{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8GTL9Gqaxlg4"
      },
      "source": [
        "# Applying PCA to CDT Images\n",
        "\n",
        "Tutorial นี้จะเป็นตัวอย่างการนำเอา PCA มาลองลดจำนวนมิติของข้อมูลที่เป็นรูปภาพ clock drawing test (CDT) กันดู\n",
        "\n",
        "ข้อมูลรูปภาพนี้เป็นภาพที่เก็บมาจากอาสาสมัคร/ผู้ป่วยในโรงพยาบาลจุฬาลงกรณ์ โดยตอนเก็บข้อมูล คณะผู้วิจัยได้แจ้งให้อาสาสมัคร/ผู้ป่วยวาดภาพนาฬิกาที่มีเข็มชี้ไปที่เวลา 11:10 น หลังจากนั้นคณะผู้วิจัยก็จะนำเอาภาพที่ถูกวาดแต่ละอันมาให้คะแนนที่เรียกว่า Shulman score (คะแนน 0 ถึง 5) ภาพวาดที่มีความผิดปกติจะได้รับคะแนนน้อย เช่น ดูไม่ออกว่าเป็นนาฬิกา หรือ เป็นภาพนาฬิกาก็จริง แต่บอกเวลาผิด ส่วนภาพที่ไม่มีความผิดปกติจะได้คะแนนสูง\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PYu62m4YY6wh"
      },
      "source": [
        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1fF37EbW8/hq+LJn5ov/QWr9E7QKIUCjAoAt0UU1mCgk9uaABmVQSxwBWPfa/pWnRedd3Mcajuzgfzrh/FXxF0zQYLkzpIfJznaAe2e5FfFniX496H4yhfStOjnSTI5ZVA457MaAPuuT4h+EB8jalb5PGDKn+NeMfFbStD1vwnqV7p0UU80yMVZFViTtI4Ir4P1rxSbO7iV3fk9setfUnhLxnZ3nhS2tGVyzJjkD1PvQB+YnwmtfGXgrxjJqeoJc2EIL4dw8Y5XHU4r9h/2fPF517SbmW5vftBUpyZN3UGvkP4teGGl0NmtwiMSvPPrXS/s7a9F4Q0ue1vtzNK0eNvPQEd8UAfppG6ugZTkGpK57w1fx6lpFveRghZBkZ+proaACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiikJAoArzzxwRmSVgqjuTXzL8dPijo/hOwhmfVo7Pd3Mwj/AKivZvH+sRaP4cuLyUHag7da/E/9sHxonizSbeDT2eNkPO4Ad/YmgDzn4x/EPx14r8dwTeGtTuruxkcKTBK7oQT/ALJxX6AfA34XSGTSda1HSSZXUM8jwck+7EV8v/sx/AzXvFnhu21lJISqOjfOzZ/Ra/Z7whoH9j6JZ2cgXfCgBI6UAb1hptrZgGCJUOB0XFawHFAGKWgBD0rwv4y64NGsonM/kZ77tte6N0r4n/a81iPS9HtWfdzjp9aAPyQ/aO8UT6h8R4o47syLI+MB85ya+vv2ffhPavquk6xPo6neoYyGDr+OK+IfE/gnUfGXjWy1WzdVjEy/fJB6+wNfu38G/B8+meEtGaTZlIlyRmgD23StE0/TlBtbdIzgfdUD+VbwAAoXgYprd6AKV9eQ2lu00zhFHcnAr4p/aV+KlnoOmQPZautuTjlZwn8jXvnxm8VW3hfwTfarchikQOdoBPT3NfiL8WfiBb/GKFbDRDJG8JIPmgKOD/sk0AX9aufEnjrxLbalaNPqELSLl1LSrgn15r9ZPhJ8PNOstK0u/m0xEnEYJYxANn64r5E/Zj+EmqN4VgnmeJirKerf4V+pmhWH2LSbe2YDKKBxQBwPxH8S6f4WtI5J7pLQHHJcJX4DftefE7Vr74lGDSdVkkgkJXEcxKnP0OK/YT9rPS7vUNItltnCkY6/X8a/Cz4ofD7Vbv4g2jNIhzKvUn1+lAHrn7NXwz1K9+ImlaxfaU8iSkMZHhJzz6kV/Qb4V8PWWlBWgtVhJUdEC9q+QfgB8Kr7S9I0TUpTEVWJScFs/wAq+9VARR9KAEMEZOdo/KptoC4ApAwxT6AMq+0mx1FQt3CsoH95Qf51jnwdoAcOLGLI5z5a11tJkCgCCCGOCNYo1Cqo4AFWKTcKAc0ALRRRQAUUUUAFFFFABRRRQAUmQKWoZjtRm9BQBnagtld27QXG11PUHBrntN8OaHC5NraxKf8AZQVh3uvQJcSR4bINbfhvUEvJWC549aAOnFskFo8cK7eDwBivi/456D4uvfDOpJo1vcPM2dvlK5P4Yr7fxkVUntYZ4yjoDmgD+cy68FftDWkjNZ2Gspkn7sc4/lXX6Ppn7Rdnp7PPFrMYQZOVuBjFfvTJ4dsn/wCWCfrXJ+KNJsLXRr7MC/LC54+lAH873iz4lfFZI7jTrvVdQDIcMjTS/wAia534fa3qOpXUi+K53lQdPtDEj/x6vQ/G00GufEjU9FtV2u8xAz06+1ejeF/2YvFXiqQx6fPbxkf3ncfyU0AfRvwh+L/g7wppcOmNrVtZ/MvyG4RP0zX6O+E/ip4P1WytUt9XtpZHUY2zoxP5Gvwc8Z/sneP9E1gSvfW4WE7iFd+g+qV3fg74jR/Dy8txqrSSfYsK2wA5x6ZIoA/fy11G1vDi3lV/oQa0AeK+BPgN+054Z8c30ttZQ3CtGMHeqDp9GNfZ9l4otLy1a5RWCgZ5A/xoA6hnCjLHiqkt/axDLyKPqa8tuvifpXnvZ7JNwOOi/wCNVxrEet/Jb7lI9cUAestOs9u7wNu+U4wc14ldReIZtSkRxMYSeh3Yr1rw9E0dltc5NahtV3FsCgDx8aXfpzHC4+imsC+tdbiuRIElVFOTwwGK+hVhUdQK5jX5oY7edCvOxqAOV0Pxjpkk0WnvexmYcFPMG78q9QjeOXoQa+BvDtpdP8RWcP8AKZOn41926fA8QBb0FAGqoAHAp2BTQQBTqAIJoIpQA6g/UV8pfF74aaXrM93qDaVHPIsbkOYQxzj1xX1mRmsfV7IXdjcRAAs6MOfcUAfz9+HIfEOh/FyQRrNBDFLgYDKAM1+wXwU8QX2q3LpdXDSgDozFu3vXyH4/+E2peHNXv/Fc7RGBXLYUsW/IjFen/sy+PbDUNVuIo1fK5HIH+NAH6DjpS1SsryO7i8xAcVdoAKYRk0+igCv5Eed23n6VKqgdqfSE4oAXijIqtJOiNgg1Kpzg0ASUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAU0n0pT0qJmCgk9qAMfX7yO00m7naTZ5cbnOcYwpr8zPjF40ufEelT6TY3zXMgkB2JIXPAPYH3r62+KHxR0vT7TVNEdJPNMcqAgDGdpHrX54fDnRLvxH45mijcYfcw3E+3oKAPbv2XvAUOo2N0/iPTxK6ycedFk42D+8PWv0Y0DS7DS9PitLSJYUQABVUKBj2FfHq+NtM+Ch+yazG0jXHzDyQG/wBn+IrXpnhv4/eHdcNskEUw84qBlV/iOOzUAfTBwBxVG61G1syBcSqmfUgVBJqMSWaXZB2tzXyD8e/j3oPgG6ggvo52MqZGxVP8RHdhQB9MX/xG8JaeXjudTt42TOQ0ygjH1Nc9p/xb8E310be21m1kf0WdCf51+O/jH47aZ4g1C5mtBOizFsbgoxu+hNcT4S8ef2FrJ1K6eRoyDwoGecepoA/oB0vW9P1VWayuEmAOPlYN/KtoEYr4Z/Zt+K2m+IrK5eFZflkx8wX+6D2Jr7XsbpLy3SZM4YZ5oA0KKKKACiiigAowKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigBjda8a+Nesf2P4Ta6WfySHUZ3bex717DO4jjdz2BNfFX7W3jKz034cSysr8TIOAPRvegD8iP2s9YuvFGsae8czXYRQOGL/8tM1+jv7Jfgi0k+G+gXs9gpkEUDbjHzn64r8w4wfiBNHPZcCJgD5nHfPbNfuX+zLoj6b8MNHt5MZSCEcZ7CgD6bs41it44wMADpVyo0GABUlABRRRQAUUUUAFFFFACYBqvJbxSDa6Aj6VZooAqxW0UIxGgXPoKsgcUtFABRRRQAUUUUAFFFFABRRRQAUUUUAFGBRRQByPizR7bWNNNrcQLOpIO1l3D8jX5X/tV+GdQ0LVLFdAtHt0KAnyUKj75/u+1frywyMV8zfG/wCGV/41uIZrMxqI0x85I/iJ7A0AeB/An4kW2neHdJ0fU9UWK5AiQxyTYbPTGCc1+hVhcxXFtFIjhtwznOa/E7U/CeqeF/iTBBNKu23ulyFJP3XHqBX6seAvGVlqMNrYRq+9Y+4GOD9aAPaaKYrCn9aACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKQkAZJxQTiuf1nWYNOicyAnC54oA8b+Nvi630vwLrzwXqxTRWtyRiTaQyofevxHTXNd+JWpz6TLcS6qsZMgjLNMBjjOOfXrX1T8ePj3omq3niHwZAkwuJmurYEqu3cxKdd2cfhXlP7IPwy1Kfx3eTyPGyvbOQMn/nontQB96/sneDLbQPB9xFqFitu32l2w8YXjYo7ivbPHnxH0HQNB1CNNUit3topQAJlUqUU+/GK8+8RfEHSvhWG0nUY3Z5F8weUARgnb/ER6V+anxB+Ltl8QPEmo+GNM86ObUZpYELhQoMrFRnBJxzQB2HxN+O3iXVrT7P4V8QTzTrKCRb3LMduD/dPriub8DfGPx/aRrHrmt3aOZDxLcODjA9TV/4Qfsk+Nn1uW6uLq2dJImIBd/7w/2K7D4i/s2+J9K1NCZ7cBYwflZ/U/7NAH6R/C74jaTqmg6RHPqcc1zLFACDKGYsyj3znNfQqMHUMpyDX42fCbW30bxro3h64djJBdQQnGMZVwv1r9iLBt1rE3qtAF2iiigAooooA8Q+Nml3OpfD/XrW1haWWWzuVUKuSSUIHAr8J7/4Y/EWwv5p7HSr2Is2MrDIOPwFf0aapZfbrKa3GMyKw59xXjtx8MpZiTti5Pqf8KAPij9mb4VT6n4clufGOkGa5W4YK1zBltuxcffGcZzX2t8QbGz0f4V6jaW8awJBYSqFUBQAsRxxXoPhPw0dCsmgdVGWJ+XPoK4j4yxmTwFrcS8E2lwP/HDQB+d/7P8AO954zvI0YviFzgHP8a1+o3gqJ4bB1cEHeev0FfmT+y1os6ePb1mIINu/f/bSv1U0eAwQFTjrmgDYooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKhnmjgiaWRgqqCSScVIzBRk14x8SPiPpvhzw9qlzcJIRbQzMdoGfkUk9TQBzfxm+Jui+GNFjuZNVitMyquTME6qT1J9q/H/AOOnxA8beMfFVtceENRur608lUY20ryLuDMSDsOM4IrovjT8S7X416cPD3h0yQzwzCUmUBRhVK/wlj1avUP2af2fPENx4fknuZYJCtw3JZumxf8AZoA9K+BfwklnHh/xBq2jFrpvs0zyyQZfccMSWIznPev0+06yhtYkCRhCFx0xXPeDvDv9iaHY2UirvgijUkZ6qoFdpQAUUUUAZOrWMV7CEkjDgHPIzX5W/tWeAbi98aWtzaaaZFS2T5liJAO9+4FfrRXz58VPCU2sXJuo9uFiA5z/AHjQB8f/AAd8anT9Q0Tw/Jf+U0b28JiMmMEELt25/DFfpxZyCSBGBzkV+Fukal/ZPx3htJCf3OrKpx/szYr9pvCmuwahDFFGGBCZ5x60AdvRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAVzuu61Y6VGDdXCQ7g2NzBen1rcnlWGMu3QV8O/tS/FjTPBi6el0spM4nA2BT93b6ketAHzB+0V8ZZ7XxtqWk6drhVcoAiXHrGOwPvXy/+z/8LPE2r/FCwm13SZ57KRpSxlgZkP7tiM7hjrWJr/gPWfip43Pi3SpkS2umQhZCQ3yAIchQR1FftV8L/hhc6C1leTCP92DnaTnlcdxQB1nwv8A6R4Vil+w6dHaGVY92yIR52g+g969pRFVcAYpI4wgwBipKACiiigAooooAKztUtkubKWMoG3A8YzWjRQB+Rvx3+CF/e+GtRbRtAZ7ltm3yrYlv9YM9BnpXD/st/DH4geFZdS+2aVeWgkaHG6F0ztLeoHrX7L3OmwXEZRo1Oags9HtrXO2NRn0oA5zwDb3kHh+3S/VllAbIcEH7x9a7zA9KjSMIu1eBUtACYHpS0UUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAh6Gvnr4sX5isNQTzduF6Z/wBmvoU9DXyv8ZImaHUCD/D/AOyUAfzn/DmRtR+L8dvKfMVpJeDz0VjX74/sjaZFYx6j5cQj3C36Lj+9X8+/w21GLRPi9FfXALLG8uQOvKMK/f79j7xXZeIo9SFqrL5Yt87gO+/0PtQB95UUUUAFFFFABRRRQAVnapp9tqNo9tdRrKjYyrDIPOehrRpDyKAPzP8A2vfg9ba6umvpmirceV9oJ8u3DYztx0FfkrrPifxb8OfG3/COW93caZBbMg8kO0KruAb7vAGc5r+mvxRo39pwYKqcK/XPcV+AH7W/wo1WT4v6tq0LxLEGhOMtniFfagD9bPg78T7DXbmwsBqyXErg/L5wYnCZ6Zr6/icOoIOeBX89P7Jnxf09/ixpOksJSwaUdFxxE3v7V+9fhjXrfVocwgjaq9cdxQB19FHWigAooooAKKKKACiiigAooooAKKKKAP/Q/fyiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKrT3CwozEgYqC+1K0sVBuZVjyD1YDpXyh8UfjP4b0a6vbD+3YYJkA+X7QqkZXPTNAE3xu+MF74T8HX2pWHkvLCEwGDEcuB2Ir8ivir8YPEXxSuLZL6CIC3ZwPKVh98jOck+lYGseNPiB471OXQ7a+u9QSckCJZHlB2nd93Jz0zX13+y/wDBO7vG1B/GGgs+DCUNxbE9d2cbx9KAOo/Z7/Z10HxZ4P03xLqEk8dxJvJVWQD5ZCO6k9vWv1K0fRbfTYIooiSEHf6Vg+CPCum+HtDgsLKzS2jj3YRUCAZYnoK70ADpQAAYpaKKACiiigCtcymKJmHYV+Y/7b3jS5l+DOuQEJjbD2P/AD3X3r9LdWJWylI4OP6V+Gn7a+r6gfhXriee+MRcbj/z2WgD8+Pg/fvfX13uwcSR9Pcmv6Of2Thj4TaT/uy/+jWr+bf9ky0utWvNU8xDNtkg6jdjJev6Yf2abU2fwx02Jk2bVl4xj/lo1AH0Hqd39itGnyBtx1+tfl3+218WL/w4ulLZiJ/NFyDuDHps9CPWvsX9oPxb/wAI/wDD/UL+G8+ztGI/mEmwjMijrX8/f7SvjrXfGd1p6WuoS3wieYHbKZMbiv19KAPNNU0h/iB44Gu3isHuGQnZwPlAXvn0r+gz4JfCrS9ButO1KF5S8YP3iuOUx2Ffnv8AstfCiPW/A+k6rqWkCeZ/MJd4NzcSkDkj2r9uND0m0sbKERwrGVA6KBjigDoEARQPQVxXiTxINJinZXXdGOhz6ZqLxf4u0jw5Gp1G9jtd4bG+QJnH1r8hP2kP2jILDxdqmn6b4mEaDZtRLvA5jB4ANAH0p4c/ao8Ra14qTRJI7by2ZhlVfPAJ/ve1fNX7a/ie58RxaSZwvyC5+6CPvbPUmvzt/Z18a+KtY+MNhHJfXE8bvLwZGYH92xr7T/aJaZrfTjfkn5Zcb/ovrQB+KHxXhJ8W3Zweq/8AoArH+HcjReJLZlHILf8AoJr2r4k/2H/bl15nlb/l67c/dFeX/C6CKfxlbRhQykvxjP8ACaAP3w/4J1Xk7rreV/59P/alfs/orFrFCevP86/KD/gnhpVuia2fJAyLT+Ef9NK/W22jWKIIowBQBYpr/dP0p1Nf7jfQ0AfEPx21WSC41OEYwAP/AECv5vvC2pSQ/EkSrgkPJ/6C1f0H/tETyJqmqqpOML3/AOmYr+c/ws0n/Cxhvzje/wDJqAP3z/Yd12SaPVvM2jaLb1/26+tPGXxQvtKvJ7CERlVx1BzyM+tfmZ+zL4nGhRagBd/Z94h/j25xursfiB4m1281a5u7a6meE4+ZXYj7o70AbvxB8UPrOl3NvclFR8ZwD/ez3r80/j3HHatZtaHzOZSe/TbXovjHxbrev2M+l+HbyW5vnxtSFy7khsnAXnoK5vwR8Hvip4tNwdb0S/vBHt2+bbyyY3ZzjIoA+U1+P3irwpa/2FaW0LQxZALK5Pzc9m964fw98d/EWia0mqRQwl0JPKtjkEdmr7n8SfsseMJHlkHhG5J9fsL+n+7Xxp4j/Z4+JmnpLKfDV9Gq9/skgHX6UAfQHhD9t7xzpayCK2sznb1jkPT/AIHXVT/t8fEdmKR2VkR/1zl/+OV8EXPw48eaSw+06Zdwhj/FC69Pwr2bwJY6HaRW0HiNIknBO8TgA/e4zu9qAPatR/bJ+JWowPE2nW2Gx0jk9f8AfrlT+1H8RCc/2fB/3w//AMXX6I+D9G/Z0vhbwyQaNJIw5BW3JPFfQ/hb4I/BPxSJDo+g6Xd+Xtz5VtC+N2cdAfSgD8b7f9qv4iQup/s+34/2H/8Ai6+xv2d/2wvGetePtO02+t7WOJzJkhJAeIye7mvszxV+zD4At9PuJ7fwpZrtHBFlGO3+7X40zwXHhDxFJe6apsnhZtrIPLIzkdR0oA/qE+E3j648XRzmfZ+7Ef3QR97PqT6V7iDkZr8cv2APHOt69/bQv7+W48v7LjfKzYz5nrX696TK0tmjsck5/nQBp0UUUAFFFFABRRRQAUUUUAFFFFAFC/tUuYmDnHyn+Vfi5+1b4Cs7r4havfkvuzGeCMcRL7V+10oyhHsa+BPj74PfUNR1O8WyMm4L8wjz0jx1oA/HH9lXxfdaf8bNMRAvyPN1B/55P71/Rb8L/ElxrsEnnBRsWPoD3Br+X34Qm88P/F+3vbndbxxvLljlAMow61/QN+yt4qt9bivwl2J/LEH8YbGd1AH25RTUYMuQc06gAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACuZ8YJ5nh+7Q91P8AI101YviGMy6TOgGcqePwNAH5Wa/YpYmSYZ619gfsxzebol2feP8Aka+XvjTbPo2hyXToYBuX5sberete4fscaol94dvn84SYaP8Aiz/C1AH174iv5NO0m4u4gC0akjP0r8+vG3xW1vX7V7CeKMKCPuhgeDn1r738VlW0W5zyNp/ka+BIdO0+5vHRo0fk8YBoA+fNX8a6ppM6CKNTznkHsfrXoGhftJ+KNNtIbFILfbGMcq+f/Qqh8fr4X0u4SO+8iF2DYDbVJrwF7Y6hrGzS18xHb5PLGQenTFAHtHxR+Iur/E/QjouoxRrGxU/ugQflOf4iaqfB79lXwz44sZbvVJbmNomXGxkHUE91PpXp/wAKPAU9nrKT+LNPKWhDc3EWF6cfeGOtfaegax8PfDMZt7aeztN5HCtGmccdqAPJ/C37L3hXw6tu1vPcnyOm509c9lr6V0zTotLZWjJ+Xjmtew1XSL63Sa0mjkRxwVYEH8qy/FUV39gJ08N5nH3OvX2oA6WK7DjJIq2rBhn1rwWLU9UsOL6V4z/tEj+dbuneP9E8+Oyl1KLzs4KmVc5+maAPXtooAxTUkV1BU5zT6ACiiigAppZR1OKcelcH4juL2C2uJInZcA4IJHagDuFljc4VsmpK+aPhx4i1S/18wXV1JKnzcM5I6V9KRnINAD6KKKAEIBqm1lGz7yTmrtFADFjCnIp9FFAFW9/49n+lfBv7U3/Ikyf70f8A6HX3le/8ez/Svg39qb/kSZP96P8A9DoAl/YutkuPDGoq3cxj81ave9R+CGhX+vvrckswldgxAZcdv9n2rxD9iX/kWdQ/3ov/AEFq+6tq+lAHHw+EbGJQqs3HuP8ACrP/AAi9p/eb8x/hXUVG7BQSTjAoA4+88PWkEDyBj8o9R/hXj+sas1lCXt8Mw7da7rxj4x0m1s7q1F9Gk6gjb5gDZx6V82fDi7vtc8Qm3vXe4iO75WJYcD0NAH0B4IDa9bPLdDaVI+7x1+ua9ZttNihjUKTxWV4e0yGwhdYoRGDjoMV1A4GKAAACloooAoX1ql5bPbvnD8cV4XrvwN0HX4GguJZlDEfdZe31WvoLApNq+lAHjngn4QaL4Ot3gspJWDkH5yp6fQCu08UW6Wvhi5iQkhUPX6GuxwB0rkPG0qReHLxpGAAU9T7GgD859Fi+2aq8bep6fSvtr4M2gtdNnUZ5K9foa+QPhffaTqfil7dZI5T83AIb+H0r7x8IR2ljayBQsY4PGBQB3LsEUse1eTfEjxxP4Z0Y3llsdwV4YE9TjsRUPjTx7o1nZXdrFqMaXKggKJQGzj0zmvhKXVPGXiq4exWW6u1JyF3PJ056c0Aafjb4iaz4qvoXmhTqR8gP8RHqa9q+H3wY0fVLay8TXDzLcSAMQGXGc+mM9vWtX4P/AA5ilsJn8R6YGlBXb58PPQ9Nwr6p03TLPT7SO2toVjRBgBVAA/CgCe1tEtlVVJO0Y5q5RVWe8trb/XSKvfkgUASTkCJs8DFfC/7XsVrc+AJEZ/4o+n+/X0l4y+JXhfStOu0l1WCGWMHgzKpHH1r8mfjx8RL/AOIOgS6P4W1J9Rudy4jgmMrfK2Twp9KAOr+AHxDv/AulXFrpqxyLIUJ3gk8AjsRX2P4Y+OutaheW9rMkADkA4VvX618A/s7/AA98dyaJdnVdNumcbMeZE+fun1rvLjQPHOi+IGuWt7qC3iYHOx1UDg9aAP2At9QSWNXLDLCvOPG3jS40SQRW+whlbqD2/Gvjqz+NVtZhRda6ECjHzXOP5muL8V/Ez+37uKWw1T7TGp+YpNvHJ9jQB0nibxzqniHxDPpM8SCGdtpZQc8gDufeu48Hfs2+E1vxcm5n3Nkn5k9P92s/QPEPw6/saGW9urL+0dvJZ4/M3ZPrzXQeH/FVzeXnlabds7c4COT29qAPF/jt8ONI8K6tbRWcsjBtx+Yg9CPQV5vaeNJ9BsFig2EQjjcD9exrc/aK1TWV1W3+1Syg7X+8T6j1r4W8SeINZlNxbWlzKZDwFVznp6CgD7q8EeNrj4n6r/YWpbFjOTmMEH5RnuTX0Npvw80nSGVI5H5I6kdvwr83P2NNF8fn4kq+sQXfkFZf9Yr7fue9fpZ47s/EVrqEAtEmRc87Qw7igD698GwR2ugWsMZyqr3+prra8X8BawY9Esre8nxMFwQzc5yfWvZ1IIBFAC0UUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAVXuJPKieT+6CasVwPjHWIrHTr39+I2WJyPmwelAHzv8ZvH0v8AwjmoWQMZ25HQ5/nX5rReD7f4jyvbX+5QhP8AqyB/MGud8T+OfFniD4kahoNvf3FzG8xAiErOCM/3c19yfs0fDm/i1Kd/EGluEbkedCQOn+0KAPoT9mjwFZeFPBKWNuXKjH3iCf0FfUyIEUKO1Y2iaXbaXa+RawrCnoq4FblABRRRkUARytsjLV+eP7b96f7DtNmD0/nX2/401iDSdDnu5ZxCEH3i23H41+b/AMZNXT4g2sdrp039pNGeVRvNx+AzQBx/wR+GGn+J9Kt9XumlWRXU/KVA6+4Nfq/4W0+PT9Ds7SMnbEgAz1r5x/Zt8JxWHgxEvLMRyDHDJg/qK+roo1jjVEGAKAHgYqGZ1RWJOMCpWrwf4jePNN0E3VvNqKW8gjbAMoU5x9aAPK/2otYim+GOrW6upODx+Ffkp+zd4NtvE2tXkdyXAVm+6QP5g11/xB+KeueLte1Dw7aatLeJLIQsSzmQH/gINfR/7Gnw31LTtau5dX0x41bJBkhI/mKAPvn4J+DrTQ/DK28JfAx1I/wr31YwiBR2rH0SxisLXyooxGPQDFbvFAHm/jvwJp/jO3SG9d1Cf3CB/MGvlbX/ANkLwdqeuQ6pLcXQkjYMMPHjj/gFfdzKD2qBraJjuKjP0oA5fwx4ZtfD+k2un25YpboFBJGePoKi8V65daRCr26hifXP/wBau2CqBgDiqV5YWt6AtxEsgHqAaAMLw3q1xqdl586gNx0B/wAa6uqVtZ29qnlwRhF9AMVdoAKY3WnZFYur3sVtaXDmQIVQnOcYwKAL/wBph3bdwzVhGVs4Oa+Arb4ryTeOZdLTVy2JMbPPz39M19ceFNWknc+fMWGO7UAek0VVFzE3Rx+dWQQeRQAtFFFABRRRQAUUUUAFZGqXLwW8xUA4Qn9K16zr6LzI5F25ypHSgD48tfFWoX/jGTTJEURl8ZAOf519QeHdNjtHLoTyO9eZ2PhBYvELXv2LGWzu8v8ArXt9rF5fRccUAaA6UbRQOlLQAwjFc9r+mRX2n3UchP7yNhx7iukqJ0VwVYZB4oA/JiH9mvw9N8TLjV2kuN8kpb7yY6/7tfeHgD4Y6X4elL27yEkfxEf0FesL4X0Vbg3S2cQkJzu2DP54rcht4ofuIF+gxQB5B4l+EGjeIpJJriSUFgR8rKOv1Br4l+L37JPhOz0O/wBXgmuml5OC8eP/AEGv0+IrH1bRrDVLR7W