnZ2d+umnn+rg4KDW1tZqb2+vDg4OxgZPYsbNGtLnnge03VlF+DwZoSn28Hsxr1nuoy8TACZ4zTmYRomN5CngmvH+yW66Xsv6KfsRssJ1y7ZN3YN5Zj2feigB7fcCrllP5ATGOuDRnkDrjs54pyCLnb8+TzL05tdcdzC23BcZbjKK8QBMbmxsDPxjuW72FX3rAxTYxEvYpj2RT548uSWvMVy98bnqxjOKTKqqBfB6X4Pyq07YWvZdt0CnQGzV7U6uWkyI3bFrZutwL79//76Oj4/r7du39fr164WTmAxeOemBYH82lZjJ9eatLjWF2bmpPkmBS72nFLLbTp94A9FDlymWIllVf+5NdR4Ts5detL4/wBV3gWMe/SxbfD4T3WnMSBnCmPo5zJsffvihdnd3B/uOVQwDyxzyGJERAaFBXthkoqoWFUe6wKcAzqoADyxNrqMErVxD/DjhAsfHx3V8fLwQLmBBZ9bVLHUqFYeQ0I8wchcXF7fyGjp0pGpxByvP6FieZX3ZKeBkX63oqLcznEyxr1ZG3wO8dqUjBpYVG1qOK89NWp0M6NhWwCtzDiXHHDo/P6/5/LcdxmyMxTtGcnI8XNvb22P9Z0hCN2/5u+pGBwCOcUGnPLurr/3+0KUzHJcZmjak0RNmzVLOJCNrWeR53oHWjk29C6xOtdH9aKDsHK9Ta8fESdUiQeI6pzGVoHXV4JW5b8Caeg3dg14hjMXrz7rEHrDcID6f34RGwpBm3nH6yQce2Hihf5ABgMzcRGmD1uPUhXygdzE22WdiLMCzq24yDfnwEPcf19mwNtZbVr76hK1l308xjXTqMgsMgMQGqUyW3ln+HEpwdHQ0zr0/Ojqqi4uLwQQZgF1cXNTx8fECgCWej4mW4QMAWBZSAlhKsm1eqDCOdwHYVCSrKF6MKYBSGNFvGQdD366vrw+2blm8q5lkf87YAnLOzs4Gc4o16h3x5+fnY34YhHJ/EuVvbW0tbCS6vr6up0+fjo166YKx0YSCJTesr0kAi4BifnZsSBcntIqSAjw9As4ucHJyMkDH2dlZzefzkSUA9sBZBgzk7zJiMRgwSNgAt4yBZT0vkx/LQGuCEa63CxaAZKXItQBY2FfWqtfrFAh5qNKBySwdKMrv/beNfV4YxQn20nBG/ngeY6DCrHOS4bt37+rs7Kyur69HvNunT59GQnLWG0qU+HbLGdfZ/ZHtSzaLa3m/i43z56sGr8u+z7masiRlja9JUJTA0EZIGiuePynX7mrPVOgD11TVMCYoXUgDv7PxQb0z81AC11XrxyyEp9i4dRpPb+qdzWZDvy6T/3bP8wJXIHvxYODeR/6635DNxKP6+6oa9YGY8xGtyEJvSPMY/fDDD5Pk1sePH+vx48f14cOHhYxPAPyqxRAjH2xDHRMzrK2trQ680sC7Pp9atPnbDig5QNiBy1U3rkrT0B8/fhzhAG/fvl1gXc0mseC479HR0WCWALE+RpTwAVtFDowG6HTMwFQfAPY6ANsprlUJVk803juWy4LEZ907CwALwIZFpxRdeAb9+enTpzo/Px8b7thsx9j7SFbY8Pl8vjDpmTvMlSdPntza5IUQ39/fH79LN+ra2tpgHb0jumMuppi4VEZ2kayipGCnDv6MDTUA16Ojo9HP5+fno570QQIeMwdu81T7E8C+f/9+gV1KN/EyYJgCb6rk+jOr67Gym5LvAa4wX2nQsc7vMuC/pXQg3GWqb5YBJfc5SgTD0/3Ke4KHqpujIZGjbN44Pj6u169f1+vXrxeO4ibOLddKjntV3QIn1GPZmGebO1AzJZezr1cJXrtndW1xm1h7HUOKsp8KF5hiXf2Z1wV16wBi1tHyLEFOttFra+oeOf7MNX7rOFLr2nze9yg7OzsLXhrmP/pwCqxneJnrjt5zQn/kC/pnZ2dnkC3IJXuG8tCDNProc+5HqA0sqDdn0ccGnPy9ubl5Sy5AMvLyZuuqm/VeVQtZgEidacMrPcEriXk1yFl2Tfeeg5fCg0rD6rGhBAaVQQBkomw45/rt27f19u3bOj4+Honjuc6pGFA+hBoQ/4GF49yve3t7wyoCGOWCou5dH9BmK7u7FHD2zypKZ4DYsrRS8ATPF6AVIMkEhQlN5WXwY2GQzLk33GEZstABz9wHhei6Xl9fL6Q3S2Hu+uQCsqVohr/bJNa5suxCp+0I7FUUC/ZOiTuu6uzsbKwVPBSnp6f18ePHsbayb7xBzSxXAlFKgi8bKPSv+7wLF8j56TmZ71Ngz9dRV5QMFj6/mXKtsla9Fl2Xhy53rfupz5eBV8bSqQXtkeqezZh5nwHuSb7/8OFDHR0d1Zs3b+rXX3+tt2/fjmwD29vbg8H2HHJcuePnvfmP+nYsX8cseszcjvsowO8FXv0sy//Up9nmrBtrpfNgeJ5OzeOuTy0n8jf53LsAGfdxPfxcAxsMZTbtOebSzGZn2PiZXV8/dCFlosMQkan2QCZhMcW6GryaEKqqATABrnj/rN/o12TeuYZ1y3O5Z4bCcXAI3mXWOs/f3Nwc+hC21bn20ckwr8xNtxuc5hA0ZIPTTprUu8+a/KoTtkwJV/UxrVPW5dS9vJhYRI57nM/nQ3jSUfP5fFj/b9++rVevXg3r/+rqasR3OJ+rNxtdX18PBpa0K0wWaPrt7e3a398f1pHjX+fz2+EDHVCf6kcXx4t0wP6hSy76HEMmUGdtJWBjvAB27Mw0O80kthBi8jMGxCvDnrMxi/o6dME7O221uW3Mj6Ojo/F/ukOrbnZFpovclixtzlRYmV2g6iY3rU9DoQ9WVZJ5tesXAXN2drYQFw7DzfrCwDPjmuDVStLGYBo7OX9ZcyiAjH9N9sl/Twm0ZXIn72Hl6VcCnu7VlVWuyy9d/8tYSL4HfG5sbCysH+ISPW+Qa87ugpFhRhBy4ejoqA4PD4fsXV9fr0+fPtVsNruVZo0YVdbSx48fWwbP8Xs2Zhgvz23H0ud9aH/Xx3eFFnxryfHIv6d+k6Fl/o2Zz84VPwVEuzWQa5ZrkpgxcM1wH9/HjKCf7VAds8cGsPagWfegf5JB7/pxmQH3rYUNSdQ3CQra0hn8Xb1MKjgED9nrvNroTQNd+hSdxXphjRtQg52cjooxQv+enJyMbDM+aKAjdTAwrQ8/fvy4cHiPAfva2toAz8gD5gLA3OD7vkTPdzukIAtWgQWMJ653lztNhc+oh3U9PDwcoOfk5GQkyd7f36+XL1/W8+fPa2trq6qqPnz4UKenp3V2djZAKGzU9vb2wslbdPbu7m67GxAlnZuqOmG8rKRF+T0EawbTuy4JfpKRqqpbyp/fejeijRPGz/f+/PnzWDhmzt+9e3crrrXqNiNn1yALl3cLjMvLy5E+y22hXhg5uEdsRSJ8rWzN/iaIv76+Hrs0CVvA5bIqwZpgkf71aS0A18PDw3rz5k29ffu2jo6O6uzsbITWMEYWdCmEM1yAdqXCcX8wdswPdpp2ytd/W4B1rmXua6WcdfQ1VpzcxwK2qm61YeoeqyrL2KVlJeuVjBvrgnnMK0GS2Uyumc1mC2FGKC7G8uLiYsjUi4uLBbbHRw1nm2ByqG96MHBt5ljyW+a3YwU7d/ay8VqljP2a0jGyaYjYaHR7E7imnDPoTWa3A7R8l6Asr+3WLp/b2EhDcoqlTGOKl+vFHHDJ5z9kmdLp9vzZO2G51tUJ3WpPHvLIMhgZa4bU4ZAbGxtj3Tjels/5vQ/sqVoEzz6KFg8IgBe85TmQLK+9siY8XAC/1C3TZJmVp/13lS8GrwYrLncB11xgqRg8iatuWDnAkwP9fSgBeVvfvHkz2LrZbFa7u7v15z//uf72t7/VX/7yl9rd3a3r6+s6PT2t169f15s3b+r4+HgAUgDU7u7urQ09bN5yYLWTsHcLiXZNCcapRfalSutrC7sF/eKZduc5/VHV7cMnmOiMLwvN1jjC1i5HJjzpmnj5aFK7x7AUnW+36gaE83zH9Ng6nM/ndX5+viBonVkC69+5g6tuXPId02OFbMbEFmlet4pCHRN4ZHwrwBXGFWE1m80WmGf3YbcT1XPXQv3JkycD1HTxwd6h62TX6ZJM1pS2+b7Z7xasrlvVIgMHEwFoY37mGkgA+z3Bawdgp0oCAit5K3369fr6ujY2NhYYnA70WKmy9vI6wKtT2X38+HH0s+PTvaatQL2/wfK06mancgeIWItkhDHBkZ4Yftf186rBa8rz1HvL9EP3fRppU6wr/WnZ3LmwO31t4Fi1CDymPFxZx2xDsrvZhgxF8FrsXl6fNqhW5d1CltnoxSCkzRlqlmPj/k1iyHIIrIM+YY8O2XYMXq1b0HkGwFW308h16zgZYOsu8FeOHfc2TuBvjF0Kv6N/SHHXAf2VgVca3wnwKeB6H6CWisqCFKvCG7Wurn5Lj4W7GeA6n89rc3Oznj9/Xj///HP9l//yX+rnn3+uvb29urq6qnfv3tXOzs6wao6OjoYgh5nyAQbkKiR8IA8vSDd6tuVrSrKZqyhODWTDwtYULwsJLCpcHHYVOewBQYVAIT2PQQisDRvi+I0PLDAoRJGiuFznqhqxOnt7e7W5uTnYeZQqoJJsE3t7eyMbAfVMy5K2WmEma4U1SduTPTBYWkUxePVmAm+Aw8B78+bNyMRBSAaeDMA8KVQyjcqyNW/3FExzB2AzfMCMkBWZ/7ew90ZBng9wzc1lrh9/2yVlcJBC2UZ2B3BWNZb5PL9PPdMggTWXJAF9SrwZY2sZ5ng6K1ZAsUGRPVGWhXihkKlOuJ5xtoyh6+A2GRxkHzle0MrcBkonh7v+/V7M632Nnyk96nt0hmSCkgR3fk2xuVWLLLjXl43DzhPi+5vdteFjsiFlfAdicz1m+ED3zFUU1gN9AhCz3rAM6urCb41t8r45tvb4EUbJgQHIOMbH+pnPnFWEcacP09uRhkEXA51z03ihCytMosPhBxBGbi/jmOC3K18FXqcW15SA7yy9/J07zgMMGMgTXZxh4OjoaCHOdX9/v/7yl7/U3/72t/rP//k/13/6T/9pgNe3b98OgUjnHh8fD3fv8fHxALgEN2Mp7O7uLmQfsGXCIN7X8suB9aT6XsX1rrp91J3jg6tqQSBRZ7usOwGCizZdQumCv7z87RQq3BQsYuoJ6IRhycLzAWD7+/u1sbFR8/lNCi6DVLtM7LbJe3peOnzAwHVra2vBhTOb3ezu9MENqxKsybgauHJox6tXr25l4qiqhR2lPnmFuW8WK5WlAZOFjueRBRnz2wDICqtjzQAidhPb62GQQ1wadau6LXtSSBoEe14nu5PC+3sBnmWlIwlyvvo6wEIy6lU3a8yGQscWORSF/QjslHaYCNc6n7B3Tdt9zfVmbZkPrCO7IWkfRiTPdv7Zu3TT1GcPWZbdv9OhaUx133fANQ3lZa72TmYngWGjMYFlGvVdKFkyaTzTc6MDvf69SQSe1f3GoRCrDBvwPhlAIs/KzXNTdcm12TGveT39ZcPR+idD+tIY83hNGeJdHbu5xO8sUy0v3EdZPF6AfIPXrNd9xvGr87y6U7oO6Cqf97AiMKuytra2oJxghXwCA5t8cP+zW3pnZ6d+/PHH+vnnn+vnn3+uf/3Xf62//vWvtbu7OxgHnmf349nZWX3+/LnOzs7q8PBw5IDd2NgYlhUuZseeJGtwH4EImOP678G0ZjFrmi4ET8JkprwwcSfkxE4XM200g+oNTViR5LSzhY/7+/T0dPQditX95jp4tySMr3d0rq2t1fb29oKyMyM8NZb5TLwB1D3ZiidPnowNgOmue8jC+BEXRe5N4ojZnPXu3btbgfmw4t6NSmhOFzLAXKA/OkMFqzotfPqHdecMBN0mB8ayqm4xbd4Ih/vM/Z/WPMWKEqb/LmGOHLJyX1X5UiZwmYI0qEjl4XAcxgTjznXwemeeEad+fHxcJycnI6a16iZBO3OBPQaHh4djvtF/7GR2GxwTjUF1eXl5K4bOBtIUGJoCA78HUbCsXt1n3W/zHp3B1b08dgae3C+N01w7HWA2CHNcreMqDYD9m65+U/Mz2VfWn6/prn3oYh1voN2B7dR/Lqy19Cx3oDGNB7O7eBruYqkNjL8Er5lw8Npy+5lXCcbzej/DY2xZSr8YkN9VvipVVgrv7PiueBLbYqpaPCKNXJAWho7Bq/rNzUSsK/F7ANOnT5/WTz/9VH/961/rp59+Gmdo7+zsjM5xon2nv4JNePfu3ULuVxgoTo3x+cNm7jrLhwJgd3/8nuWHH364Fddq118Csc6qpk1WBmZNLMQAr3aD0HdVNTZNYaQASDAq5vP5AlNKXSm0wawcoBIwxTjB0O/t7Y055T5AcabgdrHQ7wQWwsZ5g1cFegxcYVyPjo4WjkomJRbsNW0wu8XuVh9DeJ+QAf6ez+cL7p5kGqxA2agDWOmYi6rF3eUOZfHcWV9fXxDSyX4s6/f7gMUOwK5KSeZzv/T6jnnLOpvtNng1mJjP5+MaXvP5fORj9vHLHz58GGOfG3o+ffpUx8fHC+NpQxdlbOVqQwU5zfrp2JkEWVPAoSv3ve5by9T6yfYsq8uXAFd/3rHwltc2yrpndEYrr/SQsv6yvpQEsC4dGCS0xXPXZJaNbLOhD13SC+M+sfz3/JsC/OmS5wVwwzCH5LIewbsLcZSnH9pQsS5n/Xocc1xy/iRzz29SJ7o9U2EGaagYG6QMQg/fVb76eNhcIDQiF0+n9PNvu5gQZgAT7/qHaoZ1ffXqVb169WrErRKX+vLly5FlYH9/v7a3t8ek2tnZqYODgxEAzdnuHI9JPAk7zzn/l8nRhQ8479m3pkb6HoK06ub8erNjjl2x1Ue9urrxvYGchQ8AaT6fD1e1wSuLEQMFAFtVo38BOzYaOremd02SIs2AGPBMiII3/zmM4T5CmLbbDZLWd363KvDqmChCBbw56927dyMlloEr8Vk+GjkPJEjGtVvPCeqYB8vAK0AIIUv8q18GjQavNjgRzBhHGfc6BQDT6KqqhfpPGemrLpadX/q7KRBD6cCelZ1BZffC8Mx1OJvN2lAE6kDObcaaZ3iDoD1RVTfGCiCW8C3GC2OHhOco8ymjJeeuWcHvJXOnAGH+PzX23e8pU8CVOW5Ppu83JZOmgCf1Mwg10ZHzLn+f9c3nmSAxKIV4Yt6kl2iV8tV1NuOfoDDbMmVoWB5244TxRkgXIBWd9OTJk8G8ojMJrWGN+V7W8dRvyjN1V+naZAA+ZZgY/NoYZs64T1YGXqmI3cA5kbmmA6ruAFt9Bq+Xl5djEvtQgtnstyMcT09P682bN/XLL7/UL7/8UoeHhzWbzUZM1c7OTu3t7S24bCkwfDs7OwuZBWaz2WCvUKSbm5sLuV+xBLe2tkb4gI9184S0UrTV+Hu4q7rinYjEkXaCNFk3KzmuMTuTLh2zsxcXF1V1A7asdBxviWVpNr5jurMwfsfHxwuZA7zArRyw1AFPZ2dnC9Y7gJd2phWZ7hjmh+OwzAisCvw4awOhNE47RqiAcxI7bYmTVyfjusz97n4xgKVvHSaQwo11ABNOOIefW3WTUu/6+nphsxwCjvsjG7wOuzXo0jEKqUA7RmXVYOdL5skUYJmSQZ0yTblt96+vgyV3uM8PP/xQe3t7Y5x4eVMX6zz3MMD083f2r8N9IC4oKHHYKJR5F0/rduf/32M873P/XD9T9+hA0TKjpSOTPM+/tA/SuJoympbN4SngmnUzM8/vGHeD11WTA653bhqdzW68V2Y/Tf4kgJ9yq1vn+X7IZPpiY2NjzHeAvEkYy0VkofUwfT4l24xXpgytbs6kMXPXGOdveffGz2Xlm/K82vLIybys5CS9vr4eIIXYJiYlm0eSdX3z5s3I7Xp8fDzS9DCgPt7MBYsOi99nbBOjNZ//Fki8vb1de3t7Awg7if3Ozs4QrM776U0qTJp/xkJ/Xl1djdMzHCPHwvTEZlKamQXo+N0LzbG1CCErQbt6Hd8ICHVcnVN2wbZZQV9fX49Uab6nQaXdj7SfDU4Z48lcqbrNICDEqK+Zxdztfp/4nW8p3qRFWqx3794NxpXz5l1yDWRu1ymBNmWQ+jPmvJUO751ySwBrw9ZrKNOxWDCzUSyVw32BoNtn42MKyK+qfClwzb+Xsa42xPw7X2vAgOxkbDjsgnm/ublZ8/m8dnd3FwAv65s4df4n/MesKzIa74v7mrEkrIT6IZ8hF6pq4TCFTlG6zWYgvwd45Tl+5+8pkqcDN1Ng3AZIsl/ch3WS4NDhI3m/Ly33+c2UDJgCNcwV5hZ63brb8mpVxeASwqoLbYR8ybzI1p9TbQa4Oek/hIt1KszrbDZbwDkmFV3vZc+dArAJul0yNCJ18JQMmKFcFwAAIABJREFUyud0MqsD9lPlq0/YSsqX72hAVc/cZUOqbnJo2uKYzW6OgoX1/Pz584hJ9RGiuHq5r9mu7tlmxJgQBrrU5ezsbIAB0i/xWx9e0KWDSWD1z1bs0vZ4wnwn+HYcDQyKJzvAsAOv8/l8pOayoUIYAQsP5synpnmMsbyJYfXGHwTJ5eXlyB5RtRhTc3l5OTIDUG9cLVzrfmEzFoX7WIjhJWAOdS9YzlUJV4SeQx88J3MeOgTGsa4dcHW5C7hWLbqHADRT11l4WQawxqpqMPOz2WwBvObGgLsYq6mSoNXeg+6Qhu8Fdu4rwO+6LhVSVR+7yPrH0EMeet0708OjR49qb2+vdnd3F0D+fP6bF+3s7KzW1tYG4GUuIjcc2mGmO/vbbBTrtaoGsUHYAiFItC+VcIYyuHyP8czneN55zXSgddl9fF16NqbmRhpmDvXIe07JgCnDddnfUwxt3tP1B7yCB6a8Q8vA1kMU6oTcJ38xOsmZZtCpy+RFBxIduuc8y+nVMGD0+PmZ/nyKFZ8y8pYZMh3wzfZ14DWJkKk5wTPuoyu/CrxmJfPzrqSlm5awk+RCiWN5wBICatiAcnFxMdhWrs3clFN1QVASRrC7u1v7+/tDULIJhFQvJycn4xQmnsF5x0xkx76aBvcApxv6PsJqFSUZc/rDC8aC0Ju4cEc4pjAZG4NYFhWuXzYWnZ+fj/qsra0NxcjuZANXQCL5VKtukpzbYKCcnp4uzDMsWmcZoJ64YVCqnAACOE6hyr1IEYQAy/hRg8Pr6+tJIPetxX2dfU+coGPIcTV5fTlm0XGDqVimFNR9mL68PucWdcSoweCwZ8QAdiosoFMYrLXuumQgHAbjfv1ezOtdLGr3m65N/sxkgQ26TmnY/Y5CxeDEW2K3P25LWNfz8/NaW1urDx8+DOIBUAtjlMSBvWXOQIBuyFhWwKs9N93BIQkQur78XjKXchfw+9L7dPNlSi938/2uOZ1zqgMhXb2WgZQpUJTXVt3etO35YRJtlYV1kIYcesMeoC7tokvOS/ehPXhdKq3EX1ybutyyK3XYXcabdbxxgMc1gfTU2GWbuzkzVfe7yjdr0ykFlhNzqtA53h1XdTNhEYq4oQA15+fnNZ/PB1X/9OnTevbsWR0cHNTOzs6t3IBZZxi8ra2tOjg4qB9//LHm898OODg/P6/r6+sRikCoAuELuLiIrz04OLiVszSF