From 6a342f4b0ae0f0114055133abdb9c441a0fec72d Mon Sep 17 00:00:00 2001 From: Jean-Luc Parouty <Jean-Luc.Parouty@grenoble-inp.fr> Date: Tue, 8 Dec 2020 19:05:30 +0100 Subject: [PATCH] Update datasets_dir specification --- LinearReg/01-Linear-Regression.ipynb | 43 ++++-- LinearReg/02-Gradient-descent.ipynb | 165 ++++++++++++++++++----- LinearReg/03-Polynomial-Regression.ipynb | 79 ++++++----- LinearReg/04-Logistic-Regression.ipynb | 117 +++++++++------- README.ipynb | 7 - VAE/01-VAE-with-MNIST.ipynb | 2 +- VAE/07-VAE-with-CelebA-m.nbconvert.ipynb | 2 +- fidle/config.py | 22 +-- fidle/pwk.py | 90 ++++++------- 9 files changed, 319 insertions(+), 208 deletions(-) diff --git a/LinearReg/01-Linear-Regression.ipynb b/LinearReg/01-Linear-Regression.ipynb index 0f322bf..6b95ee3 100644 --- a/LinearReg/01-Linear-Regression.ipynb +++ b/LinearReg/01-Linear-Regression.ipynb @@ -91,13 +91,12 @@ "text": [ "\n", "FIDLE 2020 - Practical Work Module\n", - "Version : 0.57 DEV\n", - "Run time : Wednesday 9 September 2020, 14:36:59\n", - "TensorFlow version : 2.2.0\n", - "Keras version : 2.3.0-tf\n", - "Current place : Fidle at IDRIS\n", - "Dataset dir : /gpfswork/rech/mlh/commun/datasets\n", - "Update keras cache : Done\n" + "Version : 0.6 DEV\n", + "Run time : Tuesday 8 December 2020, 18:54:45\n", + "TensorFlow version : 2.0.0\n", + "Keras version : 2.2.4-tf\n", + "Datasets dir : /home/pjluc/datasets/fidle\n", + "Update keras cache : False\n" ] } ], @@ -109,9 +108,9 @@ "import sys\n", "\n", "sys.path.append('..')\n", - "import fidle.pwk as ooo\n", + "import fidle.pwk as pwk\n", "\n", - "place, datasets_dir = ooo.init()" + "datasets_dir = pwk.init()" ] }, { @@ -168,7 +167,7 @@ "outputs": [ { "data": { - "image/png": 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PvumG/OEffzAbz26XB2u5+9RDue3Wdh32MGsbDw0XN913+7bf+yQV4afvFII3lFLOl1K+PomT5eik7dWxUyurqpdT5hCO5lCdp62WFhfydceenKXFT0ac4TB53/s/4vrdxn7vE1SESykPj/lxP3HNo4GG2qk6dsPjHrPlKTpRvdyvjZvy9ipkn27KTaE6T5s9dO4v8uhgbctrrt8r2e/9GrZPgz7aaRXyh/7yUpaXFnN5081W9XJ/unxTbttuGKZM26Nt19Y8uH7Ht7S4kONHD/f2AWHS7dMWkjw/yVcluSnJgR0+bFhK+fIpjA0aY6fq2OVH13L4hsfm/Ec/rno5RV28Kbex31Z1vh3aeG3Ng+uXcY0dhKuqOpDk1zLaIWIhyTBbT+kYbnodOuVq1YWXfOVTs7iw0LnqJdPVxn1Nu1yd75I2Xlvz4PplXJNUhF+W5NkZHajxHzPaLu0Hkrw2o3D875K8K8m3THWE0ABXqy5srEDu8y+cJmj61HBb+227WJ3vmrZeW/Pg+mUckwThb0zye6WU70+SjbMzSimPJPmFqqr+b0Z7Df/TJD865XFCrVQXmqsNU8P6FZkV1xbszyTbp92S5J2b3h4mWd54o5TyYJJfTfLiqYwMGmajunDH7bfm+FF7UTZFG7b5skURs+Lagv2ZpCJ8OcnFTW//RZLP2PYxf5zkufsdFMC42jA1bEaBWXFtwf5MEoT/LKOdIjasJPnibR/z9CQf2u+gAMbVlqlh/YrMimsLrt0kQfidSb5i09t3J/k3VVX9dJI3Z7Rg7iuS/PzURgct1PSFW11jmyS4kvsQjGeSIPzzST6zqqonr58y9+NJnpfkWzPqC15IcibJ90x5jLCjJt7o27Bwq2tMDcNW7kMwvkmOWH57krdvevtjVVV9SUZh+EiSh5O8tZTysekOkSZoWuhs6o3enp71MDXcX027NzWB+xCMb19HLJdSHk3yS1MaCw3VxNDZ1Bt9GxZuQVc08d7UBO5DML5Jtk+jp5q4PdVuN/o6bSzc2qyJC7egC5p4b2oC9yEYnyDMnpoYOpt6o7enJ8xPE+9NTeA+RBMM1oY5ubKaE/fcn5MrqxmsDese0o721RrRVXrOtmri9lRN3SnAwi2Ynybem5rAfYi6taltSRDepk3fvHmpK3Tu9kDS5Bu9hVswH019IG4C9yHq1NR1PDsRhLdp0zdvXuoIneM8kLjRQ781+YEY+qxNCzYF4W3a9M2bp3mHTg8kwDg8EEPztKltaezFclVV9WKuqamLsPrGIhgAaKc2LdicpCL8p1VV3Z3kNaWU35rVgOqm56wZ2vQ0CUC/WWS/VZvaliYJwitJvjHJ86uqeiDJa5K8vpTywZmMrCZt+uZ1mQcSANrAIvudtaVtaWE4HH9ft6qqnpHk2zMKxI9NcinJmzOqEt8zwecZJkkpZaLB0i8bT9geSABoqpMrq3nVm9+9ZQbz4PJSXv73nt74ENgzOwaIiYLwhqqqPjXJizIKxZ+bZJhRxfg/JXlDKeXDe/x7QRgAaL0T99yfn33HSjanqYUkL3rW0dxx+611DYsr7RiEr+lkuVLKR0opry6lPC3JM5O8IcmTkvxYkrNVVb2+qqovuuahAgC0gEX27TaNI5Y/mOTDSS5mlLYfk1G1+FRVVXdXVfVpU/gaAEAPNf2o3jbtkMCVrmkf4aqqlpN8Q5KXJPnSjALwSpIfTPL6JH8zyb9M8twkP5nkhVMYKzuwUpW6uPaAWWvDQjSL7NttoiBcVdWRjPqCX5zkiUkGSe5OUkop/3PTh749ydurqvrFJF89lZFyhTbcIOgm1x4wD205XKktOyRwpbGDcFVVb0vy7Iyqv+/PqPr72lLK+3f5Z7+b5Ov3NUKuqi03CLrHtQfMg9NembVJKsLPSfLbSUqSu0spgz0+PknemlFoZgbcIKiLaw+YB4crMWuTBOHPKaW8b5JPXkr5oyR/NNmQGJcbBHVx7QHz4HAlZm3sIDxpCGb23CCoy7yuve0L8r7g5s/I7z34AQv0oCcsRGPWrulAjf1yoMb0OH2Nusz62tu+IO8x1y1m+brFPDoYWqDHXNgZBTplxx/ea9o+jeawUpW6zPra274g79Kja7n06Non3m+BHrNkZxToh2kcqAEwdTstyNtuY4EeTNvmB7Fhtj54QRs1/WCSuqgIA42004K87SzQY1bsjEKXmOG4OhVhoJG2H1t64LrF/JWD1znGlLnYeBDbzIMXbWWG4+pUhIFG2mm1+MauERaHMmt25aFLzHBcnSAMNNbS4sIngscDj4x6gY8dOdT7GzezZ9suusTe71cnCAONpa+NOtmVpx1sc7c3MxxXJwgDjbV9CzVbpgGbeVgejxmOq7NYDmis3fraACwCG9/GDMcdt9+a40cPC8HrBGGgsazcB3bjYZn9EoSBxtq+hZot04DNPCyzX3qEgcbS1wbsxiIw9ksQBhrNyn3gajwss1+CMADQWh6W2Q9BGGgM+4ECME+CMNAI9gMFYN7sGgFMbLA2zMmV1Zy45/6cXFnNYG24789pP1AA5k1FGJjIrCq3u+0HqvcPgFlQEQYmMqvKrf1AaYpZzHgAzaQizMxY+NRNs6rc2g+UJtCrDv0iCDMT8/5lInTPz0bl9uKmMDyNyq39QLmaef58b57xSLbOeGjRge4RhJmJef4yUcGZr1lWbu0Hynbz/vnWqw79IggzE/P8ZaKCMztXq8Sp3PZPXbMu8/75ntWMB9BMgjAzMc9fJio4s7FXJU7ltj/qnHWZ98+3XnXoF0GYmZjnLxMVnNlQaWdDndfCvH++zXhAvwjCLdSGhWHz/GWigjMbKu1sqPNaqOPn24wH9Icg3DJtWhg2r18mKjizodLOhjqvBT/fwCwJwi1junpnKjjTp9LOhrqvBT/fwKwIwi3TpOnqNrRocO2aVolzvdWnadcCwLQIwi3TlOnqNrVocO2aUolzvdWvKdcCwDQt1j0AJrMxRXlweSkLSQ7WNF29uUVjmK0tGjBtrjcAZkFFuGWaMkW5U4vGxcuDvOXUQ0li2pSpalJLEADdIQi3UBOmKHdq0UiSex/+YO47e960NVPVlJYgALpFawTXZHOLxnamrZm2prQEAdAtKsJck80tGm859VDuffiDW95v2pppakpLEADdIghzzTZaNJJs2ds4MW3N9DWhJQiAbtEawb6ZtgYA2khFmH3bPG195pELGaytZXFhIafPnLti+tqhCABAUwjCTMXS4kKOHTmUt5x66KqHHjgUgd14SAJg3gRhpmbzoQfJ1t0jjh89vOf76S8PSQDUQY9wjw3Whjm5spoT99yfkyurGawN9/X5djv0YJz3019OjgOgDirCPTWLCtxehx44FIGrcXIcAHXofUV42lXRtphFBW6v3SPsLsHVbDwkbeYhCYBZ63VFeJZ9iU1f+DOLCtxehx44FIGr2XhI2v6z6CEJgFnqdRCe1eKtNiz8mVWbwl6HHjgUgZ14SAKgDr1ujZjV4q02LPzRpkDTbDwk3XH7rTl+9LAQDMDM9boiPKuqaBsW/qjAAQB91+sgPKu+xLbsjqBNgbo1vZcegG7rdRCeVVXUwh/YWxt66ZvEQwPA9PU6CCezqYpqO4C9OWlwfB4aAGaj14vlZsnCH9idkwbH14YFuABtJAgzVX09oITJOURjfB4aAGaj960R7G3c3kTTt0xCL/342rIAF6BtBGF2NUm41fPJJPTSj89DA8BsCMLsapJwO639k62O7w9b+I3HQwPAbAjC7GqScDuN6VvtFbAzDw0A02exHLu62oKmJ3/G469YFDeNY5utjqdtLBAFaC8VYXa1U2/iZ//VT83dpx/O+3ao2u53+rYNx1PDBjMYAO0mCLOrnXoT14bD/NBb7r1q3/B+pm+tjqdNLBAFaDetEexp++EgD63+xcz2NJ1GewXMi/19AdpNRZiJzbJqa3U8bWIGA6DdBGEmNus9Ta2Opy3s7wvQboIwE1O1hRE/CwDtJghzTVRtYcTPAkB7WSwHAEAvCcIAAPSSIAwAQC8JwgAA9JIgDABALwnCAAD0kiAMAEAv2UcY6I3B2jCnz5zLA49cyC03OvwCoO8EYaAXBmvDvOLEqSuOQ77rztuEYYCe0hoB9MLpM+dy39nzuXh5kGGSi5cHue/s+Zw+c67uoQFQE0EY6IUHHrmQS5cHW167dHmQB1cv1DQiAOomCAO9cMuN1+fA8tKW1w4sL+Xmw9fXNCIA6iYI0xiDtWFOrqzmxD335+TKagZrw7qHRIccO3IoT7nphhxcXspCkoPrPcLHjhyqe2gA1MRiORrBQiZmbWlxIXfdeVtOnzmXB1cv5ObDdo0A6DtBmE+oc2upzQuZkq0LmY4fPTyXMdB9S4sLOX70sGsKgCSCMOvqrsjutpBJaJkd++oC0GeCMEnqr8huLGS6uCkMW8g0W3U//ABA3SyWI0n9W0tZyDR/9tUFoO9UhBtsntPWdVdkLWSaP+0oAPSdINxQ85623qjIbv9686zIWsg0X3U//ABA3QThhpp3z66KbP804eEHAOokCDdUHdPWKrL94uEHgL4ThBvKtDXz4OEHgD6za8SY5n38r10UAABmS0V4DHXst2raGgBgtgThMdR12IRp6705GQ0AuFaC8Bjst9pMTkYDAPZDj/AYNhaubWbhWv2cjAYA7IcgPAYL15qp7mOhAYB20xoxBgvXmskWcwDAfgjCY7JwrXmcjAYA7IcgTGup1AMA+yEI02oq9QDAtepVELbnLAAAG3oThO05CwDAZr3ZPs2eswAAbNabIGzPWQAANutNEHY6HAAAm/UmCDfxdLjB2jAnV1Zz4p77c3JlNYO1YW1jAQDom94slmvanrMW7wEA1Ks3QThp1p6zmxfvJVsX7zVhfAAAXdeb1oimsXgPAKBegnBNLN4DAKiXIFyTJi7eAwDok171CDdJ0xbvAQD0jSBcoyYt3gMA6ButEQAA9JIgDABALwnCAAD0kh5hajNYG+b0mXN54JELueVGiwUBgPkShKmFI6YBgLppjaAWm4+YHmbrEdMAAPMgCFMLR0wDAHUThKmFI6YBgLoJwtTCEdMAQN0slqMWjpgGAOomCFMbR0wDAHXSGgEAQC8JwgAA9JIgDABALwnCAAD0kiAMAEAvCcIAAPSSIAwAQC8JwgAA9JIgDABAL9V6slxVVXV+eQAA+mFYSlnY/qKKMAAAvbQwHA7rHgMAAMydijAAAL0kCAMA0Eu1LpYDYH6qqnp9kn+Q5LNKKQ/XOxqA+qkIAwDQS4IwQH+8PMnnJDlb90AAmsCuEQAA9JIeYYB9qKrq7iTPS/LSUsqrt73vB5N8X5KfLqV82xif69lJXpjkmUn+WpLlJA8k+W9JfqiUcnHTx35WkncnWUvy9FLKH2963+OS/E6So0meU0p5x/rrr88OPcJVVT03yXcleWqST0vywST3J3lTKaVM8H8HQKtojQDYn3+Y5E+S/HBVVU/feLGqqi9P8ook703y0jE/18uSfGWSe5O8Jsnrknw8yQ8k+e9VVS1tfGAp5aEk35bkCUneWFXV5sJGSfKUJP96IwRfTVVV357klzMKwW9N8qNJfi3JY5N865jjBmglFWGAfSilfKiqqhcmeUeSN1VV9QVJPiXJzyW5lOSbSikfG/PTVUkeKqVs6VnbVFl+fpI3bfrav1hV1U8l+Y4kP5jk5VVVvSjJi5K8ff21vbwko7D9+aWUc9u+7qePOW6AVlIRBtinUsq7kvyrJLdmVMn9uSQ3ZtQu8Z4JPs+D20Pwuh9f//Ordnjfdyf5/SQvq6rqOzOqBn8gyZ2llLUxv/SjSS7vMJ4/H/PfA7SSijDAdPxQkmcluWP97TeWUl43ySdY7+39riRfn1F/7+OTLGz6kJu2/5tSysWqql6QUU/wq5MMkzy/lPL+Mb/siYzaId5TVdWbMqpsv7OU8oFJxg7QRirCAFOwXsl9y6aXfvxqH7uTqqqWk/xWkn+b5GBGLRCvSvLK9f8lyYGr/POVJH+w/vf3JvmNcb9uKeXHMlpA9ycZ9TK/JclqVVW/XVXVF03y3wDQNoIwwBRUVXVrkh9J8uGMdnJ4XVVVByf4FM9L8reS/NdSytNKKd9eSpN8OwYAAAIHSURBVPneUsoPZNRusZvvSfKMJH+e5HMz2i94bKWUN5RSjid5YpKvSfLTSb40ya9XVXVoks8F0CaCMMA+VVV1IKMK7uOSfHNGldynZbKq8JH1P39ph/d92S5f+xlJ/nWS9yX5vPU/X1lV1TMn+NpJklLK+VLKr5VS/lGS12e0ldrtk34egLYQhAH270eSPD3Jvy+l/EaS70/yziQvqarqm8b8HA+v//mszS9WVXVzRv3HV6iq6glJ3phkkOSbSymrSV6Q0eK3N1ZV9cS9vmhVVV+9beu1DRuV4HF3vABoHYvlAPahqqqvS/KdSU5ltMVZSimD9S3V7k3yn6uq+p1SyoN7fKq3JjmT5LurqnpaRodlPCnJ303yq+t/3+6/rL/+0lLKvetf+/erqvrnSX4iyc8kee4eX/cXklysqup/ZxTGFzKqAh9L8rtJ3rbHvwdoLRVhgGtUVdWTMgqjH0nywlLKoxvvK6X8aUaHbVyf5BeqqnrMbp+rlPLRJM9J8vMZ9fm+NMnfyGgv4L+/w9f+J0m+LsmvbD/RrpTykxktevvaqqr+2R7/Gd+T5P8k+YKM9jH+1oxOtHtZkmeXUq7YVg2gKxaGw522rAQAgG5TEQYAoJcEYQAAekkQBgCglwRhAAB6SRAGAKCXBGEAAHpJEAYAoJcEYQAAekkQBgCglwRhAAB66f8DmDzbSQlFj7gAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -223,8 +222,8 @@ " [2]] \n", "\n", "theta hat :\n", - " [[4.98501912]\n", - " [1.90345476]]\n" + " [[4.62811977]\n", + " [1.90163315]]\n" ] } ], @@ -248,7 +247,7 @@ "outputs": [ { "data": { - "image/png": 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iUp58/BkjshxHmjjvPdTiwlnfqq+TyWpk/U6dXN+hk+t3a6C5U9Ot2/Te73qAQBVx3JzXTy1heIekqYq3X1b89amK9/2t3FYKpATVyTIq5WsTh943/owRGbO33akOIwPScDEAV1H11aat5bFmPf369PmsnnjmrCojc2ahQKCKgSBvzuPwelxPtYThq5Iqj4F5haSCpGcq3udI4lkKUolK+eoF1ftW7xd0/owRCsdx5/hWVn3Hz0pOYeXrMllp76Fin2+f1H1Mat/t6fU9mJlUc9N5nnbEUFA352nsRa4lDA9I+n5jzC9IysvtIT5hrZ2p+JyDkibqtzwgXqiU1y5fcPTJp4f0T+euaqHg1qfq0fsW1As6f8YI3OydctV3tNjre3PG/7pNW7yb3A4ekVpaV7yEpx3xFdTNeRp7kWsJw78p6bOSzktakLRB0mOlDxpjcpK+Q95KMQAsqxRYK4NwyVp739L4go4Ychxp6qI0etI9xnhkQDo/Vl3Vt+tA+VCL3mNS+56aJzzwtCPegrg5T2MvctVh2Fr7J8aYn5b0juK7nrTWfrLiU14rt0Xiz+u4PgAJVgqsi4OwtPZHtWl8QUcMzM26Vd/KCQ83rvtft3Gz1N1XrvoeOiq1bKjLknjagUpp3Chc06Eb1tqPSvroMh/7c7lj1gCgKksFVklal82s+VFtGl/QETGOI12eKM71PVmu+hb8qr4Zac+BcvDt6Zc69jLXFw2xUutMUjfWcRwzgNAsFVjXZTN648t69KMvP7KmF1l6IdFwc7PS2dPeo4xvTPtft2FTuerbXaz6btgY/HqBJSzXOiMpsRvrlg3Dxpj9xf85bq3NV7zty1p7bs0rA5B4ywXWtQZhiV5IBMxxpMuT5XaHkQHp/KiUv/9Jh0cmI+3eX674dvdLnXulbLYx6waqsFTrzLNDk4ndh7FSZfiM3FFp/ZKGKt724/h8XQCQFHxgpRcSdXN3zlv1HR2Qrl/zv651o9R9tLzJ7dBRtxIMxEyS92GsFFo/ITfYXl/0NgAsq9aeMgIrIsdxpKtT3naH50f8q75SserbVx5xtns/VV8kQpL3YSwbhq21b1vpbQBYLI3D2pEA83els8PlTW4jA9L1q/7XtW6QDi2a8LBxc/DrBUKQ5H0YtDMAqBtm+yIWrl7ytjucHZbyC/7Xde71HmqxZ7+UzQW/XiACkrwPo+owbIx52Fr7t1V83ruttb+5tmUBiKMk95QhpubvSueGK8LvoHTtsv91za1ur29pk1t3v7SJqi/SLaltbbVUhv/aGPN+a+0vL/VBY8w2SU9I+j65p9UBSJkk95QhJq5druj1PSmdG5EW5v2v6+gqbnIrBt+uA1R9gZSoJQwPS3q/MeaVkn7UWjtR+oAx5qWSPiVpn6Sn6rpCALGR5J4yRNDCvBt2K1serl7yv665xe3vLbU8dPdJm7cGv14AkVRLGP4WSb8t6cckfcUY81Zr7V8aY94r6f2S8pLeaa21AawTQAwkuacMETB9xTvh4ezp6qq+u3YX+3yPub92HZRyVH0BuDKOU9u0NGPMWyX9lqRWSSclvUDuHOI3WWu/XuXXcCSJ3AwAWNLCgjvOrFTxHRmQrkz5X7e+WTp4xHuoxZa24NeL0CT1iGDU3bI/FDVPk7DWfsIYs1nShyW9UNIlSS+31lbxbAoAgCVcv+ptdzhz2t385mfX7vJRxj390t5uqr4pwjjH6nHTsLyawrAxJivpA5Iek3RT0tclvVTSF4wxP2Kt/X/1XyKANOCFOkUWFqTzY96jjC9P+F+3vlk6cNhb9d26Lfj1IrIY51gdbhpWVstotX1yN8m9VNLX5LZFDFX0DD9njPm39AwDqBUv1Ak3M72o6jvkHm/sZ2eHd67v3m5pHePxUcY4x+pw07CyWl5Vvippm9xNdO+x1s5JkrX2g8aYL8oNyh82xrzWWvtD9V8qEC1UMuuHF+roWPPPdT4vjY+5wXf4pDvX99JF/+vWNUkHD5c3uXX3SW07Vv8bQSowzrE63DSsrJYwnJX0BmvtZxZ/wFr7jDHmmyR9XNLr67U4IKqoZNYXL9TRsKqf6xvXvZvczgxJc7P+32x7u7fdYX+3G4iBGjzQvUvrchmpYqjIulxGD3TvCm9REcRNw8pqCcMvsdaeWe6D1tppST9ojHnnmlcFRMzialmh4FDJrCNeqKPBt0Kfz0vjZ7zhd+qC/xde1+Tt9e3pp+qLuvjy6CXNLxQ875tfKOjLo5d4La7ADPiVVR2GVwrCiz7vI6teDRBBS1XL2jau9wQ3iUrmWvBCHQ2LK/Sb83d07PaENv3ZgPQnk9LYKWnujv8X2razXPHtPSbt65aa1ge4cqTVyMSM7i4Kw3cXCrwWL8IM+JWxEwHwsVS17OrNOTXlsprPl1+EqWSuXlJfqGPVV17I60XZab3u9jfUe/uC+ucmtG9h2v3YSoMz1zVJ+3u8LQ/beUQdpFj9XAWMp0rVy2UzeuhIBzcJS6h1tFpG0hskfZekLknNS3yaY619TR3WBkTCUv2s8wsFdbS1avrWXSqZdZK0F+rI95XfuuFubhs56bY7jA3pxbO39WK/69p2eNsd9vdS9W2gyP9cNRhPlVAPtYxWa5b0p5JeKfcUD0fe0zycivcDibFc5eHR7zymbCaTqEom6idSEzIKBeniOe9RxhPP+1+WzSmzv1eZ3v7yiLPtu6QMP+dhidTPVQQk9akSGquWyvBjkl4l99CN/yL3wdkvSvqo3ID8nyQ9I+nH6rpCIGTLVR4ePNxxr5qJcET5cXGoEzJu3yxWfYvBd2xQunPb/7qt2z3tDtkDve5BF4gMJq/cL2lPldB4tYThH5b0ZWvtf5AkY4wkyVo7IekPjDH/IHcW8b+W9KE6rxMIDZWHaIr64+KG9TIWCm6Vt/JQiwvn/K/L5dyNbaVNbj397rgzqr6RRo8sUH+1hOEeSb9b8bYj6d5QSGvtqDHm85LeJsIwEobKQ/RE/XFxYL2Mt2+5ld57Vd9TbiXYz5Zt5Q1uPf3SgV6puWVta0HD0SML1F8tYXheUuUk9RuSFm8ZPivpdWtdFAD4ifrj4ro8USgUpMnx8ia3kQG399fx2ZqRzUr7Fk142NlB1TcBeFIF1F8tYfi83AkSJUOSvn3R57xE0tW1LgoA/MThcXHNTxTu3HIrvSMD0sig2/JQTdV381Zv1ffgEaq+CcaTKqC+agnDfyfptRVvf1bSLxtjfk/SZ+RuonutpN+v2+qAGInyZq4kiv3jYseRJs97JzxcOFtd1XfvIW/43bWbqm+K8doDrE0tYfj3Je0zxhwsnkb3G5JeL+ntcvuEM5KGJf18ndcI3CdqL/5R38yVRLF7XDx7p1z1LR1lfOuG/3WbtpRDb6nq29Ia/HoRC7z2AGtXy3HMX5D0hYq3bxtjXiY3EPdKOiPpc9baKub3IE4Inv6ivpkrqSL7uNhxpKkL3gkP589ITmHl6zJZae9Bb/ht30PVd5GovSaFidceYO3WdByztXZB0h/XaS2IIIJndaK+mQsBm70jnRmqCL+D0s3r/tdt3Cx190k9xdFmh45ILRuCX2+MRfE1KUy89gBrt6YwjOQjeFYnDpu5UCeOI1266G13OD/mTn5YSSYj7TngPcq4Yy9V3xpF8TUpTLz2AGtHGMaKCJ7Vif1mLixvbrZc9R0tTnm4Me1/3YZNxXaHvmLV96jUujH49SZcFF+TwsRrD8KWhLYlwvASkvAHWy8Ez+rEbjMXluY40uXJcsV3ZEA6Pyrl8ytfl8lIu/d75/p27nUnP6CuoviaFCZeexCmpLQtEYYXScofbL2EFTxXuiGJ6ot/ZDdzYXl356Qzp70tDzPX/K9r3Vjs9S2G30N90gaqvo0QxZvhsPHag7AkpW2JMLxIUv5g6yWM4FnNDQkv/qiZ40hXpyrm+p6Unq+i6isVq74VG90691H1DUlUb4aBNEpK2xJheJGk/MHWU6ODJzckqIv5u27Vt7Ll4XoVB2S2bnArvfeqvkfdqQ+IDG6GgWhISttS1WHYGNNurZ0KcjFRkJQ/2DjjhgSrcvWSNHyyHH7PjUj5Bf/rOvd5Jzzs3idlc8GvFwBiLiltS7VUhp83xnxW0u9Ya/86qAWFLSl/sHHGDQl8zd+Vzg175/peu+x/XXOr1H20vMmtu1/aRNUXQPXYZF+WlLalWsLwkKQflvQGY8yIpN+R9IS19kogKwtJUv5g44wbEtzn6iVvu8O5EWlh3v+6ji7vhIeuA1R9Aawam+zvl4S2pYzjOFV/sjHmpZLeITcUt0qak/QZudXip2v4Oo4kWWtrWizSo3TnzQ1JCi3Mu2G3tMltZKDKqm+L299bGX438TQBQP08OzSpD37mK54nly1NOb33h14S6zCYEsuGiJrCcIkxZqukt8oNxi+Q5MitHP9XSZ+w1q44m4gwDOCe6SsVEx4GpLOnq6v6tu8ph96efqnroJSj6gsgOE8+fVr/44tDqkxOGUlvfeURveXhw2EtC9VZNgyvapqEtfa6pA9L+nCxWvxTkt4o6dclfdAY8z8lfcRa+6XVfH0ACbUwL50b9bY8XK1iX+765nLVt3Sq2+a24NcLABXY05JM9RitdkXSNUmzclsn1sutGv+YMeZzkn7cWlvFPCMAiXP9asUmtwF31Nn8Xf/rdu0uH2rRe0zqOkTVF0iBqG9OY09LMq0qDBtjmiT9C0mPSnq53NLzkKQPSHpC0jdL+jlJr5P0W5LeXIe1YpGov2ggmZb9uVtYcI8urgy/lyf9v+D6ZungkXK7Q3eftHVb8L8RAJESh81pbLJPpprCsDGmV26f8Nsk7ZCUl/RZSdZa+38qPvULkr5gjPkjSd9dl5XCIw4vGkieyp+7ltkbevHClGabruoVLdeVOXvaPd7Yz86O8klu3f3S3kPSOs7/AdIuLgcuJWF6ArxqOXTjryS9Sm4V+ILcKvBHrbUXVrjsHyX94JpWiCXF5UUDCZHPS+dHde7v/0Hf848n9O7ZC9qzMON/XdN66eDhctW3p1/auj349QKIHQ5cQlhqKce8WtLfSLKSPmutzft8viR9Tm5wRp3xooFA3Zj2Tng4MyTdndMhSYdWum5Hu3fCw75uaV1TgxYNIM7YnIaw1BKG+621p2r54tbaf5L0T7UtCdXgRQN1k89L42fKfb4jA9KU/z3sXeV0urldQ6279YJXvFRHHv52qW1H8OsFkEhsTkNYqg7DtQZhBIsXDazajevu8cWl8Dt2Spqb9b9u+y4Vuvv1+WutenquTYPZHcquX6++rja97nsflOrUq754g94D3bv05dFLbBQFEo7NaQgLu1ZiihcNVKWQl8bPuqF3uBh+J8f9r1vXJO3vKfb5Fje7bduprKR/XnC0K6Cfu8UbQ9evy6ppXVYLeYeNoggcE3rCx+Y0hIEwHGO8aOA+N2+4gbfU7jA2JM3e9r9u287yXN+efml/r7v5bQlB/twt3hg6t1DQ3ELh3sfZKIqgMKEHSC/CMBBXhYJ08Zw0fLLc8jBx3v+63DrpQK93wsP2XcGvtwpLbQxdjI2iCAITepAUPOGoHWEYiItbN9z+3tKEh7FB6U4VVd+t28uht7vfHXW2TNU3bEttDF2MjaIIAhN6kAQ84VgdwjAQRaWq770JD4Pu235yOWlfTzn89vRL29ulTDxeBBdvDF2uZ5iNoqg3JvQgCXjCsTqEYSAKbt9yK733jjIelO7c8r9uyzZv8D1w2D3eOKaW2hhamibBRlEEiQk9SAKecKwOYRhotELB7e0drTjU4uI5yXFWvi6b9VZ9u/vdo41jUvWtVmmD3vHedp0YntIfPjOins4tetPLegnBCAwTepAEPOFYHcIwELQ7t6TRU+XwOzoo3b7pf93mtvurvs0twa83Auh7QxiY0BN9bA5bGU84VocwDNST40iT571HGV84W13Vd+8h71HGu3YnrupbLfreACzGTbI/nnCsDmEYWIvZ294JD6OD7tQHP5u2Sj195fB76Ghqqr7VoO8NwGLcJFeHJxy1IwwD1XIcaepCRdX3pHu6m1NY+bpMVtp7sHiSW5/UfUxqT2/Vtxr0vQFYjJtkBIUwDCxn9o50Zshb9b153f+6jZu97Q6HjgfBFkwAABC9SURBVEgtG4Jfb4LQ9wZgMW6SERTCMCAVq74XpdGT7kzfkQHp/Fh1Vd+uA97w29FF1XeN6HsDsBg3yQgKYRjpNDdbrvqWpjzcqKLqu2FTMfQW+30PHZVaNwa/3hSi7w1AJW6SERTCMJLPcaTLE94JD+dH3Xm/K8lkpD1LVH2z2casGwDgwU0ygkAYRvLcnZPOnC5vchsdlGau+V/XutF7oMWho9IGqr5BY24oACBMhGHEm+NIVyYrNrkNSM+PSvm8/7V79pcrvj39Uuc+qr4NxtxQAEDYCMOIl7tz0tnT3vB7vZqq7wapu68cfrv73P5f1KTeVVzmhgIAwkYYRnQ5jnT1kneT27kRKb/gf23nPu9Rxrv3U/VdoyCquMwNBQCEjTCM6Ji/K50d9obf6Sv+17VscPt7S8H3UJ+0aXPw602ZIKq4zA1FFNC3DqQbYRiBqOofl6uXyqG3VPVdmPf/4h1dFVXfY27vbzYXzG8E9wRRxWVuKMJG3zoAwjDqbql/XF6we5M+8LLtyo0OlgPwtcv+X6y5tVj17StPedjkrRrmC45ODE1S1QlYEFVc5oZiKY2s1NK3DoAwjLo7MTylqbPn9a03x3Vs7qL6706od+SScn9bxYSHji7vhIeuAytWfanqNE5QVVzmhqJSo/9O07cOgDCMtVuYl86N3qv4vujk1/XxW1VMeFjfXO71LZ3qtrmtpm9NVScYy1XmqOKmSxi9tI3+O03fOgDCMGo3fcW7ye3ssLv5rWi5Yypm29rV0vfCiqrvISm3tl5fqjr151eZo4qbDmE9dWn032n61gEQhrGyhQX36OJ7RxmflK5M+V52N7tOQ+s79I31HRre2KX8waP6hbe/RqrzP6JUdeqPajuk8H4OGv13miceAAjDMRToo8vr17wTHs6edg+68LOz03OUcW7PQd08c1X5yRm9JsB/XKjq1B/Vdkjh/RyE8XeaJx5AuhGGY6aujy7z+UVV3wHp8oT/dU3rpYNHKsJvn7R1u+dTclJD/nGhqlN/VNshhfdzwN9pAI1GGI6ZNT26vDHtDb5nhqqr+u5or9jk1i/t65bWNdXhd1MfVHXqi2o7pHB/Dvg7DaCRCMMxU/Wjy3xeGh/zht9LF/2/wbom6eBhb/ht23Hfp3FiU3JFrTLHz1o4ovZzAABBIQzHzHKPLo9szkhfe668ye3MkDQ36/8Ft+9yQ2/vMffX/f5VX2b7Jl9UKnP8rIUrKj8HABAkwnDMHO9tV/+eLbozNqKeW+N64fykXrQwqV0fuep/8bom6UCv91CLbTtrXgPTBtAo/KwBAIJGGI6DmzP3JjzkRgb1wbFTyszd8b9u205vu8P+Hnfz2xot1aoxO5/XU8+NSRKPUlE3TLYAAASNMBw1hbx04Vy5z3d0QJo47/mUJWNmbt39Vd/tuwJZ4lKtGpL01TNXNDg+zWNs1A2TLQAAQSMMh+3WDWl0sBx+x05Js7f9r2vb4a36HuitS9W3GpW7zBcHYh5jo56YbAEACBphuJEKBeniuXLFd3hAmnje/7pcTtrXU97kVqr6ZsKpvFbuMn/quTF99cwVz8d5jI16YaIBACBohOEg3b5ZrvqODkijp6Q7t/yv27rN2+5w4LC0vjn49dagtMtc0n0VYh5jo56YaAAACBJhuF4KBbfKW9nre/F5yXFWvi6Xcw+xqAy/OzpCq/rWisfYAAAgzgjDq3XnllvpHS2F30G3Euxnc1s59Jaqvs0twa83IJWPsYcnZpQvFJTNZHRieOq+x9kcngAAAKKGMFwNx3EnOpQqviMD0oWz/lXfbFba2+0Nvzs7Y1P1rVYum9Hx3nY99dzYsocjcHgClsNNEgAgTIThpczedqc6VB5lXE3Vd9NWqaevPOXh0NFYV31r4Xc4AocnYCncJAEAwkYYdhxpctxb9R0/KzmFla/LZKW9h4oV3z6p+5jUvjtWVd96VuT8Dkfg8AQshZskAEDY0heGZ+9IZ4aKFd+Tbq/vzRn/6zZt8W5yO3hEamkNfr0BqXdFzu9wBA5PwFK4SQIAhC09Yfj2LelXf046P1Zd1bfrgPdQi46uWFV9/dS7Iuc3VYKpE1gKN0kAgLClJwy3bpBmri0ZhGeyLRps7tBQ6x7d3ntYP/GTr1duw8Y1fbuobwqqd0XO73AEDk/AUrhJAgCELT1hOJNxK7xfeUba41Z9Rzbu0Ye+Ma8RbblX9W25ndOLz9/UQ0dWH4bjsCkoiIqc3+EIHJ6AxbhJAgCELT1hWJLe9Kj0tvdIxarvs0+f1mhmyPMp9ehXjMOmICpyiApukgAAYUpXGN7hDXpB9SvGYVMQFTkAAIC0heFFgqqOxmVTEBU5hCXqPfUAgPRIdRgOqjpKCwKwvDj01EcFNw0AELxUh2EpmOooLQjA8uLQUx8F3DQAQGNkw15AUpVC9lsePqyHjnTwjxdQtFJPPcoqbxoceW8aAAD1QxhG3eQLjp4dmtSTT5/Ws0OTyhecsJeECCr11FeKYk992LhpAIDGSH2bBFZWbc8ij3RRLXrqqxOXjbgAEHeEYSyrloBLHyiqRU99dbhpAIDGIAxjWbUE3HrNVmb3fDow1s8fNw0A0BiEYSyrloBbj0e6tFoAXtw0AEDwCMNY1koBd3EF94HuXWt+pEurBeKEpxgAkAyEYSxruZ7FB7p3LVnB/cCbv01fHr206ke6cTjGGpB4igEASUIYxrKW61lcroL75dFLa3qky+55xAVPMQAgOZgzjBUtdXhIUPNPS5XolqacMpJa2D2PiGIGMAAkB5Vh1CyoCi675xEXPMUAgOQgDKNmQc4/Zfc84oAZwACQHIRh1IwKLtKOvwMAkByEYawKFVykHX8HACAZ2EAHAACA1CIMAwAAILUIwwAAAEgtwjAAAABSizAMAACA1CIMAwAAILUIwwAAAEgt5gwDSLR8wdGJ4SmNTMyop5PDMQAAXoRhAImVLzh635PP3Xds8uOPPEggBgBIok0CQIKdGJ7S4Pi0ZufzciTNzuc1OD6tE8NTYS8NABARhGEAiTUyMaO5+bznfXPzeY1OzoS0IgBA1BCGASRWT+cWNTflPO9rbsqpu2NLSCsCAEQNYRiRkC84enZoUk8+fVrPDk0qX3DCXhIS4Hhvu/q62tTSlFNGUkuxZ/h4b3vYSwMARAQb6BA6NjkhKLlsRo8/8qBODE9pdHJG3R1MkwAAeBGGISnc8VOVm5wk7yanh450NGQNSK5cNqOHjnTwswQAWBJhGKFXZlfa5ESACQazdwEAcBGGEXpltrTJabYiELPJKThh3/wAABAlbKBD6OOn2OTUWMzeBQCgjMpwhDXqUXbYlVk2OTUWbSkAAJQRhiOqkY+yS5XZxd+rkZVZNjk1Ttg3PwAARAlhOKIa2cdLZTZdonDzAwBAVBCGI6rRj7KpzKYHNz8AAJQRhiOKR9kIEjc/AAC4mCZRpUYfF8yEBQAAgOBRGa5CGHNZeZQNAAAQPMJwFcI6lIJH2SvjFDUAALBWhOEqMJc1ejhFDQAA1AM9w1UobWarxGa2cHGKGgAAqAfCcBXYzBY9YR8hDQAAkoE2iSqwmS16GD0HAADqgTBcJTazRQunqAEAgHogDCOWqNYDAIB6IAwjtqjWAwCAtUpVGGYuLQAAACqlJgwzlxYAAACLpWa0GnNpAQAAsFhqwjBzaQEAALBYasIwp8gBAABgsdSE4SieIpcvOHp2aFJPPn1azw5NKl9wQlsLAABAGqVmA13U5tKyoQ8AACB8qQnDUrTm0lZu6JO8G/qisD4AAIA0SE2bRNSwoQ8AACB8hOGQsKEPAAAgfIThkERxQx8AAEDapKpnOEqitqEPAAAgjQjDIYrShj4AAIA0ok0CAAAAqUUYBgAAQGoRhgEAAJBa9AwjFPmCoxPDUxqZmFFPJ5sHAQBAOAjDaDiOogYAAFFBmwQarvIoakfeo6gBAAAaiTCMhuMoagAAEBWEYTQcR1EDAICoIAyj4TiKGgAARAUb6NBwHEUNAACigjCMUHAUNQAAiALaJAAAAJBahGEAAACkFmEYAAAAqUUYBgAAQGoRhgEAAJBahGEAAACkFmEYAAAAqUUYBgAAQGoRhgEAAJBaoZ5AZ4wJ89sDAAAgHRxrbWapD1AZBgAAQGplHMcJew0AAABAKKgMAwAAILUIwwAAAEitUDfQAQAaxxjzhKR/KemQtfZMuKsBgGigMgwAAIDUIgwDQHq8V1K/pPGwFwIAUcE0CQAAAKQWPcMAsAbGmM9Ker2kd1lrP7zoYx+Q9O8k/Z619ier+FqvkvRmSd8haa+kJkkjkv5Q0q9Ya2crPveQpK9IKkh6ibX2bMXHNkr6kqQjkl5trf1i8f1PaImeYWPM6yS9W9IxSdslXZF0WtKnrbW2hv87ACB2aJMAgLX5cUnnJP2qMeYlpXcaY14j6X2STkp6V5Vf6zFJ3ynpq5J+R9LHJN2V9IuS/swYkyt9orV2TNJPStom6VPGmMrihpXUJ+mXSkF4OcaYd0j6X3KD8OckfUjSn0pqlfT2KtcNALFFZRgA1sBae9UY82ZJX5T0aWPMA5I2SPqkpDlJb7TW3q7yyxlJY9ZaT/9aRYX5DZI+XfG9/8gY89uSfkbSByS91xjzVklvlfSF4vv8PCo3cH+TtXZq0ffdWeW6ASC2qAwDwBpZa5+R9O8lHZZb0f2kpE65rRPfqOHrjC4OwkW/Ufz1u5b42HskfU3SY8aYd8qtCl+S9Ii1tlDlt16QNL/Eei5XeT0AxBaVYQCoj1+R9EpJbym+/Slr7cdq+QLFXt93S/pBuf2+myVlKj6la/E11tpZY8yb5PYIf1iSI+kN1toLVX7bJ+W2RnzDGPNpuRXuv7PWXqpl7QAQV1SGAaAOihXdpyre9RvLfe5SjDFNkv5a0n+U1CK3HeKDkt5f/E+Smpe5fEjS14v/+6Skv6j2+1prf13uprpzcnubn5I0aYz5G2PMt9byewCAOCIMA0AdGGMOS/o1SdfkTnj4mDGmpYYv8XpJ3ybpv1trX2StfYe19hestb8ot/ViJT8v6aWSLkt6gdx5wlWz1n7CWvuQpB2SvlfS70l6uaQ/N8a01/K1ACBuCMMAsEbGmGa5ldyNkn5EbkX3RaqtOtxb/PWPl/jYK1b43i+V9EuSTkl6YfHX9xtjvqOG7y1JstZOW2v/1Fr7U5KekDtm7eFavw4AxAlhGADW7tckvUTSf7bW/oWk/yDp7yQ9aox5Y5Vf40zx11dWvtMY0y23H/k+xphtkj4lKS/pR6y1k5LeJHdD3KeMMTv8vqkx5rsXjWUrKVWEq52EAQCxxAY6AFgDY8wPSHqnpOfkjj+TtTZfHLf2VUm/a4z5krV21OdLfU7SsKT3GGNeJPdAjf2Svk/S54v/e7H/Vnz/u6y1Xy1+768ZY35W0kckfVzS63y+7x9ImjXG/F+5gTwjtxp8XNI/Svorn+sBINaoDAPAKhlj9ssNpNclvdlau1D6mLX2ebkHcmyR9AfGmPUrfS1r7S1Jr5b0+3L7ft8l6cVyZwX/6BLf+19J+gFJf7L45Dtr7W/J3Qj3/caYf+Pz2/h5SX8v6QG5c47fLvfku8ckvcpae9/INQBIkozjLDXSEgAAAEg+KsMAAABILcIwAAAAUoswDAAAgNQiDAMAACC1CMMAAABILcIwAAAAUoswDAAAgNQiDAMAACC1CMMAAABILcIwAAAAUuv/Ay6iTStDNVyNAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -271,6 +270,24 @@ "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "End time is : Tuesday 8 December 2020, 18:54:45\n", + "This notebook ends here\n" + ] + } + ], + "source": [ + "pwk.end()" + ] + }, { "cell_type": "markdown", "metadata": {}, diff --git a/LinearReg/02-Gradient-descent.ipynb b/LinearReg/02-Gradient-descent.ipynb index 9037c34..f192d30 100644 --- a/LinearReg/02-Gradient-descent.ipynb +++ b/LinearReg/02-Gradient-descent.ipynb @@ -45,12 +45,85 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "<style>\n", + "\n", + "div.warn { \n", + " background-color: #fcf2f2;\n", + " border-color: #dFb5b4;\n", + " border-left: 5px solid #dfb5b4;\n", + " padding: 0.5em;\n", + " font-weight: bold;\n", + " font-size: 1.1em;;\n", + " }\n", + 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+ " float:left;\n", + " margin-right:20px;\n", + " margin-top:-20px;\n", + " margin-bottom:20px;\n", + "}\n", + "div.todo{\n", + " font-weight: bold;\n", + " font-size: 1.1em;\n", + " margin-top:40px;\n", + "}\n", + "div.todo ul{\n", + " margin: 0.2em;\n", + "}\n", + "div.todo li{\n", + " margin-left:60px;\n", + " margin-top:0;\n", + " margin-bottom:0;\n", + "}\n", + "\n", + "\n", + "</style>\n", + "\n" + ], + "text/plain": [ + "<IPython.core.display.HTML object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "FIDLE 2020 - Practical Work Module\n", + "Version : 0.6 DEV\n", + "Run time : Tuesday 8 December 2020, 18:57:30\n", + "TensorFlow version : 2.0.0\n", + "Keras version : 2.2.4-tf\n", + "Datasets dir : /home/pjluc/datasets/fidle\n", + "Update keras cache : False\n" + ] + } + ], "source": [ "import numpy as np\n", "import sys\n", "\n", - "from modules.RegressionCooker import RegressionCooker " + "from modules.RegressionCooker import RegressionCooker \n", + "\n", + "sys.path.append('..')