"
],
"text/plain": [
" x1 y1 x2 y2 x3 y3 \\\n",
"count 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 \n",
"mean 9.000000 7.500909 9.000000 7.500909 9.000000 7.500000 \n",
"std 3.316625 2.031568 3.316625 2.031657 3.316625 2.030424 \n",
"min 4.000000 4.260000 4.000000 3.100000 4.000000 5.390000 \n",
"25% 6.500000 6.315000 6.500000 6.695000 6.500000 6.250000 \n",
"50% 9.000000 7.580000 9.000000 8.140000 9.000000 7.110000 \n",
"75% 11.500000 8.570000 11.500000 8.950000 11.500000 7.980000 \n",
"max 14.000000 10.840000 14.000000 9.260000 14.000000 12.740000 \n",
"\n",
" x4 y4 \n",
"count 11.000000 11.000000 \n",
"mean 9.000000 7.500909 \n",
"std 3.316625 2.030579 \n",
"min 8.000000 5.250000 \n",
"25% 8.000000 6.170000 \n",
"50% 8.000000 7.040000 \n",
"75% 8.000000 8.190000 \n",
"max 19.000000 12.500000 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"¿Por qué es un ejemplo clásico?"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Grupo 1:\n",
"\tTiene pendiente 0.50 e intercepto 3.00.\n",
"\n",
"Grupo 2:\n",
"\tTiene pendiente 0.50 e intercepto 3.00.\n",
"\n",
"Grupo 3:\n",
"\tTiene pendiente 0.50 e intercepto 3.00.\n",
"\n",
"Grupo 4:\n",
"\tTiene pendiente 0.50 e intercepto 3.00.\n",
"\n"
]
}
],
"source": [
"for i in range(1, 4 + 1):\n",
" x = df.loc[:, f\"x{i}\"].values\n",
" y = df.loc[:, f\"y{i}\"].values\n",
" slope, intercept = np.polyfit(x, y, 1)\n",
" print(f\"Grupo {i}:\\n\\tTiene pendiente {slope:.2f} e intercepto {intercept:.2f}.\\n\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"groups = range(1, 4 + 1)\n",
"x_columns = [col for col in df if \"x\" in col]\n",
"x_aux = np.arange(\n",
" df.loc[:, x_columns].values.min() - 1,\n",
" df.loc[:, x_columns].values.max() + 2\n",
")\n",
"fig, axs = plt.subplots(nrows=2, ncols=2, figsize=(16, 8), sharex=True, sharey=True)\n",
"fig.suptitle(\"Cuarteto de Anscombe\")\n",
"for i, ax in zip(groups, axs.ravel()):\n",
" x = df.loc[:, f\"x{i}\"].values\n",
" y = df.loc[:, f\"y{i}\"].values\n",
" m, b = np.polyfit(x, y, 1)\n",
" ax.plot(x, y, 'o')\n",
" ax.plot(x_aux, m * x_aux + b, 'r', lw=2.0)\n",
" ax.set_title(f\"Grupo {i}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Teoría\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Sistema visual humano\n",
"\n",
"#### Buenas noticias\n",
"* Gráficos entregan información que la estadística podría no revelar.\n",
"* Despliegue visual es esencial para comprensión. \n",
"\n",
"#### Malas noticias \n",
"* La atención es selectiva y puede ser fácilmente engañada."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### La atención es selectiva y puede ser fácilmente engañada.\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
" "
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Consejos generales\n",
"\n",
"Noah Illinsky, en su charla \"Cuatro pilatres de la visualización\" ([es](https://www.youtube.com/watch?v=nC92wIzpQFE), [en](https://www.youtube.com/watch?v=3eZ15VplE3o)), presenta buenos consejos sobre cómo realizar una correcta visualización:\n",
"* Propósito\n",
"* Información/Contenido\n",
"* Codificación/Estructura\n",
"* Formato\n",
"\n",
"Es altamente aconsejable ver el video, pero en resumen:\n",
"\n",
"* **Propósito** o público tiene que ver con para quién se está preparando la viz y que utilidad se le dará. Es muy diferente preparar un gráfico orientado a información y toma de decisiones.\n",
"* **Información/Contenido** se refiere a contar con la información que se desea mostrar, en el formato necesario para su procesamiento.\n",
"* **Codificación/Estructura** tiene que ver con la selección correcta de la codificación y estructura de la información.\n",
"* **Formato** tiene que ver con la elección de fuentes, colores, tamaños relativos, etc.\n",
"\n",
"Lo anterior indica que una visualización no es el resultado de unos datos. Una visualización se diseña, se piensa, y luego se buscan fuentes de información apropiadas."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Elementos para la creación de una buena visualización\n",
