812 lines
538 KiB
Plaintext
812 lines
538 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"## Uczenie maszynowe 2019/2020 – laboratoria\n",
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"### 9/10 marca 2020\n",
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"# 2. Wczytywanie i prezentowanie danych"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Przechowywanie danych w plikach w formatach CSV i TSV"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"**CSV** (*Comma-Separated Values*) i **TSV** (*Tab-Separated Values*) to proste formaty przechowywania danych tabelarycznych w postaci tekstowej.\n",
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"\n",
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"Każdy rekord zapisywany jest w osobnym wierszu, a poszczególne pola oddzielone są przecinkami (CSV) lub znakami tabulacji (TSV)."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Przykład\n",
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"\n",
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"Następujące dane tabelaryczne:\n",
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"\n",
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"imię | nazwisko | rok ur. | adres\n",
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":----|:----------|:--------|:----------------------\n",
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"Jan | Nowak | 1999 | Poznańska 3, Warszawa\n",
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"Anna | Kowalska | 2001 | Warszawska 9, Poznań\n",
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"Ewa | Kaczmarek | 1990 | Wrocławska 123, Gdańsk\n",
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"\n",
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"możemy zapisać w formacie CSV jako:\n",
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"\n",
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" imię,nazwisko,rok ur.,adres\n",
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" Jan,Nowak,1999,\"Poznańska 3, Warszawa\"\n",
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" Anna,Kowalska,2001,\"Warszawska 9, Poznań\"\n",
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" Ewa,Kaczmarek,1990,\"Wrocławska 123, Gdańsk\"\n",
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"\n",
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"lub w formacie TSV jako:\n",
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"\n",
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" imię nazwisko rok ur. adres\n",
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" Jan Nowak 1999 Poznańska 3, Warszawa\n",
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" Anna Kowalska 2001 Warszawska 9, Poznań\n",
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" Ewa Kaczmarek 1990 Wrocławska 123, Gdańsk\n",
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" \n",
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"W formacie TSV poszczególne pola oddzielone są znakami tabulacji, a nie spacjami.\n",
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"\n",
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"Znak tabulacji to ten biały (tj. niedrukowalny) znak, który pojawia się po naciśnięciu klawisza **Tab** na klawiaturze."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Formaty CSV i TSV mają tę zaletę, że są proste, łatwe do przetorzenia przez komputer oraz czytelne dla człowieka."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Wczytywanie danych z plików CSV i TSV"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Biblioteka `csv`"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"['price', 'isNew', 'rooms', 'floor', 'location', 'sqrMetres']\n",
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"['476118.0', 'False', '3', '1', 'Centrum', '78']\n",
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"['459531.0', 'False', '3', '2', 'Sołacz', '62']\n",
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"['411557.0', 'False', '3', '0', 'Sołacz', '15']\n",
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"['496416.0', 'False', '4', '0', 'Sołacz', '14']\n",
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"['406032.0', 'False', '3', '0', 'Sołacz', '15']\n",
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"['450026.0', 'False', '3', '1', 'Naramowice', '80']\n",
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"['571229.15', 'False', '2', '4', 'Wilda', '39']\n",
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"['325000.0', 'False', '3', '1', 'Grunwald', '54']\n",
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"['268229.0', 'False', '2', '1', 'Grunwald', '90']\n"
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]
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}
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],
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"source": [
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"import csv\n",
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"\n",
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"with open('data1.csv') as data_file:\n",
