\n",
" \n",
" \n",
"\n",
"---\n",
" \n",
"# Los datos hablan II"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "3c38fc4a-d45f-45aa-8469-6d484b3b94a3",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# importamos las librerias que vamos a usar\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"from MakeSens import MakeSens\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "markdown",
"id": "7d49f9b1-fe82-4609-9316-8febe17076e1",
"metadata": {},
"source": [
"## Estuandiando el material particulado\n",
"\n",
"Vamos a analizar la variación del de material particulado, $PM_{1}$, $PM_{2.5}$ y $PM_{10}$, a lo largo del día.\n",
"\n",
"### Obtención de datos\n",
"\n",
"Para obtener los datos de material particulado, utilizaremos la función ```download_data()``` de la API de MakeSens. Realizaremos el procedimiento usual, es decir, definimos las fechas de inicio y fin en formato *\"YYYY-MM-DD HH:MM:SS\"*, el *ID* de la estación y la frecuencia de muestreo. En este caso, vamos a descargar los datos por hora (*h*). "
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "48d65362-17bb-462e-9300-0fea2404794b",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"#Definimos las fechas de inicio y fin de la descarga de datos (hemos elegido el 29 y 30 de abril)\n",
"fecha_inicio = \"2023-04-15 00:00:00\"\n",
"fecha_fin = \"2023-05-15 00:00:00\"\n",
"estacion = \"mE1_00004\" #Damaso Zapata\n",
"frecuencia = \"1H\"\n",
"\n",
"#Descargar los datos\n",
"data = MakeSens.download_data(estacion, fecha_inicio, fecha_fin, frecuencia)\n"
]
},
{
"cell_type": "markdown",
"id": "05937a81-da9d-4151-af28-fca0440aa7e1",
"metadata": {},
"source": [
"---\n",
"\n",
"### Limpiando datos\n",
"\n",
"Para que sea un poco más sencillo manejar nuestros datos, definiremos un nuevo DataFrame para almacenar solo con las variables de material particulado. Luego convertiremos el índice de los datos a formato de fecha y hora con la función ```to_datetime()```."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "1f9b7747-2027-4997-9fed-81292885b8a2",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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"text/plain": [
" pm10_1 pm10_2 pm25_1 pm25_2 pm1_1 \\\n",
"2023-04-15 02:00:00 28.666667 29.600000 26.466667 27.066667 18.133333 \n",
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"\n",
" pm1_2 \n",
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"2023-04-15 03:00:00 19.468750 \n",
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]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Definimos un nuevo Dataset con las variables que nos interesa\n",
"pm_data = data[[\"pm10_1\", \"pm10_2\",\"pm25_1\", \"pm25_2\", \"pm1_1\", \"pm1_2\"]]\n",
"\n",
"#Indicar mejor la temporalidad\n",
"pm_data.index = pd.to_datetime(pm_data.index)\n",
"\n",
"#Exploremos nuestro dataFrame\n",
"pm_data.head()"
]
},
{
"cell_type": "markdown",
"id": "209cfadd-d677-49a0-9a30-d9c8e62b1e5f",
"metadata": {},
"source": [
"Antes de empezar a manipular los datos, debemos preguntarnos:\n",
"\n",
"> ¿Qué vamos a analizar? ¿Qué queremos saber de los datos? ¿Qué fenómeno queremos estudiar?\n",
"\n",
"Ahora, demos un vistazo a los datos. Veamos, por ejemplo, cómo se comporta el $PM_{10}$ a lo largo del día."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "982fa2dd-46e5-4a5d-8d1e-a72efa0f9b5b",
