From 92bf255810f8a0bac1af82fce4f8e72e0e48ab2a Mon Sep 17 00:00:00 2001
From: Jean-Luc Parouty <Jean-Luc.Parouty@grenoble-inp.fr>
Date: Tue, 15 Dec 2020 15:18:59 +0100
Subject: [PATCH] Update Finished report

---
 LinearReg/01-Linear-Regression.ipynb        |  16 +-
 LinearReg/02-Gradient-descent.ipynb         |  74 +++----
 LinearReg/03-Polynomial-Regression.ipynb    |  52 ++---
 LinearReg/04-Logistic-Regression.ipynb      |  84 ++++----
 fidle/01 - Set and reset.ipynb              |  18 +-
 fidle/02 - Finished report.ipynb            | 153 +++++--------
 fidle/catalog_builder.py                    | 107 ---------
 fidle/config.py                             |  13 +-
 fidle/cooker.py                             | 228 ++++++++++++++++++++
 fidle/img/00-Fidle-logo-01-80px.svg         |   1 +
 fidle/log/{catalog_nb.json => catalog.json} |   0
 fidle/log/ci_report.html                    |  72 +++++++
 fidle/log/finished.json                     |  26 +++
 fidle/log/finished_file.json                |   8 -
 fidle/pwk.py                                |   4 +-
 15 files changed, 509 insertions(+), 347 deletions(-)
 delete mode 100644 fidle/catalog_builder.py
 create mode 100644 fidle/cooker.py
 create mode 100644 fidle/img/00-Fidle-logo-01-80px.svg
 rename fidle/log/{catalog_nb.json => catalog.json} (100%)
 create mode 100644 fidle/log/ci_report.html
 create mode 100644 fidle/log/finished.json
 delete mode 100644 fidle/log/finished_file.json

diff --git a/LinearReg/01-Linear-Regression.ipynb b/LinearReg/01-Linear-Regression.ipynb
index 4096d5e..4adb021 100644
--- a/LinearReg/01-Linear-Regression.ipynb
+++ b/LinearReg/01-Linear-Regression.ipynb
@@ -29,7 +29,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -93,7 +93,7 @@
       "FIDLE 2020 - Practical Work Module\n",
       "Version              : 0.6.1 DEV\n",
       "Notebook id          : LINR1\n",
-      "Run time             : Monday 14 December 2020, 21:55:06\n",
+      "Run time             : Tuesday 15 December 2020, 14:04:04\n",
       "TensorFlow version   : 2.0.0\n",
       "Keras version        : 2.2.4-tf\n",
       "Datasets dir         : /home/pjluc/datasets/fidle\n",
@@ -168,7 +168,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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t9b5Syuck+fkkz9zZ+NhOG/fm6xqXQEfjWAWuZSfnCedgpmGcxXJP2CwEr6m1Xqi1fnWSF+9+WFzNilnawrEKXIvzBE0xzvZp7x7x635ix6NhS7NYMTtYHubEqaUcv/fBnDi1lMHyaG0zsJ7V3cC1OE/QFGPtGsH8THvFrMvZTIrV3cC1OE/QFONun7aQ5NlJvjTJTUn2bfJlw1rrF09gbKwz7dtwtvG2iDRTn24ZC+yM8wRNMXIQLqXsS/KmJE/Nysq7YTauwBuue5wJm/befG28LSLN1MZ9JIHZcp6gKcapCL8kydOyckON/5Lk75J8X5KfyUo4/o9J7kvyDRMdIR81zRWzLlMxSVZ3A9fiPEETjLNrxNck+d+11u+ttX5g7cFa67la6y8neXqSr0jyryY7RGahS5uVW/QHAIxinIrwLUl+dt3HwyR71z6otT5USvnNJM9P8iMTGR0z05XLVBb9AQCjGicIX0lyad3H/yfJJ1/1NX+T5Bm7HRTz0YXLVBb9AQCjGqc14r1Z2Slizakk/+yqr3lCkg/udlCwU/amZI0WGYBmaPL5eJyK8B8m+ZJ1H78hyfeXUn4uyeuysmDuS5L80qQGR/uNey/53bLoj0SLDEBTNP18PE5F+JeSvKuU8umrH/9okpNJvinJbyT5riRnkrx0guOjxdYO/h943dvyC285lR943dvy8uP3T3Um2KVFf+yc27dOVpOrOUCzNf18PHJFuNb65iRvXvfxR0opX5jkmUkOJ3l3kjfWWj8y2SHSVvPo1+3Koj92x77Yk9P0as6szfoqF7Rd08/Hu7rFcq314SS/NqGx0DHzOvi7sOiP3dEiMzkWoD6iSZMCgZy2aPr5eFdBGLbT9IOf7nL71slpejVnlpoyKWhSIIdrafr5WBBmapp+8NNdWmQmx4T2EU2ZFDQlkMMomn4+FoSZmqYf/JPU1MuUTRvXLMejRWYyTGgf0ZRJQVMCOYyqyedjQZipavLBPylNvUzZtHE1bTyMpk8T2mtpyqSgKYEcukAQhl1q6mXKpo2raeNhdH2Y0I6iKZOCpgRy6AJBGHapqZcpmzaupo2H/phkS85Wk4JZt/00IZBDF4wchEspB2utzdj9GBqkqZcpmzaupo2HfphFS8482n5U6WEyxrmz3HtKKa8tpTx9aqOBFmrq3eyaNq6mjYd+mMVdrZp+5yxga+O0RpxK8jVJnl1KOZPkp5O8utb6gamMDFqiqZcpmzaupo2HfphFS462H2ivkSvCtdbHJ3lykl9IclOSH0ry3lLK8VLKU6Y0PmiFtcuUd95xa44dOdSYcNe0cTVtPHTfWkvOepNuyZnFawDTMdZiuVrrfUnuK6W8OMnzkrwgyXOTPKeUcirJf03ymlrrhyY+UmAimra3MEzTLHZYsIsDtNfCcDjc1ROUUp6U5FuTfG2S/UkuJ/kfSX6i1vonW3zPMElqrbt6bWA89vKlj9Ymf9NsyZnFawC7suk/yElsn/aBJB9KcinJxyb5mKxUi7+hlPLGJN9ca/3gBF4H2CV7+dJHs9hhwS4O0E47CsKllL1J/kWSFyZ5SlZS9qkkr0zy6iSfm+TfJnlGkp/MSvsEMGcW9QDAI8YKwqWUw1npC35+ksckGSR5Q5Jaa/1f6770zUneXEr51SRfNomBArtnL1+g66yDYBzj3FDjd5M8LSvV3/dlpfr7M7XW923zbX+a5Kt3NUJgYizqAbrMOgjGNU5F+OlJfj9JTfKGWuvgGl+fJG/MSmhuPDNI+sBevkCXWQfBuMYJwo+rtb5rnCevtf5lkr8cb0izZwZJn1jU0w0m7zRNE45J6yAY18hBeNwQ3CZmkECb9G3y3oSAxfaackxaB8G4JrF9WuuZQbLGGy5t0KfJe1MCFttryjFpHQTjEoRjBskKb7i0RZ8m700JWGyvKcekdRCMa8+8B9AEazPI/XsXs5Bkvxnk1A2WhzlxainH730wJ04tZbC8uzscTsL6N9xhNr7hQpOsTd7X6+rkfbuARXM06ZhcWwdx5x235tiRQ0Iw21IRjhnkrDW18tqUigZcS18u/w6Wh3l4eTmLexby8LrJcldDf5v15ZikewThVVbSz05TL3VqkaEt+jB5X5swv/O9H9oQgl2xa6Y+HJN0kyDMzDW18qqiQZt0ffK+NmG+/PDyRx+7bs9CnnXsM/L1TzkiYDVQ149JukkQZuaaWnlV0XiE3TOYt80mzIPlYfYu7nEsAhMjCDNzTa68qmg0t4ebfmnqhBnoFkGYmVN5Hd08KrNN7eGmX5o8YQa6QxBmLlRer21eldmm9nDTLybMwCwIwtBQ86rMuiRNU5gwA9Pmhhp0XhNv3jGKed1IwA1mAOgLFWE6rc0Lv+ZVmXVJGoC+EITptDYv/JrnYiGXpGkD2/wBuyUI02ltXvilMgtba/PVHqA5BGE6re0Lv1RmYXNtvtoDNIfFcnSahV8wWU1ZfDqvxaRAt6gI81Fd7LfTXgCT06R2hLZf7QGaQRAmSbPe4CZNewFMRpPaEdx5DpiE3gbhLlY/d6NJb3BAMzVp8amrPcAk9DIId7n6uROD5WHe/Ffv23CJMWnP7grAbDStHcHVHmC3erlYbn31c5iN1c++WZsUvPWd5x71Of12wHoWnwJd08uKcJMu783b2qTgymB5w+Mfc90eb3DABtoRgK7pZRBu2uW9edpsUpAkT77txvybZ36uNzhmTv9+s2lHALqkl0HYauNHbDYp2L93MV/0Wf+kNeFDcOoO/fsAzFIvg7DLe49o+6RAcOoWu5cAMEu9DMKJy3tr2j4pEJy6Rf8+ALPU2yDMI9o8KXjw/R9+1LZvl64Mcvqc4NRG+vcBmKVebp/GisHyMCdOLeX4vQ/mxKmlDJaH8x7S2JaHm495sLy86eM0m+25AJglFeGe6kpv7Z6Fzcfapr8Dj2h7qw4A7SII91RXemtv/ZRPyL7r9uTyw49UgPddtyeHb/yEOY6K3Whzqw4A7aI1oqe2W5TUJkcPH8zjHnvDhkvpj3vsDS6lAwDXpCLcU11ZlORSOgCwU4JwT3Vh/+Crb6LhUjoAMA5BuKfaXEntykI/AGC+BOEea+uipK4s9AMA5stiOVqnKwv9gO7rwn7t0GUqwrROVxb6wSxt1levlWi6tHFB8wnCO+RNZaNZ/jzavtAPZk0gmw9tXNB8vQrCkwpr3lQ2mvXPo80L/WAeBLL52K6Ny88dmqE3QXiSYc2bykbz+Hm0daEfzINANh/auKD5erNYbn1YG2ZjWBuXxVob+XlAs60FsvUEsulba+Naf+dLbVzQLL2pCE+yIrLdLH/U9osu9RirekCz6aufD21c0Hy9CcKTDGtbvak88eZPHqn9oms9xt5kodkEsvnRxgXN1psgPMmwttWbyqi9svPqMZ5WFdqb7Hx16eoC0yOQATxab4LwpMPaZm8qo7ZfzGPhyrSr0N5k56NrVxcAYJZ6s1gueSSs3XnHrTl25NDEg8KoC1LmsXBlkosFaQ6/VwDYuV4F4WkbdYXwPFYSN2FnB7canbwm/F4BoK160xoxC6O2X8yjp3beOzu4hD8d8/69AkCbCcITNmqv7Kx7aue9s8NOFghaBHZt8/69AkCbCcIts9NwOO+dHcZdIKiCPJp5/14BoM0E4RbZbTic584O417Cdxvr0dmxAwB2xmK5FmnzDgHjLhC0CAwAmDYV4RaZx/7DkzLuJXyLwAB2zhoLGI0g3CJtD4fjXMLf7jbWJ04tObkDbMEaCxidINwifdohYLMK8hNv/uR8zz1/7OQOsA1rLGB0gnCL9G2HgKsryCdOLTm5A1xDm9voYNYE4Zbp8w4Bsz6567ED2qjtbXQwS4IwrTHLk7seO6Ct+tRGB7slCNMaszy567ED2qpvbXSwG4IwrTHLk7seO6DN+txGB+MQhGmVWZ3c9dgBQPe5sxxsYtw74QEA7aMiDJuYV4+dnSoAYHYEYdjCrHvs7FQBALOlNQIaYv1OFcNs3KkCAJg8QRgaYrudKgCAyROEoSHWdqpYz04VADA9veoRthBptvy8x+NuUAAwW70JwhYizZaf9/jcDQoAZqs3rREWIs2Wn/fOrO1Ucecdt+bYkUNCMABMUW+CcBcWIg2WhzlxainH730wJ04tZbA8bORzJt34eQMA3dab1oi23zJ3Gq0G02xfGPfnrZ8YAJi13gThti9EWt9qkGxsNdjpDR+m8Zxrxvl56ycGAOahN0G47QuRtms12GloncZzrhnn5z3NQA4AsJXeBOFk9rfMnaRptHZMu11k1J/3NAM5AMBWerNYru3WWg32713MQpL9E2jtmMZz7oQbSQAA89CrinCbTaO1oyntIm3v3wYA2mlhOJzMdlnjKKUMk6TWOvPXppnWdo1oY/82ANB4m4YKFWEaoc392wBAO+kRBgCgl3pfEXYjBwCAfup1EHYjBwCA/up1a8T6GzkMs/FGDgAAdFuvg/B2N3IY12B5mBOnlnL83gdz4tRSBsuz340DAIDR9bo1YlJ3VtNiAQDQPr2uCE/qzmp9bLFQAQcA2q7XFeFJ3VltuxaLLu6LqwIOAHRBr4NwMpkbOUyqxaIt1lfAk40V8C4GfwCgm3rdGjEpk2qxaItJLjIEAJiX3leEJ2FSLRZt0bcKOADQTYLwhEyixaIt1irgV/cId7UCDgB0kyA8QX25XXPfKuAAQDcJwhPSt50U+lQBBwC6yWK5CenjXsIAAG0mCE+InRQAANpFEJ6QtZ0U1rOTAgBAcwnCE9K3vYQBANrOYrkJsZMCAEC7CMITZCcFAID20BoBAEAvCcIAAPSSIAwAQC8JwgAA9JIgDABALwnCAAD0kiAMAEAvCcIAAPSSIAwAQC8JwgAA9JIgDABALwnCAAD0kiAMAEAvCcIAAPTSdfMeAI82WB7m5OnzOXPuYm658UCOHj6YxT0L8x4WAECnCMINM1ge5uXH788DZy/k8pVB9u1dzG03XZ+777pdGAYAmCCtEQ1z8vT5PHD2Qi5dGWSY5NKVQR44eyEnT5+f99AAADpFEG6YM+cu5vKVwYbHLl8Z5KGli3MaEQBANwnCDXPLjQeyb+/ihsf27V3MzYcOzGlEAADdJAg3zNHDB3PbTddn/97FLCTZv9ojfPTwwXkPDQCgUyyWa5jFPQu5+67bc/L0+Ty0dDE3H7JrBADANAjCDbS4ZyHHjhzKsSOH5j0UAIDO0hoBAEAvCcIAAPSSIAwAQC8JwgAA9JIgDABALwnCAAD0kiAMAEAvCcIAAPSSIAwAQC/N9c5ypZR5vjwAAP0wrLUuXP2gijAAAL20MBwO5z0GAACYORVhAAB6SRAGAKCX5rpYDoDZKaW8Osk3JvmMWuu75zsagPlTEQYAoJcEYYD+eFmSxyU5O++BADSBXSMAAOglPcIAu1BKeUOSZyZ5Ua31x6/63CuT/LskP1dr/ZYRnutpSZ6b5MlJHptkb5IzSX4lyQ/WWi+t+9rPSPK2JMtJnlBr/Zt1n/v4JH+S5EiSp9da37L6+KuzSY9wKeUZSV6c5DOTfGKSDyR5MMlra6119J8GQLtojQDYnW9O8rdJfqiU8oS1B0spX5zk5UnekeRFIz7XS5L88yR/luSnk7wqyf9L8n1JfquUsrj2hbXWv07yLUluSHJPKWV9YaMmuS3Jv18LwVsppbwgya9nJQS/McmPJHlTko9N8k0jjhuglVSEAXah1vrBUspzk7wlyWtLKU9M8nFJfjHJ5SRfW2v9yIhPV5L8da11Q8/ausrys5O8dt1r/2op5aeSfHuSVyZ5WSnleUmel+TNq49dywuzErY/p9Z6/qrX/aQRxw3QSirCALtUa70vyfckuTUrldxfTHJjVtol/mqM53no6hC86kdX//zSTT73nUn+PMlLSinfkZVq8N8luavWujziSz+c5Mom4/n7Eb8foJVUhAEm4weTPDXJnasf31NrfdU4T7Da2/viJF+dlf7ef5xkYd2X3HT199RaL5VSvi4rPcE/nmSY5Nm11veN+LLHs9IO8VellNdmpbL9h7XWvxtn7ABtpCIMMAGrldzXr3voR8f5/lLK3iS/l+Q/JNmflRaIH0jyitX/kmTfFt9+KsnbV///HUl+Z9TXrbX+56wsoPvbrPQyvz7JUinl90spnz/O3wGgbQRhgAkopdya5IeTfCgrOzm8qpSyf4yneGaSL0jy32utj6+1vqDW+t211u/LSrvFdl6a5ElJ/j7JZ2Vlv+CR1VpfU2s9luQxSb48yc8leUqS3y6lHBznuQDaRBAG2KVSyr6sVHA/PslzslLJfXzGqwofXv3z1zb53Bdt89pPSvLvk7wryWev/vmKUsqTx3jtJEmt9UKt9U211m9N8uqsbKV2x7jPA9AWgjDA7v1wkick+U+11t9J8r1J/jDJC0spXzvic7x79c+nrn+wlHJzVvqPH6WUckOSe5IMkjyn1rqU5OuysvjtnlLKY671oqWUL7tq67U1a5XgUXe8AGgdi+UAdqGU8lVJviPJ/VnZ4iy11sHqlmp/luRnSyl/Umt96BpP9cYkp5N8Zynl8Vm5WcanJfmKJL+5+v9X+2+rj7+o1vpnq6/956WU70ryE0l+PskzrvG6v5zkUinlrVkJ4wtZqQIfTfKnSX73Gt8P0FoqwgA7VEr5tKyE0Q8neW6t9eG1z9Va35OVm20cSPLLpZSP2e65aq3/kOTpSX4pK32+L0ryT7OyF/DXb/La/zLJVyX5javvaFdr/cmsLHr7ylLKv77GX+OlSf4oyROzso/xN2XljnYvSfK0WuujtlUD6IqF4XCzLSsBAKDbVIQBAOglQRgAgF4ShAEA6CVBGACAXhKEAQDoJUEYAIBeEoQBAOglQRgAgF4ShAEA6CVBGACAXvr/isNUbLKrW5oAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -223,8 +223,8 @@
