{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Анализа текстуалних података - Ана Карењина"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"У овој радној свесци наставићемо са истраживањем текста књиге Ана Карењина са платформe пројекта Гутенберг (радне свеске које садрже детаље о припреми и преради текста, као и прерађене табеле које користимо у овој радној свесци се налазе у додатку на крају приручника). \n",
"У претходној радној свесци анализирали смо популарност речи у тексту и видели да се међу 58 најпопуларнијих речи (којима је написано чак 50% садржаја књиге) налазе имена три јунака - Љевин, Вронски и Ана. Ово нас је подстакло да ову свеску базирамо на детаљнијој анализи јунака књиге:\n",
"- испитаћемо како се популарност ликова мења из поглавља у поглавље\n",
"- реконструисаћемо друштвену мрежу између јунака (Ко се са киме дружи? Јунаци су чворови, везе међу чворовима постоје ако су се њихова имена нашла у близини) и уз помоћ ње сазнати ко су истакнути ликови"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import networkx as nx"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Ко су најпопуларнији јунаци књиге Ана Карењина?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Почињемо учитавањем фајла који садржи број помињања имена сваког од потенцијалних јунака по поглављима књиге:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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\n",
"\n",
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" \n",
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\n",
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\n",
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Gospel
\n",
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Sorokina
\n",
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Kouzma
\n",
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Katya
\n",
"
Oblonsky
\n",
"
Alexandrovna
\n",
"
Lizaveta
\n",
"
Lvov
\n",
"
Alexander
\n",
"
Lvova
\n",
"
...
\n",
"
Lily
\n",
"
Vrede
\n",
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Mihailov
\n",
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Pava
\n",
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Vozdvizhenskoe
\n",
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Agafea
\n",
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Lidia
\n",
"
Flerov
\n",
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Mahotin
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Gagin
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5 rows × 164 columns
\n",
"
"
],
"text/plain": [
" Gospel Sorokina Kouzma Katya Oblonsky Alexandrovna Lizaveta Lvov \\\n",
"0 0 0 0 0 1 0 0 0 \n",
"1 0 0 0 0 0 4 0 0 \n",
"2 0 0 0 0 1 0 0 0 \n",
"3 0 0 0 0 0 4 0 0 \n",
"4 0 0 0 0 21 0 0 0 \n",
"\n",
" Alexander Lvova ... Lily Vrede Mihailov Pava Vozdvizhenskoe Agafea \\\n",
"0 0 0 ... 0 0 0 0 0 0 \n",
"1 0 0 ... 0 0 0 0 0 0 \n",
"2 0 0 ... 0 0 0 0 0 0 \n",
"3 0 0 ... 0 0 0 0 0 0 \n",
"4 0 0 ... 0 0 0 0 0 0 \n",
"\n",
" Lidia Flerov Mahotin Gagin \n",
"0 0 0 0 0 \n",
"1 0 0 0 0 \n",
"2 0 0 0 0 \n",
"3 0 0 0 0 \n",
"4 0 0 0 0 \n",
"\n",
"[5 rows x 164 columns]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"likovi = pd.read_csv('data/tekst data/Ana_likovi_pojavljivanja.csv')\n",
"likovi.head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ову табелу смо конструисали уз помоћ једноставне процедуре препознавања ликова. Процедура је базирана на чињеници да лична имена почињу велким словом и допунили смо је са пар правила да избацимо још неке речи које имају ту особину али нису имена (нпр. у енглеском имена дана у недељи). За све додатне информације, погледајте детаљније радну свеску посвећену припреми података о књизи Ана Карењина у *data* фолдеру."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"239"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(likovi) # број поглавља"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Табела ликова садржи све кандидате за ликове који су у књизи поменути више од 5 пута и у свакој од колона налазе се информације о броју помињања одређеног имена у сваком од 239 поглавља књиге. Наша наивна екстракција ликова у табели нам је оставила и неке топониме, али смо их оставили у оптицају, можда се појаве у неком интересантном контексту у даљој анализи.\n",
"\n",