"metadata": {
"tags": []
},
"outputs": [
{
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"#Veamos cómo se ven los datos, por el ejemplo veamos Pm10:\n",
"plt.figure(figsize=(12, 6))\n",
"pm_data.pm10_1.plot(label = 'Sensor 1', marker='.', ls=\"\")\n",
"pm_data.pm10_2.plot(label = 'Sensor 2', marker='.', ls=\"\")\n",
"\n",
"#Título y leyenda\n",
"plt.title(\"Datos de PM 10\", fontsize=20)\n",
"plt.xlabel(\"Fecha\", fontsize=15)\n",
"plt.ylabel(r\"Concentración [$\\mu g/m^3$]\", fontsize=15)\n",
"plt.grid(alpha=0.5, linestyle=\"--\")\n",
"plt.legend(fontsize=12)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "361c00fd-8845-421a-923b-b4dc3e3b5c7a",
"metadata": {},
"source": [
"\n",
"> ¿Podemos sacar conclusiones con los datos así? ¿Qué piensas que debemos hacer con estos datos, antes de empezar a analizarlos?\n",
"\n",
"Es necesario eliminar los valores excesivamente altos, también llamados ***datos atípicos*** o ***outliers***. Estos valores pueden ser causados por errores en los sensores o por **eventos extraordinarios**, como incendios o eventos climáticos. En este ejemplo, a los valores mayores a 120 les asignamos un valor nulo mediante la función ```nan```. Esto lo haremos con las función ```.where()``` de la libreria numpy.\n",
"\n",
"
\n",
"¿Por qué 120? Escogiendo el valor de corte El valor de 120 es un valor arbitrario, que se eligió para este ejemplo. En la práctica, el valor de corte se define de acuerdo a la distribución de los datos. Por ejemplo, si los datos tienen una distribución normal, se puede definir como el valor promedio más 3 veces la desviación estándar. Es importante saber escoger el valor de corte, ya que si se escoge muy bajo se puede perder información importante, y si se escoge muy alto, se pueden introducir errores en el análisis.\n",
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"columnas = pm_data.columns #Guardamos los nombres de las columnas en una lista\n",
"\n",
"for columna in columnas: # Iteramos entre cada columna\n",
" # Reemplazamos los valores mayores a 120 por NaN\n",
" pm_data[columna] = pm_data[columna].where(pm_data[columna]<120, np.nan) \n",
"\n",
"#volvamos a ver cómo se ven los datos:\n",
"plt.figure(figsize=(12,6))\n",
"\n",
"pm_data.pm10_1.plot(label = 'Sensor 1', marker='.', ls=\"\")\n",
"pm_data.pm10_2.plot(label = 'Sensor 2', marker='.', ls=\"\")\n",
"\n",
"plt.title(\"Datos de PM 10\", fontsize=20)\n",
"plt.xlabel(\"Fecha\", fontsize=15)\n",
"plt.ylabel(r\"Concentración [$\\mu g/m^3$]\", fontsize=15)\n",
"plt.grid(alpha=0.5, linestyle=\"--\")\n",
"plt.legend(fontsize=12)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "846ab894-881e-45a3-939d-cff8d1168876",
"metadata": {},
"source": [
"Ya hemos eliminado los datos atípicos, sin embargo, mirando los datos es difícil ver la tendencia. Para arreglar esto, suavicemos las curvas. Debemos realizar un cálculo de la media móvil, esto lo hacemos mediante la funciones ```.rolling()``` y ```.mean()``` de Pandas.\n",
"\n",
"
\n",
"¿Qué es la media móvil? Una **media móvil** es una técnica de suavizado de datos que se utiliza para analizar datos que **fluctúan con el tiempo**. En este caso, la media móvil se calcula en una ventana de tiempo, y se desplaza a lo largo de los datos.\n",
