{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 4. előadás\n", "_Tartalom_: Fájlok, flagek (r, w, b, +), szöveges formátumok, csv, matplotlib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A mai előadás során a `matplotlib` néhány funkcióját vesszük sorra. A `matplotlib` egy python modul, ami egyszerűbb (és összettettebb) grafikonok megjelenítését segítő függvények, osztályok definícióit tartalmazza. Ennek telepítése után a \n", "``` python \n", "import matplotlib.pyplot as plt\n", "```\n", "parancsával importálhatjuk. Ha (mint jelen esetben is) jupyter notebookban, és nem felugró ablakként szeretnénk a grafikonokat megjeleníteni akkor szükség lesz a\n", "``` python \n", "%matplotlib inline\n", "```\n", "parancsra is. \n", "\n", "_Megjegyzés_: Bár a `matplotlib` az egyik legelterjedtebb grafikonokkal foglakozó csomag, sokkal gyorabb működést tud a `PyQtGraph`.\n", "\n", "Nézzünk pár egyszerű példát `matplotlib`-re." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "x0 = [1, 2, 3, 4, 5, 6, 7]\n", "y0 = [9, 8, 2, 6, 5, 4, 3]\n", "y1 = [3, 4, 0, 9, 9, 1, 0]" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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NsizQSGO54r4ROBCtICL2jM5KZb5tHeVe2S3QDCIqbqXULOAy4N7oxhGxJBAMkRLvZMmsDKOjiAjNykqmeFqqzLkNFukV993ANwA5NfQshsKa5946yS2P76WxvdfoOKbmDzazuiibOKd81GIlPq+H7Uda6OwbNDpKzDrrd4xS6nKgUWu96yyPu14ptVMptbOpKfYW6bf1DPDfr9Sw8UcVfP6hXTy6o547npHJ0pm83d5LsKlL5tsWVO71MDCk2XK42egoMSuSS50y4CNKqVrgUeB8pdRDpz9Ia32P1nqV1nqV2+2e5Jjmdbixk2//8U3W3fES33/mADMyk/jV1Sv4Qvlc/vjGcXYdlROy38/ofFsOTrCeVYVZpCa4qKyOvQs0szjrPcZa61uBWwGUUuXA17TWV0c5l6mFw5qXDzVx/5ZaXjnYRLzLwRVLZ3BtWSGLZgzPa8+b7+aJ3Q1898l9/OGLZTgcyuDU5uI/HCI90cWCvHSjo4gxinM6OG9+LpXVw8sClZKv7akmm0OMQVffII/tauABfy01zV140hL46kXFXLW2gNzUhHc9NiXBxS2XlPDl/7eHJ14/xt+snGVQanPy1zSzbk4OTvmBZknlXjfPvnWS6rc7KJkuP3yn2piKW2tdCVRGJYmJ1YW6eSBQy+921NPRN8jS/Ex+fuUyLjknj3jXmadNVyydyQP+o/zguSouPmc6qQnycxKgvqWb+pYePltWZHQUMU6juwVWVDVJcRtAmuQMtNYEakLcv6WWFw+8jVMpLl2cx7VlhawoiGz7UYdDcfumhXzsl35+UXGYmy8uiXJqawjI+m3Lm5aeyMK8dCqqG/lC+Vyj48QcKe7T9A4M8ac3jnH/llqqTnaQnRLPl8rncfW62UzPSBzz8y0vyOKvVszkvlePcOXqfGbnpEQhtbUEgiFyUuIpnpZqdBQxAb4SN796uYa2ngE5cm6KyQLaESfaevjhc1WU3vkSNz/+JgA//Osl+G85n6992Duu0h5188UluJxKlgcy/JuMP9hM6dwc+VDL4nxeD0NhzWuHZFngVIvpK26tNbvrWrl/yxGefeskWmsuWjiN68qKWFuUPWnFMi09kS/55vGj56vZcriZsnmxOyI40tzF2+19sgzQBpblZ5KRFEdFdSOXLckzOk5Micni7h8M88ybJ7h/yxH2NLSRlujiM2WFfKq0kPzs5Ki85mfPLeLRHXV898n9PP1P5+KK0bsF/cHR+bbceGN1LqeDDcVuKqubCIe1LHmdQjFV3E0dffx2Wx0PbTtKU0cfc9wpfO+KRfzVilmkRHnFR2Kck29duoDPP7SbR7bXcU1pYVRfz6wCwRB5GYkU5kTnB6SYWj6vmyf3HGff8XYWy54zUyYmivutY23cv6WWJ/ccp38oTLnXzXVlRZw3L3dKrxI+vGg6pXNy+MmfD7Jp6Qwyk+On7LXNIBzWbK0JsdHrlvm2TWwodqMUVFQ3SnFPIdsW9+BQmBf2v839W46wo/YUyfFOrlyTz6fXFzLXbcxqBqUUt21ayGX/9ip3v3iIf/nIIkNyGOVgYwehrn45X9JGclMTWDIrk8rqRv7pgvlGx4kZtivu1u5+Ht1Rz4OBoxxr7SE/O4lvX7aAj6/KN8WSpQV56fzd2gIe3HqUT64tYP60NKMjTRn/YZlv25HP6+bnLx2ipauf7JTY+i3SKLb5hOzQ2x188w9vsu7Ol7jr2SoKspO555qVVH7Nx+fOm2OK0h71lYu8pMQ7+e5T+2PqCKhATYjZOcnMypL5tp2Uez1oDa8ekk2npoqlr7jDYU1FdSP3b6nltcPNJLgcfHTZTK4tKzT15kXZKfHcdGEx331qPy8daOTChdOMjhR1QyPz7csWy7Ixu1kyM4OclHgqqhq5YtlMo+PEBEsWd0fvwF82e6oNdTM9PZGvf9jLVWsKLPOr2jWls3l421H+9en9nFecS4LL3ofl7jveRkfvoIxJbMjhUGwsdlNR3chQWMvGYVPAUsV9NNTF//hr+f3OBjr7BllRkMlXP+Tl4nOmW+4UlTing9s2LeLTv97OA/5art9g7/0eZP22vZWXeHji9WPsaWiNeC8fMX6mL26tNVsOh7h/yxE2VzficiguW5zHdWVFLM3PNDrehGwsdnNBiYd/e+kwH1s+C3dawtn/kkUFgiHme1LxpI1/6wBhXhvm5+JQUFnVKMU9BUx7mdrTP8Rvt9Xx4btf4er7trGnoZUbzp/PlpvP5+4rl1u+tEd967IF9A0O8ePnq42OEjX9g2F21LbI1baNZSbHs6Igiwo5FWdKmO6K+1hrD78J1PLo9nraegZYNCOdH398KZuW5tlyDjzHncq16wu597UjXL1uti1vYtjb0Ep3/5CcL2lzvhIPP3q+msaOXvnNKspMc8Xd2TfIFx/exYYfVvDfr9RQNi+H3/1DKU/dcC5/s3KWLUt71A0XzCc7OZ7vPLnPlssDA8EQSsHaIiluOyv3Dp81+7JcdUedaYo7Jd5JqLOfz51XxKs3n88vP7mSNZO4Q5+ZpSfG8fUPe9l59BRP7T1hdJxJ5w+GWDA9nSyLrPgR47MwLx1PWoIcIjwFTFPcSikevX4dt16ygJmZSUbHmXIfX5XPohnp3PnMAXr6h4yOM2l6B4bYVXdKxiQxQCmFz+vhlUNNDA6FjY5ja6YpbiAmrq7PxOlQ3L5pEcfbevmvV4JGx5k0u+tO0T8YZv08Ke5Y4Ctx09E7yO66VqOj2JqpijvWrSnK5rIlefzq5SDHWnuMjjMpAsEQTodidWG20VHEFCibl4vLoaiobjQ6iq1JcZvMrZeUoDXc9WyV0VEmhT8YYvHMDNISzbNXjIietMQ4VhVmUVElxR1NUtwmMysrmX/YOJcn9xxnR22L0XEmpKtvkD31rTLfjjE+r4eqkx2caLPHb41mJMVtQp/fOIe8jES+8+Q+wmHrLg/cUdvCYFjL+ZIxxlfiAZDVJVEkxW1CyfEubrmkhLeOtfPYrgaj44xbIBgizqlYOVtugY4l8z2pzMxMknFJFElxm9RHls5g5ewsfvh8FR29A0bHGRd/MMTygiyS4u1785R4L6UU5V43Ww430zdon6WtZiLFbVJKKW7ftJDmzn7+Y/Nho+OMWVv3APuOt8l8O0b5vB66+ofYWXvK6Ci2JMVtYktmZfLxlbP49ZYjHGnuMjrOmGw7EiKskfMlY9T6eTnEOx0yLokSKW6T+/rFXuKdDr7/9AGjo4yJPxgiMc7BsgJ77OIoxiY53sXaOdlUHpQPKKNBitvkPGmJ3HDBfF488DavWOibYGtNiNWF2bbeHEx8MJ/Xw+HGTupbuo2OYjtS3BZwXVkhs3OS+d5T+xmwwB4QzZ19VJ3sYJ2MSWLa6G6BlXIX5aST4raABJeTb126gEONnTy89ajRcc5qa83wMWXywWRsK8pNYXZOshyuEAVS3BZx0cJpnDsvl5+9eIhTXf1Gx/lA/mCI1AQXi2fa71AIEbnR3QL9wWZ6B2RZ4GSS4rYIpRT/fPlCOvsG+dmLB42O84G2BkOsLcrGZbEDnMXkK/e66R0I/+W3MDE55DvLQrzT07h6bQEPbT1K1cl2o+O8rxNtPdQ0d8n5kgKAdXNySIxzyO3vk+ysxa2UyldKVSilDiil9imlbpyKYOL93XRhMWmJcXz3yf2mPOYsEBy+spLiFgCJcU7Wz81lc1WjKb9erSqSK+5B4Kta6wXAOuBLSqmF0Y0lziQrJZ6vXFSMPxjihf1vGx3nPQLBEJnJcSyYnm50FGESPq+bupZuy91EZmZnLW6t9Qmt9e6Rf+4ADgAzox1MnNkn1xZQPC2V7z99wFR7QWit8QdDrCvKweGI3dOMxLuVe4d3C5TVJZNnTDNupVQhsBzYFo0wIjIup4PbLl9EXUs3v36t1ug4f1Hf0sOx1h45pky8S352MvM8qbKeexJFXNxKqVTgceAmrfV7PhlTSl2vlNqplNrZ1CQ/WaPt3Pm5XLRwGv+x+RCN