"Погледајмо прво како се мења број ликова у различитим поглављима. То ћемо урадити користећи функцију **astype(bool)** којом је сваки елемент табеле преведен у 1 ако је лик поменут (ако је број различит од 0), а нуле ће остати нуле. Сумирање такве табеле по редовима (**sum(axis=1)**) даће нам број јунака у сваком поглављу:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,3))\n",
"plt.bar(range(len(likovi)),likovi.astype(bool).sum(axis=1),color = 'silver')\n",
"plt.axhline(y=np.mean(likovi.astype(bool).sum(axis=1)), color = '#711436')\n",
"plt.xlabel('Broj poglavlja')\n",
"plt.ylabel('Broj junaka pomenutih u poglavlju')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Видимо да у неким поглављима постоји више од 30 различитих имена, док су друга поглавља фокусирана на свега пар. Xоризонталном линијом означили смо просечан број различитих имена по поглављу."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Сумирањем табеле *likovi* (по колонама) и њеним сортирањем можемо наћи који ликови су помињани највише пута у целој књизи."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"Levin 1616\n",
"Vronsky 862\n",
"Anna 822\n",
"Kitty 673\n",
"Alexey 632\n",
"Alexandrovitch 571\n",
"Arkadyevitch 548\n",
"Stepan 548\n",
"Dolly 307\n",
"Ivanovitch 302\n",
"dtype: int64"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"likovi.sum().sort_values(ascending=False)[:10]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Најпомињаније име је Љевин, праћено великим бројем осталих јунака које можда препознајете из књиге.\n",
"Погледајмо сада детаљније како се помињање прва три најпопуларнија имена мења кроз поглавља. Почињемо са Љевином:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20,3))\n",
"plt.plot(likovi['Levin'],color='#711436')\n",
"plt.xlim([0,240])\n",
"plt.ylabel('Broj pojavljivanja imena Ljevin')\n",
"plt.xlabel('Poglavlja')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"У неким поглављима, име Љевин помиње се и више од 40 пута, а нека поглавља то име уопште не помињу. Можда су ова поглавља са пуно помињана просто много дужа? А можда се у поглављима без Љевина нико и не помиње?\n",
"Да бисмо боље разумели популарност јунака (и разрешили неке овакве дилеме), згодно је да овај број помињања имена са нечим упоредимо. Природан кандидат за поређење је просечан број помињања имена у поглављу. Број просечног помињања добићемо сумирајући број помињања сваког од јунака и делећи га са бројем различитих јунака - све ово за свако поглавље:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"prosecno_pominjanje_junaka = likovi.sum(axis=1)/likovi.astype(bool).sum(axis=1)\n",
"plt.figure(figsize=(20,3))\n",
"plt.plot(prosecno_pominjanje_junaka)\n",
"plt.xlabel('Poglavlja')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Сада можемо видети да ли се Љевино име помиње више или мање од просечног јунака у поглављу (представљаћемо однос ова два броја):"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20,3))\n",
"plt.plot(likovi['Levin']/prosecno_pominjanje_junaka,color='#711436')\n",
"plt.xlim([0,240])\n",
"plt.xlabel('Poglavlja')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Као што смо и раније приметили, постоје поглавља у којима се Љевиново име не помиње, али и она у којима се име овог јунака помиње и шест пута више од просечно помињаног јунака у поглављу! \n",
"Графици попут овога помажу нам да разумемо да је Љевин име једног од битнијих ликова - не само што је његово име популарно, већ се оно помиње конзистентно кроз целу кљигу (нпр. епизодни лик би могао да буде изузетно популаран али у кратком тренутку и нестане).\n",
"\n",
"На наредном дијаграму, упоредићемо помињање Љевина и Ане из поглавља у поглавље (оба нормирана са просечним појављивањем имена у поглављу):"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20,3))\n",
"plt.plot(likovi['Levin']/prosecno_pominjanje_junaka,label='Levin',color='#711436')\n",
"plt.plot(likovi['Anna']/prosecno_pominjanje_junaka,label='Anna',color='#0AA07B')\n",
"plt.xlim([0,240])\n",
"plt.legend()\n",
"plt.xlabel('Poglavlja')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Интересантно је да су ретка поглавља у којима се имена Ане и Љевина истовремено појављују, доста чешће су ова два лика доминантна у различитим поглављима. Можете ли идентификовати поглавља у којима се појављују заједно? \n",
"\n",
