{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Средњошколци у Републици Србији" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "У Стратегији развоја образовања у Србији до 2020. године, неки од постављених циљева тичу се повећања ученика у гимназијама, повећања доступности образовања у различитим географским регијама и исто је мотивисано следећим циатаом из Стратегије: \"Када се погледа просечна зарада по општинама и окрузима у јуну 2010. године, види се да велики део општина које имају скромну понуду средњих школа спада у категорију оних где су мање просечне зараде (РЗС, 2010).\". У наставку ћемо испитати да ли доступност различитих средњошколских профила зависи од општине и округа и проверити да ли и даље важи запажање из стретегије које повезује приходе у општини и доступност образовања.\n", "\n", "Као и у претходој радној свесци о средњошколском образовању користимо дотеране податке (радна свеска у којој су подаци сређени такође се налази у локалном фолдеру) преузете са платформе отворених података Министарства за просвету, науку и технолошки развој: http://opendata.mpn.gov.rs/. Додатно, анализу у наставку допунићемо и подацима Републичког завода за статистику о просечним примањима по општинама које је могуће преузети овде: https://data.stat.gov.rs/\n", "У овој радној свесци поновићемо цртање хистограма, а податке о зарадама и доступном образовању анализираћемо тачкастим дијаграмима." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd # библиотека функција за обраду табеларних података\n", "import numpy as np # библиотека функција за манипулацију низовима\n", "import matplotlib.pyplot as plt # библиотека функција за визуелизацију податка\n", "import seaborn as sns # библиотека функција за визуелизацију податка" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Као и претходно, истраживање података ћемо почети њиховим учитавањем уз помоћ [*pandas*](https://pandas.pydata.org/) библиотеке:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Okrug Broj učenika Broj devojčica Broj odeljenja \\\n", "0 Borski upravni okrug 3281 1542 140 \n", "1 Braničevski upravni okrug 4953 2452 196 \n", "\n", " Broj nastavnika - bez zamena Ukupna norma nastavnikaa - bez zamena \\\n", "0 432 290.9780 \n", "1 525 393.9538 \n", "\n", " Broj skola Područje rada Obrazovni profil Ukupno gimnazijalaca \n", "0 10 9 52 770 \n", "1 10 9 52 1137 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ss_okruzi = pd.read_csv('data/srednjoskolci data/MPNTR_podaci_po_okruzima.csv',encoding='UTF-16')\n", "ss_okruzi.head(2)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Okrug Opština Broj učenika Broj devojčica \\\n", "0 Borski upravni okrug Bor 1544 751 \n", "1 Borski upravni okrug Kladovo 465 210 \n", "\n", " Broj odeljenja Broj nastavnika - bez zamena \\\n", "0 64 184 \n", "1 19 51 \n", "\n", " Ukupna norma nastavnikaa - bez zamena Broj skola Područje rada \\\n", "0 130.8821 4 9 \n", "1 38.8610 1 5 \n", "\n", " Obrazovni profil Ukupno gimnazijalaca Ukupno u trogodisnjim ss \n", "0 30 303 163 \n", "1 15 93 70 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ss_opstine = pd.read_csv('data/srednjoskolci data/MPNTR_podaci_po_opstinama.csv',encoding='UTF-16')\n", "ss_opstine.head(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Кратко подсећање на хистограме којима смо се бавили у претходној радној свесци - погледајмо како изгледа број ученика у различитим општинама:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(ss_opstine['Broj učenika'],bins=range(0,18000,1000),color='darkgrey')\n", "plt.xlabel('Broj učenika srednje škole u opštini')\n", "plt.ylabel('Broj opština sa datim brojem učenika srednje škole')\n", "medijalnavrednost=np.median(ss_opstine['Broj učenika'])\n", "prosecnavrednost=np.mean(ss_opstine['Broj