From 56789f98cb937a65440c51901bea2a1f56f9b1d3 Mon Sep 17 00:00:00 2001
From: Jean-Luc Parouty <Jean-Luc.Parouty@grenoble-inp.fr>
Date: Sat, 22 Feb 2020 18:17:29 +0100
Subject: [PATCH] Add README.ipynb

Former-commit-id: c9ab98c5a5852b739785a1fbce44598164588385
---
 LinearReg/01-Linear-Regression.ipynb     |  20 +--
 LinearReg/02-Gradient-descent.ipynb      |  62 ++++----
 LinearReg/03-Polynomial-Regression.ipynb |  62 ++++----
 LinearReg/04-Logistic-Regression.ipynb   |  78 +++++-----
 Prerequisites/Numpy.ipynb                | 189 ++++++++++++-----------
 README.ipynb                             | 108 +++++++++++++
 6 files changed, 314 insertions(+), 205 deletions(-)
 create mode 100644 README.ipynb

diff --git a/LinearReg/01-Linear-Regression.ipynb b/LinearReg/01-Linear-Regression.ipynb
index 1c3d162..7d45444 100644
--- a/LinearReg/01-Linear-Regression.ipynb
+++ b/LinearReg/01-Linear-Regression.ipynb
@@ -72,8 +72,8 @@
      "text": [
       "\n",
       "FIDLE 2020 - Practical Work Module\n",
-      "Version              : 0.2.9\n",
-      "Run time             : Tuesday 18 February 2020, 16:02:39\n",
+      "Version              : 0.4.0\n",
+      "Run time             : Saturday 22 February 2020, 15:41:32\n",
       "TensorFlow version   : 2.0.0\n",
       "Keras version        : 2.2.4-tf\n"
      ]
@@ -101,7 +101,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -141,12 +141,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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DhCbo2sWrzQtGR8eeJEtLyeraWt7ypx/MXa97R1547B5v/PTWRhvXXa97R/7zW096TTRMm6+9XTROj/CBJE+vtV4SdGutby+lfE6SX07y1GkNDpqkaxv3N6Hv+nKNjv2t7/pgfv/eM/nYQ2tJ9NuBHtRma/O1dzttX0Q+ThC+qdb63p0+WWs9l+QbSinPm3hU0EBdu3gl7V4wujH202fO5+J6CN7gcBwWbZHhwIFRzdfma++oLiwi33cQ3i0Eb/m6n7/s0UDDdeXi1SUbLSsXRt7429yyQvstOhx4TTAvXZh9GGvXCICm0W9H0yx6hxmvCealC4vIx9pHuJSylOTpSb4yyTVJrtzmywa11i+dwtigtdreM9UmXWxZod0W3ZrgNcG8dGH2Yd9BuJRyZZI3ZbhDxFKSQTaf0jEYeRx6a9HTon2kZYUmaUI48JpgHrqwiHycivALkjw5yYuT/LsMt0v7kSQvzzAc/5sMD9j4tqmOEFqmCz1TwOXrQjiA/ejC7MM4QfibkvxRrfWHk2Tj7Ixa65kkv1pK+d8Z7jX8z5P89JTHCa2x6GlRYLG6EA5gv9o++zDOYrnrkrxt5ONBkoMbH9Ra70/ym0m+fSojg5bq2sEbwPgWfSQ8sD/jBOGLSS6MfPzXST51y9f8RZJrJx0UtJkV2wDQDuO0Rnwgw50iNpxM8kVbvuamJB+ZdFDQZqZFAaAdxgnCb0vyZSMfvyHJj5VSfinJ6zJcMPdlSX5laqODlmp7zxQA9ME4rRG/kuTPSimfuf7xzyY5keQ7kvxGkh9IcjrJD05zgADzsLo2yPGTKzl29305fnIlq2t2ggTouqXB4PIv9qWUK5I8NcnRJO9N8sZa69/u4/sGSVJrveznBpgWez8DdN62F/OxTpbbqtb6UJJfn+RnACzadns/v/sDH809963ktn90ZMGjA2BWxmmNAOik7fZ+/thDa3nZb79bi8QcaEsBFmWiijBAF1x35KocvOJAPvbQ2qbHP/zXD050IuDq2iAnTp3N6TPnc90Ru4dsR1sKW3ndME+CMNB7Nx+9Op/896/MmXN/t+nxi6trl30ioIC3P44kZ5TXDfOmNaKFTCPCZLa+hpLkuV/+uBxc3nxJPDTBiYCjAW+QzQGPh+12JDmz1cT3Eq8b5k1FuGXcLcNkdnoNvfiZX5jHf/qjLnn8ck8E3C3gqXQ+bONI8gsjf1eOJJ+9pr6XeN0wb4Jwy5hGhMns9Br6o/s/NNUTAQW8/dk4knxaNyDsT1PfS7xumLd9t0aUUlyVGsA0Ikxmt9fQxomAd9x+fW694fBElbGNgHfo4HKWMmyzEPAutXEk+Z1PuynPftINufNpNy28KtkHTX0v8bph3sapCL+/lPKGJC+rtf7OrAbE7twtw2Tm9RraCHjTqjB3mSPJ56+p7yVeN8zbOEH4ZJJvSvL0UsrpJC9L8spa64dnMjK2ZRoRJjPP15CANx7bZs1Pk99LvG6Yp7GOWC6l3JbkORkG4k9I8mCS12VYJb57jJ/jiOUJbLxZuFveP2+wjPIaap6mLt7qMq8DembbX+6xgvCGUso/SPLsDEPx45MMMqwY//skr6q1fnSP7xeEmRtvsNB8x0+u5K7XvWPTVP2hg8u582k3qQx2lAIFc7btL9dl7RpRa/2rJC9N8tL1KvF3J/nmJD+T5K5Syn9J8vO11j+4zMHC1DR1dTTT5U213Wyb1S8KFDTFNLZP+3CSjya5kGG7xCMyrBZ/WynljUm+s9b6kSk8D1wWb7Dd5021/Zq6eIvZUKCgKS4rCJdSDib5xiTPTfLFGZabTyZ5cZJXJvncJP8yydcl+YUkz5zCWOGyeIPtPm+q7dfkxVtMnwIFTTFWEC6lHM2wL/jbkzw6yWqSNySptdb/OfKlb0nyllLKryX5qqmMFC5TV95gTf3vzJtq+9k2q18UKGiKfQfhUsqbkzw5w+rvBzOs/r681vrBXb7tD5N8w0QjhAl14Q22yVP/TQjo3lS7wbZZ/dGVAgXtN05F+ClJfjdJTfKGWuvqHl+fJG/MMDTDQrX9DbapU/9NCejeVKFdulCgoBvGCcKPrbX+2Tg/vNb6p0n+dLwhAVs1deq/KQHdmypN1YQZk6Zqe4GCbth3EB43BAPT09Sp/yYFdG+qNE1TZkyAnR1Y9ACAvW1M/R86uJylDA8aaMLU/0ZAH9WEgA5NMDpjMsjmGROgGaaxjzBzZqqtf5o69a83F3bWpBkTYHuC8IKsrg1yz8mV/N57/m8GSb74cZ+WW64/vGewMdXWX02c+m9qQIcmaGpLE/AwQXgBVtcGufPVx/Mn7/tIBoPhY2991wfzhH/46Ny1R6BtyuIk2NDEgA5NYMYEmk8QXoATp87m3R849/EQnCRrg+Q9H/jonoHWVBtAO0w6Y6INDmZPEF6A02fO5+Lq2iWPf+yhtT0Drak2gPa43BkTbXAwH3aNmJHVtUGOn1zJsbvvy/GTK1lde7j8e92Rq3Jw+dK/+kdccWDPQNvU3QNgHLu9PgA7TsC8qAjPwF538jcfvTqPe8wjN/UIH1hKHvuYR+0ZaC1Oou1UumBv2uBgPgThGdhrQdvygaXc9a23fnzXiCS5fZ+7RiQWJ9FuFnzC3rTBwXwIwjOwnzv55QNLue3GI7ntxiOLGCIsjEoX7M2OEzAfgvAMuJOHnXl9wN6m2QZn9wnYmSA8A+7kYWdeH7A/02iD05MPuxOEZ8CCNtiZ1wfMj5582J0gPCOjd/KmpWAzCz5hPvTkw+4E4Rnbz7SUoAzALOjJh90JwjO217SU/i0AZkVPPuxOEJ7QXtXcvaal9G81kyo90AV68mF3gvAE9lPN3WtaSv9W86jS0zVu7PpNTz7sTBCewH6quXtNS+nfah5VerrEjV07uFmBxRCEJ7DfE+R2m5bSv9U8qvR0iRu75nOzAosjCE9gv9Xc3aal9G81jyp9u6ik7c6NXfO5WYHFEYQnMK1qrv6tZlGlbw+VtL25sWs+Nyvd4Ka8nQThCajmdpN/1/ZQSdubG7vmc7PSfm7K20sQntC0q7nuKJtBlb4dVNL25sau+dystJ+b8vYShBvEHSWMRyVtf9zYNZublfZzU95eBxY9AB42ekc5yOY7SuBSG5W0QweXs5TkkEoaLbVxs3LH7dfn1hsOC8Ets3FTPspNeTuoCDeIO0oYj0oa0ATaW9pLEG4Q07wwPtP+wKK5KW8vQbhB3FECQDu5KW8nQbhB3FF2k51AAKCZBOGGcUfZLXYCAYDmsmsEzJCdQADYyeraIMdPruTY3ffl+MmVrK4NFj2k3lERhhmyEwgA2zFj2AwqwjBD9pYEYDtmDJtBEIYZcuADANvZbcaQ+dEaATNkJxAAtuPsgGYQhGHG7AQCwFbODmgGQZhL2PcWAGbLjGEzCMJsYhUrAMyHGcPFs1iOTaxiBQD6QhBmE6tYAYC+EITZxL63AEBfCMJsYt9bgPE4Jhfay2K5BmnCbg1WsQKL1ITr4DgsMIZ2E4QbokkXU6tYm6NtoQAm0aTr4H6NLjBONi8wdg2F5hOEG8LFlK3aGApgEm28Du62wLipYwYepke4IezWwFa2sqNv2ngdtMAY2k0QnoJpLJRwMWWrNoYCmEQbr4MWGEO7aY2Y0LSmr505zlYboeDCSBhueiiASbTxOmiBMbSbIDyhafW0uZiyVRtDAUyirddBC4yhvQThCU1zoUSXLqZ2O5hcW0MBTKJL10Gg+QThCZm+vpTdDqZHKNheW2+02jpugK4ShCdk+vpSbdwCifZo641WW8cN0GWC8IRMX1/KvprMUltvtNo6boAus33aFGxMX99x+/W59YbDvQ7BSTu3QKI92rqtXFvHDdBlgjBTZ19NZqmtN1ptHTdAl2mNYOq0izBLbe3Lb+u4AbpsaTAY/xS0SZVSBklSa537cwOLN+nuCRvf37YbrbaOG6ADtr3YqggDczWN3RPauq1cW8cN0FV6hIG5Gt09YZDNuycAwDwJwsBc2T0BgKYQhIG5snsCAE0hCANzZXs9gO2trg1y/ORKjt19X46fXMnq2vw3NOgbi+WAubK9HsClHMO+GIIwMHd2TwDYzDHsi6E1AgBgwSwkXgxBGABgwSwkXgxBGABgwSwkXgw9wgAAC2Yh8WIIwgAADWAh8fxpjQAAoJcEYQAAeklrBJdtdW2QE6fO5vSZ87nuiF4mAKBdBGEuixNwoDvc1AJ9JQhzWZyAA93gphbos171CK+uDXL85EqO3X1fjp9cyeraYNFDai0n4EA3jN7UDrL5phag63pTEVb1mK6NE3AujIRhJ+BA++x2U2t2B+i63lSEVT2mywk40A2OdQX6rDcVYVWP6XICDnTDxk3t1tkyN7VAH/QmCC9yKr+rK7KdgAPt56YW6LPeBOFFVT30JgNN56YW6KveBOFFVT1sM8a8dHXmAQBmpTdBOFlM1UNvMvNg5gEAxtebXSMWxYps5sGuKAAwPkF4xmwzxjw44AQAxter1ohFsCKbeXDACQCMTxCeAyuymTV7wQLA+ARh6AAzDwAwPkEYOsLMAwCMx2I5AAB6SRAGAKCXBGEAAHpJEAYAoJcEYQAAekkQBgCglwRhAAB6SRAGAKCXBGEAAHpJEAYAoJcEYQAAekkQBgCglwRhAAB6SRAGAKCXBGEAAHrpikUPgOlbXRvkxKmzOX3mfK47clVuPnp1lg8sLXpYAACNIgh3zOraIC88dk/ufeBcHry4misPLufGax6ZlzzrFmEYAGCE1oiOOXHqbO594FwuXFzNIMmFi6u594FzOXHq7KKHBgDQKIJwx5w+cz4PXlzd9NiDF1dz/8r5BY0IAKCZBOGOue7IVbny4PKmx648uJxrD1+1oBEBADSTINwxNx+9Ojde88gcOricpSSH1nuEbz569aKHBgDQKBbLdczygaW85Fm35MSps7l/5XyuPWzXCACA7QjCHbR8YCm33nA4t95weNFDAQBoLK0RAAD0kiAMAEAvaY3YhRPaAAC6SxDegRPaAAC6TWvEDpzQBgDQbYLwDpzQBgDQbYLwDpzQBgDQbYLwDpzQBgDQbRbL7cAJbQAA3SYI78IJbQAA3aU1AgCAXhKEAQDoJUEYAIBeEoQBAOglQRgAgF4ShAEA6CVBGACAXhKEAQDoJUEYAIBeWujJcqWURT49AAD9MKi1Lm19UEUYAIBeWhoMBoseAwAAzJ2KMAAAvSQIAwDQSwtdLAfA/JRSXpnknyb5rFrrexc7GoDFUxEGAKCXBGGA/rgzyWOTPLDogQA0gV0jAADoJT3CABMopbwhyVOTPL/W+tItn3txkn+V5Jdqrd+1j5/15CTPTPLEJI9JcjDJ6ST/NclP1FovjHztZyV5R5K1JDfVWv9i5HOfmOQPktyQ5Cm11reuP/7KbNMjXEr5uiTfl+RxST45yYeT3JfktbXWOsZfB0CraI0AmMx3Jnlfkp8spdy08WAp5UuTvDDJu5M8f58/6wVJviLJO5O8LMkrknwsyY8k+e+llOWNL6y1/nmS70ryqCSvKaWMFjZqkhuT/OhGCN5JKeU5Sf5bhiH4jUl+OsmbknxCku/Y57gBWklFGGACtdaPlFKemeStSV5bSvm8JH8vyauTPJjkm2utf7vPH1eS/HmtdVPP2khl+elJXjvy3L9WSvnFJN+b5MVJ7iylPDvJs5O8Zf2xvTw3w7D9ObXWs1ue91P2OW6AVlIRBphQrfXtSf51kuszrOS+OsmRDNsl3jXGz7l/awhe97Prf37lNp/7/iR/nOQFpZTnZVgN/lCSZ9Va1/b51A8lubjNeP5yn98P0EoqwgDT8RNJnpTkjvWPX1NrfcU4P2C9t/f7knxDhv29n5RkaeRLrtn6PbXWC6WUZ2TYE/zSJIMkT6+1fnCfT3ssw3aId5VSXpthZftttdYPjTN2gDZSEQaYgvVK7utHHvrZnb52O6WUg0l+J8mPJzmUYQvEXUletP6/JLlyh28/meRP1v/73Ul+e7/PW2v9mQwX0L0vw17m1ydZKaX8binlC8b5/wDQNoIwwBSUUq5P8lNJPprhTg6vKKUcGuNHPDXJFyb5T7XWJ9Ran1Nr/aFa649k2G6xmx9McluSv0zy+Az3C963WjQnfcoAAAHoSURBVOuraq23Jnl0kq9O8ktJvjjJb5VSrh7nZwG0iSAMMKFSypUZVnA/Mcm3ZFjJfULGqwofXf/z17f53Jfs8ty3JfnRJH+W5LPX/3xRKeWJYzx3kqTWeq7W+qZa63cneWWGW6ndPu7PAWgLQRhgcj+V5KYk/7bW+ttJfjjJ25I8t5Tyzfv8Ge9d//NJow+WUq7NsP/4EqWURyV5TZLVJN9Sa11J8owMF7+9ppTy6L2etJTyVVu2XtuwUQne744XAK1jsRzABEopX5/keUnuyXCLs9RaV9e3VHtnkv9QSvmDWuv9e/yoNyY5leT7SylPyPCwjM9I8jVJfnP9v7f6j+uPP7/W+s715/7jUsoPJPn5JL+c5Ov2eN5fTXKhlPL7GYbxpQyrwDcn+cMkb97j+wFaS0UY4DKVUj4jwzD6V0meWWt9aONztdb3Z3jYxlVJfrWU8ojdflat9f8leUqSX8mwz/f5Sf5xhnsBf+s2z/3Pknx9kt/YeqJdrfUXMlz09rWllH+xx/+NH0zyv5J8Xob7GH9HhifavSDJk2utl2yrBtAVS4PBdltWAgBAt6kIAwDQS4IwAAC9JAgDANBLgjAAAL0kCAMA0EuCMAAAvSQIAwDQS4IwAAC9JAgDANBLgjAAAL30/wFWSe91RGWEVQAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -189,7 +189,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -201,8 +201,8 @@
       " [2]] \n",
       "\n",
       "theta hat :\n",
-      " [[6.81242007]\n",
-      " [1.56836316]]\n"
+      " [[6.68975287]\n",
+      " [1.6787656 ]]\n"
      ]
     }
    ],
@@ -221,12 +221,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
diff --git a/LinearReg/02-Gradient-descent.ipynb b/LinearReg/02-Gradient-descent.ipynb
index a4ecb58..eea180f 100644
--- a/LinearReg/02-Gradient-descent.ipynb
+++ b/LinearReg/02-Gradient-descent.ipynb
@@ -72,7 +72,7 @@
       "\n",
       "FIDLE 2020 - Regression Cooker\n",
       "Version      : 0.1\n",
-      "Run time     : Saturday 22 February 2020, 12:17:36\n"
+      "Run time     : Saturday 22 February 2020, 15:41:36\n"
      ]
     }
    ],
@@ -113,7 +113,7 @@
     },
     {
      "data": {
-      "image/png": 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+5tG9iEUkoQD1EjX2E2EW2VyCtP54Fa1BRoQLaeEpd78+QRAEQRQaEuRFRCsC11JyxkvOzeK4MhZBW2MNzo0kXIkzVQz/6VsX8ZNL08LPfObRPTjQUod3L0+j/8pMzjaj0tqwNe8FcFqBeLJv1PQbCjceqRlVlL45MGEauGykFcQiEj53dL/l77uNGvuJMItmOPKx/mgF+J6mGpwenMTVAEWrF4FfyLSB5e7XJwiCIIhCQ4K8iBhFYFtjDRQOfO9HQ7i7tI6UrKAqFkFHa61ncRaRGD55qBXvCcR2LCLhQEsdHjmwA9dmFpESFCDq7WwJNFopmg2oiEjYMETwGQOOdrYA0EdSRbMIbhYteokae40wu5nhcCtijVHjaESCrChQU9DnK1q9RqULuUi0nHKEEwRBEEQpIEFeZEQi8NGOHbpIrcI5Xnrzoi6ieOnGHF7tG8GzTxywFM7d7U3o3FWPD67fzQk7xoCuXfesGCLhVRWLoL052OwcIktIx846cEXB8K0FpORMtLtrVx16sm1hjKRqqQpBGjvjMcWiElKyAm3g362INR6rXTpHP6LVa1S6kGkDKSMMQRAEQdhDgjwEGEX6yb5RU0QxrXC89t41DE0lLaOcEYnhxc/3YGA0gTNDcQCZ6HPPgR25zx/e24iW+i2YurOMtMJRqclSkg8ie4TIEgLA0iZiteh1T1MN/uUnD+QWb5YK0wxHUw1OD0zg6vSCZxHrZoFvPqLVa1S6kGkDyy1HOEEQBEEUm7IW5IwxCcC/AXACQBuA2wBeA/DvOecrJdy1vLCyRqQVjqGbSXzzrYt48lCrUDBFJIbHOprRs39HTiBL2ZSCAPC1U+cRT64irXBEJYbWhq144fiRvISXnT1CZAmxsolYHffNuys4PTABAJhIFDebiRHj4EltZ68i1upYIxKDbDFQ8uIJ9xOVLlTaQDuxb/TRg5X+HBMEQRBEsSlrQQ7gzwE8D+BNAP8ZQGf23x9njP0Tzrk45UjIMAqtw3sbcXBnHS7dmENa0S+E3Egr+PGlaZy9mvBchfLYkTadjSGtcMSTq7gwfjsvERbUoj01kjqUzVOukpIV/PzGHIZvzSOVDqaQUVD4FbGiBb4MmXMnGih59YSHLSotaifjmgG1DThHqM4xQRAEQRSashXkjLFDAP41gDc455/RvD4B4FsAfhPAX5do92xxk13jheNHcKp/FK+9d80kygF/VSjrh+IFWVwX1KI9NZL6zbcu4seGbDGcIyfSN0OWDm3U2Jj5RjRQ8jroKYfKlcZj4pqMQ5vhHBMEQRCEW8pWkAM4jkxA7b8YXv8egG8AeBYhFOSywvGVV89h6OY8UrKCiMTAOTdl17gwfhvPPnEAQ1NJy4WOXqtQMqAgi+uCXLQXkRiePNSKs1cTgWQzKTV2NhM1aizKfGM8Pj+DnrBVrjS2xWh8wdZHXy7nmCAIgiDypZwFeTcABcB57Yuc8zXG2MXs+6FjYCSBn9+Yy2XmkAXRb60Q0UZRzwzP6LJxRCMSbtxZxrmRhE7oWQnko50tmFted21jEFlpLozfNolLo/0iKjG01G/B4b2NvtrIaLcwpgRUj0cr+MNYCdKtzcTNgKbcM5WI2qKlfgsqolKu6JORUh1fGK8lgiAIYnNTzoK8FcAdzvm64L1bAB5jjFVwzjeMbzLGvgTgS1/+8pcLvY8mzgzH4VQfRxUiWmFwtLMFd5fXcVXjt5UVBe9cmsb7Bj+5KD1f3dYKAMALx4/gwvhtRxuDSEBFIwyptIL1tIKoxLD7wWp86wu9qIhKeOH4ETz/Sn8ue8v03Aq+duq8Lw+wKF+71tZTEZXQUr8FI9MLuDo9DwB4/2oC8eSq67zthRJd2u2mFQXDN5O6aqUiG4ad31vd3mh8AS31W0zHWC6ZSkSWm3hyFa0NWxFPrlp6yIt9fFRVlCAIgigF5SzItwAQiXEAWNN8xiTIOeffBfDd5557zrl0ZMA4/aDEgI6ddTi8t9EkDDpaa/GHn3oYZ4biOs+xUeipgnZgNIGXf5gpOjQz/yFeOn1Rl/3EDpGAQure+2mFY2J2Cc+/0o/vfPEoLozfzmVvATKl7vPxAJuymRzIZDMZm1lA//AM4slVnDwzKvyuk/+4UKJrI63oBiVRiZn8/yIbhpXfG4BuPyuiElobtqK3swXtZRa5FVlu1lIyHjvYjAMttbmBFxgwObuEvTsyMzLFjlRTVVGCIAiiFJSzIF8FYBU+q9J8JlQ80dWCdy9PQ+BUAQBEJAnPdLfhwvhtkzC4Or0AiTHs2l7t6DmOSAwSY5hf2cjZXLyICzd5sgFg6s5yTjTZeZzzjUirAh0AXj87busvN/62kUKILlnheP6VfkzMLuVeEy3GjUgMKVmBrHDd8Yv83udGErr9XE8riCdX0d68zXf1zlJZMfY1bxPaU85emcHnj+7XHc9jHc2mwU1lVELnrvqCR6qpqihBEARRCspZkE8D6GKMVQpsKzuRsbOYouOlpmf/DvzCR7Zj2JDaTyUlKzgzHMfc8rpJdKrCwK2fOB9x4aZMPJARnU77pEakVfuG0e7iBbcDBTv/cSFE1+DYLKbuLAvfizBAzmrztMLxxrkJ2wJPhdjPUlsxutub0NqwVTdgAYB4ctU0EBINbtbTGftPoSPV5e7VJwiCIMoTb2ooXAwis/9HtC8yxqoAPAzgp6XYKSfUapp/9JnD+OWPtpoEKWNA/5UZXJy8a/quKgxUz3FVLAIG67LyqrgQbcMJ0W9UGbYFAJVRyXGfBsdmdV5qrd1FtKjVDtExGbFqD7ttaNtFVjjOjSRwsm8U50YSrvYx4xk3fy4qMfR2tiCqEb3aiLwd+Zw/IwMjCVyeSmItJYN72IegiEgMjx9sNr2+npLx7uVpXVtbDW7W0wrGE4uOv+Xn/Km4vbcIgiAIIkjKOUL+NwC+CuD3AJzRvP5FZLzjJ0uxU25Q7Qnd7U2YWx4wZRMRRc61wsBtjmmvxWGMlgbjAtBfbHsQv/+X75lsBE77dG1mUZhJQ7W7+CkeZEwFWRFh2Lm92pW/2mkRpZ9I8r7mbagUWDJ2P1iN3Q9Wm0Shm0h3UMV9ZIXj5beHdBl6gIwoL6YVY39LLaoM0WfGgDPDM0jL9wo+ffShBsvBjdNgJN+ZALf3FmViIQiCIIKkbAU55/wDxth3APwuY+wNAP8D9yp1vosQ5iA3Yuz8b9xZxjuGgjgA8HDbdnyqZ4+w07fL2OKlOIydkNEKtu988ajl9qzyXu9r3iZc4KjaXfwUD8os8FyErGRyubc317oWRXbtYvRtu/WXd7c3oXNXvdCWc2H8ti8bRFDFfQbHZjG3bF7/HItIRbViiLL/pGTFtMaha3e9SbgDmcGN02AkiPUBTvnbS23/IQiCIDYfZSvIs/wegEkAXwLwqwDuAPg2gH/PORcnNw4Z2s7/3EgC7xsK4lTFIvhUzx7LkuNOgsBtcRi3Qka7PWPFUTBgIrFkihh2tzdh94PVJv9wVR7Fg7THpO7H9/vHXEcrrdrFyrc9NrOYe1/0G3biOZ9IdxDFfUSFhwBge01lUa0YxjaaurNsqsi6npIRkZgpr706uHE6r8VYlEmZWAiCIIigKWtBzjmXAfzn7H9lz+G9jWip36KzhIiEmxtB4DSl7qZqop2Q0Q4KrHJIqwOEiMTwrS/06rJm2HlzvdgBjJVPYxEJXbvq8OKzj/iKVlot6usfjuP1s9dMAyAApn01tlepbRCiY6qISjjxdFfRI7rGAaixImtlLIL25loc792PgZFEJm8/MtmJ3OxrMRZlUiaWDGTbIQiCCI6yFuSbCVnh+Nqp87lc3lGJobVhK144fsTUyblJMWgXQbeqmuhFyBgHBZzfy7EuGiBURCVbu4u2AM57V2YwPbeCjbTiaAcwVj5NyQp+fmMOAyMJPCZYROiEKJrdUr8F03MrpgI/A6MJvHV+0radncS6SiFtEFYR+p79xRePxlmVjp11uYJPxpmDtwbvta2x+JUVQfnu7XAr+jezYCXbDkEQRLCQIA8JRoGbVjjiyVVcGL8t9GTbCQKnCLro/em5lVzVRDdCxin9oFUBHJH9whht1+JkBxBVPuU887qdILcTS8e629BQHQcAHO1qwbWZRZzs0xchWk/JODMUt2zn7vYmfCWb6nEjraAiuwD2RQvB4tYG4UfkuYnQF0M8ikScWuxKLQaUr5c/KN+9HW5Ev6xwT+ffC2EQ+mTbIQiCCBYS5CHByzS4kyCwqor45sAEAAjtKRtpBb2dzWhvrnUlZPY01SAiWKipUhmLoK2xBudGEibhYBQUCudCMe7UDoBz5VMRVtG9F44fwddOnde9Pre8jmNH2kwDoFhUwsTsknAA8e7laaRljg+u380VgNpIK/jg+l0MjCbwWId5oODm/OcTlbTzohcr2ikScWqxq88+3q5bB+DVQuX2WIPAjegfGE14Ov9u8XuughbxZNshCIIIFhLkIUBWONLZbCFagWtlGVEFwcBoAmeGspHczpbc+1ZFfS5O3sWVW/OW9pT25lpXQkZWON48PyEU4yy7rY7WWpwenDTZEUSit25rhW203c46I6p8KrFMZFvdV6MQsYruneofFb5+jEM3AGIsY40xLlJV6b8ygwsTd0zVWBUOnBmKCwWZGxtEoaKSxYp2Wi+YXcCbAxMmm5CxsmeYCvQ4if6+obin8+8WP+eqEFVPqYASQRBEsJAgLzHaiJdOjGcXdB7e2yiMMgPQ+ZfPajy2Vrm6AX/2FCOZQj/zptejEsMTXS148lArFM7x0psXXYneu0vriEUlx/zrIj6xrwlbKqNYXkvnXttSGcUn9lnnFP/oQw1CYTg0lRS+Pnl7KRcRfffyNM4Mz5hyemvZSCtIy96KxLqxQRQqKuk2Op9vhNVKxMkKN10T8eRqXtdoqSmUgcTrNVCoqqfF8OqHhTBYhAiC2PyQIC8hssLxat8ILt2Y04nxqMTwmUf34njvflM0WRXdTpGyF44fwfOv9OP67SVTpM6rPcXItZlFoSBNKxy7H6zGIwd24GTfqGvRm5IVNNc9gPmVDV2EVN1HtZMXDUwujN82pfRLpRVcGL8NAMI26tpdbxKGEYmhdkuFZVRWjYhem1lE2kaMq4icPIzpZzK0uLFBFCoq6bTdoGwSh/c26kRcRVRCS/0WXLoxZxo4rqfkXJGnQnnBC8nRzhb85PK0aX2DwjPXsd9j8XoNOFU99SvIi+HVDwO0eJUgiGJBgrxEqA96oxhX34tFJFwYv20SlEM3kxgYTWAisWQbKbswfhvx5KpQGHqxp4jY17wNsYhkEuUV0XuFZqyEQ9fuelPkvioWwYmnuiBJzDIDi1WneG1m0RRZ30grePfyNOaW14VCLyJlZh/UIj5AZjAxMDqLWFTKbUMU9RMdVywigTHo9qMqFkFz3QO4NbeqS8fY47AgUa3gKsqrXqiopNN2g7RJqNVfx2YW0D88g3hyFROzZrtS5hrdVlAveCHpObADH3uoIZeOkyEzIHv38jTOjbjLGCPC6zVwbWbRd9VTJwrt1Q8DtHiVIIhiQYK8RKgPelFnqUa8RNPTG2kFL/9wCCee6rKNlFllQYlmi67kI+K625vQtatOl25QYkDnrvqcxWY0voCW+i0my8Hx3v0YmkqaU/Ad2JHr4K3aStQpigSyWo5dFMVXhd7x3na82jeC1967ljsHaykZUZnh8YPNeKixBu2C6WmRIOporQUYE/rlL4zf9hRBdIrIBRGVFE3B2203SJuENmvQ62fHhQt5nWxK5UBEYnjx2UdyNqf+KzO5AVs+os7rNbCveZvvqqelJgxWEVq8ShBEsSBBXiLcCmaRt/ru0jrAYBspEwnVqMTwLx7fh2efOJBXx6aKDbVwC5BZRPmJfU06i41qSdiTHSSoxV28ikq7TvGzj7fblmPXUpW1wozGFwAAEstkfNGSVjjeuzKDhdUNHO9tF1Y+Fe0/AOExeY0gOkXk8o1KWuWgf/xgM/a31OKzj5uPuRA2Cavr/+G27fhUz56iiq9CCT+tzcloq8pH1Hm5BozrSbxUPRVRLJEcFqsILV4lCKJYkCAvEW4Ec3d7ExqqKzEz/6HuuylZweTskq2wtZradivGnTreiOIVPGoAACAASURBVMTw2MFmXa5vY+7o9bSC63