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" reader = csv.reader(data_file)\n",
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" for row in reader:\n",
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" print(row)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"{'price': '476118.0', 'isNew': 'False', 'rooms': '3', 'floor': '1', 'location': 'Centrum', 'sqrMetres': '78'}\n",
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"{'price': '459531.0', 'isNew': 'False', 'rooms': '3', 'floor': '2', 'location': 'Sołacz', 'sqrMetres': '62'}\n",
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"{'price': '411557.0', 'isNew': 'False', 'rooms': '3', 'floor': '0', 'location': 'Sołacz', 'sqrMetres': '15'}\n",
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"{'price': '496416.0', 'isNew': 'False', 'rooms': '4', 'floor': '0', 'location': 'Sołacz', 'sqrMetres': '14'}\n",
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"{'price': '406032.0', 'isNew': 'False', 'rooms': '3', 'floor': '0', 'location': 'Sołacz', 'sqrMetres': '15'}\n",
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"{'price': '450026.0', 'isNew': 'False', 'rooms': '3', 'floor': '1', 'location': 'Naramowice', 'sqrMetres': '80'}\n",
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"{'price': '571229.15', 'isNew': 'False', 'rooms': '2', 'floor': '4', 'location': 'Wilda', 'sqrMetres': '39'}\n",
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"{'price': '325000.0', 'isNew': 'False', 'rooms': '3', 'floor': '1', 'location': 'Grunwald', 'sqrMetres': '54'}\n",
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"{'price': '268229.0', 'isNew': 'False', 'rooms': '2', 'floor': '1', 'location': 'Grunwald', 'sqrMetres': '90'}\n"
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]
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}
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],
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"source": [
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"import csv\n",
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"\n",
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"with open('data1.csv') as data_file:\n",
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" reader = csv.DictReader(data_file)\n",
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" for row in reader:\n",
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" print(dict(row))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"['price', 'isNew', 'rooms', 'floor', 'location', 'sqrMetres']\n",
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"['476118.0', 'False', '3', '1', 'Centrum', '78']\n",
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"['459531.0', 'False', '3', '2', 'Sołacz', '62']\n",
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"['411557.0', 'False', '3', '0', 'Sołacz', '15']\n",
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"['496416.0', 'False', '4', '0', 'Sołacz', '14']\n",
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"['406032.0', 'False', '3', '0', 'Sołacz', '15']\n",
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"['450026.0', 'False', '3', '1', 'Naramowice', '80']\n",
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"['571229.15', 'False', '2', '4', 'Wilda', '39']\n",
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"['325000.0', 'False', '3', '1', 'Grunwald', '54']\n",
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"['268229.0', 'False', '2', '1', 'Grunwald', '90']\n"
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]
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}
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],
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"source": [
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"import csv\n",
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"\n",
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"with open('data1.tsv') as data_file:\n",
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" reader = csv.reader(data_file, delimiter='\\t')\n",
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" for row in reader:\n",
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" print(row)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"{'price': '476118.0', 'isNew': 'False', 'rooms': '3', 'floor': '1', 'location': 'Centrum', 'sqrMetres': '78'}\n",
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"{'price': '459531.0', 'isNew': 'False', 'rooms': '3', 'floor': '2', 'location': 'Sołacz', 'sqrMetres': '62'}\n",
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"{'price': '411557.0', 'isNew': 'False', 'rooms': '3', 'floor': '0', 'location': 'Sołacz', 'sqrMetres': '15'}\n",
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"{'price': '496416.0', 'isNew': 'False', 'rooms': '4', 'floor': '0', 'location': 'Sołacz', 'sqrMetres': '14'}\n",
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"{'price': '406032.0', 'isNew': 'False', 'rooms': '3', 'floor': '0', 'location': 'Sołacz', 'sqrMetres': '15'}\n",