učenika'])\n", "plt.axvline(x=medijalnavrednost,color='darkred',linestyle='dashed')\n", "plt.axvline(x=prosecnavrednost,color='black')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1116.0" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "medijalnavrednost" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1910.8145161290322" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prosecnavrednost" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "57" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(ss_opstine[ss_opstine['Broj učenika']<1000])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Расподела општина по броју ученика је још један пример у коме су медијална и просечна вредност различите и другачије од најчешће вредности у узорку - средња по броју ученика је општина са 1116 ученика (медијална вредност), аритметична средина броја ученика по општини, односно просечна вредност је 1911 ученика, док далеко највише општина има од 0 до 1000 ученика - скоро 60! \n", "\n", "\n", "Често мешање ове три величине долази када се о подацима размишља као да су распоређени по нормалној, односно Гаусовој распоредли, где су све ове три вредности једнаке - види пример:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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9465pOkkOT/KVJPe2Wj88znqWfNAnWcVguYVHx13LDH67qt5QVccDNwD/YdwFTeMm4PVV9Qbg/wAfHHM9+/IA8C+BL427kD0NLQVyJvA64OeSvG68VU3rk8AZ4y5iBLuBD1TVa4GTgfMX8X/THwCnVdVxwPHAGUlOHlcxSz7ogUuBX2OKi7IWk6r6ztDuESzSeqvqxqra3XZvY3AdxKJUVduqarZXVB8of7sUSFX9DTC5FMiiU1VfAr497jpmUlWPV9Vdbfu7wDYGV+IvOjXwTNt9QfsZ2+/8kg76JGcD36yqe8ddyyiS/KckO4BfYPGO6If9EvDH4y5iiZpqKZBFGUpLUZLVwAnA7eOtZHpJDklyD7ATuKmqxlbror/xSJI/Bf7BFIc+BPwG8NYDW9H09lVrVV1fVR8CPpTkg8B7gN88oAU2M9XZ+nyIwT+Vrz6Qte1plFoXqZGWAtHsJXkx8EfA+/b4l/KiUlU/BI5v33Ndl+T1VTWW70EWfdBX1Vumak/yk8ArgXuTwGCK4a4kJ1XVXx/AEv/WdLVO4VPA5xhT0M9UZ5L1wNuB02vMF1rM4r/pYuNSIAsgyQsYhPzVVfXZcdcziqp6KsmtDL4HGUvQL9mpm6q6v6qOrqrVVbWawS/WieMK+ZkkWTO0ezbwtXHVsi/tpjG/DpxdVc+Ou54lzKVA5lkGI7orgW1V9ZFx17MvSZZPnrGW5EXAWxjj7/ySDfol6OIkDyS5j8F002I9Newy4CXATe1U0D8Yd0HTSfLTSSaANwGfS/KFcdc0qX2hPbkUyDbgmgVaCmTOkvwh8GXg1UkmkmwYd03TOAX4ReC09mfzniRnjbuoaRwL3NJ+3+9gMEd/w7iKcQkESeqcI3pJ6pxBL0mdM+glqXMGvSR1zqCXpM4Z9FKT5M1JXpHkp5Is2jV+pNky6HXAtSWlf3do/4IkF42hjlckuXao6W4GK07+bFVNzPDcs6daejjJRUkumGNd/3s/n7fn55EAz6PXGCR5Dngc+MdV9UQLxhdX1UXjrWzu2l9Yz1TV7+yjzyFtHRTpgHBEr3HYzeCmyf9uzwNJ/kWS25PcneRPkxzT2v/p0NWQdyd5SZJTk9ww9NzLkry7bT+S5D8n+XKSrUlOTPKFJH+Z5Fdan9WTN9toKw3+TpL7201XfnXodT6c5K527DWt/d1JLpvm8x2X5ItJHkryr1r/U9tNMz4F3N/a3t+uln4gyfuGPsczQ9v/PskdraYPt7ZLkvyboT4XJfnA8OeRhi36Rc3Urd8D7kvyX/do/3Pg5KqqJL/M4F4DHwAuAM6vqr9oqxc+N8J77KiqNyW5lMHNNU4BDgceBPZc2mEjg0XyTqiq3UmOHDr2RFWd2ML1AuCXZ3jfNzC4McYRwN1JPtfaT2JwU5e/SvKPgPOANzJY6fL2JP+rqu6efJEkbwXWtOcF2JLkzQzWtv8o8Put688wWDDLgZumZNBrLKrqO0muAv4t8P2hQyuBzyQ5FjgM+KvW/hfAR5JcDXy2qibaqqX7MrmI2P0Mpoa+C3w3yXPZ+xaJbwH+YPKmK1U1fCOOyVUS72RwR6uZXF9V3we+n+QWBkH9FPCVqpr8PD8FXFdV3wNI8lngnzD4nmDSW9vPZNuLgTVVdWWSozO4HeVy4MmqejSDNdqlvTgC0Dh9FNjAYOQ76b8Bl1XVTwL/msEInKq6mMFI+kXAbW0KZTfP/zN8+B6v/4P2+KOh7cn9PQc5Yfr14ief+8MpnjeVPV9ncv97e7zfTAL8l6o6vv28qqqubMeuBd4B/CyDEb40LYNeY9NGzdcwCPtJLwW+2bbXTzYm+Ym2NPUlwFbgNcA3gNcleWGSlwKnz6GcG4FfSXJoe78jZ+i/L+syuDn0y4FTGaxeuKcvAeck+ftJjgB+GvizPfp8AfilNlVFkhVJjm7HPs1g6eN3MAh9aVoGvcbtd4GjhvYvAv5nkj8Dnhhqf1/70vJeBlM9f1xVOxj8RXEfgzthDU97zNYVDG4wf197j5+fw2t9hcGNZW4Dfquq9rrhSLv36Sdb39uBK4bm56v1uZHBTWq+nOR+BoH+knbswbb9zap6fA616iDg6ZXSItL+FXBXVf34uGtRPxzRS4tE+3L1y8C05+BL+8MRvSR1zhG9JHXOoJekzhn0ktQ5g16SOmfQS1Ln/j/X9K9uukCntwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gausrandom=np.random.randn(10000) \n", "plt.hist(gausrandom,bins=50)\n", "plt.axvline(x=np.mean(gausrandom),color='red')\n", "plt.axvline(x=np.median(gausrandom),color='black')\n", "plt.xlabel('Nasumični brojevi')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[**random.randn(N)**](https://numpy.org/devdocs/reference/random/generated/numpy.random.randn.html) је