"
],
"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": {
"image/png": 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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}\")\n",
"\n",
" \n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Teoría"
]
},
{
"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",
"* Malas noticias \n",
" - La atención es selectiva y puede ser fácilmente engañada."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Ejemplos de que la atención es selectiva y que puede ser fácilmente engañada.\n",
"\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
""
]
},
{
"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",
"\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",
"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 buscando inducir a errores.\n",
"\n",
""
]
},
{
"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": 6,
"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",
"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": [
"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 pre-atentivos."
]
},
{
"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": [
"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",
""
]
},
{
"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"
},
"output_type": "display_data"
}
],
"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 Viz 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",
"\n",
"Las próximas clases se centrarán en `matplotlib` y `Altair`, 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`."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Resumen\n",
"Elementos para la creación de una buena visualización\n",
"* ***Honestidad***: representaciones visuales no deben engañar al observador.\n",
"* ***Priorización***: dato más importante debe utilizar elemento de mejor percepción.\n",
"* ***Expresividad***: datos deben utilizar elementos con atribuciones adecuadas.\n",
"* ***Consistencia***: codificación visual debe permitir reproducir datos.\n",
"\n",
"El principio básico a respetar es que a partir del gráfico uno debe poder re-obtener fácilmente los datos originales."
]
}
],
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"name": "ipython",
"version": 3
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