       " [2]] \n",
       "\n",
       "theta hat :\n",
-      " [[4.82758394]\n",
-      " [1.89928368]]\n"
+      " [[4.04203785]\n",
+      " [1.95660345]]\n"
      ]
     }
    ],
@@ -248,7 +248,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -280,8 +280,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "End time is : Monday 14 December 2020, 20:52:27\n",
-      "Duration is : 00:00:00 225ms\n",
+      "End time is : Tuesday 15 December 2020, 14:04:04\n",
+      "Duration is : 00:00:00 295ms\n",
       "This notebook ends here\n"
      ]
     }
diff --git a/LinearReg/02-Gradient-descent.ipynb b/LinearReg/02-Gradient-descent.ipynb
index 7bd52e3..9c07eae 100644
--- a/LinearReg/02-Gradient-descent.ipynb
+++ b/LinearReg/02-Gradient-descent.ipynb
@@ -105,9 +105,9 @@
      "text": [
       "\n",
       "FIDLE 2020 - Practical Work Module\n",
-      "Version              : 0.7 DEV\n",
-      "Notebook name        : 02-Gradient-descent\n",
-      "Run time             : Wednesday 9 December 2020, 20:16:56\n",
+      "Version              : 0.6.1 DEV\n",
+      "Notebook id          : GRAD1\n",
+      "Run time             : Tuesday 15 December 2020, 15:05:11\n",
       "TensorFlow version   : 2.0.0\n",
       "Keras version        : 2.2.4-tf\n",
       "Datasets dir         : /home/pjluc/datasets/fidle\n",
@@ -124,7 +124,7 @@
     "sys.path.append('..')\n",
     "import fidle.pwk as pwk\n",
     "\n",
-    "datasets_dir = pwk.init('02-Gradient-descent')"
+    "datasets_dir = pwk.init('GRAD1')"
    ]
   },
   {
@@ -146,7 +146,7 @@
       "\n",
       "FIDLE 2020 - Regression Cooker\n",
       "Version      : 0.1\n",
-      "Run time     : Wednesday 9 December 2020, 20:16:56\n"
+      "Run time     : Tuesday 15 December 2020, 15:05:11\n"
      ]
     }
    ],
@@ -187,7 +187,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -201,8 +201,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "X                :      mean=   4.996  std=   2.885    min=   0.000    max=  10.000\n",
-      "Y                :      mean= -55.951  std=  34.012    min=-182.577    max=  68.331\n"
+      "X                :      mean=   5.001  std=   2.889    min=   0.000    max=  10.000\n",
+      "Y                :      mean=  -7.985  std=  14.300    min= -73.530    max=  69.202\n"
      ]
     }
    ],
@@ -228,8 +228,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "X origine        :      mean=   4.996  std=   2.885    min=   0.000    max=  10.000\n",
-      "X normalized     :      mean=  -0.000  std=   1.000    min=  -1.732    max=   1.734\n"
+      "X origine        :      mean=   5.001  std=   2.889    min=   0.000    max=  10.000\n",
+      "X normalized     :      mean=   0.000  std=   1.000    min=  -1.731    max=   1.730\n"
      ]
     }
    ],
@@ -303,17 +303,17 @@
      "output_type": "stream",
      "text": [
       "    #i   Loss       Gradient         Theta\n",
-      "    0  +14.861   -7.446  +1.696   -3.649  -0.017\n",
-      "   20   +6.779   -4.971  +1.132   -2.436  -0.293\n",
-      "   40   +3.177   -3.319  +0.756   -1.626  -0.478\n",
-      "   60   +1.572   -2.216  +0.505   -1.086  -0.601\n",
-      "   80   +0.856   -1.479  +0.337   -0.725  -0.683\n",
-      "  100   +0.537   -0.987  +0.225   -0.484  -0.738\n",
-      "  120   +0.395   -0.659  +0.150   -0.323  -0.775\n",
-      "  140   +0.332   -0.440  +0.100   -0.216  -0.799\n",
-      "  160   +0.303   -0.294  +0.067   -0.144  -0.815\n",
-      "  180   +0.291   -0.196  +0.045   -0.096  -0.826\n",
-      "  200   +0.285   -0.131  +0.030   -0.064  -0.834\n"
+      "    0  +22.008   -9.167  +0.402   -4.492  -0.004\n",
+      "   20  +10.341   -6.120  +0.269   -2.999  -0.070\n",
+      "   40   +5.141   -4.086  +0.179   -2.002  -0.113\n",
+      "   60   +2.823   -2.728  +0.120   -1.337  -0.143\n",
+      "   80   +1.790   -1.821  +0.080   -0.892  -0.162\n",
+      "  100   +1.330   -1.216  +0.053   -0.596  -0.175\n",
+      "  120   +1.125   -0.812  +0.036   -0.398  -0.184\n",
+      "  140   +1.033   -0.542  +0.024   -0.266  -0.190\n",
+      "  160   +0.992   -0.362  +0.016   -0.177  -0.193\n",
+      "  180   +0.974   -0.241  +0.011   -0.118  -0.196\n",
+      "  200   +0.966   -0.161  +0.007   -0.079  -0.198\n"
      ]
     },
     {
@@ -330,7 +330,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -352,7 +352,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x288 with 1 Axes>"
       ]
@@ -429,16 +429,16 @@
      "output_type": "stream",
      "text": [
       "    #i   Loss       Gradient         Theta\n",
-      "    0   +0.279   -0.241  +4.279   -0.089  -0.882\n",
-      "    1   +0.422   -3.712  -4.220   -0.025  -0.820\n",
-      "    2   +0.148   +0.515  -2.084   +0.023  -0.880\n",
-      "    3   +0.373   +4.373  -4.084   +0.022  -0.848\n",
-      "    4   +0.208   -2.005  +4.132   -0.014  -0.861\n",
-      "    5   +0.209   +1.965  -4.472   -0.019  -0.846\n",
-      "    6   +0.374   +0.684  -6.396   +0.002  -0.847\n",
-      "    7   +0.226   +2.108  -1.949   +0.000  -0.850\n",
-      "    8   +0.152   -2.226  -1.211   +0.005  -0.840\n",
-      "    9   +0.307   +3.815  +3.345   +0.004  -0.853\n"
+      "    0   +0.877  -11.545  -5.624   -0.005  -0.166\n",
+      "    1   +0.640  -12.133  -9.952   -0.076  -0.082\n",
+      "    2   +0.410   +0.987  -2.082   -0.095  -0.157\n",
+      "    3   +1.002   -1.358  -0.831   +0.046  -0.143\n",
+      "    4   +1.013   +5.783  +2.135   -0.004  -0.202\n",
+      "    5   +1.120   +1.943  -4.618   -0.007  -0.224\n",
+      "    6   +1.641  -14.414  +6.571   +0.010  -0.254\n",
+      "    7   +0.644   -0.503  -0.960   +0.006  -0.264\n",
+      "    8   +1.159   -2.750  -9.709   +0.001  -0.217\n",
+      "    9   +0.821  +13.720  +5.236   -0.012  -0.226\n"
      ]
     },
     {
@@ -455,7 +455,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -477,7 +477,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 576x288 with 1 Axes>"
       ]
@@ -499,8 +499,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "End time is : Wednesday 9 December 2020, 20:17:00\n",
-      "Duration is : 00:00:03 279ms\n",
+      "End time is : Tuesday 15 December 2020, 15:05:14\n",
+      "Duration is : 00:00:03 120ms\n",
       "This notebook ends here\n"
      ]
     }
diff --git a/LinearReg/03-Polynomial-Regression.ipynb b/LinearReg/03-Polynomial-Regression.ipynb
index ff39de2..a385f6b 100644
--- a/LinearReg/03-Polynomial-Regression.ipynb
+++ b/LinearReg/03-Polynomial-Regression.ipynb
@@ -86,9 +86,9 @@
      "text": [
       "\n",
       "FIDLE 2020 - Practical Work Module\n",
-      "Version              : 0.7 DEV\n",
-      "Notebook name        : 03-Polynomial-Regression\n",
-      "Run time             : Wednesday 9 December 2020, 20:20:32\n",
+      "Version              : 0.6.1 DEV\n",
+      "Notebook id          : POLR1\n",
+      "Run time             : Tuesday 15 December 2020, 15:05:27\n",
       "TensorFlow version   : 2.0.0\n",
       "Keras version        : 2.2.4-tf\n",
       "Datasets dir         : /home/pjluc/datasets/fidle\n",
@@ -107,7 +107,7 @@
     "sys.path.append('..')\n",
     "import fidle.pwk as pwk\n",
     "\n",
-    "datasets_dir = pwk.init('03-Polynomial-Regression')"
+    "datasets_dir = pwk.init('POLR1')"
    ]
   },
   {
@@ -126,8 +126,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Nombre de points : 100  a=[-1.07280535  1.98517296  1.54095972 -0.36815525  1.42950914 -0.0879925\n",
-      "  1.24865281] deg=7 bruit=2000\n"
+      "Nombre de points : 100  a=[-1.73470323 -0.96758946  0.56806097 -0.69785106  1.20525819  0.2900597\n",
+      "  1.11499056] deg=7 bruit=2000\n"
      ]
     },
     {
@@ -153,7 +153,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -165,8 +165,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "X        :      mean=     -0.0583  std=     +2.7241    min=     -4.9079    max=     +4.9770\n",
-      "Y        :      mean=  -1920.3652  std=  +4459.2030    min= -21189.2764    max=  +5278.8465\n"
+      "X        :      mean=     +0.2918  std=     +3.1059    min=     -4.8714    max=     +4.7676\n",
+      "Y        :      mean=  -4500.4407  std=  +6563.1355    min= -22360.3344    max=  +6127.0924\n"
      ]
     },
     {
@@ -192,7 +192,7 @@
     },
     {
      "data": {
-      "image/png": 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c636Idd4LzScIt1zT+26bxAERuqHrRQb3Q3xG198LbSAIw4g4IEJ3dLnI4Aaxa3X5vdAGgnBHuaw1Hg6IQNs1bUUiuBlBuINc1gKoX1MLEu6HoE0E4Q5yWQugXk0uSLgfgjYRhDvIZS2AejW5IOF+iK01tdrfRYJwB7msBVCvphck3A9xY3VW+wXwwQnCHeSyFkC9FCTaq65qf5PbbeokCHeQy1oA9VKQaK+6qv1NbrepkyDcUW2/rOXyEDDNFCTaq65qf9PbbeoiCNM6Lg8BTdD2gkRX1VXt126zM4IwrePyEDDNXLFqt7qq/dptdkYQpnVcHgKmlStW3VBHtV+7zc4IwrSOy0PAtHLFinHSbjO42boHAKO2fnlo9/xcZpLsdnkImBI3u2IFTJ6KMK3j8hAwrVyxgukiCDOQptzk4fIQMI3c0ATTRRBm29zkATAcV6xgugjCbJubPACG54oVTA83y7Ft03iTR2+lnxNnlnL8nntz4sxSeiv92sYCADSLijDbNm03eWjVAACGoSLMtk3bsmQbWzX6ubZVAwBgK0NXhEspD0lyR5J/TPKWqqp6W/wKDTVtN3nYQQ4AGMa2g3Ap5XuTfGeSf1lV1SfWHvuyJP87yYPWfuxPSylPqarqH0Y9UKbDNN3kMW2tGgBAswzSGvGMJP31ELzmp5M8MMmvJ3lzkiNJ/t3ohgc3Nm2tGgBAswzSGnF7kt9d/2KtJeJJSV5eVdVz1x47meRZSX52lIOEzUxbqwYAtFlTNtUaxCBB+MFJNt6F9FVr/75hw2N/lNX2CZiIaWrVAIC2autKTYO0RnwiyUM2fP2kJCtJ3rHhsX6S3SMYF8DUs441UJdJH3/aulLTIBXhv0ryjaWUH0rSy2rP8KmqqjbupvDwJBdGNzyA6dTW6ggw/eo4/rR1paZBKsK/kOTzknwkyYeT7EtSrX+zlDKX5AlJ/nyUA2R4qlYwem2tjgDTr47jz/pKTRu1YaWmbQfhqqp+J6srQrw3yfuT/GBVVa/a8CNfm9W2iN8b6QgZyvqs8aWvf1f+x9vO5KWvf1fuOn5SGIYhTeOW40A31HH8aetKTQNtqFFV1a8k+ZUbfO/3srqUGiM07B2aG2eNybWzxiZfyoC6WccaqEsdx5+2rtQ09M5yjM8oeoDa2tMDdVuvjlz/+Wx6dQSYfnUdf9q4UtMNg3Ap5WFr/3m+qqrehq+3VFXVh4YeGSOp5qpawXi0tToCTD/Hn9G5WUX4A1ldDu2RSc5s+Hor/S2el20aRTVX1QrGp43VEaAZHH9G42aB9ZVZDbV/d93XTMgoqrlmjQAAm5vp9yefbUsp/SSpqmqrH+0065QCAIzEpsFJC8MUU80FABifba8jXEq5Y5s/9307Hw7XW+8BetYdt+fYoQUhGABgRAbZWe4PSik/fKNvllIeWEr57SQ/N/ywAABgvAYJwotJfryU8pZSyr6N3yilPD7Ju5N8Y5I3jmx0AAAwJoME4S9L8qokT0nyrlLKP0+SUsqLkrw1yd4kz6uq6ltHPUgAABi1gVeNKKU8J8kvJvmsJO9L8qisrjP8jKqq/mKbz2HVCAAAJmXTm6wGqQgnSaqqemWSF6797qOT/G2SJ243BAMAwDQYKAiXUmZLKS9J8gtJ/j7JO5I8NMlbSymPGcP4AABgLAZZPu0Lk9yT5EVJ/jLJl1dV9YQkP5Tk9iQnSyllLKMEAIARG6Qi/O4kj0/yS0mOVVV1Jkmqqnppkq9O8rEkLyulvH7EYwQAgJEbZGe52SRPr6rqfkG3qqp3lFK+JMmvJ3nqqAYHAADjMkgQfmxVVR+40TerqrqU5GmllOcNOygAABi3gZdPGwXLpwEAMEGjWT4NAADaYJDWiJRSZpI8PcnXJbktya5NfqxfVdXXjGBsAAAwNtsOwqWUXUnenNUVImaS9HNtmbm/4XEAAJhqg7RGvCDJk5P8ZFY30ZhJ8mNJPj/Js5J8OMlrkjxgtEMEAIDRGyQIf1uSd1ZV9aNVVX18/cGqqi5UVfWaJE9J8g1J/sNoh9g9vZV+TpxZyvF77s2JM0vprSiyAwCM2iA9wgeS/OqGr/tJ5te/qKrqXCnld5N8Z5KfHcnoOqi30s9dx0/m9PlLubrcy675uRy+7dbcfefRzM1uesMjAAA7MEhFeDnJlQ1f/7+stkhs9MEk+4cdVJedWryY0+cv5cpyL/0kV5Z7OX3+Uk4tXqx7aAAArTJIEP5IVleKWHcmyVde9zOPTfKJYQfVZWcvXM7V5d41j11d7uXc0uWaRgQA0E6DtEa8PcnXbvj6jUl+spTya0len9XVJL42yW+ManBddGDfnuyan8uVDWF41/xc9i/sqXFUAADtM0hF+DeSvL+U8vC1r38+yakk35Xkd5L8QJKzSV44wvF1zpGDe3P4tluze34uM0l2r/UIHzm4t+6hAQC0ylBbLJdSbkny1CQHk3wgyZuqqvrHbfyeLZZvorfSz6nFizm3dDn7F/bkyMG9bpQDANi5TYPUUEF4pwRhAAAmaNMgPEhrBAAAtIYgDABAJwnCAAB0kiAMAEAnCcIAAHSSIAwAQCdtOwiXUuzoAABAawxSEf5wKeW1pZSnjG00AAAwIbcM8LNnknxbkqeXUs4m+eUkr6iq6uNjGVnHrO8md/bC5RzYZzc5AIBxG2hnuVLK45N8T1YD8WcluZrk9Ul+uaqqewZ4HjvLbdBb6eeu4ydz+vylXF3uZdf8XA7fdmvuvvOoMAwAMLzRbbFcSvncJM/Jaih+VJJ+VivG/zXJK6uq+uQWvy8Ib3DizFJe+vp35cpy79OP7Z6fy4u+5bE5dmihxpEBALTC6LZYrqrq76qqellVVY9J8oQkr0zysCQ/l+R8KeUVpZQv3/FQO+bshcu5uiEEJ8nV5V7OLV2uaUQAAO03iuXTPp7kk0muZDVtPyCr1eKTpZQ3llIeNIK/0WoH9u3Jrvm5ax7bNT+X/Qt7ahoRAED7DXKz3KeVUuaTfGuS5yZ5YlYD8JkkL07yiiRfmuQ/JfmmJL+Y5JnDD7W9jhzcm8O33Xq/HuEjB61YBwAwLgMF4VLKwaz2BX9nkgcn6SV5Y5Kqqqr/s+FH35rkraWU30ry9aMYaJvNzc7k7juP5tTixZxbupz9C1aNAAAYt20H4VLKW5I8OavV349mtfr7K1VVffQmv/ZnSZ421Ag7Ym52JscOLbg5DgBgQgapCD8lyR8mqZK8saqq3hY/nyRvympoBgCAqTJIEH5kVVXvH+TJq6p6T5L3DDak7rGZBgDA5G07CA8agtkem2kAANRjFMunMYRTixdz+vylXFnupZ/kynIvp89fyqnFi3UPDQCg1QThIfVW+jlxZinH77k3J84spbcy2E59NtMAAKjHjtYRZtUo2hrWN9PYuL2yzTQAAMZPRXgIo2hrWN9MY/f8XGaS7LaZBgDARKgID+FmbQ3bXQ/YZhoAAPUQhIcwqrYGm2kAAEye1oghaGsAAGguFeEhaGsAAGguQXhI2hoAAG5smnfQFYQBABiLad9BV48wAABjMe076ArCAACMxbTvoCsIAwAwFutLzW40TTvoCsIAAIzFtC8162Y5AADGYtqXmhWEAQAYm2lealZrBAAAnSQIAwDQSYIwAACdJAgDANBJgjAAAJ0kCAMA0EmCMAAAnSQIAwDQSYIwAACdJAgDANBJtlges95KP6cWL+bshcs5sG+69tcGAOgyQXiMeiv93HX8ZE6fv5Sry73smp/L4dtuzd13HhWGAQBqpjVijE4tXszp85dyZbmXfpIry72cPn8ppxYv1j00AIDOE4TH6OyFy7m63LvmsavLvZxbulzTiAAAWCcIj9GBfXuya37umsd2zc9l/8KemkYEAMA6QXiMjhzcm8O33Zrd83OZSbJ7rUf4yMG9dQ8NAKDz3Cw3RnOzM7n7zqM5tXgx55YuZ/+CVSMAAKaFIDxmc7MzOXZoIccOLdQ9FAAANtAaAQBAJwnCAAB0kiAMAEAnCcIAAHSSIAwAQCcJwgAAdJIgDABAJ1lHeER6K/2cWryYsxcu58A+G2cAAEw7QXgEeiv93HX8ZE6fv5Sry73sWttK+e47jwrDAABTSmvECJxavJjT5y/lynIv/SRXlns5ff5STi1erHtoAADcgCA8AmcvXM7V5d41j11d7uXc0uWaRgQAwFYE4RE4sG9Pds3PXfPYrvm57F/YU9OIAADYiiA8AkcO7s3h227N7vm5zCTZvdYjfOTg3rqHBgDADbhZbgTmZmdy951Hc2rxYs4tXc7+BatGAABMO0F4ROZmZ3Ls0EKOHVqoeygAAGyD1ggAADpJEAYAoJMEYQAAOkkQBgCgkwRhAAA6SRAGAKCTBGEAADpJEAYAoJMEYQAAOkkQBgCgkwRhAAA6SRAGAKCTbql7AG3RW+nn1OLFnL1wOQf27cmRg3szNztT97AAALgBQXgEeiv93HX8ZE6fv5Sry73smp/L4dtuzd13HhWGAQCmlNaIETi1eDGnz1/KleVe+kmuLPdy+vylnFq8WPfQAAC4AUF4BM5euJyry71rHru63Mu5pcs1jQgAgK0IwiNwYN+e7Jqfu+axXfNz2b+wp6YRAQCwFUF4BI4c3JvDt92a3fNzmUmye61H+MjBvXUPDQCAG3Cz3AjMzc7k7juP5tTixZxbupz9C1aNAACYdoLwiMzNzuTYoYUcO7RQ91AAANgGrREAAHSSIAwAQCcJwgAAdJIgDABAJwnCAAB0kiAMAEAnCcIAAHSSIAwAQCcJwgAAdJIgDABAJwnCAAB0kiAMAEAnCcIAAHSSIAwAQCcJwgAAdJIgDABAJwnCAAB0kiAMAEAnCcIAAHSSIAwAQCcJwgAAdJIgDABAJwnCAAB0kiAMAEAnCcIAAHSSIAwAQCcJwgAAdJIgDABAJwnCAAB0kiAMAEAnCcIAAHSSIAwAQCcJwgAAdJIgDABAJwnCAAB0kiAMAEAnCcIAAHSSIAwAQCcJwgAAdJIgDABAJwnCAAB0kiAMAEAnCcIAAHSSIAwAQCcJwgAAdNItdQ9gknor/ZxavJizFy7nwL49OXJwb+ZmZ+oeFgAANehMEO6t9HPX8ZM5ff5Sri73smt+LodvuzV333lUGAYA6KDOtEacWryY0+cv5cpyL/0kV5Z7OX3+Uk4tXqx7aAAA1KAzQfjshcu5uty75rGry72cW7pc04gAAKhTZ4LwgX17smt+7prHds3PZf/CnppGBABAnToThI8c3JvDt92a3fNzmUmye61H+MjBvXUPDQCAGnTmZrm52ZncfefRnFq8mHNLl7N/waoRAABd1pkgnKyG4WOHFnLs0ELdQwEAoGadaY0AAICNBGEAADpJEAYAoJMEYQAAOkkQBgCgkwRhAAA6SRAGAKCTBGEAADpJEAYAoJNq3VmulFLnnwcAoBv6VVXNXP+gijAAAJ000+/36x4DAABMnIowAACdJAgDANBJtd4sB8DklFJekeRfJ3lEVVUfqHc0APVTEQYAoJMEYYDueFGSRyY5X/dAAKaBVSMAAOgkPcIAQyilvDHJU5M8v6qql133vRcn+eEkv1ZV1Xdv47menOSZSZ6Q5AuSzCc5m+R/JvmpqqqubPjZRyR5V5KVJI+tquqDG7732Un+NMmhJE+pqupta4+/Ipv0CJdSvinJ9yX5oiQPSvLxJPcmeW1VVdX2Xw2AZtEaATCcf5PkQ0l+upTy2PUHSylfk+SuJO9L8vxtPtcLkvyLJO9O8stJXp7kU0l+LMn/KqXMrf9gVVV/neS7kzwwyatLKRsLG1WSw0l+Yj0E30gp5XuS/HZWQ/Cbkvxskjcn+awk37XNcQM0koowwBCqqvpEKeWZSd6W5LWllMcl+SdJXpXkapJvr6rqH7f5dCXJX1dVdU3P2obK8tOTvHbD3/6tUsovJfneJC9O8qJSynOSPCfJW9ce28pzsxq2v6SqqovX/d2HbHPcAI2kIgwwpKqq3pHkR5LcntVK7quS7Mtqu8R7B3iec9eH4DU/v/bv123yve9P8udJXlBKeV5Wq8EfS3JnVVUr2/zT9yVZ3mQ8f7vN3wdoJBVhgNH4qSRfneRZa1+/uqqqlw/yBGu9vd+X5GlZ7e/9nCQzG37ktut/p6qqK6WUZ2S1J/hlSfpJnl5V1Ue3+WePZ7Ud4r2llNdmtbL99qqqPjbI2AGaSEUYYATWKrlv2PDQzw/y+6WU+SR/kOQlSXZntQXipUl+fO1/SbLrBr9+JslfrP33+5L8/nb/blVVP5fVG+g+lNVe5jckWSql/GEp5csH+f8A0DSCMMAIlFJuT/IzST6Z1ZUcXl5K2T3AUzw1yVck+e9VVT2mqqrvqarqh6qq+rGstlvczAuTPD7J3yZ5VFbXC962qqpeWVXVsSQPTvKvkvxakicm+b1Syt5BngugSQRhgCGVUnZltYL72Um+I6uV3MdksKrwwbV/X7fJ9550k7/9+CQ/keT9SR699u+Pl1KeMMDfTpJUVXWpqqo3V1X1b5O8IqtLqd0x6PMANIUgDDC8n0ny2CT/uaqq30/yo0nenuS5pZRv3+ZzfGDt36/e+GApZX9W+4/vp5TywCSvTtJL8h1VVS0leUZWb357dSnlwVv90VLK11+39Nq69Urwdle8AGgcN8sBDKGU8s1JnpfkZFaXOEtVVb21JdXeneRXSyl/WlXVuS2e6k1JFpN8fynlMVndLONhSb4hye+u/ff1/tva48+vqurda3/7z0spP5DkvyT59STftMXffU2SK6WUP85qGJ/JahX4SJI/S/KWLX4foLFUhAF2qJTysKyG0b9L8syqqu5b/15VVR/O6mYbe5K8ppTygJs9V1VV/5DkKUl+I6t9vs9P8sVZXQv42Zv87X+f5JuT/M71O9pVVfWLWb3p7RtLKf9xi/8bL0zyJ0kel9V1jL8rqzvavSDJk6uqut+yagBtMdPvb7ZkJQAAtJuKMAAAnSQIAwDQSYIwAACdJAgDANBJgjAAAJ0kCAMA0EmCMAAAnSQIAwDQSYIwAACdJAgDANBJ/x/GZ60sgvCR0AAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -204,8 +204,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "X_norm   :      mean=     -0.0000  std=     +1.0000    min=     -1.7803    max=     +1.8484\n",
-      "Y_norm   :      mean=     -0.0000  std=     +1.0000    min=     -4.3212    max=     +1.6145\n"
+      "X_norm   :      mean=     -0.0000  std=     +1.0000    min=     -1.6624    max=     +1.4411\n",
+      "Y_norm   :      mean=     -0.0000  std=     +1.0000    min=     -2.7212    max=     +1.6193\n"
      ]
     }
    ],
@@ -316,12 +316,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Nombre de degrés : 1 a_hat=[ 3.53704301e-01 -1.31976480e-16]\n"
+      "Nombre de degrés : 1 a_hat=[-5.75965507e-02 -1.92340078e-18]\n"
      ]
     },
     {
      "data": {
-      "image/png": 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Wxt7pVlEFiV6QE83q3955YFx//50jy8JwKO1L5840mFEhhiruxgFpffKquHxWss2F/X2WEISBDnChd5oqSGcEOdHMd+X0hhfs1P3HZpuvKq/Wi3tqZnnIXTwX8F9WI6FV3LDwWck2F/b3WUIQBjrAhd5pqiCdFcYqaQ8fm9LOSz1ds8FX/nvf6FAVd+Pafbj9WxJZxQ0Tn5Vsc2F/nyUEYaADXOidpgrSOQ0vrZc86dRs/VkUZmeUnzuhkdkZjXSiinthloVKFbewLrzXTCk+K53V6X5sF/b3WUIQBjok673TVEE65NwZ/fTecfUc/oluWJzXgFeeE3fwsbM698CnddnCvDQ/K5Wo4iYVn5XOiasfO+v7+ywhCAMNcHd3c6iCBNSgilvbi/scSc+p9xxnWnzN7kL9Cm7tY1RxQ9fpz4rL+zD6sdEIQRiJkNQdNXd3t4YqyCoWzq6YUaFmZoVq2D01G30v7sbNy6u56zdQxY1Jpz4rru/D6MdGIwRhxC7JO2qqCVhTbRX31CoV3LmZchAOS3dBfv+AHiyu0yNer6a71uvUug3qvXxQr33ZiPKbt1DFxQWu78Pa6cdOamEG0SAII3ZBd9RR7rSoJjgsjiruZRsv7sNd2ZO7foNyuZz+VcnX9MS0zk/N6+oUt6EQOqLl+j6s1X7sJBdmEA2CMGIXZEcd9U6Lu7szqOSVpwSbXaMPN4Iq7rJgW29u3P7WqrhZaEMhdERvrX1YHCchSZ/BwfUKuosIwohdkLAZ9U6Lu7tTZuFs/VBbDbtzM+XFIcKcUaHJKi69uBcjdERvtX3Yddsv7/hJSBpmcOh0BZ0rIvEjCCN2QcJm1DstZkJIiLiquBfNphCsiovlXL9s3wmr7cPiOAlJw4lPJ68CckUkGQjCCCSMs9kgYbMTO60sXIJOtIVza/fhRlXF7d+89ty4l/VRxY0YrUedUW8fFsdJSBpOfIIUZlo9HqbhxMAFBGG0Lcyz2XbDJq0LCVat4l5Uua0Ju3MnpHNUcV3F5zc+cZyEpOHEp93CTDvHwzScGLiAIIy2hX022051mdaFmFDFRQj4/MYnjpOQtJz4tFOYaed4mIYTAxcQhNG2MM9mg1SXaV0IUVKquNVwSxU38/j8xiOOk5Asn/i0czxMy4lB1hGE0bYwz2bpleqAZVXcOhXc2RPRzaiwcYAqLpAwcZyEZPXEp53jYZZPDNKEIIy2hXk2S69UAEmp4tKLC8BR7R4Ps3pikCYE4YyLco7CMM9m6ZVaxeJCnSnDoq7i9lXaE+jFBYBmUN1NL4JwhnVijsKwzmad65W6UMU9uXoFd3ZGOncmvNdctYq7IvRSxQUaYiEEVK3cFl7zq8NsCylCEM6wNPXdZuVs2iv5+uH9x3T8oWMa7ilq13pPXaeo4gJZwkIIqGJbSD+CcIalre828b1SpZJ0em7VPlx/9oTOT0/p+d5ieK+Z765TtV35lSou0ElpKjIgWmwL6UcQzjD6bluwuFB/6d7ax06dlDxv1afISbqkldesV8VdedPZZRup4gIJk7YiA6LDtpB+BOEMc67vtp4GVdwoenHPq0sn85fpRPd6zeTXa+gZT9euq4ep4gIZQZEBVWwL6UcQzrCs9N2uKoQqbsvWb6jff7tpQD85ldP7Djyix7118itV3N5CXre89FqJygCQGRQZuFmwim0h/QjCGZf4vtt6SiXp9Kn6ldvax84+Ed5rdhcqy/fWmVGhGnb7B6R1Pas+xdUlX099qKR5dohApmW+yNAAN4g9yfVtIQsIwuistaq41e9PnZS8pfBec40qbpi9uOwQAXekssgQEm4QW87lbSELCMKOCv2yVhxV3Hx3pYpbZxaFJqu4YWOHCCDruEEMWUIQdlDLl7XOL9bvv62t6kZVxa23dG/162V9UldXeK8JAB2U1j5bbhBDlhCEHVS9rLV4fkkbS+e0ZfEJbRg/ql/8w4Pa3nO+pmWhEnYzXsUFgE5Lc58tN4ghSwjCWbVGFXfHw5P6+