diff --git a/fidle/03 - Finished report.ipynb b/fidle/03 - Finished report.ipynb
index 0745d5dc4f814b4a0538f754ff52b2d2d6dab5e1..f397cbc5c449bad0c3e2ed44baf276b8ffc04bb6 100644
--- a/fidle/03 - Finished report.ipynb	
+++ b/fidle/03 - Finished report.ipynb	
@@ -24,10 +24,7 @@
    "outputs": [],
    "source": [
     "import sys\n",
-    "from IPython.display import display\n",
-    "sys.path.append('..')\n",
-    "import fidle.config as config\n",
-    "import fidle.cooker as cooker"
+    "import cooker as cooker"
    ]
   },
   {
@@ -35,148 +32,146 @@
    "execution_count": 2,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "**Warning : id [GTS12] not found in catalog...\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
        "<style  type=\"text/css\" >\n",
-       "    #T_41be7b0c_4393_11eb_a0d7_00155de141b8 td {\n",
+       "    #T_8a68a_ td {\n",
        "          font-size: 110%;\n",
        "          text-align: left;\n",
-       "    }    #T_41be7b0c_4393_11eb_a0d7_00155de141b8 th {\n",
+       "    }    #T_8a68a_ th {\n",
        "          font-size: 110%;\n",
        "          text-align: left;\n",
-       "    }</style><table id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8\" ><thead>    <tr>        <th class=\"col_heading level0 col0\" >id</th>        <th class=\"col_heading level0 col1\" >repo</th>        <th class=\"col_heading level0 col2\" >name</th>        <th class=\"col_heading level0 col3\" >start</th>        <th class=\"col_heading level0 col4\" >end</th>        <th class=\"col_heading level0 col5\" >duration</th>    </tr></thead><tbody>\n",
+       "    }#T_8a68a_row13_col5,#T_8a68a_row14_col5{\n",
+       "            background-color:  OrangeRed;\n",
+       "             color: white;\n",
+       "            background-color:  OrangeRed;\n",
+       "             color: white;\n",
+       "        }</style><table id=\"T_8a68a_\" ><thead>    <tr>        <th class=\"col_heading level0 col0\" >id</th>        <th class=\"col_heading level0 col1\" >Repo</th>        <th class=\"col_heading level0 col2\" >Name</th>        <th class=\"col_heading level0 col3\" >Start</th>        <th class=\"col_heading level0 col4\" >End</th>        <th class=\"col_heading level0 col5\" >Duration</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
-       "                                <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row0_col0\" class=\"data row0 col0\" ><a href=\"../GTSRB/02-First-convolutions.ipynb\">GTS2</a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row0_col1\" class=\"data row0 col1\" >GTSRB</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row0_col2\" class=\"data row0 col2\" ><a href=\"../GTSRB/02-First-convolutions.ipynb\"><b>02-First-convolutions.ipynb</b></a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row0_col3\" class=\"data row0 col3\" >Thursday 17 December 2020, 17:05:29</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row0_col4\" class=\"data row0 col4\" >Thursday 17 December 2020, 17:05:50</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row0_col5\" class=\"data row0 col5\" >00:00:20 263ms</td>\n",
+       "                                <td id=\"T_8a68a_row0_col0\" class=\"data row0 col0\" ><a href=\"../LinearReg/01-Linear-Regression.ipynb\">LINR1</a></td>\n",
+       "                        <td id=\"T_8a68a_row0_col1\" class=\"data row0 col1\" >LinearReg</td>\n",
+       "                        <td id=\"T_8a68a_row0_col2\" class=\"data row0 col2\" ><a href=\"../LinearReg/01-Linear-Regression.ipynb\"><b>01-Linear-Regression.ipynb</b></a></td>\n",
+       "                        <td id=\"T_8a68a_row0_col3\" class=\"data row0 col3\" >Saturday 9 January 2021, 19:34:10</td>\n",
+       "                        <td id=\"T_8a68a_row0_col4\" class=\"data row0 col4\" >Saturday 9 January 2021, 19:34:11</td>\n",
+       "                        <td id=\"T_8a68a_row0_col5\" class=\"data row0 col5\" >00:00:01 667ms</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row1_col0\" class=\"data row1 col0\" ><a href=\"../GTSRB/03-Tracking-and-visualizing.ipynb\">GTS3</a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row1_col1\" class=\"data row1 col1\" >GTSRB</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row1_col2\" class=\"data row1 col2\" ><a href=\"../GTSRB/03-Tracking-and-visualizing.ipynb\"><b>03-Tracking-and-visualizing.ipynb</b></a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row1_col3\" class=\"data row1 col3\" >Thursday 17 December 2020, 17:48:33</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row1_col4\" class=\"data row1 col4\" >Thursday 17 December 2020, 17:50:22</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row1_col5\" class=\"data row1 col5\" >00:01:49 407ms</td>\n",
+       "                                <td id=\"T_8a68a_row1_col0\" class=\"data row1 col0\" ><a href=\"../BHPD/01-DNN-Regression.ipynb\">BHPD1</a></td>\n",
+       "                        <td id=\"T_8a68a_row1_col1\" class=\"data row1 col1\" >BHPD</td>\n",
+       "                        <td id=\"T_8a68a_row1_col2\" class=\"data row1 col2\" ><a href=\"../BHPD/01-DNN-Regression.ipynb\"><b>01-DNN-Regression.ipynb</b></a></td>\n",
+       "                        <td id=\"T_8a68a_row1_col3\" class=\"data row1 col3\" >Friday 8 January 2021, 01:09:13</td>\n",
+       "                        <td id=\"T_8a68a_row1_col4\" class=\"data row1 col4\" >Friday 8 January 2021, 01:09:24</td>\n",
+       "                        <td id=\"T_8a68a_row1_col5\" class=\"data row1 col5\" >00:00:11 984ms</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row2_col0\" class=\"data row2 col0\" ><a href=\"../GTSRB/04-Data-augmentation.ipynb\">GTS4</a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row2_col1\" class=\"data row2 col1\" >GTSRB</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row2_col2\" class=\"data row2 col2\" ><a href=\"../GTSRB/04-Data-augmentation.ipynb\"><b>04-Data-augmentation.ipynb</b></a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row2_col3\" class=\"data row2 col3\" >Thursday 17 December 2020, 18:21:16</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row2_col4\" class=\"data row2 col4\" >Thursday 17 December 2020, 18:23:00</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row2_col5\" class=\"data row2 col5\" >00:01:44 577ms</td>\n",
+       "                                <td id=\"T_8a68a_row2_col0\" class=\"data row2 col0\" ><a href=\"../BHPD/02-DNN-Regression-Premium.ipynb\">BHPD2</a></td>\n",
+       "                        <td id=\"T_8a68a_row2_col1\" class=\"data row2 col1\" >BHPD</td>\n",
+       "                        <td id=\"T_8a68a_row2_col2\" class=\"data row2 col2\" ><a href=\"../BHPD/02-DNN-Regression-Premium.ipynb\"><b>02-DNN-Regression-Premium.ipynb</b></a></td>\n",
+       "                        <td id=\"T_8a68a_row2_col3\" class=\"data row2 col3\" >Friday 8 January 2021, 01:10:28</td>\n",
+       "                        <td id=\"T_8a68a_row2_col4\" class=\"data row2 col4\" >Friday 8 January 2021, 01:10:39</td>\n",
+       "                        <td id=\"T_8a68a_row2_col5\" class=\"data row2 col5\" >00:00:12 582ms</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row3_col0\" class=\"data row3 col0\" ><a href=\"../GTSRB/05-Full-convolutions.ipynb\">GTS5</a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row3_col1\" class=\"data row3 col1\" >GTSRB</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row3_col2\" class=\"data row3 col2\" ><a href=\"../GTSRB/05-Full-convolutions.ipynb\"><b>05-Full-convolutions.ipynb</b></a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row3_col3\" class=\"data row3 col3\" >Thursday 17 December 2020, 22:07:09</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row3_col4\" class=\"data row3 col4\" >Thursday 17 December 2020, 22:08:26</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row3_col5\" class=\"data row3 col5\" >00:01:17 312ms</td>\n",
+       "                                <td id=\"T_8a68a_row3_col0\" class=\"data row3 col0\" ><a href=\"../GTSRB/01-Preparation-of-data.ipynb\">GTSRB1</a></td>\n",
+       "                        <td id=\"T_8a68a_row3_col1\" class=\"data row3 col1\" >GTSRB</td>\n",
+       "                        <td id=\"T_8a68a_row3_col2\" class=\"data row3 col2\" ><a href=\"../GTSRB/01-Preparation-of-data.ipynb\"><b>01-Preparation-of-data.ipynb</b></a></td>\n",
+       "                        <td id=\"T_8a68a_row3_col3\" class=\"data row3 col3\" >Saturday 9 January 2021, 19:34:16</td>\n",
+       "                        <td id=\"T_8a68a_row3_col4\" class=\"data row3 col4\" >Saturday 9 January 2021, 19:36:14</td>\n",
