{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Algoritmusok Python nyelven\n", "\n", "## 8. Előadás: Matplotlib. \n", "\n", "### 2020. április 16." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Adatvizualizáció \n", "\n", "Fontos, hogy az adatokat informatív módon tudjuk prezentálni mások (és persze magunk) számára. \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\"Drawing\"" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import random as rn\n", "import matplotlib.pyplot as plt\n", "import csv # csv fájlból fogunk beolvasni adatokat. \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Matplotlib\n", "- A legismertebb grafikon és ábra készítő Pythonban. \n", "- Példákon keresztül nézzük meg a működését." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# New Yorki mókusok\n", "Az adatok egy csv (comma separated values) fájlban vannak, a honlapon megtalálod. Minden sor egy mókus észlelés adatait írja le a Central Parkban. Az első sorból látszik, hogy milyen adatok vannak megadva észlelésenként: \n", "\n", "long,lat,unique_squirrel_id,hectare,shift,date,hectare_squirrel_number,age,primary_fur_color,highlight_fur_color,\n", "combination_of_primary_and_highlight_color,color_notes,location,above_ground_sighter_measurement,specific_location,running,\n", "chasing,climbing,eating,foraging,other_activities,kuks,quaas,moans,tail_flags,tail_twitches,approaches,indifferent,runs_from,\n", "other_interactions,lat_long,zip_codes,community_districts,borough_boundaries,city_council_districts,police_precincts\n", "\n", "Először készítünk egy függvényt, ami beolvas egy oszlopot:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def getcolumn(fajlnev, ind): # egy oszlop beolvasása egy cvs fájlból, de legfeljebb 3000 elem. \n", " ans=[]\n", " c=0\n", " with open(fajlnev, newline='') as csvfile:\n", " sqreader = csv.reader(csvfile, delimiter=',', quotechar='\"')\n", " for row in sqreader:\n", " if c!=0:\n", " ans.append(row[ind])\n", " c=c+1\n", " if c>3000:\n", " break\n", " return ans " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['NA',\n", " 'Adult',\n", " 'Adult',\n", " 'Juvenile',\n", " 'NA',\n", " 'Juvenile',\n", " 'Adult',\n", " 'NA',\n", " 'Adult',\n", " 'Adult']" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "getcolumn('nyc_squirrels.csv',7)[0:10] # első 10 mókus kora" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "a=getcolumn('nyc_squirrels.csv',7)\n", "num=np.array(a)\n", "unique, counts = np.unique(num, return_counts=True) # A tömbben előforduló egyedei objektumok és hogy hányszor \n", " # fordulnak elő" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['?' 