6LJ+6/qMvllVcTgF/QHrmm5wFA7gAWvOizBBk92+WKuAVoyB4+PjodQ+fPhQs9lsZJIgVhMgY7eiwwvY/YxAcbm4uBj1oA6Ef2C9Y4SwiQtG3WCdsfE8xdjKwxU+ffpUT548WQC/lFUJWDJpADBgW+kzs14wGM4sAMM8tVErSwcMp0q6JJNloC+tGPzdp0+fRp2q+uN9XQ8/awqAZ919fQLY7w1eKV8yV6aYk+ybBK88p2Nj+I6QAYdGzefzhdh/9g1AMFRVnZ+fD8ac8eQd8OosF467ttyGWc2xQD90bvJU5u7TfH2Jm/J7lm8BZHcRSlMA4z7PWzb/O50/peeW1c1jWnVDjEAKAMjSw7nKdemYbdeVee1NpF26qGzvlCxJT4kNfO5r7ydrw+yrPYHdxuYpA2dqffDqjP1lRkyWu4Ar33Wb4Lry1dkG8m9Xpvt7qtJMAAaEypvhnM/n4zStN2/e1MnJyQAJz549q+3t7Xr58mX9/PPP9ec//3l8NpWeCKCxsbFRBwcHI05xb29vpN7iBKL19fWRqxDhymRBgO/v77fhAzBHU4vV7Ef22V0C6FuL+8UKGze6XyiQqpt4MSxOL5z8v6pGCrLT09ORwunk5GSAV4wDHz5B7Ob79+8HY8mmOcag6maDFhuuugIThGJF0ZodRSFjjBBfy5xcW1tr+8Txlyhpj1fXH6soBwcHAyjgZuNI45OTk3GKGPUF1JrJ6FjXLF8iqFxoO+PGJhv60H3tdG14QdKTYqMuY8vyb///Jco52YX7slTfWpaxZtTP1/pzlN0yj1PW394VPx/laLe/jSCA5/b2du3u7g6Gfz6fLxgaZo8s44kxZzPlzs7OIB1yg47XXwIa9ESGlEz1p8mSbPtDl4eYJ5633fsUI9oV2or8vuv6L5nrHfDp1lx3XfddetKSrXR7Vq0rq26OtrbhxTyzlzXnVpZsQ5YM6WBN413EoOd/1wc5Cb4BvKYX9S6DLcdgmYGbnuRlDGv3nJTTXyJjvzrPq+Mh08Jf9ltKCgwH5CfrSgwVeV1PTk7q6uqqtra26tmzZ/X8+fOR2/Wvf/1rvXjxovb29ibZV1hXgv05levs7GwcN8uzOJnp+Ph4AFYD6zw6NlNneTJT7oov+h5MgCeJ05CweFx3x0EyHizcZOscrwiodMJ8wOvZ2Vmdn5+PTAd2LRJThLsQNoZDIggdIK0ZG/3swoBdXV9fHwAWA8MhJpzzXvUbuCKLBC5SmPZ04VC6xWpr1R6FVQHYp0+fjvawieXg4GBsdjs+Ph6nITlmERYjx/e+VjSlm69TTAMANsGrgQd1/Pz58wLTZtc38yzlSCdMp8oyo/Ku1/cq38LAVt2Ws/5+ChR53nIcNi821VXdyFEf2Y088YES3fGwKNjj4+Pa2dkZ+woIzaqqhdjBVMK0ZcrAyD6cUsjfg3lNgOnPU4Hn7+7Ljqbi7wy2NExy/k+tnWWGrO87xejeF8h0rF+OG3onv1914bnITYxEe94AmmkYdeOS/Vd1A1xzMyPg1boRHexQN6fMAtAiV9nQOAVEuzGaGk9K165lRv595ohDg+4qX308bMaz5d9dxXKwEKwGwd4FbTaONEDEQV5dXdX29nY9f/68/vKXv4zXn/70p3r69Olg2OwepzBBOM1pe3t7xDDu7e0t5Bm10q/qYwad+xX3uMMHzGq4pGDpFMqqShogHiM+J56Y/804e9NWtzudcAFCLnygBEoQZo22ZrA6zAvj5XRa1JlDLZg7s9nsVl5gH0bx4cOH4Urf2NhY2D0Nk05+WEAycUzOdsDzzHTZtenFhxC7T/qPryk7OztD4AHwDw4OBnCF8abvcy57gwz1XaYkcy3f1+gyA2uAn0qIMcMdx/OcvsmbfbK+KYcSaKeC7EIPplxiyxT6Q5RlAr5rj//PsTAj5L614k8wyDWE4Tgf9tnZ2YhB9hpENmB8OEzIhiDzbj5fzMmMJ+bk5GTM5aoaHrGqGjGt3gTqPrL8QXbxLEq2+XuAni8tdxmFfJ7z3W03gPc7+iVBvH/v+3k+3UVK3Xc9dGsq25Njhh4ltMv4IeMxV1XMulYtMqToD8v9ro/5XWdk0ef2JmAUzmazsbfm7OxseNLw+OExpH4wsMSms9nRxXIuN775+7uMmLzXVPuWybQO+N5nbX51zCtC/74CIBuejIAtDm8AgFk7OTlZ2KiFAtvb26vnz5/Xixcv6uDgoHZ3dxdiU6esRiwo3Kwo8c+fPy9sMgA4Y/3gcgVEIUw3Nzdrb29vMBV2PTORu5RJU4v2e5QUVv6csWUBZliBQXkHfmDQYLMZO9hWxgBl513FFlSe2N7gAbB1nflub2+vdnZ26tGjR2P8rDzNhhLHR1vsgllbWxvzYTabLcSSOjelAa03+3yvHepsWMSwAOQzR1lPP/zwwzgVCaudeU/9plip+8zNKaHjecaz6NMUXPQbgMduYOrs57AhkPunsp6y/jvQzO8MBL5EiD9EyTi+ZaUzNlJJZHsxLAEFXJfhLV6/GD9nZ2c1n89H+kLv7udZzu9KfmavvaqbOFaDYzZwnp+fj7lh2WCQVVXDUHUogedR9kH2U9ePD12SkMj10bFP/s1dQJZr7gMe0uD0nEj2Oef8MtAyBXim2tdd5/Z085ZxRifk9d9Db5pg8wudiF6wQe0NT904df1s/QO2oO0YhGdnZyNv99razSZmsjNRT3tEs3/9PHu36F9k9TKPhuWudd5d4LWba+7PlYJXWz5W3i7d5OdaswJ2J3Ki1dbW1kJcowUoCddhRwE0WBu5KE3bT9WPiQb7yqaiPH2LzSPEenF6EyCW+FfCBwBjdjd7QU4Jhe+xGDumykKIScZC9AYWx7BxjfsYxZjMDfGpbIyqumE1YWC92W1KqFL/jKN79OjRcJnv7e3V+vr6WORswkug4zhWt4V2fPr0qXZ3d8d84zkcbAEL7X50X3nxryrbgI9PZH5mH2FsIGjMbFvYuk/vEx/lchdIqFpkGDrQkULQ+ZPNspkJWaZ4s35TSrtTtPdR4A9dlsWZZd3u81u3l3max1l7fsL0XF1djYM7MD7fv39fVb/11e7u7i1jnGfkKWjMNRdi9wgvcHgCpwnB8lom0B67VA1u0/CmdONrpb6KkvPyPobgFHDtgIB/kyCDz1jzKZ+Xrc9uznfz0WuW+9sQ9u9cnym3cv7GwM9y2nrbfbrKNYqXLedV1aIX0+CV9WBAx/XJeAIaO/KD9uHN9PH2fM8m4cRVaUhYhqKjnCWHueHTFrMuaVz7XgmYKfcFrjl/lpVvyvPqznDpwGK6UQ04AAPb29u1s7NTW1tbw5qBdT0+Pq7T09M6Pz8fxw16MwE72T3wDEzXBk8G6PjDw8Nxatevv/46jtdkY9Hnz58XdtmywcBu7Z2dndrf31+Ifc0d1R7EjJ/8XmXKKu5YCxRcZ+GbffXk9i5l+oEFTq5VQAmbtGxhsxAN+r2Rh/v7tC3cmbjNqXPufKZNDrhP5cizPnz4sBBDDetaVQtAPhenFzR9kwv6ocrp6emC4rLQ9+bHjY2N0VcYVWnA2UU3BWC7eZrz5S4Ay3esHZi8DoBRZ77n98iIZBNcx1SkzKncADQF/Gxsuu6rWqsdcJ0qqZxc32yDjc1MNcacJracPrfs5QhuZDVjkiAk+3cKKFGvjOUDvK6trS3MR9/j+vp6waXKZ1U3h5d04+i16XCRVYJX5orf+e4ug8TzOvVtzvmUy+k9MEDyHLlrg+ayfsR4ROaYrau6DXKSzbuvgZn16Poo/37o4kN9DMbT+2fmsDOSOzKILD+dkcJ9pwyUTs65JODOusD0bm5uDo9oVS0cXoMX0vIz5YdJRObEXQbXsnl7n/LF4NWKOq2fLDlBpxYIbnfvOIV1IdbVG31we/Ld27dvF447rbphoKbcbwZYZ2dn47jZv//97/V//+//rX/84x/1+vXr4epm4NjJvbu7W7u7u4N9ZSI6+0BuVugCud0PLh24fciyDFjwPjXGnnhmb7ivwZ8nOfHFLFZYGjZc4arEovS96EOyCgAsbW0y5rjMZ7PZMDgMIKl7so4wS7QDJe72Y6ysra0tnEyW792zuvjrhyiHh4e3LF76MvsH6xpmC2aganG3bIKP+4CpDjzxd97L1xtYua+s6HxdVY36d+C1MxI64Oo6ra2tLWSP8AY7G3DUcZXg9UvYbkr2tz+3rDN4pU2pdFiTyFc2/H369Km2trbG7zp2ZYqRMQDjO/owvTSEc3lccZHyOZsOfW/aPsUYZp8yV1YFemz0TAGvZaAxWbMs2Z8dcEXPeD25P8wW3gUkk2m3py7r4d8b7FnuTgGc7tXpwQTyqyze55GYxq52j1nKGBNEyXxaTucmXzASXl48GZAoBppeD+lJY93wPzqD+15fXw+QDs6xkWhiyZ48G7/ODOM2pxFj8L/MmFlWVuLHXFaBdGUwKN4ow0Rhs8/h4eE4Bvbs7Gwkrc90WmbhYEEtQCgGJqTBevv2bf3Hf/xH/b//9//q73//e/366691eHg4dqlT94uLi7F7fmdnZ6RwgvUjeNrgNV2fVowwDMvYrFWU+1isXqCd+4nv/HvAZk5wFkhVjUMBAFiwsD4G0AqJRQPzw2dTp/bwSiDUCR0EAPX8/PnzONaSax1r6136bnMu7I4ZWRXgOTo6usXy4inImF6uM1C09UvpFJc3yqSR0/0OIZkpsQw6vRZzN216LGwImTVd1s9TitCA2X3x8ePHBeaIdtO36QJ86JIAn7ZlmZIXHUjCSOQ7FCVrBjlcVQuM67t37wZ4JQ+zM8GgqHgGY0NfYiyRsgfw442fGP6Xl5cjpV6mI7Q8QGYTfuQ4vexDGytdua9R9rXFMuCh79vNjw7AJlDImFHLyCmmlbXMb6y7lhmLaVDwjM61nM/zq2PI7wPoH7IQotL1bWdsZBssZzweZiyRdchCu+wBk9SBTAJVvwFrPNbos5S7bCoj/pw9Rax9vKHICdY569MyGtlsGeKDRjyX0EVJMnDPZP6/xCD5phO2vuU3DAqgBvAK60qKpbdv39abN2/GOe1shjKgrLpRNFW/DSZHt9paoi7eHATD8O7du3r9+vUIFzg6Oqr3798vMEJ2cZPiJTdusWGG7APO/Up6C0/kfF8VwJkak3zvmPJcdMkaW0h1rKsXn1lX4lwdS5eCOUMQAPv8HtBpcGEhnBa7759A1ECNvMIYQYSJYKAko+R0JHaXrVI5Us7Ozm6BdM/zPDABwWGjxAolhTC/9bjn3OBv3hl/xzSyFswIp4J0TJcNQKdKSo9FB1oTwFqRJPPazXeEv1lJ3jvA9FAl586XyoMp8O45ABAxOGRdkxYQwgA5eH19vSCn8aBw7/l8PkKkqLdzwQJQZ7PZQn+i+KpqEAneBMvc5LOqGnOLtprt8Xq08WMZZsBBH62iLLv/fWV999sEl3nPqZeBbfcb7p3Aq+q2u7sDrh3wzX5PFtgkRa5R65QEtsnurrp0wNPjaz2TcmbKIE1XO7/Dw0g/gS9s8HG6Z1UNzOEcyeAbyIv0wCG/ALGQgDZAuQ556Pul58bgNdnfnEv0YRoD9J3fl5WvyvNqobpsEfpzJhzKgoHAzbu9vT0GaT7/LaE8IQGAV0IGYEc8GZhQMJ/Exr5//34hvYrPJvZJT+/evRtMAyc7mSmgw81MAFxJq2RQQ+wlCtu7p22JGBC6fI9FacHgMUuhlCxbBxhms9mC1ZgABQDLWBEa4OsB+RnjZvDKc1BQFq4sSO7JeNttAsvNwuHgAxYp9eY+aYB4Y5cXt931gIMsqzJMPKfMMlkJ0EdO9cJ3zFkfrWylYrCXMV6UBFr0NZsgSbVE6jkMQysoXoyXGddks3Ozw1TMVCqYfJ69HqnEzV44vZfv+9ClAyXLyjKgQlvMPhq8oqxsTEIYYMQfHx/Xx48fh8I8ODiog4ODhfAfNkNaxiHfiWVmwyNyIL0X1PPi4mLMxZ2dndrb2xsA1USFmVw20lopm3FiPSczueqyzNC6T1kGXL1eLK+zjbkuc25kfTsA6e94vlnczlhKveK1OrUZyWDP9+rW7rI+WkWZinVFH7m9HeOaAJb7APzsYfJ8tfeC15MnTxZyrXMf+tReLINX9637F7lvY8LfQ9qBp7pnG4Tn/pduH8XU3OZ9ylvisprtz/9/6Sw6PgdocroKrCsCkZCBN2/eDAbA+c38DMc67u3tjd3tx8fHw2W1vr4+JgYbvGBcvTGL2C6zBG4LgIjwgcwL6hywDh8wALq+vh7vywYx/37o0gkaCz23O/sgv6u6OYc8dw/bWjMjwjUnJydjMx5GQ/YBQLKqRmB5AkU/H1DpuFjayUKuuonD3dzcHOCVDAXpYqMkk0EB3DlgPV3OqygZs5aKmfWWG8zSErb13AGFdP/wW4R6Kkqz5oBYA1gbc6mocvytOOhT53rNOLpkg1OZuPgaA+YsPH8qzOchylQdu5LrMoFrgtcE3jYokYvHx8cjJzNpCat+i6vb3d2t/f39kQt7Pp8PVpZ1R0aRqpu8yaxFb8xF1sP2enOryYHUDdQfmXB1dTXmRJIUKNoEA8wVK9lVlPuwo/mdxyfv5Xv6+g6cphznt4DdlN18Z8Mx1zv3S1BqoJLrt2NcHcKVQDxZOgwAA9yu3dlPD1383Nw/wXOtt9JIzr7nPjCp1osOt3PqLM9xZwZIjwNz31mPwBsdKMzxof7cy/occof1TN1cx/SGO9wA9pZxzTnlPrurfDF4RXi74V3plAgKiEFDOPl87KrFQwkODw8H65rA1QOOe5E0V+/evRsWDe4nrHGE7Pn5+UK4AMKawbG1SKEdnz59qvPz8zo6OlpwpXF8Ke3DaqF+pu+9o973z2etonQWbT6/Y7FyorFouBdHtnqjHUaBc996jElQTnwxyoZnoBypCwvEQGw2u4nzJBvFfD4fByKYpa26YSsBbZubm/Xo0aMRV8vpToQJOBi+m9Oe1xZUjh1yuq2HLLu7u1U17TLuhGgHQq3cmfP8PhXaMuZqCkwZMKRRu4ytznsgLGHvOhDb9QH/Vy1uLLGRMQWIvRa+hD370uL6dkC+6x//3Sl2gxKDCoePkE4OLxSy8Pr6epAMhM6QJo61ilyG7cHrgQx0KkFyMO/s7IxQAuS15a9luLMKEMueCjsZQitcp4XrjkNeVclx6+ZNZ/RN3aNj9/jfoIG5m673DFnLOZKMaycnXJADKQ+zfQlc0+WfrGuuVV+Txp3n86p0ZdVNjmnaOyVnOmbT7cs16uwduS8AXWRW1Qxphi7YU4jn2R7QjEvvPFWOYTdwNfnmteQDpZiDeJJNXkAYUqfr6+thjPLufrnPWH71CVsd2PH33SS1leBd+5kei9gnBBo5QgEEPIPOsgL89OnTiJu6vLwcO7GrbtzJgMnz8/OFeNfDw8MBkqtuKPGM4WBwmSTEv9IOWAK72uwWtxKxa91lWf8+REkrNy1lg1KPYee64XsWHIrn9evX7UY7jxMMOeCWwHLfl2cx6TOulfYAPgnvmM/nC2y368x84TOsSATs1dXVOC52b29vsD8//PDDAtPgvmJO2rJ2HHSXtu0hytOnT5d+3ymDHMtk5dzGZCTX129OXctnWFkBMknRxTMwGMwKuD5ZB/7m5dRfjAn9nAI5mZAE0Qhiu+fs/kqmd9Wgp1uXUzKgA6qdHHH4AzLYwByjz6ddcTwzoTV4k2A2WVdmd8zWMD/shXr69Gm9ePGinj59Wru7u7W+vj5CFV69elW//PJLvX79us7Ozur9+/f15s2bW6Bmb29vjIE3b1bdbBpDiUNk+AQklO319fVYj6sayxy7KePHc3UK3HZGp8FLx76yTt1/s9lsIV7YunyZccv3Lsnw53c2/KYMy2XzvWOGeXFff9/V8aEKzzTwR95TZrPZmIvJLDt0x0YG68kspQ/t4UAm9Cuhidn2BIkARRM3JiI45tm45tOnTwvg1UypQTDyO+VveiKps73d4Kv5fD50KYcOeUzvQw580yEFXTFT4jjAnHQcz0rKKTZq+VACUmN545Q7yS5ZJg4bDi4vL+v4+HgscISaKWzAJwDKAAtlZSDuxc/gIvDNvnLIAgPso2N9ahCTdZnVvWrwmswUz7UQ8CKcEjBM1IuLizo+Pq43b97Ur7/+Wq9evRrMOSEBtLtzI3eF+dPFcFE8L+bz+VBYPijChbmApUoKrPX19dra2hqKd29vb+HMdbtEbMXybnbBWQoAPqsoz58/v/Oa7LMUqhhVGRuFYDOImHLd8beFMuOFpU4suFPIOd6rM6g83wyMiVc2M24GKn9vpZ919Xni3MvuQcb1e2zYQj4wR3N39hTD6nYmQ2fXocMFeB5rkdhkjEDiVlkfMKXX19fjN15flhXM+d3d3Xr+/Hn9+OOP9ec//7levHhRu7u7w9h89+7diKEFTHMUON4Y5tz6+nrt7e2NujG/aK/dpsgWH4ec7PNU/OdDlLuAazJMXT1yfA1Esy0JFHMtTbmMff9uzWWbDISzPQlAHMKQpEgaxsuemQZ31e2Y4lWWXFcpP2gb/c41lrN5MIx/W7V4PDp/o8fANpmRh37g+w5wdmF4yHzf2/rN7n7HlyM7fFS76+RnJPPKemSDNiTf1tbW6Ev0933G9atjXi00Oguzc0tw3fr6+tiFSsgA6JvNHYDX09PTASiZHE7vkumBcBlzlGEXw8PAmBL3ka5VNawCrPu0MnFNwQTRHmK0YClwPe/t7bWpszK+rmNOVlGWWbud0u8s8hxfJujh4WH9+uuv9fe//71++eWXevfu3XDfs5DsGrE7oit+foJ95mGyqsm25yYwxu/s7GwhvQjMOePJWGIcEQvbCe0U1pm6KzeoPFR59uzZ0u9z7lqoZnC/rXWDVRhXM3ZVi0DQfcHfBoebm5sLKbAyr6pBcoLlnHdmdX0EbgK9nLfIEIStgavzJeamkmUM0kMWp7TJ/rZyoU60MdepjURncPDaID1PnoT3/v374SYFzFO3k5OTms1mC2nNzMjQr/Tp9vb2AK5/+ctf6qeffqqXL1+OsIFPnz7Vzs7OkLdXVzcne+GRYc17PwGbLMkJawbWO62dmcbMlw2RVZYpmdYZH1w/tZ74nvXQGc0GVQawacx0z5qqZ1fH1Pd2ZVsWeg577ibjOuUBzGf6lfVaFevqOrguBqy0N/cTVN3Mu9SzHcmX6QQhWJwPfQq8ZtysGVee6bbwPfdOj1XKTZ7N+ku5m4agPTGsRzw19FtnTK4MvKZ7cWrCdJOv6sYVDwNDon8EGW54wgUMKBHgZkVxIc3n8wEmYfgQ2HZZUi8GjU4lNsrgyIuPzwBBTEh+e3JysgBeGVTHe5F9wCmDSP/kPvoepWNd0+jwIuzcT8m6kt6MAx/+8Y9/1K+//lonJycLaXS4H/0NkLlv6QC+ww2urq6GRWuQlL9jAxjz7v379/Xs2bNaX1+v7e3tMcdwqVbdMLawsx1zk0LuLvfvt5a9vb1bn3XA2qyIwSsWPS4qf89ct6DtmJZc7/4Mg5M5lGyuXzboLJA7AIpRYLd27pq1EKZeGdZg4GqjM0FE9ucqCsAx5wrPXAa2UollyjHcdWbOUVx4oEwWuD+vrq7q5ORkPMeK0oz29fX1kH27u7v17NmzevnyZf3pT38aIQN7e3vjFC2DVtyL6ACO566qevfu3S0viF2oEABmrbq1D3ucLP8qiuUApZOxLszbzmjqjBWMShj6dNeQp2RxAAAgAElEQVQzJgn6HCLg+uY85++uXfldB1oTuCbj6ncDLUqyeVPgNXHJqsoyBtbgy3PL7eNa5Is9OFdXVyPEyky094n4WTkfsh+7evo39rp1xePpHOcJXJ2qjuK2ey3SLhs7yczfV75+VZ7XVMT3mTAsSjrAbnYs+0yO7fiIVDr8zUJkcBk4s0lMGihvd1jufLRQMFizpZv9YVr8+Ph4AHKAKwp2Z2dngFcALC+en/deVekY1ynw6oloJeB7sVGLDBGvXr2qV69ejTyRnSvaiqYrXZ8sK9zn6uompZPZp+76z58/DyVJ+i4MK9hZNpAwtgcHBzWfz28ZNu5Pg69lbruHKDDDlE6hdOPLunH8p93W1J/1kCC4i53LMevioHh3v1jw8nzHUVqYW0FmrsTcbJagFwDotDMA39wxuwxgrKpgRCfbnKAkS7KuHXDFu8HcraoRPsUGVsJ3bCRU1ULKHYCilQ/XQU5sbW3VwcFBvXjxol6+fFnPnz+v3d3dsWnx8vJyMKYYi0+fPm0ZYMfSE9Zgd6XDuqpusit0smNKya+qdEBvitjJv31tMnWut+VzhpYAlPwZxot1m++1TJZ0nzEPMrTGY7NMp3iud+OxbL0l+F7VWCZwpp86Q556pYHEb7xR0m20S94yq6oW0l11oJQ6uiwzRNKwT8PBWAsjH9AKcM3UihSPrT1rVTcYDAKTe3SG2V3lq8Fr/r3sOjpjNpuNSgNciaXyRh8OCTg7O1uItUiLxQrXMY6wergoq2osJhSWhbKtBgSDFx4CmXp4wFF01IHAZBTG1dXVUJTstvXOOydh7wDWqlgB796fAq5mwAw+7SYB2PjwBnLmEudKfxo0oSA7a9vlSwGswZbbwb0Man1f0gTt7u6O8AZbpgSzc/iFDSqDR35TdWNhs3gx0h66ZPzlFHj1//6dx5qcpum6qroBHIy932lvxzblcykdkDWATWDbgWIboO6HBK7UITeSIYRhXFPZZn+uGuzkgQwGkZaBnaFr48OhAgk6kWH2egB06XdkNYoW7wSpsLwJ0YSAN+I+ffq0nj17Vs+ePavd3d3BvrPjmL7leRsbG3VwcFAvX74cxMVsNquLi4uRGshHbiNbGa/0mtFv9FeCf8+RVZQOlE6BwWXAzcaa57PBTYLXfOdvWPSMX+9c9veRI16HNh4z5CWNq6nQoKl6dHW6q88fukwBV+rqkCLPa7cPrNCNNX24sbGxcE+TA+6/Zf1Efbv+SiDul40Rb4wFtDqnfWfoG7Q6x3pVjTCf2Ww2Qoog+NwvxhrLyjcxr93k5hoawf8MrA8lwP2DQGOjDzlXiaeyEHK8mp/lXH4GL47T4Mx7H4bAjj6OJSTkgEnk61PIMBm5f7J9Cbz5zqwwzIjZDCbBXcDuWwq7DRmXFLSA8UxwzKT2eNvdd3Z2trDJzv3/6NGjEdNG3zvetyteuJ1g7wQkC5vFj4Jjkczn89HvLgBRHzjBBsKTk5Oaz+d1fHw8DCXGe2dnZ7AbgAJb2XaVr6Kw0KeE1jKlxOcWVhY6Od8BCKzLDuh193c9/JmfP5/Px7tTjiUgvotJcNwZv7HxTDv9criB75d1XXXJ8BbkC4oi07W5pOJw7JvXQ8eEuZ9s6NMvyAFAo+P5STMHq0L6w729vdrf3x8xrVU14t7cPtYRABYGlvhy1t7GxkbNZrMF5W1Cw+5qt8PPSqaI9q+qTBk7ywy5vCYBLJ953SNf+NseD8tJy3zAbse+TQHHNFwN2DJMID0uBl5d6EZnSNwXuK7aqPRz8t34xmDTeh99YCay2zvhuZzjxd8YdelRmuqjzoiipExIAx/clIyrZQO/s/zJ07iqasFDZmzFGs2QsrvKV2cbALi5E6puwGNaJwau3tSEImSjjw8lSNbOACQVYlqYxFKhqACuHPHpDT0XFxe1vb29sCPev8NFlQIvY1iwTDJ1hAcN0GZlgEJIRb3Kxejgb8bPQMUbMmBk6E+zGFwLkwxoRRGx8YkYNxh2YmR9H5dOACSgSGVE38K+Y+lRD8aEZ1Pn+Xxe29vb9dNPP9Wf//znevnyZT179qweP35cZ2dnVVWjjWwgMVC+uroaqd4wnFh83hiUDOlDFQv8BIVZOuBXtbjrfmNj4xYzbSZ06h5VN4B+yrXN+9R4TwFf/50As4udtZuOdehQAW/O8qbPrOf3LmZYzJ46a4VdxxQbF8lWo4y8mcqeJG+o297eHusKzxj94rCDzc3N2t/fr/39/YVMHAavPkq5anFDSoJPz5vNzc16+vTpyLVM9phHjx6N0IMESbQTRQ/gRw7wfW7yrVqddyvnzzKZ3snA/L4Dr56ryBzanKCk6saIcxx7F0KRwLkDru5ve0A6IiuBKwa+AQvjMAWgu750v61SZyYQt7HMPK5aPHrb/WSZhKeDuudYdX+bzX78+HG7CTnr5v4woZFzwbrWoQLWnQat3cbYDFfyJniMJDw0HWnA2Hue3FW+innNkhO9anFnJ8LQeV0BkNfX1yNW0udp50kttqbTqquqWwvJaYoIUXCogsErrCHAq+omJ6ADk5PtNbtcVQuhAWmhWGEgxJ1zlhADJjXPWdVixBUHKOeFIPEOZO8+xqVhhQTAdR7Wra2tms1mQ5ltbm4Ohv36+rrOzs7G4sn4WY9px7SzEBkjxgZWFyabTSNmf6jDxcXFAGmPHz+uZ8+e1V//+tf613/91/rpp59qd3d3POf09LTW19cHS+/d+LyePn06Nh5WLa6Jjol4yJIMzF0lwSe/QXBtbGzcUiDOF5iChTFhLiWjkNfx9131suGbn5nJ4f/cZWtlizzIGFcDmey/uwyBVRQbk1WL6XM+ffo0FIDTrlmRmvmvunHV4S2xa5e1joG5v79fnz9/ru3t7VpfXx/gs6qGDIRQ8IbbPHvd3iqHdNEex1IzXyAokDNbW1v17NmzAVjJOUvOWLsb6a8ErmSw4RoTCfTBKse1AxH+bsq4nFojtLGqWtDJ/8jCDlT62V4f7ovOgOwAbBoQSUQkaDVwNXvuuuf6m5Ij+feqDU4MpKyv+9/z16FM4Bzv7qeu19fXt4xSk3MGlsxppxm0l4m6sLaW9Wmy5Tbs8iha3nPtOOyMdjnPrMN7eJbvzZq3EWCQf1f5YvA6pSC9sKgMBQGaeV1RimyGeffu3Tgm1Cmr6NDO9dEpKAYZMEmIgk/AQnh7Zy6TK+M9bCG4fXYBIDRoJztq7e6r+m1BO9clANE5ZnnGKsErLnMzHwCBDAO4uLgYrsKqGpYffeAzjwExpEBjoxqniJD+Ziq9Bm1nTjGOjLUZNbstcfGbhSHH7osXL2p/f3+cuHZycjJcF48ePaq9vb368ccf61/+5V/qp59+qqdPn9aTJ0/GZq2tra3hJWDMciNgt7Cp46rzvGa/3fVdBxCrbpQ733XuKoeQWDnlfJ1SPK5DJ1Tzb4MTt8PPdnwV9eO3CGqnWVoWs7Wsvt+jIJcMzpFPvDoD3tcyPrPZTZiEmRXai+xijZJp48OHDwsyEKW8v78/gChMLWuDuY9BCeglmwFhJm6X50qGVsHArq2t1fb29pCvlssmFOxCtTLOONDMVrNsjq6iTBlwy0BaXpfsXobJ0GYALH3n+xtwJWjq6pJrs2MJ07DMOZnvBimuv5+zrE/SAFiVrnT7/WzjHLc3+waPHGOTMrRqMYY/x916BDmWObJ9iha63JsiPdYGqn6ZcbXOMoaxPqCAA0x4QfLQPhMFSUZ1RsxKwGsOZH6GgKIiZsgyr+v19U2uTU7RQjh697AFVQphruF6U90IV15mW+i47CgDEVse7nAGywrFmyEIjwB08Sz6x1ZUbhhJC29VCzKFiF1Omf8WtpR+QYHiJsDSYiPTo0ePamdnp2az2TAa+N3nz58X4mdSiSUAyjGjrihmWB4Whdu2ubm5EH/3+PHjhTym6+u/7XJ+8eLFCBl49uxZbW1tLSgHG2bszmYDF0z7wcHBSJ5uBtLxlasGr+5Dl7v+53fZ3mQBOmVkJiWV0hS7NQUW6PNlDG0H7HJzAGybmWTnhO2A631Y1inD/SELSojnIUM71iKN6S4ljYGc2RKegczc2dkZLJBPpLJL37LSDKcNNyu6tbWbk+46r4Pb2YEUZCkH2Bh8Iv/NNmdKLLe3qm4p4mQKH7rcZUymwdQBsdQBnYEHOPH4AFj5fQdec52nF8Klq2v+nWtzGXDNTTnL9N0yA2PV69F1mPo/DWqDcOt/9wnXc03X9wbB3mzudW4QO5U3Ow27DrAmcDXYzLAG2mMSz6ECYAYMVhvPHdvqfrTuv6s8GPOaD2Tx0PEAiZ2dncG6kj8T4GpAQSMtsD24dKhd8t4R581ZXVoHd5471vezle7fOe9aHp1WdQO8q2pcZ1bT13cWxpTgesiSbh4Wl0E59UQpYNHZlemQC2/mAMT6WMmqGsB+d3d37FrOCcy4WBlyXW6ES2abcAGHFHRjjkA3u0jYAYv//Px8hLDkGdH0EdcbUHvnOl4HA/CHLlOCdUoRdJ9ZYHaCyiARgUWbPVfoF6edSmv9LkXUvXeWuZVkB6wArN5wkMboXf1xn/57yHJ8fLwALHA5em6REcLjm2vXG1jNtgBoUsGSnufx48cLm0etvFysWK0QHeJFXyEvOqMkjaY0IgxafW8rzjRgvMYpZn1y7FclY790riyrT/YXnxkEmwn0b2w8dEaaDbjObb2sLUm0JHDN8CobuFP9vgxf/DOAWJNYCdo79riTp2lko6MyFIY1yO/S22SZawDLNa5TB147b7Vld/Z5thVd6LSfDhdwyFfH0CdJxLX3KV+tTVOY5QSm0gie3Lk/n88XjgyDyWLDAPQ7ICQFjpkVYlMdU0uIQIInSio7s6Gd0rWVi4vakynpb0ArTCYC14Dv5ORkAL+pRPqrKsk+VdWCwEkWo+pm85HjdzxhUVA2LjwRYSW3t7dHTtXt7e02VMLgEssNdgnhl8wKz33y5EnN5/Oxw5k0P2tra4NRdrqrk5OTevz4t9OGDg8Ph2HFEZOEtBB8zjNg+dOCdd8aYLuu37NMsYpTbEoKmKurq3ry5MkIy6jqsyp8/vy5FYJuvw3QZUxTt7b43wLZLtGUCfbALAsVmOqP36O8evWqqhblJkYCrvqOtUpvkNNG4Tq2e9lgr6qGofn48eIRqjZmpvoMOZ2hM1WLHh5vTrWcYMwsM9Kg8vPMNLOZ1Mo8QaxJFBuryVY+dOnm+dR1lLuIId+T+ndrKQFtx97aTZ2vfKbfu+tNgCxjWnP9uu4dE7us/cv68aGL+zlJnw6Id3I0vwMnONzt+vr6FvbosNbV1dUIg0PmGrj6xW8sIzPONYk7gGv2gY0TjFJv7vbm86q61Yb76JyVglc6PgcmB5GO8qkM7BS9urpacEtfXf22cWZvb6+2t7fH720pOx6E72FXCEngFBbHt6Y7PmOuPKAZT5ZxOTlgZl4N+AzgUpD7VK6M83XMzCoXI7vjMxzCgfS2BFGeGS9sN6WFD4vdIJ7PNjY2am9vrx49ejQmO/3bLXLmW7pFAS78lvnA/xgsANX5fL7AElqJn52djV3TjFUmcOc31P/Zs2d1cHBQ+/v7I3uGQwQshDr26qFLrscOaCwT/ClsLeTSfZTrCCGcgjCD/Q0gunokMJ2KlbPiswB2/lZAa3cSzO8JUJeVf/zjHwvhDoSw4FnqDjCYYmSYb7CwdiknU1l1w076vp1ycekUImTBbDYbch63otPoIV8gHtAPHUtFoU7I4WSb7Uo14PD8YO5Zrv8zFeRd93mn6Jd9TvH96EODdwOTbtwthxO05XrtWNZ8de2DtMr6+vtl83CV4whpgV53H7hfqGdnGPBdkhhsGqdvbPh3hfls3UJu7s64T52aBml6TzrgWnWzFjvW1/shaKeN0y78II2Bu2RNlq8OG8ibezCpvIP3rUQMaohzRUA7PsKNs+LPZwCMfTwrYMJsjwFUTjgUcMcC5uLOQet2/nkAc+AtyE9PT0dOW4Dc91Cs29vbtyx4v8P8sACTIUnBb/YFVyd9WlUL7ygt4oItLM2iue8cpgHLy70MSJhzvp9Zd5Qrc5DQlfPz84XFxVj7eQDvra2tev78ef3pT3+qH3/8cSRhpz2d22WVY5qg+D7gdOr6uwBvrslkSzLuiv+The3ckx0Y8wYHG1ZVdUt42wOTwHVZmMBUn/0e5fXr1wO4skZhve2G7QBAF0pRVQPsdfF3llUuyXbyu84lb/nIb5ET3kR3cXFRh4eH9e7du7q4uKj5/Lfcrfv7+/X8+fNaX18f4+Y16HYx97JeGJvIY8f8Ol4wN96uUt5OratlIMv6dZkRmv97XZplcx/lc5PM4bMEGFO/6d6TZfVc7epwn777krKqsUwPT9WinHKf+2X5yPesDfelwwjT0JgyuA1iO7Ca+Mb90xk/U94VYxfWc6b6NHlHvYwJErwuA7D3JRcebMNWCjUGKYEri8txkzS6242WHe1FYODiuEYEGfXwvXJgLRitdB0vYiHq3X2dm8rK1c/0JMXdRdgE7B4MCW1dpUIlHVK6E3m2AZ8tKPoSJZqxhd6gQRiBA9TdT1U3oQiObe1cj84l+/jx41thCrYavTg69wv1oP+92SxdiO4jFCDK9uXLlyMnbMf2p4W9qvHsGN1OcU4po2XrOdkSrzvGLNcU/xsYWJl5Li1jinI92ag1aPVmLJ8Gk+mwfO9/1nJ+fr5wCk2njDwmBnIJOLiWNZlzG+XCb7z+U5n5XnbJU7wO87vr6+sRuvPmzZv65Zdf6t27d/Xp06fa3NysH3/8sapuDvtgQy/GY6bbgeDgs/l8Ppgf4u2q6tamWO9doM6dvH6okv3TfZdgovts6redzvU9urXe1THBK8DKv+/kQL4MYLvruf8UKM+6G4hnHaaM8VWN5V0MpkF/etqmiBTjjm7N4I3uWMsO/H1N6eaWx6xj0zuMlARU1e09KVOhYx1ptTLwSvFD3PlG3JmMNoFrupvdoASqnfVmUEjSe1xVVpCeVBbWttg5rtUUuK3HKTdmDmKyUfRPgmRALAKaRfk9CtkCUvAwfuniTaHPBE1wwbg7z1vujjTDbTcjR88Re2clxfGzp6enY/wAJI5zzFhLAE7GnbIh6/j4uI6Pj0c6MObufD4fadxOT0/H3Nrd3a2Dg4N6/vx5PX/+fIQOkO/S7un7si3fWu6jAPl7SiF2dbWnwQaajZluc04ypHzOGvYazLp11v9sdrNjlWfbDZxZO/IAgmSgqMdd7f89ipXcVAxaKpj8zePHjxeYUMuVTrki6xxCkDKA+2SGFRu+rH9/bhl3dnZWR0dH9csvv9Qvv/xS79+/rydPnoycy3/6059qfX19eDHspbq8/C3tj3dCX1//FnM/m83GYSPIcmJ48chxDDn9R/kSNvBLyxS4cx9b6XuMUhdMsWmWvWkMZj2Y9x04WOaR7MIAsp3Z3mzr1HrLeniNWz8tM9qyHqsqOVcSZCdRYhAHaE2Aaj1qQxO5a/BneZuk3deWbp7keCcG8npH7qQ8oj9ou9vRyf2OvLirPBjz6sa7Ua4wA4KQyfgtT1AviGXPNXgldvbi4uIWqgckWSAjjIlpJN8qTFyyr51V2VmjU4vbA+9YQQt7T8ZVA9kUCGZP6DvH1piBMXhxbCOsFxvxYJWragAgWNOqWgB75OUFxPrwARRS1Q1gZuHjZuXZfjnrhDfuXV5eDmVKRgGzgvP5fBye8fbt2zo9Pa35fF47Ozv19OnTOjg4GOmxSJpudifZ/q+1jO9b7gNcsywTEMyJjCOEoWEddXl4M22LhX6CKsczWmbk/LIVnxlBEuTZUPlexuBDFedG3tnZWTjhDwBvOeN16jjjdGdaFjoLR1WN9YXRbkXsBOrIbY53NStjWYLim81mC2AXIMtpiuRbXltbqx9//HHkl93a2qr9/f2qqrG5lfthqLDp9+Lioq6vr+vk5GQBXAOAnGd6NpvdYrlWOT8wht0v1Ct1JXXpDKsOYCeRYxDldnXtTLZr6nvLexMPydD7WR2QzXKXfrOBlUDYbHt3398DwDJ+nUvc7UA+UgCvzEuTYcz3zAhg+Ygueyg5l2RFEow519IQ9gl8BrfIbnRj14/ZvysDrzSg6sZVkQ90o7DAOZ3l+vp6MHPEemRl07LKheIOZPCurq7GjnBbiABXAI5B0YcPH+r09LSOjo4GC+djYjsL0n8vsy6zTA1W1/6uTx+yWKB2rllbTQZj1NeLyn1rwAiABTSiXNK9ZevM90HB8jx+D6OLQGDTB5kmvHFvf39/AWASBI8b8/j4uE5OTgZzQ7sBt3Zzfv78uTY2Nur58+f19OnThVABZ8Sgn9zG+8bxfE3pBKrf8+/8Ta4t5gabYbqUcIyXwRVC2vHJKQDNMBgUV90w6GZSc47xncFqshJmPTojeKoPv+X7hyoHBwe3wCvtpX3JQDmEYmNjY/Q3MtFKxMc9shbY3MWcsFfEnouqGoZtGvKuBwrK4839GC/K5eXlrSOoyUiC3Cbml+8wElmvZBIxCEcn2PuXMq9jfB6y0Ef83Rn+9h5N3SPXd8didoDOgMnjm+A1dWnKe95zPJM1y7WW78v6OY2xdMl3ZBGFNfE9CnVJQ2GKCbWx4ntULcbs80Le2nOBN+Py8nIBxDoMKzea37ctVb1X2AYnY25SMvGdPZoOU0oyk75Iz1xn+NxVHjzxZAoExytW1QAh79+/r/Pz84VTpay8cmfwXe9VtcD62BXP4PMM3p0O6eTkpA4PD+vo6GiAV1gIFwuA+/TF1OepYO97z4cqufnDCiapfscTWwAzlkx8K8aMPfR4ErM6n8+HovJBEnb/I5iI/8m54f4k9KBz65NfGMX5+fPnhdPNiJPzIjw5ORknpR0cHIx42/39/YU4V4CA3avMGws0K+2HHsupMgVgl4FrrG/nsiWchn4y4wfjTqaH3DyTO8ERzqRXwVCczWbjXvyPi9ip9rwJy4A125kAveuHf7by7NmzhRhy5pbXYQKLjnn1BhCuybSCAECygTBGHWvnPs6wL7OcGB2sW9Yleb6fPXtWL168qJOTkyFL2OjoMUROGJhX1WgDyptwnjRsSfnlgtHkebzKkozh5eXlGEfGlJLjOgXWcu4alPJb3pHZeQ2/6xhCG4IJsgwms845ZyjLQIjr6NIxw/7N9zIks042JAyWHR7gfs3fV92WSdYNGPHz+fwWCZcue0Ar6zXH8i6jLOuThp1Bq9uabCohdhiPzA8zx4wz8yo91Qlip8i8LA+mTbOzaAAAkQFZW1sbn9t9jODN07By4XSAlgbbpeX0MEl725rDykCR+pWpr6baPfXZ1CRG2N5Hia5qoWYMC/VF2eTO8ASvOfnMxmbISIYVnJ+fDwBjYMK4Gyx37DD9WFULm/1YPOxgfvbsWT1//nzEo7q/eQ7PBwAiiEi0z3htbW0NRofQgf39/YU6u1+9YD13V1E8T1N5uUzN1VxLZrC65NMGucxjhBlKzyDKoJXT2lj7GBA+dpTjQNfX18e4mX11+I8VKO3uWA6z0V+ypr5k3T9EIYUc8rAz0rpne906tjsVZe5DQAZ03hXktIGz70OmENY+BivzwOEEKTceP35cz58/r8+fP48NkByUgDz23CRkImNwMZSctvDjx4/1+PHjhf0EVTcGK2FhjqlcRXE/Zt/RF9Zl7p9Ob1GsaztQ1IEC5r3JJevVZAANUplXBimdXsxxvm8f+b37LBne39P47ObLMtCY4+m+S1IjiTgwVMb+2nPQ1clj2s2VZQZBrlPmLPe19yQNMIdjMuedhYlnG391czYB81T5avBq5dgJVSvBqlpI1D+f36TUqaoBbHCXkTfT8XQJXv08Bpn4KIMElK3j4xw76fp2fy8rU+BgatK4WCF1wONL6vE1pQOuLKR8dQxxLhiD8VxIKDpc+95BXLXoTvQCgD3C0LGx4/lFXTY3Nwe7Qaoh2Fa7pNwWx1RS+I5jM2F9Ly8vR0yeD8JwTLcVDv1m4bSK4j7pFBelm4+pFBCy3sCYB1FQOO3JDL6Vn11bAIy1tbXhpiY+nbANQBAyg/un5d7FFN8FSvOa+yrAqetXtTa3trZuKR+KWQ9/Z2BkVzRrxAycDVOuyzWRc9jGJIV1w5xhzbHWqZMVNcANT8bR0VF9+vSpnjx5Ui9evBhH1J6fn4+8lbCvVuq8upN9zLzi3SPsgLR49qx58+hDF68ne7Y8nw34OoPdhvDUi2Ll7zokiLW+9nzy2ur0EuFUCaY60HEfANt9z2cGUFnvXBffM2TA77n+Egd5PeXelgS79H2C1w7AMj+YX7mRjvuhz/NZOWcoeV0CYNfTDH3VDRCnPpl1aCpWmt9Qly8xfB7seNjsGEBHVQ2lX3XD1jAYZvYAC3t7e4Mty7yQHXhFkLGphwkDOKmqW7vQmRQdU+i4LDo2J6Un7tRk9mcu6eZ0WSVgdfFESkGWIMGKKOOnqLMnPArSghf3MsfCpnDOd64xa5fH8DLubCTY3NxcyBkMKE03iNucIN7Coeo3j8DOzs7YBGM3Od4BwLZ3aDL3klFZ1VhasHWGBcWslT9LxUkOZtKTGbwyp3/44YcxLt7Zbwud+wJEqmpszLm+vh5ZJE5OTsY1rMvt7e3h0nY9PU7dOrpLQH9L+dbf31VIYcccpSxbm9Qr5SJrrKoW3HcGx2ZHc2cxJENu2jTbbiOQ5wIG8/kcjLKxsVEHBwcjPeBsNhthBfP5vM7OzgZr43jfZJMz17bfyXgCgH38+LcT9Lwpl/n8+fPnlXhF6B8r52UKOkHgFIBLkOE+6XRTuvYt71On5n0hHxwmNrVp2czi1wDXrh9MmHT1+56le2YHYF26fmJM3Davd/BLgt4EsNzfG2SrFj2oiZem5nnq/w5ruZ5JIjDXklRK8JqGmPtpGfHSlW8OG5iaRFTC7JmFpDt/c3Ozqm4YuM49mO6NXI5r2QoAABTRSURBVLh04ufPn8fviXkFzNi6SStiCrx+bX+kYums38667Sb/Kgv95gmfO7Vdp65+FrjdgvSuyLSymBuOk2Sy56EEGWM3m83G7+bz+TjowQC1qhbuxXeOm032IJUucxEQDji3tWlBY8PAgGBVDI9Lgjb3N33RKVEzHoACsnAYwKLoEUqOaeWELbNsHicACS5gxp7QAYzP6+vrEfphht7tY451rBTXpWL/0vK9DEkXDOuqxewL9hxlKrZsvw2RBJKWJ92cN2uSc8ksrpWM2XUbR+n+o27E8j59+nRcw5q+vr4eoV9eOxhHVTcsT65b/535tDFg8ShkWsS9vb2VjCXttpy1jO08lkkMZOnATneNr+2AbwLWNA7zWd7jkOwwIVsel2UgvWqRGOran0BmCiB+j9LJl3xfZlAsa0fqTGMSG6IJ8JChnaFTtZj+LNvi+vlzEw8dgdW11XUi1AjcR1xuenO69qehdlf55mwDUw8yyrbyMdiZYiCdB7XqJuXIMvCagtedYKBEvkDuO2XV8pxugeVnHYvle3Z9lO3+PRZkJ8TSfVE1rcSzXz1xfepGKk4WqFkbjBuzpIQLOG0Z9bZRw6LJ3ZEWsNyHuXR9fb2Q4inbRT0tRLKvqvpTjSy0+K7b/PdQhb7kmVYctDWVe64Xr0vGL8Er/QcD7bH14RMJvmC/iXG2F4ZnkVKNvt7d3R1gGfkxpYgtE7rytWur+90yUPEQBY8FbSLcxnlsu42UnWJPAzGTi1t++hpAqvvXcpTxxuOBAWPPgxldG8Z4RLrTrpiDuSmQNjgG3fdz/HPWsWMJ09heFUHgLCuWXewDmBpHZJpLjkUnsxIsJshIkGoAvAzQ+HmWJ9SHv1PXdu2gLOvzZQC2q5N/t6qS7CP1cH264jFNT0rOff7OdqSe5ZlpENHf1uMJQjsDhftN/aZrd+IvrzmDV+uJZXLKfXBfA2U125+r2oVipZYxGVW1sHlqbe23vGHuQAOHvC+MEVZ1gicGledU1bDELdA7a75qcbHZ6uH/qpsYp7SmsyTwN8vxvSzLVPxd31b1u0en2Jo8Ms5H5yb4zDHMevhZ1MHujPl8fitfZdVtN43rRz1YnFiG3fwEVFu4e2xSCXYsE20AIK6KebWXwPPVfcBnvHu8UsknoMy0du4rP/M+bEkHLjxnLi8v68mTJwsM/JRSvg9wfeiS6/WhC0oI5hrwSkYO4koz7pe6LevrHG/meQI52ucQBWRbbsCDycTAQfZ6E6GZ+CdPniwc4w2Ipb7UgfqmPLDhur6+PjKa0C9mgqoWc4ay3r2R1CDgoQsZEqy0DSySeZ0CaZQOSLjPPHa5Rjrwm3O4W2cdwM3/p+rTAdCvAZi0aQrM5rWrKI4PnwJyXZ92+q1qMdtDjl+SIG6b5Tq/Tz3FvR3u0TGoy+o5BTK51p95zToF4nw+H+F2+Rzr3JQ7912TDwJeO0VGJRyrVHUTe2UB6Q1UHz58GNaqwwWqboOeXPhs2sIl1DECjm9iwwgpuzqw5YXTtdnKzMABxZALO4Gr7+HPVl2Sae2s+hRkHXB1MmMnJHf/2xJDATlljBchMY8wKrjrzUYBLD98+FAbGxvjcIpOgKbb3sIvF6sVnpkpj0sHWt1X3eJk7q2q2ACkLm67P0tw4I0rCXQ+fPgwgKtDLrp2uo+yHlV1K6+r16MNi9lstjBnUpB/r/XRlVUyOxQftOD8yc7GYcaS0ilN6sx4p5GAHOzAiAE064HMMXa5E/Jxenpap6en42ASg1ezjWzaJAez8y9brnv+Ej9XdZNqkXtmTmjabAYKpndt7SbTDV4Az8OHLlN7NToQYZ3ol9nLKUCRnhX6PAHs1LPz9wki6G8Xfp/GP/WxnrcMuk+5q52+jnqlvH7o4vZPybuu5Bj689RXvHIDFvMnn98ZKjYUHZ4yBV5Tri6rF9+nIZKMq+NvLbuXGU5dv91VHox5zQbOZjenM9ntmhPagthxSWa+cjFPWZAIOrvI3JHcmwV5eflbguzT09M6OztbYA3MWGVnGoROAVPAVE5crlumfL6Hgr5LkGY90sJPZUi/G8CmMUB/rq2tjTi2KfbMYBaXuxkUdqWze9gKwvOMuZYxQzzjLkGZ7q1OWeR9cq4bOK6iZHy2hUu6o7qxs3ve4JV4QacVYpym1mCCJm/a5F6EIKTXgzWToSbeqND1aa4914O6dMC6e8/fdvdc5fr0IQ0+KY6wganMGMsKayAVDPPGspqwhYxXvry8HEDVoSQXFxd1enpaJycnCwd+OPwA5fnkyZPa2tqq3d3dIW/39/dvHa1sz4hDbubz+QCsVTcZDxwPy28AXBx84qwjyCHP96OjowcfS9aJ22Q557HzPEY/JaDknt1c9lpPfZneS9/D8sEyCnlLPwIOO5CDLoNYyNjYlEN39Vknl7OvfD11MIHx0OVL137qMmOB1BFV/cYu60Cu8e99ncfAXhvv9UkjddlYTBk0/l0HXq3vaV8Hrt2Ory3fnCpryqLIyqYyYSDNnhoY2Yq2leeFagXK77t62mXNdShoC+EuvtL3+Zo+stXaWbBd+dZBvU+ZimvtFL2vMfhxXkVAkGPgzKqhULqFk640mCdOC2I8qDPzg7PRcTOnsWOlTZ14rrMhTLXPmQ1c72RRO0BXtcjSdnPqoUonVAyyraSTJff4MU4ZBmIhiUDtDJ+cTwgwNvOcn58PZs6bZRyyYFd2vtMOBHf2QQK5ZWuoU4T5u1TU6fVZRWF3PaCVdG8+6CPHOw2G7Ic04ryDmfawUZY0ZrSRsfvw4cMCQHWYwNnZWR0fHw8S4OLiYmGtAeCePHkyDJdk3D9//jzCIhhfrzXmCKECl5eXCym5qm52XnvDmRlsg1dYWO67CvDq+Uw/pLfQwCDfAY1TBsqUTjKg89z1+9TvPaeyPlPPSpDJOHl/Qd6P0q2jDiR369Ve2QTXD13uum/Kna6Pu3Hs2unxx1jF/Z7y3HqFNczvkNW5AXuq7lPgdFlf2MBM5tWenQyV8TycMoruKl8MXjtln413JXLx2AqbKmk1dooj72uF4rhGnokSTlbJitSMT7anq6PrOnWNF+fUQu36b9XFdUnLnvesr93K3smbIRdmvtP9gaI0K8+7n+dFmowAivH09HRsigAoJXj14iITQdVv8Whm9HimXebOXNAJJPdRMtlpqd5n3n9tcd/YAOw20XWvZMgTxJoFmGKQKGk42N0MeAX42EDwRq8p8Eq7PEes3NMYyfV0H+HcCdIUvl286UMVjDFCBXxCncNDsg0GQstAvNeVN2bh1t/a2qoPHz6M69k0eXJyUu/evat3797V0dHRMPaRoWZlGVvkqMOBqm7vuE+9wTxzXC7G0Nra2pDZrPs0tvLZeWwu9TC7u4oCY5yg0X97fBK8sO5S/lHuY3h1evNLy5Qx589y7bJOPIYJXO96FuPT/S5lsufJKov7z2utC+/gb+uhZCItY7gPRk9mHLB+wruBt/jq6mrkUK6qsZ47w+OuOeQ2LBt7t6sjrdy+BNHda6qOU+WrmNdlk2QZor5PoaEIvETrCRayM2ez2RhIC8br6+tbGwx82oqV4pQ7Pet5F7hNYUH9uj7p7rVKMGtBmeNJ+3PiJzOZrmVCLuwGTqDnzRLeKdyNNc/0izjlz58/3zo60xu63PdeXAiIBNZVi1ZkptZynSxwrBgMatJdv0rBavCWBsYUcLWLJ/82uElX5LL4Ka7zXKEviS0HvGIcOBa5u4fv5V3sgJmsq4GIAeZ9hGMHWg1cnSParvuHLIBXpwt0Dl3q3hm8nZHUgQz3JW20O35tbW1hXpydndXR0VEdHh7W27dvB3j18b/OA8xaox4Gi/7+/fv3t9auMxJ4zTvkCHnDCW5poDGHDcp9pGzKgVWNpTOMWAZ066cDsPzOv0+A63HO+dvp4btKd49lQMa/Y60AXpfp0WXGn3XnMvzgeq2aeZ0qOT6um69xOAtydAoQ0vY0liHh8GxcXV0NUoAwIDY54nGApJmqM++WeVm6eeb6mujIze9VtdCObuPb7wJel1lEVvRdh3TK3AAVITaV6sHPMUCt6pnXtFrYXHB+fj6EGdaB8wl+7/K9Fl+C13SP54T1dZ1rOTe6efJ6MXbA1S+YEhsfVmKfP/+W1JxTeLBMPXc6AGzhgfuwWyDpBnHs8lTsmJ9t0P+9xtIu1gx7SFeOX97ImALIjKbbP+X24b0TbLn5y5v5DFy78cg5Cnj1GLktjgvLunX3pnTCNGVRx6w8dAG4eY14M9My2duBnq6+9KXXJ3F1vob+hVU9Pj6uo6OjOj4+HgqTNZKb6xKsuW65KdDps1DK2Q4+6zwF6WWwK9UGM+5Ue11ms9kt5f5QxbG67lcD2G4dUczCTYXELQOVOe7L5mx3bffbu8DklIfUr7uASSdPOpyR1/zewLUzKPk+wSuAO7041iHMXce5Q7Qxbz98+LCQI3s+n4/YcuRi4pgOcCdmo7j/p0CmDcyUAak7+H0SQdYZ9yV5vhi8/rf/9t++9CftwvOAwXKtIu7I5dGjR7W7u1u7u7v1008/rfRZ/+zlv//3//57V+HBysHBwfj71atX9erVq/o//+f//H4V+s7lf/yP//F7V+GrysbGRv3888/1888/t99fX1/Xv//7v9e///u/f+ea/X7lf//v//17V2FpefHiRb148eLB73t5eVlv376tt2/ffvU9ZrNZ/df/+l/H/58+fap/+7d/q3/7t397iCp+cflf/+t//S7P/aM8fPmf//N//t5V+KNEWU3g1h/lj/JH+aP8Uf4of5Q/yh/lj7KCMltVHN4f5Y/yR/mj/FH+KP9fe/ceY1dVxXH866O2SRUfoG1ALdagxKoFFajFKNBYrKABhcQ/kAbjK4tIIDahVNEhSgIxxgDNTzAkJdRHNFHkDyjGYqEQMBqxQG0IPtqCpg8BUWrRSsQ/1j70eufBnOE+zpn5fZKbPXPuuZN1c7LvXvfM3mubmfWa77yamZmZWWs4eTUzMzOz1nDyamZmZmat0bPtYYclIs4CPgAcAywGXgF8T9I5Y5w7C4hy7rHA24BZwGckXT+woG2UiDgUOBM4DXgHcARwAHgQWAesk/TfjvN9LRssIq4E3gO8BTgMeBrYCfwUWCvp8a7zZwOfBlYCC4E5wKPAz4FvSto5uOitMoV+eSSwfYI/+UNJn+hbwFZbnTHUmi8idgALxnl6j6T5Awynb1qfvAJfJjvcPuDPwNETnDsXqOqX7AF2A2/oa3Q2WWcD3wZ2AZuAR4B5wMeA64EVEXG2pGqFoa9ls10E3Ecmn3vJ67UEGAE+GxFLJD0KEBEvBW4HTgQeAn4A/Bs4DvgCcG5ELJW0bdBvwmr3y8r95BeVblv7GKtNTZ0x1Nrh7xwcHzvtG3Qg/TIdkteLyA73B/Lb46YJzt0PfBjYImlXRIwAX+17hDYZDwMfBW7pupOzBvgV8HFywPxxecrXstkOkfSv7oMRcTmwBriEvHMOeWfvRDKBXd51/S8DvgKsAj7V76BtlLr9srJF0siggrQXpM4Yau3w5HTvf61PXiU919EiYqJTkXQA2NDvmKw+Sb8Y5/juiLgWuBw4iTJI+lo221iJa/EjMnk9quPYwtL+X4JU3Ewmr6/tbYQ2GXX7pbVPnTHUrClan7zajPCf0j4z1CisFz5S2gc6jv2utCsi4qquBPb00m7se2RW10T98vCI+BxwKPA4cK+kB8Y4z8x6b3ZEnAO8Efgn+Xm7WVJ/9kIeAiev1mhlPuS55dfbhhmL1RcRq4CXA68kF3C9j/wgvaLjtFuAn5D/fn4wIjaSi4LeXc6/Blg7wLDteUyiX36wPDpfcwewUtIj/Y3ObMabD6zvOrY9Is6TdOcwAuo1l8qyprsCeDtwq6SfDTsYq20VORf5QjIRvY2c1/rX6oSy2OcscjHXW4ELyutOBjYD359OdwymifH65X7ga+QXj1eXRzWP8iTg9oiYO9hQzWaUdcAyMoGdS1YJuQ44EtgQEYuHF1rv+M6rNVZEXAB8kVyB/skhh2NTUJVliYh5wFIy6fltRJwu6b7y3BzgRmAFcD45z3U/uYjramBzWdF+8xDegnWZqF9K2kvOUe60OSKWA3cDJ5Al0a4aQKhmM46ky7oObQU+HxH7yH47Qi6SbTXfebVGiojzyQFuG3CypCeGHJK9AJL2SLoJWE7Og7yx4+nVZEmmL0m6TtJuSf+QtIG8IzsLJzuNMNV+KekZsrQWwPv7FJ6Zje/a0k6L/ufk1RonIi4k5zhuJQfI3UMOyXqkbDawDVgUEYeVw9WirFEleiTdDzwBLCgF821IetAvq6kinjZgNnh7Szst+p+TV2uUiLgY+BawhRwg9z7PS6x9Di9tNY91dmlHlcMqO28dUn490Oe4bBw96pdLSvunngVmZpP13tJOi/7n5NUaIyIuJedE/gZYJumxIYdkUxARR0fEqC0II+LFZZOC1wH3SPpbeequ0q4pyWqnEXJu/q8lPdWvmG18dfplRJwQES8b4/gpZDF8gO/2JVCzGS4iFkXEa8Y4voCDFVumRf970bPPdu/q1y4RcQZwRvl1PnAq+c2iGhAfk7Sq4/zVHNz+rtrL+R7g9+XY3ZKquVk2IBGxEriBvBt3Dbm9Xbcdkm7oeI2vZQOVfy9/g6wU8Eeyzuc8ctX5QnIr32XVdq8RcQTwS+D1wA6yIsHT5IKt48vPyyTdO9A3YrX7ZSmHtQi4g9y1CeCdwCnl50slfb1vAVttdcdQa66y0+RqcgrWduAp4M3AacAc4FbgzLLJT6tNh2oDxwAru44t5OCuPTvJsjuVD5GDaKel5VFxwjN4byrtS8iySmO5kxxIK76WzbQR+A6ZfC4GXkUWyn6YrD14dedCH0l/iYh3AReTH7Lnkf8V2kVe7yslPTTIN2DPqdsv15MrmY8jq0fMAvaQO6utlXTXWH/AhqruGGrNtYksN3gsOU1gLvAkWeljPbC+lCZsvdbfeTUzMzOzmcNzXs3MzMysNZy8mpmZmVlrOHk1MzMzs9Zw8mpmZmZmreHk1czMzMxaw8mrmZmZmbWGk1czMzMzaw0nr2ZmZmbWGk5ezczMzKw1nLyamZmZWWv8D4stPRq/0qlYAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ "<Figure size 864x338.4 with 12 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 864x291.6 with 36 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"print(\"x_train : \", x_train.shape)\n",
"print(\"y_train : \", y_train.shape)\n",
@@ -131,7 +269,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
@@ -165,33 +303,27 @@
"We will add 2 callbacks : \n",
" - **TensorBoard** \n",
"Training logs, which can be visualised with Tensorboard. \n",
- "`#tensorboard --logdir ./run/logs` \n",
- "IMPORTANT : Relancer tensorboard à chaque run\n",
+ "`# tensorboard --logdir ./run/logs` \n",
+ "IMPORTANT : Relaunch tensorboard on every run\n",
" - **Model backup** \n",
" It is possible to save the model each xx epoch or at each improvement. \n",
" The model can be saved completely or partially (weight). \n",
" For full format, we can use HDF5 format."