+       "                        <td id=\"T_8a68a_row3_col5\" class=\"data row3 col5\" >00:01:58 919ms</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row4_col0\" class=\"data row4 col0\" ><a href=\"../GTSRB/06-Notebook-as-a-batch.ipynb\">GTS6</a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row4_col1\" class=\"data row4 col1\" >GTSRB</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row4_col2\" class=\"data row4 col2\" ><a href=\"../GTSRB/06-Notebook-as-a-batch.ipynb\"><b>06-Notebook-as-a-batch.ipynb</b></a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row4_col3\" class=\"data row4 col3\" >Friday 18 December 2020, 13:33:50</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row4_col4\" class=\"data row4 col4\" >Friday 18 December 2020, 13:34:12</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row4_col5\" class=\"data row4 col5\" >00:00:22 377ms</td>\n",
+       "                                <td id=\"T_8a68a_row4_col0\" class=\"data row4 col0\" ><a href=\"../GTSRB/02-First-convolutions.ipynb\">GTSRB2</a></td>\n",
+       "                        <td id=\"T_8a68a_row4_col1\" class=\"data row4 col1\" >GTSRB</td>\n",
+       "                        <td id=\"T_8a68a_row4_col2\" class=\"data row4 col2\" ><a href=\"../GTSRB/02-First-convolutions.ipynb\"><b>02-First-convolutions.ipynb</b></a></td>\n",
+       "                        <td id=\"T_8a68a_row4_col3\" class=\"data row4 col3\" >Saturday 9 January 2021, 19:36:17</td>\n",
+       "                        <td id=\"T_8a68a_row4_col4\" class=\"data row4 col4\" >Saturday 9 January 2021, 19:39:16</td>\n",
+       "                        <td id=\"T_8a68a_row4_col5\" class=\"data row4 col5\" >00:02:59 895ms</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row5_col0\" class=\"data row5 col0\" >GTS12</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row5_col1\" class=\"data row5 col1\" >-</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row5_col2\" class=\"data row5 col2\" >-</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row5_col3\" class=\"data row5 col3\" >Friday 18 December 2020, 13:48:06</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row5_col4\" class=\"data row5 col4\" >Friday 18 December 2020, 13:48:07</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row5_col5\" class=\"data row5 col5\" >00:00:01 938ms</td>\n",
+       "                                <td id=\"T_8a68a_row5_col0\" class=\"data row5 col0\" ><a href=\"../GTSRB/03-Tracking-and-visualizing.ipynb\">GTSRB3</a></td>\n",
+       "                        <td id=\"T_8a68a_row5_col1\" class=\"data row5 col1\" >GTSRB</td>\n",
+       "                        <td id=\"T_8a68a_row5_col2\" class=\"data row5 col2\" ><a href=\"../GTSRB/03-Tracking-and-visualizing.ipynb\"><b>03-Tracking-and-visualizing.ipynb</b></a></td>\n",
+       "                        <td id=\"T_8a68a_row5_col3\" class=\"data row5 col3\" >Thursday 7 January 2021, 12:15:52</td>\n",
+       "                        <td id=\"T_8a68a_row5_col4\" class=\"data row5 col4\" >Thursday 7 January 2021, 12:20:01</td>\n",
+       "                        <td id=\"T_8a68a_row5_col5\" class=\"data row5 col5\" >00:04:09 711ms</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row6_col0\" class=\"data row6 col0\" ><a href=\"../GTSRB/07-Show-report.ipynb\">GTS7</a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row6_col1\" class=\"data row6 col1\" >GTSRB</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row6_col2\" class=\"data row6 col2\" ><a href=\"../GTSRB/07-Show-report.ipynb\"><b>07-Show-report.ipynb</b></a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row6_col3\" class=\"data row6 col3\" >Friday 18 December 2020, 13:52:25</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row6_col4\" class=\"data row6 col4\" >Friday 18 December 2020, 13:52:25</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row6_col5\" class=\"data row6 col5\" >00:00:01 541ms</td>\n",
+       "                                <td id=\"T_8a68a_row6_col0\" class=\"data row6 col0\" ><a href=\"../GTSRB/04-Data-augmentation.ipynb\">GTSRB4</a></td>\n",
+       "                        <td id=\"T_8a68a_row6_col1\" class=\"data row6 col1\" >GTSRB</td>\n",
+       "                        <td id=\"T_8a68a_row6_col2\" class=\"data row6 col2\" ><a href=\"../GTSRB/04-Data-augmentation.ipynb\"><b>04-Data-augmentation.ipynb</b></a></td>\n",
+       "                        <td id=\"T_8a68a_row6_col3\" class=\"data row6 col3\" >Thursday 7 January 2021, 13:40:52</td>\n",
+       "                        <td id=\"T_8a68a_row6_col4\" class=\"data row6 col4\" >Thursday 7 January 2021, 13:41:31</td>\n",
+       "                        <td id=\"T_8a68a_row6_col5\" class=\"data row6 col5\" >00:00:39 161ms</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row7_col0\" class=\"data row7 col0\" ><a href=\"../IMDB/01-Embedding-Keras.ipynb\">IMDB1</a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row7_col1\" class=\"data row7 col1\" >IMDB</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row7_col2\" class=\"data row7 col2\" ><a href=\"../IMDB/01-Embedding-Keras.ipynb\"><b>01-Embedding-Keras.ipynb</b></a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row7_col3\" class=\"data row7 col3\" >Friday 18 December 2020, 19:24:51</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row7_col4\" class=\"data row7 col4\" >Friday 18 December 2020, 19:51:40</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row7_col5\" class=\"data row7 col5\" >00:26:50 634ms</td>\n",
+       "                                <td id=\"T_8a68a_row7_col0\" class=\"data row7 col0\" ><a href=\"../GTSRB/05-Full-convolutions.ipynb\">GTSRB5</a></td>\n",
+       "                        <td id=\"T_8a68a_row7_col1\" class=\"data row7 col1\" >GTSRB</td>\n",
+       "                        <td id=\"T_8a68a_row7_col2\" class=\"data row7 col2\" ><a href=\"../GTSRB/05-Full-convolutions.ipynb\"><b>05-Full-convolutions.ipynb</b></a></td>\n",
+       "                        <td id=\"T_8a68a_row7_col3\" class=\"data row7 col3\" >Thursday 7 January 2021, 14:47:12</td>\n",
+       "                        <td id=\"T_8a68a_row7_col4\" class=\"data row7 col4\" >Thursday 7 January 2021, 14:48:44</td>\n",
+       "                        <td id=\"T_8a68a_row7_col5\" class=\"data row7 col5\" >00:01:32 269ms</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row8_col0\" class=\"data row8 col0\" ><a href=\"../IMDB/02-Prediction.ipynb\">IMDB2</a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row8_col1\" class=\"data row8 col1\" >IMDB</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row8_col2\" class=\"data row8 col2\" ><a href=\"../IMDB/02-Prediction.ipynb\"><b>02-Prediction.ipynb</b></a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row8_col3\" class=\"data row8 col3\" >Friday 18 December 2020, 18:21:49</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row8_col4\" class=\"data row8 col4\" >Friday 18 December 2020, 18:21:50</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row8_col5\" class=\"data row8 col5\" >00:00:01 555ms</td>\n",
+       "                                <td id=\"T_8a68a_row8_col0\" class=\"data row8 col0\" ><a href=\"../GTSRB/06-Notebook-as-a-batch.ipynb\">GTSRB6</a></td>\n",
+       "                        <td id=\"T_8a68a_row8_col1\" class=\"data row8 col1\" >GTSRB</td>\n",
+       "                        <td id=\"T_8a68a_row8_col2\" class=\"data row8 col2\" ><a href=\"../GTSRB/06-Notebook-as-a-batch.ipynb\"><b>06-Notebook-as-a-batch.ipynb</b></a></td>\n",
+       "                        <td id=\"T_8a68a_row8_col3\" class=\"data row8 col3\" >Thursday 7 January 2021, 15:41:17</td>\n",
+       "                        <td id=\"T_8a68a_row8_col4\" class=\"data row8 col4\" >Thursday 7 January 2021, 15:41:18</td>\n",
+       "                        <td id=\"T_8a68a_row8_col5\" class=\"data row8 col5\" >00:00:01 101ms</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row9_col0\" class=\"data row9 col0\" ><a href=\"../IMDB/03-LSTM-Keras.ipynb\">IMDB3</a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row9_col1\" class=\"data row9 col1\" >IMDB</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row9_col2\" class=\"data row9 col2\" ><a href=\"../IMDB/03-LSTM-Keras.ipynb\"><b>03-LSTM-Keras.ipynb</b></a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row9_col3\" class=\"data row9 col3\" >Friday 18 December 2020, 19:52:57</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row9_col4\" class=\"data row9 col4\" >Friday 18 December 2020, 19:53:06</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row9_col5\" class=\"data row9 col5\" >00:00:09 281ms</td>\n",
+       "                                <td id=\"T_8a68a_row9_col0\" class=\"data row9 col0\" ><a href=\"../GTSRB/07-Show-report.ipynb\">GTSRB7</a></td>\n",
+       "                        <td id=\"T_8a68a_row9_col1\" class=\"data row9 col1\" >GTSRB</td>\n",
+       "                        <td id=\"T_8a68a_row9_col2\" class=\"data row9 col2\" ><a href=\"../GTSRB/07-Show-report.ipynb\"><b>07-Show-report.ipynb</b></a></td>\n",
+       "                        <td id=\"T_8a68a_row9_col3\" class=\"data row9 col3\" >Thursday 7 January 2021, 15:16:05</td>\n",