функција numpy библиотеке којом генеришемо N насумичних бројева по нормалној расподели са просечном вредношћу 0 и стандардном девијацијом 1. На слици изнад, представили смо хистограмом N = 10000 таквих бројева и видимо да су средња и просечна вредност идентичне и једнаке 0, као и да је то уједно и најчешћа вредност у овим подацима. Иако се нормална расподела често може приметити и у анализи реалних података, битно је имати на уму да су и асиметричне расподеле честе (попут горе приказане расподеле општина по броју ученика, таква је и расподела зарада и многе друге) и да су у том случају медијална и просечна вредност најчешће различите." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Вратимо се сада општинама и истраживању доступности разноврсних образовних профила ученицима. Једна једноставна провера коју можемо урадити је тачкасти дијаграм у коме свака тачка представља један округ (или општину) док су х и у координата број ученика и број образовних профила у датој просторној јединици, такве графике приказујемо у наставку:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,4))\n", "plt.subplot(1,2,1)\n", "plt.scatter(ss_okruzi['Broj učenika'],ss_okruzi['Obrazovni profil'],label='Različiti obrazovni profili')\n", "plt.xlabel('Broj učenika u okrugu')\n", "plt.ylabel('Broj različitih obrazovnih profila u okrugu')\n", "\n", "plt.subplot(1,2,2)\n", "plt.scatter(ss_opstine['Broj učenika'],ss_opstine['Obrazovni profil'])\n", "plt.xlabel('Broj učenika u opštini')\n", "plt.ylabel('Broj različitih obrazovnih profila u opštini')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Као што смо вероватно и очекивали, што је веће место у питању (лево округ, десно општина), то је број различитих смерова доступних у средњим школама већи. \n", "Битно је приметити да није у питању линеаран тренд (тачке нису на правој линији - што је посебно видљиво на левом графику) - за мале округе мале промене у величини ученичке популације воде већим променама у броју доступних смерова. Међутим оно што чуди на десном графику су све ове општине које као да су \"спале\" са главног тренда међу подацима - шта је разлог за чињеницу да различите општине са сличним бројем средњошколаца имају разлику од 30 до 60 доступних образовних профила (нпр. види општине са око 5000 ученика)? То можемо истражити идентификовањем једне од тачака чије х,у координате можемо лако уочити:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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OkrugOpštinaBroj učenikaBroj devojčicaBroj odeljenjaBroj nastavnika - bez zamenaUkupna norma nastavnikaa - bez zamenaBroj skolaPodručje radaObrazovni profilUkupno gimnazijalacaUkupno u trogodisnjim ss
18Grad BeogradBeograd - Vračar42051902146338301.736945122232511
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" ], "text/plain": [ " Okrug Opština Broj učenika Broj devojčica \\\n", "18 Grad Beograd Beograd - Vračar 4205 1902 \n", "\n", " Broj odeljenja Broj nastavnika - bez zamena \\\n", "18 146 338 \n", "\n", " Ukupna norma nastavnikaa - bez zamena Broj skola Područje rada \\\n", "18 301.7369 4 5 \n", "\n", " Obrazovni profil Ukupno gimnazijalaca Ukupno u trogodisnjim ss \n", "18 12 2232 511 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ss_opstine[(ss_opstine['Broj učenika']>4000)&(ss_opstine['Obrazovni profil']<20)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "У питању је Београд! Како ученици у оквиру Београда лако могу путовати између општина, Београдске општине не прате исти тренд, то ћемо проверити тиме што ћемо све Београдске општине нацртати посебно на графику:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(ss_opstine[ss_opstine['Okrug']!='Grad Beograd']['Broj učenika'],ss_opstine[ss_opstine['Okrug']!