"1. ***Honestidad***: representaciones visuales no deben engañar al observador.\n",
"2. ***Priorización***: dato más importante debe utilizar elemento de mejor percepción.\n",
"3. ***Expresividad***: datos deben utilizar elementos con atribuciones adecuadas.\n",
"4. ***Consistencia***: codificación visual debe permitir reproducir datos.\n",
"\n",
"El principio básico a respetar es que a partir del gráfico uno debe poder reobtener fácilmente los datos originales."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Honestidad\n",
"\n",
"El ojo humano no tiene la misma precisión al estimar distintas atribuciones:\n",
"* **Largo**: Bien estimado y sin sesgo, con un factor multiplicativo de 0.9 a 1.1.\n",
"* **Área**: Subestimado y con sesgo, con un factor multiplicativo de 0.6 a 0.9.\n",
"* **Volumen**: Muy subestimado y con sesgo, con un factor multiplicativo de 0.5 a 0.8."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Resulta inadecuado realizar gráficos de datos utilizando áreas o volúmenes si no queda claro la atribución utilizada.\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Una pseudo-excepción la constituyen los _pie-chart_ o gráficos circulares,\n",
"porque el ojo humano distingue bien ángulos y segmentos de círculo,\n",
"y porque es posible indicar los porcentajes respectivos."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Example from https://matplotlib.org/3.1.1/gallery/pie_and_polar_charts/pie_features.html#sphx-glr-gallery-pie-and-polar-charts-pie-features-py\n",
"\n",
"# Pie chart, where the slices will be ordered and plotted counter-clockwise:\n",
"labels = 'Frogs', 'Hogs', 'Dogs', 'Logs'\n",
"sizes = [15, 30, 45, 10]\n",
"explode = (0, 0.1, 0, 0) # only \"explode\" the 2nd slice (i.e. 'Hogs')\n",
"\n",
"fig1, ax1 = plt.subplots(figsize=(8, 8))\n",
"ax1.pie(\n",
" sizes,\n",
" explode=explode,\n",
" labels=labels,\n",
" autopct='%1.1f%%',\n",
" shadow=True,\n",
" startangle=90\n",
")\n",
"ax1.axis('equal') # Equal aspect ratio ensures that pie is drawn as a circle.\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Priorización\n",
"\n",
"Dato más importante debe utilizar elemento de mejor percepción."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"np.random.seed(42)\n",
"N = 31\n",
"x = np.arange(N)\n",
"y1 = 80 + 20 *x / N + 5 * np.random.rand(N)\n",
"y2 = 75 + 25 *x / N + 5 * np.random.rand(N)\n",
"fig, axs = plt.subplots(2, 2, sharex=True, sharey=True, figsize=(16,8))\n",
"\n",
"axs[0][0].plot(x, y1, 'ok')\n",
"axs[0][0].plot(x, y2, 'sk')\n",
"\n",
"axs[0][1].plot(x, y1, 'ob')\n",
"axs[0][1].plot(x, y2, 'or')\n",
"\n",
"axs[1][0].plot(x, y1, 'ob')\n",
"axs[1][0].plot(x, y2, '*k')\n",
"\n",
"axs[1][1].plot(x, y1, 'sr')\n",
"axs[1][1].plot(x, y2, 'ob')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Elementos de mejor percepción\n",
"No todos los elementos tienen la misma percepción a nivel del sistema visual.\n",
"\n",
"En particular, el color y la forma son elementos preatentivos: un color distinto o una forma distinta se reconocen de manera no conciente.\n",
"\n",
"Ejemplos de elementos preatentivos."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"¿En que orden creen que el sistema visual humano puede estimar los siguientes atributos visuales:\n",
"* Color\n",
"* Pendiente\n",
"* Largo\n",
"* Ángulo\n",
"* Posición\n",
"* Área\n",
"* Volumen"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"El sistema visual humano puede estimar con precisión siguientes atributos visuales:\n",
"1. Posición\n",
"2. Largo\n",
"3. Pendiente\n",
"4. Ángulo\n",
"5. Área\n",
"6. Volumen\n",
"7. Color\n",
"\n",
"Utilice el atributo que se estima con mayor precisión cuando sea posible."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Colormaps\n",
"Puesto que la percepción del color tiene muy baja precisión, resulta ***inadecuado*** tratar de representar un valor numérico con colores.\n",
