From dbee9153212110af8f9e21a19c0183c3cde3a465 Mon Sep 17 00:00:00 2001
From: Jean-Luc Parouty <uja62cb@jean-zay1.idris.fr>
Date: Wed, 9 Sep 2020 11:53:52 +0200
Subject: [PATCH] =?UTF-8?q?Notebooks=20validation=20on=20JZ=20:=20LINR1=20?=
=?UTF-8?q?=C3=A0=20MNIST1?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
---
BHPD/02-DNN-Regression-Premium.ipynb | 838 +++++++++++------------
IRIS/01-Simple-Perceptron.ipynb | 41 +-
LinearReg/01-Linear-Regression.ipynb | 42 +-
LinearReg/02-Gradient-descent.ipynb | 72 +-
LinearReg/03-Polynomial-Regression.ipynb | 74 +-
LinearReg/04-Logistic-Regression.ipynb | 112 +--
MNIST/01-DNN-MNIST.ipynb | 743 +++++++++++++++++++-
7 files changed, 1348 insertions(+), 574 deletions(-)
diff --git a/BHPD/02-DNN-Regression-Premium.ipynb b/BHPD/02-DNN-Regression-Premium.ipynb
index e1e3819..cf91f43 100644
--- a/BHPD/02-DNN-Regression-Premium.ipynb
+++ b/BHPD/02-DNN-Regression-Premium.ipynb
@@ -114,8 +114,8 @@
"text": [
"\n",
"FIDLE 2020 - Practical Work Module\n",
- "Version : 0.56 DEV\n",
- "Run time : Wednesday 9 September 2020, 10:45:46\n",
+ "Version : 0.57 DEV\n",
+ "Run time : Wednesday 9 September 2020, 11:00:51\n",
"TensorFlow version : 2.2.0\n",
"Keras version : 2.3.0-tf\n",
"Current place : Fidle at IDRIS\n",
@@ -139,7 +139,7 @@
"sys.path.append('..')\n",
"import fidle.pwk as ooo\n",
"\n",
- "place, dataset_dir = ooo.init(places={'MyLaptop':'/path/to/datasets'})"
+ "place, dataset_dir = ooo.init()"
]
},
{
@@ -178,96 +178,96 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- "</style><table id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7\" ><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_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7\" ><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",
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" </tr>\n",
" <tr>\n",
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+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row1_col11\" class=\"data row1 col11\" >396.90</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row1_col12\" class=\"data row1 col12\" >9.14</td>\n",
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" </tr>\n",
" <tr>\n",
- " <th id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
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- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row2_col1\" class=\"data row2 col1\" >0.00</td>\n",
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- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row2_col5\" class=\"data row2 col5\" >7.18</td>\n",
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- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row2_col9\" class=\"data row2 col9\" >242.00</td>\n",
- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row2_col10\" class=\"data row2 col10\" >17.80</td>\n",
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+ " <th id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
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+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row2_col2\" class=\"data row2 col2\" >7.07</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row2_col3\" class=\"data row2 col3\" >0.00</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row2_col4\" class=\"data row2 col4\" >0.47</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row2_col5\" class=\"data row2 col5\" >7.18</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row2_col6\" class=\"data row2 col6\" >61.10</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row2_col7\" class=\"data row2 col7\" >4.97</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row2_col8\" class=\"data row2 col8\" >2.00</td>\n",
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+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row2_col12\" class=\"data row2 col12\" >4.03</td>\n",
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- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row3_col5\" class=\"data row3 col5\" >7.00</td>\n",
- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row3_col6\" class=\"data row3 col6\" >45.80</td>\n",
- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row3_col7\" class=\"data row3 col7\" >6.06</td>\n",
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- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row3_col11\" class=\"data row3 col11\" >394.63</td>\n",
- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row3_col12\" class=\"data row3 col12\" >2.94</td>\n",
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+ " <th id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
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+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row3_col6\" class=\"data row3 col6\" >45.80</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row3_col7\" class=\"data row3 col7\" >6.06</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row3_col8\" class=\"data row3 col8\" >3.00</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row3_col9\" class=\"data row3 col9\" >222.00</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row3_col10\" class=\"data row3 col10\" >18.70</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row3_col11\" class=\"data row3 col11\" >394.63</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row3_col12\" class=\"data row3 col12\" >2.94</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row3_col13\" class=\"data row3 col13\" >33.40</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row4_col0\" class=\"data row4 col0\" >0.07</td>\n",
- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row4_col2\" class=\"data row4 col2\" >2.18</td>\n",
- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row4_col4\" class=\"data row4 col4\" >0.46</td>\n",
- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row4_col5\" class=\"data row4 col5\" >7.15</td>\n",
- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row4_col6\" class=\"data row4 col6\" >54.20</td>\n",
- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row4_col7\" class=\"data row4 col7\" >6.06</td>\n",
- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row4_col8\" class=\"data row4 col8\" >3.00</td>\n",
- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row4_col9\" class=\"data row4 col9\" >222.00</td>\n",
- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row4_col10\" class=\"data row4 col10\" >18.70</td>\n",
- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row4_col11\" class=\"data row4 col11\" >396.90</td>\n",
- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row4_col12\" class=\"data row4 col12\" >5.33</td>\n",
- " <td id=\"T_da570864_f278_11ea_a3cd_0cc47af5c7c7row4_col13\" class=\"data row4 col13\" >36.20</td>\n",
+ " <th id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row4_col0\" class=\"data row4 col0\" >0.07</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row4_col2\" class=\"data row4 col2\" >2.18</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row4_col4\" class=\"data row4 col4\" >0.46</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row4_col5\" class=\"data row4 col5\" >7.15</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row4_col6\" class=\"data row4 col6\" >54.20</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row4_col7\" class=\"data row4 col7\" >6.06</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row4_col8\" class=\"data row4 col8\" >3.00</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row4_col9\" class=\"data row4 col9\" >222.00</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row4_col10\" class=\"data row4 col10\" >18.70</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row4_col11\" class=\"data row4 col11\" >396.90</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row4_col12\" class=\"data row4 col12\" >5.33</td>\n",
+ " <td id=\"T_f5e06af6_f27a_11ea_a6e3_0cc47af5c7c7row4_col13\" class=\"data row4 col13\" >36.20</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x153c0f2ab5d0>"
+ "<pandas.io.formats.style.Styler at 0x14ca92742b90>"
]
},
"metadata": {},
@@ -352,139 +352,139 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- "</style><table id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7\" ><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_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7\" ><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_da5fe308_f278_11ea_a3cd_0cc47af5c7c7level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row0_col12\" class=\"data row0 col12\" >354.00</td>\n",
+ " <th id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row0_col12\" class=\"data row0 col12\" >354.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row1_col0\" class=\"data row1 col0\" >3.24</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row1_col1\" class=\"data row1 col1\" >10.63</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row1_col2\" class=\"data row1 col2\" >11.34</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row1_col3\" class=\"data row1 col3\" >0.06</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row1_col4\" class=\"data row1 col4\" >0.56</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row1_col5\" class=\"data row1 col5\" >6.28</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row1_col6\" class=\"data row1 col6\" >69.69</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row1_col7\" class=\"data row1 col7\" >3.74</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row1_col8\" class=\"data row1 col8\" >9.27</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row1_col9\" class=\"data row1 col9\" >404.71</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row1_col10\" class=\"data row1 col10\" >18.54</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row1_col11\" class=\"data row1 col11\" >359.32</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row1_col12\" class=\"data row1 col12\" >12.54</td>\n",
+ " <th id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row1_col0\" class=\"data row1 col0\" >3.07</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row1_col1\" class=\"data row1 col1\" >12.53</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row1_col2\" class=\"data row1 col2\" >10.98</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row1_col3\" class=\"data row1 col3\" >0.08</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row1_col4\" class=\"data row1 col4\" >0.55</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row1_col5\" class=\"data row1 col5\" >6.29</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row1_col6\" class=\"data row1 col6\" >67.76</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row1_col7\" class=\"data row1 col7\" >3.89</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row1_col8\" class=\"data row1 col8\" >9.38</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row1_col9\" class=\"data row1 col9\" >404.50</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row1_col10\" class=\"data row1 col10\" >18.44</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row1_col11\" class=\"data row1 col11\" >360.71</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row1_col12\" class=\"data row1 col12\" >12.17</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row2_col0\" class=\"data row2 col0\" >7.34</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row2_col1\" class=\"data row2 col1\" >21.95</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row2_col2\" class=\"data row2 col2\" >7.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row2_col3\" class=\"data row2 col3\" >0.25</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row2_col4\" class=\"data row2 col4\" >0.11</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row2_col5\" class=\"data row2 col5\" >0.72</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row2_col6\" class=\"data row2 col6\" >27.79</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row2_col7\" class=\"data row2 col7\" >2.07</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row2_col8\" class=\"data row2 col8\" >8.60</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row2_col9\" class=\"data row2 col9\" >168.73</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row2_col10\" class=\"data row2 col10\" >2.16</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row2_col11\" class=\"data row2 col11\" >85.20</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row2_col12\" class=\"data row2 col12\" >7.02</td>\n",
+ " <th id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row2_col0\" class=\"data row2 col0\" >6.81</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row2_col1\" class=\"data row2 col1\" >24.87</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row2_col2\" class=\"data row2 col2\" >6.84</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row2_col3\" class=\"data row2 col3\" >0.27</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row2_col4\" class=\"data row2 col4\" >0.12</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row2_col5\" class=\"data row2 col5\" >0.71</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row2_col6\" class=\"data row2 col6\" >28.11</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row2_col7\" class=\"data row2 col7\" >2.17</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row2_col8\" class=\"data row2 col8\" >8.60</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row2_col9\" class=\"data row2 col9\" >167.81</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row2_col10\" class=\"data row2 col10\" >2.15</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row2_col11\" class=\"data row2 col11\" >84.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row2_col12\" class=\"data row2 col12\" >6.72</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row3_col0\" class=\"data row3 col0\" >0.01</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row3_col1\" class=\"data row3 col1\" >0.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row3_col2\" class=\"data row3 col2\" >0.46</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row3_col3\" class=\"data row3 col3\" >0.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row3_col4\" class=\"data row3 col4\" >0.39</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row3_col5\" class=\"data row3 col5\" >3.56</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row3_col6\" class=\"data row3 col6\" >2.90</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row3_col7\" class=\"data row3 col7\" >1.13</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row3_col8\" class=\"data row3 col8\" >1.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row3_col9\" class=\"data row3 col9\" >187.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row3_col10\" class=\"data row3 col10\" >12.60</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row3_col11\" class=\"data row3 col11\" >0.32</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row3_col12\" class=\"data row3 col12\" >1.73</td>\n",
+ " <th id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row3_col0\" class=\"data row3 col0\" >0.01</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row3_col1\" class=\"data row3 col1\" >0.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row3_col2\" class=\"data row3 col2\" >0.46</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row3_col3\" class=\"data row3 col3\" >0.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row3_col4\" class=\"data row3 col4\" >0.39</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row3_col5\" class=\"data row3 col5\" >3.56</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row3_col6\" class=\"data row3 col6\" >2.90</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row3_col7\" class=\"data row3 col7\" >1.13</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row3_col8\" class=\"data row3 col8\" >1.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row3_col9\" class=\"data row3 col9\" >187.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row3_col10\" class=\"data row3 col10\" >12.60</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row3_col11\" class=\"data row3 col11\" >0.32</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row3_col12\" class=\"data row3 col12\" >1.92</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row4_col0\" class=\"data row4 col0\" >0.08</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row4_col2\" class=\"data row4 col2\" >5.19</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row4_col4\" class=\"data row4 col4\" >0.46</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row4_col5\" class=\"data row4 col5\" >5.91</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row4_col6\" class=\"data row4 col6\" >46.83</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row4_col7\" class=\"data row4 col7\" >2.11</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row4_col8\" class=\"data row4 col8\" >4.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row4_col9\" class=\"data row4 col9\" >277.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row4_col10\" class=\"data row4 col10\" >17.40</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row4_col11\" class=\"data row4 col11\" >374.59</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row4_col12\" class=\"data row4 col12\" >6.92</td>\n",
+ " <th id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row4_col0\" class=\"data row4 col0\" >0.08</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row4_col2\" class=\"data row4 col2\" >5.13</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row4_col4\" class=\"data row4 col4\" >0.45</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row4_col5\" class=\"data row4 col5\" >5.89</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row4_col6\" class=\"data row4 col6\" >43.88</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row4_col7\" class=\"data row4 col7\" >2.11</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row4_col8\" class=\"data row4 col8\" >4.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row4_col9\" class=\"data row4 col9\" >277.50</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row4_col10\" class=\"data row4 col10\" >17.40</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row4_col11\" class=\"data row4 col11\" >375.38</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row4_col12\" class=\"data row4 col12\" >6.86</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row5_col0\" class=\"data row5 col0\" >0.24</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row5_col1\" class=\"data row5 col1\" >0.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row5_col2\" class=\"data row5 col2\" >9.69</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row5_col3\" class=\"data row5 col3\" >0.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row5_col4\" class=\"data row5 col4\" >0.54</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row5_col5\" class=\"data row5 col5\" >6.19</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row5_col6\" class=\"data row5 col6\" >79.45</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row5_col7\" class=\"data row5 col7\" >3.10</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row5_col8\" class=\"data row5 col8\" >5.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row5_col9\" class=\"data row5 col9\" >330.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row5_col10\" class=\"data row5 col10\" >19.10</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row5_col11\" class=\"data row5 col11\" >391.34</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row5_col12\" class=\"data row5 col12\" >11.17</td>\n",