MkT2uydUUE1q5s9FvA1L72sfv8tVVwAWCbNfbbcD9FYWqv9LiIIp02pJD0xX6f/9kTTVdzLW33NfLe0cfPqS/f2bylXeXt6A/3TAMAVae+z5X6I1cVZ7SeAt44gnCTVGRXmZjrWi3u6q0cz3ZdpcX2/rnzWDnVtoooLAFGjzza74qr2p7ndJk4E4U6ozqhwaqbtKm7L8nlpY525cCtfvY0D+uGMp4mTixcua3XxQQGAjqDPNrviqvanud0mTgThoOKYUeGiXtyVi0BskTZsXLOKm5f0/K3S88MbVaJweQhAktFnm11xVfvT3m4TF4LwahJYxaUXtzlcHgKQBvTZZlNc1X7abdrjZhCOq4pbbzaFFqq4aA6XhwAkGVessi2uaj/tNu1xJwj7vvTeP5BOHI+2ittfG3RrqrlUcTuGy0MAkoorVm6Io9pPu0173AnCuZz0xKnWQjBV3FTi8hCApOKKFaJEu03r3AnCUjnAnny8UsXdfHH/LVXcTODyEICk4ooVkCxuBeHfe2d56d4N/VRxM4zLQwCSiitWQLK4FYQvf0rcI0i9tNzkweUhAEnEFSsgWdwKwgiEmzwAIBiuWAHJQhBG07jJAwCC44oVkBw0yqJpa93kERev5Ovg+JT2Hzisg+NT8kp+bGMBAADpQkUYTUvaTR60agAAgCCoCKNp1Zs8egt55ST1xnyTR22rhq/lrRoAAACNBK4IG2O2SLpR0llJ37DWeg3+BCmVtJs8mI8TAAAE0XQQNsb8vqQ3SfpNa+3JymPPlfR/JG2u/NoPjDE3WWvPhD1QJEOSbvJIWqsGAABIl1ZaI14jya+G4Ir3Sdok6VOSviZpt6T/FN7wgNUlrVUDAACkSyutEVdK+mr1m0pLxAslfcJa+9bKY4ckvV7S+8McJFBP0lo1AADIsrQsqtWKVoLwgKTau5B+tfL1SzWPfVvl9gmgI5LUqgEAQFZldaamVlojTkraUvP9CyWVJH235jFfUm8I4wKAxGMeawBx6fT+J6szNbVSEf65pJcZY94tyVO5Z3jUWlu7msIzJB0Pb3gAkExZrY4ASL449j9ZnamplYrwhyQ9RdIjko5J2irJVn9ojMlLukHSj8McIIKjagWEL6vVEQDJF8f+pzpTU60szNTUdBC21n5Z5Rkh7pP0gKQ/ttbeWfMrL1G5LeLroY4QgVTPGm+760f6X98a1213/Ui37j9EGAYCSuKS4wDcEMf+J6szNbW0oIa19uOSPr7Kz76u8lRqCFHQOzRrzxql5WeNab6UAcSNeawBxCWO/U9WZ2oKvLIcohNGD1BWe3qAuFWrIys/n2mvjgBIvrj2P1mcqWnVIGyMuaLyv5PWWq/m+4astQ8HHhlCqeZStQKikdXqCIDkY/8TnrUqwg+pPB3aVZLGa75vxG/wvGhSGNVcqlZAdLJYHQGQDux/wrFWYL1D5VB7asX36JAwqrmcNQIAANSX8/3OZ1tjjC9J1tpGv+o05ikFAAAIRd3gRAtDglHNBQAAiE7T8wgbY25s8vfe0f5wsFK1B+j1N16pkZ1DhGAAAICQtLKy3D8bY/5ktR8aYzYZY/5R0geCDwsAAACIVitBeELSnxtjvmGM2Vr7A2PM9ZLulfQySXeHNjoAAAAgIq0E4edKulPSTZJ+ZIz5N5JkjLlF0j2SBiW9zVr7qrAHCQAAAISt5VkjjDFvlPQRSZdIul/S1SrPM/waa+1PmnwOZo0AAABAp9S9yaqVirAkyVp7h6R3Vf722ZJOSHpBsyEYAAAASIKWgrAxpssY81eSPiTpCUnflXS5pHuMMddEMD4AAAAgEq1Mn/Z0SQck3SLpp5KeZ629QdK7JV0p6ZAxxkQySgAAACBkrVSE75V0vaSPShqx1o5LkrX2NkkvkvS4pA8bY+4KeYwAAABA6FpZWa5L0quttRcFXWvtd40xvyzpU5JuDmtwAAAAQFRaCcLXWmsfWu2H1to5Sa80xrwt6KAAAACAqLU8fVoYmD4NAAAAHRTO9GkAAABAFrTSGiFjTE7SqyX9uqRtknrq/Jpvrf21EMYGAAAARKbpIGyM6ZH0NZVniMhJ8rW8zOzXPA4AAAAkWiutEe+U9GJJf6nyIho5Se+R9FRJr5d0TNLnJK0Ld4gAAABA+FoJwr8t6f9Za//MWjtTfdBae9xa+zlJN0l6qaT/HO4Q3eOVfB0cn9L+A4d1cHxKXokiOwAAQNha6RHeIenvar73JRWq31hrjxpjvirpTZLeH8roHOSVfN26/5DGJue0WPTUU8hr17Z+7du7R/muujc8AgAAoA2tVISLkhZqvj+tcotErV9I2h50UC4bnZjW2OScFoqefEkLRU9jk3ManZiOe2gAAACZ0koQfkTlmSKqxiX9yorfuVbSyaCDctmR4/NaLHrLHlssejo6NR/TiAAAALKpldaI70h6Sc33d0v6S2PMJyXdpfJsEi+R9JmwBueiHVv71FPIa6EmDPcU8to+1BfjqAAAALKnlYrwZyQ9YIx5RuX7D0oalfRmSV+W9EeSjkh6V4jjc87u4UHt2tav3kJeOUm9lR7h3cODcQ8NAAAgUwItsWyM6ZZ0s6RhSQ9J+oq19mwTf8cSy2vwSr5GJ6Z1dGpe24f6tHt4kBvlAAAA2lc3SAUKwu0iCAMAAKCD6gbhVlojAAAAgMwgCAMAAMBJBGEAAAA4iSAMAAAAJxGEAQAA4CSCMAAAAJzUdBA2xrCiAwAAADKjlYrwMWPM540xN0U2GgAAAKBDulv43XFJvy3p1caYI5I+Jul2a+1MJCNzTHU1uSPH57VjK6vJAQAARK2lleWMMddLeovKgfgSSYuS7pL0MWvtgRaeh5XlanglX7fuP6SxyTktFj31FPLata1f+/buIQwDAAAEF94Sy8aYjZLeqHIovlqSr3LF+H9IusNaO9vg7wnCNQ6OT+m2u36khaJ34bHeQl63/Na1Gtk5FOPIAAAAMiG8JZattaestR+21l4j6QZJd0i6QtIHJE0aY243xjyv7aE65sjxeS3WhGBJWix6Ojo1H9OIAAAAsi+M6dNmJM1KWlA5ba9TuVp8yBhztzFmcwivkWk7tvapp5Bf9lhPIa/tQ30xjQgAACD7WrlZ7gJjTEHSqyS9VdILVA7A45LeK+l2Sc+R9F8lvVzSRyS9LvhQs2v38KB2beu/qEd49zAz1gEAAESlpSBsjBlWuS/4TZIGJHmS7pZkrbX/t+ZX75F0jzHmC5J+I4yBZlm+K6d9e/dodGJaR6fmtX2IWSMAAACi1nQQNsZ8Q9KLVa7+Pqpy9ffj1tpH1/izH0p6ZaAROiLfldPIziFujgMAAOiQVirCN0n6piQr6W5rrdfg9yXpKyqHZgAAACBRWgnCV1lrH2jlya21P5P0s9aG5B4W0wAAAOi8poNwqyEYzWExDQAAgHiEMX0aAhidmNbY5JwWip58SQtFT2OTcxqdmI57aAAAAJlGEA7IK/k6OD6l/QcO6+D4lLxSayv1sZgGAABAPNqaRxhlYbQ1VBfTqF1emcU0AAAAokdFOIAw2hqqi2n0FvLKSeplMQ0AAICOoCIcwFptDc3OB8xiGgAAAPEgCAcQVlsDi2kAAAB0Hq0RAdDWAAAAkF5UhAOgrQEAACC9CMIB0dYAAACwuiSvoEsQBgAAQCSSvoIuPcIAAACIRNJX0CUIAwAAIBJJX0GXIAwAAIBIVKearZWkFXQJwgAAAIhE0qea5WY5AAAARCLpU80ShAEAABCZJE81S2sEAAAAnEQQBgAAgJMIwgAAAHASQRgAAABOIggDAADASQRhAAAAOIkgDAAAACcRhAEAAOAkgjAAAACcRBAGAACAk1hiOWJeydfoxLSOHJ/Xjq3JWl8bAADAZQThCHklX7fuP6SxyTktFj31FPLata1f+/buIQwDAADEjNaICI1OTGtsck4LRU++pIWip7HJOY1OTMc9NAAAAOcRhCN05Pi8FovesscWi56OTs3HNCIAAABUEYQjtGNrn3oK+WWP9RTy2j7UF9OIAAAAUEUQjtDu4UHt2tav3kJeOUm9lR7h3cODcQ8NAADAedwsF6F8V0779u7R6MS0jk7Na/sQs0YAAAAkBUE4YvmunEZ2Dmlk51DcQwEAAEANWiMAAADgJIIwAAAAnEQQBgAAgJMIwgAAAHASQRgAAABOIggDAADASQRhAAAAOIl5hEPilXyNTkzryPF57djKwhkAAABJRxAOgVfydev+QxqbnNNi0VNPZSnlfXv3EIYBAAASitaIEIxOTGtsck4LRU++pIWip7HJOY1OTMc9NAAAAKyCIByCI8fntVj0lj22WPR0dGo+phEBAACgEYJwCHZs7VNPIb/ssZ5CXtuH+mIaEQAAABohCIdg9/Cgdm3rV28hr5yk3kqP8O7hwbiHBgAAgFVws1wI8l057du7R6MT0zo6Na/tQ8waAQAAkHQE4ZDku3Ia2TmkkZ1DcQ8FAAAATaA1AgAAAE4iCAMAAMBJBGEAAAA4iSAMAAAAJxGEAQAA4CSCMAAAAJxEEAYAAICTCMIAAABwEkEYAAAATiIIAwAAwEkEYQAAADiJIAwAAAAndcc9gKzwSr5GJ6Z15Pi8dmzt0+7hQeW7cnEPCwAAAKsgCIfAK/m6df8hjU3OabHoqaeQ165t/dq3dw9hGAAAIKFojQjB6MS0xibntFD05EtaKHoam5zT6MR03EMDAADAKgjCIThyfF6LRW/ZY4tFT0en5mMaEQAAABohCIdgx9Y+9RTyyx7rKeS1fagvphEBAACgEYJwCHYPD2rXtn71FvLKSeqt9AjvHh6Me2gAAABYBTfLhSDfldO+vXs0OjGto1Pz2j7ErBEAAABJRxAOSb4rp5GdQxrZORT3UAAAANAEWiMAAADgJIIwAAAAnEQQBgAAgJMIwgAAAHASQRgAAABOIggDAADASQRhAAAAOIkgDAAAACcRhAEAAOAkgjAAAACcRBAGAACAkwjCAAAAcBJBGAAAAE4iCAMAAMBJBGEAAAA4iSAMAAAAJxGEAQAA4CSCMAAAAJxEEAYAAICTCMIAAABwEkEYAAAATiIIAwAAwEkEYQAAADiJIAwAAAAnEYQBAADgJIIwAAAAnEQQBgAAgJMIwgAAAHASQRgAAABOIggDAADASQRhAAAAOIkgDAAAACcRhAEAAOAkgjAAAACcRBAGAACAkwjCAAAAcBJBGAAAAE4iCAMAAMBJBGEAAAA4iSAMAAAAJxGEAQAA4CSCMAAAAJxEEAYAAICTCMIAAABwEkEYAAAATuqOewCd5JV8jU5M68jxee3Y2qfdw4PKd+XiHhYAAABi4EwQ9kq+bt1/SGOTc1oseuop5LVrW7/27d1DGAYAAHCQM60RoxPTGpuc00LRky9poehpbHJOoxPTcQ8NAAAAMXAmCB85Pq/ForfsscWip6NT8zGNCAAAAHFyJgjv2NqnnkJ+2WM9hby2D/XFNCIAAADEyZkgvHt4ULu29au3kFdOUm+lR3j38GDcQwMAAEAMnLlZLt+V0769ezQ6Ma2jU/PaPsSsEQAAAC5zJghL5TA8snNIIzuH4h4KAAAAYuZMawQAAABQiyAMAAAAJxGEAQAA4CSCMAAAAJxEEAYAAICTCMIAAABwEkEYAAAATiIIAwAAwEkEYQAAADgp1pXljDFxvjwAAADc4FtrcysfpCIMAAAAJ+V83497DAAAAEDHUREGAACAkwjCAAAAcFKsN8sBADrHGHO7pH8v6ZnW2ofiHQ0AxI+KMAAAAJxEEAYAd9wi6SpJk3EPBACSgFkjAAAA4CR6hAEgAGPM3ZJulvR2a+2HV/zsvZL+RNInrbW/28RzvVjS6yTdIOlpkgqSjkj6B0l/ba1dqPndZ0r6kaSSpGuttb+o+dl6ST+QtFPSTdbab1Uev111eoSNMS+X9A5Jz5K0WdKMpMOSPm+ttc2/GwCQLrRGAEAw/0HSw5LeZ4y5tvqgMebXJN0q6X5Jb2/yud4p6d9KulfSxyR9QtJ5Se+R9L+NMfnqL1prH5T0u5I2SfqsMaa2sGEl7ZL0F9UQvBpjzFsk/aPKIfgrkt4v6WuSLpH05ibHDQCpREUYAAKw1p40xrxO0rckfd4Yc52kSyXdKWlR0u9Ya882+XRG0oPW2mU9azWV5VdL+nzNa3/BGPNRSb8v6b2SbjHGvFHSGyXdU3mskbeqHLZ/2Vo7veJ1tzQ5bgBIJSrCABCQtfa7kv5U0pUqV3LvlLRV5XaJ+1p4nqMrQ3DFBytff73Oz/5Q0o8lvdMY8zaVq8GPS9prrS01+dJLkop1xnOiyb8HgFSiIgwA4fhrSS+S9PrK95+11n6ilSeo9Pa+Q9IrVe7v3SApV/Mr21b+jbV2wRjzGpV7gj8syZf0amvto02+7H6V2yHuM8Z8XuXK9nestY+3MnYASCMqwgAQgkol90s1D32wlb83xhQk/bOkv5LUq3ILxG2S/rzynyT1rPLn45J+Uvn/+yX9U7Ova639gMo30D2sci/zlyRNGWO+aYx5Xiv/BgBIG4IwAITAGHOlpL+RNKvyTA6fMMb0tvAUN0t6vqRPW2uvsda+xVr7bmvte1Rut1jLuyRdL+mEpKtVni+4adbaO6y1I5IGJP07SZ+U9AJJXzfGDLbyXACQJgRhAAjIGNOjcgV3vaTXqlzJvUatVYWHK1+/WOdnL1zjta+X9BeSHpD07MrXPzfG3NDCa0uSrLVz1tqvWWt/T9LtKk+ldmOrzwMAaUEQBoDg/kbStZL+m7X2nyT9maTvSHqrMeZ3mnyOhypfX1T7oDFmu8r9xxcxxmyS9FlJnqTXWmunJL1G5ZvfPmuMGWj0osaY31gx9VpVtRLc7IwXAJA63CwHAAEYY14h6W2SDqk8xZmstV5lSrV7Jf2dMeYH1tqjDZ7qK5ImJP2hMeYalRfLuELSSyV9tfL/K/3PyuNvt9beW3ntHxtj/kjSf5f0KUkvb/C6n5O0YIz5F5XDeE7lKvBuST+U9I0Gfw8AqUVFGADaZIy5QuUwekrS66y1S9WfWWuPqbzYRp+kzxlj1q31XNbaM5JukvQZlft83y7pl1SeC/gNdV77DyS9QtKXV65oZ639iMo3vb3MGPNfGvwz3iXpe5KuU3ke4zervKLdOyW92Fp70bRqAJAVOd+vN2UlAAAAkG1UhAEAAOAkgjAAAACcRBAGAACAkwjCAAAAcBJBGAAAAE4iCAMAAMBJBGEAAAA4iSAMAAAAJxGEAQAA4CSCMAAAAJz0/wFIYcUXikjZsAAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -356,12 +356,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Nombre de degrés : 5 a_hat=[ 0.0281175  -0.44536246  0.19442112  0.42003058 -0.18146968  0.41332895]\n"
+      "Nombre de degrés : 5 a_hat=[-0.11012813 -0.86090502 -0.06692461  0.74769467 -0.04976534  0.58587519]\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -396,18 +396,18 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Nombre de degrés : 24 a_hat=[ 1.19825735e+00  1.65293721e-01 -2.23561113e+01 -2.52311261e+00\n",
-      "  1.81197984e+02  1.65638433e+01 -8.37164678e+02 -6.16691596e+01\n",
-      "  2.43105415e+03  1.45496906e+02 -4.61184611e+03 -2.32650511e+02\n",
-      "  5.75096962e+03  2.66022823e+02 -4.61874880e+03 -2.23905432e+02\n",
-      "  2.26536078e+03  1.33445029e+02 -6.05571534e+02 -4.98899517e+01\n",
-      "  6.49437865e+01  1.04746949e+01  7.20599922e-01 -1.22816576e+00\n",
-      "  3.51803788e-01]\n"
+      "Nombre de degrés : 24 a_hat=[-1.45668043e+01 -3.71816434e+01  1.65760336e+02  4.59549397e+02\n",
+      " -8.10675684e+02 -2.48528909e+03  2.21972076e+03  7.71216289e+03\n",
+      " -3.70717297e+03 -1.51254030e+04  3.84328083e+03  1.94566710e+04\n",
+      " -2.39252512e+03 -1.64831502e+04  8.13218675e+02  8.99081679e+03\n",
+      " -1.38253096e+02 -2.99612773e+03  3.85192157e+01  5.55085597e+02\n",
+      " -2.23807387e+01 -4.86320671e+01  5.03530599e+00  1.33494174e+00\n",
+      "  4.19736748e-01]\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -435,8 +435,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "End time is : Wednesday 9 December 2020, 20:20:33\n",
-      "Duration is : 00:00:01 682ms\n",
+      "End time is : Tuesday 15 December 2020, 15:05:28\n",
+      "Duration is : 00:00:01 686ms\n",
       "This notebook ends here\n"
      ]
     }
diff --git a/LinearReg/04-Logistic-Regression.ipynb b/LinearReg/04-Logistic-Regression.ipynb
