diff --git a/code/ex1-linear regression/ML-Exercise1.ipynb b/code/ex1-linear regression/ML-Exercise1.ipynb index eb74f725..77aa1ab6 100644 --- a/code/ex1-linear regression/ML-Exercise1.ipynb +++ b/code/ex1-linear regression/ML-Exercise1.ipynb @@ -38,25 +38,25 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", - "\n", "\n", " \n", @@ -105,7 +105,7 @@ "4 5.8598 6.8233" ] }, - "execution_count": 2, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -118,25 +118,25 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", - "\n", "
\n", " \n", @@ -203,7 +203,7 @@ "max 22.203000 24.147000" ] }, - "execution_count": 3, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -221,14 +221,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+cet2QXm//oDPTk+ORF9BG7zRBEaJEE3fRv3j1p2Csj/g0D5vNIFRIUTTt3H4uHWnoOwP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\naAAAaOj/Bx2CAHZLVRXDAAAAAElFTkSuQmCC\n", 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vMF5COQAAMKyzak6LhrqaKMtkstrLMploqKuxCjtMgFAOAACMqKmxPpYtqc5qW7akOpoa61OqCIqDLdEAAIARVVWWx9qVS6O9sze27+61TznkiFAOAACMWm21MA65ZPg6AAAApEQoBwAAgJQI5QAAAJASoRwAAABSIpQDAABASoRyAAAASIlQDgAAACkRygEAACAlQjkAAACkRCgHAACAlAjlAAAAkBKhHAAAAFIilAMAAEBKhHIAAABIiVAOAAAAKRHKAQAAICVCOQAAAKREKAcAAICUCOUAAACQEqEcAAAAUiKUAwAAQEqEcgAAAEjJtLQLAABo6+iJHXv6YvHs6VFbPT3tcgBgygjlAEBq9vUdjNXNW6KltWOgraGuJpoa66OqsjzFygBgahi+DgCkZnXzlti4rTOrbeO2zljVvDmligBgagnlAEAq2jp6oqW1I44kSVb7kSSJltaOaO/sTakyAJg6QjkAkIode/qGPb59t1AOQPETygGAVCyaVTns8cWzLfgGQPETygGAVJxVc1o01NVEWSaT1V6WyURDXY1V2AEoCUI5AJCapsb6WLakOqtt2ZLqaGqsT6kiAJhatkQDAFJTVVkea1cujfbO3ti+u9c+5QCUHKEcAEhdbbUwDkBpSnX4ektLS7zpTW+KBQsWRCaTie9+97tZx2+55ZbIZDJZH5dcckk6xQIAAECOpRrKe3t748ILL4yvfe1rQ57zhje8IV588cWBj+9///tTWCEAAABMnlSHr19zzTVxzTXXDHtORUVFzJs3b4oqAgAAgKmT96uvr1+/PubMmRPnnHNOvPe9741du3alXRIAAADkRF4v9HbNNdfEH/3RH8WiRYuivb09PvnJT8ZVV10VTz31VFRUVAz6mAMHDsSBAwcGPu/u7p6qcgEAAGBM8jqUv/3tbx/49/nnnx+vec1rYtGiRfHQQw/F9ddfP+hj7r777vjUpz41VSUCAADAuOX98PVjzZ8/PxYtWhStra1DnvPxj388urq6Bj6ef/75KawQAAAARi+ve8qPt3v37nj++edj/vz5Q55TUVEx5NB2AChGbR09sWNPXyyeba9vACg0qYbynp6e2LZt28Dn7e3tsWXLlpg1a1bMmjUr7rrrrnjrW98a8+fPj+3bt8ef/dmfRXV1dbzlLW9JsWoAyA/7+g7G6uYt0dLaMdDWUFcTTY31UVVZnmJlAMBopTp8/cknn4z6+vqor6+PiIjbbrst6uvr47/8l/8SZWVl8cwzz8S1114b55xzTtx8881xzjnnxM9+9rOYMWNGmmUDQF5Y3bwlNm7rzGrbuK0zVjVvTqkiAGCsUu0pv/LKKyNJkiGPP/zww1NYDQAUjraOnqwe8n5HkiRaWjuivbPXUHYAKAAFtdAbAPBbO/b0DXt8++7eKaoEAJgIoRwACtCiWZXDHl88Wy85ABQCoRwACtBZNadFQ11NlGUyWe1lmUw01NUYug4ABUIoB4AC1dRYH8uWVGe1LVtSHU2N9SlVBACMVUHtUw4A/E5VZXmsXbk02jt7Y/vuXvuUA0ABEsoBoMDVVgvjAFCoDF8HAACAlAjlAAAAkBKhHAAAAFIilAMAAEBKhHIAAABIiVAOAAAAKRHKAQAAICVCOQAAAKREKAcAAICUCOUAAACQEqEcAAAAUiKUAwAAQEqmpV0AUHjaOnpix56+WDx7etRWT0+7HAAAKFhCOTBq+/oOxurmLdHS2jHQ1lBXE02N9VFVWZ5iZQAAUJgMXwdGbXXzlti4rTOrbeO2zljVvDmligAAoLAJ5cCotHX0REtrRxxJkqz2I0kSLa0d0d7Zm1JlUNjaOnpi3dZd3kMAUKIMXwdGZceevmGPb9/da345jIHpIABAhJ5yYJQWzaoc9vji2QI5jIXpIABAhFAOjNJZNadFQ11NlGUyWe1lmUw01NXoJYcxMB0EAOgnlAOj1tRYH8uWVGe1LVtSHU2N9SlVBIVpNNNBAIDSYE45MGpVleWxduXSaO/sje27e+1TDuNkOggA0E8oB8astloYh4nonw6ycVtn1hD2skwmli2p9v4CgBJi+DoApMB0EAAgQk85AKTCdBAAIEIoB4BUmQ4CAKXN8HUAAABIiVAOAAAAKRHKAQAAICVCOQAAAKREKAcAAICUCOUAAACQEqEcAAAAUiKUAwAAQEqEcgAAAEiJUA4AAAApEcoBAAAgJUI5AAAApEQoBwAAgJQI5QAAAJASoRwAAABSIpQDAABASoRyAAAASIlQDgAAACmZlnYBABPV1tETO/b0xeLZ06O2enra5QAAwKgJ5UDB2td3MFY3b4mW1o6Btoa6mmhqrI+qyvIUKwMAgNExfB0oWKubt8TGbZ1ZbRu3dcaq5s0pVQQUk7aOnli3dVe0d/amXQoARUxPOTAhaQ0db+voyeoh73ckSaKltSPaO3sNZQfGxSgcAKaSUA6MS9p/tO7Y0zfs8e27hXJgfIYbhbN25dKUqgKgWBm+DoxL2kPHF82qHPb44tkCOTB2/aNwjiRJVvuxo3AAIJeEcjiG+YO/M9z3Ih/+aD2r5rRoqKuJskwmq70sk4mGuhq95MC4jGYUDgDkkuHrEOkPxc4no/le5MvQ8abG+ljVvDmr1mVLqqOpsX7SXxsoTkbhADDVhHII8wePNZrvRb780VpVWR5rVy6N9s7e2L671z7lwIT1j8LZuK0zazRQWSYTy5ZU+z8GgJwzfJ2Slw9DsfPFaL8X+TZ0vLZ6eiw/d44/loGcaGqsj2VLqrPajMIBYLLoKafk5ctQ7Hwwlu+FoeNAsTIKB4CpJJRT8vJlKHY+GMv3wh+tQLGrrfb/GgCTz/B1Sl6+DcVO03i+F4aOAwDA+AnlEOYPHsv3AgAApk4mSY5b0anIdHd3R1VVVXR1dcXMmTPTLoc8Zyj27/heAADA+Iwlh5pTDscwf/B3fC8AAGDyGb4OAAAAKRHKAQAAICXjCuUtLS1x+PDhE9oPHz4cLS0tEy4KAAAASsG4Qvny5ctjz549J7R3dXXF8uXLJ1wUAAAAlIJxhfIkSSJz3D7GERG7d++O6dMtDAUAAACjMabV16+//vqIiMhkMnHLLbdERUXFwLEjR47Ez3/+87jssstyWyEAAAAUqTGF8qqqqoj4bU/5jBkz4tRTTx04dvLJJ8cll1wS733ve3NbIQAAABSpMYXyNWvWRETE4sWL4/bbbzdUHQAAACYgkyRJknYRk6m7uzuqqqqiq6srZs6cmXY5AAAAFLmx5NBR95S/6lWvih/96Edx+umnR319/aALvfV7+umnR18tAAAAlKhRh/Jrr712YGG3a6+9dthQDgAAAIxs1KH89NNPj5NO+u0Oau9+97vjjDPOGPgcAAAAGLtRp+rbbrsturu7IyKitrY2Ojs7J60oAAAAKAWj7ilfsGBB3H///fEHf/AHkSRJ/Nu//Vu89NJLg5575pln5qxAAAAAKFajXn39m9/8ZqxatSoOHz485DlJkkQmk4kjR47krMCJsvo6AAAAU2ksOXRMW6Lt378/duzYEb/3e78Xjz76aMyePXvQ8y688MKxVTyJhHIAAACm0qRsiRYRMWPGjDj//PNjzZo1sWzZsoHV2AEAAICxG1Mo73fzzTdHRMRTTz0Vzz33XGQymXjFK14Rr3rVq3JaHAAAABSzcYXyXbt2xQ033BDr16+Pl73sZZEkSXR1dcXy5cvjO9/5TtTU1OS6TgAAACg649pofNWqVdHd3R3PPvts7NmzJ/bu3Rv//M//HN3d3bF69epc1wgAAABFaUwLvfWrqqqKRx99NC666KKs9ieeeCJWrFgR+/bty1V9E2ahNwAAAKbSWHLouHrKjx49GuXl5Se0l5eXx9GjR8fzlAAAAFByxhXKr7rqqvjgBz8YL7zwwkDbv//7v8eHP/zheN3rXpez4gAAAKCYjSuUf+1rX4v9+/fH4sWL4+yzz44lS5ZEbW1t7N+/P5qamnJdIwAAABSlca2+vnDhwnj66afjkUceiX/913+NJEnivPPOi//4H/9jrusDAACAojXmUH748OE45ZRTYsuWLXH11VfH1VdfPRl1AQAAQNEb8/D1adOmxaJFi+LIkSOTUQ8AAACUjHHNKf/zP//z+PjHPx579uzJdT0AUHLaOnpi3dZd0d7Zm3YpAMAUG9ec8q9+9auxbdu2WLBgQSxatCimT5+edfzpp5/OSXEAUMz29R2M1c1boqW1Y6Ctoa4mmhrro6ryxK1HAYDiM65Qft1110Umk4kkSSb04i0tLfGFL3whnnrqqXjxxRfjwQcfjOuuu27geJIk8alPfSq++c1vxt69e+Piiy+Ov/zLv4xXvvKVE3pdAMgHq5u3xMZtnVltG7d1xqrmzbF25dKUqgIAptKYQnlfX1985CMfie9+97tx6NCheN3rXhdNTU1RXV09rhfv7e2NCy+8MN71rnfFW9/61hOOf/7zn48vf/nLce+998Y555wTn/70p+Pqq6+OrVu3xowZM8b1mgCQD9o6erJ6yPsdSZJoae2I9s7eqK2ePsgjAYBiMqY55XfeeWfce++98Yd/+IfR2NgYjz76aLz//e8f94tfc8018elPfzquv/76E44lSRJf+cpX4hOf+ERcf/31cf7558d9990XfX198e1vf3vcrwkA+WDHnr5hj2/fbX45AJSCMfWUP/DAA3HPPffEDTfcEBER73znO2PZsmVx5MiRKCsry2lh7e3tsXPnzlixYsVAW0VFRVxxxRXx2GOPxfve975BH3fgwIE4cODAwOfd3d05rQsAcmHRrMphjy+erZccAErBmHrKn3/++Xjta1878PnSpUtj2rRp8cILL+S8sJ07d0ZExNy5c7Pa586dO3BsMHfffXdUVVUNfCxcuDDntQHARJ1Vc1o01NVEWSaT1V6WyURDXY2h6wBQIsYUyo8cORInn3xyVtu0adPi8OHDOS3qWJnj/lhJkuSEtmN9/OMfj66uroGP559/ftJqA4CJaGqsj2VLstdlWbakOpoa61OqCACYamMavp4kSdxyyy1RUVEx0PbSSy/FH//xH2dti/bAAw9MuLB58+ZFxG97zOfPnz/QvmvXrhN6z49VUVGRVR8A5KuqyvJYu3JptHf2xvbdvbF49nQ95ABQYsYUym+++eYT2v7zf/7POSvmWLW1tTFv3rx45JFHor7+tz0GBw8ejA0bNsTnPve5SXlNAEhDbbUwDgClakyhfM2aNTl98Z6enti2bdvA5+3t7bFly5aYNWtWnHnmmfGhD30oPvOZz0RdXV3U1dXFZz7zmaisrIx3vOMdOa0DAAAA0jCmUJ5rTz75ZCxfvnzg89tuuy0iftsjf++998ZHP/rR+M1vfhN/8id/Env37o2LL744fvjDH9qjHAAAgKKQSZIkSbuIydTd3R1VVVXR1dUVM2fOTLscAAAAitxYcuiYVl8HAAAAckcoBwAAgJQI5QAAAJASoRwAAABSIpQDAABASoRyAAAASIlQDgAAACmZlnYBTJ22jp7YsacvFs+eHrXV09MuBwAAoOQJ5SVgX9/BWN28JVpaOwbaGupqoqmxPqoqy1OsDAAAoLQZvl4CVjdviY3bOrPaNm7rjFXNm1OqCIC0tHX0xLqtu6K9szftUgCA0FNe9No6erJ6yPsdSZJoae2I9s5eQ9kBSoBRUwCQn/SUF7kde/qGPb59t54SgFJg1BQA5CehvMgtmlU57PHFs/WSAxS7/lFTR5Ikq/3YUVMAQDqE8iJ3Vs1p0VBXE2WZTFZ7WSYTDXU1hq4DlACjpgAgfwnlJaCpsT6WLanOalu2pDqaGutTqgiAqWTUFADkLwu9lYCqyvJYu3JptHf2xvbdvfYpBygx/aOmNm7rzBrCXpbJxLIl1X4nAECK9JSXkNrq6bH83Dn++AIoQUZNAUB+0lMOACXAqCkAyE9COQCUkNpqYRwA8onh6wAAAJASoRwAAABSIpQDAABASoRyAAAASIlQDgAAACkRygEAACAlQjkAAACkRCgHAACAlAjlAAAAkBKhHAAAAFIilAMAAEBKhHIAAABIybS0CwCAkbR19MSOPX2xePb0qK2ennY5AAA5I5QDkLf29R2M1c1boqW1Y6Ctoa4mmhrro6qyPMXKAAByw/B1APLW6uYtsXFbZ1bbxm2dsap5c0oVAQDkllAOQF5q6+iJltaOOJIkWe1HkiRaWjuivbM3pcoAAHJHKAfIA20dPbFu6y5B8xg79vQNe3z7bt8rAKDwmVMOkCJzpoe2aFblsMcXz7bgGwBQ+PSUA6TInOmhnVVzWjTU1URZJpPVXpbJRENdjVXYAYCiIJQDpMSc6ZE1NdbHsiXVWW3LllRHU2N9ShUBAOSW4esAKRnNnOlS7w2uqiyPtSuXRntnb2zf3WufcgCg6AjlAKPU1tETO/b05SwYmjM9erXVwjgAUJyEcoARTNZibP1zpjdu68wawl6WycSyJdVCKABACTCnHGAEk7kYmznTAAClTU85wDD6F2M73rGLsU2kR9ucaQCA0iaUAwxjqhZjM2caAKA0Gb4OMAyLsQEAMJmEcoBh9C/GVpbJZLWXZTLRUFejdxsAgAkRyhmTto6eWLd1V7R39qZdClPENbcYGwAAk8ecckZlsraEIn+55r9jMTYAACaLnnJGZTK3hCI/ueYnqq2eHsvPnSOQAwCQM0I5I+rfEupIkmS1H7slFMXFNQcAgKkhlDOi0WwJRXFxzUubdQQAAKaOOeWMyJZQpcc1L03WEQAAmHp6yhmRLaFKj2temqwjAAAw9YRyRsWWUKXHNS8t1hEAAEiH4euMSlVledz15vPiH9v3RCYiLj5rtt7SImcbsNIymnUEXH8AgNwTyhmReaalrbY6P8N4W0dP7NjT52ZBjlhHAAAgHUI5IxpununalUtTqqqwjTdQCqLFf5MorWvcv47Axm2dWUPYyzKZWLakumR/3gAAJptQzrD655ke79h5pv5YH73xBspiD6JjUQw3iQYL3vlwjZsa62NV8+asGqwjAAAwuYRyhmWeaW6NN1AWQxDNhUK/STRc8M6Ha2wdAQCAqWf1dYaVL/NM2zp6Yt3WXQW9AvR4V7e2KvbvjOYmUT4bKnivvG9TXl3j2urpsfzcOQI5AMAU0FPOsNKeZ5oPQ3pzZbyjDiZrtEIhzk/Pl5tE4zFcL/+TO/YO+1gjUgAAipeeckaU5n7Vww3pLTTjDZS5DqL7+g7GTfc8EVd9aUO8a82mWP7F9XHTPU9EV9+hMT1PGvpvEpVlMlntZZlMNNTV5HVwHenmynDy+WYDAAATI5Qzov55putuvzLWvOuiWHf7lbF25dJJ76kutmHb4w2UuQ6ihX6jI82bRBMx0s2VixafXpA3GwAAmBihnFGb6nmmhT5/eDDjDZS5CqLFcKMjrZtEEzXSzZW/uemigrzZAADAxJhTTt4q5PnDQxnv6ta5WhW7mFbTr60unLnw/YbbcszK5wAApUkoJ2+lvcjcZBpvoJxoEC3GGx2FZDTBuxBvNgAAMH6Gr5PXCnX+cL4q5IXSioktxwAA6JdJkuMmlxaZ7u7uqKqqiq6urpg5c2ba5TBOhvTmTlffoROGUBfqNnMAAJCPxpJDhXIoUW50AADA5BhLDjWnHEqUucsAAJA+c8oBAAAgJUI5AAAApMTwdQpWW0dP7NjTZ040AABQsIRyCs6+voOxunmL1cMBAICCZ/g6BWd185bYuK0zq23jts5Y1bw5pYoAAADGRyinoLR19ERLa0ccOW4nvyNJEi2tHdHe2ZtSZQAAAGMnlFNQduzpG/b49t1COQAAUDjMKaegLJpVOezxxbMt+DZeFs4DAICpJ5TnEaFoZGfVnBYNdTWxcVtn1hD2skwmli2p9n0bBwvnAQBAejJJctzk3CLT3d0dVVVV0dXVFTNnzky7nEEJRWPT1XcoVjVv9v3KkZvueWLImxxrVy5NsTIAAChMY8mhesrzwHCriQtFJ6qqLI+1K5dGe2dvbN/da2TBBPQvnHe8YxfO870FAIDJI5SnTCgav9pqYXyiRrNwnu8xAABMHquvp8xq4tnaOnpi3dZdtjabIhbOAwCAdOkpT5lQ9Fvm1afDwnkAAJAuPeUp6w9FZZlMVntZJhMNdTUlE4qGm1efllLptW9qrI9lS6qz2pYtqY6mxvqUKpo8pXJNi5FrBwAUKz3leaCpsf6E1cSLNRQNZizz6qdi27hS67UvhYXzSu2aFhPXDgAodrZEyyPFHIqGs27rrnjXmk1DHl/zrouifuHLpuwPc1uEFR/XtHC5dgBAIRpLDjV8PY/UVk+P5efOKalAHjG6efVTNby9v9f+yHH3qo7ttaewuKaFy7UDAEqBUE7qzqo5LWaeMvhMitMryyP5/3+AT8Uf5lbDLz6uaeFy7QCAUiCUk6p9fQfjj/7qseh+6fCgx/f2HYon2vcM+xy5/MPcaviTb6oX7HJNC5drBwCUAgu95ZmpWMgsn6xu3hJP7dg77DkjLXqQyz/MbRE2edJasMs1LVyuHQBQCvSU54l9fQfjpnueiKu+tCHetWZTLP/i+rjpnieiq+9Q2qVNmv75okdHSN2XnDV7SreNK6UtwqZSmtveuaaFy7UDAIpdXq++ftddd8WnPvWprLa5c+fGzp07R/0chbL6eimuMDzSqusnRcTldTWxduXS6Oo7dMK2cZPdyzpVq+GXwuiIto6euOpLG4Y8vu72K6fkay/VHQ6KgWsHABSSseTQvB++/spXvjIeffTRgc/LyspSrGZyjGWf7mIy0nzRVy86faA3LI29tGurJ/c1Smn/5dEs2DUVP+OTfU2ZPK4dAFCs8n74+rRp02LevHkDHzU1NWmXlHOlusJw/3zR44eln5SJuGjx6fG/3n/ZCeG0mLaNS3M491SzYBcAAAwu70N5a2trLFiwIGpra+OGG26Itra2Yc8/cOBAdHd3Z33ku1IOLIPNF718SU38zU0XpVTR6Ex0BfFS2395qBswk7UuAAAAFIq8Hr5+8cUXx9q1a+Occ86JX//61/HpT386Lrvssnj22Wdj9uzZgz7m7rvvPmEeer4r5RWG0xiWPhG5GnKeL8O5p1JTY/0J6wJYsAsAgFKX1wu9Ha+3tzfOPvvs+OhHPxq33XbboOccOHAgDhw4MPB5d3d3LFy4MO8XektjITPGLlcL8uXLwmdpKJQbMAAAMF5FtdDbsaZPnx4XXHBBtLa2DnlORUVFVFRUTGFVuVFoPcalKJcL8pXy6AgLdgEAwO/k/ZzyYx04cCCee+65mD9/ftqlTJpiWsis2OR6QT77LwMAAHndU3777bfHm970pjjzzDNj165d8elPfzq6u7vj5ptvTrs0SlCuF+QzOgIAAMjrUP5v//Zv0djYGJ2dnVFTUxOXXHJJPP7447Fo0aK0SysabR09sWNPn0A4CpM15NxwbgAAKF0FtdDbeIxlgn0pydUq4qUmHxfkc2MFAADyy1hyqFBeonK1inipyoch526sAABAfhpLDi2ohd7Ijf5VxI8cdz/m2FXEGV4+LMi3unlLbNzWmdW2cVtnrGrenFJFAADAWAnlJSjXq4gz9dxYAQCA4iCUl6BcryLO6LR19MS6rbtyEpjdWAEAgOKQ16uvMzkmaxVxTtTW0RP/8kJ33PfY9ti0Y+9A+2Bzv8eyYJsbKwAAUByE8hIwWNhraqw/YRXxZUuqo6mxPq0yi8pgi7Adq3/u99qVS8e1YFvaN1as+A4AALlh9fUiNpqwlw+riBejwVa3H8y626+MO//h2XGthJ/G9mxWfAcAgJHZEu0YpRzKbXuWjraOnrjqSxtGde7d118QH3/gmSGPr7v9yhFvlkzljRU/UwAAMDJbomF17hSNtAjbsTIjHB/Ngm0jbc+WqwXm/EwBAEDumVNepEazOrfh6pNjpEXYIn7Xu7y0dtaw501kwbZcDzX3MwUAALmnp7xIWZ07Hf0LoF206PQoywzdD96/qF7/gm3Hn1uWyURDXc2EQu7q5i2xcVtnVlv/AnPj4WcKAAByT095kUp7de5SM1iv9OmV5bG379DA5xctPj1uvmxxvHJBVdb3fzJWwu8fan68Y4eaj/VnoFB+pqwMDwBAIRHKi5htz4aW6+A2WK90928Ox0WLT48/Wb5k2NepqiyPtSuX5nTBtskaap7PP1NWhgcAoBAJ5UVsMsJeoZuM4DZcr/Sm7XsH/b4PdlOgtjp312eyhprn88/UcMP1rQwPAEC+EsrzzGQMvc1l2Ct0kxHcxtIrPVW9uZM91DzffqYmY7g+AABMBQu95Yl9fQfjpnueiKu+tCHetWZTLP/i+rjpniei65g5yUzMZG3pNZZe6Vwvvjacpsb6WLakOqstX4aa59pobowAAEA+0lOeJwy9nXyTNc96tL3SU92bm89DzXPNyvAAABQqPeV5YLJ6cMk2mcFtNL3SafXm1lZPj+XnzinaQB4Rk7q1HAAATCY95XlgsnpwC12u59dP5jzr0fRK682dXPm8MjwAAAxFKM8Dwlq2yVwMbbKD23ALoBXKPt+FqpSG6wMAUDwySXLcmOki093dHVVVVdHV1RUzZ85Mu5wh3XTPE0OGtbHMKZ+M1dunWq6+F8NJK7h19R064aaAvbQBAKC4jCWHCuV5YqJhbaq22ppsbR09cdWXNgx5fN3tVxbszYZj6c0FAIDiNZYcavh6npjo0NtiWb29VObX59s+3wAAQDqE8jwznrA23q228nGou/n1AABAKRHKi8BYe5fzeah7IS2Glo83NQAAgMJin/IiMNbe5eGGuueD0ez5naZ9fQfjpnueiKu+tCHetWZTLP/i+rjpnieiq+9Q2qUBAAAFRk95ERhL7/JIQ91bfrErjiSRau9vvm9tVSzz9wEAgPQJ5UVitPtvjzTU/aa/3TTw77SHtOfjYmjjnb8PAAAwGKG8SIy2d3mkoe7H+mlrR857fwt9HnaprA4PAABMDaG8yIzUu3xWzWlx0eLT46kde+PoCDvUH42IltaO+Pm/7YvfO+NlE6ornxeXGwurwwMAALlkobcS0r9A2abtIwfyY/3Zg89M+LXzfXG50eqfv1+WyWS1l2Uy0VBXo5ccAAAYE6G8hAwWjE+KiAv+w8xhH/fP/94d7Z29437d/nnYxy5CF5E9D7uQ5Pvq8AAAQOEwfL1EDLVA2dGIeObfu6NuzvRo3TV0OJ7IXOlim4ed76vDAwAAhUNPeYkYKRg3Ll007PGJzJUu1nnYtdXTY/m5cwRyAABg3ITyEjFSMF7+8jnRUFcTJ2VPlc7JXGnzsAEAAAYnlOeZto6eWLd1V87nWY8mGDc11sflS2qyjudqrrR52AAAACfKJEkyhnW4C093d3dUVVVFV1dXzJw5/IJmaZqKLcO6+g7FqubNI77GZM6VNg8bAAAodmPJoUJ5nrjpnidi47bOrBXKyzKZWLakOtauXJrT1xKMAQAAJs9YcqjV1/PAUCujH7tlWC7Dc221MA4AAJAPzCnPA6PZMgwAAIDiI5TngWLdMgwAAIDhCeV5wJZhAAAApUkozxOlumXYZG0BBwAAUAgs9JYnqirLY+3KpXm1MnpbR0/s2NM3KbVMxRZwAAAA+c6WaJxgKgLzVG4BBwAAMJXGkkMNX+cEq5u3xMZtnVltG7d1xqrmzTl5/v4t4I4cdz/o2C3gAAAASoFQTpapCMy2gAMAAPgtoZwsUxGYbQEHAADwW0I5WaYiMNsCDgAA4LeEcrJMVWAu1S3gAAAAjmX1dU7Q1XcoVjVvnpLtyvJpCzgAAIBcGEsOFcrz1GTuET5aAjMAAMDYjSWHTpuimhilse4RPpnhvbZaGAcAAJhMQnmeGW6P8LUrlw60jTW8AwAAkH8s9JZHxrJH+HDhHQAAgMIglOeR0e4RPpbwPlZtHT2xbuuugec4/vOh2gAAABg7w9fzyGj3CB9NeB/rXPDBhsOfXlkee/sODXx+2dmzI0kifta2e6DNkHkAAIDx01OeR0a7R/how/tYDDYc/thAHhHx2C93ZwXyCEPmAQAAJkIozzNNjfWxbEl1VtuyJdXR1Fg/aa851HD40cjFkHkAAIBSZfh6nqmqLI+1K5cOu0d4roevj/R8ozGeIfMAAAClTijPU8PtEZ7r4esjPd9ojGfIPAAAQKkzfL0AjXbu+USfbzTG+5oAAAAI5QUr13PPB3u+049bUf2ys2fHpWfNztlrAgAAlLpMkoxjda8C0t3dHVVVVdHV1RUzZ85Mu5ycG27ueS6eb7Dnz/VrAgAAFJOx5FChnLzR1tETO/b0CfsAAEBBG0sOtdAbqdvXdzBWN2+JltaOgbaGuppoaqyPquOG0AMAABQTc8pJ3ermLbFxW2dW28ZtnbGqeXNKFQEAAEwNoZycaevoiXVbd0V7Z++YHtPS2hFHjptFcSRJoqW1Y0zPBQAAUGgMX2fCJjL8fMeevmGPb9/da345AABQtPSUM2ETGX6+aFblsMcXzxbIAQCA4iWUMyETHX5+Vs1p0VBXE2WZTFZ7WSYTDXU1eskBAICiJpQzIaMZfj6Spsb6WLakOqtt2ZLqaGqsn1BtAAAA+c6cciYkF8PPqyrLY+3KpdHe2Rvbd/fm1T7l9k4HAAAmk1BeIvrDZVkm4kgSOQuZ/cPPN27rzBrCXpbJxLIl1WN6jdrq/Am+9k4HAACmQiZJjpsMXGS6u7ujqqoqurq6YubMmWmXM+UGC5f9chUyu/oOxcr7NsWTO/bm/LnTctM9Twx5o2HtyqUpVgYAAOS7seRQc8qL3GAro/cb7Qrpw9nXdzBWNW/OCuQXLT69oAO5vdMBAICpIpQXsaHCZb9chMzBQv/TO/ZNOOynKReL1wEAAIyGUF7ERgqX/cYbMou1R9ne6QAAwFQRyovYSOGy33hDZrH2KNs7HQAAmCpCeREbKlz26w+ZSZLEuq27xtyzXcw9yvZOBwAApoLV14tcV9+hWNW8edDV1y87e3YkScTP2nYPtI111fRcr1Keb/uC5+Pe6QAAQH4bSw4VyovU8eG2P1xOOykTh48msXj29LjzH56dcKAeLPSPZzs0+4IDAADFQig/RiGH8vH0Gu/rOxjvXftkbNo+/J7hbR09cdWXNgz5POtuv3JMPcMT7VG2LzgAAFAsxpJDp01RTYzBeHuN9/UdjOVfXB97+w5ltW/c1hGrmjdnhdvRLNI2lnBdWz3+4d39q7gf79hV3A0dBwAAipGF3vLQYHt/b9zWOeLe3++578kTAnlExJEkTtiibKRF2n7d9dKUbWlWrKu4AwAAjEQozzPj3fu7raMnntyxd9Bj/Y4NtyOtzH7HA8/E8i+uj5vueSK6Bgn6uVTMq7gDAAAMRyjPM+PtNR7pcREnhtvBtv063mh66CfKvuAAAECpEsrzzHh7jUd63EWLTz8h3FZVlsfalUtj3e1Xxt3XXzDo40bqoc8V+4IDAAClyEJveaa/13iolciH6jXuf9xPWzvi6HHHTq8sj7+56aIhX7O2evqI87bHuvDbWPXfIBjNKu75tpc5AADAeAnleaipsf6Evb9H02s82OMuWnR6/M3NF42413e+zOsebhV3e5kDAADFxj7leezYXuMkSUbdOzzePcPzfa/wfK8PAAAgwj7lRaO2enqcXlk+5t7hoXqbRxr2Pd4e+qlgL/PJZ1oAAABMPaE8zw23Z/loe4dHO+x7LPO6p9poVqXPl1oLjWkBAACQHquv57Hx7ll+vOGC/WBqq6fH8nPn5FXIzZc578VorD8fAABA7hREKP/6178etbW1ccopp8SrX/3q+MlPfpJ2SVNivHuWHytXwT5t9jKfHMXy8wEAAIUq70P53//938eHPvSh+MQnPhGbN2+O1772tXHNNdfEr371q7RLm3S56B3ORbDPF/Yyz71i+vkAAIBClPdzyr/85S/HypUr4z3veU9ERHzlK1+Jhx9+OL7xjW/E3XffnXJ1k2u8e5Yfq5iGfefznPdCVUw/HwAAUIjyuqf84MGD8dRTT8WKFSuy2lesWBGPPfbYoI85cOBAdHd3Z30Uson2DhfjsO98nPNeqIrx5wMAAApJXveUd3Z2xpEjR2Lu3LlZ7XPnzo2dO3cO+pi77747PvWpT01FeVMiF73D+bzVGenz8wEAAOnJ61DeL3NcL16SJCe09fv4xz8et91228Dn3d3dsXDhwkmtbyoMtff4aBj2zXD8fAAAQHryOpRXV1dHWVnZCb3iu3btOqH3vF9FRUVUVFRMRXkFZyLBnuLn5wMAAKZeXs8pP/nkk+PVr351PPLII1ntjzzySFx22WUpVQUAAAC5kdc95RERt912W9x4443xmte8Ji699NL45je/Gb/61a/ij//4j9MuDQAAACYk70P529/+9ti9e3f8xV/8Rbz44otx/vnnx/e///1YtGhR2qUBAADAhGSS5JgNsItQd3d3VFVVRVdXV8ycOTPtcgAAAChyY8mheT2nHAAAAIqZUA4AAAApEcoBAAAgJUI5AAAApCTvV1/nt9o6emLHnr5YPHt61FZPT7scAAAAckAoz3P7+g7G6uYt0dLaMdDWUFcTTY31UVVZnmJlAAAATJTh63ludfOW2LitM6tt47bOWNW8OaWKAAAAyBWhPI+1dfRES2tHHDluK/kjSRItrR3R3tmbUmUAAADkglCex3bs6Rv2+PbdQjkAAEAhE8rz2KJZlcMeXzzbgm8AAACFTCjPY2fVnBYNdTVRlslktZdlMtFQV2MVdgAAgAInlOe5psb6WLakOqtt2ZLqaGqsT6kiAAAAcsWWaHmuqrI81q5cGu2dvbF9d699ygEAAIqIUF4gaquFcQAAgGIjlBegto6e2LGnT685AABAgRPKC8i+voOxunlLtLR2DLQ11NVEU2N9VFWWp1gZAAAA42GhtwKyunlLbNzWmdW2cVtnrGrenFJFAAAATIRQXiDaOnqipbUjjiRJVvuRJImW1o5o7+xNqTIAAADGSygvEDv29A17fPvu4gjlbR09sW7rLjcZAACAkmBOeYFYNKty2OOLZxf2gm/mywMAAKVIT3mBOKvmtGioq4myTCarvSyTiYa6moJfhd18eQAAoBQJ5QWkqbE+li2pzmpbtqQ6mhrrU6ooN8yXBwAASpXh6wWkqrI81q5cGu2dvbF9d2/R7FM+mvnyxfB1AgAAHE8oL0C11cURxvsV+3x5AACAoRi+TuqKfb48AADAUIRy8kKxzpcHAAAYjuHr5IVinS8PAAAwHKGcvFJs8+UBAACGY/g6AAAApEQoBwAAgJQI5QAAAJASoRwAAABSIpQDAABASoRyAAAASIlQDgAAACkRygEAACAlQjkAAACkRCgHAACAlAjlAAAAkBKhHAAAAFIilAMAAEBKhHIAAABIiVAOAAAAKRHKAQAAICVCOQAAAKRkWtoF8FttHT2xY09fLJ49PWqrp6ddDgAAAFNAKE/Zvr6Dsbp5S7S0dgy0NdTVRFNjfVRVlqdYGQAAAJPN8PWUrW7eEhu3dWa1bdzWGauaN6dUEQAAAFNFKE9RW0dPtLR2xJEkyWo/kiTR0toR7Z29KVUGAADAVBDKU7RjT9+wx7fvFsoBAACKmVCeokWzKoc9vni2Bd8AAACKmVCeorNqTouGupooy2Sy2ssymWioq7EKOwAAQJETylPW1Fgfy5ZUZ7UtW1IdTY31KVUEAADAVLElWsqqKstj7cql0d7ZG9t399qnHAAAoIQI5XmitloYBwAAKDWGrwMAAEBKhHIAAABIiVAOAAAAKRHKAQAAICVCOQAAAKREKAcAAICUCOUAAACQEqEcAAAAUiKUAwAAQEqEcgAAAEiJUA4AAAApEcoBAAAgJUI5AAAApEQoBwAAgJQI5QAAAJASoRwAAABSIpQDAABASoRyAAAASIlQDgAAACkRygEAACAlQjkAAACkZFraBUy2JEkiIqK7uzvlSgAAACgF/fmzP48Op+hD+f79+yMiYuHChSlXAgAAQCnZv39/VFVVDXtOJhlNdC9gR48ejRdeeCFmzJgRmUwm7XIG1d3dHQsXLoznn38+Zs6cmXY5TCLXunS41qXDtS4drnXpcK1Lh2tdOqb6WidJEvv3748FCxbESScNP2u86HvKTzrppDjjjDPSLmNUZs6c6T+DEuFalw7XunS41qXDtS4drnXpcK1Lx1Re65F6yPtZ6A0AAABSIpQDAABASoTyPFBRURF33nlnVFRUpF0Kk8y1Lh2udelwrUuHa106XOvS4VqXjny+1kW/0BsAAADkKz3lAAAAkBKhHAAAAFIilAMAAEBKhHIAAABIiVA+ye66667IZDJZH/PmzRv2MRs2bIhXv/rVccopp8RZZ50Vf/VXfzVF1TIRixcvPuFaZzKZuPXWWwc9f/369YOe/6//+q9TXDkjaWlpiTe96U2xYMGCyGQy8d3vfjfreJIkcdddd8WCBQvi1FNPjSuvvDKeffbZEZ/3/vvvj/POOy8qKirivPPOiwcffHCSvgJGa7hrfejQofjYxz4WF1xwQUyfPj0WLFgQN910U7zwwgvDPue999476Hv9pZdemuSvhuGM9L6+5ZZbTrhml1xyyYjP632df0a61oO9PzOZTHzhC18Y8jm9r/PT3XffHRdddFHMmDEj5syZE9ddd11s3bo16xy/s4vDSNe60H5nC+VT4JWvfGW8+OKLAx/PPPPMkOe2t7fHH/zBH8RrX/va2Lx5c/zZn/1ZrF69Ou6///4prJjx2LRpU9Z1fuSRRyIi4o/+6I+GfdzWrVuzHldXVzcV5TIGvb29ceGFF8bXvva1QY9//vOfjy9/+cvxta99LTZt2hTz5s2Lq6++Ovbv3z/kc/7sZz+Lt7/97XHjjTfGP/3TP8WNN94Yb3vb2+If//EfJ+vLYBSGu9Z9fX3x9NNPxyc/+cl4+umn44EHHohf/OIX8eY3v3nE5505c2bW+/zFF1+MU045ZTK+BEZppPd1RMQb3vCGrGv2/e9/f9jn9L7OTyNd6+Pfm3/7t38bmUwm3vrWtw77vN7X+WfDhg1x6623xuOPPx6PPPJIHD58OFasWBG9vb0D5/idXRxGutYF9zs7YVLdeeedyYUXXjjq8z/60Y8mL3/5y7Pa3ve+9yWXXHJJjitjsn3wgx9Mzj777OTo0aODHl+3bl0SEcnevXuntjAmJCKSBx98cODzo0ePJvPmzUs++9nPDrS99NJLSVVVVfJXf/VXQz7P2972tuQNb3hDVtvrX//65IYbbsh5zYzP8dd6ME888UQSEcmOHTuGPGfNmjVJVVVVbosjpwa71jfffHNy7bXXjul5vK/z32je19dee21y1VVXDXuO93Vh2LVrVxIRyYYNG5Ik8Tu7mB1/rQeTz7+z9ZRPgdbW1liwYEHU1tbGDTfcEG1tbUOe+7Of/SxWrFiR1fb6178+nnzyyTh06NBkl0qOHDx4MP7u7/4u3v3ud0cmkxn23Pr6+pg/f3687nWvi3Xr1k1RheRKe3t77Ny5M+t9W1FREVdccUU89thjQz5uqPf6cI8h/3R1dUUmk4mXvexlw57X09MTixYtijPOOCPe+MY3xubNm6emQCZk/fr1MWfOnDjnnHPive99b+zatWvY872vC9+vf/3reOihh2LlypUjnut9nf+6uroiImLWrFkR4Xd2MTv+Wg91Tr7+zhbKJ9nFF18ca9eujYcffji+9a1vxc6dO+Oyyy6L3bt3D3r+zp07Y+7cuVltc+fOjcOHD0dnZ+dUlEwOfPe73419+/bFLbfcMuQ58+fPj29+85tx//33xwMPPBDnnntuvO51r4uWlpapK5QJ27lzZ0TEoO/b/mNDPW6sjyG/vPTSS3HHHXfEO97xjpg5c+aQ57385S+Pe++9N773ve9Fc3NznHLKKbFs2bJobW2dwmoZq2uuuSb+5//8n/HjH/84vvSlL8WmTZviqquuigMHDgz5GO/rwnfffffFjBkz4vrrrx/2PO/r/JckSdx2221x+eWXx/nnnx8RfmcXq8Gu9fHy/Xf2tEl9duKaa64Z+PcFF1wQl156aZx99tlx3333xW233TboY47vWU2SZNB28tc999wT11xzTSxYsGDIc84999w499xzBz6/9NJL4/nnn48vfvGL0dDQMBVlkkODvW9Hes+O5zHkh0OHDsUNN9wQR48eja9//evDnnvJJZdkLRC2bNmyeNWrXhVNTU3x1a9+dbJLZZze/va3D/z7/PPPj9e85jWxaNGieOihh4YNbN7Xhe1v//Zv453vfOeI80e9r/PfBz7wgfj5z38eP/3pT0845nd2cRnuWkcUxu9sPeVTbPr06XHBBRcMebdl3rx5J9x127VrV0ybNi1mz549FSUyQTt27IhHH3003vOe94z5sZdccom77AWmfzeFwd63x99VP/5xY30M+eHQoUPxtre9Ldrb2+ORRx4Z9o77YE466aS46KKLvNcLzPz582PRokXDXjfv68L2k5/8JLZu3Tqu39/e1/ll1apV8b3vfS/WrVsXZ5xxxkC739nFZ6hr3a9QfmcL5VPswIED8dxzz8X8+fMHPX7ppZcOrNrd74c//GG85jWvifLy8qkokQlas2ZNzJkzJ/7wD/9wzI/dvHnzkD8b5Kfa2tqYN29e1vv24MGDsWHDhrjsssuGfNxQ7/XhHkP6+n+5t7a2xqOPPjqum6VJksSWLVu81wvM7t274/nnnx/2unlfF7Z77rknXv3qV8eFF1445sd6X+eHJEniAx/4QDzwwAPx4x//OGpra7OO+51dPEa61hEF9jt7ypeWKzF/+qd/mqxfvz5pa2tLHn/88eSNb3xjMmPGjGT79u1JkiTJHXfckdx4440D57e1tSWVlZXJhz/84eRf/uVfknvuuScpLy9P/vf//t9pfQmMwZEjR5Izzzwz+djHPnbCseOv9X//7/89efDBB5Nf/OIXyT//8z8nd9xxRxIRyf333z+VJTMK+/fvTzZv3pxs3rw5iYjky1/+crJ58+aB1Ts/+9nPJlVVVckDDzyQPPPMM0ljY2Myf/78pLu7e+A5brzxxuSOO+4Y+Hzjxo1JWVlZ8tnPfjZ57rnnks9+9rPJtGnTkscff3zKvz5+Z7hrfejQoeTNb35zcsYZZyRbtmxJXnzxxYGPAwcODDzH8df6rrvuSn7wgx8kv/zlL5PNmzcn73rXu5Jp06Yl//iP/5jGl8j/N9y13r9/f/Knf/qnyWOPPZa0t7cn69atSy699NLkP/yH/+B9XYBG+j88SZKkq6srqaysTL7xjW8M+hze14Xh/e9/f1JVVZWsX78+6//ovr6+gXP8zi4OI13rQvudLZRPsre//e3J/Pnzk/Ly8mTBggXJ9ddfnzz77LMDx2+++ebkiiuuyHrM+vXrk/r6+uTkk09OFi9ePOQvCPLPww8/nEREsnXr1hOOHX+tP/e5zyVnn312csoppySnn356cvnllycPPfTQFFbLaPVvX3f8x80335wkyW+3WLnzzjuTefPmJRUVFUlDQ0PyzDPPZD3HFVdcMXB+v//1v/5Xcu655ybl5eXJy1/+cjdk8sBw17q9vX3QYxGRrFu3buA5jr/WH/rQh5IzzzwzOfnkk5OamppkxYoVyWOPPTb1XxxZhrvWfX19yYoVK5KampqkvLw8OfPMM5Obb745+dWvfpX1HN7XhWGk/8OTJEn++q//Ojn11FOTffv2Dfoc3teFYaj/o9esWTNwjt/ZxWGka11ov7Mz//+LAgAAAKaYOeUAAACQEqEcAAAAUiKUAwAAQEqEcgAAAEiJUA4AAAApEcoBAAAgJUI5AAAApEQoBwBOcMstt8R1112XN88DAMVKKAeAPHPLLbdEJpOJTCYT5eXlcdZZZ8Xtt98evb29aZc2pO3bt0cmk4ktW7Zktf+P//E/4t57702lJgAoBNPSLgAAONEb3vCGWLNmTRw6dCh+8pOfxHve857o7e2Nb3zjG2mXNiZVVVVplwAAeU1POQDkoYqKipg3b14sXLgw3vGOd8Q73/nO+O53vxs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"text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -253,12 +253,12 @@ "source": [ "首先,我们将创建一个以参数θ为特征函数的代价函数\n", "$$J\\left( \\theta \\right)=\\frac{1}{2m}\\sum\\limits_{i=1}^{m}{{{\\left( {{h}_{\\theta }}\\left( {{x}^{(i)}} \\right)-{{y}^{(i)}} \\right)}^{2}}}$$\n", - "其中:\\\\[{{h}_{\\theta }}\\left( x \\right)={{\\theta }^{T}}X={{\\theta }_{0}}{{x}_{0}}+{{\\theta }_{1}}{{x}_{1}}+{{\\theta }_{2}}{{x}_{2}}+...+{{\\theta }_{n}}{{x}_{n}}\\\\] " + "其中:$$[{{h}_{\\theta }}\\left( x \\right)={{\\theta }^{T}}X={{\\theta }_{0}}{{x}_{0}}+{{\\theta }_{1}}{{x}_{1}}+{{\\theta }_{2}}{{x}_{2}}+...+{{\\theta }_{n}}{{x}_{n}}] $$" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, "metadata": { "collapsed": true }, @@ -278,7 +278,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "metadata": { "collapsed": true }, @@ -287,6 +287,90 @@ "data.insert(0, 'Ones', 1)" ] }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OnesPopulationProfit
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115.52779.1302
218.518613.6620
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" + ], + "text/plain": [ + " Ones Population Profit\n", + "0 1 6.1101 17.5920\n", + "1 1 5.5277 9.1302\n", + "2 1 8.5186 13.6620\n", + "3 1 7.0032 11.8540\n", + "4 1 5.8598 6.8233" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.head()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -296,7 +380,27 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(97, 3)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 22, "metadata": { "collapsed": true }, @@ -317,7 +421,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 23, "metadata": { "scrolled": true }, @@ -326,18 +430,18 @@ "data": { "text/html": [ "
\n", - "\n", "\n", " \n", @@ -386,7 +490,7 @@ "4 1 5.8598" ] }, - "execution_count": 8, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -397,25 +501,25 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", - "\n", "
\n", " \n", @@ -458,7 +562,7 @@ "4 6.8233" ] }, - "execution_count": 9, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -476,7 +580,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 25, "metadata": { "collapsed": true }, @@ -496,7 +600,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -505,7 +609,7 @@ "matrix([[0, 0]])" ] }, - "execution_count": 11, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -523,7 +627,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -532,7 +636,7 @@ "((97, 2), (1, 2), (97, 1))" ] }, - "execution_count": 12, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -550,7 +654,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -559,7 +663,7 @@ "32.072733877455676" ] }, - "execution_count": 13, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -573,30 +677,46 @@ "metadata": {}, "source": [ "# batch gradient decent(批量梯度下降)\n", - "$${{\\theta }_{j}}:={{\\theta }_{j}}-\\alpha \\frac{\\partial }{\\partial {{\\theta }_{j}}}J\\left( \\theta \\right)$$" + "$${{\\theta }_{j}}:={{\\theta }_{j}}-\\alpha \\frac{\\partial }{\\partial {{\\theta }_{j}}}J\\left( \\theta \\right)$$\n", + "\n", + "其中:\n", + "$$\\frac{\\partial }{\\partial {{\\theta }_{j}}}J\\left( \\theta \\right)=\\frac{\\partial }{\\partial {{\\theta }_{j}}}[\\frac{1}{2m}\\sum\\limits_{i=1}^{m}{{{\\left( {{h}_{\\theta }}\\left( {{x}^{(i)}} \\right)-{{y}^{(i)}} \\right)}^{2}}}]\\\\=\\frac{1}{m}\\sum\\limits_{i=1}^{m}[{{{\\left( {{h}_{\\theta }}\\left( {{{x}^{(i)}}} \\right)-{{y}^{(i)}} \\right)}}}\\frac{\\partial }{\\partial {{\\theta }_{j}}}{\\left( {{h}_{\\theta }}\\left( {{x}^{(i)}} \\right)-{{y}^{(i)}} \\right)}]\\\\=\\frac{1}{m}\\sum\\limits_{i=1}^{m}[{{{\\left( {{h}_{\\theta }}\\left( {{x}^{i}} \\right)-{{y}^{i}} \\right)}}}{{x}^{(i)}_{j}}]" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 29, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def gradientDescent(X, y, theta, alpha, iters):\n", + " # X是特征矩阵,y是目标变量矩阵,theta是参数矩阵,alpha是学习率,iters是迭代次数\n", + " # temp是临时矩阵,parameters是参数数量,cost是损失值\n", + " # temp是用来存储theta的临时变量\n", " temp = np.matrix(np.zeros(theta.shape))\n", - " parameters = int(theta.ravel().shape[1])\n", + " # parameters整数值是参数数量\n", + " parameters = int(theta.ravel().shape[1]) #ravel()是将多维数组降为一维\n", + " # cost是一个iters长度的数组,用来存储每次迭代的损失值\n", " cost = np.zeros(iters)\n", " \n", + " # 迭代iters次\n", " for i in range(iters):\n", + " # 计算所有训练样本的误差\n", " error = (X * theta.T) - y\n", " \n", + " # 对每个参数进行更新\n", " for j in range(parameters):\n", - " term = np.multiply(error, X[:,j])\n", - " temp[0,j] = theta[0,j] - ((alpha / len(X)) * np.sum(term))\n", - " \n", + " # 误差乘以对应特征的值得到对应参数的梯度\n", + " term = np.multiply(error, X[:,j]) # multiply是对应元素相乘(不是矩阵点积)\n", + " gradient = np.sum(term) / len(X) # 求和并除以样本数量得到整个批次的梯度\n", + " # 更新参数\n", + " temp[0,j] = theta[0,j] - alpha * gradient\n", + " \n", + " # 更新theta \n", " theta = temp\n", + " # 计算损失值\n", " cost[i] = computeCost(X, y, theta)\n", " \n", " return theta, cost" @@ -611,7 +731,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 30, "metadata": { "collapsed": true }, @@ -630,7 +750,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -639,7 +759,7 @@ "matrix([[-3.24140214, 1.1272942 ]])" ] }, - "execution_count": 16, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -658,16 +778,16 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "4.5159555030789118" + "4.515955503078914" ] }, - "execution_count": 17, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -685,14 +805,14 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { - "image/png": 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LL7/QoEEDdu3aVer1zzzzTGbOnAnA6tWr2bBhAwkJCTX9tEREREQimkK0nzVp0oRp06bR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\nkiRJGRmiJUmSpIwM0ZIkSVJGhmhJkiQpI0O0JLVYROyMiNU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"text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -700,12 +820,19 @@ } ], "source": [ + "# 得到最终的模型\n", + "# np.linspace(start, stop, num=50)返回一个等差数列,start是起始值,stop是终止值,num是数列长度\n", "x = np.linspace(data.Population.min(), data.Population.max(), 100)\n", + "# f是预测值也是一个等差数列,与x对应\n", "f = g[0, 0] + (g[0, 1] * x)\n", "\n", + "# 画出预测值\n", "fig, ax = plt.subplots(figsize=(12,8))\n", + "# plot(x, f, 'r')是画出x和f的图,'r'是红色,label是图例\n", "ax.plot(x, f, 'r', label='Prediction')\n", + "# scatter是画出散点图,data.Population是x轴,data.Profit是y轴,label是图例\n", "ax.scatter(data.Population, data.Profit, label='Traning Data')\n", + "# legend是显示图例,loc是图例位置\n", "ax.legend(loc=2)\n", "ax.set_xlabel('Population')\n", "ax.set_ylabel('Profit')\n", @@ -722,14 +849,14 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { - "image/png": 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KA3VRBmpJkiRVYaAuykAtSZKkKgzURRmoJUmSVIWBuigDtSRJkqowUBdloJYkSVIVBuqi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\n", 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", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -738,6 +865,7 @@ ], "source": [ "fig, ax = plt.subplots(figsize=(12,8))\n", + "# np.arange(iters)返回一个等差数列,从0到iters\n", "ax.plot(np.arange(iters), cost, 'r')\n", "ax.set_xlabel('Iterations')\n", "ax.set_ylabel('Cost')\n", @@ -761,25 +889,25 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", - "\n", "
\n", " \n", @@ -834,7 +962,7 @@ "4 3000 4 539900" ] }, - "execution_count": 20, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -854,25 +982,25 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", - "\n", "