" \n",
" **¿Cómo se calcula la media móvil?** \n",
"La media móvil se calcula como el promedio de los datos en la ventana de tiempo. Por ejemplo, si la ventana de tiempo es de 3 horas, la media móvil en el tiempo $t$ se calcula como: $$\\frac{PM_{10}(t-1) + PM_{10}(t) + PM_{10}(t+1)}{3}$$\n",
"\n",
" A diferencia de otros métodos de suavizado, como el promedio, la media móvil nos permite ver la **tendencia de los datos**, sin **perder información** sobre los picos y valles. Ahí radica su utilidad e importancia.\n",
"
\n",
"\n",
"\n",
"La función ```.rolling()``` proporciona **ventanas deslizantes** sobre los datos. En estas ventanas resultantes, podemos realizar cálculos utilizando una función estadística (en este caso, la media). El tamaño de la ventana (número de períodos o cantidad de datos) se puede especificar en el argumento ```window```.\n",
"\n",
"> Antes de usar la función ```.rolling()```, debes tener claro cual es el fenomeno que quieres estudiar y su escala de tiempo típica. Recuerdas que el ancho de la ventana que vas a usar, depende fuertemente de esto."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "3c59590e-11fc-4c2d-a81f-6c2adab737fa",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Calculemos la media móvil de 24 horas para cada sensor\n",
"pm_data['pm10_1_r'] = pm_data['pm10_1'].rolling(window = 24,min_periods=5).mean() \n",
"pm_data['pm10_2_r'] = pm_data['pm10_2'].rolling(window = 24,min_periods=5).mean() \n",
"\n",
"pm_data['pm25_1_r'] = pm_data['pm25_1'].rolling(window = 24,min_periods=5).mean() \n",
"pm_data['pm25_2_r'] = pm_data['pm25_2'].rolling(window = 24,min_periods=5).mean()\n",
"\n",
"pm_data['pm1_1_r'] = pm_data['pm1_1'].rolling(window = 24,min_periods=5).mean() \n",
"pm_data['pm1_2_r'] = pm_data['pm1_2'].rolling(window = 24,min_periods=5).mean()\n",
"\n",
"#Ahora volvamos a graficar nuestros datos\n",
"plt.figure(figsize=(12,6))\n",
"pm_data.pm10_1_r.plot(label = 'Sensor 1', marker='.', ls=\"\")\n",
"pm_data.pm10_2_r.plot(label = 'Sensor 2', marker='.', ls=\"\")\n",
"\n",
"#Agregamos la leyenda y los titulos\n",
"plt.title(\"Datos de PM 10\", fontsize=20)\n",
"plt.xlabel(\"Fecha\", fontsize=15)\n",
"plt.ylabel(r\"Concentración [$\\mu g/m^3$]\", fontsize=15)\n",
"plt.grid(alpha=0.5, linestyle=\"--\")\n",
"plt.legend(fontsize=12)\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "b870ad7e-eba2-41ed-91ad-611bff50989c",
"metadata": {},
"source": [
"Dado que los datos están registrados por hora, el argumento ```window=24```, que toma 24 datos, corresponde a una ventana de 24 horas. ¿Qué pasa si usamos una ventana de 12 horas? ¿Y si usamos una ventana de 3 horas?\n",
"\n",
"> Hemos eliminado los valores atípicos y suavizado los datos. ¿Qué más podemos hacer para mejorar el análisis?"
]
},
{
"cell_type": "markdown",
"id": "04786e29-5a39-4c15-80b3-ce2cc58779c0",
"metadata": {},
"source": [
"---\n",
"\n",
"### Visualización de datos"
]
},
{
"cell_type": "markdown",
"id": "a11b2394",
"metadata": {},
"source": [
"Veamos qué más podemos hacer con los datos. De momento, vamos a promediar los datos utilizando la función ```.resample()``` de Pandas. Esta función nos permite agrupar los datos por intervalos de tiempo. En este caso, vamos a agrupar los datos cada 3 días. La diferencia entre ```.resample()``` y ```.rolling()``` es que ```.resample()``` agrupa los datos en **intervalos de tiempo**, mientras que ```.rolling()``` agrupa los datos en **ventanas de tiempo.** \n",
"\n",
"> ¿Qué diferencia hay entre agrupar los datos en intervalos de tiempo y agruparlos en ventanas de tiempo?"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "ac9b40cd-6571-4c61-9c7e-0806ec19073e",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"#Establecer frecuencia\n",
"dat = pm_data.resample('3D').mean()\n",
"\n",
"#Calcular desviación estandar\n",
"dat2 = pm_data.resample('3D').std()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "637df6d0-ba6e-4307-85e5-7aafabf59ac5",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#The recommendation of WHO is 25 μg/m3 daily average, 35 μg/m3 by US EPA, and 50 μg/m3 by Vietname Environmental Administration\n",
"\n",
"fig, ax = plt.subplots(figsize=(15, 5))\n",
"\n",
"# Crear gráfico\n",
"dat.pm10_1_r.plot(ax=ax, label='Concentración Material Particulado PM10', marker='o', markersize=8)\n",
"plt.fill_between(dat.index, y1 = dat.pm10_1_r-dat2.pm10_1_r, y2 = dat.pm10_1_r + dat2.pm10_1_r, alpha=0.3)\n",
"\n",
"ax.axhline(y=37, color='r', linestyle='--', label='Nivel Máximo Permisible 24 horas (37 $\\mu g /m^3$)')\n",
"\n",
"# Añadir etiquetas con valores en cada punto\n",
"for x, y in zip(dat.index, dat.pm10_1):\n",
" ax.text(x, y+1, f\"{y:.1f}\", ha=\"center\", va=\"bottom\", fontsize=12, fontweight=\"bold\")\n",
" \n",
"# Añadir leyenda\n",
"ax.legend()\n",
"\n",
"# Configurar títulos y etiquetas de los ejes\n",
"ax.set_title(\"Instituto Técnico Damaso Zapata\", fontsize=24, fontweight=\"bold\")\n",
"#ax.set_xlabel(\"Tiempo\", fontsize=18, fontweight=\"bold\")\n",
"ax.set_ylabel(\"PM10 $[\\mu g / m^3]$\", fontsize=18, fontweight=\"bold\")\n",
"\n",
"# Configurar límites y escalas de los ejes\n",
"ax.set_ylim(0, dat.pm10_1.max() * 1.2)\n",
"\n",
"# Personalizar el formato de las etiquetas del eje x\n",
"#ax.xaxis.set_major_formatter(mdates.DateFormatter('%b-%d'))\n",
"#ax.xaxis.set_major_locator(mdates.DayLocator(interval=3))\n",
"#plt.xticks(rotation=90)\n",
"#Formateamos el eje de fechas para que se vea mejor\n",
"ax.xaxis.set_major_formatter(mdates.DateFormatter('%b/%d'))\n",
"ax.xaxis.set_major_locator(mdates.DayLocator(interval=5))\n",
"\n",
"ax.tick_params(which='major', pad=15, length=8, labelsize=12, direction=\"inout\", width=1.5)\n",
"ax.tick_params(which='minor', length=4)\n",
"#Pregunta: ¿Por qué aparece esas fechas?\n",
"\n",
"# Mostrar gráfico\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "daaaace3",
"metadata": {},
"source": [
"En este **ejemplo**, hemos graficado la variación del $PM_{10}$ a lo largo de los días. La zona sombreada hace referencia a la desviación estándar de los datos.\n",
"\n",
"Ahora bien, es importante saber aplicar los conocimientos que hemos adquirido del lenguaje de programación. Para facilitar el trabajo, podemos crear **funciones** que nos ayuden a realizar **tareas repetitivas**. En este caso, podemos crear una función que nos permita **graficar** la **variación de los datos** a lo largo del día."
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "02306c44-5712-4d68-9e6f-bdd77f8729df",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"#Podemos hacer funciones para reducir el trabajo\n",
"def grafica(ax,dat,dat_std,columna,label,titulo,xlabel,ylabel,y_max, color=['blue','red'],alpha=0.5,unit_text=1,locator='day'):\n",
" \"\"\"\n",
" @params\n",
" ax : axis\n",
" Eje de una figura\n",
" dat : dataframe\n",
" Set de datos\n",
" dat_std : dataframe\n",
" Set de datos de desviación estándar\n",
" columna : str\n",
" Nombre de la columna de datos\n",
" label : str\n",
" Etiqueta del conjunto de datos\n",
" titulo : str\n",
" Nombre del título del grafico\n",
" xlabel : str\n",
" Etiqueta eje x\n",
" ylabel : str\n",
" Etiqueta eje y\n",
" @ejemplo\n",
" >> fig, ax = plt.subplots(figsize=(12,6))\n",
" >> label = 'Concentración Material Particulado PM2.5'\n",
" >> titulo = 'Instituto Técnico Damazo Zapata'\n",
" >> xlabel = 'Tiempo'\n",
" >> ylabel = 'PM2.5 $[\\mu g / m^3]$'\n",
" >> grafica(ax, dat, dat_std, 'pm25_1_AE', label, titulo,xlabel,ylabel)\n",
" >> plt.show()\n",
" \"\"\"\n",
"\n",
" ## Graficar datos \n",
" dat[columna].plot(ax=ax, label=label,marker='o', ms=5,color=color[0]) \n",
" ax.fill_between(dat.index, dat[columna]+dat_std[columna],dat[columna]-dat_std[columna],alpha=alpha,color=color[1],label=label+'_std')\n",
"\n",
" ## Agregar etiquetas a cada punto de datos\n",
" for x, y in zip(dat.index, dat[columna]): \n",
" ax.text(x, y+unit_text, f\"{y:.1f}\", ha=\"center\", va=\"bottom\",\n",
" fontsize=9#, fontweight=\"bold\"\n",
" ) #ha: alineamiento horizontal, va: alineamiento vertical\n",
"\n",
"\n",
" ## Configurar título, etiquetas, leyenda y límite del eje 'y'\n",
" ax.set_title(titulo, fontsize=20, fontweight=\"bold\") # Titulo\n",
" ax.set_xlabel(xlabel, fontsize=15, fontweight=\"bold\") # Etiqueta eje x\n",
" ax.set_ylabel(ylabel, fontsize=15, fontweight=\"bold\") # Etiqueta eje y\n",
" #ax.set_ylim(-dat[columna].max()*0.3, dat[columna].max() * 1.4) # Límites eje y\n",
"\n",
"\n",
" \n",
" ## Configurar límites y escalas de los ejes \n",
" dat_min = (dat[columna]-dat_std[columna]).min() # Mínimon valor del grafico\n",
" dat_max = (dat[columna]+dat_std[columna]).max() # Máximo valor del grafico\n",
" if dat_min>0: dat_min*=0.9\n",
" else: dat_min*=1.1\n",
" ax.set_ylim(dat_min, dat_max*1.1) # Límites eje y\n",
" if dat_max*1.1>y_max: #Colocamos la linea horizontal si el valor maximo permisible está dentro del rango de los datos\n",
" ax.axhline(y=y_max, color='r', linestyle='--', label=\"Nivel Máximo Permisible 24 horas ({} $\\mu g /m^3$)\".format(y_max)) # Línea horizontal\n",
" ax.legend() # Leyenda\n",
"\n",
" ## Convertir las fechas de las etiquetas del eje x a formato Mes-día\n",
" ax.xaxis.set_major_formatter(mdates.DateFormatter('%b-%d'))\n",
" if locator=='day':\n",
" ax.xaxis.set_major_locator(mdates.DayLocator(interval=5))\n",
" if locator=='month':\n",
" ax.xaxis.set_major_locator(mdates.MonthLocator(interval=2))\n",
" \n",
" ax.tick_params(which='major', pad=15, length=8, labelsize=12, direction=\"inout\", width=1.5)\n",
" ax.tick_params(which='minor', length=4)"
]
},
{
"cell_type": "markdown",
"id": "26078596",
"metadata": {},
"source": [
"Una vez hemos creado nuestra función, podemos utilizarla para graficar la variación de los datos de $PM_{1}$, $PM_{2.5}$ y $PM_{10}$ a lo largo del mes."