8gSWN+qsoYH8DQB/O7p+tap8CJnvtChEjSk584bh/46Vr7m+Dv7Q/iLxH4dWS+igRpMDCq46/VjXp/wC0l8GdFutNg/sbQ4nbv5VuCf0FfCUXh/xN4Z120061tp7SHzVyioyDGfQUAfpV4f0xdYvY7qfI87k46V79ovhqwsW3JIwz6kf4VyfhXSNvgWwuEhxcmIZYL82fr1rmL+fxNAPladfxagD6Ktmt7aPYrj8atLcIzABga+KtT13xfFdhFuLgDP8AeavSfCN74kmvoPtUkzIeu4sR+tAH0pWJqOlxXm/eSNwI4rTh3YG70qlfarYWSObmZE2gk7mA6UAeRD4e6Vo+pNraSSCRTnkjH8qTxH8SW0WJWheM9vmB/oa8c+Nfxm8NWXhnUINM1yBLxMgCO4UOD9Ac1+LfxX+N3juWBRYa9dnn+G5f19jQB/Rn4Q8Xya9YC6cpk4+7nH616PG5dQfWvyY/Y7+JOp3/AIBhk17VHkmJXmaYk/8Ajxr9NdE8S6XdW8KLdxs5HZwTQB21Ruu4FT3psc0cn3WBqbigDwP4yeE7W+8HXwJbLg9CPSvz78CTXHw0vJrqwTcZCf8AWcj9MV+teqWEGoWb21zGJEbqGGRXxt8dfBVpYWMT6TYLGx6+XHj+QoA98+EHie48SeHRe3QVXOOFyB+tewBs18R/CnxfYeHdJj03UL1LaViBseQIfyJr7L0q7iu7KG4jcOrjIIOQfxoA06KKKACmtTqKAPBvGvjnUdF1oWluiFCepB/oa6rQPFtxqDwpIFBcdgawvHOhG7vJLlbfeVBOduf1rwfwnqmpQ+MktZJpBErY2ljgc+lAH3EpyKdVC1uElUbWycDvV4dKAFooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAEPSvOPGniiXQcLHt+ZCec13tzMsMe522j3Nfnx+1j4zutI1Gzjsr5oQ8fISTbn5yOxoA+Vfil8Vtb1D4qTaJ5UZguLoxkhWzhnC+vvX2b8JvhZp2k6hBrkbS+bJGcglccke3tXy34G8Dz+J9Z07xBPp5uzJLG5maMvnLA53Yr9YPD+iWdpYWwW3VCqY+6BQB+Zv7a19c6dqtgIEDZiHUf9NDXh3wr8daguraRaMiAGaEdDn7w96+3/2rNB07UL60e4t0k2xd1B/jNfmlZ65pWkfEuw05LiOApdxrs3BcYkXjFAH7S/EPxZdeHvANvqVsFZztGGBxzn0Nfh1+1z8Wtc1rVbDfFEfkA4Vv+eh96/V34x6wsnwsttk4OdnRv96vyb8cafp+sXcDX8aTlcY3gN/F70Aen/BT4MaX468L6brWoNMktykTEIVAG7r1Br174w/s/wCg+C/Bw1ixkneTcow7KRzn0UelfYP7Nnhrw/B8M9Jk+ywqFgiOdi8YFT/tNah4Wt/h64nkgRRIg5KgdGoA+Cf2d/GV34WtZ4oQnzyZ+YH+6B2NfsF8M9Zl1nwtZ3sm3MkaHj3FfgcdXEs0f/CLTbk3Dd5DcZz32+1ftR+zfJeyfDTSWvCxkMMWd2c9PegD6TopAeKWgAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACkJxS01qAMXXro2ulXdwMZSNzz7Ka/Hr9sH4i3t54DubNRGds6dAc9G96/UX4oar9i8I61Ik2xktpyPmxjCNX87fi3xRqXi7Wr3R5bp7xPMyIy5kHA9OfWgD1z9i7wjD450+8n1DchjmwNhA/gB75r92fhnoMGh+FrOxhJKxxoBnrwPavzr/AGC/BkNhpGoCaxWPM2eYwP8AlmPav1O0+3S2tkiRQoAHAGKANAKBS0UUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRUbnAJJwBQAF9oyeKb5yeorzvx74r07w9ozXl1eJbKGA3M4Qd+5rwG2+OPhd+Dr8B/7eV/xoA+wxIp6EU8HNeE6B4tXWEgubO9E0Um0grJuBB9xXtFq7MiknqKANCimrTqAE2iqd1apOp3E9CKu01qAPg34rfDew/tjUPEKmQyxGSUDIxkfN6e1eXfA34n6reeOzpNwkaxRowBAbPG33r9BfGWhWl9o2of6OskjxSfwgkkqa/MTUtGvvA+p3Gt+Q9gu7HmbTF1/2uPSgD9YtMvheKxBBwe1bA6V8efs6+P49fsrl7rUhcFXwN0u/+EHua+ureZJ4hJGwZT3BzQBaooyKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigBrEAc18n/ABu+IF14cvGs4NhDQhvmBzyxHY19I+INTt9OtlkmlEQLYyWx2r8cv2xPHN8PHlpBpuoN5b2qZCSnBPmP2BoA+Lprq98XfHw2lzHiK91baxUY4knwcZzX6/8AgDwFp/ww2a3p7u0k0ZjIkIIwTu/hA9K+fvgj8J7K/v8AQfFF3o6SSSPbTtM0AJJJDFtxH45r61/aOv7Tw74OtJbKRbZvPRcoQh+4xxxQB+dP7W/xh1ePxvaWkaRFZLZM5Vs/6x/eum+CfwF0TxHqmheMbqSdbi5ktrlgrKF3OQ5wCucZ96+LfjNqdzr3jGynaVrgCNVyW3fxMa/cz9m/QdOX4c+F7hrdBL9jsznaM58sd6APoHwr4KsdCCSQM5OzbyR6+wr5Y/aI8RXOk69HbwhSGgU85/vtX3IoVFHYV+dX7U1wi+KIVDDJtl7/AO21AHy58PiLv4tabdPwz6hE3HqZRX7W6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      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sWJ5zTWDY6Ei"
      },
      "source": [
        "ข้อมูลที่เราใช้ในตัวอย่างนี้จะเป็นข้อมูลที่ถูกนำมา process เพิ่มเติม โดยจะมีรายละเอียดดังนี้\n",
        "1. ดาวน์โหลดภาพ CDT จาก https://github.com/cccnlab/CDT-API-Network\n",
        "2. สุ่มเลือกภาพที่ได้รับ Shulman score เป็น 5 มาเป็นจำนวน 30 ภาพ และเรียกว่าเป็น class 0 (ภาพวาดที่นาฬิกาดูปกติดี)\n",