index 744b925..1683fb8 100644
--- a/LinearReg/04-Logistic-Regression.ipynb
+++ b/LinearReg/04-Logistic-Regression.ipynb
@@ -131,8 +131,9 @@
      "text": [
       "\n",
       "FIDLE 2020 - Practical Work Module\n",
-      "Version              : 0.6 DEV\n",
-      "Run time             : Tuesday 8 December 2020, 19:02:06\n",
+      "Version              : 0.6.1 DEV\n",
+      "Notebook id          : LOGR1\n",
+      "Run time             : Tuesday 15 December 2020, 15:05:42\n",
       "TensorFlow version   : 2.0.0\n",
       "Keras version        : 2.2.4-tf\n",
       "Datasets dir         : /home/pjluc/datasets/fidle\n",
@@ -158,7 +159,7 @@
     "sys.path.append('..')\n",
     "import fidle.pwk as pwk\n",
     "\n",
-    "datasets_dir = pwk.init()"
+    "datasets_dir = pwk.init('LOGR1')"
    ]
   },
   {
@@ -276,7 +277,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x432 with 1 Axes>"
       ]
@@ -288,8 +289,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Dataset X        : ndim=2  shape=(1000, 2)   Mean = [5.0032 6.9835]  Std = [1.0171 1.5288]\n",
-      "Dataset y        : ndim=1  shape=(1000,)     Mean = 0.626  Std = 0.4838636171484688\n"
+      "Dataset X        : ndim=2  shape=(1000, 2)   Mean = [4.9775 6.9898]  Std = [1.018  1.5293]\n",
+      "Dataset y        : ndim=1  shape=(1000,)     Mean = 0.63  Std = 0.4828043081829324\n"
      ]
     }
    ],
@@ -331,11 +332,11 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "X_scaled         : ndim=2  shape=(1000, 2)   Mean = [-0.  0.]  Std = [1. 1.]\n",
-      "X_train          : ndim=2  shape=(800, 3)    Mean = [ 1.     -0.0116 -0.0056]  Std = [0.     1.0066 1.0169]\n",
-      "y_train          : ndim=2  shape=(800, 1)    Mean = [0.6162]  Std = [0.4863]\n",
-      "X_test           : ndim=2  shape=(200, 3)    Mean = [1.     0.0466 0.0223]  Std = [0.     0.9717 0.9288]\n",
-      "y_test           : ndim=2  shape=(200, 1)    Mean = [0.665]  Std = [0.472]\n"
+      "X_scaled         : ndim=2  shape=(1000, 2)   Mean = [ 0. -0.]  Std = [1. 1.]\n",
+      "X_train          : ndim=2  shape=(800, 3)    Mean = [ 1.     -0.0076  0.0083]  Std = [0.     1.0259 1.0007]\n",
+      "y_train          : ndim=2  shape=(800, 1)    Mean = [0.6275]  Std = [0.4835]\n",
+      "X_test           : ndim=2  shape=(200, 3)    Mean = [ 1.      0.0306 -0.0333]  Std = [0.     0.8881 0.9966]\n",
+      "y_test           : ndim=2  shape=(200, 1)    Mean = [0.64]  Std = [0.48]\n"
      ]
     }
    ],
@@ -392,7 +393,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x432 with 1 Axes>"
       ]
@@ -414,7 +415,7 @@
     },
     {
      "data": {
-      "image/png": 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dCzxuv1hyL1aeYHw98PiU0vOBY2R9yNdFxK1DrzkDuKm45kndMnyS29ra4oorrmBnZ+d4QO71egsH6eGT6KjDhw/vyXrKKqcuciFSVMZpgBlv3H5pU8m9Dma+nzHwMuA04Ebgk8CpwPHh0Cmlg8A5wIeKbKDUJaOB8tixY8dX39re3i7kvr1ra2usrJw4oHNlZYXDhw+TUmJ1dZX19fXjryurnLrIvYmH2zz42V6vl7sNw/tmngDT6/WICDY3N4mIudpQR+P2SxXHSJvNnBlHxF+llJ4NPLP/0J9GxJGhl3w3WYn6TQW2T2qFWbO+4WxjkkUztuEsctBnPHoyraKcumhWWkSJedEMu639qOP2S1NL7nU18zzjIjnPWF0z6/zS0cFVOzs7ewJzW+enLjoHd3Nzc+K+Kmuk72gbVlZW2NjYWPrvVaOMnWecp0wtaU6zZn2DbGNjY4MLLrjgeBnw0KFDHDp0qNUlwUXLnuPK70WU9edtg/2oysO1qaUSzDPYpWtlwEW3d3Tg2UCZA7HKnro076C3ts4RnmW76rrtlqmlEtT1BNBWXVl2ct7tbOv+mWW7arDtCy+HKWlOXctyq9bUxTXymnfQW1uncM2yXXXddoOxpNbpysXPvHN92zpHeJbtquu2W6aW5lTn0nOd26bidLnPeNw2AE3oMx5bpp4YjFNK28BvRMSl/e83gKsi4ppFW2IwVhvUoO9pojq3bdlqcLKtRNe2u8HHeO4+45M5cZ3pi/tfCwdjqQ3q0vc0fBIenHyHb39Yp36xMtR54Y1lBswytrtOAb8uf39F2W+e8WeAu5XVEKlp6jKndPgkPFg2c1id+sXKUOeT9KQlP4tYRrOM7V5kydKi1eXvryj7ZcbvAZ6WUjoGfLr/2LkzXGntRsQLi2icVGd1GbE7bfnMNo8mHqeuA3RgcsAsIqstY7vrdKFTl7+/ouwXjJ8LfBvwrKHHzu1/7WcXMBir9eoyYnfSetYN60ebySxl0jqfpCcFzCKCXBnbXacLnbr8/RVl39HUKaUDwD2AbwSuAl4F/NG0N42Iq/d73gFcUnHG9RkXcavFKk0Kug0etAM0f7vq1GfcYPlGU49KKe0AF0fE5qItMRhL2s+k4FTFjRjKCEAGuU5ZbAWuiPCmEpJKMalsW0WZtIxRym0ruSq/uVbgSindDbg/2fSnW4APRMSNBbZLUovkzfwmBd0q+oPrNGipDGbp1ci1AldK6e7A7wKPHvP0W4BnR8QNM7yPZWqpQ/L2idYpIDSlP7coXdveCixWpk4pnQpcSzaY6wayxT8+DZwGnAN8D/DOlNIDI+KmRVsrqT3yZpd1KtvWeXT2MnStElAXecrULyALxL8IvCQijg2eSCkdBJ4DXAr8CvBTRTZSzdDldXLHKXK7mr6PFunrrXrb63RhUIY6TV/qkjyDsr4PeHNEvGg4EANExLGIeDHwZuBxRTZQzTHv6jx1WtWnSEVuV9P30fr6+vEVk/Jml03f9lkUsQJXURb5rDS/PJnxqcCfTnnN+5m+KIhaynurnqjI7Wr6Ploku6xy28vKyuu0nnbXKgF1kSczvgU4fcpr7t5/nTpo3rVim7zG7H4ZTZHb1eR9tKgqt72srLzpF1taXJ5g/E7gSSmlh457MqX0ncCT+69TB81b3mpyWWy/k3WR29XkfbSoKrZ9cJG1tbVVSpDs8sWWMnlW4DoLeBdwEPgz4O1ko6lPJStNrwM7wNkR8f4p7+XUJrVCW1eE6rrh6T0Dy5zm42faKQuvwPWBlNKTyNan/hHgh0fefBv48WmBWGqTtq4I1XXjbryxzKzcflrlWoErIl6fUjodeCJwFnASWR/xB4HXRcS/Ft9EtVFbMgFXhGqncRdZk4LltGO5Lce6livXClxFsUwtV/mZn/tu+fIE2AMHDnDsWDbbc9zn4eelEYuVqaUimd3Nr2srQlVhWtl4uKtgEIhh/LHssa5ZGIxVCVf5mZ/9i9Ub16cM40dCTzvWLWML8k1tkgrT5ak6ar7RqUgHDx6ceCxPO9a7sMKYpjMzboi2XT2b3anJxnUVTPp7nHasW8YWGIwbw+ksUn0UeTFpl43AMnVjePUstZNdNgIz48bw6llqJ7tsBDmCcUrpDOA+wNWDxT1SSrcju8/x9wP/CrwoIl5bfDPldBZJaq88mfFFwBOAU4Ye+xWyYDzw6pTSwyLiPUU0Trep29Vz2waUqTweO9JeefqMHwJcGRH/DpBSOgAk4KNkt058MFl2/JyiG6n6cTrGYup0M/myeexIe+UJxqcAHx/6/kxgDbgiIm6MiPcBfwk8qLjmqa4cULaYLgckjx1przzB+PbA8JIzZ/e/f9vQYzcCpxXQLtWc919dzGhA2tra6kx27LEj7ZUnGN8IfMfQ948Fbo6I64ceuytwaxENU705HWMx4wJQV7LjNh47Xe52UDHyDOB6PfCclNKLgS8Djwb+cOQ19+LEUrZaqm4DyppmfX2dyy677ITHulKubeOx46I8WlSeYHwp2RSmn+t//ymyEdYA9O9z/FDgt4tqnFSUuo3gXV1d5fDhw1Pnjtet3RpvXLdDRPh5aWYzl6kj4rPA/cimNz0BuE9E/MvQS+5EFqh/r9AWVszyUzvUccDULOXaOrZbew33gw/4eSmPPIt+/CjwmYh4/bjnI+IjwEeKalhdWH5qh6pH8E7KcKcdS1W3W7MZLMqztbV1/LFJn5fVDo2TZwDXHwDfu6yG1JUnw3aoegTvvBlu1e3WbAYXVocPH576eVnt0Dh5+oxvooM3lnBN6HaoejnReS/qqm73IiZlgL1ejyNHjrC9vQ3AoUOHOP/881uRHc7yeXmBr3HyBOO/AR6ZUjoQETvLalDdNPlkqNtUPYJ33ou6qtu9iEldPEePHj0eiAG2t7e54ooruOCCCxofkGf5vLzA1zh5gvHzgfcAv59Sem5EdOJyrsknQ2Xq0EfXxYu6SRnguEzw2LFjtRyPsYxjp4vHgqbLE4yPArcAPwr8UErpBrLS9e7I63Yj4rximictrg6D8Lp4UTcpA1xbWzthoNNAHcu1yzh2ungsaLo8wfjcof9/LXDP/teo0eAsVco+umpMygDX19dP6DOG+QenzZO55vmZrh87dagqdcXMwTgiOjd4S+3Q5j66Op8sJ2WAq6urXHjhhWPbntc8mWuen2nzsTOLOlSVuiJPZlxLdT4ZqR7a3EfX5JNlEeXaeTLXPD+z6LHT9PNT1ysDZWp8MG7yyUjlyHvSb9IJtA4nyyr31zyZa56fWfSCoennp65XBsqUZwWuh8/62oi4Zr7m5FeHk5H2alJAG9WkE+joyfLAgQNsbm6Wus+r3F/zZK5lVkqafn5qc1WpbvJkxlcx++Csg/mbMh+v3OqpLgFtnouCJp1Ah0+WBw4c4NixYwCl7vMq99c8mWuZo5mbfn5y5Hd58gzK2pzwdRnwbmCF7DaLmwW3cV9tvDdqG9QloM2z9GCTlqAcnCw3NjbY2bltLZ4y93mT9lfZPD9pVnlGU1+83/MppacDl5MtDlIar9yWL092OXjtIBBDtSfoeS4KmlqaG87CINveMm7j19T9VQbPT7NrctdWEVaGT5qLSim9GfhyRDxhyut2ASKisN+t5YmIPaW2SSeY4dcOHD58uLI/rDxtb7rByWx4QY22b/Oorp/Qm6xDf6sr4x4seu7wh4CZB3qpGfJkl6OBeGVlhZRSZSfELpUJB1nY8H11697nXTTviNRcdenaqkrRU5v+4xLeUxXLMwilbgNWulgmLPIzWHamWfT7d/2EXhfzfK51O3eUrZDMOKV0MKX0E8CTgPcV8Z6qjzzZZZcy0VG9Xo+IYHNzk4ig1+tV0o4iP4NlZ5pFv38bB5PV5bjKY57PtcvnDsg3z/hj+7zHKf1/vwL8cgHtUo3kyS67mIkO1GU6V5GfwbIzzaLfv42DyepyXOUxz+fa5XMH5CspH2D8POOvAh8G3gtcHhHXF9EwqWlGT0BbW1v0er1GDyBadumw6Pdv4wm9iaX3rpec55FnatMZS2yH1Hjjbg3YhCxmP8vONNuYyRatiYHNzzW/Qqc2zcqpTWqCvINQer0el1122QmPrayssLGxseymqgRVTZtyulbrjJ3aNNfI55TS7YF7AScDtwDXR8RX526aVEN5++pWV1c5fPhw47IYzaaqvts2lt61V65gnFK6M3Ap8DTgDkNPfTml9CfAL0XE54trnlSdLq3epema2Her5sgzmvrOwLXAfYEvAO8APg2cBpwJPBM4J6X00Ii4tfimSuWap6+uq1lMF0qpo8uNVnGHLLVXnnnGzyMLxK8ATo+IcyNiPSLOBU4HrgDu03+d1Hhdn/eYRxdWvho+Hg4ePMjOzk6rt1flylOm/gHgPRFxwegTEXELcGFK6SzgB2lJQO7C1b4m62qWO48ulHCHj4fNzc3Wb6/KlSczvjvZPY33czXZkpit0IWrfWmRFZ4GP1uXu3SVpY0rfalaeYLxl4C7TnnN4f7rWqELV/tqrqKWSVzkonPws8O6UNK3C0NFy1Omvg54ckrpNyPiH0efTCl9M/AU4N1FNa5qTZxsXxVL+uUraqrNIhedk+7S1XZ2YahoeYLxi4A3A9ellC4H3k42mvpU4FzgQuBOwIsLbmNlnKYyuyaun9s0oxc8w6t9LVK5WeSi0wtWqRgzl6kj4kogkc0v/mXgLcDfA28FXgB8HfBTEfHWJbSzEoOr342NjUrvydsElvSXb/SC5+DBg4X0Wy5ScrVcKxUj16IfEfHfUkpvJFv04/7ASWQrcH0QOBIRHy++iWoCM6TlG73g2dnZOb7fFwmEi5RcLddKxci9HGZEfAL4tSW0RQ1mSX/5xl3wGAildphrbWpplBnS8nnBI5WjigGp+wbjlNLd53nTfvYsqUBe8EjlqGJA6rTM+AYg7z0Wd2d4X6kWnJI1nftIXVPFgNRpo6k/MebrVrL7MY577hPAJ5fV2C4raoEHnchV1qZzH6lrqlhhbd8MNiLOGH0spXQx8IKIuMeS2qQxnMe7HE7JyuyX/bqP1DVVjM+Yp5yct2ytAnhCXA6nZGX2u9hzH6lrqhifkWdtalXIhemXw0UrMvtd7LmPpOVzoFVDOK1lObo6Qnm0LL26ukqv1xub/XZ1H0llMhg3hCdEFWm0LL26ulrIal6S5mMwljpotCzd6/XY2NiouFVSd9lnLHWQYxCkepm2AtexOZ7bjQgzbqnGHIMg1cu0oLkyx3vO8zOSSuQYBKlepi36YRlbkqQls5wsqbFcN1ttYeYrqbFcN1ttYTCW1FguE6u2sEwtzciSaP24brbawsxYmpEl0fpx3Wy1hZmxNCNLovXjFC21hZmxNCNXrZK0LAZjaUaWRCUti2VqNV5ZA6ssiUpaFjNjNZ4DqyQ1ncFYjefAKklNZ5lapVpGSdm5phpwLriaysxYpVpGSdmBVRqwy0JNZWasUi2jpOzAKg3YZaGmMhirVMsoKVua1IBdFmoqy9Qq1TJKypYmNWCXhZrKzFilWkZJ2dKkBuyyUFMZjNV4liZVV3ahaFaWqdV4liZVV3ahaFZmxmo8S5OqK7tQNCuDccNZBpPqyy4UzcoydcNZBpPqyy4UzcrMuOEsg0n1ZReKZmVm3HDe8F6Sms/MuOHW19f39Bmr/uzrlzTMYNxwlsGaaVxfv5+j1F0G45KZEQns65d0IvuMS+boZ4F9/ZJOZGZcMjMiQTv7+q36SPMzGJfMRQAE7ezrtx9cmp/BuGRtzIgkWE7Vx2xbXWEwLlkbMyIJllP1MdtWVziAS1IhlrH0o2Ms1BVmxpIKsYyqj2Ms1BUGY0kzqaL/totjLOwn76aVQQmoTCmlXYCIKP13S5pPROzJUu2/LZ77ufVWxj1on7Gkmdh/Ww73czcZjCXNxFXDyuF+7iaDsaSZLGO0tPZyP3eTfcaSJJXHPmNJkurIYCxJUsUMxpIkVcxgLElSxQzGkiRVzGAsSVLFDMaSJFXMYCxJUsUMxpIkVcxgLElSxbyfcct4L1RJah4z45YZBOLBrdeOHj1adZMkSVMYjFvGe6FKUvMYjFvGe6FKUvMYjFvGe6FKUvM4gKtlVldXSSlV3QxJUg5mxpIkVcxgLElSxQzGkiRVzGAsSVLFHMAlScrFlf6KZ2YsScrFlf6KZzCWJOXiSn/FMxhLknJxpb/iGYwlSbm40l/xHMAlScrFlf6KZ2YsSVLFDMaSJFXMYCxJUsUMxpIkVcxgLElSxQzGkiRVzGAsSVLFDMaSJFXMRT8kaUberUjLYmYsSTPybkVaFoOxJM3IuxVpWQzGkjQj71akZTEYS9KMvFuRlsUBXJI0I+9WpGUxM5YkqWIGY0mSKmYwliSpYgZjSZIqZjCWJKliBmNJkipmMJYkqWIGY0mSKmYwliSpYgZjSZIqVulymC4rJ0nqmN2IWBl90MxYkqSKrQzuzSlJkqphZixJUsUMxpIkVcz7GUuaKKX0rcClwEOAU4BbIuLkShuVU0rpDOCfgT+KiKdX2xppPIOxOiGltAswbhTj0GtuAE4H7hERN5TTsvpKKR0EXgd8C/AnwI3Al6tsk9RWBmNJk9wDuA/wyoh4ZtWNkdrMPmNJk3xD/99/qbQVUgeYGUszSCmdBzwXeDBwR+ATwP8Efj0ibhl57Q0AEXHGmPe5GLgIeGREXDX0+C5wNfBDwK8CjwFOBZ4REa9KKZ3S//2PB+4GfBX4DPBuYDMiPjbjdjwA+GXgYcBJwE3AXwMvjIhPj7Rn4KKU0kX9/18SERdPeO87AdvAdRFx9tDj/wHoAV8L/GhE/MnQcwm4or+dfzD0+LcCLwDOAw4DNwNv7bfzH0d+78X09ynZBcTPAPcFbh73GQz93AHgpcCFwGuBH44Iy/CqhJmxNEVK6VnAW4CzyfpQX0oWdH4ReFdK6eSCftUh4D3Ad5EF+pcDn0kp3RG4Fvh54OPAK4DfBz4MPJGslDzLdjwOeBdZQH8r8BLgH4CfBN7XH+g0cAnwR/3/X93//hLgqknvHxFfBN4LPDil9PVDT51NFoghC67DHtX/98qhdj4IeB9wPnAd8GKy/fIj/XY+cEITfh74A7ILpZcDb5zU1pTSHYBXkwXiK4AnGYhVJTNjdUo/i5rk5DGvPx24DPgi8OCI+OjQc0EWyC4FiuhTvR/ZQKkfj4h/H/o9jwe+GXhpRDxnpH1fw22BbqJ+1voqsr/5cyPiHUPP/SLwG8DvAt8DEBEXp5TOBX4MuGpSNjzG28iC78PJMm7IAvAx4BqGgnE/Mz0X+FhEfLz/2Arwx8CdgfMj4k+HXv9U4M+AIyml+0TEzsjvfhTwkIj44H4NTCkdAv6y385fiojfnHHbpKUxM1bXXLTP10ljXn8+8DXAy4cDcd/zgS8AT0spTQ2IM/gK8AvDgXjE/xt9ICK+EhFfmOG9nwjcBfjz4UDc91vADcCjU0p3z9HecQYZ7nAGfB7wfuAvgLullL6t//iZ/TZdOfTahwL3At49HIgBIuLPgXcC9wTOGfO7f3eGQHw6WZXhO4GnGYhVF2bG6pQZpzYNO6v/79vGvFcvpfRBsizwXsCHFmzeDRHx2TGPXw18CvillNJZwBvIAsrfRcSxGd97v+3495TSNcAZwP3JyrzzejfZRcN5ACmlk/q/+9Kh330e8H+4rUQ93KaJ7Rx6/Jx+O68Zee69U9p2z377vg54TERcOeX1UmnMjKX9DbLlT094fvD4yQX8rpvGPRgRt5L1I/8h8ADgZWR9qjellC5JKd1+hvcuZTsi4itk2ev9Ukp3JStDHwSujIjryUZmD7Lm84BdTgy8i7Rz7P4b8m3AacDHgA9Mea1UKoOxtL/BSOlTJzx/2sjrAHaYXHU6eZ/fNfGuLRFxY0Q8A7gr8O3ATwOfAzb6X9PMsx3zehuwQpb5ngf8G1kmD/B24JH9sv7DgI+MVAMWaee0u978L7KR5GcCV6aU1qa8XiqNwVja36AP8tzRJ/qjqM8kW5Xq+qGnesApEzLWSSOBZxIRuxHxkYi4HHh0/+Hvn+FH99uO23FbH2wRGeNwv/GjgGuHRipfSTZq/CfJysWjpeKJ7Rx5fK52RsSvA88hK3O/vT9lTKqcwVja3xGyOb0XppS+ZeS5F5KN+j0SEf829Ph7yTLj/zL84pTS08lG8OaSUvr2kWlHA4NA8qUZ3uZ1ZNOx1lNK3zXy3M8C3wS8NSIW6S8eeD/webJBY/flxIA7+P/z+v+O9g1fSzbd6pyU0pOGn+h//3Cy/uZ3ztu4iHgp2cXAfYGrU0rfsP9PSMvnAC5pHxFxQ0rpZ8nmon4gpfRqYAt4BNnNEz5KNt942OVkgfgV/cVCPgn8J7KRwq8HHpezGd8NvCSl9K7+7/ss2cIfTyQrib9ohu34Ykrpx4HXkAWg15AN1HoA2XSmm4Bn5WzXpN+1k1K6ut8+GArGEfGJlNI/kU3VOkY2OG34Z3dTSj9GNq/7z1NKf0m2zfckqwB8gWzhkNFpTXnb+DsppS+Tzde+JqX0qIIuRKS5mBlLU0REAP+ZbOGJHwR+jqzv9kVk81q3R17/v8kC6LVkC2w8k2za0kPIssa83kS20MgdyALcz5NliG8BHhYR/2PG7RjMrX1Df3t+Abg38DvAA2ZdxWtGgwB8K9lgs3HPvX909bJ+O/8WeBDw38n22XPJLmSOAg/qP7+wiHgV2dS108kC8jcV8b7SPFZ2d6eNeZAkSctkZixJUsUMxpIkVcxgLElSxQzGkiRVzGAsSVLFDMaSJFXMYCxJUsUMxpIkVcxgLElSxQzGkiRV7P8DtgGTWGyPTzkAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 576x432 with 1 Axes>"
       ]
@@ -496,17 +497,17 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Epoch: 0 \tLoss: 1.3204266\n",
-      "Epoch: 100 \tLoss: 0.25756028\n",
-      "Epoch: 200 \tLoss: 0.21319771\n",
-      "Epoch: 300 \tLoss: 0.1966115\n",
-      "Epoch: 400 \tLoss: 0.18770824\n",
-      "Epoch: 500 \tLoss: 0.18241489\n",
-      "Epoch: 600 \tLoss: 0.1788917\n",
-      "Epoch: 700 \tLoss: 0.17645508\n",
-      "Epoch: 800 \tLoss: 0.17437568\n",
-      "Epoch: 900 \tLoss: 0.17308258\n",
-      "Epoch: 1000 \tLoss: 0.17199597\n"
+      "Epoch: 0 \tLoss: 1.2637916\n",
+      "Epoch: 100 \tLoss: 0.30881155\n",
+      "Epoch: 200 \tLoss: 0.27376807\n",
+      "Epoch: 300 \tLoss: 0.2628563\n",
+      "Epoch: 400 \tLoss: 0.25708038\n",
+      "Epoch: 500 \tLoss: 0.2541757\n",
+      "Epoch: 600 \tLoss: 0.25197545\n",
+      "Epoch: 700 \tLoss: 0.25104573\n",
+      "Epoch: 800 \tLoss: 0.25065026\n",
+      "Epoch: 900 \tLoss: 0.24957539\n",
+      "Epoch: 1000 \tLoss: 0.24901724\n"
      ]
     }
    ],
@@ -554,12 +555,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Accuracy = 0.948    Recall = 0.955\n"
+      "Accuracy = 0.935    Recall = 0.906\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1008x720 with 4 Axes>"
       ]
@@ -751,21 +752,21 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Epoch:      0  Loss:   0.6296    checkpoint: ./run/models/model-ckpt-0\n",
-      "Epoch:    500  Loss:   0.1132    checkpoint: ./run/models/model-ckpt-500\n",
-      "Epoch:   1000  Loss:   0.0973    checkpoint: ./run/models/model-ckpt-1000\n",
-      "Epoch:   1500  Loss:   0.0896    checkpoint: ./run/models/model-ckpt-1500\n",
-      "Epoch:   2000  Loss:   0.0858    checkpoint: ./run/models/model-ckpt-2000\n",
+      "Epoch:      0  Loss:   0.7597    checkpoint: ./run/models/model-ckpt-0\n",
+      "Epoch:    500  Loss:   0.1522    checkpoint: ./run/models/model-ckpt-500\n",
+      "Epoch:   1000  Loss:   0.1416    checkpoint: ./run/models/model-ckpt-1000\n",
+      "Epoch:   1500  Loss:   0.1382    checkpoint: ./run/models/model-ckpt-1500\n",
+      "Epoch:   2000  Loss:   0.1367    checkpoint: ./run/models/model-ckpt-2000\n",
       "WARNING:tensorflow:From /home/pjluc/anaconda3/envs/fidle/lib/python3.7/site-packages/tensorflow_core/python/training/saver.py:963: remove_checkpoint (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.\n",
       "Instructions for updating:\n",
       "Use standard file APIs to delete files with this prefix.\n",
-      "Epoch:   2500  Loss:   0.0834    checkpoint: ./run/models/model-ckpt-2500\n",
-      "Epoch:   3000  Loss:   0.0817    checkpoint: ./run/models/model-ckpt-3000\n",
-      "Epoch:   3500  Loss:   0.0805    checkpoint: ./run/models/model-ckpt-3500\n",
-      "Epoch:   4000  Loss:   0.0792    checkpoint: ./run/models/model-ckpt-4000\n",
-      "Epoch:   4500  Loss:   0.0786    checkpoint: ./run/models/model-ckpt-4500\n",
-      "Epoch:   5000  Loss:   0.0778    checkpoint: ./run/models/model-ckpt-5000\n",
-      "Epoch:   5500  Loss:   0.0772    checkpoint: ./run/models/model-ckpt-5500\n"
+      "Epoch:   2500  Loss:   0.1363    checkpoint: ./run/models/model-ckpt-2500\n",
+      "Epoch:   3000  Loss:   0.1361    checkpoint: ./run/models/model-ckpt-3000\n",
+      "Epoch:   3500  Loss:   0.1365    checkpoint: ./run/models/model-ckpt-3500\n",
+      "Epoch:   4000  Loss:   0.1363    checkpoint: ./run/models/model-ckpt-4000\n",
+      "Epoch:   4500  Loss:   0.1375    checkpoint: ./run/models/model-ckpt-4500\n",
+      "Epoch:   5000  Loss:   0.1404    checkpoint: ./run/models/model-ckpt-5000\n",
+      "Epoch:   5500  Loss:   0.1403    checkpoint: ./run/models/model-ckpt-5500\n"
      ]
     }
    ],
@@ -819,12 +820,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Accuracy = 0.978    Recall = 0.992\n"
+      "Accuracy = 0.960    Recall = 0.945\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1008x720 with 4 Axes>"
       ]
@@ -846,7 +847,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "End time is : Tuesday 8 December 2020, 19:03:13\n",
+      "End time is : Tuesday 15 December 2020, 15:06:44\n",
+      "Duration is : 00:01:02 112ms\n",
       "This notebook ends here\n"
      ]
     }
diff --git a/fidle/01 - Set and reset.ipynb b/fidle/01 - Set and reset.ipynb
index 9f536d2..a78fc45 100644
--- a/fidle/01 - Set and reset.ipynb	
+++ b/fidle/01 - Set and reset.ipynb	
@@ -19,12 +19,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Step 1 - Load modules"
+    "## Step 1 - Load modules and init"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -39,7 +39,7 @@
     "sys.path.append('..')\n",
     "import fidle.pwk as pwk\n",
     "import fidle.config as config\n",
-    "import fidle.catalog_builder as builder"
+    "import fidle.cooker as cooker"
    ]
   },
   {
@@ -74,7 +74,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Catalog saved as ../fidle/log/catalog_nb.json\n"
+      "Catalog saved as ../fidle/log/catalog.json\n"
      ]
     }
    ],
@@ -82,11 +82,11 @@
     "\n",
     "# ---- Get the notebook list\n",
     "#\n",
-    "notebooks_list = builder.get_notebooks(directories_to_index)\n",
+    "notebooks_list = cooker.get_notebooks(directories_to_index)\n",
     "\n",
     "# ---- Get a detailled catalog for this list\n",
     "#\n",
-    "catalog = builder.get_catalog(notebooks_list)\n",
+    "catalog = cooker.get_catalog(notebooks_list)\n",
     "\n",
     "with open(config.CATALOG_FILE,'wt') as fp:\n",
     "    json.dump(catalog,fp,indent=4)\n",
@@ -138,8 +138,8 @@
     "    \n",
     "# ---- Update index, version\n",
     "#\n",
-    "readme = builder.tag('INDEX',   index,          readme)\n",
-    "readme = builder.tag('VERSION', config.VERSION, readme)\n",
+    "readme = cooker.tag('INDEX',   index,          readme)\n",
+    "readme = cooker.tag('VERSION', config.VERSION, readme)\n",
     "\n",
     "# ---- Save it\n",
     "#\n",
@@ -242,7 +242,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
diff --git a/fidle/02 - Finished report.ipynb b/fidle/02 - Finished report.ipynb
index 9f5cc7f..96a0812 100644
--- a/fidle/02 - Finished report.ipynb	
+++ b/fidle/02 - Finished report.ipynb	
@@ -7,60 +7,81 @@
     "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n",
     "\n",
     "\n",
-    "## Notebook Performance Statistics (Continuous integration)\n",
-    " - List of executed notebooks \n",
-    " - Runtime and status \n",
+    "## Continuous integration report\n",
     "\n",
     "Each notebook indicates its start and end of execution:\n",
     " - at the beginning, with `pwk.init()`\n",
     " - at the end, with `pwk.end()`  \n",
     " \n",
-    "All of theses informations are saved in a json file (FINISHED_FILE, cf config.py)."