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "caf40068-e791-434b-ac47-34d3024de6c4",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Probemos la función que hemos creado\n",
"fig = plt.subplots(figsize=(20,6))\n",
"\n",
"ax = plt.subplot(121)\n",
"label = 'Concentración Material Particulado PM10'\n",
"titulo = 'Instituto Técnico Damaso Zapata'\n",
"xlabel = ' '\n",
"ylabel = '$PM_{10} ~ [\\mu g / m^3]$'\n",
"alpha=0.3\n",
"color=[\"navy\", \"Blue\"]\n",
"y_max = 37\n",
"\n",
"grafica(ax, dat, dat2,'pm10_1', label, titulo,xlabel,ylabel, y_max, color,alpha)\n",
"#grafica(ax, dat, dat2,'pm10_1_AE', label, titulo,xlabel,ylabel)\n",
"\n",
"ax = plt.subplot(122)\n",
"\n",
"titulo = ' '\n",
"label = 'Concentración Material Particulado PM25'\n",
"ylabel = '$PM_{25}~[\\mu g / m^3]$'\n",
"y_max = 37\n",
"\n",
"grafica(ax, dat, dat2,'pm25_1', label, titulo,xlabel,ylabel, y_max, color,alpha)\n",
"# ax.axhline(y=37, color='r', linestyle='--', label=\"Nivel Máximo Permisible 24 horas (37 $\\mu g /m^3$\")\n",
"#grafica(ax, dat, dat2,'pm10_1_AE', label, titulo,xlabel,ylabel)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "b8045eb1-a53e-48fe-b9d1-d8078071579d",
"metadata": {},
"source": [
"#### Sub-gráficas\n",
"Tenemos tres tipos de material particulado, cada uno de ellos medidos con dos sensores. Para empezar a procesar los datos, primero debemos saber si los dos sensores de cada tipo de material particulado miden lo mismo. Para esto, realizaremos un promedio entre dichas medidas para obtener un único valor de material particulado por cada medición. Para esto, utilizaremos las funciones ```.mean()``` y ```.resample()``` de Pandas. Trabajaremos sobre los datos ya limpios y suavizados."
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "b5ba172b-ab80-43d7-a109-33596f50c3c9",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# Sacamos un promedio de los datos de los sensores para cada tipo de partícula\n",
"pm_data_mean = pd.DataFrame()\n",
"pm_data_mean[\"PM_1\"] = pm_data[[\"pm1_1_r\", \"pm1_2_r\"]].mean(axis=1)\n",
"pm_data_mean[\"PM_25\"] = pm_data[[\"pm25_1_r\", \"pm25_2_r\"]].mean(axis=1)\n",
"pm_data_mean[\"PM_10\"] = pm_data[[\"pm10_1_r\", \"pm10_2_r\"]].mean(axis=1)"
]
},
{
"cell_type": "markdown",
"id": "a808c84f-9131-4afe-a145-3967aa1d5849",
"metadata": {},
"source": [
"Vamos a crear una ***gráfica*** compuesta de ***4 subgráficas***, una para cada tipo de material particulado y una última donde se muestren los datos de los 3 tipos de material particulado. Para esto, utilizaremos la función ```.subplots()``` de Matplotlibs. Luego, estableceremos el **estilo de la gráfica**, en este caso *\"default\"* (por defecto). A continuación, graficaremos diferentes series de datos de material particulado, incluyendo el **material particulado promedio** por hora, por día y el material particulado registrado por cada sensor. Además, rellenaremos el área entre los dos sensores de datos.\n",
"\n",
"\n",
"> ¿Qué pasa si cambiamos el estilo de la gráfica? Puedes conocer cuáles estilos están disponibles revisando en la [**documentación.**](https://matplotlib.org/stable/gallery/style_sheets/style_sheets_reference.html)\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "42d27d06-1939-4aa0-99b4-2778f0b68e4d",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Creamos una figura con 4 subplots\n",