"* ¿Qué diferencia numérica existe entre el verde y el rojo?\n",
"* ¿Que asociación preexistente posee el color rojo, el amarillo y el verde?\n",
"* ¿Con cuánta precisión podemos distinguir valores en una escala de grises?\n",
"\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Algunos ejemplos de colormaps"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.cm as cm\n",
"from scipy.stats import multivariate_normal"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"x, y = np.mgrid[-3:3:.025, -2:2:.025]\n",
"pos = np.empty(x.shape + (2,))\n",
"pos[:, :, 0] = x\n",
"pos[:, :, 1] = y\n",
"z1 = multivariate_normal.pdf(\n",
" pos,\n",
" mean=[-1.0, -1.0],\n",
" cov=[[1.0, 0.0], [0.0, 0.1]]\n",
")\n",
"z2 = multivariate_normal.pdf(\n",
" pos, \n",
" mean=[1.0, 1.0],\n",
" cov=[[1.5, 0.0], [0.0, 0.5]]\n",
")\n",
"z = 10 * (z1 - z2)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(2, 2, figsize=(16, 8), sharex=True, sharey=True)\n",
"cmaps = [cm.rainbow, cm.autumn, cm.coolwarm, cm.gray]\n",
"\n",
"for i, ax in zip(range(len(cmaps)), axs.ravel()):\n",
" im = ax.imshow(z, interpolation='bilinear', origin='lower',cmap=cmaps[i], extent=(-3, 3, -2, 2))\n",
" fig.colorbar(im, ax=ax)\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Consejo: evite mientras pueda los colormaps. Por ejemplo, utilizando contour plots."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(2, 2, figsize=(20, 12), sharex=True, sharey=True)\n",
"cmaps = [cm.rainbow, cm.autumn, cm.coolwarm, cm.gray]\n",
"countour_styles = [\n",
" {\"cmap\": cm.rainbow},\n",
" {\"cmap\": cm.rainbow},\n",
" {\"colors\": \"k\", \"linestyles\": \"solid\"},\n",
" {\"colors\": \"k\", \"linestyles\": \"dashed\"},\n",
"]\n",
"\n",
"for i, ax in zip(range(len(cmaps)), axs.ravel()):\n",
" cs = ax.contour(x, y, z, 11, **countour_styles[i])\n",
" if i > 0:\n",
" ax.clabel(cs, fontsize=9, inline=1)\n",
" if i == 3:\n",
" ax.grid(alpha=0.5)\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Sobre la Expresividad\n",
"Mostrar los datos y sólo los datos. \n",
"\n",
"Los datos deben utilizar elementos con atribuciones adecuadas: _Not all data is born equal_.\n",
"\n",
"Clasificación de datos:\n",
"* ***Datos Cuantitativos***: Cuantificación absoluta.\n",
" * Cantidad de azúcar en fruta: 50 [gr/kg]\n",
" * Operaciones =, $\\neq$, <, >, +, −, * , /\n",
"* ***Datos Posicionales***: Cuantificación relativa.\n",
" * Fecha de cosecha: 1 Agosto 2014, 2 Agosto 2014.\n",
" * Operaciones =, $\\neq$, <, >, +, −\n",
"* ***Datos Ordinales***: Orden sin cuantificación.\n",
" * Calidad de la Fruta: baja, media, alta, exportación.\n",
" * Operaciones =, $\\neq$, <, >\n",
"* ***Datos Nominales***: Nombres o clasificaciones\n",
" * Frutas: manzana, pera, kiwi, ...\n",
" * Operaciones $=$, $\\neq$"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Ejemplo: Terremotos. ¿Que tipos de datos tenemos?\n",
"* Ciudad más próxima\n",
"* Año\n",
"* Magnitud en escala Richter\n",
"* Magnitud en escala Mercalli\n",
"* Latitud \n",
"* Longitud"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Contraejemplo: Compañías de computadores.\n",
"\n",
"| Companía | Procedencia |\n",
"|----------|-------------|\n",
"| MSI | Taiwan |\n",
"| Asus | Taiwan |\n",
"| Acer | Taiwan |\n",
"| HP | EEUU |\n",
"| Dell | EEUU |\n",
"| Apple | EEUU |\n",
"| Sony | Japon |\n",
"| Toshiba | Japon |\n",
"| Lenovo | Hong Kong |\n",
"| Samsung | Corea del Sur |\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"brands = {\n",
" \"MSI\": \"Taiwan\",\n",
" \"Asus\": \"Taiwan\",\n",
" \"Acer\": \"Taiwan\",\n",
" \"HP\": \"EEUU\",\n",
" \"Dell\": \"EEUU\",\n",
" \"Apple\": \"EEUU\",\n",
" \"Sony\": \"Japon\",\n",
" \"Toshiba\": \"Japon\",\n",
" \"Lenovo\": \"Hong Kong\",\n",
" \"Samsung\": \"Corea del Sur\"\n",
"}\n",
"C2N = {\"Taiwan\": 1, \"EEUU\": 2, \"Japon\": 3, \"Hong Kong\": 4, \"Corea del Sur\": 7}\n",
"x = np.arange(len(brands.keys()))\n",