\n", + "import fidle.pwk as pwk\n", + "\n", + "datasets_dir = pwk.init()" ] }, { @@ -72,7 +145,7 @@ "\n", "FIDLE 2020 - Regression Cooker\n", "Version : 0.1\n", - "Run time : Wednesday 9 September 2020, 10:53:54\n" + "Run time : Tuesday 8 December 2020, 18:57:30\n" ] } ], @@ -89,7 +162,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -113,7 +186,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -127,8 +200,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "X : mean= 5.001 std= 2.886 min= 0.000 max= 10.000\n", - "Y : mean= 90.104 std= 72.662 min=-194.708 max= 375.475\n" + "X : mean= 5.000 std= 2.887 min= 0.000 max= 10.000\n", + "Y : mean=-108.966 std= 76.215 min=-398.559 max= 164.927\n" ] } ], @@ -147,15 +220,15 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "X origine : mean= 5.001 std= 2.886 min= 0.000 max= 10.000\n", - "X normalized : mean= 0.000 std= 1.000 min= -1.733 max= 1.732\n" + "X origine : mean= 5.000 std= 2.887 min= 0.000 max= 10.000\n", + "X normalized : mean= 0.000 std= 1.000 min= -1.732 max= 1.732\n" ] } ], @@ -176,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -229,17 +302,17 @@ "output_type": "stream", "text": [ " #i Loss Gradient Theta\n", - " 0 +16.364 -7.839 -1.591 -3.841 +0.016\n", - " 20 +7.497 -5.234 -1.062 -2.564 +0.275\n", - " 40 +3.545 -3.494 -0.709 -1.712 +0.448\n", - " 60 +1.783 -2.333 -0.474 -1.143 +0.564\n", - " 80 +0.998 -1.557 -0.316 -0.763 +0.641\n", - " 100 +0.648 -1.040 -0.211 -0.509 +0.692\n", - " 120 +0.492 -0.694 -0.141 -0.340 +0.727\n", - " 140 +0.423 -0.463 -0.094 -0.227 +0.750\n", - " 160 +0.392 -0.309 -0.063 -0.152 +0.765\n", - " 180 +0.378 -0.207 -0.042 -0.101 +0.775\n", - " 200 +0.372 -0.138 -0.028 -0.068 +0.782\n" + " 0 +15.437 -7.599 +1.668 -3.724 -0.017\n", + " 20 +7.049 -5.073 +1.114 -2.486 -0.288\n", + " 40 +3.310 -3.387 +0.744 -1.660 -0.470\n", + " 60 +1.644 -2.261 +0.496 -1.108 -0.591\n", + " 80 +0.901 -1.510 +0.331 -0.740 -0.672\n", + " 100 +0.570 -1.008 +0.221 -0.494 -0.726\n", + " 120 +0.423 -0.673 +0.148 -0.330 -0.762\n", + " 140 +0.357 -0.449 +0.099 -0.220 -0.786\n", + " 160 +0.328 -0.300 +0.066 -0.147 -0.802\n", + " 180 +0.315 -0.200 +0.044 -0.098 -0.813\n", + " 200 +0.309 -0.134 +0.029 -0.065 -0.820\n" ] }, { @@ -256,7 +329,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -278,7 +351,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x288 with 1 Axes>" ] @@ -300,7 +373,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -355,16 +428,16 @@ "output_type": "stream", "text": [ " #i Loss Gradient Theta\n", - " 0 +0.230 +0.476 +3.883 +0.050 +0.702\n", - " 1 +0.456 +0.233 +2.021 +0.032 +0.778\n", - " 2 +0.674 -1.733 +2.037 -0.005 +0.796\n", - " 3 +0.245 -4.090 +2.593 +0.016 +0.777\n", - " 4 +0.261 -0.202 +6.118 -0.006 +0.766\n", - " 5 +0.311 -1.735 -0.927 -0.015 +0.770\n", - " 6 +0.605 +2.762 -1.063 -0.001 +0.790\n", - " 7 +0.289 +0.467 +2.226 +0.002 +0.795\n", - " 8 +0.251 +1.585 -3.124 -0.004 +0.790\n", - " 9 +0.410 +5.816 +5.227 -0.015 +0.778\n" + " 0 +0.289 +4.880 +1.858 -0.159 -0.794\n", + " 1 +0.343 -2.225 +5.318 -0.072 -0.864\n", + " 2 +0.145 +1.396 -2.832 -0.003 -0.808\n", + " 3 +0.167 +1.158 -1.871 -0.001 -0.799\n", + " 4 +0.233 +0.524 +2.474 -0.004 -0.840\n", + " 5 +0.300 +4.279 -0.944 -0.006 -0.860\n", + " 6 +0.106 -2.039 +3.957 +0.017 -0.837\n", + " 7 +0.269 +3.529 +0.405 +0.008 -0.837\n", + " 8 +0.370 -2.608 +3.482 +0.010 -0.850\n", + " 9 +0.276 +2.300 -2.597 +0.011 -0.854\n" ] }, { @@ -381,7 +454,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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i8vQFAsG9hnXV0X1MPJJZ4layvi7ZBmx/S1XG692KzPNPd29oYI+Ltc+ePpAokMu1rxLWjS/yfX1cLKcci0tmMRAhHNMwSBULhTiOXGi6wTfPDnHl1lLKPljMPZAS/1PcJAuwfM7pvY7dtbxbx55NmAkKj9X3i8jTFwgExcyOiwgDPHOyg9qBaRb8YQYmltCSVt89LplTh1t48mhbzu5tPVsc4cg36mr3eiDhPLGvqZJDu2oYTDqWmnJPhtfxdkVx4tHDK7eWMjyarTybDcP0XH7sUEvG34qJjUTGiiWdYKNku5Z3KyooCii3F5GnLxAI7jV2lBDWrrzH7795gzf9JQQ0CUmC5PFaluDI7lp+7ZljKQJkq3NPswmguBAHU1wBOcVwuv1ahpNEWzX/8pmP8fb1GQygpbqUV/rHUorTtkss9A/PMnDbZyl6XevHmPy3rdqvQovQfAVYMaUTbJR4FNzqWt4t8SmE2fZSbHn6AoFAkIudJYS/8X/wy6EAv4SETy5l1NPAJW8775fuZkapQlEUnj3RYfmlvVW5p7n8cjcrkOxyJP1rw0z7Qoltute9eaNJTT62WixousGL3x2w9GtWZAmvWyYUvSMkZQkOFXi/NN2gf2iWF783wFIwYtnkJNf7rQR0vgLsfshltetk6JKluyY+hTDbfoolT18gEAicsGOEsKZquEJ+JEDGoElfpTG8yqPhm+grElHJxYxSifoXl0F9GjoPQ1nFxj/PYYQxm1/uF548yLlr0wzc9tk24MiF5RK9qjOxEExE7sIxjRIUPvOJTtyKnCIWtnK5/tLIHIuBSMbvFUni1OEW+ofnEu2qARRZtp2o5EuyAF7wh1OimE7Pca5JSrIA62isBAn+5PyI5Xm8H4qMrKLgLlniZx7fn9Vre6sRwkwgEAgEduwYIXz5/es8nPa7+LCsYFBqxNinLsHIO/C7F0GWobwSWtvhyDF48OPmfyupp8xKKAKOo7h2frljcwG++sr7lm4V+QgkO3GSvnwdjmkMTPh4rmdfigjeiuX6+Dl7tX/M8vgaq0tob6jg7MB0yu9VTWd8PpDSuS95e3adAq1+/+WX+rk64bP8fLBuKZ2+rVxR3LgAO9HVlPM83g+5rHZR8O0WwcWQa10M+yAQCASC3OwYITzqi7BXKsFraLjRcGEgYVjbZhgGaBr4l82foSvw+kvgckFtA+ztgo/1oHV18+X/MZwx8D9zssPxMve+JnsrMDuRlo9AshInrbVlTPtCGRZyl8cXuT65zKG2ap7t2cfZgekUsViI5fpkcW1lYRd345BlyZEwdNIpMF18xgWs3flN/yy7z3hgT52jKK6TtIdizWXNR9AVQxpCMeRaF8M+CAQCgcAZO0YI797dzLerHqYjukitvkadFqLSiFAlaShaDBc6CiAZFuLIMAADYlGYmzJ/fnAOSZL417i5rVTzobeVd0r2cmNC5WyF1/kyt2RGpjPLi6zJZaGWjpU4Od7ZmNJOOplwTOPDW0tcm1y2zN3d7HJ9uihMRpagu7024cbhRBjaicyXzw/bik+7XNY4Hpec8llWn3Htto/qMg9KWnTd61aIaTovnR1OCEcnaQ/FICLT2Yigu9tpCMWQa10M+yAQCAQCZ+wYIYwso0oys64q5qlAMgxkDMpQqVJD1BthmuUoLR4dKRaFWAR03fwxLGSqYSAZBhVEOKzPcSg2x08HP0RbkFibreBHpDouenYnCvG8HhedzVUZEbbRGb8jEexeb/ecbOvmFCtxEhddr/aPcXl8Mf3QLEUwbH65PpsITc8BdiIM7UTmwITPVnzaNVVxyRINVSU8/8lueg7c8UUenfFnvDai6py/Np1ivVfiVnApEt9550ZK0eEzJzsy01MUOaMxyN0WkelsVNDdzbSAYsi1LoZ9EAgEAoEzdowQHp9eQUdiTXaDYaBIBrJhEMGN3+1lEgOvDI8faGR3KWZKxIoPQkFYW4VoFNQYGPq651qqfJVgPdXCwB32cxI/J9bGMVYkIpKLBU8Vru9e4Q/+qpXvBytY0l143QotNaVIUqrWloA9DeXMroRTInHptm6bIS66ANsIbTqFcG3I1tkvPQfYShimi6x9TZWWKRTd7bUZxxUX8clpCOGYhluRqa/0ZgjgOPuaKjOuEZAigl2yRM+BJi4OzSZyvuPC8RkDDrVV8+GtpcQ2NF3ntUvj9GyiEUkhsRKvG/VCvptpAcWQa10M+yAQCAQCZ+wYIdzZVs33K/bhjoao0UJU6xE8hoobHZehIRs6EQPmYwq722qhug526xBTQYtBMGCK48CyKYzX1iAWQY2pyOjrQjiVuDguNWK0RxYxPjrLPwH+MTJ+2ctNVy2XF3cjl+zhprsGTTI7MkkSfOGpw7gUqaDL5FZiJ10UZqMQrg3xz7MqVMslFiw9kXfVcKitmsGplYSorSn3sL+5KqNxSDzdIe80BAfpK6pusBKKZkTSIzGN8fkAz/bsS0k30Q0YLJLl8vS87biF3+efOJi3oLvbaQHFkGtdDPsgEAgEAmfsGCF84kALr3a0c31ymbGYhlcBtxqhTItSoYWp1deol6NUNdVDWRlaLMrEvJ8l/xr15R52N7agNDabqRJRM3VCCvhR/EusLS3D2ioePYZLiyHpZtTYsIgaAyjo1Opr1EbX+Fh0ii/4L6EiM+8qZ9DdxMWSvczdauHTn3okxbUg3h1uI8vN6WInOQr6lTMnee/GvGWaRDIxTefctWk+3tXEezfmzU51zZVgmC4XTvYrLkLtvHuziQUrkTU4ucyvP3cMDBLbm11e47de/4BDbdX8+nPHGJ8LZIjdfNIQxmYDltkxybgVOWsUenTGT8xCJBfDcnn6eY1b+P3RW4O2k4l0kp1AMtJItvE4iyHXuhj2YTMIxwuBQLCT2DFCOMPXtamS1/rHGJxaYW59kD/SVkXHpx5AC63ye995h+WZNUqjIUrlVdqrV/nJh3ejGDp4vKCXQ2UNcls75ZoK4QhE1iC4AivLEAoSXvGjRSO40VAw/YvtosYeNHapftpUPz+yNgKvvgF/XQrNu9C7jvLiTAVv+EsJaFKKM0JckOYasNLFTkzTmVle44VX3qd7dy1f/VwPkDtN4uzANO+OzKFqBpGYZqYMYKYNlDhcBldkiccOt9BzsDkvsWC3VB8Xusur0RS/5cGpFWRJ4rOnD9hu0wnZ0jni1Fd6OXPqAAMTvpTJRk25B90wbFM4imG53CoHGuD24io/99Qh5J7sKxO5nEC2+ziLIde6GPZhI9zt1BaBQCDYbnaMEIbMwanngLUQuzi9xt/5ywi725FdOuV6lPqoyj5vKw/VSGbecCxm5gyrKugaeEpAr4S6BlMVqjF8s0sMDk9SGVulVg9Tpkcp06N4UHGt5xOn27clhhpDxwitwtgQ0tgQvwz8EnKiI97llT38f39vlishD2uqnjPP1a5ILarqiaXr9CXdeF5scjBU1Q2CYTXx7+RIqZNl8Kiq8/L5YQYmfHS313Lm1AHHYsFKkCqyREzTGZ5e2bICpVzpIx6XzPOf7MbjkjOi3bPLa3zt1cspKRwbXS7fqkjd/pYqS29pVTcYnw/w2dPZr1E2J5B8XU4Ed5e7ndoiEAgE282OEsJx0gXFzz7eZdvlS5dkAkoJQeCKXM9DHzsAmgqhVTNXOLBi5g6HQqYwjkVMD2KPh+b2Ej5a0hhcWUPXNLyGSpkRpUqPUKeF2FViUCPFIBpBj8ZA15AsosZgCmQXOo3rHfF6wjcxls4TlRSmlSoGPM28E+jg69/2s3dvS0YEJ1tUM1kwpkfN37wyyVsDM47PbTiL+IyqOmd++3sJIX15fJE/f3ecX/2ph7g5H8wp7uKCNL0T3ysXx2itLcPjklOakxQqEpm8mjAy4+f8tWmmllZTnCF6DtyxQZNlKTM6vZ7CIUvW0dVcIncrm5voukFlqRvfajTlb16X7Oj82U2yjnXUpzRocbIvyefgeGej4xUPsZxfGITjhUAg2GnsOCGcrQFDfNBVdT37Mrbigspq86epzfydGlsXxyEIrKCtLDF+c4bq5kYi8gpziwFikosQXpaUcm666zD21FDbXAahVZRgwHSpWFslGgyghsO40BNRY7uUihJDZZ+6xD51ib8Xuoa+JBGcLCF4cw/Vx0+YHfHa9jguUkuOmmu6wX9/cyiv8xtv0WzFy+eHU6LJAMGIyguvvI+mGznFXVyQfvPsEN96ezSlRfS0L0RbXTnTvtCWFCgln5czp7qypnRYpRqE11M4rKKrTkTuZiN1uTogxrcbLwr0umSO7K51dP6sJlklboXnevY5Fk/p58DjknG75EQKTvo5ST6efc130pzEcv7mEI4XAoFgp7HjhLBdc4QvfuN8QkTFB+ESFOeiyuWGqhqoqkFrbOXLL/UzOuHFFdWpkTyUl5RTo4XM1AhDp1zWqKqthopyKKuEhuZESsXo6DQzt2eo0sPUamHKjChlegx3lpQKMEWMgkG1vgYTg+bPn5sd8ZSaBl7oOMDwkQP83pjMWMSVs0jt0sgc075Qxu9L3AqqpmcspYOZK2t3ngYmfJa/Txa01yeX6R+aRZYly+ieIku4ZBkt7bMjMY1TR1rpaqna8gKlXPmfdnZrEVVD042MfXIicrNF6uLtnvONJj9zoiMjpcGlyJw63EJrXRmyJCVSZrKdx0K4JKSfg4iqp0T3k89Jestqt0smpumJ8y2W851jFYUXjhcCgWAnseOEsKWgUHVuzgeIa6v4APyZT3QmIpz5iKrEoK5JoJThA+SSahRZRlaj1MoaDzZ42H1ij5laEVmDaMTsXOd2U97UyNRcjAlDRzIMvIZKuR6lxgizp0SjnhglWphIMIRsqCg2UWPAVGOxGMxPI89Pc4hz/CdZQnN78VU0Em05QsvJJ1HUqFkEmONcAfQcbKK1tow/u3AjRQzHc2XtztPh3TVZXSnAFDEvfm+A5dWobXTPLmrV1VJVHAVKNnZrf3bhBtdvL2dEKp0sR9sdc0dj5YajyXUV0xmfG9N0Lo3OEbmuE9N0RwWQ2VwSnKYs5Or2l3xOILWocys6IO4Ecq2O3YuOFwKBQJAvO04I72+pysglBUgPbkbXC9A24jhgNagbBpw+0kJ7Q0Xm4BKNmAV4q0EIrLCrdonw2CqRUAiPrqFKLtZkD0uUU9leT/vuGois4QkGWJlZYGVujpJomFI9ghcNN2bDEGvPLwNJN3BF1miM3ILFW/DD74KsmKke7Z1w9GE4epz9zRWWecXvDM5yZHctR9trM5aj47myVhxoqcl57tyKzFIwkpJfmx7dK0QEcitzSu3s1lTdsIxUOlmOtjtmJDYcTY5/Tvr1TU5fCcc0rk746B+aTTQ6scKu+YnTvGYnzhzJVnS5RLNYzs+N3QTpvRvzxTGhFAgEgm1gxwnhE11NtNWVMzYXyPq6zQykdsLmyaNt1oOLx2v+1NQDoBgGRyv28Z9ffZeSaIgafY0aLUyVpFJZWwPeEnB7UMoqqWtqpdowmJ5bYdq3gje8ijcapEZdo0yLIEXDZqRZi7eKtm4XjabC8qL589ElkGR63G5+31XF+3Ij73j3cNXbwqrsJarqOYu/rLg5n/2cl7gVaso9zC6vpfw+Pbq3WZ/WrbaIclqYGMeJsE8t2FtB0w1kSeLsQGZU12k0+XR3K0vBSE7LvJim8+L3BvLugpdPXnO6M4drPZqcfLe6ZInjnY2J/U/eZ1kyG76omjNPaoEojBMIBALYgUJYkSUeP9ySVQi7ZGlTA+mmI5aSxInuPbz6/jTXJ5e5GdPwumQeai1nz08cgdB6lzv/MkTCKNEIra1urs6ushj0omkuXHIdreUypx+sQvGvmCkYwYDpdBGJgK6azUHsOkUYOlI0Qkt0nv+FeX4iOICORFD2Muaq5bJ3N8vXvfy9nzydl/2ZW5EzivVcssQT3a08ebQN3TD42quXcxbrbMandastouLXf+C2L2PZ3u5YnAh7RZY40dXEq/1jiXvLpcgZ+chOo8k9B5oTFoK5mqksBSN5n598hFZ6o5UFfzhjyhaMqPxgZI6eg80Zx3NoVw3PnuhgfD6zecp2c684WGx1Ydy9ch4EAsHOZscJYYADrdWU2ETsXLLEzzy+n88/cXDDX9qF6CyVbtml6bpZvLSoc6JrH0r7uvoJr8HaKlevjnEx7KMMmVIlRomuMRHSmdJKad/TYG5U0yAaRgsG8E/Poft9lOkRSmIRpFjU9EM2UlMq4rmudwrxwhyLTnMsOg1/+QP47u+akex9B+GBR+DwQ4nIdjonupro3l3Dh7eWEh8hS3B0Tx2/9syxRE7pVhfrbHUkLH7t3hmc5Xf+6iP8oSi6YTox2B2LU2Fv1RhFksz87OTix+OdjSmdCLPlfcY/M1tkOKbqGecnl9DJV2glW89ZFWICnLs2zWOHW2yfr2zpG9vBvdSQYitbQd9L50EgEOxsdqQQtvKjhTvm/5sRwXEK0VnKKgKYMaCUlkFpGR8Zy7zj2Q1ug1IjSoUepUZfY7enlvbaMoiEIRJBU1z83ZCPhUA5mlaCV4bWKnhsVymKfxlW/WaucjhkCmddByOzGMnEwFBjsDADCzNIl86CJJupGy274MBReOgkdBwAjxdFlnjh84/SPzTLuWvTAJzubk1pALId7WmzNeawcnXYKH/xg3HCUQ3dMCdYbXXlfOXMyU1t3y7//NThO/nnxzsb+Y2X37W8Z+zuxxNdZgGk3UpJuoB1InQ2IrSc5P+C8+cr36jkZqOY91JDiq181u6l8yAQCHY2O1IIW+VbKrJMVxEu3zkdUJLFXUjyEpK9+N01lH78YehqNIVtaJWBqze4FPZRhkSJFCOma9yKQIe3jvbD7aaqikbMSLPfBys+pGAAY20VLRwGTVtvFZ0ZsTMAydDNzxofNn/+9nWQZaiohj37UY4c47EHjvPYMx8zf2/BVrenzdaYY2DCV5CoVfp1U3WDaV8oUYi0Uew8e5Pzzy8OzeYtQrKlDFmlCjm5LzcitLLlV8uSOXFySr5RSavXt9aW8fjhFg60Vjv6brjX8m7tihw3m9Jwr50HgUCwc9mRQhi2XmxZsZEBxmpACcc0XukfY3BqGVmSONBand3/U5agrALKKvhQ8nPOuxfJo1NuRCnXItTqa7S7qmmvKjPzh2XFjOpW10I7aKrK7NwyoSUf9foartAKId8KZVoEN9p64w97+zZD02BlCT5ago8uYXxLwnC5CVfVM1m3F/3oIxx44jGUisqCnetsZGvMUaio1VYJASdR1o1+tlXKkCzBkfZanjnZsaHjy/c5s2tnrUjQWF0K4Dhqn29U0ur1Y3MBxuYCjmzk4N5vSFGolIZ7/TwIBIKdw44VwttNVNX54jfOM7EQRNWNROcuqwEmWTBbdbkD+GB8kQ/Wi5vi23Li/3lngIKAVEJALmFBrmFs934ef2w/SiQEqwFYWYaVJWIry/z529cJBdcwDAOXUk6Ju5JIaQNePUa1vka9tkaNvka9rOLVoiiGjozpgWyV6SlhIKlRypamObA0jTFyEeP1PozyCqS2PWae8YMnYHcHKK4tKbrJ1pjDiVgtdH5sPvudK8q60c9OF6HS+iav3FxieGolRRBtx/GNzPhRVY3vX5nEtxpldnmNr7162bEws5tEvnV1yvIeypaW4XSStJV5t9tBoVIa7vXzIBAIdg5CCG8Dmm7wxW+cT1l2jqg61277MgYYu1azJdh7rEZUPaf/Z1y4DU+v0FpbxrQvlLJs/513btxJC6ioguZdaLrBr/yXN5k39lFZGqZeXaVeC1GjRihxlRDTFIJKCZPuWiTDoFTS8aoR6onQqoTZ69VRg0H0yBoudCSw7YgnYZgCfPiq+fM//gRkBaOmjg+lei7SyruuNlZLqwpWdJOvmEs+h29fn8lo57zZ/Fg7rER3tijr8c5GXIoEsTu/cykSH+toSCmgSxeDySL0ratTnL8+Y+vn7PT4NjKJSY4iXxya5dV3x7P6Stthl2Zx/voMS8H+jHsol5exk0nSduS4byWFWsm418+DQCDYOQghXEDsBv1LI3NMLAQzXh+xqMS3ajULZpe7gQmfrcVVtsHKSlzXlHtRA+FEWkBcTCcLjEsjc9xcXENVSvErpUy6awFwGRr7KmW0lRWqowEa9BDlehhV1wi5FHyUMa4ouLqa8C/7uXVrhjptjTptlSo9QrkRXU+pMNZFsAVxb+PFOY4xxzGuoSMRllxMTVYzG7pE25NPQuehjI54TslHrKZH9JMpRH6s3b2zkaXq927ME0uzbYupOr/6B29nFe/x/X70YDOjM/6MbSTfY06ObyM5uunnYDPCLH59r074Uiz7ohb3evLr7dwznEa870baVaEoZKT/Xj4PAoFg5yCEcIHINuibKQ6ZSQIuWcoYYKwG/niXu+d69m1okLYS14tJIjhOusCw228UF//wJx7mm2eH+WhdGLrjbaC1EPVaiHptlbmIRGN9Lb7ZMPOamf/rMjRK9BhVRoQ6bZU6bY1KPUKpEaNEMpDsmn4AMgZlRoyu6AK89z3zR1agohL27Ifuh+GB49DYZluIl3IYDsWqVUQ/nfRzl08kNNu943SpOjlafXlsIaNzYkTVU0R8rsiqE0GUS+jks8xudw6eOdmRsR8el+lF/dLZ4aznNn59f+v1y7xxZSr1fNjkMyenZZy/Ns3U0ipRdec06RApDQKBYKchhHCByDbo72+psvQtbm+oyBhgsgkQu4hVNn9asBbXqm7gkqUUoZssdDTdQNV1FAm0NF3a3lCBLEtM+0KJ98ckF8uKi2WljPH1141Ryv/xkw8xv3oO/9Q0lbFVyvUoMcnFKiVMu6rBMCiTDVpKJR5t9Zi5yX4frIUgEjYL7dYjx5bomtlY5MoPzZ9vS+ByQ10jdHWjHX2E99ytDC2rtukAuaJWdhH9ZNLPXa5IaHoeeLKDRfK94yQimvx5dsv6ikTOiU8y2QSRlciPn6eNRnPtnp9nDFL2I54q9MrFMUdRZkWWeOpoG+8MzmY8Ux1NlZapIvHjMQwD3TAL87panLlG3OuIlAaBQLDTEEK4QGQb9H/28a6M9rHtDRV8/RdOZQww2QSIVZMNJ4O0pbh2ybTVlWcslceFzpdf6ufabV+KCE7e729fGM3p93prOcJ7ixr//JefTVjVEY1QGgvTVRLDE1wmMDtLsxd213hRAHZjittoFEJBDP8yU6MTeCMByvQYnqSUCksMw2wpPTuJMTuJ/Pb3OI7EYcnNhKeOv2vcz499/jmUPZ2g2N/+yWJvYjEzHSKZkrSoWa5IaLpQVtImJHDn3nESmU3/PCsaqkpZXo2kRIpzLXk/c6KDuopUv2eAL33zIgO3l4lp5krFkV3VSLLMYHo090RmNNfuM+2en/H5QIowi2k6r1wcy6uYy+qZOrSrhtf6xxicWknZ53/zsyf41T94OxE9j1/bM6cO7BgxKFIaBALBTkII4QKRTbDkE2XJ9dqNDFInupo41FadIl4O76rhNz/bY+kyEfehTRZN6R33chUWgZnSEY/+2e6zYZjNPoIr4FuC5UUILJs+xiWlKHWNtO3tYnrez9LyCnWyRr0RQl5eMovrwmumcNbtmn6YKRUVRpQjkRmO3J6Bf/c2KApU1Zod8Y4+AkcfhlqzA1+6UHUpcqLDXjI1ZR72NlVytL02RSjZuRW82j8GgG4YGR7D6bhdMhMLQToaKzm0qyZDZOayS0vn6Y/t5sqtJUdL3lYR7aVghJ4DzfQPzaZ0BoxpOh/d8uFSJGJaatrFMyfJuO8OtVVbfmau5yd+/7x0djjvnGGrZ0rXDb722uUUQX3tto/nf/8tZlfWEu+9G40gRGtigUAg2D6EEC4QuXLr8hGwWxKRkaSEHZYkmf9j9zlWwkrTDdyKbOuKkCyE4rgUmZvzAf7bm4MJv+OMQV2SoKTU/GloMUXA8Cw3J+Y4WGHwUBUowWV2l/mgtd4soIM7kd9I2EyNWPaBfwlCAYjEMAwtpVV0BpoGvgXz570L5n54vNDQwmzzfjyTZeiuJgzJlSi0UmTQdDPNwO0yRduH44sMTi6nNOKwmyRcHl/k+uQyNeWenMI1pup8/8oUFwZnOdRWza8/d4wbs3403TBbbY/MJc5lrkmJxyVzoLWaz54+YDnBShdeum5kRLSvTvj4rdcvs+gPZ5xWAzKufVycWt13VjjNTd3XXIkkpV5aSYKOpuwe1On3uqWgVnXm/WsZ7w1vwDXBCicC12mBoRDLAoFAUBiEEC4QxZxbd2lkjsHJ5YQFVVTVGSxAoVT8eIeml/nbDyZTImlgRgvfvDqd+HeupgT2IuAJFAkzAuxfNptz+BbNdtDRKFRWw669ZlQ4GkELBbl+bRx3YJkaLUS5EcWDjoxhad8G3IlMT47TOjnOv8XMTPZLXm546rnkbeeHZXuJ1bfw5IO7eK1/PGN5vn94FlmSLC3q4oRjGouBCG6XnLgelruT9PrBqRUw4KObmRHdr36uJ6vbgSzBkd21iXvRqotY+jmvKfdkbCem6bxxZcr2fo4L6jhet4KmG47vO8fPj5EZmTeST5hDrO7x9Jz55N9v1h/ZqcB1UmBYqKYXAoFAIBBCuKAUa25dvhZUVqkUVkva8cKiP3xjMEMEW5HLNeCbZ4e4cmvJ3tmgosr8adtjvklVIRQ0i+t8C6ZIDga4HYIPjDrU0mrTpcJQqdAjNKgh2pQwzS7VTKnQNDCsxWjc27jGCHM8MsnxyCSG/yLqjELwRjW7qKe/dC/ve3exqpQQiWm8+N0BllejiaKutrpyqko9fHAz1fIupum01JSyvBrNmloSJxLTOHdtOqtASs4dj2kas8shJKREbq9dNFHV9YztLgUjuBU5xXIs+b1W56qhooSFYHh95UDi0K4aJCTLicDIjPV95+T5GZsLZEakDRifD/DY4Rbb96VjFYFurS1jamk1w3GjvrKE4emVxPs2IjadOmg4eVYL1fRCIBAIBEII7wj2NVVmFGR5XHL2KJfDJW0njgrJWAnweIQrWQRne30Clwuqasyf3fvM38Vi/ODvPuDtYYU6eZU6PUS5HsUvl1LatpvGQ01IasyM/gZWzJSK5UUz2hyLrucaW4cXJcCNRu3aEk+zxNNrwxhASPJw213DB/5dnPfuZdTTQESFaV+ITxxqZnAqNVJb4lZ46oE25pbXWAiEGZjwZS3GcykyY3OBrKLS6STMSaFeTNVpziHUZUlCN0zR63UpzAfWiG9G1QwMXUe3mWRoWfK5c2HlwFKyAZ9bqwj08c5GfuPldxMOHvEUmJVQlJfODm8q8up0MupkNWar2ncLBALBTkQI4fscTTd47d3xDLHjUiSOdzZaviefVApbr2EbrFwD4hEuq+3kbebvdrOrs53blxcYiWlIhoHHUGmUoxw/2Y5ShVmMt7ZqFsu17UmkVBAOwYoPaXkR3b+MGggi6zFkbJp+rP++3IhyKDrHoegc/4D30ZFYlksZ8jQgjZ7gZEMb7y6QiDy6FIlXL44RUXVcsoRLkVFkI+FX61IkYqpORNWRJFM42nkYn782zZlTXY6FWXo00e6cP//JbmRJyugwF6exqoRPHmtH03X+7MINkjdjANcmV6irLLHch80s3xfS59Zq8rBZhwo7nDaqcHJ8W9XeeqOIfGWBQHAvI4RwDjbzJe/0vZsdSLK9/9LIHNcmfRnviapGoiVzOvlEnPa3VOF1yRnLySVuBV3XiSYVUaXbjGX7PDBzMzcictLFhOQpoWFXC0ef6DGTZjXNFL6rflheMnOOAyumEK5pgL1dyJrK3PQSA4O3qFVDNOqrVGlhyonhxjBbQlsgAQoG9XqIT4Rvwbu3eFSS0BUXgbI6Zhr38cf+et53t4DkQtUNVF2jubqUTx5rp6vFjEy+d2OeN69OcW5gOutEY2ppNS9hlu1ca7qREF7xdIoTXU2MzZ3LEOLLqxG6WqoYnfETtUihiGk6siRl3Btel0xXS7WjfbViq3Px83WocPrsOhG48W09sKeO7vZaFFmms7kSDPiT8yOJ7RdT0wuRrywQCO51hBDOwma+5POp/t7MQKLpBl9a9/yNqjoel8yR3bW8sP7+0Rm/ZVFWTMts7xwnn4jTia4mjuyuTSwnx72Gf/vnH+eD8QVGZlbQdANFlumyEQp2hUvJdm35kFMsKQqUlpk/DS132jlHwhDwm8LYv8zUvMaEq5ZpV5UZWcbsivexBjf73FFYWjRzlGNRjGwpFYaBosao8c9S7Z/l3wI6EkHJw5i7jh+W7OZdrZOu5iOJ63Giq4n//DdXc0bbky3qshEXWROLQVxp+b9el8xnPtGJW5Et7foeP9ySIYTjn7u/pQqPReGfW5E5faSVpWCk4IJtu3Lxcz0H+Ty7ue7JZO/u+HO0u76cD8e9DE5lbr9YCnNFvrJAILjXEUI4C5v5knf63s0OJP3Ds3x0czGxNB1VdT66uUj/8CyPHWrJKlTsllLtIk7HOxstO3HZDcpOxYrd521EBMfJSyxJ693oXG4or4SWXaBrGGUdvDF3CW94lXo9RLW2RoMURd7TCDXepJSKNaQVH7pvgahvCSW8iqJpSFkaf8gYVBkRPhad5mPRaX7efwnjP/6Z6WW87yCjTYcIL2uAJ+uuO1kSTxdskkTCgqzEwbk+0FqdkZeb3O3wyO7alHtQkqB7dw09B5vpOdjsqIX1Vq+6bIRckdf+oVmuTvgSk4pcz262e/LSyFxKd0FVNxifDyIRTHEQSd5+MRTmbjRfWaRTCHIh7hHBdiGEcBbsGiOMzKzkHICcDhCbLXw5OzBNetBQN+DcwDSPHWrJKlTsInPZConsol/ZBuVcX2iFWO4u+JemrPDxI7vZ9d4k1yeXuR1VKZENOupK+fn/9WFYXUFb9jF6Y5KVpXmaqsrYvaeTEl2DSMSMFC8vmjZvAT9E10A120VbIQGSrsHiLMbiLAc4x8tAWHJzW6niQ28b50o7uVnWjC4riXxiJxHW9MmWYZjFkqcOt/Dk0bac5youCJOjla21ZRzvbESRJV74XA/9w7OcG1jvQneklZ6Dd5wqct0bW73qslGy3ZeabvDi9wYynDU26jk8OuPPSC+CzLul2IriNpKvLNIpBLkQ94hgOxFCOAvxaGr6AHX+2kzOlqtOB4hNF77YNI0w1n/vRKhYkS5u493m8o1cO/1C28xy91Z9aSqyxFfOnOSL3zjPxEKQsG4wthLjN/7nMF85c5L/9xszjNyW0WN1VCsqDwUVnt5XyYpvnraSUvYcaEXRNVBjpl1b0I/kW0RfXmLN58NjqChpUePkqykBpUaMA+oiB9RFPrP6EYYko5aUM1/TRrTrGHuePp7zGK0mWzFVp72hwnFKRXd7LdO+EIuBMKpuMO0L8Rsvv5s4x48dauGxQ87sy9Lt25IjoZtddbk64aN/aDYvK7Vs2N2Xl0bmWApGMl6fbaUlG/tbqmx9jJO5m0VxVmwkX/lupVOICOO9g0i5EWwnQghn4URXE2115Rn5kdO+UM4H0ukAsdnCl6bqspy/z1eoWOEkcp080OxbL/I5d22agfX8ZTC/0AZu+/j3r192FI10gt2X5tdefZ+VUJTu9lp+5rEuPhhfyHsQfO/GPNO+UEKgRFTTd/fl88Ncm/IT1iSQPawaHqYXDd5ajmDEyih3wQONJfzaj+5jZPgWyytztFVU0N66F0VXKYlGmJ/1EV2apzYWpHwtgBwOocdikCWlQjJ0PGsB2tYGYXoQ3vxTdMWFVN+EtP8wHPsEHPkYeO84Nmx0spU8wbCybtvIwOTEvi0c0/jD719HN4wMD+RkRmf8lo0/XvzeQM6JXrb9cyKWRmf8xCwiuPWV3g3lQJ/oaqK9oSLju0aSTHEdy2MFYDvZyGrO3bB/Ex377i2ERaBgOxFCOAt2hUJOHki7AQLIyLPdTFqAXSOLOYtWsZsh38IhSTKjm1YB6+h6++Bz12aor/Ty/Ce7swqeXNilsLy1HgG/PL7In54fQZHNNtD5RIztvpAHJnwZvzeQWNMA2U1Yh/4l+JW/nWF+KYIeK6NMgQebSvi1H+1AWQ3Q0rZi+hdHo6BGIRphdHSSlalpGtRVqvUwZcRwJXXEk8hcLpc0FeamMOamkN75/p221a3tcPhjnDj+OEfaqrk2tZLXZCt9gpHORgYmJ/ZtAGPzQb7y7R/y4N76ROFnOvtbqiwbfywFIxuKHOWzsmD1PHhcMs9/sntD97EiS3z9F04lVh9U3aDErXCorZpne/YxPhcoqm6VyeS7mnM37N9Ex75Miln0F5tFoOD+RgjhHGQrFMpF+gCR7Yt2o2kBdt9bhf46yxW5tspDzUVM05lZXuOFV96ne3fthgccqy/NdDQDNC2zY92Jrqasg4HdF3J3e21WkRj/nFuLq6h6PGoMF5YkfhCroudIp5kyEYuhhVYZGLzF4uQMrkYvw8seZDWKB5USPUatHuFYtUFNLAihAEY4iuk7YYNhwFoIbgzCjUGUv/wWL8gK0bJKZmt2ET3wCPuefixn0drw9Iql1Vryech3YLKzb7NCN+DabV+GqI3v5/D0CuUlLpZXoynvizl00kjell2axoc3F/naq+/za88cw+O606Db7nnoObDxaJXHJfN7v3TaclK8mdWc9OO8W6In+brFW5Bvl/2b6NiXSrGL/mKyCBTc/wghnINCPpBWX7SbTRM4faSVN65OpQhPSTJ/X0hyLYHmI3DSia6nG2x0wEm+Rk5aFoM5CI7MrPBq/1jWwcDu+p85dYCBCV/i9y5FRtP1lMJFq5zPSExjdCFEzxEveLxousH/9vp1hid96FGJclcV3qpDGOE1qow1arQINfoaqyUKP/FIE0osyvCNGRYnpmjQgtRqISqI4kZHyXK8kq7hDS6zJ7gMt6/Cd/8IPB6ob4YD3WjHH+dfvxtkYDqQ0nLYboKRXDCXD04mLclEVZ1X+8cAEs9c8gDudskZUXKnAt1JmoZuwFsD0/zwxjwv/+rTCTG8VX7GW2ENVwyiJ30f4i3ITx1ptbVVLCSiY18qxS76t9ovXCBIRgjhHBTygbT6oo2nCVwYnN3Q4NRzsJmH9tQxcHuZmKbjVuSEdVW+OHF3sBukcwkctyJzZHcN19b3M53NDDjpRW1OOt153QqabuQcDLJd/+TfdzRW8tqlcQaTxEZrbRlTS6upDSXSBt9LI3Ncm1ohrAKyh5AOHpcXvF4WtApcbh2XofOhBm1N+3m43g0lt7js8+BV1/DoMcoMlUojxsl6qIkGzOYgkTBo9t7GYJjWb9O3YPoW8tm/5jfTvI0vRA/S2tzK5NIqUVXHJZvtnlXNQNUNppZWEwVz8WPJp7GEUzF8eXyR65PLtNaW0dFYkZJzHlV1ZAlcsoyq5ZdH6zRNAyAYVnn5/DA/99ShxO+22s+4UFHc7RQ9dvucvg8RVWfaF6KrpWpbhNe92LFvK7kXRP92+YULBEIIO6BQD2Q2sZjv4JQ84Dx7ch/P9rChPMLk5cq3r89kLFc6FeYZ3dyScoTjXrVfOXOS33j53RTv1Tjp+cb5CoD0orZ0FImMHGFZkiyLwNIHA7vrH/99PL3iwT11HF3vCBbvEGdlOZc8+NpNjkAC2U3cl8BvGAxGSnh4TwddrXv41qyHsalllOgajVKEwzUylQ83m62jwyHTws2/Ar5508ZtNWCmYuiZk5A46d7G/8R/CXVSZkEpY9DdxIWyTvpL96BKbuBO4WD/0CyvXxq3jDhCpkCOTyBe7R/j8vhi1uuafF3G5gKWraYNA04faaG9oSKv+z/fVYyBicwOjVuFVRT30K4anj3RwdhcIC9hvF2iJ1vk+W4LLycBjZ20HL+TRL9AkAshhLeRXNEwpwNDoZY6C+kKkBEhbTJdI8bnAxlR1P6hWV783gBLwUhGNbzVsbXWlvH44RYOtFZnreK3EjUtNaX86IO7Eq4RyYNg/9BsorFEHEmCjsZKx+fvncFZfuevPsIfiqInif4zp7ocDb52RVeGQWr3N4+LjrY6KClFKSnlyz//Y1wamubm9DKdDaUc31OLYmim0A0FIbhi+hcH/BDyQzhs5g2vLMHSPKyswFoQdC1rQrcLnRYtSIsW5MnwDQxMb+NJpYoPSnbxVul+zg00WkYc+4dnef1da4F8oquJwallrtxachTBz4bXrfDk0ba8BZWdPWK5V2E1knkvHd5ds5ndzAurKO5HNxcZmPClRL6dPPPbJXqyRZ6LQXglT2jtJts7ZTl+J4l+gSAXQghvI8lftG9dneLswHSKCPC4nHmQFmqpMx9XACdRWqvIabqfqyJLPHa4xbbjmJVfcTwSWJJl8LcaaEvcCv/sU0cT+5MR1ZUyXRikxP+Y2B13vLX1h+OLKe9PvxZW5yTFZq6pkkO7alJSKg7tqgHDYDCLy4MiSzx6uI1HD7fd+fB4q+iyCrNDnaaawljTTHEc8ENg2YwOB/1m5Hh1FXzzGL5F1hYW8ejRDG/jZOLexl3qIl3BRT4T/BD9b15jRS5h1F3PpZI9vFG6nwBlnBuYthbISRHk5PvfrUjUV5ZwZFcNb1ydttmDVEo2MYDb2SNGVWthfqClJu/P2ChWEzvdAN1hF7tknIgeK+vDQkaef/bxrqIRXrkCCekFzlbdNO91dpLoFwhyIYTwNhP/oj3e2ci7I3MEw2rib26X7Kj4qFDLjLmWhuMRm6iqp+Tfel0yRzbh8gD26QbZ9inb4L+RCMfYbCAjGGoYZorJY4dasg6Y8Za4VpIpW3cxyyXvtmp+/bljKaktQP6DVHKr6Di6BmqaOI4L5tWAmT6x6kcO+ilZWWFuZpHI0gJ1sSDugA99NYgXFRl7JxIZg1p9jY9HbvPxyG3+2coFoigEF6t5mHrOlXbyw9J2NEkhEtM4m+YtDab7yWc+0ckXnjzEpZE5LgzOWnZai+NWZE4fcdYZzw47e0SrHHYJuLUQAArTqCMXTooKnT7zuURPNuvDbJNPJ/sc/w4pJuHlNJBQDEWGW4nIwRUITIQQvku8d2MeVUuVUapm8N6N+ZxfTIVaZsw22MYHwOOdjXzxG+dTxEJE1S1trQpBLgFgN/g7GezTI7u5zmO2AXN0xp8i5JJxyZLttbDa5uDUCrIk8dnTB1JeW5BBSlbAk+QnERfBmgYl5VBTn8gbVlSV1lW/KY4DK2iBFd66eI3wSoDamJ8GbZUmwpQTRdZ0JNtCPPCgUbe2xNMs8fTaMAYQkjzcdlcz0L+HYU8nt911idfrBrx5ZYovPHko0RY8bmWmyBJuRcIwSGkt/WvPHMs7Fz49smdlj+hxyei6kRKt3u5l/PSJndtlNtVIPuNul2ymIOWBVRZMNuvDQkae74bwsrruTgMJ+ay8FYM9nUAg2BhCCN8lNhPVLVR+V/p2rCyNLo3MMbEQzHhvJA+v1o3uk5UYziZI7AZau8jOV86czHoes12jeH6plRhub6iwXXa+tRDMOK7NFA3lPQAnR42967/TNVMYq6rZiKOmHgwDBXjy4U9w9do4S5OzUKJTUaJBcIUffjCKO+CjNhKgjjAlqLiyCGMJKDeiHIrOcyg6z3P8EA0Jn1zKiLuBiyV7eYcDCZGRPqk53tnIezfmNxRNzBbZs3qWXLJEUL2zUiNLcGibl/GTJ3YjM37OD0wxNp/6HMZUndf6x3I2o8l2/ABvXp3alsjzdmN33M+c6HAUSHD6HX2/R463CjF5EBQLQghvIdke9M1EdQs14DjZjtloIFPgZIt6boYMAXBtmql1+66NCn67yM57N+azHn+2axSPWn50czHFO7ijsYKv/8Ipy2VnO7Gx0WhjwQZgWTF/3B7z34aRSKlQ3F4eevgIfOxg4uXvDU7xrasuSiuCVJWGqddCVGshGrU1drsj7FUiyCHTpcLIUoinYNCgh2iI3OLRyC1+ZeUc2n/8I2hsRuk6yqMnTvPoY0dBMSPaG40m5orsJd8DMU3nO+/cSN1PWebZEx0AXLg+w7lr0xjAqcOtyFL+ubROiU/sAL59YTTj7wYwOLWSM1prd/zxYsarOdww8rk/i2m53e64nzmJo0CC1fNvFYUvdk/eYkRMHgTFhBDCW0SuB32zUd3NDDhWAt1uqW9iMWjZxjY96llIko/tzKmuTQv+XJEdu/OY7RopssQLn+uhf3iWc+utnE8faaXnYHOKCP7m2aGczgittWUFa9BSkAFYkkBxmT+JqLG+nlKhMurXmJTKMDxlibd49Bg1WpgmKcLPHmukyx2BFR+TN26xNjtHvR6inBgudGTrT0UCXFoMZm6bP+f/BiQZSsuhdTccPQ6P/gjUN+UVTcp1/ZPvt5fODmdE+VVN58acn9feHePDW0uJ1IE3rkwlii3zyaW1w+6YsuXNO4nW2h1/vJgx/dmOF4wm5whv5lnf6shfPuctEtMYnws4CiSc6Gri0K6alMluTMuMwt8Na7h7PZoqJg+CYkII4S0i14N+t5YRnczErYpn4jZjsgRVpR5OdjXxx+eGs1qaFYJCRJicRN83YqcUb31r1f42fg6d2INVlboT7Z7zOY+FHIBzDqyyDLIH3B7a97ay+sMZotEYbkPDhY4my0RlN3NUUhNrYt+PHkWJhlm+Osafv/Eh5dEgjWqQRi1Io7ZKnRqk1ohQgprhUmGQVJhn6BAKwOg18+fPX8JQXPiVMjRXAxPevbxauZ/9e5psRWg+qy92r9V0g4Hby5nFlev/v9n80WzPZba8eSfRWrtjAiwF9lMPtPHEkdYM68ONsNWRv3zPW3LxXq7vFUWWePZEBwMTvoRbh2FkRuG32xrufoim3m1faYEgGSGEtwgnD/rdWEZ0MhO3Kp5xKxIVJW5WwyrLoSh/ur5UWwgHia0mV/Q9PX3BrcjUV3p5/pPd9BywjxhbERc9b16d4uqEz5FH7gc3lxicWsl7MCvUAJzvwBo/nwO3fURUOdH0QzIMXOi8dWOZhdc+5F8/d4wjDx/htbEwl2f8RGIqNbLGA3UKP7q3gpnpaUoDi4Smp6kK+6lTg1QRw4OOnMXCDU2lRvPzWNTPY6EbGL43CE+4CF9vpvzBh+Hkk7DvoDl7I7+cervXypJk6SaRjNP8UavGGNmeS7u8eY9itrkenl5J7Huubn7Jx3T6SCsXBmczLAefWvdkjlsfOrUQsxL8/cOzKQ4hhY78OT1vG62lGJsLoKZd9/TrvN2evPdDNLUYfKUFgjhCCG8RxfqgOxHoVq+JaQaBtViGsIt3F9vuL+F8lgZzRXbTB5aYpjOzvMYLr7xPdx4i30k+MJhR9XR9nD6A59uuOF7s6EQYpZPvwJpojDI8y4vfHWDeH0bTDQxJIobCig7vzUW5NB/j0f0NfOnzp3lveJpbM8vsqSsFAwYWguw90UVY0/nvf/k+JSVBarUQTWqAdj1AT4NMXSQI/qX1dtFqxn7EMb2NVViYhDcm4Y3/YUawyyqgbS/Kg4/w1Z98kkvzas7VF7t75dLInGWKUDJWz7fTxhgP7KnL+lwm581ruo4kwYXrs0z7Qrx0djjr5MXumCB3rqzTSZKd4J/1hTJSTQoZ+cv1feZk1W2ztRzbvbp3P0RTRUMPQTEhhPAWUawPupMvdqvXuGTJNrq53V/CuargrQa1bNF3uxzMaJ4iP1eDEpcs8dOPdXKorYbX3x3PaC8ciWmMzKzwav9Yhs/wsz37GJsNZBxTXJCevTrF5fFFJhdXcwojJ8ef65rG00J6DjTzW69f5o0rUxnvf+vq1J3rcLSD40fhy9+8yMjkElo0RrkL6ksVlgwXuGuYctdwFZANA+2BFn7yQDWs+GB+BuamwLcISwtoKz5Qo9mjxrpuNg0Z+giGPkL5zh/yqMvNo9V10HkQVk/BA4/cKRBMO7b0e+VEVxPdu2tScoThTkMWr80kxGljjO722qzPZfo+XRya5TvvjOU1ebG6/63cOZKfH90wHE2SrAT/tds+NIvvDPd646BC5Lnm+j7LtepWqFqO7VzdK9YgSz4Um8OIYGcjhPAWcTcedCcDi5MvdqvXtNaWMe0LbThPsZDYVsEndSzLJ3cuWw5mPiI/W1FTvOjoC08eQpElZEnKEM3xXNT0Y/vw1hLXJpeJqTpul0xdhZfnn+6mZ32f4pX/ydHKbE0CnPgpuxSZWwtBLg7N5oy2P3W0jXfSltglCc5dm0mJej5zsoPrUyuEVUB2s6aDPyIjucsxNBWXoeE2dErcEq27W6C1AVrb4fBD68I2AMFlpMUF3vz+JUp8c9RFAzRoq1RLUdzoWdtFo8Zgcdb8uXTO3ElvKTS2wJGPQc9TsKsjkVKRfpwvfP5R+odmOXfNLI58fN014sacn/PXZiyjs04bYyiynPHMHdpVg64bvHR2OON5tpu8jMysJP7uRFwmCzgrUVhT7nE0SbLaHzuf7boKL8c7GwuS57rZgEOx1nJkoxBBlmIotismhxHBzkYI4S1kOx90p0uYTr7YrV5zvLOR33j5XcuIp0uRHHXEKxS2VfDXrFv65oroxgeWdDEJ+Yl8K9HjccmcOpzZAS1bLmr6scUbSYD5/zPLa3z1lfc52l5rikuLyv/4OUkWLE78lMMxszhS03XevDLFO4OzOQWKZfMHTU/sU/w61A5MZ6bcqDrNNaUsr0ZZi2noboV9bdUce2DfHX9jLWa+uKoaqqpR2vby1NHjXB6dY2xyBsOrU+dZQ5qbMiPHi/MQ8K2nVNgLUAzDbDM9ccP8+e6rGLJCtKSchaoWIt2PsPcnfgKluhYwn4ueg83I65Fel2JGDGVZ4tsXbjjKU42fm2S97nUrdLVUpTikdDRV8lr/GF977bLl82x3r52/NsO3L9zYkLi0EoWLgQjuNL9sq2fC0mpMkdANUqLCbkXm+ae7ee/G/IaeVSsBtxGhGt/Oq/1jGd9nxVDLkY3NivP7odhOICgkQghvgGKYTadjNYhdnfDxW69f5qk0Eea0Yjr9NV/9XA/fPDvEn749mjK4xVTdUUe8QmG3NGiQWQXvJKKbSDEYmuXF7w2wFIwQ24BvsZ24teqAli0XNVcEEcw8ZjtxmXxOkgWL1T0ycNvHD0bnEvvy1tUpzl+fyau4Kf1YJhaCfN8iVUJa36f06/b8J7uRJSn7oB5vFa1paLEYl2/McHMxxN49uzjUUX/H8SQS5ergLRYnpugw/OyJ+VAWZmBp3kyViMVMJwoLjPXP8YT8tIX8MDME338Zw+1BqmlA6zzE/xVs4q9Xa1hVyTu/N1ngDk6t2EbzDAOGp1fM+yjpOly5tcQ3zw7x+ScOJqy9rq0XosWb4SSv2uRbRGVdG6DTsj5RyRZ9tMpXd7tkQpE7ud2SBN27a+g52MyfnB/J+1nNJuDyLWjNlst/L6QZbEac3w/FdgJBIRFCOE+KdTZtN4i94TCq5wRFlnDJZvvZZKJb1GXOCk030A2DmnIPi4EIMU1PpB080d2asUSfT5OSxw630HOwecORlnwjNXa5qK21ZSktre2wE5dgRgfTBYvd8vWL3x1IuGOMzviJWRQ3jcz4E9uwmvxpusHg1DIDEz6qyzx4FIloUgtxr1vh9JFWFgNhBm6bEWy3InOorTrhyZo1EojMpfFlhqdXePv6DNNLq6ixGOUuie7WCn7juWOga7zwF1fM41Q1vK4K9re08aUv/AzKasBMiZiegOnbMD+N7lvAWAshaap9rjFALArzU8jzU/wi8E+QCEluJl3VXF5qx1P1o5S4ZNZsoqbp17nnQOY9BvCll/oTwlaRJLS0NA9VN/jT86NcnfDxm2dOgmEkIsuGAWsRdUMTwWTPcFdaQWCJW+H5p7uR5ewTlfR7P6bpvHJxLKUo1K3IPNuzzzainetZLZSAy5bLXwjf5GLnfii2EwgKiRDCeVKss+lsuYiF3MdCF2rkE11Pn4S4XTItNaUp+bKbzZ3b7DJoId7/+OEWR0I4Li6XghFb67fkc7m/pSpjmRtgMRBJ3Bt21/f8tWm+fWHUcvIXVXXO/Pb3CIbvRP8UybT3imlGws3izatT3FoIJrrNSRL412I5/aijqs4Xv3GeiYVgasGmpLCiwfuzES7NRcHQuTwXQdNkFMBQNUZn/FyeDPBIZwPUNcCBowBo4Qh9334bdXqC9vAi7doybWqAajVIKVqGt3EyMgYVRpRDsXkOrczDX77HTyGzIpcw4m7gnfL9+Pc/xIn91ulCVvfIhcGZlMYN6SI4jmYYfHRzkT8+O8Tg1EpCtMY0ncVg9jQGq2cNsPUML1kv1ERylnOc3pjEKg1mfC7AY4daNpTnWigBZ5fLf6yjnud69m2bn/vdWlW8H4rtBIJCIoRwnhTrbNrOazSOk2XHjVh2bcYNI9/oevokJKrqLK9GkdcdFCCzCj4fz9O7nd4S50BrNSUWrh0VpaaPc3IUvOdgs+Mo9omuJuoqvMwsr6X8Pqbdiegf72zEpUgQS33v1NJqyjJ98sTq5fPDKSIYQDPg1KEW9jRWcP7aDDfnAxniPqrqjM2Zv/euL+1/4pB5f8qSxIHWao53NvLFb5zPOjGI39uGAUFNwpDvOEG4dI2RlRiPeLxmaoVuntPLUwHeW5EJe3bzrmc3ABVo1KlB2iML7In5aFd9tMYCNLhiuHTNLNizwYVOvR6iPnKLnsgtWHoT6YPfh9pGOHjU9DbuOAAer+X7zw5MZ1jq2aEbcHF4Lq80BrtnLZ5jnuwZ7pIlTne38ER3G69dGudrr1rnKWfDiZvDV86c5OXzwwxM+Ohur+XMqQN5F7V63QodTZWOfI6zbafErfBcz76iqufYKorV0UgguFtsWgj39vY2AKeBEPC3fX192ZMb73GKdTadvDSZnucJ2fcxny/mQlZR5xtdL1STkrs9EOXCbqD6ypmTvHdj3vK8O4lCK7LE809389VX3s9Y/o7fG+/dmM9IjYipGlqaSEu2R3tncNby81ZCUbpaqvnTt0dzirxIkihO3q/W2jJuzWePjiff2xnuFx4Pe3c1mp7CsN4qWmPEN0VQTf0CDKJQVtfMpdVa3tZ0PIpMd2MJv/aJJpgcQ5+6zcSV69SsLVOas120AdEIzN42f879jeltXFoOzbvgwY/D8cegqRVkxTb6XFPmYTkUzfh9ZYnbUsw9/3Q3SKS0/Qb7Z612YDpj4qzqBtcml3miu43BDa5+OWli869ffjeRCjJw28fVCR8v5FGUGXfWsMq5tnqWNd2gf3iWt65OUepR0HWDmJZ/LcBmudurisXohCEQ3E0cC+He3t5/Bvxj4H/p6+tbWv/dI8BfA3XrL/tBb2/vj/b19a0WekeLhWKeTcdF4ImuJpaCmULPbh830lAhvq3R9dzRjXyR5htdL9Qk5G4PRLnINlBttnq952AzR9trbe+N0Rl/RuqEZmT6SCfbo8k21727vdZye04JxzQmFoIZIjyZ9JzOnM+mLIMss7e9iWjJJP6YhmzouA2NCpeE2+3GMEzhaRgQUzzQ3gl796MA7Z82+PDaLQKjI8iTYxjTt9kd89GghyjJkVKBrsNqAG5cN39e/ya43FBZzS/U7ia2Ws8HJbvwyyUJC7cH99RyfnA21btYgmdOdvAXP7iZcawf72pKuLtEYhoX1usD7Ar6JLBsFLIUjHDuWmYhZj45xw/sqaO7vRZFlulKi9T2D8+mpIJEVZ2Pbi7SPzxr27I8dZsSXS3V6LrB1167nPNZ1nSDL73Un/KZAC3VpTz/qcw0oq1kM6uKhVrJKjYnDIHgbpJPRPhnASMugtf5LaAW+AOgGfhfgV8G/kPB9rDIuBdm0/nuY75fzIWKqOYrbAvln/nW1amclkl3m60aqHLdG1bXRJGgvrKElVDU0h7NqmlCRYmLM6cO8N6NeTwWeclOUXUDRZYyPqO5upRPHmvPEFhO7/vUewkkj5uq2jKGllaJUIJb1nEZGtfmQly+ucQj++oT5+/ho3vh6F5+eGOB3/3LK4RjKtXqKgfVBTrVZZ6oiVEXmIdQ0PQuzuVt7Fug3rfA/4bpXLGGizlXBR942jj30UFqyxoJ6K5EgWH37ho+caiFTxxqsXQdsXKP0QwjoxAunmM+cNuXmS6zfr3ynXjafTecOdWVch2sUkF0w4xkpwth+20ecOw+cWlkjmu3fRmfuRiMIEvSln1/WwnXfc2VjizprLZVzCtZAsG9Sj5C+ADwP+P/WE+JeBL4r319fc+v/64f+Cz3sRCGe2M2nc8+5itICxVRzVfYFso/c+C2L+NvxZDesl1kuzfi1+TabV8iJ1gzYHk1QltdOaeOtDK5mGmPBne6rCmyRGdTZWLl4MiuWj64uWj5ekW271gId9Ij4jnKLlmivaGCr//CKRRZ4tLIHH9yfiQlOuY0TST9XhqeXuGls8Ow3io6JimEdRgMShwrr+YHQ9PcnPbR2VDGQ7tr0A2DqjI3WtBgRargo9JqQi1V/NSnHzbPxNwU3LphOlXcHofFGQiHzTzlNHEcP3cSUIZKh7pMh7rMM6EBNCTCrhKWKhpRHzrB3h99CMXQQHFlHKude8xHN5dSPqckKYI8NLXMty7cSCnQ87oVTnffKcR0OvF0+t2Qj2zLtk2n3112KxPJ+fGFxq7ttKHrKRMSWYJDDib0xb6SJRDcq+QjhOuBuaR/P77+/68m/e4cZvqEII1iLs7KV5AWqmBwI8J2M5OQ/uFZBtZzEpNxK5lWY065m9dV041EpzMDeKK7ddNLvPFr8s2zQ3zr7dGESI2oOrfmA9xqMHNtrVpux/+l6QZD0/5EQwkwkCUJ3SIy+kR3K7vqyzl/bSalIA/uiDWr3Ghg09Exq3vJqsPezfkA/7f/6wLTvlDis1wyGKqKHtMpkWWqylw8uLuWRw81o+lw+dYSN+di7G3q5tjHT5v7FI3C1DhMjMPkTfO/l5dMb2NdS4jUjP3EoFxdo3z5Fpy9BWe/Y6ZUVNXA3gPQ8wTsPwKVNTk72RlATbmHX/l7DybSKK7d9qWI4EQh5oFmS6u3bOfX6XfD6SOtvHF1KiPlI57T7HSbP/t4V87vLk03UHVrSzq3Urh2z+nYtZ02jNR5kCLLPHuiI+fnZTsP8dWA0Rk/+5oqQSKjJbtAILAmHyG8BDQk/ftJQAcuJP3OAEoKsF/3FcW+pJWvIC1kweB2Rdc13eDF7w5YRoVOH2mxbHrhZJt367pqusGXvnmRD28tJQbVt65O8eDe+qwFR8nvtxv4437R6ekImgFvrRdh5SI+QAMMTq1YimCvW+HJo208erCZn3msi5fPD3P11hI15V7aGypSLNXS75GLQ7MFj46lO68kOuxdTT3mO/e9ZLaKBnwRmBjxc3Y8QIk8hK6qGKqK16Wwv6WKL336YRSPB23PAS7rddx0H2DvyUqONXhgYozpK1cwJm9RuzKNKxzCjWZbiAeYKRVL8+bP+xdMFekp4WRDE/9PvYlXaWdMqmYtyUEjTnAthixLie5uyZMPlyzx6Uf38fknDtoWYma7d5x+N/QcbOahPXUpntLxZhvpZNtmLveJ+DOaLvbhToOPQrV7Tsdp22lV0zl3bZqxuezCNZtrRnKDEElaj/wbFN1YIxAUI/kI4WvAT/X29v5vgIaZM3ypr6/Pn/SaDmCmcLt3f1DsS1r5RkOKuWDQjksjcywGIhm/97hknjzati2uF4Xk0sgcA7eXUyJLugHXbvsctanNNfDniiwmo8gSsgSxtAYanc1Vtp6tLllKsfZKLvDyuhVWQlE+e9reTmurbAyfOdlB7cA0i/4w1yZ9KceUC12S8Wvg1xRAAdmDS9cJzYV577af43tqeeGVHyQ1/DBFMobB6PwuInILnnqJJn2VfeE5docX6YzNs0v1U4aKC90+pcAwILKGPHmT