¿Cómo se ajusta el espacio entre gráficas para que no se solapen los textos? Buscamos en Google \"plt.subplot adjust\" en el primer resultado tenemos la respuesta http://stackoverflow.com/a/9827848
"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Como hemos guardado la figura en una variable, puedo recuperarla más adelate y seguir editándola."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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],
"text/plain": [
""
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fig.tight_layout()\n",
"fig"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si queremos manipular la figura una vez hemos abandonado la celda donde la hemos definido, tendríamos que utilizar la interfaz orientada a objetos de matplotlib. Es un poco lioso porque algunas funciones cambian de nombre, así que en este curso no la vamos a ver. Si te interesa puedes ver los notebooks de la primera edición, donde sí la introdujimos.\n",
"\n",
"https://github.com/AeroPython/Curso_AeroPython/releases/tag/v1.0
"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Ejercicio**\n",
"\n",
"Crear una función que represente gráficamente esta expresión:\n",
"\n",
"$$\\sin(2 \\pi f_1 t) + \\sin(2 \\pi f_2 t)$$\n",
"\n",
"Siendo $f_1$ y $f_2$ argumentos de entrada (por defecto $10$ y $100$) y $t \\in [0, 0.5]$. Además, debe mostrar:\n",
"\n",
"* leyenda,\n",
"* título \"Dos frecuencias\",\n",
"* eje x \"Tiempo ($t$)\"\n",
"\n",
"y usar algún estilo de los disponibles."
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {
"collapsed": false
},
"outputs": [
{
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def frecuencias(f1=10.0, f2=100.0):\n",
" max_time = 0.5\n",
" times = np.linspace(0, max_time, 1000)\n",
" signal = np.sin(2 * np.pi * f1 * times) + np.sin(2 * np.pi * f2 * times)\n",
" with plt.style.context(\"ggplot\"):\n",
" plt.plot(signal, label=\"Señal\")\n",
" plt.xlabel(\"Tiempo ($t$)\")\n",
" plt.title(\"Dos frecuencias\")\n",
" plt.legend()\n",
"\n",
"frecuencias()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Ejercicio**\n",
"\n",
"Representar las curvas de nivel de esta función:\n",
"\n",
"$$g(x, y) = \\cos{x} + \\sin^2{y}$$\n",
"\n",
"Para obtener este resultado:\n",
"\n",
"![Ejercicio](../static/ejercicio_contour.png)"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def g(x, y):\n",
" return np.cos(x) + np.sin(y) ** 2\n",
"\n",
"# Necesitamos muchos puntos en la malla, para que cuando se\n",
"# crucen las líneas no se vean irregularidades\n",
"x = np.linspace(-2, 3, 1000)\n",
"y = np.linspace(-2, 3, 1000)\n",
"\n",
"xx, yy = np.meshgrid(x, y)\n",
"\n",
"zz = g(xx, yy)\n",
"\n",
"# Podemos ajustar el tamaño de la figura con figsize\n",
"fig = plt.figure(figsize=(6, 6))\n",
"\n",
"# Ajustamos para que tenga 13 niveles y que use el colormap Spectral\n",
"# Tenemos que asignar la salida a la variable cs para luego crear el colorbar\n",
"cs = plt.contourf(xx, yy, zz, np.linspace(-1, 2, 13), cmap=plt.cm.Spectral)\n",
"\n",
"# Creamos la barra de colores\n",
"plt.colorbar()\n",
"\n",
"# Con `colors='k'` dibujamos todas las líneas negras\n",
"# Asignamos la salida a la variable cs2 para crear las etiquetas\n",
"cs = plt.contour(xx, yy, zz, np.linspace(-1, 2, 13), colors='k')\n",
"\n",
"# Creamos las etiquetas sobre las líneas\n",
"plt.clabel(cs)\n",
"\n",
"# Ponemos las etiquetas de los ejes\n",
"plt.xlabel(\"Eje x\")\n",
"plt.ylabel(\"Eje y\")\n",
"plt.title(r\"Función $g(x, y) = \\cos{x} + \\sin^2{y}$\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### El truco final: componentes interactivos"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"No tenemos mucho tiempo pero vamos a ver algo interesante que se ha introducido hace poco en el notebook: **componentes interactivos**."
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"collapsed": false
},
"outputs": [
{
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"nHPOwRe/+MWQrXTRRRcBACzLwmc+8xncfvvt2LdvH1avXo2rrroqEnRmOO+88/DpT38anU4HpVIJ\n",
"9XodY2Nj+PGPf4yZmRkAwJNPPomZmZmCxlpgpCiS4AoUSAndORX//M//jMnJSbz//e9X/v6zn/0s\n",
"rrjiCqxbt07LeAUKDILCcihQ4Ahjx44dib+//vrrRzSTAgV6KGIOBQoUKFAggsKtVKBAgQIFIigs\n",
"hwIFChQoEEEhHAoUKFCgQASFcChQoECBAhEUwqFAgQIFCkRQCIcCBQoUKBBBIRwKFChQoEAEhXAo\n",
"UKBAgQIRFMKhQIECBQpE8P8DOytXBdByl9MAAAAASUVORK5CYII=\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from IPython.html.widgets import interactive\n",
"\n",
"interactive(frecuencias, f1=(10.0,200.0), f2=(10.0,200.0))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Referencias"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Guía de matplotlib para principiantes http://matplotlib.org/users/beginner.html\n",
"* Tutorial de matplotlib en español http://pybonacci.org/tag/tutorial-matplotlib-pyplot/\n",
"* Referencia rápida de matplotlib http://scipy-lectures.github.io/intro/matplotlib/matplotlib.html#quick-references"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"Clase en vídeo, parte del [Curso de Python para científicos e ingenieros](http://cacheme.org/curso-online-python-cientifico-ingenieros/) grabado en la Escuela Politécnica Superior de la Universidad de Alicante."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" VIDEO \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import YouTubeVideo\n",
"\n",
"YouTubeVideo(\"h-rXAfqddHE\", width=560, height=315, list=\"PLGBbVX_WvN7bMwYe7wWV5TZt1a58jTggB\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si te ha gustado esta clase:\n",
"\n",
"\n",
"\n",
"\n",
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### ¡Síguenos en Twitter!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###### "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Curso AeroPython por Juan Luis Cano Rodriguez y Alejandro Sáez Mollejo se distribuye bajo una Licencia Creative Commons Atribución 4.0 Internacional ."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"_Las siguientes celdas contienen configuración del Notebook_\n",
"\n",
"_Para visualizar y utlizar los enlaces a Twitter el notebook debe ejecutarse como [seguro](http://ipython.org/ipython-doc/dev/notebook/security.html)_\n",
"\n",
" File > Trusted Notebook"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
""
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%html\n",
"\n",
""
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
" \n",
"\n",
"El estilo se ha aplicado =)\n",
"\n",
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Esta celda da el estilo al notebook\n",
"from IPython.core.display import HTML\n",
"css_file = '../static/styles/style.css'\n",
"HTML(open(css_file, \"r\").read())"
]
}
],
"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": "3.4.3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}