='Grad Beograd']['Obrazovni profil'],label='Opštine u Srbiji')\n", "plt.scatter(ss_opstine[ss_opstine['Okrug']=='Grad Beograd']['Broj učenika'],ss_opstine[ss_opstine['Okrug']=='Grad Beograd']['Obrazovni profil'],label='Beogradske opštine')\n", "plt.legend()\n", "plt.xlabel('Broj učenika u opštini')\n", "plt.ylabel('Broj različitih obrazovnih profila u opštini')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Додатни задатак за знатижељне може бити идентификација општине са највише средњошколаца (тачка у горњем десном углу).*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Осим очигледне претпоставке да већа потражња (више средњошколаца) изискује већу понуду средњих школа и профила, поставља се питање да ли и неке друге карактеристике општина утичу на ученицима доступне профле." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "У претходној радној свесци видели да су гимназије најпопуларније међу средњошколцима. Хајде да срачунамо проценат средњошколаца који се тренутно школује у гимназијама:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "27.448183303016364" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "100*np.sum(ss_opstine['Ukupno gimnazijalaca'])/np.sum(ss_opstine['Broj učenika'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Поређења ради, подаци цитирани у Стратегији образовања до 2020. године, говоре да у Србији 2010. 23.35% ученика уписало гимназију, а поменута стратегије је као један од циљева дефинисала раст броја гимназијалаца." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Хајде да погледамо како се у различитим општинама односе удео ученика у гимназијама и трогодишњим средњим школама. За ово поређење, искористићемо тачкасти дијаграм на коме ће свака тачка одговарати једној општини. Ова два типа образовања су изабрана за поређење због тога што су она често супротстављена у односу на високошколско образовање. Трогодишње средње школе обично не воде високошколском образовању, док су гимназије виђене као школе које је нужно наставити у високошколским институцијама.\n", "\n", "Користићемо функцију [**scatterplot**](https://seaborn.pydata.org/generated/seaborn.scatterplot.html) из библиотеке [*seaborn*](https://seaborn.pydata.org/):" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(100*ss_opstine['Ukupno u trogodisnjim ss']/ss_opstine['Broj učenika'],100*ss_opstine['Ukupno gimnazijalaca']/ss_opstine['Broj učenika'],hue=ss_opstine['Okrug'],s=0.1*ss_opstine['Broj učenika'],alpha=0.8)\n", "plt.xlabel('Procenat srednjoskolaca u opstini u trogodisnjim srednjim skolama')\n", "plt.ylabel('Procenat srednjoskolaca u opstini u gimnazijama')\n", "plt.legend([])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "За разлику од претходних тачкастих дијаграма, сваки кружић поред х и у координате има и боју и променљив пречник. Боје одговарају различитим окрузима, док је величина круга везана за укупан број средњошколаца у посматраној општини. Видимо да је један број општина са великим бројем ученика који се школују на њиховој територији у близини државног просека што се тиче удела гимназијалаца (27.5%), али запажамо и општине различитих округа различитих величина које имају више и мање гимназијалаца. Примећујемо такође и један број општина (доле десно) које имају мање гимназијалаца а велики број ученика средњих стручних школа у трогодишњем трајању. \n", "\n", "У наставку ћемо испитати тврдњу из стратегије о повезаности примања у општини са доступним образовањем. За то смо преузели податке о просечним зарадама по општинама:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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1Beogradski regionGrad BeogradBeogradska oblastBeograd - Voždovac6289887022