09zkNJfQkAlIHsbddZwr7eD90j3MKRWoupKwm0s/h5pu4FZkx17e6feO0+8GRZZ44fOPbiCfO9MWLvneuT5pNnWJ70/8GU0W+7Ik8UB7Lc/17EtYD27Fc2zXBtswSEmNSC48zSZc7c4DBhkWePG7ttjGGoGgGMlHCP8n4DXgNqACZcCvx//Y29urAKdIjRALKF7vYcg/qmlXvV3sy2+jM/6MyniAugrvhgX83byudscTVXVe7R8D7J08nAz88UH3yq2lrDm8YN4TjVna8GakG8gSP/P4/kTU0Sq6e3XCxzuDM7gUOWOClljqTkvP2Gxjl+TnIFfusiMkCRWz6cfwioY2F+WH8zFiugu3JBNTNQYml5EwEkVcEd1gTqng4090c2tljW8Pz6OrUXbHfHTFltgXXeQheZkadRWXmtkuOvlqK+jUGGGORac4Fp3CWLlADAWfUop86QgLh3v4WynMtO7FWHep2Gx3t3xWlzaTzx3fpt290z80y2OHWyyfUd0wkGUp4XayVc+xnd0bhpGwe0svPM0mXO3Og1XBYKGPRXD/U8zpm1uNYyHc19f35729vb8M/NP1X73U19f3zaSX/DhmWsTfFHD/7guK1XsY8otqZqveLvYHZn9LVUaTCrci8/zT3Rve97t5Xfe3VFnaXgFcHl/k+uSy7YTGqR/zV86c5Bf73mR2JdVRIJ1sbXjtoljJS++jM/6MyHNM0/naq5eRJFPcJ3spx/Nak4XqZlvjpj8HuQr4XIpETNVTIo12JEfH11QDQ3IRi18Sw0BBx4WOGx3F0Imupwr88qeO4lt9n9EZPzflRm6VNJpL3rpBjRSjU/fRHl5kT2ieLnWBKmJ4yCzEiyMBHjSatSAMXqJx8BLfQGJNcjGtVHK5tJ3JjmOcaCuzfL+mG7zpwHHFTuBudKDN9j67e+fF7w3QY9MpEVKfkWdOdGzoOc51PHbCFUj8bmIhs/A0m3C1Ore5Vm+KZawRFC/Fnr651eTVUKOvr++/AP/F5m9/g2mlJkijmFMJ8omGFHuKRzbsroFVTuJmt7nZ6+pEMJzoaqJ7d01KjnAy2a6NUwH/3o15llcz00mS8brkxHmMD9LJOIkQ2on6aNK/48fz8vlhR3mt+ZIthUPTzTbRcdeMrpYqjnc28t6NeUZmVvju5du2k4V0gZ7R4lqS0FDQJIX4mfbIEi27mlFKy/jSz5zk8sgMFwdneHdk3jwnkoQPDz+Um/lhWTOUgWzotLHG8w+UE7s5BmODtKh+ym1SKu7826DMiLFfXWJ/YAk++gDpX34TysqhbS98/BQcehCttpEvf+t9rk5szHFlowNtrvfZ3TtLwUiiWNOu42b8nnrmZG7/6fRn8nhnY0Y6j9XxJHu7pzucPHqwmYtDs1wYnN3UZDojt507qRGbnSDeLXZydPJucC+P7YVAtFjeBorZezifqGYxp3jkYiuuwVZs06lgiOdYxl0j0ruygf21SbdIc8kSrbVlHO9sTHmdneXUQ3vreWCP87SYbGIgHjWur8xs/ZxOfNk7V17rRgZRK2/XErfCpx/dl3AWSN9OPDJnGPDNs8MZ2/xYRz1H22uRJTNX9Xhno2WL63RUw+DV9yc52b0bpbSMR45XM+g3WB7yoUg6LkNHIfW66JLMJOV8VNXJnh/9GL/7l1cgGqY55mdvbIkDsQU+4Q1QHvZDLJpoF215VnQNgn4Y+sj8AVDc/Cperrqa+bvyLm55GlhQynE7FFr5rjzFr5+q6ylWfunvs7t3YqrOyHqzn3ga19UJHx+Mp9r4mc9IgGdOdFBXYRZFPn64FVkicZ9aid7W2jKmfaFNraR99XM9GSLWrcjUlHvQDQNt3UM7F/Hvof6hWV783gCLgTAxzUg81185c7Ioxhqn7PTo5N3gXh7bC4GtEO7t7d2z/p+TfX19WtK/c9LX13dr03t2n1Gs3sP5RDWLOcXDCVbXoFCRh2w9E/L5jHwEgyJL9BxsRpYlDKa4vbia0TDB6trE0x6++I3zTCwEUXWDycVVfuk/v8nzT3cnortW17vErfCZR/flfR/nGtye/2Q3L7zyfs7GGzO+UNZ7cCODqKYbvNY/Zunt6iTKfKC1OiPtxuuS8YeivHJxLGU/funHj/DvXr1smdISRzdgMO2ad7bVgreE1fXPkAwDF2bTD5dhplaUuGT2NFZyrKOe/S1VjM7ALdnNbHkTiy1V/MizHzObfMxNwtQtGBuGyXFHjT9kLUYzMZq1ID8aGUVHIiy5WC6pYaHkAQbOGnQf70aprEp0xUvG6UDrJFc7+X12947XrXD+2jTfvjCaIl4zrpPF694dmSOm6omUHCvRG39uch0P5H6mk0XsUjDC7PIaX3v1cl7iT1nPeV5ejSYKPFXdYNoX4r0b80U37mT7Ttzp0cm7wb0+tm+WbBHhccwVliPAUNK/c2Hk2K6giMgnqlnMKR4bYbORByfvz/cz8pmZp29bkkwNYhi5l0TfuzHPtC+UGMyjms7M8hpffeV9jrbXZkSrNnu9cw1uPQea6d6d2vo5/rpkfMEwu+orUjx9k/cp30FU0w2+eXaIqxO+DXm7gvVzYRcxfOZkB0fba1OinFakX/P0z/C4FdwuN6pmEFz/zH1tVRzr3ouiq3zpH5zg8ugst+YDCXGsyBJUVZs/Xd3wxE+Y0WHfAsxOm6J49DoszkJ4DTTVdv/k9ZSKsrV52q6/AdffQPsTGb2sArmtHU48SXT/Eb513c9H06tUl3lwKxJRC2eRZJzkarsUmY7GyhQxtauuPOWeSG7CEj//EwtBKkvd6IZBLEnkpr+O2J3PshO9qm5keGlvdCUtWcRGbSLfTrhXonq5vhPvleOIcz+kcdxvY3u+ZBOs/x1T1K6k/Vtwn1GI6u17kc1GHqzeP3Dbx79//TJPHm2zbXmb7TPymZmnb9swTHumU4dbEp+fj/0YmIVG6dGqQlxvJ2Ig/bMGp5b543MjaftncOpIC10t1YzMrKDpRiL14ERX04YmElbOGKqmMz4f4LHDqe1+4+9LH/hsu9Sl7cf4XCDx2lf6b/DB+FLG9iHzmludn3iestW1UYBHHq7mEVU1Ba2mgqpmuEzg9kBTm/nz4CPmTbS2CgtzMDsFE6MwNgQrPvRIGDnLEKAYOqz6MYavwvBVXMBPo/BjcikD7mbCZfuZLGtgmnLcHrflQGt3X6aef53X3h3ntXfHEu4L6TncVudf1Q18q1FcskR1uYdjHQ2AkZFSlI6l6F3/PLsJWTJOnulCiL/tiOoVQvTl+k7c7HFspzC9X9I47rexPV9shXBfX98/zvZvwc6kWFM8NsJmBx87w/zvX5niwuAsh3fV8MCeurw+I5+ZuWU7XVWnvaEi5/5nqzRPF6ibvd5O7c6sPstqKTuel/xq/1jGecrHASA+IFtFHdPTLRJdu5orea3/jgBLHvhydalLbgIRf93g5ErGNfC4rDsdWp2frNdGksDtNn/iaFqqME6P+koSlFXAngrY0wknToEaQ/KvwNw0E9dHkMauU744RVlsLWvjDwnwotGiB2mJrKdU+CQ0l4dodT1lnR9HvlFlivDKapCs03HcioxhGInrpBtwbdKX4scbUXWmfSG6WqoS58Pu/lZ1g+XVKG9encLjkhOrKHZYid7W2jI+cSjukiHTlUVwHe9spLW2LBFZ9lpc30KIWEu7trZqdMPgpbPDmxaFhRJ9dt+78Zzu4emVRKQ+2THGSXRyu4XpRlagijV6fD+N7fkiUhgEO5bNDj7ZxGT8C7G7vTavz8hnZr6Z/Y8PmlYtp3NtI58v8+TOXsmC00lRULZJgd0A5MQBII6V9RZkNvtIHljjvq9x4WQ38DmZ0FgVStVXenn+k92bbpVti6KYP3jNfxtGqijWVDRV4/L4IjfnAuxtWk+rqGtAqWtg18EHeOE773FbnqcqEqBNC7ArssgD6hwtaoByI5a18YeMgaJG8CxOwd/9ufmjKFBSBq3tnDj2CX6kGt7xyaxoMl63Qk25h9m0YjirXPLkCVw2t4j07ciSmW4Rb2gRt8ZLFmH/5mdP8K0LI1yd8DHjCzG5GOTlc4EkC8kuy2LNfU2VvHZpPJGG5JIl2urKMwrYCrE0nf7d0dFYyWvvjifypz0umSO7ax11nrSiULm7dt9b6bnaZoS/JS+feru21t88O4RLljckPnPZ9200lW27osfFLL6LBcdCuLe393RfX985B6/7lb6+vv+0ud3auWS7acUNXVicDD7xcz48bbYJliUp0fo312BrFvvIeQ9wTmfmmxk8E5Xmw7O8+N0BFgMRYpqeM7c43y9zq85eYEbychUFZZsU2A1AyakHuSYS+5oqLaOBP/1YJ1948pBlw4ZcAszJvufzms2S8ztDksDlRpNdifv8wrUpZhf8GJpGmWJwuLWKLz9ntiC/PL7I6GyAsOFmxVPHBHVQupfXDJ1qPUyjGmSX6ue4y0/jyiT1WogSVJRsWXWaBqsBGBlAHhngV4Be2UXIU0ZsdxdL7cf5bV+IW5ShSWbuuFWHtuQJXPK5fevqFOevz9gWYhqG2Wa9vaHCMuUk2TXCzoItLgbTnw+XIqPpeqJhil0BW6HuheTvjguDM3x0azHx2VFV56Obi/QPz/LYocyUn1wUKnfXLqc+PVfbjPBX57Vty31Udb719iiabmyoDuRL6xN5q8nEZlLZtqMI8H5J3dhq8okIf7+3t/ff9vX1/abVH3t7e2uBPwR+ErMLnSBPst20gLihC0yuwSc5mhlJs9WKn/vkwfbctZmMgbmrpYozp7q2ROxsdvBUZInHDrXQc6DZ8TacfpnHBdir/WO2ETkjy/uT99FqUpBtAHK8xCeR4rkK624RbTVZIz7p5IqgZ1t238rlSKeDYPLr7pxPBWSFkAEXpsK8OxPmE/sbGFmcIKTqGekQuiTjU8rwKWXcKm/l2KeO8v/77gd4QgFaVD+t6goPxub4WGkYaTVg6VKR/C+3rlId9sPIezSMvMfvIRGRXMzKFXxQtpv53YeZKW/mBwum0LGaBCbb9i0F04/vDl63wpNH22xTTtInQ+kki8H058PKHcROPBb6Xjg7MI2edu/pBpwbmN6QEC5UDrLV95ZdTn2+IttulS6+GpWv+OwfnuWjm/aTic2msjk5xmzBmFzf9cKBwxn5COER4N/29vY+BXy+r69vJv6H3t7ex4CXgXbg1YLu4Q4i200LiBt6C8g2+NhFM9PPffpgm/6FuJVipxDbzmcbTr7MrYWVPYWKKuW7lDw2G8gQqYYB43OBhFCwGlhlycwLjS+lW33uRm3cCrni43QQTH9dOjoSZwfnOXl4F2/c8LOslCGvexm7DR03GiWyWWDodSnsb6nikf0NHHv+x3jt3RsMTa1Q0lbN0Y93IEdWYWUJ5mdg8hbcHILFOUcuFaVGjA7NR0fAB9c+AkUh5i5h2lvHjYYuGto+DqtBqKxMeW+y8BqZWeH8tZmsRW7p12F4eiXrZChZDDqdOHU0VnJxaHZLV/c2uzWrJiKFchaw+s4phMhO90iXJTImA/l83+SaTCSvrJ0bMH2oTx9ptdzWRiYSdt+l3vXIdK5A2L3mwHG3yEcIPwL8Z+AfAe/39vZ+oa+v73u9vb1fAv4toAH/vK+vr28L9nNHkO2mNQzEDb3NZBvU0s/9Tqm6dfJlnktYpVOoqFK+59vJsVgWIO2q4dkTHYzPB2w/dyNFNE6s+NKFcvyzNpO/6ES8GYb52VNLq4AZAdaRiUnQ0VjBz/3IIW7OLLO/oYxH9tSiGBqKrvEzj+1P3ZCnCiqrYHcHPPwoRCMQDIBvnsv9V1i5PsC+mI96PTWlwuqqGpqGW1tlT3iVPSsT6KNvoH5bQaqpQW7vggeOw76D0LwbxetNCK8zpw7kXAVKX7b3uGRLu7v0VKL9LVWWr/W45IRl26G2al67NM7g+v3hkiXaGyr4+i+cwuOyKz3Mn9NHWnnj6lTKZE+S7IVaMnb341fOnLR1KnGyTbt7tVD2XVYe6enk833j9Nvk9XfHE/seL5ROF6kbOUa779KIqjsKhO10f2CnOBbCfX19IeDnent7/w74PeCvent7B4CjmD7DP9vX1/fh1uzmziDXTStu6O0lWzGc1bnfCVW3Tr7M7YRVPDojccfvuNBRpUIdS/Kg/cyJDp45aUaKkwd/K2u1OPlGYnIJZythcmhXDRiGpYNFPvmL2e7zOC01ZbadBk93t9JzoBlZkhie8aO7Q+Y5wsh0qEgPwXu8UOeFugZ0qZH/ttiAK7pGjR6iVQ3Qrvn58ZoQtYFFM484FsPOxVMGPIYGvkXz58N+kGXTIq62AQ4chYMPoOzZz6P7W1NWMOLRWatOdtO+UIprhMclU1PupaW2lKPtdZw5dQAwUygGp5aR0hqKVHhd/OpPPcSthSCdzVXohsHXXr2c4pU8NhfgX/zXc/T90yc2NXlOL9R7cE8d124vE9N03IpM925nbeXtrCF/MDrHY4daHC3lp0/Ysk307Ca2QN6R83SP9GTybTntZDLhdNK7kcl7PsEYK7bLH/her1/K2zWir6/vv/f29lYCvwM8AMwDT/T19c0Xeud2Grlu2p1seH03SF9mi5Pvl+n9hJMvc7uOdPF2xR2NlSBlCstiORbYfD7+vqZKXIrsqNMf5BbOdtXwyQVjVu2HnXxnOHFYcK2nPFhd186mKsso6uOHW+7kMpasn7e4fZsaM8Wxfmdbxzrq2d9azeiMxKTqZaG0gVBLFZ/++w+Y3e+Wl2BhBiZvwsQNwrMzuKJhlCwuFeg6RMIwc9v8Ofc3oLigpASadqEdeoA/HJc5HyxlWveiuBTLjnGnjrTS2VTJ2YEpLo8v4luNMLeyxuDkClcnfIkJiZ1dm0uR+expUzD/0VtDlq8bnw/SPzSbdYKVDcvJUls1X/7Mw5bPWr5uCFFV58XvDmR1NLGLJD9zoiOnWEyf2G600MtOPB7rqOeZEx2Q1D4713dPz8FmHtpTx0CWyUQ+k958J+/5BmPS2a6C3Hu9fikvIdzb2ysDXwF+HQgCHwKPAW/29vb+w76+vo8Kv4s7h1w37f289F7oGWUhtpeeW2jafGX3DN0JWH2Zp0eiDu2qYTDtizG9XfFGCna2iuSIz2YLTDTd4LVL42j6HREsSXCordp28pQremsnTNLJ1aTE6r5Nd1hIL/osWS/6tBPWSJn1C2NzAcbmAimFpYos3bFv86zbt+n6ujiOoagqX/rMI1wem8/siOepg5o66OiCRx6HcJgb18b46797j4awj/3RRfaoPur0NcokDSm9cUjKBVLNXOKxQeSxQf4x8DkU/LKXEVc9V7ytDHmbGHPXEVRKcbvMydvrl8a5OuFLOTdWE5Js10TTDd6+PmP5OoBz16Y3JITjHRKTm8OEYxqDUyvIkpQQ4XGiqp6SPpB+nfa3VOF2yRn32GIgkvU5sHt26iqm807t2+hzuK+5MmPfS9wKz5zsSElhiE8Unu3Zx9hswDbd6Dc/25M1HWQr0w/sJqlWXtR2bPVK5f1QkJePfVo7ZkHcY8AHmKkQQ0k5wv29vb2/JnKEN0e2m/Z+XXov9IyykNsrpnNeTMtPuZpMHGqr5tefO7bhqO9GjjXf99jdJ/k2QUnn0sgcg5PLKUU2bkXm2Z59ttG4XIVIVoNtLgsxyK9rpJOiT6vCoGzLt3Gh2D88iyxJmddGltfTF8ymHwrwSFU1j9g0/dB0I+Fx3N7YyFrHEd6cDfC3sRgNcpQHahR+/qEamJ2E2zdgftbMQdYyXSriyJiNPxr1EI3REI9GJ9ADEmEUFpVyBt2NjH17iKhWgyJXEZM9Ke+3s2WzuibJedZWLATCtr7admTrkGh132q6wRe/cT6lo57VakJdhZeZNP/mmKZnfQ7soqPgLLUv+bm4vRjMzI1Nm1RYpWC81j+W8kzIEutpRJkTtg9vLXFtcvlO/rZFulFcLNu5v2xl+kFqMMaPtt6YKB9v5a3mfijIyycifBmoxSyY+3/09fVFAPr6+l7o7e19C1Mk/05vb++P9/X1fbrgeyq4byn0jPJ+6vYTJ5e13nbuv5MmE3aRqI1s36njQr7vsbtP8m2Cko5dx7+4G4WdN+lvZilEsivas8oR3swA7CSKnF4Y1FpbZhk9jBNRdX7/b66yEoo5uzZWTT9UFS0W4yt/0s/YlI+YqiYcKnp/4ii3F4Psrq8ACV6bD7L3YBfHnvx7KKuBdZeKabh9E6ZvgW8BwiEzEm2BBCgYlKNSrq2wR1vBmBzhZ5AJSy5uK1Vcdzcx6G3mhqeeJW8NUdltGRFOT6ManfFbFt3FuXZ7mS+/1G97bqy+q5x2SIxzaWSOiYVgxmvDaasJzz/dzVdfeT9jdSDbc2AXHT3d3cpSMJLTsz39eyXd5zt+PNlSMAanVlLeo8gyz57oYGwukPFcGsadiYxdulG6WE6/d7c6/aCYgjFW3A8FefkIYRn46b6+vlfS/9DX13eht7f3Y8AfAM8UaucEO4NCzyjvhW4/+WIn2vqHZzOW+7Z6/9P3xWmTiY1u38nEaCPvsbtPNtIEJRm76G1M03np7DAxTbP0Js1WiJQtn7nQA7ATS8Hk8zy1tEq510VUjdpucyEQQdugl2u8VfSlsSXen4sQNrzIshuXrhOeC/ETLhd//0QHL7zy/rrQ1PC6FJqqSznR1ci+5gaOnTyEctIwC+4CfvDNw+wkxsQ4i6M3KIsEKUHN2i7ag47HiNKtLtCtLqCtDRBDIewuZba0kfelOgaVOiZKmyhpbOITR3dnpFHtb6nCJUuWohVMATZw28e/f/0yTx5ty+loYbeCAaBIEocs7luzKDDz812ylCJeeg42c7S9Nq/nwC462nOgOadfudX3iiyldv3L1VnSKgVD1XTG5wOOikKtvsvSxXK2ezebZ3ixUagA0HYV5G0l+Qjhh/v6+sbt/tjX17cMPNfb2/vPN7tT9yP3QtTxblHoGWWxd/vZCHai7dzA9LbvfyGaTOS7/VzCeiPvsbtPNtsEJX1g8Lhk3C6ZVy6OEYlpyLK0oUYHdgJ1u6JFmm7w1tWpDCERVXUeO1TP+euztnmymoMl+1wkX2Ndkoki49Pg78YC/N0NPz+cjaBrCi5JQlM1bi0GubUYpGQ9cvylTz+MUlkNldXQ1g5HjyPHotT5VxgevEnw9m12xZYom58kNjtDpR7BjWZbiKcACholsSA1sSCHGDNt5QIelFgtstwJawdA7YC2Dqg0U2DqK0uYXVmz2ap5Pr9/ZYq3r8/QVleeKDrUdcPxCgaY8wcrZba/pQqvhcVbe0NFRkOSlJbNTZVgWBeaOXFZgez3qlXLc92Ap5K6/uXqLAn2KRjHOxtprS1L5EW707r+gXW6UTrZfNOLOZiSTKHTB+/1+qV87NPGHb7udze8N/cp9+KDsp0Ueka5Hd1+ths70Qbb7y/ttMnE8c7GDOsjyJ3GsZGJ0Ubek+0+ybUcmW1imz4wxDSdVy7e6bCXLgqdbnercPKZ8e+wgdu+jPd73QqnjrQyPh/k5nwgQ+R7FBmD7LnMTrC6xpJEUnGfBLI78TfZ0HGhE9Z0rs8GuTy+yCOdDakbdXtQ6hs5/Fgj8HHQdbRQiP/62jsEpudoiPjYr/nYbwRolUIY4TWk5CLItH1UDB0lFoa5afPn/QvrxYGl6PWNvB+p4NFYFUNKHbddNawqXnTJOg4dUfWUosOaco9lzmx8BSO9kE/VzbSZ9Enxia4mjuyuTbjhJPsYWxVSxnOGt7rrqVXL87hVWXoBYb4pGPE22VNLq6aLhyyxq66M6jIvg1P26UbpLbLjn5PNN71YgynJFHqfiz19Ixd526cJ8udefFC2k0LPKPPZ3r2S32Qn2k4faeXC4Oy27r+TJhPxgSe9QhtJynCTKITxfD7vcRq9ssPJxDZ5YHjp7HDOCLokweOHW1Jaem9Vo4V8jwXufIelLx27FZlDbdX8+Q9uMu0LJQRD/J2FzGVOv8bx3HS76F08ahyVYE2HwaDEI5XVZgGeqpoFdHrae2UZpaKCX/zsj3N5fJFb8wHKa0tobvAghfxISwumDdvkTTPvOOCHWMR+TXw9vxk1gBQKcBL4OBDBRVDyMOmqYrK8mevUMOquZ95dyarkyRDH4ZjGUjCC28KSr6ulip95bD9ffqmfj24tpbzPalLs5PsxfXJkFY2+dtvHN88OMe0LpYjwDY9vUmbLcynxP6nkm4KR3iVU1Q1mltf4uacOIcuSbbpRR2NlovlJPr7pxRhMSeZe3OetJF/7NAn4aeBTwC4S1QwpGH19fT9WgH27bxA3XW4KPaN0ur17Ib8pPig9sKeO7vbalKph2Ly/dL5RyGwDaTxyc3Fo1sKQfxlJyp1vt5GJkdP3bHR1Jvkcqbqe18TWMpIJyLKEtr5E2727BlmSUjyr440WvviN8/zeL53eksiw00m6XTrMkV01/P0THfzW6x+kHJ8iS5zubuWp9TzX+Gc5vZ5292TyNZ5YCPL9K1OOjtPrVuhsqTY9hBXXnZFL11PdKdabfiiyxCOdDakR5Lp62L0PHvy42RI66Af/MizMwtRN9OnbqPOzKOFV5HV/ZKsjlIFSVEoNlcZYiI8tz/ApJCK4WJJLue2q4YanjnFPPWOuOpZd5YQkNzEVmmtKWV6NWkY7B6eWrY/bYlKc7fvR6hmxjEarOt96e9Qy39jJ+JZ+jUdn/BnzCd0wizNlScq66pIrBcNuDB6fD/DZ0weyphv1HMye23yvBFOSuRf3eSvJxz7NC/wl8BR3Jm7Jz7lB5oROgLjpipliz2+yE25nTh0oiL/0RoVhromGpXOCReSuUMbzTt+zkdWZ9HOkWBQ7hWMar/aPAWScfycR9BNdTfzJ+RFLR4GJheCWrR45naTbFRpdn1pm7m+vZfxe1Q2u3fbxL5855ig/NJlc92R8OxeHZjNWQ6zI1gBHQ+LSmC9VcBvaHWGc1vQDMMP3pWXmT2ML7D+MFovxO3/2DkvheSo9AfboAbpdfo56wsgrPoisZUaf45sDXBi4iFGux2iP+umJ3kJFJoSbWaWCKXcNt7x1lDV0IR/dg1Zawd72Jk4caMkard/IpN7qGVnwhy2L/OyK/nKNb3atrK3uscvji1yfXM666pKLfMZgq0lYts/JFky5m7VB29HS+n4hn4jwrwM/gtlQ4+uYHeX+DfBfMMXxvwMuAP+ooHt4HyBuuuKmmPObnAi3zez/VqXtWA08bkVOiQjD9k8IN7I6k36O7Ab/bAN2rgg62DsKqLqxZatHTgXC8c5GXIoEsdT3R1WdpWDEcr9zNV9IZiMR9/RmA1J8aX29dXdrbRmnjrTYeq5mFdzepKExqemHKZA1SGvYcXlihQ8WdcJyDZTW8B7wfVnnX5xu54FaGZYWMaZuMXr5KlWhJaq0CF5U20I8mXWXCiLUaBEOaovo4RtEL79P8EMP/vJ69j14COV2B4EFhapQAFnxsia5MdZbPJ8+0sKvJU1EnIoyq6I1VTfwKDJel0RU1S0ng3GcdN60cx+Jt7JO/3yreyAfkel0DN5IYCCbo8vdqg3KdRzFHgDabvIRwv8AeK+vr+//A9Db2wtAX1/fDPAnvb2972J6Df/fgf9Q0L28xxE3nWCjbHVazVZtPz7wJOe77q4ro7LMw1ABfW/zZSOrM3ZpAVbiL1u6R67JyomuJtobKlIaHUCmd+tGo0xW73MqEN67MU/Mxv82puqUeV2oETX19zmaLyTvV66Iu5Nc13xbdzueBKY1/TB3WgNNRYtGeX9khr9+7xZhNfUeCegyw1EvD3Tsgw6Qj/XQefpTDA7eYmR6lnZW2R1dQp6dxFhawFhbRUqPPq8T9zYuRaVUV2kMhODCBCgunlLcHNY8TCkVTLpquempZbKkgafbO1Gia+AtRTOci7L9LVUZucjxnfjMJzoTf0suAAXTceHU4ZYM2zcrLL93VJ3HDjdzsLWGV/vHuDy+mPr3WGozjXxEptMxeKOBAavn2yo9LN8gw0af9a0OoNxv5COE9wP/Z9K/DSDxzdDX13ejt7f3fwL/GCGEMxA3nWAjbHVazVZtX5ElvnLmZEob1+nlNarKvfz6s8dSUgK2c0KYT2QoOULpSbOb8rpkPvOJTgYmfBkDdjimMTKT/0RCkSW+/gunLFvfxvdvMznOdu9zIhBGZ/y2DTO8boWKEjeraULY65Id3UdOIu5et5LwYU4WBFbfq05bd29qEqgoaJLMl//0fXPfoypuuQSXoeFCx2XolLhk9jRW3nmPLKNU19B9subO72JRCKwgBVaQVnwwM4k+PUF46jau4AouLZazXbRLU9nNGru1FfToJGpIJqJ4qfiry3CpBVp2cYNKoqMByikByUM4atiKshNdTdRXWnSVU3XcisxnTx9A0w0GJnwZ91NyBDob+1uqMp4pgAvXZ/nc6YMAKfnyYArt5A59+YpMJ2NwIQMDm93WZtymRF1SfuQjhGNAOOnfAaAx7TU3gb+/2Z0SCAQmW51Ws5Xbf+/GPNO+UELYhGMag5PLyD0b6zhXCJxWzKcPQO5114ZoUnepzz9xMGNAjnP+2jRnTnVtKFL79V84ZdthbqMRq1zvy1Y4dWlkjonFIC6LKKHHJdNaW2bZNritrtzRfZQt4q7pBl63gkuR+M47N1LO/2aXmDc7CUw5p5JEDIWYZFoalrgV9rVVcax7L9FYjFfeHmLk9hIH26p59mQnHtf6frs9UNdo/gBa93H+459dZKlkN2XSKq2E2Kcv0xBapFkLUqVH8CR5G6cX5iRSKrQ1uD2GcXsMSZbZKyn8K93NnKuCaVc1k0oVE55aFq+VQJMLyirAc6f2/UeOtvGtCzfQkqrXks/NZlc5T3Q10VZXnrH6Me0LcWlkjuOdjbjThLLbJXO80zxPdkJvZMaf+PtGcnILGRgo6P1FfhFlUZeUH/kI4duYThFxhoBPpL3mYWAJgUBQEKwGnOOdjQUrwNjKtJ1ijUrkigxZDUAlKIll4eRzdKKridbasowBfWpp1dGAlS3qY/XejZ7Tjbwvfd8kiYTPq1uRqa/08vwnuxmd8fPS2eGM95860mp7HzmNuMeX4b/zzo3E3wuVx77ZSaCdgD/WUc9zPfsSxVJnfuctgmHTjeKdqRle/2iWP/jlJ/CgJ3KNNd3g8vgi71yf5vJsBFWqgpIqrgBeNCo8YWr0MDVaiBbVT7u6zO7YCnvcEdyxMJKm2VapG7qOG50mYjTFQnTH5tDW20W7LnwAN9qgqQUaW9Ca9/Cf3pnhg/kIiuFGk0yJYJX3u5lVTkWWePxwS8ZzE78nAVQtLVdeM3jvxjyPHmy2FXrnr03zrbdHNmw/mO89sZUFaZv5/hR1SfmRjxB+G/jxpH+/Bvxmb2/vN4BXMAvmfhz440LtnEAgSB1wtqI5y1al7dyrUQm7ASi+LJyM3YAeVZ3lx+Yb9dnoOd3I+9L3zTCs80BlScrYdsm6v60V+UTcFVnipbPDGWkZhYj+bXYSaHVOS9wKz/XsS1y7b54dMkUwgCShorAQhX//t6Psbaxkf1MFx/fU8L//aT8jk0voqprxOREUoq5yFikH6sEwKDNiVOthnj1SwxOtXpidYuXGKKHJKWr0NbyGimwjjWVARsdtRGF5HmN5HmnwI1AUVLeXZ2IeepQKppVqZtyVTLtrOPFgNz/15EEULQayx/E5zsaB1mpKbO5Jq2cw2ZnleGdjhtBrrS1jcjFIdF1Ax+0Hf7HvTf5r71OOxHA+90Q+BWkjM340XUeWJC6NzDm6zzbz/VmMdUnF3F03HyH8x0B7b29vx3qXuf8IPAP8PGZesASMAP+qsLsoEAji3EvNWe7VqES+A1C2AT0X+UZ9NnpON/I+Sws8Vae9ocLWvcHJtvOJuIP99Th/bZpvXxjd1IRwM5NAJ8c9MJHZiQ/g3LVpzg5MJwTc1NIaEcMLsieRY2z+v4ZXlqgp9zAfWM9MlCRCkgfdU0r5kQegswEtpvLK//wBw6sT1OhrNKp+dsdWaNdWaNFXKdOyt4s2DB1J1fGoMTqBfeoSGhJRFAKSB7n/Csp8P9Q3QWMrNLVCVQ2UV0JpObjdeQudXOcvl5XaV86cTEkhGp5e4ZsWKxOzK2t5eXE7vSecFqSd6Gri1f6xvIMXm/3+LKa6pGLvrptPi+U3gTeT/h3q7e19HFMMdwHjwF/09fWFCruLAoEgTrGmG1hRjFEJJ+Q7AG1mwMpXdG/0nG7kfU73Ld9t20X7BiZ8iZSCXD7M8bzkQqdL2OGkwYfVcXe312YUUwKJDnzhmJYojAQSUWN1PdcYoLXay9d+4XG+9N/OM7vgB12jxKWwv7kS3TD4s3ducGlknqmlEKqnznyT0YbXUGmUIlSpYarUVZpjZkpFm7pCvR6izIih2ESN73gbq5QZKizdwliaAEVB8paYAri2HupboL4RraGZF3+4yIdLKj7dTcxbyoHd9RuyHYuLx2RrvGTi1zqeJpF8va2cXCA/L+58bOacfBc7DV5Yfe5WpsXly2YiusUewNlUi+W+vj4V+E6B9kUgEOTgXks3yDcqUQzLZ/kKu80I/o2I6I1GevJ9Xz77ttnmBpCfD/Pw9EpGXrLdhHCz95TTBh9Wn3Pm1AH+/NL4nfQIC1TdQJbuiONkPC6Zf/qpBygtL+U//PKPm+dgZoV99WX8j0s3+O2/vo4aU1FItzqTMFxeouWVDPjD4G5ALtGp0KNU62vU6mvUqau0qSu0qyt0ucJUqCHTxcKuXTQGaCpGKIgUCpotpqUBcLlQXSV8KubiuFLGjFLNglLG4motA29pPHh0n1mMV1pmdvVLwu6+Sb7muazU4tjZD8bP8Uas/HLZzKXfxy5F5tZCkItDs4n7zIlgzlUrsFVpcU7Z7GcXewBnU0JYIBBsL/dquoETimn5LF/RuBlxWqxR863aNyfRPic+zE4mhIW4p5xEs7J9zsu/+jQvnx9mYMJHdZmHi0OzKYWB8QLEdOIFaj0HMn1fLw7NcmUmRFh3g+JGMgxcaGZKhaHjRuNkVyMnDzTT99dXCasauiTjV0rwKyVMUAte8OgqjXKMX+xp5XAFSEvz6HNThG7dBN8intgaLnTblAoMHWJRPLFoUkrFJBEUggEPyncHYLAdGpqhpgHqG6G6DiqroawcSspAUSw3HT9eIONe8bhkSzu9r//CKX6x701mV1Kt39K9uPO51gO3ffz71y9n+CNbNXTRdJ03r0zxzuBs4vo7CV44ucdyvSaq6on7rLu9ljOnDjguErQjPrl78+oUVyd8CdeYfCO6xR7AEUJYILiHKGbhtFm2evlsq6LNm91uMeXypZMt4nm8s5H3bsznfdwbifbFie/D8PRKSnqEW5GpKfegGwaabmzabi4ZJ9Gs/uFZBm77EkV96Z/zc08dSux/smB2KTKarqfEc12yxOnuVp7K0pgifZ8MSSKGi9j6S0vcCh8/1sXxffXs+WiGsakl1JiKR5FxuWQ0zSCiasgeLzUtjRzoeRgzLK0jr4WoCKxw7t3rfHTlBk3rKRWtWoA6PUQZKlKSck/W8MkpFeWosBQC3xQoMrhLoLLSFMJ1jVDXZP53fYMpjCurobQCSktBviOO0yf/HpeM2yXzysWxjEmHxyXzX3ufyurFnUz6PT08vZJxraOqzvevTHEhSdymF8O9dXWK89dnLK+/k+CFk3ss22uOdzZy5re/l1h5uDy+yJ9fGuflX316w2I4+V61amOeT0S32AM4QggLBPcYxSycNsNWLp9tVbR5u6LYucT2VqeUWB2nS5GIqfqGvH2zRfvsIkVW+9BWV04oEmMpGGFmeY3//c/eS7HMKsQ9lSuapekGL353wNLZIlc3vFsLQd68MpVxnHvSChKT/5bN1xnuRJIfPtDKpRvzdHW20bmvFUUyONBYwcN7avlwdIZbs8vsbajgWEf9nWsmy1BeAeUVlD3g5dItBTUWpVoLm0V4UoTnDlaxhxDMTMDSPHrQj6TGskeNVR3UIKwFYW7a/BzFZUaEK6uhps4sxKttMMVxdQ1U1UJFFXhLeebje6irMH2Om2tKebV/3HZy43HJ/N4vnc4ZLLC6n1pryyzTduKfc+XWEt88O5RwNInfx6Mz/ozOi8nXP1fwwknENNtrXj4/nJF+EwyrvHx+ODEJyxc7j/Q4iiwR0/SUiacdxR7AEUJYIBAUBVu5fLbZyKCd0NyOIpBcYns7xLjVcRK78/eNHnc+kSKrfZhcWkXXjUSBVNwyK+4SUIh7Ktc+XhqZYzEQyXif26azXnqKwzuDsxuaCCT7Opesi7hTR1roaqnmeGcjv/Hyuxn7fOb0IRRZ4uMf28/HIdEqGjV257/XOdZRz/4W08psSVJYdVVR0lLFrp88BtEwBFcg4OeHPxxk9PoYbbFldmt+6rVVyo1Y9pQKXQc9ut5Zbxmmbq23sfaYLhTVNVBTj1bXyF+NrTIUkFjBS9Bdzg1vGXJMQZLcGJL5CXZ2evk2mZlaWqWtrpxpX8hSAKq6wbfeHmVgwpfyfOW6z3IFL5w8B9leE7eVS8fOtcQJdj7ZcVTd4JWLYxnnwo5iDuAIISwQCIqCrVw+20xkMJvQ3I4ikFxiezvEeK5BETZ23PlEiqz2wa7tc9wlIJ97ym6yk6upze3FoGVktq7CW1BbO6e+zgAXh2ad3ROKYv7Eu8oZBqgqaCqKpvKlzzzC5bF5bs0H2NNYeSd6XFpm/jS2olDP386U44mYRXg1eohGIvzE3hJaw4uwMAsBvymesxXi6RpE1syf5QW4dQMkmdO6wkOyl2VXGfNKOfNKBYtyOX6lhBW5hGWljJi3lEtXbvLtt2NEHK5QWD67qk5HYwX7mipZCIQZmPBluFCoemZ76kJYneV6DhTZbFufngesyJKtO0l3e62jz09H0w1UXUdJc+FwyRK6YaS4nhST+8NGEUJYIBAUBVu5fLaZyGA2obkdRSC5xPZ2iHE7p4dkch23phv0D89ydmAaCTh9pJWeg82OI0VW++BxyaianuG4kOwS4OSectIcwa563+2SMwre3IrM8093b3jJGEwxmyzKnfo6g71F3chMjntCksDtNn8ApRyOVVahDk4zOu3DkJd5eE9NynEd66hnX2stozMK42opXlcj0eZKmn6yG1YDEFiBgA98S7A0C9OT4FuAUNCMRNth6MiGThUqVXqE3VE/OhJRZFZxE1BKWFTK8bkriEq13Jxw02K4WZZL8UVLmbsZ5IcDrZw8usc8rjT2NVVmpJdIErw9OEtsXUyXeBTWohpa2g2W/nwV4rsr13Og6UZKlP/65HIiGmvlTuKSJfY1VTpKXUj/nC+/1M+126mTgBK3Qk25h5nl1ELE5EYn252yVSgcC+He3t6mvr6+ua3cGYFAsLPZquWzzURssgnNn328a8uLQHKJ7e0Q41bnzypHOFsr2i+91M9HNxcTovWNq1M8tKeOFz7/6Iat5g7tqmE5GObmwmrKayUJOhorAWf3VD5R9fTXxqPS8TSVhNvDBh1H7ET5Myc7HF9nu4nL+WvTnDnV5ViMaLrBl1/+Qeq+tFXz1X/4CIqu3Ykcf/phLo8vWkSOS6Fh/Z7QdVP8BvxmOsSKD5aXYHYS5mfA74NwyHydBRKgYFCKRikaDVqYvdoKqBJqxI1Pc7HiKmVRLmNOqcAXLkftD8HavjvFeOUVUFqO5vby2qVxtKTPkgAMUgreSlA4dbiFt6/PpIhCOz/trVz6t7pHr074+K3XL/PU0Tb+27/4MXr/y9mEY4aqG3z1lfd5aM9NXvj8o4lt5BKl8c9JdjZxyRKffnQfB1qq+dprlx1ZHxaTC1Au8okIT/T29r4GvNjX1/f9LdofgUAgKDibidhkE5rbUQSSS8RvR0W2XXpAcmevbMd9aWSOa7d9KZFbw4CB286XVe3O9TuDs/zmn/0ww73APkE1k3yi6tnSRFpqSnn+6e5EpHsj2DlQPGPg+Dqf6GqitbYsw1N3amk1r2VsywnC1AqXxn2pRYC6xiMPVPJIPM9YUzPTIGTZLH6rqILW3ebvohEIBkxh7F9eF8eLMG0W4hH0Y0QjtpdSxkDSDWQ9QjMRmmKr7EdCRWYNhej7Q+gLrci1DVBdazYBKatkxBdFHplll+FhVfYQlL2oshvdyIz87mmsYCVUd9cdDyxXBDSdN9bt2lpry/AFU3PV489Y/9Asr18adyRKrT5H0w3cikzPwWbH1ofF3kQjmXyE8BDwD4Cf7u3tHQVeBP6wr68vMzFFIBAIioyNRmxyCc2tjgTlEtvbVZFtdZxOj3t0xm+ZzxvT9LxSOKz24eZ8ZgMFw4DxuQCPHWpxtF2ryY7bJdPRVOnotWCKBV8wwvDMCmNzgQ0377B1oJgL8MyJDmrKp1gKRqir8PJkd5vldhRZ4vHDLRlCOKrmd74dTxBkBTxJfsCGsS6ItfWc45h1pNfjhTov1DXced9aaF0YryAFljGWfSyMjbN68ybVsQDlejSlEC99AqRgoKDhRTOL8W6smPvnUsBbBhWVVOpenvTLLCulLCllrMle1iQ3flcZS1LJujj2oHi8dLVUc+bUgbvueJAtPSmjQ2ESMU3n3LVpx6LU6cQ/l/VhsTfRSCafFssP9vb2Pgb8U0xB/FvAb/b29r6CGSU+u0X7KBAIBHeNYrD+ySW2i7kiG8zB1eOSMwSeW7F2VshGet7hvubKgjhDHNpVk5K6EdN0Xusf4+P7m1L8ko93NnJ4Vw1Xbi1lCI+IqvOtt0fRdCNhx/X44RYOtFY7umfsHCgUWeL8wBTfejuUsmR9cWjONrJ3oLWakk2eF6fd0zKQJHC5zZ/1Ojx0fd2hQrWPGkuS2WijrByadwEgqyqNx/3UrSwzPjrBzdk5mqQIzeFFlsZuUhoJUmqoyDbtos3P1iCqQdR0qWhBogGJMAqrkieRb7xaWs2c4WWeEgy3h9rKWk5IizAbwxVaQ1LtOwRuNdka0YCZCqFIElraOVVkCd3AkSjVdANdN6gp97AUjCRypa0m/pDd+rDYm2gkk1exXF9f3wXgQm9v768AX8AUxWeAf9jb2zsE/D7w3/v6+jbu2SEQCARFRrEKzXulGOVEVxNHdtemCE1Jgu7d+Tk4WOUdHmqr5tCuGgaTitdqyj3ouuG4UEiRJZ490cHAhA99vXjKMMyB/ovfOM+0L5SyGhCv3v/W26OWrgJgRt3G5gKMzQUSecO58iNHZ/yWDhSqbjA2H8z4fbbIXiFSZpx2T3N0z8kyyB7TIi1OsjBWVVOwpuNyQU0dWkUtP5w0GHJVcLSphM4y+KuFj6jwBqnW16hXg+xVl2nSVqnUw3jQbFMqJAzcGLjRqTRiNKurdKpLGLEpDI+XsOJFKq2hvDSM8YNzfHcsyI2AQciQGXWX8oOWJv7ZZx5FKV9vHe1yOz6nTrC7/+P33TuDsxkRYK9Lpq2unJvzgZQUJF03uDkfyClK0xtouBWZ5ppSnv9kNz0HMlN9iiFlq1BIhq2diTPWo8S/BPwMUAJEgG8Bv9vX1/cDm/cYAH19fZv6bIFAINipbHUxSqFFdtw14tzANJDqGpH+OrvjujQyxwuvvJ8yoJe4FX792WMgwYvfHWAxECGm6ZSsi+Rne/YxNps7VeGls8P80VtDGXFFV5qFVIlb4UuffpgTXU0p+5luNZVO/H3ZJlMXh2Yzji8XEvCFpw7y2dMHMv4Wv4abWcmIbyO9e5qTY3J6D2m6Qf/QLOcGJpF1jdOHmjixtxbF0MAwiKoGvf/nWVYjdyKynnXHBwNQDJ0qPUyNtkadEaZGDVFDlEOuIEe9EWS/z0y5WBfa2VRPYu8kCSQZVVZY1l2sSh6WlFLmlAqC7jIeOXaAjj3NpsNGaQVU1ZjFeGXr4ljZmCmX3f3/lTMnE64R8UmJhDlhS37NH58b4lsXbqQ4XcRFcvqELvm7wurec3p97e6vQtx/Bcbywwthn7YI+IAwUAp4MKPF/6i3t/cvgH/S19e3VIDPEQgEgqJmOyO0W1mMshUiW5ElHjvUkjNvN9tx2eUdjs8H6GyuYnk1moiohmMaH95a4trkcsoSr90xWKYBWIhbu45hMU3nlYtjtiI2HNN46+pU1nsjHkWzSruwI9tycyFWMpx2T0vH6T2k6Qb/6o/e4aNbvoRA/f71eR7cW88Ln+tBMXS+9cYAS1FwIaOsN6SOajouSUI1DDRJxqeUseat5NjxdtyyREeth+46F3IwYDpSrOcdMzOBsTBLeMmH14hh24DYMMDQUHSNeqLUEWK3toyKTGRNQb40DjfqzE54tQ1QWYVWUc34cpSZoEpdSz0HD3WgVFSaqR4lZaZncw7s7v+Xzw9n+Ei7FJnTR1J9pN2Kgp5270RVPdFsxU6UbiSn915P2YqzISHc29vrBj4DPA88gamyh4CvAH8IHAP+X8DfB34PM31CIBDcY9wrS+/FwHbbBeUauDZz7e5mxXe248qWd2j1PiPNDivbMVgt5bbWlmV0GbPrGKbpBgMTPtscTkmC89dnsoryeD76N88OZaRdyBLIUmZ0eruWm/PN+XR6D70zOMOHt1KzKXUDrk34Eq/9aHqVVdlMNpYMAxc6LkOj2ivjUTViqopbkakqc7OvqYrjnQ13zmvj+sRL12E1CMEV/v/t3XmQHOd93vFvd8/M3gssFscCIEAABAgCkmyKEgiJAnXFkl1xbB12WYKksnwoVtLlyCUnVbIU25GtihnFju2S7U45PpOQgnWYpKyKVbYsi6cIGBRJSQRAYHED3BN73zvT3fmjZwZz9Fx7zczO86lagZrdme7pbmCffuf3/t5LF67z1HNnaY7PsTUxxe7EOFu8WTYaixiuS9iYsZH8iuERw4O5Cbg5AX3XwIrgR5sYS5gkaMI1W+mNtHP9+S5+5M2HsJqbgvKJ9k5o3wBtbcEocktLMJEvQ6Hr/+yNsbzHE25+H+lC52l/z4aioTTseaZpcG24eD34evgdUVEQtm17P0Fd8M8B3YALPA44juN8K+NHnwCesG37q8CPrcSOisjaqqc+kLVgrcNjsWCy3HO3miF7Oe+rVN1hqUU/io1wFWoRF7ZUcWp7ucfhc8fv54XLw1wcmOSZc/30jc6wmPCIWCau55UVyi3T4CNvvTsdqjN7Jr/3yB4uD00ma59N9q9h8Kh0lb4nzvTlnYvc4+96Pn/8jZdDt7eY0VEkc+U03zCIYxE3LN5z9C4O7tjIn/3Dy0xOzjI5leAL/3COg9va+fT7X599XEwTOjqho5MfXEvwreZ5orEEnd48XW6wKt4772zjhzfHYPBVvOF+3PExrMV5DD+8tzGQtVz0JqALg70YLGIwPxNj4ZsXaO7uZiTSwSDNzMdaSTS1sKWrgz13bMbq6ISOjUE5RWsbd21rD73+D+/qKjo5rZzzVOzv7ZH9Wzm4YwPfvz6ansOYOo8nL4TXg6+X3xGVLKjxT8A7CG6K+ghGf/+X4zh9RZ72XeB9y9pDEamKeuoDWQvWul1QsV94yz13qxmyl/O+inXwyH1eKnxmfkpcatZ62Ee5hbZX7Di86e5tHD+2P/2867emeeLl7F+VlYby1HYfuKe8lnArrdzuKanFU85cz6+IzD3+py8OMTEbvrqcZRjpnw1bOa29OcKHH7ybFy4PMzqbYN63wLSY9WByOMHzgwsc3bvp9kS8jDB759YOmiIW8wm4ZbZzK9JOc8Tirfcfhh2tuBMTnPjG88wsDtMWDULyXf4EdxgztCzOYSbigJ8eNzYy/jTwMfGJAm3+HP7YHN7YEJ0YNGEya8SYsZoYj7TxfOcm3nDvfm7MmwzN+XRv6uANO7v58dZxXh5PMOZGSDS1cOeOTRw/diDv5ijsRqTQUsxAydUT33t0L+deHc/r7lLo34/18juikhHhdwLfBhzgccdxyqnm/zpBaBaROlNPfSBrwVq3CyoWTJZ77lYzZC/nfaW+H/YRb+7z9mzp4PHTV9PdJGIRk+1drfT2T6TfY7kdJcK2V+o4ZD7v5IVBnjs/WNG1UYv1leXs06newazuICmxiJkX3C4NTOYtYpGye0t7+mdjEZMTn3xXXriLRczwaz3hcenWLEcP7bz9oOemO1Tcu7+Hu7bf4FL/BAsJl6aIxV09ndy7bwuYBi/0z/GNqXa85nYiTS4bvAU2uHPsb/PoMeaZHp9ky8I4u91JtviztPuLQc/kELd7G/vE8OjwE3iJWbzEOIn5fma/1UuzEWGD0cxwpJXBDd38wn37ubEZhucW2NTVxN5dCaxLZ/idt2/je4MbuDiZ4I7tm8E0+OLTvXi+j2kYHNi+Ie9TjNRSzO+5f0/Jv7dXBqfy6sDTxzTk34/18juikiB8yHGc85W8uOM4LwPhn3uISE2rpz6QtaAa7YIKBZPlnrvVDNnlbn8pITD3eUeTK1xdHJjgmXMDvDo6w8NP9RKLmBy6oyuYjLXEUexKjkOl18ZiwgsNffXgqbP9eSEY4J4d+Z8a3NXTmdfrGGDbhha+8IvH0iPvqY/zD+7YyEfeenfWa+zd1kE0p0d16LWeXvSjCasFPv1z7+T5C/1c6x9j7+ZW7tvdlZ6Id+rCYPo9JAyLEauVEauVq4lgpDratMCGWNClYivz7Iwl8Kcn2b44zg53io3eHM1FehubBKviRXBpdudoB7YwjRs3SMzdxH3iInvb29nbuRH8bnBHoa0Dq6mZ+2Ixfrgpyhe/8TxnJzxG/BgzRrA6nh+NsaO7PauuPRV4u872l7xeiy3aEXZM18vviEoW1KgoBItIfaunPpC1oBYW3khZiXO3WiF7LaXeg+f7PPJUbzrcLCY8fnBthFO9g2WvPperkuNQybWxmPA4/gffTJcBvHR1hL87fZUTn3xXXYThQlf75s7mor1o5+MuEdNg1+Z2vvCLx4hFzJJlOK7n8/ipK3m9l7d3tXLfvi1F99OyTI4e2pk3auzGE/TP+iQwiZD9up4Pnu8Tt2LMEqM/0sk5IGb4tLXOs6Fpji5vlm5vjjfuaKN1bpLEq9fZ4k7T4S0QLdDbOHvUGJidhNkpuDUAZiTopdzcEnSf6OziltVO88AMe/0mdpoR4lgsGiYL81Gm5lpwU6vjGTEWzGgQgH2fSLLlXEru9Zo6H+dujmUt3FJoUuZ6+R2xEu3TRGQdqqVgVy9q5ePs1Tx3tfzLr9BkoLBRSs+Hp8/2LzkIV3ocyr02TjzTm1ULCzA9n+DEM7189O0Hl7Sva+nBQ9v59pm+rEXjDCN4PFep67RU+cnpi0Oc75vIW6Du2vAUv/7FUzz0kTdVtsQ1Jp/58ou8PDBLwmoB38fCI+J7RPFowiVqGixmhMmIYbDow6LVwpjVwlU2ge9zPmHxkft7+Pq3v0dHfIaN3jwt7iI7EuPsdCfZ5M7R5scxMpaLzuYnk/ciJBZhfhYmRmHgVTZh8iO+ybwZY9JsYsRsZchqY8pqYSYRwzMjzGMSNyzmjCgzsTbmry/SGY8zZTSxaEQwDDi4Y0PW9Zp5Pi4OTJSclLlefkcoCItIQbUS7KRyq3XuavWXX7HRw9XYs+Uch2Kz98/eCF+YtdDjK63Yqn7ldAo5evc2fmj3Js7eHCfuekQtk0M7N4ARLFqS+9xi12mp8pOw70OQH79/fZRTFwYrmlyYCt7pFnWGgYuFa1gsAvvu3IQJXLo5gheP0xox2L4hRv/IDImc5D84B/Od3Uxu28u50Wl8z6fTX+DOJpcHdjZDLEFbC5x88SLt44NsTUyywZunyXcxCi35kextHMFlI+C7C2xxp9nDKHFM5o0oC1aU2Vg7/UYLw7QyG22myVxgZPAWnZ7BYjIcT8faOH5gB9bUeDDSnFzxr9J/N9bD7wgFYRFZ99ZDr8taUou//IqNHlYySlmO3OvpA2/ZX/b1VOrj/sxWYZkO7+pa0r5WopxVzUp1CrFMg4c+8qa8SYuff+yliruMlCo/KVbT6vvw2KkrXBkqvapgSqFgvXdrBz/79rs5eiC43nNb7P0751tMjM0k+xt7WHgsuh6PPN3L5Gwc14eIadK5aTO/evx+YpHkfsTjHP2hI/Sev8a1gSF2RBbZ2RbBGB2GwZswPoI/O5OciBfe2zhzIl6bn8BLzGN6M+wzTOKmhUEzs9NNXJ63GLbaGbdamDKbSLhTxM98D7xbQY/jltagjVtrW/DfLe3Bqnk5Kv23tB7+7VUQFpF1bb30upTiio0efuAt+/NGKQ/fsZGjSwjyy72eSn3cX6hVWKoF1moqd1WzUp1CcjtmnF9il5FS5Sep7//g+mjWksIpZ26M8YPro2Wfo0KrC7754DaOHri9HHjuTeDHfvR1PPToi8wk62oN36fZgv45Fy8BEYIV8IYm5vjB9RHesG9z8MRoFKt7C/c8ENQzu67PD85fZ8gd4M5tB9nX7PHtU68wNzHBtsUJdrqTdPvzNPvxoH9xCBMfw3OxcLHcOMTniRoGr/UNEhgsGhHmzSizZhNdt6bh6kywyEdLGwwPBKE4Eg1CcHMbdCa/19qG29TCZ770QtnXfr3826sgLCLr2nrpdVkt9TCiA8VHD3NHKZdTzrHc66nUx/3FWoWttkpWNSu3U8hyuowUWuQkdxGTh5+8wJe+cynv+W7yI4Byz1HYZLGE5/PoySucvTHG73z4KEDe34ejB7Zx+I6u24EvFmFDW4zB8Tl8K4hZpu8Rc10ujy3wBisS9DfO3FfP56HHXgyOV7Kl29YNLYywh6aWWbpic2z0gi4V77y7mzusRRi4CaPDMDMFiTh5xdJJhu8TS07Ea/VdfHcBz53FujkFfRehqQmamoNA3NUdLBvd3glNzbhDfVwbm2dgOk7csGi6NMEdNDFrxph2Y/TedAse13r5t1dBWETWtfXS67Ia6mVEB0qPHq5UOcdyr6dyuk3EImZVJsYV2rdyVzWr5DUraeWXuYx12PX4E2+8E8MomAOB8s5RoSWu5+MuZ26M8dz5Ab7+/LXQvw+5gd3zfT7/2Evp9+0ZJsSi7Nq1DTo2BDubSIAbB9flpQv9XBqYZD6RDI0Jl77RGRK+wYzVxqjVBoDp+3Rt3ckdB7tgchwmx2B6Chbm4NYgDPXB+Ggwuc7zwPcxyC6sCEoqPIz4YvLgzIFhwugtuHk1GA2ONeE1tXBlzuCa28KI0cyM1cx2LLZhEDeC1f3iCxazL/rQfCgYOW5pDf60rLr5t1dBWETWtXpq91VramlEp9TI9FpN4lvu9RQW2A/u2JBu8VbNUfdCNxPlrmpWyWtW2mXE9XwefuoCL18fzQqor7w6Tld7U9EQDBCxTPZs6Si5Hcs0iJjm7QlzSXHX44+/8TKzC4n0aHHu34fMGy3X8/Ped96CLtFoug73lakBBr0YlukR8V2ivge+R8QwsibixaIRduzYAls2w5bkREDXDUaFpyZgahzGx4JwOz0FQ6/CrUGMqQlYXMxaYS+L74HrBSPV8QWYnQbDZJcP2zFYMKIsmhGmjRgjVhtDVhuTZgsL0Sb2eeNw8VzwXqLJ0oq2Dl5nxNnFDGOexYwRwzPMmvy3V0FYRNa1Wm73VetqZUSn3JHptZjEt9zrqdAKeEuZTLbSit1MLPUmYyVuUFLnPzMEpyzEg968YQtzZI6Eup7H46evcvTubSW3fVdPJ9GcnrtAcuJb/vbD/j5ktyKb5Jlz/fSNzvDIU72h/ZATnodhWSx6JotGEM2aLINdXS3cGpvGjS/SZhnc1dPBvXu6s3fYsqBzY/DFncFjiwvJYDwBE2PBn4sLMH4LBvpg7BbMTuO7ibyh9PSS0b5HDNIlFZ5r0M0sOxITuFgsmBZEm9h0ZQTGu2FjN7R3QHMrjI/yGtPiR5tHuT6+wIxnMB9rY8vmzRzp8oPRarM2+mIrCIvIular7b7qQa2MptfSyPRKXE/LmUy22jXbxZawXupNxlKfm3qvT5zp48yNsbwQDMH1+OCh7YxOL2TdnHS2RLk1tYCfDHmeD+crmKTX3dHEwPhc9v74PhHTyNqPYn8fUu8b4CvfuRQ6knxk/9b0TV7W6yZXP/zc8ft54fLw7WttXzeW5wYjt27yz7