]
},
- {
- "cell_type": "raw",
- "metadata": {},
- "source": [
- "%%bash\n",
- "# To clean old logs and saved model, run this cell\n",
- "#\n",
- "/bin/rm -r ./run/logs 2>/dev/null\n",
- "/bin/rm -r ./run/models 2>/dev/null\n",
- "/bin/mkdir -p -m 755 ./run/logs\n",
- "/bin/mkdir -p -m 755 ./run/models\n",
- "echo -e \"Reset directories : ./run/logs and ./run/models .\""
- ]
- },
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "To run tensorboard, use : --logdir ./run/logs\n"
+ ]
+ }
+ ],
"source": [
"ooo.mkdir('./run/models')\n",
"ooo.mkdir('./run/logs')\n",
@@ -206,7 +338,9 @@
"\n",
"# ---- Callback ModelCheckpoint - Save model each epochs\n",
"save_dir = \"./run/models/model-{epoch:04d}.h5\"\n",
- "savemodel_callback = tf.keras.callbacks.ModelCheckpoint(filepath=save_dir, verbose=0, save_freq=2000*5)"
+ "savemodel_callback = tf.keras.callbacks.ModelCheckpoint(filepath=save_dir, verbose=0)\n",
+ "\n",
+ "print(f'To run tensorboard, use : --logdir ./run/logs')"
]
},
{
@@ -219,9 +353,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Images of the dataset have this folowing shape : (24, 24, 1)\n"
+ ]
+ }
+ ],
"source": [
"(n,lx,ly,lz) = x_train.shape\n",
"print(\"Images of the dataset have this folowing shape : \",(lx,ly,lz))"
@@ -236,7 +378,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
@@ -260,9 +402,80 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Train on 39209 samples, validate on 12630 samples\n",
+ "Epoch 1/30\n",
+ " 64/39209 [..............................] - ETA: 29:27 - loss: 3.7443 - accuracy: 0.0625WARNING:tensorflow:Method (on_train_batch_end) is slow compared to the batch update (0.221573). Check your callbacks.\n",
+ "39209/39209 [==============================] - 6s 161us/sample - loss: 1.1885 - accuracy: 0.6726 - val_loss: 0.4563 - val_accuracy: 0.8839\n",
+ "Epoch 2/30\n",
+ "39209/39209 [==============================] - 3s 81us/sample - loss: 0.2249 - accuracy: 0.9362 - val_loss: 0.3051 - val_accuracy: 0.9296\n",
+ "Epoch 3/30\n",
+ "39209/39209 [==============================] - 3s 80us/sample - loss: 0.1267 - accuracy: 0.9632 - val_loss: 0.2678 - val_accuracy: 0.9325\n",
+ "Epoch 4/30\n",
+ "39209/39209 [==============================] - 3s 83us/sample - loss: 0.0844 - accuracy: 0.9753 - val_loss: 0.2582 - val_accuracy: 0.9379\n",
+ "Epoch 5/30\n",
+ "39209/39209 [==============================] - 3s 80us/sample - loss: 0.0656 - accuracy: 0.9803 - val_loss: 0.2510 - val_accuracy: 0.9359\n",
+ "Epoch 6/30\n",
+ "39209/39209 [==============================] - 3s 81us/sample - loss: 0.0576 - accuracy: 0.9824 - val_loss: 0.2320 - val_accuracy: 0.9501\n",
+ "Epoch 7/30\n",
+ "39209/39209 [==============================] - 3s 82us/sample - loss: 0.0494 - accuracy: 0.9855 - val_loss: 0.2387 - val_accuracy: 0.9432\n",
+ "Epoch 8/30\n",
+ "39209/39209 [==============================] - 3s 81us/sample - loss: 0.0429 - accuracy: 0.9863 - val_loss: 0.2160 - val_accuracy: 0.9520\n",
+ "Epoch 9/30\n",
+ "39209/39209 [==============================] - 3s 80us/sample - loss: 0.0355 - accuracy: 0.9890 - val_loss: 0.2616 - val_accuracy: 0.9524\n",
+ "Epoch 10/30\n",
+ "39209/39209 [==============================] - 3s 81us/sample - loss: 0.0336 - accuracy: 0.9895 - val_loss: 0.2450 - val_accuracy: 0.9498\n",
+ "Epoch 11/30\n",
+ "39209/39209 [==============================] - 3s 83us/sample - loss: 0.0301 - accuracy: 0.9906 - val_loss: 0.2652 - val_accuracy: 0.9530\n",
+ "Epoch 12/30\n",
+ "39209/39209 [==============================] - 3s 77us/sample - loss: 0.0337 - accuracy: 0.9893 - val_loss: 0.2826 - val_accuracy: 0.9443\n",
+ "Epoch 13/30\n",
+ "39209/39209 [==============================] - 3s 77us/sample - loss: 0.0312 - accuracy: 0.9898 - val_loss: 0.2755 - val_accuracy: 0.9484\n",
+ "Epoch 14/30\n",
+ "39209/39209 [==============================] - 3s 84us/sample - loss: 0.0242 - accuracy: 0.9924 - val_loss: 0.2527 - val_accuracy: 0.9561\n",
+ "Epoch 15/30\n",
+ "39209/39209 [==============================] - 3s 78us/sample - loss: 0.0253 - accuracy: 0.9918 - val_loss: 0.2781 - val_accuracy: 0.9540\n",
+ "Epoch 16/30\n",
+ "39209/39209 [==============================] - 3s 81us/sample - loss: 0.0230 - accuracy: 0.9924 - val_loss: 0.2952 - val_accuracy: 0.9454\n",
+ "Epoch 17/30\n",
+ "39209/39209 [==============================] - 3s 86us/sample - loss: 0.0237 - accuracy: 0.9929 - val_loss: 0.2777 - val_accuracy: 0.9549\n",
+ "Epoch 18/30\n",
+ "39209/39209 [==============================] - 3s 81us/sample - loss: 0.0248 - accuracy: 0.9931 - val_loss: 0.2509 - val_accuracy: 0.9591\n",
+ "Epoch 19/30\n",
+ "39209/39209 [==============================] - 3s 78us/sample - loss: 0.0227 - accuracy: 0.9930 - val_loss: 0.2894 - val_accuracy: 0.9496\n",
+ "Epoch 20/30\n",
+ "39209/39209 [==============================] - 3s 77us/sample - loss: 0.0225 - accuracy: 0.9930 - val_loss: 0.2871 - val_accuracy: 0.9534\n",
+ "Epoch 21/30\n",
+ "39209/39209 [==============================] - 3s 83us/sample - loss: 0.0173 - accuracy: 0.9944 - val_loss: 0.3601 - val_accuracy: 0.9456\n",
+ "Epoch 22/30\n",
+ "39209/39209 [==============================] - 3s 77us/sample - loss: 0.0263 - accuracy: 0.9923 - val_loss: 0.3392 - val_accuracy: 0.9523\n",
+ "Epoch 23/30\n",
+ "39209/39209 [==============================] - 3s 77us/sample - loss: 0.0211 - accuracy: 0.9942 - val_loss: 0.3778 - val_accuracy: 0.9481\n",
+ "Epoch 24/30\n",
+ "39209/39209 [==============================] - 3s 78us/sample - loss: 0.0207 - accuracy: 0.9933 - val_loss: 0.2857 - val_accuracy: 0.9602\n",
+ "Epoch 25/30\n",
+ "39209/39209 [==============================] - 3s 79us/sample - loss: 0.0185 - accuracy: 0.9942 - val_loss: 0.2751 - val_accuracy: 0.9560\n",
+ "Epoch 26/30\n",
+ "39209/39209 [==============================] - 3s 81us/sample - loss: 0.0194 - accuracy: 0.9945 - val_loss: 0.2889 - val_accuracy: 0.9552\n",
+ "Epoch 27/30\n",
+ "39209/39209 [==============================] - 3s 77us/sample - loss: 0.0195 - accuracy: 0.9943 - val_loss: 0.2263 - val_accuracy: 0.9571\n",
+ "Epoch 28/30\n",
+ "39209/39209 [==============================] - 3s 78us/sample - loss: 0.0215 - accuracy: 0.9941 - val_loss: 0.2716 - val_accuracy: 0.9572\n",
+ "Epoch 29/30\n",
+ "39209/39209 [==============================] - 3s 78us/sample - loss: 0.0217 - accuracy: 0.9938 - val_loss: 0.3175 - val_accuracy: 0.9532\n",
+ "Epoch 30/30\n",
+ "39209/39209 [==============================] - 3s 81us/sample - loss: 0.0175 - accuracy: 0.9950 - val_loss: 0.3346 - val_accuracy: 0.9536\n",
+ "CPU times: user 1min 52s, sys: 12 s, total: 2min 4s\n",
+ "Wall time: 1min 37s\n"
+ ]
+ }
+ ],
"source": [
"%%time\n",
"\n",
@@ -294,9 +507,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Max validation accuracy is : 0.9602\n"
+ ]
+ }
+ ],
"source": [
"max_val_accuracy = max(history.history[\"val_accuracy\"])\n",
"print(\"Max validation accuracy is : {:.4f}\".format(max_val_accuracy))"
@@ -304,9 +525,18 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Test loss : 0.3346\n",
+ "Test accuracy : 0.9536\n"
+ ]
+ }
+ ],
"source": [
"score = model.evaluate(x_test, y_test, verbose=0)\n",
"\n",
@@ -324,9 +554,34 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 576x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 576x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"ooo.plot_history(history)"
]
@@ -340,14 +595,26 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 864x864 with 2 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"y_pred = model.predict_classes(x_test)\n",
- "conf_mat = confusion_matrix(y_test,y_pred, normalize=\"true\", labels=range(43))\n",
- "\n",
- "ooo.plot_confusion_matrix(conf_mat)"
+ "conf_mat = confusion_matrix(y_test,y_pred, normalize='true', labels=range(43))\n",
+ "ooo.plot_confusion_matrix(conf_mat,figsize=(12, 12),annot=False)"
]
},
{
@@ -360,9 +627,49 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "./run/models/\n",
+ "./run/models/best-model.h5\n",
+ "./run/models/model-0001.h5\n",
+ "./run/models/model-0002.h5\n",
+ "./run/models/model-0003.h5\n",
+ "./run/models/model-0004.h5\n",
+ "./run/models/model-0005.h5\n",
+ "./run/models/model-0006.h5\n",
+ "./run/models/model-0007.h5\n",
+ "./run/models/model-0008.h5\n",
+ "./run/models/model-0009.h5\n",
+ "./run/models/model-0010.h5\n",
+ "./run/models/model-0011.h5\n",
+ "./run/models/model-0012.h5\n",
+ "./run/models/model-0013.h5\n",
+ "./run/models/model-0014.h5\n",
+ "./run/models/model-0015.h5\n",
+ "./run/models/model-0016.h5\n",
+ "./run/models/model-0017.h5\n",
+ "./run/models/model-0018.h5\n",
+ "./run/models/model-0019.h5\n",
+ "./run/models/model-0020.h5\n",
+ "./run/models/model-0021.h5\n",
+ "./run/models/model-0022.h5\n",
+ "./run/models/model-0023.h5\n",
+ "./run/models/model-0024.h5\n",
+ "./run/models/model-0025.h5\n",
+ "./run/models/model-0026.h5\n",
+ "./run/models/model-0027.h5\n",
+ "./run/models/model-0028.h5\n",
+ "./run/models/model-0029.h5\n",
+ "./run/models/model-0030.h5\n",
+ "./run/models/last-model.h5\n"
+ ]
+ }
+ ],
"source": [
"!find ./run/models/"
]
@@ -376,9 +683,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Loaded.\n"
+ ]
+ }
+ ],
"source": [
"loaded_model = tf.keras.models.load_model('./run/models/best-model.h5')\n",
"# loaded_model.summary()\n",
@@ -394,9 +709,18 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Test loss : 0.3346\n",
+ "Test accuracy : 0.9536\n"
+ ]
+ }
+ ],
"source": [
"score = loaded_model.evaluate(x_test, y_test, verbose=0)\n",
"\n",
@@ -413,9 +737,62 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Output layer from model is (x100) :\n",
+ "\n",
+ "[[ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
+ " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 100.\n",
+ " 0. 0. 0. 0. 0. 0. 0.]]\n",
+ "\n",
+ "Graphically :\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 864x144 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "The image : Prediction : Real stuff:\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 648x169.2 with 3 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "YEEES ! that's right!\n"
+ ]
+ }
+ ],
"source": [
"# ---- Get a random image\n",
"#\n",
@@ -449,8 +826,8 @@
"\n",
"# ---- Show result\n",
"#\n",
- "print(\"\\nPrediction on the left, real stuff on the right :\\n\")\n",
- "ooo.plot_images([x,x_meta[y]], [p,y], range(2), columns=3, x_size=3, y_size=2)\n",
+ "print(\"\\nThe image : Prediction : Real stuff:\")\n",
+ "ooo.plot_images([x,x_meta[p], x_meta[y]], [p,p,y], range(3), columns=3, x_size=3, y_size=2)\n",
"\n",
"if p==y:\n",
" print(\"YEEES ! that's right!\")\n",
@@ -458,6 +835,23 @@
" print(\"oups, that's wrong ;-(\")"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "<div class=\"todo\">\n",
+ " What you can do:\n",
+ " <ul>\n",
+ " <li>Limit model saving: 1 save every 5 epochs </li>\n",
+ " <li>Use a subset of the dataset</li>\n",
+ " <li>Try different datasets</li>\n",
+ " <li>Some exotic signs are waiting to be recognized in dataset_dir/extra !</li>\n",
+ " <li>Test different hyperparameters (epochs, batch size, optimization, etc.)</li>\n",
+ " </ul>\n",
+ " \n",
+ "</div>"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
diff --git a/GTSRB/04-Data-augmentation.ipynb b/GTSRB/04-Data-augmentation.ipynb
index 921c002..f7f898c 100644
--- a/GTSRB/04-Data-augmentation.ipynb
+++ b/GTSRB/04-Data-augmentation.ipynb
@@ -23,14 +23,81 @@
" - Increase and improve the training dataset\n",
" - Identify the limits of these tools\n",
"\n",
- "## Step 1 - Import and init"
+ "## Step 1 - Import and init\n",
+ "### 1.1 - Python"
]
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "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",
+ "div.todo:before { content:url(data:image/svg+xml;base64,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);\n",
+ " float:left;\n",
+ " margin-right:20px;\n",
+ " margin-top:-20px;\n",
+ " margin-bottom:20px;\n",
+ "}\n",
+ "div.todo{\n",
+ " font-weight: bold;\n",
+ " font-size: 1.1em;\n",
+ " margin-top:40px;\n",
+ "}\n",
+ "div.todo ul{\n",
+ " margin: 0.2em;\n",
+ "}\n",
+ "div.todo li{\n",
+ " margin-left:60px;\n",
+ " margin-top:0;\n",
+ " margin-bottom:0;\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 : 0.4.3\n",
+ "Run time : Friday 28 February 2020, 14:23:29\n",
+ "TensorFlow version : 2.0.0\n",
+ "Keras version : 2.2.4-tf\n"
+ ]
+ }
+ ],
"source": [
"import tensorflow as tf\n",
"from tensorflow import keras\n",
@@ -53,6 +120,33 @@
"ooo.init()"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 1.2 - Where are we ? "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "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/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": {},
@@ -65,20 +159,30 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: user 0 ns, sys: 0 ns, total: 0 ns\n",
+ "Wall time: 5.48 µs\n"
+ ]
+ }
+ ],
"source": [
"%%time\n",
"\n",
- "def read_dataset(name):\n",
- " '''Reads h5 dataset from ./data\n",
- "\n",
- " Arguments: dataset name, without .h5\n",
+ "def read_dataset(dataset_dir, name):\n",
+ " '''Reads h5 dataset from dataset_dir\n",
+ " Args:\n",
+ " dataset_dir : datasets dir\n",
+ " name : dataset name, without .h5\n",
" Returns: x_train,y_train,x_test,y_test data'''\n",
" # ---- Read dataset\n",
- " filename='./data/'+name+'.h5'\n",
- " with h5py.File(filename) as f:\n",
+ " filename=f'{dataset_dir}/{name}.h5'\n",
+ " with h5py.File(filename,'r') as f:\n",
" x_train = f['x_train'][:]\n",
" y_train = f['y_train'][:]\n",
" x_test = f['x_test'][:]\n",
@@ -86,7 +190,7 @@
"\n",
" # ---- done\n",
" print('Dataset \"{}\" is loaded. ({:.1f} Mo)\\n'.format(name,os.path.getsize(filename)/(1024*1024)))\n",
- " return x_train,y_train,x_test,y_test"
+ " return x_train,y_train,x_test,y_test\n"
]
},
{
@@ -101,7 +205,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
@@ -137,26 +241,13 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "%%bash\n",
- "# To clean old logs and saved model, run this cell\n",
- "#\n",
- "/bin/rm -r ./run/logs 2>/dev/null\n",
- "/bin/rm -r ./run/models 2>/dev/null\n",
- "/bin/mkdir -p -m 755 ./run/logs\n",
- "/bin/mkdir -p -m 755 ./run/models\n",
- "echo -e \"Reset directories : ./run/logs and ./run/models .\""
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
+ "execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
+ "ooo.mkdir('./run/models')\n",
+ "ooo.mkdir('./run/logs')\n",
+ "\n",
"# ---- Callback tensorboard\n",
"log_dir = \"./run/logs/tb_\" + ooo.tag_now()\n",
"tensorboard_callback = tf.keras.callbacks.TensorBoard(log_dir=log_dir, histogram_freq=1)\n",
@@ -167,7 +258,7 @@
"\n",
"# ---- Callback ModelCheckpoint - Save model each epochs\n",
"save_dir = \"./run/models/model-{epoch:04d}.h5\"\n",
- "savemodel_callback = tf.keras.callbacks.ModelCheckpoint(filepath=save_dir, verbose=0, save_freq=2000*5)"
+ "savemodel_callback = tf.keras.callbacks.ModelCheckpoint(filepath=save_dir, verbose=0)"
]
},
{
@@ -180,11 +271,20 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 7,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Dataset \"set-24x24-L\" is loaded. (228.8 Mo)\n",
+ "\n"
+ ]
+ }
+ ],
"source": [
- "x_train,y_train,x_test,y_test = read_dataset('set-48x48-L-LHE')"
+ "x_train,y_train,x_test,y_test = read_dataset(dataset_dir,'set-24x24-L')"
]
},
{
@@ -196,7 +296,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
@@ -220,9 +320,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Images of the dataset have this folowing shape : (24, 24, 1)\n"
+ ]
+ }
+ ],
"source": [
"(n,lx,ly,lz) = x_train.shape\n",
"print(\"Images of the dataset have this folowing shape : \",(lx,ly,lz))"
@@ -237,11 +345,11 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
- "model = get_model_v3(lx,ly,lz)\n",
+ "model = get_model_v1(lx,ly,lz)\n",
"\n",
"# model.summary()\n",
"\n",
@@ -261,14 +369,45 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Train for 612 steps, validate on 12630 samples\n",
+ "Epoch 1/10\n",
+ " 1/612 [..............................] - ETA: 1:57:56 - loss: 3.7702 - accuracy: 0.0156WARNING:tensorflow:Method (on_train_batch_end) is slow compared to the batch update (0.238514). Check your callbacks.\n",
+ "612/612 [==============================] - 15s 24ms/step - loss: 2.1205 - accuracy: 0.4047 - val_loss: 0.8360 - val_accuracy: 0.7512\n",
+ "Epoch 2/10\n",
+ "612/612 [==============================] - 12s 20ms/step - loss: 0.9110 - accuracy: 0.7209 - val_loss: 0.4255 - val_accuracy: 0.8871\n",
+ "Epoch 3/10\n",
+ "612/612 [==============================] - 12s 20ms/step - loss: 0.6064 - accuracy: 0.8142 - val_loss: 0.3533 - val_accuracy: 0.9116\n",
+ "Epoch 4/10\n",
+ "612/612 [==============================] - 12s 20ms/step - loss: 0.4648 - accuracy: 0.8560 - val_loss: 0.2755 - val_accuracy: 0.9246\n",
+ "Epoch 5/10\n",
+ "612/612 [==============================] - 12s 20ms/step - loss: 0.3765 - accuracy: 0.8824 - val_loss: 0.2727 - val_accuracy: 0.9295\n",