\n", " \n", @@ -927,7 +1055,7 @@ "4 1.257476 1.090417 1.595389" ] }, - "execution_count": 21, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -946,7 +1074,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -955,7 +1083,7 @@ "0.13070336960771892" ] }, - "execution_count": 22, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -990,16 +1118,16 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 40, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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1qgjrA99zl12K0D1z5nND+IwZRd/xadOgt7doQZckqQMZtKVON3Fi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\nSmDQliRJkkrw/wOcUIPzigueowAAAABJRU5ErkJggg==\n", 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", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -1024,16 +1152,19 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 43, "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
LinearRegression()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], "text/plain": [ - "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)" + "LinearRegression()" ] }, - "execution_count": 25, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -1041,6 +1172,7 @@ "source": [ "from sklearn import linear_model\n", "model = linear_model.LinearRegression()\n", + "X, y = np.array(X), np.array(y)\n", "model.fit(X, y)" ] }, @@ -1053,16 +1185,23 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 48, "metadata": { "scrolled": true }, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(97,)\n" + ] + }, { "data": { - "image/png": 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dJ9Pj/LbDDjts/bqmpkabN28uew0AAACVgG2/fTZr1iw9+uijeu655yRJb7/9tp555hlN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\nNw+cMvbOgVH9O7axt6rcuj9oLgUebttvgJta+UZ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", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -1070,8 +1209,10 @@ } ], "source": [ - "x = np.array(X[:, 1].A1)\n", + "x = np.array(X[:, 1])\n", + "print(x.shape)\n", "f = model.predict(X).flatten()\n", + "# f = model.predict(X)\n", "\n", "fig, ax = plt.subplots(figsize=(12,8))\n", "ax.plot(x, f, 'r', label='Prediction')\n", @@ -1101,7 +1242,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 49, "metadata": { "collapsed": true }, @@ -1115,17 +1256,17 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "matrix([[-3.89578088],\n", - " [ 1.19303364]])" + "array([[-3.89578088],\n", + " [ 1.19303364]])" ] }, - "execution_count": 28, + "execution_count": 50, "metadata": {}, "output_type": "execute_result" } @@ -1179,7 +1320,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.8.18" } }, "nbformat": 4, diff --git a/code/ex2-logistic regression/ML-Exercise2.ipynb b/code/ex2-logistic regression/ML-Exercise2.ipynb index 568b7a7f..d1510bac 100644 --- a/code/ex2-logistic regression/ML-Exercise2.ipynb +++ b/code/ex2-logistic regression/ML-Exercise2.ipynb @@ -149,14 +149,12 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -185,9 +183,14 @@ "metadata": {}, "source": [ "# sigmoid 函数\n", - "g 代表一个常用的逻辑函数(logistic function)为S形函数(Sigmoid function),公式为: \\\\[g\\left( z \\right)=\\frac{1}{1+{{e}^{-z}}}\\\\] \n", + "g 代表一个常用的逻辑函数(logistic function)为S形函数(Sigmoid function),公式为: \n", + "\\begin{aligned}\n", + "g\\left( z \\right)=\\frac{1}{1+{{e}^{-z}}}\n", + "\\end{aligned}\n", "合起来,我们得到逻辑回归模型的假设函数: \n", - "\t\\\\[{{h}_{\\theta }}\\left( x \\right)=\\frac{1}{1+{{e}^{-{{\\theta }^{T}}X}}}\\\\] " + "\\begin{aligned}\n", + "{{h}_{\\theta }}\\left( x \\right)=\\frac{1}{1+{{e}^{-{{\\theta }^{T}}X}}}\n", + "\\end{aligned}" ] }, { @@ -214,14 +217,12 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -239,7 +240,9 @@ "source": [ "棒极了!现在,我们需要编写代价函数来评估结果。\n", "代价函数:\n", - "$J\\left( \\theta \\right)=\\frac{1}{m}\\sum\\limits_{i=1}^{m}{[-{{y}^{(i)}}\\log \\left( {{h}_{\\theta }}\\left( {{x}^{(i)}} \\right) \\right)-\\left( 1-{{y}^{(i)}} \\right)\\log \\left( 1-{{h}_{\\theta }}\\left( {{x}^{(i)}} \\right) \\right)]}$" + "\\begin{aligned}\n", + "J\\left( \\theta \\right)=\\frac{1}{m}\\sum\\limits_{i=1}^{m}{[-{{y}^{(i)}}\\log \\left( {{h}_{\\theta }}\\left( {{x}^{(i)}} \\right) \\right)-\\left( 1-{{y}^{(i)}} \\right)\\log \\left( 1-{{h}_{\\theta }}\\left( {{x}^{(i)}} \\right) \\right)]}\n", + "\\end{aligned}" ] }, { @@ -266,7 +269,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -276,7 +279,8 @@ "# set X (training data) and y (target variable)\n", "cols = data.shape[1]\n", "X = data.iloc[:,0:cols-1]\n", - "y = data.iloc[:,cols-1:cols]\n", + "# y = data.iloc[:,cols-1:cols]\n", + "y = data.iloc[:,-1:]\n", "\n", "# convert to numpy arrays and initalize the parameter array theta\n", "X = np.array(X.values)\n", @@ -293,7 +297,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -302,7 +306,7 @@ "array([0., 0., 0.])" ] }, - "execution_count": 8, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -313,7 +317,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -322,7 +326,7 @@ "((100, 3), (3,), (100, 1))" ] }, - "execution_count": 9, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -340,7 +344,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -349,7 +353,7 @@ "0.6931471805599453" ] }, - "execution_count": 10, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -371,13 +375,13 @@ "source": [ "# gradient descent(梯度下降)\n", "* 这是批量梯度下降(batch gradient descent) \n", - "* 转化为向量化计算: $\\frac{1}{m} X^T( Sigmoid(X\\theta) - y )$\n", + "* 转化为向量化计算: $\\frac{\\partial J\\left( \\theta \\right)}{\\partial {{\\theta }}}=\\frac{1}{m} ·X^T( Sigmoid(X\\theta^{T}) - y )$ ,其中$\\frac{\\partial J\\left( \\theta \\right)}{\\partial {{\\theta }}}$的shape=(n,1)\n", "$$\\frac{\\partial J\\left( \\theta \\right)}{\\partial {{\\theta }_{j}}}=\\frac{1}{m}\\sum\\limits_{i=1}^{m}{({{h}_{\\theta }}\\left( {{x}^{(i)}} \\right)-{{y}^{(i)}})x_{_{j}}^{(i)}}$$" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -389,15 +393,39 @@ " parameters = int(theta.ravel().shape[1])\n", " grad = np.zeros(parameters)\n", " \n", - " error = sigmoid(X * theta.T) - y\n", + " error = sigmoid(X * theta.T) - y # shape (m, 1)\n", " \n", - " for i in range(parameters):\n", - " term = np.multiply(error, X[:,i])\n", - " grad[i] = np.sum(term) / len(X)\n", + " for j in range(parameters):\n", + " term = np.multiply(error, X[:,j]) # shape (m, 1)\n", + " grad[j] = np.sum(term) / len(X)\n", " \n", " return grad" ] }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "def gradient(theta, X, y):\n", + " theta = np.matrix(theta)\n", + " X = np.matrix(X)\n", + " y = np.matrix(y)\n", + " \n", + " parameters = int(theta.ravel().shape[1])\n", + " grad = np.zeros(parameters)\n", + " \n", + " error = sigmoid(X * theta.T) - y # shape (m, 1)\n", + " grad = X.T @ error / len(X) # shape (n, 1)\n", + " \n", + " # for i in range(parameters):\n", + " # term = np.multiply(error, X[:,i])\n", + " # grad[i] = np.sum(term) / len(X)\n", + " \n", + " return np.array(grad).ravel()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -414,22 +442,22 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([ -0.1 , -12.00921659, -11.26284221])" + "(3,)" ] }, - "execution_count": 12, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "gradient(theta, X, y)" + "gradient(theta, X, y).shape" ] }, { @@ -441,16 +469,16 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(array([-25.16131863, 0.20623159, 0.20147149]), 36, 0)" + "(array([-25.1613186 , 0.20623159, 0.20147149]), 36, 0)" ] }, - "execution_count": 13, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -470,20 +498,9 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.20349770158947458" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "cost(result[0], X, y)" ] @@ -494,7 +511,7 @@ "source": [ "接下来,我们需要编写一个函数,用我们所学的参数theta来为数据集X输出预测。然后,我们可以使用这个函数来给我们的分类器的训练精度打分。\n", "逻辑回归模型的假设函数: \n", - "\t\\\\[{{h}_{\\theta }}\\left( x \\right)=\\frac{1}{1+{{e}^{-{{\\theta }^{T}}X}}}\\\\] \n", + "\t$${{h}_{\\theta }}\\left( x \\right)=\\frac{1}{1+{{e}^{-{{\\theta }^{T}}X}}}$$ \n", "当${{h}_{\\theta }}$大于等于0.5时,预测 y=1\n", "\n", "当${{h}_{\\theta }}$小于0.5时,预测 y=0 。" @@ -502,34 +519,190 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ - "def predict(theta, X):\n", - " probability = sigmoid(X * theta.T)\n", - " return [1 if x >= 0.5 else 0 for x in probability]" + "def predict(theta:np.matrix, X:np.matrix) -> list:\n", + " probability = sigmoid(X * theta.T) # 此处因为都是np.matrix,所以是矩阵乘法;如果是np.array,应该是@\n", + " return [1 if prob >= 0.5 else 0 for prob in probability]" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "accuracy = 89%\n" + "[1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1]\n", + "accuracy = 89.0%\n" ] } ], "source": [ "theta_min = np.matrix(result[0])\n", "predictions = predict(theta_min, X)\n", - "correct = [1 if ((a == 1 and b == 1) or (a == 0 and b == 0)) else 0 for (a, b) in zip(predictions, y)]\n", - "accuracy = (sum(map(int, correct)) % len(correct))\n", - "print ('accuracy = {0}%'.format(accuracy))" + "# correct = [1 if ((a == 1 and b == 1) or (a == 0 and b == 0)) else 0 for (a, b) in zip(predictions, y)]\n", + "correct = [1 if a == b else 0 for (a, b) in zip(predictions, y)]\n", + "print(correct)\n", + "accuracy = sum(correct) / len(correct)\n", + "print ('accuracy = {0}%'.format(accuracy*100))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "让我们看一下梯度下降得到参数的预测效果" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.471752006057866\n", + "0.6987005026535708\n", + "0.6980956913334978\n", + "0.6974921033258746\n", + "0.6968895272281932\n", + "0.6962879617256119\n", + "0.6956874055015793\n", + "0.6950878572378387\n", + "0.6944893156144468\n", + "0.6938917793097952\n", + "0.6932952470006252\n", + "0.692699717362052\n", + "0.6921051890675798\n", + "0.691511660789123\n", + "0.6909191311970246\n", + "0.6903275989600755\n", + "0.6897370627455323\n", + "0.6891475212191377\n", + "0.6885589730451395\n", + "0.6879714168863081\n", + "0.6873848514039567\n", + "0.6867992752579596\n", + "0.6862146871067708\n", + "0.6856310856074438\n", + "0.6850484694156489\n", + "0.6844668371856929\n", + "0.6838861875705378\n", + "0.6833065192218193\n", + "0.6827278307898651\n", + "0.6821501209237141\n", + "0.6815733882711343\n", + "0.6809976314786426\n", + "0.6804228491915212\n", + "0.6798490400538381\n", + "0.6792762027084649\n", + "0.6787043357970943\n", + "0.6781334379602599\n", + "0.6775635078373533\n", + "0.6769945440666431\n", + "0.6764265452852932\n", + "0.6758595101293807\n", + "0.6752934372339132\n", + "0.6747283252328498\n", + "0.6741641727591157\n", + "0.6736009784446224\n", + "0.6730387409202847\n", + "0.6724774588160402\n", + "0.671917130760865\n", + "0.6713577553827933\n", + "0.6707993313089347\n", + "0.6702418571654918\n", + "0.6696853315777785\n", + "0.6691297531702368\n", + "0.6685751205664556\n", + "0.6680214323891879\n", + "0.6674686872603677\n", + "0.6669168838011282\n", + "0.6663660206318197\n", + "0.6658160963720263\n", + "0.6652671096405833\n", + "0.6647190590555953\n", + "0.6641719432344526\n", + "0.6636257607938493\n", + "0.6630805103497991\n", + "0.662536190517655\n", + "0.6619927999121238\n", + "0.6614503371472845\n", + "0.660908800836605\n", + "0.6603681895929594\n", + "0.6598285020286443\n", + "0.659289736755396\n", + "0.6587518923844076\n", + "0.6582149675263453\n", + "0.6576789607913657\n", + "0.657143870789131\n", + "0.6566096961288277\n", + "0.6560764354191819\n", + "0.6555440872684758\n", + "0.6550126502845645\n", + "0.6544821230748922\n", + "0.6539525042465086\n", + "0.6534237924060855\n", + "0.6528959861599323\n", + "0.6523690841140127\n", + "0.6518430848739611\n", + "0.6513179870450975\n", + "0.6507937892324456\n", + "0.6502704900407461\n", + "0.6497480880744751\n", + "0.649226581937858\n", + "0.6487059702348864\n", + "0.6481862515693336\n", + "0.6476674245447706\n", + "0.6471494877645803\n", + "0.6466324398319749\n", + "0.6461162793500105\n", + "0.6456010049216028\n", + "0.6450866151495416\n", + "0.6445731086365073\n", + "0.6440604839850859\n" + ] + } + ], + "source": [ + "lr = 0.001\n", + "epoch = 10000\n", + "theta_for_grad = np.matrix(np.random.random(3,))\n", + "for e in range(epoch):\n", + " theta_for_grad = theta_for_grad - lr * np.matrix(gradient(theta_for_grad, X, y))\n", + " if e % 100 == 0:\n", + " print(cost(theta_for_grad, X, y))" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0, 0, 0, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1]\n", + "accuracy = 60.0%\n" + ] + } + ], + "source": [ + "# theta_min = np.matrix(result[0])\n", + "predictions = predict(theta_for_grad, X)\n", + "# correct = [1 if ((a == 1 and b == 1) or (a == 0 and b == 0)) else 0 for (a, b) in zip(predictions, y)]\n", + "correct = [1 if a == b else 0 for (a, b) in zip(predictions, y)]\n", + "print(correct)\n", + "accuracy = sum(correct) / len(correct)\n", + "print ('accuracy = {0}%'.format(accuracy*100))" ] }, { @@ -569,7 +742,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 74, "metadata": {}, "outputs": [ { @@ -642,7 +815,7 @@ "4 -0.513250 0.46564 1" ] }, - "execution_count": 17, + "execution_count": 74, "metadata": {}, "output_type": "execute_result" } @@ -655,19 +828,17 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 75, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -693,7 +864,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 76, "metadata": {}, "outputs": [ { @@ -827,7 +998,7 @@ "4 0.069393 -0.062956 0.057116 -0.051818 " ] }, - "execution_count": 19, + "execution_count": 76, "metadata": {}, "output_type": "execute_result" } @@ -866,17 +1037,17 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 77, "metadata": {}, "outputs": [], "source": [ - "def costReg(theta, X, y, learningRate):\n", + "def costReg(theta, X, y, lamda):\n", " theta = np.matrix(theta)\n", " X = np.matrix(X)\n", " y = np.matrix(y)\n", " first = np.multiply(-y, np.log(sigmoid(X * theta.T)))\n", " second = np.multiply((1 - y), np.log(1 - sigmoid(X * theta.T)))\n", - " reg = (learningRate / (2 * len(X))) * np.sum(np.power(theta[:,1:theta.shape[1]], 2))\n", + " reg = (lamda / (2 * len(X))) * np.sum(np.power(theta[:,1:theta.shape[1]], 2))\n", " return np.sum(first - second) / len(X) + reg" ] }, @@ -884,7 +1055,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "请注意等式中的\"reg\" 项。还注意到另外的一个“学习率”参数。这是一种超参数,用来控制正则化项。现在我们需要添加正则化梯度函数:" + "请注意等式中的\"reg\" 项。还注意到另外的一个“lamda”参数。这是一种超参数,用来控制正则化项。现在我们需要添加正则化梯度函数:" ] }, { @@ -894,8 +1065,8 @@ "如果我们要使用梯度下降法令这个代价函数最小化,因为我们未对${{\\theta }_{0}}$ 进行正则化,所以梯度下降算法将分两种情形:\n", "\\begin{align}\n", " & Repeat\\text{ }until\\text{ }convergence\\text{ }\\!\\!\\{\\!\\!\\text{ } \\\\ \n", - " & \\text{ }{{\\theta }_{0}}:={{\\theta }_{0}}-a\\frac{1}{m}\\sum\\limits_{i=1}^{m}{[{{h}_{\\theta }}\\left( {{x}^{(i)}} \\right)-{{y}^{(i)}}]x_{_{0}}^{(i)}} \\\\ \n", - " & \\text{ }{{\\theta }_{j}}:={{\\theta }_{j}}-a\\frac{1}{m}\\sum\\limits_{i=1}^{m}{[{{h}_{\\theta }}\\left( {{x}^{(i)}} \\right)-{{y}^{(i)}}]x_{j}^{(i)}}+\\frac{\\lambda }{m}{{\\theta }_{j}} \\\\ \n", + " & \\text{ }{{\\theta }_{0}}:={{\\theta }_{0}}-\\alpha\\frac{1}{m}\\sum\\limits_{i=1}^{m}{[{{h}_{\\theta }}\\left( {{x}^{(i)}} \\right)-{{y}^{(i)}}]x_{_{0}}^{(i)}} \\\\ \n", + " & \\text{ }{{\\theta }_{j}}:={{\\theta }_{j}}-\\alpha\\{\\frac{1}{m}\\sum\\limits_{i=1}^{m}{[{{h}_{\\theta }}\\left( {{x}^{(i)}} \\right)-{{y}^{(i)}}]x_{j}^{(i)}}+\\frac{\\lambda }{m}{{\\theta }_{j}}\\} \\\\ \n", " & \\text{ }\\!\\!\\}\\!\\!\\text{ } \\\\ \n", " & Repeat \\\\ \n", "\\end{align}\n", @@ -906,11 +1077,11 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 98, "metadata": {}, "outputs": [], "source": [ - "def gradientReg(theta, X, y, learningRate):\n", + "def gradientReg(theta, X, y, lamda):\n", " theta = np.matrix(theta)\n", " X = np.matrix(X)\n", " y = np.matrix(y)\n", @@ -918,15 +1089,19 @@ " parameters = int(theta.ravel().shape[1])\n", " grad = np.zeros(parameters)\n", " \n", - " error = sigmoid(X * theta.T) - y\n", - " \n", - " for i in range(parameters):\n", - " term = np.multiply(error, X[:,i])\n", + " theta_copy = theta.copy()\n", + " theta_copy[:,0] = 0\n", + " print(theta_copy.shape)\n", + " error = sigmoid(X * theta.T) - y # shape (m, 1)\n", + " grad = X.T @ error / len(X) + lamda * theta_copy.T / len(X) # shape (n, 1)\n", + " print(grad.shape)\n", + " # for i in range(parameters):\n", + " # term = np.multiply(error, X[:,i])\n", " \n", - " if (i == 0):\n", - " grad[i] = np.sum(term) / len(X)\n", - " else:\n", - " grad[i] = (np.sum(term) / len(X)) + ((learningRate / len(X)) * theta[:,i])\n", + " # if (i == 0):\n", + " # grad[i] = np.sum(term) / len(X)\n", + " # else:\n", + " # grad[i] = (np.sum(term) / len(X)) + ((lamda / len(X)) * theta[:,i])\n", " \n", " return grad" ] @@ -940,7 +1115,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 80, "metadata": {}, "outputs": [], "source": [ @@ -959,16 +1134,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "让我们初始学习率到一个合理值。,果有必要的话(即如果惩罚太强或不够强),我们可以之后再折腾这个。" + "让我们初始lamda到一个合理值。如果有必要的话(即如果惩罚太强或不够强),我们可以之后再折腾这个。" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 81, "metadata": {}, "outputs": [], "source": [ - "learningRate = 1" + "lamda = 1" ] }, { @@ -980,7 +1155,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 82, "metadata": {}, "outputs": [ { @@ -989,35 +1164,51 @@ "0.6931471805599454" ] }, - "execution_count": 24, + "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "costReg(theta2, X2, y2, learningRate)" + "costReg(theta2, X2, y2, lamda)" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 99, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1, 11)\n", + "(11, 1)\n" + ] + }, { "data": { "text/plain": [ - "array([0.00847458, 0.01878809, 0.05034464, 0.01150133, 0.01835599,\n", - " 0.00732393, 0.00819244, 0.03934862, 0.00223924, 0.01286005,\n", - " 0.00309594])" + "matrix([[0.00847458],\n", + " [0.01878809],\n", + " [0.05034464],\n", + " [0.01150133],\n", + " [0.01835599],\n", + " [0.00732393],\n", + " [0.00819244],\n", + " [0.03934862],\n", + " [0.00223924],\n", + " [0.01286005],\n", + " [0.00309594]])" ] }, - "execution_count": 25, + "execution_count": 99, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "gradientReg(theta2, X2, y2, learningRate)" + "gradientReg(theta2, X2, y2, lamda)" ] }, { @@ -1029,24 +1220,76 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 100, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1, 11)\n", + "(11, 1)\n", + "(1, 11)\n", + "(11, 1)\n", + "(1, 11)\n", + "(11, 1)\n", + "(1, 11)\n", + "(11, 1)\n", + "(1, 11)\n", + "(11, 1)\n", + "(1, 11)\n", + "(11, 1)\n", + "(1, 11)\n", + "(11, 1)\n", + "(1, 11)\n", + "(11, 1)\n", + "(1, 11)\n", + "(11, 1)\n", + "(1, 11)\n", + "(11, 1)\n", + "(1, 11)\n", + "(11, 1)\n", + "(1, 11)\n", + "(11, 1)\n", + "(1, 11)\n", + "(11, 1)\n", + "(1, 11)\n", + "(11, 1)\n", + "(1, 11)\n", + "(11, 1)\n", + "(1, 11)\n", + "(11, 1)\n", + "(1, 11)\n", + "(11, 1)\n", + "(1, 11)\n", + "(11, 1)\n", + "(1, 11)\n", + "(11, 1)\n", + "(1, 11)\n", + "(11, 1)\n", + "(1, 11)\n", + "(11, 1)\n", + "(1, 11)\n", + "(11, 1)\n" + ] + }, { "data": { "text/plain": [ - "(array([ 0.53010249, 0.29075567, -1.60725763, -0.5821382 , 0.01781027,\n", - " -0.21329509, -0.40024142, -1.37144139, 0.02264303, -0.9503358 ,\n", - " 0.0344085 ]), 22, 1)" + "(array([ 0.53010247, 0.29075567, -1.60725764, -0.58213819, 0.01781027,\n", + " -0.21329508, -0.40024142, -1.3714414 , 0.02264304, -0.95033581,\n", + " 0.0344085 ]),\n", + " 22,\n", + " 1)" ] }, - "execution_count": 26, + "execution_count": 100, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "result2 = opt.fmin_tnc(func=costReg, x0=theta2, fprime=gradientReg, args=(X2, y2, learningRate))\n", + "result2 = opt.fmin_tnc(func=costReg, x0=theta2, fprime=gradientReg, args=(X2, y2, lamda))\n", "result2" ] }, @@ -1059,7 +1302,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 101, "metadata": {}, "outputs": [ { @@ -1073,7 +1316,8 @@ "source": [ "theta_min = np.matrix(result2[0])\n", "predictions = predict(theta_min, X2)\n", - "correct = [1 if ((a == 1 and b == 1) or (a == 0 and b == 0)) else 0 for (a, b) in zip(predictions, y2)]\n", + "# correct = [1 if ((a == 1 and b == 1) or (a == 0 and b == 0)) else 0 for (a, b) in zip(predictions, y2)]\n", + "correct = [1 if a == b else 0 for (a, b) in zip(predictions, y2)]\n", "accuracy = (sum(map(int, correct)) / len(correct))\n", "print ('accuracy = {0}%'.format(accuracy))" ] @@ -1087,27 +1331,19 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 102, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/wangboyuan/anaconda3/envs/py36_ml/lib/python3.6/site-packages/sklearn/linear_model/logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n", - " FutureWarning)\n" - ] - }, { "data": { + "text/html": [ + "
LogisticRegression()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], "text/plain": [ - "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n", - " intercept_scaling=1, max_iter=100, multi_class='warn',\n", - " n_jobs=None, penalty='l2', random_state=None, solver='warn',\n", - " tol=0.0001, verbose=0, warm_start=False)" + "LogisticRegression()" ] }, - "execution_count": 28, + "execution_count": 102, "metadata": {}, "output_type": "execute_result" } @@ -1120,7 +1356,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 103, "metadata": {}, "outputs": [ { @@ -1129,7 +1365,7 @@ "0.6610169491525424" ] }, - "execution_count": 29, + "execution_count": 103, "metadata": {}, "output_type": "execute_result" } @@ -1162,7 +1398,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.8.18" } }, "nbformat": 4, diff --git a/code/ex5-bias vs variance/ML-Exercise5.ipynb b/code/ex5-bias vs variance/ML-Exercise5.ipynb index 80498aa8..752ccb66 100644 --- a/code/ex5-bias vs variance/ML-Exercise5.ipynb +++ b/code/ex5-bias vs variance/ML-Exercise5.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 96, "metadata": { "collapsed": true }, @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 97, "metadata": { "collapsed": true }, @@ -52,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 98, "metadata": { "collapsed": true }, @@ -63,14 +63,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 99, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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iipg2bVpcddVVlRwdAIAKq+ga2Vwud8zt9913X1x33XVx+PDhWLp0aTz55JPx4osvRltbWyxevDj+w3/4D9HR0XFc36NYLEZzc7M1sgAAE0zVvNlrrAhZAICJqaruIwsAAMdLyAIAkCQhCwBAkoQsAABJErIAACRJyAIAkCQhCwBAkoQsAABJErIAACRJyAIAkCQhCwBAkoQsAABJErIAACRJyAIAkCQhCwBAkoQsAABJErIAACRJyAIAkCQhCwBAkoQsAABJErIAACRJyAIAkCQhCwBAkiZVegAAgFcrl7PYtqcY+wcGY2p9Xcxrb4p8PlfpsagyQhYAqCqbtu+Ltd07YkdvfwwNZ1Fbk4vOloZY1tUZC2dPq/R4VBFLCwCAqrFp+75YuX5rPL23GFMKk6KlsRBTCpPi6b0HY+X6rbFp+75Kj0gVEbIAQFUol7NY270j+ktHorVpckyurYl8PheTa2uitakQ/aXhWNu9I8rlrNKjUiWELABQFbbtKcaO3v44o74ucrnR62FzuVycXl8bO3r7Y9ueYoUmpNoIWQCgKuwfGIyh4Szqao6dJ4WafAyVs9g/MDjOk1GthCwAUBWm1tdFbU0uBofLx9xfGi5HbT4XU+vrxnkyqpWQBQCqwrz2puhsaYgDA0ORZaPXwWZZFi8ODEVnS0PMa2+q0IRUGyELAFSFfD4Xy7o6o6FQEz3FUhweGo5yOYvDQ8PRUyxFQ6EmlnV1up8sI4QsAFA1Fs6eFquvmh9z2xpjoHQkevtLMVA6EnPbGmP1VfPdR5ZRctmrr91PMMViMZqbm6Ovry+amvxVBACkwCd7cTx8shcAUHXy+VzMn9Fc6TGocpYWAACQJCELAECShCwAAEkSsgAAJEnIAgCQJCELAECShCwAAEkSsgAAJEnIAgCQJCELAECShCwAAEkSsgAAJEnIAgCQJCELAECShCwAAEkSsgAAJEnIAgCQJCELAECShCwAAEkSsgAAJEnIAgCQJCELAECShCwAAEkSsgAAJEnIAgCQJCELAECShCwAAEkSsgAAJEnIAgCQJCELAECShCwAAEkSsgAAJEnIAgCQJCELAECSKhqya9asiXe/+93R2NgYLS0tsXTp0vjFL34x6pgsy2LVqlXR3t4ep512WixatCi2bdtWoYkBAKgWFQ3Z7u7uWL58eTz22GOxYcOGOHLkSCxZsiQOHTo0csxdd90Vd999d9x7772xefPmaG1tjYsvvjgOHjxYwckBAKi0XJZlWaWHeNk//uM/RktLS3R3d8dFF10UWZZFe3t7rFixIj796U9HRESpVIrp06fHnXfeGTfccMNRr1EqlaJUKo08LxaL0dHREX19fdHU1DRuPwsAAGOrqtbI9vX1RUTE1KlTIyJi586d0dPTE0uWLBk5plAoRFdXV2zatOmYr7FmzZpobm4eeXR0dIz94AAAjLuqCdksy+K2226L9773vXH22WdHRERPT09EREyfPn3UsdOnTx/Z92q333579PX1jTx27949toMDAFARkyo9wMtuuumm+OlPfxqPPvroUftyudyo51mWHbXtZYVCIQqFwpjMCABA9aiKK7I333xzfO9734sf/ehHMWPGjJHtra2tERFHXX3t7e096iotAACnloqGbJZlcdNNN8Vf/dVfxf/5P/8nZs2aNWr/rFmzorW1NTZs2DCybXBwMLq7u2PhwoXjPS4AAFXkhJcWDAwMRH19/ZvyzZcvXx7f+ta34q//+q+jsbFx5Mprc3NznHbaaZHL5WLFihWxevXqmDNnTsyZMydWr14d9fX18eEPf/hNmQEAgDSd8O236urq4vzzz49FixZFV1dXvPe9740pU6ac3Dd/jXWu9913X1x33XUR8Zurtp/73OfiK1/5Shw4cCAuuOCC+PM///ORN4T9NsViMZqbm91+CwBggjnhkP3xj38c3d3dsXHjxti0aVO89NJLce65546E7WWXXTZWs54UIQsAMDG9oQ9EGB4ejs2bN8eXv/zluP/++6NcLsfw8PCbOd8bJmQBACamk7r91s9//vPYuHHjyJXZoaGhuOKKK6Krq+vNng8AAI7phK/Itra2xtDQULz//e+PRYsWxUUXXRTz588fq/neMFdkAQAmphO+/VZra2v09/fHrl27YteuXfHcc89Ff3//WMwGAACv6YRD9qmnnornn38+PvOZz8SRI0fijjvuiLe85S1xwQUXxJ/8yZ+MxYwAAHCUN/Rmr/3798fGjRvjr//6r+Nb3/qWN3sBADBuTvjNXuvXr4+NGzfGxo0bY9u2bXHmmWfG+973vvjiF78YixcvHosZAQDgKCd8RbalpSUuuuiiWLRoUSxatOi4P5igUlyRBQCYmE74imxvb+9YzAEAACfkpO4jOzw8HN/97nfj6aefjlwuF3Pnzo0rr7wyampq3uz5AADgmE44ZLdv3x6XX355/PrXv453vOMdkWVZ/PKXv4yOjo74/ve/H52dnWMxJwAAjHLCa2Qvv/zyyLIs7r///pg6dWpERLzwwgvx0Y9+NPL5fHz/+98fk0FPljWyAAAT0wmH7JQpU+Kxxx476tO8/v7v/z5+7/d+r+o+HEHIAgBMTCf8gQiFQiEOHjx41Pb+/v6oq6t7U4YCAIDf5oRD9l/8i38Rn/jEJ+Lxxx+PLMsiy7J47LHH4sYbb4x/+S//5VjMCAAARznhkP0v/+W/RGdnZyxYsCAmT54ckydPjt/7vd+L2bNnxz333DMWMwIAwFFO+iNqn3nmmfj5z38eWZbFWWedFbNnz36zZ3tTWCMLADAxnXTIpkLIAgBMTMd1H9nbbrvtuF/w7rvvPulhAADgeB1XyN53331x9tlnx6RJkyKXy8VrXcTN5XJv6nAAAPBajmtpQT6fj56enmhpaYnf+Z3fic2bN8eZZ545HvO9YZYWAABMTMd114Izzjgjdu7cGRERzz77bJTL5TEdCgAAfpvjWlrwwQ9+MC666KJob2+PXC4X559/ftTU1Bzz2F/96ldv6oAAAHAsxxWyX/3qV+Pqq6+O7du3xy233BLXX399NDY2jvVsAADwmo4rZCMiLr300oiI2LJlS9x6661CFgCAinIfWQAAknTCH1ELAADVQMgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJIqGrIPP/xwXHHFFdHe3h65XC6++93vjtp/3XXXRS6XG/W48MILKzMsAABVpaIhe+jQofjd3/3duPfee1/zmEsvvTT27t078vjBD34wjhMCAFCtJlXym1922WVx2WWXve4xhUIhWltbj/s1S6VSlEqlkefFYvGk5wMAoHpV/RrZjRs3RktLS7z97W+P66+/Pnp7e1/3+DVr1kRzc/PIo6OjY5wmBYDqUC5nsfW5vuj+5T/G1uf6olzOKj0SjIlclmVVcXbncrlYv359LF26dGTbAw88EA0NDTFz5szYuXNn3HHHHXHkyJHYsmVLFAqFY77Osa7IdnR0RF9fXzQ1NY31jwEAFbVp+75Y270jdvT2x9BwFrU1uehsaYhlXZ2xcPa0So8Hb6qqDtlX27t3b8ycOTPWrVsXV1999XG9brFYjObmZiELwIS3afu+WLl+a/SXjsQZ9XVRV5OPweFyHBgYioZCTay+ar6YZUKp+qUFr9TW1hYzZ86MZ555ptKjAEBVKZezWNu9I/pLR6K1aXJMrq2JfD4Xk2trorWpEP2l4VjbvcMyAyaUpEL2hRdeiN27d0dbW1ulRwGAqrJtTzF29PbHGfV1kcvlRu3L5XJxen1t7Ojtj217vAmaiaOidy3o7++P7du3jzzfuXNnPPXUUzF16tSYOnVqrFq1Kj74wQ9GW1tbPPvss7Fy5cqYNm1aXHXVVRWcGgCqz/6BwRgazqKu5tjXqAo1+egrZ7F/YHCcJ4OxU9GQfeKJJ2Lx4sUjz2+77baIiPjYxz4Wa9euja1bt8Y3vvGNePHFF6OtrS0WL14cDzzwQDQ2NlZqZACoSlPr66K2JheDw+WYnK85an9puBy1+VxMra+rwHQwNioasosWLYrXe6/ZQw89NI7TAEC65rU3RWdLQzy992C0NuVHLS/IsixeHBiKuW2NMa/dG5+ZOJJaIwsAHFs+n4tlXZ3RUKiJnmIpDg8NR7mcxeGh4egplqKhUBPLujojn8/99heDRAhZAJggFs6eFquvmh9z2xpjoHQkevtLMVA6EnPbGt16iwmpau4jO1bcRxaAU025nMW2PcXYPzAYU+vrYl57kyuxTEgVXSMLALz58vlczJ/RXOkxYMxZWgAAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJAkIQsAQJIqGrIPP/xwXHHFFdHe3h65XC6++93vjtqfZVmsWrUq2tvb47TTTotFixbFtm3bKjMsAABVpaIhe+jQofjd3/3duPfee4+5/6677oq777477r333ti8eXO0trbGxRdfHAcPHhznSQEAqDa5LMuySg8REZHL5WL9+vWxdOnSiPjN1dj29vZYsWJFfPrTn46IiFKpFNOnT48777wzbrjhhmO+TqlUilKpNPK8WCxGR0dH9PX1RVNT05j/HAAAjI+qXSO7c+fO6OnpiSVLloxsKxQK0dXVFZs2bXrNr1uzZk00NzePPDo6OsZjXAAAxlnVhmxPT09EREyfPn3U9unTp4/sO5bbb789+vr6Rh67d+8e0zkBAKiMSZUe4LfJ5XKjnmdZdtS2VyoUClEoFMZ6LAAAKqxqr8i2trZGRBx19bW3t/eoq7QAAJx6qjZkZ82aFa2trbFhw4aRbYODg9Hd3R0LFy6s4GQAAFSDii4t6O/vj+3bt48837lzZzz11FMxderUeOtb3xorVqyI1atXx5w5c2LOnDmxevXqqK+vjw9/+MMVnBoAgGpQ0ZB94oknYvHixSPPb7vttoiI+NjHPhZ/+Zd/GZ/61Kfi8OHD8Ud/9Edx4MCBuOCCC+KHP/xhNDY2VmpkAACqRNXcR3asFIvFaG5udh9ZAIAJpmrXyAIAwOsRsgAAJEnIAgCQJCELAECShCwAAEkSsgAAJEnIAgCQJCELAECShCwAAEkSsgAAJEnIAgCQJCELAECShCwAAEkSsgAAJEnIAgCQJCELAECShCwAAEkSsgAAJEnIAgCQJCELAECShCwAAEkSsgAAJEnIAgCQJCELAECShCwAAEmaVOkBAKASyuUstu0pxv6BwZhaXxfz2psin89VeizgBAhZAE45m7bvi7XdO2JHb38MDWdRW5OLzpaGWNbVGQtnT6v0eMBxsrQAgFPKpu37YuX6rfH03mJMKUyKlsZCTClMiqf3HoyV67fGpu37Kj0icJyELACnjHI5i7XdO6K/dCRamybH5NqayOdzMbm2JlqbCtFfGo613TuiXM4qPSpwHIQsAKeMbXuKsaO3P86or4tcbvR62FwuF6fX18aO3v7YtqdYoQmBEyFkAThl7B8YjKHhLOpqjv2vv0JNPobKWewfGBznyYCTIWQBOGVMra+L2ppcDA6Xj7m/NFyO2nwuptbXjfNkwMkQsgCcMua1N0VnS0McGBiKLBu9DjbLsnhxYCg6WxpiXntThSYEToSQBeCUkc/nYllXZzQUaqKnWIrDQ8NRLmdxeGg4eoqlaCjUxLKuTveThUQIWQBOKQtnT4vVV82PuW2NMVA6Er39pRgoHYm5bY2x+qr57iMLCcllr/67lQmmWCxGc3Nz9PX1RVOTvyoC4Dd8shekzyd7AXBKyudzMX9Gc6XHAN4ASwsAAEiSkAUAIElCFgCAJAlZAACSJGQBAEiSkAUAIElCFgCAJAlZAACSJGQBAEiSkAUAIElCFgCAJAlZAACSJGQBAEiSkAUAIElCFgCAJAlZAACSJGQBAEiSkAUAIElCFgCAJAlZAACSJGQBAEiSkAUAIElCFgCAJAlZAACSJGQBAEiSkAUAIElCFgCAJAlZAACSJGQBAEiSkAUAIElCFgCAJFV1yK5atSpyudyoR2tra6XHAgCgCkyq9AC/zbx58+Jv//ZvR57X1NRUcBoAAKpF1YfspEmTXIUFAOAoVb20ICLimWeeifb29pg1a1Z86EMfil/96leve3ypVIpisTjqAQDAxFPVIXvBBRfEN77xjXjooYfiv/7X/xo9PT2xcOHCeOGFF17za9asWRPNzc0jj46OjnGcGACA8ZLLsiyr9BDH69ChQ9HZ2Rmf+tSn4rbbbjvmMaVSKUql0sjzYrEYHR0d0dfXF01NTeM1KgAAY6zq18i+0pQpU2L+/PnxzDPPvOYxhUIhCoXCOE4FAEAlVPXSglcrlUrx9NNPR1tbW6VHAQCgwqo6ZD/5yU9Gd3d37Ny5Mx5//PH4gz/4gygWi/Gxj32s0qMBAFBhVb204Lnnnotrrrkm9u3bF295y1viwgsvjMceeyxmzpxZ6dEAAKiwpN7sdTKKxWI0Nzd7sxcAwART1UsLAADgtQhZAACSJGQBAEiSkAUAIElCFgCAJAlZAACSJGQBAEiSkAUAIElV/cleHK1czmLbnmLsHxiMqfV1Ma+9KfL5XKXHAnhdfncBY0HIJmTT9n2xtntH7Ojtj6HhLGprctHZ0hDLujpj4explR4P4Jj87gLGio+oTcSm7fti5fqt0V86EmfU10VdTT4Gh8txYGAoGgo1sfqq+f6FAFQdv7uAsWSNbALK5SzWdu+I/tKRaG2aHJNrayKfz8Xk2ppobSpEf2k41nbviHJ5Qv83CZAYv7uAsSZkE7BtTzF29PbHGfV1kcuNXlOWy+Xi9Pra2NHbH9v2FCs0IcDR/O4CxpqQTcD+gcEYGs6irubYf1yFmnwMlbPYPzA4zpMBvDa/u4CxJmQTMLW+LmprcjE4XD7m/tJwOWrzuZhaXzfOkwG8Nr+7gLEmZBMwr70pOlsa4sDAULz6vXlZlsWLA0PR2dIQ89rTfTMbMPH43QWMNSGbgHw+F8u6OqOhUBM9xVIcHhqOcjmLw0PD0VMsRUOhJpZ1dbonI1BV/O4CxprbbyVk1L0Yy1nU5t2LEah+fncBY0XIJsan4wAp8rsLGAtCFgCAJFkjCwBAkoQsAABJErIAACRpUqUHmEi8mQEAYPwI2TfJqNvLDGdRW+P2MgAAY8nSgjfBpu37YuX6rfH03mJMKUyKlsZCTClMiqf3HoyV67fGpu37Kj0iAMCEI2TfoHI5i7XdO6K/dCRamybH5NqayOdzMbm2JlqbCtFfGo613TuiXJ7QdzkbN+VyFluf64vuX/5jbH2uzz9XADiFWVrwBm3bU4wdvf1xRn1d5HKj18Pmcrk4vb42dvT2x7Y9xZg/o7lCU04Mlm8AAK/kiuwbtH9gMIaGs6irOfY/ykJNPobKWewfGBznySYWyzcAgFcTsm/Q1Pq6qK3JxeBw+Zj7S8PlqM3nYmp93ThPNnFYvgEAHIuQfYPmtTdFZ0tDHBgYild/2m+WZfHiwFB0tjTEvHYfj3uyTmT5BgBw6hCyb1A+n4tlXZ3RUKiJnmIpDg8NR7mcxeGh4egplqKhUBPLujrdT/YNsHwDADgWIfsmWDh7Wqy+an7MbWuMgdKR6O0vxUDpSMxta4zVV833RqQ3yPINAOBY3LXgTbJw9rS48HfO9MleY+Dl5RtP7z0YrU35UcsLXl6+Mbet0fINADjFCNk3UT6fc4utMfDy8o2V67dGT7EUp9fXRqEmH6Xhcrw4MGT5xgSW6sc+pzo3QGpy2avfoTTBFIvFaG5ujr6+vmhqcsUuZaPuI1vOojbvPrITWar3DU51boAUCVmS4krXqeHl+wb3l47EGfV1UVeTj8Hhchz4/6/AV+va81TnBkiVpQUkxfKNie/V9w1+eU305HxNtDblo6dYirXdO+LC3zmzqv4jJtW5AVLmrgVAVUn1vsGpzg2QMiELVJVU7xuc6twAKROyQFVJ9b7Bqc4NkDIhC1SVVD/2OdW5AVImZIGqkurHPqc6N0DK3H4LqEqp3jc41bkBUiRkgaqV6n2DU50bIDVCFgCAJFkjCwBAkoQsAABJErIAACRpUqUHgJR5Uw8AVI6QhZM06jZLw1nU1rjNEgCMJ0sL4CRs2r4vVq7fGk/vLcaUwqRoaSzElMKkeHrvwVi5fmts2r6v0iMCwIQnZOEElctZrO3eEf2lI9HaNDkm19ZEPp+LybU10dpUiP7ScKzt3hHl8oS+sx0AVJyQhRO0bU8xdvT2xxn1dZHLjV4Pm8vl4vT62tjR2x/b9hQrNCEAnBqELJyg/QODMTScRV3Nsf/vU6jJx1A5i/0Dg+M8GQCcWoQsnKCp9XVRW5OLweHyMfeXhstRm8/F1Pq6cZ4MAE4tQhZO0Lz2puhsaYgDA0Px6k94zrIsXhwYis6WhpjX7iORAWAsCVk4Qfl8LpZ1dUZDoSZ6iqU4PDQc5XIWh4eGo6dYioZCTSzr6nQ/WQAYY0IWTsLC2dNi9VXzY25bYwyUjkRvfykGSkdibltjrL5qvvvIAsA4yGWv/rvRCaZYLEZzc3P09fVFU5O/6uXN5ZO9AKByfLIXvAH5fC7mz2iu9BgAcEqytAAAgCQJWQAAkiRkAQBIkpAFACBJQhYAgCQJWQAAkiRkAQBIkpAFACBJSYTsX/zFX8SsWbNi8uTJcd5558UjjzxS6ZEAAKiwqg/ZBx54IFasWBGf+cxn4sknn4z3ve99cdlll8WuXbsqPRoAABWUy7Isq/QQr+eCCy6Ic889N9auXTuybe7cubF06dJYs2bNb/36YrEYzc3N0dfXF01NTWM5KgAA46iqr8gODg7Gli1bYsmSJaO2L1myJDZt2nTMrymVSlEsFkc9AACYeKo6ZPft2xfDw8Mxffr0UdunT58ePT09x/yaNWvWRHNz88ijo6NjPEYFAGCcVXXIviyXy416nmXZUdtedvvtt0dfX9/IY/fu3eMxIgAA42xSpQd4PdOmTYuampqjrr729vYedZX2ZYVCIQqFwniMBwBABVX1Fdm6uro477zzYsOGDaO2b9iwIRYuXFihqQAAqAZVfUU2IuK2226La6+9Ns4///xYsGBBfPWrX41du3bFjTfeWOnRAACooKoP2T/8wz+MF154If79v//3sXfv3jj77LPjBz/4QcycObPSowEAUEFVfx/ZN8p9ZAEAJqaqXiMLAACvRcgCAJCkql8j+0a9vHLCJ3wBAKSjsbHxNT834GUTPmQPHjwYEeETvgAAEnI872+a8G/2KpfLsWfPnuOqel5bsViMjo6O2L17tzfN4XxgFOcDr+ac4JVO9nxwRTYi8vl8zJgxo9JjTBhNTU1+KTHC+cArOR94NecErzQW54M3ewEAkCQhCwBAkoQsx6VQKMRnP/vZKBQKlR6FKuB84JWcD7yac4JXGsvzYcK/2QsAgInJFVkAAJIkZAEASJKQBQAgSUIWAIAkCVmOW6lUine9612Ry+XiqaeeGrVv165dccUVV8SUKVNi2rRpccstt8Tg4GBlBmXMPPvss/Fv/s2/iVmzZsVpp50WnZ2d8dnPfvaoP2vnw6nlL/7iL2LWrFkxefLkOO+88+KRRx6p9EiMgzVr1sS73/3uaGxsjJaWlli6dGn84he/GHVMlmWxatWqaG9vj9NOOy0WLVoU27Ztq9DEjKc1a9ZELpeLFStWjGwbi/NByHLcPvWpT0V7e/tR24eHh+MDH/hAHDp0KB599NFYt25dfOc734k//uM/rsCUjKWf//znUS6X4ytf+Ups27YtvvjFL8aXv/zlWLly5cgxzodTywMPPBArVqyIz3zmM/Hkk0/G+973vrjsssti165dlR6NMdbd3R3Lly+Pxx57LDZs2BBHjhyJJUuWxKFDh0aOueuuu+Luu++Oe++9NzZv3hytra1x8cUXx8GDBys4OWNt8+bN8dWvfjXOOeecUdvH5HzI4Dj84Ac/yN75zndm27ZtyyIie/LJJ0fty+fz2a9//euRbd/+9rezQqGQ9fX1VWBaxtNdd92VzZo1a+S58+HU8p73vCe78cYbR2175zvfmf3Jn/xJhSaiUnp7e7OIyLq7u7Msy7JyuZy1trZmX/jCF0aOeemll7Lm5ubsy1/+cqXGZIwdPHgwmzNnTrZhw4asq6sru/XWW7MsG7vzwRVZfqvnn38+rr/++vjv//2/R319/VH7f/zjH8fZZ5896mrtJZdcEqVSKbZs2TKeo1IBfX19MXXq1JHnzodTx+DgYGzZsiWWLFkyavuSJUti06ZNFZqKSunr64uIGPl9sHPnzujp6Rl1fhQKhejq6nJ+TGDLly+PD3zgA/H7v//7o7aP1fkw6aS/klNClmVx3XXXxY033hjnn39+PPvss0cd09PTE9OnTx+17Ywzzoi6urro6ekZp0mphB07dsSf/dmfxZ/+6Z+ObHM+nDr27dsXw8PDR/15T58+3Z/1KSbLsrjtttvive99b5x99tkRESPnwLHOj3/4h38Y9xkZe+vWrYuf/OQnsXnz5qP2jdX54IrsKWrVqlWRy+Ve9/HEE0/En/3Zn0WxWIzbb7/9dV8vl8sdtS3LsmNup/oc7/nwSnv27IlLL700/tW/+lfxb//tvx21z/lwann1n6s/61PPTTfdFD/96U/j29/+9lH7nB+nht27d8ett94a3/zmN2Py5MmvedybfT64InuKuummm+JDH/rQ6x7ztre9Lf7jf/yP8dhjjx31+cjnn39+fOQjH4mvf/3r0draGo8//vio/QcOHIihoaGj/suL6nS858PL9uzZE4sXL44FCxbEV7/61VHHOR9OHdOmTYuampqjrr729vb6sz6F3HzzzfG9730vHn744ZgxY8bI9tbW1oj4zZW4tra2ke3Oj4lpy5Yt0dvbG+edd97ItuHh4Xj44Yfj3nvvHbmjxZt+Ppz06lpOCf/wD/+Qbd26deTx0EMPZRGR/c//+T+z3bt3Z1n2T2/u2bNnz8jXrVu3zpt7JqjnnnsumzNnTvahD30oO3LkyFH7nQ+nlve85z3ZsmXLRm2bO3euN3udAsrlcrZ8+fKsvb09++Uvf3nM/a2trdmdd945sq1UKnmz1wRVLBZH9cLWrVuz888/P/voRz+abd26dczOByHLCdm5c+dRdy04cuRIdvbZZ2f//J//8+wnP/lJ9rd/+7fZjBkzsptuuqlygzImfv3rX2ezZ8/O3v/+92fPPfdctnfv3pHHy5wPp5Z169ZltbW12de+9rXsZz/7WbZixYpsypQp2bPPPlvp0Rhjy5Yty5qbm7ONGzeO+l0wMDAwcswXvvCFrLm5Ofurv/qrbOvWrdk111yTtbW1ZcVisYKTM15eedeCLBub80HIckKOFbJZ9psrtx/4wAey0047LZs6dWp20003ZS+99FJlhmTM3HfffVlEHPPxSs6HU8uf//mfZzNnzszq6uqyc889d+T2S0xsr/W74L777hs5plwuZ5/97Gez1tbWrFAoZBdddFG2devWyg3NuHp1yI7F+ZDLsiw7+YUJAABQGe5aAABAkoQsAABJErIAACRJyAIAkCQhCwBAkoQsAABJErIAACRJyAIAkCQhCzBB5XK5+O53vzuu3/Ntb3tbfOlLXxrX7wmcuoQswDhatGhRrFixotJjAEwIQhYgQYODg5UeAaDihCzA6/hf/+t/xemnnx7lcjkiIp566qnI5XLx7/7dvxs55oYbbohrrrkmXnjhhbjmmmtixowZUV9fH/Pnz49vf/vbI8ddd9110d3dHffcc0/kcrnI5XLx7LPPRkTEz372s7j88sujoaEhpk+fHtdee23s27dv5GsXLVoUN910U9x2220xbdq0uPjii0/4Z/n1r38df/iHfxhnnHFGnHnmmXHllVeOfP+HHnooJk+eHC+++OKor7nllluiq6tr5PmmTZvioosuitNOOy06OjrilltuiUOHDp3wLABvBiEL8DouuuiiOHjwYDz55JMREdHd3R3Tpk2L7u7ukWM2btwYXV1d8dJLL8V5550X//t//+/4f//v/8UnPvGJuPbaa+Pxxx+PiIh77rknFixYENdff33s3bs39u7dGx0dHbF3797o6uqKd73rXfHEE0/Egw8+GM8//3z863/9r0fN8vWvfz0mTZoUf/d3fxdf+cpXTujnGBgYiMWLF0dDQ0M8/PDD8eijj0ZDQ0NceumlMTg4GL//+78fp59+enznO98Z+Zrh4eH4H//jf8RHPvKRiIjYunVrXHLJJXH11VfHT3/603jggQfi0UcfjZtuuumk/tkCvGEZAK/r3HPPzf7zf/7PWZZl2dKlS7PPf/7zWV1dXVYsFrO9e/dmEZE9/fTTx/zayy+/PPvjP/7jkeddXV3ZrbfeOuqYO+64I1uyZMmobbt3784iIvvFL34x8nXvete7TmjuiMjWr1+fZVmWfe1rX8ve8Y53ZOVyeWR/qVTKTjvttOyhhx7KsizLbrnlluz973//yP6HHnooq6ury/bv359lWZZde+212Sc+8YlR3+ORRx7J8vl8dvjw4SzLsmzmzJnZF7/4xROaE+BkuSIL8FssWrQoNm7cGFmWxSOPPBJXXnllnH322fHoo4/Gj370o5g+fXq8853vjOHh4fj85z8f55xzTpx55pnR0NAQP/zhD2PXrl2v+/pbtmyJH/3oR9HQ0DDyeOc73xkRETt27Bg57vzzzz/pn2HLli2xffv2aGxsHPkeU6dOjZdeemnke3zkIx+JjRs3xp49eyIi4v7774/LL788zjjjjJHX+Mu//MtRc15yySVRLpdj586dJz0bwMmaVOkBAKrdokWL4mtf+1r8/d//feTz+TjrrLOiq6sruru748CBAyNrSP/0T/80vvjFL8aXvvSlmD9/fkyZMiVWrFjxW9+YVS6X44orrog777zzqH1tbW0j/3vKlCkn/TOUy+U477zz4v777z9q31ve8paIiHjPe94TnZ2dsW7duli2bFmsX78+7rvvvlGvccMNN8Qtt9xy1Gu89a1vPenZAE6WkAX4LV5eJ/ulL30purq6IpfLRVdXV6xZsyYOHDgQt956a0TEyNXaj370oxHxm/B75plnYu7cuSOvVVdXF8PDw6Ne/9xzz43vfOc78ba3vS0mTRqbX8vnnntuPPDAA9HS0hJNTU2vedyHP/zhuP/++2PGjBmRz+fjAx/4wKjX2LZtW8yePXtMZgQ4UZYWAPwWzc3N8a53vSu++c1vxqJFiyLiN3H7k5/8JH75y1+ObJs9e3Zs2LAhNm3aFE8//XTccMMN0dPTM+q13va2t8Xjjz8ezz77bOzbty/K5XIsX7489u/fH9dcc0383//7f+NXv/pV/PCHP4yPf/zjR0XvyfrIRz4S06ZNiyuvvDIeeeSR2LlzZ3R3d8ett94azz333KjjfvKTn8TnP//5+IM/+IOYPHnyyL5Pf/rT8eMf/ziWL18eTz31VDzzzDPxve99L26++eY3ZUaAEyVkAY7D4sWLY3h4eCRazzjjjDjrrLPiLW95y8gV1zvuuCPOPffcuOSSS2LRokXR2toaS5cuHfU6n/zkJ6Ompmbka3ft2hXt7e3xd3/3dzE8PByXXHJJnH322XHrrbdGc3Nz5PNvzq/p+vr6ePjhh+Otb31rXH311TF37tz4+Mc/HocPHx51hXbOnDnx7ne/O37605+O3K3gZeecc050d3fHM888E+973/vin/2zfxZ33HHHqOUPAOMpl2VZVukhAADgRLkiCwBAkoQsQILuv//+UbfBeuVj3rx5lR4PYFxYWgCQoIMHD8bzzz9/zH21tbUxc+bMcZ4IYPwJWQAAkmRpAQAASRKyAAAkScgCAJAkIQsAQJKELAAASRKyAAAkScgCAJCk/w92FGTAWUKhEwAAAABJRU5ErkJggg==", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -80,21 +80,82 @@ "source": [ "df = pd.DataFrame({'water_level':X, 'flow':y})\n", "\n", - "sns.lmplot('water_level', 'flow', data=df, fit_reg=False, size=7)\n", + "sns.lmplot(x='water_level', y='flow', data=df, fit_reg=False, height=7)\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 100, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((12,), (21,), (21,))" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X.shape, Xval.shape, Xtest.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((12,), (21,), (21,))" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y.shape, yval.shape, ytest.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 102, "metadata": { "collapsed": true }, "outputs": [], "source": [ + "# 在X前加一列1, X.shape = (12, 2)\n", "X, Xval, Xtest = [np.insert(x.reshape(x.shape[0], 1), 0, np.ones(x.shape[0]), axis=1) for x in (X, Xval, Xtest)]" ] }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((12, 2), (21, 2), (21, 2))" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X.shape, Xval.shape, Xtest.shape" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -105,7 +166,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 104, "metadata": { "collapsed": true }, @@ -120,28 +181,30 @@ " m = X.shape[0]\n", "\n", " inner = X @ theta - y # R(m*1)\n", - "\n", + " # print(inner.shape)\n", + " # print(inner.T.shape)\n", + " # print(np.sum(inner.T * inner))\n", " # 1*m @ m*1 = 1*1 in matrix multiplication\n", " # but you know numpy didn't do transpose in 1d array, so here is just a\n", " # vector inner product to itselves\n", - " square_sum = inner.T @ inner\n", + " square_sum = inner @ inner.T\n", " cost = square_sum / (2 * m)\n", "\n", - " return cost" + " return cost[0, 0] if isinstance(cost, np.matrix) else cost" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 105, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "303.95152555359761" + "303.9515255535976" ] }, - "execution_count": 15, + "execution_count": 105, "metadata": {}, "output_type": "execute_result" } @@ -151,6 +214,22 @@ "cost(theta, X, y)" ] }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def regularized_cost(theta, X, y, l=1):\n", + " m = X.shape[0]\n", + "\n", + " regularized_term = (l / (2 * m)) * np.power(theta[1:], 2).sum()\n", + "\n", + " return cost(theta, X, y) + regularized_term" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -161,7 +240,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 107, "metadata": { "collapsed": true }, @@ -169,24 +248,25 @@ "source": [ "def gradient(theta, X, y):\n", " m = X.shape[0]\n", + " term = X @ theta - y # (m,n) @ (n, 1) -> (m, 1)\n", "\n", - " inner = X.T @ (X @ theta - y) # (m,n).T @ (m, 1) -> (n, 1)\n", + " inner = X.T @ term.T # (m,n).T @ (m, 1) -> (n, 1)\n", "\n", " return inner / m" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([ -15.30301567, 598.16741084])" + "array([-15.30301567, 598.16741084])" ] }, - "execution_count": 17, + "execution_count": 108, "metadata": {}, "output_type": "execute_result" } @@ -205,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 109, "metadata": { "collapsed": true }, @@ -218,22 +298,23 @@ " regularized_term[0] = 0 # don't regularize intercept theta\n", "\n", " regularized_term = (l / m) * regularized_term\n", - "\n", - " return gradient(theta, X, y) + regularized_term" + " grad = gradient(theta, X, y).flatten() + regularized_term\n", + " # print(grad.shape)\n", + " return grad" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 110, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([ -15.30301567, 598.25074417])" + "array([-15.30301567, 598.25074417])" ] }, - "execution_count": 19, + "execution_count": 110, "metadata": {}, "output_type": "execute_result" } @@ -252,7 +333,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 111, "metadata": { "collapsed": true }, @@ -282,43 +363,27 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def regularized_cost(theta, X, y, l=1):\n", - " m = X.shape[0]\n", - "\n", - " regularized_term = (l / (2 * m)) * np.power(theta[1:], 2).sum()\n", - "\n", - " return cost(theta, X, y) + regularized_term" - ] - }, - { - "cell_type": "code", - "execution_count": 22, + "execution_count": 112, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "theta = np.ones(X.shape[0])\n", + "# theta = np.ones(X.shape[0])\n", "\n", "final_theta = linear_regression_np(X, y, l=0).get('x')" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 113, "metadata": {}, "outputs": [ { "data": { - "image/png": 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v1tChQ5WUlKQHHnhAd9xxh5KSktS9e3f94x//0IEDB9S8efNStxkaGqqHH35YEydOVHBwsK677jqdOHFCBw4c0MiRI9WoUSOFhYUpJSVFjRs3VmhoqOky27p162r06NF66KGHFBUVpSZNmmj+/Pk6c+aMRo4cacVbAwAow4DEGPVNcDHDKarG4XBo9erVmjJlikaMGKETJ07I5XKpR48eJVen3HzzzTp8+LAefvhh5eXl6de//rVGjx6tDz4oewDuo48+qjp16mjq1Kk6fvy4YmJiNGrUKElSnTp19Je//EWPPfaYpk6dquuvv77U0z5z585VUVGRhg0bptzcXCUlJemDDz7QZZddViPvBQCg4gIDHOraooHdbZTLYVT3elEPy8nJkdPpVHZ2tiIjI92W5eXlKS0tTfHx8VwxgQrj5wYAal55n98X8/kxHwAAwLcQPgAAgKUIHwAAwFKEDwAAYCnCBwAAsJRPhg8vu0AHXo6fFwDwLj4VPopnBT1z5ozNncCXFP+8XGpWWQCANXxqkrHAwEDVr1+/5OZk4eHhlZ7iHP7DMAydOXNGWVlZql+/vgIDK3cvHgBAzfCp8CGp5Fbv3B0VFVW/fv2SnxsAgP18Lnw4HA7FxMSoUaNGOnv2rN3twMsFBQVxxAMAvIzPhY9igYGBfKgAAOCDfGrAKQAA8H2EDwAAYCnCBwAAsBThAwAAWIrwAQAALEX4AAAAliJ8AAAASxE+AACApQgfAADAUoQPAABgKcIHAACwFOEDAABYqlLhY+nSpWrXrp0iIyMVGRmprl276j//+U/JcsMwNH36dMXGxiosLEzJyck6cOCAx5sGAAC+q1Lho3Hjxpo7d6527typnTt3qnfv3rrxxhtLAsb8+fO1cOFCLVmyRDt27JDL5VLfvn2Vm5tbI80DAADf4zAMw6jOBqKiovTEE09oxIgRio2N1fjx4/Xwww9LkvLz8xUdHa158+bp3nvvrdD2cnJy5HQ6lZ2drcjIyOq0BgAALFKZz+8qj/koLCzU8uXLdfr0aXXt2lVpaWnKzMxUv379StYJCQlRz549tXXr1jK3k5+fr5ycHLcvAABQe1U6fOzbt0/16tVTSEiIRo0apX/9619KSEhQZmamJCk6Otpt/ejo6JJlpZkzZ46cTmfJV1xcXGVbAgAAPqTS4aN169bau3evtm3bptGjR+uOO+5QampqyXKHw+G2vmEYptqFJk+erOzs7JKvY8eOVbYlAADgQ+pU9gnBwcFq2bKlJCkpKUk7duzQ4sWLS8Z5ZGZmKiYmpmT9rKws09GQC4WEhCgkJKSybQAAAB9V7Xk+DMNQfn6+4uPj5XK5tHbt2pJlBQUF2rRpk7p161bdlwEAALVEpY58PPLIIxo4cKDi4uKUm5ur5cuXa+PGjUpJSZHD4dD48eM1e/ZstWrVSq1atdLs2bMVHh6uW2+9tab6BwAAPqZS4eO7777TsGHDlJGRIafTqXbt2iklJUV9+/aVJE2cOFE///yzxowZo1OnTqlLly5as2aNIiIiaqR5AADge6o9z4enMc8HAAC+x5J5PgAAAKqC8AEAACxF+AAAAJYifAAAAEsRPgAAgKUIHwAAwFKEDwAAYCnCBwAAsBThAwAAWIrwAQAALEX4AAAAliJ8AAAASxE+AACApQgfAADAUoQPAABgKcIHAACwFOEDAABYivABAICf+PBQlq6e/oGe23TY1j7q2PrqAACgxh07eUbXz/+w5PFfP/xK9/ZsYVs/hA8AAGqpvLOFGvyXLTp84rRbfcmtHW3q6DzCBwAAtYxhGJr27gH9/eMjbvWR3eP16C8TbOrqfwgfAADUIu9+elz3v7HHrdbGFaF3xl6n0KBAm7pyR/gAAKAW+OK7XPV7arOp/tHDvdT4snAbOiob4QMAAB+Wm3dWPZ/YqJOnC9zqfx/RWT2uvNymrspH+AAAwAcZhqH7l+/Vqk+Pu9Uf7HelxvVuZVNXFUP4AADAx/zjkyOa8q/9brVuLRro7yM6q06g90/hRfgAAMBH7Dl6Sr96ZqupvvPPfdSwXogNHVUN4QMAAC/3w0/56jRznan+9phu6tjkMhs6qh7CBwAAXqqwyNAdL23XR19971Z/7Mar9IeuzexpygMIHwAAeKG/fviVnvjgkFttcLsYPX1LBwUEOGzqyjMIHwAAeJH/fvW9bnvhE7da/fAgbZ7YS5GhQTZ15VmEDwAAvMDxH39Wt7kbTPWU8derjSvSho5qDuEDAAAb5Z8r1K/+ulWpGTlu9cW3tNeN7a+wqauaRfgAAMAms1cf1PObv3arDftFUz1241VyOHx7XEd5CB8AAFgsZX+mRi3b5VZr3rCu3r//eoUFe8fN32oS4QMAAIt8feIn9V6wyVTf9FCymjaoa0NH9iB8AABQw07nn1PfhZt0PDvPrf7S8CT1bhNtU1f2IXwAAFBDDMPQQ299prd2feNWH9erpR7s39qmruxH+AAAoAb8c+cxPfTWZ261Dk3q6817uiq4jvff/K0mET4AAPCg/d9m65dPf2Sqf/LIDYqODLWhI+9D+AAAwAN+PFOgrnM26OezhW71N+/5hbo0b2BTV96J8AEAQDUUFRm657VdWnfwO7f6nwe31V3XN7epK+9G+AAAoIpe2PK1Zr5/0K3Wp20jPT8syedv/laTCB8AAFTS9rST+t1zH7vVwoIC9fHk3qofHmxTV76D8AEAQAVl5eSp8+z1pvp793VX4hVOGzryTYQPAAAu4WxhkW55fpt2HTnlVp//m3b6XVKcTV35LsIHAADlWLDmkJ7e8JVb7TedGuuJ37Sr1Td/q0mEDwCAzyksMrQ97aSycvPUKCJUneOjFOjhAZ4ffp6lO1/Z4VaLcYZq3YSeqhvCx2d18O4BAHxKyv4MzViVqowL7pMS4wzVtCEJGpAYU+3tH/3hjHo88aGpvv5PPdXi8nrV3j4IHwAAH5KyP0Ojl+2WcVE9MztPo5ft1tLbO1Y5gOSdLdSgxVv09fen3erP3t5JAxJdVewYpSF8AAB8QmGRoRmrUk3BQ5IMSQ5JM1alqm+Cq1KnYAzD0NR/H9Br24641e++Pl5TBidUq2eUjvABAPAJ29NOup1quZghKSM7T9vTTqpri4pNZ/7vvd/qgeV73WoJMZH619huCqkTWI1uUR7CBwDAJ2Tllh08Krveocxc9V+02VT/76TeuqJ+WKV7Q+UQPgAAPqFRRMXuCFveejl5Z9Vj/of68cxZt/qykV3UvVXDavWHiiN8AAB8Quf4KMU4Q5WZnVfquA+HJJfz/GW3FzMMQ+Pe2KP3P8twqz/Uv7XG9mpZMw2jTIQPAIBPCAxwaNqQBI1etlsOyS2AFA8vnTYkwTTY9LVtR/ToO/vdat1bNtQrd16rOoEBNdozSkf4AAD4jAGJMVp6e0fTPB+uUub52HP0lH71zFbTNnb+uY8a1guxpF+UjvABAPApAxJj1DfBVeYMpz/8lK9OM9eZnvevMd3UocllVreLUhA+AAA+JzDAYbqc9lxhkf7w0nZtPfyDW/3xoYka9oumVraHSyB8AAB83l8//EpPfHDIrTbkmlj95Zb23PzNCxE+AAA+K2V/pkYt2+VWi6obrI0PJSsyNMimrnAphA8AgM8pa5KwD8b3UGtXhA0doTIIHwAAn3Gm4JwSpn5gqi++pb1ubH+FDR2hKggfAACf0P+pzTr0Xa5bLS4qTJsf6sW4Dh9D+AAAeLUlG77Uk2u+MNX3Te+nCMZ1+CTCBwDAK+1MP6nfPPuxqf7efd2VeIXTho7gKYQPAIBX+fFMgdo/ttZUn/rLBI3oHm9DR/A0wgcAwCsYhqGrp6/RT/nn3OrXNrtM/xzVzaauUBMIHwAA201/94Be2Zpuqh+aOUAhdQKtbwg1ivABALDNhs+/04hXdprqHz6YrPiGdW3oCFao1L2E58yZo2uvvVYRERFq1KiRhg4dqkOH3KezNQxD06dPV2xsrMLCwpScnKwDBw54tGkAgG/LzM5Ts0nvm4LHopvbK33uYIJHLVep8LFp0yaNHTtW27Zt09q1a3Xu3Dn169dPp0+fLlln/vz5WrhwoZYsWaIdO3bI5XKpb9++ys3NLWfLAAB/UFhkqNmk9/WLOevd6r9sF6P0uYM1tAMThfkDh2EYRlWffOLECTVq1EibNm1Sjx49ZBiGYmNjNX78eD388MOSpPz8fEVHR2vevHm69957L7nNnJwcOZ1OZWdnKzIysqqtAQC8zNh/7Nb7+zJM9cOzBykwgEnCfF1lPr+rNeYjOztbkhQVFSVJSktLU2Zmpvr161eyTkhIiHr27KmtW7eWGj7y8/OVn5/v1jwAoPZ4e/c3mrDiU1P9k0duUHRkqA0dwW5VDh+GYWjChAnq3r27EhMTJUmZmZmSpOjoaLd1o6OjdeTIkVK3M2fOHM2YMaOqbQAAvNThEz/phgWbTPVX7rxWya0b2dARvEWVw8e4ceP02Wef6aOPPjItu3iOfcMwypx3f/LkyZowYULJ45ycHMXFxVW1LQCAzfLOFqrNoymm+ojr4jV1SIINHcHbVCl83HfffXr33Xe1efNmNW7cuKTucrkknT8CEhMTU1LPysoyHQ0pFhISopCQkKq0AQDwMjc981/tPvqjW+2y8CDtfrQvN39DiUpd7WIYhsaNG6e3335bGzZsUHy8+zS38fHxcrlcWrv2f9PiFhQUaNOmTerWjdnpAKC2emHL12o26X1T8Ph0aj/tmdqP4AE3lTryMXbsWL3++uv697//rYiIiJIxHk6nU2FhYXI4HBo/frxmz56tVq1aqVWrVpo9e7bCw8N166231sg3AACwz2ff/Kj/W/JfU33l6G7q1PQyGzqCL6hU+Fi6dKkkKTk52a3+8ssva/jw4ZKkiRMn6ueff9aYMWN06tQpdenSRWvWrFFERIRHGgYA2C8376yunr7GVJ84oLXGJLe0oSP4kmrN81ETmOcDALyXYRjqNneDMrLz3OoJMZFa/cD1NnUFb2DZPB8AAP8xL+VzLd142FQ/+NgAhQVz8zdUHOEDAFCu/371vW574RNTfc0fe+jKaE6po/IIHwCAUn194if1LmWSsHm/vlo3X9vEho5QWxA+AABuCosMtXhktal+Q5tGenH4tTZ0hNqG8AEAKNFs0vul1r+cNVBBgZWaGgooE+EDAKCZ76XqhY/STPV3x12ndo3rW98QajXCBwD4sd1HT+mmZ7aa6qOTW+jhAW1s6Aj+gPABAH6orJu/SVL63MEWdwN/Q/gAAD9T1riOw7MHKTCAe7Cg5hE+AMBPjHptl1IOZJrqmx5KVtMGdW3oCP6K8AEAtdz6g99p5Ks7TfXHbrxKf+jazPqG4PcIHwBQS506XaAOj6811Zs1CNfGh3rZ0BFwHuEDAGqhssZ1pM0ZJIeDcR2wF+EDAGqRgYu36GBGjqm+88991LBeiA0dAWaEDwCoBZZvP6pJb+8z1Z+9vaMGJMbY0BFQNsIHAPiwb06dUfd5H5rqya0v1yt3drahI+DSCB8A4IOKigw1L+XmbxKThMH7ET4AwMe0/vN/lH+uyFQ/MKO/6obwZx3ej59SAPARi9Z9oUXrvjTVV9zbVZ3jo2zoCKgawgcAeLnU4zka9JctpvqwXzTV40MTbegIqB7CBwB4qYJzRbryz/8pdRnjOuDLCB8A4IXKmiTsy1kDFRQYYHE3gGcRPgDAizz0z0/1z13fmOpr/9hDraIjbOgI8DzCBwB4ga1ffa9bX/jEVJ84oLXGJLe0oSOg5hA+AMBGuXlndfX0Nab6ZeFB2jO1nw0dATWP8AEANuHmb/BXhA8AsNjNz32sT9JOmuofT+6tGGeYDR0B1iJ8AIBF/r33Wz2wfK+pvvB31+imjo2tbwiwCeEDAGpYVk6eOs9eb6p3aFJf/xpznQ0dAfYifABADTEMQ/GTufkbcDHCBwDUgC6z1+m7nHxT/dNp/eQMC7KhI8B7ED4AwINe2PK1Zr5/0FT/+4jO6nHl5TZ0VHWFRYa2p51UVm6eGkWEqnN8lAIDuAoH1Uf4AAAP+CrrJ/VZuMlUH9o+Votu6WBDR9WTsj9DM1alKiM7r6QW4wzVtCEJGpAYY2NnqA0IHwBQDecKi9RySu26+VvK/gyNXrZbxkX1zOw8jV62W0tv70gAQbUQPgCgisqaJOzQzAEKqRNocTeeUVhkaMaqVFPwkCRDkkPSjFWp6pvg4hQMqozwAQCV9NiqVL303zRTfdW47rq6sdOGjjxne9pJt1MtFzMkZWTnaXvaSXVt0cC6xlCrED4AoIJ2HTmpXy/92FQf16ulHuzf2oaOPC8rt+zgUZX1gNIQPgDgEn4uKFTbqSmmusMhpc3xzXEdZWkUEerR9YDSED4AoBxljev4evYgBdTCMQ+d46MU4wxVZnZeqeM+HJJczvOX3QJVRfgAgFLc/fedWpv6nam++aFeatIg3IaOrBEY4NC0IQkavWy3HJJbACmOWtOGJDDYFNUSYHcDAOBN1qZ+p2aT3jcFj8eHJip97uBaHTyKDUiM0dLbO8rldD+14nKGcpktPIIjHwAg6dTpAnV4fK2p3uLyulr/p2TrG7LZgMQY9U1wMcMpagThA4DfK2tch69OEuYpgQEOLqdFjSB8APBbfRdu0pdZP5nqu/7cRw3qhdjQEeAfCB8A/M7j76XqxY/Mk4Q9N6yT+l/lsqEjwL8QPgD4jUOZueq/aLOp3qdtI71wx7U2dAT4J8IHgFqvqMhQ80dWl7rM38d1AHYgfACo1coaTPrZ9H6KDA2yuBsAEuEDQC1158vb9eGhE6b6s8xTAdiO8AGgVvnvV9/rthc+MdUTr4jUe/ddb0NHAC5G+ABQK+SdLVSbR803f5MY1wF4G8IHAJ9X1riOL2YOVHAd7iIBeBvCBwCfdd3cDfr2x59N9ZWju6lT08ts6AhARRA+APiclbu+0Z/++ampPrR9rBbd0sGGjgBUBuEDgM84ebpAHUu5+ZvEuA7AlxA+APiEssZ1pM0ZJIeDO60CvoTwAcCrlRU6Nj6YrGYN61rcDQBPIHwA8Ep/Wf+lFq79wlQf36eVxve50oaOAHgK4QOAV0n//rSSn9xY+jLGdQC1AuEDgFcwDEPxk7n5G+APCB8AbFfWuI7dj/ZVVN1gi7sBUNMIHwBsM+HNvXp7z7em+pO/vUa/6dTYho4AWIHwAcByu46c0q+XbjXVr6gfpv9O6m1DRwCsRPgAYJmzhUVqNeU/pS5jXAfgPwgfACxR1riOzx8foNCgQIu7AWAnwgeAGvV/Sz7SZ99km+rLRnZR91YNbegIgN0IHwBqRMr+TI1atstU79X6cr18Z2cbOgLgLQgfADwqN++srp6+ptRljOsAIBE+AHhQWeM6Ds8epMAAbv4G4DzCB4Bqu3LKf1RQWGSqp4y/Xm1ckTZ0BMCbBVT2CZs3b9aQIUMUGxsrh8Ohd955x225YRiaPn26YmNjFRYWpuTkZB04cMBT/QLwIi//N03NJr1vCh53XtdM6XMHEzwAlKrS4eP06dO65pprtGTJklKXz58/XwsXLtSSJUu0Y8cOuVwu9e3bV7m5udVuFoB3yMj+Wc0mva8Zq1JNy9LnDta0IVfZ0BUAX1Hp0y4DBw7UwIEDS11mGIYWLVqkKVOm6KabbpIkvfrqq4qOjtbrr7+ue++9t3rdArBdWeM6GEwKoKI8OuYjLS1NmZmZ6tevX0ktJCREPXv21NatW0sNH/n5+crPzy95nJOT48mWAHhIWaFj2+Qb5HKGWtwNAF9W6dMu5cnMzJQkRUdHu9Wjo6NLll1szpw5cjqdJV9xcXGebAlANU1/90CpwWPakASlzx1M8ABQaTVytYvD4X5JnWEYplqxyZMna8KECSWPc3JyCCCAFziYkaOBi7eY6qFBAfr88dJPvQJARXg0fLhcLknnj4DExMSU1LOyskxHQ4qFhIQoJCTEk20AqIbCIkMtHlld6jLGdQDwBI+Gj/j4eLlcLq1du1YdOnSQJBUUFGjTpk2aN2+eJ18KQA0oa1zHvun9FBEaZHE3AGqrSoePn376SV999VXJ47S0NO3du1dRUVFq0qSJxo8fr9mzZ6tVq1Zq1aqVZs+erfDwcN16660ebRyA5/zhpe3a/MUJU/25YZ3U/yqXDR0BqM0qHT527typXr16lTwuHq9xxx136JVXXtHEiRP1888/a8yYMTp16pS6dOmiNWvWKCIiwnNdA/CILV+e0LAXt5vq18TV17/HXmdDRwD8gcMwDMPuJi6Uk5Mjp9Op7OxsRUYyOyJQE34uKFTbqSmlLmNcB4CqqMznN/d2AfxMWeM6vpw1UEGBHr36HgBKRfgA/ETXOeuVkZ1nqv9rTDd1aHKZDR0B8FeED6CWW7HzmCa+9Zmp/uuOjbXgd9fY0BEAf0f4AGqpH37KV6eZ60pdxrgOAHYifAC1UFnjOtLmDCpztmEAsArhA6hFygodmx5KVtMGdS3uBgBKR/gAaoGFa7/QX9Z/aao/2O9KjevdyoaOAKBshA/Ah3194if1XrCp1GWM6/A+hUWGtqedVFZunhpFhKpzfJQCAzgNBv9D+AB8kGEYip/Mzd98Scr+DM1Ylep2uXOMM1TThiRoQGJMOc8Eah/CB+BjyhrXsefRvrqsbrDF3aAiUvZnaPSy3bp4OunM7DyNXrZbS2/vSACBXyF8AD7igeV79O+9x031p26+Rr/q0NiGjlARhUWGZqxKNQUPSTIkOSTNWJWqvgkuTsHAbxA+AC+368hJ/Xrpx6Z6k6hwbZ7Yq5RnwJtsTztZ6syyxQxJGdl52p52Ul1bNLCuMcBGhA/ASxWcK9KVf/5PqcsY1+E7snLLDh5VWQ+oDQgfgBcqa1zH548PUGhQoMXdoDoaRYR6dD2gNiB8AF6k/WNr9OOZs6b663d1UbeWDW3oCNXVOT5KMc5QZWbnlTruwyHJ5Tx/2S3gL7h/NuAF/rnzmJpNet8UPPq0baT0uYMJHj4sMMChaUMSJJ0PGhcqfjxtSAKDTeFXOPIB2OjHMwVq/9jaUpcxrqP2GJAYo6W3dzTN8+Fing/4KcIHYJOyxnUcnj2I/wXXQgMSY9Q3wcUMp4AIH4Dlygod793XXYlXOC3uBlYKDHBwOS0gwgdgmYVrDukvG74y1X/TqbGe/O01NnQEAPYgfAA17NjJM7p+/oelLmNcBwB/RPgAagg3fwOA0hE+gBpQ1riOrZN6K7Z+mMXdAIB3IXwAHjT2H7v1/r4MU/2h/q01tldLGzoCAO9D+AA8YM/RU/rVM1tLXcYpFgBwR/gAquFcYZFaTuHmbwBQGYQPoIrKGtfx2fR+igwNsrgbAPAdhA+gkvos3KSvsn4y1Rff0l43tr/Cho4AwLcQPoAKStmfoVHLdpvqV9QP038n9bahIwDwTYQP4BJO55/TVdM+KHUZ4zoAoPIIH0A5yhrX8eWsgQoKDLC4GwCoHQgfQCnKCh0r7u2qzvFRFncDALUL4QO4wAtbvtbM9w+a6je0aaQXh19rQ0cAUPsQPgBJ3+Xkqcvs9aUuY1wHAHgW4QN+r6xTLGlzBsnhcFjcDQDUfoQP+K2yQseGP/VU88vrWdwNAPgPwgf8zpR/7dM/Pjlqqt/bo7kmD2prQ0cA4F8IH/Abn2fmaMCiLaUuY1wHAFiH8IFar6jIUPNHVpe6jNABANYjfFRBYZGh7WknlZWbp0YRoeocH6XAAAYmeqOyxnXs+nMfNagXYnE38Cb8HgP2IXxUUsr+DM1YlaqM7LySWowzVNOGJGhAYoyNneFCv3vuY21PO2mqz/pVom7r0tSGjuBN+D0G7OUwDMOwu4kL5eTkyOl0Kjs7W5GRkXa34yZlf4ZGL9uti9+w4v8rLb29I3+4bLblyxMa9uJ2Uz24ToC+mDnQho7gbfg9BmpGZT6/OfJRQYVFhmasSjX9wZIkQ+f/cM1Ylaq+CS4O3dog/1yhWv85pdRljOtAMX6PAe9A+Kig7Wkn3Q7RXsyQlJGdp+1pJ9W1RQPrGkOZ4zo+f3yAQoMCLe4G3ozfY8A7ED4qKCu37D9YVVkP1Xf1tA+Um3/OVH/lzmuV3LqRDR3B2/F7DHgHwkcFNYoI9eh6qLo3dxzVwyv3meodmtTXv8ZcZ0NH8BX8HgPewW/CR3Uvq+scH6UYZ6gys/NKPV/skORyhnK79Rp06nSBOjy+ttRljOtARfB7DHgHvwgfnrisLjDAoWlDEjR62W45JLc/XMURZtqQBAap1ZCyxnV8PXuQAnjPUUH8HgPeodZfauvpy+pq2/wA3j7RUlmh4/37u+uqWKfF3aC2qG2/x4A3qMznd60OH4VFhrrP21Dm6PbiQ6wfPdy7Uh+43v6BXVHe/Ad4fsrnembjYVP95qQ4zftNOxs6Qm1TW36PAW/BPB//X01dVhcY4PD5y/DKOiKUmZ2n0ct22zbRUvr3p5X85MbSlzGuAx5UG36PAV9Vq8MHl9WVzhsnWjIMQ/GTufkbAPiDWh0+uKyudN420VJZ4zo+ntxbMc6wGn99b+GNpwG8sScAvq9Whw8uqyudtxwRuve1nfrgwHem+qSBbTSqZ4safW1v443jb7yxJwC1Q4DdDdSk4svqpP9d3VLMny+rs/uI0Bff5arZpPdLDR7pcwf7ZfAYvWy36WhU8fiblP0Z9ASgVqnV4UOSBiTGaOntHeVyun+Qupyhfnv3yuIjQmVFLofO/w/X00eECosMNZv0vvo9tdm0LH3uYL8c23Gp8TfS+fE3hUXWXZTmjT0BqF1q9WmXYgMSY9Q3wcW56//PjomWyhrXcfCxAQoL9t+bv3nb+Btv7QlA7eIX4UPisrqLFR8RuvicvsvD5/THL9+jd/YeN9XfuPsX7A95z/ibqryWv10lBsBz/CZ8wKwmjwht+/oH3fL8NlP9xvaxWnxLh2pvv7awe/xNdV7L364SA+A5hA8/5+kjQj8XFKrt1JRSl/njmI5L8cYrsryxJwC1C+EDHlPWuI7DsweZjqYwf8R53nijM2/sCUDtUqvv7QJr3LjkI336Tbap/sH4HmrtijDVmT/CzBvfE2/sCYD34sZysMSqT4/rvjf2mOr39W6pP/VrXepzPH2X4drEG48GeWNPALwTN5ZDjfrhp3x1mrmu1GXljevwxnvKeBNvvCLLG3sC4PsIH6iUssZ1pM0ZJIej/MDA/BEAAInwgQpKmJqiMwWFpvq2yTeYZo8tC/NHAAAkwgcu4fnNhzV79eem+pybrtbvOzep1LaYPwIAIBE+UIYjP5xWzyc2mupxUWHaMrF3lbbJ/BEAAInwgYsYhqH4yatLXVbdScKYPwIAIBE+cIGyBpPum95PEaFBHnkNq+4pAwDwXjUWPp555hk98cQTysjI0FVXXaVFixbp+uuvr6mXQzUsXHNIf9nwlan+0vAk9W4T7fHX4y7DAODfaiR8vPnmmxo/fryeeeYZXXfddXruuec0cOBApaamqkmTyg1SRM1J//60kp/caKont75cr9zZuUZfm/kjAMB/1cgMp126dFHHjh21dOnSklrbtm01dOhQzZkzp9znMsNpzTtXWKSWU/5T6jJu/gYAqApbZzgtKCjQrl27NGnSJLd6v379tHXrVtP6+fn5ys/PL3mck5Pj6ZZwgW5z1ut4KRN9fTVroOoEBtjQEQDA33g8fHz//fcqLCxUdLT7WIHo6GhlZmaa1p8zZ45mzJjh6TZwkSUbvtSTa74w1Tc9lKymDera0BEAwF/V2IDTi6faNgyj1Om3J0+erAkTJpQ8zsnJUVxcXE215Xf2fZOtIUs+MtXn/6adfpfE+wwAsJ7Hw0fDhg0VGBhoOsqRlZVlOhoiSSEhIQoJCfF0G37v54JCtZ2aYqp3iY/Sm/d2taEjAADO83j4CA4OVqdOnbR27Vr96le/KqmvXbtWN954o6dfDqWozs3fAACoaTVy2mXChAkaNmyYkpKS1LVrVz3//PM6evSoRo0aVRMvh//v0Xf267VtR0z1HVP66PIIji4BALxDjYSPm2++WT/88IMee+wxZWRkKDExUatXr1bTpk1r4uX83pYvT2jYi9tN9Rf+kKQ+CZ6fJAwAgOqokXk+qoN5Piru1OkCdXh8ral+U4crtPDm9tY3BADwW7bO84GaV5M3fwMAoKYRPnzMyFd2aP3nWab6/hn9VS+E3QkA8H58WvmIdz89rvvf2GOqrxzdVZ2aRtnQEQAAVUP48HLf/vizrpu7wVQfk9xCEwe0saEjAACqh/DhpQqLDLV4xDyuIyK0jvZN729DRwAAeAbhwwsNWLRZn2fmmuqHZg5QSJ1AGzoCAMBzCB9e5KWP0vTYe6mm+to/9lCr6AgbOgIAwPMIH17gUGau+i/abKrP+L+rdEe3ZtY3BABADSJ82Cj/XKFa/9l887eEmEitfuB6GzoCAKDmET5s0vbRFP18ttBU/3r2IAUEcPM3AEDtRfiw2Jz/HNRzm7421T+e3FsxzjAbOgIAwFqED4vsSD+p3z77sam+5NYO+mW7WBs6AgDAHoSPGpabd1ZXT19jqvdNiNbf/pBkQ0cAANiL8FGDmk16v9R62pxBcjgY1wEA8E+EjxrwwPI9+vfe46b63ql9VT882IaOAADwHoQPD1pzIFP3vLbLVH/9ri7q1rKhDR0BAOB9CB8ekJWTp86z15vqw7s10/T/u8qGjgAA8F6Ej2owDEPxk803f5Ok9LmDLe4GAADfQPioooff+kxv7jxmqh98bIDCgrn5GwAAZSF8VNK+b7I1ZMlHpvr793fXVbFOGzoCAMC3ED4q6NTpAnWZvV4FhUVu9YcHtNHo5BY2dQUAgO8hfFxCYZGhu17doQ8PnXCrT/1lgkZ0j7epKwAAfBfhoxx/2/y1Zq0+6FbrlxCtZ2/vxM3fAACoIsJHKbZ9/YNueX6bW61ucKC2TrpBzvAgm7oCAKB2IHxcIDM7T7+YY56vg8GkAAB4DuFDUsG5Iv32uY/16bEf3eoLfnuNft2psT1NAQBQS/l9+Jif8rme2XjYrXbLtXGac9PV3PwNAIAa4LfhY/3B7zTy1Z1utcaXhWnNH3soPNhv3xYAAGqc333Kpn9/WslPbjTVN/ypp5pfXs/6hgAA8DN+FT7ueGm7Nn3hPl/H88M6qd9VLps6AgDA//hV+LgweNzbo7kmD2prYzcAAPgnvwof9/RorqM/nNHi37dXSB1u/gYAgB38Knw8wpEOAABsF2B3AwAAwL8QPgAAgKUIHwAAwFKEDwAAYCnCBwAAsBThAwAAWIrwAQAALEX4AAAAliJ8AAAASxE+AACApQgfAADAUoQPAABgKcIHAACwlNfd1dYwDElSTk6OzZ0AAICKKv7cLv4cL4/XhY/c3FxJUlxcnM2dAACAysrNzZXT6Sx3HYdRkYhioaKiIh0/flwRERFyOBx2t2OLnJwcxcXF6dixY4qMjLS7HZSB/eT92Ee+gf3k/SqyjwzDUG5urmJjYxUQUP6oDq878hEQEKDGjRvb3YZXiIyM5BfRB7CfvB/7yDewn7zfpfbRpY54FGPAKQAAsBThAwAAWIrw4YVCQkI0bdo0hYSE2N0KysF+8n7sI9/AfvJ+nt5HXjfgFAAA1G4c+QAAAJYifAAAAEsRPgAAgKUIHwAAwFKEDy+Vn5+v9u3by+FwaO/evW7Ljh49qiFDhqhu3bpq2LCh7r//fhUUFNjTqB9KT0/XyJEjFR8fr7CwMLVo0ULTpk0z7QP2k/2eeeYZxcfHKzQ0VJ06ddKWLVvsbslvzZkzR9dee60iIiLUqFEjDR06VIcOHXJbxzAMTZ8+XbGxsQoLC1NycrIOHDhgU8eYM2eOHA6Hxo8fX1Lz1D4ifHipiRMnKjY21lQvLCzU4MGDdfr0aX300Udavny5Vq5cqT/96U82dOmfPv/8cxUVFem5557TgQMH9NRTT+nZZ5/VI488UrIO+8l+b775psaPH68pU6Zoz549uv766zVw4EAdPXrU7tb80qZNmzR27Fht27ZNa9eu1blz59SvXz+dPn26ZJ358+dr4cKFWrJkiXbs2CGXy6W+ffuW3PML1tmxY4eef/55tWvXzq3usX1kwOusXr3aaNOmjXHgwAFDkrFnzx63ZQEBAca3335bUnvjjTeMkJAQIzs724ZuYRiGMX/+fCM+Pr7kMfvJfp07dzZGjRrlVmvTpo0xadIkmzrChbKysgxJxqZNmwzDMIyioiLD5XIZc+fOLVknLy/PcDqdxrPPPmtXm34pNzfXaNWqlbF27VqjZ8+exgMPPGAYhmf3EUc+vMx3332nu+++W6+99prCw8NNyz/++GMlJia6HRXp37+/8vPztWvXLitbxQWys7MVFRVV8pj9ZK+CggLt2rVL/fr1c6v369dPW7dutakrXCg7O1uSSn5v0tLSlJmZ6bbPQkJC1LNnT/aZxcaOHavBgwerT58+bnVP7iOvu7GcPzMMQ8OHD9eoUaOUlJSk9PR00zqZmZmKjo52q1122WUKDg5WZmamRZ3iQocPH9bTTz+tBQsWlNTYT/b6/vvvVVhYaNoH0dHRvP9ewDAMTZgwQd27d1diYqIkleyX0vbZkSNHLO/RXy1fvly7d+/Wjh07TMs8uY848mGB6dOny+FwlPu1c+dOPf3008rJydHkyZPL3Z7D4TDVDMMotY6Kq+h+utDx48c1YMAA/fa3v9Vdd93ltoz9ZL+L32vef+8wbtw4ffbZZ3rjjTdMy9hn9jl27JgeeOABLVu2TKGhoWWu54l9xJEPC4wbN0633HJLues0a9ZMM2fO1LZt20xz5yclJem2227Tq6++KpfLpU8++cRt+alTp3T27FlTGkXlVHQ/FTt+/Lh69eqlrl276vnnn3dbj/1kr4YNGyowMNB0lCMrK4v332b33Xef3n33XW3evFmNGzcuqbtcLknn/3cdExNTUmefWWfXrl3KyspSp06dSmqFhYXavHmzlixZUnJ1kkf2kUdGp8Ajjhw5Yuzbt6/k64MPPjAkGW+99ZZx7NgxwzD+N5Dx+PHjJc9bvnw5Axkt9s033xitWrUybrnlFuPcuXOm5ewn+3Xu3NkYPXq0W61t27YMOLVJUVGRMXbsWCM2Ntb44osvSl3ucrmMefPmldTy8/MZcGqhnJwct8+gffv2GUlJScbtt99u7Nu3z6P7iPDhxdLS0kxXu5w7d85ITEw0brjhBmP37t3GunXrjMaNGxvjxo2zr1E/8+233xotW7Y0evfubXzzzTdGRkZGyVcx9pP9li9fbgQFBRkvvviikZqaaowfP96oW7eukZ6ebndrfmn06NGG0+k0Nm7c6PY7c+bMmZJ15s6dazidTuPtt9829u3bZ/z+9783YmJijJycHBs7928XXu1iGJ7bR4QPL1Za+DCM80dIBg8ebISFhRlRUVHGuHHjjLy8PHua9EMvv/yyIanUrwuxn+z317/+1WjatKkRHBxsdOzYseSyTlivrN+Zl19+uWSdoqIiY9q0aYbL5TJCQkKMHj16GPv27bOvaZjCh6f2kcMwDKNqZ4cAAAAqj6tdAACApQgfAADAUoQPAABgKcIHAACwFOEDAABYivABAAAsRfgAAACWInwAAABLET4AAIClCB8AAMBShA8AAGApwgcAALDU/wPsnlaPHqD1MQAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, @@ -337,7 +402,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 114, "metadata": { "collapsed": true }, @@ -359,7 +424,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 115, "metadata": { "collapsed": true }, @@ -380,14 +445,14 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 116, "metadata": {}, "outputs": [ { "data": { - "image/png": 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EQD7PJGsujNpo7KreC4/kUbocIiIaIhjI59GJOhSk5KHF2YrShjKlyyEioiGCgdyHGanT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\nVICBTEREpAIMZCIiIhVgIBMREanA/weoT2r5VuYQcAAAAABJRU5ErkJggg==\n", 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", 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" ] }, "metadata": {}, @@ -405,7 +470,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "这个模型拟合不太好, **欠拟合了**" + "这个模型拟合不太好,high bias, **欠拟合了**" ] }, { @@ -417,7 +482,35 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 117, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def poly_features(x, power, as_ndarray=False):\n", + " data = {'f{}'.format(i): np.power(x, i) for i in range(1, power + 1)}\n", + " df = pd.DataFrame(data)\n", + "\n", + " return np.matrix(df.values) if as_ndarray else df\n" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def normalize_feature(df):\n", + " \"\"\"Applies function along input axis(default 0) of DataFrame.\"\"\"\n", + " return df.apply(lambda column: (column - column.mean()) / column.std())" + ] + }, + { + "cell_type": "code", + "execution_count": 119, "metadata": { "collapsed": true }, @@ -433,7 +526,7 @@ " df = poly_features(x, power=power)\n", "\n", " # normalization\n", - " ndarr = normalize_feature(df).as_matrix()\n", + " ndarr = np.matrix(normalize_feature(df).values)\n", "\n", " # add intercept term\n", " return np.insert(ndarr, 0, np.ones(ndarr.shape[0]), axis=1)\n", @@ -443,22 +536,7 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def poly_features(x, power, as_ndarray=False):\n", - " data = {'f{}'.format(i): np.power(x, i) for i in range(1, power + 1)}\n", - " df = pd.DataFrame(data)\n", - "\n", - " return df.as_matrix() if as_ndarray else df\n" - ] - }, - { - "cell_type": "code", - "execution_count": 29, + "execution_count": 120, "metadata": { "collapsed": true }, @@ -469,25 +547,25 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 121, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", - "\n", "
