uczenie-maszynowe/lab/02_Wczytywanie_i_prezentowanie_danych.ipynb
2023-11-09 17:46:13 +01:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Uczenie maszynowe — laboratoria\n",
"# 2. Wczytywanie i prezentowanie danych"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2.1. Formaty CSV i TSV"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Przechowywanie danych w plikach w formatach CSV i TSV"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**CSV** (*Comma-Separated Values*) i **TSV** (*Tab-Separated Values*) to proste formaty przechowywania danych tabelarycznych w postaci tekstowej.\n",
"\n",
"Każdy rekord zapisywany jest w osobnym wierszu, a poszczególne pola oddzielone są przecinkami (CSV) lub znakami tabulacji (TSV)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Przykład\n",
"\n",
"Następujące dane tabelaryczne:\n",
"\n",
"imię | nazwisko | rok ur. | adres\n",
":----|:----------|:--------|:----------------------\n",
"Jan | Nowak | 1999 | Poznańska 3, Warszawa\n",
"Anna | Kowalska | 2001 | Warszawska 9, Poznań\n",
"Ewa | Kaczmarek | 1990 | Wrocławska 123, Gdańsk\n",
"\n",
"możemy zapisać w formacie CSV jako:\n",
"\n",
" imię,nazwisko,rok ur.,adres\n",
" Jan,Nowak,1999,\"Poznańska 3, Warszawa\"\n",
" Anna,Kowalska,2001,\"Warszawska 9, Poznań\"\n",
" Ewa,Kaczmarek,1990,\"Wrocławska 123, Gdańsk\"\n",
"\n",
"lub w formacie TSV jako:\n",
"\n",
" imię nazwisko rok ur. adres\n",
" Jan Nowak 1999 Poznańska 3, Warszawa\n",
" Anna Kowalska 2001 Warszawska 9, Poznań\n",
" Ewa Kaczmarek 1990 Wrocławska 123, Gdańsk\n",
" \n",
"W formacie TSV poszczególne pola oddzielone są znakami tabulacji, a nie spacjami.\n",
"\n",
"Znak tabulacji to ten biały (tj. niedrukowalny) znak, który pojawia się po naciśnięciu klawisza **Tab** na klawiaturze."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Formaty CSV i TSV mają tę zaletę, że są proste, łatwe do przetorzenia przez komputer oraz czytelne dla człowieka."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Wczytywanie danych z plików CSV i TSV"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Biblioteka `csv`"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['price', 'isNew', 'rooms', 'floor', 'location', 'sqrMetres']\n",
"['476118.0', 'False', '3', '1', 'Centrum', '78']\n",
"['459531.0', 'False', '3', '2', 'Sołacz', '62']\n",
"['411557.0', 'False', '3', '0', 'Sołacz', '15']\n",
"['496416.0', 'False', '4', '0', 'Sołacz', '14']\n",
"['406032.0', 'False', '3', '0', 'Sołacz', '15']\n",
"['450026.0', 'False', '3', '1', 'Naramowice', '80']\n",
"['571229.15', 'False', '2', '4', 'Wilda', '39']\n",
"['325000.0', 'False', '3', '1', 'Grunwald', '54']\n",
"['268229.0', 'False', '2', '1', 'Grunwald', '90']\n"
]
}
],
"source": [
"import csv\n",
"\n",
"with open(\"data1.csv\", encoding=\"utf-8\") as data_file:\n",
" reader = csv.reader(data_file)\n",
" for row in reader:\n",
" print(row)\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'price': '476118.0', 'isNew': 'False', 'rooms': '3', 'floor': '1', 'location': 'Centrum', 'sqrMetres': '78'}\n",
"{'price': '459531.0', 'isNew': 'False', 'rooms': '3', 'floor': '2', 'location': 'Sołacz', 'sqrMetres': '62'}\n",
"{'price': '411557.0', 'isNew': 'False', 'rooms': '3', 'floor': '0', 'location': 'Sołacz', 'sqrMetres': '15'}\n",
"{'price': '496416.0', 'isNew': 'False', 'rooms': '4', 'floor': '0', 'location': 'Sołacz', 'sqrMetres': '14'}\n",
"{'price': '406032.0', 'isNew': 'False', 'rooms': '3', 'floor': '0', 'location': 'Sołacz', 'sqrMetres': '15'}\n",
"{'price': '450026.0', 'isNew': 'False', 'rooms': '3', 'floor': '1', 'location': 'Naramowice', 'sqrMetres': '80'}\n",
"{'price': '571229.15', 'isNew': 'False', 'rooms': '2', 'floor': '4', 'location': 'Wilda', 'sqrMetres': '39'}\n",