'Adult' 'Juvenile' 'NA']\n", "[ 4 2551 327 118]\n" ] } ], "source": [ "print(unique)\n", "print(counts)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "a=getcolumn('nyc_squirrels.csv',7)\n", "num=np.array(a)\n", "unique, counts = np.unique(num, return_counts=True)\n", "\n", "fig, axs = plt.subplots(1, 1, figsize=(5, 5)) # méret és grafikonok száma\n", "axs.bar(unique,counts)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\"Drawing\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Több grafikon egymás mellett\n", "A matplotlibet kétféle stílusban lehet használni. Mi az objektum orientált stílust fogjuk követni, ez az ajánlott. \n", "\n", "Egy képen belül több grafikon van, amit `axes`-nek hívunk. (Nem összekeverendő az `axis` szóval, ami tengelyt jelent!) Amelyikre kiadjuk a parancsot, arra rajzolunk. \n", "\n", "(A másik stílus az volna, hogy mindig plt.parancs formában adjuk ki a rajzoló parancsokat és egy külön parancsal állítjuk be, hogy éppen melyik grafikonra rajzolunk)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 2, figsize=(7, 10))\n", "\n", "a=getcolumn('nyc_squirrels.csv',7)\n", "num=np.array(a)\n", "unique, counts = np.unique(num, return_counts=True)\n", "axs[0, 0].bar(unique,counts)\n", "\n", "a=getcolumn('nyc_squirrels.csv',8)\n", "num=np.array(a)\n", "unique, counts = np.unique(num, return_counts=True)\n", "axs[0, 1].bar(unique,counts)\n", "\n", "a=getcolumn('nyc_squirrels.csv',12)\n", "num=np.array(a)\n", "unique, counts = np.unique(num, return_counts=True)\n", "axs[1, 0].bar(unique,counts)\n", "\n", "a=getcolumn('nyc_squirrels.csv',4)\n", "num=np.array(a)\n", "unique, counts = np.unique(num, return_counts=True)\n", "axs[1, 1].bar(unique,counts)\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "a=getcolumn('nyc_squirrels.csv',5)\n", "num=np.array(a)\n", "unique, counts = np.unique(num, return_counts=True)\n", "\n", "fig, axs = plt.subplots(1, 1, figsize=(5, 5))\n", "axs.bar(unique,counts)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "a=getcolumn('nyc_squirrels.csv',5)\n", "num=np.array(a)\n", "unique, counts = np.unique(num, return_counts=True)\n", "\n", "fig, axs = plt.subplots(1, 1, figsize=(5, 5))\n", "axs.bar(unique,counts)\n", "labels = axs.get_xticklabels()\n", "plt.setp(labels, rotation=45, horizontalalignment='right')\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "a=getcolumn('nyc_squirrels.csv',5)\n", "num=np.array(a)\n", "unique, counts = np.unique(num, return_counts=True)\n", "\n", "fig, axs = plt.subplots(1, 1, figsize=(5, 5))\n", "axs.bar(unique,counts)\n", "labels = axs.get_xticklabels()\n", "plt.setp(labels, rotation=45, horizontalalignment='right')\n", "axs.set(ylim=[50, 500], ylabel='Találkozások száma', xlabel='Dátum',\n", " title='Mókusok a Central