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"{'price': '450026.0', 'isNew': 'False', 'rooms': '3', 'floor': '1', 'location': 'Naramowice', 'sqrMetres': '80'}\n",
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"{'price': '571229.15', 'isNew': 'False', 'rooms': '2', 'floor': '4', 'location': 'Wilda', 'sqrMetres': '39'}\n",
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"{'price': '325000.0', 'isNew': 'False', 'rooms': '3', 'floor': '1', 'location': 'Grunwald', 'sqrMetres': '54'}\n",
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"{'price': '268229.0', 'isNew': 'False', 'rooms': '2', 'floor': '1', 'location': 'Grunwald', 'sqrMetres': '90'}\n"
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]
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}
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],
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"source": [
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"import csv\n",
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"\n",
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"with open('data1.tsv') as data_file:\n",
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" reader = csv.DictReader(data_file, delimiter='\\t')\n",
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" for row in reader:\n",
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" print(dict(row))"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Biblioteka `pandas`"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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" price isNew rooms floor location sqrMetres\n",
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"0 476118.00 False 3 1 Centrum 78\n",
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"1 459531.00 False 3 2 Sołacz 62\n",
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"2 411557.00 False 3 0 Sołacz 15\n",
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"3 496416.00 False 4 0 Sołacz 14\n",
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"4 406032.00 False 3 0 Sołacz 15\n",
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"5 450026.00 False 3 1 Naramowice 80\n",
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"6 571229.15 False 2 4 Wilda 39\n",
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"7 325000.00 False 3 1 Grunwald 54\n",
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"8 268229.00 False 2 1 Grunwald 90\n"
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]
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}
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],
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"source": [
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"import pandas as pd\n",
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"\n",
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"data = pd.read_csv('data1.csv')\n",
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"print(data)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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" price isNew rooms floor location sqrMetres\n",
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"0 476118.00 False 3 1 Centrum 78\n",
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"1 459531.00 False 3 2 Sołacz 62\n",
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"2 411557.00 False 3 0 Sołacz 15\n",
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"3 496416.00 False 4 0 Sołacz 14\n",
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"4 406032.00 False 3 0 Sołacz 15\n",
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"5 450026.00 False 3 1 Naramowice 80\n",
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"6 571229.15 False 2 4 Wilda 39\n",
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"7 325000.00 False 3 1 Grunwald 54\n",
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"8 268229.00 False 2 1 Grunwald 90\n"
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]
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}
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],
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"source": [
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"import pandas as pd\n",
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"\n",
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"data = pd.read_csv('data1.tsv', sep='\\t')\n",
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"print(data)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"[[476118.0 False 3 1 'Centrum' 78]\n",
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" [459531.0 False 3 2 'Sołacz' 62]\n",
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" [411557.0 False 3 0 'Sołacz' 15]\n",
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" [496416.0 False 4 0 'Sołacz' 14]\n",
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" [406032.0 False 3 0 'Sołacz' 15]\n",
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" [450026.0 False 3 1 'Naramowice' 80]\n",
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" [571229.15 False 2 4 'Wilda' 39]\n",