"{'price': '325000.0', 'isNew': 'False', 'rooms': '3', 'floor': '1', 'location': 'Grunwald', 'sqrMetres': '54'}\n",
"{'price': '268229.0', 'isNew': 'False', 'rooms': '2', 'floor': '1', 'location': 'Grunwald', 'sqrMetres': '90'}\n"
]
}
],
"source": [
"import csv\n",
"\n",
"with open(\"data1.csv\", encoding=\"utf-8\") as data_file:\n",
" reader = csv.DictReader(data_file)\n",
" for row in reader:\n",
" print(dict(row))\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['price', 'isNew', 'rooms', 'floor', 'location', 'sqrMetres']\n",
"['476118.0', 'False', '3', '1', 'Centrum', '78']\n",
"['459531.0', 'False', '3', '2', 'Sołacz', '62']\n",
"['411557.0', 'False', '3', '0', 'Sołacz', '15']\n",
"['496416.0', 'False', '4', '0', 'Sołacz', '14']\n",
"['406032.0', 'False', '3', '0', 'Sołacz', '15']\n",
"['450026.0', 'False', '3', '1', 'Naramowice', '80']\n",
"['571229.15', 'False', '2', '4', 'Wilda', '39']\n",
"['325000.0', 'False', '3', '1', 'Grunwald', '54']\n",
"['268229.0', 'False', '2', '1', 'Grunwald', '90']\n"
]
}
],
"source": [
"import csv\n",
"\n",
"with open(\"data1.tsv\", encoding=\"utf-8\") as data_file:\n",
" reader = csv.reader(data_file, delimiter=\"\\t\")\n",
" for row in reader:\n",
" print(row)\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'price': '476118.0', 'isNew': 'False', 'rooms': '3', 'floor': '1', 'location': 'Centrum', 'sqrMetres': '78'}\n",
"{'price': '459531.0', 'isNew': 'False', 'rooms': '3', 'floor': '2', 'location': 'Sołacz', 'sqrMetres': '62'}\n",
"{'price': '411557.0', 'isNew': 'False', 'rooms': '3', 'floor': '0', 'location': 'Sołacz', 'sqrMetres': '15'}\n",
"{'price': '496416.0', 'isNew': 'False', 'rooms': '4', 'floor': '0', 'location': 'Sołacz', 'sqrMetres': '14'}\n",
"{'price': '406032.0', 'isNew': 'False', 'rooms': '3', 'floor': '0', 'location': 'Sołacz', 'sqrMetres': '15'}\n",
"{'price': '450026.0', 'isNew': 'False', 'rooms': '3', 'floor': '1', 'location': 'Naramowice', 'sqrMetres': '80'}\n",
"{'price': '571229.15', 'isNew': 'False', 'rooms': '2', 'floor': '4', 'location': 'Wilda', 'sqrMetres': '39'}\n",
"{'price': '325000.0', 'isNew': 'False', 'rooms': '3', 'floor': '1', 'location': 'Grunwald', 'sqrMetres': '54'}\n",
"{'price': '268229.0', 'isNew': 'False', 'rooms': '2', 'floor': '1', 'location': 'Grunwald', 'sqrMetres': '90'}\n"
]
}
],
"source": [
"import csv\n",
"\n",
"with open(\"data1.tsv\", encoding=\"utf-8\") as data_file:\n",
" reader = csv.DictReader(data_file, delimiter=\"\\t\")\n",
" for row in reader:\n",
" print(dict(row))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Biblioteka `pandas`"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" price isNew rooms floor location sqrMetres\n",
"0 476118.00 False 3 1 Centrum 78\n",
"1 459531.00 False 3 2 Sołacz 62\n",
"2 411557.00 False 3 0 Sołacz 15\n",
"3 496416.00 False 4 0 Sołacz 14\n",
"4 406032.00 False 3 0 Sołacz 15\n",
"5 450026.00 False 3 1 Naramowice 80\n",
"6 571229.15 False 2 4 Wilda 39\n",
"7 325000.00 False 3 1 Grunwald 54\n",
"8 268229.00 False 2 1 Grunwald 90\n"
]
}
],
"source": [
"import pandas as pd\n",
"\n",
"data = pd.read_csv(\"data1.csv\")\n",
"print(data)\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" price isNew rooms floor location sqrMetres\n",
"0 476118.00 False 3 1 Centrum 78\n",
"1 459531.00 False 3 2 Sołacz 62\n",
"2 411557.00 False 3 0 Sołacz 15\n",
"3 496416.00 False 4 0 Sołacz 14\n",
"4 406032.00 False 3 0 Sołacz 15\n",
"5 450026.00 False 3 1 Naramowice 80\n",
"6 571229.15 False 2 4 Wilda 39\n",
"7 325000.00 False 3 1 Grunwald 54\n",
"8 268229.00 False 2 1 Grunwald 90\n"
]
}
],
"source": [
"import pandas as pd\n",
"\n",
"data = pd.read_csv(\"data1.tsv\", sep=\"\\t\")\n",
"print(data)\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[476118.0 False 3 1 'Centrum' 78]\n",
" [459531.0 False 3 2 'Sołacz' 62]\n",