Parkban')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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DtC0yImJkqZmVxAPKmllv1FI0ZwK7U3CbpplZf1RL0XwQuDPvqDEzG9BqKZqPAzdKupY0CAdALYccWR/izRZmtamlaC7Ot3VLzsXMrOV1WzTzIB1mZkZtZwRtAJzIG8fT3K/EvMzMWlLV4zQlfVTSHnnyUtKQbZsAZwB/I53+aGY24HR2cPulwMGS/hXYMCLOBpZFxG+AqawcmcjMbECpWjQj4qWIOBa4jnRAO8DzkvYEtgM2a1B+ZmYtpcttmhHxsqSvSFqPNHhw+6UvTmpEcmZmraaWQ45uj4jngedJ1wlq3zlkZjbg1DJgx2JJl0hao6Lt12UlZGbWymopmncDt5MuwTsut1W7no+ZWb9Xy+p5RMRZ+aqSv5D0abq+FK+ZWb9VS9EUQET8TtK+wCxgq1KzMjNrUbUUzX9pvxMRj+WD3ncvLSMzsxZWyzbNgyStCyDpe8AfanycmVm/U0vxmx4RL0jaDxgNfAz4arlpmZm1plqKZvtOn/2BH0TEHbU8TtIakm6TdJek+yT9V24fJ+lWSQ9KulzS0Ny+ep5ekOeP7dlLMjMrTy1F8648APG/AL+UNIza9p6/CuwVEdsDE4BJknYh9VJnRsR44FlgWl5+GvBsRGxJusSGe7Nm1nJqKZpHAacCO0XEMtLwcNO6fATpOKWIeClPDsm3APYCrsjtFwEH5ftT8jR5/t6SfDyombWUbotmRKyIiNsi4pk8/VRE3FlLcEmD8vGdTwLXA38FnouI5XmRxaTtpOS/j+bnWE46bXP9Ii/GzKxspe4FzwV3AjCGNJzcW6otlv9W61W+YTOApOmS5kqau3Tp0vola2ZWg4YcOhQRzwFzgF2A4ZLajw8dQ7pwG6Re56YAef56wDNVYp0bERMjYmJbW1vZqZuZraKWveBTq7R9uYbHtUkanu+vCewDzAduAg7Oi00Frs73Z+dp8vwbfdlgM2s1tZwR9GFJr0bEZQCSzqK2K1OOAi6SNIhUnGdFxDWS7gcuy4X3TuD8vPz5wCWSFpB6mIcVfC1mZqWrpWi+H/i5pBWkYzWXRcSR3T0oIu4G3l6l/SGqXC4jIl4BDqkhHzOzpul09VzSuvn0ycGk1ebPAcuAz7WfVmlmNtB01dO8j7T3WhV/p+Rb4OsEmdkA1GnRjIhNG5mImVlf0O02zXz4z3Ty9YFIhw59v+IAdTOzAaOWHUHfAdYGLsjT/wbsQCqk1kBjZ/yibrEWnT65brHMBpJaiuYuedCNdr+WdFdZCZmZtbJazgh6vXKYtnz/9XLSMTNrbbX0NE8CfifpL6Q96FtSwyhHZmb9UbdFMyKul7QVabANAfdHxN9Lz8zMrAXVcu75vwKDI+JPwL6kUyMnlJ6ZmVkLqmWb5qkR8aKkd5FGb78c+G65aZmZtaZaiuaK/Pd9wNkR8VNg9fJSMjNrXbXsCFoi6TvAJGBivhCaL+FrZgNSLcXvUOC3wOSIeBbYAJhRalZmZi2qlr3nLwGzJI2UtElu9sHtZjYgVe1pStq44v5kSQ8CjwC3kS5+dmNj0jMzay2drZ7vI+k8SasDXwF2A26PiDGkbZtzGpSfmVlLqVo0I+JS0gAdU4DXIuIJ0nXLiYjrSQN2mJkNOF2Np/lH4I+Sjpa0NjBX0oXA041Kzsys1dSy9/wg4BXg08DvSJfcfV+ZSZmZtapaiuaxwMYRsTwiLoiIb+CiaWYDVC1F8wTgeknvrmg7trsHSdpU0k2S5ku6T9Inc/upkh6TNC/fDqh4zMmSFkj6s6T3Fn41ZmYlq+WMoMWky/j+RNKPImImabSj7iwHToyIP0laB7hD0vV53syI+HrlwpK2IV3rfFtgE+A3kt4cESswM2sRtfQ0IyIWka4RtIOkHwNr1PCgJXlkJCLiRWA+MLqLh0wBLouIVyNiIbCAKtdHNzNrplqK5jyAiPh7RBwO3EK6ZlDN8mjvbwduzU3HSrpb0gWSRuS20aQD59stpusia2bWcN0WzYj4d0mDJW0taWvgOxFR8zXPJQ0Dfgp8KiJeAM4BtgAmAEuAb7QvWu3pq8SbLmmupLlLly6tNQ0zs7qoZRDi3UiryueTDnj/i6RdawkuaQipYP4wIq4EiIgnImJFRLwOnMfKVfDFQOW11seQDm9aRUScGxETI2JiW1tbLWmYmdVNLavnZwIHRMSuEfEuYDLwre4eJEmkQjs/Ir5Z0T6qYrH3A/fm+7OBwyStLmkcMJ50rruZWcuoZe/50Ii4v30iIubnMTW7sytwOHCPpHm57XPAh/LlMgJYBByd494naRZwP2nP+zHec25mraaWovknSd8DLsnTHwHu7O5BEXEz1bdTXtvFY04DTqshJzOzpqilaH4U+ATpUr4inUr57TKTMjNrVbUUza0j4gzgjPYGSfsDvywtKzOzFlXLjqAL8tk6AEg6GPhSeSmZmbWuWnqah5Iud3EYaTDiacB+pWZlZtaiarlG0AJJHwZ+BjwG7BsRy0rPzMysBXVaNCXdyapn5AzPf2+WRER49HYzG3C66mke3LAszMz6iK6Kpk/sNjProKuieR9p9byzgTRqHrTDzKy/6OrCapt2Ns/MbKCq5ZAjJK1HGs7tn4MPR8T/lZWUmVmrqlo087iZf46IkDSNdCXKNuABYCJpIOI9GpWkmVmr6OyMoC2BqyStDxwPvAO4NyJ2y/eXNCg/M7OWUrWnGRHXSLoP2Bn4e0QskzRI0qA8hNvWjU3TzKw1dLUjaCGwUNJHJQ0HrgOuk/Q8PhzJzAaoWk6jPDDf/bKk/wNGAL8oNSszsxbV1WmU61Zpnpv/DgVeKSUj65fGzqjf/9lFp0+uW6xm8/