"Слично, можемо упредити појављивања имена Ане и Вронског:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20,3))\n",
"plt.plot(likovi['Anna']/prosecno_pominjanje_junaka,label='Anna',color='#0AA07B')\n",
"plt.plot(likovi['Vronsky']/prosecno_pominjanje_junaka,label='Vronsky', color='#E8BC36')\n",
"plt.xlim([0,240])\n",
"plt.legend()\n",
"plt.xlabel('Poglavlja')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Са друге стране, видимо да се имена Ане и Вронског врло често помињу у истом поглављу. \n",
"\n",
"Ова сличност у броју појављивања коју назиремо гледајући како бројеви појављивања расту и опадају у сличним поглављима можемо квантификовати коефицијентом корелације, који можемо израчунати функцијом **corr**. Коефицијент корелације говори нам о повезаности између две варијабле, тј. колико је пораст једне праћен порастом друге (у ком случају говоримо о позитивном коефицијенту корелације) или опадањен друге (у ком случају говоримо о негативном коефицијенту). У наставку ћемо из табеле *likovi* узети само вредности за три најпопуларнија јунака која смо анализирали до сада и израчунати коефицијент корелације међу њима:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
Levin
\n",
"
Vronsky
\n",
"
Anna
\n",
"
\n",
" \n",
" \n",
"
\n",
"
Levin
\n",
"
1.000000
\n",
"
-0.229816
\n",
"
-0.378872
\n",
"
\n",
"
\n",
"
Vronsky
\n",
"
-0.229816
\n",
"
1.000000
\n",
"
0.266288
\n",
"
\n",
"
\n",
"
Anna
\n",
"
-0.378872
\n",
"
0.266288
\n",
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1.000000
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Levin Vronsky Anna\n",
"Levin 1.000000 -0.229816 -0.378872\n",
"Vronsky -0.229816 1.000000 0.266288\n",
"Anna -0.378872 0.266288 1.000000"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"likovi[['Levin','Vronsky','Anna']].corr()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Видимо да знак коефицијента корелације одговара нашем запажању - појављивања имена Ане и Вронског имају позитивну корелацију, док појаљивања имена Ане и Љевина, као и Вронског и Љевина имају негативну корелацију."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Мрежа ликова у књизи"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"У наставку наш циљ је да реконструишемо друшвену мрежу међу јунацима ове књиге.\n",
"\n",
"Мрежа је састављена од чворова (у нашем случају јунаци књиге) и веза међу њима (у случају књиге то може бити дијалог између ликова, познанство, родбински односи, итд.). На пример, у онлајн друштвеним мрежама (попут Инстаграма и Фејсбука) чворови су људи који су повезани пријатељствима или праћењима. У наставку ћемо на основу текста књиге покушати да реконструишемо постојања веза између ликова. Како једноставном анализом књиге није лако утврдити познанство или пријатељство, послужићемо се једном честом апроксимацијом - претпоставићемо да постоји веза међу ликовима кад год се њихова имена нађу раздвојена неким малим бројем речи (енг. co-occurrence networks). \n",
"\n",
"За конструкцију и анализу мреже, постоји још једна сјајна пајтон библиотека *networkx*, коју ћемо користити у наставку."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Користићемо додатну табелу, у којој се свако од претходно издвојених имена налази излистано са позицијом речи у целокупном тексту (редни број речи од почетка књиге). На основу ове позиције ћемо конструисати везу међу јунацима ако се њихова имена помињу на позицијама чија је разлика мања од 15. (Ова критична удаљеност од 15 речи је параметар који се може мењати, у задацима на крају ове радне свеске вас позивамо да истражите ефекте смањења или повећања овог броја.)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
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"
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"
Ime junaka
\n",
"
Pozicija junaka
\n",
"
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" \n",
" \n",
"
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0
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Oblonskys
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20
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"
1
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"
French
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36
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" \n",
"
\n",
"
"
],
"text/plain": [
" Ime junaka Pozicija junaka\n",
"0 Oblonskys 20\n",