+ " <th id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row5_col0\" class=\"data row5 col0\" >0.23</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row5_col1\" class=\"data row5 col1\" >0.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row5_col2\" class=\"data row5 col2\" >9.12</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row5_col3\" class=\"data row5 col3\" >0.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row5_col4\" class=\"data row5 col4\" >0.53</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row5_col5\" class=\"data row5 col5\" >6.23</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row5_col6\" class=\"data row5 col6\" >74.95</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row5_col7\" class=\"data row5 col7\" >3.27</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row5_col8\" class=\"data row5 col8\" >5.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row5_col9\" class=\"data row5 col9\" >330.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row5_col10\" class=\"data row5 col10\" >19.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row5_col11\" class=\"data row5 col11\" >391.30</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row5_col12\" class=\"data row5 col12\" >10.92</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row6_col0\" class=\"data row6 col0\" >2.90</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row6_col1\" class=\"data row6 col1\" >12.50</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row6_col2\" class=\"data row6 col2\" >18.10</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row6_col3\" class=\"data row6 col3\" >0.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row6_col4\" class=\"data row6 col4\" >0.62</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row6_col5\" class=\"data row6 col5\" >6.63</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row6_col6\" class=\"data row6 col6\" >94.25</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row6_col7\" class=\"data row6 col7\" >5.08</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row6_col8\" class=\"data row6 col8\" >8.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row6_col9\" class=\"data row6 col9\" >666.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row6_col10\" class=\"data row6 col10\" >20.20</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row6_col11\" class=\"data row6 col11\" >395.76</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row6_col12\" class=\"data row6 col12\" >17.06</td>\n",
+ " <th id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row6_col0\" class=\"data row6 col0\" >3.08</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row6_col1\" class=\"data row6 col1\" >20.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row6_col2\" class=\"data row6 col2\" >18.10</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row6_col3\" class=\"data row6 col3\" >0.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row6_col4\" class=\"data row6 col4\" >0.62</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row6_col5\" class=\"data row6 col5\" >6.59</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row6_col6\" class=\"data row6 col6\" >93.75</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row6_col7\" class=\"data row6 col7\" >5.40</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row6_col8\" class=\"data row6 col8\" >20.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row6_col9\" class=\"data row6 col9\" >666.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row6_col10\" class=\"data row6 col10\" >20.20</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row6_col11\" class=\"data row6 col11\" >396.23</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row6_col12\" class=\"data row6 col12\" >16.11</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row7_col0\" class=\"data row7 col0\" >73.53</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row7_col1\" class=\"data row7 col1\" >100.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row7_col2\" class=\"data row7 col2\" >27.74</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row7_col3\" class=\"data row7 col3\" >1.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row7_col4\" class=\"data row7 col4\" >0.87</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row7_col5\" class=\"data row7 col5\" >8.72</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row7_col6\" class=\"data row7 col6\" >100.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row7_col7\" class=\"data row7 col7\" >12.13</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row7_col8\" class=\"data row7 col8\" >24.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row7_col9\" class=\"data row7 col9\" >711.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row7_col10\" class=\"data row7 col10\" >22.00</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row7_col11\" class=\"data row7 col11\" >396.90</td>\n",
- " <td id=\"T_da5fe308_f278_11ea_a3cd_0cc47af5c7c7row7_col12\" class=\"data row7 col12\" >37.97</td>\n",
+ " <th id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row7_col0\" class=\"data row7 col0\" >67.92</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row7_col1\" class=\"data row7 col1\" >100.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row7_col2\" class=\"data row7 col2\" >27.74</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row7_col3\" class=\"data row7 col3\" >1.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row7_col4\" class=\"data row7 col4\" >0.87</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row7_col5\" class=\"data row7 col5\" >8.78</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row7_col6\" class=\"data row7 col6\" >100.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row7_col7\" class=\"data row7 col7\" >12.13</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row7_col8\" class=\"data row7 col8\" >24.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row7_col9\" class=\"data row7 col9\" >711.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row7_col10\" class=\"data row7 col10\" >22.00</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row7_col11\" class=\"data row7 col11\" >396.90</td>\n",
+ " <td id=\"T_f5e98e2e_f27a_11ea_a6e3_0cc47af5c7c7row7_col12\" class=\"data row7 col12\" >37.97</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x153b8aded2d0>"
+ "<pandas.io.formats.style.Styler at 0x14ca97c6d6d0>"
]
},
"metadata": {},
@@ -494,139 +494,139 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- "</style><table id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7\" ><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_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7\" ><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_da6798c8_f278_11ea_a3cd_0cc47af5c7c7level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row0_col12\" class=\"data row0 col12\" >354.00</td>\n",
+ " <th id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row0_col0\" class=\"data row0 col0\" >354.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row0_col1\" class=\"data row0 col1\" >354.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row0_col2\" class=\"data row0 col2\" >354.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row0_col3\" class=\"data row0 col3\" >354.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row0_col4\" class=\"data row0 col4\" >354.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row0_col5\" class=\"data row0 col5\" >354.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row0_col6\" class=\"data row0 col6\" >354.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row0_col7\" class=\"data row0 col7\" >354.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row0_col8\" class=\"data row0 col8\" >354.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row0_col9\" class=\"data row0 col9\" >354.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row0_col10\" class=\"data row0 col10\" >354.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row0_col11\" class=\"data row0 col11\" >354.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row0_col12\" class=\"data row0 col12\" >354.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row1_col0\" class=\"data row1 col0\" >0.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row1_col1\" class=\"data row1 col1\" >0.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row1_col2\" class=\"data row1 col2\" >0.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row1_col3\" class=\"data row1 col3\" >0.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row1_col4\" class=\"data row1 col4\" >-0.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row1_col5\" class=\"data row1 col5\" >-0.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row1_col6\" class=\"data row1 col6\" >0.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row1_col7\" class=\"data row1 col7\" >-0.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row1_col8\" class=\"data row1 col8\" >0.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row1_col9\" class=\"data row1 col9\" >-0.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row1_col10\" class=\"data row1 col10\" >0.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row1_col11\" class=\"data row1 col11\" >0.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row1_col12\" class=\"data row1 col12\" >0.00</td>\n",
+ " <th id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row1_col0\" class=\"data row1 col0\" >-0.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row1_col1\" class=\"data row1 col1\" >-0.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row1_col2\" class=\"data row1 col2\" >0.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row1_col3\" class=\"data row1 col3\" >0.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row1_col4\" class=\"data row1 col4\" >-0.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row1_col5\" class=\"data row1 col5\" >-0.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row1_col6\" class=\"data row1 col6\" >0.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row1_col7\" class=\"data row1 col7\" >0.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row1_col8\" class=\"data row1 col8\" >0.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row1_col9\" class=\"data row1 col9\" >-0.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row1_col10\" class=\"data row1 col10\" >0.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row1_col11\" class=\"data row1 col11\" >0.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row1_col12\" class=\"data row1 col12\" >0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row2_col0\" class=\"data row2 col0\" >1.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row2_col1\" class=\"data row2 col1\" >1.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row2_col2\" class=\"data row2 col2\" >1.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row2_col3\" class=\"data row2 col3\" >1.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row2_col4\" class=\"data row2 col4\" >1.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row2_col5\" class=\"data row2 col5\" >1.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row2_col6\" class=\"data row2 col6\" >1.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row2_col7\" class=\"data row2 col7\" >1.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row2_col8\" class=\"data row2 col8\" >1.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row2_col9\" class=\"data row2 col9\" >1.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row2_col10\" class=\"data row2 col10\" >1.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row2_col11\" class=\"data row2 col11\" >1.00</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row2_col12\" class=\"data row2 col12\" >1.00</td>\n",
+ " <th id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row2_col0\" class=\"data row2 col0\" >1.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row2_col1\" class=\"data row2 col1\" >1.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row2_col2\" class=\"data row2 col2\" >1.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row2_col3\" class=\"data row2 col3\" >1.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row2_col4\" class=\"data row2 col4\" >1.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row2_col5\" class=\"data row2 col5\" >1.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row2_col6\" class=\"data row2 col6\" >1.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row2_col7\" class=\"data row2 col7\" >1.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row2_col8\" class=\"data row2 col8\" >1.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row2_col9\" class=\"data row2 col9\" >1.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row2_col10\" class=\"data row2 col10\" >1.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row2_col11\" class=\"data row2 col11\" >1.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row2_col12\" class=\"data row2 col12\" >1.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row3_col0\" class=\"data row3 col0\" >-0.44</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row3_col1\" class=\"data row3 col1\" >-0.48</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row3_col2\" class=\"data row3 col2\" >-1.56</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row3_col3\" class=\"data row3 col3\" >-0.26</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row3_col4\" class=\"data row3 col4\" >-1.46</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row3_col5\" class=\"data row3 col5\" >-3.81</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row3_col6\" class=\"data row3 col6\" >-2.40</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row3_col7\" class=\"data row3 col7\" >-1.26</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row3_col8\" class=\"data row3 col8\" >-0.96</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row3_col9\" class=\"data row3 col9\" >-1.29</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row3_col10\" class=\"data row3 col10\" >-2.75</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row3_col11\" class=\"data row3 col11\" >-4.21</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row3_col12\" class=\"data row3 col12\" >-1.54</td>\n",
+ " <th id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row3_col0\" class=\"data row3 col0\" >-0.45</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row3_col1\" class=\"data row3 col1\" >-0.50</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row3_col2\" class=\"data row3 col2\" >-1.54</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row3_col3\" class=\"data row3 col3\" >-0.29</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row3_col4\" class=\"data row3 col4\" >-1.41</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row3_col5\" class=\"data row3 col5\" >-3.82</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row3_col6\" class=\"data row3 col6\" >-2.31</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row3_col7\" class=\"data row3 col7\" >-1.27</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row3_col8\" class=\"data row3 col8\" >-0.97</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row3_col9\" class=\"data row3 col9\" >-1.30</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row3_col10\" class=\"data row3 col10\" >-2.72</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row3_col11\" class=\"data row3 col11\" >-4.29</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row3_col12\" class=\"data row3 col12\" >-1.52</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row4_col0\" class=\"data row4 col0\" >-0.43</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row4_col1\" class=\"data row4 col1\" >-0.48</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row4_col2\" class=\"data row4 col2\" >-0.88</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row4_col3\" class=\"data row4 col3\" >-0.26</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row4_col4\" class=\"data row4 col4\" >-0.87</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row4_col5\" class=\"data row4 col5\" >-0.53</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row4_col6\" class=\"data row4 col6\" >-0.82</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row4_col7\" class=\"data row4 col7\" >-0.79</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row4_col8\" class=\"data row4 col8\" >-0.61</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row4_col9\" class=\"data row4 col9\" >-0.76</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row4_col10\" class=\"data row4 col10\" >-0.53</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row4_col11\" class=\"data row4 col11\" >0.18</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row4_col12\" class=\"data row4 col12\" >-0.80</td>\n",
+ " <th id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row4_col0\" class=\"data row4 col0\" >-0.44</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row4_col1\" class=\"data row4 col1\" >-0.50</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row4_col2\" class=\"data row4 col2\" >-0.86</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row4_col3\" class=\"data row4 col3\" >-0.29</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row4_col4\" class=\"data row4 col4\" >-0.88</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row4_col5\" class=\"data row4 col5\" >-0.56</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row4_col6\" class=\"data row4 col6\" >-0.85</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row4_col7\" class=\"data row4 col7\" >-0.82</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row4_col8\" class=\"data row4 col8\" >-0.63</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row4_col9\" class=\"data row4 col9\" >-0.76</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row4_col10\" class=\"data row4 col10\" >-0.48</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row4_col11\" class=\"data row4 col11\" >0.17</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row4_col12\" class=\"data row4 col12\" >-0.79</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row5_col0\" class=\"data row5 col0\" >-0.41</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row5_col1\" class=\"data row5 col1\" >-0.48</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row5_col2\" class=\"data row5 col2\" >-0.24</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row5_col3\" class=\"data row5 col3\" >-0.26</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row5_col4\" class=\"data row5 col4\" >-0.16</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row5_col5\" class=\"data row5 col5\" >-0.12</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row5_col6\" class=\"data row5 col6\" >0.35</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row5_col7\" class=\"data row5 col7\" >-0.31</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row5_col8\" class=\"data row5 col8\" >-0.50</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row5_col9\" class=\"data row5 col9\" >-0.44</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row5_col10\" class=\"data row5 col10\" >0.26</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row5_col11\" class=\"data row5 col11\" >0.38</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row5_col12\" class=\"data row5 col12\" >-0.19</td>\n",
+ " <th id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row5_col0\" class=\"data row5 col0\" >-0.42</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row5_col1\" class=\"data row5 col1\" >-0.50</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row5_col2\" class=\"data row5 col2\" >-0.27</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row5_col3\" class=\"data row5 col3\" >-0.29</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row5_col4\" class=\"data row5 col4\" >-0.20</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row5_col5\" class=\"data row5 col5\" >-0.08</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row5_col6\" class=\"data row5 col6\" >0.26</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row5_col7\" class=\"data row5 col7\" >-0.29</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row5_col8\" class=\"data row5 col8\" >-0.51</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row5_col9\" class=\"data row5 col9\" >-0.44</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row5_col10\" class=\"data row5 col10\" >0.26</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row5_col11\" class=\"data row5 col11\" >0.36</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row5_col12\" class=\"data row5 col12\" >-0.19</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row6_col0\" class=\"data row6 col0\" >-0.05</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row6_col1\" class=\"data row6 col1\" >0.09</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row6_col2\" class=\"data row6 col2\" >0.97</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row6_col3\" class=\"data row6 col3\" >-0.26</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row6_col4\" class=\"data row6 col4\" >0.61</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row6_col5\" class=\"data row6 col5\" >0.49</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row6_col6\" class=\"data row6 col6\" >0.88</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row6_col7\" class=\"data row6 col7\" >0.65</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row6_col8\" class=\"data row6 col8\" >-0.15</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row6_col9\" class=\"data row6 col9\" >1.55</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row6_col10\" class=\"data row6 col10\" >0.77</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row6_col11\" class=\"data row6 col11\" >0.43</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row6_col12\" class=\"data row6 col12\" >0.64</td>\n",
+ " <th id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row6_col0\" class=\"data row6 col0\" >0.00</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row6_col1\" class=\"data row6 col1\" >0.30</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row6_col2\" class=\"data row6 col2\" >1.04</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row6_col3\" class=\"data row6 col3\" >-0.29</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row6_col4\" class=\"data row6 col4\" >0.61</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row6_col5\" class=\"data row6 col5\" >0.43</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row6_col6\" class=\"data row6 col6\" >0.92</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row6_col7\" class=\"data row6 col7\" >0.70</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row6_col8\" class=\"data row6 col8\" >1.24</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row6_col9\" class=\"data row6 col9\" >1.56</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row6_col10\" class=\"data row6 col10\" >0.82</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row6_col11\" class=\"data row6 col11\" >0.42</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row6_col12\" class=\"data row6 col12\" >0.59</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row7_col0\" class=\"data row7 col0\" >9.58</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row7_col1\" class=\"data row7 col1\" >4.07</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row7_col2\" class=\"data row7 col2\" >2.34</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row7_col3\" class=\"data row7 col3\" >3.79</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row7_col4\" class=\"data row7 col4\" >2.82</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row7_col5\" class=\"data row7 col5\" >3.42</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row7_col6\" class=\"data row7 col6\" >1.09</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row7_col7\" class=\"data row7 col7\" >4.05</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row7_col8\" class=\"data row7 col8\" >1.71</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row7_col9\" class=\"data row7 col9\" >1.82</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row7_col10\" class=\"data row7 col10\" >1.60</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row7_col11\" class=\"data row7 col11\" >0.44</td>\n",
- " <td id=\"T_da6798c8_f278_11ea_a3cd_0cc47af5c7c7row7_col12\" class=\"data row7 col12\" >3.62</td>\n",
+ " <th id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row7_col0\" class=\"data row7 col0\" >9.53</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row7_col1\" class=\"data row7 col1\" >3.52</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row7_col2\" class=\"data row7 col2\" >2.45</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row7_col3\" class=\"data row7 col3\" >3.48</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row7_col4\" class=\"data row7 col4\" >2.69</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row7_col5\" class=\"data row7 col5\" >3.49</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row7_col6\" class=\"data row7 col6\" >1.15</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row7_col7\" class=\"data row7 col7\" >3.79</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row7_col8\" class=\"data row7 col8\" >1.70</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row7_col9\" class=\"data row7 col9\" >1.83</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row7_col10\" class=\"data row7 col10\" >1.66</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row7_col11\" class=\"data row7 col11\" >0.43</td>\n",
+ " <td id=\"T_f5f2e96a_f27a_11ea_a6e3_0cc47af5c7c7row7_col12\" class=\"data row7 col12\" >3.84</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x153b8adbe050>"
+ "<pandas.io.formats.style.Styler at 0x14ca0e2831d0>"
]
},
"metadata": {},
@@ -767,205 +767,205 @@
"output_type": "stream",
"text": [
"Epoch 1/100\n",
- "36/36 [==============================] - 0s 10ms/step - loss: 493.8600 - mae: 20.1628 - mse: 493.8600 - val_loss: 344.0921 - val_mae: 16.4232 - val_mse: 344.0921\n",
+ "36/36 [==============================] - 0s 9ms/step - loss: 464.3179 - mae: 19.4903 - mse: 464.3179 - val_loss: 300.5945 - val_mae: 15.0059 - val_mse: 300.5945\n",
"Epoch 2/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 271.4029 - mae: 13.9558 - mse: 271.4029 - val_loss: 135.1553 - val_mae: 9.4587 - val_mse: 135.1553\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 210.3516 - mae: 12.0248 - mse: 210.3516 - val_loss: 95.9466 - val_mae: 7.9299 - val_mse: 95.9466\n",
"Epoch 3/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 98.2466 - mae: 7.5100 - mse: 98.2466 - val_loss: 66.5462 - val_mae: 6.2643 - val_mse: 66.5462\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 75.3829 - mae: 6.4977 - mse: 75.3829 - val_loss: 45.8770 - val_mae: 5.2594 - val_mse: 45.8770\n",
"Epoch 4/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 49.8627 - mae: 5.1989 - mse: 49.8627 - val_loss: 44.7207 - val_mae: 5.0417 - val_mse: 44.7207\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 44.4687 - mae: 4.8343 - mse: 44.4687 - val_loss: 32.0006 - val_mae: 4.3209 - val_mse: 32.0006\n",
"Epoch 5/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 32.4176 - mae: 4.1260 - mse: 32.4176 - val_loss: 32.3549 - val_mae: 4.2057 - val_mse: 32.3549\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 31.9091 - mae: 4.0118 - mse: 31.9091 - val_loss: 25.6122 - val_mae: 3.8391 - val_mse: 25.6122\n",
"Epoch 6/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 24.6088 - mae: 3.4733 - mse: 24.6088 - val_loss: 27.5344 - val_mae: 3.8070 - val_mse: 27.5344\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 26.1435 - mae: 3.5315 - mse: 26.1435 - val_loss: 22.8504 - val_mae: 3.6086 - val_mse: 22.8504\n",
"Epoch 7/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 20.7117 - mae: 3.2537 - mse: 20.7117 - val_loss: 24.9330 - val_mae: 3.5383 - val_mse: 24.9330\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 23.3323 - mae: 3.3236 - mse: 23.3323 - val_loss: 21.7002 - val_mae: 3.4371 - val_mse: 21.7002\n",
"Epoch 8/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 18.2772 - mae: 3.0100 - mse: 18.2772 - val_loss: 23.2481 - val_mae: 3.3901 - val_mse: 23.2481\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 21.7261 - mae: 3.1901 - mse: 21.7261 - val_loss: 19.6735 - val_mae: 3.2934 - val_mse: 19.6735\n",
"Epoch 9/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 16.4003 - mae: 2.8432 - mse: 16.4003 - val_loss: 21.9234 - val_mae: 3.2054 - val_mse: 21.9234\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 19.9363 - mae: 3.0510 - mse: 19.9363 - val_loss: 18.1420 - val_mae: 3.1370 - val_mse: 18.1420\n",
"Epoch 10/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 15.1889 - mae: 2.7275 - mse: 15.1889 - val_loss: 22.4510 - val_mae: 3.2592 - val_mse: 22.4510\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 18.8774 - mae: 2.9149 - mse: 18.8774 - val_loss: 17.7544 - val_mae: 3.1180 - val_mse: 17.7544\n",
"Epoch 11/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 13.8576 - mae: 2.6184 - mse: 13.8576 - val_loss: 20.2455 - val_mae: 3.0453 - val_mse: 20.2455\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 17.9721 - mae: 2.8677 - mse: 17.9721 - val_loss: 17.0985 - val_mae: 3.0291 - val_mse: 17.0985\n",
"Epoch 12/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 12.8444 - mae: 2.5178 - mse: 12.8444 - val_loss: 24.1662 - val_mae: 3.3867 - val_mse: 24.1662\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 17.1248 - mae: 2.7953 - mse: 17.1248 - val_loss: 15.5980 - val_mae: 2.8878 - val_mse: 15.5980\n",
"Epoch 13/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 12.5199 - mae: 2.4892 - mse: 12.5199 - val_loss: 20.2512 - val_mae: 3.0096 - val_mse: 20.2512\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 16.2993 - mae: 2.7175 - mse: 16.2993 - val_loss: 14.1831 - val_mae: 2.7218 - val_mse: 14.1831\n",
"Epoch 14/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 11.7703 - mae: 2.3801 - mse: 11.7703 - val_loss: 19.5756 - val_mae: 2.9569 - val_mse: 19.5756\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 15.7511 - mae: 2.6758 - mse: 15.7511 - val_loss: 13.5955 - val_mae: 2.6849 - val_mse: 13.5955\n",
"Epoch 15/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 11.4068 - mae: 2.3343 - mse: 11.4068 - val_loss: 19.8973 - val_mae: 2.9276 - val_mse: 19.8973\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 15.2687 - mae: 2.5994 - mse: 15.2687 - val_loss: 13.0800 - val_mae: 2.6282 - val_mse: 13.0800\n",
"Epoch 16/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 10.8153 - mae: 2.3001 - mse: 10.8153 - val_loss: 19.1401 - val_mae: 2.8576 - val_mse: 19.1401\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 15.0158 - mae: 2.6073 - mse: 15.0158 - val_loss: 13.5067 - val_mae: 2.6882 - val_mse: 13.5067\n",
"Epoch 17/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 10.5820 - mae: 2.2517 - mse: 10.5820 - val_loss: 19.8560 - val_mae: 2.9379 - val_mse: 19.8560\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 14.2024 - mae: 2.5947 - mse: 14.2024 - val_loss: 12.5138 - val_mae: 2.5807 - val_mse: 12.5138\n",
"Epoch 18/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 10.1091 - mae: 2.2229 - mse: 10.1091 - val_loss: 19.5092 - val_mae: 2.8537 - val_mse: 19.5092\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 13.8580 - mae: 2.5159 - mse: 13.8580 - val_loss: 12.1462 - val_mae: 2.5519 - val_mse: 12.1462\n",
"Epoch 19/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 10.1551 - mae: 2.1879 - mse: 10.1551 - val_loss: 19.4200 - val_mae: 2.8337 - val_mse: 19.4200\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 13.5534 - mae: 2.4544 - mse: 13.5534 - val_loss: 13.2271 - val_mae: 2.6670 - val_mse: 13.2271\n",
"Epoch 20/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 9.7575 - mae: 2.1486 - mse: 9.7575 - val_loss: 19.8508 - val_mae: 2.8520 - val_mse: 19.8508\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 13.1601 - mae: 2.4835 - mse: 13.1601 - val_loss: 12.2382 - val_mae: 2.5735 - val_mse: 12.2382\n",
"Epoch 21/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 9.5391 - mae: 2.1334 - mse: 9.5391 - val_loss: 19.6073 - val_mae: 2.8094 - val_mse: 19.6073\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 12.8416 - mae: 2.4615 - mse: 12.8416 - val_loss: 11.6524 - val_mae: 2.5474 - val_mse: 11.6524\n",
"Epoch 22/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 9.5457 - mae: 2.1677 - mse: 9.5457 - val_loss: 19.4711 - val_mae: 2.8027 - val_mse: 19.4711\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 12.6749 - mae: 2.4223 - mse: 12.6749 - val_loss: 11.5032 - val_mae: 2.4850 - val_mse: 11.5032\n",
"Epoch 23/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 9.4080 - mae: 2.1558 - mse: 9.4080 - val_loss: 19.0961 - val_mae: 2.7937 - val_mse: 19.0961\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 12.6816 - mae: 2.4281 - mse: 12.6816 - val_loss: 10.9349 - val_mae: 2.4318 - val_mse: 10.9349\n",
"Epoch 24/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 9.0595 - mae: 2.0982 - mse: 9.0595 - val_loss: 18.5873 - val_mae: 2.7763 - val_mse: 18.5873\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 12.3611 - mae: 2.3538 - mse: 12.3611 - val_loss: 11.7561 - val_mae: 2.5131 - val_mse: 11.7561\n",
"Epoch 25/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 8.8593 - mae: 2.1166 - mse: 8.8593 - val_loss: 20.5131 - val_mae: 2.8059 - val_mse: 20.5131\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 11.9544 - mae: 2.3524 - mse: 11.9544 - val_loss: 10.4493 - val_mae: 2.4044 - val_mse: 10.4493\n",
"Epoch 26/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 8.9069 - mae: 2.0790 - mse: 8.9069 - val_loss: 18.8169 - val_mae: 2.7318 - val_mse: 18.8169\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 11.9029 - mae: 2.3492 - mse: 11.9029 - val_loss: 10.5980 - val_mae: 2.4162 - val_mse: 10.5980\n",
"Epoch 27/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 8.6986 - mae: 2.0321 - mse: 8.6986 - val_loss: 18.8858 - val_mae: 2.7567 - val_mse: 18.8858\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 11.6171 - mae: 2.3164 - mse: 11.6171 - val_loss: 11.8736 - val_mae: 2.5398 - val_mse: 11.8736\n",
"Epoch 28/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 8.6039 - mae: 2.0581 - mse: 8.6039 - val_loss: 18.5083 - val_mae: 2.7327 - val_mse: 18.5083\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 11.4925 - mae: 2.2617 - mse: 11.4925 - val_loss: 10.5695 - val_mae: 2.4465 - val_mse: 10.5695\n",
"Epoch 29/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 8.4062 - mae: 2.0187 - mse: 8.4062 - val_loss: 18.5227 - val_mae: 2.7294 - val_mse: 18.5227\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 11.1286 - mae: 2.2877 - mse: 11.1286 - val_loss: 10.5518 - val_mae: 2.4177 - val_mse: 10.5518\n",
"Epoch 30/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 8.5707 - mae: 2.0294 - mse: 8.5707 - val_loss: 19.1018 - val_mae: 2.7214 - val_mse: 19.1018\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 11.0731 - mae: 2.2646 - mse: 11.0731 - val_loss: 10.7282 - val_mae: 2.5008 - val_mse: 10.7282\n",
"Epoch 31/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 8.2422 - mae: 1.9886 - mse: 8.2422 - val_loss: 18.4019 - val_mae: 2.7168 - val_mse: 18.4019\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 10.8612 - mae: 2.2716 - mse: 10.8612 - val_loss: 10.4843 - val_mae: 2.4441 - val_mse: 10.4843\n",
"Epoch 32/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 7.9650 - mae: 1.9721 - mse: 7.9650 - val_loss: 17.9165 - val_mae: 2.6871 - val_mse: 17.9165\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 10.7246 - mae: 2.2451 - mse: 10.7246 - val_loss: 10.2704 - val_mae: 2.4012 - val_mse: 10.2704\n",
"Epoch 33/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 8.0356 - mae: 1.9331 - mse: 8.0356 - val_loss: 20.1362 - val_mae: 2.8835 - val_mse: 20.1362\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 10.2492 - mae: 2.2077 - mse: 10.2492 - val_loss: 11.2221 - val_mae: 2.4831 - val_mse: 11.2221\n",
"Epoch 34/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 8.1133 - mae: 1.9798 - mse: 8.1133 - val_loss: 18.7192 - val_mae: 2.7234 - val_mse: 18.7192\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 10.5584 - mae: 2.2630 - mse: 10.5584 - val_loss: 10.1440 - val_mae: 2.3830 - val_mse: 10.1440\n",
"Epoch 35/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 7.8014 - mae: 1.9488 - mse: 7.8014 - val_loss: 19.4508 - val_mae: 2.7816 - val_mse: 19.4508\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 10.1813 - mae: 2.2209 - mse: 10.1813 - val_loss: 10.0476 - val_mae: 2.4062 - val_mse: 10.0476\n",
"Epoch 36/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 7.8598 - mae: 1.9583 - mse: 7.8598 - val_loss: 19.5103 - val_mae: 2.9375 - val_mse: 19.5103\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 10.1717 - mae: 2.1967 - mse: 10.1717 - val_loss: 10.4632 - val_mae: 2.4100 - val_mse: 10.4632\n",
"Epoch 37/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 7.7984 - mae: 1.9296 - mse: 7.7984 - val_loss: 19.4718 - val_mae: 2.7538 - val_mse: 19.4718\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 9.9246 - mae: 2.1798 - mse: 9.9246 - val_loss: 9.9208 - val_mae: 2.3727 - val_mse: 9.9208\n",
"Epoch 38/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 7.5976 - mae: 1.9239 - mse: 7.5976 - val_loss: 19.2051 - val_mae: 2.7307 - val_mse: 19.2051\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 9.8159 - mae: 2.1963 - mse: 9.8159 - val_loss: 9.8359 - val_mae: 2.3581 - val_mse: 9.8359\n",
"Epoch 39/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 7.6630 - mae: 1.9172 - mse: 7.6630 - val_loss: 18.6308 - val_mae: 2.7413 - val_mse: 18.6308\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 9.6780 - mae: 2.1873 - mse: 9.6780 - val_loss: 9.8701 - val_mae: 2.4062 - val_mse: 9.8701\n",
"Epoch 40/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 7.4104 - mae: 1.8826 - mse: 7.4104 - val_loss: 17.8465 - val_mae: 2.7210 - val_mse: 17.8465\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 9.5251 - mae: 2.1342 - mse: 9.5251 - val_loss: 9.6047 - val_mae: 2.3436 - val_mse: 9.6047\n",
"Epoch 41/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 7.4981 - mae: 1.8841 - mse: 7.4981 - val_loss: 19.4714 - val_mae: 2.7838 - val_mse: 19.4714\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 9.4746 - mae: 2.1520 - mse: 9.4746 - val_loss: 9.7373 - val_mae: 2.3457 - val_mse: 9.7373\n",
"Epoch 42/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 7.3673 - mae: 1.8906 - mse: 7.3673 - val_loss: 17.8742 - val_mae: 2.6332 - val_mse: 17.8742\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 9.3605 - mae: 2.1175 - mse: 9.3605 - val_loss: 9.6054 - val_mae: 2.3524 - val_mse: 9.6054\n",
"Epoch 43/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 7.3283 - mae: 1.8515 - mse: 7.3283 - val_loss: 18.3729 - val_mae: 2.6627 - val_mse: 18.3729\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 9.1918 - mae: 2.0797 - mse: 9.1918 - val_loss: 10.9157 - val_mae: 2.5016 - val_mse: 10.9157\n",
"Epoch 44/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 7.1782 - mae: 1.8650 - mse: 7.1782 - val_loss: 20.5136 - val_mae: 3.0215 - val_mse: 20.5136\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 9.2843 - mae: 2.1522 - mse: 9.2843 - val_loss: 9.9002 - val_mae: 2.3441 - val_mse: 9.9002\n",
"Epoch 45/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 7.2115 - mae: 1.8789 - mse: 7.2115 - val_loss: 17.6324 - val_mae: 2.6560 - val_mse: 17.6324\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 9.0087 - mae: 2.0700 - mse: 9.0087 - val_loss: 10.5514 - val_mae: 2.4250 - val_mse: 10.5514\n",
"Epoch 46/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 6.9389 - mae: 1.8178 - mse: 6.9389 - val_loss: 17.7074 - val_mae: 2.7116 - val_mse: 17.7074\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 9.3039 - mae: 2.0954 - mse: 9.3039 - val_loss: 9.4293 - val_mae: 2.3046 - val_mse: 9.4293\n",
"Epoch 47/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 7.1571 - mae: 1.8432 - mse: 7.1571 - val_loss: 17.9549 - val_mae: 2.6420 - val_mse: 17.9549\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 8.8293 - mae: 2.0884 - mse: 8.8293 - val_loss: 9.8420 - val_mae: 2.3579 - val_mse: 9.8420\n",
"Epoch 48/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 7.0388 - mae: 1.8194 - mse: 7.0388 - val_loss: 18.3145 - val_mae: 2.8232 - val_mse: 18.3145\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 8.4904 - mae: 2.0120 - mse: 8.4904 - val_loss: 10.4072 - val_mae: 2.4245 - val_mse: 10.4072\n",
"Epoch 49/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 6.9670 - mae: 1.8063 - mse: 6.9670 - val_loss: 17.6338 - val_mae: 2.6524 - val_mse: 17.6338\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 8.8349 - mae: 2.0911 - mse: 8.8349 - val_loss: 10.0544 - val_mae: 2.3717 - val_mse: 10.0544\n",
"Epoch 50/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 6.8445 - mae: 1.7940 - mse: 6.8445 - val_loss: 16.7234 - val_mae: 2.6413 - val_mse: 16.7234\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 8.6408 - mae: 2.0619 - mse: 8.6408 - val_loss: 9.8039 - val_mae: 2.3605 - val_mse: 9.8039\n",
"Epoch 51/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 6.9393 - mae: 1.8154 - mse: 6.9393 - val_loss: 18.0841 - val_mae: 2.8057 - val_mse: 18.0841\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 8.4134 - mae: 2.0194 - mse: 8.4134 - val_loss: 10.1903 - val_mae: 2.4832 - val_mse: 10.1903\n",
"Epoch 52/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 6.7668 - mae: 1.7698 - mse: 6.7668 - val_loss: 18.0858 - val_mae: 2.7448 - val_mse: 18.0858\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 8.5242 - mae: 2.0351 - mse: 8.5242 - val_loss: 9.9179 - val_mae: 2.3458 - val_mse: 9.9179\n",
"Epoch 53/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 6.6034 - mae: 1.7724 - mse: 6.6034 - val_loss: 16.6955 - val_mae: 2.6054 - val_mse: 16.6955\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 8.3565 - mae: 2.0397 - mse: 8.3565 - val_loss: 9.6521 - val_mae: 2.3412 - val_mse: 9.6521\n",
"Epoch 54/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 6.7387 - mae: 1.7751 - mse: 6.7387 - val_loss: 20.1177 - val_mae: 2.8366 - val_mse: 20.1177\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 8.2495 - mae: 1.9986 - mse: 8.2495 - val_loss: 9.9712 - val_mae: 2.3574 - val_mse: 9.9712\n",
"Epoch 55/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 6.4552 - mae: 1.7589 - mse: 6.4552 - val_loss: 17.7537 - val_mae: 2.6217 - val_mse: 17.7537\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 8.0835 - mae: 2.0002 - mse: 8.0835 - val_loss: 9.4039 - val_mae: 2.2964 - val_mse: 9.4039\n",
"Epoch 56/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 6.4993 - mae: 1.7678 - mse: 6.4993 - val_loss: 17.1823 - val_mae: 2.6101 - val_mse: 17.1823\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 8.2084 - mae: 2.0002 - mse: 8.2084 - val_loss: 9.4648 - val_mae: 2.2763 - val_mse: 9.4648\n",
"Epoch 57/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 6.4921 - mae: 1.7340 - mse: 6.4921 - val_loss: 19.8667 - val_mae: 3.0042 - val_mse: 19.8667\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 7.9313 - mae: 1.9832 - mse: 7.9313 - val_loss: 9.3518 - val_mae: 2.3142 - val_mse: 9.3518\n",
"Epoch 58/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 6.5311 - mae: 1.7701 - mse: 6.5311 - val_loss: 16.7387 - val_mae: 2.6019 - val_mse: 16.7387\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 7.9016 - mae: 1.9883 - mse: 7.9016 - val_loss: 9.5171 - val_mae: 2.2856 - val_mse: 9.5171\n",
"Epoch 59/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 6.2846 - mae: 1.6964 - mse: 6.2846 - val_loss: 16.7143 - val_mae: 2.6060 - val_mse: 16.7143\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 7.5397 - mae: 1.9664 - mse: 7.5397 - val_loss: 9.8379 - val_mae: 2.3513 - val_mse: 9.8379\n",
"Epoch 60/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 6.3824 - mae: 1.7143 - mse: 6.3824 - val_loss: 16.2439 - val_mae: 2.6744 - val_mse: 16.2439\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 7.7821 - mae: 1.9785 - mse: 7.7821 - val_loss: 10.2346 - val_mae: 2.3923 - val_mse: 10.2346\n",
"Epoch 61/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 6.2568 - mae: 1.7032 - mse: 6.2568 - val_loss: 16.7933 - val_mae: 2.6208 - val_mse: 16.7933\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 7.4210 - mae: 1.9411 - mse: 7.4210 - val_loss: 10.6922 - val_mae: 2.4746 - val_mse: 10.6922\n",
"Epoch 62/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 6.3085 - mae: 1.7262 - mse: 6.3085 - val_loss: 16.5479 - val_mae: 2.5937 - val_mse: 16.5479\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 7.6971 - mae: 1.9652 - mse: 7.6971 - val_loss: 9.8674 - val_mae: 2.3253 - val_mse: 9.8674\n",
"Epoch 63/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 6.2031 - mae: 1.6910 - mse: 6.2031 - val_loss: 16.2833 - val_mae: 2.6115 - val_mse: 16.2833\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 7.3951 - mae: 1.8894 - mse: 7.3951 - val_loss: 10.4463 - val_mae: 2.3428 - val_mse: 10.4463\n",
"Epoch 64/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 6.0996 - mae: 1.7162 - mse: 6.0996 - val_loss: 18.4672 - val_mae: 2.9381 - val_mse: 18.4672\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 7.5593 - mae: 1.9750 - mse: 7.5593 - val_loss: 9.6882 - val_mae: 2.3001 - val_mse: 9.6882\n",
"Epoch 65/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 6.1800 - mae: 1.7108 - mse: 6.1800 - val_loss: 17.0333 - val_mae: 2.7235 - val_mse: 17.0333\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 7.3326 - mae: 1.9378 - mse: 7.3326 - val_loss: 9.4496 - val_mae: 2.2812 - val_mse: 9.4496\n",
"Epoch 66/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 6.0228 - mae: 1.6654 - mse: 6.0228 - val_loss: 18.1264 - val_mae: 2.8055 - val_mse: 18.1264\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 7.3662 - mae: 1.9473 - mse: 7.3662 - val_loss: 9.9898 - val_mae: 2.3405 - val_mse: 9.9898\n",
"Epoch 67/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 6.1494 - mae: 1.6927 - mse: 6.1494 - val_loss: 17.0323 - val_mae: 2.6064 - val_mse: 17.0323\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 7.0702 - mae: 1.8791 - mse: 7.0702 - val_loss: 9.5983 - val_mae: 2.3591 - val_mse: 9.5983\n",
"Epoch 68/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.9137 - mae: 1.6858 - mse: 5.9137 - val_loss: 17.1055 - val_mae: 2.6391 - val_mse: 17.1055\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 7.3172 - mae: 1.8818 - mse: 7.3172 - val_loss: 9.3529 - val_mae: 2.3073 - val_mse: 9.3529\n",
"Epoch 69/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 6.0769 - mae: 1.6926 - mse: 6.0769 - val_loss: 16.8573 - val_mae: 2.6361 - val_mse: 16.8573\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 7.0806 - mae: 1.8967 - mse: 7.0806 - val_loss: 9.4295 - val_mae: 2.2528 - val_mse: 9.4295\n",
"Epoch 70/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.8309 - mae: 1.6378 - mse: 5.8309 - val_loss: 17.2946 - val_mae: 2.6609 - val_mse: 17.2946\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 7.0670 - mae: 1.8803 - mse: 7.0670 - val_loss: 9.4532 - val_mae: 2.2795 - val_mse: 9.4532\n",
"Epoch 71/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.9778 - mae: 1.7016 - mse: 5.9778 - val_loss: 15.9038 - val_mae: 2.5838 - val_mse: 15.9038\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 6.8649 - mae: 1.8625 - mse: 6.8649 - val_loss: 9.8749 - val_mae: 2.3351 - val_mse: 9.8749\n",
"Epoch 72/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.8563 - mae: 1.6335 - mse: 5.8563 - val_loss: 17.4159 - val_mae: 2.6298 - val_mse: 17.4159\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 7.1806 - mae: 1.8766 - mse: 7.1806 - val_loss: 9.2817 - val_mae: 2.2604 - val_mse: 9.2817\n",
"Epoch 73/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.7478 - mae: 1.6517 - mse: 5.7478 - val_loss: 16.3856 - val_mae: 2.5893 - val_mse: 16.3856\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 6.5872 - mae: 1.8418 - mse: 6.5872 - val_loss: 10.0303 - val_mae: 2.3655 - val_mse: 10.0303\n",
"Epoch 74/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.6123 - mae: 1.6471 - mse: 5.6123 - val_loss: 16.3227 - val_mae: 2.6746 - val_mse: 16.3227\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 6.9548 - mae: 1.8869 - mse: 6.9548 - val_loss: 9.6569 - val_mae: 2.3599 - val_mse: 9.6569\n",
"Epoch 75/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.6092 - mae: 1.6309 - mse: 5.6092 - val_loss: 16.3552 - val_mae: 2.5841 - val_mse: 16.3552\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 6.6876 - mae: 1.8333 - mse: 6.6876 - val_loss: 9.7876 - val_mae: 2.3004 - val_mse: 9.7876\n",
"Epoch 76/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.7278 - mae: 1.6690 - mse: 5.7278 - val_loss: 16.2516 - val_mae: 2.5807 - val_mse: 16.2516\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 6.5796 - mae: 1.8046 - mse: 6.5796 - val_loss: 10.9338 - val_mae: 2.5001 - val_mse: 10.9338\n",
"Epoch 77/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.5015 - mae: 1.6626 - mse: 5.5015 - val_loss: 16.2511 - val_mae: 2.6601 - val_mse: 16.2511\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 6.6413 - mae: 1.8520 - mse: 6.6413 - val_loss: 9.4304 - val_mae: 2.2907 - val_mse: 9.4304\n",
"Epoch 78/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.6931 - mae: 1.6550 - mse: 5.6931 - val_loss: 16.6842 - val_mae: 2.6523 - val_mse: 16.6842\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 6.5130 - mae: 1.8083 - mse: 6.5130 - val_loss: 9.6580 - val_mae: 2.2899 - val_mse: 9.6580\n",
"Epoch 79/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.4391 - mae: 1.6007 - mse: 5.4391 - val_loss: 18.1906 - val_mae: 2.7731 - val_mse: 18.1906\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 6.6066 - mae: 1.8006 - mse: 6.6066 - val_loss: 9.7482 - val_mae: 2.3357 - val_mse: 9.7482\n",
"Epoch 80/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.4225 - mae: 1.6033 - mse: 5.4225 - val_loss: 15.6912 - val_mae: 2.5630 - val_mse: 15.6912\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 6.5883 - mae: 1.8347 - mse: 6.5883 - val_loss: 9.3894 - val_mae: 2.2851 - val_mse: 9.3894\n",
"Epoch 81/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.5329 - mae: 1.6150 - mse: 5.5329 - val_loss: 16.4829 - val_mae: 2.6005 - val_mse: 16.4829\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 6.2812 - mae: 1.8058 - mse: 6.2812 - val_loss: 9.6674 - val_mae: 2.2690 - val_mse: 9.6674\n",
"Epoch 82/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.3777 - mae: 1.5899 - mse: 5.3777 - val_loss: 16.6022 - val_mae: 2.6415 - val_mse: 16.6022\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 6.1064 - mae: 1.7769 - mse: 6.1064 - val_loss: 10.1801 - val_mae: 2.4166 - val_mse: 10.1801\n",
"Epoch 83/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.3488 - mae: 1.6064 - mse: 5.3488 - val_loss: 15.7812 - val_mae: 2.6189 - val_mse: 15.7812\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 6.4294 - mae: 1.8218 - mse: 6.4294 - val_loss: 9.4559 - val_mae: 2.2654 - val_mse: 9.4559\n",
"Epoch 84/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.4109 - mae: 1.6151 - mse: 5.4109 - val_loss: 16.1101 - val_mae: 2.6002 - val_mse: 16.1101\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 6.0423 - mae: 1.7521 - mse: 6.0423 - val_loss: 11.2327 - val_mae: 2.5183 - val_mse: 11.2327\n",
"Epoch 85/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.2320 - mae: 1.5687 - mse: 5.2320 - val_loss: 17.5305 - val_mae: 2.7975 - val_mse: 17.5305\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 6.1562 - mae: 1.8249 - mse: 6.1562 - val_loss: 9.4051 - val_mae: 2.2513 - val_mse: 9.4051\n",
"Epoch 86/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.2325 - mae: 1.5457 - mse: 5.2325 - val_loss: 18.4276 - val_mae: 2.7352 - val_mse: 18.4276\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 6.0152 - mae: 1.7271 - mse: 6.0152 - val_loss: 9.4244 - val_mae: 2.3221 - val_mse: 9.4244\n",
"Epoch 87/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.2545 - mae: 1.5747 - mse: 5.2545 - val_loss: 17.2209 - val_mae: 2.7965 - val_mse: 17.2209\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 6.0965 - mae: 1.7570 - mse: 6.0965 - val_loss: 9.6101 - val_mae: 2.2832 - val_mse: 9.6101\n",
"Epoch 88/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.3344 - mae: 1.6059 - mse: 5.3344 - val_loss: 15.7674 - val_mae: 2.5888 - val_mse: 15.7674\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 6.0068 - mae: 1.7716 - mse: 6.0068 - val_loss: 9.8208 - val_mae: 2.3006 - val_mse: 9.8208\n",
"Epoch 89/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.2197 - mae: 1.5489 - mse: 5.2197 - val_loss: 16.0532 - val_mae: 2.5752 - val_mse: 16.0532\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 5.7903 - mae: 1.7209 - mse: 5.7903 - val_loss: 9.7818 - val_mae: 2.3172 - val_mse: 9.7818\n",
"Epoch 90/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.0072 - mae: 1.5649 - mse: 5.0072 - val_loss: 18.6302 - val_mae: 3.0371 - val_mse: 18.6302\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 5.5913 - mae: 1.7205 - mse: 5.5913 - val_loss: 9.6276 - val_mae: 2.3013 - val_mse: 9.6276\n",
"Epoch 91/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 4.9996 - mae: 1.5426 - mse: 4.9996 - val_loss: 17.1384 - val_mae: 2.8235 - val_mse: 17.1384\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 5.7449 - mae: 1.7211 - mse: 5.7449 - val_loss: 9.8309 - val_mae: 2.3741 - val_mse: 9.8309\n",
"Epoch 92/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.0666 - mae: 1.5521 - mse: 5.0666 - val_loss: 16.0273 - val_mae: 2.6984 - val_mse: 16.0273\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 5.8709 - mae: 1.7436 - mse: 5.8709 - val_loss: 9.9179 - val_mae: 2.3221 - val_mse: 9.9179\n",
"Epoch 93/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 5.0523 - mae: 1.5273 - mse: 5.0523 - val_loss: 15.9783 - val_mae: 2.5942 - val_mse: 15.9783\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 5.6160 - mae: 1.7221 - mse: 5.6160 - val_loss: 9.6447 - val_mae: 2.3046 - val_mse: 9.6447\n",
"Epoch 94/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 4.9561 - mae: 1.5317 - mse: 4.9561 - val_loss: 17.4211 - val_mae: 2.7392 - val_mse: 17.4211\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 5.2876 - mae: 1.6580 - mse: 5.2876 - val_loss: 10.0195 - val_mae: 2.3577 - val_mse: 10.0195\n",
"Epoch 95/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 4.7807 - mae: 1.5195 - mse: 4.7807 - val_loss: 17.4444 - val_mae: 2.6350 - val_mse: 17.4444\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 5.4876 - mae: 1.6877 - mse: 5.4876 - val_loss: 9.8938 - val_mae: 2.3708 - val_mse: 9.8938\n",