eWMZ1cRSqt6Iq7eBGVdp1iRGJ44fgRnOofxdBUErLC8cGNOdM2frFtOxZXNzA9t4KTfaOWxZCAjCi3i2BaCaIgpu9H4wtCm01QETmR4J+YXcLE7FIuMm0UPYWwSYjOaVUsgk/17Clq5LEYwm/PjhowBp2fnDGgrakmkO3bEaTXu5giOSxWkftp8SpBEKWFBHmJcCOYIxLDiae68PU3fqaL+FYZFhpaeY79dsRWBVye6dmDicSSZWRMFPXkHHlP1dt1imqFU/W9aESCxPSLKqtiERzaXY83zk3oqm2q2WZUn7OWtZSMsZniTkvL2ei8Ea03P1/sCjoZz492UHbsSBuOcWDy9hLaGmsABtP1puLGJlEqoeOUA190jeYdFebmfPk897/CE5TXu5giOSxWkftl8SpBEKWHBHmJcPug7zmwA4eyCyFFwsUpauWnIxZ1vD+/MYfhW/NI2ZSzt8p/rsVPp2rXVsaofEpWwFhGxGr3VWLMshjSjdvLeDebz12LrDhnUwmSwbFZxJOrptdbG7YGJlSdzpF6frrbm1wXTzJeC25sEtpzOjazCFlRIDGWq3JaLBuEKAe+9hrNJyqsCvm3BieF1WQnby/ZVpMNG8UUyWGyioieo2HwtxMEsbkgQV5C3AhmJ+EuEs+Xp5IYGEn47uz9RrqNUc9oRIKsKLpotd9O1aqtrPZ1Z8NW7GmqwdHOFvQc2IHBsVnLYkhGsaQSz9pbitXhWkWveztbAvttuxz1wL3zMzCawFC27DvgXDzJeC0c625DQ/W99QU9+3cI/fjd7U2mokDFtEGIcuBrr1EvUWGtSPtIYzVe7RsVzr4A92a5yoliiuQwW0XC4m8nCGJzQYK8DLAT7tdmFk3CKiUrePntoVzmEq/4jXQbBw9tjTXCap12xY6C2teJ2SXEk6uYW15HT9bWY9fBVxryjzMA/VcSSMvxjGVnZx2e6W7DxKy1ZccrxijbRxqrETWkk6zKZoUJCmNkun84jum5FV2ax8N7G/HF//aOaTGxXfEku4jy3PI6PrGvSRhRLLUNQpQDX3tduI0KG48bsHaklDKLTD6R3WKK5DBbRcLibycIYnNBgrzE5Dv1aZUTfG553XcHkU+k2+hr/4WHGtC1qw4zyQ/BGPD4wWb88anzJpHuN7rkVJVU21FadfDd7U3o3FWvOV6GlMxzbbqWkvHB9bsYmkoiLVtbdrxgFHAVUQmxbDtraal7AKPxBSg8Y0QOYkCgHeAd7203tcng2Gwmk4+BWFQS5pF3iigP30zi+Vf6TSkw1TzypbRBOOXAdxsVNh63FRIDWuq34IXjRwJJV+llG/lGdostksOa5zws/naCIDYXJMhLSBBTn93tTdheY87EohbH8dN5GzOXdO6sw+WbSYxML7iKjBmPi7FMtJDzTH5wrbjPN7qkFQlvDkzg4uRd3fvajtKqg9dHjRfw3396HcmVDd1nFA4osvvFqU7iySjg1tOKLkIPZKL0t5KrONk3qmtDq2wofhC1iVUl1obqSss88rYR5bSis2445ZEvtg3CLge+26iw3WJZLQoH4slVXT52NwTxrAgishtWkVxMwuRvJwhi80CCvIQE1UGeeLoLL77xM53FgDGg/8qM7SJMK4yZS67cmkfHzjr84TMPY/L2kmNkzHhcWo+2SOhpFxL6iQBqxZRd9NbtNlbW046fdyqM4ySe3Ag4jnu+fW0bFnqKfE9TjWnWJRaRcOKpLlREJdsoqVU6T6OP2iqPfNhsEG6/48bmpeInmhrEs6IUkd3NuPgxzP52giDKFxLkJSSoDrJn/w506SwXGeuD33SDos7/6q15SD0Mnzu639dx2VEZi6CtsSaQ2QK/HaUqHN4cmDB5p6322a4wjpN48iLgROQrpERCCQAGRhJ4+e0hpGX94K5rVyaSDNhHSUXnQK3YapVHPuw2CKvvaNtwz44adLTW4mp2FokZUm9qiUUlTN1ZxrmRhOtjzedZoe7n1N1l0xqFQkZ2N+vixzD72wmCKF9IkJcQkSjz01kbO4gbd5bxzqVp3We8CLh8BwpOYpOxTMRVG70HQ14RQFV0fPShBnTtrkdEktDuMiKnFQ5uBLLTojw37Wf0vkcYEItGcp8V+fa15COkhHnmd9YBnGPo5rxpFiPCGOqrq1ylJBSJlcN7G4WpEtX2K0cbhFUbqrNIbU01AAfGZxfRPzyT888zlpkl+vGlaZzVFMpyukb92iRE9jG1SFGhF5du5sWP5XjNEgQRbkiQlxBjNNFvZw3oO4hzIwm8fzXh2+OYr0dSdFxa/7NaZGhy9p795fv9Y3lFAEWRuOO95jLwIowp/uxwU9rdTfupPv3nX+nP+asjioKd26vx+MFmpBUF71yaxtzyOlJpRegh9yukrBZeci62FKUVjncuT+PciPmatLIkGMWK1qMvK9wx57iscAyMJtA3FAcDcukrwxKFdDuL9NjBZhzv3Y/BsVm8e3kaZ4ZndIuF3QpUv7M/IvtYRVRC78FmPHmoNdDIrvFaGI0v0OJHgiAIl5AgLxHGiG58bgX9VxK+Omsj+Xoc8/2+Kf1hNlpo9J8/1nEvT3o+EcBX+0Zw6caccNGglcdbazV4+e+HhGJcVPHTTWl3t+13Yfw24snV3H5vyBzTcyt478pMzuIRkRi2VkXxq4c/ggOttbhxZznvKXJRBN/NYERt14GRBCSJYTS+gPeuzJjSJloNIhWF4+1/uJkbZFh9XlY4vnJyAB9cv5tr/59cnsbHHmrAi88+4jgYEBG0l9nLLJI6QLk2s6izAtl9x4gopahdtVS7/UylFex+sDpQUSwaFLfUb0GFIZ1osRc/bkYPO0EQmxMS5CVAFRzD2ahsRVRCQ3WlKTrpN5qUr8cxCI+kKEpqV6jIzyBAFQFaMa5i1XZG4WAsCqNSEZWws2GrKVWfm0GJ2/Zzk5FEVjiW19J48/wEunbVB+K/FQ1+KqKSZYRcy1pKxstvD2F+ZcMxzaSK2uaXp5K67Ws/r13Qm1YUDE8ldYMhzoGhm/e27cWfXAgvs58BZL4zT2qKTkXhePntIceBjd1vtjXV5GoB7GnKiPuJhP+UmqIZg3hyFa0+76Eg2Kwedq/QoIQgygMS5CVgYDShi/5tpBUk5j80ZbbIJ5qUr8fR6ftBP+T9DAJUESCqhGjVdkbhYBUZbqiuxLe+0IsL47d9D2qc2t9tRhJ1P4Py36qDn+GbSaynFUQlhp0NW1FTFcVIPFNoKhaRsLUqitX1tK6NYhEJc8vrlu0mGgipbW6VYWdsZkFXrTNi0QYpWclt24s/eWAkoRsMBOFl9jOAzHfmyc3Axng8ot/s2FmH0wMTuDq9gDXVV47MoMevaLWaMejtbEF787aSLH7czB52t9CghCDKBxLkJaBvKG5arMcBbK2KYm1DDmUqLaPNQ+3Qg3zIex1EWGVziUpM2HZy1gvttHBTm+KvkAu33GYkUQnKfyvyr8eTq9hmSG15eG8j/vjUedNMTsKQ816LaCBkl3WnMhaBrHCdcBKJcSBzXtRte6mg+fLbQ6bBwFqebVnIFIpW2A1s1lIyfnBuHIf3NqIiKtn+pqJwvHT6os5XzjXb8SNarSLx7c3bSrb4kQr40KCEIMoJEuQlwKr7/fie7fjkoZ2hS6UlsnmkZCWXG7tUD3mrCPO/eHwfnn3igMmXrEYXjUgMiEiSrgpnTxGOwy4jiTEKCgTrvzX610WLEmWFA5znzjPnwAOxiGUGHavFplZZdyqiEg7urIPEmGOaTDX1orptLxU055YFVUc14t4vQaZQdINTOtGfX5/D8T9/G6d+/ymTKNf+5sm+Udvt+BGtYczNTQV8aFBCEOUECfIScLSzBT+5PK0r9sIY8ERnq6/OutAeQTc2j1I85I2pA6MSw+4Hq3G8d7/p+K2iixVRCZ276vFMd5urokdBIDpfxowkaj5wo09YFTj5nnM3HfXg2CyuTi/k2iwlK5g2+IIrohLqtlaiuf4BHNrdIGx743mKRSRsr6nEiae70LM/Yz8xCaeohE8/sicXjTdmWfFSQTMluF6311SGZvbJCbs84kaW19I41T+K3/5kh+VnnNKSikSr0/VmrO7btbteeC3kg9drPoyDhKBxahMalBBE+RA6Qc4YmwTwEYu3GznndwyfbwXwDQC/AqAawGUAL3HOXy/kfuZDz4Ed+NhDDbmcz7GIpCu84gb1Qew104Uf3BT6qYxFkJIVnOwb9T0osOpcrF4XWS+m51bwtVPnTcdvdQy9B5vxB8cezmR9sVl0arWfXhfEufF0qvvSk/VKG2dMRIuCO3fV48XsNtwIFzcdtVU2lt7OZrQ312JsZiGXY3t24UNcvbWAoamkqe2drBpWwum3nuywbMt8KmhWRCWceLrLNIOS76C2EANjUR5xJ4YEs0BajAMkkYdcK1rdXLOi6r6ia8EvfrzQm72Aj5s2uR8GJQSxWQidIM9yBcB/FLy+pP0HY6wBQD+AJgB/BuAmgM8BeI0x9j9zzv+y0Dvqh4jE8OKzj/juKOwK2RTCPrJnR40pG4nR5hGNMPzg/XHfgwKrzuWF40eERWXUbRutF+sWix9FwqwqFsGTh1o9ddDGtve6IM7LAkMre4NoUfAH1+9iYDSBnv07XAkXNx216LxnfMG1uX16/ey4K3+qnVXDjXBym+/ciNVx9uw3Z4GxajM3QrtQi+dEecSjEoPCuWXRqK7d9bbbtEqhqNYFOLy3UXe8Ctd7/EXnudBeZb/b38wFfNy0yWYflBDEZiKsgjzBOX/Vxef+HYA9AH6dc/53AMAYewXA+wC+yRh7nXO+XMD99E0+HYXxQWwkSPuIrHCcHpjQTZNLDPiFh7bjmSMZm0dKVvCD98dz+Yb9dMaizuXyVBJf/esBXNFUjzRu261HMqhIkVFQe1kQF9QCQ9GiYIUDZ4bikBhzJVycOmqr896habMg/al290M+YteNlcJO2HS3N7n67UIJUlEbywrHjroHMLe0hg1ZfyFUV0VxvHc/nDC2t1qsaTS+gP/rJ1d1M251Wyscz3OhvcrkhTbjtk0286CEIDYTYRXkYIxFAWzhnC/afOxzAK6pYhwAOOcyY+zbAP4KwD8D8Fph97T4OFlIgvQIqj5ird9dYgxdu+owMbuUq8hn9JV77SyFBUxkBR9cnzN9VrttUeQ7IjGkZAWywnU2kHwjRVaC2mrfjAyOzWJuybzAEACu317CuZGEq32ye9dPwRqrfTWe94gk4ZnuNgDAuZEEbt5dFkbQg/an+hG7G2kFp/pHcenGHBLzH2J+ZT2XOtJopbBrMwCufrtQgtHKWnTi6S5IjGEkPo+bd1Ywv7qBQ9nBhnZBpxucZtzuLq07nudCe5XJC22G2oQgNhdhFeQ9AFYBxBhjCwDeAvAVzvm0+gHGWAuAnQBOCr5/Lvu3G5tQkNstysq3rLoRkdBIKxyvvz8OWeGuK/IZp/0P723EhfHbuX/v2VFju9BMi3bbRj+sun8/eH/cJLzyjRRZZeyw2jcj12YWsWEh5t+5HMe5kVlXkV+rRcFHO1sgSSyQTlp43mUF47OLeGtwUmfZkZi1/zgIRPuylpLx7uVp4QBmI63g+J+/jeW1tGlbIkFtJ2zcCu18xJGdJcbOcqNez26w+w2nGbeUrKC57gHMr2xYzi65nYHy67MnL7QZahOC2FyEUZBfBvAXyPjIowA+CeB3APxjxtgRjShvzf69JdiG+tpO0Q8wxr4E4Etf/vKXg9rnomKVv1pdbBekR9BK/GvT5TlV5BNZDqIRhlRayU2Ld7TWoqO1Dh/cuGvpjQXMAw418v1q3whee++ao5c8H6wydgCZqLVadEVRuHBx677mbZaFfwCxWBQJGKdFwUF00lYC05gznHMgGpFwtLMZTx5qLYg/1eoa7L8yg7nlAdMA5lT/qFCMqxgFtZOwcSO0/YojJztOUDM7dr/hNONWFYvgxFNdkCRmuQ9u1wHkYz3aDF7oIBf+lrJNqPonQQRPQQQ5Y6wOwO95+Mq3OOdzAMA5/1XDe99njPUhEwn/XwF8Mfv6luxfUchyzfAZHZzz7wL47nPPPWcj/cJLkA9ipwerUWgA9zzTKk4V+USWA6TufX8tJePq9AKe6WnD0M0kFEEUuSIqofegWPRFJIaoJGXyZhv2K0iPqUgYxiIM//zRvaiIZsqRnx6YwEunLwoFR3d7E3Y/WI2J2SXL39D6ye0EjN2i4CCuDSuBKcoZnpYV7H6wOvB0ndpMQi31W3KZdFSsqpc6ZRkxCmq7+8mt0PZ7T4rujaGbSXzzrYu6a93rzI62bdOKkqvKqv6Gtt3czLipKSfzWUCZr8++2F7ooEVnIRb+lsIfTtU/CaIwFCpCXgfgTzx8/lUAZrNwFs75XzPG/iMArVhfzf6tFHylyvCZTUcQD2K3KfhUofHu5Wm8OxQ3Cd9YVLKtyOcmbeJ6SsaVm/NIC8R4VGLo2lWfS08oohh+Sqf0fOdGErly5IBZcEQkhm99oRfPv9KP67eXhDMBUYnl9lkkYIZvJvFq3wiikoR9zdvw2cfbTW0SxLVhJTCFOcN9tLObzCbG96sfiGF+ZUO3HdGgq2t3PS5O3hX+rpWly6rNvAhtP+1ulVryx5em0X9lBg3VlTjxVJcuB7sTxraLCGZltO1WrBm3clqYWQjRWc5VM40DvHI9jmJAsweEXwoiyDnnk7Bfe+aHSQCPa/6tWldEthT1NZGdhcjitoNQhca1mUWTGAeAhmr7IitOhUiAjKjr2l1v8rJaVd40Ugw/pZM4cyM4KqISvvPFo3i1bwR/8941U3vufrDaPotJWsFr2e95EQl+OgmRwAzKK+x07YnelxWOCheLSI/37sffDk7qbCtVsQg+8+heHGhxLzCNx2Ac/ATR8drdGxtpBTPzH+Lrb/wMh3bXuxaDxrYTWaS07ZbPjJuXNiinRYiFEM/lNCDR4nWAdz9DswdEPoTRQ25FO4CE+g/OeZwxdgvAI4LPqq/9tBg7Vq547SD2NNUgZqgUGItIOPFUl2exbPSQH9xZh+O9+zE0lTQ9zJzEOOBNVOQjpOyioG4FR0RiePaJAxiaSuasBGqV0W99oVfnOXfy77sRCW4Lu7hpE1E7G/NWH97baJs7HnC+9qyy7jgtLgQyg55Tv/+UKdWhl+wjapuJzk9FVAqs4xUtSjaSkr2th7CakYpmZx5E7ebXFuOlDQo5aA46KlkI8VxOAxItXgd49zPlPAtClJ5QCXLGWIPqJTe8/q8A7ALw3wxvnQLwB4yxX9PkIY8A+NcA5gH8jwLvcllg1Vl56SBkheP04CRk5Z4YZwyuKoxaibgL47dN4vnrn+/BwGgCZ4biADKZQ9ziRlQUMoJxeG+jzutcGZVygkN0DpwGEEYBI4pMraVkjM3YiwSnTsJrm2jbWfTdlvotiCdXbTslp2tP7NeX8MV/0oloRMoUtGmqATjw/f4xkwiriEq25eOdGByb1fmu0wrHxOwSnn+lH9/54lFL7/fAaAKPdbir+Kq2pdYSdmZ4RphW04sYtCqC9elH9iAWkSwHq15FrVfxUahFiIW4pwshnss1K4qfAd79SrnOghDhIFSCHMC/ZIx9AcD/h4xFRc2y8gyAazD70r8B4DcA/DVj7M+QsagcRybd4e9wzq1Xz90n2HVWXjqIwbFZXL01r/M9xyISnunZ46rTE4llK/H81vnJ3D6dvZoIdMqvUBEMtXS4WjU0KjG0NmzFC8ePAIDlObAbQBgFzEZKxt+cvWbynvcPTeN4r9lLruLUSeTTJqLvGhdfGn8PcBYn3e1NONCyDT+/cW+BZlpW8Lc/vY4Xs9duIaeGr80s6tJ4qkzdWc6JVpH3+3//fz/AtZlF7PdgjVHvje72JswtD2DoZtKU19+LGLRqW7uZJj+i1o/4KMQixELc04UQz34GJGHwIwsHJ1EJn3l0r+0A736kXGdBiHAQNkE+COCXAXwWQCMyPvQJAC8B+AbnfF77Yc75XcbY48gI838FoBrAEIDf5Jz/TTF3PKw4dVZuOwihhSCtYHJ2yVNEMN/9zZdCRTBE07o3767gz/7uH9BSv8X3MWnF2l+9e1W4EHTq7orttpw6iXzaZDS+oNuueuzG9I5WmU0GRhI4MxwHB/BEl342ZMmQupADuHIzicGxWQDuCvb4xSpFZVrhGE9kxJGxWA4AzK9s4NW+0dziUacBglFwvXD8CH56bRYv/3AId5fWkZIV4UJUO6HmR/gZK9C6ac+wiI9C3NOFiuY7DUi053VPUw1OD07iaon9yH4GePcr5ToLQoSDUAlyzvl7AH7d43duAfitwuxR+ePUWbmNWBWr87XbXzXLR9CL6II4DivP808uTQuFnUgwWIksNXp56YY4EZEqEq3ax6mT8NsmssLx3pUZ0+sVEYad26uFeentBMf7mtmQwbFZTN1ZNm17Pa1gPLEIzlHQqWGrFJUVUQlTd5bR1liDhupKzMx/KPy+G0FrF5Xu2b/DUgwaK2vGIhK211TixNNduYJBXiLRVhVo1xzaMyzio1D3dCnSLGqvh2hEgqwouUF4qfzIpcx3Xm5QWxH5ECpBTgRPUJ2VU+cb1NSq1f62NdUEvoguSBFhly3DzSIoO3GmRt+tCgrFIhLaGu3bx66T8Nsmg2OziCfNmUV3bs8sfjSuEQDgWnBk0quZj1ebFtJYHTYaYZi6s4xzI4m8O0FtikrVgiOxzCDrx5emcfZqAs11DyAiARbFVx0HCE6zQVZi0Pi9lJzJxvLiGz9D1y732Vi02xNVoFXtCFaERXyIrl+7Al1hwfjMVAxFt/JdS2D1O37aohT5zssVaivCLyTINzlBCFD1gf7RhxrQtbseESmTd9wYwQ3Cz2u1v+DBWBQKJSLcZMuwWwRlJ87s8rirC2vBzO1zeSqJP33rIj6ZLTBj1Un4bROr/ertbEFFVDL93rmRhGvBsa95G6oEAxw1LaSscMQMgjwl85xYDmJqX01RKVpwuZaScePOsm1VWaeBrxurhXFGASyzxsIqTaKfe8KqAu32Gvt0pkA4xIfx+rUr0AWg5J5sQDwAr9taYZsaFvAeTKE0fARRPpAg3+RYiS0gI5CcOiarB7p2EWGQvm+r/f1+/1hgFoVCiAhjtoz+KzP6fNkOi6DsxJko+i4BaKx9AL/80VZ87okDeP3sNUvLzPsuBKqfNrHK5tHeLBYMbgpEqYLDOMAxpoUcHJtFWhar4UJM7d9dWjMNIIxinAG5tKB2A19VZE/dXUbUkEZUK7iM1hTGMr9hNwhwk3XHiOg8VkQlnHjaPp1pmNBev1YFugZGE7oF4xVRCa0NW/H4wWbhItxCLqgUPTPnltdNaWUZy15TaftrysvvUBo+gggnJMjvA4xiy0vUxM0DPehFVSJxGIYFZNpS7grnkBjTdeTGbBleFkGJji8iMaRkBYf3NurEKctuYnbhQ7x5fhLDt+ZxrLvN0jJTqE7Y6+yL6BitBIcp6tmYiQ6/fvYa9jVvw2h8wVbcB+EnN+Yid4ID6O1sxu4Hq21TC2rvPcYybcC5uYqo8d7jPPMbzvvtvK9arCp1XptZhMRYKO0edogWGq+nZJwZiuvacz2tYGJ2CROzS6ZFuEHm7hdhtUh+hyHPfkdrLZ7p2YPJ2SVfs3nlmIYvDJllCKIUkCC/D3EbNZEVjncuTws7N+0DvZRl691Gi/J9yFuJM1E2DbcWEKMdoWNnHa4aMrX84P1xDE0l8cLxI7gwftsUfVfP3bEjsLXM5NsJi9oPAI4daUP9UBwMmZzxdiXehV5fG8GhHeCIcp0bPeRagrj+1PvEjRgHMtfCk4daPeWE5zwTje492Iwns9Yiu+JJbvDjD1av17GZRfQPxzE9t4KTfaOBC9FCY7XQuDIWAWBeCKziplJsPrn7jVg9M0883QWJMdNzw28mqzAEMrxAFhvifoYE+X2IW+/qV08O4PJU0vR94wO9GNkWnESunUgI4iFvJc6sBjOiWQmtRUhUzbKjtRaf6mnD62fHcwsa17O+4Avjt3MVLI1+37WUjLfOT+LYkTYc48CZ4bjZMpNHJyxqv47WWoAxXUq2ueV12yJRdufQTnCIxFE8uYrWhq25TC6MZaLHokizX5wEcXPtA5hfta8a6mabqbSC3Q9Wm4T8vuZttoOOWEQCwJHSWHcqoxLam2sdjsyMer0CmVmI9bQ4/aHbe6lUon1wbBbTcyum11vqt+BoZwvOXk1Y+rSdKsUGlbsfsH5mqllygopehyUTjlvCZLEJ88CT2JyQIL8PcRM1UR+MRt9shab6pEqxsi1Y+ZyNIiEWldBQXYkTT3WhJ4DOE7AXZ07RZ6tqltNzKzrhc3V6AQ01VZBtUiRaZXO5OHkXV27N4+DOOrxw/Ajmltc9d8JWHZC4KuU8GIMpUm/VpsZtf/Zx60JGRqzEUW9nC9qbt+mqdk7e9je1L8Iuc05VLIIT/1QczfS6TdWaJCtc9/3u9ia0Nmw1pV4EMmI8s5iXmfJU5yO2RG29lpLx7uXpzGBQlnF5ai43CBCd90JGOZ1E0rWZRVNueCBjJeo5sMN2FsmpUqxT7n61ndxcB8V8ZpZTMaJiWGzcHB9F6olSQIJ8k2L30HETNbESoI8fbMa/Pfaw6aFUymwLRsG4kc6kgfv6Gz/Dod31+OhDDXk/5O3EmVP02Us1S5bdnpUQsMvmooqjC+O3hf5rUYl5FbsOyCrHuhGrNi3U9H578zbTNffYwXuR9nyFhdrWVjYlP9FMdZtDU3PYyIparTXJaH16/GCzUJAf7WzGHxx7GAACFXVWPv/+KzNIpRWhh9143gfHZnVttpaSMZwt6BSEp98u/7r1QuNagzVnAf3DM8Jc+YDzM9LqeXBmeAZzywOuru1iPTO95qQvphA13qN7dtQU1GLj9vjCFKkn7h9InOLfnwAAIABJREFUkG9CnB46bqImVh3OpEAclBqrwUNKztg9unbX5/2QdxJndlFJL9Usj3a22Ea3tefuzYEJXJy8q9uuVhxZ+a+9dkCiayEWkXQRcrs2LdT0vl2bByEsjAIuE8HWp/x0i1Z4/NonPoJ4chWJhXtFhdbTilC07m+pNaV/VL3q6u8HKeqMba3mihdFnVViUX2+8tH4gslms55WMDazEGg1XFH+dadrRStOj/fut3wGus3dP3QzqWsb9ZlTrsKtmELUygqnrqUphMXG7fGV42JYovwhQb4JcfPQcYqadLc3oaV+iyk6Nz1nX6a9FNhFr9dTMiISy9tH6VecWS4yy6ZcM0boPpHdp4bqOADgaFdLLvqn3Re1/Y2RcivrUT4d0GcfbxcuxnRrl3CyQTil3bTLgW9FUMIiiCimqAKjcIYhW4VU+1vF9gAbheiNO8t459K07XcaqvX5yhUuzgVjtGJ5xWrgbcy/7tai4XRute+LZlu+/vkefPOti/ixoX3CItxEOewnEku291sxhajoHr06vYA/fOZhSD3erGBucVsJOq0opvUbYV4MS2wOSJBvQoJ4qFpNl28IREOpsYpWAaq1odY2GuYWP+LMqppla8NWUzVL0ULPueV19Oz3X7rc7bVg55m1y2Xvpk2dbBDqfquZZK7NLGLPjhooCsf3fjSMu0vrSMlKbjZCmwPfiqCEhR/bizE95vTciu7aFIlxQF+FVCXfOgJ+MOb0ft9mIWQsIuHEU/p85RIT70dEkvLaL6eBt3pug7aC2M22PHmo1bRQNAzCzSqHPeewnS0qZlYWq3t08vYSPnd0f0H6GC+VoGPRzPW64TMHPEF4hQT5JiSoh6poujwMnY0RVbQMjCbw8g+HTAJOFSul8Lh7qWZprGTpFNX1az0SnUMvU/1a3LSpkw1C9Rg//0q/PmuKIe+2lyh3EPeAH9uLUQh5Qa1CaiSfOgL5cnhvI6IRBqTM7+W89IZzYWWzsSoY5Rb1Oro8lTQNagr5XLKbbQlrFhO7HPZ291Exj6cUKRmtjk9UCboKEdtibgQRNCTINyFBPVTD2tloMUYwv/flT+qizqV+iHqpZuknquvGeuTmHHrJxuA1auzGBrGeVnQLXS1cD1hPyRibWQAA298P4tr1Y3sxfscKxoCYJGFDVkxVSIPer3wWt14Yv21KsxmLMBztbDHlTVcp1HMjN/AeSeDlt4cwt7zuu4KlF5zuy2JkS/GKU8pOq+dKsbK/AKXpX7TBmzNDWVtgZwuuJcTnOBaR8Lmj+wu2PwShhQT5JiSoh2oxH85+sIsUhsVS46XTKUTEyMs5dDOLYGxzp/Ljom2fvTKD/uEZXZTTuMDVioqohP7hGbx+dtw2OhzEtetngOSmmE9UYti1fSt+68kO3LijT9NoFM+H9zbmbDyqmPayX/lG00VpBNMyF+ZNV3HT9n4HCRGJ4bGDzbl0psV4Ljndl6XMMGXVjnb2HsD+uVLM7C+l6l/eOj+ZuyfOXk2gpX5LWRVQIjYnJMg3KUE9VJ22U8qcteWQmspLp1PIyKKacWVwbNY2/aETxpR2duXHRcgKx+nBSV15d8aAXdu3Ymb+Q9vIcixybyGsm3Pu9x5Qr+mbd5cRi0o6QRqNSLgwcQdTd5aFlUnthBADwFhm4HHz7gq+96MhnHi6SyfGjYOdWFRCWua66+HYkTbX4iHfe8TvINGu7YPKgFMsERzWmUK7djSmRzV6yFvqt2A0vpA7vlIFWUoxmBHdE9NzK8JF9qU+x8T9BQlywjelLp5wbWZRmIs76EWn+Q463HY6+UaMCl2tFBCntFNxa+m4emse2mC4BIae/TtwZXo+l7VFW3mzQlPo6VpiESf7RnXb9LJY0+lcihbDSQy5/U3JCj64PgcA+MnlaXzsoQa8+OwjpnR4RttKLJIR4moGkrTCTSn7jEJhPa3o2lpt32McrgVivotbCyFGRYLo0o05vPTmz7D7wWrbmZZSUKxIrtfnjNNgS1SLYDyxhP7hOKbnVnCyb/S+LHgjuic20gp6O5vR3lwbytlg4v6ABDnhm1JHqPc01eQW/6kwhkznExDFHnQYU60NjCbQNxQHA4QRWbf7GdS5skppp7KWkvHmwAQAceRN1BnKnOMH58ZxaHc9/vBTD2Nydsmy8qYkMd9Ty27OpWgxXERieKAigpX1tG57nANDN83pRFWPat9QHHcW1/BgTSUA4CeX46Z90qbsc2N3UbNQuBWI+dqgCiFGRceZVjjezXp6K6MSOrODlELcY34G2IWO5NpdmwCE++s02BLts8QYXj97TVe0KWyzioXGutBYre2sTqlmgon7BxLkhG9KXjxBnYbVv5T9XzCUatAhKxxfOTmAD67fzUVnRRFZt/uZb6lvFauUdlouTt7FlVvzwoGLlaUjrXBcnV6AxJhuEZW28ibgLmJr1XlatdGrfSOQGIPCOS7dmBPum7KhF+MqKVmfBlRWuHDRYUv9FlQa8hqrqPeMk+8X0KeidJvhpqO1FkM355GSFcQiEg601kJROE72jbpelBukGHU6zvV04YrrlHpWzwqra3NgNKHzO2v3189gK99n9mYQpl5nfUp9zWyGNg8LYW9LEuSEb0qRtkrLRGLJlI2D80w10cc6msVf8ojXDszqhvczHT18M6mzdogism7300oE9V9xX+obyKS0i1kUttFiNXBRO8NLN+ZMizjdCAOniK1d52k1KPmb/jHINoF/uwWnako07W8b0/KtpWTEk6tobdiKm3dXLFP2GYWClYfcs12EMajjKMaA8ZlFfOPNn+XyK3e01uKZnj2ORWOCwu4aUClmMZowRIit7t8zQ/FAUy7m88wutTANCq+zPqW8ZjZLm4eBcmhLEuSEb0q92Mlr5+JndOzlN6xu+BeOHzEV/HF6EIiyWwDmiKzb/bTKJ22scuhEd3sTunbV4ec35nKDIQZga1UUy2v6KLJIVKmd4at9I3jtvWs6QeZWGNhFbO06T6tBiZ0Yr8pGt7ULSbV07bp3vau/LazCmZLR29mCvU01lin7REJBzbLiNxWl6tlXr6WNtKK7rtZSMn5+Yw7Dt+Z1+1PITsruGlDxM7B3c3+7HWAXO5Jmdf+q+2e1v17tRPk8s8M6mPGDl1mfUs4Eh7HNwx5ltiKMbWmEBDnhm1KnRXTqXIylo08PTppKvTsJDy8dmNUNf6p/1PODYF/zNlQYMnwA+oisl/0U5ZNW8dK5RCSGF599BAMjCZwZzubx7WoBOPDS6YuuBi4RieHZJw5gaCop3N98Hvh2nednH2/XtVHEIdXiw23b8amePboKqmspGRHGsG1LDL/7Kx/Fox3NuX0bjS/Ypplrb96GRw7sMKXsO7y30XS82nPhNRWl06yAEc6hK9LktpPK5zwZrwHddROVPA/s3Ua/3AywCxlJs2ozq/v3aGeLbSVQr3aifJ7ZxRSmYRJ9omsmFpUwdWcZ50YSBd23kttCDZRDlNmKsLWlCBLkRF6UMgevXedifHCo1SFV/eVWeHjpwKxu+KGppOcHQXd7Ezp31es85IzpI7Je9tMq4g54j0aquaC1/m5Z4Z4ib1b7CyCvB76d4DL+ZkpW8IP3x4W+7qpYBJ/q2ZNbXHusuw0N1fcGID37zYtrrRa8RiVmWfVU1MG11G9xzOuuxc+sgB1uOqmgUheq52NsZhGyoiAiMbQ3e8+y4jb65WaAXahImlObWd0PQc9C+n1mF8uiGDbRZ7xmGMvMVP740jTOXk3kvW92g49S20KNlEOU2YqwtaUIEuSbkDBFFwqNVedifHBY2QjcjI7ddmBWN3zX7npzFNDhQRCRGF4UVJSzyrJit5+ywpHOih1jRLjCRzTS6re9Rt5E+3tuJJHXA99JcBnF8NBUUpdXHbhXEl6N1hvFwdzyOnr231vEqd5r03Mrwn062tWMf3vs48K2EHVwXvK6A+KBoLpgt7Vha85yo+5/NMKQylpXjANVwF0nFVTHHNSA3m30y2kQPzg2izcHJkwDGOO2/DxjndrMqi3CUpxNtMahEPnMwyb6tNfMu5encUZT1CzffXMafJTaFmqkHKLMVoStLUWQIN9khC26UCrcTNUHPTq2uuGP9+63tGfYEZEYHutozmuBqno9DN9M6sR4LCJhe00lTjzdJYz2+iEIceX3ga8VSMeOtOGYIGWiaH/vRWgXkE4rmFn4MJdiErAXB93tTbp7LRaVTFl/KqMSPnlop+1aAavr1G1nLxoIMpZZsJtKK7lqqr2dLWhv1vvSH3qwGq/2jWLqzjLSCndtFwlbx+wU/RIJaKNnXJt/3ohxW36esX7bTHRflSLoYrxf+odnEE+uBp7PPGzXFnDvHFybWUTaENzJZ9/cDNLCMiADyiPKbEXY2lIECfJNRtiiC34IorOxEimxiGRaTBcUdjd8qR4E6vWgjQBHJYbfeGwvnn3iQKgeRoC/B77dYtoL47dtK5OqHa1RXKtT0R99qMFSHADQ3WsbaQUSA6KShLTs7hpT1wpYFVty09kbB4Jq1Fu1KK2nFcSTqzkPOwDdMceTq0grHFGJobVhK37tEx/RtRlgzoPtRwAXI3OL1ZoEr/nntVQZzqPfZ2xQYqaYQZeNtIJT/aMYmkqia3c9jvfuzx3j62fHC9LPhFn0WfnJ25r81b5wM/gopS3USDlEme0IU1uKIEG+yQhjdMELQXU2ogeHmt5tctY+cpoPVjd8qR4EwkI8CkcsIoVOjAP+HvgigTR8M4nnX+k3lcK2uo6sRFbX7npLcSBqW86Bo53N2P1gtatr7PDeRsRsBLkbIWIc8N24s4x3Lk3rPiN6BhiPOa1wXL+9hG+8eTE3oOjYWQfwTI5442AnHwEcNHaDXjc2KKsFub/Yth2f7tljWo/h5xkblJgZGEnoUmsWKuiykVZw/M/fzmVPujh5F387OIlTv/9UQfuZMIu+7vYmdOys063tSckKTg9M+JppDPPgQ0Q5RJnLmYILcsbYCQBPAPglAPsBSJxzy7PHGOsA8BKAJwFUALgA4E845z8WfLYWwP8G4NMAtgO4BuD/APB/cu5QUnCTUm43uJEgvalWD46gcpQHRSGjieV2Pfh54AvFQVrJ2TAA5+vISmBEJMlWHIja9slDra6v1Qvjt5G2yLsYlRha6rfg8N5Gx+1oB3znRhJ43yYzh90xKxxQNEJv+GYSnMMk/i6M385LABcCq0GvG/FotSD30O56zylG7fbP67VtfDYc3tuIl98eMq2JWStA0OVU/6gplenyWhqn+kfR0VpXsOeKG5+/6FlZjFmZiMTwTHcbhqaSufuEc+Dq9IKv6zvMgw8rwh5lLmeKESH/CjJi+WcAtgLYZfVBxtg+AGcBpAH8JwALAL4I4O8ZY7/COf+R5rMVAN4G8HEA3wYwDOBXAPxXADsA/C8FOJbQU443uJYgIy/l8OAodDSxHK8Hr+dNJJBEC1jXUjLeuTTtKZtBe/M2HO9tF4qDINrWykMusUzEOp5cxddOnXd9PcgKh8I56rZW4O7SOlKyYrJcqOzZUYOYILWmFtF72vvRrwAuJqJzG41IuH57Gf/3O1chMYa4xYJcUZvnc969XNtWGXjuLq2ZPmuVDjUfhqaSlq8/+8QBUwXYjtbawJ4rVr55q2clkF92Ji9MzC4F5iOniDOhpRiC/JMAbnDOFcbYf4eNIAfwIoA6AL/EOb8IAIyxvwJwGcB3GGMHNZHv3wHQDeB5zvm3s699jzH2AwBfZYz9Jef8egGOJ9SU+w1ebhHdfCm0578crwevkS6RQKrdUoHEwoemz/YNx6EoXGdhmkgsYc+OGnS01pqsGepvW9mQ8m3bPU01iAoqn3pNzwmYBUssKqG57gGceKrLlJ1HVjhOD0zofpdl/6cNFldEJV2EHHC+H/fsqAEzbIcxmHy2fiKaou8AyOXF5wCeMKSl1F4fa6lM2jpZUfDO5Xu2nljE/LuVUQntzbWm14t1T4meDdpZHy3bayoDH2R37a7Hxcm7wtcBmCrA5v5hQb4RbLtnJYC8nqNe9i3oPsrNIG0zZE7bDMdQaAouyDnnk24+xxjbCuDXAbyjivHs95cZY38B4D8gI8DPZ9/6HIBVAN8zbOq/IGNh+SwyUfb7jnKIDFtRjhHdfChGNLGcrgc/MwYigXR1eh5/fWZMuH1AXKGyY2cd/vCZhx2zsxh/22/bygrH6cFJyIp1hBpwfz0YBctGWsH8ygak7DGcG0nkOkNFyfjCtaI5IjHs2r4VM/Mf3lt3YeEht70fuT7TTPYl3Yt+zrPoOx0768AVBR9MJXPH8u7lafzCR7bjxey2jGnr+q/MmCL/KYNtSGLAwV31OLy3Uddu6jVRjHtK9GxIKzxn3VCJRRhOPN0VuLg53rsffzs4qbOtVFdFcbx3v7AC7FUbARzETKDds5Jz+4qm6j6IBKHXfSt2HxWmzGl+RXWYjiHMhGlR58cAVAJ4X/DeuezfbgDnGWMSgMMALnDOjfN35wEo2c8SZUY5RnTzIewzAoWOahi3ryjcV6RLJJAqbRZLAuYKlVdvzUPqYfjc0f0BHZ19+6mixqZYaOY4YuZKkqJtjkybFyaupWSMxhfw5sCErjOs21ph+qyscBztakF7c62pOI2X+3FidglGSzbPpqFUi0n5mRmyWrwrK1z3ewoHhqbm8GrfCKKSpEtzeG1m0bJirZaIJOHXP/GRXIXWoEREvpHYqlgEANcJ8spYBJ/YF7wYrIhKOPX7T5myrFREJc+BhCBmAp2elU5Zf6wEodd9K3YfFZbMafmI6rAcQ9gJkyBvzf69JXhPfW1n9m89gAdEn+WcrzPG7mo+a4Ix9iUAX/ryl7/sf2+JglFOEV0Raqc7Gl+AwjkkxiyrLoZ5RiDoqIZogZpR8IiEop8Zg+72TKVTrX0jJSsmoZjv79jh1H5ucuVHJYaOnXVQFI6TfaPY01SD04OTuCpI8fijn98UbmPqzrKpM5xbXs+kADVYUdqba4X3nldPf5VASGoHFX5mhkTfsfK/p2SO1967BjlrT1Lb3W3l0pSs4K3zkxjRZF/JR0TICsfAaAIv/3DI5O33Eoltqd9iKkCVljkujN8uyPOyIirhtz/ZYXrdayAhiJlAp2el3Xt2gtDtvjnlsi8UYVmTkY+oDssxhB1XgpwxVgfg9zxs91uc8zmP+7Il+3dd8N6a4TN2n1U/v8XiPXDOvwvgu88999x9mYnFK+T9co9VgZHKqITOXfWmztdNtKVU7R9kVMNqgVo8uepKKHqdMTC2a1tTDU4PTOSsF34rVHrBqf2cxGFUYviNR/di6GYSL52+KNxvdZun+kdxZ9HsmQeA+ZV1U2eYSivYUfcA5lc2dALGyqLhBTcVHa0EXVtjjeXvCxdnZi0Hoge5KMOO0U9ux+Vs9F2LHxGhXvtDN5O6AYSfSOxofAEn+0bz3qd88RpICGIm0OlZafeeKK2l2m5u9m0jreD5V/p1BbREz/NCEJZZ1HxEdViOIey4jZDXAfgTD9t9FYBXQb6a/VspeK/K8Bm7z6qfX7V4j/AAeb+8YVVgZD2tWHa+djMCpWz/IKMabheoWQlFPzMGxnbt2b/jnkBvFEeag5yZcGo/o6hhLGOz5vxeMZoDO+vw5vnJXLsZF3+q2xyaSkKUPTHCgEMPNeCqwc5SGYvgxNNdkBjLCRjRjIXfa+1YdxsaquPgnGPy9rKpoqMoj3lHa63wnFiVEWcMkLlZjBurpQKZ621sJtPuX/98Ty5afWdxDWmFC79jFONqu3kVEeq175SxRoTQilUEYeMmCHDsSBvqh+K5yrbGhcNagpoJtHtWWr0nKxzvXZkxfb4iO2s2Gl/IBQdE+yYrHM+/0o+J2aXcd9fTCoZvJotiuQjLLGo+ojosxxB2XAny7MLMQqsvdcm7yGqivqZaVJIAPhR9ljFWiUyaxXeD3sH7EfJ+ecPOhuBHzJay/YOMalgtUIsa0hNqheLYzCJkRYHEWC66mc8gxCTQD+wQRtSCmpFwaj9RFB9Zr7W6P9/vH3O0tVTGIujaXY/hm0mTZ/6hxhoc792PoamkqTNUM5Go7eEnf7iTDckqoi/KY65wjpfevGj5+8bFmWeGZ3QDlAhjOLS7HoceqsebA5OmQXH/cBzHe9sBZCKmqhgHMmLcuFhSRY3C+xURds8Er/dTMYSNUxBA9P7c8jp6HNZ4lLJacTxpjs8xBvzg/XFspBVURCW0NmxFb2cL2gVrPabuLJu+v55WijIzEZZ1Vfmm+wzDMYSdMHnIP0DGgvKo4L1Hsn9/CgDZFIoXAHycMVbJOddaV44AkNTPEvlB3i9v2NkQ/IjZUrZ/kJ2/UJxmO0FjZKpnf+a4jAsRg54Z8Jrr2GsBEjftJ9oHdeGjVbsxlsk7rWaHObizLie6VVEelRh2P1iNb32hFxVRyVVn6PVas7IhTc+t5AYGVhF9UR7zk32jjr+vtte1mUVTLmiFc3x874P47OPtODcyq4toAsD03AoGRhJ4a3ASl27MmWZnZIUjwhhkzUKDyqiEzzy6N5fn24+IsHomxCKS5/upGMLGKQjgN0hQqrVBVgOilHxvcex6WkE8uYr25m3CvPqiVJNRiRXNcuHUdsUqipTPtVfua8OKQWgEeTa94d8B+DRj7Bc55/8AAIyxamRyjo/iXspDADgF4HEAX0KmMJDK7yFTWOi1ouz4Joe8X96w8qhWRr13vkBp2z/Izt9KnL5w/Ah+em0WZ4biADJT3/9/e28eJ0d13v3+nuqekdA6ElpmtIAQIySNcIyJpWGRwHkT8+Y6FwuHD3Zk5ASvBLzExE4cvJLgIPu1jX1x7HvBIY5tybLBBmzivHmxPwYkARpEZBnQCI22kUaaRcvMaJ+Znq5z/6iuVnV1VXVVd1VXd8/v+/lAa6pPV51zavud5zzneYD4ZgYKHTetK9y7fmtOQpSWeQ1Yt/aavH4Jo/+c+s2Mn955NDc8o9ex/LwM/Vxr1hf/qK7nWOW94mRbcbt+g1zrXmUTmuD6JY15gnxkVMfmXT1448igax2NRdiG25B1sLN9/zHs6z0FACWfw7qkhumTxjnGh/dD1MKm0MCsGow01us0NZrOS4Bln5kD3NvgtEgZAObPmFQRLhfldGusZFFdC2vdIhfkInIzgDdn/mzObPt85u9BpdS/WIrfC+CPATwjIt8EcApGps65AP7MkhQIMOKPvx/AgyKyAEamzncAeBeALyulDkTSoDEGfb+CYRVGpstFQhM0NzpHWSlE3P0f1gPYTTACwC9e7sy278XdfVgytwFXXjI9lpd+IbHR1tGHVw/1Z6O1pNI6Xj3Uj7aOvhzLtkmp/Zfn1jJzMiDAgb7TeS+dUo9V6Fqzv/gTDqLGyQ3JyaLvdP26Hd9poWmhui5qmponosbVJaCQH6/aigKQ1DSsWtqIG5fNKdqv3i4O7nvPcjz24t688IGVSKGBUaUbadwW1ptoYohp60wO4N4Gu5HFOvtUCYKv2txKoxDOtbLWrRwW8lsB/JVt2/2Zz4MAsoJcKbVXRK4H8BUA/wCgHsB2AH+qlPqNdQdKqRER+RMAXwawBobf+D4AHwfwnQjaMSah71dwwrQi1FL/O/WLm99yy/xpob70nXydTaun9aVQSGxs3tXjGGN7864eR0EeBma/LW+eFelLp9C1Zn/xO1mZx1ui5xSy6Ps5vlUQD6XSqEtouHjyONx5UwvuX7MC2/cfc6yrW8hApVSetdTOaFrPWj/Xb+rIcW/x61dvP0/JhCA1qmMks7j7pd19uH5Jo2s4VHM/UVj8Cu230GAnbiNBIdwW1pskNA1rb1iEp1856KsNlf4MroYZC5OohHO1DUrcKEemzjsA3BGg/C4Aq32WHQTwscx/JCIqeZoqCNU2pWWv73uub67o+haD28skoWmBX/p+M/HVJzXUJTWMplXeS6GQ2IgzTmo5Xjpe97qbL6590aObUL5uceEBi/349gFbKq2jd/A81j3xO7Rkws65Rdy4f80KbNyyBzu7BtA7cA5HTpzBgaOnIYKsW4pTfPpxdQksmDUZn93Q5uhrXkjsOJ0npC58P5RK48DR0zhw9LRrLPKgwsXvs83pXpgzfWLe4KCQ+1O1CVQro2kdh46fCdSGSn4HVvqMhZWonmHVNCjxomJ8yAmJkmqb0qq2+haL28ukuXEK1qxs9v3CDJKJb3hUz5mqtr8UvF7UN7Q04fmd3TnxyzUBVrU0RdA7ucT90nHLHPnn11yGhKZlI+Js338scNIUN0HpJq5GPMKImvuzWtatKAUkE4ZbyqqWppz49OZ1AwVXX/NCYsdPwieToVQaO7sG8LVf7MDbls3JtttJuLx+yMg+uvaGK4oW7073gtvgwEuAVptAtWJda1CpbQiCk0tN07QJuHrhzLirlkdUz7BqGpR4QUFOxgTVNqVVbfUtFi+LdJAXZtBMfHasLwWv47Yumo03XXoxdmWSvNRnEoSYkWGiJO6Xjtu5WrNyUUnxy70EpZe48nqRF3JbMN1SrlvcmBOfvlC4yaQmBWdq/GYDNUmldTz7ejdeyqyfeOD2VtcwoY+9sA/tXQM5fRvkWeF1L1T6M6aY6EZDKSNevSB3oW4p7jWVNtNqzgZZExd195/FFza+XHEGnKieYZXuRuUXCnIyJojbuhiUaqtvsYQ1/R00E58dvy+FhCZYV2J9i32hx/3ScTtXToJw1+EBrN/UgaSmFWyjl6A027yzayAvhKLXOSs0CHP6rdVtxS0r6LuvvzzPQm0lrSvoSqFhYj36Bs/nuDg5JR+yYm232zU7qqs80ezU1qFUGk+2GXENCmU7tVIozGUUQnRkVMfGLXs8F7wGmQVwWwhdaA2DHyp15nL7/mPoGTiXndHxSkQX54AiqmdYpbtR+YWCnIwJ4rYuBiWM+laaJceNUqeOR0Z1/Pr3h/O2m/1lfwm4+ZD7fSmUUt8Wi1ktAAAgAElEQVRSXuiV8NJxarvj4HFUx2Mv7MvxLXdrY6HB5wO3t6Ktow8P/7od/WeGC0ZrAbyF53jLb93Oh1Mm0SVzGwqKca/oHsmEhpVLG9HeNYC+k+cd9zGUSuP5nd245+Y3Y8ncBl8+7G5t3dF5Am8cGXTNdhokV4JXPzktjvbLyKiONd/8Nc4MjWbr/LMX9+Mz77oK1y5uLGoWAHCJ7+9jDUMhKnXm0q8BJ+4BRZTPsFpwQaIgJ2OCuK2LQSm1vnE/eMuFmdbaSeA0TZvgukjNjLISR9bAUl7olfjS8bLmAoXb6Cej6XVLGl0zqzrhFmVl5dLGnBCkblF+nDKJFrpG/LjJXDJjEuZOn4j1m/a47mfLG73oPzOcXZT62Av78rLZWkWzl8j2yna6t/cktuzqzYuIoyuFDZv25Ahst1mQTzy6JS+x1wO3t2b7wyrUnbZt3LInK8ZNRtI6Hnjid7hy/jTc0noZDvSdxuETZ1xnwKK6F5wMGpU6c+nXgFMJA4pKfIZVChTkZExQCdbFIJRaX78P3mqxorvhltYaAFYuvWBhs74E4mxz2C/0Sjh/dvHrFJ/cq41+B59BXuR+759C56PQ8az933XijG83GadEMybmgtVX9h3FoqapmDFlPE6cHkYqredY953a+mTbAezoPOHaHrO82a53X9ecdRdZMq8Bu7oG8dUnd+QJbLdZEGsiKPMZY2ZDzUlmNbcBUCpv8axujyFq6ddXD/Vj15FBpEZ11CU1iCAvGk5UM5xuBo3VyxdU5Eyr33uo1OdPJTxvahkKcjJmqLaReSn19fPgrQYreqEXgFda6+bGqY77i7PNYbpOxd0WE7v4TaV1PLH1gO82RjVY9nP/lHI+7P2fTOSLRhO7kLZatDWRPGE6nErj4WfaMXh2JJvds7HhItfsnmZbAeRZyr3cUKyLcXd2DSCt69kIQtZB/GWzJ/vOdmlmQ7Vb05VCdh2Aue/WRe4zfkohe7yRUR2aGG4/o+nCLkul4mbQWL0CjsLXKXlVnPeg9R6yZ9etT2q+EiLZqYTnTa0PCCjICalB/AiNSpi+9MLPC+DyxikYZ3vBAO5preNuc5iuU3G3xYp9BqK9a8CzjU4v1jAHy8VE5Ah6Puz9n0rrFyJ6ZMoIgFlTx+Ovb1qWI6RNd5T2rgFMnVCPtj1Hc+7VuqSWtYoDhiAdPDsCTRNPARKkPU71tzOcSmNv7ym82nk853stk+2yZ+Bc3jPm2OmhPOu/UyKm4VQa82ZMxKTxyTy3FSeUAlYtbcT8GZMin+F0M2h0Hj3tmbwqDKFarOh0GoA6PUPrMgtmR3ysxbAS9/OmEgYEUUNBTkgN4ufFXKn+kCZ+XgDLm2dh6bxp2HV4AMOjesG01nG3OUxrcDFtKYeFqVAbo36xlhKRI8j5cOp/pS4kHQIMYX7yXCpHSNst0+Yi4/FIZOvbMLEevYO56yL8XKdB2uMnHOi4ugTSuo7d3SdzLP9u2S6TCcGuroG8/dQntRwLubnvK5oasPGet+PHmzvw9CsHcX4kjbSuUJfQcqz1Zvkbl80pW8x9uyW5Pqk5xi93W4dQjFAN+95weoaORwK3XrsQdQmt5Ou9nM/OuAcE5YCCnJAaxM+LudIjz/h5AQQVVJXQZi9XiiCCOWhbymlh8mpj1C/WMCJy+MEtNGIh/3mn5DwAckSSrit89akdRV2nftvjthjXnnlVE8krk3LIdplK6/j5S/vz2m/G6nfyITev7zv+aAned+PinFCFT23rxG4flv4oBplXL5yJOpsgr0tqjsl2whSqpdwbQRah1iU0vHfVokB1i/vZWaifa8GdhYKckBql0Iu50iPP+H0BBBFUldzmoII5aFuiEsJBX4RRW9qK3X/QdrhFcunuP+vpo+u2QDKhXRBJaV1Ffp16RWeZ3XAR7rypBa2LZqOtoy/PN14EWDBzcs69t2HTHkfXlJVLGvHp1VcBgOfA2X4f+4mqE9Ugc/v+YxhN5w4sRtMK2/cfy7uGwhSqpVy7jotQV4S3CDWOZ2ch//e6pIYFsybXjDsLBTkhY5RKjzwTxQugkttcjGU3SFuiEMLFvAijtrQVs/9i2uEWTtPJn9h6zbpZpp/Z0QWlFBY1GWEZo75Ozfqv39SRE1pxVFeGv7pk3GwkP6mRZP93Aad2jc+4mZj1DjIT4WegHdUgM8i94pTnoGnaBOzpOZn93u95K/becF2EqpwXoRbzDC33s9PN/31kVM9ei6m0jqcyCbD8XgeVbEmnICdkDBN35Bmvh2Oc0TfioBjBHKQtYQlhu9XK9N8H/AmiIAOtYl6exQzkihV2Tv1f6Jpd3jwLTdMm4MDR0zn76jt5Hus37clGZHng9tZsnff1nsr+tpTr36k/k5qGtIebzYG+03mRY5QyMl9ak+0U0++liqOoZluC3Ctusd03bNoT2FJbrBHCLVvr5l092eRNYTxDy/nsdLon63UNWsalCjCuw93dJ7GpvacqEiMVgoKcEBILfh6OlSqeoyBqy3EYMw72cxY05jjgf6CV1hXuXb8V7YcHkUrrqEtoaJnXgHVrr/F8eRYzkAvTP7XQNZvQBNcvacwT5CZe8bxLjd5RTGztIK5jhfo9rSu0dfRh864e6Ao4ePQUugfO5UT8CNK+sMOImuf4slmTsXhugy8fdrPt5vl+/MX9JSX+KsYI4Tbr8tzOHhw4ehoPfXBl1T1Dne7JEZdIQAJUTWIkLyjICSGxUOkPx3ITtY9mGDMO9nPmFAPejyDyM9Bq6+jDq4f6s9bZVFrHq4f60dbRh+uWeKdBDzqQ8xJ2UVjVFjVN9UwONJRK48m2A9jdPRho9sELt/vt5rcCyYQAqQtl07qOKy+5GECw67LQguV712/NOaf2NvtpX45wnj0Zi+dMdVwsGgSnc7x4zlR85l1XofPoad/3ShgW+2KMEOY52tk1kBPJRlcKB46exice3YLvfHhVRViB/eJ0T7pF61m1tAn9Z4bzzp8962zckWIKQUFOCImFSn84lpty+GiWOuPgFirPHpkjjEHE5l09jq4Sm3f15AjyMHxCvURnFANHrwWVJq93DTgmDCr2/nC73154owfDI7lxwFNphdu/9Rs8/umbUJ/UQrkut+09ivbDg45i3FqfQmE784Tz3AZ85par0HnMv3B2qpv9HO/uPglNJFA0krgikZjPjq/9Ygeefb077/uu42eqztDhdE+6ZXxtvWJ2ziJgM0qPPetspWZaNaEgJ4TEgtPLy1w1P1apdBcdt4V7f37NZYHjGhfCQ7dlCct67TUYimLg6OR3fPjE2Tzrpp26pIau42ewtaMvcD+7iUUASOV7AmAolcbGLXvwV29bHMp1ua/3lGPyISuFxJGjcD4yCK01mHB2qpuTD/be3pNFWar9znKFucAwoQnetmwONrf35M1cjeqq6gwdbvck4B6tx7xGt3b0YXeATKuVEGULoCAnhIRIkBfM8uZZWDy3Aa8dPJFNAGKumm9dlJ8enMSPm+BYe8MVoZ+vG1qa8PzO7pzkMJoAq1qasn+3dfTlTNOXYr12E51RWT2tx1uzcpGrddNKalTHb1/vxou7+woOPOz34tULZzqeu1VLm/CcrZ9N2h2S/BTC7RlweeMU1CU0V1Fen9SwuIB4fW5nd96MQliLOO0h9QBgy65erFm5yPe1bReRC2ZOBgT4yZa9ec/DKFyhljfPwvwZk/LWJ4zLJDWqNtzuyUKDwyCZVhllhRBScwR9wSQ0wS3LF6C9awB65iVtrpqvtunVsUJCk5y07y3zpwUSLEFoXTQbb7r0Yuw6PICRUT2bYKZ1kXFdpHWFh3/dnifwhkJyezKF5Z6ek2iaNgE9A+cis6qZ1s2Xdve5urAAF2YNCg083O5Fp4gbADBzykXoO3k+bz9TJ9Tn+OAWOs9ez4DlzbPQMq/B1YdcKcD+hfUcvPCGMYtgJ4zB0fLmWZgzfWKekO0ZOIf1mzqQ1DTffWCKyOXNszyfh26uUEGPZz/2Qx9ciU88ugVdx89gVFcYl7lvrNdrJYf+CwOvQXQlz0JSkBNCQqEYX9sDR09j1CaoxrIfuR/ifJna076/cWQQ7V0DkWX7XOdhzdq29yj6zwzn/c50nSmFkVE9R9TUJwRzL56ElUub0Fygz4OcH7fIHl6i3MTrPnG7F83ENvbfPPzXN+IvHvx1znETAry0uxeb2nt8W28LPQPWrb0mG2Xl+OkhtHcNZN0rUmk9ZzBuFfdu/ZHUBA0T66HrCmldleTu4RT5ZiiVxmMv7MtZH+H3Wi/UF25uMsUez6Q+qeE7H17let9Ueui/MKjkBHBeUJATQkKhGF/buNMxVxtxv0zLHRnHy5q1r/cUUg6ZIS+ePC7vxWu1tOpKQRPJJuBxCrf4iUe35IizkbRCd/9ZNDdOKSpjotP58Yrssbm9B5t39Xr6XNvvE6u4P3ziTEHXDvvA4Sd/+3Y89uJetHcNYOqEery0uxcjmWyVfs/znp6TnsdNaILrljTiuiWN2LBpD1472O9a1n6tOaErhd7B8/jqUzsii3xjDhiCJpsp9Dx0C1Xo53iF8LpvxkJ0q0pOAOcFBTkhJBSKEdfVasmIi7hfppUUGcctLNqdN7Xkxb52srSaU/kP3N4KAFnL7bFTQzh47Eze8YZH9YLtDHJ+vCJ7fHr1Veg/kyvWkwlBalTPidlt3id2cV+X1PLS3VvvxUIDhw2b9mBTe09u+31EQHnhjd687fUu/suFnhduEX2smH7vYdwHVy+ciaZpE7KzIkmfMfaLTVtvf/YVE9O/GCrpHo6SSnZNcYOCnBASCsWI62q1ZMRF3C/TSprRcLveTB9zE/vCT5PhUd1IwLOnD0+1HXD1bTZJalKwnUHOT6Gy9vvi6oUzXTMu2sX9yKgOTYBkQsNoOl/AFxo4uA12Umnd1ad8296j6Bk4l9cnc6ZPdHwGOIa1mzMVo2mFrzz5Oxw/NeQoUgH4Fst+MV2xuvvPZsX4xZPHY/DscM5CzyDJZm7WVV5892RCcPXCmQDyn32ptI6fv7Q/53jJhIZDRUbVcaOS7mGSCwU5ISQUihXX1WjJiIu4X6aVNKPhNzOk08JPk+FUGpvbewrGxwaA+TMmFWxnkPNTqKzTfeHlvmMX90oBq5Y2Yv6MSXl9U2gwYD/P9UkNdUkNT2w94OqK42bRXrm0yXVRtz0iyVMvd+Kff/7fjhFfxiU1zJk+ESuXNiGt54vXUu4DU1Sb+xvVFQbPDmPO9IkFF/O6x3fvzXOpSo3qWT9+sw/Mc5rWFdq7BrLiXsRI0PTc6914yRJVx6xvsWtI7DHw6xKa4YevSvPDJ6VDQU4ICQ2K6wtEsfgybkFcaTMaha43t4WfJtk43B6+2klNMH/GJDz0wZUF2+n3/KR1BV0pNEysx4nTw0ildYwv4Vy6ifsbl81x7Bs/FnBrRJaRVBo/bzuAEY+soW4x6psb3UWy9fxt7ejDriMDeWI8qQluaGnCjcvmZK81U7zuOjyA4VEdSU3QNG1C1vocFMc07aM6Vi5tRHPjVM9r3Su++4hNkI94uD1Z763nd3Zjyxu9ef3dtqcPv3i5s+Q1JKtXLEDDzh7s6DyOs0Mp9A2ex1efLN0Pn5QGBTkhZMzgJpLDFs9RLb6sBEFcTYMut4WfgGFxNeNwOy2gdBKChfBrtbf7ezc2XIQ7396C1isKx993ulaDDtSCWMCXN8/CB77zbJ64tLuIlDpY3Nd7Ku8YgGGtNmcnrO2+7z3Lcc/3X8j6fPcMnMMXNr5c1D3mJqqbG6cWvNbd2r1qaRNetIWxLGTFN+8tp+vWnM0pZQ2JV+QaP/uK4jkZVcSoagztGLkgF5E7AdwA4A8BLAKgKaUce0VE7gPwJZdd/Z1S6uu28hqAvwFwJ4AFAI4BeAzAF5VS+QFLCSFjFq/YzNZQfmGI5ygXX1aTII4bJ6GV1ASrWhrxtmVzs2LRHh9bE2DZJdPx6dVXBb4G/Fjt7f7eg2dHoGlSUpzvIAM1J//lJ7YecLxeAeDEaYfwkpmsuls7+rKixynOud/+M5Pz2EV5XULDgpmTce/6rWg/PIhUWkddQsO86RPQM3g+lKgkpQwmvDJKFrtPL6t7KWtICkWu8dpX2EaGKCNGxR2NqljKYSG/F8DFAH4HYCKAeT5+cw+A47Zt/+1Q7psAPgHgSQDfALA08/dbRORPlFLeeXoJIWMGN5G8ccue0MVz3Isvq52wrFtuQuvvVr8lZ3/W+NiAkQ00qmyxpVwbTtdwe9cAfvT8btQlEri8cQrec32zb2u+OXDYsGmPa52UcnbpmT5pHJ5qO4Dd3SfzRI/fazwnDvvsyVgytwGvH+rPuq2IGIMlXamcAVMqreOAUyQcH/3odm0FnXnyE0qz2NmsMK3uVgpFrklmBj9OhG1kiNJoEXc0qmIphyB/G4BDSildRP4D/gT5U0qpTq8CIrIMwMcBPKGUutWy/QCAhwD8BYAfF1tpQkht4SaE2rsGQhfPcSy+DCpiK3VKN0zrlim02vb0YXMmjN+qpU2O5cz42FFTyrXh6Ouc1rFxyz5IZj/F9FWhOtnjc9clNLztyjl4qq0zFPeJbJSVuQ343K1XZ8MnrlrahNYrZuPrv9jhuOhWE+T4nBfqx0LXlt+ZJ3M/pg+7yXjb/oqdzYrC6g44n+fcdul4aluno+tU2EaGsPZXTAz4SiVyQV5IWLshIlMAnFNKjboUWQNAAHzLtv17AL4CYC0oyAkhGdxER8v8afkxqksUz+VefBlUxFbylG4U1i3rQrgXLRErfGXQnD0ZUEZW2TAGLqVcG5c3TkGdg1sHACgU31eF6uT0XVLTQnWfGEqlsfvIIJKtl+Ez73pLXtuc0JUhypW6MBi5euHMHDcar/CQxfaXPSqLSdSuaWldYfWKBZjW3gPBhQGL3+vRfp7NsJhm/+oK2O1S/7CNDGHsr9gY8JVKpS7qfBXAZABpEXkZwP1Kqf9tK7McgA7gZetGpdSQiOzIfE8IIQDcRcealYuy4cbCEs/lXnwZVGhU8pRu2NYtp7a+evAEfvj8bvzljYsLZtAUMQShUvkW0GIo5dpY3jwL0yeNQ+/gedcybn3lNSNSqE5O323be7Qk0RPkPN/Q0oTnXu92FOaaCG5YZiy+vXrhTM/1IGFdW16uH1FZYp3EZ/+ZYbQGOI79PB86fgbPvd7tq/5hGxnC2J/bc2y1Km0mIS4qTZAPAngEwIsABgAsBvBJAL8SkQ8opf7dUnYOgONKKaeYVkcAXCci9UqpEfuXIvIRAB+56667wq4/IaRC8RIdUYjnoNPVpbiQBBUalTylG7Ylbl/vqbwpel0BP9myD7u6BrBu7TV5CW6sL3mrq0RYA5dSFua+7co5+OmWfa5WY6e+8jMjYtbJFNs/2bI35zq019ePoPK6poOc59ZFszF1Yj0Gz+a9zrNRWMzQiUETHhVzbXm5fkRliQ1rEG0PNfmST5/0sJ+TYezP7TnWeex07NGoisGXIBeRBhjC2C8PKaX6g1ZGKWV3P4GI/BuA1wF8U0R+ppQyV3JMAOAWYHbIUibvDlZKPQLgkbvvvrtAKghCSC3hJoTijlxSqgtJUKERd4IhL8K2xF3eOAV1Cc1xYWL74XxBU2jhWzkGLk5CFkD2GnF7cdVnQjna+8qvmAtyHVoF1d7ek0jrxsLGbXuP5tXXaV9BznNCE7xlwcV4dmdP/ndyIYNq0IRHxV5b5n7cfMj9DkqCEMUgOmh/hP2cLHV/Xs+xuJ/pxeDXQt4A93CETqwHEFiQO6GUOiEi/x+A+wBcB+CZzFfnALjdReMtZQghpKIp1fpVahzqSprSDdsSt7x5Fi6e7OzmkUrreLLtQLZcQpOCC9/CGrh4xcR384t1C1mX1AQzpozHnTe1OEaH8Svmgl6HprB+su1Awfra9xX0PN/QMsdRkF8y80IGVT/ZT4uJptK2pw+bbH7b9sFIQtPQbBPcYa7ViGIQXQl5DYrBGuGmadoEdPefxcioXlHPsWLwJcgzCzPjPEOdmc8Zlm3dAFpEZJyD28pcGO4s+fNbhBBSYZRq/Qr6Yq30F3GY1q2EJrjzphb888+2Z2NWW9nReQJvHBnMSYRjHaw4+ZAXeuEXsop6CTU3UZxuO+A6SFDZ/znjV8w5XYdDqXR20HL1wpnYvv9YTrvc6jutvafgNW0/z2lduS7IbL1iNt586XTs7BrAaMYaf+mMiTkZVP0MNINGU7l3QxteO3giG83l2Z3d+INLpmPd2msK7ifMtRpRDaKrzZLsdO/MmT4xm1W1kp5jQak0H3I3FmU++yzbtgG4CcAKAJvNjSIyHsBVADaVrXaEEFICYVi/gr5Yi3kRV2qoxEK0LpqNZZdMzxFWVuxCyTpYWTDLiLLSeey0b4tqIauol1BzE8U7D7lPOqd1hd6T57Huid+hZd60PAusXzHnNjuwo/MEdh0eQF1Sw2ha5ezjykumOwpvJxSAS2ZMKqrfEppg3dprPAeRYQ80t+09il2HB3KuGaWcXZ3sbdm29yiedBhEFetmUumD6HLhdO/0DJzLZlWtZipGkItIEsBEpdRJ2/b5AO4CcALGYk+TnwL4LAzf9s2W7R+G4Tu+IdIKE0JISFSyC4lJJYdKLERCE6yzxCM/cPQ0Dhw9nVPGKpScBit+Y5T7sYp6zYi4iWKngYSdkVHd0QLrV8xZr8M8ITmq5/hLm+1qmT/NcTA5c+p4R6P9j57vwLWLG/OO7aff/Awig1rAvQaY+3pPOYaYTKX1HFFtD5NpJkwKe9FntVmzo6CSF6SXSuSCXERuBvDmzJ/NmW2fz/w9qJT6l8y/JwE4ICJPAdiFC1FWPpT5bo1SKusEqJR6TUS+A+BjIvIEgP/EhUydz4MxyAkhVUJc1q8gFu9KDpXoh4QmuG5xI65b3IitHX1Y98TvIlnU6kcwmGnirQK3Pqllz7t1cJbQxNHVxp4Ux+1YJn7FrHkdPtl2ADs6T3i21aif5jiYPOoSmvHQ8TOO10y5hZafAaZ5nuyivC6hZa8V+37qksYCYqdERn5dnog7TgNWrwyj1UQ5LOS3Avgr27b7M58HAZiC/DyAnwNoBXALDBF+HMBvAPwvpdTLyOeTMPzLPwLgzzLlvw3gi0qp/GEtIYRUKOW2fgW1eNeSZSrKGQk/7kdXL5yJOpsgr0tquHrhzLzBWSqt4+cv7c8pOy6poWnaBBw8dibPCq2JYcE1FhoGH9CZ1yEA10Wk1nY1N07BmpXNeYPJr/1ih+NvdAU8v7M7b/BXjsg/1gHoqK47DjDXb+pAUtNweeMUXL1wJpbOm5bj6iQCtMy7cK3YB6pOFnUAuGrBxXhX62UV62ZSijtaObMEL2+ehcVzpuLVQ/3ZQY9XhtFqohyZOu8AcIePcsMwrOFB9p0G8I3Mf4QQQnwS1OJdyaESg+KVmtxtUaFf/Ij97fuPYTSdK6VH0wrb9x/Lc5lJ68oxcdXNb12Arz75O4zYwjmmFfCzF/ehvWugJHciezvqk5qjD7lbnHKvZD6bd/Wi/0xbTv3sx6tLamiYWA9dV0UPLqxYB6BDqTQE+etgh1JpPPbCPqR1lW3fl9eswCv7jmJzuxHhxZ4ds1CYTMCwjL+r9bLAA9dyrdlI6wr3rt+K9sODSKV1JDXBvOkTsGD2FIgIbmhpyone4+aiU0yW4PqkhjnTJ+L6JY1Y1FR4UWZCE9zSehl2HRnMDn68MoxWExXjQ04IIaR8BLV4V4OfexCcInyE4SPvx/0oSN+77e8nW/Y6xlYHgJG0wq7DAyUJFPtxF8yaDF1XeOGNXgDAKptIs9O6aDb+4NKL8erBE3nCN5XO93U3j9e2pw8PP9OOE6eH0Tt4Hl99akcoaxXyEj65lDPdg8wB6vb9x7KuTqYQtSZNchqoagIkNCMtfdCESdYyVpFcl9DQMq8hL5FVGLR19OVYnEd1hc7jZ9F5/CwAY0bjTZdejHW3twKAp4tO0CzBw6N6dk2H30y4B/pOI2WbiajW2TorFOSEEDIGCWrxrvUoD2H6yBdyPyqm7+37u2z2ZCMko4uyHB7VSxYo1uydjmnbF3n7o69bawjsHz7X4bmI1vobTQSDZ0eyg42hVBrthwfQtqcP1y32t7DWCaeMrYWw1tFpwLZ4bgPe+dZL0TCxHv1nhpHKxMJePLcBtyxf4BiZx8/AL60r/PD53fj9wQuRdVJpHa8e6kdbR5/vBcZ+2byrx/U6AgwLtDnAA1DQRcdNHKd1hed3drueB/s95zZwqaXZOisU5IQQMgYpxuJdy1EeyuEjb09o0jNwrvjZBuUZehxJTXwLlEIW22IHK+ZCWk3E9yJaJ+E8Mqrj4WfaPS3yhbi8cQqSLgtks/UVw+XHqY5OffDawRNo7xrIWrBnN1yUk5zJLpzTusL6TR14/VB/niXeKkI/u6ENrx7MX1CrlCGewxbkflKWj2QGeEq5h7U0cTq3ZrvaDw94/nYolcYTW/fjjcMDeHZnN06cHkYqredYz2ttts6EgpwQQkqkGuNz17rFOyhRW93cfGdXLm3Ky/DohwNHT3taNefPmORLoPix2JY6WAkioC6bNdnRv/v4qaGiZiusg6CLJ49H30nn6C/j6xKegySnPtAVoGcs+am0jsGzI9BEPH2nrWLcxNqXpvD3CnNZ7PPG7Xc3tDTh+Z3dnsesz7im9A6cQ50t8kwhFx3gwoDGbdGrld8f7M+ZHQC8cwXUyrOLgpwQQkqg2uNz16rFOyhRW92cfGeNhCZTiur/yxunYLxDvPKECC6ZOSkng2WQejlZv0sdrAQa/ImzxXZUV4FnK/JCEiYE45KCkVGVcwzT+nr/mhXYvv+YYx3d4sNb8RqkmP3sZKG39qXXIlFNgOuXNBX1vPF6TrUumo0rL5mO1w72O/a9JkB9QsuJ9mMOmjQxkj2978YrcOj4Gddz69auhon1GBpJ++cMqz4AACAASURBVHInKpQroNqhICeEkBKo9vjcxVCNMwKFiHrGIIiV2U//2pP41CU0XDx5XI7LRFj1sh8rqQmapk3A1QtnOu7Trf5+BNSBvtOO24O44JjkhSRMKwiQje2e1AQzpozP6TO3OjpFgbHHG/capLgJ0qQmOQM/N+Gf1ATLLpkOTVDU88btOdXW0QdNE0yfND4v5r0mwJWXTMeyedPwRNuBnNCbZildAZ3HzuBHz3fg2x9ahfqk5nh8p3aNr0vgb/7sTdBEfMW9rwU/cS8oyAkhpARqKT63H6p5RqAQUVrd/FqZ/fZvWAMIP/VKaIL716zAJx7dgq7jZzCqK3T3n8UXNr6cV6+RUT2n3LikhqXzpmXLFRpsuFn+/brgWHHyR1e4EEllVFeebiZWnKLOOIX7c6ujY0IbTfDu6y/H2huucAz/mB1oTRqHP3rTHCQ0DZt39eS1aSiVxpNtB6ArY2HBgaOn8/rW6Tk1lErj4V+3Y/DsiKOFWingLZfNMPzGC7iadB47g088ugXf+fAqx750m4GyDh694t7XJbSa8BP3goKcEEJKoFZX/LsxFmcEwsCvS0yQ/g1jAOG3Xtv3H0PPwLmsmB0ezQ9dmNYVPvHolpyIKsOjOtq7+rF+Uwc0EbzwRi+6+89iZFR3HGw4WePnz/DvgmPlslnekWgAo3/9Dp7t/d26aLbvAZFbP1vFuHmMHOE/czKe2taJJ9s6s5Z5pzbt6DyRDTGpFPJCCLoNCI6fGnJd6GpmwNQ0QV1Ccw2zadJly8JqH3x5uQSZ/bPr8EBeBtvpk8bhg3+8FPv6TuKzG9rQMn8a1qxc5GqNr1YoyAkhpARqdcW/G2NtRiAs/Fq0y92/YdZr296j6Dp+Ju8YI2mFx17Ylyf8nAYboboOCRwXiFqpS2hFD56DDIiCtMu6360dfdhtCzOoiSGW7QLZ2r32vnVK9KQU8hJLWTEzYH55zQpcPHkcegedF8SaWP38vWZ6ljfPysZzv2z25KxVf/XyBVi9YgH2953KJIPS0Nw4BW9eMANr/5/f4MzQKABj8PHLbZ3YeM/ba0qUU5ATQkgJjLVoJWNtRiBM/Ai4OPo3rHoZKemd5a/bdrd45EEs/9ZIKrpS0ESwqGkq9vWe8rSOA8DFk8eVbfBczIyG00BIKWDV0kb0nxn29Lu2L4K0PqdSaR0/e2m/57HNDJjb9x/DnTe1YN0Tv/OMkpLUBIeOn8HWjj7ounL2Wd/Th1+83JkV6pJZxOtk1Tf5wXO7s2Lc5MzQKDZu2YO/ettizzZUExTkhBBSIrW44t+NsTYjUG4qtX/91MvN/9sLu6gPumDYtMTaXR3MMIZekVHqkxruvKmlogfPbgOhG5fNAeDtd+20FsB8Tm3YtCcv26UTpqh/z/XNaJk3LceVCAB0paArYyZCVwrPvd6Nl3b3GdFTHGZUNrf35GZM9bDqm9fCb1874li39i7vmObVBgU5IYQQ34y1GYFyU6n966deVy+ciWRCgNSF39UlNCQ0cRSN45K5C/WKWTBs+tzbFx0OpdLo7j8LkfzfCZCzqLCSKTQQsn5ntTaPS2pomjYBe3pOZvdjXzzr5FMO5M5mmKLeev739p5CWr/Q3z0D5/DCG71Z6/lQKo3+M8N5fufj6hIAvBMLmQMAa3ZYtwFHy/xpvvqwWqAgJ4QQEoixNCMQB5Xav4XqtX3/sTyrq0Bh6oRxGLIl5EkIcOu1C3MWNRazYNgrbvfwqI6ETY8nM4lwblw2p6wDnWJDhRYaCNkjv0AB+4+ewpZdvegZOIcNm/YUXDxrCv3FcxsApVwjxyQ0wfLmWXiy7UB2RiKpCSZdVJd33lOjOmY3XITBsyM5+1q1tAkv7u5zFdkiwIJZk/OuBTuTxiexZuUi3/1fDVCQE0IIIWWmFmO57+s9ledjnEorNDZclJchU1cXrOfW3wdZ0JrWFUbSaddIKklbXG3zN/NnTArsn17KeSo1VKjXQMjpO00TPP7ifs+BjZvQB+A5C7Jt79Ec9yAzdKS9FePqErjzphZoInn7t0bRsaMy/9vX5zzQamy4CP/jTXMZZYUQQgghpVGrsdzd/J2XXTIdu7tPFlyoetns/DCFpsXUTlpXuHf9Vrx6qN9RjJs+5N39Z3PcWYIskA3rPDlZ/tsPD6BtTx+uW9zouy5+BwZ+BzZ2Me/nGPt6TznGJFcwfPJTlnCW1mRLVsyBgFMyIKWAzmOnXRMJ3fU/lxUcTFXrYJeCnBBCCCkDplB4fmc32g8P5Pjc1kIsdzd/5zUrF6G9a6DwQlWVH6JQZf+Xy7a9R9F+eDBPjGsiuHFZE962bA6uXjgTX9j4ctELZN1caNZv6kBS03yLPSeBPDKq4+Fn2n1lVQ06MCgmUo/fY1zeOMVx5gEAVi5pxPwZkwque7CKdLulfHymnlcvnImmaROyCabG+zx31naUksE2DijICSGEkIixCwU7lR7L3Y/V0cvf2c9C1QNHT+cJbNNiet2SXEvyvt5TjolqdKVwicUlpZQFsm7ZLR97YR/SusqKVjPhjVf20bqklufOc+L0sK9BWFDf+mIi9fg9xvLmWZg/Y1JO8ifAENI3LpsT6Pp1q6c5kOruP4tRXSGpCZqmTcD9a1YUPHf2dqTSOnoHz2PdE79DiyVjbCVCQU4IIYRETKFFalHEGg9r6j6IhdbN39lvrHN72MTxLv1yeeMUx+yR9UnNNdSfvU2F+sbJ0gxciEIylEpj1+EBfOLRLegZOOfaN8ubZ2H6pPzEOqm07msQ5scFJUhWzGKPARj9+dAHV+ITj27xZb326me3gZo9cs6ortAzcA7b9x8rqq8AY0ai0mehKMgJIYSQiPGKBuJ3Ot6Ol9gJ00+9mOgnQesLBLPsLm+ehZZ5DTk+5JoAS+dNC+TW4NU39vokHFw1hkf1rDB165uEJrjz7S144Inf5Qwg3AYbdgq5oHi1x+/5CeLmUp/U8J0Pryo48+Cnn50GTKVkq3UbRAXZR1xQkBNCCCER4yQU6hIaVi1tLCoEXyGxE5aIBkoTSH7rCwRPL79u7TVo6+jD5l09AIBVLU2+/IT99o1Tdsufv7Q/Z1Gjkz+1U9+0XjEby+ZPK8qf3TFE4Zyp0JXChk17MKrrJZ9rp2M4xTE/P5LGN5/+PXZ3D2LxnAbcc/ObcVF9Irsf66BrVNdzIrL4rVcp2WrNduzsGsibPan0jMIU5IQQQkjEuFl/P736qqLcSAqJyjBEtEkpAslvfU2CxGBPaILrljTm+ZcXIkjfWOuT1lXe4tSmaRPQM3CuYN+UkvDJ/tsFMyfjqW2d+OqTO9wt96k0nt/Z7dtdyZ74Z8uuHnT3n82JY/6F296Kd3/9/yCdOVTv4Hlsau/BZ299C65f0gQAOYMut3oVugZLyVZrtqOtow8P/7od/WeGcyK/xJ3x1gsKckIIIWOCOMKhWY+5esUCrM4sUiw1A2chUeklooP2QykCyTzWk20HHFOpx+FCUOwAw0lUF4rk4tTXxYbtMwcGWzv6sNsyuHGKeAIAz+3shq4uuEQVcleyRj95/MV9eZbtL/3k5awYN1EA1j3xO/zBpYewesWCnEGXU728+jnnXlm+AKtXAJ1Hg98r5kCt9YrZFZfx1gsKckIIITVPHLG/ozxmIVHpFcEiaJ2Kte4WiiwTlwtBqRZYs9y+3lMA4LqAspjz7+c3busRkpljAoZQNn3rg7iwpHWF53d2Ow6eOo+ddvyNrozwhdPaezzr5dXPZlz59sODSKV11CU0tMxrwLq11xR9r1Rqxls3KMgJIYTUPGH6VFfCMQuJykIRLILWqRhx4xVZptiFrGFQivtIkAWUxfS1n984DsaSGm69diF6B87huZ3deeEjhyyzEU4WeABo29OHh59px/FTQ3n1GleXwIKZk/F614BjvYdTaUimnD1KzrtWLEDfyfNQAG5oaXL8fVtHX84C3VRax6uH+tHW0RfYJalaoSAnhBBS84TpU10Jx/QjKsOOYBEUN0vuVQsuxrtaL4vVhcBrgOHl0tO2p893Uie3OOZ7e09lB0f2Y/g5P9bB2FAqnY3TffnsqWjvGoCTB0tSk6y7kn1AsXjOVEAEuyztslKX0Bx9yK2Mq0tg1dIm9J8Zzu67LqmhYWI9XuroQ8/AOYyM6nhpd5/jLMHmXT2OMeg37+oJLMiZqZMQQgipUMJYmFhpx/RrtbZHvihXP7ilP39X62UV60bgZQEHgIefac8TrW4DGrcQfFvau/HqwRPY7XAMP9dMQhPcv2ZFTizwg8fO4J9//t+OYhwA5s+Y5DpD0n54ECJwFOMAsGppY3bx8c///k/x4NM7sLXjKEbTeo6PeusVs9F6xeyspf3E6eG82OtuAxiXagcmDte0sIhUkIvIXAB/CeBPAVwBYAqATgD/CeArSqkTDr+ZA+ArAP4vAJMA7ATwVaXU4w5lxwH4HID3AZgD4DCA72fKpyJoEiGEkCrE7uJRn9Qcw7pFecw4Ij3YBUp9UkNdUsN4JPJ8y7d29IVqVayE9gfFy2UEMLJr2qmzJSMyWd48C03TJuRltew6cRZaxmJsP8by5llYPLcha62uT2pY7NBn2/cfQ8/AuezCSavPuJWkJpg/YxIe+uBKVwu8U8ZTEzMDp3ktXFSfwOdu/cPsIM9pdkYTweDZEdf9Og1gbmhpwvOZRagmmhihLINYvONwTQuLqC3kNwO4D8CvAHwNwGkAKwB8EsB7RGSFUqrXLCwi0wFsATALwIMwBPZ7ATwmIh9QSn3ftv+fAlgN4N8AvATgWgD3A2gGcEdkrSKEEFJV5IZ1O4ktu3rRM3AuJ6xb2Fa0UnyVw8IuUMzIGbdeuxB1Cc0zUkip/VEJ7Q/Knp6TrtFglHIWr9MnjXMcZCQ0wfVLGvME+aiuYDdlm8dY3jwLUCorrpWL0vZKNGXi5BrkFg/fyUJuuqq4tc1tdqZQ3ZIJDYeOn8HWjr5s3VoXzcabLr04ZyCydN40vPXyWb4t3mld4TmXBamVnBDIJGpBvhnApVbRDeB7ItIG4HsAPp35z+QfAFwG4J1KqacBQEQehSG2vy4ijyulzmS2vwOGGH9QKfWpzO//VUQGAfytiDyilHoxysYRQgipHnLDuu0vixUt7kgPTuJoZNSIYvHeVYsAAFs7+gpaFYv1y427/UFI6wovvNGbt93qMjLewQVlfF0i7zcmi5qm5v3GSQCbx9i29yh2d5/MCv9UWsfu7pN516ZXRkrAyKY5fdK4vO1uSYYgknWhqcv89s63t6D1isKJlux41U0ESOs6nnu9O8+ffF0Ji5DNmaCdDotOKz0hkEmkglwptdPlq5/CEORX2ra/F8A+U4xn9pEWkW8D+CGAdwB4zFIWAL5l28e3APwtgLUAKMgJIYTkEMcCz7jw45NcqD+q2S83CNv2HkV3/9m87U3TJmStxE4uKN39Z7F+UweSmpY3WPEjgK2uPD/ZstfXtWlf2CkCCAxjuogh5H/7ejdetIlet1kLs/1hzGTY62YiAKAAcxhiF9elLEI2hbt9BqMcrmlhEdeiznmZzz5zg4g0AZgLYIND+a2Zz+W4IMiXAziilOqyFlRKdYlId+Z7QgghJIc4FnjGhR8/7kL9UW6/3LiiZOzrPeW4sHHl0sbs8Z1cUEbSCo+9sC8n1nYhAZzWFTZu2YP2rgG0zJ+GNSsXIaGJ72vTKXsnBNjc3oPNu3qzwtTpXNmzj1r7+j3XN5fc12bd1m/qwGMv7Mvxc7dTaCDstz+cXI0AYzbi0LHTOHD0NMZl3GAqdSAZlyD/x8znDyzb5mQ+jziUN7fNtZVvd9n/EVwQ/XmIyEcAfOSuu+4qXFNCCCE1RTUuNiwWP37chfqjnDMKcVrj3aLCNDdOzf7t5IICXMhKWUgAm220+uy/cWQQ7V0DeOD21kDXppNF+UDfaYym/UWBibKvE5ogqWnZREVuFBoI++0P3WlFK4Czw6PZfw+P6th1eKBiF3j6EuQi0gBjIaZfHlJK9bvs61MAbgPwiFLqt5avJmQ+85cwA0O2Mua/ncqa5Se4fAel1CMAHrn77rvDirRDCCGkSqjGxYalUMiPu1B/lHNGIc4oGX7En71MQpO8FPGFBiuF2ljKtRnkXDmHQBzA13+xAzcum5OTcbSYGQunuogYVuvUqO5rIOz3XtXEX/8Mj+oV65rm10LeAOBLAfa7HkCeIBeRD8GItvIrAB+zfX0u85m/CgEYbytj/tuprFn+nMt3hBBCxjjVtNjQjTBdO7z6o5wzCnH69/tNtmQtk0rreGLrgUCDlUJt9HNtup37IOfKbcGv1ff8/jUrio7A4+Y/f0vrZeg8ejob4afQNeynPxY1TUV9QjDilLXIgpkgqRLxJciVUp3I+OMXi4h8AMAjAJ4BcKtDnPDuzOdc5GNus7qzdLuUNcs7ub4QQgghVU85XTvKOaMQt3+/H/Fn98Fu7xoINFhxa2MqrWPDpj0FB1eFzr3fc+UVDcW02m/csqfoGQuvuly3uDHUa/jqhTNRX5fASHrUs5yZIKkSKYsPuYi8H0ZUld8AuEUpledqopTqEZEjAK5x2IW57RXLtm0AbheR+daFnSIyH4Z/+S/Dqj8hhBBSSZTbtaNcMwrV5t9fzGDFqY3JhODnL+3HiMWVw02YFjr3fs+VWzQUk+FUGu1dAyXNWHjVJcxrePv+Yxi1WcdFgDpNw0haz0uQVIlELshF5A4A/wrgWQCrlVJDHsU3Avi0iNxsiUOeAPBxAIMwMnxay94Ow7f9U5btpq+7U7QWQgghVURcETcqnVoN3ViN/v1BBytObi8/f2l/NmlTIWHqlbwoyLm31uP5nd050VkAw2rfMn9anmAPMmPhdf+GeQ077UspI0LO/BmTquI6ilSQi8g7ATwK4BSM2OO3Sq7j/Rml1FOWv78CY8Hnj0XkQRhuJ2tghDD8kFIqG2tIKfUrEfkPGEmApuJCps4PAlivlNoSXcsIIYREzViJf10Mcbt2REkt+Pc74SROr7liNjZs2pMXbtErMopT8qL6pBb43Fvrs6qlCSdOD2F398mce23NykWBXXKs+/e6f8O8ht0i5Ny4bE7VXEdRW8ivBqDBWBT6iMP3BwFkBblS6oSIXA9DmH8UwCQYoQ3/Qin1U4ff3wbg8zCSAL0PhoD/Yub3hBBCqpg4I25UOtXm2lGr+J3B8RKnQSOj9Azkx6yYM31ioHPvVJ/FcxvwmVuuQuex0zkJg1YvX4Dpk3oAAKtamtC6yF/2zkL3b5jXsNe+0rpC254+bGrvgQBYtbSpqAykURN1ps77ANwX8DdHYIhrP2WHYAjyzwetGyGEkMqmVt0ywqAU1w66AYVDkBkcL3HqV5imdYXndnY7+nuvXNoU6Bw61Wf3kUForYL3rlrk2r7+M8NoXeTv3vMTTSYs9ySvDKT3bmjDawdPwIxO+ezObvzBJdOxbu01FXXdx5UYiBBCCPGklt0ywqAY1w66AYVHkBmcQuK0kDA1z9vOroG8ehjJi4LdE34Gu6XOUPm5f8N0T3La19aOPuw6PABrqHilgPbDlTfTpsVdAUIIIcQJ03I4vi4BgSE86JZRGlaRpZArskgwvEStHVOcWrGKU1NMvnfVoqz12Ip53lK2LJz1Sa2oe+LyximoT+ZKQLsfepD2OVHO+zetK2zt6MOGTXuwtaMvmyF0X++pPP98AEildd/tKBe0kBNCCKlIqjHiRqVDN6DwCDKDU6q/tNN5A4CVSxrx6dVXFRW3uy6pZSO7AEBdUsPVC2dm/y51hqpc928h//z6pJYnyusSwRfBRg0FOSGEkIqlViNuxAXdgMIjiMguVZx6RREpRuA6xe0eTSts338se6+FseiyHPdvIf/8pfOm5fiQiwAt8ypvpo2CnBBCCBkjMDpLeAQV2aWI07DPm5+ZkmqZoSrUlnW3t6JtTx82t2cixYzFKCuEEEIIqRyqRWSVgzCizZRrBifs8+Z3pqQaZqgKtSWhCa5b3IjrFjfGVUVfUJATQgghY4hqEFlRU43RZsI8b7U0U1IrbaEgJ4QQQsiYYqwnnUpogvvXrMDGLXvQ3jWAlvnTsGblotAGI+WMdV8rsz4U5IQQQggZU4z1aDNpXeELG1/OWpXfODKI9q6BUGYI4ph9qIVZH8YhJ4QQQsiYolBc8Fonynj0jHVfHBTkhBBCCBlTRJm0xi1JTSVRatKfuPZdy9BlhRBCCCFjiqj8jqtlsWiU8egZ6744aCEnhBBCyJijULr6YqgWd40oZwii3HctQws5IYQQQkgIVMti0Sgjk9RK1JNyQ0FOCCGEEBICleau4RV+MMrIJLUQ9aTcUJATQgghhIRAJSWpqRZ/dmJAQU4IIYQQUiR2K/T9a1Zg+/5jsbtrRJn8qJyJf8YKFOSEEEIIIUXgZYWO210jKn92Wt6jgVFWCCGEEEKKoJKjqkSV/KiS22ziFAu+0uPD00JOCCGEEFIElRxVJSp/9kpuM+BswV88twFQCru7T1asVZ+CnBBCCCGkCMKIqhKVP3ZU4QcrLZKMHSff+V2HB6AUkErr2W1h+dOHBQU5IYQQQkpirC7yK9UKHbU/dhThByspkowTThb8kVE9r1wlWfUBCnJCCCGElMBYXuRXqhW6UCSUuAY6heKXh215D7OdThb8+qSWYyEHKsuqD1CQE0IIIaQEogyvVw2UYoX28sde3jwrloGOnwFWmJb3sAd0ThZ8Nx/ySrHqAxTkhBBCCCmBSl/kV8l4+WPHNdAp93HDPp6bBd88Vtzx4d1g2ENCCCGEFE1U4fXGAqY1d3xdAgJgvMVy6zXQiZJyHzeK45kW/PeuWoRrrpiNhCaO2yqJSC3kIjIXwF8C+FMAVwCYAqATwH8C+IpS6oSt/B0Avu+yu+8opT7mcIy/BHAPgCUATgF4GsC9Sqlj4bSCEEIIIW5U+iK/SsbLHzuuaCblPm6lR20pF1G7rNwM4D4AvwLwNQCnAawA8EkA7xGRFUqpXoffPQBgl23bbnshEbkHwIMAngfwNwDmAfhbANdm9n02pHYQQgghxIGowuuNFdz8seMa6JT7uBzQGYhS0WUqEpFlAE7YRbeIfAjA9wB8Qyn1acv2O2BYyP9IKfVcgX3PAHAQwE4A1yql0pntNwP4JYDPKaUe8NrH3XffrQDgu9/9brCGEUIIIYREjBl9pNwDnXIft9DxaiispmulI7WQK6V2unz1UxiC/Eq334rIZADDSqkRlyK3AJgA4NumGM8c82kR2Q9gLQxLOyGEEEJI1RFFHPFKPK7X8cZKWM24FnXOy3z2uXz/Sxj+4EMi8nsRWetQZnnm8yWH77YCWCIik0qrJiGEEEJIZZPWFbZ29GHDpj3Y2tGHtB6d90O5MNv0tV/swM6uAQyl0lDIjcJSS8QV9vAfM58/sG0/B+DHAH4L4CiAywB8FMCPRORypdQ/WsrOyXwecdj/ERjTAnMAdIRVaUIIIYSQSqIWLcjWNg3ZIrAAtRlW05cgF5EGGAsx/fKQUqrfZV+fAnAbgEeUUr+1fqeUegzAY7byDwN4BcDnReQHSqnOzFcTMp/DDocZspWx1+EjAD5y1113+WgKIYQQQkhlUouJmextslOLUVj8WsgbAHwpwH7XA8gT5JnFnF+DEXUlL4ShE0qpYRH5OoB/B3ATgEcyX53LfI4DcN72s/G2MvZ9PgLgEXNRJyGEEEJINVKLiZmc2mQyvkajsPgS5BmrdEnzHiLyARhi+hkAtyqlUgF+3pn5nGHZ1p35nAtgr638XADKUoYQQgghpOaoxTjeTm2qT2pYuaQRNy6bU81RVlwpy6JOEXk/jKgqvwFwi1LKyc3Ei0WZT+si0G2Zz2sdyrcC2K2UOhPwOIQQQgghVYNXts9qxalNLfOm4dOrr6rILJthEGkcciAbW/xRAM8CuFkpZXcvsZa92CF751QYPuSXALhcKXU4s30mjDjkrwG4ziEO+ReUUl/2qhvjkBNCCCGk2okrXnmU1GKbEFccchF5JwwxfgpG7PFbRXLqckYp9ZTl79dE5HkYIvsogAUAPgCgCcCnTDEOAEqpYyLyBQBfB/AbEdkIw1XlUwDeAPCtqNpFCCGEEFIpxBWvPEpqsU1eRB328GoYbjENuLAY08pBAFZBvhHA22As3pwC4CSAlwG8Xyn1f+w/Vkp9Q0ROALgHwEMwhP9jAP6B7iqEEEIIIaQaiDpT530A7gtQ/lNFHOPfYURgIYQQQgghNYrpxrKv9xQub6wZNxYA8SUGIoQQQgghxBe1mADJSlmirBBCCCGEEFIs1mRBCrkJkGoBCnJCCCGEEFLReCVAqgUoyAkhhBBCSEVjJguyUu0JkKxQkBNCCCGEkIqmFhMgWeGiTkIIIYQQUtEkNMEDt7fWYrIgABTkhBBCCCGkCqjlZEF0WSGEEEIIISRGaCEnhBBCCCFVSa0kC6IgJ4QQQgghVUctJQuiywohhBBCCImctK6wtaMPGzbtwdaOPqR1VdL+ailZEC3khBBCCCEkUqKwZnslC6q2hZ+0kBNCCCGEkEiJwppdS8mCKMgJIYQQQkikeFmzi6WWkgXRZYUQQgghhESKac0esojyUq3ZtZQsiIKcEEIIIYREimnNtvuQl2rNrpVkQRTkhBBCCCEkUmrJmh0FFOSEEEIIISRyasWaHQVc1EkIIYQQQkiMUJATQgghhBASIxTkhBBCCCGExAgFOSGEEEIIITFCQU4IIYQQQkiMUJATQgghhBASIxTkhBBCCCGExAgFOSGEEEIIITESqSAXkVki8n0ReVVE+kVkSET2isijItLs8ps5IvJDETkmIudF5BURuc2l7DgR+ScROSAiwyKyT0Q+LyJ1UbaLEEIIIYSQsIg6U+c0AFcAeAbAQQDnASwC8AEAt4nINUqpdrOwiEwHsAXALAAPAjgM4L0AHhORDyilvm/b/08BrAbwbwBeZwgX5AAACwxJREFUAnAtgPsBNAO4I7pmEUIIIYQQEg6RCnKl1G4A19u3i8jPALwM4GMA7rZ89Q8ALgPwTqXU05myj8IQ218XkceVUmcy298BQ4w/qJT6VOb3/yoigwD+VkQeUUq9GFHTCCGEEEIICYW4fMgPZj6n2ba/F8A+U4wDgFIqDeDbAKYDeIetLAB8y7YP8++14VSVEEIIIYSQ6CiLIBeROhGZISJNIrIKwMbMV/9pKdMEYC6ArQ67MLctt2xbDuCIUqrLWjDzd7etLCGEEEIIIRVJ1D7kJv8TwNOWv/sAfEop9SPLtjmZzyMOvze3zbWVb3coa5afV0Q9CSGEEEJICaR1hW17j2Jf7ylc3jgFy5tnIaFJ3NWqaHwJchFpAPDJAPt9SCnVb/l7K4C3A7gIQAuA9wCYJiJJpdRopsyEzOeww/6GbGXMfzuVNctPcPkOIvIRAB+56667PBtBCCGEEEL8k9YVPruhDW8cGcRwKo1xdQksmduAB25vpSj3wK+FvAHAlwLsdz2ArCBXSh0H8JvMn0+LyI8AvAojmsqdme3nMp/jHPY33lbG/LdTWbP8OZfvoJR6BMAjd999t/JoAyGEEEIICcC2vUfxxpFBDKXSAIChVBpvHBnEtr1Hcc0Vs2OuXeXiy4dcKdWplJIA/+0tsL9uGAL9gyJiiuruzOdch5+Y26zuLN0uZc3yTq4vhBBCCCEkIvb1nsJwRoybDKfS2N93KqYaVQdxZuq8CEACwBQAUEr1wBDR1ziUNbe9Ytm2DcBcEZlvLZj5e46tLCGEEEIIiZjLG6dgXF0iZ9u4ugQWzp4SU42qg6gzdTrOTYhIC4A/BrBfKXXM8tVGAJeLyM2WsgkAHwcwCEtUFlyI1GL3bTf/3lBC1QkhhBBCSECWN8/CkrkNGF+XgAAYn/EhX948K+6qVTRRR1m5V0TeDuBXADoBCIArAbwPQB1ykwIBwFcA3AbgxyLyIAyL+RoYIQw/pJQ6bRZUSv1KRP4DRhKgqbiQqfODANYrpbZE2TBCCCGEEJJLQhM8cHsrtu09iv19p7BwNqOs+CFqQf4fAOYDeDeMBZwJGCL7cQBfV0rttBZWSp0QkethCPOPApgEI7ThXyilfuqw/9sAfB5GEqD3Zfb9xczvCSGEEEJImUlogmuumM1FnAGIVJArpX6DC9FV/P7mCAxx7afsEAxB/vngtSOEEEIIISR+4lzUSQghhBBCyJiHgpwQQgghhJAYoSAnhBBCCCEkRijICSGEEEIIiREKckIIIYQQQmKEgpwQQgghhJAYoSAnhBBCCCEkRijICSGEEEIIiZGoM3VWBXfffXfcVSCEEEIIIbWN+u53vytOX9BCTgghhBBCSIyIUiruOoxJROQVpdRb464HiRae57EBz/PYgOd57MBzPTaopPNMCzkhhBBCCCExQkFOCCGEEEJIjFCQx8cjcVeAlAWe57EBz/PYgOd57MBzPTaomPNMH3JCCCGEEEJihBZyQgghhBBCYoSCnBBCCCGEkBihIC8TIqKJyD0i8oaIDIlIl4h8Q0Qmxl03Eh4icoWI/JOIbBWRYyJyWkR2iMjneK5rFxGZICIHRESJyL/EXR8SLiIyXUS+LiJ7M8/vYyLyrIisirtuJBxEZJKIfFZEXss8t4+LyIsicoeIOCZyIZWNiNwrIo+LyP7Ms7mzQPlWEflN5vyfEpH/EpGrylRdZuosI98E8AkATwL4BoClmb/fIiJ/opTS46wcCY0PAPgogF8C2AAgBeCPAHwZwLtF5Bql1PkY60ei4Z8AzIi7EiR8RORSAM8BmATgUQAdAKYC+AMAc+OrGQkLEdEA/G8A1wH4AYBvA5gAYA2A78N4X38mtgqSYnkAQD+A7QAavAqKyDUw7vMjAL6Y2fwxAJtF5Dql1GsR1tOoAxd1Ro+ILAPwGoAnlVK3WrZ/HMBDAG5XSv04rvqR8BCRtwLYo5Q6adv+ZQCfA/BxpRQtqDWEiFwN4GUAfw9jsP0dpdTH4q0VCQsR2QxgAYAVSqmemKtDIkBErgXwIoBvKaXusWyvB/AGgOlKKU9BRyoPEVmolNqf+ffrACYppRa4lH0ZwBIAS5VSRzLb5gLYBWCrUuqmqOtLl5XysAaAAPiWbfv3AJwDsLbsNSKRoJR6xS7GM/w083llOetDokVEEjDu4/8C8ETM1SEhIyI3AFgJ4H8ppXpEpE5EJsRdLxI6UzKf3daNSqkRAMcBnC17jUjJmGK8ECLSDGA5gMdNMZ75/REAjwP4ExFpjKaWF6AgLw/LAegwrGhZlFJDAHZkvie1zbzMZ1+stSBhcw8Mqwot4rXJOzKfh0TkaQDnAZwVkQ4RoSGldngZwCCAvxeR20TkEhFZLCLrAPwhgPtirR2JGlODveTw3VYYBtU/jLoSFOTlYQ6A40qpYYfvjgCYkZkaIzVIxor6RQCjAOiaVCOIyGUA/hHAPymlOmOuDomGxZnP7wGYDuCvAHwQwAiAH4nI++OqGAkPpdQAgHfC8Dd+DMBBGK4qHwVwq1LqezFWj0TPnMznEYfvzG2Rrxfhos7yMAGAkxgHgCFLmZHyVIeUmW8BuAbAZ5VSu+OuDAmN/xfAAQAPxl0REhmTM5+nAfxRxoUBIvIkgP0AHhCRH3BRfk1wBsDrMBbkvwhjAPZRAD8WkdVKqV/HWTkSKaYbmpNOG7KViQxayMvDOQDjXL4bbylDagwRuR+GO8MjSql1cdeHhEPGXeEmAH+tlErFXR8SGWZEpI2mGAeyFtVfAmjEBSs6qVJE5E0wRPivlVJ/p5R6Uin1KIz1A70AvpeZ6SS1iam/nHRa2TQaBXl56IbhluJ0sufCcGehdbzGEJH7AHweRtisv463NiQsMvfxgwD+E0CviDRnFgVdmikyNbONURmqn8OZz16H78yIK9PKVBcSHffAEF6PWzcqpc4B+BWMe3tB+atFyoS5mNfJLcXc5uTOEioU5OVhG4y+XmHdKCLjAVwF4JU4KkWiQ0S+BOBLAH4I4EOK8UVriYsAzATwZwD2WP57LvP92szfH4qjciRUzIX48xy+M7cdLVNdSHSYosvJCp60fZLaY1vm81qH764BoAD8d9SVoCAvDz+FcUI/adv+YRh+SRvKXiMSGSLyRRir8n8E4P30L605zgK4zeG/uzPf/1fm71/GUjsSJk/B8B9fKyKTzI0i0gTgFhg5B/bGVTkSGu2ZzzusGzOzXKsBDADYV+Y6kTKRuYdfAXCbiJgLPJH5920AfquUcpolCxUmBioTIvJtGL7ET8KY6jYzdb4A4H9QtNUGIvJRAP8C4BCAL8AId2mlj4uDahMRWQBjkScTA9UQIvIRAA8D2Ang3wDUA7gLQBOA/1sp9UyM1SMhkMnGuh2G+9EGGO/l6TCMZgsAfFQp9d3YKkiKQkTehwuuhB+Hce9+I/P3QaXUjyxlrwPwLAw3tW9bfjMbwPVKqd9HXl8K8vKQWRDySQAfgXGDH4dhOf+iUupMjFUjISIi/w4jNJobzyul3lae2pByQkFeu4jIn8PIxPomGIPslwD8o1LqhVgrRkJDRC6HEZ72j2GIsPMw8oR8SynFpF9ViIg8B+BGl6/z3sWZjK1fBtAKw6vhRQD3KqW2R1jNC8enICeEEEIIISQ+6ENOCCGEEEJIjFCQE0IIIYQQEiMU5IQQQgghhMQIBTkhhBBCCCExQkFOCCGEEEJIjFCQE0IIIYQQEiMU5IQQQgghhMQIBTkhhBBCCCExQkFOCCGEEEJIjFCQE0IIIYQQEiP/P20JawVjAfugAAAAAElFTkSuQmCC\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -127,8 +127,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "X                :      mean=   4.999  std=   2.888    min=   0.000    max=  10.000\n",