Dh8FgTdG8NviAY8Z2ehumJoKRiYgx3doYnTl+gbXqU7fEJNnlztPpxTAht4WbiJ1fEA3Bp94DFBYyb09B/PWjBFmsKvjo3YnVt5n13buTVbTGG5zw2dTaxe5uF1fsybHpH0XOwlhSERWTdq8V2X/WgVkbT12JkupKAuZLXUyXvrRo129WaLJn5XsPao0HQ0eGenUH3j9vLaQejr9dvTeOVOXqbyzINPv7uwzz06ItZSzc3J8sbUksYR0yjrFXsip1jIO89RkyDn3rzvvRy0vnXWgRoCv7T92+H4lTNcVhHCcOEjs7ga/suXM/nNx9+liljDxvbttHlztLlzdOCy9t3t7JtfhRGhohPjGN5QW/jzLOe/u/MkorFBZiZDkZ6R4fh+mWsWIzd0SZ2N7fAfBfEtwQlHTU0DqEgLCIioWplNH21R6arOSmwkve21iPja31cMkN3wvNKhuCfectd6bAIZI2+hrVTq+SayesEkXzvn/3AET75V89y49Y0Cc+nb3SG3zjxL0WPSbFzHBaSXc8napnlHWPDuN3yLJmN8dyMYJwIHTV+6eoI18cWSUTaGaYdAN8PFv3o7tnCtj1tGBPjRGanGRgYJT48yObZEVrnJzHmZoNthBZm+8H3vOR7Sk3EM81gyehIb1A68fZ/HUyqqwEKwiIiUlAtjKav9sh0NUsvKnlva12zvZbHJTd0WzklCJmak8coMwSnFFoUIzV6vNRa7tRN4OmLQ/SPzab3bSHhlTwmpc7xit/kmVbwlVwtDj8ZThOJdDi+NjSVvRoeYBgGc2YLXXftg2SvYzORYMf0ZFBjPDkW1BvHF4OJeLf6YXgwmKC3sJAMxiHnLHfUeG4OZmcUhEVERMqx2iPT1ZwUWMl7W+ua7bU8LrmhOywExyImx+7p4W2v2VHRMQobPc5VqAQktxPEk2f68kapi5WypF7zPUf28J774erQVNY5XpPyI8MAKxJ8JUeNd+zdSfyFARLxOBHfI0rwnnZsasuejBeJwMZNwRd7g5y7MJcMxuPJ9m2TEI/D+AgM9d/ubVyofhk/ObGvNigIi4hIzVvpkencj+GrOSmw3Pe21jXbKxm8S9UaFxvJdT0//V7/03vuLXoDVOgYlQrBpUpAUj9z9uZY3vPDjknYax7csYH3Ht3LpYHJ9L5Wq/zoyIEe7tq1mXM3x5hKeBjAphaL3/jog1iRZI9jL6QsxQCaW4KvVPs2zwvC8NTtiXgszsPcDIwMBeF4Ygzm54LR4aaWoNNFjVAQFhGRhpIbUmIRk2jEpBmrplvsrXZoyg2r9+3bsmI9gEsFzUIjuYfu6GJLZzMPHt6etcxx2P4uNViWUwKS+pnMyXMAUcsMPSZhr/n966Oce3WceMLLOwZhN0KrOVHRMg0++4EjfPD3vwkEA70jcy4f/dNnOPHJdxFrNYOA67rgxnEX47x0aZBrg5PcuTVo4ZbeF9O83b5t552AkexjPAmTyZKKqYlg9bupcWjtCEo3aoSCsIiINJTckJJqa/VTb95H1DJrusXeatVsFwqree27lnBcygmamSO583EXwwDP93n5+ihNUYvR6QWOHrj9nkuF60qOUTklIIVGrI/d08NbX7Odv3nmYlZYDft53ycdpMtpk7faExW//J2LeWUe0/MJTjzTG6xsaAaT3Fwrwme+8n1eeXWc+GKctkg/h7d38JvvvxfLd3E9n5eujnBtaOp2SG5qDpZtTrVv83yYTS76USO1wSkKwiIi0lDCQspiwiNqmXzowQNV2qvqKhRWX7g8vOzgXU7QzBzJffJMH8+8MlA0NK7kRL5ySkDCfqY5anF1eIrnHhvMC6thP5+rWL31Sry/UiPKZ2/kl3mEPZ61L4bJpAvP983y8IuDHH/Lfj77xee49OpYetGPAz0dfPr9r88O7KYB7Z3BFwR3BUZt3GjWxrIeIiIiS+R6PicvDPLIU72cvDAY2jorUyqkZCpU+1rpa9erUr1ul6Pc450ayb2ju514TglC7r6s5P6mRqObo1Z6lbrccoewn9ne1Urf6AzzcRefIKy+fH2Uh5+6kC4rSf181DLJHcgtVm+93PeXGlF+6NEX+b9PXuChR1/kM4+cyrp+D+/qCn1u7uNh+5LwfL787CU+8ZfPcqZ/mnHXZMpsZsBv4rvDcZ7vn4OmZlzD4ruXb/HoySt89/KtYPtWpGZCMGhEWERE6thSPkIud9JZNfsLr4RKakxXsyNFpZP8Cu3Lnq0dnLwwuOITHMupKw77md7+CR55qjfrtVIB8eyNsayyktRS2ueXeQwy31+x81vOiPLxYwf4u9NXmZ5PpF+zvTnC8WPZn4oUGt1OeH66n3KmuYTPpdF53niolc989RSv3BzDjcdpixgc6mnnNz54P7VTIawgLCIidWwpHyGXO6GqlpZ2rlSlIX41O1KUc7wzQ93erR0c3LkxKzQe3LmRx09d4XzfxKpMcCynrjjsZwoFxLCyktTqd+XUW5c6H6XOb9go7nzc5eLA7VKMWMTkxCffxYlnejl7Y4zDu7o4fuwAsYgZui8vXx/NC70JL3/Z6VjEJO56/O7XXuLMjTHirgeGxbgLLw4tcPrmNG+6u3bqhBWERUSkbi211205waea/YWXq9IQv9odKYod70Ktxj71vnvTfXcTrsd/e+ylIFRRGxMciwXE1HWSWoQjc9S2nGun1PkodX4LjeI+c66f48f2p18nFjGDiXFl7MvDT13gy89eynqvTRGTHZva6B+bzbpBefTkldD66Fr8+6MgLCIidWs1P9Jf6wUsVtJSQny1VhEMC3Xn+yYwDYMPPXgA1/P5hT/5djoEpyxUeYJj0YAYtdizpaPgqC1Qsmyl2PkodX6P7N/K9q5WrgxNZf1M3+jMkj7RsEyDj7z1bs7eGMt6P9u7WnnzwdSERxPX8wqGYICIZbJnS0dF215tCsIiIlK3cttuRS2TjW0xPN/H9fxljRCu9QIWK6meQnypUHf64hCj0wt5z0uNBFdToYB4z86NYBA6anvqwiBfO321rLKVQnXApc6vZRq85Z6evCC8mPCWPCKbOUp9cWCSZ8710zc6w4mnL6bfw2t3bwptM3f7/Xg8fvoqR+/etqaj98UoCIuISN1K/XI+dWGQP/3mWUanFxgcn+Pzj7207Ilt1Vr1ayVUK8QvZRGIUqHu0sBkXhcJgO6Oppq4KSl0nXzx6d7Q5ZifPtdfVtlKsTrgcs7vge0baM45rtGIyZ6tSx+RTY1SA3zlO5fSJSqp93B4V1fRtnGeD+drrM5eQVhEROqaZRqYpsH4zGLZCxZU8tqrXS6wGiuIVSPEL7XLRqlQFxaUYxGTj7/7cEXvZ7VXasu8TlzP59lXBvJ+rilq4UNZZSul6oBLnd8j+7dycOdGfnBthFTVRtz1ePzUlbxV+ipVaBTfMo2sc2nlTKQr9F6rSUFYRETqXr1ObFvNFm1rXfO71C4bpUJ7oaCcudJcKZnHOVVC093RxMfffXjZoTDM6YtD9I3O5D2+vauVtx7eznPnB0uWrZS6pkudX8s0eO+RPZy9MYaXrK/2fTjfN7HsG8SwmxPLNHA9P6ttXNzNrxmutRIdBWEREal79VQTm6neW7RljrD29k8s+WakWKhbidHt3OMcdz0Gxud46NEXOXxH14r3hr40MJn+dCLTsUM9HD2wrayylWLXdLHR7czv3RyZzp9kuAI3iKmbk7M3Rll0gxHfhOfzt89d5uyNMX7nw0d5093bcD0/tH66FkpaUhSERUSk7tXrxLb1NJK9vauVWMRM143Cyt2MWKaRPpeXBoLV1SoJw2HHGYLJY6tx41FoSeb9PRvKDvaFrun79m0p2o0i83vRiIlhBCPBKStxTizT4HPH7+djzhMMTsylH19IeJy7OZY+nvVQZ68gLCIida8efuGGWU8j2f1js1k9ZVfyZmS5JSSF+urC6tx4lLoxK3cBj7BrutinCJDdqWIx4WEaQduyhOut6Dl54fIwI1PzeY8v5HSmqFZbvnIpCIuIyLpQ679ww6y3kexjh7azv6dzxW9GlltCkjrO6ZXOMqzGjcdK3ZiFXdPFPkXw/fyJeL4PDx7qYdfm9mWfk8yyixsj+csrA0RMo+Zv5DIpCIuIiFTJehvJ3t/TuSo3I8stIQlrsxdPrOwIadg2V+NYlPoUIex7b3vNjrL2o1TtceaofMQyMQ3IzcK7NrfX/I1cJgVhERGRKtJIdmkrUUJimQYP3NPD0eQiHfV045Gp1LFf6nkpVX4SNuHQMCBmmSy6HhHTYNfmdr7wi8fq6ngqCIuIiEhF1nokO9UT99zNMRYTHrGIycElBu+l3nisZh/iSpQ69ks9L6XKT8JG5X0/6ISxEmUX1aIgLCIiIhVb85Fs3093P/B9slshrLLV7Pe8FKXazS3lvJQqPynUCaPcsotaZVZ7B0RERESKOX1xiPN9E+mJbnHXSy8MsVbbT42W+uR3algP9m7rwMjJ9IZBeknmVElGc9TCIAjB9TCxsxSNCIuIiEhNq3a/5Wpvf6kqKufwIXeM3U//T/aEw6fP9eMDx+7ZzqkLg1wZmuKunk7u27eFFy4PV718pBIKwiIiIlLTqt1vOWz7Ectkz5aONdn+UlRaznFlaCqv2sT34erwFA/c05N+7Gunr6Zf88kzfaSqVJqjFgDxhIvr3x4xrlb5SLlUGiEiIiI1rdofyx/Zv5WDOzZklQ64nsfjp6/ihvTSrQWVlnPc1dOZDrMpzTk3G7mv6fm3S7Xn4y7z8SAEp/5/PZSPaERYRERknauVjgdLVe1+y5Zp8N6jezn36jiLySWkPR/Or8LyzMuVOtePnbqSt5JesXKOclriFVqqupD5OigfURAWERFZx2qt48FSVbvf8pXBKeKJ7FXpaq1OOPNchy0nXaycpJybjWJLVYeph1XmVBohIiKyjjVCx4O1kAqBmaIRkxu3pjl5YbAmSiRyewFnqqScpFBnutwSFdMgr9NEpnpYZU4jwiIiIutYvXY8qDW5pQOGEbRx++eX+/jO+cGqjbJnlr3cHJkODcH37unmfUf3Fi0nKfXJQWo7r929icO7urBSo70+XBqc5KvPXWI+fnvEvDlq8Qc//5aa/9RBQVhERGQdq3bHhfUis3TgyTN9PH1uIN3XOHcVtrWSG16jERPDyB7RbY5avO/o3qz9CqsZL7ay3JH9W0ND8vFjB7BMA9M0gPzA+72rt2r+ZktBWEREZB0rZxKUlCdVp3xpYJKEW/164dzwupjwMI2gtVvC9bLOdSr89vZP8OwrA/SPzWZdD6/dvangJwdAyeWXc0ei62GiHCgIi4iIrGvV7riwFNXsclHOtsNG2WMRk7jr8chTvWu2z2FlL74PDx7qYdfm9vS5BgpOokuF2sO7ugp+clCqvGbv1o68kWjDoKb7LKcoCIuIiKxz1e64UImldLlYqeBc7rZzR9ljEZNoxOTRk1fWtDNHobKXt71mR9a5PnlhsOAkOghCrWUaRT85yN1O5kRBzw8KIzLn2Bnp/6ltCsIiIiJSM4rVqoYF+ZVsD1futnNH2eOux6Mnr5S9zyul3LKXUv1/m6IW+3s2cPzYgdBPDkpNFNzYFgtflW5oigcO9oRvtEYoCIuIiEjNqLTLRaXBeaW2nTnK/shTvVXpzFFu2Uux/r+ZbdUKfXJQaqLgyNQC0YiZXmwE6mdCpoKwiIiI1IxKu1ysZHu4pXbYqGZnjnLKXsJKOXZsauPYoe3sL7OUpNhEwbjr0bOxhfGZxbqbkKkgLCIiIjWj0i4XKxlCl9pho9Y7c6RGdE/1DvL02X4AHjy0naN3b6u4fCTseDdHLT7+rsOYplE3EzJTFIRFRESkZlTa5WIlQ+hSO2zUS2eOr/3L1fRxWuoiIIWOdypU18OEzEyGX2gdvVVk27YP4DjOmm9bRERE1pdU14haDqHVdvLCIA89+mLeSO6n3//6isNrnR7v0B3UiLCIiIjUtXpqD1ctK1lLvZ6Ot4KwiIiIyDqU2V854XnEIiYLddjZYTUpCIuIiIisM2H9laMREwiWYi5VS13N1f3WkoKwiIiIyBoLC5rAioXPsP7KzVj81Jv3EbXMorW9K7lISa1TEBYRERFZQ2FB8+DOjeD7nO+bWJHwWagmOGqZfOjBA0Wfu5KLlNQ6s9o7ICIiItJIMoOmTxA0z90c4+zN7MdS4TOX6/mcvDDII0/1cvLCIK6X3wEs1e83U7k1wcUm1q03GhEWERERWUNhQTNzeeKUsK4O5ZYthPX7PbhzI57n88hTvUVLL6q5Ut5aUxAWERERWUNhQTMWMfH9YLnilLDwWW7ZQu4iH3u2dvD4qSt8/vGXSpZe1PpKeStJQVhERERkDRUarQ2rEc4Nn5X0A87s93vywiDn+ybKqvutl5XyVoKCsIiIiMgaKhQ0gZLhc6llC5UuqLGeFs0oRkFYREREZI0VCpqlwudSyxYaqe63EgrCIiIiInViqWULxQJ0oyyeEUZBWERERKSOLKVsoVg5RqMsnhFGfYRFREREGoif0XY4rKdxof7F65FGhEVERETWuUL9h1+7e1NFk+jWG40Ii4iIiKxzhUZ+Pd9f8gp064GCsIiIiMg6V6h9mmWa3LNzI81RCwNoXseLZ4RRaYSIiIjIOndXTyexiMlCxlLOsYjJ/p5Ojh/b3xCLZ4RREBYRERFZ5+7bt4VoThCORkzu27elYRbPCKPSCBEREZF17oXLwyRcP+uxhOvzwuXhKu1RbVAQFhEREVnnii2x3MgUhEVERETWudQSy5kaqTtEIQrCIiIiIutcaonlRu0OUYgmy4mIiIisc4WWWG6U7hCFKAiLiIiINIBG7g5RiEojRERERKQhKQiLiIiISENSEBYRERGRhqQgLCIiIiINSUFYRERERBqSgrCIiIiINCQFYRERERFpSArCIiIiItKQFIRFREREpCEpCIuIiIhIQ1IQFhEREZGGpCAsIiIiIg1JQVhEREREGpKCsIiIiIg0JAVhEREREWlICsIiIiIi0pAUhEVERESkISkIi4iIiEhDUhAWERERkYakICwiIiIiDUlBWEREREQakoKwiIiIiDQkBWERERERaUgKwiIiIiLSkBSERURERKQhKQiLiIiISENSEBYRERGRhqQgLCIiIiINSUFYRERERBqSgrCIiIiINCQFYRERERFpSArCIiIiItKQFIRFREREpCEpCIuIiIhIQ1IQFhEREZGGpCAsIiIiIg1JQVhEREREGpKCsIiIiIg0JAVhEREREWlIkWrvwJobH6n2HoiIiIg0ro3d1d6DNI0Ii4iIiEhDUhAWERERkYbUeKURNTQcLyIiIiLVoxFhEREREWlICsIiIiIi0pAUhEVERESkISkIi4iIiEhDUhAWERERkYakICwiIiIiDUlBWEREREQakoKwiIiIiDQkBWERERERaUgKwiIiIiLSkBSERURERKQhRaq5cdu2q7l5EREREWkMvuM4Ru6DGhEWERERkYZk+L5f7X0QEREREVlzGhEWERERkYakICwiIiIiDamqk+VERGTt2Lb918BHgb2O41yt7t6IiFSfRoRFREREpCEpCIuINI5PA4eAV6u9IyIitUBdI0RERESkIalGWERkGWzbfhx4D/AJx3H+KOd7nwN+HfgLx3E+VsZrvQM4DhwD7gCiwCXgK8DnHceZz/jZvcCLgAe83nGcaxnfawOeB+4G3uk4zpPJx/+akBph27Z/EvgV4DCwCRgBeoEvOY7jlH80RETqi0ojRESW5xeA68Dv2rb9+tSDtm3/K+AzwFngE2W+1qeAdwMvAX8K/DmwCHwW+IZt21bqBx3HuQJ8DOgCTti2nTmw4QD3AL+dCsGF2Lb9S8DXCELw14H/Afw90AL8fJn7LSJSlzQiLCKyDI7jjNq2fRx4EviSbdv3Aa3Aw8AC8DOO48yW+XI2cMVxnKyatYyR5Z8GvpSx7a/atv0/gX8PfA74tG3bPwv8LPBE8rFSPk4Qtn/YcZyhnO1uLnO/RUTqkkaERUSWyXGc7wC/ARwgGMl9GOghKJc4U8HrXM4NwUl/mPzzR0O+96vA94BP2bb9ywSjwcPAhx3H8crcdAKIh+zPrTKfLyJSlzQiLCKyMj4PvB34UPL/n3Ac588reYFkbe+vAO8jqO/tAIyMH9mZ+xzHceZt2/4AQU3wHwE+8NOO4/SVudlHCMohzti2/SWCke1nHccZrmTfRUTqkUaERURWQHIk97GMh/6wkufbth0F/hn4r0AzQQnEQ8BvJb8Amgo8/QLw/eR/nwX+sdztOo7z+wQT6K4T1DI/Bgzatv1t27bfWMl7EBGpNwrCIiIrwLbtA8DvAWMEnRz+3Lbt5gpe4j3A/cD/dhzndY7j/JLjOP/ZcZzPEpRbFPNrwAPALeA1BP2Cy+Y4zv9xHOdNQDfw48BfAG8F/sG27a2VvJaISD1REBYRWSbbtpsIRnDbgA8SjOS+jspGhfcn//zbkO+9rci2HwB+GzgPvDb552/Ztn2sgm0D4DjOuOM4f+84zr8F/pqgldqDlb6OiEi9UBAWEVm+3wNeD/x3x3H+EfgvwLPAx23b/pkyX+Nq8s+3Zz5o2/Y+gvrjPLZtdwEnABf4oOM4g8AHCCa/nbBtu7vURm3b/rGc1mspqZHgcjteiIjUHU2WExFZBtu23wv8MnCKoMUZjuO4yZZqLwF/Ztv2847jXC7xUl8HLgK/atv26wgWy9gN/Bvg/yX/O9dfJh//hOM4LyW3/T3btv8j8MfAXwE/WWK7fwPM27b9DEEYNwhGgY8A3wX+qcTzRUTqlkaERUSWyLbt3QRhdAI47jhOIvU9x3FuECy20Qn8jW3bsWKv5TjODPBO4IsEdb6fAH6IoBfwR0K2/R+A9wJ/l7uineM4f0Iw6e0nbNv+ZIm38WvAc8B9BH2Mf55gRbtPAe9wHCevrZqIyHph+H5Yy0oRERERkfVNI8IiIiIi0pAUhEVERESkISkIi4iIiEhDUhAWERERkYakICwiIiIiDUlBWEREREQakoKwiIiIiDQkBWERERERaUgKwiIiIiLSkBSERURERKQh/X8GaL06I0cHFAAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -403,7 +476,7 @@ }, { "data": { - "image/png": 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"text/plain": [ "<Figure size 576x288 with 1 Axes>" ] @@ -416,6 +489,24 @@ "theta = cooker.minibatch_descent(X_norm, Y_norm, epochs=10, batchs=20, batch_size=10, eta=0.01)" ] }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "End time is : Tuesday 8 December 2020, 18:57:34\n", + "This notebook ends here\n" + ] + } + ], + "source": [ + "pwk.end()" + ] + }, { "cell_type": "markdown", "metadata": {}, diff --git a/LinearReg/03-Polynomial-Regression.ipynb b/LinearReg/03-Polynomial-Regression.ipynb index 7aea235..1b91a20 100644 --- a/LinearReg/03-Polynomial-Regression.ipynb +++ b/LinearReg/03-Polynomial-Regression.ipynb @@ -86,13 +86,12 @@ "text": [ "\n", "FIDLE 2020 - Practical Work Module\n", - "Version : 0.57 DEV\n", - "Run time : Wednesday 9 September 2020, 14:37:53\n", - "TensorFlow version : 2.2.0\n", - "Keras version : 2.3.0-tf\n", - "Current place : Fidle at IDRIS\n", - "Dataset dir : /gpfswork/rech/mlh/commun/datasets\n", - "Update keras cache : Done\n" + "Version : 0.6 DEV\n", + "Run time : Tuesday 8 December 2020, 19:00:19\n", + "TensorFlow version : 2.0.0\n", + "Keras version : 2.2.4-tf\n", + "Datasets dir : /home/pjluc/datasets/fidle\n", + "Update keras cache : False\n" ] } ], @@ -105,9 +104,9 @@ "import sys\n", "\n", "sys.path.append('..')\n", - "import fidle.pwk as ooo\n", + "import fidle.pwk as pwk\n", "\n", - "place, datasets_dir = ooo.init()" + "datasets_dir = pwk.init()" ] }, { @@ -126,8 +125,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Nombre de points : 100 a=[ 1.72764912 0.98943671 -1.35996255 -0.59821279 0.55493901 -0.05695086\n", - " 1.27311346] deg=7 bruit=2000\n" + "Nombre de points : 100 a=[-0.82698844 1.9933617 0.2683679 -0.36711075 -1.07733898 0.57522796\n", + " 0.60749222] deg=7 bruit=2000\n" ] }, { @@ -153,7 +152,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -165,8 +164,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "X : mean= -0.5952 std= +2.6702 min= -4.8862 max= +4.9493\n", - "Y : mean= +2815.2925 std= +6073.0151 min= -4754.3695 max= +32860.4436\n" + "X : mean= +0.3498 std= +2.7944 min= -4.9807 max= +4.8482\n", + "Y : mean= -1401.6182 std= +3932.3644 min= -18119.6654 max= +4041.4102\n" ] }, { @@ -192,7 +191,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -204,8 +203,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "X_norm : mean= -0.0000 std= +1.0000 min= -1.6070 max= +2.0764\n", - "Y_norm : mean= -0.0000 std= +1.0000 min= -1.2464 max= +4.9473\n" + "X_norm : mean= -0.0000 std= +1.0000 min= -1.9076 max= +1.6098\n", + "Y_norm : mean= -0.0000 std= +1.0000 min= -4.2514 max= +1.3842\n" ] } ], @@ -255,7 +254,7 @@ "\n", "print(\"Nombre de points : {} a={} deg={} bruit={}\".format(n,a,deg,noise))\n", "\n", - "ooo.display_md('#### Before normalization :')\n", + "pwk.display_md('#### Before normalization :')\n", "print(\"\\nDonnées d'aprentissage brute :\")\n", "print(\"({} points visibles sur {})\".format(nb_viz,n))\n", "plt.figure(figsize=(width, height))\n", @@ -267,7 +266,7 @@ "vector_infos('X',X)\n", "vector_infos('Y',Y)\n", "\n", - "ooo.display_md('#### After normalization :')\n", + "pwk.display_md('#### After normalization :')\n", "print(\"\\nDonnées d'aprentissage normalisées :\")\n", "print(\"({} points visibles sur {})\".format(nb_viz,n))\n", "plt.figure(figsize=(width, height))\n", @@ -316,12 +315,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Nombre de degrés : 1 a_hat=[-5.11053929e-02 -6.66133815e-17]\n" + "Nombre de degrés : 1 a_hat=[ 2.69624671e-01 -7.26345251e-18]\n" ] }, { "data": { - "image/png": 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NMWOq9gW/TtIFkjxJN0my1tr/W3fXmyXdbIz5sqSXRjJSAAAAIEKBg7Ax5juSXqhq9fc+Vau//8Vae1+Hb/uBpFeua4QAAABADMJUhK+R9A+SrKSbrLVegO/5hqqhGQAAAAF4FV8TU3M6MbOgnVs2anxsRKViy3O9sE5hgvAl1tq7wjy4tfZnkn4WbkgAAABu8iq+bjh0VJPT81oqexoaLGnPtk06eGAvYTgGYS6oESoEAwAAIJyJqTlNTs9rsezJl7RY9jQ5Pa+Jqbmkh5ZLUSyfBgAAgAicmFnQUrmx+3Sp7Onk7EJCI8o3gjAAAEBK7NyyUUODpYZtQ4Ml7RjdmNCI8o0gDAAAkBLjYyPas22ThgdLKkgaXukRHh8bSXpoudTTBTUAAAAQvVKxoIMH9mpiak4nZxe0Y5RVI+JEEAYAAEiRUrGgfbtHtW/3aNJDyT1aIwAAAOAkKsJoiwW9AQBAnhGE0RILegMAgLyjNQItsaA3AADIO4IwWmJBbwAAkudVfB05NqtDtxzXkWOz8ip+0kPKFVoj0FJtQe/FujDMgt4AAPQPbYrxoyKMlljQGwCAZNGmGD8qwmiJBb0BAEhWpzZF1hiOBkEYbbGgNwAAyaFNMX60RgAAAKQQbYrxoyIMAACQQrQpxo8gDAAAkFK0KcaL1ggAAAA4iSAMAAAAJ9EakTFexdfE1JxOzCxo5xZ6hQAAAHpFEM4QrjADAAAQHVojMoQrzAAAAESHIJwhna4wAwAAgHAIwhlSu8JMPa4wAwAA0BuCcIZwhRkAAIDocLJchnCFGQAA0oOVnLKPIJwxXGEGAIDksZJTPtAa0WdexdeRY7M6dMtxHTk2K6/iJz0kAAAQEis55QMV4T7i6BEAgHzotJITs7bZQUW4jzh67A1VdABA2rCSUz5QEe4jjh7Do4oOAEij2kpOzZ9PrOSULQThPqodPS7WhWGOHjurr6JLjVV0Dh4AAElhJad8IAj3UZqOHrOy5AtVdABAWrGSU/YRhPsoLUePWWo3oIoOAADiQhDus6iOHtdT0Q3abpCGqnGaqugAACBfCMIZFKSi2ynEBmk3SEvVOC1VdAAAkD8E4QzqVtHtFmKDtBuk6SQ1erAAAEAcWEc4gzpVdKXu6xXX2g2GB0sqSBpu0W7Q7TkAAACyjopwBnWr6HZrfQjSbtDpOdLQOwwAALBeBOEM6nYCWZDWh27tBu2e4/IdF6WidxgAAGC9CMIZ1K2iWwuxv7j3rJaWKxooFrR185N0+Y6L1v0caeodBgAgKGYz0QpBOKM6VXRLxYLet/8KXf/pW3XPA+e0XPF1/9lH9e7D3wtVuW31HFzgAgCQNWlZCQnpw8lyOfXDk6d1/9lHtVzxJa09Ya5XtbaLelzgAgCS4VV8HTk2q0O3HNeRY7PyVt7z0ajbSeRwFxXhnIqrcssFLgAgHahyBsdsJtohCOdUXJcm5gIXAJAOnLMRXFyficg+WiNyKshawb2q9Q5fd/Wu1eXYAAD9xXrvwcX5mYhsoyKcU1RuAYTBGfXZQ5UzOD4T0Q5BOMe4NDGAIOg1zSbO2QiHz0S0QhAGAMfRa5pNea5yMkOBfiEIIzd44wR6wxn12ZXHKiczFOgngjBygTdOoHf0miJNmKFAP7m1asSDs9Lp+6UH56T5B6WFeencw9Kjj0hLi1L5caniST4LkmcNi6UDveOMeqQJq2Ggn9yqCH/kBml2Oth9i0WpWJJKpSf+vnq7eXuxzfam27X7rN5ut73N7ebnbH6MQvM46h+rfpwrfxaax9Dm+YvpP15iahfoXZ57TZE9zFCgn9wKwp7X/T41lUr1v+VyfOPJikKhTTDvEMLXhPL6g4MWBxBtA3+L+68J8CXtO31Opx+7V4ueVCkU5Kmo4sCALj83IP3sodaP1+7god0BSO3+BcIB8iePvabIJlbDQD+5FYQ3XyjJrwbiSqXaBlH/90qletuvJD3SdPF9yVuWQhxH9NtOSX/U6gtfieHJOs4WdKn+twzZrUJ53eOumXEIMFvQPJaOByZdDkAyPlsAIJi0nHDMDAX6ya0g/PYPBbtfrRrsrwTj+sDsLTdur9Tfpxaom7evhGtvuW573X0bgnn99iD3954YT3OoX71v02P5dY/ZcLvNz4lGzBY8oeVsQasDhR6r/+1Cf6tg36ndp12g7xj+2/0sHQ4OmC1ARqXthGNmKNAvbgXhoIrFJypdg8kOpd9aVgTkN4bq5mq6Vxe014TqNtX3NeG+bnugx6qv4i+vrerXh/81Bxi1x2k6WGj+/nazBnhCBmYL+qpQbH8A0Laq32q2oDlkdwjfHWci2h1MdJpxCDrL0eUghjaiTGGlBriKIIxVHSsCA4PSgGNHBa34fmNAXg3bzUG7S8W9XWgPPFvQouq/ertD9b/VYzcfSHQ68Kj9zMwWtOZXpGUOllZ1DPIBq/+twndPFft2Mw5BAn+LA5ewBw8pPyiI4oTjtLRWAGEQhLEqzRWB1LzBFgrVD7dSybnZgpbaBucOFfX6g4KGVqMuswXNob3he1pV/+vv36n63+EgJtBBD7MFbdVattB5tqBd61DLin+wwF4pFjW7sKSzj3k6/7xhbb1wo4odzjd47gOP6MHH7tWS58srFOWpqNJASc9ZKEo/OdN1hsJTUR/+Xz/V8blzemzZ18DgoL699Xy969VXqDTQ9PMkPFuQms8TpAJBGKuO3/9Qw3I1UjUMT80kuwRZ2nrXUKfWRsRsQeNsQX0IXzMr0G57q3MMWoX/FpX7dt/bsfpfvz2C2YKGn3k56d9G+vR5tqAoaevKf0HskHR9qy/cGOz7S5L+pHnjKUn/2OYbAp043GG2oG2bUOd2n0qxqO/eOaPT58ryKtLxUklnzn+SXvqc7SoODLQ+UOl2snKrNqdA46x9nZOOk0QQxqpKmwuJeAlXutJcqQZW1c8WYG31fNmT/A7tPs39+e0OAOqr+qGr/61CfqvnCNDy1O6gp91BAxoldNJxUdI1zRvPSLq7r8NoFGa2oGMrUchzBToG+DbtP0FXROrUfjQwIJ3/lARf8EYEYawqtpmq6rXqGtX0U1YvlpGG6bc0jCEKUf0cQR4nL69Z3Lq+TquVLj5m2s4WrDnxuFXFvtVBQqu2oCce63t33a8fHJ9VQRWVfF8lVTTgV3TZ9s26dNumCKr/zQc0nh5bfFxnH35MxUpF1UYJXwO+rydvKGqg4YTrCkuUNnPt3IILRqQPfC7pUaziHQqrdm09X0MDRS3V/YMcGihqbMv5oR8rynaGLF5lKA3tHGkYQxSi+jmCPE5eXrO48TqF1OfZgsrWWf2fMz9qeM8cHixp90suk2IqHmyo+PpYm31CzftEQ7W9TfU/0GxB+Or/L+ce0i0/vVcVb1kl+Sr5FW0oSs8du1Bbzx/uofrfanuAmYr61ijXFNM1a0YQxqrxsRFd8tTNkVzNJ8p2hqxdZcir+Pr8Lcf0s1+e0XKl2m6SRDtHXlpKovo5gjxOXl6zuPE6pVsS75mhLoKR4GzBtoqvn7YI7Ne2Cuz94PstVvdprsq3r/6vCdUNq/x0uH/YlYLa3d+rrLQ8NR24LK+cCL2mncmTNqWnLUIiCKNOmDey+mnRp4+eJ/nS3XMPr06RRtnOkKWrDNUqZfUhuKbf7RxZbSlpFtXP0elxxsdGNDE1pxuP3t3yhNGsvWZxy8u+lUe19+ZnP+0peubFm1UqFjXWpxafLFwEI3WfJ4VC9UJAKauSuoQgjAZB3siap0ULBclX9cB2uHZ0fcX2SNsZsvAGKz1RKWsOwVL/2zmy2FLSSlQ/R7vH2T5y3ur+3ByCpern1PaLzuv9B8iQoP3Redm38qZdy8r+q8YiCXp56Z/PyucJ+oMgjNCap0XrF5uoTZG+rOJroFSQ6k4IHigVdPmOi/o82v5qVSmTpIFioe/tHFlrKWknqp+j3ePIV9sQLEmF1f/FJw0BI0zfb172rbyJs2WFvnDkFUEYobULezVLZU+3Tc6o3HQWbHm5oh+ePJ3ro/BWlbKBYkGvft5O/f7zd/f1AyN1U4A9iurnaH6c7SPVlp6vTZxqG4Kl6oHeqbmHdeUztqz3R2mpXcB43/4r9MOTp/sWjsOEqLzsW3kTZ8sKfeHIK4IwQmsV9uoNDVZ7nR5vCsKPL1dy30PYrlLW7xBck5cpwKh+jtrjjI+NdGyHqBf3lH+7gHH9p2/V/WcfjaT6FqTiHDZE5WXfypNOLSvd9oFuX6cvHHlFEEZozWGvVY/w1Zds1e13zTrXQ0ilLBuaw2e9QqHaCeH76suUf6uAsVj2dM8D5yJZdSTolDZ9v+kUpm2m3YH45Tsu6rgPBNlH2D+QVwRhhNZuivnU6YdXg58kZ3sIqZSlX7v2nl/ffoGuHd+uii/dNnm/JOnqS4JepLY37dppolp1JOiUtkt9v2noyQ4ibF9uuwPxbvtAkH3Epf0DbiEIoyetwt6Vexp7KKmMIq1ahc/hwZJeuffpDW0TS2VPt981G+tJQa0CxtbNT9J9Zx5pvLhNj9W3oFParsxmZOGkr1pQv/nn9+nn95xV2avuB0FmBlq9N3fbB4LsI67sH3APQRixoTKKtOpU3er3SUGtAsblOy7Suw9/L5LqW5gpbRf+zab9pK9aUP/FvWcbDoRqepkZ6LYPBN1HXNg/4B6CMHIlK1OeSEb9/nHt+HZde0V1RYj66lYSJwW1ChhRVd+Y0m6U9pO+Jqbm2oZgqbeZgW77APsIXEYQRm4EmfIkKLsrayeNRblSRtJT2mn6d5eW3287J2YW2obggqRn9BBQu+0DadhHgKQQhJEb3aY819MbmKYPcvTG5ZPGkpzSTltPblK/3zBX7Wt1sqQkFQoFvWJ8e0+vW7d9gLYHuIogjNzoNuXZa29g2j7I0RtOGktG2npyw/x+ozoADnvVvosv/FXdPffwmsep+L5OnX54zYnJAHpHEEZudJvy7LU3sLlnb7Hs6Rf3nu3rBzkV6fXjpLFkpLEnN8jvN8oD4LBX7ftP//oqvcHerNmHHmv42tBAMTUtHEBeFJMeABCV2pTn8GBJBT1xcY/alGctCNUL0ht4/P6H1vTsLS1XNDXzUKTjb6f2gfz+r/5If/PdY3r/V3+kGw4dlddi6hTtdds/EI9e/90lrT68+moMr2F1OhhoZcNAUZ8yL9DTR87TwEroHhoo6pKnbmZ/BSJGRRi5cu0V27X5zvtVUPVCCHt3j65Wb3rtDaz4rQNnv4Jo2qaWs4qWh2Rktec6ykp2LyfobRgo6hNvvJr9FYgZQRi50Goa88y5Je2NoPezWGj99VKxPxMqaZxazipaHvovqwcgUa4u0evBQBr2V9qykHcEYeRC0KppLx8su7aer+EWVyEb29Kfqd20L/eURnx4p0vt313tgiVfvHUq9b+XKCvZvR4MJL0fc6IwXEAQRi7EWTVNemo36eePS1wf8ln+8E46+MQpid/Lel7PqCvZYQ/C07Af05YFFxCEkQtxVk2TntpN+vnjEOeHfFY/vNMQfOLU799LFK9nkq0JadiPacuCC1g1ArkQ94oAtQ/E667epX11J+D1S9LPH7Uoz8hvFvYM/bSI8zVJg37/XrL+eqZhP87qih9S9UDoyLFZHbrluI4cm2WVHbRFRRi5kFTVNM9T2XGKs9KU1Z7qvFff+v17yfrrmYb9OKttWXmfXUG0CMLIjX5PY/Jm27s4P+Sz+uGdhuAThXYHh/3+vWT99UzDfhxngSHOIkIa2kqQHQRhoEdZfrN9fLmiw7ce1533nNUzL96s/Vft0oaB/nVKBf2Q7+XDMqs91WkIPuvV7eCwn7+XrL+eadmP4ygwxF1EyPpsAPqLIAz0KO4327gqJo8vV7T/P/6dzi0uS5LuOPWgvj5xSoff9uK+heEgH/Lr+bBMw/qrYaUl+KxHt4PDfv5e8vB6ZnE/DiLuIkLWZwPQXwRhoEdxvtnGWTE5fOvx1RBcc25xWYdvPa4/eMEz1vXYYXT7kM9yxb1XWQ8+aavEZf31zKu495OszwagvwjCQI/ifLONMwTeec/ZUNuTkrZQFZTLJ1BSiUMQce8neZgNQP8QhIEexflmG2cIfObFm3XHqQdbbk+TLIYq10+gpBKHIMaRJ/4AAAfPSURBVPqxnzAbgKAIwsA6xPVmG2cI3H/VLn194lRDe8SvDg9o/1W71v3Y3YSplmYxVLnYzlGPShyCYD9BmhCEgQhFNS0eZwjcMFDU4be9uO+rRoStlmbxwzKr7RxRohKHINhPkBYEYTihH32bUU6Lxx0CNwwU+3pinNRbtTRrH5ZZbOcAAJcRhJF7/erbbBf0jh6bVbFYCB3CsxYCu3GhWprFdg4XuHwCI4DOCMLIvX71bbYKeotlT5/8uzs1/8jjTp48Vc+FamkW2znyzvUTGAF01r9LSQEJ6VSJjFIt6NUbLBV15tySFsuefDWGcNfUqqXDgyUVJA3ntFpaq+Rfd/Wu1YtIIDn1B8Ku/xsEsBYVYeRevyqRrabFNz15g2bnH2u4X97aAYJaT7WUqW30yoWWHAC9Iwgj9/rVt9kq6FV8Xx+48Y5ctwOE0UvfM1PbWA8XWnIA9I4gjNzrZ99mc9DzKn7uTp7qd3XW9bV5sT6cwAigE4IwnJDUCgx5O3kqieosU9tYj7z9GwQQLYIwELM8LYOWRHWWqW2sV57+DQKIFqtGAAisXytw1HNltQkAQP9REQYQWBLVWdentlkxAwDiQxAGEFhSJx65OrXNihkAEC+CMIDAXK/O9hsrZriDyj+QDIIwgFBcrc4mgRUz3EDlH0gOJ8sBEfEqvo4cm9WhW47ryLFZeRU/6SEh41pdtpsVM/KHy0ADyaEiDESAik5y8jylzMUg3EDlH0gOQRiIAL2cycj7AQg92W5grWwgObRGABFIYn1duDGlXOvJvu7qXdq3e5QQnEOslQ0kh4owEAEqOslgShl5QOUfSA5BGIgAvZzJ4AAEecFqLEAyCMJABKjoJIMDkOTl+WRFAPlHEAYiQkWn/zgASVbeT1YEkH8EYQCZxgFIclgtBUDWsWoEAKAnrJYCIOsIwgCAnnDlOwBZRxAGAPSE9W8BZB09wgCAnnCyIoCsIwgDAHrGyYoAsozWCAAAADiJIAwAAAAnEYQBAADgJIIwAAAAnEQQBgAAgJMIwgAAAHASQRgAAABOIggDAADASQRhAAAAOCnRK8sZY5J8egAAALjBt9auuf47FWEAAAA4qeD7ftJjAAAAAPqOijAAAACcRBAGAACAkxI9WQ4A0D/GmM9K+gNJT7fWnkp2NACQPCrCAAAAcBJBGADc8U5Jl0iaTnogAJAGrBoBAAAAJ9EjDADrYIy5SdK1kq631n686Wvvk/Snkj5trX1DgMd6oaT9kq6S9FRJg5JOSPqfkj5grV2su+/TJf1IUkXSZdbaf6r72pMlfV/SbknXWGu/u7L9s2rRI2yMebmkt0p6pqSnSHpQ0nFJX7LW2hAvBwBkCq0RALA+/0rSLyV90BhzWW2jMea3JN0g6U5J1wd8rLdL+heS7pD0SUmfkvS4pPdI+t/GmFLtjtbauyW9QdJmSYeNMfWFDStpj6Q/r4Xgdowxb5L0NVVD8DckfVjStyT9iqTXBxw3AGQSFWEAWAdr7RljzH5J35X0JWPM5ZKeJOnzkpYkvdpa+2jAhzOS7rbWNvSs1VWWXyXpS3XP/WVjzF9L+kNJ75P0TmPMayW9VtLNK9u6ebOqYfvXrLVzTc97YcBxA0AmUREGgHWy1t4u6d2Sdqlayf28pC2qtkv8PMTjnGwOwSs+uvLnS1p87Y8l/VjS240xb1G1Gnxa0gFrbSXgUy9LKrcYzwMBvx8AMomKMABE4wOSXiDpupXbh621nwrzACu9vW+V9EpV+3vPk1Sou8u25u+x1i4aY16jak/wxyX5kl5lrb0v4NMeUrUd4ufGmC+pWtm+zVp7OszYASCLqAgDQARWKrk31m36aLv7tmKMGZT095L+UtKwqi0Q75f03pX/JGmozbcfk/STlb/fKenbQZ/XWvsRVU+g+6Wqvcw3Spo1xvyDMeY3wvwMAJA1BGEAiIAxZpekD0k6q+pKDp8yxgyHeIhrJV0h6b9bay+11r7JWvsua+17VG236OQdkq6U9ICkZ6m6XnBg1trPWWv3SbpA0r+U9GlJz5f0t8aYkTCPBQBZQhAGgHUyxgypWsF9sqTfU7WSe6nCVYXHVv78Souv/WaH575S0p9LukvSs1f+fK8x5qoQzy1JstbOW2u/Za19o6TPqrqU2tVhHwcAsoIgDADr9yFJl0n6D9bab0v6M0m3SXqzMebVAR/j1MqfL6jfaIzZoWr/8RrGmM2SDkvyJP2etXZW0mtUPfntsDHmgm5Paox5adPSazW1SnDQFS8AIHM4WQ4A1sEY8wpJb5F0VNUlzmSt9VaWVLtD0n81xnzfWnuyy0N9Q9KUpD82xlyq6sUynibptyV9c+Xvzf7byvbrrbV3rDz3j40x/07SX0n6jKSXd3neL0paNMbcqmoYL6haBR6X9ANJ3+ny/QCQWVSEAaBHxpinqRpGH5K031q7XPuatfYeVS+2sVHSF40xGzo9lrX2EUnXSPqCqn2+10v656quBfz7LZ7730p6haSvN1/Rzlr7CVVPenuZMeZtXX6Md0j6R0mXq7qO8etVvaLd2yW90Fq7Zlk1AMiLgu+3WrISAAAAyDcqwgAAAHASQRgAAABOIggDAADASQRhAAAAOIkgDAAAACcRhAEAAOAkgjAAAACcRBAGAACAkwjCAAAAcBJBGAAAAE76/yhmY91OK8/EAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -356,12 +355,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Nombre de degrés : 5 a_hat=[ 0.08547487 0.39121188 -0.63984971 -0.24422651 0.42060192 -0.46289742]\n" + "Nombre de degrés : 5 a_hat=[ 0.12123885 -0.31817727 -0.38662953 0.21870647 0.26835207 0.43864744]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -396,18 +395,18 @@ "name": "stdout", "output_type": "stream", "text": [ - "Nombre de degrés : 24 a_hat=[-4.55976953e-01 1.99082819e+00 4.88496064e+00 -3.07017812e+01\n", - " -1.43634083e+01 2.05930027e+02 -3.68055594e+01 -7.87334691e+02\n", - " 3.82735746e+02 1.88910133e+03 -1.23488556e+03 -2.95074672e+03\n", - " 2.20505209e+03 3.01081364e+03 -2.39174104e+03 -1.95764170e+03\n", - " 1.58154759e+03 7.62716254e+02 -6.07072856e+02 -1.55526838e+02\n", - " 1.21500542e+02 1.07671548e+01 -1.02368152e+01 4.52769902e-01\n", - " -3.38112335e-01]\n" + "Nombre de degrés : 24 a_hat=[ 1.77946597e+00 5.59202931e+00 -2.49447122e+01 -8.78563147e+01\n", + " 1.47460365e+02 6.01647737e+02 -4.74556999e+02 -2.35647500e+03\n", + " 8.88513638e+02 5.82214477e+03 -9.32442765e+02 -9.43875790e+03\n", + " 4.05598595e+02 1.01198434e+04 1.68176771e+02 -7.05469722e+03\n", + " -2.94900436e+02 3.05652248e+03 1.47854111e+02 -7.53488480e+02\n", + " -3.74009399e+01 8.87421773e+01 5.00118076e+00 -3.15113789e+00\n", + " 2.57365698e-01]\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -426,6 +425,24 @@ "draw_reg(X_norm[:nb_viz],Y_norm[:nb_viz], X_norm,fy_hat, (width,height))" ] }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "End time is : Tuesday 8 December 2020, 19:00:20\n", + "This notebook ends here\n" + ] + } + ], + "source": [ + "pwk.end()" + ] + }, { "cell_type": "markdown", "metadata": {}, diff --git a/LinearReg/04-Logistic-Regression.ipynb b/LinearReg/04-Logistic-Regression.ipynb index 5013df9..744b925 100644 --- a/LinearReg/04-Logistic-Regression.ipynb +++ b/LinearReg/04-Logistic-Regression.ipynb @@ -67,7 +67,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "WARNING:tensorflow:From /gpfslocalsup/pub/anaconda-py3/2020.02/envs/tensorflow-gpu-2.2.0/lib/python3.7/site-packages/tensorflow/python/compat/v2_compat.py:96: disable_resource_variables (from tensorflow.python.ops.variable_scope) is deprecated and will be removed in a future version.\n", + "WARNING:tensorflow:From /home/pjluc/anaconda3/envs/fidle/lib/python3.7/site-packages/tensorflow_core/python/compat/v2_compat.py:65: disable_resource_variables (from tensorflow.python.ops.variable_scope) is deprecated and will be removed in a future version.\n", "Instructions for updating:\n", "non-resource variables are not supported in the long term\n" ] @@ -131,13 +131,12 @@ "text": [ "\n", "FIDLE 2020 - Practical Work Module\n", - "Version : 0.57 DEV\n", - "Run time : Wednesday 9 September 2020, 14:38:41\n", - "TensorFlow version : 2.2.0\n", - "Keras version : 2.3.0-tf\n", - "Current place : Fidle at IDRIS\n", - "Dataset dir : /gpfswork/rech/mlh/commun/datasets\n", - "Update keras cache : Done\n" + "Version : 0.6 DEV\n", + "Run time : Tuesday 8 December 2020, 19:02:06\n", + "TensorFlow version : 2.0.0\n", + "Keras version : 2.2.4-tf\n", + "Datasets dir : /home/pjluc/datasets/fidle\n", + "Update keras cache : False\n" ] } ], @@ -157,9 +156,9 @@ "import sys\n", "\n", "sys.path.append('..')