        "3. สุ่มเลือกภาพที่ได้รับ Shulman score เป็น 0 หรือ 1 มาเป็นจำนวนรวมกัน 30 ภาพ และเรียกว่าเป็น class 1 (ภาพวาดมีความผิดปกติ)\n",
        "4. ภาพทุกภาพ (มีทั้งหมด 60 ภาพ) ถูก resize ให้มีขนาดเป็น 48 x 48 pixels\n",
        "\n",
        "---\n",
        "\n",
        "\n",
        "เริ่มต้นด้วยการ Download ข้อมูลผ่านคำสั่ง `wget`"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JV441SBz7uzY",
        "outputId": "95534df2-331e-4fb4-ebd2-c71f18c81740"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "--2023-06-27 13:44:32--  https://github.com/ichatnun/brainCodeCamp/raw/main/Fundamentals/DimensionalityReduction/data/CDT/clock_images.pickle\n",
            "Resolving github.com (github.com)... 140.82.112.4\n",
            "Connecting to github.com (github.com)|140.82.112.4|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://raw.githubusercontent.com/ichatnun/brainCodeCamp/main/Fundamentals/DimensionalityReduction/data/CDT/clock_images.pickle [following]\n",
            "--2023-06-27 13:44:32--  https://raw.githubusercontent.com/ichatnun/brainCodeCamp/main/Fundamentals/DimensionalityReduction/data/CDT/clock_images.pickle\n",
            "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.110.133, 185.199.108.133, 185.199.109.133, ...\n",
            "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.110.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 1106083 (1.1M) [application/octet-stream]\n",
            "Saving to: ‘images.pickle’\n",
            "\n",
            "images.pickle       100%[===================>]   1.05M  --.-KB/s    in 0.06s   \n",
            "\n",
            "2023-06-27 13:44:33 (17.3 MB/s) - ‘images.pickle’ saved [1106083/1106083]\n",
            "\n",
            "--2023-06-27 13:44:33--  https://github.com/ichatnun/brainCodeCamp/raw/main/Fundamentals/DimensionalityReduction/data/CDT/labels.pickle\n",
            "Resolving github.com (github.com)... 140.82.112.4\n",
            "Connecting to github.com (github.com)|140.82.112.4|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://raw.githubusercontent.com/ichatnun/brainCodeCamp/main/Fundamentals/DimensionalityReduction/data/CDT/labels.pickle [following]\n",
            "--2023-06-27 13:44:33--  https://raw.githubusercontent.com/ichatnun/brainCodeCamp/main/Fundamentals/DimensionalityReduction/data/CDT/labels.pickle\n",
            "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n",
            "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 630 [application/octet-stream]\n",
            "Saving to: ‘labels.pickle’\n",
            "\n",
            "labels.pickle       100%[===================>]     630  --.-KB/s    in 0s      \n",
            "\n",
            "2023-06-27 13:44:33 (44.0 MB/s) - ‘labels.pickle’ saved [630/630]\n",
            "\n"
          ]
        }
      ],
      "source": [
        "!wget -O images.pickle https://github.com/ichatnun/brainCodeCamp2023/raw/main/Fundamentals/DimensionalityReduction/data/CDT/clock_images.pickle\n",
        "!wget -O labels.pickle https://github.com/ichatnun/brainCodeCamp2023/raw/main/Fundamentals/DimensionalityReduction/data/CDT/labels.pickle"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OBlDVp_58TZi"