+ "Epoch 6/10\n",
+ "612/612 [==============================] - 13s 20ms/step - loss: 0.3227 - accuracy: 0.8989 - val_loss: 0.2075 - val_accuracy: 0.9487\n",
+ "Epoch 7/10\n",
+ "612/612 [==============================] - 12s 20ms/step - loss: 0.2795 - accuracy: 0.9126 - val_loss: 0.2256 - val_accuracy: 0.9431\n",
+ "Epoch 8/10\n",
+ "612/612 [==============================] - 12s 20ms/step - loss: 0.2508 - accuracy: 0.9205 - val_loss: 0.2228 - val_accuracy: 0.9453\n",
+ "Epoch 9/10\n",
+ "612/612 [==============================] - 12s 20ms/step - loss: 0.2268 - accuracy: 0.9282 - val_loss: 0.2177 - val_accuracy: 0.9459\n",
+ "Epoch 10/10\n",
+ "612/612 [==============================] - 12s 20ms/step - loss: 0.2088 - accuracy: 0.9358 - val_loss: 0.1811 - val_accuracy: 0.9509\n",
+ "CPU times: user 2min 16s, sys: 4.9 s, total: 2min 20s\n",
+ "Wall time: 2min 14s\n"
+ ]
+ }
+ ],
"source": [
"%%time\n",
"\n",
"batch_size = 64\n",
- "epochs = 30\n",
+ "epochs = 10\n",
"\n",
"# ---- Shuffle train data\n",
"#x_train,y_train=ooo.shuffle_np_dataset(x_train,y_train)\n",
@@ -294,9 +433,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Max validation accuracy is : 0.9509\n"
+ ]
+ }
+ ],
"source": [
"max_val_accuracy = max(history.history[\"val_accuracy\"])\n",
"print(\"Max validation accuracy is : {:.4f}\".format(max_val_accuracy))"
@@ -304,9 +451,18 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Test loss : 0.1811\n",
+ "Test accuracy : 0.9509\n"
+ ]
+ }
+ ],
"source": [
"score = model.evaluate(x_test, y_test, verbose=0)\n",
"\n",
@@ -324,9 +480,34 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 576x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 576x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"ooo.plot_history(history)"
]
@@ -347,9 +528,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Loaded.\n"
+ ]
+ }
+ ],
"source": [
"loaded_model = tf.keras.models.load_model('./run/models/best-model.h5')\n",
"# best_model.summary()\n",
@@ -365,9 +554,18 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Test loss : 0.1811\n",
+ "Test accuracy : 0.9509\n"
+ ]
+ }
+ ],
"source": [
"score = loaded_model.evaluate(x_test, y_test, verbose=0)\n",
"\n",
@@ -384,14 +582,42 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 864x576 with 2 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"y_pred = model.predict_classes(x_test)\n",
"conf_mat = confusion_matrix(y_test,y_pred, normalize=\"true\", labels=range(43))\n",
"\n",
- "ooo.plot_confusion_matrix(conf_mat)"
+ "ooo.plot_confusion_matrix(conf_mat,annot=False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "<div class=\"todo\">\n",
+ " What you can do:\n",
+ " <ul>\n",
+ " <li>Try different datasets / models</li>\n",
+ " <li>Test different hyperparameters (epochs, batch size, optimization, etc.)</li>\n",
+ " <li>What's the best strategy? How to compare?</li>\n",
+ " </ul>\n",
+ " \n",
+ "</div>"
]
},
{
diff --git a/GTSRB/05-Full-convolutions.ipynb b/GTSRB/05-Full-convolutions.ipynb
index bd9b299..d9b84a5 100644
--- a/GTSRB/05-Full-convolutions.ipynb
+++ b/GTSRB/05-Full-convolutions.ipynb
@@ -26,12 +26,13 @@
" - Save a Pandas/h5 report\n",
" - Write to be run in batch mode\n",
"\n",
- "## Step 1 - Import"
+ "## Step 1 - Import\n",
+ "### 1.1 - Python"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
@@ -48,6 +49,39 @@
"VERSION='1.6'"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 1.2 - Where are we ? "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "We will use : dataset_dir=/bettik/PROJECTS/pr-fidle/datasets/GTSRB\n"
+ ]
+ }
+ ],
+ "source": [
+ "# At GRICAD\n",
+ "dataset_dir = '/bettik/PROJECTS/pr-fidle/datasets/GTSRB/'\n",
+ "\n",
+ "# At IDRIS\n",
+ "# dataset_dir = f'{os.getenv(\"WORK\",\"\")}/datasets/GTSRB'\n",
+ "\n",
+ "# At Home\n",
+ "# dataset_dir = f'{os.getenv(\"HOME\",\"\")}/datasets/GTSRB'\n",
+ "\n",
+ "print(f'We will use : dataset_dir={dataset_dir}')\n"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -57,9 +91,28 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 11,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Full Convolutions Notebook\n",
+ " Version : 1.6\n",
+ " Now is : Friday 28 February 2020 - 15h06m25s\n",
+ " OAR id : 5878410\n",
+ " SLURM id : ??\n",
+ " Tag id : 083052\n",
+ " Working directory : /home/paroutyj/fidle/GTSRB\n",
+ " Dataset_dir : /bettik/PROJECTS/pr-fidle/datasets/GTSRB\n",
+ " TensorFlow version : 2.0.0\n",
+ " Keras version : 2.2.4-tf\n",
+ " for tensorboard : --logdir /home/paroutyj/fidle/GTSRB/run/logs_083052\n"
+ ]
+ }
+ ],
"source": [
"# ---- Where I am ?\n",
"now = time.strftime(\"%A %d %B %Y - %Hh%Mm%Ss\")\n",
@@ -68,17 +121,16 @@
"tag_id = '{:06}'.format(random.randint(0,99999))\n",
"\n",
"# ---- Who I am ?\n",
- "if 'OAR_JOB_ID' in os.environ:\n",
- " oar_id=os.environ['OAR_JOB_ID']\n",
- "else:\n",
- " oar_id='???'\n",
- "\n",
+ "oar_id = os.getenv(\"OAR_JOB_ID\", \"??\")\n",
+ "slurm_id = os.getenv(\"SLURM_JOBID\", \"??\")\n",
"print('\\nFull Convolutions Notebook')\n",
"print(' Version : {}'.format(VERSION))\n",
"print(' Now is : {}'.format(now))\n",
"print(' OAR id : {}'.format(oar_id))\n",
+ "print(' SLURM id : {}'.format(slurm_id))\n",
"print(' Tag id : {}'.format(tag_id))\n",
"print(' Working directory : {}'.format(here))\n",
+ "print(' Dataset_dir : {}'.format(dataset_dir))\n",
"print(' TensorFlow version :',tf.__version__)\n",
"print(' Keras version :',tf.keras.__version__)\n",
"print(' for tensorboard : --logdir {}/run/logs_{}'.format(here,tag_id))"
@@ -93,24 +145,26 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
- "def read_dataset(name):\n",
- " '''Reads h5 dataset from ./data\n",
- "\n",
- " Arguments: dataset name, without .h5\n",
+ "def read_dataset(dataset_dir, name):\n",
+ " '''Reads h5 dataset from dataset_dir\n",
+ " Args:\n",
+ " dataset_dir : datasets dir\n",
+ " name : dataset name, without .h5\n",
" Returns: x_train,y_train,x_test,y_test data'''\n",
" # ---- Read dataset\n",
- " filename='./data/'+name+'.h5'\n",
+ " filename=f'{dataset_dir}/{name}.h5'\n",
" with h5py.File(filename,'r') as f:\n",
" x_train = f['x_train'][:]\n",
" y_train = f['y_train'][:]\n",
" x_test = f['x_test'][:]\n",
" y_test = f['y_test'][:]\n",
"\n",
- " return x_train,y_train,x_test,y_test"
+ " # ---- done\n",
+ " return x_train,y_train,x_test,y_test "
]
},
{
@@ -122,7 +176,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
@@ -206,24 +260,39 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
- "def multi_run(datasets, models, datagen=None,\n",
+ "def multi_run(dataset_dir, datasets, models, datagen=None,\n",
" train_size=1, test_size=1, batch_size=64, epochs=16, \n",
" verbose=0, extension_dir='last'):\n",
- "\n",
+ " \"\"\"\n",
+ " Launches a dataset-model combination\n",
+ " args:\n",
+ " dataset_dir : Directory of the datasets\n",
+ " datasets : List of dataset (whitout .h5)\n",
+ " models : List of model like { \"model name\":get_model(), ...}\n",
+ " datagen : Data generator or None (None)\n",
+ " train_size : % of train dataset to use. 1 mean all. (1)\n",
+ " test_size : % of test dataset to use. 1 mean all. (1)\n",
+ " batch_size : Batch size (64)\n",
+ " epochs : Number of epochs (16)\n",
+ " verbose : Verbose level (0)\n",
+ " extension_dir : postfix for logs and models dir (_last)\n",
+ " return:\n",
+ " report : Report as a dict for Pandas.\n",
+ " \"\"\"\n",
" # ---- Logs and models dir\n",
" #\n",
- " os.makedirs('./run/logs_{}'.format(extension_dir), mode=0o750, exist_ok=True)\n",
- " os.makedirs('./run/models_{}'.format(extension_dir), mode=0o750, exist_ok=True)\n",
+ " os.makedirs(f'./run/logs_{extension_dir}', mode=0o750, exist_ok=True)\n",
+ " os.makedirs(f'./run/models_{extension_dir}', mode=0o750, exist_ok=True)\n",
" \n",
" # ---- Columns of output\n",
" #\n",
" output={}\n",
- " output['Dataset']=[]\n",
- " output['Size'] =[]\n",
+ " output['Dataset'] = []\n",
+ " output['Size'] = []\n",
" for m in models:\n",
" output[m+'_Accuracy'] = []\n",
" output[m+'_Duration'] = []\n",
@@ -234,15 +303,15 @@
" print(\"\\nDataset : \",d_name)\n",
"\n",
" # ---- Read dataset\n",
- " x_train,y_train,x_test,y_test = read_dataset(d_name)\n",
- " d_size=os.path.getsize('./data/'+d_name+'.h5')/(1024*1024)\n",
+ " x_train,y_train,x_test,y_test = read_dataset(dataset_dir, d_name)\n",
+ " d_size=os.path.getsize(f'{dataset_dir}/{d_name}.h5')/(1024*1024)\n",
" output['Dataset'].append(d_name)\n",
" output['Size'].append(d_size)\n",
" \n",
" # ---- Get the shape\n",
" (n,lx,ly,lz) = x_train.shape\n",
- " n_train = int(x_train.shape[0]*train_size)\n",
- " n_test = int(x_test.shape[0]*test_size)\n",
+ " n_train = int( x_train.shape[0] * train_size )\n",
+ " n_test = int( x_test.shape[0] * test_size )\n",
"\n",
" # ---- For each model\n",
" for m_name,m_function in models.items():\n",
@@ -253,10 +322,10 @@
" # ---- Compile it\n",
" model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n",
" # ---- Callbacks tensorboard\n",
- " log_dir = \"./run/logs_{}/tb_{}_{}\".format(extension_dir, d_name, m_name)\n",
+ " log_dir = f\"./run/logs_{extension_dir}/tb_{d_name}_{m_name}\"\n",
" tensorboard_callback = tf.keras.callbacks.TensorBoard(log_dir=log_dir, histogram_freq=1)\n",
" # ---- Callbacks bestmodel\n",
- " save_dir = \"./run/models_{}/model_{}_{}.h5\".format(extension_dir, d_name, m_name)\n",
+ " save_dir = f\"./run/models_{extension_dir}/model_{d_name}_{m_name}.h5\"\n",
" bestmodel_callback = tf.keras.callbacks.ModelCheckpoint(filepath=save_dir, verbose=0, monitor='accuracy', save_best_only=True)\n",
" # ---- Train\n",
" start_time = time.time()\n",
@@ -285,7 +354,7 @@
" #\n",
" output[m_name+'_Accuracy'].append(accuracy)\n",
" output[m_name+'_Duration'].append(duration)\n",
- " print(\"Accuracy={:.2f} and Duration={:.2f})\".format(accuracy,duration))\n",
+ " print(f\"Accuracy={accuracy:.2f} and Duration={duration:.2f}\")\n",
" except:\n",
" output[m_name+'_Accuracy'].append('0')\n",
" output[m_name+'_Duration'].append('999')\n",
@@ -302,9 +371,30 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 22,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "---- Run --------------------------------------------------\n",
+ "\n",
+ "Dataset : set-24x24-L\n",
+ " Run model v1 : Accuracy=39.98 and Duration=2.23\n",
+ " Run model v4 : Accuracy=6.18 and Duration=2.17\n",
+ "\n",
+ "Dataset : set-24x24-RGB\n",
+ " Run model v1 : Accuracy=53.52 and Duration=2.20\n",
+ " Run model v4 : Accuracy=11.80 and Duration=2.01\n",
+ "\n",
+ "Report saved as ./run/report_083052.json\n",
+ "Duration : 10.37 s\n",
+ "-----------------------------------------------------------\n"
+ ]
+ }
+ ],
"source": [
"start_time = time.time()\n",
"\n",
@@ -322,7 +412,7 @@
"# with_datagen = False\n",
"# verbose = 0\n",
"#\n",
- "# ---- All possibilities -> Run A\n",
+ "# ---- All possibilities\n",
"# datasets = ['set-24x24-L', 'set-24x24-RGB', 'set-48x48-L', 'set-48x48-RGB', 'set-24x24-L-LHE', 'set-24x24-RGB-HE', 'set-48x48-L-LHE', 'set-48x48-RGB-HE']\n",
"# models = {'v1':get_model_v1, 'v2':get_model_v2, 'v3':get_model_v3}\n",
"# batch_size = 64\n",
@@ -332,7 +422,7 @@
"# with_datagen = False\n",
"# verbose = 0\n",
"#\n",
- "# ---- Data augmentation -> Run B\n",
+ "# ---- Data augmentation\n",
"datasets = ['set-48x48-RGB']\n",
"models = {'v2':get_model_v2}\n",
"batch_size = 64\n",
@@ -359,7 +449,8 @@
" \n",
"# ---- Run\n",
"#\n",
- "output = multi_run(datasets, models,\n",
+ "output = multi_run(dataset_dir,\n",
+ " datasets, models,\n",
" datagen=datagen,\n",
" train_size=train_size, test_size=test_size,\n",
" batch_size=batch_size, epochs=epochs,\n",
@@ -372,7 +463,7 @@
"report['output']=output\n",
"report['description']='train_size={} test_size={} batch_size={} epochs={} data_aug={}'.format(train_size,test_size,batch_size,epochs,with_datagen)\n",
"\n",
- "report_name='./run/report_{}.json'.format(tag_id)\n",
+ "report_name=f'./run/report_{tag_id}.json'\n",
"\n",
"with open(report_name, 'w') as file:\n",
" json.dump(report, file)\n",
diff --git a/GTSRB/06-Full-convolutions-batch.ipynb b/GTSRB/06-Full-convolutions-batch.ipynb
index ec2f480..7908583 100644
--- a/GTSRB/06-Full-convolutions-batch.ipynb
+++ b/GTSRB/06-Full-convolutions-batch.ipynb
@@ -24,29 +24,111 @@
" - Run Full-convolution.ipynb as a batch :\n",
" - Notebook mode\n",
" - Script mode \n",
- " - Tensorboard follow up\n",
- " \n",
- "## Step 1 - Run a notebook as a batch\n",
- "To run a notebook in a command line : \n",
- "```jupyter nbconvert (...) --to notebook --execute <notebook>```"
+ " - Tensorboard follow up"
]
},
{
- "cell_type": "raw",
+ "cell_type": "markdown",
"metadata": {},
"source": [
- "%%bash\n",
+ "### Step 0 - Just for convenience"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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+ " font-weight: bold;\n",
+ " font-size: 1.1em;\n",
+ " margin-top:40px;\n",
+ "}\n",
+ "div.todo ul{\n",
+ " margin: 0.2em;\n",
+ "}\n",
+ "div.todo li{\n",
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+ "\n",
+ "FIDLE 2020 - Practical Work Module\n",
+ "Version : 0.4.3\n",
+ "Run time : Friday 28 February 2020, 17:55:56\n",
+ "TensorFlow version : 2.0.0\n",
+ "Keras version : 2.2.4-tf\n"
+ ]
+ }
+ ],
+ "source": [
+ "import sys\n",
+ "sys.path.append('..')\n",
+ "import fidle.pwk as ooo\n",
+ "ooo.init()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Step 1 - Run a notebook as a batch\n",
+ "To run a notebook in a command line : \n",
+ "```jupyter nbconvert (...) --to notebook --execute <notebook>``` \n",
"\n",
- "# ---- This will execute and save a notebook\n",
- "#\n",
- "jupyter nbconvert --ExecutePreprocessor.timeout=-1 --to notebook --output='./run/full_convolutions' --execute '05-Full-convolutions.ipynb'\n"
+ "For example : \n",
+ "```jupyter nbconvert --ExecutePreprocessor.timeout=-1 --to notebook --output='./run/full_convolutions' --execute '05-Full-convolutions.ipynb'```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "## Step 2 - Export as a script (What we're going to do !)\n",
+ "## Step 2 - Export as a script (What we're going to do this time)\n",
"To export a notebook as a script : \n",
"```jupyter nbconvert --to script <notebook>``` \n",
"To run the script : \n",
@@ -55,7 +137,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 2,
"metadata": {},
"outputs": [
{
@@ -63,7 +145,7 @@
"output_type": "stream",
"text": [
"[NbConvertApp] Converting notebook 05-Full-convolutions.ipynb to script\n",
- "[NbConvertApp] Writing 11305 bytes to ./run/full_convolutions_B.py\n"
+ "[NbConvertApp] Writing 13061 bytes to ./run/full_convolutions_01.py\n"
]
}
],
@@ -72,19 +154,19 @@
"\n",
"# ---- This will convert a notebook to a notebook.py script\n",
"#\n",
- "jupyter nbconvert --to script --output='./run/full_convolutions_B' '05-Full-convolutions.ipynb'"
+ "jupyter nbconvert --to script --output='./run/full_convolutions_01' '05-Full-convolutions.ipynb'"
]
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-rw-r--r-- 1 pjluc pjluc 11305 Jan 21 00:13 ./run/full_convolutions_B.py\n"
+ "-rwxr-xr-x 1 paroutyj l-simap 13061 Feb 28 17:56 ./run/full_convolutions_01.py\n"
]
}
],
@@ -97,24 +179,24 @@
"metadata": {},
"source": [
"## Step 2 - Batch submission\n",
- "Create batch script :"
+ "### 2.1 - Create batch script :"
]
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Writing ./run/batch_full_convolutions_B.sh\n"
+ "Overwriting ./run/full_convolutions_01.sh\n"
]
}
],
"source": [
- "%%writefile \"./run/batch_full_convolutions_B.sh\"\n",
+ "%%writefile \"./run/full_convolutions_01.sh\"\n",
"#!/bin/bash\n",
"#OAR -n Full convolutions\n",
"#OAR -t gpu\n",
@@ -125,7 +207,7 @@
"\n",
"#---- With cpu\n",
"# use :\n",
- "# OAR -l /nodes=1/core=32,walltime=01:00:00\n",
+ "# OAR -l /nodes=1/core=32,walltime=02:00:00\n",
"# and add a 2>/dev/null to ipython xxx\n",
"\n",
"# ----------------------------------\n",
@@ -138,9 +220,9 @@
"# ----------------------------------\n",
"#\n",
"\n",
- "CONDA_ENV=deeplearning2\n",
+ "CONDA_ENV=fidle\n",
"RUN_DIR=~/fidle/GTSRB\n",
- "RUN_SCRIPT=./run/full_convolutions_B.py\n",
+ "RUN_SCRIPT=./run/full_convolutions_01.py\n",
"\n",
"# ---- Cuda Conda initialization\n",
"#\n",
@@ -159,18 +241,24 @@
"ipython $RUN_SCRIPT"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 2.2 - Have a look"
+ ]
+ },
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "-rwxr-xr-x 1 pjluc pjluc 1045 Jan 21 00:15 ./run/batch_full_convolutions_B.sh\n",
- "-rwxr-xr-x 1 pjluc pjluc 611 Jan 19 15:53 ./run/batch_full_convolutions.sh\n",
- "-rwxr-xr-x 1 pjluc pjluc 11305 Jan 21 00:13 ./run/full_convolutions_B.py\n"
+ "-rwxr-xr-x 1 paroutyj l-simap 13061 Feb 28 16:31 ./run/full_convolutions_01.py\n",
+ "-rwxr-xr-x 1 paroutyj l-simap 1015 Feb 28 16:31 ./run/full_convolutions_01.sh\n"
]
}
],
@@ -182,12 +270,49 @@
]
},
{
- "cell_type": "raw",
+ "cell_type": "markdown",
"metadata": {},
"source": [
- "%%bash\n",
- "./run/batch_full_convolutions.sh\n",
- "oarsub (...)"