+    "All of theses informations are saved in a json file - Final report is below and in a HTML file.  \n",
+    "See ./log"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
+   "execution_count": 1,
+   "metadata": {
+    "jupyter": {
+     "source_hidden": true
+    }
+   },
    "outputs": [],
    "source": [
-    "import pandas as pd\n",
-    "import sys, json\n",
-    "from IPython.display import display, Markdown, HTML\n",
-    "\n",
+    "import sys\n",
+    "from IPython.display import display\n",
     "sys.path.append('..')\n",
-    "import fidle.config as config"
+    "import fidle.config as config\n",
+    "import fidle.cooker as cooker"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<style  type=\"text/css\" >\n",
-       "    #T_0a1357a2_3e4f_11eb_ad81_8794535e7583 td {\n",
+       "    #T_51149260_3ee0_11eb_ab9c_bf552d03deff td {\n",
        "          font-size: 110%;\n",
        "          text-align: left;\n",
-       "    }    #T_0a1357a2_3e4f_11eb_ad81_8794535e7583 th {\n",
+       "    }    #T_51149260_3ee0_11eb_ab9c_bf552d03deff th {\n",
        "          font-size: 110%;\n",
        "          text-align: left;\n",
-       "    }#T_0a1357a2_3e4f_11eb_ad81_8794535e7583row0_col4{\n",
-       "            background-color:  yellow;\n",
-       "        }</style><table id=\"T_0a1357a2_3e4f_11eb_ad81_8794535e7583\" ><thead>    <tr>        <th class=\"col_heading level0 col0\" >id</th>        <th class=\"col_heading level0 col1\" >name</th>        <th class=\"col_heading level0 col2\" >start</th>        <th class=\"col_heading level0 col3\" >end</th>        <th class=\"col_heading level0 col4\" >duration</th>    </tr></thead><tbody>\n",
+       "    }</style><table id=\"T_51149260_3ee0_11eb_ab9c_bf552d03deff\" ><thead>    <tr>        <th class=\"col_heading level0 col0\" >id</th>        <th class=\"col_heading level0 col1\" >name</th>        <th class=\"col_heading level0 col2\" >start</th>        <th class=\"col_heading level0 col3\" >end</th>        <th class=\"col_heading level0 col4\" >duration</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
-       "                                <td id=\"T_0a1357a2_3e4f_11eb_ad81_8794535e7583row0_col0\" class=\"data row0 col0\" ><a href=\"../LinearReg/01-Linear-Regression.ipynb\">LINR1</a></td>\n",
-       "                        <td id=\"T_0a1357a2_3e4f_11eb_ad81_8794535e7583row0_col1\" class=\"data row0 col1\" ><a href=\"../LinearReg/01-Linear-Regression.ipynb\"><b>01-Linear-Regression.ipynb</b></a></td>\n",
-       "                        <td id=\"T_0a1357a2_3e4f_11eb_ad81_8794535e7583row0_col2\" class=\"data row0 col2\" >Monday 14 December 2020, 21:55:06</td>\n",
-       "                        <td id=\"T_0a1357a2_3e4f_11eb_ad81_8794535e7583row0_col3\" class=\"data row0 col3\" ></td>\n",
-       "                        <td id=\"T_0a1357a2_3e4f_11eb_ad81_8794535e7583row0_col4\" class=\"data row0 col4\" >Pending...</td>\n",
+       "                                <td id=\"T_51149260_3ee0_11eb_ab9c_bf552d03deffrow0_col0\" class=\"data row0 col0\" ><a href=\"../LinearReg/01-Linear-Regression.ipynb\">LINR1</a></td>\n",
+       "                        <td id=\"T_51149260_3ee0_11eb_ab9c_bf552d03deffrow0_col1\" class=\"data row0 col1\" ><a href=\"../LinearReg/01-Linear-Regression.ipynb\"><b>01-Linear-Regression.ipynb</b></a></td>\n",
+       "                        <td id=\"T_51149260_3ee0_11eb_ab9c_bf552d03deffrow0_col2\" class=\"data row0 col2\" >Tuesday 15 December 2020, 14:04:04</td>\n",
+       "                        <td id=\"T_51149260_3ee0_11eb_ab9c_bf552d03deffrow0_col3\" class=\"data row0 col3\" >Tuesday 15 December 2020, 14:04:04</td>\n",
+       "                        <td id=\"T_51149260_3ee0_11eb_ab9c_bf552d03deffrow0_col4\" class=\"data row0 col4\" >00:00:00 295ms</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_51149260_3ee0_11eb_ab9c_bf552d03deffrow1_col0\" class=\"data row1 col0\" ><a href=\"../LinearReg/02-Gradient-descent.ipynb\">GRAD1</a></td>\n",
+       "                        <td id=\"T_51149260_3ee0_11eb_ab9c_bf552d03deffrow1_col1\" class=\"data row1 col1\" ><a href=\"../LinearReg/02-Gradient-descent.ipynb\"><b>02-Gradient-descent.ipynb</b></a></td>\n",
+       "                        <td id=\"T_51149260_3ee0_11eb_ab9c_bf552d03deffrow1_col2\" class=\"data row1 col2\" >Tuesday 15 December 2020, 15:05:11</td>\n",
+       "                        <td id=\"T_51149260_3ee0_11eb_ab9c_bf552d03deffrow1_col3\" class=\"data row1 col3\" >Tuesday 15 December 2020, 15:05:14</td>\n",
+       "                        <td id=\"T_51149260_3ee0_11eb_ab9c_bf552d03deffrow1_col4\" class=\"data row1 col4\" >00:00:03 120ms</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_51149260_3ee0_11eb_ab9c_bf552d03deffrow2_col0\" class=\"data row2 col0\" ><a href=\"../LinearReg/03-Polynomial-Regression.ipynb\">POLR1</a></td>\n",
+       "                        <td id=\"T_51149260_3ee0_11eb_ab9c_bf552d03deffrow2_col1\" class=\"data row2 col1\" ><a href=\"../LinearReg/03-Polynomial-Regression.ipynb\"><b>03-Polynomial-Regression.ipynb</b></a></td>\n",
+       "                        <td id=\"T_51149260_3ee0_11eb_ab9c_bf552d03deffrow2_col2\" class=\"data row2 col2\" >Tuesday 15 December 2020, 15:05:27</td>\n",
+       "                        <td id=\"T_51149260_3ee0_11eb_ab9c_bf552d03deffrow2_col3\" class=\"data row2 col3\" >Tuesday 15 December 2020, 15:05:28</td>\n",
+       "                        <td id=\"T_51149260_3ee0_11eb_ab9c_bf552d03deffrow2_col4\" class=\"data row2 col4\" >00:00:01 686ms</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                                <td id=\"T_51149260_3ee0_11eb_ab9c_bf552d03deffrow3_col0\" class=\"data row3 col0\" ><a href=\"../LinearReg/04-Logistic-Regression.ipynb\">LOGR1</a></td>\n",
+       "                        <td id=\"T_51149260_3ee0_11eb_ab9c_bf552d03deffrow3_col1\" class=\"data row3 col1\" ><a href=\"../LinearReg/04-Logistic-Regression.ipynb\"><b>04-Logistic-Regression.ipynb</b></a></td>\n",
+       "                        <td id=\"T_51149260_3ee0_11eb_ab9c_bf552d03deffrow3_col2\" class=\"data row3 col2\" >Tuesday 15 December 2020, 15:05:42</td>\n",
+       "                        <td id=\"T_51149260_3ee0_11eb_ab9c_bf552d03deffrow3_col3\" class=\"data row3 col3\" >Tuesday 15 December 2020, 15:06:44</td>\n",
+       "                        <td id=\"T_51149260_3ee0_11eb_ab9c_bf552d03deffrow3_col4\" class=\"data row3 col4\" >00:01:02 112ms</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7f28b6a3da90>"
+       "<pandas.io.formats.style.Styler at 0x7f6d1d0dd050>"
       ]
      },
      "metadata": {},
@@ -68,45 +89,12 @@
     }
    ],
    "source": [
-    "# ---- Load catalog (notebooks descriptions)\n",
-    "#\n",
-    "with open(config.CATALOG_FILE) as fp:\n",
-    "    catalog = json.load(fp)\n",
-    "\n",
-    "# ---- Load finished file\n",
-    "#\n",
-    "with open(config.FINISHED_FILE) as infile:\n",
-    "    dict_finished = json.load( infile )\n",
-    "\n",
-    "df=pd.DataFrame(dict_finished).transpose()\n",
-    "\n",
-    "df.reset_index(inplace=True)\n",
-    "df.rename(columns = {'index':'id'}, inplace=True)\n",
-    "df['name']=''\n",
-    "\n",
-    "for index, row in df.iterrows():\n",
-    "    id = row['id']\n",
-    "    basename    = catalog[id]['basename']\n",
-    "    dirname     = catalog[id]['dirname']\n",
-    "    title       = catalog[id]['title']\n",
-    "    description = catalog[id]['description']\n",
-    "    row['id']   = f'<a href=\"../{dirname}/{basename}\">{id}</a>'\n",
-    "    row['name'] = f'<a href=\"../{dirname}/{basename}\"><b>{basename}</b></a>'\n",
-    "\n",
-    "columns=['id','name','start','end','duration']\n",
-    "\n",
-    "styles = [\n",
-    "    dict(selector=\"td\", props=[(\"font-size\", \"110%\"), (\"text-align\", \"left\")]),\n",
-    "    dict(selector=\"th\", props=[(\"font-size\", \"110%\"), (\"text-align\", \"left\")])\n",
-    "]\n",
-    "\n",
-    "\n",
-    "def still_pending(v):\n",
-    "    return 'background-color: yellow' if v == 'Pending...' else ''\n",
+    "df, output, html = cooker.get_ci_report()\n",
     "\n",
-    "output = df[columns].style.set_table_styles(styles).hide_index().applymap(still_pending)\n",
+    "with open(config.CI_REPORT,\"wt\") as fp:\n",
+    "    fp.write(html)\n",
     "\n",
-    "display( output )\n"
+    "display(output)"
    ]
   },
   {
@@ -116,51 +104,6 @@
     "---\n",
     "<img width=\"80px\" src=\"../fidle/img/00-Fidle-logo-01.svg\"></img>"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<style  type=\"text/css\" >\n",
-      "    #T_80832516_3e4f_11eb_ad81_8794535e7583 td {\n",
-      "          font-size: 110%;\n",
-      "          text-align: left;\n",
-      "    }    #T_80832516_3e4f_11eb_ad81_8794535e7583 th {\n",
-      "          font-size: 110%;\n",
-      "          text-align: left;\n",
-      "    }#T_80832516_3e4f_11eb_ad81_8794535e7583row0_col4{\n",
-      "            background-color:  yellow;\n",
-      "            background-color:  yellow;\n",
-      "            background-color:  yellow;\n",
-      "            background-color:  yellow;\n",
-      "            background-color:  yellow;\n",
-      "        }</style><table id=\"T_80832516_3e4f_11eb_ad81_8794535e7583\" ><thead>    <tr>        <th class=\"col_heading level0 col0\" >id</th>        <th class=\"col_heading level0 col1\" >name</th>        <th class=\"col_heading level0 col2\" >start</th>        <th class=\"col_heading level0 col3\" >end</th>        <th class=\"col_heading level0 col4\" >duration</th>    </tr></thead><tbody>\n",
-      "                <tr>\n",
-      "                                <td id=\"T_80832516_3e4f_11eb_ad81_8794535e7583row0_col0\" class=\"data row0 col0\" ><a href=\"../LinearReg/01-Linear-Regression.ipynb\">LINR1</a></td>\n",
-      "                        <td id=\"T_80832516_3e4f_11eb_ad81_8794535e7583row0_col1\" class=\"data row0 col1\" ><a href=\"../LinearReg/01-Linear-Regression.ipynb\"><b>01-Linear-Regression.ipynb</b></a></td>\n",
-      "                        <td id=\"T_80832516_3e4f_11eb_ad81_8794535e7583row0_col2\" class=\"data row0 col2\" >Monday 14 December 2020, 21:55:06</td>\n",
-      "                        <td id=\"T_80832516_3e4f_11eb_ad81_8794535e7583row0_col3\" class=\"data row0 col3\" ></td>\n",
-      "                        <td id=\"T_80832516_3e4f_11eb_ad81_8794535e7583row0_col4\" class=\"data row0 col4\" >Pending...</td>\n",
-      "            </tr>\n",
-      "    </tbody></table>\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(output.render())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
diff --git a/fidle/catalog_builder.py b/fidle/catalog_builder.py
deleted file mode 100644
index 3a8ca99..0000000
--- a/fidle/catalog_builder.py
+++ /dev/null
@@ -1,107 +0,0 @@
-
-# -----------------------------------------------------------------------------
-#       ____      _        _               ____        _ _     _
-#      / ___|__ _| |_ __ _| | ___   __ _  | __ ) _   _(_) | __| | ___ _ __
-#     | |   / _` | __/ _` | |/ _ \ / _` | |  _ \| | | | | |/ _` |/ _ \ '__|
-#     | |__| (_| | || (_| | | (_) | (_| | | |_) | |_| | | | (_| |  __/ |
-#      \____\__,_|\__\__,_|_|\___/ \__, | |____/ \__,_|_|_|\__,_|\___|_|
-#                                  |___/                 Module catalog_builder
-# -----------------------------------------------------------------------------
-#
-# A simple module to build the notebook catalog and update the README.
-
-import nbformat
-from nbconvert.preprocessors import ExecutePreprocessor
-
-import re
-import sys, os, glob
-import json
-from collections import OrderedDict
-
-
-def get_notebooks(directories, top_dir='..'):
-    '''
-    Return a list of notebooks from a given list of directories
-    args:
-        directories : list of directories
-        top_dir : location of theses directories
-    return:
-        notebooks : notebooks filename list (without top_dir prefix)
-    '''
-    notebooks = []
-    
-    for d in directories:
-        filenames = glob.glob( f'{top_dir}/{d}/*.ipynb')
-        filenames.sort()
-        notebooks.extend(filenames)
-
-    notebooks = [ x.replace(f'{top_dir}/','') for x in notebooks]
-    return notebooks
-
-
-def get_infos(filename, top_dir='..'):
-    '''
-    Extract informations from a fidle notebook.
-    Informations are dirname, basename, id, title, description and are extracted from comments tags in markdown.
-    args:
-        filename : Notebook filename
-    return:
-        dict : with infos.
-    '''
-
-    about={}
-    about['id']          = '??'
-    about['dirname']     = os.path.dirname(filename)
-    about['basename']    = os.path.basename(filename)
-    about['title']       = '??'
-    about['description'] = '??'
-    
-    # ---- Read notebook
-    #
-    notebook = nbformat.read(f'{top_dir}/{filename}', nbformat.NO_CONVERT)
-    
-    # ---- Get id, title and desc tags
-    #
-    for cell in notebook.cells:
-
-        if cell['cell_type'] == 'markdown':
-
-            find = re.findall(r'<\!-- TITLE -->\s*\[(.*)\]\s*-\s*(.*)\n',cell.source)
-            if find:
-                about['id']    = find[0][0]
-                about['title'] = find[0][1]
-
-            find = re.findall(r'<\!-- DESC -->\s*(.*)\n',cell.source)
-            if find:
-                about['description']  = find[0]
-
-    return about
-                
-
-def get_catalog(notebooks_list, top_dir='..'):
-    '''
-    Return an OrderedDict of notebooks attributes.