\n", " \n", @@ -591,7 +669,7 @@ "11 22.762749 518.142738 11794.353058" ] }, - "execution_count": 30, + "execution_count": 121, "metadata": {}, "output_type": "execute_result" } @@ -612,44 +690,26 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def normalize_feature(df):\n", - " \"\"\"Applies function along input axis(default 0) of DataFrame.\"\"\"\n", - " return df.apply(lambda column: (column - column.mean()) / column.std())" - ] - }, - { - "cell_type": "code", - "execution_count": 32, + "execution_count": 122, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[ 1.00000000e+00, -3.62140776e-01, -7.55086688e-01,\n", - " 1.82225876e-01, -7.06189908e-01, 3.06617917e-01,\n", - " -5.90877673e-01, 3.44515797e-01, -5.08481165e-01],\n", - " [ 1.00000000e+00, -8.03204845e-01, 1.25825266e-03,\n", - " -2.47936991e-01, -3.27023420e-01, 9.33963187e-02,\n", - " -4.35817606e-01, 2.55416116e-01, -4.48912493e-01],\n", - " [ 1.00000000e+00, 1.37746700e+00, 5.84826715e-01,\n", - " 1.24976856e+00, 2.45311974e-01, 9.78359696e-01,\n", - " -1.21556976e-02, 7.56568484e-01, -1.70352114e-01]])" + "matrix([[ 1. , -0.36214078, -0.75508669, 0.18222588, -0.70618991,\n", + " 0.30661792, -0.59087767, 0.3445158 , -0.50848117],\n", + " [ 1. , -0.80320484, 0.00125825, -0.24793699, -0.32702342,\n", + " 0.09339632, -0.43581761, 0.25541612, -0.44891249]])" ] }, - "execution_count": 32, + "execution_count": 122, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_poly, Xval_poly, Xtest_poly= prepare_poly_data(X, Xval, Xtest, power=8)\n", - "X_poly[:3, :]" + "X_poly[:2, :]" ] }, { @@ -662,7 +722,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 123, "metadata": { "collapsed": true }, @@ -691,14 +751,14 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 124, "metadata": {}, "outputs": [ { "data": { - "image/png": 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48FiGRqeyp7EUr8+L0+G0uiQRERlA/TqFzczMxOv14vP5aG5uxuVysW3bNqZNmwbAjBkz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\ne/3115k/fz5PP/00SUlJA3YcBfIAqam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+ "image/png": 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", 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WqYETu7jbmohICxjIOsVrWhMRaQsDWafKWPpERKQpDGSdYukTEZG2MJB1Srnr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\nSUVORK5CYII=\n", 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ktE7fMHXRokV68skn9eijj2rcuHEqLy/X//k//0eSNGvWLD388MMqLS0N3xfu+eefV15ensaPH9/m/l555RVNnz5d99xzj5555hl5vV698sor4fVz5szRJ598ovXr1ysrK0sLFy7UxRdfrN27dyspKUlz586V1+vVli1blJ6ert27dysjI0OFhYX6wx/+oCuvvFIfffSRsrKylJqaeoIHKv4QUOJZ9uDAI6d4AFipoVYqKbDmvX9+SEpOP+5m1dXVeuyxx7Ry5UrNnj1bknTaaadp3LhxkqQf/OAH+tnPfqatW7fqwgsvlCStW7dOM2fOlK2du9M/+OCDuuaaa/TAAw+El5111lmSFA4mb731Vvg+c7/73e9UWFiol156SVdffbX279+vK6+8UiNHjpQknXrqqeH95OTkSJIGDBigfv36deWIJAxO8cQzWlAAoFP27Nmj+vp6TZw4sc31J510kiZNmqTf/e53kgK3cfn73/+uWbNmtbvPXbt2tbu/PXv2yOFwaMyYMeFlubm5+ta3vqU9e/ZIkm677Tb98pe/1AUXXKD7779f77//fnc/XkKiBSWehfqgeA5JjfWBuxwDQG9LSgu0ZFj13p3QmVMks2bN0u23364VK1Zo3bp1Gj58eLhFpKv7bG/EddM0w6eQ/vM//1NTpkzRK6+8og0bNqi0tFS//vWvdeuttx631r6AFpR4ln6S5EiVZAYGbAMAKxhG4DSLFVMn+58UFRUpNTVVr7/+ervbXHHFFTp27Jj+8pe/aN26dbr22ms73OeZZ57Z7v7OOOMMNTY26p///Gd42VdffaWPP/5Yw4YNCy8rLCzUzTffrBdeeEF33HGHnnzySUlScnKyJMnn67sDcRJQ4plhNLsnD6d5AKA9KSkpWrhwoRYsWKDf/va3+uyzz/SPf/xDTz31VHib9PR0XX755br33nu1Z88ezZw5s8N93n///fr973+v+++/X3v27NEHH3ygpUuXSgoEossvv1w//vGPtXXrVr333nu69tpr9Y1vfEOXX365JKm4uFivvfaaysrKtHPnTr3xxhvh8HLKKafIMAy9/PLLOnz4sI4ePdpDRyZ2EVDiHffkAYBOuffee3XHHXfovvvu07Bhw/SDH/xAlZWVEdvMmjVL7733ni688EINGjSow/1NmDBB//u//6v169fr7LPP1n/8x39EtJg8/fTTGjVqlC699FKdf/75Mk1Tr776qpKSkiQFWkfmzp2rYcOG6Xvf+56+9a1v6fHHH5ckfeMb39ADDzygu+++W3l5eZo3b16Uj0bsM8yu3Jo4Rng8HrlcLrndbmVlZVldjrVeuVPa/qQ07mfSRYutrgZAgjt27JjKyso0ZMgQpaSkWF0OYlBHPyNd+f6mBSXe0YICAEhABJR4Rx8UAEACIqDEu34Mdw8ASDwElHgXOsVTc1jy1lhbCwAAUUJAiXep2ZLTFZinFQUAkCAIKIkgO9gPhY6yAHpJHF4Ail4SrZ8NAkoi4J48AHpJaAyP2lqL7l6MmOf1eiVJdrv9hPbDvXgSAR1lAfQSu92ufv36hQc4S0tLC99bBvD7/Tp8+LDS0tLkcJxYxCCgJILwWCh7LS0DQN+Qn58vSa1GYQUkyWazadCgQSccXAkoiYBTPAB6kWEYOvnkkzVgwAA1NDRYXQ5iTHJysmy2E+9BQkBJBOEWFE7xAOg9drv9hPsZAO2hk2wiCI0mW++W6qqsrQUAgCggoCSC5HQprX9gnkuNAQAJgICSKLK5kgcAkDgIKImCjrIAgARCQEkU4Y6yBBQAQPwjoCQKWlAAAAmEgJIoaEEBACQQAkqiaD7cPTfxAgDEOQJKonANlGRIjXVSzWGrqwEA4IQQUBKFwyllFQTmOc0DAIhzBJREQkdZAECC6HJA2bJli6ZNm6aCggIZhqGXXnopvK6hoUELFy7UyJEjlZ6eroKCAl1//fU6dOhQxD7q6+t16623qn///kpPT9dll12mgwcPnvCH6fO4qzEAIEF0OaDU1NTorLPO0sqVK1utq62t1c6dO3Xvvfdq586deuGFF/Txxx/rsssui9iuuLhYL774op577jlt3bpVR48e1aWXXiqfz9f9T4Kme/LQggIAiHNdvpvx1KlTNXXq1DbXuVwubdy4MWLZihUrdN5552n//v0aNGiQ3G63nnrqKT3zzDO66KKLJEnPPvusCgsLtWnTJk2ZMqUbHwOSIq/kAQAgjvV4HxS32y3DMNSvXz9J0o4dO9TQ0KDJkyeHtykoKNCIESO0bdu2NvdRX18vj8cTMaENjIUCAEgQPRpQjh07prvvvlszZ85UVlaWJKmiokLJycnKzs6O2DYvL08VFRVt7qe0tFQulys8FRYW9mTZ8SvUguI+KPk5XQYAiF89FlAaGhp0zTXXyO/36/HHHz/u9qZpyjCMNtctWrRIbrc7PB04cCDa5SaGrALJliT5GyTPoeNvDwBAjOqRgNLQ0KAZM2aorKxMGzduDLeeSFJ+fr68Xq+qqqoiXlNZWam8vLw29+d0OpWVlRUxoQ02e3DANtFRFgAQ16IeUELh5JNPPtGmTZuUm5sbsX7UqFFKSkqK6ExbXl6uf/3rXxo7dmy0y+l7wlfy0FEWABC/unwVz9GjR/Xpp5+Gn5eVlWnXrl3KyclRQUGBrrrqKu3cuVMvv/yyfD5fuF9JTk6OkpOT5XK5dOONN+qOO+5Qbm6ucnJydOedd2rkyJHhq3pwArJPkcpER1kAQFzrckB555139N3vfjf8fP78+ZKk2bNna/HixVq/fr0k6eyzz4543ZtvvqkJEyZIkh599FE5HA7NmDFDdXV1mjhxotasWSO73d7Nj4EwRpMFACQAwzTj79a3Ho9HLpdLbreb/igtffD/S3+4URo0Vrrhz1ZXAwBAWFe+v7kXT6KhBQUAkAAIKIkm1EnWc0hqrLe2FgAAuomAkmgyBkiOVElmYMA2AADiEAEl0RgGNw0EAMQ9Akoi4p48AIA4R0BJRHSUBQDEOQJKIqIFBQAQ5wgoiYjh7gEAcY6Akog4xQMAiHMElEQUOsVTc1jy1lhbCwAA3UBASUSp2ZLTFZjnNA8AIA4RUBJVdrAfCh1lAQBxiICSqOiHAgCIYwSURBUOKJziAQDEHwJKogqPhbLX0jIAAOgOAkqi4hQPACCOEVASVbgFhVM8AID4Q0BJVKHRZOvdUl2VtbUAANBFBJRElZwupfUPzNNRFgAQZwgoiYybBgIA4hQBJZHRURYAEKcIKImMFhQAQJwioCQyWlAAAHGKgJLIaEEBAMQpAkoiaz7cvWlaWwsAAF1AQElkroGSDKmxTqo5bHU1AAB0GgElkTmcUlZBYJ7TPACAOEJASXR0lAUAxCECSqLjrsYAgDhEQEl0oXvyMNw9ACCOEFASHad4AABxiICS6BgLBQAQhwgoiS7UguI+KPl91tYCAEAnEVASXVaBZEuS/A2S55DV1QAA0CkElERnswcHbBMdZQEAcYOA0heEr+ShHwoAID50OaBs2bJF06ZNU0FBgQzD0EsvvRSx3jRNLV68WAUFBUpNTdWECRP04YcfRmxTX1+vW2+9Vf3791d6erouu+wyHTx48IQ+CDpAR1kAQJzpckCpqanRWWedpZUrV7a5funSpVq2bJlWrlyp7du3Kz8/X5MmTVJ1dXV4m+LiYr344ot67rnntHXrVh09elSXXnqpfD46cfYILjUGAMQZR1dfMHXqVE2dOrXNdaZpavny5brnnns0ffp0SdLatWuVl5endevW6aabbpLb7dZTTz2lZ555RhdddJEk6dlnn1VhYaE2bdqkKVOmnMDHQZuyBwceaUEBAMSJqPZBKSsrU0VFhSZPnhxe5nQ6NX78eG3btk2StGPHDjU0NERsU1BQoBEjRoS3aam+vl4ejydiQhfQggIAiDNRDSgVFRWSpLy8vIjleXl54XUVFRVKTk5WdnZ2u9u0VFpaKpfLFZ4KCwujWXbiC3WS9RySGr3W1gIAQCf0yFU8hmFEPDdNs9WyljraZtGiRXK73eHpwIEDUau1T8gYIDlSJZmSm2MHAIh9UQ0o+fn5ktSqJaSysjLcqpKfny+v16uqqqp2t2nJ6XQqKysrYkIXGAaXGgMA4kpUA8qQIUOUn5+vjRs3hpd5vV5t3rxZY8eOlSSNGjVKSUlJEduUl5frX//6V3gb9AAuNQYAxJEuX8Vz9OhRffrpp+HnZWVl2rVrl3JycjRo0CAVFxerpKRERUVFKioqUklJidLS0jRz5kxJksvl0o033qg77rhDubm5ysnJ0Z133qmRI0eGr+pBD6CjLAAgjnQ5oLzzzjv67ne/G34+f/58SdLs2bO1Zs0aLViwQHV1dbrllltUVVWlMWPGaMOGDcrMzAy/5tFHH5XD4dCMGTNUV1eniRMnas2aNbLb7VH4SGhTqAWF4e4BAHHAME3TtLqIrvJ4PHK5XHK73fRH6azdf5T+v+ulb4yWfvy61dUAAPqgrnx/cy+evoJTPACAOEJA6StCp3hqDkveGmtrAQDgOAgofUVqtuR0BebphwIAiHEElL4kOzgWCpcaAwBiHAGlL+nHlTwAgPhAQOlL6CgLAIgTBJS+JDya7F5LywAA4HgIKH0JLSgAgDhBQOlLwi0o9EEBAMQ2AkpfErqjcb1bqjtiaSkAAHSEgNKXJKdLaf0D85zmAQDEMAJKXxM+zUNAAQDELgJKX0NHWQBAHCCg9DW0oAAA4gABpa+hBQUAEAcIKH1N6EoehrsHAMQwAkpfkz048Hhkv2SalpYCAEB7CCh9jWugJENqqJVqDltdDQAAbSKg9DUOp5RVEJinoywAIEYRUPoiOsoCAGIcAaUvyiagAABiGwGlLwpdycMpHgBAjCKg9EWc4gEAxDgCSl/EaLIAgBhHQOmLQi0o7oOS32dtLQAAtIGA0hdlFUg2h+RvkDyHrK4GAIBWCCh9kc0eHLBNDHkPAIhJBJS+io6yAIAYRkDpq+goCwCIYQSUvooWFABADCOg9FWhuxrTggIAiEEElL4q3IJCJ1kAQOwhoPRVoeHuPZ9LjV5rawEAoAUCSl+VMUBypEoyJfcBq6sBACACAaWvMoymVhQ6ygIAYgwBpS/jUmMAQIyKekBpbGzUL37xCw0ZMkSpqak69dRTtWTJEvn9/vA2pmlq8eLFKigoUGpqqiZMmKAPP/ww2qXgeLjUGAAQo6IeUB566CE98cQTWrlypfbs2aOlS5fq4Ycf1ooVK8LbLF26VMuWLdPKlSu1fft25efna9KkSaquro52OehI+BQPV/IAAGJL1APK3//+d11++eW65JJLNHjwYF111VWaPHmy3nnnHUmB1pPly5frnnvu0fTp0zVixAitXbtWtbW1WrduXbTLQUc4xQMAiFFRDyjjxo3T66+/ro8//liS9N5772nr1q26+OKLJUllZWWqqKjQ5MmTw69xOp0aP368tm3b1uY+6+vr5fF4IiZEAad4AAAxyhHtHS5cuFBut1unn3667Ha7fD6fHnzwQf3whz+UJFVUVEiS8vLyIl6Xl5enffva/qIsLS3VAw88EO1SEWpBqTkseWuk5HRr6wEAICjqLSjPP/+8nn32Wa1bt047d+7U2rVr9cgjj2jt2rUR2xmGEfHcNM1Wy0IWLVokt9sdng4cYNyOqEjNlpyuwDz9UAAAMSTqLSh33XWX7r77bl1zzTWSpJEjR2rfvn0qLS3V7NmzlZ+fLynQknLyySeHX1dZWdmqVSXE6XTK6XRGu1RIUvYgqeKDQEAZMMzqagAAkNQDLSi1tbWy2SJ3a7fbw5cZDxkyRPn5+dq4cWN4vdfr1ebNmzV27Nhol4Pj6UdHWQBA7Il6C8q0adP04IMPatCgQRo+fLjeffddLVu2TDfccIOkwKmd4uJilZSUqKioSEVFRSopKVFaWppmzpwZ7XJwPHSUBQDEoKgHlBUrVujee+/VLbfcosrKShUUFOimm27SfffdF95mwYIFqqur0y233KKqqiqNGTNGGzZsUGZmZrTLwfGELzXea2kZAAA0Z5imaVpdRFd5PB65XC653W5lZWVZXU58++gv0u9/IOWPlG7eanU1AIAE1pXvb+7F09eFW1C4igcAEDsIKH2dqzDwWO+W6o5YWgoAACEElL7OmSGl9Q/M01EWABAjCCjgnjwAgJhDQAGXGgMAYg4BBbSgAABiDgEFzVpQuJIHABAbCCiQ+g0KPHKKBwAQIwgokLIHBx6P7Jfib9w+AEACIqBAcg2UZEgNtVLNYaurAQCAgAJJDqeUVRCYp6MsACAGEFAQwKXGAIAYQkBBAB1lAQAxhICCAMZCAQDEEAIKAjjFAwCIIQQUBNCCAgCIIQQUBIRaUNwHJb/P2loAAH0eAQUBWQWSzSH5G6TqcqurAQD0cQQUBNjswQHbxGkeAIDlCChoQkdZAECMIKCgCR1lAQAxgoCCJrSgAABiBAEFTUJ3NaYFBQBgMQIKmoSHu99vbR0AgD6PgIImoVM8ns+lRq+1tQAA+jQCCppkDJAcqZJMyX3A6moAAH0YAQVNDIO7GgMAYgIBBZG41BgAEAMIKIgUvtSYjrIAAOsQUBCJUzwAgBhAQEEkTvEAAGIAAQWRGE0WABADCCiIFGpBqTkseWusrQUA0GcRUBApNVtyugLzdJQFAFiEgILWGPIeAGAxAgpao6MsAMBiPRJQPv/8c1177bXKzc1VWlqazj77bO3YsSO83jRNLV68WAUFBUpNTdWECRP04Ycf9kQp6A46ygIALBb1gFJVVaULLrhASUlJ+vOf/6zdu3fr17/+tfr16xfeZunSpVq2bJlWrlyp7du3Kz8/X5MmTVJ1dXW0y0F3hFtQ9lpaBgCg73JEe4cPPfSQCgsL9fTTT4eXDR48ODxvmqaWL1+ue+65R9OnT5ckrV27Vnl5eVq3bp1uuummaJeErqIFBQBgsai3oKxfv16jR4/W1VdfrQEDBuicc87Rk08+GV5fVlamiooKTZ48ObzM6XRq/Pjx2rZtW5v7rK+vl8fjiZjQg7IZ7h4AYK2oB5R///vfWrVqlYqKivTaa6/p5ptv1m233abf/va3kqSKigpJUl5eXsTr8vLywutaKi0tlcvlCk+FhYXRLhvNuYLH95hbqjtiaSkAgL4p6gHF7/fr29/+tkpKSnTOOefopptu0o9//GOtWrUqYjvDMCKem6bZalnIokWL5Ha7w9OBAweiXTaac2ZIaf0D85zmAQBYIOoB5eSTT9YZZ5wRsWzYsGHavz9wuiA/P1+SWrWWVFZWtmpVCXE6ncrKyoqY0MO41BgAYKGoB5QLLrhAH330UcSyjz/+WKecEvjCGzJkiPLz87Vx48bweq/Xq82bN2vs2LHRLgfdRUdZAICFon4Vz89+9jONHTtWJSUlmjFjht5++22tXr1aq1evlhQ4tVNcXKySkhIVFRWpqKhIJSUlSktL08yZM6NdDrqLjrIAAAtFPaCce+65evHFF7Vo0SItWbJEQ4YM0fLlyzVr1qzwNgsWLFBdXZ1uueUWVVVVacyYMdqwYYMyMzOjXQ66KzTcPad4AAAWMEzTNK0uoqs8Ho9cLpfcbjf9UXrKp69Lz06XTjpdmvtPq6sBACSArnx/cy8etC17cODxyH4p/jIsACDOEVDQNtdASYbUUCvVHLa6GgBAH0NAQdscTimrIDBPPxQAQC8joKB9XGoMALAIAQXtC13JQ0ABAPQyAgrax2iyAACLEFDQPk7xAAAsQkBB+2hBAQBYhICC9oVaUNwHJb/P2loAAH0KAQXtyyqQbA7J3yBVl1tdDQCgDyGgoH02e3DANnGaBwDQqwgo6BgdZQEAFiCgoGN0lAUAWICAgo7RggIAsAABBR1rfldjAAB6CQEFHQsNd88pHgBALyKgoGOhUzyez6VGr7W1AAD6DAIKOpYxQHKkSjIl9wGrqwEA9BEEFHTMMLirMQCg1xFQcHyhS43pKAsA6CUEFBxfP8ZCAQD0LgIKjo9TPACAXkZAwfExmiwAoJcRUHB8jCYLAOhlBBQcX6gFpeaw5K2xthYAQJ9AQMHxpWZLTldg/ghjoQAAeh4BBZ1DR1kAQC8ioKBz6CgLAOhFBBR0Dh1lAQC9iICCzgm3oOy1tAwAQN9AQEHn9GO4ewBA7yGgoHOyOcUDAOg9BBR0jqsw8HjMLdUdsbQUAEDiI6Cgc5wZUlr/wDytKACAHkZAQedxqTEAoJcQUNB5XGoMAOglPR5QSktLZRiGiouLw8tM09TixYtVUFCg1NRUTZgwQR9++GFPl4ITlc2VPACA3tGjAWX79u1avXq1zjzzzIjlS5cu1bJly7Ry5Upt375d+fn5mjRpkqqrq3uyHJyo0HD3nOIBAPSwHgsoR48e1axZs/Tkk08qOzs7vNw0TS1fvlz33HOPpk+frhEjRmjt2rWqra3VunXreqocRAOneAAAvaTHAsrcuXN1ySWX6KKLLopYXlZWpoqKCk2ePDm8zOl0avz48dq2bVub+6qvr5fH44mYYIHswYHHI/sl07S0FABAYuuRgPLcc89p586dKi0tbbWuoqJCkpSXlxexPC8vL7yupdLSUrlcrvBUWFgY/aJxfK6BkgypoVaqOWx1NQCABBb1gHLgwAHdfvvtevbZZ5WSktLudoZhRDw3TbPVspBFixbJ7XaHpwMHDkS1ZnSSwyllFQTm6SgLAOhBUQ8oO3bsUGVlpUaNGiWHwyGHw6HNmzfrN7/5jRwOR7jlpGVrSWVlZatWlRCn06msrKyICRbpx00DAQA9L+oBZeLEifrggw+0a9eu8DR69GjNmjVLu3bt0qmnnqr8/Hxt3Lgx/Bqv16vNmzdr7Nix0S4H0Ra6koeOsgCAHuSI9g4zMzM1YsSIiGXp6enKzc0NLy8uLlZJSYmKiopUVFSkkpISpaWlaebMmdEuB9HGaLIAgF4Q9YDSGQsWLFBdXZ1uueUWVVVVacyYMdqwYYMyMzOtKAddwaXGAIBeYJhm/F0v6vF45HK55Ha76Y/S2/ZuldZcImUPkW7fZXU1AIA40pXvb+7Fg64JtaC4D0p+n7W1AAASFgEFXZNVINkckr9Bqi63uhoAQIIioKBrbPbggG2ioywAoMcQUNB1dJQFAPQwAgq6jkuNAQA9jICCrgu3oDDcPQCgZxBQ0HXhuxrTggIA6BkEFHRdaLh7TvEAAHoIAQVdFzrF4/lcavRaWwsAICERUNB1GQMkR6okU3IfsLoaAEACIqCg6wyDuxoDAHoUAQXdk82VPACAnkNAQffQURYA0IMIKOgeRpMFAPQgAgq6h9FkAQA9iICC7qEFBQDQgwgo6J5QC0rNYclba20tAICEQ0BB96RmS05XYJ4reQAAUUZAQfcxFgoAoIcQUNB9dJQFAPQQAgq6j46yAIAeQkBB94VbUPZaWgYAIPEQUNB9/RjuHgDQMwgo6D46yQIAeggBBd0XCijH3FLdEUtLAQAkFgIKus+ZIaX1D8zTigIAiCICCk4MlxoDAHoAAQUnho6yAIAeQEDBiclmLBQAQPQRUHBiQh1lOcUDAIgiAgpODKPJAgB6AAEFJyZ7cODxyH7JNC0tBQCQOAgoODGugZIMqaFWqjlsdTUAgARBQMGJcTilrILAPFfyAACihICCExfuKLvX0jIAAIkj6gGltLRU5557rjIzMzVgwABdccUV+uijjyK2MU1TixcvVkFBgVJTUzVhwgR9+OGH0S4FvYWOsgCAKIt6QNm8ebPmzp2rf/zjH9q4caMaGxs1efJk1dTUhLdZunSpli1bppUrV2r79u3Kz8/XpEmTVF1dHe1y0BsYTRYAEGWOaO/wL3/5S8Tzp59+WgMGDNCOHTv0ne98R6Zpavny5brnnns0ffp0SdLatWuVl5endevW6aabbop2SehptKAAAKKsx/uguN1uSVJOTo4kqaysTBUVFZo8eXJ4G6fTqfHjx2vbtm09XQ56QjbD3QMAoivqLSjNmaap+fPna9y4cRoxYoQkqaKiQpKUl5cXsW1eXp727Wv7L/D6+nrV19eHn3s8nh6qGN0SbkE5IPl9ks1ubT0AgLjXoy0o8+bN0/vvv6/f//73rdYZhhHx3DTNVstCSktL5XK5wlNhYWGP1ItuyiqQbA7J3yBVl1tdDQAgAfRYQLn11lu1fv16vfnmmxo4cGB4eX5+vqSmlpSQysrKVq0qIYsWLZLb7Q5PBw4c6Kmy0R02e3DANtFRFgAQFVEPKKZpat68eXrhhRf0xhtvaMiQIRHrhwwZovz8fG3cuDG8zOv1avPmzRo7dmyb+3Q6ncrKyoqYEGPoKAsAiKKo90GZO3eu1q1bpz/+8Y/KzMwMt5S4XC6lpqbKMAwVFxerpKRERUVFKioqUklJidLS0jRz5sxol4Pekn2KVCZaUAAAURH1gLJq1SpJ0oQJEyKWP/3005ozZ44kacGCBaqrq9Mtt9yiqqoqjRkzRhs2bFBmZma0y0Fv6ceVPACA6Il6QDE7cUdbwzC0ePFiLV68ONpvD6twigcAEEXciwfRwWiyAIAoIqAgOkItKJ7PpUavtbUAAOIeAQXRkTFAcqRKMiU3l4EDAE4MAQXRYRhSv0GBeTrKAgBOEAEF0ZNNR1kAQHQQUBA9oRYUOsoCAE4QAQXRw6XGAIAoIaAgerjUGAAQJQQURA+jyQIAooSAgugJtaDUVEreWmtrAQDENQIKoieln+QM3mmaVhQAwAkgoCB6DIOOsgCAqCCgILroKAsAiAICCqKLFhQAQBQQUBBdjCYLAIgCAgqiqx+neAAAJ46AgugK3zCQgAIA6D4CCqIrFFCOuaW6I5aWAgCIXwQURJczQ0rrH5inFQUA0E0OqwtAAso+Rar9MjBY28lnWV0NoqXRK3kOSkcOSO4DkrvZfHKG1H+o1P+bUm6R1L9ISsuxumIAcYyAgujrd4r0+Q46ysabY55A6HAfCIRL94HIMFJdIcls//UftXiemhMIKrlFkeEle7DkSO7BDwIgERBQEH10lI09pinVHA4Gjv3Bx4PNQsj+QL+h43GkSK5CyTVQ6lcouQYF5us90pefSF99In35aaClpe5r6cA/A1Nzhj0QUvoXSblDm4WYb0rp/QMjEgPo8wgoiD5Gk+19vgbJ83nkaZeIVpCDkq/++PtJzQ4EDtegYABpEUY6GyC8NdJXnwZDy6eR4aWhRvr6s8DUUoqr6RRR8/CSc6qUlNL14wIgbhFQEH2hsVD2vSU9fbFkT5LszsCjwynZk5smhzNK61ssszkS6y9xb03r4NE8jFSXS6b/ODsxpMyTm4JHv8IWYWSg5MyMTr3J6YH+Ry37IJlmoNYvP5G+/DgyvBw5EGjF+fydwBRRui3QMtdWeMnMT6x/61hjmlJDnVRfHZhMv2R3BH7HbA7JliTZ7IHfQ1uz5fyb4AQZpml2cFI5Nnk8HrlcLrndbmVlZVldDlqq/kJ6dLjkb7CwCKNZYEluP/QYNoX7VYR/FXrqudpf39Fraw5LdVXH/8h2Z7PWjhatIP0KpcyC2O770VAnff3vyNaWUIip97T/uuRMKfe0wCmi5uEl5zQpOa336o81pik11geDhSc4VQf6GoXCRvPlrda5m+b9jV1/f8MeCCr2YIAJhxlH2wEnvK0j+Lw72wbXhz6/zOCvlNnseXce1Y3X+duvQQq0FmbkBf5oyMyTMvIDYTs1O6HDXVe+vwko6BmhLxeft2lqrA+civDVB597O1jfEHzefH1ovvn64PaN9eqwA2ciSHEFT7kUtmgFCU7pJ0m2BBw5wDSlo5XB0NLilFHV3o5bjlyFTYElLbfZF2Xzyd70ZRr+wmtjmy49b2ebzn7xNHo7CA+dDBXHPFH+I8EItLAZNsnvC4QWf0P3wgvaZ3cGg0t+ZHDJzI+cT82Jy993Agr6Jl9jGwGmeQhqsSwi1AS/OMJfINF6ri5ub7Rel5od+KJN4We9lcZ66euytsNLZ1qdepthbxFcWoSY0KmUzvQX6orkzMDPjzMzODWbT3F1bnlyetsBywy2FviCYaX5FF7mawoz/sbA72rzgOP3dfP1oX00f30olBlNv0/detQJvt4I/iq3sVwK/Hwe/SJwdVx1hXS0oms/s7akYJAJtsKEQ00oyASXp/WPqSDTle9v+qAgcdiDzcHqw836fY3DKQ04PTC1VPNVs+DyiVR/tNmXXYsvwlbLTuC56Wu/Vcf0ST5fICB3RlJ6MCy0DBdZnV+enNmzX1CG0RS8cGIajgVCS8vgUv1FoO/W0eBj7VeBIOY5GJg6YtiljAGtg0vLQJN+UvD/z9gRW9UAQLSk5wamQf9P77+33x8II10JOb7GwJVKzYNFjH1hoIclpQSuggxdCdmeRq9UU9kixITmgyGm+otA/zXTF3xe3vE+DVsgpDQPLtlDpAvnR+/zdRE//QAQbTabJFug0yYQbY7kYEf4gR1v52tsCjLNg0vLQHP0i0CrX2i+4v3A63OLCCgAACDK7A4pqyAwdcTvk2q+bHYaKRhenBm9U2c7CCgAAPRlNnuwb0qe1ZVEIKAgquobfSr7skafVh6V35Ry05OVE5yy05KV7Iid3uQAgNhFQEG31Hl9+uzwUX1aeVSfVFbrky8C83u/qpG/gwvXM1Mc4cCSGwwtORlN87kZycpJdwaepycrPdkuI4EHLQIAtI2Agg4drW8MhJAvqoNhJBBIDlbVqb0RdDJTHBo6IENJdpu+rvGqqsarqlqv/KZUfaxR1ccate+r2k69f7LD1iK8BOfTA8EmJy0YdjICy/ulJctuI9AAQHu8jX7VeX2q8Taq1utTnden2uB8bXC+rsGntGSHrhp1nI64PYiAAkmSu7ZBnx4OtIR8Egwin35RrUPuY+2+JjstSUV5mRo6IENFAzJUNCBTRXkZGpDpbNXq4fObctc16Osab3Cq19c1DRGPXwWDzNdHvfqqxqv6Rr+8jX6Vu4+pvIM6mjMMKTstWdlpScpNdwYCTbC1JqfFlJuRrLQkh+x2Qw5bYLLbDFps4pxpmvL6/DrW4Fd9g0/HGvw61uiTaQZ+PmyGZBiGDEk2w5DNMAJDeRhNz23B8bSaPzdkyLAFloVeG3pN02vV6z8/pmnKNCW/acoffGx6HlhmtvMY2qb160PLWm+jZp/dkCFbs2NitDwWCj63NT/eTce2+b+Bgv82LY+roabjasXxtUqjz6/ahlB48KmmPhAaAoGiUTX1vuD6yGARChw13qZ14X14G1Xn9amxo2buZk47Kb3vBpTHH39cDz/8sMrLyzV8+HAtX75cF154oZUlJbyvjtZHBJDQ/OHq9keuPCnTGQwgGRqalxmez81wdvp97TYjHAw6wzRN1TX49NXRYKAJBpfm8+FAU+PVV0fr5TnWKNNUOAR9drim0/U1FwoqDpshh90WfDTksNkCy+2hMGNTkj2wbVIb6xztbWu3Ndt/620dNltweeR+7bbIfTc9j9xPxHKbLSKANX9utxmyG4ZsPdzi5Pebqm/061iDT8cag4GhwRecAuEhHCSCy+samravb2P7Y822D++7RRixUptf0s2+YFs+Dz2a4fDQFCSOFz76ovaOb1uBMfDcaDP82NpYHjFva/365v9mkQH3+Ns0X+dt9LdutfAGQket1ydv4/Fu/nnikuyGUpPsSkt2KM1pV1qyXWlJDqUm25XutKvAldrjNXTEsoDy/PPPq7i4WI8//rguuOAC/fd//7emTp2q3bt3a9CgQVaVlRBM09Th6mAQaRZCPq08qq9r2h/BssCVotOatYQUDcjQ0AEZ6pfW+zeYMwwj8EuT41BhTudGhm3w+cOBpa3pq+Dppubzbf0l0eg31eg3FYhsvqh+rlhkM9QUvmxGRICJWN5BGGr0ma2CQyBg+HvlP9r2GIaU4rDLmWST3TBkKvjl7g980Yefh77so/Tlb5qSzzSDPz2xlSLaCketWoVsRrvbSM2PmyJClalAIDWlcJBq/mgqMmh1Vywf32iz2wylJdmDocERDBSB52nJdqUnO8LzqckOpTebD22X3mw+LTkYSJLtSrLH9kULlt2LZ8yYMfr2t7+tVatWhZcNGzZMV1xxhUpLSzt8LffiCTBNU4fcx5r6h3wR7LBaeVTVx9q/gVdhTmoghAQDSFFepk47KV2ZKX1rUCnTDAQRXzCQNPr8wUdTjX6/fH5TDT4z+OiP2M7nN9XgN+Xz+4Pbh/blD78mtL+m/TRb12J9Yzv7afT55TMVfh+fP7Jmn7/ZPnztL2/0+2Pir22HzVBKkl0pSTY5HYHHwPPgvCMw7wwtj9imaZkzyabU8Osi16Uk2eQMLku2207olEDzFozQl3LLL962WjrMZtu3tz7iUYF/q4hTSsf5K7/Nv9LbOQXV/PWxdIqk1XFR28dXLf4N/MF06W++3N/Wv1WzU1n+9oJScN7f+dNf/g7+7dvbJrT/0D6THbZmgaEpNITDRZJdaU77Cf8Mx5qYvxeP1+vVjh07dPfdd0csnzx5srZt29Zq+/r6etXXN52C8Hg6uPX6CThcXa//981PJQV+oCSF/xIIzJvN5puWq/ny4A9/03zr5YpYbrbYpvVytdynKZW76/Rp5VHVeNv+C99mSKfkpjf1D8kLtIycelK60pLpeiQF/qNOshtK6iO3EPH7zcBfnaEQ0yyItRV6Wgcif4vXNi132GwRQcLpaBEckuxKcdjkiPG/2FoKhwQlzhdELOH4oiOWfFN9+eWX8vl8ysuLHBQmLy9PFRUVrbYvLS3VAw880ON1eY41aM22vT3+PtHksBka0j9dRXkZGhpsFSnKy9Dg3HSl9JVvXnSKzWbIpr4TyADEN0v/lG7ZbGWaZptNWYsWLdL8+U33A/B4PCosLIx6PdlpyZr73dMCtQU7XgXmFb79ttE022qb8HyzzxDqhd403/bypu2NFts0W97svXIznPpmXoZOyU2P+fOIAAB0lSUBpX///rLb7a1aSyorK1u1qkiS0+mU09n5K0a6Kyc9WXdNaeO27QAAoFdZ8qd3cnKyRo0apY0bN0Ys37hxo8aOHWtFSQAAIIZYdopn/vz5uu666zR69Gidf/75Wr16tfbv36+bb77ZqpIAAECMsCyg/OAHP9BXX32lJUuWqLy8XCNGjNCrr76qU045xaqSAABAjLBsHJQTwTgoAADEn658f3P5BwAAiDkEFAAAEHMIKAAAIOYQUAAAQMwhoAAAgJhDQAEAADGHgAIAAGIOAQUAAMQcAgoAAIg5lg11fyJCg996PB6LKwEAAJ0V+t7uzCD2cRlQqqurJUmFhYUWVwIAALqqurpaLperw23i8l48fr9fhw4dUmZmpgzDsLqcXufxeFRYWKgDBw5wL6ITwHGMDo5jdHAco4PjGB09dRxN01R1dbUKCgpks3XcyyQuW1BsNpsGDhxodRmWy8rK4hcwCjiO0cFxjA6OY3RwHKOjJ47j8VpOQugkCwAAYg4BBQAAxBwCShxyOp26//775XQ6rS4lrnEco4PjGB0cx+jgOEZHLBzHuOwkCwAAEhstKAAAIOYQUAAAQMwhoAAAgJhDQAEAADGHgBInSktLde655yozM1MDBgzQFVdcoY8++sjqsuJeaWmpDMNQcXGx1aXEnc8//1zXXnutcnNzlZaWprPPPls7duywuqy40tjYqF/84hcaMmSIUlNTdeqpp2rJkiXy+/1WlxbztmzZomnTpqmgoECGYeill16KWG+aphYvXqyCggKlpqZqwoQJ+vDDD60pNkZ1dAwbGhq0cOFCjRw5Uunp6SooKND111+vQ4cO9Vp9BJQ4sXnzZs2dO1f/+Mc/tHHjRjU2Nmry5MmqqamxurS4tX37dq1evVpnnnmm1aXEnaqqKl1wwQVKSkrSn//8Z+3evVu//vWv1a9fP6tLiysPPfSQnnjiCa1cuVJ79uzR0qVL9fDDD2vFihVWlxbzampqdNZZZ2nlypVtrl+6dKmWLVumlStXavv27crPz9ekSZPC93JDx8ewtrZWO3fu1L333qudO3fqhRde0Mcff6zLLrus9wo0EZcqKytNSebmzZutLiUuVVdXm0VFRebGjRvN8ePHm7fffrvVJcWVhQsXmuPGjbO6jLh3ySWXmDfccEPEsunTp5vXXnutRRXFJ0nmiy++GH7u9/vN/Px881e/+lV42bFjx0yXy2U+8cQTFlQY+1oew7a8/fbbpiRz3759vVITLShxyu12S5JycnIsriQ+zZ07V5dccokuuugiq0uJS+vXr9fo0aN19dVXa8CAATrnnHP05JNPWl1W3Bk3bpxef/11ffzxx5Kk9957T1u3btXFF19scWXxraysTBUVFZo8eXJ4mdPp1Pjx47Vt2zYLK4tvbrdbhmH0WktpXN4ssK8zTVPz58/XuHHjNGLECKvLiTvPPfecdu7cqe3bt1tdStz697//rVWrVmn+/Pn6+c9/rrffflu33XabnE6nrr/+eqvLixsLFy6U2+3W6aefLrvdLp/PpwcffFA//OEPrS4trlVUVEiS8vLyIpbn5eVp3759VpQU944dO6a7775bM2fO7LWbMBJQ4tC8efP0/vvva+vWrVaXEncOHDig22+/XRs2bFBKSorV5cQtv9+v0aNHq6SkRJJ0zjnn6MMPP9SqVasIKF3w/PPP69lnn9W6des0fPhw7dq1S8XFxSooKNDs2bOtLi/uGYYR8dw0zVbLcHwNDQ265ppr5Pf79fjjj/fa+xJQ4sytt96q9evXa8uWLRo4cKDV5cSdHTt2qLKyUqNGjQov8/l82rJli1auXKn6+nrZ7XYLK4wPJ598ss4444yIZcOGDdMf/vAHiyqKT3fddZfuvvtuXXPNNZKkkSNHat++fSotLSWgnID8/HxJgZaUk08+Oby8srKyVasKOtbQ0KAZM2aorKxMb7zxRq+1nkhcxRM3TNPUvHnz9MILL+iNN97QkCFDrC4pLk2cOFEffPCBdu3aFZ5Gjx6tWbNmadeuXYSTTrrgggtaXeb+8ccf65RTTrGoovhUW1srmy3yv2G73c5lxidoyJAhys/P18aNG8PLvF6vNm/erLFjx1pYWXwJhZNPPvlEmzZtUm5ubq++Py0ocWLu3Llat26d/vjHPyozMzN8jtXlcik1NdXi6uJHZmZmq3476enpys3NpT9PF/zsZz/T2LFjVVJSohkzZujtt9/W6tWrtXr1aqtLiyvTpk3Tgw8+qEGDBmn48OF69913tWzZMt1www1Wlxbzjh49qk8//TT8vKysTLt27VJOTo4GDRqk4uJilZSUqKioSEVFRSopKVFaWppmzpxpYdWxpaNjWFBQoKuuuko7d+7Uyy+/LJ/PF/7eycnJUXJycs8X2CvXCuGESWpzevrpp60uLe5xmXH3/OlPfzJHjBhhOp1O8/TTTzdXr15tdUlxx+PxmLfffrs5aNAgMyUlxTz11FPNe+65x6yvr7e6tJj35ptvtvl/4uzZs03TDFxqfP/995v5+fmm0+k0v/Od75gffPCBtUXHmI6OYVlZWbvfO2+++Wav1GeYpmn2fAwCAADoPPqgAACAmENAAQAAMYeAAgAAYg4BBQAAxBwCCgAAiDkEFAAAEHMIKAAAIOYQUAAAQMwhoAAAgJhDQAEAADGHgAIAAGIOAQUAAMSc/wtbj2F/PtLquwAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, @@ -763,14 +823,14 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 126, "metadata": {}, "outputs": [ { "data": { - "image/png": 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wqFQqpltz2dW8l2OOZlKjppz1eY1tvShAqnRXBw2DTsPcnHjm5sQP3rLW6uBA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\nPnz4IEk6fPiwysvL1dHRIcuyWDR88uU81dXVqbq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", 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" ] }, "metadata": {}, @@ -799,7 +859,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 127, "metadata": { "collapsed": true }, @@ -811,7 +871,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 128, "metadata": { "collapsed": true }, @@ -829,14 +889,14 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 129, "metadata": {}, "outputs": [ { "data": { - "image/png": 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nMCw0VcJ6CPK60IaeiWjQs5Spn9bz/kcVQlybr3TXCzKZNtLzumub3caB2sPk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\nJ+ubN3uTAAAAAElFTkSuQmCC\n", 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", 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" ] }, "metadata": {}, @@ -856,7 +916,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 130, "metadata": {}, "outputs": [ { @@ -865,7 +925,7 @@ "1" ] }, - "execution_count": 40, + "execution_count": 130, "metadata": {}, "output_type": "execute_result" } @@ -877,23 +937,23 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 131, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "test cost(l=0) = 9.799399498688892\n", - "test cost(l=0.001) = 11.054987989655938\n", - "test cost(l=0.003) = 11.249198861537238\n", - "test cost(l=0.01) = 10.879605199670008\n", - "test cost(l=0.03) = 10.022734920552129\n", - "test cost(l=0.1) = 8.632060998872074\n", - "test cost(l=0.3) = 7.336602384055533\n", - "test cost(l=1) = 7.46630349664086\n", - "test cost(l=3) = 11.643928200535115\n", - "test cost(l=10) = 27.715080216719304\n" + "test cost(l=0) = 10.19675303640657\n", + "test cost(l=0.001) = 11.047618788886734\n", + "test cost(l=0.003) = 11.265574861411878\n", + "test cost(l=0.01) = 10.880016515985872\n", + "test cost(l=0.03) = 10.023114468127915\n", + "test cost(l=0.1) = 8.632055393672232\n", + "test cost(l=0.3) = 7.3366117748019315\n", + "test cost(l=1) = 7.466278601947305\n", + "test cost(l=3) = 11.643928589149553\n", + "test cost(l=10) = 27.71508030799714\n" ] } ], @@ -938,7 +998,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.2" + "version": "3.10.11" } }, "nbformat": 4, diff --git a/code/ex6-SVM/ML-Exercise6.ipynb b/code/ex6-SVM/ML-Exercise6.ipynb index 698a3a1f..221a8002 100644 --- a/code/ex6-SVM/ML-Exercise6.ipynb +++ b/code/ex6-SVM/ML-Exercise6.ipynb @@ -32,66 +32,66 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'X': array([[ 1.9643 , 4.5957 ],\n", - " [ 2.2753 , 3.8589 ],\n", - " [ 2.9781 , 4.5651 ],\n", - " [ 2.932 , 3.5519 ],\n", - " [ 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LLEIwAAAAInYdbNSmbYeiDjcJH4Kyadsh7TrYaHKFiUEIBgAAQESxf0zUKX+dZ0JRpwAW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\nnP8PPtinCIIxf1cAAAAASUVORK5CYII=\n", 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", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -192,8 +192,8 @@ "negative = data[data['y'].isin([0])]\n", "\n", "fig, ax = plt.subplots(figsize=(12,8))\n", - "ax.scatter(positive['X1'], positive['X2'], s=50, marker='x', label='Positive')\n", - "ax.scatter(negative['X1'], negative['X2'], s=50, marker='o', label='Negative')\n", + "ax.scatter(positive['X1'], positive['X2'], s=50, marker='x', c='blue', label='Positive')\n", + "ax.scatter(negative['X1'], negative['X2'], s=50, marker='o', c='r', label='Negative')\n", "ax.legend()\n", "plt.show()" ] @@ -208,18 +208,19 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
LinearSVC(C=1, loss='hinge')
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], "text/plain": [ - "LinearSVC(C=1, class_weight=None, dual=True, fit_intercept=True,\n", - " intercept_scaling=1, loss='hinge', max_iter=1000, multi_class='ovr',\n", - " penalty='l2', random_state=None, tol=0.0001, verbose=0)" + "LinearSVC(C=1, loss='hinge')" ] }, - "execution_count": 35, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -239,16 +240,24 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 4, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\env\\anaconda\\envs\\gpytorch\\lib\\site-packages\\sklearn\\svm\\_base.py:1244: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, { "data": { "text/plain": [ - "0.98039215686274506" + "0.9803921568627451" ] }, - "execution_count": 36, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -267,16 +276,24 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 5, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\env\\anaconda\\envs\\gpytorch\\lib\\site-packages\\sklearn\\svm\\_base.py:1244: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, { "data": { "text/plain": [ - "0.94117647058823528" + "0.9411764705882353" ] }, - "execution_count": 37, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -298,14 +315,14 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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XRzxSbZXQtZsSTzk97Fhin75ypKRGOBGAaEYJBoCa5PPJkbU37JBVUiLXt+siHKh2a/in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\nRTOVnp429F8GAEgiBANAUiosfFyFhY9bXQYAJC2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"text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -323,14 +340,60 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\env\\anaconda\\envs\\gpytorch\\lib\\site-packages\\sklearn\\base.py:439: UserWarning: X does not have valid feature names, but LinearSVC was fitted with feature names\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 创建网格来评估模型\n", + "x_min, x_max = data['X1'].min() - 1, data['X1'].max() + 1\n", + "y_min, y_max = data['X2'].min() - 1, data['X2'].max() + 1\n", + "xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.02),\n", + " np.arange(y_min, y_max, 0.02))\n", + "\n", + "# 评估模型\n", + "Z = svc.predict(np.c_[xx.ravel(), yy.ravel()])\n", + "Z = Z.reshape(xx.shape)\n", + "\n", + "fig, ax = plt.subplots(figsize=(12,8))\n", + "# 画出等高线图\n", + "ax.contourf(xx, yy, Z, cmap=plt.cm.coolwarm, alpha=0.8)\n", + "\n", + "# 画出数据点\n", + "ax.scatter(data['X1'], data['X2'], s=50, c=data['SVM 1 Confidence'], cmap='seismic')\n", + "\n", + "ax.set_title('SVM (C=1) Decision Confidence with Decision Boundary')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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AAABphxAMAACAtEMIBgAAQNohBAMAACDtuOwuAACAxmKM0b//+oi2LnpZlcW75D/6GHWZ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\nbS1bNk9JSYkD/2UAgCRCMADEpdzcqcrNnWp1GwA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"text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -346,6 +409,52 @@ "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\env\\anaconda\\envs\\gpytorch\\lib\\site-packages\\sklearn\\base.py:439: UserWarning: X does not have valid feature names, but LinearSVC was fitted with feature names\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# # 创建网格来评估模型\n", + "# x_min, x_max = data['X1'].min() - 1, data['X1'].max() + 1\n", + "# y_min, y_max = data['X2'].min() - 1, data['X2'].max() + 1\n", + "# xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.02),\n", + "# np.arange(y_min, y_max, 0.02))\n", + "\n", + "# 评估模型\n", + "Z = svc2.predict(np.c_[xx.ravel(), yy.ravel()])\n", + "Z = Z.reshape(xx.shape)\n", + "\n", + "fig, ax = plt.subplots(figsize=(12,8))\n", + "# 画出等高线图\n", + "ax.contourf(xx, yy, Z, cmap=plt.cm.coolwarm, alpha=0.8)\n", + "\n", + "# 画出数据点\n", + "ax.scatter(data['X1'], data['X2'], s=50, c=data['SVM 2 Confidence'], cmap='seismic')\n", + "\n", + "ax.set_title('SVM (C=100) Decision Confidence with Decision Boundary')\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -357,7 +466,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 15, "metadata": { "collapsed": true }, @@ -369,7 +478,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -378,7 +487,7 @@ "0.32465246735834974" ] }, - "execution_count": 41, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -400,14 +509,14 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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fWRLI9iyjzlIR7u+snY8leencqgJsLz2N0vLzmiPRUZGRqG7uRUtHv/tYQVYqqpp60D9g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\nvmacaOlFbWUJnnniVtRWluBES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"text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -424,8 +533,8 @@ "negative = data[data['y'].isin([0])]\n", "\n", "fig, ax = plt.subplots(figsize=(12,8))\n", - "ax.scatter(positive['X1'], positive['X2'], s=30, marker='x', label='Positive')\n", - "ax.scatter(negative['X1'], negative['X2'], s=30, marker='o', label='Negative')\n", + "ax.scatter(positive['X1'], positive['X2'], s=30, marker='x', c='blue', label='Positive')\n", + "ax.scatter(negative['X1'], negative['X2'], s=30, marker='o', c='r', label='Negative')\n", "ax.legend()\n", "plt.show()" ] @@ -439,19 +548,19 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