+       "                        <td id=\"T_8a68a_row9_col4\" class=\"data row9 col4\" >Thursday 7 January 2021, 15:16:06</td>\n",
+       "                        <td id=\"T_8a68a_row9_col5\" class=\"data row9 col5\" >00:00:00 116ms</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row10_col0\" class=\"data row10 col0\" ><a href=\"../SYNOP/01-Preparation-of-data.ipynb\">SYNOP1</a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row10_col1\" class=\"data row10 col1\" >SYNOP</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row10_col2\" class=\"data row10 col2\" ><a href=\"../SYNOP/01-Preparation-of-data.ipynb\"><b>01-Preparation-of-data.ipynb</b></a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row10_col3\" class=\"data row10 col3\" >Saturday 19 December 2020, 10:43:18</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row10_col4\" class=\"data row10 col4\" >Saturday 19 December 2020, 10:43:22</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row10_col5\" class=\"data row10 col5\" >00:00:04 776ms</td>\n",
+       "                                <td id=\"T_8a68a_row10_col0\" class=\"data row10 col0\" ><a href=\"../SYNOP/01-Preparation-of-data.ipynb\">SYNOP1</a></td>\n",
+       "                        <td id=\"T_8a68a_row10_col1\" class=\"data row10 col1\" >SYNOP</td>\n",
+       "                        <td id=\"T_8a68a_row10_col2\" class=\"data row10 col2\" ><a href=\"../SYNOP/01-Preparation-of-data.ipynb\"><b>01-Preparation-of-data.ipynb</b></a></td>\n",
+       "                        <td id=\"T_8a68a_row10_col3\" class=\"data row10 col3\" >Saturday 9 January 2021, 10:04:28</td>\n",
+       "                        <td id=\"T_8a68a_row10_col4\" class=\"data row10 col4\" >Saturday 9 January 2021, 10:04:34</td>\n",
+       "                        <td id=\"T_8a68a_row10_col5\" class=\"data row10 col5\" >00:00:05 236ms</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row11_col0\" class=\"data row11 col0\" ><a href=\"../SYNOP/02-First-predictions.ipynb\">SYNOP2</a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row11_col1\" class=\"data row11 col1\" >SYNOP</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row11_col2\" class=\"data row11 col2\" ><a href=\"../SYNOP/02-First-predictions.ipynb\"><b>02-First-predictions.ipynb</b></a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row11_col3\" class=\"data row11 col3\" >Saturday 19 December 2020, 11:22:47</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row11_col4\" class=\"data row11 col4\" >Saturday 19 December 2020, 11:24:13</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row11_col5\" class=\"data row11 col5\" >00:01:25 329ms</td>\n",
+       "                                <td id=\"T_8a68a_row11_col0\" class=\"data row11 col0\" ><a href=\"../SYNOP/02-First-predictions.ipynb\">SYNOP2</a></td>\n",
+       "                        <td id=\"T_8a68a_row11_col1\" class=\"data row11 col1\" >SYNOP</td>\n",
+       "                        <td id=\"T_8a68a_row11_col2\" class=\"data row11 col2\" ><a href=\"../SYNOP/02-First-predictions.ipynb\"><b>02-First-predictions.ipynb</b></a></td>\n",
+       "                        <td id=\"T_8a68a_row11_col3\" class=\"data row11 col3\" >Saturday 9 January 2021, 10:30:55</td>\n",
+       "                        <td id=\"T_8a68a_row11_col4\" class=\"data row11 col4\" >Saturday 9 January 2021, 10:31:11</td>\n",
+       "                        <td id=\"T_8a68a_row11_col5\" class=\"data row11 col5\" >00:00:16 248ms</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row12_col0\" class=\"data row12 col0\" ><a href=\"../SYNOP/03-12h-predictions.ipynb\">SYNOP3</a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row12_col1\" class=\"data row12 col1\" >SYNOP</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row12_col2\" class=\"data row12 col2\" ><a href=\"../SYNOP/03-12h-predictions.ipynb\"><b>03-12h-predictions.ipynb</b></a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row12_col3\" class=\"data row12 col3\" >Saturday 19 December 2020, 11:37:54</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row12_col4\" class=\"data row12 col4\" >Saturday 19 December 2020, 11:37:57</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row12_col5\" class=\"data row12 col5\" >00:00:03 329ms</td>\n",
+       "                                <td id=\"T_8a68a_row12_col0\" class=\"data row12 col0\" ><a href=\"../SYNOP/03-12h-predictions.ipynb\">SYNOP3</a></td>\n",
+       "                        <td id=\"T_8a68a_row12_col1\" class=\"data row12 col1\" >SYNOP</td>\n",
+       "                        <td id=\"T_8a68a_row12_col2\" class=\"data row12 col2\" ><a href=\"../SYNOP/03-12h-predictions.ipynb\"><b>03-12h-predictions.ipynb</b></a></td>\n",
+       "                        <td id=\"T_8a68a_row12_col3\" class=\"data row12 col3\" >Saturday 9 January 2021, 10:27:54</td>\n",
+       "                        <td id=\"T_8a68a_row12_col4\" class=\"data row12 col4\" >Saturday 9 January 2021, 10:27:59</td>\n",
+       "                        <td id=\"T_8a68a_row12_col5\" class=\"data row12 col5\" >00:00:05 249ms</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row13_col0\" class=\"data row13 col0\" ><a href=\"../VAE/01-VAE-with-MNIST.nbconvert.ipynb\">VAE1</a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row13_col1\" class=\"data row13 col1\" >VAE</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row13_col2\" class=\"data row13 col2\" ><a href=\"../VAE/01-VAE-with-MNIST.nbconvert.ipynb\"><b>01-VAE-with-MNIST.nbconvert.ipynb</b></a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row13_col3\" class=\"data row13 col3\" >Saturday 19 December 2020, 17:56:34</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row13_col4\" class=\"data row13 col4\" >Saturday 19 December 2020, 17:58:18</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row13_col5\" class=\"data row13 col5\" >00:01:44 880ms</td>\n",
+       "                                <td id=\"T_8a68a_row13_col0\" class=\"data row13 col0\" ><a href=\"../VAE/01-VAE-with-MNIST.ipynb\">VAE1</a></td>\n",
+       "                        <td id=\"T_8a68a_row13_col1\" class=\"data row13 col1\" >VAE</td>\n",
+       "                        <td id=\"T_8a68a_row13_col2\" class=\"data row13 col2\" ><a href=\"../VAE/01-VAE-with-MNIST.ipynb\"><b>01-VAE-with-MNIST.ipynb</b></a></td>\n",
+       "                        <td id=\"T_8a68a_row13_col3\" class=\"data row13 col3\" >Thursday 7 January 2021, 09:37:44</td>\n",
+       "                        <td id=\"T_8a68a_row13_col4\" class=\"data row13 col4\" ></td>\n",
+       "                        <td id=\"T_8a68a_row13_col5\" class=\"data row13 col5\" >Unfinished...</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row14_col0\" class=\"data row14 col0\" ><a href=\"../MNIST/01-DNN-MNIST.ipynb\">MNIST1</a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row14_col1\" class=\"data row14 col1\" >MNIST</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row14_col2\" class=\"data row14 col2\" ><a href=\"../MNIST/01-DNN-MNIST.ipynb\"><b>01-DNN-MNIST.ipynb</b></a></td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row14_col3\" class=\"data row14 col3\" >Monday 21 December 2020, 14:47:57</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row14_col4\" class=\"data row14 col4\" >Monday 21 December 2020, 14:48:29</td>\n",
-       "                        <td id=\"T_41be7b0c_4393_11eb_a0d7_00155de141b8row14_col5\" class=\"data row14 col5\" >00:00:32 930ms</td>\n",
+       "                                <td id=\"T_8a68a_row14_col0\" class=\"data row14 col0\" ><a href=\"../VAE/08-VAE-with-CelebA.ipynb\">VAE8</a></td>\n",
+       "                        <td id=\"T_8a68a_row14_col1\" class=\"data row14 col1\" >VAE</td>\n",
+       "                        <td id=\"T_8a68a_row14_col2\" class=\"data row14 col2\" ><a href=\"../VAE/08-VAE-with-CelebA.ipynb\"><b>08-VAE-with-CelebA.ipynb</b></a></td>\n",
+       "                        <td id=\"T_8a68a_row14_col3\" class=\"data row14 col3\" >Wednesday 6 January 2021, 22:17:12</td>\n",
+       "                        <td id=\"T_8a68a_row14_col4\" class=\"data row14 col4\" ></td>\n",
+       "                        <td id=\"T_8a68a_row14_col5\" class=\"data row14 col5\" >Unfinished...</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f47d29cf810>"
+       "<pandas.io.formats.style.Styler at 0x7f9920e2ded0>"
       ]
      },
      "metadata": {},
@@ -184,12 +179,7 @@
     }
    ],
    "source": [
-    "df, output, html = cooker.get_ci_report()\n",
-    "\n",
-    "with open(config.CI_REPORT,\"wt\") as fp:\n",
-    "    fp.write(html)\n",
-    "\n",
-    "display(output)"
+    "cooker.build_finished_report()"
    ]
   },
   {
diff --git a/fidle/config.py b/fidle/config.py
index 464daf3dc5c202b9488f65624eec8d1fe3229cae..5bf592b52f5dff13354236c9181a335fe83907ff 100644
--- a/fidle/config.py
+++ b/fidle/config.py
@@ -32,43 +32,14 @@ SAVE_FIGS    = False
 