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" [325000.0 False 3 1 'Grunwald' 54]\n",
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" [268229.0 False 2 1 'Grunwald' 90]]\n"
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]
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}
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],
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"source": [
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"print(data.to_numpy()) # dane z Pandas DataFrame można przekonwertować na tablicę NumPy"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Wykresy – biblioteka `matplotlib`"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Dokumentacja modułu `pyplot` biblioteki `matplotlib`: https://matplotlib.org/api/pyplot_api.html"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {},
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"outputs": [],
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"source": [
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"%matplotlib inline"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Prosty wykres punktowy\n",
|
||
"# Litery 'ro' oznaczają, że dane zostaną przedstawione za pomocą czerwonych kółek:\n",
|
||
"# 'r' ('red') – czerwone\n",
|
||
"# 'o' – kółko\n",
|
||
"# Zobacz też: https://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.plot\n",
|
||
"\n",
|
||
"plt.plot([1,2,3,4], [1,4,9,16], 'ro')\n",
|
||
"plt.axis([0, 5, 0, 20]) # opis osi wykresu\n",
|
||
"\n",
|
||
"plt.show() # pokaż wykres"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# inicjalizacja\n",
|
||
"fig = plt.figure()\n",
|
||
"# dodanie \"podwykresu\" (zobacz: http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.subplot )\n",
|
||
"ax = fig.add_subplot(111)\n",
|
||
"\n",
|
||
"ax.set_ylabel('volts') # opis osi y\n",
|
||
"ax.set_title('a sine wave') # tytuł wykresu\n",
|
||
"\n",
|
||
"t = np.arange(0.0, 1.0, 0.01)\n",
|
||
"s = np.sin(2*np.pi*t)\n",
|
||
"line = ax.plot(t, s, color='red', lw=2)\n",
|
||
"\n",
|
||
"plt.show() # pokaż wykres"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Style wykresów"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 720x576 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# inicjalizacja zestawu wykresów\n",
|
||
"fig = plt.figure(figsize=(10,8))\n",
|
||
"\n",
|
||
"# wygenerowanie danych\n",
|
||
"t = np.arange(0.0, 1.0, 0.01)\n",
|
||
"s = np.sin(2*np.pi*t)\n",
|
||
"\n",
|
||
"# pierwszy wykres\n",
|
||
"ax1 = fig.add_subplot(3,1,1)\n",
|
||
"ax1.set_ylabel('volts')\n",
|
||
"ax1.set_title('a sine wave')\n",
|
||
"\n",
|
||
"line1 = ax1.plot(t, s+5.0, color='blue', lw=2)\n",
|
||
"line2 = ax1.plot(t, s+2.5, color='red', lw=2)\n",
|
||
"line3 = ax1.plot(t, s, color='orange', lw=2)\n",
|
||
"\n",
|
||
"# drugi wykres\n",
|
||
"ax2 = fig.add_subplot(3,1,2)\n",
|
||
"ax2.set_ylabel('volts')\n",
|
||
"ax2.set_title('a sine wave')\n",
|
||
"\n",
|
||
"line1 = ax2.plot(t, s+5.0, color='black', lw=2,linestyle=\"--\")\n",
|
||
"line2 = ax2.plot(t, s+2.5, color='black', lw=2,linestyle=\"-.\")\n",
|
||
"line3 = ax2.plot(t, s, color='#000000', lw=2,linestyle=\":\")\n",
|
||
"\n",
|
||
"# trzeci wykres\n",
|
||
"ax3 = fig.add_subplot(3,1,3)\n",
|
||
"ax3.set_ylabel('volts')\n",
|
||
"ax3.set_title('a sine wave')\n",
|
||
"\n",
|
||
"line1 = ax3.plot(t,s+5.0, color='blue', marker=\"+\")\n",
|
||
"line2 = ax3.plot(t,s+2.5, color='red', marker=\"o\")\n",
|
||
"line3 = ax3.plot(t,s, color='orange', marker=\"^\")\n",
|
||
"\n",
|
||
"# dostosowanie odstępów pomiędzy wykresami\n",
|
||
"plt.subplots_adjust(wspace=0.2,hspace=.4)\n",
|
||
"\n",
|
||
"plt.show() # pokaż wykres"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Wykresy trójwymiarowe – linie"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 720x576 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib as mpl\n",
|
||
"from mpl_toolkits.mplot3d import Axes3D\n",
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"fig = plt.figure(figsize=(10,8))\n",
|
||
"ax = fig.add_subplot(111, projection='3d')\n",
|
||
"\n",
|
||
"theta = np.linspace(-4 * np.pi, 4 * np.pi, 50)\n",
|
||
"z = np.linspace(-2, 2, 50)\n",
|
||
"r = z**2 + 1\n",
|
||
"x = r * np.sin(theta)\n",
|
||
"y = r * np.cos(theta)\n",
|
||
"\n",
|
||
"ax.plot(x, y, z, label='parametric curve')\n",
|
||
"ax.legend() # pokaż legendę wykresu\n",
|
||
"\n",
|
||
"plt.show() # pokaż wykres"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Wykresy trójwymiarowe – powierzchnie"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 720x576 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from mpl_toolkits.mplot3d import Axes3D # niezbędne do rysowania powierzchni w 3 wymiarach\n",
|
||
"from matplotlib import cm\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import numpy as np\n",
|
||
"\n",
|
||
"fig = plt.figure(figsize=(10,8))\n",
|
||
"ax = fig.add_subplot(111, projection='3d')\n",
|
||
"\n",
|
||
"X = np.arange(-5, 5, 0.25)\n",
|
||
"Y = np.arange(-5, 5, 0.25)\n",
|
||
"X, Y = np.meshgrid(X, Y) # wygenerowanie tablicy danych wejściowych dla wykresu trójwymiarowego\n",