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" ], "text/plain": [ " Region Okrug Oblast Opština \\\n", "0 Beogradski region Grad Beograd Beogradska oblast Beograd - Barajevo \n", "1 Beogradski region Grad Beograd Beogradska oblast Beograd - Voždovac \n", "\n", " Prosečne neto zarade [RSD] Prosečne bruto zarade [RSD] \n", "0 43223 59653 \n", "1 62898 87022 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "zarade_opstine = pd.read_excel('data/srednjoskolci data/zarade_RZS.xls')\n", "zarade_opstine.head(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Приметимо да библиотека pandas има згодну функцију и за учитавање фајлова .xls формата ([**read_excel**](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_excel.html)).\n", "zarade_opstine садржи податке преузете са сајта Републичког завода за статистику за годишњим просечним зарадама за 2018. годину по општинама пребивалишта запослених. Фајл је мало преуређен у односу на оригинални - општине и окрузи су преименовани да би били у истом формату као и подаци са којима хоћемо да их укрстимо." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Како и табела zarade_opstine и ss_opstine садрже пар (округ, општина), можемо их спојити користећи функцију [**merge**](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.merge.html):" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "ss_opstine_zarade = pd.merge(ss_opstine,zarade_opstine,on=['Okrug','Opština'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "У позивању функције merge, минимални аргументи су две табеле које желимо спојити, у претходном случају zarade_opstine и ss_opstine, док је кроз аргумент on потребно проследити колону по чијим вредностима ће табеле бити спојене. Резултат коришћења ове функције је нова табела у којој ће се налазити све колоне које су постојале у спојене две табеле, тј. за сваки пар 'Okrug' и 'Opština', остатак реда нове табеле биће попуњен вредностима табеле ss_opstine['Okrug','Opština'] и zarade_opstine['Okrug','Opština'], што можемо видети провером прва два реда новонастале табеле:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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OkrugOpštinaBroj učenikaBroj devojčicaBroj odeljenjaBroj nastavnika - bez zamenaUkupna norma nastavnikaa - bez zamenaBroj skolaPodručje radaObrazovni profilUkupno gimnazijalacaUkupno u trogodisnjim ssRegionOblastProsečne neto zarade [RSD]Prosečne bruto zarade [RSD]
0Borski upravni okrugBor154475164184130.88214930303163Region Južne i Istočne SrbijeBorska oblast5302373589
1Borski upravni okrugKladovo465210195138.861015159370Region Južne i Istočne SrbijeBorska oblast4545862961
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" ], "text/plain": [ " Okrug Opština Broj učenika Broj devojčica \\\n", "0 Borski upravni okrug Bor 1544 751 \n", "1 Borski upravni okrug Kladovo 465 210 \n", "\n", " Broj odeljenja Broj nastavnika - bez zamena \\\n", "0 64 184 \n", "1 19 51 \n", "\n", " Ukupna norma nastavnikaa - bez zamena Broj skola Područje rada \\\n", "0 130.8821 4 9 \n", "1 38.8610 1 5 \n", "\n", " Obrazovni profil Ukupno gimnazijalaca Ukupno u trogodisnjim ss \\\n", "0 30 303 163 \n", "1 15 93 70 \n", "\n", " Region Oblast Prosečne neto zarade [RSD] \\\n", "0 Region Južne i Istočne Srbije Borska oblast 53023 \n", "1 Region Južne i Istočne Srbije Borska oblast 45458 \n", "\n", " Prosečne bruto zarade [RSD] \n", "0 73589 \n", "1 62961 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ss_opstine_zarade.head(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ss_opstine_zarade табела сада за сваку општину садржи и информацију о просечним нето и бруто зарадама, које ћемо користити у наставку.\n", "Са табелом зараде, додали смо и информације о регионима Србије које ће нам такође згодно доћи да бојимо тачкасте дијаграме пошто региона има далеко мање него округа." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "У табелу ss_opstine_zarade додаћемо и 2 колоне о проценту гимназијалаца и ученика трогодишњих средњих школа, да не бисмо исто рачунали при позивању функција за цртање графика као претходно:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "ss_opstine_zarade['Procenat u gimnaziji']=100*ss_opstine_zarade['Ukupno gimnazijalaca']/ss_opstine_zarade['Broj učenika']\n", "\n", "ss_opstine_zarade['Procenat u trogodisnjoj']=100*ss_opstine_zarade['Ukupno u trogodisnjim ss']/ss_opstine_zarade['Broj učenika']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Тачкасти дијаграм образовних профила и просечних нето зарада за различите општине налази се у наставку. Величина сваког кружића одговара броју средњошколаца у датој општини:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(ss_opstine_zarade['Prosečne neto zarade [RSD]'],ss_opstine_zarade['Obrazovni profil'],s=0.1*ss_opstine_zarade['Broj učenika'],alpha=0.8)\n", "plt.ylabel('Broj različitih obrazovnih profila')\n", "plt.xlabel('Prosečne neto zarade [RSD]')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Видимо да је велики број малих кружића у домену ниских просечних зарада и малог броја доступних профила, док су велики кругови у бољој ситуацији по оба критеријума. Да бисмо боље запазили евентуалне трендове, поделићемо ове податке по регионима, прво бојећи их на истом дијаграму:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(ss_opstine_zarade['Prosečne neto zarade [RSD]'],ss_opstine_zarade['Obrazovni profil'],hue=ss_opstine_zarade['Region'],s=0.1*ss_opstine_zarade['Broj učenika'],alpha=0.8)\n", "plt.ylabel('Broj različitih obrazovnih profila')\n", "plt.xlabel('Prosečna neto zarada')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Већ можемо запазити неке регионалне трендове, али зарад лакше интерпретације, овај график ћемо поделити у више графика по регионима којима припада општина. \n", "То ћемо за почетак урадити користећи [**FacetGrid**](https://seaborn.pydata.org/generated/seaborn.FacetGrid.html) функцију *seaborn* библиотеке, којом то урадимо веома једноставно, задајући аргумент col='Region' који значи да ће графици по колонама бити подељени зависно од вредности ss_opstine_zarade['Region']. (Шта мислите да ће се променити ако ```row='Region'```?)" ] }, { "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": [ "g = sns.FacetGrid(ss_opstine_zarade, col=\"Region\", hue=\"Region\")\n", "g = (g.map(plt.scatter, \"Prosečne neto zarade [RSD]\", \"Obrazovni profil\", edgecolor=\"w\").add_legend())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Најјаснији случај повезаности између просечних примања и доступности образовних профила видимо на примеру региона Војводине - општине са већим примањима готово увек имају већи број доступних образовних профила. Са друге стране, општине у Београду се значајно разликују по просечним примањима (распон плата је далеко већи), али је број образовних профила сличан. Међутим као што смо идскутовали и раније, ученици у Београду ретко у избору школе размишљају у доменима своје општине, већ разматрају опције на територији целог града.\n", "\n", "Детаљно можемо погледати сваки од региона на следећи начин:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jugoistok = ss_opstine_zarade[ss_opstine_zarade['Region']=='Region Južne i Istočne Srbije']\n", "sns.scatterplot(data=jugoistok, x=\"Prosečne neto zarade [RSD]\", y=\"Obrazovni profil\",size=\"Broj učenika\",color='blue')\n", "plt.ylabel('Broj obrazovnih profila')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vojvodina = ss_opstine_zarade[ss_opstine_zarade['Region']=='Region Vojvodine']\n", "sns.scatterplot(data=vojvodina, x=\"Prosečne neto zarade [RSD]\", y=\"Obrazovni profil\",size=\"Broj učenika\",color='green')\n", "plt.ylabel('Broj obrazovnih profila')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Као и на умањеном графику насталом уз помоћ **FacetGrid** функције, видимо да је зависност између броја доступних профила и просечне нето зараде највећа за регион Војводине. Такође примећујемо да са порастом просечне нето зараде расте и величина кружића, тј. просечна примања су већа у општинама у којима има више средњошколаца (тј. и те општине су вероватно веће)." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sumadija = ss_opstine_zarade[ss_opstine_zarade['Region']=='Region Šumadije i Zapadne Srbije']\n", "sns.scatterplot(data=sumadija, x=\"Prosečne neto zarade [RSD]\", y=\"Obrazovni profil\",size=\"Broj učenika\",color='red')\n", "plt.ylabel('Broj obrazovnih profila')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "У Шумадијском региону делује да је дошло до раслојавања - број доступних образовних профила зависи од броја ученика (што смо приметили раније), али у обе категорије (и међу круговима већег пречника у горњем делу графика и међу круговима мањег пречника доле), нема јаке везе између просечне зараде и броја профила." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "На сличан начин, сада можемо погледати колико се често ученици одлучују за учење у гимназијама и да ли је то у вези са величином општине или просечним примањима у општини:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(ss_opstine_zarade['Prosečne neto zarade [RSD]'],ss_opstine_zarade['Procenat u gimnaziji'],hue=ss_opstine_zarade['Region'],s=0.1*ss_opstine_zarade['Broj učenika'],alpha=0.8)\n", "plt.ylabel('Procenat srednjoškolaca u opštini u gimnazijama')\n", "plt.xlabel('Prosečna neto zarada')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(ss_opstine_zarade, col=\"Region\", hue=\"Region\")\n", "g = (g.map(plt.scatter, \"Prosečne neto zarade [RSD]\", \"Procenat u gimnaziji\", edgecolor=\"w\").add_legend())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Међутим у овим подацима има знатно мање јасних веза. Интересантно је да општина са највећим бројем ученика у Војвођанском региону (највећи зелени круг, који смо видели и као општину са највише различитих образовних профила) има испод 20% гимназијалаца. Такође примећујемо да општине са највећом заступљеношћу гимназијалаца су мале општине, па је можда број опција поред гимназија изузетно лимитиран. *Идентификујте те општине и истражите заступљеност различитих школа и образовних профила у њима.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Задаци:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1 (а). Тачкастим дијаграмом испитати да ли су просечна зарада и проценат ученика у средњим трогодишњим школама повезани: " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": false }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": { "scrolled": true }, "source": [ "1 (б). Нацртајте другу верзију претходног графика на коме су тачкице обојене различитим бојама у зависности од региона коме припадају." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1 (в). По угледу на раније графике, нацртајте појединачне графике за сваки регион, тако да се на х оси налази просечна зарада а на у оси број различитих образовних профила у средњим трогодишњим школама." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2 Истражити број ученика по једном наставнику:\n", "\n", "(а) Нацртајте хистограм броја ученика по једном наставнику и на том дијаграму обележите усправним линијама просечну вредност и медијалну вредност.\n", "\n", "(б) Користећи тачкасти дијаграм, испитајте да ли је број ученика по једном наставнику већи у општинама у којима је просечна нето зарада већа. Овај тачкасти дијаграм такође можете обојити по регионима и подесити да величина круга одговара броју ученика или наставника у датој општини." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.9.1" } }, "nbformat": 4, "nbformat_minor": 2 }