"1 French 36"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pozicije_junaka = pd.read_csv('data/tekst data/Ana_pozicije_junaka.csv')\n",
"pozicije_junaka.head(2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Користећи функцију **Graph** из *networkx* библиотеке креираћемо празну мрежу у коју ћемо поступно додати јунаке и везе између њих."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"G_junaka = nx.Graph()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Да демонстрирамо како се чворови и везе додају у ову празну мрежу, додаћемо пар чворова и веза и нацртаћемо резултат. Функцијом **add_edge** се у иницијално празну мрежу додају веза по веза између задатих чворова. *Пробајте да додајете неке везе и ви, покрећите једну по једну линију кода да видите поступно шта се дешава.*"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"G_junaka.add_edge('Anna','Vronsky')\n",
"G_junaka.add_edge('Anna','Kitty')\n",
"G_junaka.add_edge('Kitty','Levin')\n",
"G_junaka.add_edge('Kitty','Vronsky')\n",
"nx.draw(G_junaka, with_labels=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Једноставним додавањем парова имена креиран је објекат који се лако може нацртати, али се понешто може и закључити, на пример, функцијом **degree** можемо сазнати колико сваки од чворова има суседа. На овом примеру са 4 чвора чини се да је дати задатак превише лак и да није јасно зашто то радимо функцијом уместо бројећи, али када будемо анализирали мрежу међу наших 164 јунака, видећемо да ће нам дата функција бити од користи."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DegreeView({'Anna': 2, 'Vronsky': 2, 'Kitty': 3, 'Levin': 1})"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"G_junaka.degree()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"За ликове који нису повезани, можемо наћи и најкраћи пут међу њима, тј. ко је особа која их повезује. На пример:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Anna', 'Kitty', 'Levin']"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nx.shortest_path(G_junaka,'Anna','Levin')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Сада када смо видели ову једноставну мрежу и неке њене особине, можемо да наставимо и реконструишемо мрежу на основу текста.\n",
"У наставку ћемо проласком кроз табелу ликова и њихових позиција додавати један по један пар ликова у мрежу. Иако није најбоља пракса итерирати кроз редове у оквиру панда библиотеке (постоје бржи и оптимизовани методи да се ураде ствари уместо пролазака кроз колону ред по ред), због прегледности механизма додавања нових веза у мрежу у наставку користимо тај метод. За почетак сачуваћемо име и позицију првог јунака у табели у одговарајуће листе:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"ime = [pozicije_junaka.loc[0]['Ime junaka']]\n",
"pozicija = [pozicije_junaka.loc[0]['Pozicija junaka']]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"а затим пролазимо кроз табелу ред по ред, и преузимамо име јунака и позицију у тексту из сваког новог реда. За свако ново име и нову позицију ћемо прво проверити да ли су најудаљеније претходне позиције даље од 15 речи (и ако јесу избацићемо их из листе), а затим ћемо ново име повезати са свим претходно постојећим члановима листе.\n",
"Уколико се тренутно име и име које смо забележили разликују, у мрежу ћемо додати нову везу. Уколико веза постоји (**has_edge**), повећаћемо јој тежину - јунаци који су повезани везом веће тежине су јунаци који се чешће налазе у међусобној близини, а ако веза не постоји, додајемо нову везу са почетном тежином 1 (**аdd_edge**)."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"G_junaka = nx.Graph() # празна мрежа за почетак\n",
"for index, row in pozicije_junaka[1:].iterrows():\n",
" temp_ime = row['Ime junaka']\n",
" temp_pozicija = row['Pozicija junaka']\n",
" \n",
" while len(pozicija)>0:\n",
" if temp_pozicija-pozicija[0]>=15:\n",
" pozicija.pop(0)\n",
" ime.pop(0)\n",
" else:\n",
" break\n",
" for i in range(len(pozicija)):\n",
" if ime[i]!=temp_ime:\n",
" if G_junaka.has_edge(ime[i],temp_ime): # ако веза бећ постоји, отежинићемо је\n",
" G_junaka[ime[i]][temp_ime]['weight']+=1\n",
" else: # ако веза не постоји, додајемо је, почетна тежина је 1\n",
" G_junaka.add_edge(ime[i],temp_ime,weight=1) \n",
" pozicija.append(temp_pozicija)\n",