SVC(C=100, gamma=10, probability=True)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], "text/plain": [ - "SVC(C=100, cache_size=200, class_weight=None, coef0=0.0,\n", - " decision_function_shape='ovr', degree=3, gamma=10, kernel='rbf',\n", - " max_iter=-1, probability=True, random_state=None, shrinking=True,\n", - " tol=0.001, verbose=False)" + "SVC(C=100, gamma=10, probability=True)" ] }, - "execution_count": 43, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -463,16 +572,16 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "1.0" + "0.9698725376593279" ] }, - "execution_count": 44, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -484,14 +593,14 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": 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V06VI/txcpyMhAef84EpV/vtD7du2XZLUo18/nXf1TIdTude6p/6kFT+9TXs/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\nBUnS33+7QEO+912N+MkNDic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", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -499,10 +608,12 @@ } ], "source": [ - "data['Probability'] = svc.predict_proba(data[['X1', 'X2']])[:,0]\n", + "data['Probability'] = svc.predict_proba(data[['X1', 'X2']])[:,0] # 0的概率\n", "\n", "fig, ax = plt.subplots(figsize=(12,8))\n", - "ax.scatter(data['X1'], data['X2'], s=30, c=data['Probability'], cmap='Reds')\n", + "# ax.scatter(data['X1'], data['X2'], s=30, c=data['Probability'], cmap='Reds')\n", + "# 显示颜色bar\n", + "fig.colorbar(ax.scatter(data['X1'], data['X2'], s=30, c=data['Probability'], cmap='Reds'))\n", "plt.show()" ] }, @@ -515,28 +626,47 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(0.96499999999999997, {'C': 0.3, 'gamma': 100})" + "((211, 2), (211,), (200, 2), (200,))" ] }, - "execution_count": 46, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw_data = loadmat('data/ex6data3.mat')\n", - "\n", + "# raw_data\n", "X = raw_data['X']\n", "Xval = raw_data['Xval']\n", "y = raw_data['y'].ravel()\n", "yval = raw_data['yval'].ravel()\n", - "\n", + "X.shape, y.shape, Xval.shape, yval.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.965, {'C': 0.3, 'gamma': 100})" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ "C_values = [0.01, 0.03, 0.1, 0.3, 1, 3, 10, 30, 100]\n", "gamma_values = [0.01, 0.03, 0.1, 0.3, 1, 3, 10, 30, 100]\n", "\n", @@ -566,32 +696,32 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'X': array([[0, 0, 0, ..., 0, 0, 0],\n", + "{'__header__': b'MATLAB 5.0 MAT-file, Platform: GLNXA64, Created on: Sun Nov 13 14:27:25 2011',\n", + " '__version__': '1.0',\n", + " '__globals__': [],\n", + " 'X': array([[0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", - " ..., \n", + " ...,\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 1, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n", - " '__globals__': [],\n", - " '__header__': b'MATLAB 5.0 MAT-file, Platform: GLNXA64, Created on: Sun Nov 13 14:27:25 2011',\n", - " '__version__': '1.0',\n", " 'y': array([[1],\n", " [1],\n", " [0],\n", - " ..., \n", + " ...,\n", " [1],\n", " [0],\n", " [0]], dtype=uint8)}" ] }, - "execution_count": 47, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -605,7 +735,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -614,7 +744,7 @@ "((4000, 1899), (4000,), (1000, 1899), (1000,))" ] }, - "execution_count": 48, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -637,14 +767,39 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([[0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n", + " array([1, 1, 0, 0, 0], dtype=uint8))" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X[:5], y[:5]" + ] + }, + { + "cell_type": "code", + "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Training accuracy = 94.4%\n" + "Training accuracy = 99.32%\n" ] } ], @@ -656,14 +811,14 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Test accuracy = 95.3%\n" + "Test accuracy = 98.7%\n" ] } ], @@ -706,7 +861,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.1" + "version": "3.10.11" } }, "nbformat": 4, diff --git a/code/ex7-kmeans and PCA/ML-Exercise7.ipynb b/code/ex7-kmeans and PCA/ML-Exercise7.ipynb index 9c04977b..c8d48441 100644 --- a/code/ex7-kmeans and PCA/ML-Exercise7.ipynb +++ b/code/ex7-kmeans and PCA/ML-Exercise7.ipynb @@ -39,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": { "collapsed": true }, @@ -54,7 +54,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": { "collapsed": true }, @@ -85,7 +85,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 5, "metadata": { "scrolled": true }, @@ -93,10 +93,10 @@ { "data": { "text/plain": [ - "array([ 0., 2., 1.])" + "(300, 2)" ] }, - "execution_count": 66, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -104,6 +104,26 @@ "source": [ "data = loadmat('data/ex7data2.mat')\n", "X = data['X']\n", + "X.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0., 2., 1.])" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ "initial_centroids = initial_centroids = np.array([[3, 3], [6, 2], [8, 5]])\n", "\n", "idx = find_closest_centroids(X, initial_centroids)\n", @@ -119,25 +139,25 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", - "\n", "
\n", " \n", @@ -186,7 +206,7 @@ "4 3.231979 4.939894" ] }, - "execution_count": 67, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -198,14 +218,22 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 8, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Chen Yang\\AppData\\Local\\Temp\\ipykernel_30036\\53753726.py:3: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n", + " sb.scatterplot(data2, x='X1', y='X2', palette='Set1')\n" + ] + }, { "data": { - "image/png": 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VZ/HJFB7bfwSP7jtiy3cOHz7j6IpIJCVb1Dh8+AxCQR98ot3WIACIdgQcN64Eqmt8fnRk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\ncAkhxCP+P2L2y38M5H+9AAAAAElFTkSuQmCC\n", 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", 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" ] }, "metadata": {}, @@ -214,13 +242,14 @@ ], "source": [ "sb.set(context=\"notebook\", style=\"white\")\n", - "sb.lmplot('X1', 'X2', data=data2, fit_reg=False)\n", + "# sb.lmplot(data2, x='X1', y='X2', fit_reg=False)\n", + "sb.scatterplot(data2, x='X1', y='X2', palette='Set1')\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "metadata": { "collapsed": true }, @@ -239,18 +268,18 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[ 2.42830111, 3.15792418],\n", - " [ 5.81350331, 2.63365645],\n", - " [ 7.11938687, 3.6166844 ]])" + "array([[2.42830111, 3.15792418],\n", + " [5.81350331, 2.63365645],\n", + " [7.11938687, 3.6166844 ]])" ] }, - "execution_count": 5, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -270,7 +299,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 11, "metadata": { "collapsed": true }, @@ -291,25 +320,44 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 12, "metadata": { "collapsed": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(array([ 0, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14,\n", + " 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27,\n", + " 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40,\n", + " 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53,\n", + " 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66,\n", + " 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79,\n", + " 80, 81, 82, 83, 85, 86, 87, 88, 89, 90, 91, 92, 93,\n", + " 94, 95, 96, 97, 98, 99, 299], dtype=int64),)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "idx, centroids = run_k_means(X, initial_centroids, 10)" + "idx, centroids = run_k_means(X, initial_centroids, 10)\n", + "np.where(idx == 0)" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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Monk561iu6s4NQ4JbSQr19jra4cDt2+Fe7vLgtEo7F0H+/QYAvyDALQFvXIUD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\nCJT/B+Vrokit1HwWAAAAAElFTkSuQmCC\n", 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"text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -317,7 +365,7 @@ } ], "source": [ - "cluster1 = X[np.where(idx == 0)[0],:]\n", + "cluster1 = X[np.where(idx == 0)[0],:] # np.where(idx == 0)返回的是元组([index],)\n", "cluster2 = X[np.where(idx == 1)[0],:]\n", "cluster3 = X[np.where(idx == 2)[0],:]\n", "\n", @@ -338,7 +386,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 14, "metadata": { "collapsed": true }, @@ -357,18 +405,18 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[ 6.03762833, 2.68303512],\n", - " [ 1.96547974, 1.2173076 ],\n", - " [ 3.16109021, 1.29422893]])" + "array([[3.1189017 , 0.69438336],\n", + " [1.95538864, 1.32156857],\n", + " [1.8929766 , 4.89043209]])" ] }, - "execution_count": 10, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -377,6 +425,125 @@ "init_centroids(X, 3)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "查看不同初始化的结果" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2,3, figsize=(12,8))\n", + "centroids_list = []\n", + "for i in range(6):\n", + " centroids_list.append(init_centroids(X, 3))\n", + " idx, centroids = run_k_means(X, centroids_list[i], 10)\n", + " cluster1 = X[np.where(idx == 0)[0],:] # np.where(idx == 0)返回的是元组([index],)\n", + " cluster2 = X[np.where(idx == 1)[0],:]\n", + " cluster3 = X[np.where(idx == 2)[0],:]\n", + "\n", + " ax = axs[i//3][i%3]\n", + " ax.scatter(cluster1[:,0], cluster1[:,1], s=30, color='r', label='Cluster 1')\n", + " ax.scatter(cluster2[:,0], cluster2[:,1], s=30, color='g', label='Cluster 2')\n", + " ax.scatter(cluster3[:,0], cluster3[:,1], s=30, color='b', label='Cluster 3')\n", + " # ax.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "目标函数" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "def cost_function(X, centroids, idx):\n", + " m = X.shape[0]\n", + " k = centroids.shape[0]\n", + " cost = 0\n", + " \n", + " # for i in range(m):\n", + " # cost += np.sum((X[i,:] - centroids[int(idx[i]),:]) ** 2)\n", + " \n", + " # return cost / m\n", + " cost = np.sum((X - centroids[idx.astype(int), :]) ** 2) / m\n", + " return cost" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "选择聚类数--肘部法则" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cost = np.zeros(8)\n", + "for k in range(1,9):\n", + " initial_centroids = init_centroids(X, k)\n", + " idx, centroids = run_k_means(X, initial_centroids, 10)\n", + " cost[k-1] = cost_function(X, centroids, idx)\n", + "# 把点标出来\n", + "plt.figure()\n", + "# 把点标出来\n", + "plt.scatter(range(1,9), cost, c='b', marker='o')\n", + "plt.plot(range(1,9), cost)\n", + "plt.show()\n", + "# 注意本代码中是随机初始化的,所以每次运行结果可能不同" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "从图中可以看出3为肘部,在此之后,畸变值就下降的非常慢,看起来就像使用3个聚类来进行聚类是正确的,这是因为那个点是曲线的肘点,畸变值下降得很快,K=3之后就下降得很慢,那么我们就选K=3。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -388,17 +555,17 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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cQiay3pjiSpzU5II3ZJyWxgzGYEIHgH1a12QSE9lE1uTY1m1gLKmEi350lkqJ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+ "image/png": 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", "text/plain": [ "" ] }, - "execution_count": 11, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -417,16 +584,19 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'A': array([[[219, 180, 103],\n", + "{'__header__': b'MATLAB 5.0 MAT-file, Platform: GLNXA64, Created on: Tue Jun 5 04:06:24 2012',\n", + " '__version__': '1.0',\n", + " '__globals__': [],\n", + " 'A': array([[[219, 180, 103],\n", " [230, 185, 116],\n", " [226, 186, 110],\n", - " ..., \n", + " ...,\n", " [ 14, 15, 13],\n", " [ 13, 15, 12],\n", " [ 12, 14, 12]],\n", @@ -434,7 +604,7 @@ " [[230, 193, 119],\n", " [224, 192, 120],\n", " [226, 192, 124],\n", - " ..., \n", + " ...,\n", " [ 16, 16, 13],\n", " [ 14, 15, 10],\n", " [ 11, 14, 9]],\n", @@ -442,16 +612,17 @@ " [[228, 191, 123],\n", " [228, 191, 121],\n", " [220, 185, 118],\n", - " ..., \n", + " ...,\n", " [ 14, 16, 13],\n", " [ 13, 13, 11],\n", " [ 11, 15, 10]],\n", " \n", - " ..., \n", + " ...,\n", + " \n", " [[ 15, 18, 16],\n", " [ 18, 21, 18],\n", " [ 18, 19, 16],\n", - " ..., \n", + " ...,\n", " [ 81, 45, 45],\n", " [ 70, 43, 35],\n", " [ 72, 51, 43]],\n", @@ -459,7 +630,7 @@ " [[ 16, 17, 17],\n", " [ 17, 18, 19],\n", " [ 20, 19, 20],\n", - " ..., \n", + " ...,\n", " [ 80, 38, 40],\n", " [ 68, 39, 40],\n", " [ 59, 43, 42]],\n", @@ -467,16 +638,13 @@ " [[ 15, 19, 19],\n", " [ 20, 20, 18],\n", " [ 18, 19, 17],\n", - " ..., \n", + " ...,\n", " [ 65, 43, 39],\n", " [ 58, 37, 38],\n", - " [ 52, 39, 34]]], dtype=uint8),\n", - " '__globals__': [],\n", - " '__header__': b'MATLAB 5.0 MAT-file, Platform: GLNXA64, Created on: Tue Jun 5 04:06:24 2012',\n", - " '__version__': '1.0'}" + " [ 52, 39, 34]]], dtype=uint8)}" ] }, - "execution_count": 12, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -488,7 +656,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -497,7 +665,7 @@ "(128, 128, 3)" ] }, - "execution_count": 13, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -516,7 +684,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -525,7 +693,7 @@ "(16384, 3)" ] }, - "execution_count": 14, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -541,38 +709,47 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 50, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(8, 3)\n", + "(8, 3)\n" + ] + }, { "data": { "text/plain": [ "(16384, 3)" ] }, - "execution_count": 15, + "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# randomly initialize the centroids\n", - "initial_centroids = init_centroids(X, 16)\n", - "\n", + "initial_centroids = init_centroids(X, 8)\n", + "print(initial_centroids.shape)\n", "# run the algorithm\n", - "idx, centroids = run_k_means(X, initial_centroids, 10)\n", - "\n", - "# get the closest centroids one last time\n", - "idx = find_closest_centroids(X, centroids)\n", + "idx1, centroids = run_k_means(X, initial_centroids, 10)\n", + "print(centroids.shape)\n", + "# # get the closest centroids one last time\n", + "# idx2 = find_closest_centroids(X, centroids)\n", "\n", + "# print(idx1 == idx2)\n", "# map each pixel to the centroid value\n", - "X_recovered = centroids[idx.astype(int),:]\n", + "X_recovered = centroids[idx1.astype(int),:]\n", "X_recovered.shape" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -581,7 +758,7 @@ "(128, 128, 3)" ] }, - "execution_count": 16, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -594,14 +771,14 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 52, "metadata": {}, "outputs": [ { "data": { - "image/png": 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qgcK8AjVVVyKipmqWC73dhytqzVeu0g+hK6a01z3jkgWVShbP9sOF24LaoYUV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\nnKbXENWEDilgramcq1nPNaUzjaE7j9S56MqcczR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", 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" ] }, "metadata": {}, @@ -622,14 +799,72 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting scikit-image\n", + " Downloading scikit_image-0.23.2-cp310-cp310-win_amd64.whl (12.7 MB)\n", + " ---------------------------------------- 0.0/12.7 MB ? eta -:--:--\n", + " --------------------------------------- 0.0/12.7 MB 640.0 kB/s eta 0:00:20\n", + " --------------------------------------- 0.0/12.7 MB 640.0 kB/s eta 0:00:20\n", + " --------------------------------------- 0.1/12.7 MB 363.1 kB/s eta 0:00:35\n", + " --------------------------------------- 0.1/12.7 MB 595.3 kB/s eta 0:00:22\n", + " --------------------------------------- 0.1/12.7 MB 514.3 kB/s eta 0:00:25\n", + " -------------------------------------- 0.2/12.7 MB 731.4 kB/s eta 0:00:18\n", + " -------------------------------------- 0.3/12.7 MB 883.3 kB/s eta 0:00:15\n", + " - 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"Requirement already satisfied: networkx>=2.8 in d:\\env\\anaconda\\envs\\gpytorch\\lib\\site-packages (from scikit-image) (3.0)\n", + "Collecting tifffile>=2022.8.12\n", + " Downloading tifffile-2024.5.10-py3-none-any.whl (225 kB)\n", + " ---------------------------------------- 0.0/225.7 kB ? eta -:--:--\n", + " ---------------------------------------- 225.7/225.7 kB ? eta 0:00:00\n", + "Requirement already satisfied: packaging>=21 in d:\\env\\anaconda\\envs\\gpytorch\\lib\\site-packages (from scikit-image) (23.1)\n", + "Installing collected packages: tifffile, lazy-loader, imageio, scikit-image\n", + "Successfully installed imageio-2.34.1 lazy-loader-0.4 scikit-image-0.23.2 tifffile-2024.5.10\n" + ] + } + ], + "source": [ + "!pip install scikit-image" + ] + }, + { + "cell_type": "code", + "execution_count": 57, "metadata": {}, "outputs": [ { "data": { - "image/png": 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zADTgqSooy2sUnPKuyqZlFour/elQoG9AXP4xec/16Y/Il+xQILXThQs6VGp8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SBmSEJyltzxQO+tofK5rAURlJjFWyUbmIKkNuZUIvYy6m90VMzyrtMIltsSQdd4iraXYxe4zUNs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\nWJRgXwwWFhYWFiXYF4OFhYWFRQn/DwDmVL5+L5iLAAAAAElFTkSuQmCC\n", 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", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -647,7 +882,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 58, "metadata": {}, "outputs": [ { @@ -656,7 +891,7 @@ "(128, 128, 3)" ] }, - "execution_count": 51, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" } @@ -667,7 +902,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 59, "metadata": { "collapsed": true }, @@ -679,7 +914,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 60, "metadata": {}, "outputs": [ { @@ -688,7 +923,7 @@ "(16384, 3)" ] }, - "execution_count": 54, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } @@ -699,7 +934,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 63, "metadata": { "collapsed": true }, @@ -707,23 +942,24 @@ "source": [ "from sklearn.cluster import KMeans#导入kmeans库\n", "\n", - "model = KMeans(n_clusters=16, n_init=100, n_jobs=-1)" + "model = KMeans(n_clusters=16, n_init=100,)" ] }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 64, "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
KMeans(n_clusters=16, n_init=100)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], "text/plain": [ - "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n", - " n_clusters=16, n_init=100, n_jobs=-1, precompute_distances='auto',\n", - " random_state=None, tol=0.0001, verbose=0)" + "KMeans(n_clusters=16, n_init=100)" ] }, - "execution_count": 56, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" } @@ -734,7 +970,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 65, "metadata": {}, "outputs": [ { @@ -756,7 +992,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 66, "metadata": {}, "outputs": [ { @@ -765,7 +1001,7 @@ "(16384, 3)" ] }, - "execution_count": 58, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" } @@ -776,7 +1012,30 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(100,)" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 解释上一个cell的代码,为什么centroids[C]的shape是(16384, 3)可以超过16\n", + "a = np.ones(10)\n", + "b = [0]*100\n", + "a[b].shape" + ] + }, + { + "cell_type": "code", + "execution_count": 67, "metadata": { "collapsed": true }, @@ -787,14 +1046,14 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 68, "metadata": {}, "outputs": [ { "data": { - "image/png": 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VlzEuTNoTCFoISc/j0L79eOl5emG/9zC9hP/hiaehWHSohYbhGtuOK2H4+2kd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rbZA7cnqHp890UuycJlIepb6jPbzktvd58TUWDxcNsGGokV6Do9Qrv56SttsnF9hWOsyFZxlFiA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\nrjxvAI3X9TnGq7rszIohvB79N52MTkCldN5uH4JaCmRDB1BZ8lHu1V+0K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"metadata": {}, "output_type": "execute_result" } @@ -897,18 +1156,25 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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VOh5Dh1TG1WO3BmgtAReAlpo5MxnTD5yMY6ND0d8XcWx0KKYfONmVuyi0S6MbA7spwO64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\n", 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", "text/plain": [ - "" + "
" ] }, "metadata": {}, "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(50, 2)\n" + ] } ], "source": [ @@ -916,7 +1182,8 @@ "\n", "fig, ax = plt.subplots(figsize=(12,8))\n", "ax.scatter(X[:, 0], X[:, 1])\n", - "plt.show()" + "plt.show()\n", + "print(X.shape)" ] }, { @@ -928,7 +1195,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 9, "metadata": { "collapsed": true }, @@ -941,7 +1208,7 @@ " # compute the covariance matrix\n", " X = np.matrix(X)\n", " cov = (X.T * X) / X.shape[0]\n", - " \n", + " print(cov.shape)\n", " # perform SVD\n", " U, S, V = np.linalg.svd(cov)\n", " \n", @@ -950,43 +1217,27 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 10, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(2, 2)\n" + ] + }, { "data": { "text/plain": [ - "(matrix([[-0.01640988, -0.04222849, -0.0421747 , ..., 0.00078787,\n", - " 0.00059301, 0.00069988],\n", - " [-0.01692408, -0.04109658, -0.04413594, ..., -0.0014743 ,\n", - " -0.00159743, -0.00183183],\n", - " [-0.01714767, -0.03963341, -0.04577663, ..., 0.00796443,\n", - " 0.00053733, 0.00152458],\n", - " ..., \n", - " [-0.0085838 , -0.05826306, 0.04851035, ..., -0.00294466,\n", - " 0.00394326, 0.00497121],\n", - " [-0.00680308, -0.06081527, 0.04664601, ..., 0.00038729,\n", - " -0.00186067, -0.00185365],\n", - " [-0.005765 , -0.06173977, 0.04483153, ..., 0.00228049,\n", - " 0.00058499, 0.00071138]]),\n", - " array([ 2.62189504e+02, 1.86275072e+02, 1.17780320e+02, ...,\n", - " 1.76409446e-04, 1.66475262e-04, 1.60785895e-04]),\n", - " matrix([[-0.01640988, -0.01692408, -0.01714767, ..., -0.0085838 ,\n", - " -0.00680308, -0.005765 ],\n", - " [-0.04222849, -0.04109658, -0.03963341, ..., -0.05826306,\n", - " -0.06081527, -0.06173977],\n", - " [-0.0421747 , -0.04413594, -0.04577663, ..., 0.04851035,\n", - " 0.04664601, 0.04483153],\n", - " ..., \n", - " [ 0.00078787, -0.0014743 , 0.00796443, ..., -0.00294466,\n", - " 0.00038729, 0.00228049],\n", - " [ 0.00059301, -0.00159743, 0.00053733, ..., 0.00394326,\n", - " -0.00186067, 0.00058499],\n", - " [ 0.00069988, -0.00183183, 0.00152458, ..., 0.00497121,\n", - " -0.00185365, 0.00071138]]))" + "(matrix([[-0.79241747, -0.60997914],\n", + " [-0.60997914, 0.79241747]]),\n", + " array([1.43584536, 0.56415464]),\n", + " matrix([[-0.79241747, -0.60997914],\n", + " [-0.60997914, 0.79241747]]))" ] }, - "execution_count": 38, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -996,6 +1247,26 @@ "U, S, V" ] }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((2, 2), (2,), (2, 2))" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "U.shape, S.shape, V.shape" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1005,7 +1276,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 12, "metadata": { "collapsed": true }, @@ -1018,29 +1289,73 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "matrix([[ 526.09608833],\n", - " [ 304.5906028 ],\n", - " [ -389.99893833],\n", - " ..., \n", - " [ 487.55926046],\n", - " [ 1358.99575656],\n", - " [ 372.01599145]])" + "(matrix([[-4.74689738],\n", + " [-7.15889408],\n", + " [-4.79563345],\n", + " [-4.45754509],\n", + " [-4.80263579],\n", + " [-7.04081342],\n", + " [-4.97025076],\n", + " [-8.75934561],\n", + " [-6.2232703 ],\n", + " [-7.04497331],\n", + " [-6.91702866],\n", + " [-6.79543508],\n", + " [-6.3438312 ],\n", + " [-6.99891495],\n", + " [-4.54558119],\n", + " [-8.31574426],\n", + " [-7.16920841],\n", + " [-5.08083842],\n", + " [-8.54077427],\n", + " [-6.94102769],\n", + " [-8.5978815 ],\n", + " [-5.76620067],\n", + " [-8.2020797 ],\n", + " [-6.23890078],\n", + " [-4.37943868],\n", + " [-5.56947441],\n", + " [-7.53865023],\n", + " [-7.70645413],\n", + " [-5.17158343],\n", + " [-6.19268884],\n", + " [-6.24385246],\n", + " [-8.02715303],\n", + " [-4.81235176],\n", + " [-7.07993347],\n", + " [-5.45953289],\n", + " [-7.60014707],\n", + " [-4.39612191],\n", + " [-7.82288033],\n", + " [-3.40498213],\n", + " [-6.54290343],\n", + " [-7.17879573],\n", + " [-5.22572421],\n", + " [-4.83081168],\n", + " [-7.23907851],\n", + " [-4.36164051],\n", + " [-6.44590096],\n", + " [-2.69118076],\n", + " [-4.61386195],\n", + " [-5.88236227],\n", + " [-7.76732508]]),\n", + " (50, 1))" ] }, - "execution_count": 40, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Z = project_data(X, U, 1)\n", - "Z" + "Z, Z.shape" ] }, { @@ -1052,7 +1367,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 14, "metadata": { "collapsed": true }, @@ -1065,47 +1380,85 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "matrix([[ -8.6331713 , -8.903694 , -9.02132266, ..., -4.51590133,\n", - " -3.57907304, -3.0329432 ],\n", - " [ -4.99829386, -5.15491672, -5.22301946, ..., -2.6145435 ,\n", - " -2.07215381, -1.75596439],\n", - " [ 6.39983401, 6.6003745 , 6.6875735 , ..., 3.3476712 ,\n", - " 2.65319343, 2.24834333],\n", - " ..., \n", - " [ -8.00078675, -8.25149351, -8.36050581, ..., -4.18510907,\n", - " -3.31690397, -2.81077844],\n", - " [-22.30095114, -22.99975732, -23.30361218, ..., -11.66534191,\n", - " -9.24535495, -7.83460861],\n", - " [ -6.10473609, -6.29602961, -6.37920784, ..., -3.19330926,\n", - " -2.53085403, -2.14467166]])" + "(matrix([[3.76152442, 2.89550838],\n", + " [5.67283275, 4.36677606],\n", + " [3.80014373, 2.92523637],\n", + " [3.53223661, 2.71900952],\n", + " [3.80569251, 2.92950765],\n", + " [5.57926356, 4.29474931],\n", + " [3.93851354, 3.03174929],\n", + " [6.94105849, 5.3430181 ],\n", + " [4.93142811, 3.79606507],\n", + " [5.58255993, 4.29728676],\n", + " [5.48117436, 4.21924319],\n", + " [5.38482148, 4.14507365],\n", + " [5.02696267, 3.8696047 ],\n", + " [5.54606249, 4.26919213],\n", + " [3.60199795, 2.77270971],\n", + " [6.58954104, 5.07243054],\n", + " [5.681006 , 4.37306758],\n", + " [4.02614513, 3.09920545],\n", + " [6.76785875, 5.20969415],\n", + " [5.50019161, 4.2338821 ],\n", + " [6.81311151, 5.24452836],\n", + " [4.56923815, 3.51726213],\n", + " [6.49947125, 5.00309752],\n", + " [4.94381398, 3.80559934],\n", + " [3.47034372, 2.67136624],\n", + " [4.41334883, 3.39726321],\n", + " [5.97375815, 4.59841938],\n", + " [6.10672889, 4.70077626],\n", + " [4.09805306, 3.15455801],\n", + " [4.90719483, 3.77741101],\n", + " [4.94773778, 3.80861976],\n", + " [6.36085631, 4.8963959 ],\n", + " [3.81339161, 2.93543419],\n", + " [5.61026298, 4.31861173],\n", + " [4.32622924, 3.33020118],\n", + " [6.02248932, 4.63593118],\n", + " [3.48356381, 2.68154267],\n", + " [6.19898705, 4.77179382],\n", + " [2.69816733, 2.07696807],\n", + " [5.18471099, 3.99103461],\n", + " [5.68860316, 4.37891565],\n", + " [4.14095516, 3.18758276],\n", + " [3.82801958, 2.94669436],\n", + " [5.73637229, 4.41568689],\n", + " [3.45624014, 2.66050973],\n", + " [5.10784454, 3.93186513],\n", + " [2.13253865, 1.64156413],\n", + " [3.65610482, 2.81435955],\n", + " [4.66128664, 3.58811828],\n", + " [6.1549641 , 4.73790627]]),\n", + " (50, 2))" ] }, - "execution_count": 42, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_recovered = recover_data(Z, U, 1)\n", - "X_recovered" + "X_recovered, X_recovered.shape" ] }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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HynyGxxj543N0Uf+zzWsKABB2BGIAkPTZ7iN64O+fGq4/u1WG7ry2r5ISE03s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\nUXmtEfUAAAAASUVORK5CYII=\n", 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", 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" ] }, "metadata": {}, @@ -1129,7 +1482,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1138,7 +1491,7 @@ "(5000, 1024)" ] }, - "execution_count": 44, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1185,25 +1538,34 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 34, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "face = np.reshape(X[3,:], (32, 32))" + "face = np.reshape(X[100,:], (32, 32))" ] }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "# face = np.reshape(X[100,:], (64, 16))" + ] + }, + { + "cell_type": "code", + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { - "image/png": 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Fr3AmdjNJ/kzyN8Alr5vqeH9udhGXmpoaax1m0YqGJvCz43MjfQrWnheTBG/6\n+fzLa2trqX6Z6JOliAhBwVJEhKBgKSJCULAUESEoWIqIEBQsRUQICpYiIgQFSxERgoKliAghIjN4\nGOHcuoCZTcLOqDFtd+Hd4oCZDcTOamC2eE1OTrbWCTZro1u3bu7r8vJy67mOHTtmrcNuJ8vM2jBt\nz+stZ2YCse2F89ozjcN320ffCKZfzLg3dMaQt+9Mnzp06EC15/P5rHXCOYOH3T7ZRJ8sRUQICpYi\nIgQFSxERgoKliAhBwVJEhKBgKSJCULAUESEoWIqIECKSlM4kjTIJqgCXFMsso19ZWUm1Z0r69Sbw\nMsv/s0nUzBL+1dXV1LlMvMm5JSUl1vpMAj+bdM8kUZsmAnjLTXX8hXM82a0zbJhEa4Dr+y232H+F\n2WRs05YY3veWSfJnt6FgfpcbUse/nI0xxnYa9N0iIv9HKFiKiBAULEVECAqWIiIEBUsREYKCpYgI\nQcFSRISgYCkiQohIUropkdVbziTXAlxiKZOUXlZWRrVncu7cOfc1k5SelJREnZdJkGYSyS9fvmz8\n2tGjR93XFy5csJ6LWWmbTbRmVgw3JTV7y9lEayapOZznMl0L3nK2PaYec60zdQDz76n35w5XIjmL\niQumZHr/cub3NBh9shQRIVjD9tWrV5Gbm4uioiL4fD4sXrwYrVu3xrx58+Dz+dC/f38sWrQorH9N\nRESaGmuw/PDDDwEAGzZswO7du/H888/DcRxkZWVh1KhRePrpp7F161akp6ff9M6KiDQW68fB0aNH\nIy8vDwBw/PhxxMTEoLCwECNHjgQApKWlYefOnTe3lyIijcznOI7DVMzOzsb777+Pv/71r5g3bx52\n7NgBANi1axc2b96MFStWGL+3uLgYiYmJ4emxiEgjoJ+GL1u2DHPmzMHDDz9cZ6mqyspK6xPO3Nzc\nemUvv/wyHnvssf/fkTA+DWfiP/tEMjY2tl7ZsmXLkJ2d7R4z+yT/6Ec/otpjlsD64osvrHVMT8Oz\nsrLwwgsvuMfMnuAVFRXWOuzT8EDj6a9r1671yubMmVPnDzKzVzvALQnHPiUNlmEQjP+Ys9cec10x\n52KXTAtULyMjA2+//bZ7zFyf7HvDMD3pttUZPnw4Pv300zplzPs8atQo49es/4a/+eabeOmllwBc\nTyHx+XxITU3F7t27AQDbt2/HiBEjrJ0QEWnOrB/n7r33XsyfPx+TJ09GbW0tcnJy0LdvXyxcuBDP\nPfcckpNki/0NAAAEt0lEQVSTMWbMmEj0VUSk0ViDZbt27fCXv/ylXvn69etvSodERJqiiMzgSU1N\ntZafOXOGOhczw4WZscDeYzPV85ZfvHjRep7Tp09T7TH3l5h7Z8F+Pu/XmPbCOWuDuQ9nuuflLWfu\nnQHcVhDkM066Tdv3svcsGUzf2Rk8zLXOYK8Fph7Ttikm+Jc3dDsWZZKLiBAULEVECAqWIiIEBUsR\nEYKCpYgIQcFSRISgYCkiQlCwFBEh0KsOiYj8X6ZPliIiBAVLERGCgqWICEHBUkSEoGApIkJQsBQR\nIURkPUuva9eu4ZlnnsHhw4cRFRWF/Px89O7dO9LdCMn48ePRvn17AEBiYiKeffbZRu6R3f79+7Fi\nxQq8+uqr+Pbbb5vVfu/evh88eBAzZsxAnz59AAATJ07Efffd17gdDKCmpgY5OTkoKSlBdXU1Zs6c\niX79+jX5cQ/U7+7duzeLMb969Spyc3NRVFQEn8+HxYsXo3Xr1uEfcyfC3n33XSc7O9txHMfZu3ev\n88QTT0S6CyG5fPmyM27cuMbuxg35+9//7tx///3OQw895DiO48yYMcP5+OOPHcdxnIULFzrvvfde\nY3YvKP++b9y40Vm3bl0j98pu06ZNTn5+vuM4jnP+/HnnnnvuaRbjHqjfzWXM33//fWfevHmO4zjO\nxx9/7DzxxBM3Zcwj/uftk08+wd133w0AGDp0KAoKCiLdhZAcOnQIVVVVyMzMxNSpU7Fv377G7pJV\nr169sHLlSve4Oe337t/3goICbNu2DZMnT0ZOTg6142RjGDt2LJ566ikA11cxb9myZbMY90D9bi5j\nPnr0aOTl5QEAjh8/jpiYmJsy5hEPlhUVFe6/ssD1JfZra2sj3Y0b1qZNG0ybNg3r1q3D4sWLMWfO\nnCbf7zFjxtTZYthxHHcr4ejoaGo7jMbi3/fbb78df/jDH/Daa6+hZ8+eWLVqVSP2ziw6Ohrt27dH\nRUUFfvvb3yIrK6tZjHugfjeXMQeub6WdnZ2NvLw8ZGRk3JQxj3iwbN++PSorK93ja9eu0XuGN6ak\npCQ88MAD8Pl8SEpKQmxsLL1vUFPhvWfD7PfelKSnp7t7NqWnp+PgwYON3COzEydOYOrUqRg3bhwy\nMjKazbj797s5jTkALFu2DO+++y4WLlxYZ++lcI15xIPl8OHDsX37dgDAvn37MGDAgEh3ISSbNm3C\n0qVLAQCnTp1CRUUFOnfu3Mi9ujFDhgxptvu9T5s2DQcOHAAA7Nq1CykpKY3co8BKS0uRmZmJuXPn\nYsKECQCax7gH6ndzGfM333wTL730EgCgbdu28Pl8SE1NDfuYR3whje+ehn/xxRdwHAdLlixB3759\nI9mFkFRXV2P+/Pk4fvw4fD4f5syZg+HDhzd2t6yKi4sxe/ZsbNy4EUVFRVi4cCFqamqQnJyM/Pz8\nsO40GG7evhcWFiIvLw+tWrVCQkIC8vLy6tzOaSry8/PxzjvvIDk52S1bsGAB8vPzm/S4B+p3VlYW\nli9f3uTH/NKlS5g/fz5KS0tRW1uL6dOno2/fvmG/1rXqkIgIoWkle4mINFEKliIiBAVLERGCgqWI\nCEHBUkSEoGApIkJQsBQRIShYiogQ/h9kDy8Hf9FvIgAAAABJRU5ErkJggg==\n", 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", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -1224,11 +1586,19 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 26, "metadata": { "collapsed": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1024, 1024)\n" + ] + } + ], "source": [ "U, S, V = pca(X)\n", "Z = project_data(X, U, 100)" @@ -1243,14 +1613,14 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": 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6xJnlI3kzp6LaFS4/91zvz86ZndOyZcvYOu7sOGf7F+d97LzGktShQ4fYOs52JVH9lFqe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\ntraeyFQv3NfOe8/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AEB+do9npBz/4gdatW6ft27erT58+vuedTqekcz3YLpfL9/yRI0fa9Gi35HQ62/Ruh9vHbrfLbrdH03wAAAAAAOLGVI+3YRiaNWuWVq9erS1btqioqMjv9aKiIjmdTm3atMn33OnTp7Vt2zaNHj066HFHjRrlt48kvfLKKyH3AQAAAAAgFZjq8Z45c6aee+45rV27Vrm5ub5eaofDoS5dushms+mhhx7So48+qkGDBmnQoEF69NFH1bVrV911112+40yfPl29e/dWWVmZJOnBBx/U2LFjtXjxYk2ZMkVr167V5s2btWPHjhieKgAAAAAA8WcqeC9dulSSdM011/g9v2zZMt1zzz2SpB/96Ef6/PPP9f3vf1/Hjx/XlVdeqVdeeUW5ubm+7Q8dOqSMjC8720ePHq3nn39eP/nJTzR//nwNHDhQL7zwgq688sooTwsAAAAAgOTQrnW8kwnreAMAAAAA4iku63gDAAAAAIDQCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFioc6IbAAAAAMRbU7OhXVXHdKSuQQW52RpRlK9OGbZENwtAmiJ4AwAAoEPZWFmtRev3qtrd4HvO5cjWgsnFKi1xJbBlANIVQ80BAADQYWysrNYDK3b7hW5JqnE36IEVu7WxsjpBLQOQzgjeAAAA6BCamg0tWr9XRoDXvM8tWr9XTc2BtgCA6BG8AQBAG03NhsoP1mptxScqP1hLEEFa2FV1rE1Pd0uGpGp3g3ZVHYtfowB0CMzxBgAAfpj/inR1pC546I5mOwCIFD3eAADAh/mvSGcFudkx3Q4AIkXwBgAAkpj/ivQ3oihfLke2gi0aZtO50R0jivLj2SwAHQDBGwAASGL+K9JfpwybFkwulqQ24dv7eMHkYtbzBhBzBG8AACCJ+a/oGEpLXFp69zA5Hf7DyZ2ObC29exh1DABYguJqAABAEvNf0XGUlrg0vtipXVXHdKSuQQW554aX09MNwCoEbwAAIOnL+a817oaA87xtOtcryPxXpINOGTaNGtgj0c0A0EEw1BwAAEhi/isAAFYheAMAAB/mvwIAEHumg/f27ds1efJkFRYWymaz6cUXX/R73WazBfz52c9+FvSYy5cvD7hPQwPFWwAAiLfSEpd2zBmnlfeN1K/vuEwr7xupHXPGEboBAIiS6Tne9fX1GjJkiO69917ddtttbV6vrq72e/zyyy/rO9/5TsBtW8rLy9P+/fv9nsvOpngLAACJwPxXAABix3TwnjhxoiZOnBj0dafT6fd47dq1uvbaa3XBBReEPK7NZmuzLwAAAAAAqc7SOd6fffaZNmzYoO985zthtz158qT69++vPn366KabbtKePXtCbt/Y2CiPx+P3AwAAAABAsrE0eP/hD39Qbm6ubr311pDbXXzxxVq+fLnWrVunlStXKjs7W2PGjNGBAweC7lNWViaHw+H76du3b6ybDwAAAABAu9kMwwi0VGdkO9tsWrNmjW655ZaAr1988cUaP368nnzySVPHbW5u1rBhwzR27Fg98cQTAbdpbGxUY2Oj77HH41Hfvn3ldruVl5dn6v0AAAAAADDL4/HI4XCEzaGm53hH6m9/+5v279+vF154wfS+GRkZGj58eMgeb7vdLrvd3p4mAgAAAABgOcuC97PPPqvLL79cQ4YMMb2vYRiqqKjQ4MGDLWgZAABoqanZ0K6qYzpS16CC3GyNKMpXpwxbopsFAEDaMB28T548qffff9/3uKqqShUVFcrPz1e/fv0knetu//Of/6xf/OIXAY8xffp09e7dW2VlZZKkRYsWaeTIkRo0aJA8Ho+eeOIJVVRU6KmnnormnAAAQIQ2VlZr0fq9qnY3+J5zObK1YHIx63YDABAjpoP3W2+9pWuvvdb3ePbs2ZKkGTNmaPny5ZKk559/XoZh6M477wx4jEOHDikj48u6bidOnND999+vmpoaORwODR06VNu3b9eIESPMNg8AAERoY2W1HlixW62LvdS4G/TAit1aevewlAjf9NgDAJJdu4qrJZNIJ7UDAIBzYfWqxVv8erpbsklyOrK1Y864pA6x9NgDABIp0hxq6XJiAAAgOe2qOhY0dEuSIana3aBdVcfi1yiTvD32rc/D22O/sbI6QS0DAMAfwRsAgA7oSF3w0B3NdvHW1Gxo0fq9bYbJS/I9t2j9XjU1p8XAPgBAiiN4AwDQARXkZsd0u3hLhx57AEDHQfAGAKADGlGUL5cjW8Fmb9t0bq70iKL8eDYrYqneYw8A6FgI3gAAWKSp2VD5wVqtrfhE5Qdrk2rYc6cMmxZMLpakNuHb+3jB5OKkLayW6j32AICOxfRyYgAAILxUqLZdWuLS0ruHtWmnM8naGYi3x77G3RBwnre3Knuy9tgDADoWlhMDACDGgq2P7e07Trb1sVN1HWzv5yzJ77NO1s8ZAJB+WE4MAIAESMVq250ybBo1sIemXNZbowb2SInQLX3ZY+90+A8ndzqyCd0AgKTCUHMAQIdlRU+vmWrbowb2aNd7tUeq9nK3Vlri0vhiZ0zOJV0+EwBA8iF4AwA6JKvmYKdCte2NldVauO4fqvE0+p5z5tm18OZLIz73ZAqp3h779kiFOfkAgNRF8AYAdDjB5mDXuBv0wIrd7RqmnOzVtjdWVut7X8yLbqnG06jvrditpyM492QNqdHeDLDy9wEAAIk53gCADsbqOdjJvD52U7OhuavfDbnN3NXvhjx3b0htPZzeG1I3VlbHpK1mbays1lWLt+jOZ3bqwecrdOczO3XV4i1h25OKc/IBAKmH4A0A6FDMzMGORjKvj73zYK1OnDoTcpsTp85o58HagK8la0htz80Aq38fAACQCN4AgA4mHnOwk7XadvkHR9u1XTKG1EhvBpw+26zyg7VaW/GJyg/W+m4OpMKcfABA6mOONwCgQ4nXHOxYVtuOncje2zCk8oO1bdqdjCE10psBI8v+R8fqT/ue985JT/Y5+QCA9EDwBgB0KN452DXuhoC9pDad65mOxRzsWFTbNiNccbFRA3toydb3wx7nuV2H9NSrB32PkyGkBju3SEN+y9AtfTkM/am7hsbt9wEA0HERvAEAHYp3DvYDK3bLJvmFrUTPwW6PSCqNj7ygh7p1zQw7z/t4q9cTHVJDnVu0Id/QufY+smGf5k8q1szngv8+3DG8n/7yzqfqmWOXbNLRk41JMoIBAJAqbIZhpEWZTo/HI4fDIbfbrby8vEQ3BwCQ5JJ1SaxItewB/vDoKT2++b02YdgbCVvOKw+2nFg43lDtDalS4JAa6Rz2SJf+CrbUl3fLp+4aqkc27At6MyASK+8bKffnp9v8PnTvmilDCnqjIpV+XwAA1og0hxK8AQAdVrTrPidSU7OhJVsOaNlrH+rE56F7rqUvA/OOOeN857axsloL1+1VjefLkJmfk9VmOHYgwUKqmRAa6U2PpmZDVy3eEnQOd7ibAZH69R2XacplvdXUbGjnwVqVf3BUB/9Zr5cra0LuZ/ZmAwAg/USaQxlqDgDosOI9B7u9NlZWa+7qd8MOFW+pZaVx77kGKvxW4/5cD//ft8Me70hdg6Zc1jts4TjvTY0a9+c6Vn9a+efZ5czL1vH6Rs18bk+bgOwdzu4NsU3Nhpa/VhVR4bTuOVlaevewNmE+PydTx+rDf1be4eqb9ta0OUYo3uHqi9bv1fhiZ9Q3bVLxBhAAwByCNwAAKSDYkOtItS5C1vqmQ3mQtbtb84bUUDctAvVoe2XYAvdKtwyxzc3SIxsiD8DBbgZc3r+7rv7Z1ojmpEf7+ba+sWE2RKf6lAcAQGQI3gAAxFE0vZuh1qqOVLgiZLGq9h4uwDaHOAlviP3+c+bmoIe6GRBJIT1J7f58j9Q1mA7RwT6r1r3/ANCRpOsoIII3AABxEm3vZri1qkOJNDBHWu1dCrzGtxSbGwRmRHJupSWugMPQnS0+9/KDtVF/vl7BCtx9WRF+mLrnZPn1xgf7rGI1hB0AUk06jwKiuBoAADEW6G79pr01Iatzh+rdXFvxiR58vsJ0O6Ip/hXqHz2SQv6DqPxgre58ZqfpdkbLpuirqF/ev7v+/tFxHalr0IHPTka0vnmwNvTKs0uy+RWray3D5t/bH+n885X3jUypOgQAEK1wq1gk6yggiqsBAJAAgYKrM8+uhrPNUfduRrtWtTOKXoJAhddC3ThoOSy68WxzVO2MRoZNWnLn0IjPreUw9I2V1br6Z1vb3cvtdeeIfvrV5gMht2k9xD6S0C21nZsPAOko1IipdBkFRPAGACBGgs7Z9TSG3C9Q5fGWws2/bunh6wdpQM8c9TzPLhnS0fpGlR+s9Q0Jj2TunDekerddV/GJHtmwL+w/iH7+jSFhWhdc6+Ht4TQbUvccu+n3aW+RutbuH1ukAT1zYnS0tqK96QIAqSTclKpwfydTAcEbAIAYiMX85tfePxowEIeaf+3VrWumHrt1sEpLXNpYWa0f/vntNkPCbx7i0rq3qyOaOxeqMnlr3n8QyXbueNH0JJ9bj/sSPbJhn6lq5pHyrtE9d9W7MQvdNknr3q7W2AsLYnREf64I5uYDQDqI9P/nqTwKiOANAEAMtKcAmlfLecatA3GwImHdumbq3tFFmjXuK+qUYQvao1vtbtBvt1e1ec9AFbSj7RU+erLRd4PAzL7zJ12ie8YUqVOGTRkZNn1vRWRVzSPtDTZzE8EM3w0HQxGPSDBj/qTilB1SCQBmRPr/81QeBUTwBgAgBmJ9Fz5QIA42/7o9VcVbz52Tol9aqyA3W6MG9gh4gyAQb1Vyb+iWpPHFTnXr0lknPj8bct9Ie4M3VlZHHOS9Zl07UIN65erAZ3VasvVg2O2P1jeGHZEQje45WTE6EgAkt1gtaZnMMhLdAAAA0kGs78J7/+GxaP1eNbWozOWdfz3lst4aNbCHX49otL3u3p7b5a9V6Veb3ovqGD1ysnR5/+6Szt0g2DFnnFbeN1L3ju4fcPuWS5S1PodwoVuS7hjeL6L1z+eufjeyE2hhzFfO15TLemvMV86PaPujdY1qPNush66/UL3y/H8P2tNhncpDKgHADO+UKunLvw9ewf5epBp6vAEAiIFI7tY7umYqu3OnkMtOtWS2mEx7g9ojG/ZFvW9t/Wld/bOtvuHx3hsEowb20JUX9Ai5jnZLkZ7DgJ5dw26zZMv7OnEqsurhUtseFe81DXcjouXn5syz+wrcFeRm63h9o2Y+t0eS+Z7wVB5SCQBmBZtSFc0KHcmI4A0AQAyEKoDmvT//2K2D/YaKRzqUOdIwmuigFmh4vBR+iLxXU7Oho3WhK8B7hTvXpmZDy15rO6c9mEA9Kp0ybJo/qVjffy7yoeqfeRr1+OYDWnr3MN/NkqUZtjb/kGy9rnfrtqT6kEoAiEakfy9SEcEbAIAYifRuvTeQlR+sjSh4hwqZLZcH63meXc48uz7zNMa0yFdrweYxh1prteU62oFEWgAtUCgNtETauSHrkfd2B+tRMTvPOtBnEOgfksF6wtNlSCUARCvc34tURfAGACCGzNytb28xmUBhtVvXTF/4syp8hzpuNGutRlpFPVAoDfQZuBzZurHEGdF7d83spGdmXKGRF/QIeI1q3J9HdJyWAn0Ggf4hGagnPF2GVAIA/BG8AQCIsUjv1kcyPD1Yz2ewsOr+Yk5zl6xOOnW6ye+1nKxOyuycYWrec2s5WZ1U3+q4gXiHxwfqjW55PmYqsbcOpcE+gxp3g5597cOIzuf+sUUa85WeQV9/7f2jER0nkHBTBNJ5SCUAwB/BGwAAhQ+IVh0vmmIyocKq97nWodv7nHG6SdmdM9Rwtjmq84okdEvnhscH641ueV6RVmJvuda3FNlnkGGTDCN0D/3zbx7Wxa68oJ/zpn2fhW1bMJHMuU/XIZUAAH8EbwBAhxdJQLTyeJGsz93yteZmI+plwyRFHboj4R0eX1vXoFnPV7R5vdrdoO+t2K2nvyjAFmnhuJ65dtNLp3mLl4Uadv+ZpzFgQTjve7gjWNqsNYqjAQBaI3gDADq0UMOVgwUyK44XrOdzY2W1Fq7b67cEmaNLZsTtiSdvLL7pqy796wsVIbedu+od5WZn6sBndREdu3XvcaSB/dtjBuild2uCLuHWcr301gXh2rM8G8XRAAAtZSS6AQAAJEokw5UXrd+rpmDrPll8vI2V1freit1tQqPbRLVuK3VrdQPA6cjW/WOL9MzfqoIuleV14vOz+tZ/vRG2qrtN50YLtO49jnTptPHFTk0d3ifsdt5iaNG8R2uOrm1vjDQ1Gyo/WKu1FZ+o/GBtxL8DAID0QI83AKDDCjdc2VudevlrVeqZaw879zvS4+08WKuMDFvYNa3nrn43mtOKm3tG99eVF/T0ncfl/btr7E+3xuz4oQrMRVoR/nj9af36f96P6P3+628H/UYdhHuPYNynzviNboj1VAYAQOoheAMAUlIsiqFt3lsT0XaPbNjn++9QgSnSockzn9vtt8a0y5Gt+ZOK1T0ny3c+Z5ua21V9PB4e/5/39bQrT1Mu6y1J+vXm94IO6Y5GqAJzkVSEnz/pEj2yYW/E77dl/z91+myzsjpnhH2PUFqu5X2mydAPVu5ps020UxkAAKnJZhhGWox18ng8cjgccrvdysvLS3RzAAAWikUPoncYt1neUBcoMJUfrNWdz+w0fcxAIl22K8feSfWNX27XrWumzpxtjrj6eHt4e5V3zBmnTXtrovo8A5l5zUDl52QpPydLTkcX3zDzQDdaQv0uOLpkmb4e8yddou987QK/5wK9R35Opo7Vh78xYvuisnrA1/Tl58d8cABITZHmUHq8AQApxUzxsmC94t652NFo2ZvZuhhXtEOTA4k0ON8zaoCuGnS+jtQ16MOjp/Srze+1850jD/2+ofMf1Eb9eQbypzcO+Y0I6PbFnOmWIwBa3mgJVhF+bcUnpt/7o2On2jwX6D1qPA16OEwBOSl46Ja+/Px2VR1jSTEASHMEbwBAyghXvKxlIN60tyZkT2g0y3G1fK9AgSnaocntMXpgT40a2ENNzYYu/89NMTlm/ekmPXz9IC177UO/ABxM+cHadn2erbV+z0BD7qtb3WgZNbCHTp9t1v9X/qFerqxW//yuurBXrun37tu9q8oP1rYJ8a2rzpcfrDV/YkG0p3o6ACA1ELwBACkj0uJlS7a8r8c3vxe0V/zeMQNi0p5Agam0xKWldw9rE/q7dcmMKMSakd05Q8O/GIa984PamM4JH9AzR099a5i+9V9vhN222bBuXfBQDEnzVr+r8cVO/XTjvjbV1DNsUtesTvr8dFPEN0Ge2X5QR06e9j0ONoUhlqMboq2eDgBIHSwnBgBIGZH2DC57rSrkkl5rKz6NSXuCBabSEpe2/fu1mj/pEk0f1V/zJ12iJ+8cGpP3bKnhbLPG/nSrNlZWx7QHVjp3biMv6CFnXvhQuHLX4Zi+txnHT53R1N++rt9ub7uEWbMhnTIRuiX5hW7py5s1Gyur/Z73jm6Qvpz3H41AS6UBANIPPd4AgJQRac9gqJ5lQ1Jt/Wnl52TqeP2ZoEtR2WwKuha1tyhWsMAUqBiXo4s1f3JrPA363ordGtInNoVFved2ef/uWrLlgDwN4XvRj0fR036evZNONsamANxbH50I+brNJuXaO8vTcNb0sUPN6Q82uiG/a6aORfiZBFoqDQCQfgjeAICUEcnazY4Ih3R//bLe+v1rHwZdiuq+rxXpd9urpCCvBwtMwYq/uT83H/rMePtjT8TbduuaKfcXwTDQud08xKXh/2eTZW3OsEk5WZ1jFrzDMYxz57Tijeh65kMVQQtUeO1sU7Om/X5X2OM+dN0glhIDgA6CoeYAgJQRaniv93Gk87evL3Zq6d3D5HT496I7HdlaevcwzbuxOOTrgQJTqOJvyeSxWwcHPbdJX3Xpt9urLL1R0GxIn9U1Wnb8QGy2DLkc2e0aFh5sqoO38NqUy3pr1MAeOnoysnPr36NrO1oDAEgl9HgDAFJKsOG9zi+KYI0vdur5Nw+H7BX3DhPvlGELuhSV971Cvd5auOJviWaTdP/YIt9Ng5bn9uHRej33xiH95Z3q0AdJUQN6dPVVnI9WpFMdjtWfDr+Rie0AAKmP4A0ASDnhAnGwJb0CDRNvvUxUa+FebykVloX63fYqDe3XXaUlLt+5bays1uObDyR9T320MmzStFEDlNU5Q/ePLdJvv5hCEKlwc/pbyz/PHtPtAACpj6HmAICU1Hp4b6CiV2aGicdCLJeFcubZ9eB1X1FOVqeYHdMbrBet36umLyrHJWJ4fH5Olpx59oiHfXdrZ2G6+75WpKzOGWpqNrTubXM9+uHm9AcSSSV4M9uF0tRsqPxgrdZWfKLyg7W+6woASC70eAMA0lKoXvGmZiPi4eNmtHdt5wnFvXRhr/M06oKeGvnFzYRLXHkBi7VFq3WhsEQMj//PKSXKyJC+F+Gw7xOfn9XD11+o59885NfWjBCV573u+1qR5t14ri5ANOfqDLKOdyje34NQ7xWLZcQCVc8Ptu44ACCxCN4AgLQRKFC3HiYey7AS6P2CDXOPxCt7P9Mrez/Tqt2f+Nrj7b2fu/pdnYhi2a5gvMPi4z08/qavunTjV11qajbUrWtmxOc0oGdX7Zgzzvd5H61r1CMb9oXdb9zFvXz/beZcvz1mgMYXO6O+KXPH8H761eb32jwfTQ96IMGq53vXHbdyZAcAwDyCNwB0cFb1/sZbJIE6WFipdp9bC/vh6wdp1rhBEZ1/qPcLVPzNjEDhKZahW/pyWPyHR0/F9LjhjC8+F4R3VR0zdU4Fudl+8+3X7P44ov1ahu1IpwI8fP0gPXj9hRG3raVAvxctRdOD3lqo6QGh1h0HACQOwRsAOrB0GaoaSe/f+GJn2LnMv9p8QCt3HdbCmwOfv/cmxaa9Nfr9ax+2eb3l+3l7Z2vcn+uRDftMVbD2tvH/WVOpqy8s0KL1eyPeNxLdumZqRFG+mpoNrdx1KKbHDscbfs30Prcelr2xsjqi3m7J/8ZCJFMBXI5szRo3KOK2tRTs99DLzI2dUMINmQ+17jgAIDEorgYAHZQ3JLT+B7w3PG6sTI1lpcL1/knnev92HqyNqAe6xhP4/DdWVuuqxVt05zM7A4bu1u8nSaMG9tDXh/XRo18viWr96Nr60xrx6OaYz8G+d3SROmXYzt0Y8MRnqLlN5wrGNRuG1lZ8oqMm1vFuOSzb+3sb6Y2M59885Cs4Fm4deJuiHwIerkidTdLzbx42fdxAIr1pkQpV9gGgoyB4A0AHFGlYTYUKyZH2/pV/cNTUcVuef7CbFKHeb1fVMd9z3nnaLof5KtZ1DWdN7xNK16xOmjXuK5LiF8y8890bzjbrW//1hh58vkKPbNincPk2wyb95q6hvtEH0VRgD3YtYl3x3kwvdHtFOmQ+llX2AQDtYzp4b9++XZMnT1ZhYaFsNptefPFFv9fvuece2Ww2v5+RI0eGPe6qVatUXFwsu92u4uJirVmzxmzTAAARimdIsFrk4THyXsyW5x/tclut21Va4tL8SZcoPyfT5JFi69TpJr38zqcqP1irA5+djMt7OrqeO+fWc7rD3ddZcucw3fjVQt/jaCuwB7oWO+aM08r7RurXd1ymlfeN1I4549o1vSKevdDeIfPBfqNtik3VdABA7JgO3vX19RoyZIiWLFkSdJvS0lJVV1f7fl566aWQxywvL9fUqVM1bdo0vf3225o2bZpuv/12vfHGG2abBwCIQDoNVY20V2/UwB4hw0ogR+oaog57rdu1sbJaM5/bo2P1sS2SFo1Zz1fozmd2asnW9+Pyfhm20J96655vlyNbT989TDd+1T8IR/v72DPH3ua5UOvARyOevdDhhsxL7a+aDgCILdPF1SZOnKiJEyeG3MZut8vpdEZ8zMcff1zjx4/XvHnzJEnz5s3Ttm3b9Pjjj2vlypVmmwgACCOdhqqGK5hl07lhxCMv6OFb6itSBbnZpsOe9/1a9jZG22ueLsLNx242pPmTLlHPXHvIyvofHq2P6v3/7c9vBy2YFyuR/h7GqhfaO2S+dXHEWFRNBwDEniVzvF999VUVFBTowgsv1H333acjR46E3L68vFwTJkzwe+6GG27Q66+/HnSfxsZGeTwevx8AQGTSaaiqmd4/3/zevLY9oK11/6Lyt5mbD965zHcM76u/fDGc21sJPdYF0tJN/nn2kL3PGyur9avNB6I69mdBCubFUiJ6oa0YMg8AsEbMg/fEiRP1pz/9SVu2bNEvfvELvfnmmxo3bpwaG4NXL62pqVGvXr38nuvVq5dqamqC7lNWViaHw+H76du3b8zOAQDSXboNVTVTMKu0xKXX5l6nh8Os03z81Blt2lsT9iZFS12zMnSevZN+tfmAHvxiOPdVi7do097gf89wzrGTwf+d4B0xEK32FgxsajZUfrBWays+8d1MCcSqwm2hxHrIPADAGjFfx3vq1Km+/y4pKdEVV1yh/v37a8OGDbr11luD7mdrNf/LMIw2z7U0b948zZ492/fY4/EQvgHAhHQbqlpa4tL4Yqd2VR3TkbqGkEOWO2XYNGvcV7Ts9ao2Bb+8bDoX1MYXO31D1L092sHUn25u81y1uyHo8mPB3rcjDknPz8kK+losRgxEu7a12bXuzfweAgA6jpgH79ZcLpf69++vAweCDw9zOp1terePHDnSphe8JbvdLrs9/FBBAEBw6RASvEO5zbZ/V9WxoKFb8g9qwW5SmJFhC17F2zv/d/6kYj2yIfr3SGVOR5egr8WyyJ+ZY3mXkWt92bxr3Qfrxfb2QgMA4GV58K6trdXhw4flcgXvORk1apQ2bdqkhx9+2PfcK6+8otGjR1vdPADo8FI1JDQ1G1qy5YCWvfahTnz+ZYAO1RvZktnK7qUlLo27uJdGlm2OqjK5N3S37tH23iKYP+kSdc/J0o9uuEjH6k8r/zy7Dh6p05KtB02/V6ppXU+g9c2U/C7Be8PNinTOfri17luOiEilG1UAgMQwHbxPnjyp99//cvmRqqoqVVRUKD8/X/n5+Vq4cKFuu+02uVwuffjhh/rxj3+snj176utf/7pvn+nTp6t3794qKyuTJD344IMaO3asFi9erClTpmjt2rXavHmzduzYEYNTBACkm42V1Zq7+t2APdbheiO9oqns/vePjrdrObDvjBmglypr2gztv3mIS//vX/aqxvPlPGdnnl13jugX9XulCpv86wkEGtodi1xrtqq4mbXuw924inZUBgAgfZgO3m+99ZauvfZa32PvPOsZM2Zo6dKlevfdd/XHP/5RJ06ckMvl0rXXXqsXXnhBubm5vn0OHTqkjIwv67qNHj1azz//vH7yk59o/vz5GjhwoF544QVdeeWV7Tk3AEAaCjb818vbG/n/rKnU56eb5HR0CRh0oln+qb1Dnq8vdurHk4r9Qtjx+tP6/nNtlzir8TTqV5sPqGtWJ5063dSu901WrUcnBLu2UdRDCyhcwcCWAfnAZycjOma43wmzc8QBAOnJZhhGWtRw8Xg8cjgccrvdysvLS3RzAAARMNsT2NRs6KrFW0zPgQ4WdLxBTwo8/Lt1r3n5wVrd+cxOU+/tO6ZNenLqZerxxdrgBbnZurx/d414dHPIuebZnTPUcLZt0bZ46JWbpcYmI2T7ArHZpFD/uujWJVNP3TVMI1tU4Y722kaiW5dMPXbb4JBBN1BAjsTK+0YG7fEOdiMh2O8XACD1RJpDLZ/jDQBAINH0BEZb3TrY8HOzld0v799dOfZOqm803wNtGNKs5yv8nuvetbNOnDobcr+Gs83KycoIWDHdKt26ZOreMUW6YkB3feu/3gi7/cxrBio/J0sfHz+ltW9X61j96dA72KS6xjN+N1msXOv8yTuHqnOnDK2t+CTgDZ5woygCCTd0nTniAICWCN4AAMu17tk+Xn9aM58zXy062qHeoYJOpJXdvfPKowndwRwPE7q9LuqVq92H3TF733Dcn5/Rrza/p6svPD+i7S905sreOUP/uWFfROHVfepMm+sc7bXt1iVT7s/PBJ0u0K1rpv79v9/2mz/f8gZPqIAcTCRr3cdyjjgAIPURvAEAlgpWLCuansBIC6IFEirohKvsHk2PaCy9d+SkfnPXUD2yYV9clhrznue29/4Z0fbvHzmp//77xxF/PoGuc7TX9t4xRXp883sBq8Ubko6HKcDn6JJl+jONZK17s1XzAQDpjeANACks2aslR1MsK1RADlcQLRI17s9NbR9Nj2isnWxsUvccu3bMGaddVcf06fFTWviXvapriKzH3GpPbnk//EattL7O0VxblyNbs8Z9RRc5zws4XeDzM00B56e3DP4/uuGiiN5r1rUDNahXbsTfs2iq5gMA0hfBGwBSVLJXS25vYA3UE9gpw6YFk4v1wIrdbXo4I/XIhn3qktUp4s/IyrnHZhypa1CnDJvcn5/Wzze9lzShu72819l7bb+3om2F92DmTzo31DvQdIHmZkPfejb4/HRv8A87H/0LY75yvqkh4dFUzQcApK+M8JsAAJKNtye5dSD0DqHdWFmdoJZ9qb2BNVhPoLcgmtPh/3q3Lpk6z94p7HGP15829Rkly1DggtxsvfTOp/pegOueytrT49s9J8v3397pAlMu661RA3voaH1jiD2/lH+eXS5HtoL1X9t07oaW2YDsvZHgPUbrY0rhlzcDAKQPgjcApJhw1ZKlc0Nom2K1+HGUog2skQSd0hKXdswZp5X3jdSv77hMK+8bqb/PH6+ff3NI0ADlZfYzSvRQYO/ncfRko2at3JPQtsRS6+vs/b02I9TvWKTXzZmXbVlADnaTyOnIZikxAOhgGGoOACkmVaolRxNYIwk6ree13/TVQt+23qDz4zXv6lh98LWnzXxGZuYeT/6qU+vfqQmzlXk3D3HpBykSuiOZAhDoOu/8oNZ0T36o3zEzQ707ZdhMLStnRqRV8wEA6Y3gDQApJlWqJUcSWDNs/oXWwgWdSOa1l5a49PmZZj38QkXYNrb+jIIVqws3r7xb10w9estgPbLBXI9tJAb3ztO6t81NHbju4vP1P/8bWUXyWPCG2PmTivXIBv/r071rpgzJr8hZ95xM/eeUEt8121hZrbmr3jX1nuFGRYS6boGCv5UBOVzVfABA+iN4A0CKSZVqyZEEnyV3DlX3HHtEQSdYhfRAa38788x/RuFCfaAe0W5dM3Xv6CI9cM1A/eH1Dy2Ze/3OJx7T+2yJc+iW5Pucbig5F15rPA06drJR3bpk6vUParXxHzW+NdCP1Z/RIxv2KeOLax3NUm03D3GFDcXBrlvr4O9FQAYAWMVmGEZiJwHGiMfjkcPhkNvtVl5eXqKbAwCWaWo2dNXiLWGH0O6YMy4phrPGovq695yDBdvW52z2MwoW6r2f3kPXX6gBPbuqZ45dsklHTzb6bhRs2lujuavfDbhsVUcQ6Fq+9M6n+snaypDD/b2fraNrZlSfncvE7/hL71R/0Z4vK5gn0woAAIDUFWkOpccbAFKM2SG0iRaLIbxm57Wb+YwiKVb3q83v+Z7zBrZRA3toY2W1qeWv0s159k7a9u/XKqvzl7Vay17aq99urwq7r/ezjfaGRaRz9DdWVmvmc5GNlAAAwCpUNQeAFJRq1ZJbL/Vk9qZANPPaS0tcun9skWyt3spmk+4fW+T7jMwue+YNbC+986kWrov9nO5AumRmhK3WnggnG5v094+O+x6/9E51RKE7VgLN0S8/WKu1FZ+o/GCtTp9tTokVAAAA6Y8ebwBIUR2pWnI089o3Vlbrd9ur2oSuZkP63fYqDe3XXaUlLtNF6Ayd6zUPN5Q6lhZ//at68P9WRFQxPN68n19Ts6GfrK2M63uHm6Ofn5PlN7y8tWRZAQAAkP4I3gCQwjpKMSgzS0NJodc691q0fq/GFzujKkJnSHEL3eOLC3TzsN7KyspoEyyTgffz21V1LGTIjaXW1zvYHP1I25PoFQAAAOmP4A0ASHpm57WbmRNuZp3ueBtfXKBnpg//4r+dyrVnqvyDo5Js6pxh0/NvHlKNpzFh7Wu5pFe8wquZOfqRSvQKAACA9EfwBgCkhGBLQwVa+9vMnHBvqI+mSFq4ocxmdO+aqdKSXvr4eIMG9OiqH99YrC5ZnSQFrwz/HzcVy9ElSzOf260Tn5vrgW+9hnrrxy5Htm4e4go4XN+r5ZJe8Qqvra+32Tn6LbXuOQcAwCoEbwBAyoh0Xns0c8K7mVjWyhvY5k8q1vefi01V8+OnzujmIX3aTB0ItX75zOf2aOndw/TYbYNN3zhoNqT5ky5Rz1y7CnKzdXn/7vr7R8dV4/5cx+pPK/88u5x52Wo2pGf+FrhgWsu58t6RA1YNhb/u4vP1L18b2OZ6b95bE9XxknEFAABA+iJ4AwBSSiTz2s3MCQ8WbINpGdhKS1x6OmOY5q5613SPcyCBqnSHqspt07m56jvmjNO9o/tr2esfmXq/nrl23fTVQu2qOqaXK6v14dF6rdzlP3w9XCb1zpXvlGHTzUNcllQ1t0naW13XJnQ3NRtaU/FJRMfIz8n0m5cfaKQEAABWIXgDANJOpHPCJYWdH9x6CHbrwFZa4lKuPVPfevaNdre7dU+9mbnqEy51mQ7eHx49pasWbwn5HqFW2vK+//LXqjRt1ACte7va1PtHKlj18XMF3cLf8OiRk6Xyedfp7x8dT/sVAAAAyYngDQBIS5HMCS8/WBt2aHTrIdmBAtvR+vYVOAs219jMXPWbvloY8VBvmyRH10w9vvm9mBSUe2TDPj316kHLq5q3/jwi/XymXFaorM4ZHWIFAABAciJ4AwDSVrg54ZEGt565dk25rHfQ19tbWMxQ4LnGZuaqt+zlDxWmW44AiGUV93gsJdb684j08xlf7LSiOQAARCwj0Q0AAMBK3jnhUy7rrVEDe/iF22iKsAXinVMe7cDlb48ZoNISl5qaDZUfrNXaik9UfrBWl/fvHvK4Nvkv6eXt5Xc5grfX6cjWw9cPiriQnBVsrU6oW5fObZ7z217+5+kVyeceaD8AAOKNHm8AQIc1oig/bDXz7l0zwwa3UHPKIzG+2Bl0ybBgBcuCVeVu3cvf8zy7ZJwbDu/t8f/LO5+abGHs2CQ9decwdc/J0pG6Bn149FREQ94DjQgwu747AACJQvAGACCESEN0sDnlrYuzteSd2328vlEzn9sTcMmw326vUk5WJ9WfbvJ7zdE1U4/dOjhgVe5wld/jteZ2a927ZqqsRZubmg1dtXhL2OJ2S+4cGrT6uJn13QEASBSCNwCgw9pVdSzskOsTp860qaYdTKA55bV1jZr1/J4223r7YOdPKtYjG4IvGSapTeiWJHc7hopH0tMfSF52Z3kazobdrvXSXd26ZOreMQM0a9wgv97ncFXbpXM3Lbrn2ENuE+n67gAAJArBGwDQYZmpGh6plr3NGyur9X9e3hdwO2+PrKNLVkSVyFszJM1d/a5y7Zka+cX7WR08PQ1nlZ+TqeP1Z0Kuj77t36+NaOmuWH7+kazvDgBAohC8AQAdVqyKqwWysbI6ZIXx+ZPODYNeW/GJ6WN7nTh1Rt969g1165rpe+zlCjHUOpKe/mC+fllv/f61D0POqY506S4rP38AAJIJVc0BAB1WuKrYwapph9PUbGjR+sDDx73HfWTDXjU1GzEJlSdOnWkTpGvcDXpgxW5trKxus72ZHvzWri92aundw+RsVTnd6cjW0ruHmZpTbdXnDwBAsqHHGwDQYVlVFTvc3GVDUrW7QbuqjvnCZzTDzUMxdO4cFq3fq/HFzqiWUWvJO4zcO2w8FnOqqUoOAOgo6PEGAHRo3qrYsejB9TIzd9kbPq3QMuC3ZHbd8UAhONT66GZY8fkDAJBs6PEGgBTX1GxQzbmdYl0V2+zc5dISlx6+fpB+tflAVO8XTusbAWbXHbd6aS6qkgMA0h3BGwBS2MbK6jbrF4cqqoXgYlkV29ujXONuCFn9e0RRvu/GSb8eOereNVPH27FMWDAFudltbtCM/2KudqDfn/mTLlH3HHtcQzBVyQEA6cxmGEa4G90pwePxyOFwyO12Ky8vL9HNAQDLBaua7Y1HDNNNLO/1kQLPXV569zBJahN8Q+ma1UmnAqzpHUqPnCw9MuVSPbJhX8AbNPQ0AwAQvUhzKMEbAFJQU7OhqxZvCRrYvD2qO+aMS7kQlU5D50ONSJAUcrmxllrvI4UfHu41tG837Tl8os3zVtygaXntep5nlwzpaH1jyl9HAACCiTSHMtQcAFKQmarZqTR8N92GzgebuyxJVy3eEnK5sfycLP1k0iVyOrr4hdZAw8NDCRS6pdBVz6MR6Nq1lMrXEQCA9qKqOQCkIDNVs1OFd2h26+AWaj3qVBCo+nckN05q60/L6ejSpmJ4aYlLO+aM05++c6W6dclsV9u8N2h2Hqxt13GCXbuWUv06AgDQHgRvAEhBZqtmJ7umZkOL1u8N2APsfW7R+r1qak6L2VHtvnHSKcOmMYN66rHbBssmRbwsWDAzn4s+EIe6di2l43UEACBSBG8ASEHh1mG26dzQXu+w5mRnZuh8IjU1Gyo/WKs1ez7Rs3/7QGt2f6zyg7Wmg2SsbpyUlrj01F3D1D0ny9T7t3bi8zNR90aHu3YtJct1BAAg3pjjDQApKNQ6zN4wvmByccoUs0qFofOh5jCbnb9sZrmxcG16ZMNeHas/7XsuJ6uT6k1WPveKZr53NNcklaZAAAAQC/R4A0CKKi1xaendw+R0+PeKOh3ZKbeUWLIPnQ83h7na5Pxl740Tqe0w8UhvnARrU7ShO9re6GiuSapMgQAAIFbo8QaAFBasanaq9HR7xaoH2Apm5jCb6TH23jhp3YvujKD3PNI2RcNsb3S4a9dSIq8jAACJRPAGgBTnrZqdykINndcXj+dPSszQeTNzmM0u4RbtjRMzbTLLbG90uGvnlYpTIAAAiBWGmgMAkkKwofNej2zYm5ClqMz2AJvdPtByY7F6D7PLjXXrkhlVb3S4ayel5hQIAABihR5vAEDSKC1xqbnZ0Pef29PmNe860PEOb2Z7gOMxfznS93jqW8OUYbPptff/qSVbD4bd/t4xA6LujW7de9/zPLtkSEfrG1N2CgQAALFC8AYAJI2mZkOPbNgX8DVD54YrR1N5uz3MzGGO1xJukc6JH3nBuR70EUX5WrX7k5Dn0L1rpmaNG9SudqXDtAcAAKzAUHMAQNJIxvW8W1YgD8Wm+M1fNlsVPZJzuP2KPvRIAwBgEYI3ACBpJOt63t45zK4gc5hdCZi/bHY5udISl+4fWxT0eL/bXpWQOfQAAHQEDDUHACSNZF7Pu+Uc5hpPg46dbFR+Tpacji4Jm79spip6U7OhdW+HDtbxHsYPAEBHQfAGACSNZF7PW0rOOcyRtsnMMP5kO0cAAFIdQ80BAEnD7NxlRC5Zh/EDANARELwBAEnF7NxlRCaZh/EDAJDuGGoOAEg6ZuYuIzLJPowfAIB0RvAGACSllnOXm5oNQng7eYfxP7Bit2ySX/hmGD8AANYieAMAktrGymotWr/XrzCYy5GtBZOLEzbsPFVvBHiH8bf+PJ0J/jwBAEh3NsMwAo04Szkej0cOh0Nut1t5eXmJbg4AIAY2VlbrgRW72wyN9kbcRMz5TsYbAWal6o0DAACSTaQ5lOANAEhKTc2Grlq8JegSWN45yTvmjItbaEzGGwEAACBxIs2hVDUHACQlM+tOx0NTs6FF6/cGLEzmfW7R+r1qak6L+9kAACCGCN4AgKSUbOtOJ9uNAAAAkDpMB+/t27dr8uTJKiwslM1m04svvuh77cyZM5ozZ44GDx6snJwcFRYWavr06fr0009DHnP58uWy2Wxtfhoa4vOPKQBA8km2daeT7UYAAABIHaaDd319vYYMGaIlS5a0ee3UqVPavXu35s+fr927d2v16tV67733dPPNN4c9bl5enqqrq/1+srPj848pAEDy8a47HWz2tk3niprFa93pZLsRAAAAUofp5cQmTpyoiRMnBnzN4XBo06ZNfs89+eSTGjFihA4dOqR+/foFPa7NZpPT6Yy4HY2NjWpsbPQ99ng8Ee8LAEh+ybbutPdGQKjh5pJ0vL4x5OsAAKDjsXyOt9vtls1mU7du3UJud/LkSfXv3199+vTRTTfdpD179oTcvqysTA6Hw/fTt2/fGLYaAJAMvOtOOx3+vchOR3bcK4h3yrBp/qTisNs9smEfBdYAAIAf0z3eZjQ0NGju3Lm66667QpZWv/jii7V8+XINHjxYHo9Hv/71rzVmzBi9/fbbGjRoUMB95s2bp9mzZ/seezwewjcApKHSEpfGFzuTYt3p7jlZYbfxFlgbNbBHHFoEAABSgWXB+8yZM7rjjjvU3Nys3/zmNyG3HTlypEaOHOl7PGbMGA0bNkxPPvmknnjiiYD72O122e32mLYZAJCcOmXYkiLIUmANAABEw5LgfebMGd1+++2qqqrSli1bQvZ2B5KRkaHhw4frwIEDVjQPAICoUGANAABEI+ZzvL2h+8CBA9q8ebN69DDfQ2EYhioqKuRyxW/uHgAA4SRDpfWmZkPlB2u1tuITlR+sZT45AAApwHSP98mTJ/X+++/7HldVVamiokL5+fkqLCzUN77xDe3evVt/+ctf1NTUpJqaGklSfn6+srLOzY2bPn26evfurbKyMknSokWLNHLkSA0aNEgej0dPPPGEKioq9NRTT8XiHAEAiIlEV1rfWFmtRev3+lVWdzmytWBycVwLzQEAAHNM93i/9dZbGjp0qIYOHSpJmj17toYOHar/+I//0Mcff6x169bp448/1mWXXSaXy+X7ef31133HOHTokKqrq32PT5w4ofvvv1+XXHKJJkyYoE8++UTbt2/XiBEjYnCKAADETqIqrW+srNYDK3a3Wc6sxt2gB1bs1sbK6iB7AgCARLMZhpEWY9Q8Ho8cDofcbrfpOeUAAJjV1GzErdJ6U7OhqxZvCbqGuE3ngv+OOeMSUu0dAICOKtIcaulyYgAApKt4VlrfVXUsaOiWzg15ZxkzAACSV8yLqwEAgNhiGTMAAFIbwRsAgCTHMmYAAKQ2gjcAAEkuGZYxAwAA0SN4AwCQ5LzLmElqE77jsYwZAABoH4I3AAApIFHLmAEAgPajqjkAACmitMSl8cXOuC1jBgAAYoPgDQBAConnMmYAACA2GGoOAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFOie6AQAAAACs19RsaFfVMR2pa1BBbrZGFOWrU4Yt0c0COgSCNwAAAJDmNlZWa9H6vap2N/ieczmytWBysUpLXAlsGdAxMNQcAAAASGMbK6v1wIrdfqFbkmrcDXpgxW5trKxOUMuAjoPgDQAAAKSppmZDi9bvlRHgNe9zi9bvVVNzoC0AxArBGwAAAEhTu6qOtenpbsmQVO1u0K6qY/FrFNABEbwBAACANHWkLnjojmY7ANEheAMAAABpqiA3O6bbAYgOwRsAAABIUyOK8uVyZCvYomE2natuPqIoP57NAjocgjcAAACQpjpl2LRgcrEktQnf3scLJheznjdgMYI3AAAAkMZKS1xaevcwOR3+w8mdjmwtvXsY63gDcdA50Q0AAAAAYK3SEpfGFzu1q+qYjtQ1qCD33PByerqB+CB4AwAAAB1ApwybRg3skehmAB0SQ80BAAAAALCQ6eC9fft2TZ48WYWFhbLZbHrxxRf9XjcMQwsXLlRhYaG6dOmia665Rv/4xz/CHnfVqlUqLi6W3W5XcXGx1qxZY7ZpAAAAAAAkHdPBu76+XkOGDNGSJUsCvv7Tn/5Uv/zlL7VkyRK9+eabcjqdGj9+vOrq6oIes7y8XFOnTtW0adP09ttva9q0abr99tv1xhtvmG0eAAAAAABJxWYYhhH1zjab1qxZo1tuuUXSud7uwsJCPfTQQ5ozZ44kqbGxUb169dLixYv13e9+N+Bxpk6dKo/Ho5dfftn3XGlpqbp3766VK1dG1BaPxyOHwyG32628vLxoTwkAAAAAgIhEmkNjOse7qqpKNTU1mjBhgu85u92uq6++Wq+//nrQ/crLy/32kaQbbrgh5D6NjY3yeDx+PwAAAAAAJJuYBu+amhpJUq9evfye79Wrl++1YPuZ3aesrEwOh8P307dv33a0HAAAAAAAa1hS1dxm818P0DCMNs+1d5958+bJ7Xb7fg4fPhx9gwEAAAAAsEhM1/F2Op2SzvVgu1wu3/NHjhxp06Pder/Wvdvh9rHb7bLb7e1sMQAAAAAA1oppj3dRUZGcTqc2bdrke+706dPatm2bRo8eHXS/UaNG+e0jSa+88krIfQAAAAAASAWme7xPnjyp999/3/e4qqpKFRUVys/PV79+/fTQQw/p0Ucf1aBBgzRo0CA9+uij6tq1q+666y7fPtOnT1fv3r1VVlYmSXrwwQc1duxYLV68WFOmTNHatWu1efNm7dixIwanCAAAAABA4pgO3m+99ZauvfZa3+PZs2dLkmbMmKHly5frRz/6kT7//HN9//vf1/Hjx3XllVfqlVdeUW5urm+fQ4cOKSPjy8720aNH6/nnn9dPfvITzZ8/XwMHDtQLL7ygK6+8sj3nBgAAAABAwrVrHe9kwjreAAAAAIB4Ssg63gAAAAAAwB/BGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAuZXscbAAAE19RsaFfVMR2pa1BBbrZGFOWrU4Yt0c0CAAAJRPAGACBGNlZWa9H6vap2N/ieczmytWBysUpLXAlsGQAASCSGmgMAEAMbK6v1wIrdfqFbkmrcDXpgxW5trKxOUMsAAECiEbwBAGinpmZDi9bvlRHgNe9zi9bvVVNzoC0AAEC6I3gDANBOu6qOtenpbsmQVO1u0K6qY/FrFAAASBoEbwAA2ulIXfDQHc12AAAgvRC8AQBop4Lc7JhuBwAA0gvBGwCAdhpRlC+XI1vBFg2z6Vx18xFF+fFsFgAASBIEbwAA2qlThk0LJhdLUpvw7X28YHIx63kDANBBEbwBAIiB0hKXlt49TE6H/3BypyNbS+8exjreAAB0YJ0T3QAAANJFaYlL44ud2lV1TEfqGlSQe254OT3dAAB0bARvAABiqFOGTaMG9kh0MwAAQBJhqDkAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgoZgH7wEDBshms7X5mTlzZsDtX3311YDb/+///m+smwYAAAAAQNx1jvUB33zzTTU1NfkeV1ZWavz48frmN78Zcr/9+/crLy/P9/j888+PddMAAAAAAIi7mAfv1oH5scce08CBA3X11VeH3K+goEDdunWLdXMAAAAAAEgoS+d4nz59WitWrNC3v/1t2Wy2kNsOHTpULpdL1113nbZu3Rr22I2NjfJ4PH4/AAAAAAAkG0uD94svvqgTJ07onnvuCbqNy+XS7373O61atUqrV6/WRRddpOuuu07bt28PeeyysjI5HA7fT9++fWPcegAAAAAA2s9mGIZh1cFvuOEGZWVlaf369ab2mzx5smw2m9atWxd0m8bGRjU2Nvoeezwe9e3bV26322+uOAAAAAAAVvB4PHI4HGFzaMzneHt99NFH2rx5s1avXm1635EjR2rFihUht7Hb7bLb7dE2DwAAAACAuLBsqPmyZctUUFCgSZMmmd53z549crlcFrQKAAAAAID4sqTHu7m5WcuWLdOMGTPUubP/W8ybN0+ffPKJ/vjHP0qSHn/8cQ0YMECXXnqprxjbqlWrtGrVKiuaBgAAAABAXFkSvDdv3qxDhw7p29/+dpvXqqurdejQId/j06dP64c//KE++eQTdenSRZdeeqk2bNigG2+80YqmAQAAAAAQV5YWV4unSCe1AwAAAAAQC5HmUEuXEwMAAAAAoKMjeAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgoZgH74ULF8pms/n9OJ3OkPts27ZNl19+ubKzs3XBBRfo6aefjnWzAAAAAABIiM5WHPTSSy/V5s2bfY87deoUdNuqqirdeOONuu+++7RixQq99tpr+v73v6/zzz9ft912mxXNAwAAAAAgbiwJ3p07dw7by+319NNPq1+/fnr88cclSZdcconeeust/fznPyd4AwAAAABSniVzvA8cOKDCwkIVFRXpjjvu0AcffBB02/Lyck2YMMHvuRtuuEFvvfWWzpw5E3S/xsZGeTwevx8AAAAAAJJNzIP3lVdeqT/+8Y/661//qmeeeUY1NTUaPXq0amtrA25fU1OjXr16+T3Xq1cvnT17VkePHg36PmVlZXI4HL6fvn37xvQ8AAAAAACIhZgH74kTJ+q2227T4MGDdf3112vDhg2SpD/84Q9B97HZbH6PDcMI+HxL8+bNk9vt9v0cPnw4Bq0HAAAAACC2LJnj3VJOTo4GDx6sAwcOBHzd6XSqpqbG77kjR46oc+fO6tGjR9Dj2u122e32mLYVAAAAAIBYs3wd78bGRu3bt08ulyvg66NGjdKmTZv8nnvllVd0xRVXKDMz0+rmAQAAAABgqZgH7x/+8Ifatm2bqqqq9MYbb+gb3/iGPB6PZsyYIencEPHp06f7tv/e976njz76SLNnz9a+ffv0+9//Xs8++6x++MMfxrppAAAAAADEXcyHmn/88ce68847dfToUZ1//vkaOXKkdu7cqf79+0uSqqurdejQId/2RUVFeumll/Twww/rqaeeUmFhoZ544gmWEgMAAAAApAWb4a1kluI8Ho8cDofcbrfy8vIS3RwAAAAAQJqLNIdaPscbAAAAAICOjOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhTonugEAAAAA0BE0NRvaVXVMR+oaVJCbrRFF+eqUYUt0sxAHBG8AAAAAsNjGymotWr9X1e4G33MuR7YWTC5WaYkrgS1DPDDUHAAAAAAstLGyWg+s2O0XuiWpxt2gB1bs1sbK6gS1DPFC8AYAAAAAizQ1G1q0fq+MAK95n1u0fq+amgNtgXRB8AYAAAAAi+yqOtamp7slQ1K1u0G7qo7Fr1GIO4I3AAAAAFjkSF3w0B3NdkhNBG8AAAAAsEhBbnZMt0NqIngDAAAAgEVGFOXL5chWsEXDbDpX3XxEUX48m4U4I3gDAAAAgEU6Zdi0YHKxJLUJ397HCyYXs553miN4AwAAAICFSktcWnr3MDkd/sPJnY5sLb17GOt4dwCdE90AAAAAAEh3pSUujS92alfVMR2pa1BB7rnh5fR0dwwEbwAAAACIg04ZNo0a2CPRzUACMNQcAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALBQ50Q3IFYMw5AkeTyeBLcEAAAAANARePOnN48GkzbBu66uTpLUt2/fBLcEAAAAANCR1NXVyeFwBH3dZoSL5imiublZn376qXJzc2Wz2RLdnJjweDzq27evDh8+rLy8vEQ3B1HiOqYHrmPq4xqmB65jeuA6pgeuY+rjGrafYRiqq6tTYWGhMjKCz+ROmx7vjIwM9enTJ9HNsEReXh5fhDTAdUwPXMfUxzVMD1zH9MB1TA9cx9THNWyfUD3dXhRXAwAAAADAQgRvAAAAAAAsRPBOYna7XQsWLJDdbk90U9AOXMf0wHVMfVzD9MB1TA9cx/TAdUx9XMP4SZviagAAAAAAJCN6vAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwTtBFi5cKJvN5vfjdDpD7rNt2zZdfvnlys7O1gUXXKCnn346Tq1FMAMGDGhzHW02m2bOnBlw+1dffTXg9v/7v/8b55Z3bNu3b9fkyZNVWFgom82mF1980e91wzC0cOFCFRYWqkuXLrrmmmv0j3/8I+xxV61apeLiYtntdhUXF2vNmjUWnQFCXcMzZ85ozpw5Gjx4sHJyclRYWKjp06fr008/DXnM5cuXB/x+NjQ0WHw2HVe47+I999zT5nqMHDky7HH5LsZXuOsY6Htls9n0s5/9LOgx+T7GV1lZmYYPH67c3FwVFBTolltu0f79+/224W9j8gt3Hfn7mFgE7wS69NJLVV1d7ft59913g25bVVWlG2+8UV/72te0Z88e/fjHP9a//uu/atWqVXFsMVp78803/a7hpk2bJEnf/OY3Q+63f/9+v/0GDRoUj+biC/X19RoyZIiWLFkS8PWf/vSn+uUvf6klS5bozTfflNPp1Pjx41VXVxf0mOXl5Zo6daqmTZumt99+W9OmTdPtt9+uN954w6rT6NBCXcNTp05p9+7dmj9/vnbv3q3Vq1frvffe08033xz2uHl5eX7fzerqamVnZ1txClD476IklZaW+l2Pl156KeQx+S7GX7jr2Po79fvf/142m0233XZbyOPyfYyfbdu2aebMmdq5c6c2bdqks2fPasKECaqvr/dtw9/G5BfuOvL3McEMJMSCBQuMIUOGRLz9j370I+Piiy/2e+673/2uMXLkyBi3DO3x4IMPGgMHDjSam5sDvr5161ZDknH8+PH4NgxBSTLWrFnje9zc3Gw4nU7jscce8z3X0NBgOBwO4+mnnw56nNtvv90oLS31e+6GG24w7rjjjpi3Gf5aX8NAdu3aZUgyPvroo6DbLFu2zHA4HLFtHCIW6DrOmDHDmDJliqnj8F1MrEi+j1OmTDHGjRsXchu+j4l15MgRQ5Kxbds2wzD425iqWl/HQPj7GD/0eCfQgQMHVFhYqKKiIt1xxx364IMPgm5bXl6uCRMm+D13ww036K233tKZM2esbioicPr0aa1YsULf/va3ZbPZQm47dOhQuVwuXXfdddq6dWucWohIVFVVqaamxu/7ZrfbdfXVV+v1118Pul+w72iofRA/brdbNptN3bp1C7ndyZMn1b9/f/Xp00c33XST9uzZE58GIqhXX31VBQUFuvDCC3XffffpyJEjIbfnu5jcPvvsM23YsEHf+c53wm7L9zFx3G63JCk/P18SfxtTVevrGGwb/j7GB8E7Qa688kr98Y9/1F//+lc988wzqqmp0ejRo1VbWxtw+5qaGvXq1cvvuV69euns2bM6evRoPJqMMF588UWdOHFC99xzT9BtXC6Xfve732nVqlVavXq1LrroIl133XXavn17/BqKkGpqaiQp4PfN+1qw/czug/hoaGjQ3LlzdddddykvLy/odhdffLGWL1+udevWaeXKlcrOztaYMWN04MCBOLYWLU2cOFF/+tOftGXLFv3iF7/Qm2++qXHjxqmxsTHoPnwXk9sf/vAH5ebm6tZbbw25Hd/HxDEMQ7Nnz9ZVV12lkpISSfxtTEWBrmNr/H2Mr86JbkBHNXHiRN9/Dx48WKNGjdLAgQP1hz/8QbNnzw64T+teVMMwAj6PxHj22Wc1ceJEFRYWBt3moosu0kUXXeR7PGrUKB0+fFg///nPNXbs2Hg0ExEK9H0L912LZh9Y68yZM7rjjjvU3Nys3/zmNyG3HTlypF/hrjFjxmjYsGF68skn9cQTT1jdVAQwdepU33+XlJToiiuuUP/+/bVhw4aQwY3vYvL6/e9/r29961th54byfUycWbNm6Z133tGOHTvavMbfxtQR6jpK/H1MBHq8k0ROTo4GDx4c9M6R0+lsc3fwyJEj6ty5s3r06BGPJiKEjz76SJs3b9a//Mu/mN535MiR3DFMIt7VBQJ931rftW+9n9l9YK0zZ87o9ttvV1VVlTZt2hTybn4gGRkZGj58ON/PJOJyudS/f/+Q14TvYvL629/+pv3790f1t5LvY3z84Ac/0Lp167R161b16dPH9zx/G1NLsOvoxd/HxCB4J4nGxkbt27dPLpcr4OujRo3yVcz2euWVV3TFFVcoMzMzHk1ECMuWLVNBQYEmTZpket89e/YEve6Iv6KiIjmdTr/v2+nTp7Vt2zaNHj066H7BvqOh9oF1vP+oOHDggDZv3hzVDUrDMFRRUcH3M4nU1tbq8OHDIa8J38Xk9eyzz+ryyy/XkCFDTO/L99FahmFo1qxZWr16tbZs2aKioiK/1/nbmBrCXUeJv48JlZCSbjD+7d/+zXj11VeNDz74wNi5c6dx0003Gbm5ucaHH35oGIZhzJ0715g2bZpv+w8++MDo2rWr8fDDDxt79+41nn32WSMzM9P47//+70SdAr7Q1NRk9OvXz5gzZ06b11pfx1/96lfGmjVrjPfee8+orKw05s6da0gyVq1aFc8md3h1dXXGnj17jD179hiSjF/+8pfGnj17fBU9H3vsMcPhcBirV6823n33XePOO+80XC6X4fF4fMeYNm2aMXfuXN/j1157zejUqZPx2GOPGfv27TMee+wxo3PnzsbOnTvjfn4dQahreObMGePmm282+vTpY1RUVBjV1dW+n8bGRt8xWl/DhQsXGhs3bjQOHjxo7Nmzx7j33nuNzp07G2+88UYiTrFDCHUd6+rqjH/7t38zXn/9daOqqsrYunWrMWrUKKN37958F5NMuP+nGoZhuN1uo2vXrsbSpUsDHoPvY2I98MADhsPhMF599VW//2eeOnXKtw1/G5NfuOvI38fEIngnyNSpUw2Xy2VkZmYahYWFxq233mr84x//8L0+Y8YM4+qrr/bb59VXXzWGDh1qZGVlGQMGDAj6xwvx9de//tWQZOzfv7/Na62v4+LFi42BAwca2dnZRvfu3Y2rrrrK2LBhQxxbC8P4clm31j8zZswwDOPcsikLFiwwnE6nYbfbjbFjxxrvvvuu3zGuvvpq3/Zef/7zn42LLrrIyMzMNC6++GJuqFgo1DWsqqoK+JokY+vWrb5jtL6GDz30kNGvXz8jKyvLOP/8840JEyYYr7/+evxPrgMJdR1PnTplTJgwwTj//PONzMxMo1+/fsaMGTOMQ4cO+R2D72Lihft/qmEYxm9/+1ujS5cuxokTJwIeg+9jYgX7f+ayZct82/C3MfmFu478fUwsm2F8UaELAAAAAADEHHO8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsND/D4g3wEOFJYx1AAAAAElFTkSuQmCC", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12,8))\n", + "ax.scatter(X[:,0], X[:,1])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def estimate_gaussian(X):\n", + " mu = X.mean(axis=0)\n", + " sigma = X.var(axis=0)\n", + " \n", + " return mu, sigma" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([14.11222578, 14.99771051]), array([1.83263141, 1.70974533]))" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mu, sigma = estimate_gaussian(X)\n", + "mu, sigma" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[1.83841999e-01 2.30722079e-01]\n", + " [2.02216942e-01 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data['Xval']\n", + "yval = data['yval']\n", + "\n", + "Xval.shape, yval.