7b1GxwEgUNMMyPpt8V4+r5ttNS109w8aHcUWIipupVQcw6X9sNb6ifd7jNb6Hq31Kq31KrfbPZkZxRl869IF9A+F+eHz1UZHAYbXb7vTEpjrTjU6ijAZn9dD/1AY/2FZFjgZIllVooD7gANa659GP5KIVGFuCp85t4jHdjWwp97YU7VH59ulc3IY/pIR4v9bVZhNSrxTDhGeJJFccZcB1wDnK6XeGPlzaZRziQj9o28euakJfOfJfYYutwo2ddLU0SdjEvG+4l0OyublUlndJMsCJ0Ekq0pe01orrfUSrfWykT/PTEU4cXZpiXF842Ivu+ta+d89xw3LMbp+W86XFGfiK/FwrLWHQ42dRkexPLlz0gb+ZsUsFs/M4M5nqgz78McfDDEzM4n87CRDXl+Y3+hugXK4wsRJcduAwzF8zNnJ9l5+VRmc8tcPhzWBmhClc2W+Lc4sLyOJkulpMueeBFLcNrGqMJuPLJ3Bf71SM+Ub11ed7KC1e0Dm2+KsfCUedtaeot2iB2CbhRS3jdxySQlKwV3PVk3p6/qDw+u3ZX8ScTY+r4fBsGbLoWajo1iaFLeNzMhM4gsb5/H0myfYNoXbaAaCIYpyU8jLkPm2+GArCjJJS3TJuGSCpLht5voNc5iZmcR3ntzPUDj6y64Gh8JsP9IiV9siIi6ngw3FblkWOEFS3DaTFO/klktK2H+ind/trI/66711vJ2OvkFK5XxJESGf10NjRx/7T5hzT3krkOK2ocuX5LG6MIsfP19NW090PwQanW/LwcAiUhuLRw8Rlj2NxkuK24aUUty+aREt3f38+0uHovpagWAI77Q03GkJUX0dYR/utAQWz8yQ9dwTIMVtU+fMzOATq/L5H38twabo3KnWPxhmR63Mt8XY+bxudtedorXb3Adfm5UUt4199UNekuKcfP/pA1F5/jfqW+kdCEtxizErL/EQ1vCKLAscFyluG3OnJXDDBfPYXNUYleVX/mAzSsG6IiluMTZLZ2WSlRxHpYxLxkWK2+auXV9EUW4K33tqPwND4Ul97kAwxDkzMshIjpvU5xX253QoNha7qTzYRHgKlq3ajRS3zcW7HHz7sgXUNHXxm8DRSXvenv4hXq9rlTGJGDdfiYeWrn72HmszOorlSHHHgPNLPGwodnP3iwcJdfZNynPuOnqK/iGZb4vx2zDfjVKyW+B4SHHHAKUUt12+gO7+IX7654OT8pyBmmZcDsXqwuxJeT4Re7JS4lmenymHCI+DFHeMmOdJ45p1s3lkex37j0/8jjV/MMSSWRmkJrgmIZ2IVT6vh73H2nho61F6+oeMjmMZUtwx5MsXFpORFMd3n5rYMWcdvQPsbWiT027EhP3t6nzOmZHBt//4FuvufIk7nz3AsdYeo2OZnhR3DMlIjuMrH/KytaaF5946Oe7n2VHbwlBYy/7bYsKmpSfyv/9Yxu8/X0rZvBzuffUI5/1gM194aBfbj7TIRlRnIL/nxpirVufz8NajfP+ZA/hKPCTGOcf8HIFgiHiXgxWzs6KQUMQapYY/K1ldmM2x1h4eDBzlke11PPvWSRbNSOe6siI2Lc0jwTX2r1W7kivuGONyOrjt8oU0nOrhvteOjOs5/MEQKwoyx1X6QnyQmZlJ3HJJCVtvvYA7PraYgaEwX/v9Hsru2sxP/3yQxvZeoyOaghR3DFo/L5eLF03nFxWHOdk2tm+E1u5+9p9ol/m2iKqkeCd/t7aA52/awEOfXcuy/Ez+ffMhyn6wmZsefZ099a1GRzSUFHeM+ualCxgc0vzwubEdc7a1pgWtkfm2mBJKKc6dn8u9n15NxVfLuXrdbF480MgVv9jCX/1yC0/uOT7pdwRbgRR3jCrISeZz5xXxxOvH2F13KuK/Fwg2kxTnZMmszCimE+K9CnNTuH3TIgK3ns/tmxbS0tXPDY+8znk/qOAXFYdp6YqdnQaluGPYF33z8KQl8J0n90e8X4Q/GGJ1UTbxLvnSEcZIS4zjurIiNn+1nPs+vYr501L50fPVlN75Ejc/tpeqk/Y/WUe++2JYaoKLmy8uYU99K39849hZH9/U0cehxk4ZkwhTcDgUFyyYxoOfXcufv7yBv145iz/tOcbFd78Nd/zWAAAIFUlEQVTKVfds5YV9J6fk3FUjSHHHuI8tn8nS/EzueraKrr7BD3xsYOTkeDlfUpjN/Glp3PGxxWy99QJuuaSEo6Eurn9wF+U/ruDeV2to743uEX5TTYo7xjkcits3LaSxo49fVh7+wMcGgs2kJbpYNCN9itIJMTaZyfF8fuNcXvmGj19+cgV56Un869MHWHfHS9z2p7eidhrUVJMbcAQrCrL42PKZ/PerR/jEqgIKcpLf93H+YIi1RTm4nPLzXpiby+ng0sV5XLo4j7eOtXH/lloe3V7PbwJHKfe6uXZ9IRvmu3E4lNFRx0W+AwUAN19cglMp7njm/Y85O9baw9FQt8y3heWcMzODn/ztUrbccj5fvrCYfcfbufb+HVz0s5d5MFB71hGhGUlxCwCmZyTyJd9cntt3En/wvecABoIj820pbmFR7rQEbrxwPltuPp+7P7GM1AQX//ynfay78yW+//R+6lu