vS9xQ9uL192ge3m9mA5IPbzcwK8MHtZmYFdFs088HtJwCjgXuAHfHB7WY2QNVyuYtPkc4CWhQRu1Pjwe2SNpV0k6T5ku6T9MncPlLS9ZIezH9H5HZJOkvSAkl3S/J4nWbWcmopmq9ExN8BJA2NiPuAWg5uXw6cGBFvAXYBjsnXGpoB3BAR44Eb8jTA/sD4fJsOnFPolZiZNUCnRVNS+6r7knxw+89JB7f/FHiiu8ARsSQi/pTvvwjMJ63iTwEuyotdBByU708BLo7kFmC4pFE9eE1mZqXpapvmbcAOFQe3f1HS3sB6FDy4XdJY4O3ArcBGEbEEUmGVtGFebDTwaMXDFuc2n+duZi2jq6L5hsGHI+KGok8gaRjwU+BTEfGCVG1M4+rPx6rXKGqPN520+s5mm/lQUTNrrK6KZpukEzqbGRHf7C64pCGkgvnDiLgyNz8haVTuZY4Cnszti4HKY0PHAI9Xed5zgXMBJk6c+IaiamYr+Yyj+utqR9AgYBiwTie3Lil1Kc8H5ncosLOBqfn+VODqivYj8l70XYDn21fjzcxaRVc9zSUR8aVexN4VOBy4R9K83PY54HRgVj7+8xHgkDzvWuAAYAGwDDiqF89tZlaKQts0i4iIm7uIsXeV5QM4pjfPaWZWtq5Wz99Q2MzMBrpOi2ZEPNPIRMzM+oJazggyM7PMRdPMrAAXTTOzAlw0zcwKcNE0MyvARdPMrAAXTTOzAlw0zcwKcNE0MyvARdPMrAAXTTOzAlw0zcwKcNE0MyvARdPMrAAXTTOzAlw0zcwKcNE0MyvARdPMrAAXTTOzArq6GqWZWafGzvhF3WItOn1y3WKVrbSepqQLJD0p6d6KtlMlPSZpXr4dUDHvZEkLJP1Z0nvLysvMrDfKXD2/EJhUpX1mREzIt2sBJG0DHAZsmx9ztqRBJeZmZtYjpRXNiPgdUOtlgKcAl0XEqxGxEFgA7FRWbmZmPdWMHUHHSro7r76PyG2jgUcrllmc295A0nRJcyXNXbp0adm5mpmtotFF8xxgC2ACsAT4Rm5XlWWjWoCIODciJkbExLa2tnKyNDPrREOLZkQ8ERErIuJ14DxWroIvBjatWHQM8HgjczMzq0VDi6akURWT7wfa96zPBg6TtLqkccB44LZG5mZmVovSjtOU9GNgD2ADSYuBU4A9JE0grXovAo4GiIj7JM0C7geWA8dExIqycjMz66nSimZEfKhK8/ldLH8acFpZ+ZiZ1YNPozQzK8BF08ysABdNM7MCXDTNzApw0TQzK8BF08ysABdNM7MCXDTNzApw0TQzK8BF08ysABdNM7MCXDTNzApw0TQzK8BF08ysABdNM7MCXDTNzApw0TQzK8BF08ysABdNM7MCXDTNzApw0TQzK6C0oinpAklPSrq3om2kpOslPZj/jsjtknSWpAWS7pa0Q1l5mZn1Rpk9zQuBSR3aZgA3RMR44IY8DbA/MD7fpgPnlJiXmVmPlVY0I+J3wDMdmqcAF+X7FwEHVbRfHMktwHBJo8rKzcyspxq9TXOjiFgCkP9umNtHA49WLLc4t72BpOmS5kqau3Tp0lKTNTPrqFV2BKlKW1RbMCLOjYiJETGxra2t5LTMzFbV6KL5RPtqd/77ZG5fDGxasdwY4PEG52Zm1q1GF83ZwNR8fypwdUX7EXkv+i7A8+2r8WZmrWRwWYEl/RjYA9hA0mLgFOB0YJakacAjwCF58WuBA4AFwDLgqLLyMjPrjdKKZkR8qJNZe1dZNoBjysrFzKxeWmVHkJlZn+CiaWZWgIummVkBLppmZgW4aJqZFeCiaWZWgIummVkBLppmZgW4aJqZFeCiaWZWgIummVkBLppmZgW4aJqZFeCiaWZWgIummVkBLppmZgWUNgixmVlvjJ3xi7rFWnT65LrFck/TzKwAF00zswJcNM3MCnDRNDMroCk7giQtAl4EVgDLI2KipJHA5cBYYBFwaEQ824z8zMw608ye5p4RMSEiJubpGcANETEeuCFPm5m1lFZaPZ8CXJTvXwQc1MRczMyqalbRDODXku6QND23bRQRSwDy3w2blJuZWacUEY1/UmmTiHhc0obA9cBxwOyIGF6xzLMRMaLKY6cD7YV2K+DPJaS4AfBUCXEbEd+5Nye+c29O/LJibx4RbdVmNKVorpKAdCrwEvCfwB4RsUTSKGBORGzVpJzmVmxr7VPxnXtz4jv35sQvO/dqGr56LmltSeu03wf2A+4FZgNT82JTgasbnZuZWXeaccjRRsBVktqf/0cR8StJtwOzJE0DHgEOaUJuZmZdanjRjIiHgO2rtD8N7N3ofDpxbh+O79ybE9+5Nyd+2bm/QdO3aZqZ9SWtdJymmVnLc9E0MyvARdPMrAAXzT5A+VADs1r5O1OeAVM08wHzZcV+s6RNyooPNOwH4B/bSpLWzH/r/p5IepukCfWOW6G0I2M6vh9lf2da7Ts5IIqmpAOB6ySNk1TXL5Ok/YG7gf3zdF0/YEl7At+UNFXS8G4fUCz2uyWdJGmypDEAERH1eg2SdpV0nKQDJa1Xj5gVsd8j6RRJh9b7fcnx9wIuk7RNPd+THHsScDMwKU/X+zuzN/ADScdLemudY+8GHCdpb0mjoe7fmVK/k/XQ74umpB2B04ATI2JhRCzvML/H70H+8n8eOAv4uKQtoo7HcEnaDzgPeBT4NLBnh/k9/iLlH9aVpF7sx4ETJB0K9fmS5n8mFwLrAV8ADu9tzhWxJwFnk8Zk/S/gwA7z6/ED2xN4C/DfknbI78mgHL+335kvAl8DjpS0fZ2/M/sC5wB/AHYHduwwvze57wP8kFQ3DgdOyp9zvb4zpX4n6yYi+vUNeCfwxXx/c+BE4MPA7hXL7AjsUDDuBNJgIe/J098BDsn3B1UsN7Fo7Py4tYCLgffn6f8A/ht4D2kwgfbl3gGM6kH86cDH8/1xpFNXzwUOrkPu44A/AXtXfAaPAFt2WG4nYHLB2G/K7/s+efoo4H+AHYC23nym+XHtxy7vAZyRvyuzgTHA6h3e96LfmW2ABaQxFgC+AnyWVCRW6837kh83hFSMD83THyT94zoQeFcvv++Dga9WfMe3BOYAVwBTept72d/Jet76fU+TNArKJEljSb22UaTCc7ik/XPv4d3A4wXjLgM+EBG/zdOPAJ8AiIgVklaTNKSHsYmIZTnmNEnvBL5BOgX186Re7faSVif9qF8vGj8/5ihJ60bEQuCXpN7JzpI2zLHf05Pcgb+RisFvJQ2OiD8Ct5D+EQD/7PGMJRXXmkU6o+yAiPiNpMBzt48AAAzkSURBVE2Bb5GGETyV1DN5Wy/f9/Ze34OkUbTuBH4BXAbcJGmkpLVIRbVo/MeBSRExJ0/fS1pFHxIRr+fvzCBW/tMpmvtrwNPAl3Ov8GzSYDgHkj7rA/L7Xvi9ibSG9jJwkKS1ImJBzv8vwDskDZI0lPRPrXDumSjvO1k/zazYZd1IP6IRFdNnkHoL7T3OjUi9to/m6dUKxN4IWKdiurJXeS1wfIfla45dkfvIfH8M8HXSD/aM3LYl8GPgsI7PX0PsIR2mv0HqPQzL01sANwH79jD3oRX31+ow7yekYgeptzCiYOwhVdrGAtPy/TcBV7Gyl1U09yEV9weTem0/yNP7AM8C/weM68F3ZmiH6cpe5WxgZof56kXuq+Xv9reAMyu+s6exshdXJPfK2NsAZwK/A76bv+9bA3OBt/Uw9w2A4RXT36rnd7KMW7/raUo6iLTa8F1JVypde2gW8ALwQUkjIuIJ4BXgLfk/b03blHLsm4DzJV0haWRErKhY5DLSJoB/ioiae4Edcr8cWBYRnyZdO2mYpDUj/YdfBLy5/SlqjL0v8FlJ4/K0SIVsEHCKpOER8VfgdmB8kdgV8U9qjx+pp0zu9bXHelnSFNKmjKEFY/8z99w2KCIWRcT5+fkeAh4ANu5h7p+tyH15pF7bvZJ+QFpDOZ60Pe80pb3qRd73kypzj9SrHJQnvwasJamtYn5vcn89Ir5IKmibSBqWv++vAtsU/L53fN8fIG1SOIf0OzgoIh4grUUM6UHuk3Ke50q6MjdfkGP1+jtZmmZX7XregNHk7nyevpS0XXB74G3At0n/JT9DXv3qRexLgB8Bb61YZmPgMeCIOuV+GbAtqRd1JukHdixplejNBWLvDLxG6ol9GnhTbh+U530DuIu0U+VJYHzB3DvGH1sxb7X89/Okaz/9tvI960HscZ0sdwRwT51zfx/we1b2kDcC1q9n7sBI0tEXx/bgO9NpfGDt/LleCZxA2g5c5Pte9TtTZbn/yN/HzQrmviepCO9D2ll4HWlnLcAuvf1OlnnrVwN2SBpG6lWeEhG357avkYrZsRHxvKRDSNvz7o2Imkd97yT2V4HNgKMj4oXcth+wMCIerEPuXyUV00+Rdjztm1/LVyPi/gKxdyIV3iWkay/9Dbgi0n/x9mU+RPovfmeR96WL+LMibZdqX+bLpJ1w20fEX+oVO79vu5M2YxwaEffVK/fcSx5T+TrqFTvPHxRp+/c7gJcj9drqlftqwHak7ZnrkTY19PY7U5n7asDbge8Dh0fEvQViDyUNOv5YRPwstx1C2sFzcsVyPf5OlqnfFM28ujkIOJn0Qf808iWAJV1G6vEcWkLsH+XYh5WU++XAKxExNU8PjYh/FIw/lPRZv5oP65gMLCX9CP7a9aN7Ff+yih/ZhsAaEfFIPWPnH+/apG1gS+qY+08iYoEkRaTDXaLgj6WW3KPA5psC8Vf5XPPOuOWdxelJ7hXLjYyIZ3qQ+6aky3cvydO7A6dGRKsMD9mpflM02+W9hp8grT7fEBHP5L1u3yf1CJeVEPt8YHpvYncT/4Ic/+We/HirPM++pIPxHyBtg10/Ij7am5jdxB8RER9v9dhV4m9Gem8+VkLszUk7/OoSu5P4G0TE0SV9Z9oiYno9Yuf4E4HvRMTOkv6DdFjdF3sbtwzNGLm9VJEORVmHdPxem6S7SHtZ30rqzZURe7vexu4m/rbkExF68wVt/4JHxPWSHgO+l+NP6W3u3cTv9eWYy4zdTfxevzdNfN+nQLnfmXoUzOwh4K68mj6dtK20JfWrolnxAV8l6TnSQbwzSKtvR0bEi60YuxHxYeVZFfmLvhXpgPAdi2zralZ8596c+GXnXkHANGA30vHP8+scv2764+r5KqsLefV2zYh4rpVjNyJ+h+fahvSbKOXLWWZ8596c+GXFztv0h5MORTs1CuwobIY+VzTzBuTBserG6KrbVYpubykzdivl3hNlxnfuzYnfarkrnWnUq/0CjdCniqakg0mrrCuAG0mHIszK8wbFqgeat0xs5+7cWy1+K+WuXh5F0Gh95oygvIPkk6SNxJNJZ8XsIeljkM73zsttooLDv5UZ27k7d+fedfy+VDChDxVNVub6akQ8RTq18DfAtkqnHyLpbaQ9z6u3UGzn7tyde33jN1e0wGlJtd6Ak0inFo7O0yNI/9FOy9ODqRgerFViO3fn3mrx+3Luzb41PYFu3vitgC0qpjcjjeDyzYoPYyPSOdubtkps5+7cnXt947fSrWVXz5UuUfFHYLrykP2RTsGbTRrX79uStied+C/SuIFNj+3cnbtzr2/8VtOSe8+VBmE4k/TmLiV15a+KiLvz/FGkwXf3Jg0xdlJE1DTwaZmxnbtzd+71jd+KWrJoAkjaPCIeVrrGzyGk/1hXR8S8imXWAf4REa+2Smzn7tyde33jt5qWXT0HFgNEGibtCmAYaaj9EZImSVovIl7s4YdQZmzn7tyde33jt5SW7Wl2pDS+3z6ka7PsRhpef0Grxy47vnNvTnzn3rz4zdbKPc1VRMRtpAF430IaMKBuH0KZscuO79ybE9+5Ny9+szW1aEq1XcdYydqkcfymRA2jc5cZu+z4zr058Z178+L3JU1dPVe6VOcLBZYfEumCV02NXXZ8596c+M69efH7kqb1NCW9F5gl6Qyl4fS7/W9W4AtUWuyy4zv35sR37s2L39c0pWgqXQ/kO6RRoNciXbyeyN1epeu+oJWXOW2J2M7duTv3+sbvixpeNPN/qJ2B70XEVaRL1e4o6ThJ/6o0bNTrkt5FGhmlpm0pZcd27s7dudc3fl/V8KKZ/0P9hXQx+I+Rrnd8J2lv216kIe8BtgDmt/9Ha3Zs5+7cnXt94/dVDdsRJGntiHi5YvoQYBzpJP+jlS7tMB0YFRGfa5XYzt25O/f6xu/rGtLTlDQZmCnpne1tEfET4GrgTZK2jXS2wPI8vUatXf0yYzt35+7c6xu/X4iSh1EiXTr3WeAq4FTgnRXzVgNOJg0X9TXgQWCbVojt3J27c69v/P5yK231XEoXUJI0FtgGWAj8GyBgdkTckpfbjLSxeXPSSf4PNjO2c3fuzr2+8fubMovm4IhYnu8PjYh/SNqK9GEMBq6JiD9IGhYRRcfvKy22c3fuzr2+8fubUoqmpP1Je9buAB6NiEsr5m1DGl/vRdLoztsB+wKvRQ3JlBnbuTt3517f+P1Sx/X13t6AnUjbOz4CfAi4C/hKh2WGkS7ruQh4eyvEdu7O3bnXN35/vdU/YBoK6ryK6Y2Bh8gXVMpt7waWAdu1Smzn7tyde33j99db/QPCRODnwMgOH8afgEPz9LrAuFaK7dydu3Ovb/z+eqvLcZqStpQ0UWlkk7mkrvyv2udHxN9I569ulKdfiIiFzY7t3J27c69v/IGg10VT0vuAK0nHbv1Q0hYRcRzwkKRbJW2cF20jnbda83OWGdu5O3fnXt/4A0ZvuqnAu4AHyBuIgbOBSyrmf5v0IV0GzAe2bYXYzt25O/f6xh9It949OH0QR1ZMtwE/A4ZVtG0F7AiMbZXYzt25O/f6xh9It949GAYB61bcH0MaBaUtt20ADG612M7dubda/L6c+0C79WqbRUSsiJVD4At4DngmIpZK+gjw36QLxLdUbOfu3Fstfl/OfaCp+xlBki4ElgD7kVYH7ukLscuO79ybE9+5Ny9+f1W3oilJwBDSRuQhwN5RpxP6y4xddnzn3pz4zr158fu7MnqaRwK3RwmX7iwzdtnxnXtz4jv35sXvr8oomop6B21A7LLjO/fmxHfuzYvfXzX1uudmZn2Nj/g3MyvARdPMrAAXTet3JH1M0rrNzsP6JxdN6zMkrZA0T9J9ku6SdELHQSUkHQxs0n4gt6Sxkj7clIStX3LRtL7k7xExISK2JV124QDglA7LrNmhbSzpkg1mdeGiaX1SRDwJTAeOVTJW0u+B44G5kt6VFz0d2D33UI+XdKSk/22PI+kaSXvk+y9J+qqkOyT9RtJOkuZIekjSgQ1+idaiXDStz4qIh0jf4Q2BJ4F9I2IHUs/y23mxGcDvcw91Zjch1wbmRMQ7SBcT+zKpR/t+4EslvATrgwY3OwGzXlL+OxiYKWlr4DVg6x7E+gcrRzG/B3g1Il6TdA9pNd/MRdP6LklvAlaQepn/D1gaEdMkDQZe6eRhy1l1DWuNivuVl6Z9HXgVICJezzHNvHpufZOkNuC7wP/mQjcCWJpnH04aMxLSavY6FQ9dBEyQtJqkTUmXsTWrmf97Wl+ypqR5pJF5lgOXAN/M884BrpB0CHAT8HJuvxtYLuku4ELgTGAhafX7XtKVF81q5nPPzcwK8Oq5mVkBLppmZgW4aJqZFeCiaWZWgIummVkBLppmZgW4aJqZFeCiaWZWwP8HCdfZDULvaKcAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "a=getcolumn('nyc_squirrels.csv',5)\n", "num=np.array(a)\n", "unique, counts = np.unique(num, return_counts=True)\n", "unique=[l[4:8]+\". \"+l[0:2]+\". \"+l[2:4]+\".\" for l in unique]\n", "\n", "fig, axs = plt.subplots(1, 1, figsize=(5, 5))\n", "axs.bar(unique,counts)\n", "labels = axs.get_xticklabels()\n", "plt.setp(labels, rotation=45, horizontalalignment='right')\n", "axs.set(ylim=[50, 500], ylabel='Találkozások száma', xlabel='Dátum',\n", " title='Mókusok a Central Parkban')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "a=getcolumn('nyc_squirrels.csv',5)\n", "num=np.array(a)\n", "unique, counts = np.unique(num, return_counts=True)\n", "unique=[l[4:8]+\". \"+l[0:2]+\". \"+l[2:4]+\".