 # ---- Catalog file, a json description of all notebooks ------------
 #
-CATALOG_FILE   = '../fidle/log/catalog.json'
+CATALOG_FILE    = '../fidle/log/catalog.json'
 
 # ---- CI Done files, to keep track of finished notebooks -----------
 # Used for continous integration
 #
-FINISHED_FILE  = '../fidle/log/finished.json'
+FINISHED_FILE   = '../fidle/log/finished.json'
 
 # ---- CI Report ----------------------------------------------------
 #
-CI_REPORT      = '../fidle/log/ci_report.html'
+FINISHED_REPORT = '../fidle/log/finished_report.html'
 
-# ---- CI Override parameters examples -----------------------------
-#
-# ---- Preparation of GTSRB dataset
-# FIDLE_OVERRIDE_GTSRB1_scale      = 0.1
-# FIDLE_OVERRIDE_GTSRB1_output_dir = './data'
-# FIDLE_OVERRIDE_GTSRB1_scale       = 1
-# FIDLE_OVERRIDE_GTSRB1_output_dir  = '{datasets_dir}/GTSRB/enhanced'
-
-# # ---- Preparation of CelebA dataset
-# FIDLE_OVERRIDE_VAE6_scale        = 0.2
-# FIDLE_OVERRIDE_VAE6_image_size   = (128,128)
-# FIDLE_OVERRIDE_VAE6_output_dir   = './data'
-# FIDLE_OVERRIDE_VAE6_scale         = 1
-# FIDLE_OVERRIDE_VAE6_image_size    = (192,160)
-# FIDLE_OVERRIDE_VAE6_output_dir    = '{datasets_dir}/celeba/enhanced'
-
-# # ---- Check CelebA dataset
-# FIDLE_OVERRIDE_VAE7_image_size   = (128,128)
-# FIDLE_OVERRIDE_VAE7_enhanced_dir = './data'
-# FIDLE_OVERRIDE_VAE7_image_size    = (192,160)
-# FIDLE_OVERRIDE_VAE7_enhanced_dir  = '{datasets_dir}/celeba/enhanced'
-
-# # ---- VAE with CelebA
-# FIDLE_OVERRIDE_VAE8_scale        = 1.
-# FIDLE_OVERRIDE_VAE8_image_size   = (128,128)
-# FIDLE_OVERRIDE_VAE8_enhanced_dir = './data'
-# FIDLE_OVERRIDE_VAE8_scale         = 1.
-# FIDLE_OVERRIDE_VAE8_image_size    = (192,160)
-# FIDLE_OVERRIDE_VAE8_enhanced_dir  = '{datasets_dir}/celeba/enhanced'
diff --git a/fidle/cooker.py b/fidle/cooker.py
index 55aa23d3d097235eac6b9d3c9502837d92153b9b..e634cfb6d0c9d565529195129160780fdf1eea36 100644
--- a/fidle/cooker.py
+++ b/fidle/cooker.py
@@ -20,6 +20,7 @@ import sys, os, glob
 import json
 from datetime import datetime
 from collections import OrderedDict
+from IPython.display import display
 
 sys.path.append('..')
 import fidle.config as config
@@ -196,9 +197,7 @@ def read_catalog():
 # -----------------------------------------------------------------------------
 
 
-def get_ci_report():
-
-    columns=['id','repo','name','start','end','duration']
+def build_finished_report(display_output=True, save_html=True):
     
     # ---- Load catalog (notebooks descriptions)
     #
@@ -208,33 +207,25 @@ def get_ci_report():
     # ---- Load finished file
     #
     with open(config.FINISHED_FILE) as infile:
-        dict_finished = json.load( infile )
-
-    if dict_finished == {}:
-        df=pd.DataFrame({}, columns=columns)
-    else:
-        df=pd.DataFrame(dict_finished).transpose()
-        df.reset_index(inplace=True)
-        df.rename(columns = {'index':'id'}, inplace=True)
+        finished_files = json.load( infile )
 
-    # ---- Add usefull html columns 
+    # ---- For each entry
     #
-    for c in ['name','repo']: df[c]='-'
-
-    for index, row in df.iterrows():
-        id = row['id']
-        if id in catalog:
-            basename    = catalog[id]['basename']
-            dirname     = catalog[id]['dirname']
-            title       = catalog[id]['title']
-            description = catalog[id]['description']
-            row['id']   = f'<a href="../{dirname}/{basename}">{id}</a>'
-            row['name'] = f'<a href="../{dirname}/{basename}"><b>{basename}</b></a>'
-            row['repo'] = dirname
-        else:
-            print(f'**Warning : id [{id}] not found in catalog...')
+    col_id, col_repo, col_name, col_start, col_end, col_dur = [],[],[],[],[],[]
+    for id,about in catalog.items():
+        if id in finished_files.keys():
+            finished  = finished_files[id]
+            dirname   = about['dirname'] 
+            basename  = about['basename'] 
             
-    df=df[columns]
+            col_id.append(   f'<a href="../{dirname}/{basename}">{id}</a>'               )
+            col_repo.append( dirname )
+            col_name.append( f'<a href="../{dirname}/{basename}"><b>{basename}</b></a>'  )
+            col_start.append( finished['start'] )
+            col_end.append(   finished['end']   )
+            col_dur.append(   finished['duration']   )
+                   
+    df = pd.DataFrame( {'id':col_id, 'Repo':col_repo, 'Name':col_name, 'Start':col_start, 'End':col_end, 'Duration':col_dur} )
 
     # ---- Add styles to be nice
     #
@@ -245,13 +236,20 @@ def get_ci_report():
     def still_pending(v):
         return 'background-color: OrangeRed; color:white' if v == 'Unfinished...' else ''
 
-    output = df[columns].style.set_table_styles(styles).hide_index().applymap(still_pending)
+    output = df[df.columns.values].style.set_table_styles(styles).hide_index().applymap(still_pending)
+
+    # ---- html report 
+    #
+    if save_html:
+        html = _get_html_report(output)
+        with open(config.FINISHED_REPORT, "wt") as fp:
+            fp.write(html)
 
-    # ---- Get mail report 
+    # ---- display output
     #
-    html = _get_html_report(output)
+    if display_output:
+        display(output)
     
-    return df, output, html
 
 
 