6jY4YMSlu8RefO28Os7KS+O6T+xk87aYGf7CZ7JR4vNPSDEonxOSIdzn46PKZ/PFLZTz+hfVsLHbz6y21bPxRBdf/ZieBYMj0m1vJjFv8RWKck29euoAvPrybR3fUc/W62QBordkaDFE6J8eyM0EhTqeUYuXsLFbOzuJEWw8PbT3Kb7fV8cL+t1mQl8516wv5yLIZptyTR664xbtccs501hZl85MXqmnrHl5CdTTUzfG2XtbJmETYVF5GEl//cAmBWy/gB3+9GK0133h8L+vv2syPn68e854+0SbFLd5FKcVtmxbS1jPA3S8NH3PmH5lvyweTwu4S45x8YnUBz954Hr/9+7WsnJ3FLyoPc+4PNnPDI6+PaXuIaIpoVKKUuhj4OeAE7tVa3xXVVMJQi2ZkcOWaAh4MHOWTawsI1ISYlp7AnNwUo6MJMSWUUqyfm8v6ubnUhbp5IFDL73bU8+Se4yzNz+QzZYVcck6eYVs/qLMN4ZVSTuAgcBHQAOwArtJa7z/T31m1apXeuXPnZOYUUyzU2Uf5jytZXpDF/uNtnDsvl7uvXG50LCEM09U3yOO7G/ifLbXUNHfhSUvgmnWzuWptAbmpCRN+fqXULq31qkgeG8mPizXAYa11jda6H3gUuGIiAYX55aQmcOMF83nlYBPNnf2y/7aIeSkJLj5VWsiLX9nI/detpiQvnZ/8+SDr79rM136/h33H26YsSySjkplA/Tv+vQFYG504wkw+VVrIb7fXUdPUJeu3hRjhcCh8Xg8+r4fDjZ084K/lsV0NPLargbVF2TzwmTVRX4kSSXG/3/qv98xXlFLXA9cDFBQUTDCWMIN4l4Of/e0yKqobyc9+/9vghYhl8zypfO+j5/C1D3v53Y56gk2dU7J8MJLibgDy3/Hvs4Djpz9Ia30PcA8Mz7gnJZ0w3NL8TJbmy6EJQnyQjKQ4/n7DnCl7vUhm3DuA+UqpIqVUPHAl8L/RjSWEEOJMznrFrbUeVEr9I/A8w8sBf6213hf1ZEIIId5XROu4tdbPAM9EOYsQQogIyJ2TQghhMVLcQghhMVLcQghhMVLcQghhMVLcQghhMWfdZGpcT6pUE3B0nH89F3jv2VnWZJf3Ypf3AfJezMgu7wMm9l5ma63dkTwwKsU9EUqpnZHukGV2dnkvdnkfIO/FjOzyPmDq3ouMSoQQwmKkuIUQwmLMWNz3GB1gEtnlvdjlfYC8FzOyy/uAKXovpptxCyGE+GBmvOIWQgjxAUxT3EqpXyulGpVSbxmdZSKUUvlKqQql1AGl1D6l1I1GZxovpVSiUmq7UmrPyHv5jtGZJkIp5VRKva6UesroLBOhlKpVSr2plHpDKWXpw12VUplKqceUUlUj3zOlRmcaD6WUd+T/j9E/7Uqpm6L2emYZlSilNgCdwG+01ucYnWe8lFJ5QJ7WerdSKg3YBXz0gw5XNiullAJStNadSqk44DXgRq31VoOjjYtS6ivAKiBda3250XnGSylVC6zSWlt+7bNS6gHgVa31vSP7/SdrrVuNzjURIwesHwPWaq3Hez/LBzLNFbfW+hWgxegcE6W1PqG13j3yzx3AAYbP7bQcPaxz5F/jRv6Y4yf9GCmlZgGXAfcanUUMU0qlAxuA+wC01v1WL+0RFwDBaJU2mKi47UgpVQgsB7YZm2T8RsYLbwCNwJ+11lZ9L3cD3wDCRgeZBBp4QSm1a+SsV6uaAzQB94+MsO5VSqUYHWoSXAk8Es0XkOKOEqVUKvA4cJPWut3oPOOltR7SWi9j+KzRNUopy42xlFKXA41a611GZ5kkZVrrFcAlwJdGxoxW5AJWAP+ptV4OdAG3GBtpYkbGPR8Bfh/N15HijoKRefDjwMNa6yeMzjMZRn6FrQQuNjjKeJQBHxmZDT8KnK+UesjYSOOntT4+8r+NwB+ANcYmGrcGoOEdv8U9xnCRW9klwG6t9dvRfBEp7kk28oHefcABrfVPjc4zEUopt1Iqc+Sfk4ALgSpjU42d1vpWrfUsrXUhw7/GbtZaX21wrHFRSqWMfOjNyFjhQ4AlV2JprU8C9Uop78h/ugCw3If4p7mKKI9JIMIzJ6eCUuoRoBzIVUo1ALdrre8zNtW4lAHXAG+OzIYBvjlybqfV5AEPjHxK7gB+p7W29FI6G5gG/GH4+gAX8Fut9XPGRpqQG4CHR0YMNcB1BucZN6VUMnAR8A9Rfy2zLAcUQggRGRmVCCGExUhxCyGExUhxCyGExUhxCyGExUhxCyGExUhxCyGExUhxCyGExUhxCyGExfwfrgM103xQmsEAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(x0, y1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(x0, y1, \"o--\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A `\"o--\"` a markert és az összeköttetés vonalstílusát jelzi.\n", "\n", "A leggyakoribb markerek: \n", "`\".