\" for l in unique]\n", "\n", "fig, axs = plt.subplots(1, 1, figsize=(5, 5))\n", "axs.bar(unique,counts,label=\"Nagy kék oszlopok\")\n", "labels = axs.get_xticklabels()\n", "plt.setp(labels, rotation=45, horizontalalignment='right')\n", "axs.set(ylim=[50, 500], ylabel='Találkozások száma', xlabel='Dátum',\n", " title='Mókusok a Central Parkban')\n", "\n", "for group in [1,6,5]:\n", " axs.text( group, counts[group], \"Túl sok mókus\", fontsize=10,\n", " verticalalignment=\"top\", rotation=90,color=\"white\")\n", "axs.legend()\n", "plt.show()\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Kördiagram" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "a=getcolumn('nyc_squirrels.csv',8)\n", "num=np.array(a)\n", "unique, counts = np.unique(num, return_counts=True)\n", "\n", "fig, axs = plt.subplots(1, 1, figsize=(5, 5))\n", "axs.pie(counts,labels=unique)\n", "axs.set(title='Mókusok színei a Central Parkban')\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(1,1,figsize = (5,5))\n", "ax.axis('equal')\n", "langs = ['Ég', 'Piramis napos oldala', 'Piramis árnyékos oldala']\n", "nums = [285/360,60/360,15/360]\n", "colors=[\"lightskyblue\",\"yellow\",\"gold\"]\n", "ax.pie(nums, labels = langs, colors=colors,startangle=-50)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labels = ['Frogs', 'Hogs', 'Dogs', 'Logs']\n", "sizes = [15, 30, 45, 10]\n", "explode = (0.1, 0.1, 0.1, 0.5) # melyik mennyire jöjjön ki\n", "\n", "fig1, ax1 = plt.subplots(figsize=(3,3))\n", "ax1.pie(sizes, explode=explode, labels=labels, autopct='%1.2f%%',\n", " shadow=True, startangle=90)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Függvény" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "a=getcolumn('nyc_squirrels.csv',5)\n", "num=np.array(a)\n", "unique, counts = np.unique(num, return_counts=True)\n", "unique=[l[4:8]+\". \"+l[0:2]+\". \"+l[2:4]+\".\" for l in unique]\n", "\n", "fig, axs = plt.subplots(1, 1, figsize=(5, 5))\n", "axs.bar(unique,counts)\n", "labels = axs.get_xticklabels()\n", "plt.setp(labels, rotation=45, horizontalalignment='right')\n", "axs.set(ylim=[50, 500], ylabel='Találkozások száma', xlabel='Dátum',\n", " title='Mókusok a Central Parkban')\n", "\n", "for group in [1,6,5]:\n", " axs.text( group, counts[group], \"Túl sok mókus\", fontsize=10,\n", " verticalalignment=\"top\", rotation=90,color=\"white\")\n", "axs.plot(counts,color=\"red\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 1, figsize=(5, 5))\n", "\n", "plt.plot([10,20,15,30], [40,50,10,30], lw=6)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 1, figsize=(5, 5))\n", "\n", "t = np.arange(0.0, 5.0, 0.01)\n", "s = np.cos(2*np.pi*t)\n", "plt.plot(t, s, lw=2)\n", "\n", "plt.ylim(-2, 