" ime.append(temp_ime)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Овим смо конструисали мрежу између јунака и можемо је на следећи начин погледати **draw**:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"nx.draw(G_junaka)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Међутим, ова слика није претерано информативна ;) више нам служи да нас убеди да смо нешто направили. У наставку ћемо додатно измерити карактеристике ове мреже, а затим пронаћи боље начине да визуелизујемо податке које ова мрежа крије.\n",
"\n",
"Мрежа као објекат у оквиру *networkx* библиотеке има разне доступне функције, хајде да пробамо још неке од њих. Можемо испитати број чворова (**number_of_nodes** да ли очекујемо да ово буде једнако са бројем имена у нашој листи?) и број веза (**number_of_edges**)."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"164"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"G_junaka.number_of_nodes()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"1295"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"G_junaka.number_of_edges()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"*Размислите о броју веза који би требало да постоји у мрежи да би сваки чвор био повезан са сваким другим чвором. Да ли је овај број близу те вредности?*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Функција **degree** за сваки од јунака, односно чворова у мрежи, враћа нам информацију о броју суседа које дати чвор има, од тога ћемо направити табелу за лакшу даљу анализу и визуализацију:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
Ime_junaka
\n",
"
Broj_suseda
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
Stepan
\n",
"
80
\n",
"
\n",
"
\n",
"
1
\n",
"
Arkadyevitch
\n",
"
76
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Ime_junaka Broj_suseda\n",
"0 Stepan 80\n",
"1 Arkadyevitch 76"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"broj_suseda = pd.DataFrame(G_junaka.degree(),columns=['Ime_junaka','Broj_suseda'])\n",
"broj_suseda.head(2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Сортирајмо сада ликове по броју суседа (што нам је апроксимација за број познанстава сваког од ликова):"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
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\n",
" \n",
"
\n",
"
\n",
"
Ime_junaka
\n",
"
Broj_suseda
\n",
"
\n",
" \n",
" \n",
"
\n",
"
23
\n",
"
Levin
\n",
"
96
\n",
"
\n",
"
\n",
"
0
\n",
"
Stepan
\n",
"
80
\n",
"
\n",
"
\n",
"
5
\n",
"
Anna
\n",
"
79
\n",
"
\n",
"
\n",
"
45
\n",
"
Vronsky
\n",
"
79
\n",
"
\n",
"
\n",
"
1
\n",
"
Arkadyevitch
\n",
"
76
\n",
"
\n",
"
\n",
"
34
\n",
"
Kitty
\n",
"
71
\n",
"
\n",
"
\n",
"
18
\n",
"
Alexey
\n",
"
68
\n",
"
\n",
"
\n",
"
19
\n",
"
Alexandrovitch
\n",
"
55
\n",
"
\n",
"
\n",
"
28
\n",
"
Sergey
\n",
"
50
\n",
"
\n",
"
\n",
"
17
\n",
"
Moscow
\n",
"
49
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Ime_junaka Broj_suseda\n",
"23 Levin 96\n",
"0 Stepan 80\n",
"5 Anna 79\n",
"45 Vronsky 79\n",
"1 Arkadyevitch 76\n",
"34 Kitty 71\n",
"18 Alexey 68\n",
"19 Alexandrovitch 55\n",
"28 Sergey 50\n",
"17 Moscow 49"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"broj_suseda.sort_values(by='Broj_suseda',ascending=False)[:10]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ову листу ћемо упоредити са природним кандидатом, листом појављивања сваког од ових имена у целокупном тексту. Видимо да постоје и сличности и разлике, тј. имамо и неке нове инфромације: \n",
"- Љевин је и јунак који је највише пута поменут и јунак који је поменут у близини највише различитих јунака.\n",
"- Степан, чије је име није било тако високо пласирано када се посматрао само број појављивања имена, је добро повезан са осталим ликовима - има више суседа и од Ане.\n",
"- На листи 10 најповезанијих појављује се и града Москва која се не налазе међу 10 најчешће поменутих имена. Очигледно је довољно јунака поменуто близу овог града да је он испливао на врх листе по повезаности - чиме добијамо и информацију где се део радње романа одвија."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Нацртајмо сада како изгледа дистрибуција броја суседа (тј. колико има чворова са сваким бројем суседа), то као и до сада можемо урадити функцијом **hist**:"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"9.0\n"
]
},
{
"data": {
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\n",
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