\"`\tpont, \n", "`\"o\"`\tkör,\n", "`\"v\"`\tlefelé háromszög,\n", "`\"^\"`\tfelfelé háromszög,\n", "`\"<\"`\tbalra háromszög,\n", "`\">\"`\tjobbra háromszög,\n", "`\"x\"`\tx jel,\n", "`\"+\"`\tplusz jel,\n", "`\"s\"` négyzet alakzat\n", "`\"D\"`\tgyémánt alak.\n", "\n", "A vonal stílusa lehet pl. `'-'` folytonos, `'--'` szaggatott, `'-.'` pont-vonal vagy `':'` pontozott.\n", "\n", "A leggyakoribb színek:\n", "`'b'` kék, \n", "`'g'` zöld,\n", "`'r'` piros, \n", "`'y'` sárga,\n", "`'k'` fekete\n", "`'w'` fehér.\n", "\n", "Számos grafikon típus létezik `matplotlib`-ben, mi a `plot`-ot, a `bar`-t, a `barh`-t és a `scatter`-t vizsgáljuk részletesebben.\n", "\n", "Az `alpha=0.6` paraméter 60%-os átlátszóságot jelent.\n", "\n", "A `plt.grid(True)` segítségével a rácsot jeleníthetjük meg.\n", "\n", "A függvényeket megjeleníthetjük egy tengelyen is pl.:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(x0, y1, \"rx-\", label=\"Y1 értékei\")\n", "plt.bar(x0, y0, alpha=0.6, label=\"Y0 értékei\")\n", "plt.xlabel(\"x tengely\")\n", "plt.ylabel(\"y tengely\")\n", "plt.grid(True)\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Létrehozhatunk ábrákat a `plt.figure(1)`, `plt.figure(2)`, stb. segítségével. Ezekben akár alábrákat is készíthetünk `subplot`-tal. Például a következő esetben egy 2 soros 1 oszlopos `subplot` 2. elemére hivatkozunk:\n", "\n", "``` python \n", "plt.subplot(212)\n", "```\n", "Például 2x2 oszlop / sor esetén maximum a 4. elemre hivatkozhatunk.\n", "\n", "``` python \n", "plt.subplot(224)\n", "```\n", "\n", "Nézzük ezeket példán keresztül:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "x0 = [1, 2, 3, 4, 5, 6, 7]\n", "y0 = [9, 8, 2, 6, 5, 4, 3]\n", "y1 = [3, 4, 0, 9, 9, 1, 0]\n", "\n", "plt.figure(1, figsize=(8,6))\n", "plt.subplot(211)\n", "plt.title(\"211-es subplot\")\n", "plt.plot(x0, y0, 'bo-', x0, y1, 'kx:')\n", "\n", "plt.subplot(212)\n", "plt.title(\"212-es subplot\")\n", "plt.plot(x0, y1, 'r--')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x288 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(2, figsize=(10,4))\n", "plt.subplot(121)\n", "plt.title(\"121-es subplot\")\n", "plt.plot(x0, y0, 'bo-', x0, y1, 'kx:')\n", "\n", "plt.subplot(122)\n", "plt.title(\"122-es subplot\")\n", "plt.plot(x0, y1, 'r--')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Windowsban visszaperrel (backslash) jelöljük az elérési út összefűzését, míg Linuxon perrel (slash).