"Epoch 96/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 4.7558 - mae: 1.5327 - mse: 4.7558 - val_loss: 16.5095 - val_mae: 2.7889 - val_mse: 16.5095\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 5.4094 - mae: 1.7069 - mse: 5.4094 - val_loss: 9.5077 - val_mae: 2.2969 - val_mse: 9.5077\n",
"Epoch 97/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 4.9151 - mae: 1.5311 - mse: 4.9151 - val_loss: 17.1855 - val_mae: 2.7893 - val_mse: 17.1855\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 5.3092 - mae: 1.6633 - mse: 5.3092 - val_loss: 10.3448 - val_mae: 2.4461 - val_mse: 10.3448\n",
"Epoch 98/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 4.7915 - mae: 1.5052 - mse: 4.7915 - val_loss: 16.9043 - val_mae: 2.8458 - val_mse: 16.9043\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 5.1171 - mae: 1.6480 - mse: 5.1171 - val_loss: 9.6940 - val_mae: 2.3112 - val_mse: 9.6940\n",
"Epoch 99/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 4.6241 - mae: 1.4739 - mse: 4.6241 - val_loss: 15.9920 - val_mae: 2.5725 - val_mse: 15.9920\n",
+ "36/36 [==============================] - 0s 3ms/step - loss: 5.2439 - mae: 1.6578 - mse: 5.2439 - val_loss: 9.7853 - val_mae: 2.3216 - val_mse: 9.7853\n",
"Epoch 100/100\n",
- "36/36 [==============================] - 0s 3ms/step - loss: 4.8180 - mae: 1.4844 - mse: 4.8180 - val_loss: 16.6288 - val_mae: 2.6493 - val_mse: 16.6288\n"
+ "36/36 [==============================] - 0s 3ms/step - loss: 5.2911 - mae: 1.6699 - mse: 5.2911 - val_loss: 10.9270 - val_mae: 2.4735 - val_mse: 10.9270\n"
]
}
],
@@ -998,9 +998,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "x_test / loss : 16.6288\n",
- "x_test / mae : 2.6493\n",
- "x_test / mse : 16.6288\n"
+ "x_test / loss : 10.9270\n",
+ "x_test / mae : 2.4735\n",
+ "x_test / mse : 10.9270\n"
]
}
],
@@ -1029,7 +1029,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "min( val_mae ) : 2.5630\n"
+ "min( val_mae ) : 2.2513\n"
]
}
],
@@ -1044,7 +1044,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
@@ -1056,7 +1056,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
@@ -1068,7 +1068,7 @@
},
{
"data": {
- "image/png": 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\n"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+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
@@ -1148,9 +1148,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "x_test / loss : 15.6912\n",
- "x_test / mae : 2.5630\n",
- "x_test / mse : 15.6912\n"
+ "x_test / loss : 9.2817\n",
+ "x_test / mae : 2.2604\n",
+ "x_test / mse : 9.2817\n"
]
}
],
@@ -1192,7 +1192,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Prediction : 11.54 K$ Reality : 10.40 K$\n"
+ "Prediction : 10.34 K$ Reality : 10.40 K$\n"
]
}
],
diff --git a/IRIS/01-Simple-Perceptron.ipynb b/IRIS/01-Simple-Perceptron.ipynb
index fe5f841..24db92a 100644
--- a/IRIS/01-Simple-Perceptron.ipynb
+++ b/IRIS/01-Simple-Perceptron.ipynb
@@ -51,6 +51,25 @@
" 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",
@@ -69,10 +88,13 @@
"text": [
"\n",
"FIDLE 2020 - Practical Work Module\n",
- "Version : 0.4.0\n",
- "Run time : Saturday 22 February 2020, 21:46:23\n",
- "TensorFlow version : 2.0.0\n",
- "Keras version : 2.2.4-tf\n"
+ "Version : 0.57 DEV\n",
+ "Run time : Wednesday 9 September 2020, 10:59:49\n",
+ "TensorFlow version : 2.2.0\n",
+ "Keras version : 2.3.0-tf\n",
+ "Current place : Fidle at IDRIS\n",
+ "Dataset dir : /gpfswork/rech/mlh/commun/datasets\n",
+ "Update keras cache : Done\n"
]
}
],
@@ -89,7 +111,7 @@
"sys.path.append('..')\n",
"import fidle.pwk as ooo\n",
"\n",
- "ooo.init()"
+ "place, dataset_dir = ooo.init()"
]
},
{
@@ -172,10 +194,7 @@
{
"data": {
"text/plain": [
- "Perceptron(alpha=0.0001, class_weight=None, early_stopping=False, eta0=1.0,\n",
- " fit_intercept=True, max_iter=100, n_iter_no_change=5, n_jobs=None,\n",
- " penalty=None, random_state=82, shuffle=True, tol=0.01,\n",
- " validation_fraction=0.1, verbose=0, warm_start=False)"
+ "Perceptron(max_iter=100, random_state=82, tol=0.01)"
]
},
"execution_count": 3,
@@ -232,7 +251,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
@@ -290,7 +309,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.6"
+ "version": "3.7.7"
}
},
"nbformat": 4,
diff --git a/LinearReg/01-Linear-Regression.ipynb b/LinearReg/01-Linear-Regression.ipynb
index 7d45444..af574e7 100644
--- a/LinearReg/01-Linear-Regression.ipynb
+++ b/LinearReg/01-Linear-Regression.ipynb
@@ -54,6 +54,25 @@
" 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",
@@ -72,10 +91,13 @@
"text": [
"\n",
"FIDLE 2020 - Practical Work Module\n",
- "Version : 0.4.0\n",
- "Run time : Saturday 22 February 2020, 15:41:32\n",
- "TensorFlow version : 2.0.0\n",
- "Keras version : 2.2.4-tf\n"
+ "Version : 0.57 DEV\n",
+ "Run time : Wednesday 9 September 2020, 10:53:16\n",
+ "TensorFlow version : 2.2.0\n",
+ "Keras version : 2.3.0-tf\n",
+ "Current place : Fidle at IDRIS\n",
+ "Dataset dir : /gpfswork/rech/mlh/commun/datasets\n",
+ "Update keras cache : Done\n"
]
}
],
@@ -89,7 +111,7 @@
"sys.path.append('..')\n",
"import fidle.pwk as ooo\n",
"\n",
- "ooo.init()"
+ "place, dataset_dir = ooo.init()"
]
},
{
@@ -146,7 +168,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
@@ -201,8 +223,8 @@
" [2]] \n",
"\n",
"theta hat :\n",
- " [[6.68975287]\n",
- " [1.6787656 ]]\n"
+ " [[2.87524171]\n",
+ " [2.0790138 ]]\n"
]
}
],
@@ -226,7 +248,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
@@ -274,7 +296,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.6"
+ "version": "3.7.7"
}
},
"nbformat": 4,
diff --git a/LinearReg/02-Gradient-descent.ipynb b/LinearReg/02-Gradient-descent.ipynb
index 4dcb374..9037c34 100644
--- a/LinearReg/02-Gradient-descent.ipynb
+++ b/LinearReg/02-Gradient-descent.ipynb
@@ -72,7 +72,7 @@
"\n",
"FIDLE 2020 - Regression Cooker\n",
"Version : 0.1\n",
- "Run time : Tuesday 3 March 2020, 18:29:35\n"
+ "Run time : Wednesday 9 September 2020, 10:53:54\n"
]
}
],
@@ -89,7 +89,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
@@ -113,7 +113,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
@@ -127,8 +127,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "X : mean= 5.003 std= 2.886 min= 0.000 max= 10.000\n",
- "Y : mean= 116.083 std= 79.605 min=-216.756 max= 420.169\n"
+ "X : mean= 5.001 std= 2.886 min= 0.000 max= 10.000\n",
+ "Y : mean= 90.104 std= 72.662 min=-194.708 max= 375.475\n"
]
}
],
@@ -147,15 +147,15 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "X origine : mean= 5.003 std= 2.886 min= 0.000 max= 10.000\n",
- "X normalized : mean= -0.000 std= 1.000 min= -1.734 max= 1.732\n"
+ "X origine : mean= 5.001 std= 2.886 min= 0.000 max= 10.000\n",
+ "X normalized : mean= 0.000 std= 1.000 min= -1.733 max= 1.732\n"
]
}
],
@@ -176,7 +176,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 16,
"metadata": {},
"outputs": [
{
@@ -229,17 +229,17 @@
"output_type": "stream",
"text": [
" #i Loss Gradient Theta\n",
- " 0 +18.482 -8.362 -1.596 -4.098 +0.016\n",
- " 20 +8.439 -5.583 -1.065 -2.736 +0.276\n",
- " 40 +3.963 -3.727 -0.711 -1.826 +0.449\n",
- " 60 +1.968 -2.488 -0.475 -1.219 +0.565\n",
- " 80 +1.078 -1.661 -0.317 -0.814 +0.643\n",
- " 100 +0.682 -1.109 -0.212 -0.543 +0.694\n",
- " 120 +0.505 -0.740 -0.141 -0.363 +0.729\n",
- " 140 +0.427 -0.494 -0.094 -0.242 +0.752\n",
- " 160 +0.392 -0.330 -0.063 -0.162 +0.767\n",
- " 180 +0.376 -0.220 -0.042 -0.108 +0.777\n",
- " 200 +0.369 -0.147 -0.028 -0.072 +0.784\n"
+ " 0 +16.364 -7.839 -1.591 -3.841 +0.016\n",
+ " 20 +7.497 -5.234 -1.062 -2.564 +0.275\n",
+ " 40 +3.545 -3.494 -0.709 -1.712 +0.448\n",
+ " 60 +1.783 -2.333 -0.474 -1.143 +0.564\n",
+ " 80 +0.998 -1.557 -0.316 -0.763 +0.641\n",
+ " 100 +0.648 -1.040 -0.211 -0.509 +0.692\n",
+ " 120 +0.492 -0.694 -0.141 -0.340 +0.727\n",
+ " 140 +0.423 -0.463 -0.094 -0.227 +0.750\n",
+ " 160 +0.392 -0.309 -0.063 -0.152 +0.765\n",
+ " 180 +0.378 -0.207 -0.042 -0.101 +0.775\n",
+ " 200 +0.372 -0.138 -0.028 -0.068 +0.782\n"
]
},
{
@@ -256,7 +256,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
@@ -278,7 +278,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
@@ -300,7 +300,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 17,
"metadata": {},
"outputs": [
{
@@ -355,16 +355,16 @@
"output_type": "stream",
"text": [
" #i Loss Gradient Theta\n",
- " 0 +0.190 -0.713 -0.029 -0.201 +0.793\n",
- " 1 +0.427 +0.562 +0.808 -0.072 +0.802\n",
- " 2 +0.313 -6.245 +7.659 -0.010 +0.751\n",
- " 3 +0.469 +5.487 +2.930 -0.050 +0.756\n",
- " 4 +1.017 -1.594 -2.835 -0.046 +0.784\n",
- " 5 +0.148 -2.095 -1.103 -0.027 +0.795\n",
- " 6 +0.186 +2.789 +2.483 -0.024 +0.773\n",
- " 7 +0.477 -0.149 -1.772 -0.024 +0.791\n",
- " 8 +0.652 +12.087 -0.659 -0.017 +0.793\n",
- " 9 +0.351 -0.062 +2.956 -0.016 +0.791\n"
+ " 0 +0.230 +0.476 +3.883 +0.050 +0.702\n",
+ " 1 +0.456 +0.233 +2.021 +0.032 +0.778\n",
+ " 2 +0.674 -1.733 +2.037 -0.005 +0.796\n",
+ " 3 +0.245 -4.090 +2.593 +0.016 +0.777\n",
+ " 4 +0.261 -0.202 +6.118 -0.006 +0.766\n",
+ " 5 +0.311 -1.735 -0.927 -0.015 +0.770\n",
+ " 6 +0.605 +2.762 -1.063 -0.001 +0.790\n",
+ " 7 +0.289 +0.467 +2.226 +0.002 +0.795\n",
+ " 8 +0.251 +1.585 -3.124 -0.004 +0.790\n",
+ " 9 +0.410 +5.816 +5.227 -0.015 +0.778\n"
]
},
{
@@ -381,7 +381,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
@@ -403,7 +403,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": "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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
@@ -441,7 +441,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.6"
+ "version": "3.7.7"
}
},
"nbformat": 4,
diff --git a/LinearReg/03-Polynomial-Regression.ipynb b/LinearReg/03-Polynomial-Regression.ipynb
index 2630b5b..8657f1b 100644
--- a/LinearReg/03-Polynomial-Regression.ipynb
+++ b/LinearReg/03-Polynomial-Regression.ipynb
@@ -49,6 +49,25 @@
" 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",
@@ -67,10 +86,13 @@
"text": [
"\n",
"FIDLE 2020 - Practical Work Module\n",
- "Version : 0.4.0\n",
- "Run time : Saturday 22 February 2020, 15:45:15\n",
- "TensorFlow version : 2.0.0\n",
- "Keras version : 2.2.4-tf\n"
+ "Version : 0.57 DEV\n",
+ "Run time : Wednesday 9 September 2020, 10:55:05\n",
+ "TensorFlow version : 2.2.0\n",
+ "Keras version : 2.3.0-tf\n",
+ "Current place : Fidle at IDRIS\n",
+ "Dataset dir : /gpfswork/rech/mlh/commun/datasets\n",
+ "Update keras cache : Done\n"
]
}
],
@@ -85,7 +107,7 @@
"sys.path.append('..')\n",
"import fidle.pwk as ooo\n",
"\n",
- "ooo.init()"
+ "place, dataset_dir = ooo.init()"
]
},
{
@@ -104,8 +126,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Nombre de points : 100 a=[-0.87167753 1.76610157 -1.5797434 0.77278901 -1.03581256 1.20870761\n",
- " 1.12549131] deg=7 bruit=2000\n"
+ "Nombre de points : 100 a=[ 1.41826956 -0.83144866 -1.51327976 1.94373982 0.40779941 0.27072661\n",
+ " -0.33499448] deg=7 bruit=2000\n"
]
},
{
@@ -131,7 +153,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
@@ -143,8 +165,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "X : mean= +0.4444 std= +2.8560 min= -4.8506 max= +4.9948\n",
- "Y : mean= -1918.5970 std= +4018.7742 min= -15663.0729 max= +7697.5273\n"
+ "X : mean= +0.0445 std= +2.9239 min= -4.8617 max= +4.9884\n",
+ "Y : mean= +3580.6573 std= +6410.2282 min= -5081.2711 max= +20616.3219\n"
]
},
{
@@ -170,7 +192,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
@@ -182,8 +204,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "X_norm : mean= -0.0000 std= +1.0000 min= -1.8540 max= +1.5933\n",
- "Y_norm : mean= -0.0000 std= +1.0000 min= -3.4201 max= +2.3928\n"
+ "X_norm : mean= -0.0000 std= +1.0000 min= -1.6779 max= +1.6908\n",
+ "Y_norm : mean= +0.0000 std= +1.0000 min= -1.3513 max= +2.6576\n"
]
}
],
@@ -294,12 +316,12 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Nombre de degrés : 1 a_hat=[-2.90278334e-02 -6.29052465e-17]\n"
+ "Nombre de degrés : 1 a_hat=[ 5.53720655e-03 -1.11022302e-17]\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
@@ -334,12 +356,12 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Nombre de degrés : 5 a_hat=[-0.00633816 -0.55313883 -0.12623462 0.67829195 0.12629161 0.36691953]\n"
+ "Nombre de degrés : 5 a_hat=[-0.01689547 0.55290739 0.00810945 -0.50055836 0.00632176 -0.53347921]\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
@@ -374,18 +396,18 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Nombre de degrés : 24 a_hat=[-2.12316577e+00 -6.91597507e+00 2.77684272e+01 1.03893090e+02\n",
- " -1.50202123e+02 -6.79701345e+02 4.21895164e+02 2.53839748e+03\n",
- " -5.95294613e+02 -5.96004033e+03 1.53557264e+02 9.13691399e+03\n",
- " 8.49288955e+02 -9.20441697e+03 -1.46513846e+03 5.98771133e+03\n",
- " 1.14599636e+03 -2.40885163e+03 -4.79737229e+02 5.50768446e+02\n",
- " 1.03516653e+02 -5.93457926e+01 -9.83903899e+00 1.62330659e+00\n",
- " 6.80542884e-01]\n"
+ "Nombre de degrés : 24 a_hat=[-1.41154188e-01 5.08303504e-01 2.13232647e+00 -9.51485222e+00\n",
+ " -1.23788649e+01 7.81408309e+01 2.96969938e+01 -3.68810764e+02\n",
+ " 1.25166932e+01 1.10158656e+03 -2.62830614e+02 -2.16238513e+03\n",
+ " 7.25200748e+02 2.80702139e+03 -1.03329926e+03 -2.36528631e+03\n",
+ " 8.45637854e+02 1.23558721e+03 -3.86361688e+02 -3.67187064e+02\n",
+ " 8.75065204e+01 5.27713214e+01 -7.69147086e+00 -2.46491363e+00\n",
+ " -3.88558688e-01]\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
@@ -429,7 +451,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.6"
+ "version": "3.7.7"
}
},
"nbformat": 4,
diff --git a/LinearReg/04-Logistic-Regression.ipynb b/LinearReg/04-Logistic-Regression.ipynb
index 5748aae..78431eb 100644
--- a/LinearReg/04-Logistic-Regression.ipynb
+++ b/LinearReg/04-Logistic-Regression.ipynb
@@ -67,7 +67,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "WARNING:tensorflow:From /home/pjluc/anaconda3/envs/fidle/lib/python3.7/site-packages/tensorflow_core/python/compat/v2_compat.py:65: disable_resource_variables (from tensorflow.python.ops.variable_scope) is deprecated and will be removed in a future version.\n",
+ "WARNING:tensorflow:From /gpfslocalsup/pub/anaconda-py3/2020.02/envs/tensorflow-gpu-2.2.0/lib/python3.7/site-packages/tensorflow/python/compat/v2_compat.py:96: disable_resource_variables (from tensorflow.python.ops.variable_scope) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"non-resource variables are not supported in the long term\n"
]
@@ -94,6 +94,25 @@
" 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",
@@ -112,10 +131,13 @@
"text": [
"\n",
"FIDLE 2020 - Practical Work Module\n",
- "Version : 0.4.0\n",
- "Run time : Saturday 22 February 2020, 15:41:52\n",
- "TensorFlow version : 2.0.0\n",
- "Keras version : 2.2.4-tf\n"
+ "Version : 0.57 DEV\n",
+ "Run time : Wednesday 9 September 2020, 11:08:55\n",
+ "TensorFlow version : 2.2.0\n",
+ "Keras version : 2.3.0-tf\n",
+ "Current place : Fidle at IDRIS\n",
+ "Dataset dir : /gpfswork/rech/mlh/commun/datasets\n",
+ "Update keras cache : Done\n"
]
}
],
@@ -137,7 +159,7 @@
"sys.path.append('..')\n",
"import fidle.pwk as ooo\n",
"\n",
- "ooo.init()"
+ "place, dataset_dir = ooo.init()"
]
},
{
@@ -255,7 +277,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
@@ -267,8 +289,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Dataset X : ndim=2 shape=(1000, 2) Mean = [5.0127 6.9391] Std = [0.9817 1.4605]\n",
- "Dataset y : ndim=1 shape=(1000,) Mean = 0.641 Std = 0.4797072023641087\n"
+ "Dataset X : ndim=2 shape=(1000, 2) Mean = [4.995 6.9858] Std = [1.0326 1.4755]\n",
+ "Dataset y : ndim=1 shape=(1000,) Mean = 0.625 Std = 0.4841229182759271\n"
]
}
],
@@ -310,11 +332,11 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "X_scaled : ndim=2 shape=(1000, 2) Mean = [0. 0.] Std = [1. 1.]\n",
- "X_train : ndim=2 shape=(800, 3) Mean = [ 1. 0.009 -0.0045] Std = [0. 1.0073 1.0062]\n",
- "y_train : ndim=2 shape=(800, 1) Mean = [0.6362] Std = [0.4811]\n",
- "X_test : ndim=2 shape=(200, 3) Mean = [ 1. -0.0358 0.0181] Std = [0. 0.9696 0.9747]\n",
- "y_test : ndim=2 shape=(200, 1) Mean = [0.66] Std = [0.4737]\n"
+ "X_scaled : ndim=2 shape=(1000, 2) Mean = [-0. -0.] Std = [1. 1.]\n",
+ "X_train : ndim=2 shape=(800, 3) Mean = [ 1. 0.0157 -0.0124] Std = [0. 0.9991 0.9888]\n",
+ "y_train : ndim=2 shape=(800, 1) Mean = [0.635] Std = [0.4814]\n",
+ "X_test : ndim=2 shape=(200, 3) Mean = [ 1. -0.063 0.0495] Std = [0. 1.0012 1.0422]\n",
+ "y_test : ndim=2 shape=(200, 1) Mean = [0.585] Std = [0.4927]\n"
]
}
],
@@ -371,7 +393,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
@@ -393,7 +415,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
@@ -475,17 +497,17 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Epoch: 0 \tLoss: 1.270164\n",
- "Epoch: 100 \tLoss: 0.29649493\n",
- "Epoch: 200 \tLoss: 0.25434545\n",
- "Epoch: 300 \tLoss: 0.23806633\n",
- "Epoch: 400 \tLoss: 0.2301672\n",
- "Epoch: 500 \tLoss: 0.22440842\n",
- "Epoch: 600 \tLoss: 0.22117954\n",
- "Epoch: 700 \tLoss: 0.21890724\n",
- "Epoch: 800 \tLoss: 0.21674454\n",
- "Epoch: 900 \tLoss: 0.21477516\n",
- "Epoch: 1000 \tLoss: 0.21442997\n"
+ "Epoch: 0 \tLoss: 1.2375281\n",
+ "Epoch: 100 \tLoss: 0.3195771\n",
+ "Epoch: 200 \tLoss: 0.2909844\n",
+ "Epoch: 300 \tLoss: 0.28408518\n",
+ "Epoch: 400 \tLoss: 0.28044146\n",
+ "Epoch: 500 \tLoss: 0.27903146\n",
+ "Epoch: 600 \tLoss: 0.2785326\n",
+ "Epoch: 700 \tLoss: 0.27821666\n",
+ "Epoch: 800 \tLoss: 0.2784753\n",
+ "Epoch: 900 \tLoss: 0.27825862\n",
+ "Epoch: 1000 \tLoss: 0.2789797\n"
]
}
],
@@ -533,12 +555,12 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Accuracy = 0.946 Recall = 0.932\n"
+ "Accuracy = 0.860 Recall = 0.949\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1008x720 with 4 Axes>"
]
@@ -730,21 +752,21 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Epoch: 0 Loss: 0.7085 checkpoint: ./run/models/model-ckpt-0\n",
- "Epoch: 500 Loss: 0.1654 checkpoint: ./run/models/model-ckpt-500\n",
- "Epoch: 1000 Loss: 0.1470 checkpoint: ./run/models/model-ckpt-1000\n",
- "Epoch: 1500 Loss: 0.1382 checkpoint: ./run/models/model-ckpt-1500\n",
- "Epoch: 2000 Loss: 0.1328 checkpoint: ./run/models/model-ckpt-2000\n",
- "WARNING:tensorflow:From /home/pjluc/anaconda3/envs/fidle/lib/python3.7/site-packages/tensorflow_core/python/training/saver.py:963: remove_checkpoint (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.\n",
+ "Epoch: 0 Loss: 0.8659 checkpoint: ./run/models/model-ckpt-0\n",
+ "Epoch: 500 Loss: 0.1651 checkpoint: ./run/models/model-ckpt-500\n",
+ "Epoch: 1000 Loss: 0.1485 checkpoint: ./run/models/model-ckpt-1000\n",
+ "Epoch: 1500 Loss: 0.1432 checkpoint: ./run/models/model-ckpt-1500\n",
+ "Epoch: 2000 Loss: 0.1410 checkpoint: ./run/models/model-ckpt-2000\n",
+ "WARNING:tensorflow:From /gpfslocalsup/pub/anaconda-py3/2020.02/envs/tensorflow-gpu-2.2.0/lib/python3.7/site-packages/tensorflow/python/training/saver.py:971: remove_checkpoint (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Use standard file APIs to delete files with this prefix.\n",
- "Epoch: 2500 Loss: 0.1300 checkpoint: ./run/models/model-ckpt-2500\n",
- "Epoch: 3000 Loss: 0.1272 checkpoint: ./run/models/model-ckpt-3000\n",
- "Epoch: 3500 Loss: 0.1262 checkpoint: ./run/models/model-ckpt-3500\n",
- "Epoch: 4000 Loss: 0.1253 checkpoint: ./run/models/model-ckpt-4000\n",
- "Epoch: 4500 Loss: 0.1245 checkpoint: ./run/models/model-ckpt-4500\n",
- "Epoch: 5000 Loss: 0.1239 checkpoint: ./run/models/model-ckpt-5000\n",
- "Epoch: 5500 Loss: 0.1235 checkpoint: ./run/models/model-ckpt-5500\n"
+ "Epoch: 2500 Loss: 0.1388 checkpoint: ./run/models/model-ckpt-2500\n",
+ "Epoch: 3000 Loss: 0.1381 checkpoint: ./run/models/model-ckpt-3000\n",
+ "Epoch: 3500 Loss: 0.1375 checkpoint: ./run/models/model-ckpt-3500\n",
+ "Epoch: 4000 Loss: 0.1370 checkpoint: ./run/models/model-ckpt-4000\n",
+ "Epoch: 4500 Loss: 0.1370 checkpoint: ./run/models/model-ckpt-4500\n",
+ "Epoch: 5000 Loss: 0.1362 checkpoint: ./run/models/model-ckpt-5000\n",
+ "Epoch: 5500 Loss: 0.1363 checkpoint: ./run/models/model-ckpt-5500\n"
]
}
],
@@ -798,12 +820,12 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Accuracy = 0.962 Recall = 0.970\n"
+ "Accuracy = 0.933 Recall = 0.949\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1008x720 with 4 Axes>"
]
@@ -841,7 +863,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.6"
+ "version": "3.7.7"
}
},
"nbformat": 4,
diff --git a/MNIST/01-DNN-MNIST.ipynb b/MNIST/01-DNN-MNIST.ipynb
index 405cf70..cbaa6bd 100644
--- a/MNIST/01-DNN-MNIST.ipynb
+++ b/MNIST/01-DNN-MNIST.ipynb
@@ -38,7 +38,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 1,
"metadata": {},
"outputs": [
{
@@ -100,12 +100,13 @@
"text": [
"\n",
"FIDLE 2020 - Practical Work Module\n",
- "Version : 0.5.2\n",
- "Run time : Tuesday 8 September 2020, 17:38:13\n",
- "TensorFlow version : 2.0.0\n",
- "Keras version : 2.2.4-tf\n",
- "Current place : Fidle at HOME\n",
- "Dataset dir : /home/pjluc/datasets\n"
+ "Version : 0.57 DEV\n",
+ "Run time : Wednesday 9 September 2020, 11:50:27\n",
+ "TensorFlow version : 2.2.0\n",
+ "Keras version : 2.3.0-tf\n",
+ "Current place : Fidle at IDRIS\n",
+ "Dataset dir : /gpfswork/rech/mlh/commun/datasets\n",
+ "Update keras cache : Done\n"
]
}
],
@@ -120,7 +121,7 @@
"sys.path.append('..')\n",
"import fidle.pwk as ooo\n",
"\n",
- "place, dataset_dir = ooo.init(places={'SOMEWHERE':'/path to the/datasets'})"
+ "place, dataset_dir = ooo.init()"
]
},
{
@@ -134,7 +135,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 2,
"metadata": {},
"outputs": [
{
@@ -166,9 +167,18 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 3,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Before normalization : Min=0, max=255\n",
+ "After normalization : Min=0.0, max=1.0\n"
+ ]
+ }
+ ],
"source": [
"print('Before normalization : Min={}, max={}'.format(x_train.min(),x_train.max()))\n",
"\n",
@@ -188,9 +198,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 4,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 4320x385.2 with 2 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "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": [
"ooo.plot_images(x_train, y_train, [27], x_size=5,y_size=5, colorbar=True)\n",
"ooo.plot_images(x_train, y_train, range(5,41), columns=12)"
@@ -210,7 +243,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
@@ -239,9 +272,48 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 6,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch 1/16\n",
+ "118/118 [==============================] - 1s 4ms/step - loss: 0.5636 - accuracy: 0.8461 - val_loss: 0.2458 - val_accuracy: 0.9275\n",
+ "Epoch 2/16\n",
+ "118/118 [==============================] - 0s 2ms/step - loss: 0.2139 - accuracy: 0.9387 - val_loss: 0.1820 - val_accuracy: 0.9450\n",
+ "Epoch 3/16\n",
+ "118/118 [==============================] - 0s 2ms/step - loss: 0.1579 - accuracy: 0.9543 - val_loss: 0.1449 - val_accuracy: 0.9571\n",
+ "Epoch 4/16\n",
+ "118/118 [==============================] - 0s 2ms/step - loss: 0.1246 - accuracy: 0.9636 - val_loss: 0.1270 - val_accuracy: 0.9612\n",
+ "Epoch 5/16\n",
+ "118/118 [==============================] - 0s 2ms/step - loss: 0.1053 - accuracy: 0.9687 - val_loss: 0.1071 - val_accuracy: 0.9666\n",
+ "Epoch 6/16\n",
+ "118/118 [==============================] - 0s 2ms/step - loss: 0.0888 - accuracy: 0.9741 - val_loss: 0.0983 - val_accuracy: 0.9704\n",
+ "Epoch 7/16\n",
+ "118/118 [==============================] - 0s 2ms/step - loss: 0.0757 - accuracy: 0.9778 - val_loss: 0.0906 - val_accuracy: 0.9710\n",
+ "Epoch 8/16\n",
+ "118/118 [==============================] - 0s 2ms/step - loss: 0.0659 - accuracy: 0.9812 - val_loss: 0.0871 - val_accuracy: 0.9727\n",
+ "Epoch 9/16\n",
+ "118/118 [==============================] - 0s 2ms/step - loss: 0.0584 - accuracy: 0.9828 - val_loss: 0.0863 - val_accuracy: 0.9749\n",
+ "Epoch 10/16\n",
+ "118/118 [==============================] - 0s 3ms/step - loss: 0.0503 - accuracy: 0.9854 - val_loss: 0.0943 - val_accuracy: 0.9715\n",
+ "Epoch 11/16\n",
+ "118/118 [==============================] - 0s 2ms/step - loss: 0.0465 - accuracy: 0.9870 - val_loss: 0.0788 - val_accuracy: 0.9757\n",
+ "Epoch 12/16\n",
+ "118/118 [==============================] - 0s 2ms/step - loss: 0.0408 - accuracy: 0.9886 - val_loss: 0.0800 - val_accuracy: 0.9752\n",
+ "Epoch 13/16\n",
+ "118/118 [==============================] - 0s 2ms/step - loss: 0.0371 - accuracy: 0.9897 - val_loss: 0.0824 - val_accuracy: 0.9745\n",
+ "Epoch 14/16\n",
+ "118/118 [==============================] - 0s 2ms/step - loss: 0.0317 - accuracy: 0.9910 - val_loss: 0.0784 - val_accuracy: 0.9762\n",
+ "Epoch 15/16\n",
+ "118/118 [==============================] - 0s 2ms/step - loss: 0.0295 - accuracy: 0.9916 - val_loss: 0.0789 - val_accuracy: 0.9765\n",
+ "Epoch 16/16\n",
+ "118/118 [==============================] - 0s 2ms/step - loss: 0.0249 - accuracy: 0.9935 - val_loss: 0.0767 - val_accuracy: 0.9772\n"
+ ]
+ }
+ ],
"source": [
"batch_size = 512\n",
"epochs = 16\n",
@@ -263,9 +335,18 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 7,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Test loss : 0.0767144188284874\n",
+ "Test accuracy : 0.9771999716758728\n"
+ ]
+ }
+ ],
"source": [
"score = model.evaluate(x_test, y_test, verbose=0)\n",
"\n",
@@ -282,9 +363,34 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 8,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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AjFTv2PJ6QGYK/dJTSEyIj6DSWRqM+pCjjjqKe++9l6lTpzJu3DhmzpzJwIEDuf/++znxxBNpampi0KBBvPbaa1xxxRX8/Oc/Z/LkySQmJnLVVVdx4okncuONN3LssccyYsQIJk+e3DyYIdRvfvMbzjrrLP785z9z2GGHNaefe+65rF69mqlTp5KcnMzcuXO58EI7nev000+nsLCQiRMndsu/h+o9GpsMpZW17CivsYGlvIYdO2soqqiluKLWq+HUsLML+l4CtZZ+6clkZ9jaSXbway+tf0bL66y0ZBLipMbSXSRox0XVAYEtx13XbZW+cuVKJkyY4EuZeosLL7yQadOm8bOf/axb3k9/Jj1DZW09RTtr2BGowZTXNAedHV4Np7iilqYYfhclJQh5/dLI7ZdKXlaafZ6VSk5WanNgCQSdzLRkrbV0nzb/obVmpLrFfvvtR2ZmJrfeeqvfRVExZIxhR3kNa7eXs7m4sjngBNdwgmfu764EEXKzUoOCTCp5/VqCTeB5v3StufQ2GoxUt/joo4/8LoLaTeXV9awtLGft9nLWbt/J2sIK1m7fSUVNbPpnsjNSvGBig0r+LkEmleyMVK3F9FEajJRSrdTWN7J+R4UNOs3Bp5wd5Z3bqyslKaFVcMnrl9r8PL9/GnlZtjktJSkxxp9E9SYajJSKU41Nhi0llazZXs667eWs8YLP5uJKmqLovslMTWL0oH6MzM9iYP90G2C84JPbL5V+af5OplS9gwYjpfqgxqYmSivrgvpu7Ii0HeV2hFrRzho2l1RS19Dx5WaSExMYmZ/F6EH97GOgPQ7sn6bBRu02DUZK9SKBfWWKggYIBCZ1FnlDoYvKayitrI2qdhNMgKG5GYwZ2I/Rg/o3B5+C3AwSExJi+nmUCtBgpFQPVVRew4qNJazYWMLqzWUUllVTXFEb08Uzc7NSGTOoH6MG9WOMV9sZObAfacnaf6O6lwajOBa8QrfyV2NTE2u3l7NiYwlfbLABaFtp9W7dc0BmSvPw59x+dqBAfv+W0WmDs9Ppn5ESo0+g1O7RYKR8F4/7I1XU1LPSq/Ws2FjCl5tKOzwfJzM1qXk+TV6Y+TZ5/dLIyUolOVGb1FTvEV/fAN3l3KO67t5/faXNU5dffjmjRo3CcRwA5s+fj4iwePFiSkpKqK+v57rrrmP27Nntvk1FRQWzZ88Oe92jjz7KLbfcgogwdepUHnvsMbZt28b555/Pt99+C8A999zDsGHDOPbYY1m+fDkAt9xyCxUVFcyfP59Zs2Zx0EEH8c4773D88cez1157cd1111FXV0deXh5PPPEEgwcPDrvvUmlpKcuXL+e2224D4IEHHmDlypX8+c9/3q1/2q5ijGFzcVVz4PliQzHrCytor0snJSmBccMGMHF4DhOG5zByYBZ5Wamkpeivrep79H91H3Lqqady6aWXNgejZ555hldeeYXLLruM/v37s2PHDmbOnMnxxx/f7uintLQ0FixYsMt1K1as4Prrr+edd94hPz+/eX+kiy++mEMOOYQFCxbQ2NhIRUVFu3sklZaWsmjRIsAu1LpkyRJEhL/+9a/cfPPN3HrrrWH3XUpJSWHq1KncfPPNJCcn8/DDD3Pfffft7j9fzNQ1NPLl5jJWeM1tKzeWUFZV1+51+f3SmDgih4nDc5g4Ioc9BvfX2o2KGxqM+pBp06axfft2Nm/eTGFhITk5OQwdOpTLLruMxYsXk5CQwKZNm9i2bRtDhgyJeC9jDPPmzdvlujfeeIOTTz6Z/Px8oGW/ojfeeKN5j6LExESys7PbDUZz5sxpfr5x40bmzJnDli1bqKura95/qa19lw477DBeeuklJkyYQH19PVOmTInyXyt2qusaWLGxhGXrilm2vpgvN5W2O8ggQYQ9h/S3gccLPjpEWvUITU1QVwM11VBbA7XVUFMTlFYNw8fAqLExfVsNRl0hQlNaVzv55JN57rnn2Lp1K6eeeipPPPEEhYWFfPTRRyQnJzN69Ohd9ikKp63r2tqvKJykpCSamlq+lCPtj3TRRRfxi1/8guOPP5633nqL+fPnA23vj3Tuuefyxz/+kfHjx3f7rrEVNfUsX1/M8vXFfL6umK+2lLW7yGdWWjIThw9gwvAcJo3IZdywbG1uU7tqaoTGRmiot8fGhqBj0POGMGnBrxuCntfV2gASCCq1gSATCDRBQae2xuZvz3GnazBSkZ166qnMnTuXHTt2sGjRIp555hkGDRpEcnIyb775JuvWrevQfcrKysJed/jhh/OjH/2Iyy67jLy8vOb9ig4//HDuueceLr30UhobG6msrGTw4MFs376doqIisrKyeOmllzjqqPD9acH7I/3f//1fc3pb+y7NmDGDDRs28PHHH/P555/vzj9Zu0ora1nmBZ9l64r5dtvOdvt7hudmMmlkTnPNZ3h+li7cGY3SIljzJSCQnAwpqZCU0vI8OaX1I7EXDEVvqIeSIigphOJCKNnhHYNel5f5XcqOqe3c0lCRaDDqYyZNmkR5eTkFBQUMHTqU008/neOOO47999+fffbZh/Hjx3foPm1dN2nSJH7/+99zyCGHkJiYyLRp03jkkUf4y1/+wnnnnceDDz5IYmIi99xzDwceeCBXXnklM2bMYMyYMRHfe/78+ZxyyikUFBQwc+ZM1qxZA9DmvksAP/7xj/n00087tGV6NHbsrGHZ+iI+X2cD0Pod7Q9/HzOoH5NH5jJ1VB6TR+aQm5UW0zLFVGU5bN8MSckwbFTP+CKvr4PVy+GLj+xj09rork9MtMEqJWXXQBV4pKTaR2oapKZDWrr33HudmualBT1PCRxTIdIfEw0NUFa8a3Bpfr0DdkZutu5Rdvk3Cfo3S0mDUd+J+VvqfkZR0v2Meo5jjz2Wyy67jMMPPzzs+Y7+TAp3VvPJmh3NwWdLSVXE/AkC3xmSzeRRuUwdmcekkTn0T+9h83VqqmDbJti2GbZ7x20bbRCq2NmSLzUNxoyDPSbAdybYY1b/ri+fMbB1ow08y5fC6mUdax7yi4gXmIK+pFPTbP9KcSGUlYCJwWRkEUhM8h6J9pgU9HyXY4S0JO95SqpX5nRb/pQwASb4eXIKdN1KG7qfkeo7SktLOeCAA9h7773bDETtKa+u5+2VW3hj2SaWrS+OmDcpQRhXMIDJI3OZMjKXiSNyyExN7tT7xlRdrQ0u2zZ5x40twaesg3+F19bAqs/sI2DIcNhzIuw5wT6GjozNl1NVBaz81AtAH0Hx9rbzJiXDHuMhIxPq6mzNKdyjrtYeu/qPamNa+l3oZA1HEmBALuTk20fuQMgZCLn53nEgZOdAQg+oqfpAg1GcW7ZsGWeeeWartNTUVN5//32fStS+AQMGsHr16qivq2to5IOvtvPGsk188HVhmyPeUpISmDA8h6kjc5k8KpfxBTn+LI9jjK3FlBRCUaENONuDajvFhZ27b0oqDBwK1ZXh77F1o3288x/7Oj3TBoY9J9ggtcc4m9aepkZY+1VL8FmzytYk2jK4ACbtB5P3g3F727/WO8IY21lfX2cDV0NdUACrhfr6lqBVVxMyMiy0Ez+4gz+ow7++/aH5ZOd4gcYLLLkDW7/OzrW1FRWW/svEUDQjzXqKKVOm8Omnn/pdjJgLND83GcPy9cW8vmwT/125JexGcAkCU0fnMW10PlNG5bLXsAFdP7/HGFtTCO5TaHX0+hw68iUYTlIy5A+BIQUwqAAGD/OOBTAgr6WmU1wI366Er1fa47qv7Rd7sOrKlr4csE1Jw0bBdyZ6zXsTYdAwm16yA7742OZd8bHtn2pLWgZM2McGoEn7wcDI0w3aJGI/b1Jyx4JkZzQ1tgSrwPDm2hpAvICTZ99fdZoGoxhJS0ujqKiIvLy8XheQ+hpjDFu3F7K9ooHr73iDwp3hR/7sNTSbQ6cUMGvS0NgOOGhqsl9YJUGd2KEd2iU7dn9EUkKCDTiBYDPYCzaDCiBvYMeaewJ/we9/sH1dVwvrvoJvVrY8QjvejbEDDDathUUv27SsbNvXtHVD2+8lYju+J+0Hk/a3ta3eUlNISLSBrquCndJgFCvDhw9n48aNFBZ2sulE7bbGJkNNfQPVdY1sLKnl2U9LqKxr3Sw0ZEA6h00u4NApBYzMz7KJRdth02r7RVxX2zLXoq6mJa1VetC52pA8gUespGe0NPMMHNK6lpM/JPZf5impMHayfYANPDu2eoFphT1uWLNrZ31FmX2Eys5pqflMnAb9BsS2vKrP0GAUI8nJyc2rBqjuU1lTz39XbeX1ZZv4fG1R2Pk//dOTOXjiUA6bUsDE4TlIcSF8uQT++Rms/hx2bOv2cgO2T6S5f8HrWwh0bAf6G/z+S1zE9i8NHAozD7NpNdWwdjV8vcI27X2zsqU5LikZvjOppe9n+JjIQ6KV8mgwUr1OfWMTH35tByIsWb097ECElKQEZu41mMOnFLBfDiR/vQxefw1WfW7/0u9qKalBndeho6e8R3pm7/yiTkuH8XvbB9hmyW2bbM1o5Hc6PvBAqSAajFSv0NDYxGdri1i8Ygv/XbWVipr6XfIIsPeYPI4Zk86Mpm2kfbMIHv4cCrdEvnlqGgzfwzaJBSZFBiZIpqTaeRnBEybbS+/aeRo9T0ICDB0BjPC7JKoX02CkeqzGpiY+W1vM4hWbeWfVVnZW7xqAAPbNgROyy9m7ZhNpK76AtzZHvnFKKoydBOOm2seovXpPR7pSfZT+BqoepbGpiWXrilm0YgvvrNoaduuF3IZKvpewnSNSitijdC3J69qp+aSk2vkx4/e2wWf0WB2Gq1QPo8FI+a6xyc4FWrxiM/9dtZXSyl0DUFZjDUc3reOY+q8ZVvht5Bsmp9i5L+Om2smTY/bS4KNUD6fBSPmiscmwYoOtAf135VZKKncdDp1sGji8aSOzm9YwetsqEkInYzZnTLE1n3FTWoJPcg9bK04pFZEGI9Vtmoxh5cYSFn2xhbdXbqG4YtcAlGCa+K4UcqKsZdzW5STWhlm0VBJsn8+EfWztZ8w4DT5K9XIajFSXMsawclMpi1ds4e0VW9hRHmbVAWPYO6mMUxPXM3nr56SUt7EQ5eixMPNwmH6wXedLKdVnaDBSXWbNtp3c8fJyVmwMH1z2TK7hjNSNTNu+jPTCjeFvEphsOWMWDNGhw0r1VRqMVMxV1zXw+OKveGHJml224x6W0sAZmduYUfQFWV9/Gf4GWdm29jPzMLt+WW+cGKqUiooGIxVT7365FfeVL1otTppOIz8bVMb3y1aS/c3nSLiBCCmpsM+BNgBN3Ffn/SgVZ/Q3XsXEttIq3Fe+YMlXdsO0wQ072bd6PYcmbGNK+RoS1lXvepEk2MUzZx4G0w6yy8wopeKSBiO1Wxoam3jh/TW88OZyxles4+fVG9ivZj0FDWFWcA4YvZcNQNMPsas6K6XingYj1TmNjXyz5ENWvLKQScXfcFLtVhLDrpntaR6IcKjd1loppYJoMFIdY4zd9nrFx9Qv+4imFZ+yZ0MNe7aVPyUV9ppim+Em7gsFo3UgglKqTRqMVNsqymHVJ7DiE7uFtLfvT1sL65iR30Em7guT9rXL8ehEVKVUB2kwUq1tXgfvvwlffGy3nzZtN70VJmaxcche7HHoLLL3OwDRXTyVUp2kwUhZxsCbL8LT90FjY9gsVZLM52kFfJQ2knUDx/Kj47/PgeOHdHNBlVJ9kQYjBfV18Phd8M5/WiUbEb5JH8L7ycP5OG0Eq1KHYBKTOHHGGK45eCxpKfrfRykVG/ptEu+KC8G9Ftaubk6qH74HC/Jm8HRRFhWJLVtITxqRw0VHT2bM4P5+lFQp1YdpMIpnq5fDPddBeWlz0oa9ZvLLxv0pKxVItGn90pM59/DxHLnPCBJ0RJxSqgtoMIpH4fqHEhJYut+P+P22oa2GYB+593DOPWIC2Rk6Mk4p1XUS/C6AiCSIyGUiskpEakRkg4jcKiKZHbw+WUTmichKEakVkSIReV5ExofJO0tETBuPl2L/6Xqg+jp45DZ40m0JRP2yefMHF/P77cOaA9HI/Cxu+elMfnn83hqIlFJdrifUjG4DLgYWALcCE7zX00TkCGNMU1sXiogA/wCO9o53AgMBB1giIgcZY1aEuQT4n1MAACAASURBVPR+4O2QtDb2MOhDwvQPMWosrxx0Nre9u7U5ab898pk/Z39SkhJ9KKRSKh75GoxEZBJwEfCCMeakoPQ1wB3AqcCTEW4xGxuI7jfG/G/Q9Y8By717HBHmuveMMY/v/ifoRcL0D3HgEbw8eTZ/+U9LcJo6Kpcrf6yBSCnVvTrcTOc4zrQueP/TAAFuD0l/AKgCzmjn+kO948PBicaYb7E1n8NFZGS4C0UkU0TSwp3rU4yBN/4Jt17eEogSEuC0C3h13x+3CkSTRuRwzanTSUvWQKSU6l7R1Iw+chznQ+A+4G+u61bF4P2nA03AB8GJxpgaEfnUOx9JqncMV5ZA2gxgfci5v+AFMBH5CrgbuMOYCMsN9Ebh5g/1y4bzf88bdXnc9vdPm5PHDRvAtadNJ13nDimlfBDNAIaXgX2xtZbNjuPc6TjOlN18/2HADmNMbZhzm4B8EYnUe/6FdzwsOFFEMrBBCCB4r+p64J/Ab4DjgfOBUmzN7KGoS9+TFRfCTb9qHYhGj4U/3MXbjQP50z8+a15je8/B/bn+JweQmdrWqnNKKdW1JJrKgOM4BcBc4H+A4YABlmBrS8+4rlsT4fJd31zkGyDZGLNLU5qIPAqcCeQYY0p3udjmyQFWAenAL4GFQD5wNbavKBn4gzHmughlSMAG2h8A3zfG/LeNfOcB511wwQX7Abiu29GP2f1WL4N7rm/dP3TQEXDGRSxZW8o1z35EY5P9uY8amMWffnqgjphTSnWHNicqRjW023XdTa7rzgdGYwcP/Bs4ANvktclxnNscx5kQxS2raGlqC5UWlCcsY0wJNuh8gx0h9y22yS8TuMnLtjNSAbzRejd4L4+JkO9+Y8z+ke7lu+b+od/u0j/EOb9k6YadXPfcx82BaHheJjedMVMDkVLKd53qIHBdtwl4EXjRqy2di23yuhi42HGct4G7XNd9rp1bbQYmikhqmKa6AmwTXl2kGxhjlmGHgX8H2+y32RjztYjc7GVZ1YGPtNY75ncgb89UXweP3QnvvtaS5vUPMW4qn67ZwdXPLKW+0Y6UH5qTwU1nzCQnq62/BZRSqvvEYtLrJGAqkIetghUB3weedhznI8dxRke49kOvDAcEJ3qj3PYBlna0EMaYr40xi40xX3tJR2NrRe904PKx3nFbR9+vRykuhJt+2ToQef1DjJvK8vXFXPn0UuoabCAanJ3OzWfOJL9/3x9MqJTqHTpVM3IcZxC232gutskO4HXAxQ4QGAX8GvhfL62t5q+ngXnApbSehDoXyACeCCSIyFAgG1hvjIk4kk9ELgImA1cbYyqD0vOMMUUheVOB+d7LFyPdt0eK0D9ESiqrNpXwh6c+pLberraQ3y+Nm86cyaDsdJ8KrJRSu4oqGDmOczg2wMzGDg4owY5Eu8d13a+Dsq6x2Z1U4Mdt3c8Ys0xE7gYuFJEXsAMJAiswLKL1hNcbgLOwc4veCiSKyMvYvqIV2AEVRwInAP8Crg95y1dEZDPwEbaJcBh2LtNY4E5jzAf0Jp+8B/de12p9Oeb8Lxx2PIjw1ZYy5j3xAVV1DQDkZKZy05kzGJqT4WOhlVJqVx0ORo7jfAXsgW2KW4qt8fytnRF0X2EHE0RyKbbP5jzgh8AO7LI+V0ZaCijIe8Ac4Gzv9Urg58B9xpjQXeKewwaqi4ABQCXwCXCVMeapDrxXz/Htl/DAja3Wlwv0DwGs2baT3z3xPpW1NhBlZ6Rw4xkzGJ6X5VeJlVKqTdHUjAqARwDXdd2POnjNE9hg0SYvYNzqPSLlO5uWgBOcfi1wbUcKY4y5iZZRdr1X4Va48yqo88Z8DBwKv74ZcgcCsL6wnMsff5/y6noAstKSueH0GYwe1M+vEiulVETRBKNhruuGne/TFtd1NwAboiuSiqiyHO64sqWPKLMfXHJtcyDaVFzJ5Y+/T1mVHYSYkZrEDacfwJ5DdEM8pVTP1eHRdNEGItUFGurtYqdbvNWNkpLhwqtgyHAAtpZWcfljSyiusDWmtORErv/JAew1bIBfJVZKqQ6Jps/ofOwIue+7rrs5zPkCYDHwR9d1H4xdERVgJ7Q++hdY9VlL2jm/gLGTAdheVs3ljy2hcKftwktNSuDa06YzcXiOH6VVSqmoRDPP6CfAlnCBCOzqDNg9gdpbaVt1xktPwrsLW17/6GyYYRctLyqv4bePv8/W0moAkhMTmD9nOlNH5flQUKWUil40wWgc8Fk7eT4HdtlhVe2m916HfzzW8vp7P4Bj5gBQWlnLbx9/n03FdjpVUoJw5Sn7se8evXcxCaVU/IkmGGVjV7iOZCeg7UKx9OXndpvwgAnT7IRWESpr6/nt4++zfkcFAAki/P6kfTlg7CCfCquUUp0TTTDagl32J5KpQGHni6Na2bIB7r4GGu1cIYaNgguugCTb1ffS0vWs2V4OQILA5T/ah4PGD/GrtEop1WnRBKM3gaMcx/leuJOO43wfux7c67EoWNzbWQp/+QNU2VoP2Tl2CHdGyxziLzeVND8/57DxzJo0rLtLqZRSMRHNPKObsCsdLHQcxwVewW6AV4ANQhcAtfSFSaV+q6uFu+bDjq32dUoqXHQN5LVufgs0zwFMG6N9REqp3iuaeUZfYteZq8Uu4fNv7ICFfwOXADXAKa7rruyCcsaPpiZ48E/wrbfzhSTAeb+zq3AHqW9sYlNxy3qxI/LaW3VJKaV6rmg31/sXdn26XwPPY5vkngd+Bezpuu7LMS9hvHn+QfgoaLPZU/8X9pm5S7ZNRZU0ebv0Dh6QTlpKpxZgV0qpHiHqbzDXdYtoZx051UlvvgSvPt/y+ogT4PDZYbMGN9GNytfFT5VSvVssNtdTsfD5B/Ck2/J6nwPhx3PbzL6+sLz5+ciBugCqUqp36+zmesOxAxfC7lntuu7i3SlU3Fn/Ddx3AwR2zBg9FuZeDgmJbV6yLqhmNFJrRkqpXi7azfWOBG6j/VUW2v4WVa0VF9pVuGvtUj7kDYKLrobUyFuCry8MaqYbqMFIKdW7dbiZznGcGcBL2E3p7sJusrcYeABY5b1+Ebgm9sXso6orbSAq9XZCT8+Ei6+B7NyIlzU2NTUv/wMwQmtGSqleLpo+o3nY4dvTXde9xEt703Xd84HJ2A3ujsDupqra09hom+Y2rrGvExPBuQIKRrd76ZaSKuobbZNefr80MlOTu7CgSinV9aIJRgcC/wxZtTsBwHVd47ruVdgtv6+OYfn6JmPgibtg+dKWtJ9eYted64DgJrqR2kSnlOoDol0odX3Q6zogdKblO8DBu1uoPu+V52Dxv1teH3safPfIDl+ugxeUUn1NNMFoO61X5N4O7BmSJxlI391C9WlLF9uJrQEzDoXZP43qFsHDukfpsG6lVB8QTTBaTevgswT4f47j7AXgOM4Q4CTgq9gVr4/5egX89U8tr/eaAmdfBiJR3Wa91oyUUn1MNMHoFeAQx3ECQ73+gq0FfeI4zofYEXUDgdtjW8Q+YvtmuOtqaKi3rwcXgHMlJKdEdZsmY9igwUgp1cdEE4zuw/YH1QO4rvsOcAqwBjuabgtwgeu6j8a6kH1CRhYMHWGfZ2Xb7SCyom9i215aTW2DHUk3IDOF/hnRBTOllOqJOjzp1XXdncD7IWkLgAWxLlSflNUffvFHePwuOPgoGNS5vYfW7QhaBkhrRUqpPqLDwchxnIeAZa7r3tZuZhVecgqc84vdukXrlRd08IJSqm+IppnuJ8CgdnOpLqXDupVSfVE0wWgtGox8pxNelVJ9UTTB6EngaMdxctrNqbqECRlJNypfm+mUUn1DNMHoBmAp8KbjOMc6jjO4i8qk2rCjvIaqugYA+qUnMyBTR9IppfqGaLaQqPGOAvwDwHGccPmM67q6B3YXaNVEl5+FRDlZVimleqpogsbbgOmqgqj26eAFpVRfFc08o1ldWA7VAbrVuFKqr4qmz0j5bH2rwQtaM1JK9R0ajHoJYwzrdFi3UqqPimYFhis7mNW4rnttJ8uj2lBSWUtFjV1kNSMlifx+aT6XSCmlYieaAQzzI5wLDGwQ77kGoxgLbqIboSPplFJ9TDTB6NA20gcA04GLgX8B9+5uodSudOUFpVRfFs1oukURTv/DcZyngQ+Av+12qdQudPCCUqovi9kABtd1l2Enw86L1T1Vi3WthnVrMFJK9S2xHk23HrvRnoqx9bomnVKqD4t1MJoBVMf4nnGvrKqO0so6AFKTEhg0IN3nEimlVGxFM7R7ZIR7jADmAt8DnolBuVSQ0JF0CTqSTinVx0Qzmm4tkdemE+Ar4Fe7UyC1qw26Jp1Sqo+LJhg9Svhg1ASUYEfS/cN13dpYFEy1WKdr0iml+rhohnaf3YXlUBHosG6lVF+na9P1AjrhVSnV10UzgGFP4LvAv1zXLQpzPh84Bviv67rfxq6I8a2ypp4d5XZfw+TEBIbmZPhcIqWUir1oaka/BW4FdrZxvgy4Bfj17hZKtQhuohuel0liglZmlVJ9TzTfbLOAha7r1oc76aW/BhwWg3IpT+iwbqWU6ouiCUYF2OHdkawHhnW6NGoXOnhBKRUPoglGdUD/dvL0I/JcJBUl3WpcKRUPoglGy4EfOo6THO6k4zgpwLHAilgUTFnrdMKrUioORBOMHgdGAs84jjMk+IT3+hnsskCPxq548a2mroFtpXapvwQRCvIyfS6RUkp1jWhWYLgfOAmYDfw/x3E+BzZh+5KmAhnAQnRzvZjZUFTZ/LwgN4PkRB1Jp5Tqmzr87ea6bhN2HtGNQD0wExucZmL7k/4I/NDL12EikiAil4nIKhGpEZENInKriHSoGiAiySIyT0RWikitiBSJyPMiMr6N/NkicqeIbPLe7wsRuUB64D7eugyQUipeRFMzCgzfnuc4zhXAeOyW46XAqmiDUJDbsFuWL8DOY5rgvZ4mIkcYY9q8rxdA/gEc7R3vBAYCDrBERA4yxqwIyp+CHX4+zcu70rvWBQYD8zv5GbrEeu0vUkrFiaiCUYAXeHZ7oIKITAIuAl4wxpwUlL4GuAM4FXgywi1mY4PJ/caY/w26/jHsgIs7gCOC8p8LTAcuNsbc6aU9ICLPA/NE5GFjzLrd/Vyx0moZIA1GSqk+zO/lgE7Dbj1xe0j6A9jmwDOIHIwO9Y4PBycaY74VkbeBI0VkpDFmvXfqJ0CVd/9gtwMnAnOAmztY9i7Xao6RrkmnlOrD/F4OaDp2C4oPghONMTXAp975SFK9Y1WYc4G0GWD7poB9gU+8+wf7wCtHe+/XbeoaGtlSYgcwCDA8T4ORUqrv8ns5oGHADmNMuD2QNgH5Xj9PW77wjq3eU0Qy8IIQdrg5QA6Q7t23Fe/9i7AjA8MSkfNEZGmEssTUxqJKmrzpw0NyMkhNTuyut1ZKqW7n93JAGUBbm/HVBOVpy+PAduAaEZkrImNEZDrwHJAfcn3gGOn92nwvY8z9xpj9I5QlpoL7i3QZIKVUX+f3ckBVtDS1hUoLyhOWMaYEO0DhG+w8qG+xTW6ZwE1etkCzYuA+kd6vzffqbut2tAzr1gVSlVJ9nd/LAW3GNsWFCxAF2Ca8ukg3MMYsM8ZMA8YChwBjjTGH0BJ0VnnHEqCaME1x3vvnEaYJzy8bWg1e0DlGSqm+ze/lgD70ynBAcKKIpAH7AB3uozHGfG2MWWyM+dpLOhpbK3rHO98EfIydvxQa/A7wytFtfULtWae7uyql4ojfywE9DcwDLgXeDkqf693viUCCiAwFsoH1xpiIzWkichEwGbjaGFMZdOop7PD087CTXgMuBRqwAdV3DY1NbCpuKfYIHUmnlOrjOhyMXNdtchznGOBq4ALsMkABpdi5OldHsxKDMWaZiNwNXCgiLwAv07ICwyJazzG6ATgLO7forUCiiLyM7Stage2vOhI4AfgXcH3IWz4AnAP8WURGY1dgOAb4EXCdMWZNR8velTYXV9LoDaUblJ1ORmqn5iYrpVSvEdXKm67r1ruuOw/bvzIZ+J53zHdd9wqg0XGc2VGW4VLgV8Ak4G7sqgt3AsdGWgooyHvYYec3A38ChgM/B2YbY1oNQ/f6n44A7sNOuL0bu6zRRcCVUZa7y+i2EUqpeBOT5YAcxxnlOM652FrHUKDDk2KMMY3YybS3tpPvbODsMOnXAtdG8X6lwIXeo0dar/1FSqk40+n2H8dxErH9R+dhaxsJ2GayhbEpWvzSBVKVUvEm6mDkOM4e2AVHz8audA2wA9v09aDruj1modHeSoORUiredCgYOY6ThO3kPw87gCABOwn2BewIu3+4rttj+lx6s8Ym02qO0ch8nWOklOr7IgYjx3HGYodZn4VdXkewc3UeAZ50XbfYcZzO7mOkwthaWkV9o/0nzc1KpV962DnGSinVp7RXM/oS2w+0HbsJ3sOu634R+RK1O3TwglIqHnVkaLfBzv95TgNR11sftCbdKG2iU0rFifZqRn8A/gc7ZPtsx3G+xDbRPea67pYuLltcCl4GSBdIVUrFi4jByHXd64HrHcf5Abbv6DjsDqzXO47zH+D/ur6I8WWD7u6qlIpDHVqBwXXdV13XPRm7EOo8YB12IdKnsM14+ziOs1+XlTJONBmjw7qVUnEpqnlGrutux9aMbnQc53DsUO/ZwP7AB97iqX91XffumJc0DhSWVVNT3whAdkYKAzLb2npJKaX6lqjWpgvmuu7rruvOwa4F9xtgNbA3cEeMyhZ3tFaklIpXu70ctOu6O4BbgFscx5mFXZ1BdYLuYaSUilcx3ZvAdd23CNreQUWn9bBuDUZKqfjR6WY6FXvrWw3r1jlGSqn4ocGohzAhI+l0WLdSKp5oMOohiitqqaxtACAzNYncLB1Jp5SKHxqMeojQwQsi4mNplFKqe2kw6iF0TTqlVDzTYNRD6LBupVQ802DUQ+iEV6VUPNNg1EOsL2xpptNgpJSKNxqMeoDSylp2VtcDkJacyMDsdJ9LpJRS3UuDUQ8Q2kSXoCPplFJxRoNRD6CDF5RS8U6DUQ8QPKx7pA7rVkrFIQ1GPUDwmnS6DJBSKh5pMOoBgvuMRuhIOqVUHNJg5LPy6nqKK2oBSE5MYMiADJ9LpJRS3U+Dkc+C+4tG5GeRmKAj6ZRS8UeDkc905QWllNJg5DsdvKCUUhqMfLdOa0ZKKaXByG+6Jp1SSmkw8lVVbQOFO2sASEwQhuVm+lwipZTyhwYjH20oammiK8jNJClRfxxKqfik334+0sELSillaTDy0bpCXZNOKaVAg5GvWs0x0pqRUiqOaTDyUXAwGqUj6ZRScUyDkU9q6hvZWlIFQIJAQZ6OpFNKxS8NRj7ZuKMC4z0fmpNJSlKir+VRSik/aTDyia5Jp5RSLTQY+UQHLyilVAsNRj4JXgZIBy8opeKdBiOftFogdaDOMVJKxTcNRj6oa2hkc3FV8+sROpJOKRXnNBj5YHNxFU3GjqUbPCCdtJQkn0uklFL+0mDkA53sqpRSrWkw8kGrPYy0v0gppTQY+UF3d1VKqdY0GPlAt45QSqnWNBh1s8amJjYGbao3QmtGSimlwai7bS6uoqHJjqTL75dGZmqyzyVSSin/+R6MRCRBRC4TkVUiUiMiG0TkVhHp0OQbsX4iIu+KyA4RKReRL0TkShHpH5J3loiYNh4vdc0nbE2XAVJKqV31hAkutwEXAwuAW4EJ3utpInKEMaapneuvA+YBbwBXA/XALO/5MSJyoDHGhFxzP/B2SNrG3fkQHaULpCql1K58DUYiMgm4CHjBGHNSUPoa4A7gVODJCNcnAZcCHwP/Lyhw3SsiDcDpwN7ApyGXvmeMeTxmHyQKrdak02HdSikF+N9MdxogwO0h6Q8AVcAZ7VyfDKQDW8PUoDZ7x8pwF4pIpoikRVfc3ac1I6WU2pXfwWg60AR8EJxojKnB1mamR7rYGFMNLAaOEpHLReQ7IjJaRM4GHOBxY8xXYS79C1ABVIvIahG5RERk9z9OZI1NRoORUkqF4XcwGgbsMMbUhjm3CcgXkZR27nE68CZwI/AVsAZ4CNsX9dOQvPXAP4HfAMcD5wOl2JrZQ5HeRETOE5Gl7ZQlou1l1dQ12ArcgMwU+me099GUUio++B2MMoBwgQigJihPJLXAt8CjwE+wTX/PA1dgBzY0M8a8Y4yZbYy5zxjzojHmPmAm8Cpwtoh8r603Mcbcb4zZv70PFMm64GWAtFaklFLN/A5GVUBqG+fSgvKEJSIZwLtAf2PMWcaYp4wxfzPGnAI8DVwjIuMiFcDra7rBe3lMVKWPUqsFUnXwglJKNfM7GG3GNsWFC0gF2Ca8ugjXnwyMBZ4Nc+5Z7Odrs7YTZK13zO9A3k7T/iKllArP72D0oVeGA4ITvVFu+wDt9dEUeMfEMOeSQo6RjPWO2zqQt9OC16TTCa9KKdXC72D0NGCwc4WCzcX2FT0RSBCRoSIy3muaC1jhHc8Kc+9A2odB98gLzeTVyuZ7L1+MpvDRMMawfkfQHKN8baZTSqkAXye9GmOWicjdwIUi8gLwMi0rMCyi9YTXG7AB5lDgLS/tJeyw8GNEZDF24IIAJwLfB541xnwcdI9XRGQz8BG2iXAYdi7TWOBOY0yrIeaxZIBrTp3OusIKtpRUMiBTR9IppVRAT1gO6FJsn815wA+BHcCdwJXtLQVkjGkUkSOA32ED0M3Y7/2vgMuBP4dc8hxwAnbVhwHYCbGfAFcZY56K0ecJK0GEqaPymDpql8qZUkrFPdl12TYVieM4BsB1Xb+LopRSvU2biwv43WeklFJKaTBSSinlPw1GSimlfKfBSCmllO80GCmllPJdTxja3Ss5juN3EZRSqrcxruuGHVGnNSOllFK+03lGPhCRpbu7HYWKLf2Z9Ez6c+l5uupnojUjpZRSvtNgpJRSyncajPxxv98FULvQn0nPpD+XnqdLfibaZ6SUUsp3WjNSSinlOw1GSimlfKfBSCmllO80GHUDEUkQkctEZJWI1IjIBhG5VUQy/S5bPBMR08ajwu+y9XUi8jsReVZEvvX+zde2k3+ciPxdREpEpFJE3haRw7qpuHEjmp+LiMyP8Dv0q2jfW5cD6h63YbdSXwDcSsvW6tNE5Ij2drRVXeptdh0dVO9HQeLMH4Fi4GPsrsttEpE9gXeBBuxuzmXAXOBVETnaGLOwi8saTzr8cwlyGXaH7mAfRfvGGoy6mIhMwm5z/oIx5qSg9DXAHcCpwJM+FU/Bt8aYx/0uRBza0xjzLYCILAeyIuS9AfvFuJ8x5lPvmkeBL4C7RWS80WHBsRLNzyXg78aYtbv7xtpM1/VOw261e3tI+gNAFXBGt5dItSIiKSLSkV86FSOBL7z2eE3ZxwNvBQKRd30F8FdgL2B6lxQyDnX05xJKRPqLyG5VbjQYdb3pQBPwQXCiMaYG+BT9RfLbydg/CspFZLuI3Cki2X4XSjWbCqQC74U5t8Q76u+Qvz7HNp3WiMi7InJ0Z26izXRdbxiwwxhTG+bcJuAgEUkxxtR1c7mU/QPhWeBroD9wDHAhcIiIHOT99a38Ncw7bgpzLpBW0E1lUa2VYvtb3wVKgHHApcC/ROR/jDGPRHMzDUZdLwMIF4gAaoLyaDDqZsaYGSFJj4rI58D1wCXeUfkrwzuG+x2qCcmjupExJrTrARF5CFgO3CYiz0XzB50203W9KmwzQzhpQXlUz/An7B8GP/S7IApo+d0I9zukvz89jDGmCLgXO+DkoGiu1WDU9TYD+SIS7pepANuEp7WiHsIYU4/3M/O7LAqwPwsI3xQXSAvXhKf8s9Y7RvU7pMGo632I/Xc+IDhRRNKAfYClfhRKhef9XIYD2/wuiwJgGbaJ7sAw52Z6R/0d6lnGeseofoc0GHW9pwGD7dgLNhfb1v1Et5dIISJ5bZy6FtuX+mI3Fke1wetzeBGYJSJ7B9K9ofjnAl8RMlJVdT0RSQo36lRERgAXAEXYgQ0dpgMYupgxZpmI3A1cKCIvAC/TsgLDInTCq1+uEJGZwJvAeuzkvmOAQ4H3gTt9LFufJyJnAqO8lwOBFBG5wnu9zhjzWFD23wGHA/8RkduAndg/5gqAH+qE19iJ4ueSBawRkb8DK2kZTXeud+40Y0x1VO+tP8euJyKJ2JrRecBo7NIZTwNX6vBhf4jIbMABJgN5QCP2r+xngD9788BUFxGRt4BD2ji9yBgzKyT/BOBG75oU7HI183UpoNjq6M/F6wO/G5iBbdbOwn6vvQPcbIyJuraqwUgppZTvtM9IKaWU7zQYKaWU8p0GI6WUUr7TYKSUUsp3GoyUUkr5ToORUkop32kwUkop5TtdgUEp1SbHceYDVwGHuq77lr+lUX2ZBiOlupDjOB2ZVa5f9CruaTBSqntcHeHc2u4qhFI9lQYjpbqB67rz/S6DUj2ZBiOlepDgPhrs6smXAuOBcuAlYJ7rulvDXDcW+AN2deuB2EUrFwLXuq77VZj8idiVr8/ELhabgt2k7i3gpjauORn4jZe/BvgP8EvXdXVzO7XbdDSdUj3TZdjtmz8Dbge+BM4B3nUcZ2BwRsdxpmM3mDsDu5njLcAS4HRgqeM4+4fkTwFeAe4BRmC3MbkD+Aj4EfDdMOVxgMexTYp3A8uBOcBCx3HC7WKsVFS0ZqRUN/BqPOHUuK57Y5j0o4EZrut+EnSP27A1pRuBn3lpAjwK9AfOcF33iaD8c4C/AY87jjPRdd0m79R84AjspnWnuK5bG3RNqnevUEcB013XXRaU90ngNGA2dusNpTpNa0ZKdY+r2nj8to38jwUHIs98oAz4SVBt5CBsM957wYEIwHXdp4H/Yjc9+x40N885QDVwfnAg8q6pdV23MEx57ggORJ4HvOMBbXwGpTpMa0ZKdQPXdSXKSxaFuUeZ4zifYjc/mwB8CuzrnX6jjfu8gQ1E04DF2MCVDbzvuu7mKMqzNEzaBu+YE8V9lApLa0ZK9Uzb2kgPdFJwnAAAAZlJREFUDF7IDjluaSN/IH1AyDHaQQelYdIavGNilPdSahcajJTqmQa3kT7EO5aFHIeEyQswNCRfIKgUdL5oSsWeBiOleqZDQhMcx8kG9sEOq17pJQf6lWa1cZ9A+sfecRU2IE11HGdYLAqqVCxoMFKqZzrTcZxpIWnzsc1yTwUNPHgHO+z7e948oGbe64OB1diBDLiu2wi4QDpwb+iwbMdxUkKHjivVHXQAg1LdIMLQboC/u677aUjav4F3HMd5Btvv8z3vsZagEXiu6xrHcc4CXgOedhznH9jazzjgBOxk2Z8GDesGuzTRDOA4YLXjOC95+UYARwK/Bh7p1AdVqpM0GCnVPa6KcG4tdmRcsNuABdh5RXOACmyAmOe67vbgjK7rvu9NfL0CO3/oOOwKDE9hV2D4MiR/neM4RwHnAz8FzgIE2Oy953+j/3hK7R4xpiOLCiuluoNu2aDilfYZKaWU8p0GI6WUUr7TYKSUUsp32meklFLKd1ozUkop5TsNRkoppXynwUgppZTvNBgppZTynQYjpZRSvvv/GUnCZ0yObBUAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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iIkOYwqWPlI5sXR15XXkNjU2Df1dKEZFmCpc+khPOZExRLgBNMce68po010hEpP8oXPpQfOtFt8ZEZChRuPQh9buIyFClcOlD2vJYRIYqhUsf0gKWIjJUKVz6UPxEyrVbqrXlsYgMGQqXPjQ8P0xBTuuWx1srteWxiAwNCpc+ZGbqdxGRISnt4WJmITO7yszeNbNaM1tjZjeZWX7XZye83sNm5sxsWarr2hPqdxGRoSjt4QLcAtwMvA1cBjwCXA78xcySqp+ZnQqcDuxMdSV7SgtYishQlJnOL25m0/GBMt85d3pc+UrgNmAu8EA3r1UARIE7gNNSX9ue0VwXERmK0t1yOQsw4NZ25b8BaoBzkrjW9fiw/E5qqpYa6nMRkaEo3eEyC4gBr8QXOudqgSXB510ys8OAS4ErnXM7Ul3J3hg3vHXL421VdVTXastjERn80h0uJcAW51yiMbplwCgzC3d2ATPLxLd0/u6ceziZL25mF5vZq8mck6yMUIgJI+LWGFOnvogMAekOlzygo8kftXHHdOYaYB/g68l+cefcXc65Q5M9L1mlo+IXsKzu6y8nIpJ26Q6XGiC7g89y4o5JyMz2Bq4DrnfOrUhx3VJG/S4iMtSkdbQYsA7Y38yyE9wam4C/ZVbfyfk3AduAx4KgaZYJhIOyaufc+pTWOklt5rooXERkCEh3y2VRUIfD4gvNLAc4EOiqP2QSvt/mLeD9uMcE/K2y9/H9MWmluS4iMtSku+XyEPDfwJXAc3HlF+H7Wu5vLjCz8UARsNo513yr7GpgeILrRvF9Nt8A0tpqAZjYbsvjhqZYywgyEZHBKK3h4pxbamZ3AJea2XzgCWAafob+s7SdQHkDcB5wLLAgOP/pRNc1s58DVc65R/uu9t2XE85kbFEuGyt2EnOOdduqmTS6MN3VEhHpMwPhz+cr8S2Q6fjZ9XOB24FTnXOxdFYslSbq1piIDCHpvi2Gc64J3zF/UxfHnQ+c381rTu5tvVJtj1EFLP5wM6ARYyIy+A2ElsuQUBrX77J2q+a6iMjgpnDpJ5rrIiJDicKln7Qfjqwtj0VkMFO49JOivDAFOVkA1DY0sXlHbRdniIjsvhQu/cTM2rZetICliAxiCpd+1HYBS4WLiAxeCpd+pF0pRWSoULj0o/gFLDViTEQGM4VLP4rvc9FcFxEZzBQu/Wjs8Lw2Wx5XactjERmkFC79KCNkbVZIVr+LiAxWCpd+NlH9LiIyBKQ0XCKRSHEkEsnv+sihSxuHichQkPSqyJFI5HjgJOCGaDRaHpSNAR4BPgE0RiKRO6LR6DdSWtNBos1cF3Xqi8gg1ZOWy2XAF5qDJfBz4CjgA2ArcEUkEvlSCuo36KjlIiJDQU/C5WPA881vIpFILnAG8I9oNDoVmAqsAb6WkhoOMhNGFmDB6/XlNdQ3NqW1PiIifaEn4TIGWBf3fjaQA9wDEI1GK4G/4kNG2snJymDM8FyAYMvjmjTXSEQk9XoSLnVAbtz7owAHLIwr2wGM6EW9BrX4mfpawFJEBqOehMtK4Li496cD70ej0bK4slJgS28qNpip30VEBrukR4sBvwdujUQiLwP1wEzg++2OORh4r5d1G7S0gKWIDHY9CZc7gcOBMwED/gL8tPnDSCRyGDAN+N9UVHAw0pbHIjLYJR0u0Wi0AfhyJBL5GuCCDvx4K4CDgFW9r97gVDqy7VyXmHOEzDo5Q0Rk99KTlgsA0Wh0RwflW1B/S6eK8sIU5mZRubOBuoYmtuyoZUxRbtcniojsJnoyQ78YGA98GI1G6+LKLwA+B1QDt0aj0Ve6cz0zCwFXAP8JTAY2Aw8D1znnOp3CbmZZwO3ALGASUIgfJv0K8BPn3OtJfXP9pHnL47fW+Hmoa7ZUKVxEZFDpyWixHwMvx58biUQuA+4GPgPMBRZEIpH9u3m9W4Cbgbfxs/8fAS4H/hIET2fCwKHAC8CPgAhwL3AE8LKZHdfJuWmljcNEZDDryW2xjwP/jEajO+PKrgbKgC8D4/C/4L8BXNjZhcxsOj5Q5jvnTo8rXwnchg+qBzo6P2jZHJrgur8CVgf1+le3vqt+1mbEmOa6iMgg05OWywT8XBcAghZKKXB7NBp9PhqNPoofQTanG9c6Cz/i7NZ25b8BaoBzelA/gE1ALVDcw/P7XJsFLNVyEZFBpifhkov/xd3s4/gZ+k/HlX2ID6GuzAJi+D6SFs65WmBJ8HmXzCzDzEaZ2Tgzm4Vv7RQAT3Tn/HTYY1Rhy+s1W7Q6sogMLj0JlzJgv7j3J+GXe3kjrqwYiL9t1pESYItzri7BZ2XAKDMLd+M60/ADAdbjg+ok4Ibg0SEzu9jMXu3G9VNuTFFuy5bH5dV1VO7UlsciMnj0JFyeAU6JRCKXRiKRC4HTgCej0Wgs7pi98SsjdyUPv1ZZIrVxx3RlJfBJ4NP4kWfLgSIgu7OTnHN3Oed26bPpD7tseax+FxEZRHoSLjcAVcAvgLvwITCv+cNg47CjgX9341o1dBwAOXHHdMo5V+2ce9o594Rz7jb82mefBOZ3ow5po2VgRGSwSjpcotHoSmA6voVwOTAjGo3GryM2CbiDYAn+LqzD3/pKFDAT8LfM6pOto3OuCh8sJ5rZlGTP7y9awFJEBqsezdCPRqMbgF928NkiYFE3L7UIOBE4DHiuudDMcoADabuMf7KaZyWOwA8wGHA010VEBqseL/8CEIlEsvCd+8OBCuCdYO2x7noI+G/gSuLCBbgI39dyf3OBmY3H96Osds7VBGWjga3Oufj+HsxsHPBF/O27t5L8tvqN5rqIyGDVo3CJRCLDgJ8B59LaNwJQG4lE/gD8v2g0ur2r6zjnlprZHcClZjYfP3R4Gv5227O0nUB5A3AecCywICg7G7jSzB7Dd+rXA/sGxxUDFzYH0UA0cWQ+hh/HvSHY8jicmZHuaomI9FrSfS5BsLwAXAw04lscDwfPDUH588Fx3XElfib9dHxfzVz8emGntm+RJPBcUJfP4JeluQ3fYnka+IRz7rfd/876X3ZWBmNbtjxGWx6LyKDRk5bLtfgguBP4dnwLJRKJFOHX+Pp6cNy1XV3MOdcE3BQ8OjvufOD8dmWL8a2X3VbpqAI2bPdTglZvqWLymMIuzhARGfh6Ei5fAF6KRqNfb/9BNBqtAC6LRCIH47c/7jJchrrSUQUs+mAzoBFjIjJ49GSeyx609nl05Fn8emPSBY0YE5HBqCfhUgOM6eKY0XRj8qO0neuyViPGRGSQ6Em4LAK+GIlE9kn0YSQSmQJ8ie7PdRnS2s/SjzmXxtqIiKRGT/pcbgT+DiyKRCK349caW4/fx+UY/P4sBcDPU1THQa0oL0xRXpiKmnrqGmNsrtjJ2OHdWU5NRGTg6snyL//E7/iYg58A+Q9gGX7473eBfODSaDT6dIcXkTbiF7BUv4uIDAY9uS1GNBr9NX6y4nXAY/jdHh/Dh8u+0Wj0zpTVcAhoO1Nfe7uIyO6vx8u/RKPR1cD1iT6LRCI5QDgaje7o6fWHEi1gKSKDTY9aLt1wJ7Ctj6498FRV9ur0+OHIChcRGQz6KlwArA+vPTDEmuDBX8MPIrB9a48vE99yUZ+LiAwGfRkug9/vboGnH4Ntm+G266C2Ozs772p0US7hTP+jqKipZ0dN0lvYiIgMKAqX3ph9DISCf8LVH8JdN0BTU9KX8Vsea/l9ERk8FC69MeNQOPvS1vdvvgIP3gk9mAhZGjccWf0uIrK7U7j01tGnwMlfan3/zF/hH/OTvsweGo4sIoOIwiUVPn8+zDq69f0jd8Pi55O6xER16ovIINKteS6RSCT5joShJBSCr3wTyjfDB2/722J3/wyGj4Qp07p1Cc11EZHBpLstF+vBY2jJCsPXvwdjJ/j3DfXwy3mwaV23Tp8wIr/lH23jdr/lsYjI7qpbLZdoNKrbZ91RWASX/xBuuBKqdkBlBfziu3DtrVDQ+Q6T2VkZjCvOY315DTEHZVur2XNsd3eKFhEZWBQaqTa2BC6dB5lZ/v3GMrjj+74l04VSLWApIoOEwqUv7L0/XHhN6/v3l8HvboZYrNPTtICliAwWCpe+cugcOOOrre9fWQB/vrfTU9pvHCYisrtSuPSlk86Aoz/d+v7xB+G5Jzs8PH7E2EebK3HalVJEdlNpDxczC5nZVWb2rpnVmtkaM7vJzPK7cW6xmV1hZn8PzttpZu+Z2V1mVtof9e+igvDlCMyY1Vr2h9vgrcUJD49fHXnlpkr+8Oz7fV1DEZE+kfZwAW4Bbgbexm+R/AhwOfAXM+uqfrOBmwAH/BK4FHgCOAdYamb791Wluy0jA752LZRO8e9jMbjzeli7cpdDh+WFOW5GScv7+597n/sWKmBEZPeT1nAxs+n4QJnvnPuCc+43zrlvAN8AjgXmdnGJd4GpzrmTnHM/dc79j3PuKuA0oAj4QV/Wv9ty8uDy70PxKP++tsYPUU6wTP9VnzmAQ6eMbnn/h2eX88BzChgR2b2ku+VyFn7C5a3tyn8D1OBbIB1yzq1yzn2YoPxp/GZlM1JUz94rHgWX/8AHDUD5FvjFdT5o4oQzM/jelw7hkL1GtZT9fsFyHnz+g/6srYhIr6Q7XGYBMeCV+ELnXC2wJPg8aWZWBBQCG3tbwZQq3Qsu+XbrMv1rPoRf77pMvw+YQzloz9aA+d0z7/Hwv3fJURGRASnd4VICbHHO1SX4rAwYZWbhHlz3O0AW8PveVK5PTD8Ezrms9f3SRfBAdJdl+rOzMph35qEcOHlkS9n//PNdHn1xRX/VVESkx9IdLnlAomABqI07ptvM7Azgm8BTwO+6OPZiM3s1meunxJyT4ZS47qRnH4e//3GXw3KyMvj+mYdywKQRLWW/efod5r+kgBGRgS3d4VIDZHfwWU7cMd1iZqcA9wOLgS+5LiaKOOfucs4d2t3rp9Tn/gMOO6b1/SN3w6sLdzksJ5zJD+fOYsYerQHz63+8w59e2XW0mYjIQJHucFmHv/WVKGAm4G+ZdWtDeTP7FDAfeAs40Tm3I3XV7AOhEFzwDdgnbszB3Tf6JfvbyQln8qOzZjG9tLil7M6n3ub/Fq3qh4qKiCQv3eGyKKjDYfGFZpYDHAh065aVmZ0EPIYfmnyCc648xfXsG1lh+Pp1rcv0NzbAL78PG3ddpj83nMmPzjqM/Se2BswdT77FXxd/1F+1FRHptnSHy0P4CZBXtiu/CN/Xcn9zgZmNN7P9zKxNH4yZnQj8CVgOHO+c29a3VU6xgmFwxQ+hoMi/r6qA277rl+xvJy87kx99eRbTJgxvKbv9iWU88drq/qqtiEi3pDVcnHNLgTuAL5jZfDO70Mxuws/YfxZ4IO7wG4B3iGvlmNmhwJ/xc2V+B5xsZufEP/rre+mVMSVw2fd8Swb8Mv0/uxpWLd/l0PzsLK7/8mFMLWkNmF88vpQnX1fAiMjAke6WC/hWy9XAdHzQzAVuB051znW+Rr2fJJmDHxRwC/CHBI/dw5T94cL/8uuRAaxbDT++Ev70e3+7LE5+ThY/Pvsw9h1f1FJ261+X8vc31vRnjUVEOmRaeRcikYgDiEaj6a4KvPAPuP+XUB83QnvinvCVb8Iee7c5tHJnA//vvpf4YIO/hWbAN0/7GJ/82MR+rLCIDHEJt7UfCC0XiffxT8K8O9uOIlu7Eq6/Av7vPmhsbCkuzM3ihnNmMyXYDtkBN/3fG/zzzbX9XGkRkbYULgPRmBK45mcw92sQDkZpNzX5cPnxFbCmdRLlsNwwPzlnNnvFBczP/+8N/rW0LA0VFxHxFC4DVSgEJ3wOrrvD98c0W/0h/Ohy+Ov/tqxJNizPB8yeYwoBiDm48c9LWPDWrkOaRUT6g8JloBs3Eb51I3zpIsjM8mVNjb6j/4YroWwVAEVBwEwa7Tccizn46WNLWPj2+jRVXESGMoXL7iCUASeeDt+Lwl77tZaveh9+eBn87WFoamJ4fjY/Pefwlu2SY85xw/zXef4dBYyI9C+Fy+5kfCl86yY4/autrZjGBvjjb+Gn34T1ayguyOan586mdKTfJTrmHD+e/zovvLshjRUXkaFG4bK7yciAk78I370dJu/TWr7iXfh+BJ76IyPysvjpuYczcYQPmKaY4wD0t9EAABqcSURBVAePLObmv7zB9uqOFqEWEUkdhcvuasJkuPZW+Pz5kJHpyxob4JHfwE+vYWT1Fn72H4czIQgYgKeWrOWr0Wf56+KPaIppfpOI9B2Fy+4sIwM+PRe+cxvsMaW1/MO34QdfZ+TLT/Lzcw/jyKljWz6qqm3g9ieWccVvX+Ddsu1pqLSIDAWaoc8Am6HfU42N8LeH4K8PtN02eZ8ZcME3eLkigzufepv15a3b4xjwqYNKueC4/SjK68mGnyIimqE/uGVmwmfOhm/f5peLafb+Mph3CbPf+yd3nbEv5x69L+FM/2N3wN9eX8NXowt44rXVxPSHhoikiFouDJKWS7zGBj/J8okHIdZu7c89plA57TB+t2MUj7ebY7lvSRGXnTyDfeNWXBYR6ULClovChUEYLs1WvQ+//TmsS7yhWM3IEv6RMYknMyaxImsUmGHAKYfswfnHTmVYrm6ViUiXFC4dGbThAtBQD688C4ufh7df22X5/mbrM4t4Lm8Kz+dN4b3wWIblhfnq8ftx4oGlhCzhfzsiIqBw6digDpd4O6vhzVfgtRdg6aK2y/rH2ZxRwPNB0DTtNY2vn3IA+8TtHSMiEkfh0pEhEy7x6mph2as+aN54GWprEh5WHsrlxby9aDjwSI474xQKC3L7uaIiMsApXDoyJMMlXkM9vPM6LH4BlrwI1ZUJD6sK5VCx70GMP+FEQtMPad2WWUSGsoThktnftZABKCsMB8z2j8ZGWP4mLH6BpsUvkFHVOtGyIFZLwbsvwrsvEsvOJXToUXD4cTB1pl9cU0QkoJYLarl0KNaEe/9t1v3z72QvfYlRDYlbNLGikYQOP9YHTele/VxJEUkztVwkSaEMbOpMJkydSW1dA//3539R//JCjqz+gJLGitbDKrbCU4/CU4/SVDKZjCOOh9nHwIjR6au7iKSVWi6o5ZKM1Vuq+N0/32H7sqUcU/UuR1cvZ3isdpfjHIbbdyahI4+Hgz8BefkJriYig4A69DuicEnejpp6nntnPQuXriH7vSUcW72cI3auIMc17nJsLCMLDpxN6IjjYcahrXvRiMhgoHDpiMKldzbv2Mmzb63nxTdXMm7F6xxX/R4H1q4lg13/22rMLSBj9tHY4cfDlGmgCZoiu7uBGS5mFgKuAP4TmAxsBh4GrnPOVXfj/C8BJwMHA/vj+5H2dM6t6m4dFC6ps3ZrFQuWreP1199j37I3OK76Pfap35zw2IbiMWR+/Hjs8ONgXGk/11REUmTAhssvgMuBx4C/AdOAy4DngBOcc7FOTsfMFgCzgTeA4cBUFC5p55zjgw07eGZZGR8sXsrBm97k2OrljG1KPOKsfsJehPfeD8bvAeMm+ufiURDSwt0iA9zAGy1mZtPxQTLfOXd6XPlK4DZgLvBAF5f5D2Cdc67RzH6JDxdJMzNjn/FF7DO+iNgJ01i2+gQeXLqWLa8t5ohtbzGn+n0KXH3L8eGyFVC2ou1FsnNg7EQYXxo8guAZO0H9NiIDXLqHIp+FT71b25X/BvgJcA5dhItzbnXfVE1SJWTGAZNGcsCkkTScPJPXVmzmV298RMOSVziq4m1m71xFFgkaqHW1sPoD/2hzwRCMHu8DZ1xp3PMeGpUmMkCkO1xmATHglfhC51ytmS0JPpdBJCsjxOx9xjJ7n7HUnnYwL72/iZ+//iF17y6lpG4rpQ3llDaUs0dDOcMSDHEG/B41G8v8g5faflZUHLRwSn0LZ/R4GFMCo8dpuRqRfpTucCkBtjjnEi3PWwYcaWZh5+Lun6SQmV0MXHzJJZf0xeWlCznhTI6ZXsIx00uorT+C11du5aX3N3Lv+5vYVlVHUdNOShu2xQXONkobtjOuaUfHF60o949332hbbub7cJrDZkxJ3OvxkJPXt9/s7qih3t9+1Ig+6YF0h0sekHjdd6iNO6ZPwsU5dxdwV3OHvqRPTjiTI6aO5YipY4k5x4cbdvDS8o28/P4m/ra+os2x2bEGJjZup7ShnL3ddmZk1VDasI38io1Y467zbABwDrZt9o/33tz188LhPmTahE7wumDY4P0FW1cLm9b5x8Yy2FQGG4P3FdugoAimH+znJ00/BIZpl1LpnnSHSw0wpoPPcuKOkSEkFDcY4Nyj92VrZS0vv7+Jl9/fxOsrNlPXmMWH4dF8GB7NguaTsiGzwPGJ0cZRwxuYnlXN8Oqt2Ob1sHkdbN0MnQ08rNzuHx++s+tnufk+ZIpHQl6h79fJKwge8a/jynLyBk4g1dfB5vXBrcR1PkCaA6V8S+fnVlXAy8/4B8Aee/ugmXEo7LUfZKb7V4gMVGkdimxmTwEnAHntb42Z2QvAvs65bi9QFYwW+zoaijxo1TU08caqrbz8vm/VbN7RQb8MMKowh+mlxczYYwQzSoYxKVRNxub1/hftpnWtz1s2drhDZ49ZqDV4cvMhv6Dt69wCyMmFjAw/QCGUETxCQVl8eYKyjHafhzIg1gSbNwTBERck5Vt8yy3VcvNg2kGtrZqRHf2dKIPcwBuKDCwCTgQOw89rAcDMcoADgYVpqpcMUNlZGRy2zxgO22cMlzrHio2VLUHzXtn2NmsCbKms5dm31/Ps2+sByM/OZHppMdNLpzPj40exb0kR4czgl3L5luCXcrvg2bze3zpKlov5fXE62BtnwAiFYNQ4GDMBxpb4QRDNtwRHjIF1q/ymcssWw4dvQ1NT67k7a/xmc6+94N+P3wNmHOLDZt+ZGkAxxKW75TITP/nxsXbzXC7Dz3M51zl3X1A2HigCVjvnEt4qU8tlaCuvqmPRh5t4afkmXl+xhZr6DvpfAlkZIfYtKfItm9IR7F9aTEFOu/kzzsGOch86lduhphpqqlofO+Pfx73uSSD1FQvBqLE+MJrDY+wEHygjx3T/1lZNNby7pDVstm3q+NhwNux7QGvYjJ3QP7cJY03+376uFurqoG6nf11f21peXwu17crqav2xDfUQzoH8QigohPxhwethwfvmsgLtYdRqwM7Qvx24FD9D/wn8DP3LgReA45pn6JvZPcB5wLHOuQVx588B5gRvT8XP1r8J2A7gnPtRV3VQuAw+TbEYKzZW8taabSxbvY1lq8spr+5o7IhnwOQxhT5sgsAZNSyn03M61NgYBE811FT6551VUF3V+rp2px9WHWvyj6bm13HPTU1tj2kpS3Aczrc2xpa0tkTGTPDBkupJp87B+jXw1mIfNu+92fmtxVHj/K2zSXv7Vl1jIzQ1xj03+O+hsRGaGvxz82fNn7d53/xoiAuMnam/vdmZvILW4MkvbH0UDGtblhX2/14u5n9WzrV7jiX+PBZXHn8s5sM7O9s/h3P8o+V9XHlGvwTggA2XDOBK4GL82mJbgIfwa4tVxR13D4nDZR7wvY6u75zr8s8lhcvg55xjXXkNy1ZvCwKnnLJtXS5dx7jhuUwv9WEzbcJwJo4qICtDS9Lsoq4W3l8WtGpehQ1r010jAf9HRbhd6GTntA2g5tenf8X3AyZvYIbLQKBwGZq2VdXy1pryIHDK+XBDBbEu/nfIDBmlowqYPKaQPccMY88xhew5tpBRhTnYQBkdNhBs3tDaqnlnib/l1B/MWn9p5uS2/jLNzoHs3NbXzX/pty8Lh31QVu3w/WXNz+1f11R1XZfdzS8fU7ikmsJFAGrqGnlnbTnLgltp75Ztp76x03VTWxTkZDK5OWzGFDI5eORnaw00Ghv8EO+3FsP2rf6v6YxM39eTkQWZGcH7+PLgubms5X1wTkZG6+fhnLiAyO6fvp2mJn+7s7oSquLDZ0dc2Q7/3NTo6xQK+f6vkAXPIV++y+t2Zc3nmfl+Hhfzw8vr63y/Un1wW7BNWVCezO/3ux7vaT/SgBwtJjJg5GVncsiU0RwyxY9+b2iK8cH6Ct9ns6aclRt3sLEi8V/gVbWNQd/OtjblY4fntrZwgseEkflkDKXVnjOzYOoB/jFYZGT4ibeFA3hSqXNBn1RdXPjUxoVPXeughsaGlA9QULiIdCArI8S0icVMm1jMF4Oy6toGVm2uZOWmSlZu3OGfN1VSU5d4ZNrG7TvZuH0nLy3f2Oa6k0YXMGl0ISXFeYwvzmNccR4lxfkMzw/r9pqkhpkfTJAVBgr7/csrXESSkJ+TxfTSEUwvHdFS5pxj845aVm7awcqNPmxWbapkzdYqmhJ04jQ0xfhgww4+2LDrGmk5WRmMbxM4eYwvzmf88DzGDM/VYALZbShcRHrJzBhTlMuYolxm7zO2pby+sYm1W6tbWjirNleycmMlWyo7ngNT29DU0hpqL2QwuiiX8cPzggDKbwmi8cV5u87REUkjhYtIHwlnZrDX2GHsNXZYm/IdO+tZtamStVurWbetmg3ba1hfXsO68poOb68BxFzrbbYlq7bu8nlhbhYTRuQzYUQ+E0fmt7yeMDKf3LD+V5f+pf/iRPrZsNxwy+Zp8ZxzVO5sYF15DevLq1lfXtP62F7Dlk7WUQOo3NnAu2Xbebds+y6fjSzMbhM2E0cUMGGkb/noVpv0BYWLyABhZgzLCzMsL8x+E3YdhVTf2MSGIGjaBE/waGjqeNj01so6tlbW8eZHbUezhQzGDs9rae2UjMhnYhBAo4flkhHS4ALpGYWLyG4inJnBHqML2WP0riN/Ys6xtbKWsm3VlG2tZm3wXLbNt4ASDSzw59ESTq9+uLnNZ1kZIUYUZFOYm0VBThaFuVkU5objXseV54RbynKyMjTiTRQuIoNByIzRw3IZPSyXAyePavNZUyzGhu07WbetmrVB4DT392yq2ElH0+wammJsrNjZ4dyejmSGjILcLApzfBjFh1BRXpiRhTn+UZDNyMIcCnOzFEaDkMJFZJDLCIVa+ltm7d32s7qGJtaX17QETtm2qiB4arpc6LMjjTHH9up6tlfXA12v35aVEWJkYXZr6MQFj39kM6owhxwNStit6KclMoRlZ2W0LFXTXnVdAztqGqjcWU9lbQOVO/2jqjYoa3ndtryum0vmNGto8i2rDds7byHlZWe2C52cXW/b5WRRELwPZ2pJ/HRSuIhIQvnZWeRnZzG+OC+p8+obm1oCp7K2gaqdDVTW+jDaXl3P1sra1kdVXafDr+PV1DVSU9fImq1dt4YAsjNDLUFTkNMaPC39RjmZ/rPc1s8Lc8MMy8saWsvz9BGFi4ikVDgzg5GFGYws7N5eODV1jWyrqg1GtLWGzpYdtUG5/6yz0XCJ1DXGqAtGySXDgOH52YwoyGZEYTbFLa99S2lEQTYjC3IoLsgmO0uto44oXEQkrfKyM8nLLmDiyIIOj2meA7S1spYtlbVsq/JBtK2qruWWXFVLK8m/7miEXFccUF5dR3l1HR9u7PzY/OzMXYJnREH862yG5YXJzsogOyuD0BAauKBwEZEBL34O0J7tVjxIxDlHbUNTm/6g5kd8/1BVbWPLrbvmsh07u7+bZXVdI9VJ3KoLZ4bICYKm5Tmc2fI+/rPWz+PLM8nNzqAoN0xRfpiivPCAvYWncBGRQcfMyA1nkhvOZExRchtgNTTFKK+qY1tVHduqauNe17EtaC1tq/Itm2RbR/WNMb9HUBIB1pXmId7D87MpygsHr8MMzwtTlJdNUfPrfg4jhYuISJysjFDLQqSdiTnHjpr61uCpqmVbZdzroLy6toG6hqakR9F1V3PrbG03W0/NYRQfSMPzwpx+xF4pXfxU4SIi0gMhM4bnZzM8P5u9xnZ9fMw56huaqG1+1DdR1xg8B2X+uTF4HaO2vnGXY6rrGqmorqOixo/AS7ZnqaMw+vzheyZ5pc4pXERE+kHIjJxwZkongzbFYuyoaaCipp7tNXVUVNezvaaeiup6Kmp8AG2vrqeixj921NQnDKOQWcq3bFC4iIjspjJCIYoLsikuyKY7u002xRyVO1sDZ3vQAqptaEr5SDaFi4jIEJERar2V19cG5hg2ERHZraU9XMwsZGZXmdm7ZlZrZmvM7CYzy0/iGqeY2b/NrNrMtpnZI2aW2t4pERHptrSHC3ALcDPwNnAZ8AhwOfAXM+uyfmb2BeCvQC5wDXAjMAd4wcxK+qrSIiLSsbT2uZjZdHygzHfOnR5XvhK4DZgLPNDJ+VnA7cAa4CjnXFVQ/jdgMTAPuLiv6i8iIomlu+VyFn6duFvblf8GqAHO6eL8o4ES4O7mYAFwzi0BFgBnBgEkIiL9KN3hMguIAa/EFzrnaoElweddnQ/wYoLPXgKGAfv2so4iIpKkdA9FLgG2OOcSrYldBhxpZmHnXH0n5zcfm+h8gAnAW4lONrOLgYsvueQSACKRSHfrLSIinotGo7tMkkl3yyUP6Gizhdq4Yzo7nw6u0eX5zrm7nHOHdlpDERFJWrpbLjXAmA4+y4k7prPzARLNCOrO+QAkSt1kmNmrCqmBRz+XgUc/k4GpL34u6W65rANGmVmicJiAv2XW0S2x5vObj010PiS+ZSYiIn0o3eGyKKjDYfGFZpYDHAi82o3zAY5I8NnhwA5geS/rKCIiSUp3uDyE31X0ynblF+H7Su5vLjCz8Wa2n5nF96E8C6wHLjSzgrhjPwYcAzzinEvdrjwdu6sfvoYkTz+XgUc/k4Ep5T8Xc65n+0ynrAJmtwOXAo8BTwDT8DP0XwCOc87FguPuAc4DjnXOLYg7/4v4kHoDPz9mGHAVPrQOcc7ptpiISD9Ld4c++FbLKvxM+k8DW/Cz7q9rDpbOOOceMbOdwHeAn+NHjv0T+JaCRUQkPdLechERkcEn3X0uIiIyCClceigVWwVIapmZ6+BR1fXZ0ltmdm2w3cWK4N99VRfHTzWzP5lZebBdxnNmdlw/VXdISOZnYmbzOvl/6Opkv/ZA6HPZXd2CH3jwGHATrQMRDjKzE7rTXyR94jl2HfnSHyMGBX4MbANeA4Z3dqCZTQH+DTQCPwMq8KNEnzKzk51zT/dxXYeKbv9M4lyF7/uOtzjZL6xw6YHebhUgfWqFc+6+dFdiiJrinFsBYGbLgIJOjr0B/8vukGAVc8zsXvw6gHeY2X5OHcKpkMzPpNmfnHOrevuFdVusZ3q7VYD0ITMLx897kv7R/EusK8Gt49OABc3BEpxfBdyNX8m8qxXRpRu6+zNpz8yGmVmvGh8Kl57p7VYB0nfOwAd8pZltMrPbzawo3ZWSNg7ArwfY0VYZoP+H0ulN/G3K2mD7+JN7chHdFuuZ3m4VIH3jFfw22R/gJ9Oegp+ge7SZHRm/oZykVXe3ypD+tR3fX/lvoByYip+H+LiZfcU5d08yF1O49Ex3twpQuPQj59zsdkX3mtmbwPXAFcGzpF+vtsqQvuGca3+bHzP7LbAMuMXMHk3mDzTdFuuZGhIv8w9JLPUv/eJGfMh/Ot0VkRYp2SpD+p5zbivwK/zgiyOTOVfh0jO93SpA+kmwcOk6YFS66yIttFXG7mVV8JzU/0MKl57p7VYB0k+Cn8lEYGO66yItluJviXW0VQbo/6GBZJ/gOan/hxQuPdPtrQKkf5jZyA4++iG+b/Ev/Vgd6URw3/4vwDHB9hgABMPHLwTep91ITOlbZpaZaFSlmZUClwBb8R393aYO/R5wzi01szuAS81sPm23CngWTaBMh++Y2eHAM8Bq/GSxU4BjgZfxK21LHzKzc4FJwdvRQNjMvhO8/8g594e4w68Fjgf+bma34Df2uwh/W+zTmkCZGkn8TAqAlWb2J+AdWkeLXRh8dpZzbmdSX1s/w54xswx8y+ViYDJ+uYSH8FsFaMhrPzOzzwIRYAYwEmjC/wX8MHBzMAdJ+pCZLQCO7uDjZ51zx7Q7fhrwk+CcMH6Jknla+iV1uvszCfqP7wBm428jF+B/p70A/Mw5l3RLUuEiIiIppz4XERFJOYWLiIiknMJFRERSTuEiIiIpp3AREZGUU7iIiEjKKVxERCTlNENfZIiJRCLzgO8Bx0aj0QXprY0MVgoXkSRFIpHuzDzWL24Z0hQuIj33/U4+W9VflRAZiBQuIj0UjUbnpbsOIgOVwkWkj8X3ceBXqL0S2A+oBP4K/Hc0Gt2Q4Lx9gO/iVw8ejV9I8Gngh9Fo9P0Ex2fgVxY+F7+AZxi/6dYC4KcdnHMG8F/B8bXA34FvRqNRbdYlvaLRYiL95yr8lrFvALcC7wEXAP+ORCKj4w+MRCKz8BtmnYPfnO7nwEvA2cCrkUjk0HbHh4EngTuBUvy2D7cBi4HPAx9PUJ8IcB/+Ft4d+L3SzwSejkQiHW3jLdItarmI9FDQIkmkNhqN/iRB+cnA7Gg0+nrcNW7Bt2R+Anw1KDPgXmAYcE40Gr0/7vgzgQeB+yKRyP7RaDQWfDQPOAG/CdcXo9FoXdw52cG12vsUMCsajS6NO/YB4Czgs/jtCkR6RC0XkZ77XgeP/9fB8X+ID5bAPKAC+HJca+FI/G2zF+ODBSAajT4EPI/fyOkT0HI7LALsBL4WHyzBOXXRaHRzgvrcFh8sgd8Ez4e1P1gkGWq5iPRQNBq1JE95NsE1KiKRyBL8hk7TgCXAwcHH/+rgOv/CB8tBwEJ8EBUBL0ej0XVJ1CfRPvVrgufiJK4jsgu1XET6z8YOyps784vaPa/v4Pjm8uHtnpPthN+eoKwxeM5I8loibShcRPrP2A7KxwXPFe2exyU4FmB8u+OaQ2JCz6smkloKF5H+s8te5pFIpAg4ED8M+J2guLlf5pgOrtNc/lrw/C4+YA6IRCIlqaioSG8pXET6z7mRSOSgdmXz8LfB/jeuI/4F/DDlTwTzUFoE7+cAy/Ed+0Sj0SYgCuQCv2o/jDgSiYTbD3UW6Wvq0BfpoU6GIgP8KRqNLmlX9jfghUgk8jC+3+QTwWMVcSPMotGoi0Qi5wH/AB6KRCJ/xrdOpgKfw0++/I+4Ycjgl6KZDXwGWB6JRP4aHFcKnAhcA9zTo29UpAcULiI9971OPluFH/kV7xbgMfy8ljOBKvwv/P+ORqOb4g+MRqMvBxMpv4Ofv/IZ/Az9/8XP0H+v3fH1kUjkU8DXgP8AzgMMWBd8zeeT//ZEes6c684CryLSU1riXoYi9bmIiEjKKVxERCTlFC4iIpJy6nMREZGUU8tFRERSTuEiIiIpp3AREZGUU7iIiEjKKVxERCTl/j9NzPTsLcJe5AAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"ooo.plot_history(history, figsize=(6,4))"
]
@@ -298,11 +404,26 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 9,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 864x1652.4 with 200 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "y_pred = model.predict_classes(x_test)\n",
+ "#y_pred = model.predict_classes(x_test) Deprecated after 01/01/2021 !!\n",
+ "\n",
+ "y_sigmoid = model.predict(x_test)\n",
+ "y_pred = np.argmax(y_sigmoid, axis=-1)\n",
+ "\n",
"ooo.plot_images(x_test, y_test, range(0,200), columns=12, x_size=1, y_size=1, y_pred=y_pred)"
]
},
@@ -315,9 +436,20 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 10,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ "<Figure size 864x507.6 with 15 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"errors=[ i for i in range(len(x_test)) if y_pred[i]!=y_test[i] ]\n",
"errors=errors[:min(24,len(errors))]\n",
@@ -326,9 +458,566 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 11,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/markdown": [
+ "#### Confusion matrix is :"
+ ],
+ "text/plain": [
+ "<IPython.core.display.Markdown object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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+ " background-color: #eaf2ea;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row3_col6 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row3_col7 {\n",
+ " background-color: #eaf2ea;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row3_col8 {\n",
+ " background-color: #eaf2ea;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row3_col9 {\n",
+ " background-color: #eaf2ea;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row4_col0 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row4_col1 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row4_col2 {\n",
+ " background-color: #eaf2ea;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row4_col3 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row4_col4 {\n",
+ " background-color: #008000;\n",
+ " color: #f1f1f1;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row4_col5 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row4_col6 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row4_col7 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row4_col8 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row4_col9 {\n",
+ " background-color: #eaf2ea;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row5_col0 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row5_col1 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row5_col2 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row5_col3 {\n",
+ " background-color: #eaf2ea;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row5_col4 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row5_col5 {\n",
+ " background-color: #008000;\n",
+ " color: #f1f1f1;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row5_col6 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row5_col7 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row5_col8 {\n",
+ " background-color: #eaf2ea;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row5_col9 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row6_col0 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row6_col1 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row6_col2 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row6_col3 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row6_col4 {\n",
+ " background-color: #e9f2e9;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row6_col5 {\n",
+ " background-color: #e9f2e9;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row6_col6 {\n",
+ " background-color: #008000;\n",
+ " color: #f1f1f1;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row6_col7 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row6_col8 {\n",
+ " background-color: #eaf2ea;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row6_col9 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row7_col0 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row7_col1 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row7_col2 {\n",
+ " background-color: #e9f2e9;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row7_col3 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row7_col4 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row7_col5 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row7_col6 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row7_col7 {\n",
+ " background-color: #008000;\n",
+ " color: #f1f1f1;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row7_col8 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row7_col9 {\n",
+ " background-color: #eaf2ea;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row8_col0 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row8_col1 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row8_col2 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row8_col3 {\n",
+ " background-color: #eaf2ea;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row8_col4 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row8_col5 {\n",
+ " background-color: #eaf2ea;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row8_col6 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row8_col7 {\n",
+ " background-color: #eaf2ea;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row8_col8 {\n",
+ " background-color: #008000;\n",
+ " color: #f1f1f1;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row8_col9 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row9_col0 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row9_col1 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row9_col2 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row9_col3 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row9_col4 {\n",
+ " background-color: #e8f2e8;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row9_col5 {\n",
+ " background-color: #eaf2ea;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row9_col6 {\n",
+ " background-color: #ebf3eb;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row9_col7 {\n",
+ " background-color: #eaf2ea;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row9_col8 {\n",
+ " background-color: #eaf2ea;\n",
+ " color: #000000;\n",
+ " font-size: 12pt;\n",
+ " } #T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row9_col9 {\n",
+ " background-color: #008000;\n",
+ " color: #f1f1f1;\n",
+ " font-size: 12pt;\n",
+ " }</style><table id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7\" ><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >0</th> <th class=\"col_heading level0 col1\" >1</th> <th class=\"col_heading level0 col2\" >2</th> <th class=\"col_heading level0 col3\" >3</th> <th class=\"col_heading level0 col4\" >4</th> <th class=\"col_heading level0 col5\" >5</th> <th class=\"col_heading level0 col6\" >6</th> <th class=\"col_heading level0 col7\" >7</th> <th class=\"col_heading level0 col8\" >8</th> <th class=\"col_heading level0 col9\" >9</th> </tr></thead><tbody>\n",
+ " <tr>\n",
+ " <th id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row0_col0\" class=\"data row0 col0\" >0.99</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row0_col1\" class=\"data row0 col1\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row0_col2\" class=\"data row0 col2\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row0_col3\" class=\"data row0 col3\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row0_col4\" class=\"data row0 col4\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row0_col5\" class=\"data row0 col5\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row0_col6\" class=\"data row0 col6\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row0_col7\" class=\"data row0 col7\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row0_col8\" class=\"data row0 col8\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row0_col9\" class=\"data row0 col9\" >0.00</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row1_col0\" class=\"data row1 col0\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row1_col1\" class=\"data row1 col1\" >0.99</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row1_col2\" class=\"data row1 col2\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row1_col3\" class=\"data row1 col3\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row1_col4\" class=\"data row1 col4\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row1_col5\" class=\"data row1 col5\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row1_col6\" class=\"data row1 col6\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row1_col7\" class=\"data row1 col7\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row1_col8\" class=\"data row1 col8\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row1_col9\" class=\"data row1 col9\" >0.00</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row2_col0\" class=\"data row2 col0\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row2_col1\" class=\"data row2 col1\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row2_col2\" class=\"data row2 col2\" >0.97</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row2_col3\" class=\"data row2 col3\" >0.01</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row2_col4\" class=\"data row2 col4\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row2_col5\" class=\"data row2 col5\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row2_col6\" class=\"data row2 col6\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row2_col7\" class=\"data row2 col7\" >0.01</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row2_col8\" class=\"data row2 col8\" >0.01</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row2_col9\" class=\"data row2 col9\" >0.00</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row3_col0\" class=\"data row3 col0\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row3_col1\" class=\"data row3 col1\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row3_col2\" class=\"data row3 col2\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row3_col3\" class=\"data row3 col3\" >0.97</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row3_col4\" class=\"data row3 col4\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row3_col5\" class=\"data row3 col5\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row3_col6\" class=\"data row3 col6\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row3_col7\" class=\"data row3 col7\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row3_col8\" class=\"data row3 col8\" >0.01</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row3_col9\" class=\"data row3 col9\" >0.01</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row4_col0\" class=\"data row4 col0\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row4_col1\" class=\"data row4 col1\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row4_col2\" class=\"data row4 col2\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row4_col3\" class=\"data row4 col3\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row4_col4\" class=\"data row4 col4\" >0.99</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row4_col5\" class=\"data row4 col5\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row4_col6\" class=\"data row4 col6\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row4_col7\" class=\"data row4 col7\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row4_col8\" class=\"data row4 col8\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row4_col9\" class=\"data row4 col9\" >0.00</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row5_col0\" class=\"data row5 col0\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row5_col1\" class=\"data row5 col1\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row5_col2\" class=\"data row5 col2\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row5_col3\" class=\"data row5 col3\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row5_col4\" class=\"data row5 col4\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row5_col5\" class=\"data row5 col5\" >0.98</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row5_col6\" class=\"data row5 col6\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row5_col7\" class=\"data row5 col7\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row5_col8\" class=\"data row5 col8\" >0.01</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row5_col9\" class=\"data row5 col9\" >0.00</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row6_col0\" class=\"data row6 col0\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row6_col1\" class=\"data row6 col1\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row6_col2\" class=\"data row6 col2\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row6_col3\" class=\"data row6 col3\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row6_col4\" class=\"data row6 col4\" >0.01</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row6_col5\" class=\"data row6 col5\" >0.01</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row6_col6\" class=\"data row6 col6\" >0.97</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row6_col7\" class=\"data row6 col7\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row6_col8\" class=\"data row6 col8\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row6_col9\" class=\"data row6 col9\" >0.00</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row7_col0\" class=\"data row7 col0\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row7_col1\" class=\"data row7 col1\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row7_col2\" class=\"data row7 col2\" >0.01</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row7_col3\" class=\"data row7 col3\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row7_col4\" class=\"data row7 col4\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row7_col5\" class=\"data row7 col5\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row7_col6\" class=\"data row7 col6\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row7_col7\" class=\"data row7 col7\" >0.98</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row7_col8\" class=\"data row7 col8\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row7_col9\" class=\"data row7 col9\" >0.00</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row8_col0\" class=\"data row8 col0\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row8_col1\" class=\"data row8 col1\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row8_col2\" class=\"data row8 col2\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row8_col3\" class=\"data row8 col3\" >0.01</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row8_col4\" class=\"data row8 col4\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row8_col5\" class=\"data row8 col5\" >0.01</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row8_col6\" class=\"data row8 col6\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row8_col7\" class=\"data row8 col7\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row8_col8\" class=\"data row8 col8\" >0.97</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row8_col9\" class=\"data row8 col9\" >0.00</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row9_col0\" class=\"data row9 col0\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row9_col1\" class=\"data row9 col1\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row9_col2\" class=\"data row9 col2\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row9_col3\" class=\"data row9 col3\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row9_col4\" class=\"data row9 col4\" >0.01</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row9_col5\" class=\"data row9 col5\" >0.01</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row9_col6\" class=\"data row9 col6\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row9_col7\" class=\"data row9 col7\" >0.01</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row9_col8\" class=\"data row9 col8\" >0.00</td>\n",
+ " <td id=\"T_edcfd5c0_f281_11ea_af44_0cc47af5c7c7row9_col9\" class=\"data row9 col9\" >0.97</td>\n",
+ " </tr>\n",
+ " </tbody></table>"
+ ],
+ "text/plain": [
+ "<pandas.io.formats.style.Styler at 0x149d183621d0>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"ooo.display_confusion_matrix(y_test,y_pred, range(10))"
]
--
GitLab