-      "Y                :      mean= -94.002  std=  66.170    min=-350.802    max= 152.809\n"
+      "X                :      mean=   4.997  std=   2.887    min=   0.000    max=  10.000\n",
+      "Y                :      mean= -23.968  std=  31.201    min=-173.004    max= 123.967\n"
      ]
     }
    ],
@@ -154,8 +154,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "X origine        :      mean=   4.999  std=   2.888    min=   0.000    max=  10.000\n",
-      "X normalized     :      mean=  -0.000  std=   1.000    min=  -1.731    max=   1.732\n"
+      "X origine        :      mean=   4.997  std=   2.887    min=   0.000    max=  10.000\n",
+      "X normalized     :      mean=  -0.000  std=   1.000    min=  -1.731    max=   1.733\n"
      ]
     }
    ],
@@ -229,17 +229,17 @@
      "output_type": "stream",
      "text": [
       "    #i   Loss       Gradient         Theta\n",
-      "    0  +16.062   -7.762  +1.658   -3.803  -0.017\n",
-      "   20   +7.332   -5.182  +1.107   -2.539  -0.287\n",
-      "   40   +3.441   -3.459  +0.739   -1.695  -0.467\n",
-      "   60   +1.707   -2.310  +0.493   -1.132  -0.587\n",
-      "   80   +0.934   -1.542  +0.329   -0.756  -0.668\n",
-      "  100   +0.590   -1.029  +0.220   -0.504  -0.721\n",
-      "  120   +0.436   -0.687  +0.147   -0.337  -0.757\n",
-      "  140   +0.368   -0.459  +0.098   -0.225  -0.781\n",
-      "  160   +0.337   -0.306  +0.065   -0.150  -0.797\n",
-      "  180   +0.324   -0.204  +0.044   -0.100  -0.808\n",
-      "  200   +0.318   -0.137  +0.029   -0.067  -0.815\n"
+      "    0  +23.817   -9.553  +0.742   -4.681  -0.007\n",
+      "   20  +11.093   -6.378  +0.495   -3.125  -0.128\n",
+      "   40   +5.422   -4.258  +0.331   -2.086  -0.209\n",
+      "   60   +2.895   -2.843  +0.221   -1.393  -0.263\n",
+      "   80   +1.768   -1.898  +0.147   -0.930  -0.299\n",
+      "  100   +1.266   -1.267  +0.098   -0.621  -0.323\n",
+      "  120   +1.042   -0.846  +0.066   -0.414  -0.339\n",
+      "  140   +0.943   -0.565  +0.044   -0.277  -0.350\n",
+      "  160   +0.898   -0.377  +0.029   -0.185  -0.357\n",
+      "  180   +0.878   -0.252  +0.020   -0.123  -0.361\n",
+      "  200   +0.869   -0.168  +0.013   -0.082  -0.365\n"
      ]
     },
     {
@@ -256,7 +256,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -278,7 +278,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x288 with 1 Axes>"
       ]
@@ -355,16 +355,16 @@
      "output_type": "stream",
      "text": [
       "    #i   Loss       Gradient         Theta\n",
-      "    0   +0.515   -1.066  +2.124   +0.080  -0.723\n",
-      "    1   +0.213   +0.436  -1.819   -0.021  -0.768\n",
-      "    2   +0.371   -0.782  +0.725   +0.001  -0.798\n",
-      "    3   +0.434   +4.678  -4.889   +0.021  -0.805\n",
-      "    4   +0.535   +7.947  -0.935   +0.048  -0.790\n",
-      "    5   +0.498   +0.313  -5.674   +0.026  -0.803\n",
-      "    6   +0.373   +2.340  -4.394   +0.020  -0.784\n",
-      "    7   +0.307   -4.933  +7.125   +0.007  -0.811\n",
-      "    8   +0.277   -1.578  -2.536   -0.001  -0.826\n",
-      "    9   +0.281   -0.940  -0.107   -0.001  -0.845\n"
+      "    0   +0.408   +3.559  +0.988   -0.057  -0.309\n",
+      "    1   +0.650   -4.347  +2.463   -0.023  -0.304\n",
+      "    2   +0.896   -7.067  +0.926   -0.065  -0.346\n",
+      "    3   +1.240   +0.418  +5.698   -0.018  -0.370\n",
+      "    4   +1.031   +5.688  -9.851   +0.027  -0.391\n",
+      "    5   +1.095   +5.490  +0.184   +0.040  -0.397\n",
+      "    6   +0.395   -5.822  +7.940   +0.066  -0.361\n",
+      "    7   +1.139   +9.341  +7.889   +0.057  -0.391\n",
+      "    8   +0.659   -3.728  -1.985   +0.053  -0.392\n",
+      "    9   +0.395   -2.076  +5.453   +0.039  -0.386\n"
      ]
     },
     {
@@ -381,7 +381,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -403,7 +403,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 576x288 with 1 Axes>"
       ]
diff --git a/LinearReg/03-Polynomial-Regression.ipynb b/LinearReg/03-Polynomial-Regression.ipynb
index 0d95c00..2630b5b 100644
--- a/LinearReg/03-Polynomial-Regression.ipynb
+++ b/LinearReg/03-Polynomial-Regression.ipynb
@@ -24,7 +24,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -67,8 +67,8 @@
      "text": [
       "\n",
       "FIDLE 2020 - Practical Work Module\n",
-      "Version              : 0.2.9\n",
-      "Run time             : Tuesday 18 February 2020, 17:23:05\n",
+      "Version              : 0.4.0\n",
+      "Run time             : Saturday 22 February 2020, 15:45:15\n",
       "TensorFlow version   : 2.0.0\n",
       "Keras version        : 2.2.4-tf\n"
      ]
@@ -97,15 +97,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Nombre de points : 100  a=[-1.40023862  1.64009905  1.89987647  1.24972783  1.17765272  1.90935391\n",
-      "  1.11259327] deg=7 bruit=2000\n"
+      "Nombre de points : 100  a=[-0.87167753  1.76610157 -1.5797434   0.77278901 -1.03581256  1.20870761\n",
+      "  1.12549131] deg=7 bruit=2000\n"
      ]
     },
     {
@@ -131,7 +131,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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TLKfbM3y8lHKh5z6PSXJ2dMODdjBNPxlt6B0cRB1PDrQNwfbq+N5tikGC8H9JcnuSv03yYJLPTPKStW9WVTWX5ElZXyEG+tCEs3lVuXao28mBRUDQn7q9d5ui7yBcSvn1qqq+J8kLVm86Vkr5pZ67PD3dtojfHuH4oBXqfjavKsekaBsCxmmgC2qUUl6b5LVbfO+3091KDdiBOp/Nq8oxKdqGgHEaZNcIoKWuVJWDcbK7BzBOW1aEq6p69Or/nimlLPd8va1SygeGHhlQG8NU5fQWM4y6tw0BzXal1oj7090O7bFJTvR8vZ3ONo8L1Eg/QXWni/n0FjMKdW4bAprtSoH1DemG2o9v+BqYEv0G1Z1W5fQWA9PEDNf02TIIl1Kef6WvgeYbJKjupCpnxT8wLcxwTSeL5aDFxr0IzmU/gWnRWzjoZH3hgObqOwhXVXVzn/f7vp0PB9hN4w6qVvwD08LuOdNpkEVtf1BV1StKKT+22TerqromyeuTfF26V6EDam7cV7Sz4p9R06PJpNjTejoNEoRPJnlFVVVPSfKtpZSza9+oquqJSd6Y5FFJ3jrSEQID6zcs7EZQteKfUdGjySSNu3DAZAwShL8syc8n+bYk76mq6nmllN+tquplSV6RZDnJi0opZQzjBPo0aFgQVGmKpu9CoprdbGa4plPfQbiU8skk315V1e8n+bkkv1VV1fuSPD7dfYafU0r5y/EME+hX08MCbKXJu5CoZk8HhYPpM/CuEaWUNyR56erPfmGSjyb5CiEY6sGCDqZVk3chmfSOA8srndx5YjHH7rgvd55YzPKKywJAMuAV4Kqqmk3yyiQvSfKJJH+Z5IlJ3l5V1beUUv5q9EMEBmFBB9OqyT2ak6xmq0bD1gbZPu1RSe5I8rIkf5Xky0spT0ryg0muT3JXVVXVWEYJ9M2WZUyrtR7Nlz3rxjzvKYfzsmfd2JgwN8lq9qSr0dSPGYJPG6QifHeSa9JdMPf9pZRLSVJKeVVVVe9Id9eIn6mq6umllGeNfqiMiwUc08WCDqZZU3s0J1nNbnJvNZsb5rhthmC9QYLwbJJnl1LesvEbpZR3VVX1xUl+MckzRzU4xs8bYjh1PYloaliAaTXJE1TtUtNl2OO2BdXrDRKEbyyl3L/VN0sp55N8Y1VVLxp6VOwab4idcxIBDGJSJ6gbq9EPuWo2n3vNZ+a+D3/8U9/3mdUcwx63zRCs13eP8JVC8Ib7/eyOR8Ous8PAzum7A5qgt7f6W598fR75sM/Khx/4ZI7dcV9e9Zb35OXH7mp1j2jTDHvcbvLuK+Mw8PZp1M8wTe/eEDvnJAJoirVq9KEDn50PP/BJJ/ANNuxx24Lq9QbdPm0mybOTfHWSa5Ps2eRunVLKV45gbPRh2On5Jm9HNGn67oCmMS3efMMety2oXq/vIFxV1Z4kv5nkKUlmknRW/1zT6bmdXTJsr5A3xM45iQCaxgl8843iuG1B9acNUhF+SZKnpntBjf+a5CNJfiTJa9MNx/8xybuSfNtIR8gVjeLs3htiZ5xEAE3jBH46OG6PziBB+JuS/Hkp5YeTZO3aGaWUs0neVFXVn6a71/C/SfJTIx4nW3B2P1k+jIAmcQIP6w2yWO5gknf2fN1JMr/2RSnldJLfSPL8kYyMvmh6B2AQayfwz735+hw9vCAE02qDVISXklzs+frvk3zOhvv8TZJnDDso+ufsHgBgZwYJwn+b7k4Ra04k+ecb7nNjko8NOygGY3oeAGBwgwThdyZ5es/Xtyf5saqqfiHJW9JdMPf0JL88stEBAMCYDNIj/MtJ7q2q6jGrX/90kuNJviPJryf5gSSnkrx0lAMEAIBxmOl0dr7tb1VVVyV5ZpJDSe5P8rZSyif7+LlOkpRSdvy7AQCgT5sunhroynIblVIeTPKrwzwGW1te6eT4yXM5dfZCDh6wCA4AYJSGCsKMz7CXTgYA4MoG6RFmF/VeOrmT9ZdOBgBgeIJwTV3p0skAAP1YXunkzhOLOXbHfbnzxGKWV3a+NmwaaY2oKZdOBgCGoc1yeyrCNeXSyQDAMLRZbk9FuKZcOhkAGMaV2ixdjbar74pwVVVKkbts7dLJz735+hw9vCAEAwB9W2uz7KXNcr1BWiM+WFXVm6uqetrYRgMAwEhos9zeIK0RJ5J8U5JnV1V1Kslrkry+lPJ3YxkZAAA7ps1yewNdYrmqqicmeUG6gfgzklxK8pYkryml3DHA47jEMgAAu2XT9D9QEF5TVdVnJ3leuqH48Uk66VaM/1uSN5RSHtjm5wVhAAB2y+iCcK/VKvF3J/nmJHvTrRL/ryQ/W0p59xY/IwhfwfJKJ8dPnsupsxdy8IBpDACgGWqcYTYdxCi2T/u7JA8kuZhuu8RD0q0Wf1tVVW9L8p2llI+N4Pe0gs2vAYAmamKG2VEQrqpqPsm/SvLCJF+Rbso+keSVSV6f5EuS/Pskz0jyc0luGcFYW6F38+tk/ebX9vwDAOqqiRlmoCBcVdWhdPuCn5/k4UmWk9yepJRSfr/nrm9P8vaqqn4lydeMZKQtYfNrAKCJmphh+g7CVVX9XpKnplv9/VC61d/XllI+dIUf+7Mk3zjUCFtmbfPriz0vJJtfAwB118QMM0hF+GlJ/jBJSXJ7KWV5m/snydvSDc30aW3z6439NTa/BgDqrIkZZpAg/NhSyr2DPHgp5a+T/PVgQ2o3m18DAE3UxAwz9PZpO2H7NACA6VDjLdN6jW37NAAAWqiJW6b1mp30AAAAaKbeLdM6Wb9lWhMIwgAA7MiVtkxrAq0RAABcpp/e3yZumdZLEAYAYJ1+e3+buGVaL0EYAIB1+r1cchO3TOslCAMAsM4gl0uem53J0cMLtb2M8pVYLAcAwDprvb+9mtT72y9BGACAddZ6f/fOz2Umyd6G9f72S2sEAADrNL33t1+CMAAAl2ly72+/tEYAANBKgjAAAK0kCAMA0EqCMAAArSQIAwDQSoIwAACtJAgDANBKgjAAAK0kCAMA0EqCMAAArSQIAwDQSoIwAACtJAgDANBKgjAAAK101aQHAADAdFle6eT4yXM5dfZCDh7YlyOH9mdudmbSw7qMIAwAwMgsr3Ty8mN35Z4z53NpaTl75udyw7VX57Zbb6pdGNYaAQDAyBw/eS73nDmfi0vL6SS5uLSc937wgdx1YnHSQ7uMIAwAwMicOnshF5eW1922tLyS1/zu+7K80pnQqDYnCAMAMDIHD+zL/NzlEfNjn7iU4yfPTWBEWxOEd8nySid3nljMsTvuy50nFmt3RgQAMApHDu3Pwx+657Lblx5cyenFCxMY0dYsltsFTWoaBwAYxtzsTF74VY/Lq97ynvzjgyufun3P/FyuW9g3wZFdTkV4F2zWNH7PmfO1mx4AABiFm65fyOM+75rsnZ/LTJK9q0XAI4f2T3po66gI74JTZy/k0oam8UtLyzm9eCFHDy9MaFQAAOMxNzuT2269KcdPnsvpxQu5bqGeewkLwrvg4IF92TM/t24FZR2nBwAARmVudiZHDy/UuuinNWIXHDm0Pzdce3XtpwcAANpERXgXNGV6AACgTQThXdKE6QEAgDbRGgEAQCupCAMAMDbLK50cP3kup85eyMED9WoPFYQBABiLul9UTGsEAABjUfeLignCAACMxZUuKlYHWiNqps59NAAAg6j7RcUE4T7sVjitex8NAMAg1i4qtjHb1OWiYoLwNnYznPb20STr+2jsPwwANE3dLyqmR3gbu9nkXfc+GgCAQa1dVOy5N1+fo4cXahOCE0F4W7sZTtf6aHrVqY8GAGCaCMLb2M1wutZHs3d+LjNJ9tasjwYAYJroEd7GbjZ5172PBgBgmgjC29jtcLrWR2NxHADAeAnCfRBOAQCmjx5hAABaSRAGAKCVBGEAAFpJEAYAoJUEYQAAWkkQBgCglWyfBgDAji2vdHL85LmcOnshBw98+noLW91eJ4IwAAA7srzSycuP3XXZFXhfecsT8kNv/NPLbr/t1ptqFYa1RgAAsCPHT57LPWfO5+LScjpJLi4t554z5/PGP75v09uPnzw36SGvIwgDALAjp85eyKWl5XW3XVxazp/cu3jZ7ZeWlnN68cJuDm9bgjAAADty8MC+7Jmfu+z2D3z0E5nZ0AGxZ34u1y3s26WR9UcQBgBgR44c2p8brr06D7lqfaRcXumkk+QhV81mJsne1R7hI4f2T2ScW7FYDgCAHZmbncltt96Un/y1u/MHf/2hdd/rdJIn3XAgj3rEP8l1C3aNAABgyszNzuTJj39k3nXvYi729AXvnZ/Lkx//yBw9vDDB0V2Z1ggAAIay1iKxd36u1q0QG6kIAwAwlLUWieMnz+X04oXatkJsJAgDADC0udmZHD28UOtWiI20RgAA0EqCMAAArSQIAwDQSoIwAACtJAgDANBKgjAAAK0kCAMA0EqCMAAArSQIAwDQSoIwAACtJAgDANBKgjAAAK0kCAMA0EqCMAAArSQIAwDQSoIwAACtJAgDANBKgjAAAK0kCAMA0EqCMAAArSQIAwDQSoIwAACtJAgDANBKgjAAAK0kCAMA0EqCMAAArSQIAwDQSoIwAACtJAgDANBKgjAAAK0kCAMA0EqCMAAArSQIAwDQSoIwAACtJAgDANBKgjAAAK0kCAMA0EqCMAAArSQIAwDQSldNegB1srzSyfGT53Lq7IUcPLAvRw7tz9zszKSHBQDAGAjCq5ZXOnn5sbtyz5nzubS0nD3zc7nh2qtz2603CcMAAFNIa8Sq4yfP5Z4z53NxaTmdJBeXlnPPmfM5fvLcpIcGAMAYCMKrTp29kEtLy+tuu7S0nNOLFyY0IgAAxkkQXnXwwL7smZ9bd9ue+blct7BvQiMCAGCcBOFVRw7tzw3XXp2983OZSbJ3tUf4yKH9kx4aAABj0KrFclfaFWJudia33XpTjp88l9OLF3Ldgl0jAACmWWuCcD+7QszNzuTo4YUcPbww4dECADBurWmNsCsEAAC9WhOE7QoBAECv1gRhu0IAANCrNUHYrhAAAPRqzWI5u0IAANCrNUE4sSsEAACf1prWCAAA6CUIAwDQSoIwAACtJAgDANBKgjAAAK0kCAMA0EqCMAAArSQIAwDQSoIwAACtNNEry1VVNclfDwBAO3RKKTMbb1QRBgCglWY6nc6kxwAAALtORRgAgFYShAEAaKWJLpYDYPdUVfX6JN+e5PNLKfdPdjQAk6ciDABAKwnCAO3xsiSPTXJm0gMBqAO7RgAA0Ep6hAGGUFXV7UmemeTFpZSf2fC9Vyb5D0l+oZTyXX081lOT3JLkSUk+L8l8klNJ/neSV5dSLvbc9/OTvCfJSpIbSyl/0/O9z0ry7iSHkzytlPKO1dtfn016hKuqekaS70vyuCQPS/J3Se5L8uZSShngnwOgUbRGAAznO5N8IMlPVFV149qNVVV9ZZKXJ3lfkhf3+VgvSfJVSe5O8pokr0vyj0l+JMlvVVU1t3bHUsr7k3xXkmuSvLGqqt7CRklyQ5IfXQvBW6mq6gVJfi3dEPy2JD+V5DeTfEaS7+hz3ACNpCIMMIRSyseqqrolyTuSvLmqqi9N8plJfinJpSTfXEr5ZJ8PVyV5fyllXc9aT2X52Une3PO7f6Wqqp9P8r1JXpnkZVVVPS/J85K8ffW27bww3bD9xaWUcxt+7yP6HDdAI6kIAwyplPKuJD+U5Pp0K7m/lORAuu0S7x3gcU5vDMGrfnr1z6/e5Hvfn+QvkrykqqoXpVsN/kiSW0spK33+6geTLG0yno/2+fMAjaQiDDAar07ylCTPXf36jaWU1w3yAKu9vd+X5BvT7e99aJKZnrtcu/FnSikXq6p6Tro9wT+TpJPk2aWUD/X5a4+l2w7x3qqq3pxuZfudpZSPDDJ2gCZSEQYYgdVK7lt7bvrpre67maqq5pP8QZIfT7I33RaIVyV5xep/SbJnix8/keQvV///fUl+p9/fW0r5z+kuoPtAur3Mb02yWFXVH1ZV9eWD/B0AmkYQBhiBqqquT/KTSR5IdyeH11VVtXeAh3hmkick+Z+llC8qpbyglPKDpZQfSbfd4kpemuSJST6a5PHp7hfct1LKG0opR5M8PMnXJvmFJF+R5AwR0UoAAAHbSURBVLerqto/yGMBNIkgDDCkqqr2pFvB/awk35JuJfeLMlhV+NDqn7+6yfeefIXf/cQkP5rk3iRfuPrnK6qqetIAvztJUko5X0r5zVLKdyd5fbpbqd086OMANIUgDDC8n0xyY5L/VEr5nSQ/nOSdSV5YVdU39/kY96/++ZTeG6uqui7d/uPLVFV1TZI3JllO8i2llMUkz0l38dsbq6p6+Ha/tKqqr9mw9dqatUpwvzteADSOxXIAQ6iq6huSvCjJXelucZZSyvLqlmp3J/nvVVW9u5RyepuHeluSk0m+v6qqL0r3YhmPTvJ1SX5j9f83+h+rt7+4lHL36u/+i6qqfiDJzyb5xSTP2Ob3vinJxaqq/jjdMD6TbhX4SJI/S/J72/w8QGOpCAPsUFVVj043jH48yS2llAfXvldK+WC6F9vYl+RNVVU95EqPVUr5hyRPS/LL6fb5vjjJP0t3L+Bv3eR3/+sk35Dk1zde0a6U8nPpLnr7+qqq/u02f42XJvmTJF+a7j7G35HuFe1ekuSppZTLtlUDmBYznc5mW1YCAMB0UxEGAKCVBGEAAFpJEAYAoJUEYQAAWkkQBgCglQRhAABaSRAGAKCVBGEAAFpJEAYAoJUEYQAAWun/A2qErd1UwkwMAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -143,8 +143,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "X        :      mean=     +0.2539  std=     +2.9283    min=     -4.9332    max=     +4.9177\n",
-      "Y        :      mean=  -2914.8537  std=  +5532.3607    min= -23848.6013    max=  +5139.0627\n"
+      "X        :      mean=     +0.4444  std=     +2.8560    min=     -4.8506    max=     +4.9948\n",
+      "Y        :      mean=  -1918.5970  std=  +4018.7742    min= -15663.0729    max=  +7697.5273\n"
      ]
     },
     {
@@ -170,7 +170,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -182,8 +182,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "X_norm   :      mean=     +0.0000  std=     +1.0000    min=     -1.7714    max=     +1.5927\n",
-      "Y_norm   :      mean=     -0.0000  std=     +1.0000    min=     -3.7839    max=     +1.4558\n"
+      "X_norm   :      mean=     -0.0000  std=     +1.0000    min=     -1.8540    max=     +1.5933\n",
+      "Y_norm   :      mean=     -0.0000  std=     +1.0000    min=     -3.4201    max=     +2.3928\n"
      ]
     }
    ],
@@ -268,7 +268,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -287,19 +287,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Nombre de degrés : 1 a_hat=[ 2.15635737e-01 -1.26046371e-16]\n"
+      "Nombre de degrés : 1 a_hat=[-2.90278334e-02 -6.29052465e-17]\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -315,7 +315,7 @@
     "fy_hat  = np.poly1d( a_hat )\n",
     "\n",
     "print(\"Nombre de degrés : {} a_hat={}\".format(reg_deg, a_hat))\n",
-    "draw_reg(X_norm[:nb_viz],Y_norm[:nb_viz], x_hat,fy_hat, (width,height))"
+    "draw_reg(X_norm[:nb_viz],Y_norm[:nb_viz], X_norm,fy_hat, (width,height))"
    ]
   },
   {
@@ -327,19 +327,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Nombre de degrés : 5 a_hat=[ 0.09676506 -0.49102546 -0.19674074  0.41539174 -0.00888844  0.51187173]\n"
+      "Nombre de degrés : 5 a_hat=[-0.00633816 -0.55313883 -0.12623462  0.67829195  0.12629161  0.36691953]\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -355,7 +355,7 @@