\n", "\n", "Linux verzió:\n", "``` python\n", "/herno/Desktop/textfile.txt\n", "```\n", "\n", "Windows verzió:\n", "``` python\n", "\\\\herno\\\\Desktop\\\\textfile.txt\n", "```\n", "\n", "Hogy ezt az ellenmondást feloldjuk, a Pythonban használhatjuk az `os.path.join` függvényt. Például, próbáljuk ki a következő kódot:\n", "``` python\n", "import os\n", "print(os.path.join(\"herno\", \"Desktop\", \"textfile.txt\"))\n", "```\n", "\n", "ekkor az eredmény Linuxon\n", "```\n", "/herno/Desktop/textfile.txt\n", "```\n", "lesz, míg Windowson\n", "```\n", "herno\\Desktop\\textfile.txt\n", "```\n", "vagy\n", "```\n", "\"\\\\herno\\\\Desktop\\\\textfile.txt\"\n", "```\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Példa feladatunk telemetriás adatokból indul ki. \n", "A csatolt `.csv` fájlok táblázatos formában tartalmazzák egyetemünk Szenergy hallgatói csapatának telemetriás adatait többek közt spanyol (Murcia), holland (Rotterdam) és angol (London) versenyekről. A csapat belső szabályzatának értelmében ezek érzékeny adatok, így nincs benne minden mért adat, illetve kisebb mintavételezéssel vannak bent adatok. Ettől függetlenül a `.csv`-k valós versenyeken mért sebességeket és egy egyéb adatokat tartalmaznak. A mért adatok nem ekvidisztánsak, nem tökéletesen tartják a 2 Hz-es (0,5 másodperc) mintavételezést, ennek oka, hogy egy mobil internettel a verseny közben feltöltött adatbázisból származnak.\n", "\n", "A `.csv` fájlok nagyjából így néznek ki:\n", "\n", "```\n", "Time;SpeedRpm;SpeedKmph;GasSignal;LapNumber;MotorCommError; ... AuxiliaryBattery\n", "38,45;0;0;0,019043;0;false;false;false;14;0,80563;51,5603;false;1;12,9713\n", "41,75;0;0;0,0193481;0;false;false;false;14;0,80563;51,5603;false;1;12,9713\n", "42,3;0;0;0,0190735;0;false;false;false;14;0,80563;51,5603;false;1;12,9687\n", "...\n", "```\n", "\n", "|Time|SpeedRpm|SpeedKmph|GasSignal|LapNumber|MotorCommError|...|AuxiliaryBattery|\n", "|-|-|-|-|-|-|-|-|-|-|-|-|-|-|-|\n", "|38,45|0|0|0,019043|0|false|...|12,9713|\n", "|41,75|0|0|0,0193481|0|false|...|12,9713|\n", "|42,3|0|0|0,0190735|0|false|...|12,9687|\n", "\n", "Fontosabb mezők:\n", "- Time: az idő másodpercben `(float)`\n", "- SpeedKmph: a sebesség km/h-ban `(float)`\n", "- LapNumber: az aktuális kör `(int)`\n", "- BmsVoltage: akkumulátorfeszülség `(float)`\n", "\n", "#### Feladat\n", "\n", "Írjuk ki 1010 és 1015 másodperc között a idő értékekhez tartozó akkumulátorfeszültséget és sebességet.