"fig, ax = plt.subplots(2, 2, figsize=(15, 10))\n",
"\n",
"#Dejamos un poco más de espacio entre los subplots\n",
"fig.subplots_adjust(hspace=0.4)\n",
"\n",
"#Graficamos los datos de PM 1\n",
"ax[0,0].plot(pm_data.pm1_1_r, label=\"Sensor 1\", alpha=0.5, color=\"green\")\n",
"ax[0,0].plot(pm_data.pm1_2_r, label=\"Sensor 2\", alpha=0.5, color=\"blue\")\n",
"ax[0,0].plot(pm_data_mean.PM_1, label=\"Promedio\", alpha=0.8, color=\"red\", linestyle=\"--\")\n",
"ax[0,0].fill_between(pm_data.index, pm_data.pm1_1_r, pm_data.pm1_2_r, alpha=0.3)\n",
"\n",
"#Agregamos la leyenda y los titulos\n",
"ax[0,0].set_title(r\"$PM_{1}$ - Abril 29 y 30\", fontsize=20)\n",
"ax[0,0].set_ylabel(r\"Concentración [$\\mu g/m^3$]\", fontsize=15)\n",
"ax[0,0].set_xlabel(\"Fecha\", fontsize=15)\n",
"ax[0,0].grid(alpha=0.5, linestyle=\"--\")\n",
"ax[0,0].legend(fontsize=12)\n",
"\n",
"\n",
"\n",
"#Graficamos los datos de PM 2.5\n",
"ax[0,1].plot(pm_data.pm25_1_r, label=\"Sensor 1\", alpha=0.5, color=\"green\")\n",
"ax[0,1].plot(pm_data.pm25_2_r, label=\"Sensor 2\", alpha=0.5, color=\"blue\")\n",
"ax[0,1].plot(pm_data_mean.PM_25, label=\"Promedio\", alpha=0.8, color=\"red\", linestyle=\"--\")\n",
"ax[0,1].fill_between(pm_data.index, pm_data.pm25_1_r, pm_data.pm25_2_r, alpha=0.3)\n",
"#Agregamos la leyenda y los titulos\n",
"ax[0,1].set_title(r\"$PM_{2.5}$ - Abril 29 y 30\", fontsize=20)\n",
"ax[0,1].set_ylabel(r\"Concentración [$\\mu g/m^3$]\", fontsize=15)\n",
"ax[0,1].set_xlabel(\"Fecha\", fontsize=15)\n",
"ax[0,1].grid(alpha=0.5, linestyle=\"--\")\n",
"ax[0,1].legend(fontsize=12)\n",
"\n",
"#Graficamos los datos de PM 10\n",
"ax[1,0].plot(pm_data.pm10_1_r, label=\"Sensor 1\", alpha=0.5, color=\"green\")\n",
"ax[1,0].plot(pm_data.pm10_2_r, label=\"Sensor 2\", alpha=0.5, color=\"blue\")\n",
"ax[1,0].plot(pm_data_mean.PM_10, label=\"Promedio\", alpha=0.8, color=\"red\", linestyle=\"--\")\n",
"ax[1,0].fill_between(pm_data.index, pm_data.pm10_1_r, pm_data.pm10_2_r, alpha=0.3)\n",
"#Agregamos la leyenda y los titulos\n",
"ax[1,0].set_title(r\"$PM_{10}$ - Abril 29 y 30\", fontsize=20)\n",
"ax[1,0].set_ylabel(r\"Concentración [$\\mu g/m^3$]\", fontsize=15)\n",
"ax[1,0].set_xlabel(\"Fecha\", fontsize=15)\n",
"ax[1,0].grid(alpha=0.5, linestyle=\"--\")\n",
"ax[1,0].legend(fontsize=12)\n",
"\n",
"#Graficamos los promedios de los datos de PM 1, 2.5 y 10\n",
"ax[1,1].plot(pm_data_mean.PM_1, label=r\"$PM_{1}$\", alpha=0.8, color=\"green\", linestyle=\"--\")\n",
"ax[1,1].plot(pm_data_mean.PM_25, label=r\"$PM_{2.5}$\", alpha=0.8, color=\"blue\", linestyle=\"--\")\n",
"ax[1,1].plot(pm_data_mean.PM_10, label=r\"$PM_{10}$\", alpha=0.8, color=\"red\" , linestyle=\"--\")\n",
"#Agregamos la leyenda y los titulos\n",
"ax[1,1].set_title(r\"Promedio $PM_{1}$, $PM_{2.5}$ y $PM_{10}$ - Abril 29 y 30\", fontsize=20)\n",
"ax[1,1].set_ylabel(r\"Concentración [$\\mu g/m^3$]\", fontsize=15)\n",
"ax[1,1].set_xlabel(\"Fecha\", fontsize=15)\n",
"ax[1,1].grid(alpha=0.5, linestyle=\"--\")\n",
"ax[1,1].legend(fontsize=12)\n",
"\n",
"\n",
"#Formateamos el eje de las fechas para los 4 subplots\n",
"for i in range(2):\n",
" for j in range(2):\n",
" ax[i,j].xaxis.set_major_formatter(mdates.DateFormatter('%b/%d'))\n",