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "pval = norm.pdf(Xval, mu, sigma)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(307, 2)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pval.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_f1_score(tp, fp, fn):\n", + " precision = tp / (tp + fp)\n", + " recall = tp / (tp + fn)\n", + " f1_score = 2 * (precision * recall) / (precision + recall)\n", + " return f1_score" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "def select_threshold(pval, yval):\n", + " best_epsilon = 0\n", + " best_f1 = 0\n", + " \n", + " step = (pval.max() - pval.min()) / 1000\n", + " \n", + " for epsilon in np.arange(pval.min(), pval.max(), step):\n", + " preds = pval < epsilon\n", + " \n", + " tp = np.sum(np.logical_and(preds == 1, yval == 1)).astype(float)\n", + " fp = np.sum(np.logical_and(preds == 1, yval == 0)).astype(float)\n", + " fn = np.sum(np.logical_and(preds == 0, yval == 1)).astype(float)\n", + " f1 = calculate_f1_score(tp, fp, fn)\n", + " \n", + " if f1 > best_f1:\n", + " best_f1 = f1\n", + " best_epsilon = epsilon\n", + " \n", + " return best_epsilon, best_f1" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\20232\\AppData\\Local\\Temp\\ipykernel_13740\\1948599754.py:2: RuntimeWarning: invalid value encountered in scalar divide\n", + " precision = tp / (tp + fp)\n" + ] + }, + { + "data": { + "text/plain": [ + "(0.009566706005956842, 0.7142857142857143)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "epsilon, f1 = select_threshold(pval, yval)\n", + "epsilon, f1" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([300, 301, 301, 303, 303, 304, 306, 306], dtype=int64),\n", + " array([1, 0, 1, 0, 1, 0, 0, 1], dtype=int64))" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# indexes of the values considered to be outliers\n", + "outliers = np.where(p < epsilon)\n", + "outliers" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1,2, figsize=(12,8))\n", + "axs[0].scatter(X[:,0], X[:,1])\n", + "axs[1].scatter(X[:,0], X[:,1])\n", + "axs[1].scatter(X[outliers[0],0], X[outliers[0],1], s=50, color='r', marker='o')\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "py38", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.18" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/code/ex8-anomaly detection and recommendation/ML-Exercise8.ipynb b/code/ex8-anomaly detection and recommendation/ML-Exercise8.ipynb index 18acfccd..c9fd7b2b 100644 --- a/code/ex8-anomaly detection and recommendation/ML-Exercise8.ipynb +++ b/code/ex8-anomaly detection and recommendation/ML-Exercise8.ipynb @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 61, "metadata": { "collapsed": true }, @@ -61,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 62, "metadata": {}, "outputs": [ { @@ -70,7 +70,7 @@ "(307, 2)" ] }, - "execution_count": 2, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" } @@ -83,14 +83,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 63, "metadata": {}, "outputs": [ { "data": { - "image/png": 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Mi8rKQjU3d2V6GBMac2gO5tEc59M8+gLBjNUVn0/zmEnM4+gxh+bIlXk0Cv8jCsbvvvuu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\n", 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", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -112,7 +112,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 64, "metadata": { "collapsed": true }, @@ -127,16 +127,16 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(array([ 14.11222578, 14.99771051]), array([ 1.83263141, 1.70974533]))" + "(array([14.11222578, 14.99771051]), array([1.83263141, 1.70974533]))" ] }, - "execution_count": 5, + "execution_count": 65, "metadata": {}, "output_type": "execute_result" } @@ -155,7 +155,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 66, "metadata": {}, "outputs": [ { @@ -164,7 +164,7 @@ "((307, 2), (307, 1))" ] }, - "execution_count": 6, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" } @@ -185,7 +185,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 67, "metadata": {}, "outputs": [ { @@ -194,7 +194,7 @@ "0.1935875044615038" ] }, - "execution_count": 7, + "execution_count": 67, "metadata": {}, "output_type": "execute_result" } @@ -214,25 +214,25 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([ 0.183842 , 0.20221694, 0.21746136, 0.19778763, 0.20858956,\n", - " 0.21652359, 0.16991291, 0.15123542, 0.1163989 , 0.1594734 ,\n", - " 0.21716057, 0.21760472, 0.20141857, 0.20157497, 0.21711385,\n", - " 0.21758775, 0.21695576, 0.2138258 , 0.21057069, 0.1173018 ,\n", - " 0.20765108, 0.21717452, 0.19510663, 0.21702152, 0.17429399,\n", - " 0.15413455, 0.21000109, 0.20223586, 0.21031898, 0.21313426,\n", - " 0.16158946, 0.2170794 , 0.17825767, 0.17414633, 0.1264951 ,\n", - " 0.19723662, 0.14538809, 0.21766361, 0.21191386, 0.21729442,\n", - " 0.21238912, 0.18799417, 0.21259798, 0.21752767, 0.20616968,\n", - " 0.21520366, 0.1280081 , 0.21768113, 0.21539967, 0.16913173])" + "array([0.183842 , 0.20221694, 0.21746136, 0.19778763, 0.20858956,\n", + " 0.21652359, 0.16991291, 0.15123542, 0.1163989 , 0.1594734 ,\n", + " 0.21716057, 0.21760472, 0.20141857, 0.20157497, 0.21711385,\n", + " 0.21758775, 0.21695576, 0.2138258 , 0.21057069, 0.1173018 ,\n", + " 0.20765108, 0.21717452, 0.19510663, 0.21702152, 0.17429399,\n", + " 0.15413455, 0.21000109, 0.20223586, 0.21031898, 0.21313426,\n", + " 0.16158946, 0.2170794 , 0.17825767, 0.17414633, 0.1264951 ,\n", + " 0.19723662, 0.14538809, 0.21766361, 0.21191386, 0.21729442,\n", + " 0.21238912, 0.18799417, 0.21259798, 0.21752767, 0.20616968,\n", + " 0.21520366, 0.1280081 , 0.21768113, 0.21539967, 0.16913173])" ] }, - "execution_count": 8, + "execution_count": 68, "metadata": {}, "output_type": "execute_result" } @@ -250,7 +250,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 69, "metadata": {}, "outputs": [ { @@ -259,7 +259,7 @@ "(307, 2)" ] }, - "execution_count": 9, + "execution_count": 69, "metadata": {}, "output_type": "execute_result" } @@ -281,7 +281,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 70, "metadata": {}, "outputs": [ { @@ -290,7 +290,7 @@ "(307, 2)" ] }, - "execution_count": 10, + "execution_count": 70, "metadata": {}, "output_type": "execute_result" } @@ -312,7 +312,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 71, "metadata": { "collapsed": true }, @@ -345,24 +345,24 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 72, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "C:\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in double_scalars\n", - " from ipykernel import kernelapp as app\n" + "C:\\Users\\20232\\AppData\\Local\\Temp\\ipykernel_30568\\2592719272.py:15: RuntimeWarning: invalid value encountered in scalar divide\n", + " precision = tp / (tp + fp)\n" ] }, { "data": { "text/plain": [ - "(0.0095667060059568421, 0.7142857142857143)" + "(0.009566706005956842, 0.7142857142857143)" ] }, - "execution_count": 12, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -381,7 +381,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 73, "metadata": {}, "outputs": [ { @@ -391,7 +391,7 @@ " array([1, 0, 1, 0, 1, 0, 0, 1], dtype=int64))" ] }, - "execution_count": 13, + "execution_count": 73, "metadata": {}, "output_type": "execute_result" } @@ -404,14 +404,14 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 74, "metadata": {}, "outputs": [ { "data": { - "image/png": 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GOQDjl8Oy0p8FdOjQIf3t3/6tnnjiCf3ud7/TSSedpHnz5ulf/uVf1NnZqVtu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\nvtjHb775phYtWiRJuuCCC7Rx48ZBj9+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", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -419,9 +419,10 @@ } ], "source": [ - "fig, ax = plt.subplots(figsize=(12,8))\n", - "ax.scatter(X[:,0], X[:,1])\n", - "ax.scatter(X[outliers[0],0], X[outliers[0],1], s=50, color='r', marker='o')\n", + "fig, axs = plt.subplots(1,2, figsize=(12,8))\n", + "axs[0].scatter(X[:,0], X[:,1])\n", + "axs[1].scatter(X[:,0], X[:,1])\n", + "axs[1].scatter(X[outliers[0],0], X[outliers[0],1], s=50, color='r', marker='o')\n", "plt.show()" ] }, @@ -450,32 +451,32 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'R': array([[1, 1, 0, ..., 1, 0, 0],\n", - " [1, 0, 0, ..., 0, 0, 1],\n", - " [1, 0, 0, ..., 0, 0, 0],\n", - " ..., \n", - " [0, 0, 0, ..., 0, 0, 0],\n", - " [0, 0, 0, ..., 0, 0, 0],\n", - " [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n", + "{'__header__': b'MATLAB 5.0 MAT-file, Platform: GLNXA64, Created on: Thu Dec 1 17:19:26 2011',\n", + " '__version__': '1.0',\n", + " '__globals__': [],\n", " 'Y': array([[5, 4, 0, ..., 5, 0, 0],\n", " [3, 0, 0, ..., 0, 0, 5],\n", " [4, 0, 0, ..., 0, 0, 0],\n", - " ..., \n", + " ...,\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n", - " '__globals__': [],\n", - " '__header__': b'MATLAB 5.0 MAT-file, Platform: GLNXA64, Created on: Thu Dec 1 17:19:26 2011',\n", - " '__version__': '1.0'}" + " 'R': array([[1, 1, 0, ..., 1, 0, 0],\n", + " [1, 0, 0, ..., 0, 0, 1],\n", + " [1, 0, 0, ..., 0, 0, 0],\n", + " ...,\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0]], dtype=uint8)}" ] }, - "execution_count": 15, + "execution_count": 75, "metadata": {}, "output_type": "execute_result" } @@ -494,7 +495,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 76, "metadata": {}, "outputs": [ { @@ -503,7 +504,7 @@ "((1682, 943), (1682, 943))" ] }, - "execution_count": 16, + "execution_count": 76, "metadata": {}, "output_type": "execute_result" } @@ -523,7 +524,37 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([ 0, 4, 12, 21, 29, 41, 48, 63, 71, 82, 86, 91, 94,\n", + " 101, 109, 129, 177, 192, 196, 199, 200, 206, 212, 216, 221, 233,\n", + " 248, 249, 255, 266, 267, 270, 275, 278, 279, 291, 292, 300, 302,\n", + " 304, 319, 324, 326, 345, 362, 372, 373, 377, 378, 384, 386, 392,\n", + " 397, 398, 404, 406, 415, 424, 428, 434, 441, 449, 454, 465, 471,\n", + " 483, 486, 494, 496, 505, 520, 531, 535, 542, 550, 560, 565, 599,\n", + " 617, 620, 621, 626, 631, 639, 641, 642, 647, 649, 652, 654, 659,\n", + " 670, 681, 685, 704, 708, 714, 726, 737, 745, 748, 750, 756, 763,\n", + " 772, 773, 789, 794, 795, 797, 803, 805, 806, 814, 825, 829, 843,\n", + " 845, 863, 867, 869, 879, 885, 888, 891, 895, 898, 915, 923, 933,\n", + " 942], dtype=int64),)" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.where(R[1,:]==1)" + ] + }, + { + "cell_type": "code", + "execution_count": 78, "metadata": {}, "outputs": [ { @@ -532,7 +563,7 @@ "3.2061068702290076" ] }, - "execution_count": 17, + "execution_count": 78, "metadata": {}, "output_type": "execute_result" } @@ -550,14 +581,14 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 79, "metadata": {}, "outputs": [ { "data": { - "image/png": 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blHBnjXTO2r3PGgHzdAQrf45nki+Gd6WiKT5qFrSUpVRH6TQAhWd1\nJ30j0ea1WkQmI979Q3jPee+XTiIj2zeUlpK8aTmcWR17Unv9ASxaPT4XlA76vWZN5Ez+Ei1QnuYT\nUNOvOUBZXouoRoOH1sgArW1LRvPi8ua2ZjAvQD68lmEOUUvNoIP+yy+/nP/f//t/+aGHHsq/9mu/\nlp999tn8n//5n/k3fuM38kMPPZR///d/P//whz/MOef8zDPP5He+853513/91/PnPve54jI9SpOD\ntj9IFR4niJzpkVMiWkfoOav1gLNUcHWw9lI9K3DcOegzyWmSggvD64HV8aNmUxgcsWXHyitn3pHI\nwztKR2Q7x7vCBfmtdeST+MFtm5TAa+XzWJai1oIo6KCtgco1tRpy/cei1RpoOD0UlUXcF7hvpEGb\nTizxt5qVqEUgsqjVh9Ik5cdNJqjlJkof/A4tAt1fNsDf/d3f5Y9+9KM555y/+93v5re+9a350Ucf\nzV/60pdyzjk/8cQT+TOf+Uz+1re+ld/+9rfn73//+/n555+/+DuKiMKtzRujdhVeW34r1My2SyDt\nM3stH1zHsczIlkmUgioErbO2Ntd529yj+KxJWgRWuOqoEh3qUpmaLYZWW2zR72v6mkRzC35H/HCs\nSUSkP7WYIFJoclHa1z20t7SYqbSEvq7ECy+8kL/3ve/lnHP+zne+k3/hF34h33ffffmVV17JOef8\n2c9+Nj/55JP52WefzU888cRFusceeyx/5StfcZeDBw8QRjoTrum03Oy1FPR8JYeSPTkAZ3EoTRv9\nrtYhhkvPTeTwiiS6EuHy9NAbXfFakCw+WBHgukYnfdzKguaj1bnU5Bndy46seDw8qPG74CxdFqTB\nj66aI+0nWbpq/YM0S2apxSXqtCit9Lm+zFlnPKbtWl1fA6u9PNtqGJ5xx/pm8+OMB8ULL7yQ3v/+\n96cHH3wwfexjH0tf+MIXUkopffGLX0yf+tSn0lve8pb01a9+NT3++OMppZQ++MEPpne84x3p2rVr\nQ5O6YsWKFStWLAavGbrA//mf/0mPPPJI+tVf/dX0K7/yK+k1r3mVhBdffDG98Y1vTPfcc0968cUX\nLz1/wxve4C5jt9td/L3ZbC7+7Xa7tNvt0mazceWz3W7Z35vNJm2327Tdbi+VBWXTdDgNlI3zksqD\nvGkZNJ0FSI/z52iU0mHs9/srZXM8pc+gPKlc/C2mF/7e7/dseihnu92m/X4v8lArl3uH6eXqpuUJ\nsgH/tG85enB5+O/z8/Mr3+K84Tel16ofALc3bXtoC/y/B5gHFNAn9/v9JVnXZBu3B1dPrc/gNKAL\nLNopT6SyI4B643LwOyqT+DeWPY4G7hm0F84D5wl9i0vH0cdBknOoa0T3SHXk9C2lh9MBWnmcnHN9\nwqKZew+6EsscLQP+pjLB0cLRy31n9k3VTtAY3/72t/Mv//Iv57t37148o3v6JycnF3v6L730Un7+\n+efz/fffn1966aUhSS3GEHvtK66ilygP3EVyzvUmRc7E7Nm3nUNdvTSWBm2xMJZz7ZhOvZGyI06J\nvVDjozC28/QQGHSl//TTT6fnn38+/fmf/3l6+OGH08MPP5w+8IEPpD/7sz9L73rXu9L//d//pfvv\nvz/99E//dHr44YfTu9/97vTe9743/e7v/m563ete5y5HW2lzK1UJ1nfc+7t376rfa6sw7+opJXkl\n4wWdfdaAW51pKzIO3OxaWoVTbDablHO+NMvHeeD/JdnQ6OHgWSVq+UqrK40OaZVDy3nuueeu5HPn\nzh22XJz/0dGRSAddcUVkVSovpZROT08vPbfyPj4+VtsSeHTr1i2Tlps3b4ZoTSkVbTFyfdySH2rt\nuX37tplOkylqpdB4TOUpUmeq/7j2hDb3gFpt6TMOnraXcHp66rJseMGt9DH/uRU+oNQ6aGLsWUdr\nSM4S8D93jArDczwF8oF/1MmJc5pK6eptTjgviXb8HNOj0eaBZ0ZrOaFg5yKuXPws4plKy6XOZvQ9\nPMNH9uj/UrnSuXDLu127dhV/h+mgdZGcmDi+5Xx1BR/xJLaOytG/ue85ebdAHcI4mjEvaf1pXajj\nJgb0MY5+ji7L4YlrrxYrQaBTO61Cn3FnvSEf/F6SZe4IKtc3JN5akMqneo/mzbWTFO5Yc2bEvynt\n2hFWmj/mVeQonPQdJzP4GeY3p/cp7bS+ktOl6hyo1GO2kDw8W85xSjqH99jNUCamknJ6pqmtd2n7\ncopHmixE25uLPcDla5URqZtm3iw1v5YOeD1k2TPoR9CaRs+JGfgmaooe0vwckTntWy3gUu0JAWmB\nJAHToV385cnP4o9Fp3c8sKDFQeCwyEEfw9uAHKzVNCh1aWCwgvhQ+iha+we06MTSAGkKWrp8jzi3\nIuDyHUIpWitjzrKAn0sDO10peiHVwcuLUrmxztvnHD/fL/GGAl+7qsmpdh7cszLD7zU+Sf26ZAEh\n8Uy7ahaDu0gKTyg9xyA91h+cFye7NZaOyKpZA139evKMluux9nogXaRDLYASoscfcbka3Ysf9Gvg\nUbK4Q+ZcN2uzyitR5tEoXSXl9Vp9eGmEme5QQV1w2a2gDUbSzYGR1RN9BgOONrmR0KPeLWQoSldk\nVQi/S+mMXiKF29qzlaShpG/gurbuV1ZdrG0XbVXL0VrLuxrg9C342KLvrYN+AVpuE7QWCoox3Taa\nCCihnypPzXSYc/3FJho8CsFbvrRKxnScnZ0VT9bonjBeMQK8q+CeGNK6FR2Ixxo8pFW9d4Ar6QNj\nTKIxvFay3tsdQ26neFBzAylgkYO+ZDoZ228ROlFJw9VuA3hmxFK+tYImrZAijmheRCPHRcuKOv1J\n35bUcUz5bdFWNVttvRGtR82qn4O3jw3Bt7EHupqJcgtM2aeqRX6LHvS1feNaBdpTAfcYDFvQUSqk\nmmexlbdl/i1VghYvtcHZw5fWE45aZR+deHHlt5A/qbyayZAnf4A0KYzK9tB90TqVoFnEvKc+LIy9\naMrZ4aRWSaPE3x4TgZaL0pC/VnEpBwApvrrm7CI51wy9sikpT3Pew4qjZvAopQ2nHXslEkW0vlGP\n5Bp47n7gaJLS9B60a+DZS7Zo6TXwaWW3MOkO5Z8ztgVnyC0bb94trIkasF+Za7ERyn1G0GZRrQT7\n6OhHZ8O5M7Be1DgBegYHyeO2tVe8V1BrB0CpPp5z6EOg9aDgcWgq3bOlaTXze61ylNJzSrp0K6ul\ncypHU61DHc4L04LzlPbph9pf5+QiUmepb9ZYVWhe1haeZytTOnlj5RUFXjhydFvlt7LSYAwee38o\nQAQrQEb3CsFFPi3w9NNPX4lCRWOkA7iY5RApLaV4tC9ax+vXr1/55tq1a2wELFyuBxptkah+VhQ0\nCo52jhYtEuKQOD4+rs4Dy4gWvQz4EG1LnBZD6xeYvy2iOAKee+45V3RCKJOTccCREFFQilbmiaoI\nuHbtWrpz505YfjlAm0JdcJ5vfvObr3xfK9vaHREUWC6AP5g+K/Iblav9fp9u3rx5SY4tPReRL648\nCq1/aPLE5R/FjRs3rvTh/X5/ke/NmzfZ+wIA9957r1lGOEJm9bRhhtBmzZ6Vt7YK0mZu1kqB0tXC\nrOctqxaes8ae7yg4b32p/NKY8xzGNFNKZUt18dRRsgpJaTUZ773qjPSRGkTzqt1a8p5zTyTIED0W\nbNFIEdEjnPUh0hek46bWM8970J+WRcrDY2+Mg1K9RdNrZfXU8xwWO+hr5v2SvUsMq5E0k5PmBObZ\nU9RQ0znnhCFOAnj40+tIEVZcvc7LY78UL01DofWWDCcD4KdScvKiFPjoXc5yG3CTA297ebbyPDLV\natD3bMVRWPo1ekJH2vb00FK7Lpb0+5jr7cUO+hzGGOi4xm3R4N7ZYYtZZIsje6WoVbS9OlfUKawF\navbup4Ax+l+vQX0pcQzmjinJN4UnUmJLeHXdIgd9qDycp4Xf+H+LQSklsdFont5VJmfe1+hoscqj\nqwbKCw2e40GayRI703kFEn+L+SzNzPGZaa4trKNgVttpqwTJeqPl63FoktqL1kGqk+a45M2DAvND\nanPpmeSJjtvWu/KyVktUXqT03lW+tK2h8Y3bSvFa8SxHOG6VSy0IXHrKNy2NJtcWJPmOHIUDebB4\nRrdB4FkpoFycR0Rf0rzw/znLbSeF6/Ve6hW1EC9y0KfQBuYouMbkVsL0mXXkrRciyklCyz0ni28Y\nWFlBOsnb26tEqVdyad28Jkh6uqMG3vYqla+afftWdYyYdjFAzkFRct9FfWao7LX03KdleH0ouO+k\nPi5NgEqshCcnJ650LXhk7X1HF0Mt/EC0PqXt+1sTH20R4OE3/cZT10UO+nSlZK32AGOGnYyArrRp\nvbTVkKdT0jSa8HEz7dqO33I7oGQPtHRW7wFtu16I8gHDW3/pKJlnVVcil1H6eiK6kBhy4ocnwbWr\ndYoaPxbNqlZCb6nVqhWoDEz5xkSM8XvPiJjq/lgLYbA6wBT2wmrP/3KIdryenrM95as271b1bjXw\nTbUvcpgDrXOg0Ysp6KoeaFEvz3YhxSIH/ch+d2menlkl3Yf1WBw8++gWOEFoOQuOmDupb0SEjijN\nnu8pbzwyQPP1rEoi+95WXh6aLFj5R/wuuHy5fVAK7phUVD69fIoOelZbUoxlbSg5edSCVo9PTOvB\nWTvdUAJtq6/XxKLF9qr0raSXLCw2OI8HWuCTlC4Hr6BBOY5IIBAuOEL+0aQqpfSjgBNQHjyj2O12\nYrAILegLDWZxenp68UwrEwJthAI7IABPtGAaOed069atS7+l4EVcWoAngEvO+Upd6G8IaLTdbtPt\n27evBDji0lHeQWANzGcKT1APbxAeDlT+SgEycHp6KsolBq0v1BPLJ84H1xGCzNy4cePiGZXP7Xar\ntjWUZ8ks7q/wrZVGek/bZrvdVvPfklMJnH7Q0m6323R8fBwKeAP5Yf0gyYY3eA0O6kPpldob5EQK\nTrTdbq/US+MF7eucHEoo1ZEROQE+WAGQAFybuHSre6qxIHirzZ1v5TxIJWjOOQDv3qvbdEOcdyT6\nvKtcQI2/g7TS9waVKfFDAEhtAA5QtfWy2ti74vTIJD07HfE+p9/C7+hqhzpUeiwIQIe2pSDtjWrt\n58kLWzBKTd5cmbWrTc0xNWd5n7vkXHnpvj60g9eJD5dF/YpqeKfpXE99m1xHW7hd6pHTSHhnTV9R\nPovfuUpaEGpNKhGlznnslwZDiQZTserJdcKhIkNF4klHvLmpt7GWHx4057pnWBM0RYqUZimv6CRJ\nij1O6dCOx2r0eAATDq1+0VMWJROIiGc5rjc3IeLqoUVXrDmpE9ELkYmoF7VbNS0c7CwaSqJl0km8\np55WNFnXdqX5xQGjpTNMbTjHXpi6w09E4XDfcvXzHP2Z4kmO3pOypTjaUZydnYm86+FM6kHkVEkt\n70tlGdIB7yz5g4lVa3qG9IpvLecRftTonEidNzk7NvJWHDTOz89dFz/MEZvNxrWXPQVst9vw3v8Y\nmAudc8Rut2ty6Y+GqbXffr+/tP++FAzRlhwW6ch3fn7udhbDDhqlzhoe7Pd7lzOahChtUP+IAw/Q\n503D1ceqI+d84wHUJ8rD3W6nlnd2dsaWw6Upab+SNNSRB/LQHAeltBK8/QOw2+2u3AYm1e309FSk\nQytXqhs8l9J6nlNaa28KxPlBXpg3uOwor1P6UTvSvgI31kl0SMB5aPIBdGoDfi3fStLTmwelOu/3\n+yu85r4t1fNWO0eB27JmbADgPqrWsdieMGHUOuzMGdCkLU3BQ+z1jymKXmfBJcjH0IjITtRvpQY9\n4hy0pntqW4E5t62jVza8Zu/eMTeG7P+1+lCTndW8v8LEks37h4ypbW1YcjYlekv7xBh9qWWZLU3S\nQ/BiLBP6lLFI8z4FNSlpJiYwi3i+4c65Y9OKZlaD3/ibHqYzr7lXw7333quan3a7nbuc6Hlhaqba\n7Xas6QrKp20i0WVt61gm5ZRkkxx3JtlrvgOzrkab5x0F1wcyiWugtc1ms7l4X3LmW/qd0qu84QYA\nzMucs0mjVg5+7uEd12fh2SOPPGKm5wB1lOrByaukU+CdpUOefvpp2+RLysfxEjBN1gDqaW+gURrw\noVwpL/yc4xelV/vG0ls1+hPqSXUS3iaT9BmAvqP0ROTo4t260l+xwoepOTitWLFiRRSLXOnTGaG2\n6uNmWdpKnkunzqqYFZJEx36/Z2dynPMbrEC32+2V1SEtPwK6Itjtdhdl4bwkurj0Vr3hnbU6T4l3\nyNJWeNqqGa/c6HPubxx9DOoO/KdOblx5Ej3WbJ6Dx4IBPMXlQHvQNtKsVsAnTjalPiLVnVuZWCvQ\n/X5/xWrGWcq8+UUgrcS01TelY7vdmg5flj7BZXH9HesZaDOarxdan9SsHyklth/g7yxdyYH2caxP\nJLnwgPKc6/dWfrh8rg9o/PNYzKTygV7OemBFtVycI19p9KmSgAw580E9zs7Owo4YcGOZ5IxixV7m\nytOi7nn4FInE1Rs1Tk1SW9DnGr+4oEyRmOBaYBYpeqLmYGhFxJMi8QEkecHvrDwwHRI8EfTofeLQ\nDolEl+Ty0d5B1EXt+lkuH8+70miWVp+VoPHROufdwiHQ60zH3bxIA2hFHeJwxDrtDhTuWmVN/3F1\nkqL/JSHa3dHRUVhHWoGuNLmoDeCT84KD89AoVN4OFr2KVRKeJETUsgKgtPYS5RQnlMUNMgBcp7Oz\ns2aexLjMlvWUJkXeiFgUWjouhK30ncTTEnjKk9JIgyWOlifJLE3PRXiT+hon+zUTSetCKm5wkGSO\nDsCRELcl6yUqDyUhgulEUGsHyLd0IQTQ6jpGECus02j5JQNppEwJ3kkJANrRisrHyYUkK57Jbc4L\nHfSpQuNWUh7mWIoNOrEW5x6/h8bCQivNHmleVGAkYaKQYqtztGrChMstsWJY8OQr8dc7WHHglChe\naWoTI2/ceSu9Flucg2W50AY2D40SrVjJ4hWQtjqi6QE0vr41EfDIK0cLfBcJuWxZbKLtbrWvNdmn\nFpAozRad+H/Mw0g/j5aP+5iml7T+ovFDgjQBpLrZykNbNHHjjqYLqA6ydKGkg7z8WOSg3wpUEdXO\nFqcUijdCw5xM/DVKoBS17RlNb62ueoSWLY29j9Nbq/BesCazgCmGXh4TC9z9nRQiW28YtRbStVUX\nih7BeaYwWYmgxyTh0FHDr9a8nkPbtaZxDoGLVvgwlvwu0nsfw+uFKcF7Zhp7uUs0eDyNrbPQXm/c\nN73pTZfK1vKyeARnkulxNc+5aPqt97wwRiSEqjcsKfYk99LOlS/RUhOe0wvJs9zyCtbO5mvewim9\nGoFS2L4AACAASURBVArYE7IZe5GnlNLjjz9u0uSVDXp8Umsj7PleGwtDOqkhQTviCacSvH2COy1g\nnfOGdF56N5vNlbPt+MSApA8lPWbRJUHTf5G+60U0H44+Ll4JF64ZALKBdaN2WsSiG5eljnejTDU6\ngzPTlXiNJmEvJuereymaqdDjwUxRbcJhHPiSsb9bcj1kCSL5cRYLa88Vf2dZPKR9sIjzZck7z3tK\nhwTKT+5KZw8NJycnbg9w6qfigRZmt/TqUg9w/6Oe5Bgep7haWjAkfxtvGm86q16YD5KPEZQd3Q6K\nwBsK29s3I2VE+okEboyR/LYSchzVnP+i8Mjmogd96jhEBz3N25E64Eke+tgjmcsLP+MEC96DQqKe\n8pwTIKSBMhPxUsdOV3T/VHJowtfN0npw5n3siMPRSenH/0MdcQfGHUDjJdCC33NesfQbjjbgHa6X\ndVIB0w1KUJo0cHvXGn0cndgZCDtUSvIIigdohDJo2+N64u/w8S+QH1xPnDek5Ry/6LWskA++157y\nXYI2GQXaOZ4Bn7D84nIlBzvLOx7khvKYgpt4Y7q5bymgP2BnPzrocTTSNpbA9RFOVrHMwjecY7KU\nJ80b00rlhvIfntFvQaawjEv54vd0fIC8NSdNbvCm/Ys+l/Q9l4Z+w40BeNJM9SbuB+YpFPXtDGEp\nYKyEJEXBCZYkFFiBcWV7GgHyoSst2rmpUsKDIH4OtHITDsmJCpQLPVMsCS/1uMa0aYMt5oe0cuA6\nMrVYYEWozYzxAE3rq/GHlsetLujgy6Wh5dLv8CBCv9EmkXgQpvWlZeDnNB9pgMOKBnjNWa+88QLg\nG+6IFTeh5SaouL7SBAbni/stTIw1xS6tcnGZdGCT+EwHL7wKxDoIT6QwuG9onlz5mG+WtY+rK/4O\nty2mB/9P+cLRROslTboAljXDyp8D7b94kQXyIelSjo9cHTgdzcksfs7pIDoJwoM9jkVAdTBNK2Fx\ng74HXvOJNUvO2TYXWQO+tTIupc1j1vai1JwZKYMDVTAlJsNaGmpQyjePBSAKz0Cn5S9ZF7yood2T\nz5jt3AIafyRLI4W0zdPCqbdV+80VXvnyBPzB30qL1FI6PO10kIM+hxpGt0BJ4BUNpR0dz2zpysSD\nmv0ozawqobZtSuitKZNbnQ8Nai7UACvHFu4/0qqWlkf/tiYj1rse/Rev3FvkT+tY41/TU1+NIbuS\nFRW/5yDRyj3nrG1WObUT4WidvBN0C4sb9LEZTxpEuA4r7aNyoHnRZzQ/7TfeX8LmO6oguQh51LTE\nmY8ksxtnrpPMgpxvAM6D5q2F4cTfWqsbzBNqeqO0cfzE77k2BbMlNpVh2jj/AUw3XoFJ7cuZk2ld\npEkV53eCBzJplcBteXDmb1oO14ZYvrl9eg10gkNXNpzJFb7B32o8ou1KZYP6OEAZXB2kPsbJubQN\nxOUF9EvmY5oP5IXlH5t24R2uj8QTbpIp6Ubsz8Gl4cLhQv5Up0oDK97KkbZTNFqlbSYAbSuqn6le\nxHJBQfmA+zqWKayruXbVBnfOmqktDDTd6Z2ErrfsLRDrbXArViwTU+7bvWjb7Xbmlb4r/FjkOX3v\nWVzP+VbumXZTmnb7mVWeRnfkfPHp6ekFHdJ5cXzOtfbssnUmnd7GVnNHdS1we202myu0e+I6WLer\nwbuWt70BrHbV6MHg5DVCL+WPlJaLaaDFq6jpIxK8Z+AlHlFwt2F6AGfdveep8Q1qHDh+Rs54SzRy\n6XFsBilviOFgIRqr4+7duyKN3ptTPTSlxMuX9/a+6I2PtXqXK8tVd9UOMEPQKkmmes5Ml8geosQe\nzrSeiEmcQjL/4Dw5U5Zkzkno2BBHM62LBsiL1gF7P2M6KQ+kOOqevTbOmUU6akRNqZJJjn7LmVBp\nG0a2dLAZFOfNpeWecVslUnnc1khKSdxWwOmk7R1sRqdmb9ze9G/KB64+FNxRUq7u2KRPaceyKZlP\naX/E9CdkDqe88NTD8inQ+igui/ZXLS39HteHO7qFy6G6QHIuo23KyTC+awGfRKHmcZo3/Q1bKpY+\npqB80tLhekNdMJ3acIe3B6lOBXA6lfKYlgHfcjEhNB2H86H00G1g/B3UU6vr4gb9nK8qKI0JHPO5\nzip96xlUvTRre7HaHo8kaDg9/S0NUvg51FcbSCmA1/isvVQWfM+hhK/S/rdVlhdc22uyxSltmh+d\npEm0Ulm2JgtUGdHJrVch4u9p/tJkV9vT5figfSu9l771lOeZBFrwyBLtR1r+OD8tb9wfuXc56/yy\n5Azng/+OLiJo3tqk0YJnUSXRoD3j9AOtL/5fGqQ1nlptaeXFTc6ktNI7ikUO+q2xQIOICHquXFMy\nvVCiGFqm98CKJSChhraW9YpMqqQBKyoXrSbIUfS4MKp3W9fmWfOdZ0WMUXKcsAeG1tPWat2T3oPW\nvDuc0cyA5MWbc2wWVQM6wFrmv5z1c6E1s2JIL3lOc2Y9CSXK3pN3hCee9FaZ5gzaqXSiMhQJ10rf\nc7yg20bSdhb2GveaYzVYcoDl3VtnD89L+6zmXV4y6EeVN7WYcBYU7pm2PamtbjlYW50aWulKzUqC\n64+/4bZ0SvLH33B60OKLh7cWpO2GUixy0B96ZbriMlrHHOgJ3JHpka3eoEfgVryK0onbUtFM4TsG\n70PQn1PSQUNjkYP+EMBCo3WSqHBJA0CJk9EcUGqSk/gasUDgNCXwrFwphjRBtpANzp8DYyjlaTnT\nRdP27Dc1+9cWPHRLPhUcLGtAaz71lJcWfasFfa3N+4B1pR+AN/IYQHKqg3fc99zftGztO3CMwqYm\n7EClObxxnuzUWYsrk37LmfqkvVz6rea8Qh1U8N844IhWLudYI7WP1Dk4miUnHMlrHtNNzYIeM6vl\nbMjRguNvW/X3OE9apkrgIde+lHaJfir3Vh/kJmuSQ61EN/ccZLXGPM31Q087YHnAl2NJtHJ5Uh5g\nmqCNaXtFBhPrBIzXvG+1Ed4i0gYvSY9Zjqs0jaSb8DPsiGv551j6iOarQfMBwv2WTrhp/8SA9oe6\nqM6cKnUHip4zdQnSAOb1mrUEyAK3LybRpT3HZXq8WEtN29J+q3cfz6IrCo+3MMAzsZLyiqzgWq7O\no32iZd+poTdn+3RASb6e9JEypL5CfXq431TmS8uliPYlDTWrVI0OTT95dRn3rsRSEpWzmr6k6RCr\n3RY56GsrvQha723VmmdaDVC1Hbn3oGpZNzT0chocEqUKnEsfQSSue8ttitJ+4VGGNeX23oqpke9I\nPaNtppXRuq9E294a0MamDyNKi2VFblXuIgd9AA2M4F35tNyLhbw8d1t7lX2pIHgnMTT/2smKFmNA\n+y0BB8ex8i3Zn7QUCxebnMtDOvXAfWuBu/JYg/Uex6TXypLyAhMjjrkOKPE/0bbFNEi885iQay9L\n0cqQ7qWIQuIt1m2tBzpNdjA93nb2pKkBrr8UtAp/12oxB9tHpZC2Tmvzs/JY5KAvRSuSQE1mWj61\n4CLQScfiOJo0elrRiYXn7OxMjDbFwWOu917YghGZdNWulKXBkPsuChq9kDsOx0HyPbBg0UgVMudb\nwcmVxiNJ6Xj5GkFJX5DkQ9IXU3KW5fa8uW88PhQ15WuX3tTkz0GbZNOomFq7tRr0rYWcZ1JJ201b\nmHr56x2vFjnoa4goCanxPAItnfWP5imd0aRWDAprJUK/xc4fVCCtTkI7pTXwRzsdnnjAwNTCjEuf\nW8rFeh7dd9Tyld5Je7wATunRetFBgU46tfarVZjcTXMAmGDg55ZTEue3QvsYfGNZiCLAStori9oE\nXjKlY0ddyyoDNHE3TXrg+U4bVDVdhPnFOW1aZUoLM80qpTkV0vyjdZfeefQEftZyQYllZHXkExDp\n/CWr05yveqp7y4GyIuVqjitc7Gdvp42efqBoMevvse9eQ5fXAbHlGXxp28IDa5IZ6QsRvklxEEry\n1LZLOH5E5TnSVhF+eertLbtkwtJ6YBkatVs90nelk7/Wi5pWNHitf4sb9Gucb7S9Z24VHO1MOH9p\nP0dbgXnyjHiscsArJ2vWaNEWdUwZQqFY3rYcJN+DyB71UKBbMdLqkDNlS99KplzNd8JrpoxAWw1z\nkPZ3I33C649Sk1c0D63fcSZnyYKXs10PykM6oEUHuNIB0dPnrPSWD5HVn7n3liwNqSO8+S1u0J87\nWq0MW64w14hxKyh6TdDUo0advekjGGKC6nH0ajFwtDzx0ANjTaAxpMlWzap+LF+R16QDB75/uMf9\n5xHsdrv03HPPXfrtubudw7333ltMB+UDpgmw3+9FmixaPXy28oD7rb33d5eUQcsqbQtP3q1A66rR\n6uEhvKP53rx5M0ybh2+np6cppct3yEO64+Pji2dAD3eHeI92qgHUJapfuPvp79y5Ey4fl8vJG/Dc\nA3q3/W63u5Inx3f6LMqL1ro5Khvve9/70tNPP33l+a1bt6ry5SDphGbyPMpUYyBMYYYYwVRiXlNT\nWu1Kv9eMtlZ8S+WjVX1q9ugteO4/8PBvSp7rU4KHL0tUr2NZ/XrKYc09D7SNI/zx1ql13ZcnlT/G\nVJ3H5oQSb+ezs7NBFcOYg1KLSdpUJnoWWvC5tq61g2hLWfHIeCm9Uxjglo7SwDkUczTvL3bQ7zVg\nWw3lCRjD/ebSthg8awRraKHU6us9askFi2ml6Lj26alEe/KfOxUiHSvyBhnSyvGgJJCSVkZt22g0\n9Gz3nhaCOVofIkcOey04lmTxmp8EOGDdDEZhNWhivM+9plmvIuM8qEvOxNbCOg2A33F0JeZcddSD\nlVNMnrZMisc6l3fN6QvOQ11TqLUOaslxiQiF5nVPT1ZIgz93sRCH0hMetDwMKmNcnbn8uYkgBpdP\n9Oy4t828iOgqq0+2GthxX5bK1GIPcO9K9JYUo4DC6tuULxqfuG+9k1+LVi02Q87xSKPaMw6LHPTn\nCE9QhRJ4BGHJJj8cGISiNa9L+diS/63qNIZMSIPFFFdZtcFcNExpNT4F3kci21G0in9QGtthCvyj\nmI50HTjM0IkDKYKhhRTXa0rKzoOSLaSSOmqrqRK02s8cCi2jALZCxPI0RrnuVV/lHQ6tYMXvGFoG\nvTIzZD9shYM/shdFr2N9165dSyldPZYBxzeOjo4uPT8/P7/0m6aD99zxD+7oB3zPHcmJQjvCQ9/l\nnC/+xnUsKXe/36vts91uL5UfLYN+HznqBMD1pZBoh+NxrY7snJ6eho4K0npuNptBjrdCGTdu3Lj0\n2wM47rrZbNIjjzzCftP6uKSHJg9wPfHRRe49903O+VKbcXngbzVY71tB60vXr19356PJCG1v/C1t\nG3rkWZKV27dvX3mm6TsN0lFH75FPd/8YZaoxQYy9mhkj2MmK5cEjR1M0OXqwqisdSw2iNTUd5g0t\nnfP0aM95XelfoGTV1hI3b950BUmJYux6lUJbnQBqV5uR9JvNpkuwl9arTU/QHOubzWbj4n9rTCWY\njgeeoF6RQEktUBOQa0jMqZ05YD6/+c1vvvQuYg2M8qGVdW2T80D2mxWzxPn5+WyUyYoVU8JutyuK\nXLhielhSW64r/YnAmsVZKy/pfe2seskDfmTm3CJ08FSw2+1mQesY1oaWeN/73tcsLw8v5s4vDCyf\nvWQ1wi/q6wSoWX33qhf197qCsfcXWoM7g3xycnLh0Qr7MVbVPXsx0vll6egRd87aWw5FZF82kfOr\nrfeZUkosP+FZcngTc/ygdOdsn8HX2lWikXsunXnGZ2wtj2ONFikMLuWVh4eewE+0LJyvlo5+D57U\n1o2RHto0vnsQbWsKLjaB96x7pB9xbYeP6HLxHrhYCZg+KB/y1uSDxjmg/3vr4QndrOkq79lySUa4\nOnpiZdA8JET7hJUP/E3bjuocTdd45JhLp9G9OPP+ZrMZzOP0UBA18a9bAvOAp68syay5BNS2R61+\nrCl/u93O1sdIwhz7xzror2iOddCfN9Y+tGJKmPLAOse+srg9/doGGHOvs8eeXAuPT3OPKF3mW+8B\nP9JGWpwCT71qMdW9c63uYyuxqfKsFjX9G9JS3rTe65fKGRN4wC+lr7Y