\n", "\n", "Használjuk ehhez a `with` utasítást:\n", "\n", "``` python\n", "with open(file, 'rt') as csvfile: # innentől a csvfile- segítségével hivatkozhatunk a fájlra\n", "```" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1010,4 s\t22,0439 km/h\t50,199 v\n", "1011,15 s\t21,352 km/h\t50,199 v\n", "1011,65 s\t20,9869 km/h\t50,199 v\n", "1012,25 s\t20,942 km/h\t50,199 v\n", "1012,85 s\t20,7178 km/h\t50,199 v\n", "1013,4 s\t20,2373 km/h\t50,199 v\n", "1013,95 s\t19,9042 km/h\t50,199 v\n", "1014,45 s\t19,8145 km/h\t50,199 v\n" ] } ], "source": [ "import csv\n", "import os\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "file = os.path.join(\"data\", \"szenergy_2014_10_17_16_06_rotterdam.csv\")\n", "with open(file, 'rt') as csvfile:\n", " spamreader = csv.DictReader(csvfile, delimiter=';', quotechar='\"')\n", " for row in spamreader:\n", " if 1010 < float(row['Time'].replace(',','.')) < 1015:\n", " print(\"%s s\\t%s km/h\\t%s v\" % (row['Time'], row['SpeedKmph'], row['BmsVoltage']))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Feladat\n", "\n", "Rajzoltassuk ki a 2-4. kör sebességeit km/h-ban." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "file = os.path.join(\"data\", \"szenergy_2017_05_25_17_35_london.csv\")\n", "#file = os.path.join(\"data\", \"szenergy_2014_10_17_16_06_rotterdam.csv\")\n", "with open(file, 'rt') as csvfile:\n", " spamreader = csv.DictReader(csvfile, delimiter=';', quotechar='\"')\n", " xt = []\n", " ys = []\n", " for row in spamreader:\n", " if 2 <= int(row['LapNumber'].replace(',','.')) <= 4:\n", " xt.append(float(row['Time'].replace(',','.')))\n", " ys.append(float(row['SpeedKmph'].replace(',','.')))\n", "plt.plot(xt, ys, label = file)\n", "plt.xlabel(\"Idő (s)\")\n", "plt.ylabel(\"Sebesség (km/h)\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ahogy látszik a jármű 20 és 30 km/h közötti sebességgel haladt legtöbbször, lévén a verseny célja az üzemanyag takarékosság, ahol nem a leggyorsabb, hanem a legkevesebb felhasznált energiával megtett kör a feladat.\n", "\n", "\n", "Az említett `barh` egy horizontális sávos diagram. Nézzük meg ennek használatát a `nobel_price.csv` segítségével, ami a következőképp épül fel:\n", "\n", "\n", "|Country|Nobel price (2017)|Population\n", "|- |- | -\n", "|Algeria|2|41 318 142\n", "|Argentina|5|44 271 041\n", "|Australia|12|24 450 561\n", "|....|...|...\n", "|Hungary|13|9 721 559\n", "|....|...|...\n", "|Venezuela|1|31 977 065\n", "|Vietnam|1|93 447 601\n", "|Yemen|1|28 250 420" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import csv\n", "import os\n", "import matplotlib.pyplot as plt\n", "\n", "nobel_file = os.path.join(\"data\", \"nobel_price.csv\")\n", "with open(nobel_file, 'rt') as nfile:\n", " spamreader = csv.DictReader(nfile, delimiter=\";\")\n", " # Country;Nobel price (2017);Population\n", " for row in spamreader:\n", " if int(row['Nobel price (2017)']) > 