|
||
"R = np.sqrt(X**2 + Y**2)\n",
|
||
"Z = np.sin(R) # obliczenie wartości rzędnych\n",
|
||
"\n",
|
||
"surf = ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=cm.jet,\n",
|
||
" linewidth=0, antialiased=True)\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Wykresy kolumnowe"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 720x576 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# data: scores in five groups for men and women\n",
|
||
"N = 5\n",
|
||
"menMeans = [18, 35, 30, 35, 27]\n",
|
||
"menStd = [2, 3, 4, 1, 2]\n",
|
||
"womenMeans = [25, 32, 34, 20, 25]\n",
|
||
"womenStd = [3, 5, 2, 3, 3]\n",
|
||
"\n",
|
||
"# start creating figure\n",
|
||
"fig = plt.figure(figsize=(10,8))\n",
|
||
"ax = fig.add_subplot(111)\n",
|
||
"\n",
|
||
"# necessary variables\n",
|
||
"LOCATIONS = np.arange(N) # the x locations for the groups\n",
|
||
"WIDTH = 0.35 # the width of the bars\n",
|
||
"\n",
|
||
"# the bars\n",
|
||
"rects_m = ax.bar(LOCATIONS, menMeans, WIDTH,\n",
|
||
" color='blue',\n",
|
||
" yerr=menStd,\n",
|
||
" error_kw=dict(elinewidth=2,ecolor='red'))\n",
|
||
"\n",
|
||
"rects_f = ax.bar(LOCATIONS+WIDTH, womenMeans, WIDTH,\n",
|
||
" color='red',\n",
|
||
" yerr=womenStd,\n",
|
||
" error_kw=dict(elinewidth=2,ecolor='blue'))\n",
|
||
"\n",
|
||
"# axes and labels\n",
|
||
"ax.set_xlim(-WIDTH, len(LOCATIONS))\n",
|
||
"ax.set_ylabel(\"Scores\")\n",
|
||
"ax.set_title(\"Scores by group and gender\")\n",
|
||
"xTickMarks = [\"Group {}\".format(i) for i in range(1,6)]\n",
|
||
"ax.set_xticks(LOCATIONS + WIDTH)\n",
|
||
"xtickNames = ax.set_xticklabels(xTickMarks)\n",
|
||
"plt.setp(xtickNames, rotation=45, fontsize=10)\n",
|
||
"\n",
|
||
"# add a legend\n",
|
||
"ax.legend( (rects_m[0], rects_f[0]), ('Men', 'Women') )\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Wykresy punktowe"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1080x504 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"fig = plt.figure(figsize=(15,7))\n",
|
||
"\n",
|
||
"# left panel\n",
|
||
"N = 1000\n",
|
||
"ax1 = fig.add_subplot(121)\n",
|
||
"\n",
|
||
"x = np.random.randn(N)\n",
|
||
"y = np.random.randn(N)\n",
|
||
"ax1.scatter(x, y, color='blue', s=10, edgecolor='none')\n",
|
||
"# make axes square\n",
|
||
"ax1.set_aspect(1. / ax1.get_data_ratio()) \n",
|
||
"\n",
|
||
"# right panel\n",
|
||
"ax2 = fig.add_subplot(122)\n",
|
||
"props = dict(alpha=0.5, edgecolors='none')\n",
|
||
"\n",
|
||
"M = 200\n",
|
||
"colors = ['blue', 'green', 'magenta', 'cyan']\n",
|
||
"handles = []\n",
|
||
"\n",
|
||
"for color in colors:\n",
|
||
" x = np.random.randn(M)\n",
|
||
" y = np.random.randn(M)\n",
|
||
" size = np.random.randint(25,200)\n",
|
||
" handles.append(ax2.scatter(x, y, c=color, s=size, **props))\n",
|
||
"\n",
|
||
"#ax2.set_ylim([-5,10])\n",
|
||
"#ax2.set_xlim([-5,10])\n",
|
||
"\n",
|
||
"ax2.legend(handles, colors)\n",
|
||
"ax2.grid(True)\n",
|
||
"ax2.set_aspect(1./ax2.get_data_ratio())\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Histogramy"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 720x576 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"fig = plt.figure(figsize=(10, 8))\n",
|
||
"ax = fig.add_subplot(111)\n",
|
||
"\n",
|
||
"x = np.random.normal(0, 1, 1000)\n",
|
||
"num_bins = 50\n",
|
||
"ax.hist(x, num_bins, color='green', alpha=0.8)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Zadania"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Zadania podstawowe"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Zadanie 2.1 (2 punkty)\n",
|
||
"\n",
|
||
"Wybierz dwie dowolne kolumny (z wyjątkiem pierwszej) z pliku *data2.csv*. Przedstaw zależność między tymi danymi na wykresie punktowym (wartości z jednej kolumny powinny znaleźć się na jednej osi, a wartości z drugiej kolumny – na drugiej osi)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Zadanie 2.2 (2 punkty)\n",
|
||
"\n",
|
||
"Wygeneruj wykres funkcji $y = f(x) = (a - 4) \\, x^2 + (b - 5) \\, x + (c - 6)$, gdzie $a, b, c$ to trzy ostatnie cyfry Twojego numeru indeksu. Pamiętaj o opisaniu osi wykresu ($x$ oraz $y$)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Zadania zaawansowane"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Zadanie 2.2a (1 punkt)\n",
|
||
"\n",
|
||
"Na wykresie z zadania 2.2 przedstaw dodatkowo wykres funkcji $y = g(x) = \\frac{e^x}{e^x + 1}$. Linie przestawiające funkcje $y = f(x)$ i $y = g(x)$ powinny znaleźć się na tym samym wykresie, ale powinny różnić się kolorami. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Zadanie 2.3 (1 punkt)\n",
|
||
"\n",
|
||
"Stwórz trójwymiarowy (pownierzchniowy) wykres funkcji $f(x,y) = -(x^2 + y^3)$.\n",
|
||
"\n",
|
||
"Wykres powinien przedstawiać powierzchnię $z = -(x^2 + y^3)$."
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"celltoolbar": "Slideshow",
|
||
"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": "3.8.3"
|
||
},
|
||
"livereveal": {
|
||
"start_slideshow_at": "selected",
|
||
"theme": "amu"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 4
|
||
}
|