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Evolución Demanda Eléctrica España (2020-03-20)
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Este párrafo lo escribo para mi yo u otros yo futuros tengan algo de contexto: Estamos en una situación muy atípica por la epidemia de coronavirus que se extiende por el planeta. Ante esta situación tan adversa existe, actualmente, un confinamiento de gente en sus casas para tratar de frenar el contagio.\n",
"\n",
"Objetivos de este artículo: \n",
"\n",
"* Entretenerme un rato y que alguien más se entretenga leyéndolo.\n",
"* Trastear un poco con una API.\n",
"* Trastear un poco con Pandas.\n",
"\n",
"Se me ha ocurrido ver la evolución de la demanda eléctrica durante estos días (llevamos alrededor de una semana encerrados) en la Península Ibérica (España continental).\n",
"\n",
"¿A ver qué sale?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Empezamos importando lo que nos hace falta."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"from urllib.request import urlopen\n",
"import json\n",
"from time import sleep\n",
"\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"plt.style.use(\"bmh\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"¿De dónde puedo coger datos de la demanda eléctrica? Pues resulta que [Red Eléctrica de España (REE)](https://www.ree.es/es) dispone de una [API](https://www.ree.es/en/apidatos)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ¿Cómo es la demanda eléctrica en condiciones normales?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Veamos, por ejemplo, la producción de enero de 2020. En el siguiente código se hace una petición día a día a la API y se crea un *DataFrame* con los datos cada 10 minutos:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"df_en = pd.DataFrame(\n",
" index=pd.date_range(\n",
" \"2020-01-01T00:00:00.000+01:00\",\n",
" \"2020-01-31T23:50:00.000+01:00\",\n",
" freq=\"10T\",\n",
" ),\n",
" columns=[\n",
" \"Demanda real\", \n",
" \"Demanda programada\", \n",
" \"Demanda prevista\",\n",
" ],\n",
")\n",
"for i in range (1, 32):\n",
" while True:\n",
" try:\n",
" url = (\n",
" 'https://apidatos.ree.es/es/datos/demanda/demanda-tiempo-real?'\n",
" f'start_date=2020-01-{i:02}T00:00'\n",
" f'&end_date=2020-01-{i:02}T23:50'\n",
" '&time_trunc=hour'\n",
" )\n",
" data = json.loads(urlopen(url).read())\n",
" for entry in data[\"included\"]:\n",
" tmp = pd.DataFrame(entry[\"attributes\"][\"values\"])\n",
" tmp.set_index(pd.to_datetime(tmp[\"datetime\"]), inplace=True)\n",
" col = entry[\"attributes\"][\"title\"]\n",
" df_en.loc[tmp.index, col] = tmp[\"value\"]\n",
" break\n",
" except: \n",
" sleep(3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Dibujo los resultados y comento un poco lo que veo:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = df_en.plot()\n",
"ax.figure.savefig(\"prod_enero.png\") # esto creará una figura en tu disco."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Se ven cosas interesantes:\n",
"\n",
"* Se una clara diferencia entre el fin de semana y el resto de días con un descenso importante en la demanda eléctrica.\n",
"* Parece que el lunes suele ser el día de más consumo y la demanda va bajando a medida que avanza la semana. ¿El lunes se consume más por el encendido de calefacciones en centros de trabajo que han estado cerrados todo el fin de semana?\n",
"* Durante la primera semana el consumo fue mucho menos y algo más atípico. ¿Por qué? Efectivamente, las vacaciones de navidad con mucha menos gente trabajando y con la gran industria consumiendo menos.\n",
"\n",
"Pego una parte del [artículo 'Enero de 2020,el noveno mes más cálido del siglo XXI.' del blog de Aemet (servicio meteorológico español)](https://aemetblog.es/2020/02/07/enero-de-2020el-noveno-mes-mas-calido-del-siglo-xxi/), que quizá ayude a explicar un poco las diferencias que se ven semana a semana:\n",
"\n",