"y = np.array([C2N[val] for val in brands.values()])\n",
"width = 0.35 # the width of the bars\n",
"fig, ax = plt.subplots(figsize=(16, 8))\n",
"rects1 = ax.bar(x, y, width, color='r')\n",
"# add some text for labels, title and axes ticks\n",
"ax.set_xticks(x + 0.5*width)\n",
"ax.set_xticklabels(brands.keys(), rotation=\"90\")\n",
"ax.set_yticks(list(C2N.values()))\n",
"ax.set_yticklabels(C2N.keys())\n",
"plt.xlim([-1,len(x)+1])\n",
"plt.ylim([-1,y.max()+1])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Clasificación de datos:\n",
"* ***Datos Cuantitativos***: Cuantificación absoluta.\n",
" * Cantidad de azúcar en fruta: 50 [gr/kg]\n",
" * Operaciones =, $\\neq$, <, >, +, −, * , /\n",
" * **Utilizar posición, largo, pendiente o ángulo** \n",
"* ***Datos Posicionales***: Cuantificación relativa.\n",
" * Fecha de cosecha: 1 Agosto 2014, 2 Agosto 2014.\n",
" * Operaciones =, $\\neq$, <, >, +, −\n",
" * **Utilizar posición, largo, pendiente o ángulo**\n",
"* ***Datos Ordinales***: Orden sin cuantificación.\n",
" * Calidad de la Fruta: baja, media, alta, exportación.\n",
" * Operaciones =, $\\neq$, <, >\n",
" * **Utilizar marcadores diferenciados en forma o tamaño, o mapa de colores apropiado**\n",
"* ***Datos Nominales***: Nombres o clasificaciones\n",
" * Frutas: manzana, pera, kiwi, ...\n",
" * Operaciones $=$, $\\neq$\n",
" * **Utilizar forma o color**\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Consistencia\n",
"\n",
"La codificación visual debe permitir reproducir datos. Para ello debemos:\n",
"* Graficar datos que sean comparables.\n",
"* Utilizar ejes escalados adecuadamente.\n",
"* Utilizar la misma codificación visual entre gráficos similares.\n",
"\n",
"#### Utilizar ejes escalados adecuadamente."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x = list(range(1, 13))\n",
"y = 80 + 20 * np.random.rand(12)\n",
"x_ticks = list(\"EFMAMJJASOND\")\n",
"fig, (ax1, ax2) = plt.subplots(ncols=2, figsize=(20, 8))\n",
"\n",
"ax1.plot(x, y, 'o-')\n",
"ax1.set_xticks(x)\n",
"ax1.set_xticklabels(x_ticks)\n",
"ax1.grid(alpha=0.5)\n",
"\n",
"ax2.plot(x, y,'o-')\n",
"ax2.set_xticks(x)\n",
"ax2.set_xticklabels(x_ticks)\n",
"ax2.set_ylim([0, 110])\n",
"ax2.grid(alpha=0.5)\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Utilizar la misma codificación visual entre gráficos similares"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
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"output_type": "display_data"
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],
"source": [
"x = np.linspace(0, 1, 50)\n",
"f1 = x ** 2 + .2 * np.random.rand(50)\n",
"g1 = x + .2 * np.random.rand(50)\n",
"f2 = 0.5 - 0.2 * x + .2 * np.random.rand(50)\n",
"g2 = x ** 3 + .2 * np.random.rand(50)\n",
"\n",
"fig, (ax1, ax2) = plt.subplots(nrows=2, figsize=(20, 12), sharex=True)\n",
"\n",
"ax1.set_title(\"Antes de MAT281\")\n",
"ax1.plot(x, f1, 'b', label='Chile', lw=2.0)\n",
"ax1.plot(x, g1, 'g:', label='OECD', lw=2.0)\n",
"ax1.legend(loc=\"upper left\")\n",
"\n",
"ax2.set_title(\"Despues de MAT281\")\n",
"ax2.plot(x, f2, 'g:', label='Chile', lw=2.0)\n",
"ax2.plot(x, g2, 'b', label='OECD', lw=2.0)\n",
"ax2.legend()\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Python Landscape\n",
"\n",
"Para empezar, [PyViz](https://pyviz.org/) es un sitio web que se dedica a ayudar a los usuarios a decidir dentro de las mejores herramientas de visualización open-source implementadas en Python, dependiendo de sus necesidades y objetivos. Mucho de lo que se menciona en esta sección está en detalle en la página web del proyecto PyViz.\n",
"\n",
"Algunas de las librerías de visualización de Python más conocidas son:\n",
"\n",
"\n",
"\n",
"Este esquema es una adaptación de uno presentado en la charla [_The Python Visualization Landscape_](https://us.pycon.org/2017/schedule/presentation/616/) realizada por [Jake VanderPlas](http://vanderplas.com/) en la PyCon 2017.\n",
"\n",