diff --git a/fidle/log/ci_report.html b/fidle/log/ci_report.html
deleted file mode 100644
index 483396e5ceb34e38d8bd92e001443572cc9a20f8..0000000000000000000000000000000000000000
--- a/fidle/log/ci_report.html
+++ /dev/null
@@ -1,159 +0,0 @@
-    <html>
-        <head><title>FIDLE - CI Report</title></head>
-        <style>
-            body{
-                  font-family: sans-serif;
-            }
-            a{
-                color: SteelBlue;
-                text-decoration:none;
-            }
-            table{      
-                  border-collapse : collapse;
-                  font-size : 80%
-            }
-            td{
-                  border-style: solid;
-                  border-width:  thin;
-                  border-color:  lightgrey;
-                  padding: 5px;
-            }
-            .header{ padding:20px 0px 0px 30px; }
-            .result{ padding:10px 0px 20px 30px; }
-        </style>
-        <body>
-            <br>Hi,
-            <p>Below is the result of the continuous integration tests of the Fidle project:</p>
-            <div class="header"><b>Report date :</b> Saturday 9 January 2021, 11:20:19</div>
-            <div class="result">   
-                <style  type="text/css" >
-    #T_fa3d5_ td {
-          font-size: 110%;
-          text-align: left;
-    }    #T_fa3d5_ th {
-          font-size: 110%;
-          text-align: left;
-    }#T_fa3d5_row0_col5,#T_fa3d5_row1_col5{
-            background-color:  OrangeRed;
-             color: white;
-        }</style><table id="T_fa3d5_" ><thead>    <tr>        <th class="col_heading level0 col0" >id</th>        <th class="col_heading level0 col1" >repo</th>        <th class="col_heading level0 col2" >name</th>        <th class="col_heading level0 col3" >start</th>        <th class="col_heading level0 col4" >end</th>        <th class="col_heading level0 col5" >duration</th>    </tr></thead><tbody>
-                <tr>
-                                <td id="T_fa3d5_row0_col0" class="data row0 col0" ><a href="../VAE/08-VAE-with-CelebA.ipynb">VAE8</a></td>
-                        <td id="T_fa3d5_row0_col1" class="data row0 col1" >VAE</td>
-                        <td id="T_fa3d5_row0_col2" class="data row0 col2" ><a href="../VAE/08-VAE-with-CelebA.ipynb"><b>08-VAE-with-CelebA.ipynb</b></a></td>
-                        <td id="T_fa3d5_row0_col3" class="data row0 col3" >Wednesday 6 January 2021, 22:17:12</td>
-                        <td id="T_fa3d5_row0_col4" class="data row0 col4" ></td>
-                        <td id="T_fa3d5_row0_col5" class="data row0 col5" >Unfinished...</td>
-            </tr>
-            <tr>
-                                <td id="T_fa3d5_row1_col0" class="data row1 col0" ><a href="../VAE/01-VAE-with-MNIST.ipynb">VAE1</a></td>
-                        <td id="T_fa3d5_row1_col1" class="data row1 col1" >VAE</td>
-                        <td id="T_fa3d5_row1_col2" class="data row1 col2" ><a href="../VAE/01-VAE-with-MNIST.ipynb"><b>01-VAE-with-MNIST.ipynb</b></a></td>
-                        <td id="T_fa3d5_row1_col3" class="data row1 col3" >Thursday 7 January 2021, 09:37:44</td>
-                        <td id="T_fa3d5_row1_col4" class="data row1 col4" ></td>
-                        <td id="T_fa3d5_row1_col5" class="data row1 col5" >Unfinished...</td>
-            </tr>
-            <tr>
-                                <td id="T_fa3d5_row2_col0" class="data row2 col0" ><a href="../GTSRB/01-Preparation-of-data.ipynb">GTSRB1</a></td>
-                        <td id="T_fa3d5_row2_col1" class="data row2 col1" >GTSRB</td>
-                        <td id="T_fa3d5_row2_col2" class="data row2 col2" ><a href="../GTSRB/01-Preparation-of-data.ipynb"><b>01-Preparation-of-data.ipynb</b></a></td>
-                        <td id="T_fa3d5_row2_col3" class="data row2 col3" >Thursday 7 January 2021, 10:09:55</td>
-                        <td id="T_fa3d5_row2_col4" class="data row2 col4" >Thursday 7 January 2021, 10:11:51</td>
-                        <td id="T_fa3d5_row2_col5" class="data row2 col5" >00:01:56 358ms</td>
-            </tr>
-            <tr>
-                                <td id="T_fa3d5_row3_col0" class="data row3 col0" ><a href="../GTSRB/02-First-convolutions.ipynb">GTSRB2</a></td>
-                        <td id="T_fa3d5_row3_col1" class="data row3 col1" >GTSRB</td>
-                        <td id="T_fa3d5_row3_col2" class="data row3 col2" ><a href="../GTSRB/02-First-convolutions.ipynb"><b>02-First-convolutions.ipynb</b></a></td>
-                        <td id="T_fa3d5_row3_col3" class="data row3 col3" >Thursday 7 January 2021, 13:14:32</td>
-                        <td id="T_fa3d5_row3_col4" class="data row3 col4" >Thursday 7 January 2021, 13:14:59</td>
-                        <td id="T_fa3d5_row3_col5" class="data row3 col5" >00:00:27 021ms</td>
-            </tr>
-            <tr>
-                                <td id="T_fa3d5_row4_col0" class="data row4 col0" ><a href="../GTSRB/03-Tracking-and-visualizing.ipynb">GTSRB3</a></td>
-                        <td id="T_fa3d5_row4_col1" class="data row4 col1" >GTSRB</td>
-                        <td id="T_fa3d5_row4_col2" class="data row4 col2" ><a href="../GTSRB/03-Tracking-and-visualizing.ipynb"><b>03-Tracking-and-visualizing.ipynb</b></a></td>
-                        <td id="T_fa3d5_row4_col3" class="data row4 col3" >Thursday 7 January 2021, 12:15:52</td>
-                        <td id="T_fa3d5_row4_col4" class="data row4 col4" >Thursday 7 January 2021, 12:20:01</td>
-                        <td id="T_fa3d5_row4_col5" class="data row4 col5" >00:04:09 711ms</td>
-            </tr>
-            <tr>
-                                <td id="T_fa3d5_row5_col0" class="data row5 col0" ><a href="../GTSRB/04-Data-augmentation.ipynb">GTSRB4</a></td>
-                        <td id="T_fa3d5_row5_col1" class="data row5 col1" >GTSRB</td>
-                        <td id="T_fa3d5_row5_col2" class="data row5 col2" ><a href="../GTSRB/04-Data-augmentation.ipynb"><b>04-Data-augmentation.ipynb</b></a></td>
-                        <td id="T_fa3d5_row5_col3" class="data row5 col3" >Thursday 7 January 2021, 13:40:52</td>
-                        <td id="T_fa3d5_row5_col4" class="data row5 col4" >Thursday 7 January 2021, 13:41:31</td>
-                        <td id="T_fa3d5_row5_col5" class="data row5 col5" >00:00:39 161ms</td>
-            </tr>
-            <tr>
-                                <td id="T_fa3d5_row6_col0" class="data row6 col0" ><a href="../GTSRB/05-Full-convolutions.ipynb">GTSRB5</a></td>
-                        <td id="T_fa3d5_row6_col1" class="data row6 col1" >GTSRB</td>
-                        <td id="T_fa3d5_row6_col2" class="data row6 col2" ><a href="../GTSRB/05-Full-convolutions.ipynb"><b>05-Full-convolutions.ipynb</b></a></td>
-                        <td id="T_fa3d5_row6_col3" class="data row6 col3" >Thursday 7 January 2021, 14:47:12</td>
-                        <td id="T_fa3d5_row6_col4" class="data row6 col4" >Thursday 7 January 2021, 14:48:44</td>
-                        <td id="T_fa3d5_row6_col5" class="data row6 col5" >00:01:32 269ms</td>
-            </tr>
-            <tr>
-                                <td id="T_fa3d5_row7_col0" class="data row7 col0" ><a href="../GTSRB/06-Notebook-as-a-batch.ipynb">GTSRB6</a></td>
-                        <td id="T_fa3d5_row7_col1" class="data row7 col1" >GTSRB</td>
-                        <td id="T_fa3d5_row7_col2" class="data row7 col2" ><a href="../GTSRB/06-Notebook-as-a-batch.ipynb"><b>06-Notebook-as-a-batch.ipynb</b></a></td>
-                        <td id="T_fa3d5_row7_col3" class="data row7 col3" >Thursday 7 January 2021, 15:41:17</td>
-                        <td id="T_fa3d5_row7_col4" class="data row7 col4" >Thursday 7 January 2021, 15:41:18</td>