      },
      "source": [
        "Import สิ่งที่เราจะใช้งาน"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "GQZLjejKQvxQ"
      },
      "outputs": [],
      "source": [
        "import pickle\n",
        "import numpy as np\n",
        "from sklearn.decomposition import PCA\n",
        "import matplotlib.pyplot as plt\n",
        "from matplotlib import colors"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uUktQotd8WIU"
      },
      "source": [
        "นำเอาข้อมูลที่ได้ดาวน์โหลดไว้ มาเก็บไว้ใน variables"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "8esQ7ziU7uMB"
      },
      "outputs": [],
      "source": [
        "with open('images.pickle', 'rb') as handle:\n",
        "    images = pickle.load(handle)\n",
        "with open('labels.pickle', 'rb') as handle:\n",
        "    labels = pickle.load(handle)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YRGT6DUu8-pN"
      },
      "source": [
        "ลองสำรวจขนาดของข้อมูลรูปภาพและคะแนนของรูปภาพว่าเป็นไปตามที่คาดหวังไว้หรือไม่\n",
        "\n",
        "**หมายเหตุ** ในหลาย ๆ ครั้งเราจะได้ยินคนใช้คำว่า label แทนคำว่า class โดยเฉพาะเมื่อเราแก้โจทย์ classification"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CrXFcJLe8428",
        "outputId": "d2f55b32-e2b7-4440-a355-243a6294d2b4"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Images: (60, 48, 48)\n",
            "Labels: (60,)\n",
            "There are 60 samples. \n",
            "Each sample is an image of size (48, 48).\n"
          ]
        }
      ],
      "source": [
        "print(f\"Images: {images.shape}\")\n",
        "print(f\"Labels: {labels.shape}\")\n",
        "print(f\"There are {images.shape[0]} samples. \\nEach sample is an image of size {images.shape[1:]}.\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GuUaLbZ59z8q"
      },
      "source": [
        "ลอง display รูปภาพจากแต่ละ label มาดู\n",
        "\n",
        "\n",
        "*   label = 0 คือภาพนาฬิกาที่ดูปกติดี\n",
        "*   label = 1 คือภาพนาฬิกาที่ดูผิดปกติ ซึ่งเป็นหนึ่งในข้อบ่งชี้ว่าผู้วาดอาจมีภาวะสมองเสื่อม"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 367
        },
        "id": "w-l-pXnO98VN",
        "outputId": "db8978d0-693c-4555-9a7f-ef1e283b3efa"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1600x400 with 8 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "num_img_to_display = 4\n",
        "fig, ax = plt.subplots(2, num_img_to_display, figsize=(4*num_img_to_display, 4))\n",
        "\n",
        "for curr_label in [0, 1]:\n",
        "    curr_images = images[labels == curr_label, :][:num_img_to_display, :]\n",
        "\n",
        "    for idx_img in range(num_img_to_display):\n",
        "        ax[curr_label, idx_img].imshow(curr_images[idx_img], cmap='gray')\n",
        "        ax[curr_label, idx_img].set_axis_off()\n",
        "        ax[curr_label, idx_img].set_title(f\"Label {curr_label}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2dDWEit998wI"
      },
      "source": [
        "เราจะใช้ค่าของแต่ละ pixel ในรูปภาพเป็น feature ที่จะถูกนำไปใช้กับ PCA ส่งผลให้เรามีจำนวน features ทั้งหมด 48 x 48 = 2,304 ต่อหนึ่งรูปภาพ\n",