     "fy_hat  = np.poly1d( a_hat )\n",
     "\n",
     "print(\"Nombre de degrés : {} a_hat={}\".format(reg_deg, a_hat))\n",
-    "draw_reg(X_norm[:nb_viz],Y_norm[:nb_viz], x_hat,fy_hat, (width,height))"
+    "draw_reg(X_norm[:nb_viz],Y_norm[:nb_viz], X_norm,fy_hat, (width,height))"
    ]
   },
   {
@@ -367,25 +367,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Nombre de degrés : 24 a_hat=[-3.39583761e-01  3.66524802e+00  1.35968152e+01 -5.33709389e+01\n",
-      " -1.54708597e+02  3.43661072e+02  8.76139324e+02 -1.29075459e+03\n",
-      " -2.93637308e+03  3.13537269e+03  6.25956959e+03 -5.14495063e+03\n",
-      " -8.72124478e+03  5.75688179e+03  7.93008239e+03 -4.30734159e+03\n",
-      " -4.57884398e+03  2.04404969e+03  1.58025869e+03 -5.55090657e+02\n",
-      " -2.89374022e+02  7.05282858e+01  2.12619645e+01 -2.67799255e+00\n",
-      "  3.95718335e-01]\n"
+      "Nombre de degrés : 24 a_hat=[-2.12316577e+00 -6.91597507e+00  2.77684272e+01  1.03893090e+02\n",
+      " -1.50202123e+02 -6.79701345e+02  4.21895164e+02  2.53839748e+03\n",
+      " -5.95294613e+02 -5.96004033e+03  1.53557264e+02  9.13691399e+03\n",
+      "  8.49288955e+02 -9.20441697e+03 -1.46513846e+03  5.98771133e+03\n",
+      "  1.14599636e+03 -2.40885163e+03 -4.79737229e+02  5.50768446e+02\n",
+      "  1.03516653e+02 -5.93457926e+01 -9.83903899e+00  1.62330659e+00\n",
+      "  6.80542884e-01]\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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g0L8eou+mt3H7w+u1KZgCV96Md9jYDr8PY/FeDg2uJnuOcMq/f4+rPGT1uguvhkuuTb8sXxQCv4NUmEDV0lha+7cGKNxaiuuNF5ix9hmyThwPPmHvfrD0C6btXjxUHIQ//9xMqgu49HqTdU5Ffr+Zk/LSU7BpbesPzcrGdf7lcP6VKV83n8aa/Y+mQFgyx77dcO834UhDW6hOOfC5O+CU2ZFfst6/z0zKaFxXmT8Ybvw63pHjowoGkhJAxkFCA/q9H5sFHt5e0Wzt7+7ugxh88WW45yxM2CX+Za9v5R8riwj9tHT5/XxpalcuqN5ssjzNleB07momB00/HSbPjF1Ltvp6U7KxYrmpfW9s8AjTCWLaXHC5YvI+7OhzNPceOjUvm+/tfQbXzi3BB55xPnzmfzue1ZeoBQLjlRv38ubm0rCJsLnZHm5fMo0N/32VxVueZ3Tt/vAfXvBJuOzG+P+frK8D+0fh7/urb4WzL4nv60bL54UHfhXsjRyiOCePZ7pOZnrNHhZVF4Xf2asvXHGTmZQrsdbsl5VKIyQzNA6Cc3Lhyz+Kvvaq/0D4wvdg41p45A+mhhHMJax7bsNzybXcdfXlFG4/GFFGJ1YTUpJdXhH3VkBVlaaee9VLTbsbADWuLF7tWsCz3U+hpOsA7hg8nbkJrHNttp6yUxZ9JkyEgkVw+WdNZ4Q3/huerTp+zNQ0r37FnJhNmmEm2I2ZHJywF6mDZSa79OF7pj9vTTMTBAummJn5U2aFZVVj8T7s6HM0V2e+thwKP3Ubs1fcbyZCgakfPloBN38rpXo5Z7rQE5WaRv/OAP2rD9D/wXu4peyjsOMl2b2ouOxWJi1ekJiBZmWbXtS/+X7w/9rDvzfvlfnnJWYMbfH54MFfhwfBLjdMP40X+8/kvo+8+F0u/tt9Es/UTOHWw29QcKLcPK7iINx/j7kituACIPmf/5lOgbCkv1gFwaEmnQrft01d6tMPmsykzwdPPYDno3XM/ew3mFswts2nicWElFQpr4h5K6D6erPAwqqXTM/RZvr9VvbIY5lnHC91m8Axt+lw4ErCLPs2azuzO5kMzpxFUL432M3iQFnwSU7UmisNgasNnXIgf4gp1wncPNkmeK6phupjZru6ytRIB07KGnO5zKXo869odoInxOZ92NHnaCmQLjpUi/+8z9O/2sWo7Q1ZvvdXw313wv/+P+iWXivRRaX6GHzcsMzwzi2wa5sJgLKyTEbckxW8desBQ0bC0FHmNnBoTMtuGp+oBHT3HmfpkUIuOrqBLIIZ4hpXFk/0mM6jPWby6ZxBTIrZSCLQKQe++H345Z2wrSEw//uvzPHZCxM5kqb8flM3/eaLwWOzF5pa5v4D6FFURs624JWVTbmD+ObQq/lFQRWjVz0Z/B77159h2ly83XunxOd/JlMgLOlt3274+TeDq2Tl5MKXf2wWQeiorCxTGzxtLtz/M9i2yRzf/AH84Fa44Wtt1sLFYnJMRnWqqDjYsNjFu6ZmrrlygqxsU06w4AI2eQbywlMfJH2WfVQZ8bxBZpLlkutNq7C1b5nb3kaB7Ilac3+gnVi0+ubBKXPgrIubr30PEYv3YXPPMW5QT3x+f0TLa7cUSL/50T4eX1VNbf1sbu7l5bKK98yd2zbBPbfBV38CffpHPM6U5vebz4+3V5g+u6V7ovv5j9YFtz1Zpu3csNHmBGjMRLM0cTs7l4SeqLj9PqbUlLCgeisLjm2lm/9E2GNXdB3HA71OY39Wd3KTtWxwbmeT8Lj3dnMC4ffDX35uguF41Si3xe+Hf9qmK0TAvHPNBNGGf5dm/x8N7sWIJefDBReYLiplJSb58tj9FC64PnM+/1OUaoQlfVUfMwHpoYZLSrEMghvzeuG5f5qlaUMnJC260MxobqUfa0cnxzRbnwpcu7CAa85oOyudNH6/OUHZswM++sBc+m5u0lvg4SPG4Zq3GGYtPJkFTJVseEyU7oa1q0wWfO/HZvZ7NLKyzQIVk2ea1nD5Q6KaVBaLSVqhzzGif3eWF+5kS4T/Ns39Ww7s3YW9h46dXJkQ4IpjH3DTgdeDP9i7H3zlx6buOV3VVJs68leebTmzHwtdu8PoiSYoHjPRvEd69IrofbJ6yz6e/ufznFa5mfnHttHH17T0xj92Mr/tfhovV3ZNnf+PRyvgZ98M/l6zsuHLP4QJ0xM7Dr/f9FFe8VTw2Glnm4RJw+Ihgf8/W/cdwef343G7GdP4BHLTWnM1pMHLi7/Az7e60+/zPzVpspxkmAd/Da//x2zn5Jovy7FxCIJDFW0w9VuHDwSP5Q0yZ/zjTjl5KJY1XSk/4e5ErQl4Kw6ZL6OSnbBnJ5TsaDPYO+DpxstdC3i912S6jRzV7BdqKs2yj6mqSvP72rfb3Moauid07mIm2XXuEtzuP9C8t1OoZrY978vG/5Zb9x1h2etbm3zJf3dYJfNWLQuWy3TpZi6Fp1u/1X274dVnYdWK5mu63W4YPDK41PDIhuWGvV7zd6+vD/55qDzY73z3NjhYHtkYcnJNW668QeZ91Ke/WY2x6ghUHYVjlVBVif9AGa7AlbXG8gebOvhpp+H1k3r/HysOwj1fN5Odwfydb7sHRo1LzOv7/Wahnf/+K3hs9gKz8EdIEBzxSf2f7oZ3VgJwvPcAPtPncqrqg49Jqc//9KJAWDJIo7NmbrnT9JFNhKqj8OCvzOXuUAs+CZffiDenS0yzmAnLivp8plSh6ogJYKuOmv3jDbWqx6uD25UVJvg9ctjsR8qTBWMn83H+OH6xPZstrmC2KtYf7u09GdHElMjE4kpFq8F0fQn87kdQ29CeKysbbr49pRfeOKl8r1nV7703m96X09n0KJ+zKOrl3cNUV5mgeMcWU0NevMn8342RE117kjX7TNyzF5gsc5wWi4mZA6UmGA4kKbp2N8t7x/tKgt8PT/0dnn8keGzGfNOxKKTzSVQnjhUH4bs3n+ya8+KIRfwua2rqZOHTl7pGSIaoqTYTIwJOnWf6ySZKt+5w63fMhKjH7g8Ggiv/DRveYeui/2FziS+spmvj7sOsKSrj9PHRN0yPWceG+nrTeaCsxHxRl++F8n3mWCA71LgPbUfl5JovouFjYNJMGD8Vcjvz5utbKdoZ3jYoFkvNhl56fGtzKXsPHeNEvS/iL4+MKsWIs1hMwGu1dtmdD7f/HH71XXPSVV/XsPDGF0xJUiqqOmpKqF59tunkzwFDTD33aWebLH9HdelmrkIFrkT5/VC2pyEo3gi7tpsMaTQnqt16wox5MGsBnQomn8xmpoV+A+Crd8HPvm6uthw7apIl3/qFyYTHyzMPhQfB0083HU8atf+LqutKr76m/eHDvwfgnD1v0v+GT/DRic6pk4XPIAqEJf088dfgZcGu3WHpFxPfgN/lMv1OJ880M4TfX22OH9rP+Cfu43+7juMvvU7nUFY3AOq8Pv740ibmFOS36wMs6o4N9XWmPGHHFnPb2bCCni/GgS6YD/wevc2t/wAT+A4ZaW5985vNJMVjqdnW2j9FOsEkoyYmxlksJuC1eZI3bIxZlvlX3zEncIEZ+QfLYcl1qdNruO4EvPqcCYIbTwCdOsf0uJ0wPb6fUy6XmSw3YGiwjZjfbwLC8n2wf68JjCsOmYlm3XqYW9eGP7v3gP6DUud32h6DhpkSuXu/ZRImRw6ZYPj2e9tcar1dV4KeexieXRbcP2UO3HKHmWjdSNSfeYsuhLdegl3FuOrrmP72Y0z/8o8yerGZZFEgLOll8wfmCyfg6luhZ+/kjad3P/jC96HwdXjYPlkTu/jYFhYe28rKrmNZ3n0qRTn5HKqqjV9AVVkBWz80t+2bzSzq5pYibkvnrmZ54cCXZJduDfWqXcPrVnv0MoFvzz7mMVFeNo3HUrMttX8KiCTjHKu+z04QqysVbZ7k9R9osnq//p45oQN44THY/hF87lttBjhx5febEql//SVYnxoweiJceXOLLe0SwuUK/l9OVL1sso0oMPXkv/qO+Qzcvw9++W34xs9bbMXXritBLzwOy/8e3J88E279dost7aL+zHN74H/+F+76SnCFuvfeTOzVT4dQIJzhMqresbYmvCRi6pzUWH3H5TITIyZMM4twrHkVgCx8nH1sC2cf28LGnIEs7z6VHftGdjyg8vtNOUPxJjN5r+hDk+2NRO9+ZuJL3iCT/ckbaAKNHr3Ml2WclwMOiMcCHc0FsaEiyTjHI1OdyWLeW7ol3XvBN35mSiM2NCy8UbQBfmDBTd8wQUii7dwKj/7RnHyG6j/QTCw7dZ6yd8kyfqpZdMP+obkKVrITfvNd+NKPmg2Go74S9OKT5uQnYMJ0sL5r+om3oF2feSPHwcJPBpM/j/4RJs+A3C6R/BYkQposl8Eyod4xNJA/a+OzDHyvoUl5l27wwz8mNxvUkg/f5ci/HqTnnqImd9X26EvO1Fnh5QPdWgmyfD4oLzEZ3o+LYVex2T52tO1x9BtgPkhHFsCIcWZiTgavYd/cZJSAXNUIZwafF/79CDyzLLye/RNXmprKRFzWP3wAnnzA9AIO1aUbXHgNnHVRwk4opQ2rXzG9hQNxTp/+eG/+FoX+fmHJoUfeLI584ucrz5hewQHjToEv/TB+HV2qq+A7Nwd75X/iSrOUdQsyKvkVe5os5zTpXu8YGpSMObqbq8tCVuq56nOpGQQDTJ5Jt4kz+M0fnmLK1jeYf3QL2Q0rMuVUHjRLyIbq2cc0xne7zapSNdVmpnzNcTNruJkV15rIyjYtmAqmwJhJJgDu3jMOf7nU1dylx4G9uzB/wgDGDOgZ0RdCW1kbfckkmdsDFy01reTuv8fUgAL85zGTmf3cHfFbfKO2Bl58wrzWidrgcY8HFl1sguBMXgUvHc09y0wWXPY7s39oP9zzdbb0PZ1Huk6nU6csxg/uxSWzR7R9JcjrhZcaZYLHTjKrH8azrWGXbnDFTSagB3jt3/DJq5tNauhEvn0UCGewdK93DATy3hO1fPXgywSqUA+POoXep5+T1LG1xeN28YXPL6GweB7P7tjN7D2FDN7wKq6qyqYPPnIo+IUeqS7dTC3c2Ekm+B05rv1tmDJEvGtWY/Ulo2A6BsZPNUug/+VnsHGtOVa8Cb5zE5x5AZx3mSkDioWKg2ap9ZXPN+2LPW0uXH6T6QjhEGn3/l10EfTqB3/7BVRX4cHPdQffYtKx3fys3zlsLoFL/LRcv+v3wwdrzCTt0MVQRk8wK9sl4irbnEVmImZZiQns33rRTMBsJN2TX8miQDiDtVjvmNfNZE8KXzeXWz55tVm7PsUEAvmrKtcxpL4CgGOubFaeejmfilHtXTw/1AMBFQX5wEyo+6z5ve/Z0bDgxE6zwljdidafqHsvGD4Who82s+iHjYF++ao/bEY8a1Zj8SWjjE0M9ehlVpL8z2Ow/EFTKnGiFlY8hfeVZzgweT79rrwWz4DB7Xv+7ZthxXJ47w2TDQw1ZCRcdYuZF+Agafv+nX4aDPsd++/9Af33m9UtZ9bs4vf7HuHevovZWT6y+ZPoj4vg8T+bevRQI8eZ916ianXdblj8qWBme8Vy01XC3YEWbXKSAuEMFnap+EQ9k3wHucS7kzl/fih8ZbRN6+Dr95ga0hQyekAPBrqO8+kj75089lDfeUwdNTwmz5/wD/XsTjDxVHML8HlNP9/SPeZDLbeLyTDkdg5uOzzTmypi8SWjjE2Mud3wyU9DwWT8y2xce7YD4PF5yV+/Et/61/HNXoB7wQWmtVa3ni2fQB4/BiUfm1Xb3n7ZBMKN9cmDC6+G+eemV4/dGEnr92/ffLZf+x1e/8vvuaziXXPIe4y7y5/Gt+x53C8OYG7/AcztPxCOD4DXtpxc3e2k3C5wwZWweEniP5dPP8cs3FFdZTphfLDG9CwOocm+7aNAOIN53C7uumY2e/75d/qsfZnuRw80/8DqKtNr8Rv3xH8VnijMGpNHp+p36Ow3bcB2durHzolncFMHWmyFilWGr0MZZbcn2PtTUlosvmSUsYmTsZNZc/X3ePGhp7j80Bom1pYC4MYP77xmbmBKivIGmc4pA4aY+vs9O8ztQFmrz8/iT8G009K7z24Hpfv7d+a4QTw59UI2FA3hK2Uv0MtXA4DbW4uptNAAACAASURBVGc677TUfcfjMSuHXnSNuUKXDDm5puznhcfM/ktPNQmE49GW0gkUCGc4z7srGb7y0aZ3dO1uLhetXRVcVve+O0yvxRSpd/Ps+IhTy9ef3K9echM/Pvv0mGVrO/qh3t6MctrV2AkQmy8ZZWziZ1vZUVZ1GsZb+UM5pbaETx95lxk1jQKb6irTi3hn044uTWRlm7aIZ19iSpPSQLw/W9L1/Rv6e7lk9giYNYJXP57Jmeufoc+ezbiONTN3I2DGfLj0BnPylGxnXQQvPWFKdYo2wMdbw96b8WhL6QQKhDOZ329muQZ07mLOIGcvhPHTzOo3Z15gssE11XDkMPziW/DNe80KYcnk851cXhKAGfOZeM7CmL5ERz/U25NRTtsaO4nJl4wyNvET+v95fe4Q1ucOYYp3P7f32kP/yn1molFtTctP4Gm4OjNkpFkSfM5ZyV2sJ0qJ+GxJx/dvq7+X8xr6T1cfgwOlpuRg/z7Yb64ocNrZMGZi8gbfWJ/+MPPMk73qeekpuOmbYQ9JWG/vDKJAOJNt+8g0fQdTn/qTv5oJJqFGjTc9EH/1bTPR5PAB+MXtJhiOVxuiSKxaERx7VraZmR1jHf1Qb09GOa1r7KTDXzLK2MRPc/+fPSPG02fpdeB2mcTAkUMmIC4rgbI94PLA4OEm+B04NK37/ybisyUd378R/V66dDVzZFJsnkyzzlkSDIQLV5qewrHqkOJQCoQz2YqngttzFjUNggMKJsP//sAsYVpfZ2rlfvEts5JTMnr1Hj8GT/4tuH/+5XHJUHf0Q709GeV0r7GTjlPGJj7a/P/scpnPs159zSIIGSZRny3p9v7NuM/cQNvMrRtNicSrz5rSDWk3d9sPkbR0aD+sfSu4v/hTrT9+wnT4wvfA03BuVFYC//cDqI9gMYdYe+6fwVV0eveDT1wVt5cKfKhfc8ZY5hbkt+syd262BxfB1ctayygHgudQ6VBjl6m8Pj+ri8pY9vpWVheV4fUlfqVNiZ2O/H9Od/psaV5G/l7OuTS4vfL51kt+pE3KCGeqV541dbZg6oGHjGz7Z6bMglvugD/8xPzszq3wn0fNSk6JUroHVjwd3L/8s/FdtacD2pNRTscau0yleu3maTJnetJnS/My8vcybS70H2jqmY8dNe3+Fn4y2aNKWwqEM1FtDbz+fHB/cdMVaFp06jxzmSWwjORz/4SpcxNXO/XYn4JLCo+ZaCb2pbBoLxOmY41dplK9dlM6OUhf+mxpXkb+Xtwe083kkT+Y/RVPwZmfwItLJ7HtoEA4E61+2bQJAnPWeMrs6H7+3Eth3Soz2c7rhb/eC9/5Tfwnkqx9C9a/Y7ZdLrj61oxcPa21JXz1IZY4GVc7GAM6OUhv6Va/mygZ+XuZfy48/SAcr4bSPXjXF3LnBr9OYttBNcKZxu8PLy04+5LoV0Bye+CG24Ir5+zZAc8ui90Ym3O0Av7xm+D+/PPSpndnLAQycXc/uY5/rCzi7ifXceeyNapZjaOMrB3soNZODkQkheR2gTM+cXK36plHT57E+gk/iZXWKRDONJvWwr5dZju3C8w7p33PM2BI+EzU/zwGO7Z0fHzN8fvhof+Do0fMfq++pjbYQUIzcfoQS4z2THbMdDo5EEkjZ19slhkHeu7axOBjpWF36yQ2MgqEM82K5cHt+edC567tf66zLoaCKWbb54O//gLqTnRsfM0pXAnvvRncv/6rZuU7B1EmLvECtYN3XDqdaxcWcMel0x1/GTFVTw7U3UOkGX3zYcYZJ3evqPog7G6dxEZGNcKZpHQ3bCg02y6XCWQ7wu2GG74GP7jVTMDbtwuWPwhXxHBxiyOHYNnvgvtnnA+TZ8bu+dNEui5dmu4ysnawA1JxYpEm8Im04pxLTTIJOLNqCw/2ncc+f+fM6I6RIAqEM8nLzwS3T5kNeYM6/pz9B8IVN8NDvzX7Lz5hlmmOxbKTfj88+GvT/gWgTx5ceXPHnzcNpUOLH03mc4ZUOznQBD6RVowad3KBDY/fx4/z97Fy/PkpcRKbLhQIZ4rqKlj1UnB/8ZLYPfeCC0zpwkfrTPD655/BHb+Enr079ryrVsAHa4L7N3ytY6UcaSwVM3GhlJWTZFF3D5E2nHuZWWkOGLxhJdf8z02Q2znJg0ofqhHOFG+/HFxdZvAIGD81ds/tcpm63c5dzP6BUvjVd4It2trj0P5gD0SARRfBhGkdG2eaS+VVsTSZT5JFE/hE2jB1TvAKcHUVvPVicseTZjocCFuW1c+yrCWWZZ1nWVaUfbokZjauDW4vuCD2/Xf75sGN3wBXw1tm9zb47ffbt7Sj3w9//yUcP2b2+w90XJeIdNORyXya6CQdkaoT+ERShtsD54RcBV6xHHzelh8vYSIujbAs61bgeuATtm0fajg2A3gB6NPwsHctyzrLtu1jsR6otMLnha0bgvsTT43P60w/Da77Cjxwn9nfuhH+eBdY34OsCN9KJ2pNvXEgcHe54MbbUnYZZSeIpPa3vZP5VFIhHZXqZUMiKeH0c+Cpv5uM8P59sO5tmDE/2aNKC9FkhK8C/IEguMHPgd7A34DngVnA52M3PInI7u1mdRmAnn0gf3D8Xmv+ueET2ta/A3/7hWmv1pYDpfDT20xtcMDiJTB2cuzHKRGJdCGP9mblVFIhsZDKZUMiKSEnFxZeGNx/8YnkjSXNRDNZbizw78COZVn9gAXAn23bvqXh2BrgGuAXsRyktGHL+uD2uCnxX5b43Mug6ig8/4jZX/MqdOkG11gtv/bGtXD/T6Eq5FL66efAZTc0/3hJiEhn5Lc3K6eJTiKSSVK6e85ZF5kAuL4Otn0E2zbB6Bh0eMpw0QTCfYHQNM68hj+fCjn2BqZ8QhKpKKQsYtwpiXnNJdeZtmcrG86NXn0Wao7D5Blmst6AIZCVbeqBX3gcnnwA/A1ZY08WfPrzsPCT8Q/apVXRBKrtaaul/sgikilSvtSrV1+YvTDYQerFJ+FWBcJtiSYQPgT0C9lfAPiAVSHH/ICKPRPJ54WiD4P7iQqEXS5YasHxKnjHNPPm7RXmBibYHTDEXK7Zvjn4cz37wK3fiU0fYumweAeq6dAfWUQkEmnR0/qcJcFAeO0qUy/cf2Byx5TiogmEPwIusizr24AXUzNcaNt26LTxEUBpMz8r8bJnZ7CNWY/ekD8kca/t9sCNXzeZ4PXvhN/nrYeSneHHxk6Cz3/bBMOSEuIdqGqik8RaSl+aloyWFqVeQ0eZCfOb1pqrsCuWw9W3JntUKS2aQPjXwHJgD1APdAFuD9zZ0DptPuEZYom3sPrgUxJfapCVDV/8AaxfA9u3wJ4dULIDDjaaDHXWxWaSXVZ2YsfnUJEGC4kIVFNtpTJJXyl/aVoyWtqUep17qQmEAd54AT5xpSmbkGZFHAjbtv2MZVmfBz7XcGiZbdsPhTxkMaYs4r8xHJ+0JbQ+uGBKcsbgdsO008wtoPqYyQjv22Uuyzh8sYxEijZYUKAq6SItLk23Qtns9JY2pV6TZsDQ0abf/4laePofpvWpNCuqJZZt2/4T8KcW7vsvppWaJIrPl5yJcpHo0tWUQoydlOyROE66BwsiLUmLS9MtUDY7/aVNqZfLZRap+uWdZv/NF03t8KDhyR1XitISy+msZKfp3ADQvRcMHJrU4Uhq6MgqcCKpLJ2XW052T22t8BgbadPTetKp5gamVviJvyZ3PCmsxYywZVnDGjZLbNv2huy3ybbtXR0embQt0f2DJS2kTR2bSJTS5tJ0M5KZzVY22qEu+yxsWmfamH6wxsQMDVeOVaYT1FppxE5MO7QJQFHIflv8bTyvxEoq1AdLyknnYEGkNWlzaboZyTxBVblU5okokB02GuaeHWxr+vif4du/xutHJ0YhWgtYH8QEtUca7UsqiGF9sM4MM0s6BwsibUnXyZ3JPEFN59pqaSqqDP+nroXClWa1uZ1F8O4bFPYcpxOjEC0GwrZtX9/aviTZvl3B5Yq79Wx3EbwumXVMqp5EpGuwIJKpknmCqnKpzBJVhr9vHpx9Cfz3X2b/yb+x49xv6sQohEoY0lWM6oN1yaz9dBIhItFI1glq42x0pyw3A3t3Yeu+Iyfv12dW+og6w3/BVaafcHUV7N/HaaXv8kh2f50YNYi4a4RlWWdE+Lgvt384ErGQQNg3dnK7ZwOrw0D7JXsWuIhIJALZ6Dsunc5nFoxlUJ+u7DtczbLXt3L3k+u4c9kadZFII1F3T+naHS68+uTu8NXPMi0/l9xsDy4g1+HzSKLJCL9iWdb/s237x83daVlWb+AB4ELMKnQSL35/WH3wr7e6eO3dde3KSuqSWfup7k5E0kUgGw3w+KrtugqYxtpVb77oInjlGThQhutYJd/vsYN35l2geSREFwgXA//PsqyFwGds2y4N3GFZ1unAw8BQ4KmYjlCa2rcLjppLWnW5XVlZ0Yma+vZ9qKnDQPvpJEJE0o1O4NNfu+rNszvBkuvh/nsAcK94irmLLmRuwdjEDDqFRbOgxgzgIeAsYJ1lWecAWJZ1B/AakAd80bbty2I9SGlkSzAbvC9vNDX1vrC7oyltCL1kdu3CAu64dLpqXCMUOInQ5SURSRfpvCiJBLVrYY9ZC2DYGLNddwKW/z2+g0wTEWeEbduuBq6zLOtl4HfAfyzL2gRMwvQZvsq27fWtPYfESGh98Jgp5OzqWFZSHQbaR23KRCTd6Cqgg7ndcOXNcO/tZv/tl2HxEtNv2MGi7hph2/aDlmV1B34LTAb2A2fatr0/1oOTZjSqDx4673TGe/frQy1JdBIhIulEJ/AON34qnDIH1q8x8cTj98PX7nb0yrRRBcKWZbmBHwG3A1XAeuB04DXLsj5t2/aG1n5eYqB0D1QeNttduuEZOpK7lo7Sh5qIiEREJ/AOd/mNsKEQ/D746H348F2YMivZo0qaaNqnDQVeB+4ANgAzbdueD3wbGAussSzLissoJagopPqkYAq43e2rFRIRERHnGTQczjw/uP/4n8HrbfnxGS6ayXLvY7K/vwfm2rZdBGDb9t3AQkyJxG8ty3oy1oOUECET5SiYkrxxiIiISHq6+DOQ09ls7/0Y3noxueNJomgCYTdwuW3bX7Btuzb0Dtu2VwFTgWeAS2I4Pmls++bg9thJyRuHiIiIpKeefeD8y4P7Tz8INceTN54kiiYQnm7bdovZXtu2K2zbXgJoZbkY8fr84SvGVRyCAw3tm7M7wdBRyR2giIiIpKdzL4Nefc32kcPw4hPJHU+SRNM+bWeEj/u/do9GTvL6/Ny5bE1YN4hLc0q5LvCA4WMgKzuZQxQREZF0lZMLn7oOHrjP7L/wOJz5iWBw7BDRZIQlgQqLy9lcUkFNnRc/ZsW4riXFwQeMnpC0sYmIiEgGOP1sGDzCbJ+ohWceSupwkiHa9mku4HLgPGAwkNPMw/y2bZ8dg7E5WnPLYI49vi+4M0qBsIiIiLTO6/NTWFzOttJKRg9o1GLV7TGLbPzy22b/jf/CeZdD/uDkDTjBIg6ELcvKAZ7HdIhwAf6GPwP8IcelgwLLYAZWjHP7fRScKA8+YNT4JI1MRERE0kFzZZbjB/firqVzgsHwpBkw8VTYtNb0Fn7zv3DZjckdeAJFUxpxO7AI+DHQHxP0/gAYBFwD7AYeATrFdojOFFgGMzfbgwsY5z9MZ3+dubN3P3MTERERaUFzZZabSyooLC4Pf+BZFwW3334ZfM7pKxxNIHwFsNa27e/btn0wcNC27VLbth8BzgIuBL4S4zE6UmAZzDsunc61Cwv40viQiXHKBouIiEgbmiuzrK3zsr2sMvyBk2dB915mu+IgbFqXoBEmXzSB8GjgrZB9P3AyOrNtezvwb+D6mIxMwlaMG3WsJHiH6oNFRESkDYEyy1A52R5G5fcIf2BWFsw9K7j/1ksJGF1qiCYQrgNqQvaPYkokQn0MqLltPIQupKGOESIiItKGxmWWuQ01wrPG5DV98LxzgtvrVsGxowkbZzJF0zViD6ZTREARcFqjx0wHDnV0UNJI1VEo3WO2PVkwbHRyxyMiIiIpL1BmWVhczvaySkblN+oaEWrISBg+Fj7eCvV18M5KWHRh4gedYNEEwm8Bi0P2lwM/tizrL8CTmG4Si4F/xmx0YuzcEtweOgo6Nde1TkRERCRcoMxybkF+2w+ed44JhAFWveSIQDia0oh/AlssyxrRsP8roBC4AXgGuA3YBnwrlgMUYNtHwW1NlBMREZF4mL0wuGrtji2w9+Oon8Lr87O6qIxlr29ldVEZXl9qd9WNZonl14DXQvarLcuaB1wCjAF2As/atl0d2yE6T+Pm13O2fRRs2Kz6YBEREYmHbj1g6hx4702z/9ZLcMVNEf94RH2LU0xUK8s1Ztt2PfBEjMYiNH0T5Wa5eXjnRjoHHqCOESIiIhIv884NBsKrX4ZLbwCPp/WfaRDatxjC+xZHVJqRBNGURkgCNG5+3e/4ATp7a82d3XtBv9R8I4mIiEgGmDQDevYx20cOw8Z3I/7RiPsWpxAFwimm8ZtoQm1p8M7R48GVmpcWREREJAN4PHDa2cH9KHoKR9y3OIUoEE4xjd9E40MDYU2UExERkXg7PaRJ2AdroCqyjG5UfYtTRIdqhCX2Am+iQI3wpBNlwTtVHywiIiLxNmg4jBxnOkfU18E7r8FZF7f5Y1H1LU4RCoRTTOibaNeecob/86C5w+WGEQXJHZyIiIg4w7xzTSAM8OaLrQbCjbtdzRqTl7KT4xpTIJyCTja/9u4DGvrvDRkBuZ1b+zERERGR2Jh1JjzyB5MR3lUMu7ebRb0aSceWaaEirhG2LCt1Czwy1fbNwW3VB4uIiEiidO0Op54e3A+0VGukcber0JZp6SCayXK7Lct61LKss+I2Ggm3XSvKiYiISJLMOCO4vX5Nsw9Jx5ZpoaIpjSgCrgAutyxrG/BH4AHbtg/GZWRO5/c3yghropyIiIgkjnf8NFxuD26fF3Ztw3uwHE/f8AKBQLermpBgONVbpoWKOCNs2/YUYD7wD2Aw8HNgj2VZyyzLOjNO43Ou/fvg6BGz3aUb5A9O7nhERETEMbw+P3c++SEf5ATjj6f//Bhenz/scenYMi1UVJPlbNteBayyLOvLwLXA54CrgU9bllUE/AF40LbtwzEfqdM0rg92q+WziIiIJEag9vft3BFMP74LgCElG5ssl5yOLdNCtSu6sm37iG3bvw3JEj8IDAPuA0osy3rAsqyZMRyn82iinIiIiCRJoPb3nc4jTh6benwXH5ccaPLYQLera84Yy9yC/LQJgiE2K8sdBA4DNYAL6ITJFq+xLGu5ZVl9YvAazrN1Y3BbgbCIiIgkUKD2d192Tz7O7g1Ajt/L1ON7kjyy2GpXH2HLsrKBy4BbgDMxAXAR8CPgAWAa8E3gYuB3mPIJidSh/bB7m9n2ZMFoTZQTERGRxAld6XZN55EMrzNVrwUHtgDnJXdwMRRVIGxZ1hhMXfD1QF/ACywHbNu2Xw556GvAa5Zl/Qs4PyYjdZIPVge3x58CnbsmbywiIiLiOKG1v0fX++GFtQC4N7xjOlu50qf8oTURB8KWZa0AFmGyv3sx2d8/2ba9t5Ufew9Y0qEROtH7IYHw1LnJG4eIiIg4VqD2l9Hnwut/geoqOHzAXLUeNibZw4uJaDLCZwGvAjaw3LZtbxuPB3gWEzRLpI4fg80fBPennZa8sYiIiIh4PDBlFqx51ex/sMaRgfAE27a3RPPktm1/CHwY3ZAcbuN74K0328NGQ5/+yR2PiIiIyNQ5wUB4/Ttw0dLkjidGollQI6ogWNpp3dvBbZVFiIiISCqYNCO4psGOLXDkUHLHEyNapSGV1NfDhsLg/nSVRYiIiEgK6NodxkwK7ofGK2lMgXAqKd5oCtHBlEQMHZ3c8YiIiIgEhF6p/mBN8sYRQwqEU0njbhEZ0ppEREREMsDU2cHtTWuh7kTyxhIjCoRThd8P74fUB09TfbCIiIikkPwhkDfIbNfWwJb1yR1PDCgQThV7P4YDpWY7twuMOyW54xEREREJ5XLBKXOC++vfSd5YYkSBcKoILYuYPBOyspM3FhEREZHmTA0NhNeYK9ppTIFwqlBZhIiIiKS6sZOgcxezfaDMXNFOYwqEY+VELZTuhg/fNQXkPl/kP1tx0PTkA9Ojb8qs+IxRREREpCOysk1P4YDVryRvLDEQzcpyEuD3wxsvmID3YLm5VR4Of8yCC+B/vhTZ84W2ICmYYnr1iYiIiKSiU+fBu2+Y7ZeegtPPgYFDwx7i9fkpLC5nW2klowf0YNaYPDzu1OuGpUC4Pda/Aw/+uvXHrHwexk+DWWe2/XwfhNQHT9MiGiIiIpLCZp4BK5bD9s1QXwf/+A1842cn2756fX7uXLaGzSUV1NZ5ycn2MH5wL+5aOiflgmGVRrTH1g+bHnO7oV8+9B8YPPbgr+FgWevPVXMcNq0L7ocWoYuIiIikGrfHXPUOLLlctAHeevHk3YXF5WwuqaCmzosfqKnzsnH3YdYUtRETJYEC4fbYtyu4veR6uOdB+P2z8NO/w3f/zwTEAMePwf33gNfb8nNtWmvOpgAGjwgPpEVERERS0dBRcO5lwf3H7ofKCgC2lVZSUxce+9R5ffzxpU14fanVZUKBcHvs2x3cnjIL+uaBx2P2u3SFm78VPEsq3gT/frjl51q3KritbhEiIiKSLi5aCv0GmO3qKnj0jwCMHtCDbE/TEPNQVS2FxeWJHGGbFAhHq+4E7G9Y+MLlggFDmj5m9AS4+H+C+8/+E++WDawuKmPZ61tZXVSG9/BBky1+++Xg46aqPlhERETSRE4ufOaLwf01r8LGtcwak0ff7jlNHl5X72N7WWUCB9g2BcLRKisBf0NrtL750KnpPzQAF1xpOkAA+H1U/ubH/Obxt3notS2s+9sDnPjWjeYNEzCiAEaMje/YRURERGJp8kyYvTC4/9Bv8dTVcsu5E+mUFR5m5mR7GJXfI7Hja4MC4WiFlkU0ahUSxu2Bm74JXboB0Lv2CF/d9zz3lT7OrftfpbO3NvjYOYvgSz8MllOIiIiIpIurbjkZ77B/Hzz3T+aMzWfikN7kZntwAbkNnSNmjclL6lAbU/u0aIVOlBs4rPXH9ukP130Ffv9jAGbV7Aq7+2j3/nS/+asw8dRYj1JEREQkMXr2hss/G2wt++ITeOYs4q6lcygsLmd7WSWj8lOzl7BSkNGKNCMcMGM+ZVMXhh06gZtHes9h0813KQgWERGR9Df/vGBJqNcL//gtHvzMLcjnmjPGMrcgP+WCYFAgHL1oMsIN+t30Zbb3HA7AutwhfGXYZ1h3yieYOb6ZiXYiIiIi6cbtNr2FPQ3FBts2hTcESFEqjYiGzwule4L7kWSEAU/nzgy/x6Zw4062Vvq4NkUvD4iIiIi028ChcO6l8J/HzP6//gLTTwvWD6cgZYSjcaAsuPhFj97QtXvEP+rJ8jBr6uiUvjwgIiIi0iEXXgO9+5ntoxWw/MHkjqcNCoSjEW19sIiIiIiT5OTCVZ8L7r/6HN6Pt4WvpZBCq8upNCIa7agPFhEREXGUGWfAhGnw0fvg97Hr1/dwd/8l1Nb7yGloo3bX0jkpcXVcGeFoKCMsIiIi0jqXC675wsmJcyMrdzGvYhN+oKbOy+aSipRZalmBcDTCMsIKhEVERESaNXAonLPk5O5Nh9+ii88sJlZb502ZpZYVCEfK72+UEVZphIiIiEiLLryG2m69Aejjq+baijVAai21rEA4Al6fn/fWFcHxYwD4cztDr75xe61ULSgXERERiVhuZ7KvvuXk7sVH1zPOdzilllrWZLk2eH1+7ly2huytG5jRcGx3dh8G+8ET4xrvwGttLqmgts6bcgXlIiIiItFwz16A/43/4Nr8AR78/Nj/Dl2vuSZl4hplhNtQWFzO5pIKBtQcOHlsKz3iUuQdeK2aOm9KFpSLiIiIRMXlwnWNBR4PAD32FuPZvS3JgwpSINyGbaWV1NZ5GVZ36OSxnZ7ecSnyDrxWqFQqKBcRERGJ2qDhsPhTUDAFvvc7GDE22SM6SaURbRg9oAc52R6G1h0+eay0c1/OjkORd+C1akKC4VQqKBcRERFplyXXm3ZqrtQoiQhQRrgNs8bkMX5wL4aHBMLZQ0bEpcg78Fq52R5cQG5DjXCqFJSLiIiItEtWdsoFwaCMcJs8bhd3LZmMZ6XpGOHzZHHbjefFpcjb43Zx19I5FBaXs72sklH5PZg1Ji9lCspFREREMokC4Qh4yoL9g90DhkB2/H5tHreLuQX5zC3Ij9triIiIiIhKIyKjpZVFREREMo4C4UiELa2sFeVEREREMoEC4UgoIywiIiKScRQIR0IZYREREZGMo0C4LXUn4ECZ2Xa5IH9wcscjIiIiIjGhrhFtKd0Dfp/Z7jcAOuUkdzwiIiIiKcTr81NYXM620kpGDwi2fm3peCpRINwW1QeLiIiINMvr83PnsjVsLqmgts5LTsNiYD+6ejbfffidJsfvWjonpYJhlUa0Jaw+WIGwiIiISEBhcTmbSyqoqfPiB2rqvGwuqeDhN7c2e7ywuDzZQw6jQLgtYRlhTZQTERERCdhWWkltnTfsWE2dl7e3lDU5XlvnZXtZZSKH1yYFwm1RRlhERESkWaMH9CAn29Pk+K4DVbgaVUDkZHsYld8jQSOLjALh1vi8UFYS3FdGWEREROSkWWPyGD+4F52ywkNKr8+PH+iU5cYF5DbUCM8ak5eUcbZEk+Vas78M6uvMds/e0KVbcscjIiIikkI8bhd3LZ3DvU+/zysf7g27z++H+eMHMLRfN0blq2tE+tFCGiIiIiKt8rhdLJg0iFVbyqgJqQvOzfawYNIg5hbkJ3F0rVNpRGvUOk1ERESkTYESidxsT0qXQjSmjHBrDpQGt/OHJG8cIiIiIiksUCJRWFzO9rLKlC2FTEgjDQAACo9JREFUaEyBcGsqDwe3e/VJ3jhEREREUpzH7WJuQX5Kl0I0ptKI1lRWBLd79E7eOEREREQk5hQItyY0I9yjV/LGISIiIiIxp0C4NcoIi4iIiGQsBcItqa2B2uNmOysbOndN7nhEREREJKYUCLckLBvciybrBIqIiIhIWlMg3BLVB4uIiIhkNAXCLVF9sIiIiEhGUyDcEmWERURERDKaAuGWhAbC3RUIi4iIiGQaBcItUWmEiIiISEZTINwSlUaIiIiIZDQFwi1RRlhEREQkoykQbokywiIiIiIZTYFwS44eCW4rIywiIiKScRQIN6fuBFRXmW23G7p2T+54RERERCTmFAg3JzQb3L2XCYZFREREJKMowmtOWH2wyiJEREREMpEC4eZoopyIiIhIxlMg3By1ThMRERHJeAqEm6OMsIiIiEjGUyDcHGWERURERDKeAuHmhGWEeyZvHCIiIiISNwqEm6OMsIiIiEjGUyDcHLVPExEREcl4CoSbE5YR1mQ5ERERkUykQLgxrxeqKs22ywXdVCMsIiIikokUCDd2NCQb3K0HeDzJG4uIiIiIxI0C4cY0UU5ERETEERQIN6bFNEREREQcQYFwY8oIi4iIiDiCAuHGlBEWERERcQQFwo0pIywiIiLiCAqEG1NGWERERMQRFAg3poywiIiIiCMoEG4sNCPcXRlhERERkUylQDiE1+fnxOFDwf3uWlVOREREJFMpEG7g9fn59kNv4zlWefLYd58rwuvzJ3FUIiIiIhIvCoQbFBaXs3dXKR5M4HvUncPGfVUUFpcneWQiIiIiEg8KhBtsK62kc23Vyf3D7i7U1nnZXlbZyk+JiIiISLpSINxg9IAe5LlqTu4f9nQhJ9vDqPweSRyViIiIiMSLAuEGs8bkMTEk5j2a3YXxg3sxa0xe8gYlIiIiInGTlewBJJLX56ewuJydew4wYkg/Zo3Jw+N2AeBxu7hqSj/YbB47umAEdy2dc/J+EREREcksjgmEvVVHeeve+xhSvpVhvhPcOuJGxg/uFRbsuo8GF9MYOGwQKAgWERERyViOKY14d3cls0reZdSJAwyqr6RX9SE2l1SEd4XQ8soiIiIijuGYQLh4fzUbcged3J9es7tpVwgtrywiIiLiGI4JhEcP6MGGrsNP7k+v2d20K0RYRliBsIiIiEgmc0wgPGtMHpXDJ53cn16zhwmDeoR3hQipEaanSiNEREREMpljAmGP28WXPncRJ7qYDHAPXw0/ObN/sCuE3x9eGtFdgbCIiIhIJnNMIAzg8bjpNPnU4P6WD4J3HqsCb73Zzu0CnXISPDoRERERSSRHBcIATJgW3N60LritjhEiIiIijuK8QHji9OD21g+h7oTZDq0PViAsIiIikvGcFwj3zYe8hjZqJ2phe8NScmqdJiIiIuIozguEIbw84qOG8gi1ThMRERFxFIcGwiHlEZuaC4RVGiEiIiKS6ZwZCI+fCq6Gtmk7i6D6mEojRERERBzGmYFwtx4wdLTZ9vmgaL0ywiIiIiIO48xAGMK7R2xap4ywiIiIiMM4NxAOrRPe/L4ywiIiIiIOk5XsASTNmImQlQ31dbB3F7hDzgmUERYRERHJeM7NCOfkmmA4wOczf3bKgdzOyRmTiIiIiCSMcwNhgPHTmh5TNlhERETEEZwdCIdOmAtQfbCIiIiIIzg7EB4+Fjp3DT+mQFhERETEEZwdCHs8MO6U8GMqjRARERFxBGcHwtC0PEIZYRERERFHUCA8oXEgrIywiIiIiBMoEB4wBHr1De4rIywiIiLiCAqEXS6Ys8hsezwwakJyxyMiIiIiCeHcleVCfepaGDoKBgyFPv2TPRoRERERSQAFwgDZnWDuWckehYiIiIgkkEojRERERMSRFAiLiIiIiCMpEBYRERERR1IgLCIiIiKOpEBYRERERBxJgbCIiIiIOJICYRERERFxJAXCIiIiIuJICoRFRERExJEUCIuIiIiIIykQFhERERFHykrmi1uWlcyXFxERERFn8Nu27Wp8UBlhEREREXEkl9/vT/YYREREREQSThlhEREREXEkBcIiIiIi4khJnSwnIiKJY1nWA8B1wEjbtncmdzQiIsmnjLCIiIiIOJICYRER57gDmACUJHsgIiKpQF0jRERERMSRVCMsItIBlmUtBy4BvmTb9m8b3fcj4DvAX2zbvimC51oEXA3MB4YA2cA24HHgHtu2a0IeOxJYB/iA6bZtfxxyX1fgXaAAOMu27ZUNxx+gmRphy7IuBr4MTAT6AAeBrcCjtm3bUfw6RETSikojREQ65kZgF/Bzy7KmBw5alnU2cCewCfhShM91O3Au8D7wR+DPwAngB8B/LMvyBB5o2/YO4CagN/CwZVmhiQ0bGA/8MBAEt8SyrM8BT2OC4GeBXwDPA52BGyIct4hIWlJGWESkA2zbPmRZ1tXASuBRy7JOBboADwG1wJW2bVdH+HQWsMO27bCatZDM8uXAoyGv/S/Lsn4P3Ar8CLjDsqxrgWuB1xqOteUWTLA91bbt8kav2y/CcYuIpCVlhEVEOsi27VXAd4GxmEzuQ8AATLnExiieZ3vjILjBrxr+PK+Z+74GfADcblnWFzHZ4P3AUtu2fRG+dD1Q18x4DkT48yIiaUkZYRGR2LgHWAhc07D/sG3bf47mCRpqe78MLMHU93YHXCEPGdz4Z2zbrrEs6ypMTfBvAT9wuW3beyN82WWYcoiNlmU9islsv2Xb9v5oxi4iko6UERYRiYGGTO5TIYd+1dJjm2NZVjbwCvATIBdTAnE38P8abgA5Lfx4EbC+YXsT8GKkr2vb9n2YCXS7MLXMTwFl1v9v795BowqiOIx/aVQQBAlYphCtNIKiIsF3JfhKpRFsLFQ4aEAtDFj4KCWlnsa3hUljoygogo0igkIsBRHBShDUQrAwxGLugiRLdtfYbO73a2a5l53hdn8OM2cinkfE+k6+QZK6jUFYkv6DiFgJjALfKJ0crkfEog6m2A9sBO5kZn9mHsvMc5l5gbLdYjYjwADwFVhF6Rfctsy8m5mbgF5gN3AD2Ao8iYhlncwlSd3EICxJcxQRCykV3MXAEKWS209nVeEV1Xi/ybtts6w9AFwC3gOrq/FiRGzuYG0AMvN7Zj7OzKPAbUortS2dziNJ3cIgLElzNwqsBS5n5lPgPPASOB4RB9qc41M1bv/7YUQsp+w/niEilgJjwCQwlJlfgIOUw29jEdHbatGI2DWt9VpDoxLcbscLSeo6HpaTpDmIiEHgBPCa0uKMzJysWqpNANci4k1mfmwx1UPgA3A6Ivopl2X0AXuAR9Xv6W5Wz4czc6Ja+11EnAGuALeAfS3WHQd+RcQLShjvoVSBNwBvgWct/i9JXcuKsCT9o4joo4TRH8ChzPzdeJeZnymXbSwBxiNiwWxzZeZPYCdwj7LPdxhYQ+kFfLjJ2ieBQeDB9BvtMvMq5dDb3og41eIzRoBXwDpKH+MjlBvtzgI7MnNGWzVJmi96pqaatayUJEmS5jcrwpIkSaolg7AkSZJqySAsSZKkWjIIS5IkqZYMwpIkSaolg7AkSZJqySAsSZKkWjIIS5IkqZYMwpIkSaolg7AkSZJq6Q8319rq+AbrJAAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -401,7 +401,7 @@
     "fy_hat  = np.poly1d( a_hat )\n",
     "\n",
     "print(\"Nombre de degrés : {} a_hat={}\".format(reg_deg, a_hat))\n",
-    "draw_reg(X_norm[:nb_viz],Y_norm[:nb_viz], x_hat,fy_hat, (width,height))"
+    "draw_reg(X_norm[:nb_viz],Y_norm[:nb_viz], X_norm,fy_hat, (width,height))"
    ]
   },
   {
diff --git a/LinearReg/04-Logistic-Regression.ipynb b/LinearReg/04-Logistic-Regression.ipynb
index 0e9a293..5748aae 100644
--- a/LinearReg/04-Logistic-Regression.ipynb
+++ b/LinearReg/04-Logistic-Regression.ipynb
@@ -112,8 +112,8 @@
      "text": [
       "\n",
       "FIDLE 2020 - Practical Work Module\n",
-      "Version              : 0.2.9\n",
-      "Run time             : Tuesday 18 February 2020, 21:34:05\n",
+      "Version              : 0.4.0\n",
+      "Run time             : Saturday 22 February 2020, 15:41:52\n",
       "TensorFlow version   : 2.0.0\n",
       "Keras version        : 2.2.4-tf\n"
      ]
@@ -255,7 +255,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x432 with 1 Axes>"
       ]
@@ -267,8 +267,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Dataset X        : ndim=2  shape=(1000, 2)   Mean = [5.0192 6.9813]  Std = [1.0307 1.5238]\n",
-      "Dataset y        : ndim=1  shape=(1000,)     Mean = 0.64  Std = 0.48\n"
+      "Dataset X        : ndim=2  shape=(1000, 2)   Mean = [5.0127 6.9391]  Std = [0.9817 1.4605]\n",
+      "Dataset y        : ndim=1  shape=(1000,)     Mean = 0.641  Std = 0.4797072023641087\n"
      ]
     }
    ],
@@ -310,11 +310,11 @@
      "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.     -0.006  -0.0049]  Std = [0.     0.992  0.9893]\n",
-      "y_train          : ndim=2  shape=(800, 1)    Mean = [0.6338]  Std = [0.4818]\n",
-      "X_test           : ndim=2  shape=(200, 3)    Mean = [1.     0.0239 0.0197]  Std = [0.     1.0312 1.0415]\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.      0.009  -0.0045]  Std = [0.     1.0073 1.0062]\n",
+      "y_train          : ndim=2  shape=(800, 1)    Mean = [0.6362]  Std = [0.4811]\n",
+      "X_test           : ndim=2  shape=(200, 3)    Mean = [ 1.     -0.0358  0.0181]  Std = [0.     0.9696 0.9747]\n",
+      "y_test           : ndim=2  shape=(200, 1)    Mean = [0.66]  Std = [0.4737]\n"
      ]
     }
    ],
@@ -371,7 +371,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x432 with 1 Axes>"
       ]
@@ -393,7 +393,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x432 with 1 Axes>"
       ]
@@ -475,17 +475,17 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Epoch: 0 \tLoss: 1.3474569\n",
-      "Epoch: 100 \tLoss: 0.28945148\n",
-      "Epoch: 200 \tLoss: 0.2590584\n",
-      "Epoch: 300 \tLoss: 0.24997473\n",
-      "Epoch: 400 \tLoss: 0.24577877\n",
-      "Epoch: 500 \tLoss: 0.24390194\n",
-      "Epoch: 600 \tLoss: 0.24321868\n",
-      "Epoch: 700 \tLoss: 0.2436808\n",
-      "Epoch: 800 \tLoss: 0.24361208\n",
-      "Epoch: 900 \tLoss: 0.24339706\n",
-      "Epoch: 1000 \tLoss: 0.24412125\n"
+      "Epoch: 0 \tLoss: 1.270164\n",
+      "Epoch: 100 \tLoss: 0.29649493\n",
+      "Epoch: 200 \tLoss: 0.25434545\n",
+      "Epoch: 300 \tLoss: 0.23806633\n",
+      "Epoch: 400 \tLoss: 0.2301672\n",
+      "Epoch: 500 \tLoss: 0.22440842\n",
+      "Epoch: 600 \tLoss: 0.22117954\n",
+      "Epoch: 700 \tLoss: 0.21890724\n",
+      "Epoch: 800 \tLoss: 0.21674454\n",
+      "Epoch: 900 \tLoss: 0.21477516\n",
+      "Epoch: 1000 \tLoss: 0.21442997\n"
      ]
     }
    ],
@@ -533,12 +533,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Accuracy = 0.924    Recall = 0.910\n"
+      "Accuracy = 0.946    Recall = 0.932\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1008x720 with 4 Axes>"
       ]
@@ -730,21 +730,21 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Epoch:      0  Loss:   0.7590    checkpoint: ./run/models/model-ckpt-0\n",
-      "Epoch:    500  Loss:   0.1350    checkpoint: ./run/models/model-ckpt-500\n",
-      "Epoch:   1000  Loss:   0.1152    checkpoint: ./run/models/model-ckpt-1000\n",
-      "Epoch:   1500  Loss:   0.1085    checkpoint: ./run/models/model-ckpt-1500\n",
-      "Epoch:   2000  Loss:   0.1035    checkpoint: ./run/models/model-ckpt-2000\n",
+      "Epoch:      0  Loss:   0.7085    checkpoint: ./run/models/model-ckpt-0\n",
+      "Epoch:    500  Loss:   0.1654    checkpoint: ./run/models/model-ckpt-500\n",
+      "Epoch:   1000  Loss:   0.1470    checkpoint: ./run/models/model-ckpt-1000\n",
+      "Epoch:   1500  Loss:   0.1382    checkpoint: ./run/models/model-ckpt-1500\n",
+      "Epoch:   2000  Loss:   0.1328    checkpoint: ./run/models/model-ckpt-2000\n",
       "WARNING:tensorflow:From /home/pjluc/anaconda3/envs/fidle/lib/python3.7/site-packages/tensorflow_core/python/training/saver.py:963: remove_checkpoint (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.\n",
       "Instructions for updating:\n",
       "Use standard file APIs to delete files with this prefix.\n",
-      "Epoch:   2500  Loss:   0.1015    checkpoint: ./run/models/model-ckpt-2500\n",
-      "Epoch:   3000  Loss:   0.0997    checkpoint: ./run/models/model-ckpt-3000\n",
-      "Epoch:   3500  Loss:   0.0986    checkpoint: ./run/models/model-ckpt-3500\n",
-      "Epoch:   4000  Loss:   0.0978    checkpoint: ./run/models/model-ckpt-4000\n",
-      "Epoch:   4500  Loss:   0.0979    checkpoint: ./run/models/model-ckpt-4500\n",
-      "Epoch:   5000  Loss:   0.0971    checkpoint: ./run/models/model-ckpt-5000\n",
-      "Epoch:   5500  Loss:   0.0970    checkpoint: ./run/models/model-ckpt-5500\n"
+      "Epoch:   2500  Loss:   0.1300    checkpoint: ./run/models/model-ckpt-2500\n",
+      "Epoch:   3000  Loss:   0.1272    checkpoint: ./run/models/model-ckpt-3000\n",
+      "Epoch:   3500  Loss:   0.1262    checkpoint: ./run/models/model-ckpt-3500\n",
+      "Epoch:   4000  Loss:   0.1253    checkpoint: ./run/models/model-ckpt-4000\n",
+      "Epoch:   4500  Loss:   0.1245    checkpoint: ./run/models/model-ckpt-4500\n",
+      "Epoch:   5000  Loss:   0.1239    checkpoint: ./run/models/model-ckpt-5000\n",
+      "Epoch:   5500  Loss:   0.1235    checkpoint: ./run/models/model-ckpt-5500\n"
      ]
     }
    ],
@@ -798,12 +798,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Accuracy = 0.977    Recall = 0.962\n"
+      "Accuracy = 0.962    Recall = 0.970\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1008x720 with 4 Axes>"
       ]
diff --git a/Prerequisites/Numpy.ipynb b/Prerequisites/Numpy.ipynb
index d6279c9..ab9d553 100644
--- a/Prerequisites/Numpy.ipynb
+++ b/Prerequisites/Numpy.ipynb
@@ -36,7 +36,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -80,7 +80,8 @@
     {
      "data": {
       "text/plain": [
-       "array([1.27880790e-316, 0.00000000e+000, 6.91986808e-310, 1.57378525e-316])"
+       "array([ 6.93990061e-310,  6.95333088e-310, -1.90019324e+120,\n",
+       "        6.93987701e-310])"
       ]
      },
      "execution_count": 3,
@@ -281,19 +282,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([[0.37962202, 0.76975047, 0.73922844, 0.88922672, 0.99782046],\n",
-       "       [0.1551213 , 0.6275266 , 0.38079222, 0.35535393, 0.86290208],\n",
-       "       [0.03586265, 0.37427542, 0.67578338, 0.80472164, 0.21367888],\n",
-       "       [0.27197917, 0.08610806, 0.16481586, 0.72530108, 0.49244613]])"
+       "array([[0.14726334, 0.90799321, 0.67130094, 0.23978162, 0.96444415],\n",
+       "       [0.26039418, 0.06135763, 0.35856793, 0.73366941, 0.50698925],\n",
+       "       [0.39557097, 0.55950866, 0.70056205, 0.65344863, 0.90891062],\n",
+       "       [0.19049184, 0.56355734, 0.71701494, 0.66035889, 0.06400119]])"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -305,16 +306,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "0.4336510750584107"
+       "0.26039417830707656"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -326,17 +327,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([[0.89925962, 0.31519992, 0.17170063, 0.06102236, 0.6055506 ],\n",
-       "       [0.43365108, 0.67461267, 0.34962124, 0.75648088, 0.53096922]])"
+       "array([[0.14726334, 0.90799321, 0.67130094, 0.23978162, 0.96444415],\n",
+       "       [0.26039418, 0.06135763, 0.35856793, 0.73366941, 0.50698925]])"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -348,16 +349,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([0.6055506 , 0.53096922, 0.14067726, 0.54727527])"
+       "array([0.96444415, 0.50698925, 0.90891062, 0.06400119])"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -369,17 +370,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([[0.89925962, 0.17170063, 0.6055506 ],\n",