"Cada una de estas librerías fue creada para satisfacer diferentes necesidades, algunas han ganado más adeptos que otras por uno u otro motivo. Tal como avanza la tecnología, estas librerías se actualizan o se crean nuevas, la importancia no recae en ser un experto en una, si no en saber adaptarse a las situaciones, tomar la mejor decicisión y escoger según nuestras necesidades y preferencias. Por ejemplo, `matplotlib` nació como una solución para imitar los gráficos de `MATLAB` (puedes ver la historia completa [aquí](https://matplotlib.org/users/history.html)), manteniendo una sintaxis similar y con ello poder crear gráficos __estáticos__ de muy buen nivel.\n",
"\n",
"Debido al éxito de `matplotlib` en la comunidad, nacen librerías basadas ella. Algunos ejemplos son:\n",
"\n",
"- `seaborn` se basa en `matpĺotlib` pero su nicho corresponde a las visualizaciones estadísticas.\n",
"- `ggpy` una suerte de copia a `ggplot2` perteneciente al lenguaje de programación `R`.\n",
"- `networkx` visualizaciones de grafos.\n",
"- `pandas` no es una librería de visualización propiamente tal, pero utiliza a `matplotplib` como _bakcned_ en los métodos con tal de crear gráficos de manera muy rápida, e.g. `pandas.DataFrame.plot.bar()`\n",
"\n",
"Por otro lado, con tal de crear visualizaciones __interactivas__ aparecen librerías basadas en `javascript`, algunas de las más conocidas en Python son:\n",
"\n",
"- `bokeh` tiene como objetivo proporcionar gráficos versátiles, elegantes e incluso interactivos, teniendo una gran performance con grandes datasets o incluso streaming de datos.\n",
"- `plotly` visualizaciones interactivas que en conjunto a `Dash` (de la misma empresa) permite crear aplicaciones webs, similar a `shiny` de `R`.\n",
"\n",
"`D3.js` a pesar de estar basado en `javascript` se ha ganado un lugar en el corazón de toda la comunidad, debido a la ilimitada cantidad de visualizaciones que son posibles de hacer, por ejemplo, la [malla interactiva](https://mallas.labcomp.cl/) que hizo un estudiante de la UTFSM está hecha en `D3.js`. \n",
"\n",
"De las librerías más recientes está `Altair`, que consiste en visualizaciones declarativas (ya lo veremos en el próximo laboratorio). Construída sobre `Vega-Lite`, a su vez que esté está sobre `Vega` y este finalmente sobre `D3.js`. `Altair` permite crear visualizaciones estáticas e interactivas con pocas líneas de código, sin embargo, al ser relativamente nueva, aún existen funcionalidades en desarrollo o que simplemente aún no existen en esta librería pero en otras si.\n",
"\n",
"### Clasificación\n",
"\n",
"En lo concierne a nosotros, una de las principales clasificaciones para estas librerías es si crean visualizaciones __estática__ y/o __interactivas__. La interactividad es un plus que permite adentrarse en los datos en distintos niveles, si agregamos que ciertas librerías permiten crear _widgets_ (algo así como complementos a las visualizaciones) su potencial aumenta. Por ejemplo, un widget podría ser un filtro que permita escoger un país; en una librería estática tendrías que crear un gráfico por cada país (o combinación de países) lo cual no se hace escalable y cómodo para trabajar. \n",
"\n",
"#### Spoilers\n",
"Las próximas clases se centrarán en `matplotlib` y `Seaborn`, dado que son buenos exponentes de visualización imperativa y declarativa, respectivamente.\n",
"\n",
"Finalmente, siempre hay que tener en consideración la manera en que se compartirán las visualizaciones, por ejemplo, si es para un artículo científico bastaría que fuese de buena calidad y estático. Si es para una plataforma web es necesario que sea interactivo, aquí es donde entran en juego los dashboards, que permiten la exploración de datos de manera interactiva. En Python existen librerías como `Dash` o `Panel`, sin embargo, en el mundo empresarial se suele utilizar software dedicado a esto, como `Power BI` o `Tableau`."
]
}
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