-    Keys are notebooks id.
-    args:
-        notebooks_list : list of notebooks filenames
-        top_dir : Location of theses notebooks
-    return:
-        OrderedDict : {<notebook id> : { description} }
-    '''
-    
-    catalog = OrderedDict()
-
-    for nb in notebooks_list:
-        about = get_infos(nb, top_dir='..')
-        id=about['id']
-        catalog[id] = about
-
-    return catalog
-        
-
-def tag(tag, text, document):
-    debut  = f'<!-- {tag}_BEGIN -->'
-    fin    = f'<!-- {tag}_END -->'
-
-    output = re.sub(f'{debut}.*{fin}',f'{debut}\n{text}\n{fin}',document, flags=re.DOTALL)
-    return output
\ No newline at end of file
diff --git a/fidle/config.py b/fidle/config.py
index 6f1ac38..ebccb97 100644
--- a/fidle/config.py
+++ b/fidle/config.py
@@ -25,10 +25,15 @@ DEFAULT_NOTEBOOK_NAME = "Fidle notebook"
 FIDLE_MPLSTYLE = '../fidle/mplstyles/custom.mplstyle'
 FIDLE_CSSFILE  = '../fidle/css/custom.css'
 
-# ---- Done file, to keep track of finished notebooks --------------
+# ---- Catalog file, a json description of all notebooks
 #
-FINISHED_FILE  = '../fidle/log/finished_file.json'
+CATALOG_FILE   = '../fidle/log/catalog.json'
 
-# ---- Catalog file, a json description of all notebooks
+# ---- CI Done files, to keep track of finished notebooks -----------
+# Used for continous integration
+#
+FINISHED_FILE  = '../fidle/log/finished.json'
+
+# ---- CI Report
 #
-CATALOG_FILE   = '../fidle/log/catalog_nb.json'
\ No newline at end of file
+CI_REPORT      = '../fidle/log/ci_report.html'
diff --git a/fidle/cooker.py b/fidle/cooker.py
new file mode 100644
index 0000000..67a5b60
--- /dev/null
+++ b/fidle/cooker.py
@@ -0,0 +1,228 @@
+
+# -----------------------------------------------------------------------------
+#       ____      _        _               ____        _ _     _
+#      / ___|__ _| |_ __ _| | ___   __ _  | __ ) _   _(_) | __| | ___ _ __
+#     | |   / _` | __/ _` | |/ _ \ / _` | |  _ \| | | | | |/ _` |/ _ \ '__|
+#     | |__| (_| | || (_| | | (_) | (_| | | |_) | |_| | | | (_| |  __/ |
+#      \____\__,_|\__\__,_|_|\___/ \__, | |____/ \__,_|_|_|\__,_|\___|_|
+#                                  |___/                 Module catalog_builder
+# -----------------------------------------------------------------------------
+#
+# A simple module to build the notebook catalog and update the README.
+
+import nbformat
+from nbconvert.preprocessors import ExecutePreprocessor
+import pandas as pd
+from IPython.display import display, Markdown, HTML
+
+import re
+import sys, os, glob
+import json
+from datetime import datetime
+from collections import OrderedDict
+
+sys.path.append('..')
+import fidle.config as config
+
+# -----------------------------------------------------------------------------
+# To built README.md / README.ipynb
+# -----------------------------------------------------------------------------
+#    get_notebooks  :  Get le notebooks lists
+#    get_infos      :  Get infos about a notebooks
+#    get_catalog    :  Get a catalog of all notebooks
+# -----------------------------------------------------------------------------
+
+def get_notebooks(directories, top_dir='..'):
+    '''
+    Return a list of notebooks from a given list of directories
+    args:
+        directories : list of directories
+        top_dir : location of theses directories
+    return:
+        notebooks : notebooks filename list (without top_dir prefix)
+    '''
+    notebooks = []
+    
+    for d in directories:
+        filenames = glob.glob( f'{top_dir}/{d}/*.ipynb')
+        filenames.sort()
+        notebooks.extend(filenames)
+
+    notebooks = [ x.replace(f'{top_dir}/','') for x in notebooks]
+    return notebooks
+
+
+def get_infos(filename, top_dir='..'):
+    '''
+    Extract informations from a fidle notebook.
+    Informations are dirname, basename, id, title, description and are extracted from comments tags in markdown.
+    args:
+        filename : Notebook filename
+    return:
+        dict : with infos.
+    '''
+
+    about={}
+    about['id']          = '??'
+    about['dirname']     = os.path.dirname(filename)
+    about['basename']    = os.path.basename(filename)
+    about['title']       = '??'
+    about['description'] = '??'
+    
+    # ---- Read notebook
+    #
+    notebook = nbformat.read(f'{top_dir}/{filename}', nbformat.NO_CONVERT)
+    
+    # ---- Get id, title and desc tags
+    #
+    for cell in notebook.cells:
+
+        if cell['cell_type'] == 'markdown':
+
+            find = re.findall(r'<\!-- TITLE -->\s*\[(.*)\]\s*-\s*(.*)\n',cell.source)
+            if find:
+                about['id']    = find[0][0]
+                about['title'] = find[0][1]
+
+            find = re.findall(r'<\!-- DESC -->\s*(.*)\n',cell.source)
+            if find:
+                about['description']  = find[0]
+
+    return about
+                
+
+def get_catalog(notebooks_list, top_dir='..'):
+    '''
+    Return an OrderedDict of notebooks attributes.
+    Keys are notebooks id.
+    args:
+        notebooks_list : list of notebooks filenames
+        top_dir : Location of theses notebooks
+    return:
+        OrderedDict : {<notebook id> : { description} }
+    '''
+    
+    catalog = OrderedDict()
+
+    for nb in notebooks_list:
+        about = get_infos(nb, top_dir='..')
+        id=about['id']
+        catalog[id] = about
+
+    return catalog
+        
+
+def tag(tag, text, document):
+    debut  = f'<!-- {tag}_BEGIN -->'
+    fin    = f'<!-- {tag}_END -->'
+
+    output = re.sub(f'{debut}.*{fin}',f'{debut}\n{text}\n{fin}',document, flags=re.DOTALL)
+    return output
+
+
+# -----------------------------------------------------------------------------
+# To built : CI Report
+# -----------------------------------------------------------------------------
+#    get_ci_report  :  Get report of finished files
+# -----------------------------------------------------------------------------
+
+
+def get_ci_report():
+
+    # ---- Load catalog (notebooks descriptions)
+    #
+    with open(config.CATALOG_FILE) as fp:
+        catalog = json.load(fp)
+
+    # ---- Load finished file
+    #
+    with open(config.FINISHED_FILE) as infile:
+        dict_finished = json.load( infile )
+
+    if dict_finished == {}:
+        df=pd.DataFrame({}, columns=['id','name','start','end','duration'])
+    else:
+        df=pd.DataFrame(dict_finished).transpose()
+        df.reset_index(inplace=True)
+        df.rename(columns = {'index':'id'}, inplace=True)
+
+    # ---- Add usefull html columns 
+    #
+    df['name']=''
+
+    for index, row in df.iterrows():
+        id = row['id']
+        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>'
+
+    columns=['id','name','start','end','duration']
+    df=df[columns]
+
+    # ---- Add styles to be nice
+    #
+    styles = [
+        dict(selector="td", props=[("font-size", "110%"), ("text-align", "left")]),
+        dict(selector="th", props=[("font-size", "110%"), ("text-align", "left")])
+    ]
+    def still_pending(v):
+        return 'background-color: OrangeRed; color:white' if v == 'Unfinished...' else ''
+
+    columns=['id','name','start','end','duration']
+
+    output = df[columns].style.set_table_styles(styles).hide_index().applymap(still_pending)
+
+    # ---- Get mail report 
+    #
+    html = _get_html_report(output)
+    
+    return df, output, html
+
+
+
+def _get_html_report(output):
+    with open('./img/00-Fidle-logo-01-80px.svg','r') as fp:
+        logo = fp.read()
+
+    now    = datetime.now().strftime("%A %-d %B %Y, %H:%M:%S")
+    html = f"""\
+    <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> {now}</div>
+            <div class="result">   
+                {output.render()}
+            </div>
+
+            {logo}
+
+            </body>
+    </html>
+    """
+    return html
\ No newline at end of file
diff --git a/fidle/img/00-Fidle-logo-01-80px.svg b/fidle/img/00-Fidle-logo-01-80px.svg
new file mode 100644
index 0000000..7261086
--- /dev/null
+++ b/fidle/img/00-Fidle-logo-01-80px.svg
@@ -0,0 +1 @@
+<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>
\ No newline at end of file
diff --git a/fidle/log/catalog_nb.json b/fidle/log/catalog.json
similarity index 100%
rename from fidle/log/catalog_nb.json
rename to fidle/log/catalog.json
diff --git a/fidle/log/ci_report.html b/fidle/log/ci_report.html
new file mode 100644
index 0000000..13a6cc9
--- /dev/null
+++ b/fidle/log/ci_report.html
@@ -0,0 +1,72 @@
+    <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> Tuesday 15 December 2020, 15:17:51</div>
+            <div class="result">   
+                <style  type="text/css" >
+    #T_51134338_3ee0_11eb_ab9c_bf552d03deff td {
+          font-size: 110%;
+          text-align: left;
+    }    #T_51134338_3ee0_11eb_ab9c_bf552d03deff th {
+          font-size: 110%;
+          text-align: left;
+    }</style><table id="T_51134338_3ee0_11eb_ab9c_bf552d03deff" ><thead>    <tr>        <th class="col_heading level0 col0" >id</th>        <th class="col_heading level0 col1" >name</th>        <th class="col_heading level0 col2" >start</th>        <th class="col_heading level0 col3" >end</th>        <th class="col_heading level0 col4" >duration</th>    </tr></thead><tbody>
+                <tr>
+                                <td id="T_51134338_3ee0_11eb_ab9c_bf552d03deffrow0_col0" class="data row0 col0" ><a href="../LinearReg/01-Linear-Regression.ipynb">LINR1</a></td>
+                        <td id="T_51134338_3ee0_11eb_ab9c_bf552d03deffrow0_col1" class="data row0 col1" ><a href="../LinearReg/01-Linear-Regression.ipynb"><b>01-Linear-Regression.ipynb</b></a></td>
+                        <td id="T_51134338_3ee0_11eb_ab9c_bf552d03deffrow0_col2" class="data row0 col2" >Tuesday 15 December 2020, 14:04:04</td>
+                        <td id="T_51134338_3ee0_11eb_ab9c_bf552d03deffrow0_col3" class="data row0 col3" >Tuesday 15 December 2020, 14:04:04</td>
+                        <td id="T_51134338_3ee0_11eb_ab9c_bf552d03deffrow0_col4" class="data row0 col4" >00:00:00 295ms</td>
+            </tr>
+            <tr>
+                                <td id="T_51134338_3ee0_11eb_ab9c_bf552d03deffrow1_col0" class="data row1 col0" ><a href="../LinearReg/02-Gradient-descent.ipynb">GRAD1</a></td>
+                        <td id="T_51134338_3ee0_11eb_ab9c_bf552d03deffrow1_col1" class="data row1 col1" ><a href="../LinearReg/02-Gradient-descent.ipynb"><b>02-Gradient-descent.ipynb</b></a></td>
+                        <td id="T_51134338_3ee0_11eb_ab9c_bf552d03deffrow1_col2" class="data row1 col2" >Tuesday 15 December 2020, 15:05:11</td>
+                        <td id="T_51134338_3ee0_11eb_ab9c_bf552d03deffrow1_col3" class="data row1 col3" >Tuesday 15 December 2020, 15:05:14</td>
+                        <td id="T_51134338_3ee0_11eb_ab9c_bf552d03deffrow1_col4" class="data row1 col4" >00:00:03 120ms</td>
+            </tr>
+            <tr>
+                                <td id="T_51134338_3ee0_11eb_ab9c_bf552d03deffrow2_col0" class="data row2 col0" ><a href="../LinearReg/03-Polynomial-Regression.ipynb">POLR1</a></td>
+                        <td id="T_51134338_3ee0_11eb_ab9c_bf552d03deffrow2_col1" class="data row2 col1" ><a href="../LinearReg/03-Polynomial-Regression.ipynb"><b>03-Polynomial-Regression.ipynb</b></a></td>
+                        <td id="T_51134338_3ee0_11eb_ab9c_bf552d03deffrow2_col2" class="data row2 col2" >Tuesday 15 December 2020, 15:05:27</td>
+                        <td id="T_51134338_3ee0_11eb_ab9c_bf552d03deffrow2_col3" class="data row2 col3" >Tuesday 15 December 2020, 15:05:28</td>
+                        <td id="T_51134338_3ee0_11eb_ab9c_bf552d03deffrow2_col4" class="data row2 col4" >00:00:01 686ms</td>
+            </tr>
+            <tr>
+                                <td id="T_51134338_3ee0_11eb_ab9c_bf552d03deffrow3_col0" class="data row3 col0" ><a href="../LinearReg/04-Logistic-Regression.ipynb">LOGR1</a></td>
+                        <td id="T_51134338_3ee0_11eb_ab9c_bf552d03deffrow3_col1" class="data row3 col1" ><a href="../LinearReg/04-Logistic-Regression.ipynb"><b>04-Logistic-Regression.ipynb</b></a></td>
+                        <td id="T_51134338_3ee0_11eb_ab9c_bf552d03deffrow3_col2" class="data row3 col2" >Tuesday 15 December 2020, 15:05:42</td>
+                        <td id="T_51134338_3ee0_11eb_ab9c_bf552d03deffrow3_col3" class="data row3 col3" >Tuesday 15 December 2020, 15:06:44</td>
+                        <td id="T_51134338_3ee0_11eb_ab9c_bf552d03deffrow3_col4" class="data row3 col4" >00:01:02 112ms</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.json b/fidle/log/finished.json
new file mode 100644
index 0000000..02dfb3b
--- /dev/null
+++ b/fidle/log/finished.json
@@ -0,0 +1,26 @@
+{
+    "LINR1": {
+        "path": "/home/pjluc/dev/fidle/LinearReg",
+        "start": "Tuesday 15 December 2020, 14:04:04",
+        "end": "Tuesday 15 December 2020, 14:04:04",
+        "duration": "00:00:00 295ms"
+    },
+    "GRAD1": {
+        "path": "/home/pjluc/dev/fidle/LinearReg",
+        "start": "Tuesday 15 December 2020, 15:05:11",
+        "end": "Tuesday 15 December 2020, 15:05:14",
+        "duration": "00:00:03 120ms"
+    },
+    "POLR1": {
+        "path": "/home/pjluc/dev/fidle/LinearReg",
+        "start": "Tuesday 15 December 2020, 15:05:27",
+        "end": "Tuesday 15 December 2020, 15:05:28",
+        "duration": "00:00:01 686ms"
+    },
+    "LOGR1": {
+        "path": "/home/pjluc/dev/fidle/LinearReg",
+        "start": "Tuesday 15 December 2020, 15:05:42",
+        "end": "Tuesday 15 December 2020, 15:06:44",
+        "duration": "00:01:02 112ms"
+    }
+}
\ No newline at end of file
diff --git a/fidle/log/finished_file.json b/fidle/log/finished_file.json
deleted file mode 100644
index d98683b..0000000
--- a/fidle/log/finished_file.json
+++ /dev/null
@@ -1,8 +0,0 @@
-{
-    "LINR1": {
-        "path": "/home/pjluc/dev/fidle/LinearReg",
-        "start": "Monday 14 December 2020, 21:55:06",
-        "end": "",
-        "duration": "Pending..."
-    }
-}
\ No newline at end of file
diff --git a/fidle/pwk.py b/fidle/pwk.py
index 2c3fbc1..de87830 100644
--- a/fidle/pwk.py
+++ b/fidle/pwk.py
@@ -612,7 +612,7 @@ def reset_finished_file():
     
     
 def update_finished_file(start=False, end=False):
-    
+      
     # ---- No writable finished file ?
     if check_finished_file() is False : return
     
@@ -626,7 +626,7 @@ def update_finished_file(start=False, end=False):
         data[notebook_id]['path']     = os.getcwd()
         data[notebook_id]['start']    = _start_time.strftime("%A %-d %B %Y, %H:%M:%S")
         data[notebook_id]['end']      = ''
-        data[notebook_id]['duration'] = 'Pending...'
+        data[notebook_id]['duration'] = 'Unfinished...'
 
     # ---- Update as an end
     if end is True:
-- 
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