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]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Matplotlib](http://matplotlib.org/contents.html) on põhjalik objekt-orienteeritud teek mitmesuguste graafikute kujundamiseks Pythonis. Lihtsamad vahendid asuvad moodulis `matplotlib.pyplot`, millele importimisel antakse tüüpiliselt nimeks `plt`. Joonist tervikuna kirjeldab klass `matplotlib.figure.Figure` ja see luuakse käsuga `plt.figure`. Viimasel on ka hulk nimelisi argumente, millest olulisimad on joonise mõõdud tollides (`figsize`) ja punktide (pikslite) arv tolli kohta (`dpi`). Joonisele paigutatakse üks või mitu teljestikku (`Axes`). Vajadusel saab nende asukohta täpselt kontrollida (`Figure.add_axes`), aga enamasti lastakse need automaatselt paigutada tabelisse, milles on teatud arv ridu ja veerge. Näiteks käsuga `Figure.add_subplot(2, 3, 1)` antakse mõista, et joonisele kavatsetakse paigutada kokku kuni 6 teljestikku kahes reas ja kolmes veerus ning luuakse ja tagastatakse 1. teljestik (vaikimisi Cartesiuse ristteljestik). Kui kõik arvud on 10-st väiksemad, tohib selle käsu anda ka kujul `Figure.add_subplot(231)`. Seega ainult ühe teljestiku puhul oleks vastav käsk `add_subplot(111)`. Seejärel andmete kandmine teljestikule toimub käsuga `Axes.plot`, millele tuleb anda argumentidena andmemassiivid. Käsu `plot` korduva väljakutsega saab ühele graafikule lisada rohkem kui ühe andmeseeria. Lisaparameetritena saab näidata iga andmeseeria jaoks ka nime ja kujunduse. Seeriate eristamiseks üksteisest on põhimõtteliselt hulk võimalusi: ühelt poolt joone värv (`color`), stiil (`linestyle` ehk `ls`) ja paksus (`linewidth` ehk `lw`), teiselt poolt sümboli värv (`markeredgecolor` ja `markerfacecolor` ehk `mec` ja `mfc`), kuju (`marker`) ja suurus (`markersize` ja `markeredgewidth` ehk `ms` ja `mew`). Lihtsamate juhtude jaoks on olemas spetsiaalsed lühikesed koodid. Näiteks koodiga `r-` tehakse punast värvi (*red*) pidevjoon, koodiga `bo--` tehakse sinised (*blue*) mummud, mis on kriipsjoonega ühendatud, jne (vt [põhjalikumat kirjeldust](https://matplotlib.org/api/_as_gen/matplotlib.axes.Axes.plot.html)). Andmeseeria tähis ja nimi kantakse legendile, mis tekib käsuga `Axes.legend`. Käsk `Axes.grid` lisab ruudustikujooned (*grid lines*). Viimaks graafik kuvatakse käsuga `plt.show()`. Seega piisavalt üldine objekt-orienteeritud kood ristteljestikuga graafiku kujundamiseks on umbes järgmine:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
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",
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