        "\n",
        "กล่าวคือ รูปภาพของเราแต่ละภาพ เป็นจุดข้อมูลที่อยู่ใน space ที่มีขนาด 2,304 มิติ"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "St1X-47q9yhA",
        "outputId": "496825a8-0c51-4bfd-d9a6-584f1b857ddf"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Current shape of our data: (60, 2304)\n"
          ]
        }
      ],
      "source": [
        "# เตรียมข้อมูลที่มีการจัดเรียงมิติสอดคล้องกับความต้องการของ PCA (n_samples, n_features)\n",
        "images_flatten = np.reshape(images, (images.shape[0],-1))\n",
        "print(f\"Current shape of our data: {images_flatten.shape}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Dipj7GDDRnPg"
      },
      "source": [
        "เรียกใช้ `sklearn.decomposition.PCA` โดยกำหนกได้ `n_components` มีค่าเป็น 2 เพื่อหาแกนมาลดมิติของข้อมูลจาก 2,304 มิติ ต่อหนึ่งจุดข้อมูล ลงเหลือ 2 มิติ โดยการใช้ PCA ในที่นี้จะเห็นได้ว่า PCA แปลงข้อมูลโดยไม่ได้ใช้ข้อมูล labels เลย"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bTcTgmBq-1tm",
        "outputId": "af4fbfbb-9909-4c7d-b376-2160abc7ab9a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "% variance captured by PC1 =  8.84\n",
            "% variance captured by PC2 =  7.58\n"
          ]
        }
      ],
      "source": [
        "model_PCA = PCA(n_components=2, whiten=True, random_state=20)\n",
        "images_PCA = model_PCA.fit_transform(images_flatten)\n",
        "\n",
        "print(f\"% variance captured by PC1 = {model_PCA.explained_variance_ratio_[0]*100: 0.2f}\")\n",
        "print(f\"% variance captured by PC2 = {model_PCA.explained_variance_ratio_[1]*100: 0.2f}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WOVgxN4c_35n"
      },
      "source": [
        "ลองนำผลลัพธ์ที่ได้มา plot ดูว่าข้อมูลมีการกระจายตัวหรือกระจุกตัวกันอย่างไร\n",
        "\n",
        "**หมายเหตุ** แต่ละจุด 1 จุดใน plot คือ ภาพนาฬิกาแต่ละภาพที่ถูกลดมิติลงจนเหลือ 2 มิติ ดังนั้น จำนวนจุดที่เรามีใน plot ก็คือจะเท่ากับจำนวนรูปภาพที่เรามีใน dataset ของเรานั่นเอง"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "GfYHxnVCirZe",
        "outputId": "d99daf54-88e1-4847-f7d3-ed9992ffaf66"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# กำหนดสีให้แต่ละ class โดยใช้สีแดงแสดง class 1 (มีความผิดปกติ) และสีเขียวแสดง class 0 (ไม่มีความผิดปกติที่เห็นได้จากภาพวาด)\n",
        "custom_cmap = colors.ListedColormap([\"green\",\"red\"])\n",
        "\n",
        "plt.figure()\n",
        "plt.scatter(images_PCA[:, 0], images_PCA[:,1], c=labels, cmap=custom_cmap)\n",
        "plt.gca().set_aspect('equal', 'datalim')\n",
        "plt.colorbar(boundaries=np.arange(3)-0.5).set_ticks(np.arange(2), labels=['class 0 (no error)', 'class 1 (some errors)'])\n",
        "plt.xlabel('PC1 score')\n",
        "plt.ylabel('PC2 score')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zWwxZE2f45aE"
      },
      "source": [
        "จะเห็นได้ว่าข้อมูลภาพนาฬิกาที่ถูกลดมิติลงจาก 2,304 มิติ เหลือแค่ 2 มิติ โดยการใช้ PCA มีการแบ่งกันเป็นสองกลุ่มได้ดีพอสมควร โดยที่ PCA ไม่ได้ใช้ข้อมูล labels ในการลดจำนวนมิติเลย"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "**ผู้จัดเตรียม code ใน tutorial**: ดร. อิทธิ ฉัตรนันทเวช"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}