{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from sklearn.metrics import silhouette_score\n", "from sklearn import preprocessing\n", "from sklearn.cluster import KMeans, AgglomerativeClustering, DBSCAN\n", "import matplotlib.pyplot as plt\n", "#import matplotlib #ako se menja velicina slova\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Da li postoje nedostajuce vrednosti u skupu: False\n", "Deskriptivne statistike\n", " x y\n", "count 6500.000000 6500.000000\n", "mean 203821.333692 359235.680923\n", "std 86874.649532 19152.058268\n", "min 139779.000000 271530.000000\n", "25% 152688.500000 348794.500000\n", "50% 180888.000000 352115.500000\n", "75% 209470.750000 378274.000000\n", "max 575805.000000 440940.000000\n" ] } ], "source": [ "#ucitavanje skupa\n", "df = pd.read_csv(\"C:/Users/student/Desktop/ipVezbe122021/primeri/unbalance.csv\")\n", "\n", "#Provera da li postoje nedostajuce vrednosti u skupu.\n", "#Ukoliko postoje, potrebno ih je obraditi.\n", "print('Da li postoje nedostajuce vrednosti u skupu: ', df.isnull().sum().sum()!=0)\n", "\n", "#prikaz deskriptivnih statistika za svaki atribut radi provere opsega vrednosti po atributima\n", "print('Deskriptivne statistike')\n", "print(df.describe())\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#posto se opseg vrednosti atributa x i y razlikuje, primenjuje se normalizacija atributa\n", "\n", "#normalizacija atributa\n", "x = pd.DataFrame(preprocessing.MinMaxScaler().fit_transform(df), columns=df.columns)\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Definisanje boja koje se koriste pri crtanju instanci klastera.\n", "# Instance jednog klastera ce biti prikazane istom bojom.\n", "# Kod algoritma DBSCAN sum ce biti prikazan crnom bojom.\n", "colors = ['darkcyan', 'red', 'green', 'gold', 'blue', 'm', 'plum', 'orange', 'black']\n", "\n", "#postavljanje velicine slova na slikama\n", "#font = {'size' : 6}\n", "#matplotlib.rc('font', **font)\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#recnik koji ce sadrzati silueta koeficijent za razlicit broj dobijenih klastera\n", "#pri primeni razlicitih algoritama klasterovanja\n", "silhouette_scores = {'K sredina':{'clusters':[], 'score':[]},\n", " 'Hijerarhijsko':{'clusters':[], 'score':[]},\n", " 'DBSCAN':{'clusters':[], 'score':[]}}\n", "\n", "# pravljenje slike koja ce prikazati rezultat izvrsenih klasterovanja\n", "# pomocu seme sa rasprsenim elementima\n", "fig = plt.figure(figsize=(10,10))\n", "plt_ind=1\n", "\n", "#Primena tri algoritma klasterovanja sa razlicitim vrednostima za parametre (za k sredina i\n", "# hijerahijsko klasterovanje menja se broj zeljenih klastera (od 5 do 8), a za algoritam\n", "# DBSCAN rastojanje za susedne instance.\n", "for i in range(5, 9):\n", " estimators= { 'K sredina': KMeans(n_clusters=i),\n", " 'Hijerarhijsko': AgglomerativeClustering(n_clusters=i, linkage='average'),\n", " 'DBSCAN': DBSCAN(eps=i*0.01)\n", " }\n", "\n", " #primena svakog od algoritama sa zadatim vrednostima za parametre\n", " for name, est in estimators.items(): #items za svaki element vraca (kljuc, vrednost za taj kljuc)\n", " est.fit(x)\n", "\n", " # Originalnom skupu se dodaje jos jedan atribut 'label', koji sadrzi\n", " # podatak kom klasteru pripada koja instanca.\n", " # Oznake klastera su u intervalu [0, n_clusters-1]\n", " # Kod DBSCAN algoritma, instance tipa sum imaju oznaku -1.\n", " df['labels']= est.labels_\n", "\n", " # Podela slike na 4x3 celije i zadavanje\n", " # celije (plt_ind) u kojoj ce se izvrsiti naredna crtanja.\n", " # U jednoj celiji ce biti prikazan rezultat jednog klasterovanja.