-                        <td id="T_fa3d5_row7_col5" class="data row7 col5" >00:00:01 101ms</td>
-            </tr>
-            <tr>
-                                <td id="T_fa3d5_row8_col0" class="data row8 col0" ><a href="../GTSRB/07-Show-report.ipynb">GTSRB7</a></td>
-                        <td id="T_fa3d5_row8_col1" class="data row8 col1" >GTSRB</td>
-                        <td id="T_fa3d5_row8_col2" class="data row8 col2" ><a href="../GTSRB/07-Show-report.ipynb"><b>07-Show-report.ipynb</b></a></td>
-                        <td id="T_fa3d5_row8_col3" class="data row8 col3" >Thursday 7 January 2021, 15:16:05</td>
-                        <td id="T_fa3d5_row8_col4" class="data row8 col4" >Thursday 7 January 2021, 15:16:06</td>
-                        <td id="T_fa3d5_row8_col5" class="data row8 col5" >00:00:00 116ms</td>
-            </tr>
-            <tr>
-                                <td id="T_fa3d5_row9_col0" class="data row9 col0" ><a href="../BHPD/01-DNN-Regression.ipynb">BHPD1</a></td>
-                        <td id="T_fa3d5_row9_col1" class="data row9 col1" >BHPD</td>
-                        <td id="T_fa3d5_row9_col2" class="data row9 col2" ><a href="../BHPD/01-DNN-Regression.ipynb"><b>01-DNN-Regression.ipynb</b></a></td>
-                        <td id="T_fa3d5_row9_col3" class="data row9 col3" >Friday 8 January 2021, 01:09:13</td>
-                        <td id="T_fa3d5_row9_col4" class="data row9 col4" >Friday 8 January 2021, 01:09:24</td>
-                        <td id="T_fa3d5_row9_col5" class="data row9 col5" >00:00:11 984ms</td>
-            </tr>
-            <tr>
-                                <td id="T_fa3d5_row10_col0" class="data row10 col0" ><a href="../BHPD/02-DNN-Regression-Premium.ipynb">BHPD2</a></td>
-                        <td id="T_fa3d5_row10_col1" class="data row10 col1" >BHPD</td>
-                        <td id="T_fa3d5_row10_col2" class="data row10 col2" ><a href="../BHPD/02-DNN-Regression-Premium.ipynb"><b>02-DNN-Regression-Premium.ipynb</b></a></td>
-                        <td id="T_fa3d5_row10_col3" class="data row10 col3" >Friday 8 January 2021, 01:10:28</td>
-                        <td id="T_fa3d5_row10_col4" class="data row10 col4" >Friday 8 January 2021, 01:10:39</td>
-                        <td id="T_fa3d5_row10_col5" class="data row10 col5" >00:00:12 582ms</td>
-            </tr>
-            <tr>
-                                <td id="T_fa3d5_row11_col0" class="data row11 col0" ><a href="../SYNOP/01-Preparation-of-data.ipynb">SYNOP1</a></td>
-                        <td id="T_fa3d5_row11_col1" class="data row11 col1" >SYNOP</td>
-                        <td id="T_fa3d5_row11_col2" class="data row11 col2" ><a href="../SYNOP/01-Preparation-of-data.ipynb"><b>01-Preparation-of-data.ipynb</b></a></td>
-                        <td id="T_fa3d5_row11_col3" class="data row11 col3" >Saturday 9 January 2021, 10:04:28</td>
-                        <td id="T_fa3d5_row11_col4" class="data row11 col4" >Saturday 9 January 2021, 10:04:34</td>
-                        <td id="T_fa3d5_row11_col5" class="data row11 col5" >00:00:05 236ms</td>
-            </tr>
-            <tr>
-                                <td id="T_fa3d5_row12_col0" class="data row12 col0" ><a href="../SYNOP/02-First-predictions.ipynb">SYNOP2</a></td>
-                        <td id="T_fa3d5_row12_col1" class="data row12 col1" >SYNOP</td>
-                        <td id="T_fa3d5_row12_col2" class="data row12 col2" ><a href="../SYNOP/02-First-predictions.ipynb"><b>02-First-predictions.ipynb</b></a></td>
-                        <td id="T_fa3d5_row12_col3" class="data row12 col3" >Saturday 9 January 2021, 10:30:55</td>
-                        <td id="T_fa3d5_row12_col4" class="data row12 col4" >Saturday 9 January 2021, 10:31:11</td>
-                        <td id="T_fa3d5_row12_col5" class="data row12 col5" >00:00:16 248ms</td>
-            </tr>
-            <tr>
-                                <td id="T_fa3d5_row13_col0" class="data row13 col0" ><a href="../SYNOP/03-12h-predictions.ipynb">SYNOP3</a></td>
-                        <td id="T_fa3d5_row13_col1" class="data row13 col1" >SYNOP</td>
-                        <td id="T_fa3d5_row13_col2" class="data row13 col2" ><a href="../SYNOP/03-12h-predictions.ipynb"><b>03-12h-predictions.ipynb</b></a></td>
-                        <td id="T_fa3d5_row13_col3" class="data row13 col3" >Saturday 9 January 2021, 10:27:54</td>
-                        <td id="T_fa3d5_row13_col4" class="data row13 col4" >Saturday 9 January 2021, 10:27:59</td>
-                        <td id="T_fa3d5_row13_col5" class="data row13 col5" >00:00:05 249ms</td>
-            </tr>
-    </tbody></table>
-            </div>
-
-            <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 140.2164 40.848" width="80px"><title>00-Fidle-logo-01</title><g id="Calque_2" data-name="Calque 2"><g id="Calque_4" data-name="Calque 4"><path d="M46.1913,31.74a12.9222,12.9222,0,0,0,5.2755-1.77,6.4763,6.4763,0,0,1,2.3629-.9239,14.6364,14.6364,0,0,0-5.7616-16.4446,17.0565,17.0565,0,0,0-11.8732-2.0051c-4.1719.69-8.4957,3.8461-10.189,5.2622-1.0189.8536-13.1385,12.3424-18.1936,10.0527-3.42-1.5492,2.6862-7.1873-.1144-12.3393a.2236.2236,0,0,0-.373-.0248c-1.4257,1.9233-2.8193,4.2317-4.7179,3.1953-.8482-.4632-1.6116-1.9422-2.2-2.8775A.2216.2216,0,0,0,0,13.9917,23.35,23.35,0,0,0,5.87,28.2417a35.3776,35.3776,0,0,0,24.34,12.518c5.3439.5321,18.0193-1.1527,23.0835-10.2646a12.7681,12.7681,0,0,0-1.2217.6066,14.2177,14.2177,0,0,1-5.7629,1.9167c-.1761.0163-.3511.0236-.5261.0236a10.1733,10.1733,0,0,1-5.7446-2.303,1.0764,1.0764,0,1,1,.8227-1.0443c0,.0176-.0042.0339-.0054.0515C41.8966,30.5423,44.0669,31.9474,46.1913,31.74ZM30.0385,36.5091a19.6093,19.6093,0,0,1-4.6162.8385c-1.0425.0006-1.476-.2954-1.6824-.7392-.5431-1.1678,1.4136-2.8563,3.1493-4.0677a.6418.6418,0,1,1,.7343,1.0528,10.5781,10.5781,0,0,0-2.651,2.4368c.339.0732,1.44.12,4.733-.7616a.6422.6422,0,0,1,.333,1.24Zm14.87-15.6442a2.4512,2.4512,0,0,1,2.38,2.3617,1.6015,1.6015,0,1,0-1.4179,2.34,1.6573,1.6573,0,0,0,.2973-.03,2.28,2.28,0,0,1-1.2593.3875,2.5337,2.5337,0,0,1,0-5.06ZM36.6423,4.436A1.2835,1.2835,0,0,0,37.1466,6.18c.6211.342,1.9294-.402,2.7231.7071.4122.5763-.8627-2.6129-1.4839-2.9556A1.2827,1.2827,0,0,0,36.6423,4.436Zm6.5389.1374c-1.5995.9378-1.8961,4.8154-1.4838,4.2391a7.2989,7.2989,0,0,1,2.7231-1.9906,1.2837,1.2837,0,0,0-1.2393-2.2485ZM41.5587.2981c-.8179.9462-.2579,3.4-.1114,2.95a5.2169,5.2169,0,0,1,1.3174-1.8537A.8415.8415,0,0,0,42.7441.2054.8332.8332,0,0,0,41.5587.2981Z" style="fill:#e12229"/><path d="M65.6671,13.7493H77.3946V15.158H67.3223v9.4379h9.2271v1.4087H67.3223v11.481H65.6671Z" style="fill:#808285"/><path d="M83.5909,13.7493V37.4856H81.9356V13.7493Z" style="fill:#808285"/><path d="M89.3658,14.0662a39.0353,39.0353,0,0,1,6.0576-.4932c4.3316,0,7.607,1.1621,9.5791,3.24a11.2256,11.2256,0,0,1,2.958,8.2056,13.0738,13.0738,0,0,1-3.0991,9.0156c-2.1128,2.2891-5.67,3.6275-10.248,3.6275a50.7148,50.7148,0,0,1-5.2476-.2115Zm1.6553,22.0107a29.8576,29.8576,0,0,0,3.8388.1763c7.607,0,11.375-4.2617,11.375-11.1289.0352-6.022-3.31-10.1426-10.9174-10.1426a25.2377,25.2377,0,0,0-4.2964.352Z" style="fill:#808285"/><path d="M112.15,13.7493h1.6553V36.0769h10.6006v1.4087H112.15Z" style="fill:#808285"/><path d="M139.0894,25.6877h-9.5088V36.0769h10.6358v1.4087h-12.291V13.7493h11.7275V15.158H129.5806v9.1211h9.5088Z" style="fill:#808285"/></g></g></svg>
-
-            </body>
-    </html>
-    
\ No newline at end of file
diff --git a/fidle/log/finished_report.html b/fidle/log/finished_report.html
new file mode 100644
index 0000000000000000000000000000000000000000..e5a4bf309920b500dd43cde5e83e062a9486d900
--- /dev/null
+++ b/fidle/log/finished_report.html
@@ -0,0 +1,167 @@
+    <html>
+        <head><title>FIDLE - CI Report</title></head>
+        <style>
+            body{
+                  font-family: sans-serif;
+            }