\n", - "import fidle.pwk as ooo\n", + "import fidle.pwk as pwk\n", "\n", - "place, datasets_dir = ooo.init()" + "datasets_dir = pwk.init()" ] }, { @@ -277,7 +276,7 @@ "outputs": [ { "data": { - "image/png": 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EcN0B4Hc451/2OObPAXx3tCGNAXGkUsk5xrKGTAFoWpIy0anBU5VzlUKaAnUBaqoWOH14Gs29JjrdDkooafN4R72BQpFNvaP+bIpOEM346+GYqL34uoDnHE/i8PeKHON22ylXWbQAtAjkreWePB6rbKHUs0IleZ24mxXofKyqFgigr1lNWBNod9paDXGUmyqYBMGN4n0TyRNEcP4FgEWfY14CgH6BfsSdSlXEADSFIAtZGFNhFBOd39jk8bQ7bUxYE4mYAtM2kapa4M7eTl9g2x3bVUMssinXD5MguFG8byJ5gpipPwTgRxljr+ScD7VSZIx9F4BXAPi5uAY3sszNDRYZiarJ5qhPcFiC9LSN0nIvibGp47E7diIFMtI2kXrl6np9VmRTrh/q70hs1Laubw0EwI3afRPJE0Qz/lkAXwPwe4yxnwdQBwDG2Hf3Xv8nOKlNvxj7KEeNEdBk40ZdwDd2N1w1ZKtseb5OemzqIptWbqooouH2Om68tECvz0Y5V1dF1oZlRv2+ifgxFsac878A8AYAfwngJwD8AJwQ7d/tvf4SgDdyzv38yoTs733ySUpDwuACLnAz9bXttufrJMemW2STjFJt7jUxe34WpbMlz6YZSfgrvXJ10+jLXAR0edXjcN9E/AQKtuKcfwbAHIDvA/DzAP4DHE34BwAscM7/LPYREmOBWMBl3Ex981PzA8Jxfmp+6BgTTAWYl3BJOu90+eKyqxDe2dsZOC4v/sqiFW6JgrpRq0/Vx+K+ifihRhFErjApTBCXAIyjCELShRTcevaWUMKENdHvKrS5u4kODjQ0r8YIT1x9AksXltCyW6haVayfXsfJYydjG3NRiON3VOQiIERmRC76MQBj7DBj7EXhx5MCI1q/uZAYPgsTE2dQzctNA9b5qcVnplpz0sFKbn7HCWsC+/Y+7K6Njd0NdNAxTqkSghgAWnYLSxeWYh1zUYjDmjBOVgAiWYLWpv56xtgvMMa+DCfneEf67DsYY48yxl4a9yBDM6L1mzMjyuZGfhYbG8DCQmqbI7dFVyewxGemC3XSwUprp9YGOlfNHJnBlfuuwO7Y6CrtxdWUKrcNhRDEgpbdQulsCbPnZ8cqN3aUo76J4mEsjBljtwD4NIAfgxPE1cCguv1nAF4F4FScA4zEOLRGjEv7NzlPlM2N/CwAoNUa+n5zr4mF1QVs7G70Nb6F1YXIQUlui65O6xafmS7Usib/ome/CJe/ehmlsyUcevAQnrj6RKjxytQO13D53svonuniyn1XULWqOHH+hDaCvGW3BkylbhuKqlXVXmv7xnamvma3zUNSxTTyFPVNBUOIIJrxO+AU/Xg75/ylcFKZ+nDO/w7AHwC4M77hRaSIrRGDEpf2b3KeKJsb3dxvDnYJWr64rNXaogYluS26tcO1oX7JIl3IZKFW/YV/+dd/if3Ofn/ccZt/ZeG6b+9rj5HnyW1DsX563VUgx6EdhhUsbpuHtOqKZxn9nKcAPC+S3DSM+4YkiDD+BwDWOee/6XHMNQAviDakGBmHfN64tH+T80TZ3OjmvjJYc8ZLEEQxI4ZZdE2+oy6gQhAL1I1FVGTh2kW33/NZRp4ntw3FyWMncfOdN4e+K75jirx4zp6fxez5WVTOVbCwuoDGbiOwYHHbPCRdVzwNf6+foCmKyTzJTUOc5y6iYA8ijF8I4E99jvkbALeEH07MjEM+b1zav8l5omxuajXnezJKC0hdrnFUM6JftKucHiS/Nlmo1QXU7fphUReU6cPTQ/PxJHsS9am6dp78NhQ6f7Spdqi6FLZvbGP7xjbsro2W3er7s4MIFrfNQ5zm5KwWaT9BkyeTuRdJbhriPHdRLA0yQYTxXwN4rs8x0/BvJkHESVzav8l5om5ufAS+LDzqU3U8/rbHI5sRk1wE1e8eveXowOcllCItAm6NGsooo1KuYOv6Fhb5IlbvWtXOk25DIQuj5YvL+NXlX0V9qg6rZLmart3GZqL5izk1EYKrd62iUnasJZVyBat3rQKI15yc1SLtJ2jyZDL3IslNQ5znLoqlQSaIMP5jAN/DGHuW7kPG2PMB3AVgqG41kSBxaf9pWBF8BL4qPE4eO9l/LVr8BdVoklwEVeHx3u97L6zSgfbfRTfSIuDWqGF+an6gY9LKoyvG5lZVGC1dWDISTqow3dzd1B4HOAtp1aoOzKmJEFx5dAXtjpMb3e60sfLoCoBg5uQkzMFe5zTVtP0ETVFSpJLcNMR57qJYGmSMi34wxpbgNIv4JIAfAfBmAPdzzi3G2AKAXwXwMgCv5px/yudcVPQjLHH0Qi4IsonZKlvYt/fRRdezuIZqlm7ZrX4P3riLcugKfgAYeK9SrvQLcwQtCKE7/9qpNRx/6PjAcV4FPoDBOdEVEDE5lzqWSrnSfx4AMFGewNHnHMXO3k4/CK55o4mK5dy/el35OmJ8G7sbge5Lh1sRFt01TH8PXoVdTIu+UHGQdMn5fEcr+sE5XwfwAIA7AHwewE8BAGPseu/1KwD8lJ8gLgR5LhYyRrnTsjZl6of06sEb905ep2XJu3shsMKaRHWagu4cfrt+r2YGVatqpEHoOlMtTC30XQqb92zi8r2X0b6/japVdTZA6PSj4dXrytcR4/M6xhQ3zVd3jdrhGlp2K1JhF7fPVI0ZQCE031GhKJYGmaC1qc/BSV36XQB7AGwAXQCPAngd5/z/iH2EWZBngRdn7rTJpsPvmAQ3Lroi/EAwoSH34I37j1JnCpMXAbkwRxi/lW5B0Z3Db4PhNo+1wzWsn1432qzo7tVtXt2uB+ibKGzubg4dH3bj5GaeVMckfOTNvWakwi5unxUxgIjIlsDlMDnnj3POv59z/nzOeZVzPsU5X+acP5bEADMhz8VCvIKgggpGk02H3zEJblzUhU71Q5p8x0S7MvH76Y7x83El0fJQ15jAb4PhFqVetaoDfnmvzUoQf57b9dyaKFSswRS3qlUNvXFyG6fudxGmsItpK8k4AoiKmJ5DhIcaRehYXHQES6fjCLz5eSeoSUfaPlyv6wUZN+AIbTm9yLKcAK4gx5icIyByIwMAKMPpzGTi9wnjK5o9PzvQGWnmyAwu33t54JgwDSFMzqsbt1W20Lbb2nsOc39x+mRNxiE+29zd7PuMvcaqNsOIMq4g4xXaa1rxBHlrQkJkhtZnTMJYRxABG1QAJklQwWgydr9jErj/Qw8eGkibqVpV3HznTc/vmAgHNwFWOjv8t9E9M/h3EUZgBPmOvPAK4lyARV6wmNcSSliYWgh97jgFRVZCJ8jGprnXxNKFpf7maubIDNZPr3seHzWAKI1NCpEJWmFc0b0JAIyxDoAwkrrLOXc9byEQaT4m5MmkPTc3KBj9CoCsrQ1vOoIeY3KOgOhKYvohaznCRycWdPkzUe+6sdIItDjOTc4NCAwT83eQ7+j8rHHmRy5fXO6nDQFOUwnV1GyqnavjjTpOoaXKgisJdALSVOirfaVFHW+37wt/v8kY3H6HYX5zRHHx8hl/LOR/H09wvPkjT/WvgxYAMckt9jtG/lwI5ojBXGrxCa9iFMKvtrG7YRTxCjjCXQ6oUetTq68BDCyanW6nnzLlhamftbnX1DZ+CFIwQ5xHPU43PwBgd+wh87dcUatlt9BBxzX4KM48zrQiX6MEVek2G2E2IEHGUJRCIEWgCP53MlNHZYzyfn2JyWQ95DOWcmzVhdrEvCuEkYpVsjA3OYfVu1ax8uiKr7YSpznVLYe6fw+Sn9zUt+mX9yyj+q/d5kjMk2oezUseZ5BxRDH76uanPlUP/PzJ9JwNOfO/BzNTE4YEMWmPOjGZ7EUjA/kPSDU99y+pMe/qIl5lf6lArWDlhi4AKqhp1qsYiW27F8RQ79Hrum7HuaUZqd/V4ab1uplhvQjqdzXByz2hEsXsu3ZqbWjsYVOvyPScPkUojxk4tUmFMTbJGPt+xtgSY2zY1kakR5Sc3zjyhSOY7HVmJJM/IF2qj2rqrB2uobHS6NdgljH5w1y6sDSkFQVdSJcvLvc7GW3sbmD7xrZxDrWpSVh3nC7NCBhukKFNR0I5VvOom981CqZFN0xS0byQ+0p3z3Rx+d7LsaZejSp5MQ8XoTymsTBmjN3NGPuvjLEj0nvfCqAB4P+BU/jjU4yxZ8Y/zITJc8WtIETJ+Y0jXzhC0wqdL83kD8h0cZP9krouR16LhixABEEX0q3rWwNmaJkSSp451Kb3qDtu7dRav362jDqXapOOK/ddgX3GjtWHG5ffVSZI0Y04a1yH/V4RK0NFIS/FT4qwCQpSm/oJAM/gnL9Meu8xAK8G8F4AtwH4bgA/wTn/BZ9z5ctnnKf0pChEyflNIF84CDpf2qV7LyXilwyac6pLfbpy35XAdaa9/NZJ+lzVuQWCjV+dL1Mfu0oYv6ufT9jt86i+2bA+xpz5JjOHfORaotWmBjALqZ8xY2wSwHcC+DXO+T/lnC/D6ez01iijzIQ8pSdFIUpkd8ZR4X6lJePQIoTWcuL8CQDApXsvDZSZdDOJ66Krly4sBbq2aAcoU7WqA2NIijBVuwRqlHVjt4HX/MZr+q9VbccrontzdxMT5Yn+sSZ+Vz/Nyu03EtUsGdbHWATfZJoUwTycF4II41sBfEV6fUfv39+W3vs4gMGmrkUgT+lJpuhM61F6G8fVFzkkaZiRvBZ2r0Vj/fT60Ll0pmsvVh5dQUnZELc7bV9BZorXd936BJug9i1WTe2qwBH+deEbX7qwdGB1QAd210Z9qm7sd1WF28buhtHcRP09hRUiaQmfvPhi/SiCeTgvBBHGNwBMSq+/E0AHgNylqQvgGTGMK13SFkRx+Kh1Pt4oPYmT6mdseK9p+NK8tBavRcNtLEH7KusE2cbuBkpnSzj04CG89jdeO9Rr2HTBddtoiAhmIVDlPsGm4/ZDFjjqJmX7xnYkbVEXWGbie4z6eworRNISPnnxxfoxbj7yKATxGX8UwDyAb4LTrelJANc456+QjvlPAL6Fcz5s1xs8V758xmkTh486Yx+vMTnyx6v+vNrhGqpW1aiE5t+2/hbXnr42cL6wvsQglEtlI/+jm29OrY8tf2bCIl9EY7fhGnxWtaoD1cx0/vX6VD20HzWJutryebPOkw4L+WILTWSf8S8BeD6ALwL4cwDPA9CXpr20plcC+Fz4MY4JOh91UE05r6Z1VRMWghiI1R8fxkynai0AXLULVfOYsCaGfMdBtDxx7TIGewj7YapRqhqkVbbQ3Gtqzel21zaet7VTa1iYWtB+Vp+qD5UV1VUzi2ImF5qVLgI+LM29JuYfnh8ypxcJ8sWOHsbCmHP+uwB+FI5GvAXgX3POL0iHvA6OiXrYwTbO6My0qiC1rOBpRRn7eF2RzecbGweCGIh102BqppOF9vLFZaydWuubzHb2doaEnVt5zZ29HW1ZTtNFUAgV+4yNm++82d8MeDFRnjBecNUUpn1739N0KYTQwuqCp0AW41bzs62SpTU7rp9eHxLI/2ztn/XrYgc1kwvCmH/dNmzLF5ex39kfODZoDEDWkC929KBymEmjM9OqzRVk7RGIbnLOskSnaj6XqddjG4upmc4r1cS0fKT4bOv6lm+KkKn5U5du5IVJtSrdnJhcw6SsY5CUHT+TfNImVZ1pWx6z29yLTl1FN2ETuSeymZoIg84krQZLzc8DJen5WFa0wiNxFPAIirAAuAliy4o1MMzUTBc0aMurvKZJipCpxj59eNr4Xsslx7TtJxB0c6JLy1IxMbUH0cR0cyhIw6QqnoGM/Ox115fnKe3gqKJERhPJQsI4aUx8u2trwMRB/iXa7WgCNM28aSGEjx93zNI6EvBpmwoHL6Gti/T0Kq9pcs2oeaYT5QmUlT/LTreDzd1Nl28coBvf+un1fhnQmSMzeMGzXjDwnRJKRsIxSFSs1/nSMKnqNgPys187tTYgfIXVQfd9vxKbcVCUyGgiWchMnTSmJuM4o6PTjGBWg7QEluXcb0qmcrcqUZu7m6hYFdgdu6+N7uztuJofo5ooTc25fmb2Qw8eGsjvnShPYPbW2aFxBRmvWxWwx9/2OE4eO2l8jwK3azf3mjj+0PGh48N0OQqDzkxen6oHqhSme4ZJVdeiyOixg8zUmbDHlXoAACAASURBVGCavxtndLRfcFectbhlLVwgxh8wbzmK5qFqF0sXlvqFJtqdNuYm51C1qmjuNT01EKEBz03OYXN3EwurC4HGYxo57GdmtzuD5v79zr626lUQrcpNSw8TUAXoC3wAzhzK0c+AkwIVp0bc3Gti9vwsSmdLKJ0tYfb8bP/56OpsB8lxdbOAJFVdK4+R0XFbAcgU7w8J47wQZ3S03wZA9SkvLYUXzvImQuAzfq8oV1PBop5jc3dzYKFs2a2hhdN0MZUrRrXsViDz4cqjK0aRw34mb7duS+rYgwgIL796GHQFPgDn2cjzP3NkZigFKgqiRKdbB6iohSaSKrHpRh4jo+M2nZMp3h8SxnkhqQpYOlSf8vZ2+IAveRNRrwNXrviO3+0PM4hgUc9RsSoDC6Wcy6trJ2ga9CUw1YRM78FPYIgFWoc8djUQzCswbO3UGo7eMlyt1irH2/l0+eIyrty40n/9hae/EPv51d7UgH5T4bbxiyNPPS6hmccqVXFbAahmtz+uwpgxdoMx9m+k1/czxl6dzrCIyMim6GrVidYulYDZWWB6etAkDoQP+FI3EYCvlu32hxlE81DPYXfsgYVy/fS6tp2gyWLqppFOH572XcTj0p50xS4EYQSB8O+qVcQAoGW3QpkPdQU+gOHSny27pdWEggpEOQdch26u3TZ+YTS1PArNpIjbCpBHU3ze8NKMn4PBOtMPADiZ5GCICKh+4KWlA213XypwsN0z7ckm8ZmZQeE8PR3ebG2QVuX2hxlE89CdQ14oTx47ObRwyv7gretbWL64rNWU1IIQA7fns4ib3EMQIaT6Px9/2+MAgBPnT2CRL2Jnb2fgePW1Om43wpgP5Ujt+lS9H5GsW2h1mlBQgeh1D24doHSNJirnKkNFXfKuqaXtc5V/d7XDtdAbNt35vP628+JbzmIcrtHUjLEvAVjjnP9I73UHwAOc83NRLzpW0dRpoUZQq0FVMmqkthrx3Wo574WJxjaICo+jqEKQc8jHWmUL7U57KCJWV8NZRVSh0kW+Bo1qDhuVq363Uq5o70fFtMhIHH2khU9XmJLdxhU0ilh3D35R0iY1wYvQdzjLPslpXjsv/aATHoc2mrqie7PHHwL4QcaYDeBLvfdOMsb8LtTlnP9M8PERkVD9wIC7UFYjtYWpWVCphDdbyxXFXKLChbnPFDdBZ3qOfkBWtwNb2ijIGpFJOUSrbOH2W25Hc6/Z/yMVWqB8DaHluY0viv9M/W7bbmN+an5gbgTqJqTb6Q6l+7Ts1tD9BLkXHbXDNTRWGkPPTGVucm5gwfMzXarHCw3LbeOgBpLpsEqW6/jyRJY+1zSvnRffchbj8DJT/wSAJoB/DsdEDThm6gcM/iPSRk2NmplxNFo10vnoUf9IbZM0K7f0qARqZkeNxHSrCOUnANTiGy27hWtfu4ba4Zpv2otX390o/jM1yroD55qX7r005MeU523f3kelXBkydzdvNPvv66qQhV2ITPyrQQOidMd7/TZkN4RbHEBR/L9Z+ly9rh23OTcvvuUsxuEqjDnn2wC+EcAsDnzF7wXwGp//XpvYaAl3VCG4vn5QalMWrM98pn+ktolAdfMNJxAVHlU4yH9YJZRQtapDAkAXjGSfsYcaJOx39lG1qmjf3+4Lg8q5CqyyZdx3N6gQkhe8lt0aEhziOurCKM9bF13YHbsvfFYeXRnKwxZCSY2ulrs8PXH1idgW36ABUbrjvX4b6mcqJqVC08JPqGWZ/uR17bhTlvKS5pXFOIL0MyafcRHR+XAvXXICvEQw18yMI7z9BKfsW1ZrUCfUT9nU/+h3Di9T5oA/uWf2FcfoonfLKGN+an7g/RJKmLAmhlJuVD9oGH+5zn+lNq0Q5lY3/6g6b17+Wuus1de4vSihhIWphUx9rUEagXj1r06CtOIIsoSqh4UiWgUuznk5DkFMpIzO5Ly8fCCIAef/TXKLZW1YJsF+yssXl7FvH0Q3i6pWblqETsPw0sDknX274whi+Zi1U2sDrRNLKMEqW0MCWmiefn13dZqEn1ak0/50ZjSvBg3q7t7LDDc/NW/Ub7mLrquVIq1oVC8NRv1s/fR6bKlJfvcnNpGiQlljt4GlC0uuVcPCWn+yjj6O25yb9f1kSaja1IyxFwL4FjjpT08D+Azn/IsBvk+acVroamOfOBFOs9W1RxQ1qBOqPa3beesCebzaInppGCY7e1XDcctzrVpVrJ9ex8qjK67aUND7cbsnXeCSHHglY3JPopb31vWtgRreVtnSFtgQuNWbLqqmZ4rf/XnlQ8uI+Qs7X1nPc9ztJrO+n5TQasaBhDFj7HYAvwLg9ZqPfx/Aj3LOrxqch4RxliwuDndYqtf905dMejNHEMriD1tu7mCVLezb++ii62miFcLGTdi5LRZB/vibe00sXVhyjbw2MduqDSCqVhV2x/bcEPgteOq8yec3XdAW+SIau42BYh2Pv+1x3H7L7dqmD4DTvGLznk2jfs2jZr70u78gqWRBU+OCjKNojNr9uBDNTM0Yex6ATwJ4A4BrAH4LwLt7/+703v9E7zgiLuJs6iBYW3P8xIKZGbOoZ11gV4y9k3U1odudNiasiQEzpJdpTP3MKlvGRTr8ihssX1z2TIHyMtsK2nZ76LVftKrfIi3PW7vTxsyRmX4xDtPgE7VqFuA0ghCR4zqOPueoq8DIS1RsUvjdnxr1XrWq2oCxcatslVYFuyISpDb1uwC8AMBPApjlnL+dc/5TnPO3A5gD8G8AfAOAd8Y+ynEmRmHXp1YDLl8Gul3nv8uXD7RZL+Gvi5SOsXeyW01oOQrYr6+w+lnbbrv64lRBJ95zE9xugrbU2+iaLB61I7Wh11GjVVV/487eTmDfqK6mtdCw3ZpWuFX7AsJHoxbFZ+h3f2rltMZKA2dPnh045gXPekH/e17P2WtO8hJ9bEocFexGlSDR1FcBbHLO3+hxzIcBzHPOj/mcK39matO+w2kTZ59jE4L0Qm42gYUFp2KXoFoFGo1Qc6erlhTVbxQk2tbP16qamIGD9BihMYtG9W4CUK30NXNkBpfvvdx/rW4QNnc3ByKbdWY71cRctaqBuyTpKpBVrSpuvvNmf0yyDzTsc/HyVc9Nzg0VIUnSZxi3v9MPnYvi5jtvAvA2z6bpR016TsbEDO1H5H7GzwPwJz7H/EnvuOKRhAZqgp8ZOs4+xyYE0XSXl4c3Bu126LkTu+IyykO5wDrtwESL8tpp6/JQZQ3Q7toD51VNzICjHV772kHzhe0b2/2+vjrcakmLezn+0PGBvsVqNyqrbA3d79qpNUxYE/1ztjvtwPmeOi1X1JoW0ehX7rviRIvDKcO5dX0Ls+dnMXt+1liTdes7LV5v39hOrfJR2m391I2c/NrLPJtmNaik52SczdB+BBHGTwMY7r82yO2944pHjObWQPhtAhKoaOVJEOEvz5kgwtyJRd8+Y+PmO28OmFl1i0TUhUNdGGaOzAy1LdzY3cD8w/OonKsMCEaB3bWHGkt4+ZXdFiNdEwS1G1WlXMG+vT90v7XDNdgdfZlPU9Rx1afqOHnsZH+TYJ2z+huFDjr9cWzf2Mb2jW3YXRsbuxueGxFgWLCofafF9dX5SYK0Sx7KKXLqa7dNY3OvOVCEpehzMs5maD+CCONPAPiHjLFX6D5kjH0HgB/oHVc8ZCEEOMIxroApL/w2AWn2OQaCCX91zoDEtHfdIqF7T9WWVc1LFthueagq+539oZKSYVBrJb/o2S/qB4zJXYQEajcqu2P3TdHqQhlV43BbJN3SpdRgL4FfjW83/7MY90R5on8tER+QFGlraeun1/sCWKTBCdxy4dU8e/Hck/KnJz0n49SGMihBfMYvBfApABaA/wjgcTgNJJ4Hp1zmKQAdAHdwzj3N2bn2GcspP0E7FoUhiI82b4g529w88G3r/O0x+ON1fjMAvu+Z5NyqlM5qXToD3/fqBqT6gd3uQe64pEPtSKS7pjgGQGBfn4l/0DRFR6Z7xn1N0fmfBVWrOpTGFodv1O0+g77vda6kcJt/8fuxO3as40j7/saUWPKMvwdOfeojwMDWuATgBoB/wjn/XYPz5E8YC9IOmMpr4FicxLDh0C0SwLAAOnH+xNDiJYSy6QLv1k5R/r48HrlIhtcCFkSwveBZL8Atz7hFe786QSYLbtMFVVcuEhgMRtu393Ht6WtD3wWcjUm5VB4w07ttRPyu7Zc/DoQXFEEDoIIE/SVdlGJUWkASA0QXxgDAGHsmgDcBeCmAW+D4iD8L4Hc4539reI78CuMia6p5JcUNTtR6xGphj6O3HMWENeEraE0ERVDN2G0ToRPqXr2Z3SK2TSpE6RAmVuFTDqNF6j6TTeKmlchMBFDUvsl+RWWSjAZ268WtMqZRyUUlHmEcB7kWxuOgqaZNihscVwHg8lzV43WpNV49c/u3aCAovNJ6/DRmt1QX3TE6M7tsOnZLIfPSvnTj8COo8PTb0AQRhG5CrGiasdc9JWHSJ1IhcmrTeJB2wNQ4kGJEuGuAiEvUuhqRvX1jG0e/2sHnV4GbD3TwgQc2cPd59yAwgUkUqghIEuU5Vx5dwdqpNbTvbw9VZ5ooT7gG0ug2A0GCbXTFVeYn541aCqrpXqbXMYnM9QvuCRJc5NbLOWzfZL/P0ihWIs9PY6WBhakFikoeIUgYjyNJlNj0IsUNjrwoHnvPMVR/porS2RLajQ1t1Lou1/jDF4D6LlDpOv+e/yX/3FdVUEwfntYuzm7pWOun1/slLOtTdfzeD/6eq0AQpveStMGulCuevZm9xioHgamI/s8yJilMuutEjcwNkhbj1cvZzc0gntfyxeX+Jkk93ivqOc2cZYpKHj1IGI8jaRc4SUD4u2ki8qJ47elr/eCirUnA7skuu4R++pUu13j2xoEdqQRg9oZ77qsYx+bu5oD2BUC7OLtpi+rievLYSc/FVq0lbXfsfvCWjKgIJs9Xy271a07LZnjxXSGArZKFhakFNFYaQ/Pvl8IExJdTKsZ+4vwJAMCley/5CiC/et/qbyeqME07Z5kYPUgYjyNpFzjRCf+IAtpt8XTr6bt8CticBNol519hKtflGuscOn61o0WTBpEXvLO3o12cdULC1MQpH2eVrQHN2CpbfaEivl8uOZXM1KIpzb0mqlZ1QNAH1SRNiEt7CyMog9b7jipMqbIUEZXRF8Zpm2SLQB5KbC4tOTndtu38u+Ru9tQJK7fF07WpwRHgxSvAoQfKePMDdW3wVt8XOzNo1i3NzLgKlc3dzYFxbO5uDo1DXpx1QsJU2MjHtTvtAc14397XCpXN3c1+b10vYSNXeRJjluf86C2DxfcmyhOpNXMIIyi9NgK68yVVNCUqRWmcQURn9IVxVjWn84JuM5KHEpvbiplTfS0hC6Gblxro1Bfw92dtfH4VmL7hLuyO3nIUE+WDms0llLTVpYaE4Pq609/Zspx/19eHxiSoWBXt69W7VlEpO/9fKVewetcqAL2QMBU2Ov+2QLRvVDcjHXSGUph0wkatu73f2e/PzcbuBq49fQ1Vq9qvG97utCP5R5t7Tcyen0XpbAmlsyXMnp8dEDQmVoCw6ASv2/MyJSkfrq6WNwnn0WT0hXFWNafjJqyGr9uMRA2oCjqWiMJfFkIffF8X00+1UOkA89eBtYsYELDyonj1X17F5j2b/cCohamFgUhkVyEYYH7kmtDy65VHV9DuOAKu3Wlj5dEVAHpNx1QrU4+rWtWh74nNiBc6zW1+an7gXGJOZNqdNuan5j3Lcpqi9obevrGNhdUFre9fpPAIhBXADzetUqfFuj2vrFF/o9s3tlMNFCPSw1gYM8aOMcbu6hX9EO9VGGNnGWOfY4x9ijH2/ckMMwJpm2STIqyGn8RmJOhYdMJNMQUPvZaQhdDcdcDqrctWF1i8YTmayB60GwQvE7BpBLQXboJUXUQ3djdQOVfBwuoCGruNgfGYmjh1/m3xuna4hpbd6gc56RCR06rmptbMrh2uadOcTE26JqZVnQBv2S2t71+tgy2sAPK1rLMWDj14yDUoa2N3oy/so1gn0kadawC5HCcRnSCa8RkAvwXgpvTeOwG8C8A3AngZgA8wxl4W3/BiIG2TbFKEFaq6zUhUP3ocAj6AKVgWQldvq6Kr21y5bBC8FllVuAH6CGhAL2B0Qmz1rlUs8kVtEQ+7a6Nlt4a0SlMTp1fEddWqornX7I9dh5ugV4O+vvD0F7QtFQEMaN9i3t7xqnfg0IOHUDpbwqEHD+G1v/FaX+3NTft3C3TTWQHE2EUAXctuuQZlAYPCXiCeq/y88hSApc71zJEZChQbUYI0itgE8Kec8zf3XpcBfBnAdQBvgNMw4iMA1jnnb/E5V34rcOWVsFWsdJWnhOAKWxEry5KhbhXSXEpuejVX8GuK4NfgHfBuVOFHnJWT1LGX4fQ+FqldR285isfe9hgAs3reOqpWFY2VxtC8HXrw0FCvXhldpSy17CjgXvtbrVYmB9u51fu2ShZe+OwXDtXVVscS5PeRB6iRQzRyMn/aClwV3Zsu3AZA/mW/BMAkgLOc8y8C+CJj7IMAXhV6iIQ7QojKQsgEYSKWiarZhh1LHIj7EUL5xAlnDNPTzntig9DTmD/08lW07lrCsada2JrspTiVHM1JFYJzk3MDwtWkwbvXe4Cz+LsJC7kBRBB0C4o6dnVj8Od/9ed9rVC8JzRI+btueAkonSCW62rrtLfa4Rou33vZtQGIsALI6DYturGXS85GRNfgQh2Lqj1bJcuo/GlW6OaFMEeufy5+/3mZzyBm6gkMdmq6o/f6Mem9LwJ4fgzjIlTirGIV1Y/uNpY40siUc3zhs0/o/Y+yWXpjA7h2zRmH4o64/fQKZr7SRqV7EPDl5mvz8t3q/KSm7+kqYkWJutX5wXVjN+0BLX9XrbYFOAIq6FhN03y8TPQmvmcxdhHlbZUsVMqVgR7A6vEyuueVdjUtIj3yGhsABNOMvwjgm6TXdwG4zjmXy/M8F8BfxTEwIkGS0mxl87fw2xqYr2XtaPMRC8e/0kapd47WXUu4+ZZ9fO59Xcxd38DVn1kAPtkY1O4BYH8fqFaHu0FJx1ldJwDMS1tz2yXrtCXgwORrlS1s7m6idqSG2uHaQJcn+TjxXlBzmXy8rGmrfmcZN01ffU/+bnOviYXVhb62W0IplF8yDm3DRIvR3XflXGUo6AtAvwCKjO65njh/IrcLNhENL+tX1gTRjP8zgNczxv4dY+xBAK8HoPYunsegKZtIElNNVD0OSKZWdEjzt6yJHHuq5Qji3jmOPdXCB9/Xxfx1p1b09FMtbN+xgCeP2MPLre56khXALjllMTvdTr87k4yXJiZrcGIBF5HL04enna5A6GirW+m0v6Dal3y8jFcUuE5b9ovcrh2uobHSGEoHy4KwWoyu8Ito+6iiezZUTWt0Sao4SxwEEcbvBrAD4McB/DSAL8GJsAYAMMaOAngFgI/FOUAC7kLXNMUorcInIc3f8qIr15BGuYyrt1WH0pmOPdXC8ingpnXgN+mWStiesoYFqRRNv3NbFW96q3NyoWnKhKmEJTo9BRUaQQRNc685UEFLRphkdeNWu0QtXVjC0oUlX23czXTstlnRdZyKoxhFWKEoL7j1qTqu3HcFN995EyePnQz8/bwt2EQ08txgw1gYc86/AieF6Xt7/9U5538pHfL1cAT1f4h1hIS7MDXVRONIRZI3BLOzzn/q5iBkGpm86L7prSXs3Fbtn6P66Dqu3lYdaPKwNemUt6yvABtTACwLrXIXx77cwucedqp09QWp5N+ev9vGlcPuxSp0AlIWQEvnZtGan8Xn7tnAnz7cwfSN4cIYpkIjaDtAN9qdNq49fW0op1kIw6ULS9jY3YDdtbF9YxvbN7b7ebcmnZfUcbh1nJJ9ze1OOxY/a1ihGHXBzfOCTYwuQVKb/jGApzjn7gmhhlBqU0Bc0naMU4ziSEWSzyETQ2qTr/9USmfanrLwxrfs48phqan6KmA3NmB1HWG9OQl88z3D6TR+jeFnz88OpNrMHJlB1ar2v/P5VScITL7Oi5VCTaZpMUF8xm7pO16I4h6ls9osij7dM2Z//7pxyGlCXp/FTU7SU1JhnO51jND+UQYxU/86gDfGMxYiEG7mX1NNNI7CJ2rAlKDTcaKZI0RQ+2oiknZb3mjg0AmlqfrW1oAZe+66U2BD9fuG0bRkbVk1l9d30a+PDQSLOg6iffkVwNBVy0oi6MhLm0/Cz2rSJnPUo53D3is1mCgeQYTxlwMeT8SFmzA1TXeKIy1K3hDoSKkRh1aITU8f+I4BNA87/68uXn4CUK06JSKihZAZ8GfD2d6KdCmTnrlh0ZXBFGMXGwW3ykw6QS0Qn/k1bRB4NVMIutExmR+TNpmjHu0c9l7HacMyKgQRrh8G8Jpe5S0iTeIQplFzgOUNwcyM85812HbP2B9tMhbdMR7f09l9gi7UsuA9vlfC5iMWPn/fFrYeqWBmr4wfv2cG9olB4SY0cZOeuf1b0wkij3vTlcGUtWMhyHTCcP30OupTde39iuhit6YNqqD0aqYgxnjp3ksAgBPnT3huQkyEhUmbzFGPdg57r0XdsIyzRh9EsL4DwLMA/BpjbDKh8RBJETWiWmwILl1y8nl3dhxteWbGPYI6ShT48jK6vWPsxga271hA664l/fd2DjTaEuA0jUDwhVrW7j78/gkn39m2MfOVNi7//jzW77+M6uZlp5a2dM+VheHmC16LoVYQBXw+6vl39na0Wr8QkvWp+sCiXp+qD3SvUlHrPPvdk+e9GYxfNNKQF+Dpw9MD3xGvxynaOey9prFhSUJwjrNGHySA6zEAR+BEVLcAXIVjulZP0OWc3+lzLgrgShu3ILCgqMFgtZojnNVa0bpjRaCXyViUY9olACWgIrutNYFs3XIZ145Y+NvSPua+CnRmZ1D95V8FVlb0Y5SR617bSsCUPEa3+tjyNHkEi2mDnc4h0PPxC0br35LoXrS7iYpVQbvTRqVcQdt22iGKnGm15/HArfeCsUyuaRrIpasJDRzUp147tYb5h+f7tbUBx6x++d7LruMkDkgj8Mv0NxiENAMBMyRyANdJOBW4SgAOAZgD8J2999X/iLwRVytJNU1qZ8fdhO6WUuU1FqFN2wdFPUQ609at8A1kK83P49gzvwGLu47grm5tA294Q/B8bBl1jAZug6ClNYM+H935dZqK3NWoL4h7BUoauw0srC5gc1ff5WlgfL1ryr5qXeEUU41MHr+M0LiXLy4PCGJg2KdPuJNGelYSpvBxckGoGGvGcUKasSF+GpjX5+pn73gH8EM/BLRajia7vg6cPBl8TEHSpNyObTaBpSVgu+ennJlxxlOrDWq5vdNsTDn5x8ePHMf6+120cJmSdzqPq9apauziWK9rhUCrtezBV9v2Q6epqOUzgzJzZGYgYMxPGwqjkZmOW6RrEfkgCc14TFK5tAsUCeM84yf4vD5XP6tUHAEUte2hgYnW6FhDE3a7DDzjjOX7hyn/Ee+fsYd/7eVyOvnYGaIz8am1ePuaccgWj0mYEXUL8PLFZTR2G/0a027tG6NcYwQX+VShOQ1NZDM1kTZ+lbO8Plc/a7WiV+ECgkV2ex1raMKuzNcHTW1qUNgTTwCLi7h98jg+8MAGbv+qjctHlECGSuXgWrWabz5217Kw/dwKZl+/2Tf3hg1WMYmcdu1MpTnHoQcPwTpraY/Tmfh0aVFyhya1hrOMrgqZVbZQ6q0lUcyI8jlF1yn5Oa+dWsPC1EK/pGUUQQyMd2BQUlClsngJEsD1atOTcs4/5nOu4mrGQTTDqORRM44LLxO21/x63JeoirV8ysn9rd+w0IKNSsdJQeqWyygZ3LfO/AbA3STnMWatKW8VA/ew/dwK5u5uu5r7dMFOcZiIxfFuwVtu914pV2B37EjaUBImTi/8NHrS8ogUiawZPwHgccP/Rpe0mi4A/pWzvD5XP1tfj16FK07CFjLx0PhFzu+1W8t48wN1vPihOVidg6pZJVEtzCfP2rQPcB+P34T2e8o9HHuq5RkII59D0Ol2sLm7OaBRAwikqQjN5sp9VwaKg1RKlf41WnYLm7ubA+OzO3ZkbSjtPFi/wKComnNe82PzOi5imCDC+JzLfw8B+DQcaf+fe++NLnE0XTDFTzB5fa5+dvJkPG0ToxYP8Rq7ybnVqONqdahFoogu3rq+NVA1q28D8tlEqQv3nZjG5iMW9s865S+P7x30+G3uNdHe3Bj4TbQ3Dxo1mEROX71t0FyslvLUtQQsl8qoWBVsXt/E7V+1HRP95HGjZ6Iu0ABw+d7L6J7ponumixOTJwYKilSsSuwRrmlHzfrl60bdHMRtBo9LiJJ5vjjEFsDFGHs7gPMAXs45/7zPscU1U4cN8knTvB2VMIFXcWBybnVsq6uuOcSLfBE3LzXwwfd1Ud9VbEMeebyqyfKzD7UwcbmJUs8UvnNbFeUNx4e5yBfxgQc2hhpIvPkBJ/LXN3J6ehqtzj7KV69h61bHxL5zZNAMLZ/DKlt40e4+PvSBCqaf2sfWJDBhA8f3/E3xOrO0aZCWaMMYlwk3b2bhoHnb6rjjDmyLy4w/Jnm7RSP5aGrG2O8B+HvO+ff6HFdcYRxWqBYpUtdrrHEVD9ER87nlhXPzEcupqBVm/j3GVTlXwe1ftbF20TGRb/V81l+41XDRk+Za7QQlFk7d5sC6tN0X/uWu2UbDrdCGukDHJQiiCNy0hbXp9dzmJm4feFxCNG3fPGFEKtHUnwNgHOiVOHGZVGXC1omO07ydxH3JeI01ruIhOmI+txztOfPJhqMxhvGZS+PqAujaNp58bglL52YxfXga124t48UrwMQZR5CWS05da/X5qKbHJ64+MWDiFj5vYNB0q5oay5e3B7pHARjo9+w2bzrfMwBY5cHCG1HKTcr3uLC6EMhEqn63a2stxgAAIABJREFUsdvof1dXKzvoeLy+axoZ7GbOjqNEZxJR6+NUOrToxC2MXwSgEvM5vfESTGkGW/kRp6BJ+r68xhpHO0YZ+fm1Ws7mJuq5m01gdtYp/lEqOf8PhPeZi3vuIbo1/eLDTtGS+cl5lOG0NpTrWqvPZ/niMm5eauBzD9v43D0beO63vwY7zxkUpFdvqw4tnEMC4FblO7cA+2Vno9AuwzHdq1Oy1xwQutM3HP/3/lngMw+1sHTuoFNTmJQVIUiOP3QcG7sbsLs2WrZ7YJpXtTDxXZFjLALJwvg94/aZuvm640jzkcfa7rQxYU1EFqKUflQcYjFTM8YsAD8E4JcBfIJzftLn+PjM1FmZVIMSp8846fvKU/pW2HNuKOk69frgeXX3CLhXBgOG5r0L4MS/KOPye5QKVy6VvJ48Yg/4d+0ScOUwsG8dmLgX//CKb53r16GGtfcB5cvb2LoVqNpOcwxXn3Gzie07FnDsqVbfjL52Ea5+7jC4mcAFqok0SrWwICbbuH2mYcznpt8h/+7YoDVTG2uxjDE321AFwG29f1sAfjrw0KLgZ1KVF3qdNpqW4BHm7Tgwua8oxDlWL5rNQaEZV3S67hzqe8K60OkMWheEIBb/v7x8MBdzc+hubAz8JX3o/RXgPcq15OcjsG3MXx/071pdR4hOnJGElfLba+41BzTM2uEaHjm9jur9vSA1wBH+vUW8pMxhc6+Jzh0LmH6qBat70H957joGTN1z1/Xdm0zRmcBrN5xrnbgOXL2tguqjq9rjhdasqxZmd2xYZQv79j666A5oo15CTnwmC7c4oraFpikQGr6XoO3XB+92+tq5btOj3v841WUmgpmpy3DWEfW/fQB/BuDfA3gp5/xTcQ/Sk6gm1TyZsk0xua+k/cphkce1sDD8eRwbC9051Pd0mzg/Ia7McwnA8V2NJic/HwnVv9spl7RmaZnli8t983G55JjCh7Qq5W+gNTM94Hs91hPEYgxCC5dN3VuTwylVQdClX61/oIqFr5ZR6QIzX2nj9tMr2uN11cJEZ6m5yTmsn17vV+OS58nLBC0+k0nCZxqlL7MK+XfHm+LXpo6q2ebJlB0nSUVvR51veVw6rgybaQOPwasRhdc4qlXHby2jmreDzmuQlpMajEyXynwsvaWFj6DZFwCfXx00SW9NAt9zCkMR4F4pVUFqg89NzmH1rlW88vhr9C0vNcfL5zZpRrF0YQnbN7blIQzMjanJN2rUttt11HQ0WbOniOaxZ0RrU4eNbhYkGR2cJUkVJwljSZC14Y0NvSAulx3BZ/L8/MZQqwGXLwPdriPcq1XgxIlBC4ESlAUA2N8HJiYOXh896ghn2boQNIBNVwktwO/VqDiG8jfwUewMmIyXTzk+4XYvR/qeu49i5wgGIsB3jjjHyppbkOAnNVBo5dGVoUAz+W/LK7DIT5Ncvrg8JIjFXAWat4D3qMPtOkkEYxGjTShhzBibYIx9I2PsVYyxb2KMTfh/K6fEHR2cF5LaZIQR8m59gkslR1AGnfsgY3AT3EKAyabkbtc5X7fr/PfMZzoCWP5u0M2fOP7SJee1uinwIYzpUhYQJZTwF1NVfPM9Fr754TrKGw18zPri0Hd0AkUrFA3dH1vXtwY2AZuT8H2+wv+qBnFNH54eOrcOeW5M5y1q5S2366jnjaOEKDHaBBLGjLFnM8Z+GcDXAPx3OPWqPwvga4yxX2aMPSf+ISZMVM06ryS1yQgj5GXhKbAsx2e8vu6cY2vLEXYmQirIGPwEt9e54rQuLC05VgHbdv5dWjL6WpjUFFlALEwtoLHSGPi+qs3NHJnRChSt1qfZ3OjSlOYm5/r514cecGqF+/1t6fy8OnRabn2qPjA3ovOTqBwm+97Vc0Upy+n2fNIu95kUVNs6PYyFMWPs2QA+CeBHALQBfBzAB3r/7vfe/0TvOCIt3DSVpDYZYYS8KvDq9YNxrawEN3vLflbRLEIW4vKcWJa34Pa6H3ncgHOMyWZB90y2FbNq73WYxc7vO24CQnxvc3cTlXJloK2i7nhZqNcO19CyW2g3NoY2KDpTbxiN3q0oyc7ezsDrtVNrA40tZo7MuAa/+Zmgg4wzyLPKOhiLalsXjyAtFH8WwE8CeATAOzjnX5M+uwXAgwBWAPw85/ynfM5V3HKYeaMIZTa9Aq7CBtCZto8slRw/sG0HDzhrNh3tXQR1lUrOa7962WJzIISWLjAMALpdbbDS2qk1z6CisCUOo5RGFN/904c7/WAwMe+Vt2yFzo9VA53anbZWINen6rEFV4UlzPxlVYObalvnmsgBXP8AwB9yzldkQQwAnPOnOef3wune9L+EHyMRmDS7SIXBSxA3m4M+21LJ3Lftdd/yZ92uI4jDWAhqtcGNQrern1/VdLu9PWiWb7UGAsO6AK5OTqByroKN3Y0hn6WfNhLWz2n0PRdLi/iu7AcWloQoJln5Xvft/b7GXrWqA8fFEVxlla1ImqI6fxu7G77nykqzjKtF5aiY24tAEGF8OxwfsRd/AKck5uiTlzzevEeDe0U+Ly8PasETE+a+ba/7DjonXs/S5FzqxkBHp+OY5y0LV55Xxev+UXsoUEksdn4LadgF0ut7wqz55MuOw25sDD0v8d2dI8A33VPGNz9c729uVJPs6l2rxiZS+V676PYDnW6+8yas0sFGLWxwldBCo5TUFOhyqf3OlXbfZkFcQjRrc/s4EUQY/x2A5/ocM9U7bvTJS7GQvEeDm2qwgDOXOs1VJyzV+15dDVTjWvapbd+xgK7bs1xddc4JOP9q6j4PCeyZGcc0LRAaf8+HP3+3jSuHB91D8mLnt5B6LZBevkKv7wkNTq7MhU4H3S3/Rgi6tCZTbdDrXtUoavW1H7XDNVSt6pAA7XQ72Nz1DxRTEXOgnstLwKoC3CpbrpuTOIOl4hKiVNs6PYL4jD8M4OUAvo1zflnz+XEAnwHwac75G33OVXyf8agWC4kbU9+ul7/b7zjVt2vgO5d9avtngYr8ZyA/yzA9loXwdzHPy9c+vlfCh98/gZndA5928zBC+xnD+gqFb1AtELJzWxUzX7rp/kXNvVcunDD2M3r5VGfPzw7kE88cmcHle4eWHveh7TVx/KHj2s8myhNovWvYj2/i4w0yx829JhZWF9CyD65VtaporDQinZcoNNH6GTPG7gTwewD+GsB5AI8D+BKA5wE4CeBeALcAWOKcf8TnXMUXxkUInMoDfj5jk2pefhsfXWMIn82RHJgiC6A0mo3IC37jkTJqT+33hZ99YgbVTXOBoxI04EaMZWPXmb/pG4OVub7vrZpGGDKav4PFFcQS6HTivLlQ1w6NL/bvS0f3zODapwrOEkpYmFoYGnvQoCz1mQBOQJp63qBVwzZ3N1GxnPrdaQaHEZGJFsDFOf8oAAbgGXCaQfw+gM8D+AiAdwF4JoB7/ATxyJB387Aga9+2V4qVafqVn99WF1Rl2573K5sP3/TWEnZuU4qPiHmTBXFUn3zvnLWpE3hyFWifvoTpr+wP1I0uXx6uLBWEoL5CNbdXrsz1TfeUUT0x7/FtaN0Qa6fW8DrU8PlV4ObZDj77UMv3d6cLdIrq9wzqn12+uDygwXbR1Z5DNd0C8DQv68atO2/QqmEdRPeDE/khUNEPzvm/B3ACwP0AfhvAY71/3wXgBOf8kdhHmFeKUiwkad92GsLeb+MzN+f4ZVXU+5XG+tmHWngdarBKFg6dWEB5ozH4LMW8yUTddGmehVoycutWl+/K83zokDMXmvn+0MtXsfVIBftnga1HKvjQyzU+bgk1t9cqWahP1c19jZqNUu1wDevvr2Lxq2VUOkD1ctP3d6cLdIrq99QFXAnkPGV5DLpz+OEXMb12am0gOtxN0IapGiZIMziMSIbiN4ooAmn2B1ZJ2rcdh7k+6vzI39f0EQ7k/xUkMW+acy7dP41ffHi7bxb+8XtmsH56fXg+5JaPAt09uDXAaLcPNhPS3Eb2U7o9u4Dzl4S/VDYni+Cvnb0dT19wY7eBLg7WxKO3HMVjb3sskBlaZ15+4uoTWLqwhJbdQtWqYv30Ok4eOxnqvnS9o8nHXCii+YzjZOyEcZb+5TivrVt4T5yILrTiHOPiItBoODnBgCOIGo3gAiKJZ3bo0GDxj2oVzS83hv2Pr1wevrZuo6G7B/UeZTT3kVhRioDzl1VxDHUMarAVoPfvyphsJOLcbJDPuPAEF8aMsdvDXIlz/gWvz8dOGOsWyHo9HQ05YKSvJ7oFFggXbSxfL04t1CuyOoiASMKaYVnDmq1tD19LFbyW5byvBqkB3i0e3caQRtS/ek+rq07p0yysQwHQBVuZBsF5bSSokhUhESqA6yqAnYD/USVxFbXGMZBebrLOtx3Wj6zLGTYJZPO7XpyFS9SqWXJuc5CguyRiAkS+svpanR9dPW23sarv61pDCiLObaA8WHX+wtQgzwCdL9evcpdJLm7YYDRq1DA++AnjL2j++ys4kl332RcA/HlSgy0sugWy03E0nSwqd4UtoakTmiZCy+96cUemq5sfEVkNZBt0p2qk4rU6P8K/K89HreZowWrDDfUexPO4cqVf8QvV6oElIMLcyoFKNy810KkvmAfuRSjbmqZAUptQTJQn0O60I0cshw1Go0YN40NgnzFj7AEA7+KcW37Hepxj9MzUJmZNXT6samZMg7D+0LCm27R95mKc6lzL/uMscJsH08YWcZnOQ57HODc7yL0bkGUxjKzNy1lfn0iEyI0iBOlHfBUBE9OvTivJorFDWE00rOk27ZxsMU5L2S+2WvGaR4OmdbnNg/z+xIQzv7rfUVym85BuCtnUqpbN1P2OZY126S0ttGZroX4DWdV3BrJvlBD0+mTWLi5hhDGhw8QMpzM1ptHYQRUaQLrm2qxysnVzu7kZX250UKHmNg/y+7Yd3Jwb5H6aTcdiEMJkLJtar95WRdfrd9xsolNfwOfu2cDnHrZx5cYVfMt91VC/gSwFYpyNEsIIyqDXJ7N2cSFhHBemQUhZVO6KUvgj6wpeUdDNbaXi3H+j4czHxoYTfR3mvnQbsKhz5ebv9jqXyfMVz/G4plaz4YZQDlSa+WQDJa/f8fIypp9qodJ1zNkffJ++mpUJWXYOirNRQhhBGfT6WVoRiGiQMI4LUyGbhZZoGjyjE7x56U4VZlNQqw1Hsbfbzv3LsRJhzdfqBsyyos+VLtjP71wmmwJdRTE4Pqelt7SCmzX9fsdbWwNlPueum1Wz0l5qRDoHpSEoszarh4FM6w4kjOMiz+UxTbV2neCNEAUbK2E3Bbp0IreexEFRN2DtdvS50vm7xbncNiQmmwK1XWXv2CvPq+IjaMZv1pyb65ux7RJw9baqv0ZbZCuMAWkIyiL2HybTugMJ4yIQdZEy1dp1gjfOHOAohN0U6NKJ1tYG+w2Xy8D0dDjNW96Azc/HN1e6eXfbkJhsCnS57vPz+K63tCNra1rNZnUVpd5GyJqoYubiur9GmxcrTEKkISiLaEUg07qDXwUuj95prnQ55xWvA0YytUklzgpOaaUG6a4j6iJnXTkpzByo1bhKJef1k08OP59Wr7OQev4glaTifOZRSo8GeI5xpA1pz7GK4M9LqcTWLgPPOGMlWuoxD2U4x50x7OMcKrWpFOI/0raBeHf5aZmKdRp0HOb3MJq9+p3VVTPtXv7ewgKwv3/w2cTEwffU+9rZGZ5jIcw3Ng6e49KS+3ON01WhO1eUIEGXscWhrWk1mzC/Wen+RAerpE2XRibSETefZ00RTetJQI0ikiLOestZNpowxUsrDDP+sPfsVZs5aGMIQF8P2vSccZNl9y8PYtOMm0207lpC+fI2tm4Flk85/ZWB5IpdGBXVkH4b3XIZV55bwfzd1JyBCE1sRT8IE+L0tWaRDhUUL0tAGC0prDVAF6gE+D8D3RzrrilKS5qcM25yGiSo1WzC/GZrNXzLfVUcOlPGi1cOBHGSUcFGQVXSb6rU6eDYU62xDzYi4oeEcVLEKUBzuggP4CU8dRsTP9OfV76t13fl75VKjvAM2xhibs45h6BaBdbX878xShlt0FDI36xs8hYkabo0MpGq5vNJ5+1xDjYi4oeEcVIUQYDGiZclQLcx8fOpe+Xben13dfUgnWliwhGeumdg4gdcW3N8xpblVE5rNIDbbw8/R4QvqqYqegknZQo2ij6Wfr87t1XxpreW+uMrQh4vUQzIZ5wHcuoLDETQezD1qeuOA9y/a+prjsMnnVf/fYHJe3Rz3sdHFAKtz5iEcR4YxwU+iNBsNA4qZlWrjnaqS0MCogl5k0CsOAPzxh2vDdwobFD9GId7JHRQAFduyUuVqzQx9amvrTnmZoEQfG7fNQ2cCxtgZ/o9Sofxx8vdMOIFQACMxz0SxpBmnAfGUTMOQhBtVNY2xHFyrq3uuCBaien36Jn64/Vcx8ECMQ73SOggzTi3FCF1KUuCaLEicG5u7qAspE7rCBtgZ/q9rKwdRdLIvZ5rXsqwJsk43CNhDAnjPDBukddBCbNZSUIYBhF0WS20RTJ9ej3XcdigjsM9EsaQMB5FiqQdmeC2WTHNN45LGAYRdH4LbdRn5Pb9IsUfeG1CsyrDmia0CSckSBiPIkXSjqLgdp/NptP4QQilWi0erSOIoPNbaKM+I7fvq5uQMN2o4iYroTgufwdxkPeNyxhAwngUKZJ2FAW3+1xePlhMymUnHSpowQ8dcWrbUZ+R2/dVjRwYFkhpL7xZCcVx+TuIA9q4ZA4J41EkTqGR5x2z232qi/DGhlPWcnb2IBo6zMITp48v6jNy+75JNyq5E9XGhvPa7bnG8fyzEooUIGUObVwyh4TxKBKn0Mjzjlm+z0rFGd/iomOaLWt+2tvbB2lJYRaeOH18UZ+R7vs6wakKJMs66O8saLXcn2sczz8roUgBUubQxiVzKM+Y8CbOXMikKg6pOb21mmOa1rU/tCzn2qOYA6zLbRZ1wMWcB20vGcfzp0pT+YeeUZpQnjERgjh3zElp2aqmu7PjCNd6ffhYy3KaSWSlMSVp9tdp/EKbv3Tp4H2VUin+SmUyFDWcf+gZZQ4J43EjqDCI09SXlF/KTWCsrQEzM4PH7u8DKyvhFp44BGmSZn8vwSmuKyN6My8seJcjjXPjkucYhKygOUmWosxvt9tN/b+77767e/fdd3eJDKjXu91yudsFnH/r9eJf+8oV51yW5fx75crg55blXFP8Z1nhrhPH+OMaiw6vedBd12/ekiDL319eoTlJlvzNr1Yuks943MiyHm5Wfqm46kTHMXdZ1azWXRdIfyxUj3kYmpNkyd/8ks+YQLZRk1n5peIytcYxd1lF+Oqum0U6Sx6jdrM2Y+ZxTkaJgswvCeNxYxzTPeLaBMQxd1ltSHTXzWKRkq0hnY6TVpW1Dy/r9L1x/JtMk4LML5mp8walGBBpUSS3QZJjzZ8ZkxhtyExdCLLepRPjQxgtPauKXFlFoRNESpAwzhtFKkuXta+N8CaJ55NVRa4k/y4KYsYkRhsSxnmjSLt00uK9SXqz4nd+9fksLEQfSxxCMYzwS/LvggpeEDmAhHHeKNIuvUhafBYksVmRBfDCAtBouJ9ffT6tVvSxTE97vzYhjPCL6++CrDlETiFhnDeKtEsPuzCPy4KYxGZFFvCtllPCw+38sjYpU8SNU1x/F+oGaWlpPH6LRO4hYUykz7iYt5MwrcoCXkZ3flmbrFadGtRRx7Kz4/0676gbpO3t8fgtErmHhDGhx0R7Dbswj4t529S0GsRSoAr4atX9/LI22Wg4Zm3Lct5vtcyup45Nbk+Z95gGHer8AePxWyRyDwljQo+J9hpW8ytSkFoUTE2rQSwFqoBvNMxMt/JYqlVHyJpcTx0bUJyYBh3q/M3MjMdvkcg9JIwJPSbaa9igmqIEqaXl207bUhDkem7tKYsQ06BD3SCtrxfjt0iMPCSMCT0m2mvYoJqiBKnF7dt2E+5BLAVp5/mOuhWjKL9FYuQhYUzoKYr2miRxa6xugjTIXKed50u/g3gYlwwCIjRUm5qIj1Grqx13u8Mit2AkokHPjTiAalMTCTNqKUtxa4VZtmAkzSxbxiWDgAgNCeNRI8tFd9QWnLj9iVm2YBy1jVLRGHXfOxEZEsajRpaLbtQFZ9S1tyyDheLcKI36c0oC8r0TPpAwHjWy1E6jLjhZbSTGQbjEqZmRlh0citomfCBhPGpkaQ6LuuBktZEYB+ESp2Y2au4IgsgBJIxHjSKbwyzL+3VSjINwiVMzI/8nQcQOCeNRo8jmMDXNJ2jaT1hIuASjyBs+gsgpJIyJ/DA/PygU5+fTuS4Jl2AUecNHEDmFhDGRH7ISilGEyzgEfxEEkTgkjIn8UESNaxyCv7KANjnEmEHCmCCiMA7BX1lAmxxizCBhTIwXcWtceQr+GiVtkjY5xJhBwjjPjNLimhfi1rhUP/fqanbPbJS0yTxtcggiBahrU56hTi/xE0fnJC/kZwYA1SrQaKTj/0763tJk1DqAEcQB1LWpcJCpLn6S1rjkZwYArVZ6GuooaZNxBPORZYkoECSM88woLa55Ien0Kd0zSmsTRfnSg4yS2Z4YeUgY5xlaXONHp3HFqUGtrTmmaUGplN4mqoipYUlCliWiQJAwzjO0uKZDnBpUreb4iOt1ZxO1sECbqKwgyxJRIEgYE0TcGhRtouInjPWCLEtEgSBhTBCkQeWfMNYL2hQRBYKEMUGQBpV/yP9LjDiVrAdAEJkjNCgiv8zNDebck/WCGDFIMyYIIv+Q9YIYcUgzJggi/5D1ghhxSDMmCIIgiIwhYUwQBEEQGUPCmCAIgiAyhoQxQRAEQWQMCWOCIAiCyBgSxgRBEASRMSSMCYIgCCJjSBgTBEEQRMaQMCaSI84+wUW8PkEQhCEkjInkiLNPcBGvTxAEYQgJYyI5su60k/X1CSJJyPIzUpAwJpIj6z7BWV+fIJKELD8jBQljIjmy7rST9fUJIknI8jNSUNcmIjmy7rST9fUJIkmox/NIQZoxQYwr5HMsNmT5GSlIMyaIcUX4HDudA58jWRKKA1l+RgrSjAliXCGfYzaQRYLQQMKYIMYVijbPBoqCJjSQMCaIcYV8jtlAFglCA/mMCWJcIZ9jNlAUNKGBNGOCIIg0IYsEoYE0Y4IgiDQhiwShgTRjgiAIgsgYEsYEQRAEkTEkjAmCIAgiY0gYEwRBEETGkDAmCIIgiIwhYUwQBEEQGUPCmCAIgiAyhoQxQRAEQWQMCWOCIAiCyBgSxgRBEASRMZmWw2SMZXl5giAIgkibLue8pL5JmjFBEARBZEyp2+1mPQaCIAiCGGtIMyYIgiCIjCFhTBAEQRAZQ/2MCYJwhTE2C+DdAF4O4DYAT3POn5PtqILBGDsGYAfAb3DO357taAhCDwljYixgjHUBQBfFKB1zFcBRANOc86vpjCy/MMYsAL8DYAbAbwH4IoC/z3RQBDGikDAmCMKNaQB1AL/KOf+RrAdDEKMM+YwJgnDjG3r//mWmoyCIMYA0Y4IwgDF2J4CfAPDtAL4OwBcA/H8AfpZz/rRy7FUA4Jwf05znAQBnALyGc/6E9H4XwB8A+F8BPAjguwA8D8APc87fyxi7rXf9ZQAvBLAP4CkAnwZwjnPeNLyPbwXw0wBeBeAWAF8G8F8A/Azn/EvKeARnGGNnev9/lnP+gMu5vx7ADQB/zDm/Q3r/fwKwB+AQgH/MOf8t6TMGYLV3n78uvT8L4F0A7gQwBeA6gI/0xnlZue4D6M0pnA3EvwCwCOC67hlI3ysDeA+AewH8NoC3cs7JDE9kAmnGBOEDY+yfA/h9AHfA8aG+B47Q+UkAn2KMxRXQdATAHwJ4GRxB/zCApxhjXwfgkwD+FYBrAB4B8GsA/gzAm+CYkk3u43sAfAqOQP8IgF8EsAXgbgD/rRfoJDgL4Dd6//8HvddnATzhdn7O+d8A+CMA384Ye5b00R1wBDHgCFeZ1/b+/ag0zv8ZwH8DcBrAHwP4d3Dm5R/1xvltLkP4VwB+Hc5G6WEAH3IbK2PsGQA+AEcQrwL4hySIiSwhzZgYK3palBtDQpUxdhTAQwD+BsC3c843pc84HEH2bgBx+FS/EU6g1D/hnLel6ywDOA7gPZzzH1PGV8WBoHOlp7W+F87f/EnO+celz34SwM8B+BUAbwAAzvkDjLGTAN4G4Ak3bVjDY3CE76vhaNyAI4BtAB+DJIx7mulJAE3O+bXeeyUAvwng2QBOc87/b+n4twD4jwAuMMbqnPOOcu3XAng55/yzXgNkjB0B8MHeOP8t5/znDe+NIBKDNGNi3Djj8d8tmuNPA6gCeFgWxD3eAeCvAfwgY8xXIBrQAvCvZUGs8P+rb3DOW5zzvzY495sA3Arg/bIg7vELAK4CeD1j7PYA49UhNFxZA74TwJ8A+H8BvJAxdqL3/kt6Y/qodOwrAMwD+LQsiAGAc/5+AJ8AMAfglZpr/4qBID4Kx8rwHQB+kAQxkRdIMybGCsPUJpmX9v59THOuPcbYZ+FogfMAPhdxeFc551/RvP8HAP4CwL9ljL0UwKNwBMp/55zbhuf2uo82Y+xjAI4B+BY4Zt6wfBrOpuFOAGCM3dK79rula98J4BIOTNTymFzHKb3/yt44P6Z89kc+Y5vrje+ZAL6Lc/5Rn+MJIjVIMyYIb4S2/CWXz8X7cfiNv6x7k3P+V3D8yP8XgG8F8EtwfKpfZoydZYxNGJw7lfvgnLfgaK/fyBh7LhwztAXgo5zzBpzIbKE13wmgi0HBG2Wc2vmTOAHg+QCaAD7jcyxBpAoJY4LwRkRKP8/l8+crxwFAB+5WJy9h59q1hXP+Rc75DwN4LoAXA7gPwFcB3N/7z48w9xGWxwCU4Gi+dwK4CUeTB4DHAbymZ9Z/FYAnFWtAlHH6db1ZgxNJ/hIAH2WMTfocTxCpQcKYILwRPsiT6ge9KOqXwKlK1ZDd2vQAAAACi0lEQVQ+2gNwm4vG6hYJbATnvMs5f5Jzfh7A63tvf5/BV73uo4IDH2wcGqPsN34tgE9KkcofhRM1fjccc7FqKnYdp/J+qHFyzn8WwI/BMXM/3ksZI4jMIWFMEN5cgJPTey9jbEb57GfgRP1e4JzflN7/Izia8Q/JBzPG3g4ngjcQjLEXK2lHAiFI/s7gNL8DJx3rFGPsZcpn/xJADcBHOOdR/MWCPwHwNThBY4v4H+3dO2tUURSG4dfO32Aj2IhYWIQUghcIgo1gob2QQmFV4qXwNwQkIKyktFI0NoIExCpiBAstxUaQ2IQIFjGFjY7FOgPjEDMXE3bzPs3McGbm7D3Ndy57rfk7cPvP73WPw/eG16lyqzMRcXVwQ/f6HHW/+c20g8vMRepg4CSwFhFHRnxEOnAu4JL2kJlfIuImVYv6ISKeAt+A89SfJ3yi6o0HPaCCeKlrFvIVOEWtFH4BXJpwGBeA+xHxttvfFtX44zJ1SXxhjHnsRMQ8sEIF0Aq1UGuGKmfaBG5MOK5/7et3RKx144OBMM7MjYj4TJVq/aIWpw1+thcR16i67icR8Zya83HqCsAPqnHIcFnTpGNcjoifVL3264iY26cDEWkqnhlLI2RmAhepxhNXgFvUvdsFqq71+9D7P1IBuk412LhOlS2dps4aJ/WSajRymAq429QZ4ivgbGY+G3Me/dra1W4+d4ATwDIwM24XrzH1A3ibWmy227b3w93LunG+A2aBR9Rvdpc6kHkMzHbb/1tmPqRK145SgXxsP75XmsahXm/UmgdJknSQPDOWJKkxw1iSpMYMY0mSGjOMJUlqzDCWJKkxw1iSpMYMY0mSGjOMJUlqzDCWJKkxw1iSpMb+ANrxLO4M6fE5AAAAAElFTkSuQmCC\n", + "image/png": 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -289,8 +288,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Dataset X : ndim=2 shape=(1000, 2) Mean = [5.0701 6.9597] Std = [0.9746 1.4375]\n", - "Dataset y : ndim=1 shape=(1000,) Mean = 0.667 Std = 0.4712865370451398\n" + "Dataset X : ndim=2 shape=(1000, 2) Mean = [5.0032 6.9835] Std = [1.0171 1.5288]\n", + "Dataset y : ndim=1 shape=(1000,) Mean = 0.626 Std = 0.4838636171484688\n" ] } ], @@ -332,11 +331,11 @@ "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. -0.0073 0.0078] Std = [0. 