+kh6lfUW65nlSMDcMVqhY\ncgjbCHqIkoe3eO+qVzjbmnPtUzk73eOWsAjm2E84mR5KZbb0uymNaDfVeA5Dnn2vldspyv3iVvop\nJTaCEUToSulHq5zac+Cwgrxx40ZzL3CANjstmUHi/FrOQHe73ZUZL+VvyUwbn4G1Iu1tt9t0584d\nlrYSYG/dEs/dzWaTNptNkdVDolkqj37Pfff444+zaTHPcD5S+22326JVFkTV077h/i6F97SF9h2V\n6Wj+UpkUnC7Ckd5wVDZIH+VRZC8d6lYSCbJWdlN6lR+eGBZalL1S4Dxu3bp1iaYoID3N1xPngUMT\nC8zYs44VZRhyFm6VFV3NRuJal15lPBV4bwibArzt4q1PyxXZmKpqaGvN8fFxSK6nGPVtxY/AXfWN\n4b2ttSUWPejXMrG1iY3DkIPWkMohqqRbKPVkHNmLoHSgnpsC9sofTF56h4secoI0la0XD6CdSvkT\n0TNTnqRyV3ljTKlNPdehR/V/i7ZZ9KDfC70U+5ATgNZlTXWwmypdQ6NWWUx5IFgauKuFhxrM5tDO\n3vvqa/KIfjcnHOSgPxcFqA3MSxTGFeNi6lslh4TW/bvGMXUqcgF0z2lxNEU9fVCDfmvzZIt7yee4\nEvVEfGuRJ/dea7+W927jckq2KmrooOVBXj1We97+ADS1VmIt6+Rpp1r5GEqJc6v9nHl+WTRJ763n\nnkiPY8AbDbIFWuTPySWNwjekz8pBDfo9QBtLM8X1CH9roZWS8obRjaQpKdN79EwL/dkTLcqLhEX1\nwqP4rRDHnu+k/CM+LVZ4YwlR3lurOK6sVv1pyNV2qUxybWfpnOgEo4Qm7wKhRdktrMLchLm0TVos\nHA9i0C9dpZQOqlqM9FbCPxWHFSvOM+ahdzYb5VEk9ns0T02BWFYHDsADTYnXThw4PkvlldSnp+x5\n6t5qsuuJsy+tuEsnJh70zNsDbYJWO4Gg4HhfU8cWE2HvN5HVeSvH5hb+Cgcx6FO07jitjtfQfJa4\np1+7wpEGHGlFORWTZAvUDLa1yiJ6jKwUnjJqlXUNaic80e2UnOtlWLKCTRWWDFjvp9TnWwX5Angv\n3dKwyOA8ElqFuaUBEqzAIxg0SIpGUyTfpYLy4Lnnnrv0m7YFjdF97dq1LnT1DK8pBeCggX4igTo8\nfJCCEMG7nvIIdeECLFFIcdiHCHlK5W8uwLIyRhz7iKx6ZCBSTo3ebxmOuAXfpSBLoYuMqqceK0bB\nVDxqp46pr2qGwlxOrKxYMSW0lPue22IROhd3y95SscRrKYfAlG/okjBHmlesWDEPLN68T+Pvt86z\nNl9v2qkP+NptdkPCMvd7UWoqpnwo4YFmZi+FRIc35j3wo8dNkBhWvPUp3f7WE1O8na0HTUPUs6aM\nWnmforyuK/2FY73bflzMyUIzJ1pXzAuHKltTtNqNstL/3//93/TWt741/cd//Ef6xje+kR566KH0\n7ne/O33kIx9Jr7zySkoppU9+8pPpgQceSA8++OCihEW7x9yaVXpunaKYyoA/xIyXm9GXluu9pc3C\nGLJb6syk0dp7hQ80typnaitlrd9H0II/vduSQ69+QOvSut1LdC7G9evXL/4eg+8sOvkViHj55Zfz\nY489ln/pl34pf+1rX8uPPvpo/tKXvpRzzvmJJ57In/nMZ/K3vvWt/Pa3vz1///vfz88///zF363Q\n8yKemih9Q16KMZZj1tDltji+MzTNLeMURPJsGfimFEdHR02ik7VwdOXq3FIWvHERauN7RNqO430N\nL7mjtC2D5ZQGq/HEaGiNHnFicp5BcJ4//MM/zJ///Ofzb/7mb+avfe1r+b777suvvPJKzjnnz372\ns/nJJ5/Mzz77bH7iiScu0jz22GP5K1/5ytCkutAzslZrJdxz8OpxmsB70UhSgi+16NRjTlSGLBuX\nNdbZ7lZy5KV36DPdkWulW5ZZ0n5TPbGh9Y8xop5q6B2hsASD7un//d//ffrmN7+ZHnvssfTwww+n\nJ598Mr33ve9NX/jCF1JKKX3xi19Mn/rUp9Jb3vKW9NWvfvXiTPsHP/jB9I53vKPbmesVK1asWLHi\nEDDonv6nPvWpdPfu3fTwww+nf/3Xf00f+tCH0ne+852L9y+++GJ64xvfmO6555704osvXnr+hje8\nwV2Otn+22+3U93hPiO4Pbbfbi3/7/T5tt9u02+3Yf/AOytxsNpfSYHoA+/3+UhqLPg6wB2Xlg99B\nGilvqDOmE6fHdFtlYf5DPlad6AkMiZbz8/OL30CTtL9N8/GWT/PhAPy0yvH4BFD5oO+4PKRnXF74\nmXbSBb87Pz8P8472Cek7jm78XpKZ3W4ntjnIryQ7tCz6m/YTjV4NoAfgb473XL+1aJb0ScmJC0oH\nV4YGWpYkZxz/rPbA7ci1CaTh9DaVIwp4jmnD9Gh7+/g7acyg9QGasO7FNFBop2+22+3F+OJqp7FM\nDGDep3v6JycnF3v6L730Un7++efz/fffn1966aVmZY9hWvGa9bzmTW+oSk9+pWEvS0xpQwcV8tzO\nt2J8RNpnSP+CsZAahuFdMR7Ozs4mF0ht9EH/61//en7Pe96TH3zwwfzhD384/+AHP8g55/zMM8/k\nBx54IL/zne/Mn/70p0ehMTpQaM4qnsGnpXCUzOe8N9iVfgOI7LdGb2HT8ip939Pxk8NY94WPOTGS\nLjgaE1ofahVdLXIRTY9y5gbpAqSpgNJjXVKEx4Wh+sBBheHV7qSWvqeNmJQrRrHDDP7u5OTkQrla\nF+5EaONAlQVW6tagbl1mw+Ho6Eh0FJLSQTmegdjq1EA7OP3ROpTchEdpk+gc21kscvlG7S17veHp\nHxgWrZLnfUkdQaYwD1tNzCRFT/UHgBv0Sk5vTGlyBfC2zVALJ2+Zmj6zdFh0ckf1G/y2rrC+VGao\nxBVueG+Hi2Asj/0xzVO190ePfU2pF72VsKeuUzNDtkDL66w9sCa6JRijXeYqC1G6p3JF+ZBYB/2R\nMaWBZw6o2XIZA1NXni1WVytWTAktZXXq/bcEi4+93xPRCHBTjMM8d2DPWc5LuTQEpuQ97QH29C25\njhaXjfOSvLBr5MrLnx73AaR09aRN5FRFLUoipNVGaPO2lXSSgKO5l15p2Q4to9Fp3vJcOTVtduvW\nreK0GkYdC8aedfRA7R6sF5Afng1qLOXeTXFvLef4XlOtGR6XGQlKJDn2RPZ8tXahe6aevX5vud7v\ngT666pDaiDNZRvb/OaSU8tHR0cW/UnCOTtr7mrx7oFZlevsJfabt+VvtIfGFcy7Gfg+RutY4ynrT\ncXlQGrmIjl65ODk5ySmlS+lbDJGcXoO/tciAlBYNoaiL7i9XdMESzUcrpoehwjaXKtwVl3HofCvV\ni95J6dh6d0xfgvWWvRUm1pv6lof9fn9l62Ft535YeTtNHGK7rHv6BZjaDV69MWanaL33tfpV/Aic\nr8EY7Txme7S6+c6DOQ8stX4MFNDmQ/KfAvb+rXYZk8ZuGM3GMCCmEpVNYvecmoHba2yxn48B/Cjx\nCaBpSs1oSfAv8Ozpn52diW1acwtjqYldS+ulZ6ijj0P20chtbJE0FFx7aH2evpPO6Zf2Memsd2uU\n+r/U6o6WwbSGkEfN38ZTftTPZj6jTQGoQ0ok4pFnIB5zsK4V7BRwEilBS2cvC6nS8YZLIznYlDg5\ntYJ3IlGqYLU6UQUUqX/UyauXUxhFiwG0NaQJQgv6plLHqQO3Qa9BX9IrFB7fg2j/WaR5H8zvcMwo\nE7eF09NTM4+cs2h6BHMXzTcl3lypXSwjXZahYbPZuOqAv6fIOafj42N3HtEyIvSldLnuTz31FPs8\nJf5SDmiH7XZ76W+cXjNRHh0duenEtJXA08aUVk3eUkpXbp+8ffv2pd/e7ShLHq5fv36Rn0QLZw49\nPT1VL9qJygqtH84LILU3/ga3pZcGSF9q9rV0APC15JIcC7SOkYuuaiFd5gTtRC8zkvhLn1M+bTYb\nsf9geC4k825rSLRquofqHO7o7G63S3fu3HHRhJ+bsmxOIxaE1rO2RCwIQ2JKs/ZefK0BPRIThbUl\nNFTXKeFtKW3aqiIS5lNDiUl9CIyhCqPHJVujh/6qPRraqjyMsbd1KVrzIiq7BzXo98Dx8XGVwsBp\nLVNOSTlLm9dxPNIGpBbng4dAy9gSUtx569see5lD8pGjWZP/6DZCzTGvGn5KdZjSxN9CjS8LhnXX\nQOQOkBo6aoBjIVhbzh7a6Z0SFs3rkb0VK1asWDEpcEdKV7TBIvf0V6xY4cPUjiQt9UjloR3zXTFd\nrCv9FStWrFgxKawr/X5YV/oVaBG0Aq8AWl5KcYhY6iqxB1ZezQuHZimQBvxD40MPLHrQ9xzhqck3\nk+NhFjhF+/jjj1/83eNGJ63e0Q4kfb/dbtl3LXhuDU673a55xLCUfLwZQgFJR50w6GQxevsj982Q\nt0XSGw1b8rWmHtx7K43WRyKguguOZdKjqB6ULCb2+31RWb1Bj6dS2uYwKdjtduItiha47bhw+zic\nDReH2ghUGts0D18uwlJNgBDrxjnpWc5xT+QeJwtKkFJy1bP2iFlpulpv30i5vb7N2Xd8LwItDe0D\nNZet9MJQF7RIp1NaHZnEkPjV8pQCp2tL6wB0Yfo8N+9x9YF0Vl17RJs8OztrLuNrRD4BtWe3aT7w\ntyWE+B0d+CPXyHrfSeg5MEeOiUXypJ3j5OTkyjEz+H12dnZFOfa8zaokcpyHJ7idcB7eumhKToNH\n3kLKpUDePHX05Ovhc1Txcte2RnF2duaKoCYNXFZESE3maBtqbamFko6itA/SdND3tciQiYk0Wqpj\nPe81nJycsCGUufGCKyfSjyN0ro58K1YsDKsT1PRwiLe5rZgmFr2nD6D7PC33gIfc+8SorUNkTAA6\nOQAAIABJREFU79Q61sXtUbVAZC/SCpmM64v3KqW6eXjjoa8lXyhN2+32Eg1QlmfAh3TefXwpNKoV\nzpTjo8XbEp7RMK6efL37qly9o3vHMOCX1J0+w/Ro/hxY9muw2+0uyrH0DiejXH4pyf1Hope2Q0S2\nvDJVkr5GnqO6k5aFeeLOx20TmBl6mnUPDVPi5VB7q4cCaFurjafMd432XrLbcq9aQu02ZI+6t6zj\nlPTKIWGR5v3VvNkW1DRZcknKXFFT19K0NN1S+L32y3qsPKzDZrMRL4uaK6L6YZHmfTj6NtZxjikd\ncdHg3SKge5HRAQjzvXcb0DrRtvDWGejU6mqZ7UoHamnArzka2kIm8fZISTt6B6uh4lXU8KSFHEe2\nRCzM4agah6HpHnrAj9SPkwdP+tPT0xgfxzU09IHkEdniDnoA9oityZdrgqFuhZrahR3SHfZjQKIl\n0jYcf3vcBU/Rk38lHu9RTO1WNIySUwwlqOVBCxmYQj/sCUmWcb01HlhthPPn8hlKligW2apT3CuS\nJgdTVnAWrBgDvW6oisCjuKY6+Rk6TyvGRBJiJGDUDhTWLWpDYgg6JF3VsmyrzVrooCF45S2DfheV\nydZ10W7/BNqkY5s9fGkWOehzM6ilz1rngqkodAsanTWr/6khokhrAkn1wNB8b61PSvIoCdJjne2n\nmELbAoaYsPSEdHU1h6HqssiRsFUQnrnBE+QjAm/ayOosupKLzu6pUmzRkWrymLpSwm2sBZkqlaOS\ndKX9NlpW1GrRawXY20om8cV7L33r/lrbn6wJecsFXm1ekoUXL0yHjOKZ80IH/RrzPjWnRPZt8Pfe\nyEmtLRDUbCTRz0W1kr718HOoCZbV6XHkMhyhj8tHa9sWZjWgNcqbSCf2+oRI9cHflpj3LVq9fVHK\nRwqXKoWr5VAb8pRbrZXqGIt/3KrcklUtQh1XhgdHR0eX6ljbv7nIdC3y4t5RWlts92o0l8g4tCnX\nXjVjgqedFjno032SHiFEQQlGzMCSI6CXFi69B5JjCjXZluTH/S4FzNJpficnJ2YZ0Ba0PrV7+tJq\nz7O/bUGijVPi2grGM5G0+oI1sEB9ObnXzMdcW9LnkX6phbCOyqHXYSuK2gGSc0CmlqySUMu9LRdS\nnpysWZAWIvR37eTcklmvXHhkP+oc7LVaSP1R/N7McYaQAme0vihEKo/Okk9OTi7K10yoLUzBUO5U\nL+YAXmBEaZUE/OzszJx14/ceK0jOcsf3Xq7UM753zle3Mkrzk1YeWp4le8scuMlAST5R9NIJFmh9\nvRZFGoM/Z7u9o4GEODnqMUGg/SdShtTPrf7fqh6cnHL3KnjHHWsSDO+1+nmtiosc9KUZVWtTes1g\nVYup+StovPX4GtSsujQP2FpoqyNrT7Slj4WWzruCa+HfUXqZD0BbqZbkVwPJMW+I/fQoevKEsyzU\n5jFU+h4O2kM4rHome5YlGRDVM4sf9Lm/uW+jwErduzJsNXOuWWnUOLpIk6mSumgmaO/3XNqo9cRq\nK6muUVojExNq3pe2PWjeUhnRCZn0HfShkm0yybFSsy5EUXM0K9o3ozKvDaxeE66VzrMFxtFg+TG1\naJ9WgyelrTZfjifcAiTKW+vbGhnztM/BDvq0g9QoBe97LU1k30XLk24fRNB7FcUpJc9MtJQ3GNwA\nYq16JbmwOjse/LhVqyVrJVsjksNWjUUrssXRwo/BKhfK6okWzlM1E9QSWINdicOoZL0paeOIY2UN\nhrZw9nKqq/E1sib15gTFLHmG8M7O6Pel5VBIq0TuGy9aCXt0hcHBm66Vyc4zQEYHJDwh4eiUnNOw\nbA15HE9T6jWrBm9b4pU6XQ1ZeUW3QcYw73ssOFLa2rIt1FjnWtFQixYWHWnx4JkQ4e9pei5P7X0t\nMC+8pzI0rCv97DP1WgwtmTlPET0Gpt4rsQgwLVxdPQOllq7EsQybwltiCjfd1coTx5NW9ZpTf+3B\nx1Z59dAZHn2r/ZYwhlVoagj7QHWiY1RIK/0hV2YcpqCUWqz0e6PW56BFGZFBvyR/DdIkxOts1sOR\nbymTYIwh6zMn3kWtHmOi90R4qjoSI2oJmn6NCtB6715KM4dOcWhotWqpHfTHRC/rztHRERv8BH9D\nUbKNNcbkfG59OeqxreXR+uy7VtbcMAe6w74cnegYFVEv5taruSEGijkIYyl6Oc9EIO3pj7EKshxG\nh+CX5rQYQc8BvcYkPPX+NHX6xkLv7cs5TPqjNL4mLRBHR0fs8x/xx//cwvHxcSg/fF8yvpucwnuH\nshdD3Flde187prG0PVJK6fbt21V0UFBZAr5fu3ataTlR4PIleY/mY2G73aYbN26I7zebjZnHzZs3\nL/2ulRsMb5/g5Aun3e/3zWhqhR7yNtRd9p42LqWFypOVl0dGsV6v6VsaWvM+lF/7ecf4kFZjLWfL\nU3CqqsVUVw+ldA1hFk6OfXWtW3nqpoXljHzfElD20DzuiSH9W2r41rufDtGmpXXQIpj2QCIOuDVy\n4QlAxfE+Wmb4+9DXM8FQJtgxI/KNiR71wJHaSjtaZD/YKkMKadsqfw21/I2UXWoSb7GnXENPq/Lm\ngtZBaXAePfLm0Gty0Zpe7ihnTwztw7LIXtNKGUgNDjH0I0fEIB2AmwX2sh707BTw29p3tuCNnOft\nIFIEOC+G7vgarPI9Ebo8fNC+8U6oxjwhEw2fOsbq21umJ2DO2HI5NDz1Tcy5fY53mn6I8tUKlMZN\nmCWfIY5GD0KTZfeXM8LQiufQOt/YRx9bQ2s/zwRyqPaPTnhaYsiAOWME55kLltb3oug9mfOWMSVE\n6V2kI9/du3dTSv0dVSD/iFMdhcfJpaWzUws89dRTXfP3ONtw2O12RW3OtZ/Fc1xOTft7sd1uWacl\nDiD/3nw9wA6SUR5H23MIfs4JXmffUj1BHReHcvDDZXnLHEI2sKyX6qIhEeXJIgd9ADBjDCG23sHf\nEQVditaCmyu863vi7t276fHHHw+ni8gHKNZr166525pLH8Xp6WmXyR8oOC8PdrudqGQkOZM8oLky\nIwqsVK65dPjZZrOZlAf/xz/+8Sv6gjul4p0UUty6devS79YnYCxsNpumg3kpH4DHWF6lE1pDwNsn\nN5vN6r1PHflSSmpQkdqyvI4wtfvepejdzJZJ1lNHzmPWQzfdx51ScJ5Wzm7RNJ5766MA3kL66Pl+\nqXy4bzzSD6Ly1PLbKFptV0h70J4TJDVtjtHD54iT7aMj/m6H0vyk91J9NN8Q6dIrDpZfEH1femog\nquMWOeinH4cljAy+JWVAQ0mNRYWK+w4/sxyp8GBYO5C3HMxqB3ygJzLYa/lEv9MGZ5ofdzJEKlPr\n6N5TCpLi4NKW8C/Kr+g9BRL/WkxEaR6RPOkioOWA5qWDkw/ruKZ1O2HJpVMt695qAiXJsiRP2jcc\nNEc6fKqhRJ/Ab8tXqJRXHrlXyy4qdeIY4px+zsOE+5XKG9PZpGfZLSY0LWBF5KMoPfrmRWSA8wy+\nJbAmIEO3W6kcwgRaWtFN2ZGrhyPfEmKOtASW4ynoIgtRGg9iTx8Q2avabDbmnmH+8d72UM4eUF5K\n9Q4tNTR//OMf71YWrmNJ/q38N2DvlO7pSXznnreQC6gP5YvGJ+5draxuNptLUeFwfSHvkrbjYLUh\n1KG0D5yenqac86W9X5zXEM5ipf4Z169fb0zJvNHbX0vyR6nBfr9vPmZw0V5FNJ1yTASwR1hjdm5x\nhrf13mNLtCzX4lWUlyW8T2i7ZQqoDe7TGrVdvWaftaSsqZcT4UXLbcaSVXnLLZXWVoEoD0r6z1Si\nIZbIQY++sMhBv+dePgfamaTOxZkTS8+djjlf61V2K18Lb15aPaKKEn+fFPOgJ4AMNZ1DHt7wvBGZ\n8ga0ST82h7d02NTKktBi0gQ8raW35XadRQPeZ8b/R9PT8iN9eQydozm75dxHN2r9twWktiidnEX9\nGhY56M/VgBGNuT4GSpRu7/3uVukxphIEBddpSOvMkIh6708BtbJWyn/L2XeOKJm0evNacRWL5JAU\nlrR1p2id35QUcS1KeFPaYXvybWwlUnKMZ2rKf2wecpjjRANjzrRz8FpLS1DDqx53bYztUL5oRz5A\nJg5GrZw/JIcfKX8uOA8GOBYNGUyoBJS+2iArANpOHHa73RUnKOyQVeIgw6WRHK3gueaI1dpJB/jr\nDRTSI7jKdru9+JeSv47b7fZSu1JZoXy0HNzw+xI+Q/k3b96suq42UrZHH2jgIk1KbRwJKgR1wGl2\nu106Pz9359EKtO/D71b9mUKTM8xrb/A0TXfRtjs9PQ33IwyO9lAwqaZTjolgqD19ybmpV/mt6K85\n6hR95xUx+C459rA1GqIzc4k+z4UYJfDkxwUAiQTviLRvZOtF2hsuMTknh4+AhZr9XK8sl9DnOSoc\nrTuVR8v/wvN8qDsaWpWDdUOEhmgfxt+3kCcN0UuiOHA0anQvetCnjhFjewW39nKvwZTNg6UDLadI\nPTzVJm70XenJjJYduiW8dEHkPC0iXytah1qLDNEHtLr0ukXNiyWs+XrrzBoeSWlxW1oTZs9piahs\nzL/VGcxpb9zbYFMKoDHlCQOFde3liuGgTRR6ytSc5HXKsPRqLz5PSfctAYvc0x/iEptWoHvf0t7M\njRs3hiDHhfUWtFcx1g2IU/f74MDJTf7xXmhPmeqR91i3r415EZB1kU2vNrxz506XfMfGWH14kYP+\nnFEyuM/h+sexcO+99xan9XTK0hu9arFOvMYFTFaGxhAD4NSu8l5qFMKhbzMELHLQj1yvqs2cvcJf\n4+3qne1pdOacR/G4nSIifLB4P+eBdSh5kMopGTggTesVkNR3xugztWVGJpmlgzcuYwoTgKWu9HtO\nHNV2G3d3Yf5o6T8wt72rIfbLa/k7tn9Hz/IjefdwCDokgCNjLbzOnS1V89Cha2tRo1emFn9hCJ0e\n5dcm55HsVAeG/X4/qX35FT5sNpvRTLml2G63s7VSRGifcz1LsdvtRttSmgtWXatjHfRXLAJrR9dx\nfn5e5d9wiFgH2PlhlXMbi9zT74EpeEuP5bA3pr+Al+/SgK/R3nO/cmrOlS0VYSRqHvd8Cn3JAylC\nJo5M6IXVh7z5zYV3NaipY0TOS09CUDmeSl9309F+h2G6mNJez1BIP458lnO/+k9pH61FBLWWmEre\n0h6tN1DI2L4RGKXBryis/dbe6rHkxryacqKgN/u1goev0jdW8K2WtNbqNRrBcqg+ZMn1at6fEea4\nv7zCh96m5NVUXY8xt5Bq2m+OW1+rvPbDat5XUGpm6mXuKRnwe5qwe5saPXxcirkTK7gedapVoCWm\n0Eg/GDPojBc3btxo2jaRS5ug/Sw+cTy/c+fO7PqJJK+UZz3rZV2QZqFU9/beLlhX+itWHABWB6cV\nK+KYo5XEwrrSX7FCwVScdFKqWw3XDvi9+TCFIDAr5oXaVb6nPy1twE9pHfRVSB63WNjo/e41ystK\nWyLkWLB7eeFz9323wHa7dXmKbzab5oMG1EczhFlKI0ITlSnu7xs3blwafCWec+V6vsV/07odHx+r\n+ZcC6gP3ZQw5ybL6A63nZrMppg/K8qbH3+33+wtaoF08ukl7ZoHqtVpETOX7/V79Bug6PT29QiNH\ns1QPz4DeQh5p242O3p6EK6aJqFcq53k6JY9uCa2jqEUwpQiLtA4QxQvTuKqDvqCy2EM+uDackhzm\nXNcnh9Y5U+sTXGTIaPtOq0YdsYQrVq06ROs4h0H7UDA1xbxiOhhDd+Eyx5BNr24aijdL0pWLHfRL\nzxyXnKuk33Erw6Ojo3x8fHxl5og7FPwN6VusxqWZqlW3XkIeiRkgfcPVScq3dJXe6nx9yUoBn+89\nOjrqonQhT9zOWp1byqQFrQwtv4RiUliAbz11xmXXtIV0xtySWdAdOA2mHdPE1SfSBjh9C7mrpYfL\nz5JZj4xqMRJwn61d6eN24ug+OTlhx4UIon1ysXv6sEdIsd1uxXcppXTt2jVXHrDntNvtLn3n3QeD\n/Z1bt25deQfxxDEtFNxeE3fMJaM9aZxG4wHkJdWF7rfBvrr0Hfx/fn5+US6Nmc6lPz09Nff/gMa7\nd++m/X5/Jd/S2Oz42ktpX89zfErivwWg+/bt2xd7j9wesxeUVu7mMu/tlJG9SSqTkkzhPerSK0eP\njo7c30K7aPLB9T/oryV7vbdv376U7vr162m73bLlYLnn+IH7L96bLuEdbk9Iv91ui263s6IxpmTr\nHpAFLi9NJ0IaT58HGigt2+32Qja22206Ojqq8ld66qmn1DZ529veZvIDg+MJra85BhVPL1YUYSpm\notZ09Io8t25Z9IW33aYScVHDEG0/FB9KzdYcD6a2dVS7p89ZRzFqrIil30mQ6tpSVqM0ruf0F465\nR/Gbe2SuOfEfn0meO9+XipJz40u6jRBWsatslmMd9BeOJQaXmAOmFgxnlYNlYAntuE4ox8Vi9/TH\ngrTfiX0AvGlbnOuUFETrc/Xe/KJnf7nzyJGzuGMFfYEBv7Z8ja8R+aD7sxYPubyHOmc8VGjVKEra\nEqfZbreXeOjNb7vdumNsaL413rJomsmcL2fAheX11HfsWw1L8+XSRdtnHfQJPB1R+0YaZEvMayWO\nNF60Nvd5HYgiTisppfTcc89deRZZJUTLA+COVNPxr1+/Xpw2pfbtBAAeYll+6qmn1DQg270HActZ\nqwaYnyWDeNSBj8rq2972NjMNR9fTTz9tfpPS5SBKgAg/uW9rLAvcJKLlKp/2b29/8eqrWlmkkz7P\ndxq4+oXbp5k3wQIxprNFb7SgBx8nm4qz0FToWDKisjPEMb8lYVXL4wLL3xLbYtErfTqz8oQwxbBm\npGBKonnh31Cm5/iZRltrM3XpCvL8/PxSnWCWyR09BLSgXeIdDe/ZyjriodnTntKtYJvNxi0P1uqS\nrrwj8uPdKqFHyDhzs0QnFy5Vy98CfFuyHSatvKQ6tzDvSmGqJZ7kitDPHCIhe1N6tR1pe2qheXtY\nfzi6rdDc3Dup/lI+2OJF28LaAqO0pvRq+GZMBycTOO+u4ajHnnXMEbXBJbzQVq1Tsxz0whQiKR6K\n9WAKK+xWvJ5qm3n7LVbNx8fHVf2ABniaKm+8GJL+2rKmoL8oVu/9FSsULN3TGNdv6XXFWNIxthUr\nIli0eX9K16KmNL3rQ6dGD0AyibeElSe815zbIvxrLYuaaTpSFh7ktQGf3hRW2iZTkTm65RBtn6np\nlkPBnPkO8ta6DuH8xjY19AZUscQc7mUPzZumSym548i3MtuXxkrX8mqFWjOy1i6YVi5uvbdNvc48\nkvmvNN559Ft86xYX45tDIqZjDtZ9EpE7FKQ8rOcRaHXS4qxHwMW9b5EfvmsBfltpvL+lZxy09rHq\na90fQM3cpW0B6bi7I3qiRG/krN/lIt0bwJXlqSe9l0DCat6vwJyirVFEzJtTCzQzJObcxkPgkGVj\nxYo5YnDz/l/8xV+kd73rXemBBx5If/u3f5u+8Y1vpIceeii9+93vTh/5yEfSK6+8klJK6ZOf/GR6\n4IEH0oMPPjipvTdsEvQOBj2DjViQzKkRnnJn5cfEkPzMOU/GJM1hbNoiA77Hw9vbtp4TC9y7CL+G\nkDMwzY6pIyyMLWMchg7GVZqvFlSJ5tniBIQnj0EH/X/6p39KX/7yl9Nf//Vfp0984hPpm9/8Zvqj\nP/qj9IEPfCD91V/9Vco5p3/4h39I3/72t9MnPvGJ9Dd/8zfpL//yL9Of/umfppdffrkJDVbj4f0R\n7ojK9evX2WMb8Iz+n9KPBlipMfB3LQSWKhErOA29MZCD5xhcyZErQCRKoYTdbnflSExK+n6X9+hP\nTYCfngpzv9+7aaN0eCMdArbb7ZW+ATR44ZEjaTJKj+nRvHCwFU0WIzdiAi3cMb8SBU2j3O12O/Fm\nQHpcUBvkrAAw3mh+OD0NplMbQc7DL++RS8sXQ4taF+mPXh2A+UvLfvrpp0Xe3bx5M202mwvaWoRX\n9vSxQc37f/Inf5I2m03693//9/TCCy+kD37wg+mxxx5Ln//859Nms0nPPvtsunPnTrrvvvvSP/7j\nP6Y/+IM/SCml9Du/8zvp0UcfTT/3cz83FKkrVqxYsWLF4vCTQxb23e9+N/33f/93evrpp9N//dd/\npfe///0p53wxW3v961+fvve976UXXnghveENb7hI9/rXvz698MILQ5K6YsWKFStWLA6Dmvd/6qd+\nKt13333pta99bfrZn/3Z9LrXvS5973vfu3j/4osvpje+8Y3pnnvuSS+++OKl53gS4AU2dW82m6am\nVoiylFLZEbPoMQspqpdVrlZOqckuSruHLoi0hfkapSca5U6KPEbzlOiO8E8riwKbdnE6KW3N1op3\nvxt4C32JRkLEtHoB5XGRM0suTbEizNHfXORM+luqk7eukvk5KjvU7A76TKuDRQtnyk+pbJuRk4GS\nfknz80a9k36n5K8P1+Y17Sw9p/lrcttjLBn0yN7nPve5/Fu/9Vv5lVdeyd/85jfzL/7iL+ZHH300\nf+lLX8o55/zEE0/kk5OT/K1vfSu//e1vzy+99FJ+/vnn8/33359feumlIUl1AR+XWtEONcehWh95\nbI0h5KVnt66NErn2lzpM9T6QKUUIXbqMcfWL8H/wc/of+9jH8gMPPJDf+c535s9//vP561//en7P\ne96TH3zwwfzhD384/+AHP8g55/zMM89cfPfpT3+6SdlzFoYphc6cUgcvhVUHkBU6gHrr7j3/7oGX\nVu/3JfSklHJKSZXDkskGN3EeSr4wvb3KbBkvA+fTcmLXQreU0lMbu6FHu81Nv3H0au2x6OA8VsCI\noTHnScdUYCmoVjzuoVxxvj3z7BHv2xP4Z+z+dQjwBmCK5LU0TNUaMhSs/r/oMLxTOt+f0uUwp9xe\nzZTP6g4JbY/KOpLSKnZ8L9npkS/N801velPzMkrowJD27ynG6gNT73tAH9zv3kLOp6YfW0ELnU1h\ntTs+CtoSLUPx0rys2BmLHvTnhqV2Qg9w58vKKVJJ2XGOTTWAQYqeo/YOXmOC418LJ9aaPKDdLBmv\n6QPRNqGxNKYMz2Bf6ixH0eOa3Fbw1JHKvya3Y7W7puOiODo6ivXNAawNi8VQV+wuBSXiRtNopiuO\np6VtZG0jeNsP6C1tb0xHjcx47gjwOun1uleg5PsazHm77RD0R6s6Rre7kuNuigi0erQYgqN5rIN+\nBWoEYs4KZ0pOhb3Qa09/rjiEQWbFjzAF3TQFGpaK1bxfgZp9taHuLfeYfaxvqLmvNlxkrflwiFjg\nYPbLE4+9X4KxtiZaxt4vwRTbsfSuAYzW9ZJ005ByI9EwxTZsje58HnvWcUioPV85ZQw1M5f4tdSV\nwVS66FB0LKU/RCBdsYoxRv+aa1vMyXtfo7VXm09Do6xY4YS1tUDv2Z6r4qpBrwH6ELZ1esPbNkud\nxA4B793zS0KkPoNeuLNixYoVK1asGA8HsadfeiaydP/Ie7d3yfsoYC9QikmtlVdyHaWEknptt9uL\nayulGOPaXictE39rXb1rXd+52+3cccFbtqmWF9dO3LXJUrx97V6BFnWQ5IiL4x/Nj7v2F9BKjltf\ng63Vm+aPr+zWrtLVZCBCD82nRIdG4+aXoFXfKr1Tg8Kjc6zfVrx+CZyuZNHN3jBBjG0yG7v8Vpiy\naWw17/fBUmR3ruihqluGih4Kni2mln1+yrzAmHTs/TGRUupyycSBzZ2qIHUizMPU+JxsCaS2HaKt\na8+2R2iMxN7PuX5fn9JGy5+Lkm0Jz90KQ09ep+gM540xHynPw/sefV4bO3rrmHVPf0LY7/fVx+Eo\nttvt5KONrRgPu93u4ngU/nuVm7ao4ed+v0937twZ7JjvFLDKXz8cxJ5+L7Tef2894Kf0avjOJaPH\nudahzwNL5Q0ZEvXu3bsXf1OFO+Www1OCxKe59cOxz8NL/BqiP/Su+9i8PSi79Nj7u0sxXY7NRwk9\n6OrVRXqGp51q+2gYg2bp+uQpAmhdig7RoMlCSf2jW1JjXO08ZD6reb8Cm81GvTiBvq81WVnlefNI\nqe2FD0sEtFULnrekxwNKMzbb18DKp5VJdgyeT6Wdh4TUXufn5+ZNbSvqMKa8rYP+ihUjoNVAvGLF\nihURrHv6hWh5H/KSMcT+VY/z8JFyS6AN+LWytcqmDyWyOTZvW/anOfppWPVv0T6j77l3xkEN+i2F\nXDOQQJCE0vKnLnQRPnpXs5vN5iLfaMcFM3wP0HxxAA3LlF0qb1S2pqCcS2noOUjW5o1l05tXqWGU\n9unaNuUCa5X0Gw6t26ylPrP0Cdc+0fo89dRToe9bA/jllZFwezXxJJgJxr4UpvbbMTEVOrW7sU9O\nTpqd+x6zvmNdeuLhVY/4+7375VRkl6KELs2hz5vfVPnhwVLiOsDQi+kvbZdousUO+kkJxNNC6CGP\no6OjokEeGl2bd/XonECvZ77HdSgunYfPkC7Kq55e7oDI3BcH6yihz9PJvYN+5MbB2r5A2w+XoSle\nyluq7OgkwhMsRco7CmvAoPnXDjA0Py1AS7S9PHokomtKZFujL/pNj7RcPhF50yDxFj/nvqmV55LJ\n32IH/UPEnGfwQ8PsGI5JGcCrGGoHjRbtO9eVEYeW8t7b6NmK1jm331z009IN4Ive0+/tdDOFvVaM\noSJY9ax36cU8UVi8Oj4+dpfJ7TNyslfqrQ9l3b59uyh9Cxo0WJcXedNHUSvvuA3zAR9iknyQWiPS\nXmM6TB4dHY1WNkUX/66xZx2HhOgsfS6zeg+dQ+ytD33fu6e8knpLdablRfKWaPWa6UvLXRpaqswI\nH6W9/J7mdK8J3ANMN5bFperECIbWWwc16Ec7rCXskX0v6VuOpl5msEj9PRfjAI6Ojprvd0K+FvA3\nZ2dn4r6pBo72Frf0HR8fFw3UtMyTk5MQHT0UI8hv6wtI6N5+C1ny4OzszCynxlnOk6Yst3t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Kw6KgWV4LBz507rK3XpHpMXoXN1PijHYYVKMMt0zMGYPpTCuDroEML4ums2Vu90sUIoVCd63jCm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\nAICawFq1ACBt+/bttHTpUtq7dy+NHTuWfvjDH9IXv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", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -566,9 +597,10 @@ ], "source": [ "fig, ax = plt.subplots(figsize=(12,12))\n", - "ax.imshow(Y)\n", + "Y_img = ax.imshow(Y, cmap='viridis')\n", "ax.set_xlabel('Users')\n", "ax.set_ylabel('Movies')\n", + "fig.colorbar(Y_img)\n", "fig.tight_layout()\n", "plt.show()" ] @@ -584,7 +616,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 80, "metadata": { "collapsed": true }, @@ -593,14 +625,14 @@ "def cost(params, Y, R, num_features):\n", " Y = np.matrix(Y) # (1682, 943)\n", " R = np.matrix(R) # (1682, 943)\n", - " num_movies = Y.shape[0]\n", - " num_users = Y.shape[1]\n", + " num_movies = Y.shape[0] # 1682\n", + " num_users = Y.shape[1] # 943\n", " \n", " # reshape the parameter array into parameter matrices\n", " X = np.matrix(np.reshape(params[:num_movies * num_features], (num_movies, num_features))) # (1682, 10)\n", " Theta = np.matrix(np.reshape(params[num_movies * num_features:], (num_users, num_features))) # (943, 10)\n", " \n", - " # initializations\n", + " # initialize Cost Function J\n", " J = 0\n", " \n", " # compute the cost\n", @@ -620,7 +652,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 81, "metadata": {}, "outputs": [ { @@ -629,7 +661,7 @@ "((1682, 10), (943, 10))" ] }, - "execution_count": 20, + "execution_count": 81, "metadata": {}, "output_type": "execute_result" } @@ -643,7 +675,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 82, "metadata": {}, "outputs": [ { @@ -652,7 +684,7 @@ "22.224603725685675" ] }, - "execution_count": 21, + "execution_count": 82, "metadata": {}, "output_type": "execute_result" } @@ -662,12 +694,12 @@ "movies = 5\n", "features = 3\n", "\n", - "X_sub = X[:movies, :features]\n", - "Theta_sub = Theta[:users, :features]\n", - "Y_sub = Y[:movies, :users]\n", - "R_sub = R[:movies, :users]\n", + "X_sub = X[:movies, :features] # (5, 3)\n", + "Theta_sub = Theta[:users, :features] # (4, 3)\n", + "Y_sub = Y[:movies, :users] # (5, 4)\n", + "R_sub = R[:movies, :users] # (5, 4)\n", "\n", - "params = np.concatenate((np.ravel(X_sub), np.ravel(Theta_sub)))\n", + "params = np.concatenate((np.ravel(X_sub), np.ravel(Theta_sub))) # (5*3 + 4*3,)= (15+12,) = (27,)\n", "\n", "cost(params, Y_sub, R_sub, features)" ] @@ -681,7 +713,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 83, "metadata": { "collapsed": true }, @@ -719,7 +751,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 84, "metadata": {}, "outputs": [ { @@ -735,7 +767,7 @@ " 0. , 0. , 0. ]))" ] }, - "execution_count": 23, + "execution_count": 84, "metadata": {}, "output_type": "execute_result" } @@ -754,7 +786,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 85, "metadata": { "collapsed": true }, @@ -796,13 +828,13 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(31.344056244274221,\n", + "(31.34405624427422,\n", " array([ -0.95596339, 6.97535514, -0.10861109, 0.60308088,\n", " 2.77421145, 0.25839822, 0.12985616, 4.0898522 ,\n", " -0.89247334, 0.29684395, 1.06300933, 0.66738144,\n", @@ -812,7 +844,7 @@ " 1.09289758, -0.40784086, 0.49026541]))" ] }, - "execution_count": 25, + "execution_count": 86, "metadata": {}, "output_type": "execute_result" } @@ -831,7 +863,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 87, "metadata": { "collapsed": true }, @@ -839,6 +871,12 @@ "source": [ "movie_idx = {}\n", "f = open('data/movie_ids.txt',encoding= 'gbk')\n", + "# l = f.readline()\n", + "# print(l) # 1 Toy Story (1995)\n", + "# tokens = l.split(' ')\n", + "# print(tokens) # ['1', 'Toy', 'Story', '(1995)\\n']\n", + "# tokens[-1] = tokens[-1][:-1]\n", + "# print(tokens) # ['1', 'Toy', 'Story', '(1995)']\n", "for line in f:\n", " tokens = line.split(' ')\n", " tokens[-1] = tokens[-1][:-1]\n", @@ -847,7 +885,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 88, "metadata": {}, "outputs": [ { @@ -856,7 +894,7 @@ "'Toy Story (1995)'" ] }, - "execution_count": 27, + "execution_count": 88, "metadata": {}, "output_type": "execute_result" } @@ -874,7 +912,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 89, "metadata": {}, "outputs": [ { @@ -933,7 +971,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 90, "metadata": {}, "outputs": [ { @@ -942,7 +980,7 @@ "((1682, 944), (1682, 944), (1682, 1))" ] }, - "execution_count": 29, + "execution_count": 90, "metadata": {}, "output_type": "execute_result" } @@ -966,7 +1004,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 91, "metadata": {}, "outputs": [ { @@ -975,7 +1013,7 @@ "((1682, 10), (944, 10), (26260,))" ] }, - "execution_count": 30, + "execution_count": 91, "metadata": {}, "output_type": "execute_result" } @@ -995,54 +1033,53 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "5.5070364565159845e-19" + "-3.0760820479654623" ] }, - "execution_count": 31, + "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "Ymean = np.zeros((movies, 1))\n", - "Ynorm = np.zeros((movies, users))\n", + "Ymean = np.zeros((movies, 1)) # (1682, 1)\n", + "Ynorm = np.zeros((movies, users)) # (1682, 944)\n", "\n", "for i in range(movies):\n", - " idx = np.where(R[i,:] == 1)[0]\n", - " Ymean[i] = Y[i,idx].mean()\n", - " Ynorm[i,idx] = Y[i,idx] - Ymean[i]\n", + " idx = np.where(R[i,:] == 1)[0] \n", + " Ymean[i] = Y[i,idx].mean() \n", + " # Ynorm[i,idx] = Y[i,idx] - Ymean[i] \n", + " Ynorm[i] = Ynorm[i] - Ymean[i]\n", "\n", "Ynorm.mean()" ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 99, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - " fun: 38960.83047850314\n", - " jac: array([-0.01842856, 0.00036187, 0.0039912 , ..., -0.00252333,\n", - " -0.00332469, 0.00360307])\n", - " message: 'Maximum number of iterations has been exceeded.'\n", - " nfev: 153\n", - " nit: 100\n", - " njev: 153\n", - " status: 1\n", + " message: Maximum number of iterations has been exceeded.\n", " success: False\n", - " x: array([-0.19551694, 0.64277558, 0.02459796, ..., 0.14703959,\n", - " -0.1226612 , 0.01494952])" + " status: 1\n", + " fun: 35685.55769503018\n", + " x: [-7.401e-01 -4.604e-01 ... -9.346e-02 -4.585e-01]\n", + " nit: 100\n", + " jac: [-6.134e-02 -3.568e-02 ... -5.083e-03 1.718e-02]\n", + " nfev: 159\n", + " njev: 159" ] }, - "execution_count": 32, + "execution_count": 99, "metadata": {}, "output_type": "execute_result" } @@ -1057,7 +1094,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 100, "metadata": {}, "outputs": [ { @@ -1066,7 +1103,7 @@ "((1682, 10), (944, 10))" ] }, - "execution_count": 33, + "execution_count": 100, "metadata": {}, "output_type": "execute_result" } @@ -1087,7 +1124,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 95, "metadata": {}, "outputs": [ { @@ -1096,7 +1133,7 @@ "(1682, 1)" ] }, - "execution_count": 34, + "execution_count": 95, "metadata": {}, "output_type": "execute_result" } @@ -1109,25 +1146,25 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "matrix([[ 5.00000029],\n", - " [ 5.00000016],\n", - " [ 4.99999988],\n", - " [ 4.99999986],\n", - " [ 4.99999972],\n", - " [ 4.99999963],\n", - " [ 4.99999955],\n", - " [ 4.99999923],\n", - " [ 4.99999919],\n", - " [ 4.99999914]])" + "matrix([[3.99019645],\n", + " [3.96450343],\n", + " [3.9335884 ],\n", + " [3.92531176],\n", + " [3.91730697],\n", + " [3.91322597],\n", + " [3.38809819],\n", + " [3.38788291],\n", + " [3.38784551],\n", + " [3.38775061]])" ] }, - "execution_count": 35, + "execution_count": 96, "metadata": {}, "output_type": "execute_result" } @@ -1146,22 +1183,22 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "matrix([[1292],\n", + "matrix([[ 813],\n", " [1535],\n", - " [1188],\n", - " ..., \n", - " [ 783],\n", - " [1333],\n", - " [1358]], dtype=int64)" + " [1200],\n", + " ...,\n", + " [ 357],\n", + " [ 687],\n", + " [ 242]], dtype=int64)" ] }, - "execution_count": 36, + "execution_count": 97, "metadata": {}, "output_type": "execute_result" } @@ -1173,7 +1210,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 102, "metadata": {}, "outputs": [ { @@ -1181,16 +1218,16 @@ "output_type": "stream", "text": [ "Top 10 movie predictions:\n", - "Predicted rating of 5.00000028532343 for movie Star Kid (1997).\n", - "Predicted rating of 5.000000164968406 for movie Aiqing wansui (1994).\n", - "Predicted rating of 4.999999875154623 for movie Prefontaine (1997).\n", - "Predicted rating of 4.999999859773239 for movie They Made Me a Criminal (1939).\n", - "Predicted rating of 4.999999720991511 for movie Someone Else's America (1995).\n", - "Predicted rating of 4.999999630401129 for movie Marlene Dietrich: Shadow and Light (1996) .\n", - "Predicted rating of 4.999999553416016 for movie Entertaining Angels: The Dorothy Day Story (1996).\n", - "Predicted rating of 4.999999233308761 for movie Saint of Fort Washington, The (1993).\n", - "Predicted rating of 4.999999188844037 for movie Great Day in Harlem, A (1994).\n", - "Predicted rating of 4.999999143466484 for movie Santa with Muscles (1996).\n" + "Predicted rating of 3.990196452997848 for movie Great Day in Harlem, A (1994).\n", + "Predicted rating of 3.964503428244843 for movie Aiqing wansui (1994).\n", + "Predicted rating of 3.9335883984576765 for movie Marlene Dietrich: Shadow and Light (1996) .\n", + "Predicted rating of 3.9253117593513105 for movie Entertaining Angels: The Dorothy Day Story (1996).\n", + "Predicted rating of 3.9173069655761856 for movie They Made Me a Criminal (1939).\n", + "Predicted rating of 3.913225968865075 for movie Someone Else's America (1995).\n", + "Predicted rating of 3.388098186299188 for movie Spanish Prisoner, The (1997).\n", + "Predicted rating of 3.387882906210666 for movie Brothers in Trouble (1995).\n", + "Predicted rating of 3.3878455104673377 for movie Butcher Boy, The (1998).\n", + "Predicted rating of 3.3877506122983534 for movie Butcher Boy, The (1998).\n" ] } ], @@ -1198,7 +1235,59 @@ "print(\"Top 10 movie predictions:\")\n", "for i in range(10):\n", " j = int(idx[i])\n", - " print('Predicted rating of {0} for movie {1}.'.format(str(float(my_preds[j])), movie_idx[j]))" + " print('Predicted rating of {0} for movie {1}.'.format(str(float(my_preds[j])), movie_idx[j]))\n", + " \n", + "#此为修改Ynorm的结果" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(matrix([[0.57052367]]), 'Twelve Monkeys (1995)')" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "my_preds[0], movie_idx[0]\n", + "my_preds[6], movie_idx[6]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "未修改Ynorm前的结果:\n", + "\n", + "Top 10 movie predictions:\n", + "\n", + "Predicted rating of 5.000006301808065 for movie Santa with Muscles (1996).\n", + "\n", + "Predicted rating of 5.000004718950941 for movie Marlene Dietrich: Shadow and Light (1996) .\n", + "\n", + "Predicted rating of 5.000003941119399 for movie They Made Me a Criminal (1939).\n", + "\n", + "Predicted rating of 5.00000302865722 for movie Aiqing wansui (1994).\n", + "\n", + "Predicted rating of 5.000002642768924 for movie Entertaining Angels: The Dorothy Day Story (1996).\n", + "\n", + "Predicted rating of 5.000002618354015 for movie Prefontaine (1997).\n", + "\n", + "Predicted rating of 5.000002528622005 for movie Someone Else's America (1995).\n", + "\n", + "Predicted rating of 5.000000763702849 for movie Great Day in Harlem, A (1994).\n", + "\n", + "Predicted rating of 5.000000735328487 for movie Saint of Fort Washington, The (1993).\n", + "\n", + "Predicted rating of 4.999998459830868 for movie Star Kid (1997)." ] }, { @@ -1225,7 +1314,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.4" + "version": "3.8.18" } }, "nbformat": 4, diff --git "a/docx/\346\234\272\345\231\250\345\255\246\344\271\240\344\270\252\344\272\272\347\254\224\350\256\260\345\256\214\346\225\264\347\211\210v5.52.docx" "b/docx/\346\234\272\345\231\250\345\255\246\344\271\240\344\270\252\344\272\272\347\254\224\350\256\260\345\256\214\346\225\264\347\211\210v5.52.docx" index 08eeb1a5..bb35fa7c 100644 Binary files "a/docx/\346\234\272\345\231\250\345\255\246\344\271\240\344\270\252\344\272\272\347\254\224\350\256\260\345\256\214\346\225\264\347\211\210v5.52.docx" and "b/docx/\346\234\272\345\231\250\345\255\246\344\271\240\344\270\252\344\272\272\347\254\224\350\256\260\345\256\214\346\225\264\347\211\210v5.52.docx" differ