2)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 1, figsize=(5, 5))\n", "\n", "t = np.arange(0.0, 5.0, 0.01)\n", "s = np.cos(2*np.pi*t)\n", "line, = plt.plot(t, s, lw=2)\n", "\n", "axs.annotate('lokális maximum', xy=(2, 1), xytext=(3, 1.5),\n", " arrowprops=dict(facecolor='black', shrink=0.05),\n", " )\n", "\n", "plt.ylim(-2, 2)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def f(t):\n", " return np.exp(-t) * np.cos(2*np.pi*t)\n", "\n", "t1 = np.arange(0.0, 5.0, 0.1)\n", "t2 = np.arange(0.0, 5.0, 0.02)\n", "\n", "fig, axs = plt.subplots(2, 1, figsize=(6, 6))\n", "axs[0].plot(t1, f(t1), 'ko')\n", "axs[0].plot( t2, f(t2), 'k')\n", "axs[1].plot(t2, np.cos(2*np.pi*t2), 'r--')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scatter plot\n", "Pontokat rajzol, x-koordináta és y-koordináta tömb alapján. " ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xpos=getcolumn('nyc_squirrels.csv',0)\n", "ypos=getcolumn('nyc_squirrels.csv',1)\n", "xpos=np.array([float(a) for a in xpos])\n", "ypos=np.array([float(a) for a in ypos])\n", "\n", "fig, axs = plt.subplots(1, 1, figsize=(7, 7))\n", "axs.scatter(xpos,ypos)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xpos=getcolumn('nyc_squirrels.csv',0)\n", "ypos=getcolumn('nyc_squirrels.csv',1)\n", "xpos=np.array([float(a) for a in xpos])\n", "ypos=np.array([float(a) for a in ypos])\n", "\n", "fig, axs = plt.subplots(1, 1, figsize=(7, 7))\n", "axs.scatter(xpos,ypos,s=5)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xpos=getcolumn('nyc_squirrels.csv',0)\n", "ypos=getcolumn('nyc_squirrels.csv',1)\n", "xpos=np.array([float(a) for a in xpos])\n", "ypos=np.array([float(a) for a in ypos])\n", "\n", "col=getcolumn('nyc_squirrels.csv',8)\n", "def colorpicker(c):\n", " if c=='Gray': return \"gray\"\n", " if c=='Cinnamon': return \"gold\"\n", " if c=='Black': return \"black\"\n", " return 'blue'\n", " \n", "colors=[colorpicker(a) for a in col]\n", "\n", "fig, axs = plt.subplots(1, 1, figsize=(7, 7))\n", "axs.scatter(xpos,ypos,s=5,c=colors)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xpos=getcolumn('nyc_squirrels.csv',0)\n", "ypos=getcolumn('nyc_squirrels.csv',1)\n", "xpos=np.array([float(a) for a in xpos])\n", "ypos=np.array([float(a) for a in ypos])\n", "\n", "col=getcolumn('nyc_squirrels.csv',12)\n", "def colorpicker(c):\n", " if c=='Above Ground': return \"blue\"\n", " return 'red'\n", " \n", "colors=[colorpicker(a) for a in col]\n", "\n", "fig, axs = plt.subplots(1, 1, figsize=(7, 7))\n", "axs.scatter(xpos,ypos,s=5,c=colors)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Kitérő: Térkép\n" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "import folium # egy sok térképmegjelenítő közül" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/html": [ "