From e2db673c157aba9aca6ed7fd1f3af3adae386d57 Mon Sep 17 00:00:00 2001 From: Jean-Luc Parouty <Jean-Luc.Parouty@grenoble-inp.fr> Date: Sat, 29 Feb 2020 20:46:49 +0100 Subject: [PATCH] Update SYNOP --- SYNOP/01-Try-a-peediction.ipynb | 254 ++++++++++++++++---------------- 1 file changed, 128 insertions(+), 126 deletions(-) diff --git a/SYNOP/01-Try-a-peediction.ipynb b/SYNOP/01-Try-a-peediction.ipynb index 4acca91..afe2453 100644 --- a/SYNOP/01-Try-a-peediction.ipynb +++ b/SYNOP/01-Try-a-peediction.ipynb @@ -28,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -91,7 +91,7 @@ "\n", "FIDLE 2020 - Practical Work Module\n", "Version : 0.4.4\n", - "Run time : Saturday 29 February 2020, 18:43:44\n", + "Run time : Saturday 29 February 2020, 20:26:48\n", "TensorFlow version : 2.0.0\n", "Keras version : 2.2.4-tf\n" ] @@ -140,8 +140,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Well, we should be at GRICAD !\n", - "We are going to use: /bettik/PROJECTS/pr-fidle/datasets/SYNOP\n" + "Well, we should be at HOME !\n", + "We are going to use: /home/pjluc/datasets/SYNOP\n" ] } ], @@ -496,131 +496,131 @@ "data": { "text/html": [ "<style type=\"text/css\" >\n", - "</style><table id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77\" ><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >tend</th> <th class=\"col_heading level0 col1\" >cod_tend</th> <th class=\"col_heading level0 col2\" >dd</th> <th class=\"col_heading level0 col3\" >ff</th> <th class=\"col_heading level0 col4\" >td</th> <th class=\"col_heading level0 col5\" >u</th> <th class=\"col_heading level0 col6\" >ww</th> <th class=\"col_heading level0 col7\" >pres</th> <th class=\"col_heading level0 col8\" >rafper</th> <th class=\"col_heading level0 col9\" >rr1</th> <th class=\"col_heading level0 col10\" >rr3</th> <th class=\"col_heading level0 col11\" >tc</th> </tr></thead><tbody>\n", + "</style><table id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131ea\" ><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >tend</th> <th class=\"col_heading level0 col1\" >cod_tend</th> <th class=\"col_heading level0 col2\" >dd</th> <th class=\"col_heading level0 col3\" >ff</th> <th class=\"col_heading level0 col4\" >td</th> <th class=\"col_heading level0 col5\" >u</th> <th class=\"col_heading level0 col6\" >ww</th> <th class=\"col_heading level0 col7\" >pres</th> <th class=\"col_heading level0 col8\" >rafper</th> <th class=\"col_heading level0 col9\" >rr1</th> <th class=\"col_heading level0 col10\" >rr3</th> <th class=\"col_heading level0 col11\" >tc</th> </tr></thead><tbody>\n", " <tr>\n", - " <th id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77level0_row0\" class=\"row_heading level0 row0\" >count</th>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row0_col0\" class=\"data row0 col0\" >25000.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row0_col1\" class=\"data row0 col1\" >25000.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row0_col2\" class=\"data row0 col2\" >25000.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row0_col3\" class=\"data row0 col3\" >25000.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row0_col4\" class=\"data row0 col4\" >25000.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row0_col5\" class=\"data row0 col5\" >25000.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row0_col6\" class=\"data row0 col6\" >25000.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row0_col7\" class=\"data row0 col7\" >25000.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row0_col8\" class=\"data row0 col8\" >25000.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row0_col9\" class=\"data row0 col9\" >25000.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row0_col10\" class=\"data row0 col10\" >25000.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row0_col11\" class=\"data row0 col11\" >25000.00</td>\n", + " <th id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131ealevel0_row0\" class=\"row_heading level0 row0\" >count</th>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow0_col0\" class=\"data row0 col0\" >25000.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow0_col1\" class=\"data row0 col1\" >25000.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow0_col2\" class=\"data row0 col2\" >25000.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow0_col3\" class=\"data row0 col3\" >25000.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow0_col4\" class=\"data row0 col4\" >25000.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow0_col5\" class=\"data row0 col5\" >25000.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow0_col6\" class=\"data row0 col6\" >25000.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow0_col7\" class=\"data row0 col7\" >25000.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow0_col8\" class=\"data row0 col8\" >25000.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow0_col9\" class=\"data row0 col9\" >25000.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow0_col10\" class=\"data row0 col10\" >25000.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow0_col11\" class=\"data row0 col11\" >25000.00</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row1_col0\" class=\"data row1 col0\" >-0.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row1_col1\" class=\"data row1 col1\" >-0.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row1_col2\" class=\"data row1 col2\" >0.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row1_col3\" class=\"data row1 col3\" >0.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row1_col4\" class=\"data row1 col4\" >-0.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row1_col5\" class=\"data row1 col5\" >0.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row1_col6\" class=\"data row1 col6\" >0.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row1_col7\" class=\"data row1 col7\" >-0.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row1_col8\" class=\"data row1 col8\" >-0.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row1_col9\" class=\"data row1 col9\" >-0.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row1_col10\" class=\"data row1 col10\" >0.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row1_col11\" class=\"data row1 col11\" >-0.00</td>\n", + " <th id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131ealevel0_row1\" class=\"row_heading level0 row1\" >mean</th>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow1_col0\" class=\"data row1 col0\" >-0.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow1_col1\" class=\"data row1 col1\" >-0.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow1_col2\" class=\"data row1 col2\" >0.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow1_col3\" class=\"data row1 col3\" >0.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow1_col4\" class=\"data row1 col4\" >-0.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow1_col5\" class=\"data row1 col5\" >0.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow1_col6\" class=\"data row1 col6\" >0.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow1_col7\" class=\"data row1 col7\" >-0.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow1_col8\" class=\"data row1 col8\" >-0.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow1_col9\" class=\"data row1 col9\" >-0.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow1_col10\" class=\"data row1 col10\" >0.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow1_col11\" class=\"data row1 col11\" >-0.00</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77level0_row2\" class=\"row_heading level0 row2\" >std</th>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row2_col0\" class=\"data row2 col0\" >1.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row2_col1\" class=\"data row2 col1\" >1.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row2_col2\" class=\"data row2 col2\" >1.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row2_col3\" class=\"data row2 col3\" >1.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row2_col4\" class=\"data row2 col4\" >1.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row2_col5\" class=\"data row2 col5\" >1.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row2_col6\" class=\"data row2 col6\" >1.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row2_col7\" class=\"data row2 col7\" >1.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row2_col8\" class=\"data row2 col8\" >1.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row2_col9\" class=\"data row2 col9\" >1.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row2_col10\" class=\"data row2 col10\" >1.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row2_col11\" class=\"data row2 col11\" >1.00</td>\n", + " <th id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131ealevel0_row2\" class=\"row_heading level0 row2\" >std</th>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow2_col0\" class=\"data row2 col0\" >1.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow2_col1\" class=\"data row2 col1\" >1.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow2_col2\" class=\"data row2 col2\" >1.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow2_col3\" class=\"data row2 col3\" >1.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow2_col4\" class=\"data row2 col4\" >1.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow2_col5\" class=\"data row2 col5\" >1.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow2_col6\" class=\"data row2 col6\" >1.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow2_col7\" class=\"data row2 col7\" >1.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow2_col8\" class=\"data row2 col8\" >1.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow2_col9\" class=\"data row2 col9\" >1.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow2_col10\" class=\"data row2 col10\" >1.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow2_col11\" class=\"data row2 col11\" >1.00</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77level0_row3\" class=\"row_heading level0 row3\" >min</th>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row3_col0\" class=\"data row3 col0\" >-6.80</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row3_col1\" class=\"data row3 col1\" >-1.59</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row3_col2\" class=\"data row3 col2\" >-1.75</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row3_col3\" class=\"data row3 col3\" >-1.37</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row3_col4\" class=\"data row3 col4\" >-5.18</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row3_col5\" class=\"data row3 col5\" >-3.82</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row3_col6\" class=\"data row3 col6\" >-0.52</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row3_col7\" class=\"data row3 col7\" >-4.94</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row3_col8\" class=\"data row3 col8\" >-1.64</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row3_col9\" class=\"data row3 col9\" >-0.31</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row3_col10\" class=\"data row3 col10\" >-0.27</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row3_col11\" class=\"data row3 col11\" >-3.03</td>\n", + " <th id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131ealevel0_row3\" class=\"row_heading level0 row3\" >min</th>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow3_col0\" class=\"data row3 col0\" >-6.80</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow3_col1\" class=\"data row3 col1\" >-1.59</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow3_col2\" class=\"data row3 col2\" >-1.75</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow3_col3\" class=\"data row3 col3\" >-1.37</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow3_col4\" class=\"data row3 col4\" >-5.18</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow3_col5\" class=\"data row3 col5\" >-3.82</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow3_col6\" class=\"data row3 col6\" >-0.52</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow3_col7\" class=\"data row3 col7\" >-4.94</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow3_col8\" class=\"data row3 col8\" >-1.64</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow3_col9\" class=\"data row3 col9\" >-0.31</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow3_col10\" class=\"data row3 col10\" >-0.27</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow3_col11\" class=\"data row3 col11\" >-3.03</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row4_col0\" class=\"data row4 col0\" >-0.64</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row4_col1\" class=\"data row4 col1\" >-0.85</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row4_col2\" class=\"data row4 col2\" >-0.64</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row4_col3\" class=\"data row4 col3\" >-0.76</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row4_col4\" class=\"data row4 col4\" >-0.72</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row4_col5\" class=\"data row4 col5\" >-0.71</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row4_col6\" class=\"data row4 col6\" >-0.42</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row4_col7\" class=\"data row4 col7\" >-0.55</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row4_col8\" class=\"data row4 col8\" >-0.69</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row4_col9\" class=\"data row4 col9\" >-0.15</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row4_col10\" class=\"data row4 col10\" >-0.20</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row4_col11\" class=\"data row4 col11\" >-0.75</td>\n", + " <th id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131ealevel0_row4\" class=\"row_heading level0 row4\" >25%</th>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow4_col0\" class=\"data row4 col0\" >-0.64</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow4_col1\" class=\"data row4 col1\" >-0.85</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow4_col2\" class=\"data row4 col2\" >-0.64</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow4_col3\" class=\"data row4 col3\" >-0.76</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow4_col4\" class=\"data row4 col4\" >-0.72</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow4_col5\" class=\"data row4 col5\" >-0.71</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow4_col6\" class=\"data row4 col6\" >-0.42</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow4_col7\" class=\"data row4 col7\" >-0.55</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow4_col8\" class=\"data row4 col8\" >-0.69</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow4_col9\" class=\"data row4 col9\" >-0.15</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow4_col10\" class=\"data row4 col10\" >-0.20</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow4_col11\" class=\"data row4 col11\" >-0.75</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row5_col0\" class=\"data row5 col0\" >-0.00</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row5_col1\" class=\"data row5 col1\" >-0.48</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row5_col2\" class=\"data row5 col2\" >-0.12</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row5_col3\" class=\"data row5 col3\" >-0.19</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row5_col4\" class=\"data row5 col4\" >0.05</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row5_col5\" class=\"data row5 col5\" >0.18</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row5_col6\" class=\"data row5 col6\" >-0.42</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row5_col7\" class=\"data row5 col7\" >0.03</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row5_col8\" class=\"data row5 col8\" >-0.27</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row5_col9\" class=\"data row5 col9\" >-0.15</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row5_col10\" class=\"data row5 col10\" >-0.20</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row5_col11\" class=\"data row5 col11\" >-0.01</td>\n", + " <th id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131ealevel0_row5\" class=\"row_heading level0 row5\" >50%</th>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow5_col0\" class=\"data row5 col0\" >-0.00</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow5_col1\" class=\"data row5 col1\" >-0.48</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow5_col2\" class=\"data row5 col2\" >-0.12</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow5_col3\" class=\"data row5 col3\" >-0.19</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow5_col4\" class=\"data row5 col4\" >0.05</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow5_col5\" class=\"data row5 col5\" >0.18</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow5_col6\" class=\"data row5 col6\" >-0.42</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow5_col7\" class=\"data row5 col7\" >0.03</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow5_col8\" class=\"data row5 col8\" >-0.27</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow5_col9\" class=\"data row5 col9\" >-0.15</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow5_col10\" class=\"data row5 col10\" >-0.20</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow5_col11\" class=\"data row5 col11\" >-0.01</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row6_col0\" class=\"data row6 col0\" >0.63</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row6_col1\" class=\"data row6 col1\" >0.99</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row6_col2\" class=\"data row6 col2\" >1.08</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row6_col3\" class=\"data row6 col3\" >0.50</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row6_col4\" class=\"data row6 col4\" >0.79</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row6_col5\" class=\"data row6 col5\" >0.84</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row6_col6\" class=\"data row6 col6\" >-0.37</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row6_col7\" class=\"data row6 col7\" >0.61</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row6_col8\" class=\"data row6 col8\" >0.52</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row6_col9\" class=\"data row6 col9\" >-0.15</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row6_col10\" class=\"data row6 col10\" >-0.20</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row6_col11\" class=\"data row6 col11\" >0.72</td>\n", + " <th id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131ealevel0_row6\" class=\"row_heading level0 row6\" >75%</th>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow6_col0\" class=\"data row6 col0\" >0.63</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow6_col1\" class=\"data row6 col1\" >0.99</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow6_col2\" class=\"data row6 col2\" >1.08</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow6_col3\" class=\"data row6 col3\" >0.50</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow6_col4\" class=\"data row6 col4\" >0.79</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow6_col5\" class=\"data row6 col5\" >0.84</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow6_col6\" class=\"data row6 col6\" >-0.37</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow6_col7\" class=\"data row6 col7\" >0.61</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow6_col8\" class=\"data row6 col8\" >0.52</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow6_col9\" class=\"data row6 col9\" >-0.15</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow6_col10\" class=\"data row6 col10\" >-0.20</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow6_col11\" class=\"data row6 col11\" >0.72</td>\n", " </tr>\n", " <tr>\n", - " <th id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77level0_row7\" class=\"row_heading level0 row7\" >max</th>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row7_col0\" class=\"data row7 col0\" >7.16</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row7_col1\" class=\"data row7 col1\" >1.36</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row7_col2\" class=\"data row7 col2\" >1.34</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row7_col3\" class=\"data row7 col3\" >6.28</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row7_col4\" class=\"data row7 col4\" >2.40</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row7_col5\" class=\"data row7 col5\" >1.62</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row7_col6\" class=\"data row7 col6\" >4.46</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row7_col7\" class=\"data row7 col7\" >3.10</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row7_col8\" class=\"data row7 col8\" >6.29</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row7_col9\" class=\"data row7 col9\" >30.36</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row7_col10\" class=\"data row7 col10\" >31.27</td>\n", - " <td id=\"T_a846fcc2_5b19_11ea_a983_a374076bdc77row7_col11\" class=\"data row7 col11\" >3.02</td>\n", + " <th id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131ealevel0_row7\" class=\"row_heading level0 row7\" >max</th>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow7_col0\" class=\"data row7 col0\" >7.16</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow7_col1\" class=\"data row7 col1\" >1.36</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow7_col2\" class=\"data row7 col2\" >1.34</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow7_col3\" class=\"data row7 col3\" >6.28</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow7_col4\" class=\"data row7 col4\" >2.40</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow7_col5\" class=\"data row7 col5\" >1.62</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow7_col6\" class=\"data row7 col6\" >4.46</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow7_col7\" class=\"data row7 col7\" >3.10</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow7_col8\" class=\"data row7 col8\" >6.29</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow7_col9\" class=\"data row7 col9\" >30.36</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow7_col10\" class=\"data row7 col10\" >31.27</td>\n", + " <td id=\"T_6e05b89a_5b29_11ea_9eb2_9d64561131earow7_col11\" class=\"data row7 col11\" >3.02</td>\n", " </tr>\n", " </tbody></table>" ], "text/plain": [ - "<pandas.io.formats.style.Styler at 0x7fc05b6ef6d0>" + "<pandas.io.formats.style.Styler at 0x7f4b3539d3d0>" ] }, "metadata": {}, @@ -814,25 +814,27 @@ "output_type": "stream", "text": [ "Epoch 1/10\n", - "781/781 [==============================] - 37s 47ms/step - loss: 0.5673 - mae: 0.4757 - val_loss: 0.4621 - val_mae: 0.4176\n", + "781/781 [==============================] - 31s 40ms/step - loss: 0.5600 - mae: 0.4703 - val_loss: 0.4593 - val_mae: 0.4197\n", "Epoch 2/10\n", - "781/781 [==============================] - 35s 45ms/step - loss: 0.4701 - mae: 0.4017 - val_loss: 0.4395 - val_mae: 0.3954\n", + "781/781 [==============================] - 31s 40ms/step - loss: 0.4689 - mae: 0.3999 - val_loss: 0.4360 - val_mae: 0.3940\n", "Epoch 3/10\n", - "781/781 [==============================] - 36s 46ms/step - loss: 0.4481 - mae: 0.3842 - val_loss: 0.4278 - val_mae: 0.3829\n", + "781/781 [==============================] - 32s 41ms/step - loss: 0.4500 - mae: 0.3848 - val_loss: 0.4225 - val_mae: 0.3825\n", "Epoch 4/10\n", - "781/781 [==============================] - 39s 51ms/step - loss: 0.4363 - mae: 0.3735 - val_loss: 0.4135 - val_mae: 0.3881\n", + "781/781 [==============================] - 31s 40ms/step - loss: 0.4368 - mae: 0.3742 - val_loss: 0.4156 - val_mae: 0.3881\n", "Epoch 5/10\n", - "781/781 [==============================] - 39s 50ms/step - loss: 0.4275 - mae: 0.3672 - val_loss: 0.4116 - val_mae: 0.3765\n", + "781/781 [==============================] - 31s 40ms/step - loss: 0.4276 - mae: 0.3682 - val_loss: 0.4103 - val_mae: 0.3781\n", "Epoch 6/10\n", - "781/781 [==============================] - 35s 45ms/step - loss: 0.4210 - mae: 0.3634 - val_loss: 0.4023 - val_mae: 0.3650\n", + "781/781 [==============================] - 31s 40ms/step - loss: 0.4207 - mae: 0.3630 - val_loss: 0.4070 - val_mae: 0.3701\n", "Epoch 7/10\n", - "781/781 [==============================] - 36s 46ms/step - loss: 0.4146 - mae: 0.3597 - val_loss: 0.4009 - val_mae: 0.3660\n", + "781/781 [==============================] - 31s 40ms/step - loss: 0.4154 - mae: 0.3602 - val_loss: 0.4220 - val_mae: 0.3781\n", "Epoch 8/10\n", - "781/781 [==============================] - 37s 47ms/step - loss: 0.4117 - mae: 0.3584 - val_loss: 0.3998 - val_mae: 0.3618\n", + "781/781 [==============================] - 31s 40ms/step - loss: 0.4097 - mae: 0.3569 - val_loss: 0.4143 - val_mae: 0.3740\n", "Epoch 9/10\n", - "781/781 [==============================] - 35s 45ms/step - loss: 0.4067 - mae: 0.3561 - val_loss: 0.4066 - val_mae: 0.3694\n", + "781/781 [==============================] - 31s 40ms/step - loss: 0.4046 - mae: 0.3557 - val_loss: 0.4069 - val_mae: 0.3702\n", "Epoch 10/10\n", - "781/781 [==============================] - 36s 46ms/step - loss: 0.4043 - mae: 0.3562 - val_loss: 0.4012 - val_mae: 0.3654\n" + "781/781 [==============================] - 31s 40ms/step - loss: 0.4065 - mae: 0.3546 - val_loss: 0.4040 - val_mae: 0.3644\n", + "CPU times: user 5min 57s, sys: 44.4 s, total: 6min 42s\n", + "Wall time: 5min 12s\n" ] } ], @@ -853,7 +855,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -865,7 +867,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -898,12 +900,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 1080x1252.8 with 12 Axes>" ] @@ -954,12 +956,12 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 73, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] -- GitLab