\n", " fig.add_subplot(4, 3, plt_ind)\n", "\n", " #odredjivanje broja klastera\n", " if name=='DBSCAN':\n", " num_clusters = max(est.labels_) + 1\n", " min=-1\n", " else:\n", " num_clusters=i\n", " min=0\n", "\n", " # obrada svakog klastera u rezultatu jednog klasterovanja\n", " for j in range(min, num_clusters):\n", " # izdvajanje instanci klastera koji se obradjuje\n", " cluster= df.loc[df['labels'] == j, :]\n", " # crtanje instanci klastera pomocu seme sa rasprsenim elementima\n", " plt.scatter(cluster['x'], cluster['y'], color=colors[j], s=8, marker='o')\n", "\n", " #postavljanje naslova (koji sadrzi naziv primenjenog algoritma i broj izdvojenih klastera)\n", " # za svaku celiju\n", " plt.title('Algoritam {0}, broj klastera: {1}'.format(name, num_clusters))\n", "\n", " #postavka da se ne prikazuju ose\n", " plt.axis('off')\n", "\n", " # prelazak u narednu celiju u kojoj ce se prikazati\n", " # rezultat narednog klasterovanja\n", " plt_ind += 1\n", "\n", " #cuvanje podataka o broju klastera i silueta koeficijentu za izvrseno klasterovanje\n", " #radi grafickog prikaza\n", " silhouette_scores[name]['clusters'].append(num_clusters)\n", " silhouette_scores[name]['score'].append(silhouette_score(x, est.labels_))\n", "\n", "#pravljenje slike bez poklapanja celija\n", "plt.tight_layout()\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Pravljenje slike koja ce prikazati rezultat izvrsenih klasterovanja\n", "# pomocu broja izdvojenih klastera i senka koeficijenta.\n", "\n", "# Za svaki primenjeni algoritam pravi se poseban grafik.\n", "# Rezultat za jedno izvrseno klasterovanje se prikazuje kao jedna tacka na grafiku.\n", "# Na x-osi se prikazuje broj izdvojenih klastera, a na y-osi izracunati senka koeficijent.\n", "\n", "# Za odredjivanje optimalnog broja klastera (za zadate parametre) trazi se\n", "# klasterovanje sa najvecim senka koeficijentom.\n", "\n", "fig = plt.figure()\n", "plt_ind=1\n", "#za svaki algoritam se prikazuje poseban grafik\n", "for name in silhouette_scores:\n", " # Podela slike na 3x1 celije i zadavanje\n", " # celije (plt_ind) u kojoj ce se izvrsiti naredna crtanja.\n", " # U jednoj celiji ce biti prikazani rezultati za jedan algoritam klasterovanja.\n", " fig.add_subplot(3, 1, plt_ind)\n", "\n", " #prikaz rezultata klasterovanja\n", " plt.plot(silhouette_scores[name]['clusters'], silhouette_scores[name]['score'], color='darkorange', marker='o')\n", " \n", " # postavljanje teksta za x i y osu i naslova\n", " plt.xlabel('Broj klastera')\n", " plt.ylabel('Silueta koeficijent')\n", " plt.title('Algoritam %s' % name)\n", "\n", " # Prelazak u narednu celiju u kojoj ce biti prikazani\n", " # rezultati klasterovanja za sledeci algoritam\n", " plt_ind+=1\n", "\n", "#pravljenje slike bez poklapanja celija\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "#Sva izvrsena klasterovanja imaju senka koeficijent iznad 0,5, cime se smatra da je izvrseno\n", "# dobro klasterovanje.\n", "\n", "#Na osnovu grafika sa prikazanim senka koeficijentom zakljucuje se da je za algoritma\n", "# *K-sredina najbolje izdvojiti 8 klastera, sto potvrdjuje i slika sa prikazom instanci po klasterima.\n", "\n", "# *hijerarhijsko klasterovanje najbolje izdvojiti 6 ili 7 klastera. Na osnovu slike sa prikazom\n", "# instanci po klasterima, za hijerarhijsko klasterovanje je bolje izdvojiti 6 klastera,\n", "# jer se kao 7. klaster izdvaja svega nekoliko instanci koje nisu dobro razdvojene od\n", "# drugih klastera.\n", "\n", "# *DBSCAN najbolje izdvojiti 6 ili 8 klastera. Na osnovu slike sa prikazom\n", "# instanci po klasterima, sa algoritmom DBSCAN je bolje izdvojiti 8 klastera.\n" ] }, { "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": "3.8.6" } }, "nbformat": 4, "nbformat_minor": 2 }