" [411557.0 False 3 0 'Sołacz' 15]\n",
" [496416.0 False 4 0 'Sołacz' 14]\n",
" [406032.0 False 3 0 'Sołacz' 15]\n",
" [450026.0 False 3 1 'Naramowice' 80]\n",
" [571229.15 False 2 4 'Wilda' 39]\n",
" [325000.0 False 3 1 'Grunwald' 54]\n",
" [268229.0 False 2 1 'Grunwald' 90]]\n"
]
}
],
"source": [
"print(data.to_numpy()) # dane z Pandas DataFrame można przekonwertować na tablicę NumPy\n",
"# data.values # dla starszych wersji biblioteki Pandas\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2.2. Wykresy biblioteka `matplotlib`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Dokumentacja modułu `pyplot` biblioteki `matplotlib`: https://matplotlib.org/api/pyplot_api.html"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline # Jupyterowa \"magia\", żeby wykresy wyświetlały się inline, a nie w osobnym oknie"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"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]) # opcjonalnie ustawiamy zakres osi wykresu\n",
"\n",
"plt.show() # pokaż wykres\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Wykres danych wczytanych z pliku\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"# Wczytanie danych\n",
"data = pd.read_csv(\"data1.csv\")\n",
"data_array = data.to_numpy()\n",
"\n",
"# Wybór kolumn do przedstawienia na wykresie\n",
"x = data_array[:, 0]\n",
"y = data_array[:, 5]\n",
"\n",
"plt.plot(x, y, \"gx\") # \"gx\" - zielone (Green) krzyżyki (x)\n",
"plt.axis([0, 600000, 0, 100]) # opcjonalnie ustawiamy zakres osi wykresu\n",
"\n",
"plt.show() # pokaż wykres\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"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_xlabel(\"x\") # opis osi x\n",
"ax.set_ylabel(\"y\") # opis osi y\n",
"ax.set_title(\"Wykres funkcji\") # tytuł wykresu\n",
"\n",
"x = np.arange(0.0, 10.0, 0.01) # x przebiega zakres od 0 do 10 co 0.01\n",
"\n",
"# zdefiniowanie wartości y w zależności od x\n",
"y = np.sin(2 * np.pi * x)\n",
"# spróbuj też inne funkcje:\n",
"# y = 2 * x**2 + 5 * x - 10\n",
"# y = np.sqrt(x)\n",
"\n",
"ax.plot(x, y, color=\"blue\", lw=2) # \"lw\" oznacza grubość linii (Line Width)\n",
"\n",
"plt.show() # pokaż wykres\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Style wykresów"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 720x576 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Umieszczanie kilku układów współrzędnych i kilku wykresów na jednym rysunku\n",
"\n",
"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",
"x = np.arange(0.0, 1.0, 0.025)\n",
"y1 = np.sin(2 * np.pi * x) + 5.0\n",
"y2 = np.sin(2 * np.pi * x) + 2.5\n",
"y3 = np.sin(2 * np.pi * x)\n",
"\n",
"# pierwszy wykres\n",
"ax1 = fig.add_subplot(3, 1, 1)\n",
"ax1.set_ylabel(\"y\")\n",
"ax1.set_title(\"pierwszy wykres\")\n",
"\n",
"ax1.plot(x, y1, color=\"red\", lw=2) # pierwsza krzywa - czerwona\n",
"ax1.plot(x, y2, color=\"green\", lw=2) # druga krzywa - zielona\n",
"ax1.plot(\n",
" x, y3, color=\"#002d69\", lw=2\n",
") # trzecia krzywa - kolor zdefiniowany szesnastkowo\n",
"\n",
"# drugi wykres\n",
"ax2 = fig.add_subplot(3, 1, 2)\n",
"ax2.set_ylabel(\"y\")\n",
"ax2.set_title(\"drugi wykres\")\n",
"\n",
"ax2.plot(x, y1, color=\"black\", lw=2, linestyle=\"--\") # pierwsza krzywa - kreskowana\n",
"ax2.plot(x, y2, color=\"blue\", lw=2, linestyle=\":\") # druga krzywa - kropkowana\n",
"ax2.plot(\n",
" x, y3, color=\"#ff0000\", lw=2, linestyle=\"-.\"\n",
") # trzecia krzywa - kropkowano-kreskowana\n",
"\n",
"# trzeci wykres\n",
"ax3 = fig.add_subplot(3, 1, 3)\n",
"ax3.set_ylabel(\"y\")\n",
"ax3.set_title(\"trzeci wykres\")\n",
"\n",
"ax3.plot(x, y1, color=\"brown\", marker=\"x\") # pierwsza krzywa - krzyżyki\n",
"ax3.plot(x, y2, color=\"purple\", marker=\"o\") # druga krzywa - kółka\n",
"ax3.plot(x, y3, color=\"orange\", marker=\"^\") # trzecia krzywa - trójkąty\n",