+ "### 2.3 - Job submission\n",
+ "Have to be done on the frontal :\n",
+ "```bash\n",
+ "# hostname\n",
+ "f-dahu\n",
+ "\n",
+ "# pwd\n",
+ "/home/paroutyj\n",
+ "\n",
+ "# oarsub -S ~/fidle/GTSRB/run/full_convolutions_01.sh\n",
+ "[GPUNODE] Adding gpu node restriction\n",
+ "[ADMISSION RULE] Modify resource description with type constraints\n",
+ "\n",
+ "#oarstat -u\n",
+ "Job id S User Duration System message\n",
+ "--------- - -------- ---------- ------------------------------------------------\n",
+ "5878410 R paroutyj 0:19:56 R=8,W=1:0:0,J=I,P=fidle,T=gpu (Karma=0.005,quota_ok)\n",
+ "5896266 W paroutyj 0:00:00 R=8,W=1:0:0,J=B,N=Full convolutions,P=fidle,T=gpu\n",
+ "\n",
+ "# ls -l\n",
+ "total 8\n",
+ "-rw-r--r-- 1 paroutyj l-simap 0 Feb 28 15:58 full_convolutions_5896266.err\n",
+ "-rw-r--r-- 1 paroutyj l-simap 5703 Feb 28 15:58 full_convolutions_5896266.out\n",
+ "```\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "<div class='todo'>\n",
+ " Your mission if you accept it: Run our full_convolution code in batch mode.<br>\n",
+ " For that :\n",
+ " <ul>\n",
+ " <li>Validate the full_convolution notebook on short tests</li>\n",
+ " <li>Submit it in batch mode for validation</li>\n",
+ " <li>Modify the notebook for a full run and submit it :-)</li>\n",
+ " </ul>\n",
+ " \n",
+ "</div>"
]
},
{
diff --git a/GTSRB/07-Full-convolutions-reports.ipynb b/GTSRB/07-Full-convolutions-reports.ipynb
index fe4a202..d152ed7 100644
--- a/GTSRB/07-Full-convolutions-reports.ipynb
+++ b/GTSRB/07-Full-convolutions-reports.ipynb
@@ -86,7 +86,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
@@ -96,7 +96,7 @@
"\n",
"\n",
"\n",
- "Report : report_009557\n",
+ "Report : report_028304\n",
"Desc. : train_size=1 test_size=1 batch_size=64 epochs=16 data_aug=False \n",
"\n"
]
@@ -105,97 +105,97 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- " #T_041f3e10_411b_11ea_a8da_77f37aa3c79brow3_col2 {\n",
+ " #T_f7686d38_5a4a_11ea_aadb_7516251a77berow2_col2 {\n",
" background-color: yellow;\n",
- " } #T_041f3e10_411b_11ea_a8da_77f37aa3c79brow3_col4 {\n",
+ " } #T_f7686d38_5a4a_11ea_aadb_7516251a77berow2_col4 {\n",
" background-color: yellow;\n",
- " } #T_041f3e10_411b_11ea_a8da_77f37aa3c79brow6_col6 {\n",
+ " } #T_f7686d38_5a4a_11ea_aadb_7516251a77berow3_col6 {\n",
" background-color: yellow;\n",
- " }</style><table id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79b\" ><thead> <tr> <th class=\"col_heading level0 col0\" >Dataset</th> <th class=\"col_heading level0 col1\" >Size</th> <th class=\"col_heading level0 col2\" >v1_Accuracy</th> <th class=\"col_heading level0 col3\" >v1_Duration</th> <th class=\"col_heading level0 col4\" >v2_Accuracy</th> <th class=\"col_heading level0 col5\" >v2_Duration</th> <th class=\"col_heading level0 col6\" >v3_Accuracy</th> <th class=\"col_heading level0 col7\" >v3_Duration</th> </tr></thead><tbody>\n",
+ " }</style><table id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77be\" ><thead> <tr> <th class=\"col_heading level0 col0\" >Dataset</th> <th class=\"col_heading level0 col1\" >Size</th> <th class=\"col_heading level0 col2\" >v1_Accuracy</th> <th class=\"col_heading level0 col3\" >v1_Duration</th> <th class=\"col_heading level0 col4\" >v2_Accuracy</th> <th class=\"col_heading level0 col5\" >v2_Duration</th> <th class=\"col_heading level0 col6\" >v3_Accuracy</th> <th class=\"col_heading level0 col7\" >v3_Duration</th> </tr></thead><tbody>\n",
" <tr>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow0_col0\" class=\"data row0 col0\" >set-24x24-L</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow0_col1\" class=\"data row0 col1\" >228.77 Mo</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow0_col2\" class=\"data row0 col2\" >95.54 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow0_col3\" class=\"data row0 col3\" >95.3 s</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow0_col4\" class=\"data row0 col4\" >96.81 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow0_col5\" class=\"data row0 col5\" >105.4 s</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow0_col6\" class=\"data row0 col6\" >95.68 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow0_col7\" class=\"data row0 col7\" >115.4 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow0_col0\" class=\"data row0 col0\" >set-24x24-L</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow0_col1\" class=\"data row0 col1\" >228.77 Mo</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow0_col2\" class=\"data row0 col2\" >95.53 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow0_col3\" class=\"data row0 col3\" >52.5 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow0_col4\" class=\"data row0 col4\" >96.37 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow0_col5\" class=\"data row0 col5\" >55.3 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow0_col6\" class=\"data row0 col6\" >95.85 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow0_col7\" class=\"data row0 col7\" >54.5 s</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow1_col0\" class=\"data row1 col0\" >set-24x24-RGB</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow1_col1\" class=\"data row1 col1\" >684.39 Mo</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow1_col2\" class=\"data row1 col2\" >96.09 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow1_col3\" class=\"data row1 col3\" >84.7 s</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow1_col4\" class=\"data row1 col4\" >96.57 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow1_col5\" class=\"data row1 col5\" >106.7 s</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow1_col6\" class=\"data row1 col6\" >95.44 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow1_col7\" class=\"data row1 col7\" >119.0 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow1_col0\" class=\"data row1 col0\" >set-24x24-RGB</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow1_col1\" class=\"data row1 col1\" >684.39 Mo</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow1_col2\" class=\"data row1 col2\" >96.58 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow1_col3\" class=\"data row1 col3\" >49.4 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow1_col4\" class=\"data row1 col4\" >97.65 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow1_col5\" class=\"data row1 col5\" >57.5 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow1_col6\" class=\"data row1 col6\" >95.38 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow1_col7\" class=\"data row1 col7\" >56.7 s</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow2_col0\" class=\"data row2 col0\" >set-48x48-L</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow2_col1\" class=\"data row2 col1\" >913.90 Mo</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow2_col2\" class=\"data row2 col2\" >95.99 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow2_col3\" class=\"data row2 col3\" >160.5 s</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow2_col4\" class=\"data row2 col4\" >97.84 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow2_col5\" class=\"data row2 col5\" >149.2 s</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow2_col6\" class=\"data row2 col6\" >97.59 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow2_col7\" class=\"data row2 col7\" >139.7 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow2_col0\" class=\"data row2 col0\" >set-48x48-L</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow2_col1\" class=\"data row2 col1\" >913.90 Mo</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow2_col2\" class=\"data row2 col2\" >96.68 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow2_col3\" class=\"data row2 col3\" >138.2 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow2_col4\" class=\"data row2 col4\" >98.04 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow2_col5\" class=\"data row2 col5\" >122.5 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow2_col6\" class=\"data row2 col6\" >97.54 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow2_col7\" class=\"data row2 col7\" >95.9 s</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow3_col0\" class=\"data row3 col0\" >set-48x48-RGB</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow3_col1\" class=\"data row3 col1\" >2736.36 Mo</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow3_col2\" class=\"data row3 col2\" >96.54 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow3_col3\" class=\"data row3 col3\" >161.6 s</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow3_col4\" class=\"data row3 col4\" >98.08 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow3_col5\" class=\"data row3 col5\" >156.6 s</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow3_col6\" class=\"data row3 col6\" >97.42 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow3_col7\" class=\"data row3 col7\" >144.2 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow3_col0\" class=\"data row3 col0\" >set-48x48-RGB</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow3_col1\" class=\"data row3 col1\" >2736.36 Mo</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow3_col2\" class=\"data row3 col2\" >96.10 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow3_col3\" class=\"data row3 col3\" >146.6 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow3_col4\" class=\"data row3 col4\" >97.56 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow3_col5\" class=\"data row3 col5\" >128.8 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow3_col6\" class=\"data row3 col6\" >97.93 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow3_col7\" class=\"data row3 col7\" >104.3 s</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow4_col0\" class=\"data row4 col0\" >set-24x24-L-LHE</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow4_col1\" class=\"data row4 col1\" >228.77 Mo</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow4_col2\" class=\"data row4 col2\" >95.72 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow4_col3\" class=\"data row4 col3\" >79.0 s</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow4_col4\" class=\"data row4 col4\" >96.80 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow4_col5\" class=\"data row4 col5\" >105.7 s</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow4_col6\" class=\"data row4 col6\" >94.93 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow4_col7\" class=\"data row4 col7\" >115.0 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow4_col0\" class=\"data row4 col0\" >set-24x24-L-LHE</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow4_col1\" class=\"data row4 col1\" >228.77 Mo</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow4_col2\" class=\"data row4 col2\" >95.89 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow4_col3\" class=\"data row4 col3\" >46.2 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow4_col4\" class=\"data row4 col4\" >97.17 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow4_col5\" class=\"data row4 col5\" >54.8 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow4_col6\" class=\"data row4 col6\" >95.41 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow4_col7\" class=\"data row4 col7\" >55.5 s</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow5_col0\" class=\"data row5 col0\" >set-24x24-RGB-HE</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow5_col1\" class=\"data row5 col1\" >684.39 Mo</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow5_col2\" class=\"data row5 col2\" >95.15 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow5_col3\" class=\"data row5 col3\" >82.0 s</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow5_col4\" class=\"data row5 col4\" >97.10 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow5_col5\" class=\"data row5 col5\" >109.1 s</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow5_col6\" class=\"data row5 col6\" >94.05 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow5_col7\" class=\"data row5 col7\" >121.6 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow5_col0\" class=\"data row5 col0\" >set-24x24-RGB-HE</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow5_col1\" class=\"data row5 col1\" >684.39 Mo</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow5_col2\" class=\"data row5 col2\" >95.19 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow5_col3\" class=\"data row5 col3\" >49.4 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow5_col4\" class=\"data row5 col4\" >96.40 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow5_col5\" class=\"data row5 col5\" >57.9 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow5_col6\" class=\"data row5 col6\" >93.36 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow5_col7\" class=\"data row5 col7\" >57.0 s</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow6_col0\" class=\"data row6 col0\" >set-48x48-L-LHE</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow6_col1\" class=\"data row6 col1\" >913.90 Mo</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow6_col2\" class=\"data row6 col2\" >95.64 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow6_col3\" class=\"data row6 col3\" >156.4 s</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow6_col4\" class=\"data row6 col4\" >97.68 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow6_col5\" class=\"data row6 col5\" >146.0 s</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow6_col6\" class=\"data row6 col6\" >97.93 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow6_col7\" class=\"data row6 col7\" >136.4 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow6_col0\" class=\"data row6 col0\" >set-48x48-L-LHE</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow6_col1\" class=\"data row6 col1\" >913.90 Mo</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow6_col2\" class=\"data row6 col2\" >96.42 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow6_col3\" class=\"data row6 col3\" >137.4 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow6_col4\" class=\"data row6 col4\" >97.96 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow6_col5\" class=\"data row6 col5\" >122.4 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow6_col6\" class=\"data row6 col6\" >97.70 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow6_col7\" class=\"data row6 col7\" >94.7 s</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow7_col0\" class=\"data row7 col0\" >set-48x48-RGB-HE</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow7_col1\" class=\"data row7 col1\" >2736.36 Mo</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow7_col2\" class=\"data row7 col2\" >95.31 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow7_col3\" class=\"data row7 col3\" >168.0 s</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow7_col4\" class=\"data row7 col4\" >97.84 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow7_col5\" class=\"data row7 col5\" >155.6 s</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow7_col6\" class=\"data row7 col6\" >97.06 %</td>\n",
- " <td id=\"T_041f3e10_411b_11ea_a8da_77f37aa3c79brow7_col7\" class=\"data row7 col7\" >144.5 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow7_col0\" class=\"data row7 col0\" >set-48x48-RGB-HE</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow7_col1\" class=\"data row7 col1\" >2736.36 Mo</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow7_col2\" class=\"data row7 col2\" >95.50 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow7_col3\" class=\"data row7 col3\" >145.6 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow7_col4\" class=\"data row7 col4\" >98.01 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow7_col5\" class=\"data row7 col5\" >130.0 s</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow7_col6\" class=\"data row7 col6\" >96.48 %</td>\n",
+ " <td id=\"T_f7686d38_5a4a_11ea_aadb_7516251a77berow7_col7\" class=\"data row7 col7\" >103.6 s</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7f23a5086510>"
+ "<pandas.io.formats.style.Styler at 0x7f6fa9640310>"
]
},
"metadata": {},
@@ -208,7 +208,7 @@
"\n",
"\n",
"\n",
- "Report : report_020341\n",
+ "Report : report_029273\n",
"Desc. : train_size=1 test_size=1 batch_size=64 epochs=16 data_aug=False \n",
"\n"
]
@@ -217,97 +217,97 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- " #T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow2_col2 {\n",
+ " #T_f76a7f24_5a4a_11ea_aadb_7516251a77berow2_col6 {\n",
" background-color: yellow;\n",
- " } #T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow3_col4 {\n",
+ " } #T_f76a7f24_5a4a_11ea_aadb_7516251a77berow3_col4 {\n",
" background-color: yellow;\n",
- " } #T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow3_col6 {\n",
+ " } #T_f76a7f24_5a4a_11ea_aadb_7516251a77berow6_col2 {\n",
" background-color: yellow;\n",
- " }</style><table id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79b\" ><thead> <tr> <th class=\"col_heading level0 col0\" >Dataset</th> <th class=\"col_heading level0 col1\" >Size</th> <th class=\"col_heading level0 col2\" >v1_Accuracy</th> <th class=\"col_heading level0 col3\" >v1_Duration</th> <th class=\"col_heading level0 col4\" >v2_Accuracy</th> <th class=\"col_heading level0 col5\" >v2_Duration</th> <th class=\"col_heading level0 col6\" >v3_Accuracy</th> <th class=\"col_heading level0 col7\" >v3_Duration</th> </tr></thead><tbody>\n",
+ " }</style><table id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77be\" ><thead> <tr> <th class=\"col_heading level0 col0\" >Dataset</th> <th class=\"col_heading level0 col1\" >Size</th> <th class=\"col_heading level0 col2\" >v1_Accuracy</th> <th class=\"col_heading level0 col3\" >v1_Duration</th> <th class=\"col_heading level0 col4\" >v2_Accuracy</th> <th class=\"col_heading level0 col5\" >v2_Duration</th> <th class=\"col_heading level0 col6\" >v3_Accuracy</th> <th class=\"col_heading level0 col7\" >v3_Duration</th> </tr></thead><tbody>\n",
" <tr>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow0_col0\" class=\"data row0 col0\" >set-24x24-L</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow0_col1\" class=\"data row0 col1\" >228.77 Mo</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow0_col2\" class=\"data row0 col2\" >95.53 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow0_col3\" class=\"data row0 col3\" >99.6 s</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow0_col4\" class=\"data row0 col4\" >96.86 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow0_col5\" class=\"data row0 col5\" >105.9 s</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow0_col6\" class=\"data row0 col6\" >95.53 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow0_col7\" class=\"data row0 col7\" >115.2 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow0_col0\" class=\"data row0 col0\" >set-24x24-L</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow0_col1\" class=\"data row0 col1\" >228.77 Mo</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow0_col2\" class=\"data row0 col2\" >95.55 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow0_col3\" class=\"data row0 col3\" >45.8 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow0_col4\" class=\"data row0 col4\" >96.68 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow0_col5\" class=\"data row0 col5\" >52.1 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow0_col6\" class=\"data row0 col6\" >95.87 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow0_col7\" class=\"data row0 col7\" >53.4 s</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow1_col0\" class=\"data row1 col0\" >set-24x24-RGB</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow1_col1\" class=\"data row1 col1\" >684.39 Mo</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow1_col2\" class=\"data row1 col2\" >96.55 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow1_col3\" class=\"data row1 col3\" >85.7 s</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow1_col4\" class=\"data row1 col4\" >97.38 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow1_col5\" class=\"data row1 col5\" >109.0 s</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow1_col6\" class=\"data row1 col6\" >96.18 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow1_col7\" class=\"data row1 col7\" >116.0 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow1_col0\" class=\"data row1 col0\" >set-24x24-RGB</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow1_col1\" class=\"data row1 col1\" >684.39 Mo</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow1_col2\" class=\"data row1 col2\" >96.22 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow1_col3\" class=\"data row1 col3\" >47.0 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow1_col4\" class=\"data row1 col4\" >97.34 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow1_col5\" class=\"data row1 col5\" >55.7 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow1_col6\" class=\"data row1 col6\" >95.75 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow1_col7\" class=\"data row1 col7\" >53.4 s</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow2_col0\" class=\"data row2 col0\" >set-48x48-L</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow2_col1\" class=\"data row2 col1\" >913.90 Mo</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow2_col2\" class=\"data row2 col2\" >97.13 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow2_col3\" class=\"data row2 col3\" >154.3 s</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow2_col4\" class=\"data row2 col4\" >97.78 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow2_col5\" class=\"data row2 col5\" >147.9 s</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow2_col6\" class=\"data row2 col6\" >97.47 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow2_col7\" class=\"data row2 col7\" >136.1 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow2_col0\" class=\"data row2 col0\" >set-48x48-L</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow2_col1\" class=\"data row2 col1\" >913.90 Mo</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow2_col2\" class=\"data row2 col2\" >96.22 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow2_col3\" class=\"data row2 col3\" >136.8 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow2_col4\" class=\"data row2 col4\" >98.00 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow2_col5\" class=\"data row2 col5\" >119.3 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow2_col6\" class=\"data row2 col6\" >97.78 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow2_col7\" class=\"data row2 col7\" >93.4 s</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow3_col0\" class=\"data row3 col0\" >set-48x48-RGB</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow3_col1\" class=\"data row3 col1\" >2736.36 Mo</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow3_col2\" class=\"data row3 col2\" >96.44 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow3_col3\" class=\"data row3 col3\" >161.1 s</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow3_col4\" class=\"data row3 col4\" >98.20 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow3_col5\" class=\"data row3 col5\" >155.9 s</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow3_col6\" class=\"data row3 col6\" >97.70 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow3_col7\" class=\"data row3 col7\" >144.3 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow3_col0\" class=\"data row3 col0\" >set-48x48-RGB</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow3_col1\" class=\"data row3 col1\" >2736.36 Mo</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow3_col2\" class=\"data row3 col2\" >96.28 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow3_col3\" class=\"data row3 col3\" >144.2 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow3_col4\" class=\"data row3 col4\" >98.60 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow3_col5\" class=\"data row3 col5\" >126.8 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow3_col6\" class=\"data row3 col6\" >97.55 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow3_col7\" class=\"data row3 col7\" >101.9 s</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow4_col0\" class=\"data row4 col0\" >set-24x24-L-LHE</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow4_col1\" class=\"data row4 col1\" >228.77 Mo</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow4_col2\" class=\"data row4 col2\" >95.84 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow4_col3\" class=\"data row4 col3\" >80.9 s</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow4_col4\" class=\"data row4 col4\" >96.71 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow4_col5\" class=\"data row4 col5\" >106.2 s</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow4_col6\" class=\"data row4 col6\" >95.21 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow4_col7\" class=\"data row4 col7\" >113.0 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow4_col0\" class=\"data row4 col0\" >set-24x24-L-LHE</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow4_col1\" class=\"data row4 col1\" >228.77 Mo</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow4_col2\" class=\"data row4 col2\" >96.00 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow4_col3\" class=\"data row4 col3\" >45.1 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow4_col4\" class=\"data row4 col4\" >97.12 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow4_col5\" class=\"data row4 col5\" >53.6 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow4_col6\" class=\"data row4 col6\" >95.65 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow4_col7\" class=\"data row4 col7\" >53.2 s</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow5_col0\" class=\"data row5 col0\" >set-24x24-RGB-HE</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow5_col1\" class=\"data row5 col1\" >684.39 Mo</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow5_col2\" class=\"data row5 col2\" >95.34 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow5_col3\" class=\"data row5 col3\" >85.2 s</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow5_col4\" class=\"data row5 col4\" >96.90 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow5_col5\" class=\"data row5 col5\" >105.6 s</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow5_col6\" class=\"data row5 col6\" >94.32 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow5_col7\" class=\"data row5 col7\" >115.9 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow5_col0\" class=\"data row5 col0\" >set-24x24-RGB-HE</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow5_col1\" class=\"data row5 col1\" >684.39 Mo</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow5_col2\" class=\"data row5 col2\" >95.27 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow5_col3\" class=\"data row5 col3\" >47.2 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow5_col4\" class=\"data row5 col4\" >96.47 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow5_col5\" class=\"data row5 col5\" >56.3 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow5_col6\" class=\"data row5 col6\" >95.27 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow5_col7\" class=\"data row5 col7\" >54.6 s</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow6_col0\" class=\"data row6 col0\" >set-48x48-L-LHE</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow6_col1\" class=\"data row6 col1\" >913.90 Mo</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow6_col2\" class=\"data row6 col2\" >96.90 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow6_col3\" class=\"data row6 col3\" >152.2 s</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow6_col4\" class=\"data row6 col4\" >97.85 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow6_col5\" class=\"data row6 col5\" >147.3 s</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow6_col6\" class=\"data row6 col6\" >97.61 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow6_col7\" class=\"data row6 col7\" >137.5 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow6_col0\" class=\"data row6 col0\" >set-48x48-L-LHE</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow6_col1\" class=\"data row6 col1\" >913.90 Mo</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow6_col2\" class=\"data row6 col2\" >96.41 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow6_col3\" class=\"data row6 col3\" >138.6 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow6_col4\" class=\"data row6 col4\" >97.93 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow6_col5\" class=\"data row6 col5\" >119.1 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow6_col6\" class=\"data row6 col6\" >97.55 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow6_col7\" class=\"data row6 col7\" >93.7 s</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow7_col0\" class=\"data row7 col0\" >set-48x48-RGB-HE</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow7_col1\" class=\"data row7 col1\" >2736.36 Mo</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow7_col2\" class=\"data row7 col2\" >95.40 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow7_col3\" class=\"data row7 col3\" >160.8 s</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow7_col4\" class=\"data row7 col4\" >97.76 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow7_col5\" class=\"data row7 col5\" >155.1 s</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow7_col6\" class=\"data row7 col6\" >96.74 %</td>\n",
- " <td id=\"T_0421d0d0_411b_11ea_a8da_77f37aa3c79brow7_col7\" class=\"data row7 col7\" >143.6 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow7_col0\" class=\"data row7 col0\" >set-48x48-RGB-HE</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow7_col1\" class=\"data row7 col1\" >2736.36 Mo</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow7_col2\" class=\"data row7 col2\" >94.62 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow7_col3\" class=\"data row7 col3\" >145.6 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow7_col4\" class=\"data row7 col4\" >97.49 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow7_col5\" class=\"data row7 col5\" >127.4 s</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow7_col6\" class=\"data row7 col6\" >96.52 %</td>\n",
+ " <td id=\"T_f76a7f24_5a4a_11ea_aadb_7516251a77berow7_col7\" class=\"data row7 col7\" >104.3 s</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7f23a3a8cfd0>"
+ "<pandas.io.formats.style.Styler at 0x7f6fa8d65710>"
]
},
"metadata": {},
@@ -320,221 +320,7 @@
"\n",
"\n",
"\n",
- "Report : report_041040\n",
- "Desc. : train_size=1 test_size=1 batch_size=64 epochs=20 data_aug=True \n",
- "\n"
- ]
- },
- {
- "data": {
- "text/html": [
- "<style type=\"text/css\" >\n",
- " #T_042379e4_411b_11ea_a8da_77f37aa3c79brow0_col2 {\n",
- " background-color: yellow;\n",
- " }</style><table id=\"T_042379e4_411b_11ea_a8da_77f37aa3c79b\" ><thead> <tr> <th class=\"col_heading level0 col0\" >Dataset</th> <th class=\"col_heading level0 col1\" >Size</th> <th class=\"col_heading level0 col2\" >v2_Accuracy</th> <th class=\"col_heading level0 col3\" >v2_Duration</th> </tr></thead><tbody>\n",
- " <tr>\n",
- " <td id=\"T_042379e4_411b_11ea_a8da_77f37aa3c79brow0_col0\" class=\"data row0 col0\" >set-48x48-RGB</td>\n",
- " <td id=\"T_042379e4_411b_11ea_a8da_77f37aa3c79brow0_col1\" class=\"data row0 col1\" >2736.36 Mo</td>\n",
- " <td id=\"T_042379e4_411b_11ea_a8da_77f37aa3c79brow0_col2\" class=\"data row0 col2\" >98.76 %</td>\n",
- " <td id=\"T_042379e4_411b_11ea_a8da_77f37aa3c79brow0_col3\" class=\"data row0 col3\" >662.1 s</td>\n",
- " </tr>\n",
- " </tbody></table>"
- ],
- "text/plain": [
- "<pandas.io.formats.style.Styler at 0x7f23d0aa4a10>"
- ]
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- "metadata": {},
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n",
- "\n",
- "\n",
- "Report : report_088809\n",
- "Desc. : train_size=1 test_size=1 batch_size=64 epochs=20 data_aug=True \n",
- "\n"
- ]
- },
- {
- "data": {
- "text/html": [
- "<style type=\"text/css\" >\n",
- " #T_0424b5e8_411b_11ea_a8da_77f37aa3c79brow0_col2 {\n",
- " background-color: yellow;\n",
- " }</style><table id=\"T_0424b5e8_411b_11ea_a8da_77f37aa3c79b\" ><thead> <tr> <th class=\"col_heading level0 col0\" >Dataset</th> <th class=\"col_heading level0 col1\" >Size</th> <th class=\"col_heading level0 col2\" >v2_Accuracy</th> <th class=\"col_heading level0 col3\" >v2_Duration</th> </tr></thead><tbody>\n",
- " <tr>\n",
- " <td id=\"T_0424b5e8_411b_11ea_a8da_77f37aa3c79brow0_col0\" class=\"data row0 col0\" >set-48x48-RGB</td>\n",
- " <td id=\"T_0424b5e8_411b_11ea_a8da_77f37aa3c79brow0_col1\" class=\"data row0 col1\" >2736.36 Mo</td>\n",
- " <td id=\"T_0424b5e8_411b_11ea_a8da_77f37aa3c79brow0_col2\" class=\"data row0 col2\" >98.85 %</td>\n",
- " <td id=\"T_0424b5e8_411b_11ea_a8da_77f37aa3c79brow0_col3\" class=\"data row0 col3\" >657.2 s</td>\n",
- " </tr>\n",
- " </tbody></table>"
- ],
- "text/plain": [
- "<pandas.io.formats.style.Styler at 0x7f23a3a32550>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n",
- "\n",
- "\n",
- "Report : report_093384\n",
- "Desc. : train_size=1 test_size=1 batch_size=64 epochs=16 data_aug=False \n",
- "\n"
- ]
- },
- {
- "data": {
- "text/html": [
- "<style type=\"text/css\" >\n",
- " #T_0426fe66_411b_11ea_a8da_77f37aa3c79brow3_col4 {\n",
- " background-color: yellow;\n",
- " } #T_0426fe66_411b_11ea_a8da_77f37aa3c79brow6_col2 {\n",
- " background-color: yellow;\n",
- " } #T_0426fe66_411b_11ea_a8da_77f37aa3c79brow6_col6 {\n",
- " background-color: yellow;\n",
- " }</style><table id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79b\" ><thead> <tr> <th class=\"col_heading level0 col0\" >Dataset</th> <th class=\"col_heading level0 col1\" >Size</th> <th class=\"col_heading level0 col2\" >v1_Accuracy</th> <th class=\"col_heading level0 col3\" >v1_Duration</th> <th class=\"col_heading level0 col4\" >v2_Accuracy</th> <th class=\"col_heading level0 col5\" >v2_Duration</th> <th class=\"col_heading level0 col6\" >v3_Accuracy</th> <th class=\"col_heading level0 col7\" >v3_Duration</th> </tr></thead><tbody>\n",
- " <tr>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow0_col0\" class=\"data row0 col0\" >set-24x24-L</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow0_col1\" class=\"data row0 col1\" >228.77 Mo</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow0_col2\" class=\"data row0 col2\" >95.90 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow0_col3\" class=\"data row0 col3\" >87.6 s</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow0_col4\" class=\"data row0 col4\" >97.09 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow0_col5\" class=\"data row0 col5\" >105.0 s</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow0_col6\" class=\"data row0 col6\" >95.72 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow0_col7\" class=\"data row0 col7\" >116.7 s</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow1_col0\" class=\"data row1 col0\" >set-24x24-RGB</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow1_col1\" class=\"data row1 col1\" >684.39 Mo</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow1_col2\" class=\"data row1 col2\" >96.02 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow1_col3\" class=\"data row1 col3\" >88.6 s</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow1_col4\" class=\"data row1 col4\" >97.40 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow1_col5\" class=\"data row1 col5\" >103.7 s</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow1_col6\" class=\"data row1 col6\" >95.26 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow1_col7\" class=\"data row1 col7\" >116.9 s</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow2_col0\" class=\"data row2 col0\" >set-48x48-L</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow2_col1\" class=\"data row2 col1\" >913.90 Mo</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow2_col2\" class=\"data row2 col2\" >95.42 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow2_col3\" class=\"data row2 col3\" >155.1 s</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow2_col4\" class=\"data row2 col4\" >98.04 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow2_col5\" class=\"data row2 col5\" >147.8 s</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow2_col6\" class=\"data row2 col6\" >97.42 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow2_col7\" class=\"data row2 col7\" >139.8 s</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow3_col0\" class=\"data row3 col0\" >set-48x48-RGB</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow3_col1\" class=\"data row3 col1\" >2736.36 Mo</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow3_col2\" class=\"data row3 col2\" >96.53 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow3_col3\" class=\"data row3 col3\" >162.2 s</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow3_col4\" class=\"data row3 col4\" >98.04 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow3_col5\" class=\"data row3 col5\" >155.5 s</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow3_col6\" class=\"data row3 col6\" >97.74 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow3_col7\" class=\"data row3 col7\" >146.7 s</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow4_col0\" class=\"data row4 col0\" >set-24x24-L-LHE</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow4_col1\" class=\"data row4 col1\" >228.77 Mo</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow4_col2\" class=\"data row4 col2\" >95.82 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow4_col3\" class=\"data row4 col3\" >86.6 s</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow4_col4\" class=\"data row4 col4\" >96.58 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow4_col5\" class=\"data row4 col5\" >105.7 s</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow4_col6\" class=\"data row4 col6\" >94.86 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow4_col7\" class=\"data row4 col7\" >117.0 s</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow5_col0\" class=\"data row5 col0\" >set-24x24-RGB-HE</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow5_col1\" class=\"data row5 col1\" >684.39 Mo</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow5_col2\" class=\"data row5 col2\" >95.38 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow5_col3\" class=\"data row5 col3\" >82.6 s</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow5_col4\" class=\"data row5 col4\" >96.51 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow5_col5\" class=\"data row5 col5\" >107.2 s</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow5_col6\" class=\"data row5 col6\" >93.97 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow5_col7\" class=\"data row5 col7\" >109.3 s</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow6_col0\" class=\"data row6 col0\" >set-48x48-L-LHE</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow6_col1\" class=\"data row6 col1\" >913.90 Mo</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow6_col2\" class=\"data row6 col2\" >96.93 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow6_col3\" class=\"data row6 col3\" >155.6 s</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow6_col4\" class=\"data row6 col4\" >97.85 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow6_col5\" class=\"data row6 col5\" >148.0 s</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow6_col6\" class=\"data row6 col6\" >97.90 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow6_col7\" class=\"data row6 col7\" >137.5 s</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow7_col0\" class=\"data row7 col0\" >set-48x48-RGB-HE</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow7_col1\" class=\"data row7 col1\" >2736.36 Mo</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow7_col2\" class=\"data row7 col2\" >95.68 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow7_col3\" class=\"data row7 col3\" >161.0 s</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow7_col4\" class=\"data row7 col4\" >98.00 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow7_col5\" class=\"data row7 col5\" >156.1 s</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow7_col6\" class=\"data row7 col6\" >96.75 %</td>\n",
- " <td id=\"T_0426fe66_411b_11ea_a8da_77f37aa3c79brow7_col7\" class=\"data row7 col7\" >146.4 s</td>\n",
- " </tr>\n",
- " </tbody></table>"
- ],
- "text/plain": [
- "<pandas.io.formats.style.Styler at 0x7f23a3a32d90>"
- ]
- },
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- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n",
- "\n",
- "\n",
- "Report : report_094801\n",
- "Desc. : train_size=1 test_size=1 batch_size=64 epochs=20 data_aug=True \n",
- "\n"
- ]
- },
- {
- "data": {
- "text/html": [
- "<style type=\"text/css\" >\n",
- " #T_04292d6c_411b_11ea_a8da_77f37aa3c79brow0_col2 {\n",
- " background-color: yellow;\n",
- " }</style><table id=\"T_04292d6c_411b_11ea_a8da_77f37aa3c79b\" ><thead> <tr> <th class=\"col_heading level0 col0\" >Dataset</th> <th class=\"col_heading level0 col1\" >Size</th> <th class=\"col_heading level0 col2\" >v2_Accuracy</th> <th class=\"col_heading level0 col3\" >v2_Duration</th> </tr></thead><tbody>\n",
- " <tr>\n",
- " <td id=\"T_04292d6c_411b_11ea_a8da_77f37aa3c79brow0_col0\" class=\"data row0 col0\" >set-48x48-RGB</td>\n",
- " <td id=\"T_04292d6c_411b_11ea_a8da_77f37aa3c79brow0_col1\" class=\"data row0 col1\" >2736.36 Mo</td>\n",
- " <td id=\"T_04292d6c_411b_11ea_a8da_77f37aa3c79brow0_col2\" class=\"data row0 col2\" >98.90 %</td>\n",
- " <td id=\"T_04292d6c_411b_11ea_a8da_77f37aa3c79brow0_col3\" class=\"data row0 col3\" >652.0 s</td>\n",
- " </tr>\n",
- " </tbody></table>"
- ],
- "text/plain": [
- "<pandas.io.formats.style.Styler at 0x7f23a3a32dd0>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n",
- "\n",
- "\n",
- "Report : report_2020_01_20_17h22m23s\n",
+ "Report : report_033476\n",
"Desc. : train_size=1 test_size=1 batch_size=64 epochs=16 data_aug=False \n",
"\n"
]
@@ -543,97 +329,97 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- " #T_042c0d66_411b_11ea_a8da_77f37aa3c79brow3_col4 {\n",
+ " #T_f76ca498_5a4a_11ea_aadb_7516251a77berow2_col2 {\n",
" background-color: yellow;\n",
- " } #T_042c0d66_411b_11ea_a8da_77f37aa3c79brow3_col6 {\n",
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" background-color: yellow;\n",
- " } #T_042c0d66_411b_11ea_a8da_77f37aa3c79brow6_col2 {\n",
+ " } #T_f76ca498_5a4a_11ea_aadb_7516251a77berow3_col4 {\n",
" background-color: yellow;\n",
- " }</style><table id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79b\" ><thead> <tr> <th class=\"col_heading level0 col0\" >Dataset</th> <th class=\"col_heading level0 col1\" >Size</th> <th class=\"col_heading level0 col2\" >v1_Accuracy</th> <th class=\"col_heading level0 col3\" >v1_Duration</th> <th class=\"col_heading level0 col4\" >v2_Accuracy</th> <th class=\"col_heading level0 col5\" >v2_Duration</th> <th class=\"col_heading level0 col6\" >v3_Accuracy</th> <th class=\"col_heading level0 col7\" >v3_Duration</th> </tr></thead><tbody>\n",
+ " }</style><table id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77be\" ><thead> <tr> <th class=\"col_heading level0 col0\" >Dataset</th> <th class=\"col_heading level0 col1\" >Size</th> <th class=\"col_heading level0 col2\" >v1_Accuracy</th> <th class=\"col_heading level0 col3\" >v1_Duration</th> <th class=\"col_heading level0 col4\" >v2_Accuracy</th> <th class=\"col_heading level0 col5\" >v2_Duration</th> <th class=\"col_heading level0 col6\" >v3_Accuracy</th> <th class=\"col_heading level0 col7\" >v3_Duration</th> </tr></thead><tbody>\n",
" <tr>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow0_col0\" class=\"data row0 col0\" >set-24x24-L</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow0_col1\" class=\"data row0 col1\" >228.77 Mo</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow0_col2\" class=\"data row0 col2\" >95.39 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow0_col3\" class=\"data row0 col3\" >58.2 s</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow0_col4\" class=\"data row0 col4\" >97.32 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow0_col5\" class=\"data row0 col5\" >52.6 s</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow0_col6\" class=\"data row0 col6\" >95.16 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow0_col7\" class=\"data row0 col7\" >50.3 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow0_col0\" class=\"data row0 col0\" >set-24x24-L</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow0_col1\" class=\"data row0 col1\" >228.77 Mo</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow0_col2\" class=\"data row0 col2\" >95.06 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow0_col3\" class=\"data row0 col3\" >50.7 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow0_col4\" class=\"data row0 col4\" >96.51 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow0_col5\" class=\"data row0 col5\" >52.9 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow0_col6\" class=\"data row0 col6\" >95.12 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow0_col7\" class=\"data row0 col7\" >51.4 s</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow1_col0\" class=\"data row1 col0\" >set-24x24-RGB</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow1_col1\" class=\"data row1 col1\" >684.39 Mo</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow1_col2\" class=\"data row1 col2\" >96.11 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow1_col3\" class=\"data row1 col3\" >47.2 s</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow1_col4\" class=\"data row1 col4\" >97.77 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow1_col5\" class=\"data row1 col5\" >55.2 s</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow1_col6\" class=\"data row1 col6\" >96.52 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow1_col7\" class=\"data row1 col7\" >52.3 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow1_col0\" class=\"data row1 col0\" >set-24x24-RGB</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow1_col1\" class=\"data row1 col1\" >684.39 Mo</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow1_col2\" class=\"data row1 col2\" >96.14 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow1_col3\" class=\"data row1 col3\" >46.7 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow1_col4\" class=\"data row1 col4\" >97.53 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow1_col5\" class=\"data row1 col5\" >55.2 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow1_col6\" class=\"data row1 col6\" >95.29 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow1_col7\" class=\"data row1 col7\" >56.0 s</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow2_col0\" class=\"data row2 col0\" >set-48x48-L</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow2_col1\" class=\"data row2 col1\" >913.90 Mo</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow2_col2\" class=\"data row2 col2\" >95.98 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow2_col3\" class=\"data row2 col3\" >135.2 s</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow2_col4\" class=\"data row2 col4\" >97.88 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow2_col5\" class=\"data row2 col5\" >118.3 s</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow2_col6\" class=\"data row2 col6\" >97.38 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow2_col7\" class=\"data row2 col7\" >92.0 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow2_col0\" class=\"data row2 col0\" >set-48x48-L</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow2_col1\" class=\"data row2 col1\" >913.90 Mo</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow2_col2\" class=\"data row2 col2\" >96.93 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow2_col3\" class=\"data row2 col3\" >137.3 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow2_col4\" class=\"data row2 col4\" >97.60 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow2_col5\" class=\"data row2 col5\" >117.3 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow2_col6\" class=\"data row2 col6\" >97.96 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow2_col7\" class=\"data row2 col7\" >95.3 s</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow3_col0\" class=\"data row3 col0\" >set-48x48-RGB</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow3_col1\" class=\"data row3 col1\" >2736.36 Mo</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow3_col2\" class=\"data row3 col2\" >96.29 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow3_col3\" class=\"data row3 col3\" >138.7 s</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow3_col4\" class=\"data row3 col4\" >97.95 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow3_col5\" class=\"data row3 col5\" >124.7 s</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow3_col6\" class=\"data row3 col6\" >97.53 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow3_col7\" class=\"data row3 col7\" >98.5 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow3_col0\" class=\"data row3 col0\" >set-48x48-RGB</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow3_col1\" class=\"data row3 col1\" >2736.36 Mo</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow3_col2\" class=\"data row3 col2\" >96.58 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow3_col3\" class=\"data row3 col3\" >146.6 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow3_col4\" class=\"data row3 col4\" >97.86 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow3_col5\" class=\"data row3 col5\" >128.3 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow3_col6\" class=\"data row3 col6\" >97.73 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow3_col7\" class=\"data row3 col7\" >103.1 s</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow4_col0\" class=\"data row4 col0\" >set-24x24-L-LHE</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow4_col1\" class=\"data row4 col1\" >228.77 Mo</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow4_col2\" class=\"data row4 col2\" >95.79 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow4_col3\" class=\"data row4 col3\" >44.3 s</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow4_col4\" class=\"data row4 col4\" >96.41 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow4_col5\" class=\"data row4 col5\" >53.1 s</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow4_col6\" class=\"data row4 col6\" >95.72 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow4_col7\" class=\"data row4 col7\" >50.9 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow4_col0\" class=\"data row4 col0\" >set-24x24-L-LHE</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow4_col1\" class=\"data row4 col1\" >228.77 Mo</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow4_col2\" class=\"data row4 col2\" >96.11 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow4_col3\" class=\"data row4 col3\" >45.2 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow4_col4\" class=\"data row4 col4\" >97.15 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow4_col5\" class=\"data row4 col5\" >53.0 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow4_col6\" class=\"data row4 col6\" >95.16 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow4_col7\" class=\"data row4 col7\" >54.5 s</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow5_col0\" class=\"data row5 col0\" >set-24x24-RGB-HE</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow5_col1\" class=\"data row5 col1\" >684.39 Mo</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow5_col2\" class=\"data row5 col2\" >95.35 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow5_col3\" class=\"data row5 col3\" >46.0 s</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow5_col4\" class=\"data row5 col4\" >96.80 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow5_col5\" class=\"data row5 col5\" >54.5 s</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow5_col6\" class=\"data row5 col6\" >94.29 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow5_col7\" class=\"data row5 col7\" >52.5 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow5_col0\" class=\"data row5 col0\" >set-24x24-RGB-HE</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow5_col1\" class=\"data row5 col1\" >684.39 Mo</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow5_col2\" class=\"data row5 col2\" >95.10 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow5_col3\" class=\"data row5 col3\" >47.1 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow5_col4\" class=\"data row5 col4\" >96.41 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow5_col5\" class=\"data row5 col5\" >55.5 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow5_col6\" class=\"data row5 col6\" >94.40 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow5_col7\" class=\"data row5 col7\" >52.6 s</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow6_col0\" class=\"data row6 col0\" >set-48x48-L-LHE</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow6_col1\" class=\"data row6 col1\" >913.90 Mo</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow6_col2\" class=\"data row6 col2\" >96.72 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow6_col3\" class=\"data row6 col3\" >131.8 s</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow6_col4\" class=\"data row6 col4\" >97.80 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow6_col5\" class=\"data row6 col5\" >117.9 s</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow6_col6\" class=\"data row6 col6\" >97.16 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow6_col7\" class=\"data row6 col7\" >92.8 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow6_col0\" class=\"data row6 col0\" >set-48x48-L-LHE</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow6_col1\" class=\"data row6 col1\" >913.90 Mo</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow6_col2\" class=\"data row6 col2\" >96.45 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow6_col3\" class=\"data row6 col3\" >137.3 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow6_col4\" class=\"data row6 col4\" >97.74 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow6_col5\" class=\"data row6 col5\" >117.7 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow6_col6\" class=\"data row6 col6\" >97.42 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow6_col7\" class=\"data row6 col7\" >91.8 s</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow7_col0\" class=\"data row7 col0\" >set-48x48-RGB-HE</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow7_col1\" class=\"data row7 col1\" >2736.36 Mo</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow7_col2\" class=\"data row7 col2\" >94.58 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow7_col3\" class=\"data row7 col3\" >140.0 s</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow7_col4\" class=\"data row7 col4\" >97.77 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow7_col5\" class=\"data row7 col5\" >124.6 s</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow7_col6\" class=\"data row7 col6\" >97.11 %</td>\n",
- " <td id=\"T_042c0d66_411b_11ea_a8da_77f37aa3c79brow7_col7\" class=\"data row7 col7\" >100.1 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow7_col0\" class=\"data row7 col0\" >set-48x48-RGB-HE</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow7_col1\" class=\"data row7 col1\" >2736.36 Mo</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow7_col2\" class=\"data row7 col2\" >95.08 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow7_col3\" class=\"data row7 col3\" >146.7 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow7_col4\" class=\"data row7 col4\" >97.65 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow7_col5\" class=\"data row7 col5\" >130.2 s</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow7_col6\" class=\"data row7 col6\" >96.91 %</td>\n",
+ " <td id=\"T_f76ca498_5a4a_11ea_aadb_7516251a77berow7_col7\" class=\"data row7 col7\" >108.1 s</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7f23a3a4d590>"
+ "<pandas.io.formats.style.Styler at 0x7f6fa8d61c10>"
]
},
"metadata": {},
diff --git a/MNIST/01-DNN-MNIST.ipynb b/MNIST/01-DNN-MNIST.ipynb
index df5950b..ed397a7 100644
--- a/MNIST/01-DNN-MNIST.ipynb
+++ b/MNIST/01-DNN-MNIST.ipynb
@@ -63,6 +63,25 @@
" padding: 0.5em;\n",
" }\n",
"\n",
+ "div.todo:before { content:url(data:image/svg+xml;base64,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);\n",
+ " float:left;\n",
+ " margin-right:20px;\n",
+ " margin-top:-20px;\n",
+ " margin-bottom:20px;\n",
+ "}\n",
+ "div.todo{\n",
+ " font-weight: bold;\n",
+ " font-size: 1.1em;\n",
+ " margin-top:40px;\n",
+ "}\n",
+ "div.todo ul{\n",
+ " margin: 0.2em;\n",
+ "}\n",
+ "div.todo li{\n",
+ " margin-left:60px;\n",
+ " margin-top:0;\n",
+ " margin-bottom:0;\n",
+ "}\n",
"\n",
"\n",
"</style>\n",
@@ -81,8 +100,8 @@
"text": [
"\n",
"FIDLE 2020 - Practical Work Module\n",
- "Version : 0.4.2\n",
- "Run time : Wednesday 26 February 2020, 19:08:53\n",
+ "Version : 0.4.3\n",
+ "Run time : Friday 28 February 2020, 10:48:50\n",
"TensorFlow version : 2.0.0\n",
"Keras version : 2.2.4-tf\n"
]
diff --git a/fidle/pwk.py b/fidle/pwk.py
index b75e882..99a3651 100644
--- a/fidle/pwk.py
+++ b/fidle/pwk.py
@@ -29,9 +29,8 @@ import matplotlib
import matplotlib.pyplot as plt
import seaborn as sn #IDRIS : module en cours d'installation
-from IPython.display import display,Markdown,HTML
-
-VERSION='0.4.2'
+from IPython.display import display,Image,Markdown,HTML
+VERSION='0.4.3'
_save_figs = False
_figs_dir = './figs'
@@ -295,6 +294,7 @@ def plot_confusion_matrix(cm,
vmin=0,
vmax=1,
xticks=5,yticks=5,
+ annot=True,
save_as='auto'):
"""
given a sklearn confusion matrix (cm), make a nice plot
@@ -306,6 +306,7 @@ def plot_confusion_matrix(cm,
figsize: Figure size (12,8)
cmap: color map (gist_heat_r)
vmi,vmax: Min/max 0 and 1
+ annot: Annotation or just colors (True)
"""
@@ -315,7 +316,7 @@ def plot_confusion_matrix(cm,
plt.figure(figsize=figsize)
sn.heatmap(cm, linewidths=1, linecolor="#ffffff",square=True,
cmap=cmap, xticklabels=xticks, yticklabels=yticks,
- vmin=vmin,vmax=vmax,annot=True)
+ vmin=vmin,vmax=vmax,annot=annot)
plt.ylabel('True label')
plt.xlabel('Predicted label\naccuracy={:0.4f}; misclass={:0.4f}'.format(accuracy, misclass))
save_fig(save_as)
@@ -424,6 +425,9 @@ def save_fig(filename='auto', png=True, svg=False):
def display_md(md_text):
display(Markdown(md_text))
+def display_img(img):
+ display(Image(img))
+
def hdelay(sec):
return str(datetime.timedelta(seconds=int(sec)))
--
GitLab