"> Durante la primera decena de enero las temperaturas máximas se situaron en general en valores por encima de los normales, mientras que las mínimas tomaron valores cercanos a los normales o ligeramente inferiores. Durante los días 12-14 se observó un descenso térmico generalizado, más acusado en las mínimas, registrándose en muchas zonas las temperaturas más bajas del mes. Entre los días 15 y 18 se observó un breve episodio cálido, con temperaturas tanto máximas como mínimas por encima de las normales. El día 19 se produjo un nuevo descenso térmico debido a la borrasca Gloria, la cual dio lugar a un temporal de viento, nieve, lluvia y oleaje, con temperaturas por debajo de las normales, especialmente las máximas, hasta el día 21. Entre los días 22-27 las temperaturas se situaron nuevamente en valores cercanos a los normales, mientras que a partir del día 28 y hasta el final del mes se observó un episodio cálido, con temperaturas tanto máximas como mínimas muy por encima de las normales para la época del año, el cual afectó tanto a la península ibérica como a los archipiélagos Balear y Canario."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Los días 12-14 hubo descenso térmico y eso podría explicar que la demanda eléctrica fuera mayor que la semana anterior (¿calefacciones?).\n",
"* El día 19 llegó la borrasca Gloria con un nuevo descenso térmico que coincide con la semana de mayor demanda eléctrica (¿calefacciones?)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Bueno, parece que se podría explicar un poco la evolución de la demanda de Enero."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ¿Es la demanda actual anómala?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"En marzo las temperaturas no están siendo frías y, que yo recuerde ahora mismo, no está habiendo grandes diferencias de temperatura. \n",
"\n",
"¿Se notará un descenso de la demanda?\n",
"\n",
"Vamos a por los datos de demanda eléctrica de marzo hasta hace poco. "
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"df_ma = pd.DataFrame(\n",
" index=pd.date_range(\n",
" \"2020-03-01T00:00:00.000+01:00\",\n",
" \"2020-03-19T23:50:00.000+01:00\",\n",
" freq=\"10T\",\n",
" ),\n",
" columns=[\n",
" \"Demanda real\", \n",
" \"Demanda programada\", \n",
" \"Demanda prevista\",\n",
" ],\n",
")\n",
"for i in range (1, 20):\n",
" while True:\n",
" try:\n",
" url = (\n",
" 'https://apidatos.ree.es/es/datos/demanda/demanda-tiempo-real?'\n",
" f'start_date=2020-03-{i:02}T00:00'\n",
" f'&end_date=2020-03-{i:02}T23:50'\n",
" '&time_trunc=hour'\n",
" )\n",
" data = json.loads(urlopen(url).read())\n",
" for entry in data[\"included\"]:\n",
" tmp = pd.DataFrame(entry[\"attributes\"][\"values\"])\n",
" tmp.set_index(pd.to_datetime(tmp[\"datetime\"]), inplace=True)\n",
" col = entry[\"attributes\"][\"title\"]\n",
" df_ma.loc[tmp.index, col] = tmp[\"value\"]\n",
" break\n",
" except: \n",
" sleep(3)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"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": [
"ax = df_ma.plot()\n",
"ax.figure.savefig(\"prod_marzo.png\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Se ve que la primera semana de marzo ha tenido demandas de electricidad más bajas que las de enero (supongo que sigue siendo el menor uso de electricidad para calentarnos). Tampoco se ve tan claramente el patrón de mayor demanda los lunes, quizás porque ya no hace tanta falta encender tantas calefacciones en centros de trabajo. La segunda semana mantiene el tipo. Pero en la tercera hay una caida muy destacable. El domingo 15 creo que fue el inicio más serio del confinamiento y ha medida que ha ido evolucionando la semana la asistencia a los trabajos ha ido disminuyendo."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Calculo ahora la demanda media diaria durante lo que llevamos de marzo y la dibujo:"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"scrolled": false
},
"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": [
"ax = df_ma.groupby(df_ma.index.day).sum().plot()\n",
"ax.figure.savefig(\"prod_diaria_marzo\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Habría que destacar que el día 19 de marzo ha sido fiesta en algunos lugares de España (Castilla La Mancha, Comunidad Valenciana, Galicia, Murcia, Navarra y País Vasco) y eso puede estar influyendo bastante en esa caída tan abrupta pero el resto de la semana ya se ve una bajada importante."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Y eso es todo. Espero que, por lo menos, te haya parecido interesante en estos días de encierro.\n",
"\n",
"Ah, y...\n",
"\n",
"## Quédate en casa"
]
}
],
"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": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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