-       "       [0.43365108, 0.34962124, 0.53096922]])"
+       "array([[0.14726334, 0.67130094, 0.96444415],\n",
+       "       [0.26039418, 0.35856793, 0.50698925]])"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -402,19 +403,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[[ True False False False  True]\n",
-      " [False  True False  True  True]\n",
-      " [ True False  True  True False]\n",
-      " [ True False  True False  True]]\n",
-      "[0.89925962 0.6055506  0.67461267 0.75648088 0.53096922 0.65643503\n",
-      " 0.77202087 0.50192904 0.80709755 0.65465368 0.54727527]\n"
+      "[[False  True  True False  True]\n",
+      " [False False False  True  True]\n",
+      " [False  True  True  True  True]\n",
+      " [False  True  True  True False]]\n",
+      "[0.90799321 0.67130094 0.96444415 0.73366941 0.50698925 0.55950866\n",
+      " 0.70056205 0.65344863 0.90891062 0.56355734 0.71701494 0.66035889]\n"
      ]
     }
    ],
@@ -433,29 +434,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[[0.89925962 0.31519992 0.17170063 0.06102236 0.6055506 ]\n",
-      " [0.43365108 0.67461267 0.34962124 0.75648088 0.53096922]\n",
-      " [0.65643503 0.4723704  0.77202087 0.50192904 0.14067726]\n",
-      " [0.80709755 0.2314217  0.65465368 0.28459125 0.54727527]]\n"
+      "[[0.14726334 0.90799321 0.67130094 0.23978162 0.96444415]\n",
+      " [0.26039418 0.06135763 0.35856793 0.73366941 0.50698925]\n",
+      " [0.39557097 0.55950866 0.70056205 0.65344863 0.90891062]\n",
+      " [0.19049184 0.56355734 0.71701494 0.66035889 0.06400119]]\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "array([[0.89925962, 0.31519992, 0.6055506 ],\n",
-       "       [0.43365108, 0.67461267, 0.53096922],\n",
-       "       [0.65643503, 0.4723704 , 0.14067726],\n",
-       "       [0.80709755, 0.2314217 , 0.54727527]])"
+       "array([[0.14726334, 0.90799321, 0.96444415],\n",
+       "       [0.26039418, 0.06135763, 0.50698925],\n",
+       "       [0.39557097, 0.55950866, 0.90891062],\n",
+       "       [0.19049184, 0.56355734, 0.06400119]])"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -480,19 +481,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([[34.80126403, 28.25135024, 26.7464874 , 25.61394735, 31.42219749],\n",
-       "       [29.52456401, 32.20122896, 28.61844741, 33.13707212, 30.59162046],\n",
-       "       [31.99525724, 29.94683782, 33.31622493, 30.27122313, 26.42656267],\n",
-       "       [33.72238198, 27.36777304, 31.97510827, 27.92690466, 30.77226288]])"
+       "array([[26.49431985, 34.90438372, 32.16365436, 27.45531142, 35.57459401],\n",
+       "       [27.67174691, 25.61734103, 28.71425022, 32.87496493, 30.32693058],\n",
+       "       [29.11218606, 30.9081365 , 32.49640767, 31.96148136, 34.91522467],\n",
+       "       [26.94120557, 30.95317031, 32.68425986, 32.03966276, 25.6441081 ]])"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -510,19 +511,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([[2.45778274, 1.37053329, 1.18732233, 1.06292268, 1.83226077],\n",
-       "       [1.54288042, 1.9632724 , 1.41853016, 2.13076459, 1.70057974],\n",
-       "       [1.92790714, 1.60379132, 2.16413527, 1.65190478, 1.15105309],\n",
-       "       [2.24139301, 1.26039064, 1.92447592, 1.3292186 , 1.72853679]])"
+       "array([[1.15865904, 2.47934201, 1.95678132, 1.27097157, 2.62332907],\n",
+       "       [1.29744141, 1.0632791 , 1.43127825, 2.08270892, 1.66028496],\n",
+       "       [1.48523197, 1.74981253, 2.01488485, 1.92215822, 2.48161763],\n",
+       "       [1.2098445 , 1.75691133, 2.04830976, 1.93548684, 1.06609367]])"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -540,17 +541,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[[0.         0.31519992 0.17170063 0.06102236 0.6055506 ]\n",
-      " [0.         0.67461267 0.34962124 0.75648088 0.53096922]\n",
-      " [0.         0.4723704  0.77202087 0.50192904 0.14067726]\n",
-      " [0.         0.2314217  0.65465368 0.28459125 0.54727527]]\n"
+      "[[0.         0.90799321 0.67130094 0.23978162 0.96444415]\n",
+      " [0.         0.06135763 0.35856793 0.73366941 0.50698925]\n",
+      " [0.         0.55950866 0.70056205 0.65344863 0.90891062]\n",
+      " [0.         0.56355734 0.71701494 0.66035889 0.06400119]]\n"
      ]
     }
    ],
@@ -561,17 +562,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[[ 0.          3.17258959  5.82409047 16.387435    1.65138967]\n",
-      " [ 0.          1.48233207  2.86023812  1.32191048  1.88334836]\n",
-      " [ 0.          2.11698277  1.29530177  1.99231351  7.10846954]\n",
-      " [ 0.          4.32111589  1.5275252   3.51381149  1.82723405]]\n"
+      "[[ 0.          1.10132983  1.48964487  4.17046144  1.03686668]\n",
+      " [ 0.         16.29789234  2.78887186  1.36301171  1.97242842]\n",
+      " [ 0.          1.78728245  1.42742531  1.53034219  1.1002182 ]\n",
+      " [ 0.          1.77444232  1.39467107  1.51432807 15.62470834]]\n"
      ]
     }
    ],
@@ -595,7 +596,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -625,20 +626,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[[0.37962202 0.76975047 0.73922844 0.88922672 0.99782046]\n",
-      " [0.1551213  0.6275266  0.38079222 0.35535393 0.86290208]\n",
-      " [0.03586265 0.37427542 0.67578338 0.80472164 0.21367888]\n",
-      " [0.27197917 0.08610806 0.16481586 0.72530108 0.49244613]]\n",
-      "Mean value 0.5001158248338762\n",
-      "Mean line [0.21064629 0.46441514 0.49015498 0.69365084 0.64171189]\n",
-      "Mean column [0.75512962 0.47633923 0.42086439 0.34813006]\n"
+      "[[ 0.          1.10132983  1.48964487  4.17046144  1.03686668]\n",
+      " [ 0.         16.29789234  2.78887186  1.36301171  1.97242842]\n",
+      " [ 0.          1.78728245  1.42742531  1.53034219  1.1002182 ]\n",
+      " [ 0.          1.77444232  1.39467107  1.51432807 15.62470834]]\n",
+      "Mean value 2.818696254398785\n",
+      "Mean line [0.         5.24023674 1.77515328 2.14453585 4.93355541]\n",
+      "Mean column [1.55966056 4.48444087 1.16905363 4.06162996]\n"
      ]
     }
    ],
@@ -654,22 +655,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[[0.37962202 0.76975047 0.73922844 0.88922672 0.99782046]\n",
-      " [0.1551213  0.6275266  0.38079222 0.35535393 0.86290208]\n",
-      " [0.03586265 0.37427542 0.67578338 0.80472164 0.21367888]\n",
-      " [0.27197917 0.08610806 0.16481586 0.72530108 0.49244613]]\n",
+      "[[ 0.          1.10132983  1.48964487  4.17046144  1.03686668]\n",
+      " [ 0.         16.29789234  2.78887186  1.36301171  1.97242842]\n",
+      " [ 0.          1.78728245  1.42742531  1.53034219  1.1002182 ]\n",
+      " [ 0.          1.77444232  1.39467107  1.51432807 15.62470834]]\n",
       "(4, 5)\n",
-      "[0.37962202 0.76975047 0.73922844 0.88922672 0.99782046 0.1551213\n",
-      " 0.6275266  0.38079222 0.35535393 0.86290208 0.03586265 0.37427542\n",
-      " 0.67578338 0.80472164 0.21367888 0.27197917 0.08610806 0.16481586\n",
-      " 0.72530108 0.49244613] (20,)\n"
+      "[ 0.          1.10132983  1.48964487  4.17046144  1.03686668  0.\n",
+      " 16.29789234  2.78887186  1.36301171  1.97242842  0.          1.78728245\n",
+      "  1.42742531  1.53034219  1.1002182   0.          1.77444232  1.39467107\n",
+      "  1.51432807 15.62470834] (20,)\n"
      ]
     }
    ],
@@ -696,7 +697,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -758,27 +759,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[[0.47138506 0.41353868 0.09441948 0.225147   0.82335198]\n",
-      " [0.04490952 0.14682972 0.31792846 0.22918746 0.73823443]\n",
-      " [0.50485749 0.99705961 0.51896582 0.93318595 0.11375617]\n",
-      " [0.37148317 0.0477689  0.29061475 0.41826056 0.47950005]\n",
-      " [0.70324502 0.82838271 0.92172528 0.79532669 0.56698101]]\n"
+      "[[0.33277412 0.18065847 0.10352574 0.48095553 0.97748505]\n",
+      " [0.20756676 0.33166777 0.00808192 0.18868636 0.1722338 ]\n",
+      " [0.94092977 0.21755657 0.52045179 0.45008315 0.1751413 ]\n",
+      " [0.27404121 0.53531168 0.41209088 0.22503687 0.50026306]\n",
+      " [0.23077516 0.99886616 0.74286904 0.40849416 0.57970741]]\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "0.06968780805887545"
+       "-0.026288777656342802"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -791,25 +792,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[[0.14682972 0.31792846]\n",
-      " [0.99705961 0.51896582]]\n"
+      "[[0.33166777 0.00808192]\n",
+      " [0.21755657 0.52045179]]\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "array([[-2.15522717,  1.32033369],\n",
-       "       [ 4.14071576, -0.6097731 ]])"
+       "array([[ 3.0460928 , -0.04730175],\n",
+       "       [-1.27331197,  1.94118039]])"
       ]
      },
-     "execution_count": 39,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/README.ipynb b/README.ipynb
new file mode 100644
index 0000000..bd577f0
--- /dev/null
+++ b/README.ipynb
@@ -0,0 +1,108 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<img width=\"800px\" src=\"fidle/img/00-Fidle-header-01.svg\"></img>\n",
+    "\n",
+    "# Available notebooks"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<!-- INDEX_BEGIN -->\n",
+    "[[NP1] - A short introduction to Numpy](Prerequisites/Numpy.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Numpy is an essential tool for the Scientific Python.  \n",
+    "[[LINR1] - Linear regression with direct resolution](LinearReg/01-Linear-Regression.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Direct determination of linear regression   \n",
+    "[[GRAD1] - Linear regression with gradient descent](LinearReg/02-Gradient-descent.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;An example of gradient descent in the simple case of a linear regression.  \n",
+    "[[POLR1] - Complexity Syndrome](LinearReg/03-Polynomial-Regression.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Illustration of the problem of complexity with the polynomial regression  \n",
+    "[[LOGR1] - Logistic regression, in pure Tensorflow](LinearReg/04-Logistic-Regression.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Logistic Regression with Mini-Batch Gradient Descent using pure TensorFlow.   \n",
+    "[[MNIST1] - Simple classification with DNN](MNIST/01-DNN-MNIST.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Example of classification with a fully connected neural network  \n",
+    "[[BHP1] - Regression with a Dense Network (DNN)](BHPD/01-DNN-Regression.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;A Simple regression with a Dense Neural Network (DNN) - BHPD dataset  \n",
+    "[[BHP2] - Regression with a Dense Network (DNN) - Advanced code](BHPD/02-DNN-Regression-Premium.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;More advanced example of DNN network code - BHPD dataset  \n",
+    "[[GTS1] - CNN with GTSRB dataset - Data analysis and preparation](GTSRB/01-Preparation-of-data.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Episode 1: Data analysis and creation of a usable dataset  \n",
+    "[[GTS2] - CNN with GTSRB dataset - First convolutions](GTSRB/02-First-convolutions.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Episode 2 : First convolutions and first results  \n",
+    "[[GTS3] - CNN with GTSRB dataset - Monitoring ](GTSRB/03-Tracking-and-visualizing.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Episode 3: Monitoring and analysing training, managing checkpoints  \n",
+    "[[GTS4] - CNN with GTSRB dataset - Data augmentation ](GTSRB/04-Data-augmentation.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Episode 4: Improving the results with data augmentation  \n",
+    "[[GTS5] - CNN with GTSRB dataset - Full convolutions ](GTSRB/05-Full-convolutions.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Episode 5: A lot of models, a lot of datasets and a lot of results.  \n",
+    "[[GTS6] - CNN with GTSRB dataset - Full convolutions as a batch](GTSRB/06-Full-convolutions-batch.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Episode 6 : Run Full convolution notebook as a batch  \n",
+    "[[GTS7] - Full convolutions Report](GTSRB/07-Full-convolutions-reports.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Displaying the reports of the different jobs  \n",
+    "[[TSB1] - Tensorboard with/from Jupyter ](GTSRB/99-Scripts-Tensorboard.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;4 ways to use Tensorboard from the Jupyter environment  \n",
+    "[[IMDB1] - Text embedding with IMDB](IMDB/01-Embedding-Keras.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;A very classical example of word embedding for text classification (sentiment analysis)  \n",
+    "[[IMDB2] - Text embedding with IMDB - Reloaded](IMDB/02-Prediction.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Example of reusing a previously saved model  \n",
+    "[[IMDB3] - Text embedding/LSTM model with IMDB](IMDB/03-LSTM-Keras.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Still the same problem, but with a network combining embedding and LSTM  \n",
+    "[[VAE1] - Variational AutoEncoder (VAE) with MNIST](VAE/01-VAE-with-MNIST.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;First generative network experience with the MNIST dataset  \n",
+    "[[VAE2] - Variational AutoEncoder (VAE) with MNIST - Analysis](VAE/02-VAE-with-MNIST-post.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Use of the previously trained model, analysis of the results  \n",
+    "[[VAE3] - About the CelebA dataset](VAE/03-Prepare-CelebA.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;New VAE experience, but with a larger and more fun dataset  \n",
+    "[[VAE4] - Preparation of the CelebA dataset](VAE/04-Prepare-CelebA-batch.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Preparation of a clustered dataset, batchable  \n",
+    "[[VAE5] - Checking the clustered CelebA dataset](VAE/05-Check-CelebA.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Verification of prepared data from CelebA dataset  \n",
+    "[[VAE6] - Variational AutoEncoder (VAE) with CelebA (small)](VAE/06-VAE-with-CelebA-s.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;VAE with a more fun and realistic dataset - small resolution and batchable  \n",
+    "[[VAE7] - Variational AutoEncoder (VAE) with CelebA (medium)](VAE/07-VAE-with-CelebA-m.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;VAE with a more fun and realistic dataset - medium resolution and batchable  \n",
+    "[[VAE12] - Variational AutoEncoder (VAE) with CelebA - Analysis](VAE/12-VAE-withCelebA-post.ipynb)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Use of the previously trained model with CelebA, analysis of the results  \n",
+    "[[BASH1] - OAR batch script](VAE/batch-oar.sh)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Bash script for OAR batch submission of a notebook  \n",
+    "[[BASH2] - SLURM batch script](VAE/batch-slurm.sh)  \n",
+    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Bash script for SLURM batch submission of a notebook  \n",
+    "<!-- INDEX_END -->"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "<img width=\"80px\" src=\"fidle/img/00-Fidle-logo-01.svg\"></img>"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
-- 
GitLab