"\n",
"# dostosowanie odstępów pomiędzy wykresami\n",
"plt.subplots_adjust(wspace=0.2, hspace=0.4)\n",
"\n",
"plt.show() # pokaż wykres\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Wykresy trójwymiarowe  linie"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"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=\"krzywa parametryczna\")\n",
"ax.legend() # pokaż legendę wykresu\n",
"\n",
"plt.show() # pokaż wykres\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Wykresy trójwymiarowe powierzchnie"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from mpl_toolkits.mplot3d import (\n",
" Axes3D,\n",
") # 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(\n",
" X, Y\n",
") # wygenerowanie tablicy danych wejściowych dla wykresu trójwymiarowego\n",
"\n",
"# obliczenie wartości rzędnych\n",
"Z = np.sqrt(X**2 + Y**2)\n",
"# Spróbuj też innych funkcji\n",
"# Z = np.sin(np.sqrt(X**2 + Y**2))\n",
"# Z = np.cos(X + Y)\n",
"# Z = X**2 * Y\n",
"\n",
"surf = ax.plot_surface(\n",
" X, Y, Z, rstride=1, cstride=1, cmap=cm.jet, linewidth=0, antialiased=True\n",
")\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Wykresy kolumnowe"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"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(\n",
" LOCATIONS,\n",
" menMeans,\n",
" WIDTH,\n",
" color=\"blue\",\n",
" yerr=menStd,\n",
" error_kw=dict(elinewidth=2, ecolor=\"red\"),\n",
")\n",
"\n",
"rects_f = ax.bar(\n",
" LOCATIONS + WIDTH,\n",
" womenMeans,\n",
" WIDTH,\n",
" color=\"red\",\n",
" yerr=womenStd,\n",
" error_kw=dict(elinewidth=2, ecolor=\"blue\"),\n",
")\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()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Wykresy punktowe"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"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(1.0 / 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(1.0 / ax2.get_data_ratio())\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Histogramy"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"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()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2.3. Wizualizacja danych - biblioteka `seaborn`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Biblioteka `seaborn` (https://seaborn.pydata.org) to oparta o `matplotlib` biblioteka do wizualizacji danych."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Przykład 1\n",
"\n",
"Wizualizacja zbioru danych *Iris* poprzez rzutowanie go na różne osie:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x20279e6c0d0>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 859.25x432 with 20 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import seaborn\n",
"\n",
"data_iris = pd.read_csv(\"../wyk/iris.csv\")\n",
"\n",
"seaborn.pairplot(\n",
" data_iris,\n",
" vars=[c for c in data_iris.columns if c != \"Gatunek\"],\n",
" hue=\"Gatunek\",\n",
" height=1.5,\n",
" aspect=1.75,\n",
")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Przykład 2\n",
"\n",
"Rozkład różnych typów zabudowy w zbiorze danych *Mieszkania4* pod względem roku budowy i powierzchni lokalu"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x202002cc580>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 554.875x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import seaborn\n",
"\n",
"data = pd.read_csv(\"../wyk/mieszkania4.tsv\", sep=\"\\t\")\n",
"\n",
"data = data[(data[\"Powierzchnia w m2\"] < 10000) & (data[\"cena\"] < 10000000)]\n",
"\n",
"seaborn.relplot(data=data, x=\"Rok budowy\", y=\"Powierzchnia w m2\", hue=\"Typ zabudowy\")\n"
]
}
],
"metadata": {
"celltoolbar": "Slideshow",
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
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