0.9759 1.0046]\n", - "y_train : ndim=2 shape=(800, 1) Mean = [0.665] Std = [0.472]\n", - "X_test : ndim=2 shape=(200, 3) Mean = [ 1. 0.0294 -0.031 ] Std = [0. 1.0908 0.9806]\n", - "y_test : ndim=2 shape=(200, 1) Mean = [0.675] Std = [0.4684]\n" + "X_scaled : ndim=2 shape=(1000, 2) Mean = [-0. 0.] Std = [1. 1.]\n", + "X_train : ndim=2 shape=(800, 3) Mean = [ 1. -0.0116 -0.0056] Std = [0. 1.0066 1.0169]\n", + "y_train : ndim=2 shape=(800, 1) Mean = [0.6162] Std = [0.4863]\n", + "X_test : ndim=2 shape=(200, 3) Mean = [1. 0.0466 0.0223] Std = [0. 0.9717 0.9288]\n", + "y_test : ndim=2 shape=(200, 1) Mean = [0.665] Std = [0.472]\n" ] } ], @@ -393,7 +392,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -415,7 +414,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -425,7 +424,7 @@ } ], "source": [ - "ooo.display_md(\"#### Train data :\")\n", + "pwk.display_md(\"#### Train data :\")\n", "fig, axs = plt.subplots()\n", "fig.set_size_inches(8,6)\n", "axs.plot(X_train[y_train_h == 1, 1], X_train[y_train_h == 1, 2], 'o', color='green', markersize=4, label=\"Train / Positifs\")\n", @@ -435,7 +434,7 @@ "plt.ylabel('Hours of sleep')\n", "plt.show()\n", "\n", - "ooo.display_md(\"#### Test data :\")\n", + "pwk.display_md(\"#### Test data :\")\n", "fig, axs = plt.subplots()\n", "fig.set_size_inches(8,6)\n", "axs.plot(X_test[:, 1], X_test[:, 2], 'o',color='gray', markersize=4, label=\"A classer !\")\n", @@ -497,17 +496,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 \tLoss: 1.3375711\n", - "Epoch: 100 \tLoss: 0.25958923\n", - "Epoch: 200 \tLoss: 0.21545371\n", - "Epoch: 300 \tLoss: 0.19828722\n", - "Epoch: 400 \tLoss: 0.18974823\n", - "Epoch: 500 \tLoss: 0.18471369\n", - "Epoch: 600 \tLoss: 0.18161412\n", - "Epoch: 700 \tLoss: 0.17885536\n", - "Epoch: 800 \tLoss: 0.17728691\n", - "Epoch: 900 \tLoss: 0.17616053\n", - "Epoch: 1000 \tLoss: 0.17530069\n" + "Epoch: 0 \tLoss: 1.3204266\n", + "Epoch: 100 \tLoss: 0.25756028\n", + "Epoch: 200 \tLoss: 0.21319771\n", + "Epoch: 300 \tLoss: 0.1966115\n", + "Epoch: 400 \tLoss: 0.18770824\n", + "Epoch: 500 \tLoss: 0.18241489\n", + "Epoch: 600 \tLoss: 0.1788917\n", + "Epoch: 700 \tLoss: 0.17645508\n", + "Epoch: 800 \tLoss: 0.17437568\n", + "Epoch: 900 \tLoss: 0.17308258\n", + "Epoch: 1000 \tLoss: 0.17199597\n" ] } ], @@ -555,12 +554,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Accuracy = 0.969 Recall = 0.941\n" + "Accuracy = 0.948 Recall = 0.955\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 1008x720 with 4 Axes>" ] @@ -752,21 +751,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 Loss: 0.6635 checkpoint: ./run/models/model-ckpt-0\n", - "Epoch: 500 Loss: 0.1478 checkpoint: ./run/models/model-ckpt-500\n", - "Epoch: 1000 Loss: 0.1333 checkpoint: ./run/models/model-ckpt-1000\n", - "Epoch: 1500 Loss: 0.1271 checkpoint: ./run/models/model-ckpt-1500\n", - "Epoch: 2000 Loss: 0.1238 checkpoint: ./run/models/model-ckpt-2000\n", - "WARNING:tensorflow:From /gpfslocalsup/pub/anaconda-py3/2020.02/envs/tensorflow-gpu-2.2.0/lib/python3.7/site-packages/tensorflow/python/training/saver.py:971: remove_checkpoint (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.\n", + "Epoch: 0 Loss: 0.6296 checkpoint: ./run/models/model-ckpt-0\n", + "Epoch: 500 Loss: 0.1132 checkpoint: ./run/models/model-ckpt-500\n", + "Epoch: 1000 Loss: 0.0973 checkpoint: ./run/models/model-ckpt-1000\n", + "Epoch: 1500 Loss: 0.0896 checkpoint: ./run/models/model-ckpt-1500\n", + "Epoch: 2000 Loss: 0.0858 checkpoint: ./run/models/model-ckpt-2000\n", + "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: 0.1213 checkpoint: ./run/models/model-ckpt-2500\n", - "Epoch: 3000 Loss: 0.1200 checkpoint: ./run/models/model-ckpt-3000\n", - "Epoch: 3500 Loss: 0.1195 checkpoint: ./run/models/model-ckpt-3500\n", - "Epoch: 4000 Loss: 0.1184 checkpoint: ./run/models/model-ckpt-4000\n", - "Epoch: 4500 Loss: 0.1167 checkpoint: ./run/models/model-ckpt-4500\n", - "Epoch: 5000 Loss: 0.1170 checkpoint: ./run/models/model-ckpt-5000\n", - "Epoch: 5500 Loss: 0.1172 checkpoint: ./run/models/model-ckpt-5500\n" + "Epoch: 2500 Loss: 0.0834 checkpoint: ./run/models/model-ckpt-2500\n", + "Epoch: 3000 Loss: 0.0817 checkpoint: ./run/models/model-ckpt-3000\n", + "Epoch: 3500 Loss: 0.0805 checkpoint: ./run/models/model-ckpt-3500\n", + "Epoch: 4000 Loss: 0.0792 checkpoint: ./run/models/model-ckpt-4000\n", + "Epoch: 4500 Loss: 0.0786 checkpoint: ./run/models/model-ckpt-4500\n", + "Epoch: 5000 Loss: 0.0778 checkpoint: ./run/models/model-ckpt-5000\n", + "Epoch: 5500 Loss: 0.0772 checkpoint: ./run/models/model-ckpt-5500\n" ] } ], @@ -820,12 +819,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Accuracy = 0.977 Recall = 0.956\n" + "Accuracy = 0.978 Recall = 0.992\n" ] }, { "data": { - "image/png": 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\n", 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klPtKlBWXRcfVCYKAsuKy6HWZ7itBREQ0wqTq2H4rKxcBp5QALkH6yvG/9rW3RcrEAFJv060PA9+uk7529kiXh8PS7YjIURwZyFT6KqPjWJfVLkN5cTlcggvlxeVYVrsMQHb7ShAREY3A8b/OlKi3KaLobQJivU1E5CiODGSU+0qUjivF6qWrce+Ke7F66WqUjisFYPy+EkSUHz788EM8+OCDCTejpDwjj271eGOZGZngki7n+F/7YW8T2YRVnyfvvvsuNmzYYOrPNIsjAxl5XwkPPCM2ynPBBQ88hu8rQUS5we12o7q6GlVVVaitrUVvb2/0uoGBAfj9fsyZMyftjsuPPvoobrzxRoNXO9wdd9yBZ599FoC0l8zx48ej133lK1+JPpef//znOPPMM7FkyRJT15eTJkyR9omZPGuoZ0aQvk6eJV3uhIbxvm5plPTja4DHbpO+7thivx4RvdbJ3iYyiR0/T3p7e7Fq1Sp88YtfzPgxOjo68Pjjj0f//sorr+C73/0uACAYDOJLX/oSqquroxs5m8mRU8sAYKJ3IpYULsmbfSWIyBijR4/G7t27AQDXXHMNHnjgAdx2220AgIKCAlufxVqzZk30+7Vr12Lp0qUYM2YMAGDr1q3R6wKBAP7whz+goqLC9DXmJCePbnXK9C491zmpOrb/z8pFI/f/AdjbRLqw4+dJUVFR1gGGHMhcddVVAICZM2dG9znbtWsXQqFQ9HmbzZEZGZm8r8Ty4uW4qfgmLC9ejnlj5jGIIcpRB3sO4qzAWfCs8eCswFk42HNQ18c///zz8e677wIADhw4gMsuuwyf+9zn8IUvfAFtbW0AgCNHjuBrX/saZs2ahVmzZqGlZWSD8KZNm1BVVYVzzjkHF1544Yjrt23bhgsvvBBXXnklpk6dihtuuAGRiHSw9sQTT+Dss89GVVUVbr75ZgBAOBzGtddei6qqKpx99tm47777AEi7KT/11FP4+c9/jvfeew/z5s3DvHnSyPmJEyeiq6sLN9xwAw4ePIjLL78c9913H7Zv347q6mpUV1dj+vTp+PDDD3V9DcnGnDK9S+91sreJEjl4EDjrLMDjkb4edO7nydy5c/H1r38dlZWVWLJkSbR07dVXX8WcOXPwuc99Dpdeeinef/99AMDLL7+MadOm4fzzz8f3v/99VFVVAZACli984QuYMWMGZsyYgb/97W8AgFtuuQV//etfUV1djfvuuw/btm3DggUL0NnZiaVLl2L37t2orq7GgQMHcMstt2Dq1KmYNm0a/u3f/k3X1zQRx2ZkiCj/1D5Ri7auNkTECNq62lD7RC1a/a26PHY4HMZzzz2H73znOwCA66+/Hg899BDOOOMM/P3vf4ff70dzczNuuukm/Ou//is+//nP45133sGll16Kffv2DXusNWvW4E9/+hM+9alPDSstUHrppZewd+9efOYzn8Fll12G3//+97jgggtw880349VXX0VxcTEuueQSbN68GZ/+9Kfx7rvvYs+ePQAw4jG/+93v4t5778Vf/vIXlJaWDrvuoYcewh//+MfodbW1tXjggQdQU1OD/v5+jBo1SpfXjxwgfnpXfGaivDg2vcvKbFMm60y32eWcxSMzPICUiXG72duUj2prgbY2IBKRvtbWAq3O/DzZtWsXWltbceqpp6KmpgYtLS0477zzsGLFCjQ0NKCsrAxPPvkkbrvtNjzyyCP41re+hYcffhgXXHABbrnllujjlJeX489//jNGjRqFt956C4sXL8Yrr7yCe+65Bz/72c/wzDPPAIjtM1NeXo5f/vKX0euOHj2Kp59+Gm1tbRAEIel69cRAhogcY3/XfkSGDkIiYgT7u/Zn/Zgff/wxqqur0dHRgc997nO4+OKL0d/fj7/97W9YtGhR9HbBoNQw/Oyzz2Lv3r3Ry/v6+kZkNWpqanDttdfin/7pn/DVr3414c8999xzMWnSJADA4sWL8cILL8Dr9WLu3LkoK5PGyC9ZsgTPP/88fvjDH+LgwYNYsWIF5s+fj0suuSTj51tTU4NVq1ZhyZIl+OpXv4oJEyZk/FjkMImmd4mK6V13Xx+b3mVlIKN1nWrL0GpXKIKdAaknRhnsUH7Zv18KYgDp635nf57I/5bLP7+oqAh79uzBxRdfDEAKrk455RT09vbiww8/xAUXXAAAuOqqq6IBSigUwo033ojdu3fD7XbjzTff1PT8CwsLMWrUKFx33XWYP38+FixYoOn+mWAgQ0SOMaV0SjQj4xJcmFKafS2/XNN87NgxLFiwAA888ACuvfZaFBUVJaz5jUQiePHFFzF69Oikj/nQQw/h73//O5qamlBdXY3du3ejpGT4gVJ8s6cgCEkn2RQXF+O1117Dn/70JzzwwAP47W9/i0ceeUT7k4VUIjB//nxs3boVs2fPxrPPPovKSo6qzwtOmd6lZZ3KMrR4YgQYjEjX165wdm8T6W/KlFhGxuWS/p4lqz5PfL7YQAu3243BwUGIooizzjoLL7744rDb9vT0JP1Z9913H04++WS89tpriEQimjP2Ho8HL730Ep577jn85je/wS9+8Qs0NzdregytHN0jQ0T5pXFxIypLK+EW3KgsrUTj4kbdHnvcuHH4+c9/jp/97GcYPXo0KioqsGmTtMeEKIp47bXXAACXXHIJfvGLX0Tvl+jD6cCBAzjvvPOwZs0alJaW4v/+7/9G3Oall15Ce3s7IpEInnzySXz+85/Heeedh+3bt6OrqwvhcBhPPPEE5syZg66uLkQiEXzta1/DT37yE+zcuXPE45144omq+l0OHDiAs88+GzfffDNmzpwZrdWmPOCU6V1a1snNLilTjY1AZaVUWlhZKf1dJ2Z/niQyZcoUHDlyJBrIhEIhtLa2ori4GCeeeCJ27NgBAPjNb34Tvc+xY8dwyimnwOVyYcOGDQgP/b+l9vOlv78fx44dw1e+8hWsXbvWlAEADGSIstAb7kXz8WYEegK4v+d+BHoCaD7ejN5wr9VLy0mTiieh1d+KwTsG0epvxaTiSbo+/vTp03HOOefgN7/5Derr6/GrX/0K55xzDs466yw0NDQAkEYZv/LKK5g2bRqmTp2Khx56aMTjfP/734827F944YU455xzRtzm/PPPxy233IKqqipUVFTgyiuvxCmnnIK6ujrMmzcP55xzDmbMmIGFCxfi3Xffxdy5c1FdXY1rr70WdXV1Ix7v+uuvx5e//OVos38ya9eujTaOjh49Gl/+8pczfLXIcSZVx/a/WbkIOKUEcAnSV7tM7+rrBsaMi/093Tq52SVlatIkqSdmcFD6Osm5nyeJFBQU4KmnnsLNN9+Mc845B9XV1dHm/V/96le4/vrrcf7550MURYwbJ/0/5/f78dhjj2H27Nl48803ccIJJwAApk2bBo/Hg3POOSc6bCaRDz/8EAsWLMC0adMwZ86clLfVi2DFJm9+v18EpJGgRE7VEepAU38TIkP/yVxD/80fOx8TvROtW6AD7Nu3D2eeeabVyzDdtm3bhjVOOkmS31nqTRFMxs+YJPq6gcZ1icuwZB5vrAzLbHKvy+AggDTHJvI6n743dtm366QgRuYSpOlkAAABuOYuvVdMNpKvnyeZ6O/vx9ixYwEA99xzD95//33cf//9Fq9KovUzhj0yRBnoDfeiqb8JgxgccZ0c2DT1N2FJ4RKOAycie7Dz9K5UvS5K8ev0+mI9NeNLYoMBEpWhpZtsRpQnmpqaUFdXh8HBQXzmM5/Bo48+avWSMsZAhigDO4M7o1mYrmNdWN+4Hkd6jqCsuAzLapehdFwpIohgV3AX5o1JXepD+Wfu3LmYO3eu1cugfGTX6V1qRi4DQGEpcNHS2DrVbnZZPlHKRtl9I1AiE3zjG9/AN77xDauXoQsGMkQZaAu2RQOZ9Y3r0dnTCVEU0dnTifWN67F66WpEEEFbsI2BTBqiKI6Y4EX2ZEUpMhnAjtO71IxcBoDjx4YHW1NrpEBkMBLb7DKeywV8cAAIj8ygJ5xsRo7FzxNny+Qzhs3+RBkIIVb+cKTnSPR/PlEUcaTnSPS6AVg8xtTmRo0ahe7ubh4gO4Aoiuju7uYGmmSMTEdDy+VyHm9skIFMcEmXj58U2y+Ek81yFj9PnC3TzxhmZIgy4IU3GsyUFZdFMzKCIKCsuCx6uwJYPMbU5iZMmIBDhw7hyJEj6W9Mlhs1ahQ30CRjaOl1iZeuXO6ZB5yxEShlhZ8nzpfJZwwDGYv0hnuxM7gTbcE2hBCCF15U+ioxwzfDNs3hTlijVSp9lWgNtiKCCJbVLhvRIwNI08sqfdxoMBWv14uKigqrl0FEVlPb65JsNHSqcjmnbARKWeHnSX5iIGOBRGN7QwihNdiKfcF9thjb64Q1WmmGbwb2BfchgghKx5Vi9dLVI27jggvTfdMtWB0RkcOo6XVxu6XbaZVNtoeIbI09MiZTju1V7j0CSGN7BzGIpv4mSzdUdMIarVbkLsL8sfPhgQeuuP+NXHDBAw/mj52f95krIiJV1PS6ZDoa2gkbgRJRRpiRMZkTxvY6YY12MNE7EUsKl2BXcBfagm0YwAAKUIBKXyWm+6YziCEi0sKo0dBGZnuIyFIMZEzmhLG9TlijXRS5izBvzLy8fx2IiHRhxGhoO28ESkRZYSBjMieM7XXCGomIiFSz60agRJQVBjImc8LYXieskYiISBM7bgRKRFlhs7/JKn2V0ebwZbXLUF5cDpfgQnlxuW3G9jphjURERESU35iRMZkTxvbaaY3cy4aIiIiIEmEgYzJ5bG/8Hi2AFBy44DJ1bG+yQGHO6DnY/vF2S9fIvWyIiCilvm5F30tQ2jOGfS9EeYOBjAXsMrY3ZaCAfZg7Zi46w52WrFG5l008eb1N/U1YUriEmRkionx0aP/ISWShIPDmy9K45TmLpSZ/IspZDGQsYvXYXjWBwrbj27CkcIkla+ReNkRElFRftxTEDIZGXidGpD1jtj8hTSpjZoYoZ7HZP0/FBwp1G+uwat0q1G2sQ9exLgCIBgpWSLSXTUSMRPeykdfXFmyzZH1ERGShvS1SJgYAOnuAWx8Gvl0nfe3skS4Ph6XbEVHOYiCTp+weKHAvGyKiPNbXDezYAjy+BnjsNunrji3S5YDUEyOXk63dBLzfDURE6evaTdLlYkS6HRHlLJaW5Sm7Bwrcy4aIKE+p6X0JBWO3/6AbGPoMgyhKf5eFeLKLKJcxI5OnvPBGvy8rLoMgCABgm0CBe9kQEeUhZe+LGBl+nRiRLt/+BOBRfDaNLwGGPsMgCNLfZV6e7CLKZczI5KlKXyVag62IIIJltctGNNMD1gYKdtrLhoiITBLf+7J2k5RhGV8CrFwElBdL1xeWAn1dUnCzctHI2wGA4JJGMRNRzmIgk6fsHijYbb8du+FGoUSUkxL1voiK3pe7r5eu/6gXcLul6WTlxdLl8dxuaT8ZIspZLC3LU3Kg4IEnWsIlc8EFDzyWBwryfjtVvqpoiVsBClDlq8KSwiV5uxlmR6gD9X31aA22RvuI5P1/6vvq0RHqsHaBRESZUtv7MhiSemU8XinzoiS4pMvnLOboZaIcx4xMHrPLxpypWL3fjt1wo1AiymleXyyYGV8Sy8gk6n2ZMEXaJ2Zvi5TJCQ1Il0+qljIxDGKIch4DmRykpeyIgYKzcKNQohzR1604AA9KB/BaD8D1eAy7mVQtTSdT2/tSWALMvlz6Q0R5h4FMjukIdYzoK5HLjvYF92H+2Pl5W5KVCxLt/yOKYnT/n9VLV0f3/2EgQ2RTasYLT5hi/GPY0dQaaf3sfSEiFdgjk0OUZUfK5nhAKjsaxCCa+pvQG+61ZoGUNbvv/0NEaagdL9zXnfj+ej2GXRWWsPeFiFTLi4xMvkx4YtlR7uNGoUQOp3a88N6W5OVSejyGnbH3hYhUyvmMTD5NeEpUdhQRI9GyIwDRsiNyJm4USuRwicYLRxTjhQHp+oO7jX0Mu5N7X666A7jmLunr7MsZxBDRMDmdkcm3CU8sO8p9dt//h4jSUDteOJTi32k9HoOIKAfkdEYmvtSqbmMdVq1bhbqNdeg61gUA0VKrXOCFN/p9WXEZBEEAAJYd5RAn7P9DRCl4fbHvx5dIY4WBxOOFjXwMIqIckNOBTL6VWrHsKD9wo1AiB5tUHWtiX7kIOKUEcAnS10TjhY16DCKiHJDTpWX5VmrFsqP8wf1/iBxKj/HCHFFMRAQgxzMy+VZqxbIjIiKb02O8MEcUExEByPGMTKWvEq3BVkQQwbLaZSPGEQPaS63sPspZLjvaFdyFtmAbBjCAAhSg0leJ6b7ptlgjEVFe02O8MEcUExFBkMutzOT3+0UACAQChv6c3nAv6vvqE04tk3ngUT21rCPUgab+pujEM5lr6L/5Y+ezP4GI8pFg9QKUzPqMISIiUyT9jMnpjIxcapUu+FATxOTbKGcz2D27RURERET2ldOBDKBfqVX8KOf4MrXScaXRUc5swE4vUXZL3qh0X3Afs1sJMPAjIiIiisn5QAbQZ8JTolHOoihGRzmvXro6OsqZgUxqzG5px8CPiIiIaLi8CGT0kG+jnI3E7JY2DPyIiIiIRsrp8ct6yrdRzkbKt41KsxUf+NVtrMOqdatQt7EOXce6ACAa+BERERHlC2ZkVDJilLMRnNBHweyWNnYqa7Ty/eWE9zYRERGZh4GMSjN8M7AvuA8RRFA6rhSrl64ecRsXXJjum27B6iRO6aPwwhsNZsqKy6IH5rme3cr0QNwugZ+V7y+nvLeJiIjIPCwtU0ke5eyBB664l80FFzzwqB7lbARlH4VyzDQglR0NYhBN/U3oDfdasj6lSl9l9DVcVrsM5cXlcAkulBeX2yq7pdQb7kXz8WYEegK4v+d+BHoCaD7erPr17Ah1oL6vHq3B1mhgIh+I1/fVoyPUkfS+dihrtPL95aT3NhEREZmHGRkN9BrlbAQnNdA7IbullG02INtmfTuUNVr5/nLSe5uIiIjMw4yMRvIo5+XFy3FT8U1YXrwc88bMs7xG30kN9HbPbinpkQ3Itll/hm9G9HWSA797V9yL1UtXo3RcKQDjAz8r319Oem8TERGReRjI5Ai79FGoJWe3qnxV0ZKoAhSgyleFJYVLbNPvoMfEsGwPxO0Q+Fn5/nLae5uIiIjMkRelZfkw7ciKBvpsX1c9Nio1mh4Tw/Q4ELe6rNHKAQ35OhyCiIiIUsv5jEw2TdZOYnYDfb68rnoEIXo161tZ1mjlgAYnDocgIiIi4+V0RiafdkQ3s4E+n15XPbIBdmjWT0RLRs3KAQ1OGw5BRERE5sjpQCafph3JfRTx07UA6SDPBZdufRT59LrqEYTY8UBc6yQ2M99f8az82URERGRfOV1alm/TjsxqoM+n11WPiWF2aNZXynQSm5UDGpwyHIKIiIjMk9MZmXycdmRGA30+va56ZQOsbtZXyiajZuWABicMhyAiIiLz5HQgw2lHxsi311WvIMQuB+J6TGKj/JiGSOQIfd3A3hbg4G4gFAS8PmBSNTC1BigssXp1RGSgnA5k7Npk7XT5+LraJQjRQz5l1IyitceIiFTIJCA5tB/Y/gQQDgPiUMY8FATefBk4sBOYsxiYMMWsZ0BEJsvpQMaOTda5gK+rs+VbRk1v+TS1j8g0mQQkfd3SfQZDIx9PjACDEen62hXMzBDlqJxu9rdbk3Wu4OvqbNyXJTvxPUZ1G+uwat0q1G2sQ9exLgCI9hgRkQrKgEQcPoBECkhC0vV93cOv29siBT4A0NkD3Pow8O066Wtnj3R5OCzdjohyUk5kZFLVqtupyTqX8HV1LmbUssMeIyKdxQckazcBH3QD40uAlYuA8uJYQDL78tj9Du6OBT5rNwHvdwOiKH1duwm4+3rp+oO7h9+PiHKG4wMZtbXqudLfYCe51DeST7gvS3bYY0Sks0wDklAw9v0HQ/cBpK8fKLI3If6/SJSrHB3IsFadAE6PygQzapljjxGRzjINSLy+2H3Hl8QCIEGQ/h69Hf9fJMpVjg5k8mmH+VyXaTDC6VGZY0YtM/k4tY/IUJkEJH3dwJhxwLFO6e8rF40sSQMAwSVNPiOinOToQIa16rkh02CEGTmywgzfDOwN7gWApD1GAgT2GBGpNalamk4mRtQFJMoJZ7LyYqkELZ7bLY1vJqKc5OhAxkm16ix/SiybYESvjBx/N6SVCDGr64lIYWqNNGJ5MJI+IEk1cnkYAfB4pLHNHL1MlLMcHcg4pVad5U/JZROM6JGR4++GtNoZ3Bn9Ptl7FgBLWonUKiyRAo74fWQAKRPjdscCkh1b0k84A4BxZcBFSxnEEOU4R+8j44T9MJQZB+V0KEDKOAxiEE39TegN91qzQIslCkYiYiQajACIBiPxss3I2eV30xvuRfPxZgR6Ari/534EegJoPt6ct+8Ju8vmPUtESUyYIm1cOXmW1DMDQfo6eZZ0ubwZZqIJZxHFhDPZ8WMMYojygKMzMk7YD4MDCVLLJhjJNiNnh98NM0LO46SSViJHKSyRxiun2vOFI5eJSMHRGRkn7DDPs7epueGOfl9WXAZBEABAVTCSbUbO6t+N0RkhZnqM4YU3+r3W9yyR5fq6pfKsx9cAj90mfd2xRbrcCby+2PfjS6TJZgBHLhPlKUdnZABr98NQ0ySu5extoCeQV03mveHeYQfwyUbZChCiwUj8ay7LJCNn9Zl1IzNCzPQYh+OXybGU077k8qxQUJoYdmCn1Icil3DZldYJZ0SU0xwfyADW7Ieh9kBRbflTsvvbhRGTvdQ2TQPAdN/0hK95MvIO9XPHzE26bquHRRg1PpxjqY3lhJJWohFSTfsSI9LEsO1PSP0odu4t0TLhjIhynqNLy6yipSRITflTqvvbQUeoA/V99WgNtkYP/OWgq76vHh2hjowety3YFh1Tm6y0C4iVnyV7zeMVoABVvirMGT0H245vS7ruT3k+ZemwCKMyQvGZnrqNdVi1bhXqNtah61gXAEQzPaSdE0paiUbY2zJ82tetDwPfrpO+dvZIl4fD0u3sTJ5w5vFKmRclwSVdzpHLRHkjJzIyZtNSEpTu7K3dBwAYeXZf7YH8IAZVveYuuFDlq8K8MfPQG+5FfV99ynUfGjwEAVJ9tRVn1o3KCHGjWONZWdJKlJFE075ExbSvu6+Xrj+4O3WzvV76uqWg6eBuqbzN65PKwabWpA9C5Aln0fsPSD0xau9PRDmDgUwGtB4ozh87P2lJlN0PNI3s49ByIK/1NVe77tM8p+HQ4KERvxu5NM3IM+tG9VpY3fuTL6woaSXKmJ2mfenRq6NmwlkuyiYAJMpBLC3LgNYDRfnsbZWvasTZdbsfaBo52UvL1DGtr7nadb83+N6I341cmrakcImhfUozfDOiz1/OCN274l6sXro62h+USUaIU7WIaAS7TPtS9uqIcWXCYkS6fPsTzpmiZqZD+4HGdVLAJwemcgDYuE66nijPMCOTgUxKgpRnbwM9AUubzLUw8uy+lqbpfcF9ml4zLetOdGbdiOEG8eRei0TZumwyQpyqRUQj2GXaV3yvTvw6yotjvTr5lm1JRc2whm2PA5d/l5kZyivMyGQg2/1Lsr2/mYw8u6+laVrra5bNuo0abpBIomxdthkhozI9RORgU2ukaV5AbNrXI6ulr+XF0uVmTPtK1KsTUfTqALFeHYpRNaxhEHipybo1ElmAGZkMZDt+1UnjW40+u6+2aVrra5bpuq0YXax3r4VRmR4icjB52ld8bwogZWLcbnOmfdmpV8dJ1AxrAIB390vZG2ZlKE8wkMlAtgeKTjrQNCPoUnMgr/U1y3TdRg43MBOnahHRCHaY9uX1xYKZ8SWxA3Kze3W0srrJPlUA+F6XlJWRM2ssy6M8Isi9A2by+/0iAAQCAdN/tp56w71ZHShme3+zJNuIUhlAmLV5p5bXLJN1K/uX6jbWDevFKS8ujwZEBSjA8uLlhj5XIgcRrF6Akm0/Y6w+GLaDHVtivTrJemQEFzB5ln0OxhNNWQOGZ7LSTVnL1uNrYsHMrQ9LwYvSqaWxrIzXB1x1h7HrITJX0s8YZmSykG1JkFPGt9rp7L6W1yyTdXN0sXZmDEYgcjw9Rg7ngqk10vMdjMR6deKZ0aujlpom++1PSJkuI4JROfgNK37+ykXADx4cfjuW5VGeYiBDqpgZdPWGe7Hj4x14K/RWNJMiQMAZBWfg/FHnazo41rpuozapzFWJsl7yYIR9wX2mZuuIbMvqg2E7sUuvjlpWTllLlgkqL5YyME4pyyMyUEaBjN/vLwJQA6AHwIuBQEBUXHcCgO8FAoE1uqyQbMGss+4doQ480/8MwggPu1yEiDcH3sTbA2+jdmytYQfHaoYEAFJGJtATyOvMgxWDEbLBzJFz5NxnDEcOD2eHXh211DTZy1PW9PzdpQp+AWtHaBPZiOZAxu/3nwXgWQBlkMY37/T7/V8LBAL/GLrJWAA/AuCcDxlKyayz7vKBcXwQoxRBBM/0P4OlhUsNOfhUMyRAlu+ZBycNRmDmyDly8jPGqoNhOysskZ6r3Z+vVVPW1AS/di/LIzJBJvvI1AF4EcA4AJ8CcBBAi9/vP0PPhZE9KM+6KxvmASmoGMQgmvqb0Bvuzfpn7QzujJ7d7zrWhbseuwsrf74SK3++Ej957CfoOiY1N4YRxq7grqx/XiKp9rZJRO/XwEnagm3R98T6xvXo7OlERIygs6cT6xvXA5Ben7Zgm5XLNPU9TLrIvc8Yjhx2Lq8v9v34EqmMCzC+nEvNfjtKggvweO1VlkdkgkxKy2YDmBcIBD4C8BGAf/L7/fcC2Ob3++cBOKbnAp3O6eUsZp51Vx7wrm9cHw1cAKD7WDfWN66PZkjagm2GneVPNCRAZvfMg5mcMhjBSZkjApCLnzFOHTlMQPlEaW8WwNxyLrXBL5Cf0++IhmSSkfEBGDazORAIrALwWwDbAZypw7ocpzfci+bjzQj0BHB/z/0I9ATQ8GEDNvZtNGWHeKOYedY9/sA4npkHx/KQgOXFy+GFN3q5nTMPZlO+LmXFZRCGzlTabTCCUzJHFJV7nzGTqqWDXUA6+D2lBHAJ0lf2NthXXzfwwYHY3+VyrkdWS1/lfVtcLv3LuVRngoZGLc++XFsQ09ctjcJ+fA3w2G3S1x1bpMuJHCSTQGY/gJnxFwYCgX+F9EHTkO2inKYj1IH6vvoRAUvHYAfCCDu6nMXMs+7xB8bxrDo4dkrmwWyVvspo+d2y2mUoLy6HS3ChvLg8OhjBBRcqfZUZPX6ikwPNx5s1/z/D35/j5N5nzNQaqXcBSH4wzN4G+9nbAkSGPr87e6T9W75dJ33t7Indbvzp+mdCjAx+D+0HGtdJo7/lzI88CrxxnXQ9kUNkUlr2NIDFAH4df0UgELjJ7/d7AOTNToGpJjfJnFzOYuY44kpfJd4IvgFAOjB+aPND0fKyknElw6aGZXpwnAmOZE5MzWAEF1yY7puu+bH1bM7n789xrP2MMWLTSqeNHCaJmiENANDZEbuPXu8fo/bb4ShwyjGCfHbSTLbddTkDzcebsSe4ByLEpAGLk3eIbz7eHB1HnOz5ueBCla8q64CsN9yL+r76lEEhALjhNmxqWSJmvgZOkyjgAKQAxgVXRtPA1LwPPPCoHuvM358pku66bIWMP2OM3sF92EGujUcO24ERAaVWj90W+/7bdVKzvcwlSFk1AIAAXHOX/u8fI96PO7ZImRcxknwamuACJs+y/0Q5yidJP2PSZmT8fv/dgUDgVn3Xkzv2BfdBHCrnluvvRVGM1t+vXrra0eUsRp51jydPDEu0j4zyZy0Yu8DUQQlmvgZOk2gwQgEKUOmrxHTf9Ix+T3o35/P3Z2+2+Ywx40y1U0YOWy3RAbxc+nRgZ/YBpVpahjQY8f4xYr8dtaPAD+zi+5QcQU2PzC1+v/9Bw1fiUMqzxp1HO4cFLJ1HOwHYuxE6nVTjiF1wwQMP5o+dr1tgMdE7EUsLl2KKd8qwn+eCC1MKpuDqwqtN3+/D7NfAaZSDEW4qvgnLi5dj3ph5Gb8eejfn8/dne/b4jInftyNRP4S8aSUZRxkQiMP7S6WAICRdb0ZT+qRqRE8Ep+tTMer9Iwe/V90hZX0yaexXUjsNbXDA2F6ZgweBs84CPB7p68GDxv0symlqAplfA/gXv9//+FBt8gh+v7/G7/f/Td+lOY/L5Ur4dyMaoc0kn3Wv8lVFA68CFKDKV4UlhUt0DyyK3EW4bOxlWFG8AjcV34Sbim/CiuIVuOyEyyw72DT7NchnRjTn8/dna/b4jFGzb4e8aSUZx04B5UmnIjpAL92QBqe8f9ROQwOA5g3AewdgiNpaoK1N+l22tUl/J8pA2tKyQCBwrd/v7wbwrwDGDe2w/AkA+P3+yQDuAbDQ2GU6QyTu7JH891woZ5HPuudzDwFfA3MY1ZzP35892eYzhptWGkttz4va0qeDu40tferrBl5+Jv3tZi2Q1u+U98+k6liPjLwvzvvdgNsFvN8lBYxyr4woAs8+Cly0VP9Svv37YxPhIhHp70QZUDV+ORAIfA/A7QC+DOB//X7/ZL/f/wCANwBcAeBVAJcYtUg7U44MLi8uH1ZCVl5cnvA+diln0Wu8bS7ga2EfRo91JvuxxWeMVTu45wMt437tEhCoyQwJLuDoe9L3Tnn/JBoFfkoJEI5IySdlBgmQAh4jSvmmTJH23wGkr1NM6HminKR6H5lAIHA3gBUAPg9gH4AbABwAsCgQCJwbCASeM2aJ9lbpq4QwVEOb7KALQPTAzC7lLMn2vnHSZp164WthLzN8M6L/v8jZzHtX3IvVS1ejdFwpAGdlM0kdyz9juGmlMbT0vMQfLFsZEGgtFXPK+0ceBa6UKmAEjCnla2wEKiuloKqyUvo7UQZU7SPj9/sFAFcD+N7QRQKA9wF8IRAI5PU2sPJEpEEMJi0h0zIq1gyp9r6Rx+g29TfZas3Z6g33YmdwJ9qCbQghBC+8qPRV4rPez+bda2GGZK/3DN+MtK+j3Jyfbqwzfx+5wxafMUbt25Hv4jMbicb9JjpQ7uwBBsOxA+yyolhAABgfEGjNDGXz/jF71PSEKYCnQGroB1JPZAOMKeWbNAlobdXv8Shvpc3I+P3+KyCl9/8HwHhI9crfG/r+Ob/fn7h+Kk84cSJS/Hjbuo11WLVuFeo21kU3oJTH2+aCVBmXzf2bo6Oe8+G1MIMeGS425+cP23zGyGeqPd7YmXWZ4JIu56aV2mnJbCgb4dduAo70St8LAuBxxxrsAeMDSq2lYpm+f7SU3enp9OnpM0hKVvf2ECWhJiPzewARSJNlbg8EAu8CgN/v/wDAowBa/H7/xYFAoMOoRWYq3VnhbM4aKxmxl4aREo23jd/7Rh5v6/TG6HTZJ6Vcfy3MoGe2j835ecM+nzFG7NuR7zRlNkR1twWM/10kaopXZpKAkaViWt8/avae2fY4cPl39X++ajJISlb39hAloSaQ+TOA7wcCgdeVFwYCgSf8fv8xAJsAvOD3+y8NBAK2yRMm2nFcPiu8L7gPM0fNxCufvJL0eq07ktvpoCtdgGbEeFsz1p0JNZsryuz0WjiV3ptZUl6w12cMN63Ul5ZNJQGVt1VkS4ySaamYlvePqrK7QeClJuBL38z+OcWvc85iacSyKKa+bSa9PQcPSiOV9++XGvkbG6VyMj0Y+djkOGlLywKBwKXxHzCK67YCuBTAWADbdV5bUukmTCnPCsefdY8ggkEMYscnO1Je39TfZNnEqmwmaKkp61FOWrPLZp1GNdyr2VxRZpfXwsn03syScp8dP2NIR1qa4O3UMJ9tqWFfN7BjC/D4GuCx26SvO7YMH2igpuwOAN7db8wGoBOmAF/61sjnFy+T3jAj94nhHjSkoKrZP5VAIPCC3++fA+CPOqwnrXSZlvlj5+Ng6KDqs/B2O2uc7vlN8EzAu4PvJi2VU1PWM6lgEt4eeBsRRLCsdtmI5w+YO95Wzbqf6X8GSwuXas7MqM0+AbDFa+F0ds32kXOZ/RlDOtOa2bDTwIVMSw0P7ZdKxsLhWKAi970c2CkFQBOmpC67e69LytLIfUF7W4zJEp56urRPTPx6ASnAcbsz6w0zcp8Y7kFDClkHMgAQCARe8/v9n9fjsVJRe6Au/x1I3vcgs1NfhJrn1zHYEb0shBD2BPdoCuAiiEAQBbjgQgQRW2zWqaYcKYwwth/fjoUnatsXT+3mikBubFxqNaM2s6T8ZtZnDBlAzmyoPVDWcluz1q+l1FBN38v2J6QAKb7s7r2u4beXNwAFjN0A1IjesClTpGxJJKL/PjFGPjY5ji6BDAAEAoEDej1WMmrr75XlYunOwtvprLGWfg6ZCDFaCidAUNXE3x5qt9V4WzXDBwCgY7ADveFeTeuq9FWiNdiaMvsk7wOkfP0Ae4z6NaJvyEhqXm9muCgTZnzGkEG0HCg7feCClnHTk6qB/X+XbrtyEfCDB4c/lpkbgOrdG9bYOLKPRSmbkdPpHpvyim6BjBnUTttSSncW3k5njdU8v1QZC1Ex8SVdgGanSWupypEOHz2MrmNd0SBOa7mfvM9PquyTG27Ujq3FgdABy18LJTVllHYbQ6zm9WaGiygPaTlQdvLAhUR9L6Ki7+Xu62Pjphf8v1ggU14MnFqafhiCU6TaJ0Zt6V0mj015x1GBjJZ+B7l0KtlZYZmdzhqne35dx7pQt6EO4Yh0tqfzaCzAUQYxgLoATc2kNTMyAvHlSIePHh52vTIro7XcT+3miqd5T8Np3tNsM0lLzzHGZmZ1uJklURJmb3pI1tAybrqwBPjUFKmZH1A/5tnJtJTe8f8LUsFRgYza+nsvvBAhpjwrLLPTWeN0z2994/poEANIZWVaAzgtAZqcEVBme0II4Y3gG9gT3IOLRl+EqlFVWT/vSl8l3gi+AUAKLO967K5h12db7qc2+2SnMi69xhhbkdWxU7aPyBayPQNNzqF13PS584EtB6Qxy3YYcKBWpoH57udiQUy60jsnZuTIdGnHL9tJpa8SrqElL6tdhvLicrgEF8qLy4cdqJ/pOxPzx86HB57o7WUuuOCBB7NHzU55vRVnjdM9v/igBcCIAE6+vxyg3bviXqxeujpamqU2QHsn9A629G/BIAZHZHsAKYh67uPn0BrMPr07wzcj+n3puFKcfNLJuo9BlrNPy4uX46bim7C8eDnmjZkX/R0bNf45U3qMMVYzhtyoMePpXm+ivKE8Ay0O//9QOgMdkq43YrwumU/rCOnCEmDuVZmPec6EmtHQqRzaDzSukwJxOWiTA/PGddL1ye7X/lrs78lGTsuld0QqOCojo6X+vshdlPas8JSCKbY6a5zu+cWXXbld7mGlcmf6zkSFtyLrsp6OUAe29G+JBjCpBg88e/xZ/F/o/zB79OyMX7MidxEmeiZGJ7KZXe6nZxmXXvQYY8zNKSV2yrRRHtLS/J3vZ6Bzofwuk400zRxwkG12MNPSMPl+SulK74hUcFQgo7X+Pl0PiJoeETOlen5A4gN8OaAQIKgO4BLpDfdix8c78FborRE/d33jenQe7YQIqfm+bkMdVl8dy/LsD+3HgdCBrMqU5oyZg0N9hzCIQdPL/cw64NdyQK3HGGO1wzHMHjNulESv76c8n8KhwUOOGphAOUZL83c+BzK5Un6nddy08n5GDTiQA8QDu4DBJAGC2v6UTAPzRPeLKKo9nD7cgCzjqNIyIFZ/X+Wrih7EFaAAVb4qLClc4tiDkt5wL5qPN2Nr/9ZoOVd82VuycjEAuGj0RSMCOLVlPR2hDmzs24j9of3DgpiuY12o21iHw0cPDysvC0fC0fImWbZlSnIQZ0W5nxm70WstXVNbRpkqQ5VPm1Mme307BjssKa0jitLS/J2vcq38Ts6wTJ4lZZUgSF8nz5IuNzMgU5aBKYOYzh7g1oeBb9dJXzt7pMvlICSZRIG5mtKwRPdTSlZ6R5SGozIyMrtlUrKVqCFbHPoPiDXwJyJAwBfHfBFn+c7K6GfLZVVhhEdcJx/UJ3L46GGsWrdK16xFpk3i2ZYOGX3An0npmh5jjPNlc8pUr68sn0vryGJam7/zUS6W39lhhHSqMrBMs4OZBubJ7gdIPUTKEjw7Djcg23JkIJNL1ByEpQpiLhp9UcZBDCCVVck/u+tYFx7a/BC6jnWludfQuhRZC73KlLQGqXpM5TL6gD+T0rV0ZZQCBEzwTMDjfY8nDd7yZXNKNa9vPpTWkU1NqpbOhouR/BivmwmW3xkjVYD4fheihRZasoOZBuZq7wfoP9yAcprjSsucQi4VC/QEcH/P/Qj0BNB8vHlEGUv8QVjdxjqsWrcKdRvr0gYUIkRs/3h7VqUxynKp9Y3rk/5MAQLcLjdccVNVrCxT0msql5oyLgA41XNqRuvMtHQtWRnlaZ7TIEDAO4PvpCxTm+GbodsUOztT8/rmemkd2djUGukMMxBr/n5ktfS1vFi6PN/PQLP8zhipysDcbimIALRlB7VOZdNyPwCoOMcZvVBkG8zIGEBLliBZQ7bcVC+KIsqKy/D1uV/HU9ue0r00Jr6sKhGX4Br2M+s21tmiTEmvJn01ZVwA0DHYgft77je1dC0+Q9Ub7kV9X73qMrV82JxSzeuby6V1ZHOZNn/nE5bfGSNVgBiOSEGE1uxgJlPZ1N7P4wWqv6jpKRIxkNGZ1n6IZAdhAKKbX3b2dOKhzQ8hIkZ0L42JL6tSjncGgJNPOnnEgb1dypT0mspV5C7CBM+E6PjnVOOmAWtL17QGb/mwOaWa19cu71nKU2aO13Uip5bf2X1cdKoA8ZSSzDbfVBuYA9LeNMrX5uQK4IODQCTCgJ50w0BGZ1oPNJMdhCmJooiwGB72d71KYyp9lXgj+AYA6WBP2SNTMq5kWGmVzOzxyMno2aT/7uC70e+TBUVKWvaX0bNXJZPgLdeGY8RT8/ra5T1rJO6XY3N2aP4G7HnwnelZfis5YVy0mgBRpiWYkAPz3c8BHW/Enr8A4NNTgeMfJn5t3nsbcLmAU88AOjsY0JMuGMjoTOuBZrKDMEEQEIlEIEI6s+wSXNGMjJ6lMXJZlbx/y+3X3J70thPcE/B++H2IEG1RpqRnpiNdUGR06ZraA2q7jlTW4yA608dQWxqo5ITSOi2vhx5DLygP2PXg22nld5luCmk2NQEiAHgKgNOnawsm+rqA/9s7/LJIRAps2l9LfB8xIpW0HT5o/WtDOYPN/jrTeqCZtCH76tUoPynWdH7DFTdktJdIOnIfhRvupLdxwYWFYxfia4Vfw9LCpbbZw0ePvVZkXnij35cVl0EYaoKUg6Js9pfRc4+cdOuUmdn3oXWPHL0fI93r64YbEz0TbfGeVUvL66HX0AvKcXbfq8VOe6+kEz8NLJP9WMwgB4geb6zRXia4pMu/+E1gyY+kTKHqICbNe0lm59eGcoYQX8ZkBr/fLwJAIBAw/WcbLdATiB54xDfFlxeXR88WF6AAy4uXA4idTQ0jPGzjSTU88KQtbVKjN9yLHR/vwFuht6IHQy64cEbBGZg9arYtz1qnanyXqX19mo83RzNjibIvd//6bkQU/0C7BBfuXXFv9O83Fd+kar3Z9qqkW2fpuFK44EKVr8qUUjI9fgd6/R71eH3tQOvrYZP3hGDUA2cilz9jMrZjS6zMKNleLYJLChysLn+zu8fXxHpPbn04ee+J1wdcdYd165QNKyfMopxLfhz5fQQkfy8BznhtyCmSfsawtExnmfRDKBuy9wb3pjyAkeldGlPkLsJlYy/DZbgs68cyi55TudKVJ+kx9UqPXhU9y9T0oMfkOL2mz+VKL5DW10OvoReU47hXi36cNi5aj/6sRGWJQPL3EuCM14Ycj4FMCpnU7Gd6oKk8CIs/s+yFF4WuQvRF+hBCSPOZ5lxuAtZrKleqoAiwz9Qru41U1uMgOt8PxOP//1RS83rYtW+KbMZpB992lm/jolP1BKV6L+XDa0OWYyCTRKbNs3ocaOp5ZjkfmoD1er0SBUUyO2Q/ZHYaqazlILo33JtwbUYciDsleE/0/6eSmtdDz6EXlMPy7eDbSE4dF52p+J4g5fMtLQKO9CZ+L+XDa0OWYyCTgNa9YOJZcaAZf+Dmggvi0H+JaBkfnE/koKjCW5Gyb0mAADfclk29Uhu8pTugz/aAX+1BNADU99UnDJz1PhB3SvCe6t8ZmZrXQ8/x3pTD8u3g20hOHBedjVRliWVFiTfWBPLjtSHLMZBJQI+afTPr9RMduMWf3c2m9yDfqDnABIDasbU4zXuaSavSLt0B/cxRM/HKJ69kdcCv5iBaJk/Pig+c9TwQz/YkhJnU/Duj5vWwW98U2VS+HXwbyWnjorOVqiyxqxd4JNnIewFQngjMxdeGLMdAJgEn1eyrPei2+/OwEzUHmAIEHAgdsG0go+aAfscnOxLeV8sBf7KDaC2Bs54H4noNDjCDmn9n1LweduubIpvKt4Nvo8njovWYBmZ3assSgdh7adYC4Oh7uf/akOUYyCTgpObZZAduJxWeBBEievp6hpWnAPZ8HmZRU0rlpEA2GTUH9LJsJ4XJB9HKoEnL66bngbiTfndq/51RSvZ62Klvimwsnw6+zaDHNDAnUFOWCAAuN3DGzOHvJTu9NsPGUAelAI3vfcdjIJOAk5pnkx24dR3rit6ms6cTLsGFCCK2fR56ShaslLvKsf3j7WlLqZwUyCaj5oBelu0Bv3wQ/VjfY9HLtL5ueh2IO+l3p6W/CEDa1yNXxk+TwfLl4Jv0o6Ys0eOVgmS7BgSJxkeHglKAdmCnlI2006arpBoDmQSc1Dyb7MBNSRRFRMQIyk8qt+3z0EuyvpA9wT2qBx84KZBNRsvZfj0O+IvcRVm/bnociDvpd6f23xmzNjclIkrI6WWJqcZHixEpQNv+hL0DMUqKgUwCTmqeTXbgpiQIAsqLy239PPSQqi9EGcSkK6UyO5A1YlSwlrP9eh3w2+EEgB3WoJaT/p0hoiw5vazJyWWJqcZHr1wkZZnCYel2zFQ6jpDoDL7R/H6/CACBQMD0n61Wsv0dlDXqdhjh2ny8OXrglqpHJr4vwm7PI14mB/fJXov451+3sW7YgbsyyCtAARYXLkZ9X33KAQoeeHSZfGXU+0ztawEkD+y0ZgN6w72mvW52XoMWTvl3RgXB6gUoOeEzhvJIorImYHg2g2VNxnl8TWxYwa0PDx9WcEpJrFTO6wOuusO6dVIqST9jmJFJwinNs2rO6sbzwoszfWfa6nkoZboPiNq+kHSlVGZNgTJyVLCW94Ve2QAzX7dUQa6TJng55d8ZIsoQy5qsl2p89AfdittZ3ztJ2jGQScEJzbOpDtyUnHKGN5uDe7V9IWpKqcw4wDRyVLCaA/pE+8gor8/kgN/o101tkOuk4MAJ/84QUYZY1mQ9teOjvdb3TpJ2DGQcIN0Z6EQHbi64AEgH/3Y+iIuXzcG92r4Qtb0TRh9gGj0qWM0B/ZSCKbof8Bv1umkNchkcEJHlDu6OlZOt3RQ7iH6/W/r73ddL1x/czUDGKGrGRwsu6XbkOAxkdGJEwzag/gx0rhy4ZXNwr3aXebs0VpsxKjjd+8JJ7xsnbXZJRA5hdBM+y5qsp2Z8tNst3Y4ch4GMDjLt6UjHyB4Ku8rm4D6TfiHAut4JO4wKNioAN4KTNrskIgcwY28RljVZz+njoykll9ULcDplsBHfnxJBBIMYRFN/E3rDvZofO/4MdN3GOqxatwp1G+uiG17KZ6BzhRfe6PdlxWUQBGlQhZqDe7kvxANPtLROjTO8Z2BJ4RJTe4c6Qh3DAtRltctQXlwOl+BCeXG5KaOCO0IdqO+rR2uwNRpQyQF4fV89OkIdhvzcTDlps0sisjllE74Y11sqRqTLtz8h3S4bk6qlg2VAKmM6pQRwDU3LYlmTeeTx0ZNnScElBOnr5FnS5Zwa51jMyKiQ6qy1keUu+XgGOtt9QJR9IXuCe9L+blxwwefymZp9kINf5d42Zpe7OTHbZ4cMFhFZTK9SMLOa8FnWZB+FJdLvUv59yu+lZx5w5t4+BIAZmbTSnbWWS5mAWLARESPRYANANNjQKh/PQM/wzYhmU+SD+3tX3IvVS1dH9z5Jd3Av93244Y5epvfvJlO94V409jdGA4hkmTYAECAYVu7mxGxfpa8y+t6wIoNFRBY7tB9oXCeVfsnlWnIpWOM66Xq1EjXhRxRN+ECsCT8bclmTxxvLzMgEl3Q5y5rMp+d7iSzFQCYFNWVjyjPaegcbasusAGkDxEzK1+wmVXmYCy544FF9cG+3QFAOio9GjkYvSxZgAdLGjUaVuyXK9lkd5KWjR5BLRA6ldymYmU34LGuyF7PKCskULC1LQU3ZmJLe5S5qp3AByHqwgJ3otQ+InUqRkpVypQqwlIGY3uwW5KnhtM0uiUhHepeCmd2EH1/WRNbh3j45hYFMCmp3ipdl0tORipYpXHbta8iUHmOBs+230VOyoFgQBMitMqkCLC3TxdTc1k5BnhZO2+ySiHSi934savYWAYDyifo/F7IW9/bJKQxkUlB71lqmd8N2qjPQ3EcjPTWBoFmlSMmCYkEU4Ha5IYpiwgCrN9yL7ce3o2OwY9jjJRvvrXYUuJ2CPK2ctPcNEelE71KwqTXA268C4RRN+ADwwQGpxIg9LLnDjnv7GL2fUQ5jj0wKantUPEP/ZdvTkYh8BrrKVzXscqf0NVhJz36bbCUNiiFCFMWEvR5lrjJpDHJcECOLH++tZRQ4+02IyFG8vtj340ukEjAg81KwwhJg/Omxv3f2ALc+DHy7Tvra2SNdHolIB5iUO/R+L2WLgweywkAmBbVTkqb6pkaDDbkUpwAFqPJV6bI/iXwGWskpfQ1WUwaCRvxu1NIyuMEDD+aOmYvtH28f1lOTbrqY1klkEzwTEq7V7CCPiCgtI/Zj6eyIfW/k5DKyFzvt7cPBA1ljaVkKWkqTzCh3cWpfg9XsUIqkdnBDiasEC8YuSNhTc/jo4ejtEu0lJEJUte/Q3uBe7A3uHZG1kZ3mOQ1zxsxhEENE9mHEfix2LDEi49lpbx8OHsgaMzIp2Kk0CeA+Gk6mppTLAw8WjF2AIndRwp4apURZOLU9XfLY8GSBzKHBQzo8YyJylL5uYMcW4PE1wGO3SV93bLHPmWAj9mOxW4kRmcNOe/uYtZ9RDmNGJg07TUmyU/M6aaN1dHCyoESWKAsnQlSVsZNxYAQRAZBq8Lc/IZ35lQ+q5Br9Azulgzo77HUi78cSbYoekIKMTJui1UwuM6vEiMyl93spU8wKZo2BjAp2KE2S18F9NJxLS1CcrIxQligLJ0JUve8QkLr8rC3YZvn7nYhMoKzRjydGpPKb7U9IB312mJ6k534sdioxIvPZYW8fs/czykEMZBzGThki0k5tUJyup0a5GasyC6d23yGAAyOICPldoy+XGMVnowApE+N2m1dipBbH9OYWZgWzxkDGgeySISLjqN0M1Q33sCxcuoydCBFhSActHBhBRHm/OaBdSozUcEoJIKnHrGDWGMgQ2VCqMkLZRM/EEdPF0mXsdgZ3OnYjTCJS0OvMPGv07VFilI7TSgBJHSdmBW2GgQzZXm+4FzuDO9EWbEMIIXjhRaWvEjN8M3K6lC7TMsJUGTsOjCDKAXqemWeNvjPkcwlgrnNSVtCGGMiQrXWEOkZkJUIIoTXYin3BfZg/dr5pm1paQe8yQg6MIHI4vc/Ms0bfGXKxBJD9PjFOyAraFAMZsq3ecC+a+puG7W4vkw/Cm/qbsKRwCQ+8NeDACCIH0/vMPGv0nSHXSgDZ70M6YSBDtpVod3vueaIPDowgcii9z8yzRt8ZcqkE0Mh+H2Z58o4r/U2IrJFod/uIGInueQIguudJvugN96L5eDMCPQHc33M/Aj0BNB9vRm+41+qlEZEZjDgzL9foT541tNu9IH2dPEu6nGfGrTepOrYL/cpFwCklgEuQvjqtBDA+q3jrw8C366SvnT3S5XJWUYtD+4HGdVJWR/7/RM7yNK6Trqecw4wM2Vay3e3zdc+TfO8XIiIYd2aeNfr2lkslgEb0+3CqW95iRoZsywtv9Puy4jIIggAAebnnibJfKH4UcwQRDGIQTf1NzMwQ5bpcOjNP6sklgB5v7PcvE1zS5U4pATQiq2hUlodsjxkZm8rXkcNK6Xa3B/JnzxM1/UKDGERjfyNqx9bmzXuEKO/k0pl50saJY3oT9ay4XEBk6IScXlnFXJzqlg77gQAwkLEllhBJuOdJTKJ+IVEUo/1C8mtzNHIU9X31efMeIco7bM7Pb04qAUw2mUxJr5HfuTbVLR1OfYtiIGMzHDkcwz1PYtT2CwGIlpkp3yPM8BHlECeemaf8kqpnRUmvrGIuTXVLh/1AwzCQsZl8HTmc6kC7dmwtth/fjqORo9HbF7mKMGfMHJzmPc3CVZvHC280mCkrLotmZACpZ2jVulVJ3yPM8BHlICedmaf8o2a/o0QyzSrm08aueu8l5XBs9reZfBw53BHqQH1fPVqDrdGDdflAe0PfBmzp34KeSM+w+xyNHMXm/s3Y88keK5ZsukpfJVxD/7suq12G8uJyuAQX3C43IpFI0vcIhwQQEZHpEvWsRBQ9KzLBpc/I76k1UgAExLI8j6yWvspBU670jql5beV+oDzAjIzN5NvI4XSldKmIEPHcx8+hbaANXzrhSzldIpWsX2jVulUQkfw9kq8ZPiIispDanhVRBK66I/ufl0+9Y/nWD5QGAxmbSVZClKsjh9UcaKe77t3wu45scNfSt6LsF1IGfeneI2qGBMjZGwYyRESkCyt6VvKldyyf+oFUYGmZzSQrISovLs/JkcNqSumi1x2Vrjt89DDqNtSh61hX9HqnlUilKqer76tHR6hjxH0meidiSeESnOQ6KXpZuvdIvmX4iIjIBqza70juHbvqDuCau6Svsy/PnSAG4F5ScZiRsZl8Gzms9kD7SM+RaAkVAIQjYdz12F04+aSTsy6R0mOil5bHyGYyXZG7CLVja1HfV49BDKZ9j+wL7svpDB+nsRER2RD3OzIOX9thmJGxGbmEyANPNDMjc8EFDzw5NXLYC2/0+7LiMgiCAAAjDrSV3ytlOwQhk8xIto8RX05Xt7EOq9atQt3GWJZJDsoS0fIeyeUMnx6/OyIiMoDcs+LxxrIHMsElXZ4rPStm42s7DAMZG5JLiKp8VdEz5QUoQJWvCksKlziqDyQdNQfa8nVul3vE/bMpkdJjolcmj6HHZLpk75EzCs7A6d7TsbV/K+7vuR9twbZoJkvO3ty74l6sXro62mPkxAwfp7EREdmc3LMyeZY+k8kohq9tFEvLbKrIXYR5Y+blTAN2shKgz3o/m7aUDhg6CL96NdY3rsfho4ejl2dTIqXHRK9MHkOvvpX490iy/WIEDGW5IAwrz3PypqKcxkZE5ADc78g4fG0BMCNDJkhVAtTY34iZo2YmLZNSXiYHOrdfcztOPunkrEuk9MiMZPIYasvptARlqTIUyuBF/tlOz/Dl435LRERENBwzMmQoNY3tr3zyCmrH1uJA6ADagm0YwAAKUIBKXyWm+6bj3cF38ezxZ6P302sIgh6ZkUweo9JXidZgKyKIYFntshHZBPm5aAnK1GQoBAg403dmTmQoOI2NiIiIGMiQoZQH2MlEEMGB0IGkpXRF7iJ8yvMpbD++HR2DHSOuz7RESo89ezJ5DCMm0+XbfjH5tt8SERERjcTSMjKU8gA7GTUlQEXuIiw8cSGuKbwG03zTdBmCoMdEr0wew4jJdPmWobDbNLbecC+ajzcj0BPA/T33I9ATQPPxZg4bIOfq6wZ2bAEeXwM8dpv0dccW6XIiIptgRoYMpTzATkXtAbaeQxDUZEYiiOD14OvYF9yXcH+STLMr8tSxXcFdCcvptDbf51uGwk77LSUbstAabMW+4D7MHzvfkX1IlMcO7Qe2PwGEw4A4dCIqFATefFnav2LO4ryaikRE9sWMDBlK2dieihUH2KkyI/GS7U+STXZFDsqWFy/HTcU3YXnxcswbMy+jCWJ2y1AYzS77LXEMNOWcvm4piBkMxYIYmRiRLt/+BDMzRGQLzMiQoZSN7clYeYCdKDOSjHzGvam/CUsKl0QPkvXOrmTCThkKs9jhdecYaMo5e1ukTAwAdPYAazcBH3QD40uAlYukncTDYel2eT72lYisx0Amxx3sOYjaJ2qxv2s/ppROQePiRkwqnqTLYyfbG0ZZfqU8wE5G6wG2mp+rhbJcrfl4czTw0nJgavW+P3KGIr7ECXD2fjHp6PG6Z/N+yrchC5QHDu6OZWLWbgLe7wZEUfq6dhNw9/XS9Qd3M5AhIssxkMlxtU/Uoq2rDRExgrauNtQ+UYtWf2vWj6u2L0DvA2yj+xGcfGBqVIZC78DRTrJ9P+XbkAXKA6Fg7PsPhoIYQPr6gaKcLMT3NBFZj4FMjtvftR+RobNrETGC/V37s35MNXvDKMuv9DrA1vpzM+H0A1O9M0O53Miux/sp34YsUB7w+mLBzPiSWEZGEKS/R2/H9zQRWY/N/jluSukUuATp1+wSXJhSmv2kGbV7w+wK7or+XY/G9kx+rlbK4QRlxWUQBAEA8vLANNcb2eP7W+o21mHVulWo21iHrmNdANK/n/JtyALlgUnVwNBnBlYuAk4pAVyC9HXlIulywSXdjojIYgxkclzj4kZUllbCLbhRWVqJxsWNWT+mXnvD2PHn8sA0Ro8DfTtLVEYYESPRMkIg/ftphm9G9P0iD1m4d8W9WL10NUrHlQLIvSELlOOm1gBut/R9ebHUE/PIaulrebF0udst3Y6IyGIsLctxk4on6dITo6T33jB2+rlWTv+yWy+Kk/uF1NCjjDBfhyxQDisskfaJid9HBpAyMW63dH1hSfLHICIyCQMZ0kzZF5CK3uVXZvxcqw5M7diL4vR+oXT06m+xwxhoIl1NmALUrpBGLB/cLTX2ewukcrKpNQxiiCi1vm7Fvx9BqffOoH8/GMiQZlbtDWPWzzX7wNSMIQaZyPVGduX7aVntshGjtgH17yerx28T6a6wRBqvzBHLRKTFof0jM7qhIPDmy8CBnVJGd0L2/doyBjKkmRF7w9jt55p5YGrXTRX1PNC3o3zcRJSIiMgwfd1SEDOYoHpGjACDEen62hW6ZWbY7E+ayeVXHniijc4yF1zwwGNI+ZVVP9doapvOXw++jubjzaZNCcv1RvZcfT8RERFZYm+LlIkBgM4e4NaHgW/XSV87e6TLw2HpdjphIEMZkcuvqnxV0dKiAhSgyleFJYVLDOvnsOrnGkltLwoAtAZbUd9Xj45Qh+HryocD/Vx8PxEREVni4O5YOdnaTdI+VBFR+rp2k3S5GJFupxOWllHGrOoLyLV+BLW9KID5PTP50Miea+8nIiIiS8ib6QLAB0Ob6QLS1w+6FbfTb0gQAxkii6XqRfn63K+jbmOdpT0zPNAnIiKitLy+WDAzvkTKxIgiIAjS36O3029IEEvLiCyWqhflqW1PZbRRIxEREZGpJlVL+00BwMpFwCklgEuQvq5cJF0uuKTb6YQZGSKLpdq7Jhf3byEiIqIcNLVGGrE8GAHKi4G7rx95G7dbup1OmJEhsgFl07lSWXEZBEEAgJzZv4WIiIhyUGGJtE+MxxvLzMgEl3T5nMW6borJQIbIJuRelLN9Z0dLzZbVLkN5cTlcggvlxeU5sX8LERER5agJU6R9YibPknpmIEhfJ8+SLtdxM0yApWVEtsONGomIiMixCkuA2ZdLfwzGjAyRzeTD/i1ERERE2WJGhsiG8mH/FrJOb7gXO4M70RZsQwgheOFFpa8SM3wz+N4iIspWX7e0e/3B3dI4Yq9PmtQ1tUbX/hBiIENkW9y/hYzQEeoYMSEvhBBag63YF9yH+WPnY6J3orWLJCJyqkP7ge1PAOFwbJf7UBB482Vpotecxbr3ieQzlpYREeWJ3nAvmvqbMIjBYWO+AWlvokEMoqm/Cb3hXmsWSETkZH3dUhAzGIoFMTIxIl2+/QnpdqQLZmSIiPLEzuDOaADTdawL6xvX40jPEZQVl2FZ7TKUjitFBBHsCu5iJpCISKu9LVImBgA6e4C1m4APuqVd7VcukvZWCYel25nQCJ8PmJEhIsoTbcG2aCCzvnE9Ons6EREj6OzpxPrG9QCkzExbsM3KZRIROdPB3bFMzNpNwPvdQESUvq7dJF0uRqTbkS4YyBAR5YkQQtHvj/QcgSiKAABRFHGk50j0ugEMmL42IiLHCwVj33/QDQz9GwtRlP4evR3/jdULAxkiojzhhTf6fVlxGQRBAAAIgoCy4rLodQUoMH1tRESO5/XFvh9fAgz9GwtBkP4evR3/jdULAxkiojxR6auM7k20rHYZyovL4RJcKC8ux7LaZQCkvYoqfZVWLpOIyJkmVQPC0KH1ykXAKSWAS5C+rlwkXS64pNuRLtjsT0SUJ2b4ZmBfcB8iiKB0XClWL1094jYuuDDdN92C1REROdzUGmnE8mBEauy/+/qRt3G7pduRLpiRISLKE0XuIswfOx8eeKKZGZkLLnjgwfyx87kpJhFRJgpLpH1iPN5YZkYmuKTL5yzmppg6YkaGiCiPTPROxJLCJdgV3IW2YBsGMIACFKDSV4npvukMYoiIsjFhClC7QhqxfHC31NjvLZDKyabWMIjRGQMZIqI8U+Quwrwx87hXDBGREQpLpH1iuFeM4VhaRkREREREjsNAhoiIiIiIHIeBDBEREREROY6lPTJ+v9/KH09ERPoQA4GAYPUi4vEzhogoJyT9jGFGhoiIiIiIHEcQRdHqNRAREREREWnCjAwRERERETkOAxkiIiIiInIcBjJEREREROQ4DGSIiIiIiMhxGMgQEREREZHjWLqPDJHT+f3+/wVwMYCvBQKB3ysuFwD8D4BrAPxHIBC4xaIlEhGRQ/Ezhig1ZmSIsvN9ABEAd/n9frfi8p9B+oBZzw8YIiLKED9jiFJgIEOUhUAg8BqADQDOBHA1APj9/lsBrALwWwA3WLc6IiJyMn7GEKXGDTGJsuT3+ycAeAvAYUhnydYB+BOAywOBwICVayMiImfjZwxRcgxkiHTg9/vrAMjp/b8BuDgQCByPu82FAP4NwOcAnArgW4FA4FEz10lERM7DzxiixFhaRqSPI4rvvxP/ATNkLIA9AG4C8LEpqyIiolzAzxiiBDi1jChLfr9/MaR0/wcAxkP6EFkef7tAILAVwNah+zxq4hKJiMih+BlDlBwzMkRZ8Pv9XwHwGIBWANMAtAG4zu/3V1q6MCIicjx+xhClxkCGKEN+v//zAJ4CcAjAJYFA4AiAH0LKdN5j5dqIiMjZ+BlDlB4DGaIM+P3+cwA8A+AYpKbL9wEgEAg8BeAVAAv9fv8XLFwiERE5FD9jiNRhIEOkkd/v/yyk0ZcigEsDgcCBuJusHvr6n6YujIiIHI+fMUTqsdmfSKNAIPA2pIbLZNc/C0Awb0VERJQr+BlDpB73kSEyid/vHwvgs0N//RukGuctAI4GAoF3LFsYERE5Hj9jKB+xtIzIPDMB7Br6MxrAj4e+X2PlooiIKCfwM4byDjMyRERERETkOMzIEBERERGR4zCQISIiIiIix2EgQ0REREREjsNAhoiIiIiIHIeBDBEREREROQ4DGSIiIiIichwGMkRERERE5DgMZIiIiIiIyHEYyBARERERkeMwkCEiIiIiIsdhIENERERERI7DQIaIiIiIiByHgQwRERERETkOAxkiIiIiInIcBjJEREREROQ4DGSIiIiIiMhxGMgQEREREZHjMJAhIiIiIiLHYSBDRERERESOw0CGiIiIiIgch4EMERERERE5DgMZIiIiIiJyHAYyRERERETkOAxkiIiIiIjIcRjIEBERERGR4zCQISIiIiLbEQRhriAIYoo/g1avkazlsXoBREREREQpPAFga4LLI2YvhOzFkkDG7/eLABAIBAQrfj4REREROcZOURQ3ar2TIAgniqL4odbr9PoZZDyrS8tE/uEf/uEf/nH8HyIiywiCMHGo1OxOQRC+IQjCq4IgfAxg3dD1oiAIjwqC8EVBEF4QBKEfQKPi/lcIgtAiCEL/0J8WQRAWJvg5HYIgbBMEYbogCH8SBOEYgNeHrhs19PP3C4JwXBCEXkEQ3hAE4T9NehnyEkvLiIiIiMjOxgiCUJrg8gFRFPsUf78CwHcBPAjgIQDK62YC+BqA9QAeky8UBMEP4AEAbQDugnRy5loAmwVB+BdRFB+O+5mnAWgGsAnA7wCMHbr8AQDfBvBrAPcBcAM4A8BF2p4qacFAhoiIiIjs7MdDf+I1AVig+PtZAKaJorgvwW3PAnCxKIrPyhcIglAM4KcADgA4Tw6KBEF4EMAuAP8lCMJvRVHsVTxOBYBloij+Mu7xrwTwB1EUr9H0zCgrDGSIiIiIyM4ehpQBiXck7u9NSYIYAHhNGcQMuRjACQB+rszsiKLYJwjCOkiZlS8BeEpxn6MA/ifB4x8DcJYgCFWiKO5J/lRITwxkiIiIiMjO3koQhCTypsbrKoa+tia4Tg5GJsVdfkAUxXCC268EsAHAG4IgHATwF0h9OI2iKHK6mkGsbvYnIiIiItLDcY3XZTI9N+HPEEWxAcBEAFdD6qH5IoDNALYJglCQwc8hFZiRIUv0hnuxM7gTbcE2hBCCF15U+ioxwzcDRe4iq5dHREREue/A0NezADwXd93Uoa8H1T6YKIpHAWwEsFEQBAHAPQB+AGAhEpfGUZaYkSHTdYQ6UN9Xj9ZgK0IIAQBCCKE12Ir6vnp0hDqsXSARERHlgz8D+AjACkEQTpQvHPp+BYD+odukJAiCWxCEIuVloiiKkAYGAMBJei2YhmNGhkzVG+5FU38TBjE44rrI0H9N/U1YUriEmRkiIiICgBmCICxNct3mTB9UFMVeQRB+AGl08t8FQXh06KprAXwWwL+IonhMxUOdCOB9QRC2QApeOiH13ywH0APFnjWkLwYyZKqdwZ2IQOp56zrWhfWN63Gk5wjKisuwrHYZSseVIoIIdgV3Yd6YeRavloiIiGxg8dCfRM4AEpwdVUkUxYAgCO8D+D6AHw1d/BqAK0VR3KzyYY4DWAupL+ZLkPaWeR/AFgB1oii+l+n6KDUGMmSqtmBbNJBZ37genT2dEEURnT2dWN+4HquXrkYEEbQF2xjIEBER5YI7rxRw59Oi1ruJorgN6hvyk95OFMWUjyGK4tMAnlaxnolJLh8AsDrd/Ul/7JEhU8k9MQBwpOcIpBJSQBRFHOmJjYMfwIDpayMiIiKd3XmlG8A+3Hnlw7jzyvOtXg7lFmZkyFReeKPBTFlxWTQjIwgCyorLorcrACcVEhER5YCLAUwZ+rMMd165H8BDAB7BnU/3pbwnURrMyJCpKn2VcA297ZbVLkN5cTlcggvlxeVYVrsMAOCCC5W+SiuXSURERPq4Ou7vUwDcB+AQ7rxyHe688gwL1kQ5QpBLe8zk9/tFAAgEAqb/bLJWb7gX9X31CaeWyQQIuGLsFTjNe5qJKyOiLGSyqRwRxWloaXcB+BSkiVdlkKZhFQ59PRHAGABexR8PpJPS/QB6FX+OJfp+YU3Fh6Y8EdmdV54I4ANI604mAqABwH/izqdfNGVdlDNYWkamKnIXYf7Y+Wjqb0IYYYhIHEg39jdi/tj5mOidaO4CiYiIDNTQ0j4OwKShPxVx338GgM/An/0hgLahP/sUX99eWFOR8eSvFL6G1EEMIAViVwK4Ende+QKAn+DOp//XgLVQDmJGhizxTugdbO7fnDSQAQAPPNxPhsgZmJEhSqChpX00gHMB1Az9ORdAqaWLSiwEaZd7OcjZA2D7wpqKQ1k96p1XPgfgogzu+TyA23Dn0y9k9fMp5zEjQ5Z4O/Q2BAgQIXI/GSIiygkNLe0nQwpYPj/0dTqkEjC78wKoHPoT1dDS/haAZvnPwpqKLtWPeOeVEwDMzXA9FwJ4HndeOQV3Pv1Who9BeYCBDFmC+8kQEZHTNbS0nwBgAYCvQApcTrd2Rbo7Y+jPvwAQG1ra30AssNm+sKYi1dSxJchuqNQmBjGUDgMZsgT3kyEiIidSBC+LIAUwo61dkWkEANOG/qwEEG5oaX8FwO8B/GZhTcU7cbePn1amxSCA27O4P+UJBjJkCe4nQ0RETtHQ0j4Gw4OXdA3s+cAN4LyhP/c0tLS/COAJAJsW/nnVpwCclcVjP8JsDKnBQIYsUemrRGuwFRFEsKx22YgeGYD7yRARkXUaWtp9AGoB/BOA+WDwkooA4IKhPzMgjXzO1McAfqzHoij3MZAhS8zwzcC+4D5EEEHpuFKsXrp6xG1ccGG6b7oFqyMionzV0NL+aQDLASyDPSeM2Zp7MFgPoD6Lh1iHO59+T6/1UG5jIEOWUO4nExn6T+Ya+m/+2PkcvUxERKZoaGm/EMB3AVwBqWyKtHtn/l9uLQBwcob37wVwj37LoVzHQIYsM9E7EUsKl2BXcBfagm0YwAAKUIBKXyWm+6YziCEiIkM1tLS7AHwVwM0AZlq8nFxQL0DMpsn/P3Dn0z26rYZyHgMZslSRuwjzxszjiGUH6A33YmdwJ9qCbQghBC+8qPRVYoZvBoNOInKUof6XawD8G6TxwqSDkqNv/w7AXzO8+3sA7tdxOZQHGMgQUVodoY4RZYAhhNAabMW+4D7MHzsfE70TrV0kEVEaQxmYbwH4CYBTLF5Ornn1868GpiHzcdQ/wZ1Pf6zngij3ZbNRERHlgd5wL5r6mzCIwWG9TAAQQQSDGERTfxN6w73WLJCISIWGlvZ5AF4F8EswiDHCBmS+d8zbW+fe1drQ0r60oaVd0HNRlNsYyBBRSjuDO6MBTNexLtRtrMOqdatQt7EOXce6AEgBza7gLiuXSUSUUENL+xkNLe2bIe1GX23tanLW4Dl7N20HMDfD+/8w5B3zU0jB0MtDQSdRWiwto7zFng912oJt0UBmfeP66OalnT2dWN+4HquXrkYEEbQF29jrRES20dDSXgTgDgA3AvBau5qc96eJ7754GaT9ZLTa1fCln30CYPbQ3z8HoLmhpb0JwPcX1lTs02uRlHsYyFBesqLnw6mBUwih6PdHeo5AFEUAgCiKONJzJHrdAAZMXxsRUbyGlnYPgBsA3AmgxNrV5I0NkIJGzcIuz+0QXP+Z4Kr5AC5uaGm/C0DdwpqKwWwWSLmJpWWUd6zo+egIdaC+rx6twdZoYCAHTvV99egIdej2s/TmVZzILCsugyBIJ9wEQUBZcVn0ugIUmL42IiKlhpb28wG8DmAdGMSYpe+S53/8DoCpGdx32zNf/OnJKe5bAGANpHKz6gzXRzmMgQzlHbN7PpzeLF/pq4Rr6J+KZbXLUF5cDpfgQnlxOZbVLgMgbWJa6au0cplElMcaWto9DS3tP4E0+vdMq9eTZ54aHTz2jUzu+EnB2B9CypylUw3gpYaW9h83tLSzTJCiWFpGecfsno/4wGl943oc6TmCsuIyLKtdhtJxpdHAyY49JjN8M7AvuA8RRFA6rhSrl64ecRsXXJjum27B6ogo3zW0tE8GsBHALKvXko88oY8fB/B4Bnfd/Kc5a2YBOE3l7b2QyteuaGhp/9bCmoqdGfxMyjHMyFDeMbvnI1HgFBEj0cAJQDRwsqMidxHmj50PDzzRzIzMBRc88GD+2Pm27vMhotzU0NK+HMAuMIixyj++su12H4ByjfcL9xR++t8B3JrBz5wG4O8NLe13NbS0s6Y5zzEjQ3nHC280mCkrLotmZIzq+TAycDJrgMBE70QsKVyCXcFdaAu2YQADKEABKn2VmO6bziCGiEzV0NJ+MoBHAHzF6rXkuXoBYiZ7x2x4/rx/rQVQmuHP9QC4DVJ25pvMzuQvBjKUdyp9lWgNtiKCCJbVLhtR6gVk3/OhDDCU9AyczJ68VuQuwrwx82xZ/kZE+aOhpX0hgPUAytLdloxV1r3/95D6krQI/uPUc+/P4H6JnAWgpaGlfdnCmoqNOjweOQwDGco7Rvd8JAowZHoFTsoBAvHkn9vU34QlhUuYLSGinDDU5L0OwL9YvRYCALxywc7/PgfAaI33e3D3Wf/8LQBjdVrHKAAbhqaa3bywpiKs0+OSAzCQobwj93wkCjZcQ/9l2vORKsAAoFvg5PQBAkREWjS0tBcD+B0A/oNmHxsAaC0r+3D3mV//NYAdBqznewDObmhp/+eFNRU9Bjw+2RCb/SkvyT0fVb6qaElXAQpQ5avCksIlGZdkqRntrJRps7zTBwgQEanV0NJ+OoAXwSDGTgarW3/zPIA5Gu/3X/+YcMG/AoZtPHYJpD1nzjLo8clmmJGhvGVEz4ea0c6ybJrlzZ68RkRkhYaW9hoAm5F5UzgZ44+fee+lLwMQNNznyPOzvrsVxmRjlE4HsGNoCMDTBv8sshgDGSIdqQ0wAGB58fKMf47Zk9eMYNbENSJypoaW9qsgTSbzWb0WGmED1G1kqfTvPUUTfwhzqoHGAvhdQ0v7GgA/XlhTIZrwM8kCLC0j0pEXsQ2Hy4rLIAjSySq9A4xKX2V0T5dltctQXlwOl+BCeXG5bpPXjNQR6kB9Xz1ag63RgEyeuFbfV4+OUIe1CyQiSzW0tP8IQD0YxNjRsUue//EhAGdquE/HHy+8cxeAWoPWlIgA4EcAfjs0KIJyEDMyRDoyY7QzYPzkNSNx4hoRJdPQ0u4D8CsAS6xeCyX11OjgsW9ovM+Pgr7CuwxZTXpfB1DQ0NK+aGFNBeutcwwDGaIMJCuL+qz3s6YEGEZOXjMaJ64RUSINLe0nAGiC9gZyMpEn9PHjAH6j4S57Gr/4024AXzBoSWpcDuDphpb2ry6sqQhauA7SGUvLiDRKVRbV2N+ImaNmwgNPtPRLlumEsmSMmrxmNE5cI6J4Q0HMH8Agxu7+8ZVtt4+Ghs1IRQi3RVyefzdwTWp9BcCWhpb2UVYvhPTDjAzZlh2bwdWURb3yySuoHVuLA6EDaAu2YQADWU0oS8WIyWtG48Q1IlIaCmK2wtoz9qTORgGilr1j/rbl4v8aC+Acoxak0SUAnmloab98YU3FcasXQ9ljIEO21BHqGFE2JWc99gX3Yf7Y+ZZkHNSWRR0IHXBcgGGWXJi4RkT6UJSTXWj1Wii9su623wNoUXv7kGfUbZB6nuzkiwCaGlraFyysqfjI6sVQdlhaRrajzHooez8AKesxiEE09TehN9xr+tpYFpU9p09cIyJ9DDX2N4DlZE7x8gU7H54OQG1p1h+2zrv7LACTDFxTpuYC+ENDS/tYqxdC2WFGhmzHzs3gLIvKnpMnrhGRPhpa2t2QGsa/aPVaSLUNANSWlYkfnlD+Y0ibmdrVFwD8b0NL+6ULayo+tHoxlBlmZMh27Jz1MGufmFwmT1wzYyACEdlPQ0u7AGmjyyssXgrFOXL4Pdy+4ircuORirFh6KRp/+z/yVaHpex5/AcCF9a//H6Y92IxpDzbjgl89j9c+OCbd96MgPv/I86gKPIfAy+0vNF9wy5cAjL/7lutxtOuwRc8orfMBbGpoaeeJfYfiL45sJ9OshxnDAczaJybXyRPXdgV3GT4QgYhsZy2Ab1q9CBrJ7fbgWzfeitOnVOHj4/343rcvR/Wsz+PTFWf88bT3X/kyAKGieAy2X/t5FI8uwB/eOozrn9mNv183B0/sOYRrzjkN36j6VOhTa/9cuPFWfP+lF57DpMln4aTSk61+aqlcCiAA4HqrF0LaMZAh28mkGdys4QBWlUXZcYJbphI9l7N9ZzvyuRCRNg0t7d8F8F2r10GJnVRajpNKywEAo8eMxYSJn0V31wf4dMUZGwCsAYALPl0Svf3sCcU41PcxAMDrcuHjwTC6jw9sOLH01EvDg4PjGjc9gtv/45fmPxHtljW0tLcvrKmos3ohpA1Ly6zW1w3s2AI8vgZ47Dbp644t0uV5SmszuJnDAawoi0q1b019Xz06Qh26/Syj5dJzISJtGlraLwTwX1avg9Q5/P4hHHyzFWecWX3skud//C6AEaUGv9r1D3z5s1K25aqzJ+APbx0On/Xf22f/y/fWlP3h6Y2Yd9lX4Rs12uylZ+rfG1ra/9nqRZA2gly2Yya/3y8CQCAQMP1n28qh/cD2J4BwGBAVB+CCC3C7gTmLgQlTrFufRXrDvajvq0+4V4vMAw+WFC5BkbsIzcebo+VeyYYDuOBCla9Kt+EAveFeU8qitL4WdpZLz4VGEKxeANlbQ0v7BACvAii3ei2U3sfHP8JtNy7Gomv8OH/OZb9c+OdVHwNYobzNX9qPwL/1NbzwrQtRMiZaIXF3w8X3lvf3HbvuP3+0Arf8+4N4ZN1d6P/wGBb+83WorJph+nPR6BMAn19YU/Gq1QshdVhaZpW+bimIGQyNvE6MAIMR6fraFUBhycjbmLG+vS3Awd1AKAh4fcCkamBqjeHrkbMe8aVigJT1cME1LOuRaDiAKIrR4QCrl66ODgfQc8qZOPRf/Pd6svMEN62c9lxyqZyPyEpDY5Z/BwYxjjA4GMJ/3O7HnEsux/lzLoMn9PHjAJ5U3ub1w8dwXeMu/GHJBcog5uiL1df9HsDfn3z051j0zf+Hvz7biNOnVOHCiy/H3bf8C+5a97jZT0erUQA2N7S0z1xYU2HbCQUUw0DGKntbpEwMAHT2AGs3AR90A+NLgJWLgPJi6fq9LcDsy81dW6JMUSgIvPkycGCnKZkiLc3gZo9ENnOzTquCNK3UHPQb+Vz0DjrsuiErkUM9AOBcqxdB6YmiiF/U3YIJnzkdC//5OgDo+Mq2208AEG1QfefYcXz1yZew4crPYXLJsG1Y7uksm7r6vf9rdx/t6kTV9PPQ/tZeFPhGQRAEhAaCJj+bjE0A8LuGlvaLFtZUcC8Fm2MgY5WDu2NBwtpNwPvdgChKX9duAu6+Xrr+4G5zAxkbZYqK3EWYN2Ze2oNaM3eKV/bjxJMPepv6m3Qrj7Jy3xq1wYHag36jnoveQYfZv2OiXNbQ0n4DgO9YvQ5SZ9/rr2Dbn57GZ06fgpXXzkdf79HR/3nBqT8YCEv/tt4wswJrtu9H98cD8De9BgDwuFx45fq57/655tYWAD/d+PB/Yen13wMAfOHiWtStvgHPbHoUi69badGzykgNpAB8mdULodQYyFglpDgz8cFQEANIXz9QNPqHTD4ZYOdMURJmjkQ2uzzKzCBNSW1woOWg34jnYkTQ4bQSOCK7amhpvwDA/Vavg9Sbes4sbH7hYPTvJx/Z+5XZu3/ZorzNLy+fjl9ePmIy54+PjyldAwA/+MkvohcWFZfiPx56yrgFG+u6hpb25xbWVPzG6oVQcpxaZhWvL/b9+BJgaGNFCIL09+jtTN5YMVGmKKLIFAGxTJHBesO9aD7ejEBPAPf33I9ATwDNx5tHTB+b4ZsRnSAmj0S+d8W9WL10NUrHlQLQbySy2Zt1ap3gpgctU+DiD/rrNtZh1bpVqNtYh65jXdH77AruMuS5aPn5atl5Q1Yip2hoaT8FwFMAdwd2sJdm7/7ldEh9I6nsf+aiun8A+KIJazLbAw0t7adavQhKjhkZq0yqlnpOxIiU6YjPfADS9LJJ1eauyyaZIi3lQlqHA2RD7/KodOVbVuxboyUjoaXvZXHhYt2fixF9N1aW8xHlgoaWdgFAPYBTrF4LZWUD1G1c+sOw2/fvRi/GIicB+BWAL1u9EEos9wIZC6dtaTK1RmqcH4xI5Vp3J9hQ1u2Wbmcmry8WzIwvifXumJgpyqRcyKyd4vUsj1IbrJkVpMm0BAdaDvqzCTiTBXxGBB1WlfMR5ZDrAbDu0tlCM96ofwHAz9Pc7pWGL/1MBDDThDVZ5bKGlvYbFtZUPGT1Qmik3CotO7QfaFwnZTrkg3F52lbjOul6uygskaZ/ebxS5kVJcEmXz1lsfvA1qTq2npWLgFNKAJcgfTUpU5RpuZA8HGB58XLcVHwTlhcvx7wx83Q9yNerPEpL+ZYcpFX5qqIHzwUoQJWvCksKl+g+PUtLcOCFN/r3suIyCEMlkskO+jN5Lqk20VRS8/PVsKKcjyhXDO0X81Or10FZ++OnP3h1PtLsERV2eW6D4LrLpDVZ6WcNLe2nW70IGil3MjI2mral2oQp0nqiGaQBKdNhZQbJBpkiO48c1qvUS2tDudoJbnrQkpGY4puiedCClueSLjunpNegByvK+YhyyIMACq1eBGXt1wDSBSjPPfPFn34GQD7s3H0CgF83tLR/YWFNRSTtrck0uRPIOHDaFgApWJl9uX3WJGeK4veRAaRMjNudOFOkY0mfnXsU9OrHsXOwpmUK3HTfdEMP+tUEfDK9fr5ZPVfccJNyTUNL+1UAFli9Dspa76Xbf/Qe0gQoH/vG3QHgt+YsyRYuAPADAPdYvRCKyZ3SMhtN23I8OVM0edbQdDVB+jp5lnR5/GaYOpf0aS1XMpsepV52Dta0TIGTD/o98ETvI3PBBQ88WR30q5kgpvx5ev18o8v5UpXL1ffVoyPUkdXjE5mtoaW9FBy1nCs2jRr4cHGa2/zufy/8UQ2AT5mxIBv5cUNL+zSrF0ExuZORscm0rZyhNlOkQ0lf/Jlp5QGp0fvCZCrbUi87N5RrzUgYOWhBbcAHAFW+Kl1/vlHlfNxwk3LUzwGUpr0V2V7BwEePA9iU4ibhrqJJdQD+16Ql2UkBgA0NLe2fW1hTMfIfcTJd7gQyNpi2lZeyLOlLNLlLeeCcqz0KZm7imQmtwYlRB/1aAj6zeoiyxQ03Kdc0tLTXAkh3Bp+cof2y7XeciNRB6aMts278KqTRxPloGoB/AfCA1QuhXApk7LovSyJOGRGtRqKSPlFR0nf39bGSvrhAJtWZ6WSMGjlsNjMayrPtwTBzwEAydg/4MmHn/igirRpa2gshNfhTbtgoQLw6xfWfHPj0Fx4A8FezFmRTP2poad+wsKaiz+qF5LvcCWRsMG1LlUP7RzbSy/0kB3ZKjfTxPShmyDS4yqKkT20jtwsuRBAxZF8Yq2TaUK42ONGyoaid5eIEMTv3RxFl4IfIvz6JnHXykdanAfwtxU0e2FN55XWQpnjlszIAtwC41eqF5Lvcafa3674sSsp+EuU0MGConyQkXd/Xnfj+RsmmWd/ri30/vkQq5QNUlfSpbeT2wGPYvjBW0tpQrrZBXMseNXZn9DABK9h9mAWRWg0t7Z8CcKPV6yDd/H327l99DsCoJNcfe/Wsq+oBLDNxTXa2sqGl/dNWLyLf5U5GBrDnvixKdhwRrbZZf97VwDutIzM2EyqBjjcyKumz6sy0ncbeqi3f0tIgrrUHw06vRyJGDhOwwiTvJOwPSScHkpXLAUCFt8KqJRKpdTuSH/SS82wA8M0U1//noVNn/hugOBuT30YD+Hekfs3IYLkVyAD225dFKYt+EsOoCq4GgWf/B4AwshzO5ZKyLyI0l/RZMbnLqSVXWoITLT0YFd4KQ14PvYMjO/Tr6EUURHU3TLmfNpG1GlraKwB8x+p1kG5Cn3v91y0A1iW5/oNt5616FsBPTFyTEyxtaGm/b2FNxS6rF5Kvcqe0zAnsOCJa1f474tCfBOVw4aEMgdujuaSv0lcZLRdaVrsM5cXlcAkulBeXG9LI7eSSKzVleBFEsCe4R1Omy4jXI5s9UnrDvWg+3oxATwD399yPQE8Azcebbfk7yVT7QHv0+1QllcrbEdnQj8Ez87nkDxMO716A5KdQ7jpWOOFHKa7PVwKA/7J6Efks9zIydmanEdFyc7/a4ApInrERReAzVUDBKE0lfUY1cifLBgxEBtJmNQYxiMb+RtSOrTWkZCnTTIXa4CQ+IEmV6QIQLVXTawxwNnukODVbphWb/cnpGlrapwJYYvU6SFe/BnB3kusO/mHOT/YC+IWJ63GSeQ0t7QsW1lQ8Y/VC8hEzMmaaVB3LWqxcBJxSArgE6auZI6KVzf1KqZr1gRQZmwhwqE0qh7vqDuCau6Svsy9P2ZdkRCN3qmzA/tB+VcMFjkaOGrK7ejaZCkFxEqy4sHjYdfF/V0qW6YqXKsvTFmxT+xRHlMDVbazDqnWrULexDl3HuqKPuSs4PAvv5GyZVmz2pxywBjx+yCW9l27/0QcAJie5/o6BghPuMnNBDvTThpZ2t9WLyEfMyJjJDiOiUzX3J2vWl6UshwsCO7ZoHt+sZyN3umyAUrpd4uUDZ712V892N3cBAkSI0e/jr5MlyqwkynTF0yszkOkeKfm0SWQu7o1D+aOhpf1zAL5q9TpIV78dNfDhPye57rUtX/rZhwAuMHNBDnQmpP8vNlm9kHzDQMZM8ojo+H1kACkT43YbPyI6XXN/ouBKlqocDohtSApo2htHr0ZutfvSAHElVxAgCAJWrVtl2IFztgfqykDsaN/RYdcp/54seJAl+9l6DVvItGwqnzaJzMW9cSiv3AX2SeSUgoH+xwE8lei6iOC6XRRcdSYvyalWgoGM6ZgaNps8InryrKE9WATp6+RZ0uVGb4apprlfJriGSuGGPrOSlcPJLN4bR+2+NMDwkiuXy4VwJJx1WVW2a0v189SWI6XLNCX72alK0Ma6xqou6cq0bCqf+kZycW8cyg8NLe3nA7jM6nWQrtov2/6jcQBKE1z318Yv/ewkAFUmr8mpLmhoaZ9p9SLyDTMyVrByRLSW5v7Js4DTzgL+skEKSJKVw8ks3htH7cEwgGFnwletWxW93KgD52wP1NWUIwHpm/uT/exkmQEA6In0oL6vXlWzfaZlU1aM4rZSru2NQ3ljpdULIN1tFCBeneiKAe+YHwJ41NzlON5NABK+nmQMBjL5RvXkNF8s8EhVDqf8u8V746g9GI5nxoFztgfqasqRgNQbLKb72cmIEFX3DGVaNpWPfSO5tDcO5b6GlvZTwd6YnHPK4defBvCDBFc1/mHuXdUAJpq6IOf7p4aW9h8srKl43+qF5AuWluWbTCanpSqHU7J4bxy1+9JMKZiCk1wnRe9nxh422e6Zk6ocSdnsLwcP9664F6uXrh7WF5TqZytpmTamZZ2pyqZm+GZEb5/sObBvhMhSN4AnP3PNjnNff3QmAF/c5ZFjY0/9CYDbLFiT0xUAWG71IvKJIJeZmMnv94sAEAgETP/Zea+vWxq9nGhqmczjlQIXNUMHHl8Ty/Dc+vDwDM8pJbFSNK9PGslsoN5wL+r76hNOBpN54MGSQmn7A7W31WtqmR4/rzfci13BXdgX3DesXC0ZF1zRQCeMsKq11m2sG5a1KS8uj2ZWClCA5cXp/42W16mlbCrRPjLyc3DBpWkfmUz366GMsfk7hzW0tBcAeAfAyVavhXT1/xb+edU/A/hC3OUbGi6+9wCAO81fUk7oBHDawpqKYNpbUtZ4diXf6D05bVJ1bFpZsvHNZuyNg1g2IN3BsHwgq+W2eq4tUTCjtsG7yF2ECm8FWoOtaX+mMnjojfSmfK7KNaXr4Wk+3pw2IMikbEqvvhGzN9Zk0ER54EowiMk1oZmvP/YiRm5yOXBo/Iz7AGy3YE25ohzAYrC/yBQMZPKRXCq2t2Vo35cBwFugat+XEeywN46CloNhKxqu5b1g1F4eT96PJl12xQ03Fhcujj6HIndRyuf6eN/jqvuLjAoI5HVm0zeS7X49WpkdNBFZ5DqrF0C62/qpw68twMhs6n+/evbSbwI40YI15ZKbwEDGFCwto+wd2p8+w2P0WGkVrDxzrldpWfPxZrwRfAOA1Mvy0OaHoj0sJeNKsPyK5dGekmm+aaoDgubjzdFm+3R78GhZr9nUPA8XXKjyVWXdZK/X7zRHsLQsRzW0tE8EcBD8Heeary/886o6AGcoLuvfM/nyCw98Zu6LGNk3Q9rNWVhT8bzVi8h1zMhQ9vTM8OgoPnCJZ+aZc712rlfuM7O+cX00iAGA7mPdwzbA1LJ5ZKppY3LzfybrNZseG2uqDXj1+p0S2dy3wCAm1/Rctu2HH2B4EAMA9x34zNzvgkGMXpYCYCBjME4to/T6uoEdW6TG/sduk77u2DJ8k0t5b5yr7gCuuUv6Ovtyy4KYjlAHNvZtxBvBN1I2xUcQiY4WVrvpYyay3RBTFr8fTbxM98BJNW0sm/WaLdv9ejpCHajvq0drsDX6WHLAW99Xj45QR/S2ev1OieyqoaXdBeBaq9dBuvutL/TR4rjLulo+d0MjuAeKnr7a0NLuTX8zygYDGUrt0H5pytmbL8emk4WC0t8b10nX20xvuBeN/Y0J+0iyGS2cDb12rvci9m9ioj1gstkDR+4ZqvIN38Q5m/WaLf71EQTpRLKa/XqU/TXKgQhA4oBXr98pkY3NAXCa1YsgfRUM9D8O4J/jLq7rOmnybQDcFiwpV5UA+JLVi8h1DGQoub5uqfdlMDS89wWQ/j4Ykq5XZmZs4MVPXhxW8qMMXB7c/KAlZ86zOcBWUu4zE9+7UjKuZNi+MJnsgSM32+u1XrNls19PfKlYuoDXqa8RkQbG7mJMVjj45e13FEM6yJa986cv/PBlAAstWlMuiw8YSWfskcl3fd2K3pagtN+L3Nuyt0Vq4AeAzp6Ro5XLi6Xr97ZIZWQ28dbAW9HvH9z8ILqPSYHW4aOHh93OzDPneu1cL/eyDGIQpeNKcfs1tye8nRvurDaP1Gu9ZkvV6yNLtrGm1v4ap75GRBossHoBpLuNGFk+ducno4p/YsVi8sAVDS3tPu4pYxwGMvks0bQxuWzswE5AROzytZtim12+3y39/e7rpesP7rZVIKMcZSwHMUqCICQcLazXmfNEzeIVBRVwwZXRAbaS3MvyTP8zSUcwu+DCgrELVE/KSrTeSd5J0Y00s1mv2bTuJaSktVQsm6CJyO4aWtqnAPis1esgfZ1y+PXNAG5WXLT3mYvuOQypjJD0VwjgIgB/sHohuYqlZflKTdlYWNEk/8FQEANIXz9QBAghZ/UAaCk30ipZs/jbA28jggjccI9opnfBpXpDTEDqZVlauBRTvFOGPZYLLkwpmIKrC69WPYEt2XrfCr0Vfcxs12s2Za+PHJzKz2EQg9javxXNx5tHDHfQWiqWakCC3V8jIhXmW70A0t2L577+6CwoppKJEG4PuwvusnBN+cA+Z3pzEDMy+UpN2ZjS+JJYRkYQpL/LvPbqAZAzH4CUTVCOKDbyzHm6zRgBqeTrDO8ZaA+1Z7UBZ5G7CJeNvQyX4TLNa0w1kjp+vR54cHrB6WgfyG69ZpN7fSq8Fao3rMykVMyKTVWJTMKystyzAcPLyv6+5eL/8gFg2thYlze0tPsX1lSYv3FjHmAgk68O7k5fNqa0ctHIYAeQNr2cVK378pKVZwmigIOhgyn39zjDewb2h6RpajdccUPCA1JZunIjLdTsKyJChM/lw/Li5Vn9rEwk2oVelmofFJ9gzXqzlS6wjCCCpv6m6IaVmZaKyUET94qhXNHQ0j4OwOetXgfpauDc3Y/sAPCAfMGgu+A2AA9Zt6S8cSqAmQBetnohuYiBTL4KKfrOUpWNycqLRwY3AOB2S4MBdJTogDuEEN4ceHPY7ZKdWZ89ejbeDr2NMMJJD0gBqZToTN+Zw86cq90MMdFtlTLdjFENLWtU3ifZQb3R67WK1g0rs+mvIcoxlwKKWkvKBVtPObKnFrHNTf+36aJ7zgD7oMxyORjIGIKBjCzV9K50mzpmc1+reH2xYCZV2ZjbI12mHAgASJkYtxuYszjj55isyVwOQtRIdGa9yF2EBWMXJD1wl3sX4vtIkgVQbwTfwBvBNwAgGjSUu8qx/ePtCbMbgHH7inSEOkY0+str3BvciwVjFyTsj0l3UJ+L+6BonUIGsFSMaAjLynLPBgD/MfS9+NHokh8DeMrC9eSbC61eQK5iIAOkn941ZzEwYYr+97XSpGppjWIkddnYZz8XG8V8cLfU2O8tyDpQSxY0yCVhQOIDbgBpz6wD2g9I02UsZHLQkE5ZcVn0wFmv6WjyRp+JAicACCOMxv5GXF149Yjnl+6g3oj1Jlq/1kxSNjLdsJKlYpTPGlraXQC+bPU6SFdHL9t2eydi2ZdNz37+tjkATrFwTflmZkNLu2dhTUXqgwzSjIGMcnpXPDECDEak62tXjDxoz+a+VptaIwVag5H0ZWOFJdJ4ZZ1GLKsNGhIdcANQXQKl5YBUTRlSIslua8S+IvEbfSYL6HZ8sgOXnTB8CEC6g/pbv3mrofugJAtcE5UG6sULb/R5mxGoEeWImQAS/4NHTvVbX+j44qHvBw+XVP4UwLNWLigPjQFwDoBXrV5IrmEgk82mjw7dMBKAFJzMWTwymwToUjaWitqgIdlZdCNKoFJlLB7a/BDcbnfCNSYrWUrWmyNCxL7gPrwefF1zRiLVRp8Pbn4QP7zmh9HbxQcy6Q7qrZzmFl8aKN8n2+wNN6wkysgsqxdA+ioY6H8cwNNDf/3VjhnX/xOAIutWlLdmg4GM7riPTKLpXRHF9C4gtumjnve1gwlTpGzR5FlSzwwE6evkWdLlBpXEJQoaImJkWNYFSLyXh5r9PTKRKmPRdawLh48eltZ4dPgaU5UsJSJCHLZfyxvBN/Drvl9jzyd70q4x1Uafyr8nKj2r9FVG9zpZVrss4V468QQImDN6ju7T3Oo21mHVulWo21gXHY0tlwYCyfe2aQ22or6vHh2hDlU/d4ZvRvQ5y4HavSvujQaaADesJEpghtULIF0d+PL2O0oAlAD4eH/Flx4CsMLiNeWr861eQC5iRkbt9K5Emz5mc1+70LlsTA21vQvJzqIbcWY9WcYinojha0xVsiRzw51yeIEIEc99/BzaBtrwpRO+ZEi/iJrRwols/3g7xrrHZlX2paXpfrpvuubsTTJmTCEzu++HyAQMZHLLRsT2jvl522e/shzAaAvXk88YyBiAgYza6V2JNn3M5r55TG3vQrIDbiNKoJKVIUXEkdkN5RpTlSydUXAGBiIDaB9sj94+VSndu+F3Ud9Xn7RfJN1Gn8rbxUt1UJ+MCBGDGFQVOKQ6oNfSdK91ZHI6ek8hS7ehqNF9P0RGamhpLwBwltXrIP186oNdDQBWA+h9edo1mwDssHhJ+WxSQ0t72cKaitSlG6SJkOiss9H8fr8IAIFAwPSfPcKOLbHpXcn6XASXVG4Vn7XI5r55rPl4czRo0NJYn4jyzHo2B43vhN7B5v7Nw8q3AKBuYx0OHz0c/bvb5cbqq1enXaMcTCgDhq5jXajbUIdwJJadSfR4HngSBg5/7P9jdKpbqtdtincKZo+enTCw+Kz3szgQOhA9qFcGR8ke0wUXqnxVSQOHZBttyr8bEWI0I1W3sW5Y4FpeXB4NTAtQMKz0Lt1tzd6kM9WGookk+z3mKCH9TcjuGlraZ4A1/Lnkbwv/vOrXkDa9XN1w8b3TAfyTxWvKdwsX1lRssXoRuYQZGS3Tu/S8bx5TU+bkgQenF5yO9oH26Fn0ioIKQATaQ+267u8hH6Amkijjogw6BAjDgh8XXNHL4g921zeuHxbEAEA4EsZdj92Fk086OW3GQc1Gn264McEzAfV99SknhMmPHegJaN5rRUlNI78w9J8IMWkGCwAGMTjsNbPT3japnqcemSMim2BZWW7ZAKms7L3nLrh5O4C7LV4PSeVlDGR0xEAmm+ldFk7+cjK1vQsTvROBE/T5mclKnz7r/WzKUdCp+knO952Pj/DRiJKlYCQ4LHPy0OaHhpWBJaImcFCz0efcMXOx7fg21T0mme61ItM6tjrV6xkf+NlpZHKq5xkOh9Hd160pACSyKQYyuWPg3N2P/B3AgwCW959w8o/BzKkdzLZ6AbmGgQwQm96VyaaP2dw3j5m5g3qqPUz2BGPTwuIPUL8+9+t4attTCQ/MJ7gn4Nwx5wLAiAPVQE+sZHJ94/q0QQygPnBI97pp7TFR268ESKVts0fPHva7UdPIL0KEZ+ifGrVlWUDq/iOzRyanep7K8lyrM0dEWWIgkzuaTjmy53IAbzfN/fe3AVxs9YIIADDN6gXkGgYysmymd1kw+SsXmLGDerrSJyXlAerho4fxwO8fiF6nPDAHgM5wZ9KfGZ/lSMTtcg8rM9OScUj1ummZEDZvzDxU+irxRvANAFLgIGePRFHEYHgQXce6osHb/tB+HAgdGNaPpDajM4hBXFN4DXYFd2FPcI+qLE42e9tonSaW7vapnicg/f7MzhylWzMnqpEWDS3tbvAgK5dsAPBTAD8c9I7+d6sXQ1EnNbS0j11YU9Fv9UJyBfeRoZymZg8TmfIANZ6WM+1eeKPfJxrHfPJJJ+O/bvwv3H7N7Tj5pJNH7OeSTcZBa6nYDF/sBGzpuFK43e7oPj1H+44O2zMHQHSKWW+4N+FzTbXHjxyAueGOXp5qH6F4LrjggSftyGSt+9CouX2q51kyriThvjxGZo7SrfnvH/9dl714KK9UgmN5c8XRL2+7vQtAX8OXfjYA4FyrF0TDTLR6AbmEgQzlNLWbbwLDD1DjaTnTrjx4je8TKRlXEj3QNWKTRi2BBYARAUF88HP46OGUm1eq2Wgz/oBebbClXGcBClDlq8KSwiUpp9MpM3DxGbcIIiMCMbW3n+SdlPR5Lr9iuambbapZ845Pdqh+DYiGnG71Akg3TxaEji8Ouzy3Q3DdZfViaITPWL2AXMLSMnK0bEqC4g+a5Z4M5bhlWaoD8/g1eOCJTukqHVeK26+5XdVz0WOTxmT74aTqMUm3Gagy8IsvTVMzgS7+gF5tX04mI5a19gipvT2E2D4+6TYU1WuzzXjy+2xPcE90Ul66AQucqEYanGL1AkgfvmDfEwBueuaLPz0FwJlWr4dGmGj1AnIJMzLkWNmWBMWXfckHqMqSr5NPOhm3X3N70jPtidaQbAKakgsuTPRM1JxxSGeGb0Y0c6A245Msq6KUrDRNnkDngWfERpzJSsEyyeKopSYDF0EEe4J70BvuVX379oH2pM9TyQuvLr/HeMr3mXLcd7osY6rn1BZs0219lBPGW70A0sXblz1/Z8knBWPXArjT4rVQYszI6IgZGXIkNfuXNPU34XTv6Xgr9FbKDEX8XjCpzrjL+7Q83vd4wp3dZfF7y8gHyy64cEbBGZg9arYhDddqR1srf3ayrEr8hpTJSuu0TqBTk8URIWJvcC9eD74OL7yoKKiAIAo4GDqYsnFdbQYuggjq++qHvX/S9RTJz3P78e3oGOwYsWZ5888Kb4XumZhk7/V0WUY77cVDtseMTG7YCODEP81ZMwnAp61eDCU00eoF5BIGMuRIepYEueFG7dha7PpkV8IDVFm5qxxHI0fxzuA7I3oPkq3BBReqfFWmlvBoDSzk4OeZ/mcQRmySWqrALz5bomUCXapgSxlUygfuIYTw5sCbwx4jfoNPOfuhZZx0fGCgdt+aQ4OHEj6vRPv06CHVe/2kwpOie9gkeo522ouHbI+BTA445fDrm48UfxYAnrN6LZQUMzI6YmkZOZIeJUHK0qfTvKdh4YkLcU3hNZjmmzas5GuabxquHHsljkaOJmygTrcGK0p45MBiefFyXFN4Dab4pmBfcB8e63sMgZ4A/vDRH/DH/j8i0BPA/T33Y2v/VowVxkbvn673ItsmdjnYqvJVRV9rZRmgMqOVTKLG9WRlaycVnoRwOJx0Yl387ZOVuamZgqcchqCHVO91EWLCNWt5TkRDWFrmfC3nvv7om3+b6f86AG5iZ18MZHSUUUbG7/cXAagB0APgxUAgICquOwHA9wKBwBpdVkiUgJYxw1oyFMkyC83HmxOeFT+p8CSIENF9rDt6WzuV8CTbDDRRhuOYeCz692R70ABSBkuPbEP8a918vDnaA5IokJLXlapxXU2ZXPzzkakZVqB1nx49pHqv9/T14N4V9ya9bzZ78VDeYUbG+TY0XHzviQD+1eqFUEonN7S0j15YU/Gx1QvJBZoDGb/ffxaAZwGUQcro7PT7/V8LBAL/GLrJWAA/AsBAhgyjZfIVkP3mm8kOYBOd2bdLCU+q3op00m1uqeZna92MMV2QACBt4KAsW1Pb/wIAHnhU9RRp3adHD1rK5eQ1zxw1E6988orqPinKbw0t7QKAk61eB2UlCOC3kI69TrB4LZTeBABvWb2IXJBJRqYOwIsArgZQCOB+AC1+v39eIBDgL4VMkcmY4WwkO4BNxKwSnnTBQro+IiBxhgPIrrciWRYoUU+LkpogQU3gIGfgNvRtiP78dM9nceHihBm7072n4+3Q29jav3XEcAez+k/UvNcBRPux5CzjlIIpqvukKO+dBLBpyuGaABQBuN7idZA6Y6xeQK7IJJCZDWBeIBD4CMBHAP7J7/ffC2Cb3++fB+BYynsT6SCT/UuykW6vFUDKxJQXlw9bi1ElPGqChUwzHEDyRv90gZnaaXKJmuHVZB7UBg5F7iKc5TtLdbCbKGPXEepAY3/jiKyGzIwAGlD3XvfAM+I1zTYLSXmFZWXOtwFSNoYBqTP4rF5ArsgkkPEBwztxA4HAKr/fLwDYDmCxHgsjg/V1A3tbgIO7gVAQ8PqASdXA1BqgMEGPoNbbG0zNmOG5Y+ZqLm9Sis94yJQHsHKPTE9fz4gz5AIEQ0p41AYLakqrkmU4Mg0OtW5IqaQm86AlcMgm2FVTlmdW/0kmI7WJNCpLfxOysW4A/wfgKqsXQqoxkNFJJoHMfgAzAexVXhgIBP7V7/e7ADTosTAy0KH9wPYngHAYEIcOikJB4M2XgQM7gTmLgQlTMr+9SVI18Ze5yrDt+DbN5U2yRBkPWbqd3QEpiLli7BU4zXta1s8zntpgQTnKWGuGI57aA+ZsmuHVBB5aAodsAgA1r3Gmr1EmtI7UJtKIB1XO9iSkzS85idY5+P+cTjJ50z+NJFmXQCBwE6TNmIRsFkUG6uuWgpLBUCwokYkR6fLtT0i3y+T2JityF2G6bzqm+KbACy8GMIC9wb1o/rg54ajkRCN74ynPxicqKUpFHul8+djLDQliAPWjpwUICUcRyz08yUbzChBQ4ioZNoJa7W712TTDy4FHolHZqcwcNTPpgXyiMc9qno+a11hJy2uUKeVI7ZuKb8Ly4uXRAQdEWeKecs7WDmCB1YsgTRjI6ETzP16BQKAOUsN/suv/H4D/l82iyEB7W6TMCgB09gBrNwEfdAPjS4CVi4DyYun6vS3A7Mu1395kiTInynIgreVNgLaz8fIBdwQR086Qa9m9Xp7GJWc45Odz96/vTppdcMONBWMXaH4O74TeGfb3TJrhE2Ue0nnlk1cwpWBK0vVm0iui9jUGgJuKb1L9uEQ2xUDGud4GcIXViyDN2Mukk7SnPf1+/91mLIRMcnB3LLOydhPwfjcQEaWvazdJl4sR6XaZ3N5EajInmWxUqfZsvBderChegRXFK0w9Q67cOLKsuAyCICVAEwUL88fOH3bfdNkFeYNQrc+hI9SBzf2bo3/vOtaFwfBgNAAoKSwZ1j+UqhlemXk423d2NFg0awNKQNtrTJQDGMg4Vw+kff3IWZiR0Yma+o1b/H7/g4avhMwRCsa+/6AbkCdviaL09+jtBqRyMS23N5maXdYz2etD7dn4EELoCHXo+pzUSLZ7faKxz/FlTumyC5mURskBpaiYAbK+cT2O9h0FIB38u93uYZmfvcG9uL/nfgR6Amg+3ozecC96w71oPt6MQE8gep3c/C8/ptagNFNaXmOiHOC2egGUsTOtXgBlhIGMTtSchfk1gH/x+/3jAHwzEAiMGOPj9/trAPxnIBC4QO8Fks68vlhwMr5EyqyIIiAI0t9lbg/QuG74fVPd3mv+mWk1jeWZlDdp2YAw2ShhI2mdxqVl89BMnkeiUrzDRw9Hr08UMMnlf/IAhtZga3Q4gXI4g5JZG1AC5o/3JrJY8o2xyO7GWr0AyggDGZ2kzcgEAoFrAdwH4J8BNPj9/lHydX6/f7Lf7/89gOcBnGfUIklHk6oBYejXvnIRcEoJ4BKkrysXSZcLLiAyKDXyK6W6/aRqs55BlJrMSSZn0xOdjRcEAS7Bhc6jnYaXNaWTqileHjagLA8zOruQKKBUSjcRTe5vCiOccriCmSVeWl9jIodLPmeciIzAQEYnqupiA4HA9/x+fzeAuwD8r9/vvw7ATQCuA+AF8AqA1PNoyR6m1kgjkwcjUqP+3Uk2AZbPzyVr8Fdyu6XHNZmaTEMmZ9MTnY2v21gnPT7UjRI2mpZxvEZnF5IFlDJlwASkHqCQ6jqzNqCUceQx5REGMkTmYhZUJ6ob/AKBwN1+v/8YgHUA9g1dvB/ADwOBwO+MWBwZoLBE2vclfl8YQMqsuN1S6Vh46HNNbvAXFQ3+yuDH45Uez4JNMdVsoBhPzV4f8tn4hv7YlkhmljWppXYal9EbKqYKKMuLy6OBU6KyM2VQCCQvEQSSB6UCBMNKvDKZeEbkQAxkiMz1odULyBWqAhm/3y8AuBrA94YuEgC8D+ALgUDAmg1EnKqvWxpVfHC31Kvi9UllWVNrzAsGJkwBalco1jEg9bjI63j63thtUzX4A9LjWBDEAOoyDQIEeOBBCCFNZ9MneifCA0+0lyOTXhs7MTK7oDagTFR2Fh8UphtGkIjIE1tE2WIgQ2SuPqsXkCvSBjJ+v/8KSCVlZwIIArgHwBEAPwPwnN/vvyQQCHQmfwSKOrR/ZCYkFATefFkq95qzWAoyzFBYIu37kmjvF7UDAbw+y4IYQH2mIdMNCs/0nZn2AN1Jk6uMyi6oCSiBxGVn8UFhqoAxVdlZsj2BiEgVHlQRmYv/z+lEzfjl3wOohDS97IxAIHBrIBC4D8BSSMFNi9/vn2jcEnNEX7cUxAyGhpdzAdLfB0PS9X02SHCpHQhgQYN/vEx3bldjhm9GtNFbPkC/d8W9WL10dfQAmpOrUjfGKymb9WXx/TPJhhEA5o5fJsozH1i9AKI8w0BGJ2pKy/4M4PuBQOB15YWBQOCJoZ6ZTQBe8Pv9lwYCgVYjFpkT9rZImRggeQN9OCzdLlGWJFtaStrUDASwqME/EaMyDUb3luilN9yLncGdaAu2IYQQvPCi0leJGb4Zpq0tWenaWNdY9ER6IEJMmNVS7i0DJO+DAezZp0SUI963egFEeeaY1QvIFUJ8qYdWfr//8wCeATAYCARK091+6D4iAAQCgax+tqM8viZWrnXrw8PLtU4piQULXh9w1R36/uxEJW1ArLk/UUlbJvdxggx6lHrDvbadXNUR6jCstE4PveFe1PfVR3uNknHBNWIfmXjRyXEJBgkUoADLi5frvn5STUh/E7Kzhpb2owCK096QiPRw0sKaih6rF5EL1JSWpRQIBF4AMAeI272OhpODGCB1A31I5zPLmZa0yQMBJs+SDvYhSF8nz5Iud2IQc2i/tMnn/pdiv49QENj/d2DzfcCbryS8m5zxWV68HDcV34Tlxcsxb8w8y4OY3nAvmvqbMIjBEQf/EUQwiEE09TehN9xrzQKhruxsomciri68GksLl44oETzJdRKEoWNkI/bAIaIolpcRmSPEIEY/qscvpxIIBF4bysxQMqob6HWegJVNSVuqgQBOowzoEhFF4MWnpe8nzzRvXVnYGdwZDWCSNcLLG3Za2QifqOxMDmoiiODdwXexM7gTM3wzRpQIKjM6RuyBQ0RR70PqeyUiY6Ufx0mqZZ2RkQUCgQN6PVZOsqqB/uDuWCZG3hMmotgTBpCuP7hb359rN3tbgMGh8qbOHqm879t10tdOxYmRHQ32GLigQluwLRrI2L0RXs5qfXnsl+EZOn8irz2EEFqDrajvq0dHqGPE/ZJldFxwwQOPLfqUiHIAMzJE5uCkXx3pkpEhFaxqoLeqpE0NM/fUObgb0Y10124C3uuSvn+vSwpm7r5e+r2IEXzS2oy/nVNiafO8GiFFNacTGuGVpXDx5B6fLf1bcMXYK3Ca97TodUbugUNEUWz4JzLH4fQ3IbUYyJh1MF1YIjXIp2ug1/sA3qqStnTM3FOnr3tkQKc0GJaCm6HgUjj4GlorTx6RMdgX3Gd587ySF95oMOOEDTvVlMKJELG5fzMuH3v5sNfZqMl0RBTFQIbIHG9ZvYBcoltpmSPJzd9vvjy8+fvNl6XLD+3X9+dZ0UBvxz1hzNxTR/4dK41PECwqgpuCwZGTs+zSPN8b7kXz8WYEegLDMjJOaIRXUwoHACJENPU34Z3QO9Hnen/P/Qj0BNB8vNnS158oh7G0jMgc3KpER/mbkUnV/C1GpBKw7U9IAYbemRkzG+jtuCeMWXvqJPsdr1wklZMNDq0hLjs14BFs2TyfbNQykHr/Fbs0wqcqhTt89DDqNtZFX+cwwtjcvxkCBNtnxohyxLtWL4AoTzCQ0VH+ZmTiD6YTNX/LB9NOJpe0ebyxzIxMcEmXG1HSlopZAwiS/Y7XbgK+98/AqaUjslNhAWib4LNd83yqUcupRBDBWwPmZrGVWSNlJsWjOG9SVlwGQRi+9YjydRaH/rNrZowoB71h9QKI8gQDGR3lb0Ym0cG0qDiYvvv62MG008cPyyVt0V6gAaknxqjG+nTMGkCQ6ne84U8Js1MRF7Dr9DE4st1ezfPp+ksAJMwgAcDfPvkbRgujUTWqKuFj94Z7sTO4U9Vwg3S3TZQ1kjMpIsToppfLapdhfeN6HD4a63mMf52TPVerM2NEuWhhTUV3Q0v7OwBOS3tjIsrUBwtrKo5avYhckr+BjJ2neRnBLnvCxPe9GDmAQO3vGAAEF0IuEU0zC3HsBE/S5vlxHw1i5oEg8O4a4yetKSTqLxFFcVgWo/NoJ0QMlWltqMPqq1dHg5nmj5sxwTthRGCSKvCIL+FKd9u5Y+Zi2/FtSaeSKcmlcHUb65IOKUj2XFcvXR3NjJkVyGgJ9ogcbCcYyBAZidkYnTmvtKyvG9ixBXh8DfDYbdLXHVu0N4Z7fbHvx5dIB9GA9dO8cp2yVK+zR+pTkQOMsqLYAAIg+wEEan/HADB5Fl65ZDb+7+TRABI3z3/mcBBLth3F1H8cN2c4hEK6UctHeo5AlMdLAwhHwqjbUIeuY9KYaREidgV3DXvMVOVq8SVcam773PHnEIZUytd1rAt1G+uwat0q1G2MrUPA8HKyZEMKUj1XmVmZsY5QB+r76tEabI3+HlLtfUPkYLvS34SIssBARmfOysjoObJ3UrV0PzEiHTzHN5wD5k/zygfKvpe1m4AjvdL3ggB43FKjv2xqTXbjsdX+jifPAmZfjjPDvdjZ9w9EEBnRPD/uo0HMf+UovGEAioABgGHDIZRZAKVk2SJlmRYgBTNyBgPAiAyGmnHIcgmXsl8l1ehkWbJMiggRHngQRhgixJRDClI9V8CcsdJq9r5p6m/CksIlzMxQLthp9QKIchwDGZ05J5DRe8qYHad5WcHMTSkBbeVefV3ZBa4af8fyLvKJJoPNOPAxXPJfk01aGwwBu58DLvwnjS/KSKkmlMn9JfE9MnUb6hCOhIfdNlUGI125mrKESxnIJLtt/M9NlkkZxCAWjl2Ipv6maECTTLLnatZYaS3BHvt1KAcwkCEy1l6rF5BrnFNapveUMTtO8zKb2fvoAOrLvTwF2e81k8HvWN5FvspXFT3jX4ACTD00ALd8vJ1s0hoAtL+W9euWbkKZnMW4d8W9WL1U6oMpHVeK1Vevhtvljj1FpM5gpCtXkw1gQPVtZcqpZIkyKfLrXOyKZeASlaMleq6AFMiYMVZazd43Vk2yI9LbwpqK98D9ZIiMxIyMzpwTyBgxsteKDSrNkq6XqK8b2Pa4OZtSKpVPjH2faoPOE4r0CVwz+B3Lu8gvL16Om4pvwvLi5fAMKjId6TJJzRuA9w6ofUVGUGYBCju6sPT8OqwoW4Wl59ehsKMr6f3kYObkk06Wek5OivWcCBBGZDC88Ea/TxV4uOBKOjo5UYM+oG6DziJ3ET6MfBi9T6pNMuPXMn/sfFNKubQEe5lKNq6a46XJIuyTITJG+8Kaih6rF5FrnFNaZtSUMbtM89KTml6ith1AeKju38hNKZX6uoEPFAf4ycq9XC7go179xmPr8Tv2+mLvQeWkNUAKqG99OPa6iSLw7KPARUszCoaVWYDLF69H8VudcEVEFL/VicsXr8fGF2NlXAUowEmuk/BBRDqJmqznxA33iAxGpa8SrcFWRBBJWsIFSBmHRKOT428rN/Kn6n2Jz6RoyfQUoACVvkpM9003rR/FC290jUb062iZGkdkkl0Avmz1Iohy0J+tXkAuck5GhlPG1FH2EiXLtGx7HHj3zdjlRm5KqbS3BYgMrSlZlgUAxp8ODCoCUjuMx55UHStPkzNJSvElZmIk44yW8uC++O0jcEWk5+6KiCh+e/jB/fLi5fjGuG/gi6O/OGIiGCAFF8kyGDN8M+Aa+icgWQlX9OkM/Zfqtm64cdHoi+CBJ/q4smSZFLVZoQIUYHnxcswbM8/UpvpKX2X0uajJMmmhZWrc/2/v3sOkrM/7j79nD25ERckioiENDxKgaCJaj31U6mXUGNTHaLFBmxhtJDqJlZikV9VfbDUpmsZ6YfE3v0YSgzGRekh1WdB4wEjsKEZEjKJgAkuMiBzWhRWEPc38/vjuMLO7M7Nz/j7PzOfVa69ddp/dvWcw9Lnnvr/3LVJBr9gOQKRKPWM7gGoUnIqMpozlZvBZorSVlpQJTFs74L2UdqVyJgq5LCEF2LoxcwUkW+JazsEF6QYHXHmbSf4A4nF6N2/nmE330DpmJhMac6topdtPkqh8AHRMPHRfRSZWF6JjYvoqwNEfO5qR9SNZ/tFyPogld22NqhvF9BHT+YvGoashUocbpE7lynSoPZEohQgNuPGu6/+/RPVgXOM4Xu16lbVda+mmO2slJZeq0HCJQjl3vBzXdBxvdb2VdpJd6uMfXO3KJSYNEhCf+l8gRpBe6BTxvxiwzHYQ1Sg4/1BNdc2EKUjeSN57g3mfGNlbC1PGhpPLWaJU6T5XrgpXPu2B6Sog6c7SJBLXTIML1r0Ej82Dt1cWF3ticECqlMpgXwjWjYa1Pe2cvzW3ilam/SSpU7wWL7qKjk+PIVZfR8enx7B4Ufqb+409G2nd1cqO2I4Bv2NHbAetu1oz7jpJHLpPraBkOquSGJ08eBDC0U1Hc9nIy/a1QKU7Y5SpkpJLVSjbwf5y73hJJHv5VJlyjUmDBMSPPNfZCrxsOw6RKvOq5zofDH+Z5Cs4FZnEjeTgsx9gbmjr66t/ylgu8hlvnLhmsFIupUyVT5Uln9HJ2UZzg/lv5cVHzceTji88/nGTwTnGTCaDfZXB3s3bWTcazp8FMeKs6xm+opVtP0mqzvGjB5yJSUi9uS9218kh9YcMqLBkO6vSQw9njDijZBWCbCOvUys96eKu1I6XRLKXS5Upn5gqMUhApEBLgJNsByFSRXQ+pkyCk8hAcgLVvvahbnPTW869J0GTa7KQMPiaw5uHLqUslXzaA7MlronrTjjPXLdi8fDtdAArHoOxTnH/nUw7E/78pkma+hOsYzbdw9qedmLEqSPE5MbhK1qDJ5NdMGsBo/64jY6Jh7J40VV0jh+d9vvS3dzn8rOGa1Eq16H2XFqs8kkUMj2H5W7NSlSZhvs5+cRU7kECIkVYCnzfdhAiVUTnY8okOK1lCYkJVJfeDJf/wLw/+QIlMQm5tGSlynbNJyaX9nnNtz1w3GSTrKRbmBiPw8tLTEtZpna697YPHCQQj+e+ZyiTRIKVGDYBtI6ZyZTGZuoJMaWxmdYxw5/ZSjuZrC+2bzJZQh11Wdu4cv1Zw7UoleNQez5tX/m0o6V73H5pzconpnIOEhAphuc6rwKbbMchUiX2YM6eSRkEqyIjw8upJav/r72vN/s1J84obWz5tgd2tptkJZ4mkSGe3HWT2lKW2k4H0Ns3cJBALuOahzNuMnzuCjNiOR5jQuMo1nwiS+tbGrlOJjtodzdfffdTKQMMtsGEDwdUIHP9WdlalAo91J5JJdq+/NialU9MpX7ORUpsKZDmHzYRydPznut0DX+ZFCJ4FRnJLpdt9n9zqXkb7ppyVLnyWVA5eAJbpqWYdSmPIV37XDmmsB1xpNkTk+05zHJmK3XscMfEQ4nVmQpP6mSyT23p4rLnOoYOMHj7ZTPY4N11Of8syN6iVMih9mwGt1jd9ovbuH7+9dz2i9vYvtNMyeullxV7V+T089LJZ3RzpeQTU6mfc5ESW2I7AJEqobayMqrtRKaz3ZyveOBWuO8m837F4tJvs6+0XJKFAjbel0yu7YG5TGCLxwZ2ns2ZCQ31A39OuaawFfEcprYVpZtMdvDuXmas3EljXzzzPqD+PTXD/SzIrUUpcVZluKlkucilxQpgXfe6gieL+bE1K9+YSvmci5TYMmCv7SBEqsATtgOoZqF42rad8gqHw3GASCRS8d+9z7vrhm9xKufNvAzvvpuSH6fubAFzpufelFacUF3y7zHjgf8QTD6x8NayYvbUDPreeON+vPGJBl458mPsPGBoh+fZr+xk8qYuc0uc6fGE6mDSCew44XR+2fnLrBPQGmgoenpXPu7quGvfx9fPv55Yyv/G6kJ13HntnUXHtqNvh+8etx9jqpCh21gl8FqibY8D59qOQyTAXvVc5zjbQVSz2qzIpI7rHebV7qoVhGpUY1Py45SdLUPHNTfByV7yz5kGCTQ0FD6FLdOemkFtXrl+b6inm6P/tIfLnuvA2TJwbLSzpYcpiSQGslejNqz2ZYtSphYrgFg8NqDFLDHFK19+fNx+jEmkCGovEynOfbYDqHa1mcjkevai2AlXflXMTXkl5bMUc9LxcMoXB0wTSwoNe2Ylo852+O1DsOznhSW+WZLmUDxOY1+cGSt3Mnp3/1LI3XXMWLlz4Mvbwy0PxX8tSularFKVarKY3x63X2MSKdCjQJ/tIEQCqgf4pe0gql1ttpY9cGvyBv7Ge4buUUlMuGpsMuc3qklnu0lWMi2PBHPTf/619kdaFxLrgBauIvcMJdoPU3//MG1eQ9rWVixO7s7J5XvTXf/e9uTPC8h/o+larIZrMbtu1HUVjVFKSq1lVaol2tYKnGc7DpEAavFc50LbQVS72qzI9KRMwcvh1e6qEqRqVC4T2AZXWUq1Zyi1kpJqmDavIXIdWJD43nTXp0pXjfKhRItVKr9MFhORvPzUdgAiAbXQdgC1oDb3yDQ2JZOZwZvtyzXhyi/S3SjHU26s585O3lgXu2+lFBKTwUpVZcnV4IQvUUlJHTiQS+Kbb9Kc6XowbXWpO3+y7Knxg/GN45ncOJl1PaZV8arzrxqy6R609NGGHX07WNW1irVda+mhh0YamdI0heOajtP5HRlsCbAFOMx2ICIBsh2zi0nKrDYTmQnTku07c2YObfcBX7/aXZQgVqMSVZZKJlaZEr5UuSS++SbNuV4PhZ35qbCT9z+Z9T3r6aVXSx99YmPPRpbuWrpvMSmYRZ5rutbwVtdbzDhwhs7xyD6e6/S2RNvuB75jOxaRAHnAc50sffFSKrWZyEx1Yf0q6I1l2Wxfple7ixnhWwp+r0bZfn4SslVGwFRHckl8c0maCcGIgwee3YIs1wPOMYEYD55oMRt84wwmgamjTlO8KmhH3w6W7lqadjx04u9n6a6l1TgeWopzD/BtdBZKJFcLbQdQK2ozkUmcvRhuj0ypb5zT7a5JTAtbv6oyu2v8XI3yw/OTkC3hSz1sn5Ap8c0laSYOnduHTkTLdH1DI0w7s6CHZUNiiterXa+ytmst3XSzH/sxpWkKxzYdqxvmClrVtWpfMrl95/YhrX6jDx69bxz2GSPOsByt+IXnOn9oibY9DZxtOxaRAPi95zr57xSQgtTmYX+o/GZ7v+yumeqam27IvG/FxtkLvzw/CbmMfk7INtp5ZDMcdfrwv2/wY04n04CDADik/hDOGHEG14y6hutGXcc1o67hjBFnKImpsLVda/clMgtaF7C1YyuxeKxk47Clqs23HYBIQCywHUAtqc2KTEIlz15kOjyeOoY3MS2snPHYqkYNxy/PT0JOlRRMi9e0M9M/X53tsHoZtL02/O/L9JgTbLXYSVXpIdmyva1jG4nx+/F4nG0d2/Z9rRsfnZETv3gc2ABMsB2IiI9tB+61HUQtqd2KTKXlO4a3nCpdjcqFn54fyG3085lfgdMvSZ9YJJaOpiYxmcZdQ+bHDMldMYWMkRZJ0Ujjvo81Dlvy4blODLC0/E0kMOZ7rvOR7SBqSW1XZCrJb9PCbEwCy8Zvzw8UPvp5uB00g8ddg38es1S1KU1TWNO1hhgxjcOWQiwAbgQ+bjsQER/aBdxtO4hao0SmUvw+Lcw2vz4/hSR8heyg8dNjlqp1XNNxvNX1FjFiGoctefNcp7Ml2vZD4Ie2YxHxoQWe63xgO4hao9aySsnl8Hi17q7JRTU9P5na5FINTlaC/pglEBLjsBtooG7QP/911NFAg8Zhy3DmA5ttByHiM3uBO2wHUYtUkakUm7trgqCanp98d9BA8B+zBIbGYUsxPNfZ0xJt+zfUQiOS6see67xnO4hapESmUvw6Lcwvqun5yXcHDWD2zKUkPJV8zH5ZQioVkxiHrV0xUqAFwHeA8ZbjEPGDPcDttoOoVWotqyQ/Tgvzk2p5fvLdQXPKF2HyiXYec2K62tsvJ5OvxBLS1vnm6yIiKTzX6QZusR2HiE/8P8913rcdRK0KxQe3vVRAOByOA0QimuQoBfB7BaGz3SQBg6eWDZZtB00l5BJnQ6NJqPzwvIqfhWwHIJXVEm2rB94ANOJOatluYILnOlttB1KrVJGRYAlCBaHYHTSVMni6WrodN4klpCIiKTzX6QP+xXYcIpb9QEmMXUpkJDhS97OknqEB8+feHvP1zvb0319JQWiT89sSUhEJmoeB1baDELHkTeA/bAdR63TYX4Ij036WxASwMaOSFQQ/LPr029LRwfy4hFREAsNznXhLtO2fgKdsxyJiQdhznWF6yKXclMhI+ZT6LEu6CkI8pYIwd3ayguDX5MFP/LqEVEQCw3Odp1uibfcDX7YdS6m1PvQznm59kHg8zlkX/B0XXHIlP7r5Wja9swGA3bs6OeDAkcxbuHTI9y5+8Kc83foQoVCIT02YxLU3/oj9mpq4L3I7q15ajjNxKnO+Z17M/82vH2VX5w7Ov+SKij4+KcrPPddZbjsIUWuZlEs5zrKoglBa1bSEVERsmgNssR1EKf1pwzqebn2QHy14lHkLl7Iy+izv/bmN7946n3kLlzJv4VJOmf55Tpl+zpDvbd/2PkseuY87ftrCf97/a/piMZ5f1sruXZ2sfWMVd933BLFYHxvXr6Wray/PPvEI51709xYepRSoAzN+XHxAFRlJr5hqSupZlsHiMbP0cvmi/KdhqYJQWrksIY3HoHuv+TvV5DIRScNznQ9aom3XAg/ZjqVU3t24nklHTaPpY/sDcNSxJ7Hit09x0WVfByAejxP9zeN8/65fpP3+vr4+urv20lDfQHfXHj4++jDq6uro7ekhHo+brzU08tgD93De336VhobGij02KdoNnutssx2EGKrIyFDFVlPKNQ1LFYTSyjZdLdXG1/0zEU5EfMlznYeBR23HUSp/MWESb67+HZ07O+jau4dVLz7H9q2b9339zdde5pBRzRzxSWfI9zYfOpYLv/Q1rrr4VK648GRGHHAQx554GvuPOJBT/ubzfOuK8xhz+CcZccBB/OGt33PSaWdV8qFJcV4C7rEdhCQpkZGBSjEZrFzTsKa6Zts9JCsI995g3o8ZZT5fX2+uk9wkpquN/0zma/w2EU5E/OobwA7bQZTCJ8dP5It//3X+9Vtf4ZZvf5XxE6dQn/j/P8DzzyzmtM+lP4u5q3Mnv/vfZ/jxQ8u597EX2bt3D889+RgAF132deYtXMqV197EAz+5k0u/9i2ebn2Qf//eN3lo4d2VeGhSuD7gas91Kr+AUTJSIiMDlaKakvNZli7ykst+lumz1AKVr5HNsN/Hks+pdsqISAE819kMfNt2HKVy1nl/x533tjL3/z7IgSMP4fBx4wHo6+3lxeVPcuqZM9J+32sro4w5fBwHj2qmoaGRU04/h7WvvzLgmg1vrwHgiE86/ObX/8M/ff9u3ml7m/f+3FbWxyRFudtzndW2g5CBlMjIQKWopjQ2JT8e22zOsMDQsyyQ/yv8QdjPEkS2d8p0tsOKxfDArXDfTeb9isWqAIkEjOc69wLP2I6jFHZ0bAdg2/ubWLH8SU7vr8C8tjLKuE8dyegxh6f9vkMPO4K316yma+8e4vE4v3/lBcaNnzjgmkQ1pre3l1jM/NsbCoXo2ru3jI9IirAGuNF2EDKUDvvLQKWYDDZhGqx7yXw8Zybc8d/mVf14HHr7zMeJVrBCdr74fT9LENmcCPfuOtO21teXTKYSZ7LWrzJVNiWoIkEyG3gdOMB2IMX44U1hPuzcQUN9A7Ovv4UDRx4MwPPLlnDa584fcO0H27dw9+3/zM13/IxJR03jr8/4PNdfeT719Q04k6ZyzgVf2nftit8+xcQpn+Xjow8DYPJRx/KPX/k844+cgvPpv6zcA5Rc7QZmeq7zke1AZKhQPF75Vr9wOBwHiEQiFf/dMowHbk3e1N54z8DJYIc3JydbNTbBpTen/xmd7fDonck/F/pzpHJK8fdeiM52M0gg3YS7hIbG/CfcSaWFbAcg/tISbbsKHYqW6vBlz3XSj6cT69Ra5gd+aqspxWSwwTec2vnif7YmwpVrwp2IWOW5zgJgge04RIr0EyUx/qbWMtv81laTy26RXCaDaedLsJTq7z1f6c7mxFPO5sydnTybo1ZCkaD5JvBZ4CTbgYgU4PfAtbaDkOxUkbGpFKOOS61Uk8H8vPPFTxUwv7A1Ec7m2RwRKSvPdbqBi4EttmMRydMu4BLPdTR9wedUkbFpcFvNvIfNzdvY/pv9MaOSbTWVfDU6MRnszah5Jbyn21ROJkwzr8jncjNr6xX+4fitAuYnpfh7z5cqdyJVzXOdTS3RtpnAMkDr6yUoZnuuoy3QAaDD/sXqbE+58esyN2a53vjZOmBdKemSBjCv8NfXVz5p0MFy/1mx2CSR8VjmZD5UZ8Zrq7XMz3TYX7JqibZ9E5hvOw6RHPzYc52rbQchuVFFphjFvrpf7W01Nl7hz8avFbBa5tfKnYiUlOc6d7dE244HLrcdi0gWLwJzbAchuVMiU6jU8y2DxWPmxmz5ouyv7tdCW42fdr4E9WB5MVU/v0uczRmuchf0xykiAFcDRwN/ZTsQkTTWADN0LiZYlMgUqhSv7k+YlmyrmTNz6M8Aewfiq1EQK2ClOtPj52TIb5U7ESkLz3X2tkTbLgJeAsbajkckxZ+AczzX6bAdiORHiUyhSvHqvtpqKitoFbBSVP0gGAMO/FS5E5Gy8VznnZZo29nAcmCU7XhEgG3A2Z7rbLIdiORP45cLVYpX922NvK1Vfh4JnU4plkX6ccS3iNQ0z3VeB74A7LYdi9S8XcAXPNd523YgUhhVZApVqlf31VZTOUGrgJWi6leNAw783CYnIjnxXGdFS7TtQmAp4JMyuNSYbuBCz3VW2g5ECqdEplClPN+itprK8PvB8sE36KkKrfoFdcBBJkFokxORnHiu80xLtO1LwEPofkQqKwZc5rnOMtuBSHH0D0ehgvbqvhh+rYBl2rmTUGjVL4gDDjIp1ZkhEfENz3Ue7U9m/hvdk0jlfMNznUdsByHF0z8ahfL7q/uSmd8qYNlu0BMKrfoFbcBBNtXYJicieK7zKyUzUiFx4HrPdf7LdiBSGjrsX4zEq/uTTjA3jITM+0knmM+rxUVykcuh/kTV794bzPsx/cN+hqv6BW3AQTbp2uRiKW1ykGyTE5FA8VznV8AsoNd2LFK1+oArPdeZZzsQKR298lEsv726L8GTyzmWwXKt+lVTC2Q1tcmJyBCe6zzSEm3rAhYBB9iOR6pKF/Alz3Uesx2IlJYqMiK25XqDDuRd9aumEd+NTcmPxzab9jgIZpuciKTluU4rcBqgnR5SKokRy4/ZDkRKT4mMiG0536A3weU/gEtvNhXAXJOPammBrKY2ORHJyHOdV4GTgNWWQ5Hgew84zXOdZ20HIuWh1jIR20o5yjuTamiBrKY2ORHJynOdTS3RtlMxbWbn245HAul1YIbnOn+2HYiUjyoyIrZNdc0NOBR+qL8WVFObnIgMy3Od3cCFwF2WQ5HgeRo4VUlM9VMiI2KbbtBzVy1tciKSE891Yp7rzAG+iZk6JTKc/8RUYjptByLlF4onDhZXUDgcjgNEIpGK/24R3+ps99+iTpHchGwHINWvJdp2LvAgcJDtWMSXOoArPNdpsR2IVI7OyPjRgBvaLvOKs25oq181nGMRESkTz3WeaIm2nQD8AjjedjziKy8AszzXecd2IFJZai3zm3fXQet8c/g7MZa3p8v8uXW++bqIiEgN8lxnHfDXwL+hVjOBOHA7MF1JTG1SIuMnne2wfBH09iQXJCbEY+bzyxeZ60RERGqQ5zo9nuv8H+B0YIPteMSarcC5nuvc4LlOr+1gxA4lMn7yZhT6+l9g2toBN94DV95m3m/tMJ/v6zPXiYiI1DDPdV4ApgE/sxyKVN6zwDTPdZ60HYjYpUTGTzasTlZi5j0Mm9shFjfv5z1sPh+PmetERERqnOc6H3qucyVwEaB2heq3F7gJOMtznc22gxH7lMj4SeJMDJiFiImJcvG4+fO+67orG5eIiIiPea7zKPAZ4Ne2Y5GyeRw42nOduZ7rxIa9WmqCEhk/aWxKfjy2GUL9E01DIfPnfdftV9m4REREfM5znc2e65wLfAXYZDseKZmNwIWe68zwXGe97WDEX5TI+MmEacmFiHNmwuHNUBcy7+fMNJ8P1ZnrREREZAjPde4HJgH/CnxkNxopQhfwfWCqdsNIJtoj4ydTXVi/CnpjMGYUzJ099Jr6enOdiNinnU8ivuS5zkfALS3Rtp8Ac4Evo8WtQfIE8I+e6/zRdiDib6rI+MnIZpg+Cxoak5WZhFCd+fz0WbpBEvED7XwS8T3PdTZ5rnM5cALwvO14ZFh/Ar7ouc4XlMRILpTI+M24yXD+tTDphP4zMyHzftIJ5vPjJtuOUES080kkUDzXecVzndOBv0W7Z/xoI/ANYIrnOo/ZDUWCRK1lfjSyGU6+wLyJiP8M3vk072EzWXBs/3m2MaOSO5/0v2MR3/Bc51ct0bYlwNXAt4FPWg6p1r0F3A48oKWWUghVZERE8qWdTyKB5blOl+c6dwFHApcDayyHVItWAhcDR3mu83MlMVIoVWRERPKlnU8igee5Tg/w85Zo2/3ADOA7wHS7UVW95cBcz3Wesh2IVAclMiIi+WpsSiYzY5tNJSYe184nkQDyXCcOLAGWtETbPgNcC1wGjLAaWPXoAVqB//Bc5wXbwUh1UWuZiEi+tPNJpCp5rvO65zqzgXHAdzFnOKQwazDnkD7huc7FSmKkHFSRERHJl3Y+iVQ1z3U6gDuAO1qibUcDM4FLgClWA/O/bcDDwH2e6/zOdjBS/ZTIiIjkK7HzafkiM50sdQRzqM4kMdr5JFIVPNd5A3gD+Jf+pOYSTGKjpMbYCTwKLAKWea7TZzkeqSFKZERECpHY+fRm1Ewn6+k2Z2ImTDOVGCUxIlUnJam5uf88TSKpqaUlbzHgNeBZYBnwrOc6Xdm/RaQ8QvHEtJ0KCofDcYBIJFLx3y0iFdTZnnKj32UOyetGvxqFbAcgYlNLtG0C4Ka8HUV1/e9iLcnE5TnPdT6wHI8IoIqMiJTLu+uGtl71dMHbL5vzJdNnmaqGiEjAea6zAdgA3A/QEm0bBZxCMrE5EdjfWoD5iWMey3JM8vKs5zqb7YYkkp4SGREpvc52k8T09gz9WjxmDskvX2Ras1SZEZEq0z8s4PH+N1qibY3AsZiEZiIwof/Nwd6Y5y7gbUy15a2U9+s819ljKSaRvCiREZHSezNqKjEAWzvMtvv3282OlTkzzaSvvj5z3ckX2I1VRKTM+pdv/q7/bYCWaNthJBOb1ATnUOCglLf6HH5VH+bw/U5gR/9b6sfvkUxa2nQwX4JOiYyIlN6G1cl2snkPJxdGbm43f54723x9w2olMiJS0zzX2QJsAV7Mdl1LtG1/TPWmcdBbPfAhsMNznQ/LG62IvyiREZHS60kZYPN+fxID5v377SnXdVc2LhGRgOpv91LLl0iKOtsBiEgVamxKfjy2GUL9w3tCIfPnfdftV9m4REREpGookRGR0pswzSyGBHMm5vBmqAuZ93Nmms+H6sx1IiIiIgVQa5mIlN5U14xY7o2Zg/1zZw+9pr7eXCciIiJSAFVkRKT0RjabPTENjcnKTEKoznx++iyNXhYREZGCqSIjIuUxbrLZE/Nm1Ewn6+k2Z2ImTDOVGCUxIiIiUgQlMiJSPiObzXhljVgWERGRElNrmYiIiIiIBI4SGRERERERCRwlMiIiIiIiEjhWz8iEw2Gbv15EREojHolEQraDEBGR2qKKjIiIiIiIBE4oHo/bjkFERERERCQvqsiIiIiIiEjgKJEREREREZHAUSIjIiIiIiKBo0RGREREREQCR4mMiIiIiIgEjtU9MiJBFw6HnwLOAi6ORCL/k/L5EPAz4HLgh5FI5J8thSgiIiJSlVSRESnOd4EY8INwOFyf8vk7MEnMAiUxIiIiIqWnREakCJFI5DXgfuAvgS8DhMPhG4HrgYeAq+1FJyIiIlK9tBBTpEjhcHgc8AdgC6YSMx94ErggEol024xNREREpFopkREpgXA4fBuQaCF7ATgrEol8NOia04HvAH8FHAFcEYlEFlYyThEREZFqodYykdLYlvLxPwxOYvodCLwBXAfsqUhUIiIiIlVKU8tEihQOh2dhWsreB8ZiEpVrBl8XiUQeBx7v/56FFQxRREREpOqoIiNShHA4/AXgPmAN8FlgLfC1cDg8xWpgIiIiIlVOiYxIgcLh8KnAI8C7wNmRSGQb8D1MpfN2m7GJiIiIVDslMiIFCIfDxwBLgJ2Yg/2bASKRyCPASsALh8OnWQxRREREpKopkRHJUzgcnogZrxwHzolEIusHXXJD//sfVTQwERERkRqiw/4ieYpEIn/EHOrP9PVngFDlIhIRERGpPdojI1Ih4XD4QGBi/x9fwJyjWQx8EIlE3rEWmIiIiEgAqbVMpHKOB17tf9sfuKX/41ttBiUiIiISRKrIiIiIiIhI4KgiIyIiIiIigaNERkREREREAkeJjIiIiIiIBI4SGRERERERCRwlMiIiIiIiEjhKZEREREREJHCUyIiIiIiISOAokRERERERkcD5/yA19sTD55/OAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 1008x720 with 4 Axes>" ] @@ -838,6 +837,24 @@ "show_results(y_proba_val2)" ] }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "End time is : Tuesday 8 December 2020, 19:03:13\n", + "This notebook ends here\n" + ] + } + ], + "source": [ + "pwk.end()" + ] + }, { "cell_type": "markdown", "metadata": {}, diff --git a/README.ipynb b/README.ipynb index 0f1ed4f..9158125 100644 --- a/README.ipynb +++ b/README.ipynb @@ -158,13 +158,6 @@ "#\n", "# This README is visible under Jupiter LAb ! :-)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/VAE/01-VAE-with-MNIST.ipynb b/VAE/01-VAE-with-MNIST.ipynb index 449359f..16755c4 100644 --- a/VAE/01-VAE-with-MNIST.ipynb +++ b/VAE/01-VAE-with-MNIST.ipynb @@ -222,7 +222,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.5" + "version": "3.7.7" } }, "nbformat": 4, diff --git a/VAE/07-VAE-with-CelebA-m.nbconvert.ipynb b/VAE/07-VAE-with-CelebA-m.nbconvert.ipynb index 642faec..e344068 100644 --- a/VAE/07-VAE-with-CelebA-m.nbconvert.ipynb +++ b/VAE/07-VAE-with-CelebA-m.nbconvert.ipynb @@ -345,7 +345,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.5" + "version": "3.7.7" } }, "nbformat": 4, diff --git a/fidle/config.py b/fidle/config.py index a9d08e1..7f6e31e 100644 --- a/fidle/config.py +++ b/fidle/config.py @@ -11,28 +11,10 @@ # Few configuration stuffs for the Fidle practical work notebooks # Jean-Luc Parouty 2020 -import os # ---- Current version --------------------------------------------- # -VERSION = '0.57 DEV' +VERSION = '0.6 DEV' + -# ---- Locations --------------------------------------------------- -# -# A list of locations where this notebooks can be executed, with the -# location of the datasets folder. -# You can complete this list by adding specifics locations. -# -# Syntax is : -# locations = { <location name>:<datasets path> , ...} -# -# Example : -# locations = { 'My laptop':'/usr/local/datasets' } -# -# This locations are defaults locations : -# -locations = { 'Fidle at GRICAD' : f"{os.getenv('SCRATCH_DIR', 'nowhere' )}/PROJECTS/pr-fidle/datasets", - 'Fidle at IDRIS' : "/gpfswork/rech/mlh/uja62cb/datasets", - 'Fidle at HOME' : f"{os.getenv('HOME', 'nowhere' )}/datasets"} -# ------------------------------------------------------------------ \ No newline at end of file diff --git a/fidle/pwk.py b/fidle/pwk.py index 5c8b4f9..0777c45 100644 --- a/fidle/pwk.py +++ b/fidle/pwk.py @@ -28,7 +28,6 @@ from sklearn.metrics import confusion_matrix import pandas as pd import matplotlib import matplotlib.pyplot as plt -import seaborn as sn #IDRIS : module en cours d'installation from IPython.display import display,Image,Markdown,HTML @@ -43,16 +42,9 @@ _figs_id = 0 # init_all # ------------------------------------------------------------- # -def init( mplstyle='../fidle/mplstyles/custom.mplstyle', - cssfile='../fidle/css/custom.css', - places={ 'SOMEWHERE' : '/path/to/datasets'}): - - update_keras_cache=False - - # ---- Predifined places - # - predefined_places = config.locations - +def init( mplstyle = '../fidle/mplstyles/custom.mplstyle', + cssfile = '../fidle/css/custom.css'): + # ---- Load matplotlib style and css # matplotlib.style.use(mplstyle) @@ -64,13 +56,14 @@ def init( mplstyle='../fidle/mplstyles/custom.mplstyle', # ---- Try to find where we are # - place_name, dataset_dir = where_we_are({**places, **predefined_places}) + datasets_dir = where_are_my_datasets() - - # ---- If we are at IDRIS, we need to copy datasets/keras_cache to keras cache... + # ---- We try to to copy datasets/keras_cache to keras cache... + # Sometime, we cannot access to the net (like at IDRIS) # - if place_name=='Fidle at IDRIS': - from_dir = f'{dataset_dir}/keras_cache/*.*' + update_keras_cache=False + if os.path.isdir(f'{datasets_dir}/keras_cache'): + from_dir = f'{datasets_dir}/keras_cache/*.*' to_dir = os.path.expanduser('~/.keras/datasets') mkdir(to_dir) for pathname in glob.glob(from_dir): @@ -78,20 +71,42 @@ def init( mplstyle='../fidle/mplstyles/custom.mplstyle', destname=f'{to_dir}/{filename}' if not os.path.isfile(destname): shutil.copy(pathname, destname) - update_keras_cache=True + update_keras_cache=True # ---- Hello world print('\nFIDLE 2020 - Practical Work Module') print('Version :', config.VERSION) print('Run time : {}'.format(time.strftime("%A %-d %B %Y, %H:%M:%S"))) - print('TensorFlow version :',tf.__version__) - print('Keras version :',tf.keras.__version__) - print('Current place :',place_name ) - print('Datasets dir :',dataset_dir) - if update_keras_cache: - print('Update keras cache : Done') + print('TensorFlow version :', tf.__version__) + print('Keras version :', tf.keras.__version__) + print('Datasets dir :', datasets_dir) + print('Update keras cache :',update_keras_cache) - return place_name, dataset_dir + return datasets_dir + +# ------------------------------------------------------------------ +# Where are my datasets ? +# ------------------------------------------------------------------ +# +def where_are_my_datasets(): + + datasets_dir = os.getenv('FIDLE_DATASETS_DIR', False) + + if datasets_dir is False : + display_md('## ATTENTION !!\n----') + print('Le dossier datasets sont introuvable\n') + print('Pour que les notebooks puissent les localiser, vous devez :\n') + print(' 1/ Récupérer le dossier datasets') + print(' Une archive (datasets.tar) est disponible via le repository Fidle.\n') + print(" 2/ Préciser la localisation de ce dossier datasets via la variable") + print(" d'environnement : FIDLE_DATASETS_DIR.\n") + print('Exemple :') + print(" Dans votre fichier .bashrc :") + print(' export FIDLE_DATASETS_DIR=~/datasets') + display_md('----') + assert False, 'datasets folder not found, please set FIDLE_DATASETS_DIR env var.' + else: + return datasets_dir # ------------------------------------------------------------- # Folder cooking @@ -117,28 +132,6 @@ def get_directory_size(path): size+=os.path.getsize(path+'/'+f) return size/(1024*1024) -# ------------------------------------------------------------------ -# Where we are ? -# ------------------------------------------------------------------ -# -def where_we_are(places): - - for place_name, place_dir in places.items(): - if os.path.isdir(place_dir): - return place_name,place_dir - - print('** ERROR ** : Le dossier datasets est introuvable\n') - print(' Vous devez :\n') - print(' 1/ Récupérer le dossier datasets') - print(' Une archive (datasets.tar) est disponible via le repo Fidle.\n') - print(" 2/ Préciser la localisation de ce dossier datasets") - print(" Soit dans le fichier fidle/config.py (préférable)") - print(" Soit via un paramètre à la fonction ooo.init()\n") - print(' Par exemple :') - print(" ooo.init( places={ 'Chez-moi':'/tmp/datasets', 'Sur-mon-cluster':'/tests/datasets'}')\n") - print(' Note : Vous pouvez également déposer le dossier datasets directement dans votre home : ~/datasets\n\n') - assert False, 'datasets folder not found : Abort all.' - # ------------------------------------------------------------- # shuffle_dataset @@ -556,7 +549,8 @@ def np_print(*args, format={'float': '{:6.3f}'.format}): print(a) - - +def end(): + print('End time is : {}'.format(time.strftime("%A %-d %B %Y, %H:%M:%S"))) + print('This notebook ends here') -- GitLab