+            a{
+                color: SteelBlue;
+                text-decoration:none;
+            }
+            table{      
+                  border-collapse : collapse;
+                  font-size : 80%
+            }
+            td{
+                  border-style: solid;
+                  border-width:  thin;
+                  border-color:  lightgrey;
+                  padding: 5px;
+            }
+            .header{ padding:20px 0px 0px 30px; }
+            .result{ padding:10px 0px 20px 30px; }
+        </style>
+        <body>
+            <br>Hi,
+            <p>Below is the result of the continuous integration tests of the Fidle project:</p>
+            <div class="header"><b>Report date :</b> Saturday 9 January 2021, 22:56:56</div>
+            <div class="result">   
+                <style  type="text/css" >
+    #T_8a68a_ td {
+          font-size: 110%;
+          text-align: left;
+    }    #T_8a68a_ th {
+          font-size: 110%;
+          text-align: left;
+    }#T_8a68a_row13_col5,#T_8a68a_row14_col5{
+            background-color:  OrangeRed;
+             color: white;
+        }</style><table id="T_8a68a_" ><thead>    <tr>        <th class="col_heading level0 col0" >id</th>        <th class="col_heading level0 col1" >Repo</th>        <th class="col_heading level0 col2" >Name</th>        <th class="col_heading level0 col3" >Start</th>        <th class="col_heading level0 col4" >End</th>        <th class="col_heading level0 col5" >Duration</th>    </tr></thead><tbody>
+                <tr>
+                                <td id="T_8a68a_row0_col0" class="data row0 col0" ><a href="../LinearReg/01-Linear-Regression.ipynb">LINR1</a></td>
+                        <td id="T_8a68a_row0_col1" class="data row0 col1" >LinearReg</td>
+                        <td id="T_8a68a_row0_col2" class="data row0 col2" ><a href="../LinearReg/01-Linear-Regression.ipynb"><b>01-Linear-Regression.ipynb</b></a></td>
+                        <td id="T_8a68a_row0_col3" class="data row0 col3" >Saturday 9 January 2021, 19:34:10</td>
+                        <td id="T_8a68a_row0_col4" class="data row0 col4" >Saturday 9 January 2021, 19:34:11</td>
+                        <td id="T_8a68a_row0_col5" class="data row0 col5" >00:00:01 667ms</td>
+            </tr>
+            <tr>
+                                <td id="T_8a68a_row1_col0" class="data row1 col0" ><a href="../BHPD/01-DNN-Regression.ipynb">BHPD1</a></td>
+                        <td id="T_8a68a_row1_col1" class="data row1 col1" >BHPD</td>
+                        <td id="T_8a68a_row1_col2" class="data row1 col2" ><a href="../BHPD/01-DNN-Regression.ipynb"><b>01-DNN-Regression.ipynb</b></a></td>
+                        <td id="T_8a68a_row1_col3" class="data row1 col3" >Friday 8 January 2021, 01:09:13</td>
+                        <td id="T_8a68a_row1_col4" class="data row1 col4" >Friday 8 January 2021, 01:09:24</td>
+                        <td id="T_8a68a_row1_col5" class="data row1 col5" >00:00:11 984ms</td>
+            </tr>
+            <tr>
+                                <td id="T_8a68a_row2_col0" class="data row2 col0" ><a href="../BHPD/02-DNN-Regression-Premium.ipynb">BHPD2</a></td>
+                        <td id="T_8a68a_row2_col1" class="data row2 col1" >BHPD</td>
+                        <td id="T_8a68a_row2_col2" class="data row2 col2" ><a href="../BHPD/02-DNN-Regression-Premium.ipynb"><b>02-DNN-Regression-Premium.ipynb</b></a></td>
+                        <td id="T_8a68a_row2_col3" class="data row2 col3" >Friday 8 January 2021, 01:10:28</td>
+                        <td id="T_8a68a_row2_col4" class="data row2 col4" >Friday 8 January 2021, 01:10:39</td>
+                        <td id="T_8a68a_row2_col5" class="data row2 col5" >00:00:12 582ms</td>
+            </tr>
+            <tr>
+                                <td id="T_8a68a_row3_col0" class="data row3 col0" ><a href="../GTSRB/01-Preparation-of-data.ipynb">GTSRB1</a></td>
+                        <td id="T_8a68a_row3_col1" class="data row3 col1" >GTSRB</td>
+                        <td id="T_8a68a_row3_col2" class="data row3 col2" ><a href="../GTSRB/01-Preparation-of-data.ipynb"><b>01-Preparation-of-data.ipynb</b></a></td>
+                        <td id="T_8a68a_row3_col3" class="data row3 col3" >Saturday 9 January 2021, 19:34:16</td>
+                        <td id="T_8a68a_row3_col4" class="data row3 col4" >Saturday 9 January 2021, 19:36:14</td>
+                        <td id="T_8a68a_row3_col5" class="data row3 col5" >00:01:58 919ms</td>
+            </tr>
+            <tr>
+                                <td id="T_8a68a_row4_col0" class="data row4 col0" ><a href="../GTSRB/02-First-convolutions.ipynb">GTSRB2</a></td>
+                        <td id="T_8a68a_row4_col1" class="data row4 col1" >GTSRB</td>
+                        <td id="T_8a68a_row4_col2" class="data row4 col2" ><a href="../GTSRB/02-First-convolutions.ipynb"><b>02-First-convolutions.ipynb</b></a></td>
+                        <td id="T_8a68a_row4_col3" class="data row4 col3" >Saturday 9 January 2021, 19:36:17</td>
+                        <td id="T_8a68a_row4_col4" class="data row4 col4" >Saturday 9 January 2021, 19:39:16</td>
+                        <td id="T_8a68a_row4_col5" class="data row4 col5" >00:02:59 895ms</td>
+            </tr>
+            <tr>
+                                <td id="T_8a68a_row5_col0" class="data row5 col0" ><a href="../GTSRB/03-Tracking-and-visualizing.ipynb">GTSRB3</a></td>
+                        <td id="T_8a68a_row5_col1" class="data row5 col1" >GTSRB</td>
+                        <td id="T_8a68a_row5_col2" class="data row5 col2" ><a href="../GTSRB/03-Tracking-and-visualizing.ipynb"><b>03-Tracking-and-visualizing.ipynb</b></a></td>
+                        <td id="T_8a68a_row5_col3" class="data row5 col3" >Thursday 7 January 2021, 12:15:52</td>
+                        <td id="T_8a68a_row5_col4" class="data row5 col4" >Thursday 7 January 2021, 12:20:01</td>
+                        <td id="T_8a68a_row5_col5" class="data row5 col5" >00:04:09 711ms</td>
+            </tr>
+            <tr>
+                                <td id="T_8a68a_row6_col0" class="data row6 col0" ><a href="../GTSRB/04-Data-augmentation.ipynb">GTSRB4</a></td>
+                        <td id="T_8a68a_row6_col1" class="data row6 col1" >GTSRB</td>
+                        <td id="T_8a68a_row6_col2" class="data row6 col2" ><a href="../GTSRB/04-Data-augmentation.ipynb"><b>04-Data-augmentation.ipynb</b></a></td>
+                        <td id="T_8a68a_row6_col3" class="data row6 col3" >Thursday 7 January 2021, 13:40:52</td>
+                        <td id="T_8a68a_row6_col4" class="data row6 col4" >Thursday 7 January 2021, 13:41:31</td>
+                        <td id="T_8a68a_row6_col5" class="data row6 col5" >00:00:39 161ms</td>
+            </tr>
+            <tr>
+                                <td id="T_8a68a_row7_col0" class="data row7 col0" ><a href="../GTSRB/05-Full-convolutions.ipynb">GTSRB5</a></td>
+                        <td id="T_8a68a_row7_col1" class="data row7 col1" >GTSRB</td>
+                        <td id="T_8a68a_row7_col2" class="data row7 col2" ><a href="../GTSRB/05-Full-convolutions.ipynb"><b>05-Full-convolutions.ipynb</b></a></td>
+                        <td id="T_8a68a_row7_col3" class="data row7 col3" >Thursday 7 January 2021, 14:47:12</td>
+                        <td id="T_8a68a_row7_col4" class="data row7 col4" >Thursday 7 January 2021, 14:48:44</td>
+                        <td id="T_8a68a_row7_col5" class="data row7 col5" >00:01:32 269ms</td>
+            </tr>
+            <tr>
+                                <td id="T_8a68a_row8_col0" class="data row8 col0" ><a href="../GTSRB/06-Notebook-as-a-batch.ipynb">GTSRB6</a></td>
+                        <td id="T_8a68a_row8_col1" class="data row8 col1" >GTSRB</td>