10:\n", " plt.barh(row['Country'], int(row['Population']), 0.4)\n", " plt.xticks(rotation=90)\n", "plt.title(\"10 Nobel díj feletti országok népessége\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x1008 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import csv\n", "import os\n", "import matplotlib.pyplot as plt\n", "\n", "nobel_file = os.path.join(\"data\", \"nobel_price.csv\")\n", "plt.figure(figsize=(6,14))\n", "nobel, country = [], []\n", "with open(nobel_file, 'rt') as nfile:\n", " spamreader = csv.DictReader(nfile, delimiter=\";\")\n", " # Country;Nobel price (2017);Population\n", " for row in spamreader:\n", " nobel.append(int(row['Nobel price (2017)']) / int(row['Population']) * 10000000)\n", " country.append(row['Country'])\n", "d = dict(zip(country, nobel))\n", "for w in sorted(d, key=d.get, reverse=False):\n", " if w == \"Hungary\":\n", " plt.barh(w, d[w], color = 'r', alpha=0.6)\n", " else:\n", " plt.barh(w, d[w], color = 'b', alpha=0.6)\n", "plt.title(\"Nobel díj / 10 millió fő\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "További lehetőségünk van a `scatter` használatával. Ez pontdiagramot hoz létre, különböző méretű körökkel. Vegyük példának az európai országok adatait - tabokkal elválasztva - tartalmazó `europe_countries.tsv`.\n", "\n", "A `scatter` általános alakja:\n", "``` python\n", "plt.scatter(x, y, s = méret) \n", "``` \n", "\n", "Feliratot a `annotate` készít:\n", "``` python\n", "plt.annotate(\"Felirat szövege\", (x, y))\n", "``` " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x432 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import csv\n", "import os\n", "import matplotlib.pyplot as plt\n", "\n", "nobel_file = os.path.join(\"data\", \"europe_countries.tsv\")\n", "plt.figure(figsize=(10,6))\n", "with open(nobel_file, 'rt') as nfile:\n", " spamreader = csv.DictReader(nfile, delimiter=\"\\t\")\n", " for row in spamreader:\n", " plt.scatter(float(row[\"longitude\"]), float(row[\"latitude\"]), s = int(float(row[\"area\"]))/100, alpha=0.2)\n", " plt.annotate(row[\"ISOa3\"], (float(row[\"longitude\"]), float(row[\"latitude\"])) )\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## _Used sources_ / Felhasznált források\n", "- [Shannon Turner: Python lessons repository](https://github.com/shannonturner/python-lessons) MIT license (c) Shannon Turner 2013-2014\n", "- [Siki Zoltán: Python mogyoróhéjban](http://www.agt.bme.hu/gis/python/python_oktato.pdf) GNU FDL license (c) Siki Zoltán\n", "- [BME AUT](https://github.com/bmeaut) MIT License Copyright (c) BME AUT 2016-2018" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }