From 6077f47a50ed40aaf1bd0120a2637f56be4170a2 Mon Sep 17 00:00:00 2001 From: rasbt Date: Wed, 4 Mar 2020 12:02:52 -0600 Subject: [PATCH] alternative interp import from numpy --- ch06/ch06.ipynb | 30 +++++++++++++++++++----------- ch06/ch06.py | 10 +++++++++- 2 files changed, 28 insertions(+), 12 deletions(-) diff --git a/ch06/ch06.ipynb b/ch06/ch06.ipynb index 084d5faf..68b1c7ba 100644 --- a/ch06/ch06.ipynb +++ b/ch06/ch06.ipynb @@ -42,14 +42,14 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2019-12-04 \n", + "last updated: 2020-03-04 \n", "\n", "CPython 3.7.1\n", - "IPython 7.10.1\n", + "IPython 7.12.0\n", "\n", - "numpy 1.17.4\n", - "pandas 0.25.3\n", - "matplotlib 3.1.1\n", + "numpy 1.18.1\n", + "pandas 1.0.1\n", + "matplotlib 3.1.0\n", "sklearn 0.22\n" ] } @@ -755,7 +755,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -839,7 +839,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3wc1bm/n7O9SLvqsi25yMY2bmDAFEMCpgQMlwBxuCQkoQSCA4ZAuKEGDIRi03tJuIEESHK5YBJCuJQQfnYoLgETDMbgKhdJbiqr7W3m/P6Y3dVKlmzZaL0r6Twflp05c2bmzHg13znvec/7CiklCoVCoVAUGqZ8N0ChUCgUiu5QAqVQKBSKgkQJlEKhUCgKEiVQCoVCoShIlEApFAqFoiBRAqVQKBSKgiSnAiWEeFYIsUMIsbKH7UII8agQYp0Q4jMhxKFZ2y4QQqxNfS7IKj9MCPF5ap9HhRAil9egUCgUivyQ6x7U74GZu9l+KjA29ZkNPAUghCgDbgWOBI4AbhVClKb2eSpVN73f7o6vUCgUin5KTgVKSvke0LqbKmcCz0uDpUCJEGIocArwjpSyVUrZBrwDzExt80gpl0hjhvHzwFm5vAaFQqFQ5AdLns9fA2zJWm9Ile2uvKGb8l0QQszG6GnhdDoPGz58+D43Utd1TCY1XKfuw+C4BxKZXuhY7lpHSrqzrgsEiKzlAc5g+D3sib64B2vWrGmWUlZ2Lc+3QHX3C5b7UL5roZRPA08DTJs2TX788cf72kYWLVrEjBkz9nn/gYK6D/3vHkgp0aRGQkuQ1JMk9ATRRJRIMkJMixFJREjqSQCEEBnhsZgsmY9ZmHcRo/pP66mbWtepTJe6cY7UuXR0hDQES0qJxWTBaXXitDhxWV3YLXasJitWsxWrydqt4BU6/e33kAv64h4IITZ1V55vgWoAsrs2tUBTqnxGl/JFqfLabuorFIOSrqIQ1+JEk4YARZIRYslYpieUFiCzyZwRH7fNjUn0TQ/AJEzYzDZsZlu32zVdI6knaYu2sTO8s6MXJkEKid1kx2l14rA4cFld2My2jHhZTJZ+KWCKr0e+Beo14AohxIsYDhHtUsqtQoi3gXlZjhEnAzdKKVuFEAEhxFHAMuB84LG8tFyh2A8k9WQnAYomo0QSEaJalFgyRlyLIxAZAQIyvR6LyYLD7iiYB7vZZMZsMmPH3u32pJ4kpsUIJUJsC24DOpsM7RY7Losr0wtLi5fVbAiYYuCR039VIcT/YPSEKoQQDRieeVYAKeWvgTeA04B1QBj4cWpbqxDiDuCj1KFul1KmnS0uw/AOdAJvpj4KRb9DSklCT2QEKKEliCQjmR5QLBlDl3pGgBBgwoTFZMFqtuKwOHDb3Pm+jD4j3avrDiklST1JOBHGH/NnzJJgiJgQAqfFicPqwGVx4bA6OpkPzSbz/roMRR+SU4GSUp67h+0SuLyHbc8Cz3ZT/jEwuU8aqFDkEE3XOglQXIsTToSJJWNEkhHiehxDd0TGGSEz7mMy47F7Cqb3k2+EEIbYmK3dbk+LfTAexBf1oelap33NwmyYD80OXDYXdrO9Uw+sr8ycAxEpQddB0zo+6fVk0vhoGphz8A6g+sUKxT6QfqPPFqBoMtpJgCTSGGdJCZBJmDCbzFhNqd6PaeD0fvKNEGK341/psbr2WDstkRZ0qXfabjPbcFqcGfOhzWLr9w4cXZGys7hki00yCfF4x3ciYXzSAgSQvgVSGsvJJCxdCp98MhK/H848s+9FSgmUQtELknqSUDxEXIuzYtsKolrUEJ4sAUr3fCwmC8X2YvVWXkD0xoEjoScIR8Ik9SSdErkKcJgdGfFyWBwZB458kBaa7sRG0wyBSYtNWmgSCWMbdAhN+ljpMrO549tsBosF7HbozoNc0+Dii2HFCohERvHqq3DUUfD2230rUkqgFIoeSGiGyag53ExrxBgCTepJrGYrTqszz61T9CW9ceCIJqME40ESWiJTHk6E2dC6gUp35V57ROp6Z4HJXk6LS7o3k72u64aQpHsyadLrXYXGau1ZaPaElBCJQDDY+bN0KSxfbrQHBKEQLFsGb74Jp5++9+fpCSVQCkUWsWSMQCzAzvBO/DE/YHiPlThKEELgM/mUx9ggpCcHjjbRRmvER5N/JybMVDqHUGwtxWFyoeuiUw8mLTDpXk5aaKCz2GQLjclkfNJC43B0FqWekBLCYfD7DUEJhTrEJRDoLDbZ27r7aNqezwfGcT79VAmUQtGnRBIR/DE/O0I7CCfCIMBpcVLqLN3zzoMMTYP3/uHmw3dGc8x2F8eeFNprk07arCTlrsvZlrXd1stU2n299HK6t5K9DqlyCTJrPfscUu9cN00iAcuXuKlfOYaRE10cckQIzBprtW0ktQbsZgeltmo8tlJcNkdGZEym3QuNrhvC0p1QBAK7F5NQqEN8QqHO7e0JhwOKioyP221819Z2lBUXd5Rnf778Eh58EKLRjmO53TB16p7PuTcogVIMOqSURJIRfBEfO8M7iSaN8SSXzTVoRCn7oZ1+IKeX0w/s7Dq6brz1/9fFNXy50kksKnjpRcmY8VGu+9U2hCkd/iirN5BaRkr0rB6CSP1PCJkpy5ifBJgECJOhLkJk7Sd23+NIL3clWwjSx+ha1vX43a2nhVjX4Y5ra1j9hXEf7A7J+EkRfjl/K6ZYGcmgibagzpcBP+FgkGTUiYiWkog4iITN3fZcsoWlN7hcuwpHRUXPgpL9cbs76ln3cRjtsMNg4cL0GJTE5RIceSSceuq+Ha8nlEApBgW61AknwviiPnaGdhoTXIXAZS1cUcoWjk5v/N2JSpexjKQGehd3YOhwCU4vB9rNBANmAu1m/O1mgn4zAb8Zv89MMGDKlPnbzfhazcSiHd2lWFSwaoWLC88avV/vS0bYUnN4RUrQhMgWv/Sni9Clvk1CdtTrxT6mrHPGooK2FgtSGuoVjQhWfOzme986YI9td7o1it2ComJBcZGgqAiqq3cvJtm9maIiQ5wseX5ym83wzDPw3nvwwQcb+c536pQXn0KxN2i6RigRojXSSnO4GU3XMJvMuKyuPp3gmi0SXUWlu/W0SHQSFQlasqNeMtnZw2pPPYZ4XBD0G6ISChgiE8gWnHZj3RAfQ3jCoZ6fJg6njqdEw+PV8JRo1IxIsLXRyuqVDjqHxJRMPzbE4ceEDLNblqnOaJvoWNdTZjMJSNFhquthH11PbQNDDLLrddrP2Kan98/U6Wkf0el8HfuIrPZ1NROKzDXUr7fR2tz10SmZdnSIb5wQxOXWcbl13EV6Ztnl1nG6dOIyQlwz7GIl9nLKHVW4LEX71eOz64sNdP8bzl6Hzr/D9PfUqTB8+CZOPLFOzYNSKPZEUk928ryTUmI1W3Fb3V87mkAiAYk4fPVVh7hk2/l3Z35K/8GbTJ3NTF3XLRaIxQSRkCEqfl/62xCVzmUd39FIzw84lzstNDoer0btyHhGeHb91inyaJjNspOAgjHm8vCdQ4lGOgTK7pAce3I7h03v3ja1uwH9Tp7cXcxse1rfZVtWbyrXLHvfzfybOt8Hh1Py7bPbOfKbu7fROXDiMDuRUhJM+GmLtWASJioc1XhtZThMbkD0KBTd9Zy7miK7I/tepx0vLJaO35zV2uGM0d0n+7fa9XvpUsNLMBcogVL0exJaIuN51x5rR0qJzWzDY/f0yZuplNDSAn/7s5uNK0cz7hAXhx8Twu4wxkt2t180InoUlU7Ck1Uei/Xc5qJijWKvhrdEo7Q8yagxMYq9Ot6SjvJir4bXq1GcEp7scYZ0Ty173kzXh1siYZQ5HMaDx243HmKjRoVY+GaEzz9xEokInC7JQYdG+NFFIUymnp0euu/17PrJ7mVmxr5kh6NC9vhYWjyzJ5+mz7sn0i8M6eWu/2bZ9dLf2SIw6ZAQ4yZGWLOqYwxq7IQIE6eGCAY734eehUMARZgATWpsCuwkoTfhtNmpcFZT6ijFZXV2Eo60qGR/70k8un73Rsz2lly+FCiBUvRLst3BA7EAEonD4sBr9/bprP9wGDZtgpuvrGHdV8YDyfqKpHZEnO/8oC0zPtN978ZEIt692AghKfIYPRqPV6OiOsnocbFdejOdhMejYd7NX2z2eFP6oR2NdnhaSWk80Gw2YxwjW3zSEzPTb8w98btXGnnvH24WvxPm6G/tmxdfrumux5Eu7yvRvPfXjSz7wM2aT8IceJiLo44NYbV2CElX4RAmQ5KyBYPMuhmTqdiIzqAnCcYbkHILmtVBVdFQvHYvdkuOuigFjhIoRb+hJ3fwEmdJn58rkYBt26GlGT5f7mbtl05iUeOpEo8JNqx18MCvhgJgMkmKPYaoFHt1hgxLMG5itLP5rIsprahY7/WDPdsJIhbu6Dl0naRptRriU1S0q/ikBejr5tYzm+H4U0KMqt41H1ShkJ5DlGvq6kLUT+nb+2AxWShxGL/nuBanvq0eKSVeh5cqdxUeuydvESzygRIoRcEipSScCNMebWdHaAcxLZZzd3ApobUVGhuNdYdD8PqCEmLRLr0yITnr+z5+eHEL7mJ9nx/8aRNV9qc7bDaw2sDlBofdWDdbwJIlPgMgXJwiC5vZhs1phGaKJqOsa12HEIJSRylV7iqKbEUDPkq7EihFQZF2B28NG553CT2BSZhwWV24bK6cnjsUgoYGI7RLURF8+pGLJ++ronGzDZNZkhUgG4dDcsjhYYq9Pc+GzPbMy3b17iokNpvR20l/W62G4GT3fpT4DG4cFgcOi8NwrogHaY20IoSg0lVJhauCIlvRgAho2xUlUIq809UdPKl1xLsrMhXl/PzxOGzfDs3N4HRCPGph/vxKPni3mJoRce54pIFX/lDKVys7T8w8+PAQ0WiH+GQPqmeP93R1NugqPgpFbxFC4La5ceNGlzpt0Ta2B7djNVupLqqmzFmG0+IcMGKlBEqRF3brDm7fP09tXYe2NsOcJ4QxKfLVF0v543+Xo+twwWXNfPdHbdhskkOPDLP0fTfrPg0zYoLhxZce80n3frKdDfpivKcQOeaZY2iONBsrHxhfFc4KPrz4w/w1apBiEiaKbEVgM/6etga20uhvxGFxMKRoCF6HF4fFke9mfi2UQCn2G3EtTiAWoDnc3MkdvK8973pDMAQNWyAWM4Tpi0+dPH5PFZvr7Rx1bJBLf7GDIcMMm5yUhjff1MNDHDWlntGH1g048dGlTnu0nbZoG76oD1/UR1ukjSnVUxhXPo4t/i3c/cHdHeKURXOkmbgWJ6ElBlSG3/6ExWTB6/ACxt/ZJt8mdHSKbcVUu6vxODw9phopZJRAKXJKLBnLeN4F40EEArvFnhdRAsOct22bMa/J6YRk3Mz991Wy8C0P1cMS3PZAI0cd2zHZMhYzxqSqqoyQNFtWFn7PKK7FMyLjsrqo9dQS1+L87t+/M4QnS4TOPPBMzp18LtuD25nx3IxdjnXd0dcxrnwcAsFm3+Yez/lx08f8+K8/ptpdTV1pHaNKRlFXUsepB5xKdVF1Dq9W0ZVs54pYMsb6tvUAlDhKMp6A/cW5QgmUos/pzh3cZclvzDtdN7zzmpoMc15xEbz+SgnPPVVOIi4496IWvvfjVhwOY9KMphnBO10uGD/e+M4HCS2RcSte1rCM5nBzJ5EZVz6Ocyadg5SSmX+cyc7QTkKJDoH9wZQfcOtxt2ISJh5c+qDhlu8oyXwcZsMEVO4q56Zv3kSpo7Rju7OECmcFALWeWv72g78x/vHx3baz1lPL1UddzUbfRurb6nlz7Zu0x9o5fNjhVBdV89rq1/jN8t9QV1JnfEqN70lVk/rlm31/wW6xY7fYSQdIXtOyBoAKVwWV7kqKbPs3zNLeogRK8bXJhzv43hAMGt55sZjhnffVSgdP3FPF+jUODj0qxOXX7qBmRKJTfSlh+HAoK+s7D7q091VaYNoibTgsDmYeMBOAee/PY3XL6ox5zRf1cUTNEfz2jN8CcP0/rmdrcGvmeMW2Yk4bexrnTDoHIQRHDz86M48mLTRjSscAhgloxaUrehyTsJltnH/w+ft8bSO8I7h02qWZdSklbdE2im3FAHgdXkZ4R7CudR0LNy4kqRvm08UXLabcVc6rX73KssZl1JXUMbp0NKNKRjHCO0KJVx+RDozssrqQUtIea2dneCcWk4UqVxXlrnJcVlfBOVfkVKCEEDOBRwAz8Fsp5d1dto8EngUqgVbgR1LKBiHE8cBDWVUPBL4vpXxVCPF74DigPbXtQinlp7m8DsWu6FInFA/RFmljZ3gnST2539zBe0s8bvSY2tqMHpDUTTwyr5K3/+qloirBTXc38Y0TghkBiseNsaayMhg61HB8SNOdc0CJo4Tffvu3TKmeAsBb695i5Y6VnUxobqubp7/9NACXvX4Z/2r6V6c2ji8fnxGo5nAzsWSMYcXDmFg5kRJHCePLO3osj5/2OA6LgxJHCV67d5cJm7ced+tu70dfDJhXOCt2GYdK97KyEUJQ5izLrB838jiOG3kcYPQKGwONbPRtzNRpCjTx/qb3+fOXf87s47K6WD57OSZh4o21b9Aea8/0wKrcVQX3MO0vCCEM5woMD9od4R00BZuwm+1Uu6spdZYWTMbonAmUEMIMPAF8C2gAPhJCvCalXJVV7X7geSnlc0KIE4D5wHlSyoXA1NRxyoB1wN+z9rtWSrkgV21X9Iw/5qc51ExLpAVd6lhMFlxWV0HZtDXNGGPautXwqvN44K1XvfzuyQrCQRNnn9fKD3/SgtNlmPN0CaGgMf9o7Fijl9WV7pwDfFEfF7x6AZ/89BMA3ln/Dm+vf7tTD6bcVZ6pf+EhFzJrwixju7M0Uy/Ng6c8uNvrmlw1eV9uR5+S9tar/3TfIyhYzVZGlYxiVMmoTNmcw+cw5/A5BGIB6n311PvqaY+2Z8xPL696mcVbFmfqu61upg+fzhOnPQHAR40fUWQrYmTJSFzWwnhB6g+YTWY8dg/Q8eKwuX0zbpub6qLqvIdZymUP6ghgnZRyA4AQ4kXgTCBboCYCV6eWFwKvdnOcs4E3pZThHLZVsRuklOwM7yScCLNqxypsFhvF9uKCtF0HAoY5L5EwhGb9ajuP31PF6i+cTDk0zOXX7WDUmHimfjhszGEaMsRI+NZ1XpIudXTZ82TcR2Y+gpGoTzD/pPncf/L9Pb7Zn1h3Yp9c40Cm2F7MQdUHcVD1QZ3KnznjGbYFt1HfVm+Mc/nqO3kM3vjujWzxbwFgSNEQ6krqOL7ueC44+AIAtge3U+GqKKgXqULDarbiNXd4Atb76kGCx+6hyl2F1+HtNu19LhGyN+F/9+XAQpwNzJRS/iS1fh5wpJTyiqw6fwKWSSkfEULMAl4BKqSULVl1/h/woJTy9dT674HpQAx4F7hBShnr5vyzgdkA1dXVh7344ov7fC3BYJCi7l6rBwESSSwZQ5MaWlTD7irMoJW6boiSphledqGghT+8MJa33hiO1xvnxz9ZzXEztnZKg6HrhiClI0Z3ZZV/Fb/e8GuOqzyO/67/727P+9Y33srhVRUusXCsoH4LG0Mb2RLZQkOkgYZwAw2RBiZ5JjF79Gx0qXPWkrOQUlLjrKHWWUuts5ZppdOY7P16vdJCuw+5IP2SJhCYTWYsJgtm0SH0ffF8PP7445dLKad1Lc+lHHb3GtlVDa8BHhdCXAi8BzQCycwBhBgKTAHeztrnRmAbYAOeBq4Hbt/lRFI+ndrOtGnT5IwZM/bxMmDRokV8nf37I1JKWsItbPBtwGvyUmQr+lpmnVyhaUYEiG3bwGI3XMf/8X8efvtoBYF2M2ec4+P8S1twFzmAOqQ0nCBMJqitBa93VyeIpkATDyx+gNfXvk6Vu4qJ4yZCfffnL7T7sb8otN9CHT23Ja7FmWubS31bfcZ8uKRxCZXDKvn21G/TGmnlP/70H9SVpNzjUx6GB1cfTKW7crfnLbT7kEvSzlCxZAyTyUSVu4pyZznLlyzP2fMxlwLVAAzPWq8FmrIrSCmbgFkAQogi4LtSyvasKucAf5FSJrL2SbsxxYQQv8MQOUUfEtfibPRtpDXSisfu2e/d+t7S3m5EgUgkoKgYNq238fg9VXzxqYsDp0S467FGDhjf0bmOxYzUE5WVxpym7tJmL1i1gDveuwMpJXMOn8NPDvkJbpubu967q1fOAYrCw2a2cc6kczqVJbQECT2RWT6x7kTqffUs2riIV758BYC7TriLsyeezbrWddz34X0Z4aorreOqN6+iNdpqHGyQRNTIhFmyGWGWWsItbAtsI5KMkNSTOXlO5PLJ8xEwVghRh9Ez+j7wg+wKQogKoFVKqWP0jJ7tcoxzU+XZ+wyVUm4VhqH/LGBljto/KGkNt7K+bT0mYerkhVVIRKOGd157uxEFQuqC3z5czqv/W0pRkc7Pb97Gyd/2Z8x26TlNTqfhBOHuEuxAlzpxLY7D4mBUyShOqDuBa6ZfQ42nJlOnL5wDFIWD1WzNeEFWF1Vz5wl3Zrb5Y37q2+oz//7tsXaagk0saVhCTNtlNCFDd440AxWTMFFsN6YQtMiW/idQUsqkEOIKDPOcGXhWSvmFEOJ24GMp5WvADGC+EEJimPguT+8vhBiF0QP7Z5dD/1EIUYlhQvwUuBTF1yahJdjUvomdoZ0Fm3MmmTTMedu3G70frxfee6eIpx+uorXZzMyz2vnxnGY8JR1ODdlzmkpLdx1r+nTbp8x7fx5TqqYw97i5TBs2jWnDdjGFKwYRHruHg4ccnFk/bOhh/O3cv6FLna2BrdT76rn4tYu73fe6d67j6OFHM712uoqg0Qfk1HYjpXwDeKNL2S1ZywuAbt3FpZQbgZpuyk/o21YqfBEf69vWI6Xs5BZdKEjZYc7TNMOc17jJypP3VfHvf7k54MAot9zXxPhJ0cw+iYSRPqO7OU0AWwNbuX/J/by+5nUqXZX8YMoPUCh2h0mYqPHUdOpZd+W9Te/x19V/xWFx8NElH2Ez26hvq89EbVDsHYU5uKDYLyT1JJvbN7M9uJ1ie3FBztqPRKBpK/hT5jyTEDz3ZBmv/KEMu0Pn8uu2c9qs9ox7uC4hGDA88w44AIqLdz3mm+ve5IZ/3IAudS6ddimzD52tgpwq+oTFFy9mdfNq6n31mb+na9+5li+bv+Tg6oM5evjRHD38aKZUTSlIK0WhoQRqkOKP+VnXsg5NapQ5ywpuVn4yCTt3GuY8m80w5y35p5tfP1DFjm1WTvqPdn5yZTMlZR1ZBMNho+c0dOiuc5rSid6K7cVMrpzMSXUncfX0q6n11Obh6hT9nZ4iapiEiQmVE5hQOSFTfu3R1/LB5g9Y3LCYx//1OI/96zFmHjCTR2Y+AsDm9s0M9wwvuL/BQkAJ1CBD0zUa/A00BZoKstckJfh8HeY8jwe2NVp58v5KPvqwiFFjYtz/9BYmHxLJ7JNMGua84mIYM8ZIEJjNim0rmPf+PLwOL09/+2mGe4fzwCkP7OcrUwwk9sZp5sjaIzmy9kh+wS9oi7SxrHEZJY4SwJhA/K0XvkW1u9oYuxo+naNrj96je/tgQQnUICIQC7C+dT1xPV6QvaZIxBCmQMCIAqFrgj/9tpQXf1+GxQKX/HwHZ37Pl3EPT89pEgJGjoSSks5zmrYHt3P/kvt5bfVrVLoqM1G/C+26FYOHUmdpJvYiGPEG7zj+DhZvWczCjQv5y1d/AeDhmQ9z6gGnEoqHMoFeByNKoAYBmq7RFGiiwd9Aka2IEltJvpvUiUQCduwwTHp2uyE0Hy928cR9VWxtsHHct/xc8vNmKqoyc7gzeZoqKmFItTHmlM2Hmz/k8jcuR5MaPz3sp8w+bLYapFYUHMX2Ys6ZdA7nTDoHXep8ufNLPtzyIYcOORSAv635G3e+dydTh0zNjF9NrppcsHMT+5rBcZWDmFA8xLq2dUST0YLrNaXNeQ0NxrLHAzu3W7jvwUo+XFhM7cg48x5v4NAjO8Iw6rrRa7LbYdy4znOapJS0RFqocFVwUPVBnDr2VOYcPofhnuHdnF2hKCxMwsSkqklMqpqUKTu4+mAumHoBS7Ys4ZFlj/DIskfw2D0sumARbpubUDxUkGky+golUAMUXepsC2xjs38zTouzU9TsQiAcNoQpHE5NtpXw8vOl/PG35SDhwjk7mfVDHzZbR3SsUMgQqJoaw308e07TZ9s/Y9778wjFQ/zl+3+h2F7M/BPn5+HKFIq+I9vhojXSytKGpaxvXZ/xOr367atZ27rW6F3VGmNYhTrBfl9QAjUACSfCrG9dTzgRpsRRUlBRxxMJ2LYdWpqNXpDXCys+dvLEvVVsrrdz9IwgP/2vHVQPTXbaJxQyTH81NZ3nNG0PbufBJQ/y6upXqXBVcPVRVyO6DQOpUPRvypxlnDb2tE5lMw+Yib3ezt/X/50Fq4wppbMOnMX8k4yXs7gWLzhHqL1BCdQAQkrJtuA2Nvk24bA6CiKbbRopjcSBDQ3GuscDrS1mHr6zkkVvexhaE+dXDzVy5Dc60pXvaU7Tyh0rOe8v55HQElxy6CVcOu1SNc6kGFTMmjCLWRNmoekaX+z8gsVbFlPtNiJYhBNhvvHsN5hcNTkzfjWpclK/SjmiBGqAEE1G2dC6gUA8gNfhLagfYShkCFMkkkoGKOHV/ynhhafLSSQEP7ykhXPOb8Xu6DDnRSJGhtshQ4zgruk5TVJKGgON1HpqObDiQM6eeDbnH3Q+w71qnEkxeDGbzLvk0Yomo3xv8vdYvGUxDy19iIeWPoTH7uGuE+7i5DEnZ1JoFPL4lRKofk46meDGto1YzdaC6jXF48ZE2+ZmI1Cr1wtfrHDw+D3V1K+1M216iDnX7mDY8EywepJJwwnC44G6OmO/NCt3rGTe+/PY6NvI38/7O0W2Im765k15uDKFovApc5Zx/THXA9ASbmFJwxIWb1nMCO8IAN7d8C7zP5jPMcOPYfrw6UyvnV5Qzw9QAtWviSVj1Pvq8UV8BdVr0nXDnNfYaMxL8nqh3Wfm8bsreOd1L5XVCW6+p4ljjg92SiCYntM0alTnOU07Qjt4aMlD/OWrv1DmLOPqo67GaXH2eH5F90gpkcjMdzpTcPZ6ehnotJ5ObCoQIIypC9w7RrsAACAASURBVL6oD5vZhtVkVWF7CpxyVzmnjzud08edninzOrxMqJzAG+ve4KVVLyEQTKycyDNnPFMwQqUEqh+SnUzQYrJQ5iocr51gCBq2GPOU0i7gb/zZy++erCASMnHO+a384CctOJwd5rzdzWna4t/CGf9zBgktwcWHXsxl0y7r1+NMexIJKVNCkRKJ7PXs7NdCCCP9p6BDPLqUpcUkvd0kTJ0+ZmHGZEqtm7LKsupYTJbMshDC+EYQsAQY6R1JIB4gFA8RjAcRQiClxGwyZ4SrUF6aFLtyRM0RHFFzBEk9ycodK1m8ZTGrdq7KRLm4bdFtbGrfxPTa6Rwz/BgmVE7Y7w5XSqD6GYWaTDAeN7LatrQYZjmPB9assvPY3dWs/dLBwdPCXH7dDkbUxTP76LoRNcLh6DynSUrJutZ1jC0fS21xLZccegmnjzs9Y5rIJ7rUaYu0GcleZEePAgkS2aNwZC9ni4AQokMETMbDP1sU0qJhNpkz9QWi03K2cPS0va/HGszCTHVRNdUYA/KarhHX4sS0GOF4mGAiSCAWQNO1jNhazdaMcBXyuMdgw2KyMHXIVKYOmdqpfEjREJY3LeeBJQ/wwJIHKHGUMOvAWVz/DcNseMwzx3TEI1xsfFW7q9l2zba+a1ufHUmRcwoxmaCuQ2urkUAwbc4L+k08/VAFb/zZS0mZxvV3bmXGyYFOYYiy5zSVl3fMafpixxfM+2Aen23/jLd++BY1nhrmHD4nPxfXBV/EB8DY8rE9isCehGOgPpjNJjNOkxOn1Zl5Awcjz1hauIKxIMFEkPZYe0bQwch4mxYvReFw6bRLuXTapewM7WRJwxKWbFmC02qY1nWpd5ugcXtoe5+2QQlUP6BQkwkGg4Z3XiyW8s4D3vmbh2ceqyAQMHPW9338aHYL7qKOBII9zWnaGdrJQ0sf4s9f/plSZyk3f/NmhhQNycNV7YqUkrZoG2XOMsKWcMG8HPQH0plr3bgz901KSUJPEEvGiCajBGIBgokgbZE2BAKJxCRMGeEqFCvBYKXSXckZ48/gjPFnZMrao+375dzqX77AaYu0sb51PUDBJBOMx40eU1sbuFyGOW/DGhuP31PNqs+cTDwowhXXNzB6XJY5T0IoaLiLjxlj7JPGH/Nz2p9OI5KI8ONDfsycaXMy6aTzTVJP4ov6GOEdQU1xDU005btJ/R4hBDazDZvZRrG9OBO5W5e60dtKxggnwgTjQeOjBzM9LovJkhGuQpqAPtjYX04USqAKlEJMJiilEdR161ZDaEpKIBQ08exj5bz2cgnFxRr/NXcbJ53u7xSGqLs5TVJKVmxfwdQhU/HYPVx79LUcUXMEo0pG5e36upJ+UI4vH18wLwcDGZMw4bA4cFgceB3eTHlST2aEK5QIEYwZ41vZjiNqfGtgogSqACnEZIKxGMSiENhqmPOEgIVvF/P0Q5X4Ws2cNqudCy9rptjbYc7TNMMMWFTUeU7Tqp2rmP/+fP7V9C9e/s+XOaj6IM6ZdE6erqx7gvEgUkomV01W2XbzjMVkwWKy4LK6Or25x7U4cS1ONBEllAgRiAXwxXyGmTCVVkW5weeO7pI2pqNY9BU5FSghxEzgEcAM/FZKeXeX7SOBZ4FKoBX4kZSyIbVNAz5PVd0spTwjVV4HvAiUAZ8A50kp4wwAknqSRn9jwSUTjETgpT+6qf98NAce5qJ6WIKn7q9ixccuxk6IctsDjYyfFMvUl9IYZ5Kyc56m5nAzDy99mAWrFlDiKOG2GbcxsXJiHq+se3xRHy6ri7FlY7Fb7PlujqIH0mbCIlsRFVQARs887ZQRSUQ6zITxYGY/s8mM1WT0uJQb/L6TTtq49pO1nHj8iTgsjj3ssffkTKCEEGbgCeBbQAPwkRDiNSnlqqxq9wPPSymfE0KcAMwHzktti0gpO/s9GtwDPCSlfFEI8WvgYuCpXF3H/qJQkwlGInD+WTWsWeUkFhWY/9eI9uAu1vnZDduZeVZ7p9TqmTlNFYZJLz2nKaEl+O5L36U53MyFUy9kzuFz8Ng93Z80T6RdyCvdldSV1KmHVz9ECIHdYsduseOxe/baDT4tXIXy9zfYyWUP6ghgnZRyA4AQ4kXgTCBboCYCV6eWFwKv7u6AwvjVnAD8IFX0HHAb/VigCjmZYDIJC/7kZs0qJ9GIKVNmNkvmXLuDE08NZOpm52kaOw6K3Mbb7OItS5heOx2r2crcY+cypnQMdaW7T5GdDxJaAn/Mz0jvSIYWD1UPqAFGT27wST1JLBkjpsUIxUME4gH8MX+niBrKDT5/5FKgaoAtWesNwJFd6qwAvothBvwOUCyEKJdStgAOIcTHQBK4W0r5KlAO+KSUyaxj1nR3ciHEbGA2QHV1NYsWLdrnCwkGg19r/57QpU5Mi6FLHYuw4Bf+Pj/HviIlxGOw/rPRRCOdH9a6Dk1rg8QOq8+sSwlOK1h02LkWlgU38Jv637CifQVzD5zLMRXHMIYx4If6TfX5uKQeSYf0sVvsrBFrWMOaHuvm6rfQ3xjo9yE7qocudTSpZaJ+AJk5bYlIgvpPC+v3vL9JRpMs+WBJTtLc5FKgumut7LJ+DfC4EOJC4D2gEUOQAEZIKZuEEKOB/yeE+Bzo7gne9ZhGoZRPA08DTJs2Tc6YMWOvLyDNokWL+Dr7dyU7mWC5pTwz+a1Q0DTYtAniQZC2Xef82B2ScYe4MJXWZeY0DRtm9J5awi08vPRhXl71Ml6Hl1uPu5VzJp1TsHNZArEAJmFifMV4XFbXHuv39W+hvzIY70O2G3wkGSEQC7Duk3WUjC8xHDOENBwyBpmZcO0na5n+jen9awwKo3eTnQOhFjpPIpFSNgGzAIQQRcB3pZTtWduQUm4QQiwCDgFeAUqEEJZUL2qXYxY6hZxMEIze0JYtRgiidV+6WPBCKS63jq4LYlGB3SE5cHKE8VNCJBIwerQRPQIMk95Fr13EutZ1XHDwBcw5fE4nd+FCQkqJL+rDY/cwpmyMMt8o9kgnN3i8DCkaQqO1kcOGHUYsGSOuxQnGg53MhOnX9LRoKW/CvSOXAvURMDblddcIfJ+OsSMAhBAVQKuUUgduxPDoQwhRCoSllLFUnWOAe6WUUgixEDgbw5PvAuCvObyGPqOQkwmmkdKIQN7eDps3OPjVL4YxvC7B/Ce2sHqlkzX/DjNqkovJh4Sy5jRJFtYvYvpw4w1q7rFzKXOWMbp0dL4vp0fSkbiHFA1hZMnIgntJUPQvLCYLFpsFN+7M33XamzCuxYkmo/hj/ow3YTpeo9lkzoxtqd9g9+RMoKSUSSHEFcDbGG7mz0opvxBC3A58LKV8DZgBzBdCSAwT3+Wp3ScAvxFC6IAJYwwq7VxxPfCiEOJO4N/AM7m6hr4ikohQ31ZfkMkE00hpRIdoaYEdTXZu+XkNFdVJ5j3WQEmpzuHHhJhyQD22yjpqa405TV81f8X8D+aztGEpc4+dy48O+hHThk3L96XslrgWJxALUFdSR3VR9aAxwyj2L9nehNnRMjRdI6YZva1Q3Ji7lZ50nB6ssJgtGRf6wU5OBwaklG8Ab3QpuyVreQGwoJv9FgNTejjmBgwPwYKnkJMJdmXbNiNKhK/Zxk0/q6XIo3P3Ew2Ulmvo0uhVFaVSr7dFW5m/0Bhn8tg83HLsLXxv8vfyfQl7JJKIENNiTKiYQImzcLwlFYMHs8mMy+TCZXV18iZMj23FkjEC8QCBeCATm9D4ryM8VCG+4OaKwhy5HgCkkwm2RdoocZQU9I9q+3YjfFE4aOWXP6vFbJHc/UQDlUOSSAnnvnMM7YnUjPFlHfudf/D5XH745Z3+0AoVf9SP1WxlStWUgnNKUSiyYxNWuI1Jx7rUM2Nb4UTYEK5YgKSezKRwGeghnpRA9TFdkwkWegy3lhbDtJeIWbjx8lqSCcG9v9nCsOEJZKrnlBGnLvSHdOtpZ4gSRwmjS0erQWpFv8EkTDitxtwtr8PLUIYCxpy9mGb0toLxYCbEUzo/mRAiI1yF6j3bW/p36wuMQk0m2BNtbYY7udTM/PKKWoJ+E/c81cCoMfGMOFVV5buV+07aGWJY8TCGe4ergWjFgCCdwqTIVpR5AZZSZsa2IolIxikjoAX6tQt8YT9B+xGFmExwd7S3w8aNIDBx05U17Nxm4a7HGhk7wYip5/cbKdgX+17Ob0P3kbQzxJiyMVS5+7HKKhS9QAiRcYH32D1UFxkhntKRMrJd4NMJI/uDC7wSqK9JoSYT3B3BINTXg0kIbvmvGrZstHHbg01MPiQCGOJUWgqLfS9xy6K5eW7t3hOKh0jqSSZXTS6YvFIKRT7YnQt82kxYyC7wSqC+BoWYTHBPhEKwYQOYzYI7rq1hzSoHN83fymFHhQFDnDweKB8S5teLnuK4kcexcsdKWiItnY5T4azIR/P3SHu0HZvFxpTKKTmZ2a5Q9HeyXeCxs4sLfDoPWtoFXpd6JozR/naBVwK1DxRiMsHeEInA+vVgscD8Xw7ls+VOrrltG8ccb6QiCASguBhGjACz2cUfZ/2RCldF5vrqP62nbmrhBXqFDmeIUmcpo0tHF/z4n0JRaGS7wHfNuxVLxogmoxkzYVukDSDT48oV6q94LynEZIK9IRqFdeuMbLYP3zGEf31QxM9u3M6JpxkRyQMBcLvhw8Af+cMH65l77FyGFQ/Lc6t7R1JP0h5tp9ZTS62ntt/8mygU/YFsF/h0byvbBd5v8WM15WZoQwlULynUZIK9IR43ek5mMzx1fzX/fMfDT67cyX/MagcMs5/TCR/4X2Deh3dyQt0JJPVkvxhPiyWNNAnjysf1GzOrQtHfyXaBt5gsOZvnqQSqF+hS5/PtnxPXCiuZYG+Ix40xJ4Dnnqzk7695+cHFLZx9ntFFD4cNk9/7gee4Z/E8Thp9Eg+d8lC/EKdgPIiu60yunkyRrSjfzVEoFH2MEqhekNASSGRBhyrqjkTCECdNg5efK+fVF0v5zrltnPdTw+EhHDZ6VYtDz3HPknmcPPpkHjzlwX4hTr6ID5fNxdhKlZZdoRioKIHqBRKZMxtrrkgmjXlOySS88Uop//NsOTPPbGf21TsRwhiTEsJIl7GtaSSnjzudu0+8u+DFSaVlVygGD0qgBiCaBps2G157/3zbyzOPVXLcyX5+duN2hIBYzKhjrliPzTaGGaNmMGPUjHw3e48k9SS+qI+R3pEMKx7Wr0ytCoVi71GxXwYYug6bN0MoCMveL+bxe6o58ptBrv3VNsxmQ5zicfhn6GlmvXI6HzV+lO8m94poMkogFuDA8gOp8dQocVIoBgGqBzWAkNLIhuv3w2cfF/Hgr4YwdVqYm+ZvxWIxhMkQp1/z+PKHOH3s6Rwy9JB8N3uPBONBkDC5ajJumzvfzVEoFPsJJVADhHQ23LY2WLvKxd03DWX8pCi3PtCIzS5JJIxxp0XBJ3ny34/w7XHf5u6T7i74Ca1t0TaKrEWMLR/br1z7FQrF16ewn06KXrNtGzQ3w6Z1Tu64dhgjR8e445FGnC5DnMJh8BUt48n3H+HM8Wcy/8T5Be1gkHaGqC6qZqR3ZEG3VaFQ5AYlUAOA7dsNgdreaOe2XwyjamiCux5vpKhYJ5k0xGn0aCguPoLHTn2ME+tOLOgHfkJL4I/5GVUyiiFFQ9R4k0IxSFFOEv2c5mbDtNfabOPmq2op9urMe7yRklINTYNAQPJe6Gma4l8hhODkMScXtDhFEhFCiRATKiYwtHioEieFYhCjBKof09pqOEUE263cdEUtNlsqVXt1El2H9nbJ2+0P88S/H+DVr17Nd3P3iD/mR5c6k6smU+Is/DTyCoUit+RUoIQQM4UQq4UQ64QQN3SzfaQQ4l0hxGdCiEVCiNpU+VQhxBIhxBepbd/L2uf3Qoh6IcSnqc/UXF5DoeLzGdlwYxELN/2sFl2DeY83MLQ2gS7B55O81f4Qv//i1/znxP/kumOuy3eTe0RKiS/iw211M7lqMi6rK99NUigUBUDOxqCEEGbgCeBbQAPwkRDiNSnlqqxq9wPPSymfE0KcAMwHzgPCwPlSyrVCiGHAciHE21JKX2q/a6WUC3LV9kLH7zcSDibjqVTtARP3/LqBkaPj6BLafZL/a3uAP37133xv0ve4bcZtBZvuPJ2WfWjRUEaUjCjYdioUiv1PLp8GRwDrpJQbpJRx4EXgzC51JgLvppYXprdLKddIKdemlpuAHUBlDtvabwiGDHHSNRM3X1VL8w4Ldz7SyNgDY0gJ/naoHppkU+hLzp18bkGLU1yL44v6GF06mlGlowq2nQqFIj8IKXOTbUoIcTYwU0r5k9T6ecCRUsorsur8CVgmpXxECDELeAWokFK2ZNU5AngOmCSl1IUQvwemAzEMcbtBShnr5vyzgdkA1dXVh7344ov7fC3+gB+r05r3B6iuG3OZYlEzt9w8jfoNHubetpyph7QCkExKdHOMYoeDuB7HKqx96mQQC8ewu/omMKsudaSUOCyOvN/XvSEYDFJUpCKnq/tgoO5D39yD448/frmUclrX8ly6mXf3ZOyqhtcAjwshLgTeAxqBZOYAQgwFXgAukFLqqeIbgW2ADXgauB64fZcTSfl0ajvTpk2TM2bM2OcLeesfb1EzpSavUbOjUVizBigSzP9VDevXO5l7TxNHHudFSi/t7ZIFrXfzVeBjXvjOCzkZx+mrjLr+qB+rxcq4snE4rc4+aNn+Y9GiRXyd39JAQd0HA3UfcnsPcvnq2gAMz1qvBZqyK0gpm6SUs6SUhwA3pcraAYQQHuD/gJullEuz9tkqDWLA7zBMiQOaWMzIhisE3HvzMD7/xMm1v9rG9ONCgOGt99LWeSxY/3sOHXooTkthPvSllLSGWym2FzOpclK/EyeFQrF/yaVAfQSMFULUCSFswPeB17IrCCEqhMjYd24Enk2V24C/YDhQvNxln6GpbwGcBazM4TXknXTCQanDw3cO5aPFbq68cQfHn2Kkavf7Jf/TeCd/3vA8Fx58Ib/8xi8Lcu6Qpmu0RloZWjyUseVjCz7EkkKhyD85EygpZRK4Angb+BJ4SUr5hRDidiHEGalqM4DVQog1QDVwV6r8HOBY4MJu3Mn/KIT4HPgcqADuzNU15Jt0wsFkEn7zYDUfvFvMJT/fwanfMVK1+/3w2rYn+OvGP3DR1Iu44Rs3FKQ4pZ0hDig7gJElI/vVmJNCocgfOX2NlVK+AbzRpeyWrOUFwC7u4lLKPwB/6OGYJ/RxMwuSZNLw1ksk4PmnKnnndS8/mt3Md39oeNoHAlBcDBeMOIvqChuXHHpJQYpTKB5C0zUmV02m2F6c7+YoFIp+hHqVLUA0zZiEG43CgufLee2lUr77w1Z++BPDW88f0Fnq+yu1w3VGlNYy+7DZBSlOvogPs8nM5GolTgqFYu9RAwEFhq4b4hQKGanaX/xdOad+x8dPrmpGCAgEdZ5ZfytvN77E6Fo3J40+Kd9N3gUpJW3RNsqcZYwuHa3GmxQKxT6xxx6UEOIKIUTp/mjMYCedcDAQgIVvlvC7Jyo5/hQ/V1y/AyEgGNL5zdq5vN34EpdNu4wT607Md5N3IaknaY20UuupZWyZcoZQKBT7Tm9MfEMwwhS9lIqtV3i2pAGAlNCQSji47D0PT95XxfTjgvziNiNVezCs8eTqm/hH0wIuP/xyrjryqoIz68WSMfxRP+PKx1HrqS249ikUiv7FHgVKSnkzMBZ4BrgQWCuEmCeEGJPjtg0apIStW6F5J6z4qIiH7qjmkCNC3HiXkao9GoXNwbV8sON1fnbEz7jyyCsL7uEfjAeJa3GmVE+h3FWe7+YoFIoBQK/sL1JKKYTYhhHBIQmUAguEEO9IKQs3THY/YccOI+ng6pVu7p07lAOnRLn1/iZsdkk0KtE0wUlTD+T/Dvw/RnhH5Lu5u+CL+nBZXYwtG5vXaBsKhWJg0ZsxqCuFEMuBe4EPgSlSysuAw4Dv5rh9A54dO6CpCTatd3LXDUMZdUCMOx5uxOGURKJJHvz8ej7XXsFup+DESZc6reFWypxlTKiYoMRJoVD0Kb3pQVUAs6SUm7ILU4FbT89NswYHra3Q0ADbGh3c9l81DBmW4M5HG3EX6URjSe7/7Ho+3Pk600YXnjU1nZZ9pHekynyrUChyQm+cJN4AWtMrQohiIcSRAFLKL3PVsIFOOuFg6w4bc6+qoaQ0yfwnGigp1YjGkty74lo+3Pk6v5j+C3467af5bm4noskooXiIAysOZJhnmBInhUKRE3ojUE8Bwaz1UKpMsY/4/bBxI/jbrNx8ZS0Oh878Jxoor9SIJ3Tu+fQaFu98g2uPvpbZh83Od3M7EYgFSGpJJldPptSpZh8oFIrc0RsTn5BZSaNSpj01uWUfCYaM+HohfypVu4R7n2hgSE0STYNwyMTBteM4dvxBXHTIRflubieSehKnxckB5QdgM9vy3RyFQjHA6Y3QbBBCXElHr2kOsCF3TRq4hMOwfh1Ew2ZuvqqWSNjEPU81MHxUglgiwfqdWzhm0mgOKZmT76buQlukDYvJwviK8ZhN5nw3R6FQDAJ6Y+K7FDgaI5lgA3AkqUy1it4TiRg5neIxE7deXUtrs4XbH25kzPgYsWScOz/+Obd+8X10e+ueD7afCSfCOK1O7Ga7EieFQrHf2GMPSkq5AyOXk2IficVg/XpIJkz86he1NG6xcsfDjUw8KEpMi3P7R1exvPX/MffYuZQ5y/Ld3E4ktIQxAbdqCstYlu/mKBSKQcQeBUoI4QAuBiYBjnS5lLKwBkgKlHg8LU6Cu24YxoY1dm65r4mph0eIJePc/q8rWd62kFuOvYUfHvTDfDe3E1JK/DE/48vHq+y3CoViv9MbE98LGPH4TgH+iZG6PZDLRg0U0tlw4zHBvXOH8cWnTq67fStHfjOElPCnL59ledtCbj3u1oITJ4D2aDvDiodR5iqsXp1CoRgc9MZJ4gAp5X8KIc6UUj4nhPgTRpZcxW5IJg1X8lgUHp03hOVL3fz85m0cd3IQKQ1X84sPvYjjpxzI8XUz8t3cXQjGg7htboZ7h+e7KQqFYpDSmx5UIvXtE0JMBrzAqJy1aACQTjgYicBvHhzChwuLufS/djDzTD9xLcajn96F1dPGiBpbQYpTXIuj6RoHlB2g0rMrFIq80Zunz9OpfFA3A68Bq4B7ctqqfkw64WAwCM8/VcW7b3g4/9JmzjrXR0yLMnfpHN5qeoEt+r8oxAAMutQJxAKMrxivYuspFIq8sluBEkKYAL+Usk1K+Z6UcrSUskpK+ZveHDyVP2q1EGKdEOKGbraPFEK8K4T4TAixSAhRm7XtAiHE2tTngqzyw4QQn6eO+Wgh5afSdSPhoN8PC56r4PUFJZx9XivnXtRKVItw89LL+Mz3IXcefxczDzgl383tFl/Ux0jvSDx2T76bolAoBjm7FSgppQ5csS8HFkKYgSeAU4GJwLlCiIldqt0PPC+lPAi4HZif2rcMuBVjztURwK1ZWX2fwpiHNTb1mbkv7etrpITGVMLBN14p46Xnyzj9uz4u/lkzMT3C3KWXsdK3hHknzOfsSYUZBN4f81PqKGVo8dB8N0WhUCh6ZeJ7RwhxjRBiuBCiLP3pxX5HAOuklBuklHHgReDMLnUmAu+mlhdmbT8FeEdK2SqlbAPeAWYKIYYCHinlklT4peeBs3rRlpwipZEyo6XFSNX+3FMVnHianznXGanat7f5aU1sZf4JdzNr4nfy3dxuiSVjmDAxunS0Cv6qUCgKgt548aXnO12eVSaB0XvYrwbYkrWejkKRzQqMnFKPAN8BioUQ5T3sW5P6NHRTvgtCiNmkIl5UV1ezaNGiPTS3Z+KROA2fN/ToMJBIGJ8P3q3h149UcdT07Vx+6QqC2yOYsFJtMvPkQY9ij9uo/7R+n9uRK6SUaFLDaXHy4ZoPe6wXDAa/1n0cCKh7YKDug4G6D7m9B72JJFG3j8fu7jVcdlm/BnhcCHEh8B5GOKXkbvbtzTGNQimfBp4GmDZtmpwxY0avGt0db/3jLWqm1HTrNLBjh5HT6bNPinjisaEcdlSIX97vRzNVctvSnzLUPZxHvj0fq3WfT59zWsItjC4dTXVR9W7rLVq0iK9zHwcC6h4YqPtgoO5Dbu9BbyJJnN9duZTy+T3s2gBkT6KpBZq6HKMJmJU6TxHwXSlluxCiAZjRZd9FqWPWdinvdMz9SUuLMe60eqWbe28ZysSDI8y9r4mkKcBNS2ez2v8pP572g4IWJ1/ER6W7kip3Vb6bolAoFJ3ozRjU4VmfbwK3AWf0Yr+PgLFCiDohhA0jnt9r2RWEEBUpT0GAG4FnU8tvAycLIUpTzhEnA29LKbcCASHEUSnvvfOBv/aiLX1OW5vhTl6/xkjVPnpcjF892IRuCfDLpZew2v8p95xwP2dMOC0fzesVkUQEu9XOqJJRatxJoVAUHL0x8f0se10I4cUIf7Sn/ZJCiCswxMYMPCul/EIIcTvwsZTyNYxe0nwhhMQw8V2e2rdVCHEHhsgB3C6lTIf5vgz4PeAE3kx99ivt7UaUiKbNDn51TQ3DahPc9WgDLrfGDUuvZK3/M+494UG+PaEgHAy7JakniSajTKmegsWk0nspFIrCY1+eTGEM9+49IqV8AyNlfHbZLVnLC4AFPez7LB09quzyj4HJe9HePiUYhPp62LHVxq1X11BanmTeEw14SnRiMcF3hv+U8w/5PqdPODlfTdwjUkp8ER/jK8bjsrry3RyFQqHolt6MQf2NDkcEE4Zr+Eu5bFShEkplw23daWXuVbU4nDp3P9mA3dvGwi2LmVYyk7OmHYmzwAN/+2I+hhUPo9xVnu+mKBQKRY/0pgd1f9ZyEtgkpWzoqfJAJRKBzfXga7Uw96pahIC7n2zAVdHCDUsvYmNgNa/950E4ncPy3dTdEowHcVtVEFiFQlH49EagNgNbpZRRB2NTIQAAIABJREFUACGEUwgxSkq5MactKyCkhPUbIBowc8tVtUQjJu79zRa8w5q5cemPqQ+s4f4THmVMVWGLUyYIbOUBKjOuQqEoeHrjxfcyoGeta6myQUMiAUG/mduursXXZuHORxupHLmDG5b+mI2BNdx//GOcNuGEfDdzt+hSxx/1M7ZsLA6LY887KBQKRZ7pTQ/KkgpVBICUMp5yGx/waBq8+Sa88MJY3v+gltZmK3c+2siBk6P8ffMiNgfWct/xT3DaxOPy3dQ94ov4GFEyghJnSb6bolAoFL2iNwK1UwhxRsotHCHEmUBzbpuVfzQNTjkFli6FUMiI6jR6bIxJB4fRdcERnrP43zOmMWl47R6OlH8CsQAlzhKGFRe2CVKhUCiy6Y2J71Lgl0KIzUKIzcD1wE9z26z88+absGyZ4blnRFgSNLa0M+cfF7C8YQUjR9IvxCmWjAEwunS0Sj6oUCj6Fb2ZqLseOCoVikhIKQO5b1b++fe/0+KUwr2D2PdOoiGxjuLyEGW9ieeeZzRdIxgPMrlqMjbzoLDKKhSKAURv5kHNA+6VUvpS66XAL6SUN+e6cfnkkENAXjME3Ns7lduFl1MnH52nVu0dvqiPupI6iu3F+W6KQqFQ7DW9sfmcmhYngFR+psINMNdHnHoqu4gTQES27//G7APt0XYqXBV7jFCuUCgUhUpvBMoshMjkmRBCOIFd804MMMz9eJpQJBHBZrZRV1r3/9u79/Coymvx499FCCTknqAgQQgoyCUkIQRQQYyiKBa1CgIpXgCBx0uxR1t7aGsr0tqjVpTaKopW1P4QpHIUpBJblXg53gAFlJtFpTXghWASJiH3rN8fMxknySSZkJnMkKzP8+TJ7D3vfvfaK8Ms9p4972uDwBpjTli+3MX3/4DXRGSla3kO8HTgQjJtYYPAGmM6Cl9ukrhPRHYCF+C8nS0X6B/owEzrqSrF5cUMShxkg8AaY054vt53/DXO0SSmAhOBPQGLKIT0imr8+U3PyJ5BiMQ3RRVF9I7uTc+o0I3RGGN81eQZlIgMxjnJYA5wBHgO523m57VTbEH39c++Bpqf8j1UlFaWEtk1kn5x/YIdijHG+EVzl/j2Am8Bl6rqfgARubVdojKtUlVTRVVtFUNPGmqDwBpjOozmLvFNxXlpb7OIPC4iE3F+BmVCiKpSXFFsg8AaYzqcJguUqr6gqjOAIUAecCvQS0SWi0joThfbyRSVF3Fq7KkkRCYEOxRjjPGrFm+SUNVSVV2lqlOAvsB2YFHAIzMtKqksIbZ7LMmxycEOxRhj/K5Vo4eq6neq+piq+jT5kYhcLCL7RGS/iDQqaiLST0Q2i8hHIrJTRC5xrZ8lIts9fmpFJMP1XJ6rz7rnTm7NMXQUlTWV1NbWclriaTYIrDGmQwrYNzlFJAx4GLgQyAe2iMgGVd3t0ewOYK2qLheRYcDLQIqqrgJWufoZAaxX1e0e281S1a2Bij3U1WotjgqHDQJrjOnQAvlf7zHAflX93DXh4Rrg8gZtFIh1PY4DDnnpJwdYHbAoT0CFZYWkxKfYILDGmA4tkAUqGfjSYznftc7TYuBqEcnHefa00Es/M2hcoFa6Lu/9WjrZYHNHy4+S1COJ3tG9gx2KMcYEVCAHa/NWOLTBcg7wlKouFZGzgL+KSKqq1gKIyFjgmKp+4rHNLFU9KCIxwDrgGuCZRjsXWQAsAOjVqxd5eXnHfSCVZZXkf5wf9M96arUWFBzhDg55PdkMrJKSkjblsSOwHDhZHpwsD4HNQSALVD5wqsdyXxpfwrseuBhAVd8VkQigJ/Ct6/mZNDh7UtWDrt8OEXkW56XERgVKVVcAKwCysrI0Ozv7uA8kFEaSqKmtobi8mBG9RhDVLSooMeTl5dGWPHYElgMny4OT5SGwOQjkKcEWYJCIDBCRbjiLzYYGbf6Dc2w/RGQoEAEcdi13Aa7C+dkVrnVdRaSn63E4MAX4hE6gqLyIgYkDg1acjDGmvQXsDEpVq0Xkx8ArQBjwpKruEpElwFZV3QD8FHjcNYSSArNVte4y4AQgX1U/9+i2O/CKqziFAa8CjwfqGEJFYVkhvaJ7cXJUp7yj3hjTSQV0wiBVfRnnzQ+e637j8Xg3MK6JbfOAMxusKwVG+T3QEHas6hiR4ZH0j7MZTowxnYt9wzOEVdVUUVlTyaDEQTYIrDGm07ECFaJUlaMVRzk94XQiwyODHY4xxrQ7K1Ahqri8mD4xfUjskRjsUIwxJiisQIWgksoSorpFcWrcqS03NsaYDsoKVIiprKmkpraG0xNPD/oXg40xJpjsHTCE1A0Ce0bPM0J6enljjGkPVqBCSFF5Ef3j+hPbPbblxsYY08FZgQoRjgoHCREJnBJzSrBDMcaYkGAFKgRUVFcgCAMTBtLJBmc3xpgmWYEKspraGkoqSxjcczDhYeHBDscYY0KGFaggK64oZmDCQKK7RQc7FGOMCSlWoIKoqKyInj162iCwxhjjhRWoICmrKqN7eHdS4lPscydjjPHCClQQVNdWU15dzqDEQXTtEtAB5Y0x5oRlBaqdqSpFZUWcnng6PcJ7BDscY4wJWVag2llRRRF9YvqQ1CMp2KEYY0xIswLVjkoqS4gKt0FgjTHGF1ag2onnILA2+aAxxrTMClQ7qNVajpYfZVDiICK6RgQ7HGOMOSFYgWoHRWVF9IvvR3xkfLBDMcaYE0ZAC5SIXCwi+0Rkv4gs8vJ8PxHZLCIfichOEbnEtT5FRMpEZLvr51GPbUaJyMeuPh+SEP8SkaPCQXxkPH1i+gQ7FGOMOaEErECJSBjwMDAZGAbkiMiwBs3uANaq6khgJvCIx3OfqWqG6+cGj/XLgQXAINfPxYE6hraqqK4AYGDCQJt80BhjWimQ75pjgP2q+rmqVgJrgMsbtFGgbvKjOOBQcx2KyClArKq+q6oKPAP80L9h+4d7ENikwXQL6xbscIwx5oQTyGEMkoEvPZbzgbEN2iwG/iEiC4Eo4AKP5waIyEfAUeAOVX3L1Wd+gz6Tve1cRBbgPNOiV69e5OXlHfeBVJZVkv9xfqvOgqprq+ke1p1tn2077v2GmpKSkjblsSOwHDhZHpwsD4HNQSALlLfPhrTBcg7wlKouFZGzgL+KSCrwFdBPVY+IyCjgRREZ7mOfzpWqK4AVAFlZWZqdnX2chwG5r+aSPCLZ52nYi8uLiY+I5/TE0zvUOHt5eXm0JY8dgeXAyfLgZHkIbA4CWaDyAc9vpPal8SW863F9hqSq74pIBNBTVb8FKlzrt4nIZ8BgV599W+gzqMqqygjvEs6AhAEdqjgZY0x7C+RnUFuAQSIyQES64bwJYkODNv8BJgKIyFAgAjgsIie5brJARAbivBnic1X9CnCIyJmuu/euBdYH8BhapW4Q2ME9B9sgsMYY00YBexdV1WoR+THwChAGPKmqu0RkCbBVVTcAPwUeF5FbcV6qm62qKiITgCUiUg3UADeo6neurm8EngIigU2un6BTVYrLixmUOMgGgTXGGD8I6H/zVfVl4OUG637j8Xg3MM7LduuAdU30uRVI9W+kbVdUUUTv6N70jOoZ7FCMMaZDsC/n+EFpZSmRXSPpF9cv2KEYY0yHYQWqjapqqqiqrWJw0mAbBNYYY/zIClQbqCpHK2wQWGOMCQQrUG1QVF5E39i+JEQmBDsUY4zpcKxAHaeSyhJiu8eSHOt1IAtjjDFtZAXqOFTWVFJbW8tpiafZILDGGBMg9u7aSrVai6PCwRk9z7BBYI0xJoCsQLVSYVkhKfEpxHSPCXYoxhjToVmBaoWj5UdJ6pFE7+jewQ7FGGM6PCtQPiqvLiesSxgD4m0QWGOMaQ9WoHxUWVPJ4KTBhIeFBzsUY4zpFKxA+UBEGJQ0iKhuUcEOxRhjOg0rUD7oHtadk6NODnYYxhjTqdikRcYYv6uqqiI/P5/y8vJghxJQcXFx7NmzJ9hhBFVrchAREUHfvn0JD/ftoxIrUMYYv8vPzycmJoaUlJQOfVORw+EgJqZzf+XE1xyoKkeOHCE/P58BAwb41Ldd4jPG+F15eTlJSUkdujiZ1hERkpKSWnVWbQXKGBMQVpxMQ619TViBMsYYE5KsQBljOpwjR46QkZFBRkYGvXv3Jjk52b1cWVnpUx9z5sxh3759zbZZsWIFq1at8kfIxouA3iQhIhcDfwTCgCdU9Z4Gz/cDngbiXW0WqerLInIhcA/QDagEblfV113b5AGnAGWubiap6reBPA5jTGDV1MCmTfDRRzByJEyeDGFtmKA6KSmJ7du3A7B48WKio6P52c9+Vq+NqqKqdOni/f/pK1eubHE/CxYsOOFukqiurqZr1xPj/riAnUGJSBjwMDAZGAbkiMiwBs3uANaq6khgJvCIa30BcKmqjgCuA/7aYLtZqprh+rHiZMwJrKYGLroIcnLgzjudvy+6yLne3/bv309qaio33HADmZmZfPXVVyxYsICsrCyGDx/OkiVL3G3Hjx/P9u3bqa6uJj4+nkWLFpGens5ZZ53Ft98633aWLFnCsmXL3O0XLVrEmDFjOOOMM3jnnXcAKC0tZerUqaSnp5OTk0NWVpa7eHq68847GT16tDs+VQXg008/5fzzzyc9PZ3MzEwOHDgAwO9//3tGjBhBeno6v/rVr+rFDPD1119z+umnA/DEE08wc+ZMpkyZwuTJkzl69Cjnn38+mZmZpKWlsXHjRnccK1euJC0tjfT0dObMmUNRUREDBw6kuroagKKiIgYMGEBNIP5ADQSyjI4B9qvq5wAisga4HNjt0UaBWNfjOOAQgKp+5NFmFxAhIt1VtSKA8RpjAuC//gu8vB+7HTkCu3dDba1zuaQENm+GjAxISvK+TUYGuOpCq+3evZuVK1fy6KOPAnDPPfeQmJhIdXU15513HtOmTWPYsPr/ly4uLubcc8/lnnvu4bbbbuPJJ59k0aJFjfpWVT744AM2bNjAkiVLyM3N5U9/+hO9e/dm3bp17Nixg8zMTK9x/eQnP+Guu+5CVfnRj35Ebm4ukydPJicnh8WLF3PppZdSXl5ObW0tL730Eps2beKDDz4gMjKS7777rsXjfvfdd9m+fTsJCQlUVVWxfv16YmJi+Pbbbxk3bhxTpkxhx44d3HvvvbzzzjskJiby3XffER8fz7hx48jNzWXKlCk8++yzTJ8+nbC2nOL6KJCfQSUDX3os57vWeVoMXC0i+cDLwEIv/UwFPmpQnFaKyHYR+bXYrULGnNBKSr4vTnVqa53rA+G0005j9OjR7uXVq1eTmZlJZmYme/bsYffu3Y22iYyMZPLkyQCMGjXKfRbT0JVXXtmozdtvv83MmTMBSE9PZ/jw4V63fe211xgzZgzp6em88cYb7Nq1i8LCQgoKCrj00ksB5xdde/TowauvvsrcuXOJjIwEIDExscXjnjRpEgkJCYCzkP73f/83aWlpTJo0iS+//JKCggJef/11ZsyY4e6v7ve8efPclzxXrlzJnDlzWtyfPwTyDMpb4dAGyznAU6q6VETOAv4qIqmqWgsgIsOBe4FJHtvMUtWDIhIDrAOuAZ5ptHORBcACgF69epGXl3fcB1JSUtKm7TsKy4PloE5LeYiLi8PhcADw298239emTWHMnRtJaen3bxlRUcq995YxeXLTl5Fc3beooqKC8PBwHA4HJSUlREZGumPbv38/Dz74IJs3byY+Pp558+ZRWFiIw+GgpqaG0tJSHA4H3bp1c29TWVlJWVkZDocDVaW8vNzdvrq6GofDQVlZGZWVlTgcDqqqqjh27Jh7+9raWne/dY4dO8bNN9/MW2+9RZ8+fViyZAnFxcXuNo4GB1tRUUFFRUWj9SKCw+HA4XBQUFBAbW0tDoeD8vJydw4Ann76aQoKCnjjjTfo2rUrQ4YMoaCggPLycnfcnjIzM9m7dy9///vf6dKlC8nJye42NTU1jdo3p7y83Od/Q4EsUPnAqR7LfXFdwvNwPXAxgKq+KyIRQE/gWxHpC7wAXKuqn9VtoKoHXb8dIvIszkuJjQqUqq4AVgBkZWVpdnb2cR9IXl4ebdm+o7A8WA7qtJSHPXv2+HzzwNSpsGIFvP8+lJZCVBSMHStMndqjTTdK1OnevTvdu3cnJiaG6OhounTp4o6ttraWuLg4kpOT+eabb3j99de59NJLiYmJISwsjKioKHfbut+RkZGEh4cTExODiBAREdGofWlpqXs/2dnZbNy4kYsuuoiPP/6YvXv31usXnEUvLCyMlJQUKisr2bhxI7NmzaJfv36cdNJJ5OXl1bvEN2XKFO69916uu+469yW+xMRETjvtNPbu3cs555xDbm6uO4aIiAi6devm3mdFRQXJyckkJCTwz3/+k0OHDhEdHc0PfvADpk+fzu233+6+xFd3FnXttdcyf/587rrrrnqxt3Y0jYiICEaOHOlT20Be4tsCDBKRASLSDedNEBsatPkPMBFARIYCEcBhEYkH/g78QlX/r66xiHQVkZ6ux+HAFOCTAB6DMSbAwsLglVdg9WpYssT5+5VX2nYXn68yMzMZNmwYqampzJ8/n3Hjxvl9HwsXLuTgwYOkpaWxdOlSUlNTiYuLq9cmKSmJ6667jtTUVK644grGjh3rfm7VqlUsXbqUtLQ0xo8fz+HDh5kyZQoXX3wxWVlZZGRk8OCDDwJw++2388c//pGzzz6bwsLCJmO65ppreOedd8jKyuJvf/sbgwYNAiAtLY2f//znTJgwgYyMDG6//Xb3NrNmzaK4uJgZM2b4Mz3Nq7vVMhA/wCXAp8BnwK9c65YAl7keDwP+D9gBbMd5yzg47+4rda2r+zkZiAK2ATtx3jzxRyCspThGjRqlbbF58+Y2bd9RWB4sB3VaysPu3bvbJ5AgO3r0aIttqqqqtKysTFVVP/30U01JSdGqqqpAh+Z3q1ev1tmzZzda70sOPHl7bQBb1ct7d0BvhlfVl3He/OC57jcej3cDjf7Loqq/A37XRLej/BmjMcYEUklJCRMnTqS6uhpV5bHHHjthvodU58Ybb+TVV18lNze3Xfd7YmXJGGNOMPHx8Wzbti3YYbTJ8uXLg7JfG+rIGGNMSLICZYwxJiRZgTLGGBOSrEAZY4wJSVagjDEdTnZ2Nq+88kq9dcuWLeOmm25qdrvo6GgADh06xLRp05rse+vWrc32s2zZMo4dO+ZevuSSSygqKvIldOPBCpQxpsPJyclhzZo19datWbOGnJwcn7bv06cPzz///HHvv2GBevnll4mPjz/u/tqbqlLbcIDEILACZYwJut7390bukno/ve/vfdz9TZs2jY0bN1JR4Rxj+sCBAxw6dIjx48e7v5eUmZnJiBEjWL9+faPtDxw4QGpqKgBlZWXMnDmTtLQ0ZsyYQVlZmbvdrbfe6p6q48477wTgoYce4tChQ5x33nmcd955AKSkpFBQUADAAw88QGpqKqmpqe6pOg4cOMDQoUOZP38+w4cPZ9KkSfX2U+ell15i7NixjBw5kgsuuIBvvvkGcH7Xas6cOYwYMYK0tDTWrVsHQG5uLpmZmaSnpzNx4kTAOT/W/fff7+4zNTWVAwcOuGO46aabyMzM5Msvv+TGG29sdHwAW7Zs4eyzzyY9PZ3s7GwcDgfnnHNOvWlExo0bx86dO1v1d2vIvgdljAm47KeyG62bPnw6N42+iWNVx/im9JtGz9etKzhWwLS19S+35c3Oa3Z/SUlJjBkzhtzcXC6//HLWrFnDjBkz3GPnvfDCC8TGxlJQUMCZZ57JZZddRlMTIyxfvpwePXqwc+dOdu7cWW+6jF//+tf079+fmpoaJk6cyM6dO7nlllt44IEH2Lx5Mz179qzX17Zt21i5ciXvv/8+qsrYsWM599xzSUhI4F//+herV6/m8ccfZ/r06axbt46rr7663vbjx4/nvffeQ0R44oknuO+++1i6dCm//e1viYuL4+OPPwagsLCQw4cPM3/+fN58800GDBjg05Qc+/btY+XKlTzyiHNqvrvvvpvExMR6xzdkyBBmzJjBc889x+jRozl48CCRkZHMmzePp556imXLlvHpp59SUVFBWlpai/tsjp1BGWM6JM/LfJ6X91SVX/7yl6SlpXHBBRdw8OBB95mIN2+++aa7UKSlpdV7033hhRfIzMxk5MiR7Nq1y+tUHZ7efvttrrjiCqKiooiOjubKK6/krbfeAmDAgAFkZGQATU/pkZ+fz0UXXcSIESP4wx/+wK5duwB49dVXufnmm93tEhISeO+995gwYQIDBgwAfJuSo3///px55pnu5bVr1zY6vn379nHKKae4pyyJjY2la9euXHXVVWzcuJGqqiqefPJJZs+e3eL+WmJnUMaYgGvujKdHeI9mt+3Zo2eLZ0ze/PCHP+S2227jww8/pKyszH3ms2rVKg4fPsy2bdsIDw8nJSWF8vLyZvvydnb1xRdf8NBDD7Ft2zYSEhKYPXt2i/2oNpxx6Hvdu3d3Pw4LC/N6iW/hwoXcdtttXHbZZeTl5bF48WJ3vw1j9LYOoGvXrvU+X/KMOSoqqt7x3X///WzZsqXe8TXVb48ePbjwwgtZv349a9eubfFGEl/YGZQxpkOKjo4mOzubuXPn1rs5ori4mJNPPpnw8HA2b97Mv//972b7mTBhAqtWrQLgk08+cX+ucvToUaKiooiLi+Obb75h06ZN7m1iYmK8zpE0YcIEXnzxRY4dO0ZpaSkvvPAC55xzjs/HVFxcTHKyc97Xp59+2r1+0qRJ/PnPf3YvFxYWctZZZ/HGG2/wxRdfALgv8aWkpPDhhx8C8OGHH7qfb6ip4xsyZAiHDh1iy5YtgHO6jbrp4OfNm8ctt9zC6NGjfTpja4kVKGNM0PWK6uXTutbKyclhx44d7hltwTltxNatW8nKymLVqlUMGTKk2T5uvPFGSkpKSEtL47777mPMmDGAc3bctLQ0hg8fzty5c+tN1bFgwQImT57svkmiTmZmJrNnz2bMmDGMHTuWefPm+Tw3EjhvcLjqqqs455xz6n2+dccdd1BYWEhqairp6els3ryZk046iRUrVnDllVeSnp7uniZj6tSpfPfdd2RkZLB8+XIGDx7sdV/p6emMHDmy0fF169aN5557joULF5Kens7ll1/uPgsbNWoUsbGxfptxV5o75ewosrKytC2nmzZJnZPlwXJQx5cJC4cOHdp+AQVJayfr64g8c3Do0CGys7PZu3cvXbp4P//x9toQkW2qmtWwrZ1BGWOMabNnnnmGsWPHcvfddzdZnFrLbpIwxhjTZtdeey3XXnutX/u0MyhjTEB0ho8PTOu09jVhBcoY43cREREcOXLEipRxU1WOHDlCRESEz9vYJT5jjN/17duX/Px8Dh8+HOxQAqq8vLxVb7gdUWtyEBERQd++fX3u2wqUMcbvwsPD3SMYdGR5eXmtuk28IwpkDgJ6iU9ELhaRfSKyX0QWeXm+n4hsFpGPRGSniFzi8dwvXNvtE5GLfO3TGGNMxxCwAiUiYcDDwGRgGJAjIsMaNLsDWKuqI4GZwCOubYe5locDFwOPiEiYj30aY4zpAAJ5BjUG2K+qn6tqJbAGuLxBGwViXY/jgEOux5cDa1S1QlW/APa7+vOlT2OMMR1AID+DSga+9FjOB8Y2aLMY+IeILASigAs8tn2vwbbJrsct9QmAiCwAFrgWS0RkH84iWOzRrLllz8c9gQJv+zlODffb1vZNPe9tfUvrmstJMPNwvDlo6jl7LbQ+L6GSB1/atiUPrVn2Zx6C+Vrwtr49Xwv9va5V1YD8AFcBT3gsXwP8qUGb24Cfuh6fBezGeVb3MHC1R7u/AFN96bOFmFb4utzg8VY/52aFP9s39by39S2tayEnQcvD8ebA1zzYa+HEyYMvbduSh1a+NvyWh2C+Fo7juAP2WvD8CeQZVD5wqsdyX76/hFfnepyfMaGq74pIBM5q3Ny2LfXZnJdasdzwOX9qbd8ttW/qeW/rW1rXUo78qTV9H28OmnrOXgutz0uo5MGXtm3JQ2uX/SWYrwVv64P1WnAL2GCxItIV+BSYCBwEtgA/UtVdHm02Ac+p6lMiMhR4DeelvGHAszg/c+rjWj8IkJb6DNCxbFUvAxl2NpYHy0Edy4OT5SGwOQjYGZSqVovIj4FXgDDgSVXdJSJLcJ4SbgB+CjwuIrfivGFitjor5i4RWYvzkl81cLOq1gB46zNQx+BhRTvs40RgebAc1LE8OFkeApiDTjHdhjHGmBOPjcVnjDEmJFmBMsYYE5KsQBljjAlJVqCMMcaEJCtQbSQiQ0XkURF5XkRuDHY8wSIiPxSRx0VkvYhMCnY8wSAiA0XkLyLyfLBjaW8iEiUiT7teA7OCHU8wdOa/vyd/vhd06gIlIk+KyLci8kmD9T6PmK6qe1T1BmA6cEJ+H8JPeXhRVecDs4EZAQw3IPyUg89V9frARtp+WpmTK4HnXa+By9o92ABpTQ462t/fUyvz4L/3gkANUXEi/AATgEzgE491YcBnwECgG7AD5xeHRwAbG/yc7NrmMuAdnF8aDvpxBSsPru2WApnBPqYg5+D5YB9PEHLyCyDD1ebZYMcejBx0tL+/H/LQ5veCTj1hoaq+KSIpDVa7R0wHEJE1wOWq+j/AlCb62QBsEJG/4xwB44TijzyIiAD3AJtU9cPARux//notdCStyQnO4cn6AtvpQFdmWpmD3e0bXftpTR5EZA9+ei/oMC8kP/I2CntyE20RkWwReUhEHgNeDnRw7ahVeQAW4hyNfpqI3BDIwNpRa18LSSLyKDBSRH4R6OCCpKmc/C8wVUSW007jtAWR1xx0kr+/p6ZeC357L+jUZ1BNEC/rmhxuQ1XzgLxABRNErc3DQ8BDgQsnKFqbgyNARynOTfGaE1UtBea0dzBB0lQOOsPf31NTefDbe4GdQTXmyyjsnYHlwXLgjeXEclAn4HmwAtXYFmCQiAyAlERWAAADF0lEQVQQkW44p57fEOSYgsHyYDnwxnJiOagT8Dx06gIlIquBd4EzRCRfRK5X1WqgbsT0PcBabZ8R04PG8mA58MZyYjmoE6w82GjmxhhjQlKnPoMyxhgTuqxAGWOMCUlWoIwxxoQkK1DGGGNCkhUoY4wxIckKlDHGmJBkBcqY4yQiNSKyXUQ+EZG/iUiPYMcEICK/9FM/PxORva7j2yEi1/qjX2N8ZQXKmONXpqoZqpoKVNKKcdhEJCxwYdHqAtUwHtcgnxcCY1zHNwHvY68ZEzBWoIzxj7eA0wFE5EUR2SYiu0RkQV0DESkRkSUi8j5wloj8RkS2uM5QVrimLEFE8kTkQRF5U0T2iMhoEflfEfmXiPzOo7+rReQD11ncYyISJiL3AJGudauaauctngbH80vgJlU9CqCqxar6dODSZ0xjVqCMaSMR6QpMBj52rZqrqqNwzrB8i4gkudZH4Zzwbayqvg38WVVHu85QIqk/x1Slqk4AHgXWAzcDqcBs17QOQ3HOVjpOVTOAGmCWqi7i+zO7WU21ayKeuuOJAWJU9TN/5smY1rLpNow5fpEist31+C3gL67Ht4jIFa7HpwKDgCM4i8M6j+3PE5GfAz2ARGAX38+lVDfo5sfALlX9CkBEPnf1OR4YBWxxnXhFAt96iXFiM+0axlNHaGZaEWPaixUoY45fmeusxE1EsnFO1naWqh4TkTwgwvV0uarWuNpFAI8AWar6pYgs9mgHUOH6XevxuG65K84i8rSqtjQxXnPt3PF4UtWjIlIqIgPrZks1JhjsEp8x/hUHFLqK0xDgzCba1RWjAhGJBqa1cj+v4Zyx9GQAEUkUkf6u56pEJNyHds35H+BhEYl1bRfr+XmaMe3BzqCM8a9c4AYR2QnsA97z1khVi0TkcZyX8A7gnFvHZ6q6W0TuAP4hIl2AKpyfU/0bWAHsFJEPXZ9DNdWuOcuBaJyXBqtc2y1tTYzGtJVNt2GMMSYk2SU+Y4wxIckKlDHGmJBkBcoYY0xIsgJljDEmJFmBMsYYE5KsQBljjAlJVqCMMcaEpP8PAZl/F+fm2QUAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1166,7 +1166,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAKkAAACsCAYAAAAAGIycAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAMr0lEQVR4nO3df5RVZb3H8fcH5iZ6+akMCvmLFAXEgAGpENAbRFiW2MISNTNREu81r666C9NWWJneLE1CM7x4WWliWlkuAUnJGkBEJmQkMPwVhEAx3kEEf8CA3/vH3sMchjlnNsTe+8Hzfa01a52z957zfM/w4dn77P2c/cjMcC5kbfIuwLnWeEhd8DykLngeUhc8D6kLnofUBc9DCkgaI2m1pJclTc67nixJulfSJkl/zruWYso+pJLaAncCZwF9gfGS+uZbVaZmAmPyLqKUsg8pMAR42cxeNbMdwIPAOTnXlBkzqwbq866jFA8pfBBYV/D8tXiZC4SHFNTCMr9WHBAPadRzHlPw/GhgQ061uBZ4SGEp0EtST0kfAM4HHs25Jleg7ENqZjuB/wDmAS8AD5nZynyryo6kWcBi4GRJr0makHdNzcmH6rnQlX1P6sLnIXXB85C64HlIXfA8pDFJE/OuIU8hv38PaZNg/5EyEuz795C64AV1nrRT5y7W7ageubS95Y3NdOrcJZe2G3Vqf2hubdfV1VFZWZlb+8+vWPHmju3bO7W0riLrYkrpdlQP7pj+YN5l5OaTw07Nu4TcVHY9fFOxdb67d8HzkLrgeUhd8DykLngeUhc8D6kLnofUBc9D6oLnIXXB85C64HlIXfA8pC54HlIXPA+pC56H1AXPQ+qC5yF1wfOQuuB5SF3wPKQueB5SFzwPqQueh9QFz0PqguchdcHzkLrgBXWbnay89re/csuN/7X7+d83vMZFl17JEV2P5IGZP2Hd2le5/e4H6NX7lByrzMZlEy5l9uzH6NatG7XPhzm9aKo9aagTyx59bE+mzXiYaTMe5o7pD3JIu3YMHT6S43qeyPXfuY1+/QflXWJmLv7SJcye83jeZZSUWk9aMLHsJ4gm9Foq6VEzW5VWm/ujdtkSuvc4hrzu5pe3ESNGsGbNmrzLKCnNnvSgmFi2ev7jnDHyrLzLcCWkGdJEE8tKmiipRlLNljc2p1jO3hoaGljy9B8YduboTNt1+ybNkCaaWNbMppvZYDMbnPVNbGuWLOSEXn3ocvgRmbbr9k2aIQ1+Ytnq+XN9V38QSDOkQU8s++677/BczWKGjhi5e9nT1fO5eNwoXlhZy5TJ/843v3ZFjhVm48ILxjPs9I+xevVqjjv2aO6dMSPvkvaS6j3zJX0K+BHQFrjXzG4qtX2v3qeY3468PFV2Pfzl+vr6Xi2tS/VkvpnNAeak2YZ7//PLoi54HlIXPA+pC17RY1JJHUv9opm9eeDLcW5vpT44rSQ6+V54Ur7xuQHHpliXc7sVDamZHVNsnXNZSnRMKul8Sd+IHx8tqXzGsrnctRpSSdOAfwO+GC96G7g7zaKcK5TkZP5QM6uS9ByAmdXHlzmdy0SS3X2DpDbEI5gkHQG8l2pVzhVIEtI7gV8BlZJuBBYC/51qVc4VaHV3b2Y/k/QnYFS86DwzC/MbW+59KekAk7ZAA9Eu369SuUwl+XR/PTAL6EE0cPkBSdelXZhzjZL0pBcBg8zsbQBJNwF/Am5OszDnGiXZda9lzzBXAK+mU45zeys1wOR2omPQt4GVkubFz0cTfcJ3LhOldveNn+BXArMLlj+TXjnO7a3UAJPwvpHlylKrH5wknQDcBPQF2jUuN7OTUqzLud2SfHCaCfwv0TjSs4CHiG6Z41wmkoT0MDObB2Bmr5jZDUSjopzLRJLzpNslCXhF0hXAeqBbumU51yRJSK8B2gNfJTo27QRcmmZRzhVKMsBkSfxwK00Dn53LTKmT+Y/Qwl3wGpnZ51KpyLlmSvWk0zKrItax/aGMHtYv62aDUbthS94l5OatHbuKrit1Mn9+KtU4t498bKgLnofUBS9xSCUdkmYhzhWTZGT+EEkrgJfi5/0l/Tj1ypyLJelJpwJnA/8HYGa1+GVRl6EkIW1jZmubLSt+vsC5AyzJZdF1koYAFs9ydxXwYrplOdckSU86CbiW6FaP/wA+Gi9zLhNJrt1vIprexrlcJBmZfw8tz2Q3MZWKnGsmyTHpkwWP2wHnsuecoc6lKsnu/heFzyXdBzyRWkXONbM/l0V7Ascd6EKcKybJMelmmo5J2wD1wOQ0i3KuUMmQxt9t6k/0vSaA9yzNyUida0HJ3X0cyEfMbFf84wF1mUtyTPqspKrUK3GuiFLfcaows53AMOBySa8AbxFPNmZmHlyXiVLHpM8CVcDYjGpxrkWlQiqI7lqSUS3OtahUSCslXVtspZndlkI9zu2lVEjbEt25RCW2cS51pUK60cy+nVklzhVR6hSU96AuCKVCOjKzKpwroWhIzaw+y0KcK6bsbw6xbt06Ro38OKee0pf+p/Zj6tQ78i4pE7t27eKCMcO5+pIvALD+b2u4+DMjGTu8ismTvkzDjh05V9gktZBKulfSJklBz0NaUVHB92/9AStWrmLh04u5+667WLVqVd5lpW7WjJ9w/Ikn734+9eYpXHjZlfxmwTI6du7Mbx68L8fq9pRmTzoTGJPi6x8Q3bt3p6oqusLboUMHevfuw4b161v5rYPbPzauZ+Hvf8fY8dHtZs2MpYuqGfnpcwA4e9x4/jBvdqmXyFRqITWzaqKxpweNNWvWsHz5cwz5yEfyLiVVP5xyHVd/49u0aRP987+xuZ4OHTtRURGdkezWvQd1f9+YZ4l7yP2YVNJESTWSal6vq8utjm3btvH588bxw9tup2PHjrnVkbbqJx+nyxGV9PnwgKaFLY3AVDhnIJNOJZ4aM5sOTAcYNHhwLuNVGxoa+Py4cYy/4ALO/dz7+wbWtTVLqH5iLoue+h07tm9n29at/GDKdWx9cws7d+6koqKCTRs3UHnkUXmXulvuPWnezIzLL7uM3n16c801RYcqvG9cNflbzF26iscWr+B7d87gtNNHcNOP72Hw0OHMn/1bAB775SzOGP2pnCttUvYhXbRoET+//z6eeuopBlUNZFDVQObOmZN3WZn76nU38vN77uScYQN5Y3M9Y88PZw4PpfWNEEmzgDOBrkS35/lWa/OVDho82JY8uzSVeg4Gz294M+8ScvOx3se+vH3bll4trUvtmNTMxqf12q68lP3u3oXPQ+qC5yF1wfOQuuB5SF3wPKQueB5SFzwPqQueh9QFz0PqguchdcHzkLrgeUhd8DykLngeUhc8D6kLnofUBc9D6oLnIXXB85C64HlIXfA8pC54HlIXPA+pC56H1AXPQ+qCl9q9oPaHpDpgbU7NdwVez6ntEOT9/o8zs8qWVgQV0jxJqjGzwXnXkZeQ37/v7l3wPKQueB7SJtPzLiBnwb7/sg2ppF2Slkv6s6SHgfv/idc6U9Jj8ePPSppcYtvOkq7cjzamSPpa0uXNtpkpaVypbeK5Cxq3Pz6k+bfKNqTAO2Y2wMz6ATuAKwpXKrLPfx8ze9TMbimxSWdgn0Nazso5pIUWACfGPcgLku4ClgHHSBotabGkZZIeltQeQNIYSX+RtBDYPWWJpEskTYsfHynpEUm18c9Q4BbghLgXvzXe7uuSlkp6XtKNBa91vaTVkp4EmqavK0LS5fHr1Er6laTDClaPkrRA0ouSzo63byvp1oK2v/LP/iHTUPYhlVQBnAWsiBedDPzMzAYCbwE3AKPMrAqoAa6V1A64B/gMMBwoNp/MVOCPZtYfqAJWApOBV+Je/OuSRgO9gCHAAGCQpBGSBgHnAwOJ/hOcluDt/NrMTovbewGYULDueOAM4NPA3fF7mABsMbPT4te/XFLPBO1kKvd5nHJ0qKTl8eMFwAygB7DWzJ6Jl38U6AssUjT51geAxUBv4K9m9hKApPuBiS208XHgYgAz2wVskdSl2Taj45/n4uftiULbAXjEzN6O23g0wXvqJ+m7RIcU7YF5BeseMrP3gJckvRq/h9HAhwuOVzvFbb+YoK3MlHNI3zGzAYUL4iC+VbgIeKL5JBWSBgAH6iqIgJvN7KfN2vjP/WhjJjDWzGolXUI0+0uj5q9lcdtXmVlhmJF0/D62m6qy39234hngdEknAkg6TNJJwF+AnpJOiLcrNtPKfGBS/LttJXUEthL1ko3mAZcWHOt+UFI3oBo4V9KhkjoQHVq0pgOwUdK/ABc2W3eepDZxzR8CVsdtT4q3R9JJkv41QTuZKueetFVmVhf3SLMkHRIvvsHMXpQ0EZgt6XVgIdCvhZe4GpguaQKwC5hkZoslLYpP8cyNj0v7AIvjnnwbcJGZLZP0C2A50XiGBQlK/iawJN5+BXv+Z1gN/BE4ErjCzN6V9D9Ex6rLFDVeB4xN9tfJjl+7d8Hz3b0LnofUBc9D6oLnIXXB85C64HlIXfA8pC54/w9LulSO/Cy8jAAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1403,7 +1403,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1416,7 +1416,15 @@ ], "source": [ "from sklearn.metrics import roc_curve, auc\n", - "from scipy import interp\n", + "from distutils.version import LooseVersion as Version\n", + "from scipy import __version__ as scipy_version\n", + "\n", + "\n", + "if scipy_version >= Version('1.4.1'):\n", + " from numpy import interp\n", + "else:\n", + " from scipy import interp\n", + "\n", "\n", "pipe_lr = make_pipeline(StandardScaler(),\n", " PCA(n_components=2),\n", @@ -1644,7 +1652,7 @@ "output_type": "stream", "text": [ "[NbConvertApp] Converting notebook ch06.ipynb to script\n", - "[NbConvertApp] Writing 17307 bytes to ch06.py\n" + "[NbConvertApp] Writing 17510 bytes to ch06.py\n" ] } ], diff --git a/ch06/ch06.py b/ch06/ch06.py index 948ffd07..1642d46f 100644 --- a/ch06/ch06.py +++ b/ch06/ch06.py @@ -21,7 +21,10 @@ from sklearn.metrics import precision_score, recall_score, f1_score from sklearn.metrics import make_scorer from sklearn.metrics import roc_curve, auc -from scipy import interp +from distutils.version import LooseVersion as Version +from scipy import __version__ as scipy_version + from numpy import interp + from scipy import interp from sklearn.utils import resample # *Python Machine Learning 3rd Edition* by [Sebastian Raschka](https://sebastianraschka.com), Packt Publishing Ltd. 2019 @@ -492,6 +495,11 @@ + +if scipy_version >= Version('1.4.1'): +else: + + pipe_lr = make_pipeline(StandardScaler(), PCA(n_components=2), LogisticRegression(penalty='l2',