+                        <td id="T_8a68a_row8_col2" class="data row8 col2" ><a href="../GTSRB/06-Notebook-as-a-batch.ipynb"><b>06-Notebook-as-a-batch.ipynb</b></a></td>
+                        <td id="T_8a68a_row8_col3" class="data row8 col3" >Thursday 7 January 2021, 15:41:17</td>
+                        <td id="T_8a68a_row8_col4" class="data row8 col4" >Thursday 7 January 2021, 15:41:18</td>
+                        <td id="T_8a68a_row8_col5" class="data row8 col5" >00:00:01 101ms</td>
+            </tr>
+            <tr>
+                                <td id="T_8a68a_row9_col0" class="data row9 col0" ><a href="../GTSRB/07-Show-report.ipynb">GTSRB7</a></td>
+                        <td id="T_8a68a_row9_col1" class="data row9 col1" >GTSRB</td>
+                        <td id="T_8a68a_row9_col2" class="data row9 col2" ><a href="../GTSRB/07-Show-report.ipynb"><b>07-Show-report.ipynb</b></a></td>
+                        <td id="T_8a68a_row9_col3" class="data row9 col3" >Thursday 7 January 2021, 15:16:05</td>
+                        <td id="T_8a68a_row9_col4" class="data row9 col4" >Thursday 7 January 2021, 15:16:06</td>
+                        <td id="T_8a68a_row9_col5" class="data row9 col5" >00:00:00 116ms</td>
+            </tr>
+            <tr>
+                                <td id="T_8a68a_row10_col0" class="data row10 col0" ><a href="../SYNOP/01-Preparation-of-data.ipynb">SYNOP1</a></td>
+                        <td id="T_8a68a_row10_col1" class="data row10 col1" >SYNOP</td>
+                        <td id="T_8a68a_row10_col2" class="data row10 col2" ><a href="../SYNOP/01-Preparation-of-data.ipynb"><b>01-Preparation-of-data.ipynb</b></a></td>
+                        <td id="T_8a68a_row10_col3" class="data row10 col3" >Saturday 9 January 2021, 10:04:28</td>
+                        <td id="T_8a68a_row10_col4" class="data row10 col4" >Saturday 9 January 2021, 10:04:34</td>
+                        <td id="T_8a68a_row10_col5" class="data row10 col5" >00:00:05 236ms</td>
+            </tr>
+            <tr>
+                                <td id="T_8a68a_row11_col0" class="data row11 col0" ><a href="../SYNOP/02-First-predictions.ipynb">SYNOP2</a></td>
+                        <td id="T_8a68a_row11_col1" class="data row11 col1" >SYNOP</td>
+                        <td id="T_8a68a_row11_col2" class="data row11 col2" ><a href="../SYNOP/02-First-predictions.ipynb"><b>02-First-predictions.ipynb</b></a></td>
+                        <td id="T_8a68a_row11_col3" class="data row11 col3" >Saturday 9 January 2021, 10:30:55</td>
+                        <td id="T_8a68a_row11_col4" class="data row11 col4" >Saturday 9 January 2021, 10:31:11</td>
+                        <td id="T_8a68a_row11_col5" class="data row11 col5" >00:00:16 248ms</td>
+            </tr>
+            <tr>
+                                <td id="T_8a68a_row12_col0" class="data row12 col0" ><a href="../SYNOP/03-12h-predictions.ipynb">SYNOP3</a></td>
+                        <td id="T_8a68a_row12_col1" class="data row12 col1" >SYNOP</td>
+                        <td id="T_8a68a_row12_col2" class="data row12 col2" ><a href="../SYNOP/03-12h-predictions.ipynb"><b>03-12h-predictions.ipynb</b></a></td>
+                        <td id="T_8a68a_row12_col3" class="data row12 col3" >Saturday 9 January 2021, 10:27:54</td>
+                        <td id="T_8a68a_row12_col4" class="data row12 col4" >Saturday 9 January 2021, 10:27:59</td>
+                        <td id="T_8a68a_row12_col5" class="data row12 col5" >00:00:05 249ms</td>
+            </tr>
+            <tr>
+                                <td id="T_8a68a_row13_col0" class="data row13 col0" ><a href="../VAE/01-VAE-with-MNIST.ipynb">VAE1</a></td>
+                        <td id="T_8a68a_row13_col1" class="data row13 col1" >VAE</td>
+                        <td id="T_8a68a_row13_col2" class="data row13 col2" ><a href="../VAE/01-VAE-with-MNIST.ipynb"><b>01-VAE-with-MNIST.ipynb</b></a></td>
+                        <td id="T_8a68a_row13_col3" class="data row13 col3" >Thursday 7 January 2021, 09:37:44</td>
+                        <td id="T_8a68a_row13_col4" class="data row13 col4" ></td>
+                        <td id="T_8a68a_row13_col5" class="data row13 col5" >Unfinished...</td>
+            </tr>
+            <tr>
+                                <td id="T_8a68a_row14_col0" class="data row14 col0" ><a href="../VAE/08-VAE-with-CelebA.ipynb">VAE8</a></td>
+                        <td id="T_8a68a_row14_col1" class="data row14 col1" >VAE</td>
+                        <td id="T_8a68a_row14_col2" class="data row14 col2" ><a href="../VAE/08-VAE-with-CelebA.ipynb"><b>08-VAE-with-CelebA.ipynb</b></a></td>
+                        <td id="T_8a68a_row14_col3" class="data row14 col3" >Wednesday 6 January 2021, 22:17:12</td>
+                        <td id="T_8a68a_row14_col4" class="data row14 col4" ></td>
+                        <td id="T_8a68a_row14_col5" class="data row14 col5" >Unfinished...</td>
+            </tr>
+    </tbody></table>
+            </div>
+
+            <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 140.2164 40.848" width="80px"><title>00-Fidle-logo-01</title><g id="Calque_2" data-name="Calque 2"><g id="Calque_4" data-name="Calque 4"><path d="M46.1913,31.74a12.9222,12.9222,0,0,0,5.2755-1.77,6.4763,6.4763,0,0,1,2.3629-.9239,14.6364,14.6364,0,0,0-5.7616-16.4446,17.0565,17.0565,0,0,0-11.8732-2.0051c-4.1719.69-8.4957,3.8461-10.189,5.2622-1.0189.8536-13.1385,12.3424-18.1936,10.0527-3.42-1.5492,2.6862-7.1873-.1144-12.3393a.2236.2236,0,0,0-.373-.0248c-1.4257,1.9233-2.8193,4.2317-4.7179,3.1953-.8482-.4632-1.6116-1.9422-2.2-2.8775A.2216.2216,0,0,0,0,13.9917,23.35,23.35,0,0,0,5.87,28.2417a35.3776,35.3776,0,0,0,24.34,12.518c5.3439.5321,18.0193-1.1527,23.0835-10.2646a12.7681,12.7681,0,0,0-1.2217.6066,14.2177,14.2177,0,0,1-5.7629,1.9167c-.1761.0163-.3511.0236-.5261.0236a10.1733,10.1733,0,0,1-5.7446-2.303,1.0764,1.0764,0,1,1,.8227-1.0443c0,.0176-.0042.0339-.0054.0515C41.8966,30.5423,44.0669,31.9474,46.1913,31.74ZM30.0385,36.5091a19.6093,19.6093,0,0,1-4.6162.8385c-1.0425.0006-1.476-.2954-1.6824-.7392-.5431-1.1678,1.4136-2.8563,3.1493-4.0677a.6418.6418,0,1,1,.7343,1.0528,10.5781,10.5781,0,0,0-2.651,2.4368c.339.0732,1.44.12,4.733-.7616a.6422.6422,0,0,1,.333,1.24Zm14.87-15.6442a2.4512,2.4512,0,0,1,2.38,2.3617,1.6015,1.6015,0,1,0-1.4179,2.34,1.6573,1.6573,0,0,0,.2973-.03,2.28,2.28,0,0,1-1.2593.3875,2.5337,2.5337,0,0,1,0-5.06ZM36.6423,4.436A1.2835,1.2835,0,0,0,37.1466,6.18c.6211.342,1.9294-.402,2.7231.7071.4122.5763-.8627-2.6129-1.4839-2.9556A1.2827,1.2827,0,0,0,36.6423,4.436Zm6.5389.1374c-1.5995.9378-1.8961,4.8154-1.4838,4.2391a7.2989,7.2989,0,0,1,2.7231-1.9906,1.2837,1.2837,0,0,0-1.2393-2.2485ZM41.5587.2981c-.8179.9462-.2579,3.4-.1114,2.95a5.2169,5.2169,0,0,1,1.3174-1.8537A.8415.8415,0,0,0,42.7441.2054.8332.8332,0,0,0,41.5587.2981Z" style="fill:#e12229"/><path d="M65.6671,13.7493H77.3946V15.158H67.3223v9.4379h9.2271v1.4087H67.3223v11.481H65.6671Z" style="fill:#808285"/><path d="M83.5909,13.7493V37.4856H81.9356V13.7493Z" style="fill:#808285"/><path d="M89.3658,14.0662a39.0353,39.0353,0,0,1,6.0576-.4932c4.3316,0,7.607,1.1621,9.5791,3.24a11.2256,11.2256,0,0,1,2.958,8.2056,13.0738,13.0738,0,0,1-3.0991,9.0156c-2.1128,2.2891-5.67,3.6275-10.248,3.6275a50.7148,50.7148,0,0,1-5.2476-.2115Zm1.6553,22.0107a29.8576,29.8576,0,0,0,3.8388.1763c7.607,0,11.375-4.2617,11.375-11.1289.0352-6.022-3.31-10.1426-10.9174-10.1426a25.2377,25.2377,0,0,0-4.2964.352Z" style="fill:#808285"/><path d="M112.15,13.7493h1.6553V36.0769h10.6006v1.4087H112.15Z" style="fill:#808285"/><path d="M139.0894,25.6877h-9.5088V36.0769h10.6358v1.4087h-12.291V13.7493h11.7275V15.158H129.5806v9.1211h9.5088Z" style="fill:#808285"/></g></g></svg>
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+    </html>
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