" ax[i,j].xaxis.set_major_locator(mdates.DayLocator(interval=5))\n",
" #ax[i,j].xaxis.set_major_locator(mdates.HourLocator(byhour=range(0,24,6)))\n",
" #ax[i,j].tick_params(which='major', pad=15, length=8, labelsize=12, direction=\"inout\", width=1.5)\n",
" #ax[i,j].tick_params(which='minor', length=4)"
]
},
{
"cell_type": "markdown",
"id": "696ef3c8-556d-47a1-aa83-f3d74e1ddccc",
"metadata": {},
"source": [
"Ahora que tenemos nociones de cómo se comporta el material particulado, surgen ciertas preguntas:\n",
"- ¿Por qué el $PM_{1}$ es menor que el $PM_{2.5}$ y el $PM_{10}$?\n",
"- ¿Qué pasa con el material particulado en la noche?\n",
"- ¿Se comportará igual durante todo el mes o solo se trata de un caso particular?\n",
"\n",
"Procedamos a realizar un análisis de los datos de material particulado por día de la semana:"
]
},
{
"cell_type": "markdown",
"id": "12f70564-8290-4c26-a0f9-3087ea315512",
"metadata": {},
"source": [
"---\n",
"\n",
"## ¿La concentración de material particulado cambia los fines de semana?\n",
"\n",
"Vamos a comparar la concentración de material particulado $PM_{2.5}$, durante los días de semana (lunes a viernes) con los fines de semana (sábado y domingo). Antes de empezar, es crucial tomarnos un tiempo para pensar en el problema que queremos resolver y el resultado que esperamos obtener para así tener una nocion de lo que estamos haciendo. Por ejemplo, ¿Esperamos que la concentración de material particulado aumente o disminuya los fines de semana?"
]
},
{
"cell_type": "markdown",
"id": "a9fc459c",
"metadata": {},
"source": [
"### Vistazo rápido a los datos\n",
"\n",
"Usemos la función ```.dayofweek``` de Pandas para obtener el día de la semana de cada medición. Luego, usando la función ```.scatter()``` de Matplotlib, grafiquemos la concentración de material particulado $PM_{2.5}$ en función del día de la semana. ¿Qué observamos?"
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "bbbf7e79-58df-4640-bd4a-0b2c00c57fc9",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Demos una vista rápida de como se agrupan nuestro datos para cada día de la semana. \n",
"#Ten en cuenta que 0:Lunes y 6:Domingo.\n",
"\n",
"plt.scatter( pm_data.index.dayofweek, pm_data.pm25_1)\n",
"plt.xticks(range(7), [\"Lunes\", \"Martes\", \"Miércoles\", \"Jueves\", \"Viernes\", \"Sábado\", \"Domingo\"], fontsize=12)\n",
"\n",
"plt.ylabel(r\"Concentración PM_2.5 [$\\mu g/m^3$]\", fontsize=15)\n",
"plt.xlabel(r\"Día de la semana\", fontsize=15)\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "51619d7a-ef11-4ff8-ac0f-69675fb5c185",
"metadata": {},
"source": [
"Podemos ver que la mayoría de los datos mantienen una concentración menor a $40 \\mu g/m^3$. Sin embargo, hay algunos datos que superan los $60 \\mu g/m^3$. Sabemos que no son datos atípicos dado que ya los habíamos eliminado, ¿A qué se deben? ¿Qué pasa con los datos de los fines de semana? ¿Son mayores o menores que los de los días de semana? Para sacar una conclusión más profunda, debemos realizar un análisis estadístico de los datos."
]
},
{
"cell_type": "markdown",
"id": "2b874344",
"metadata": {},
"source": [
"---\n",
"### Análisis estadístico\n",
"Ya que estamos interesados en comparar la concentración de PM$_{2.5}$ entre días de la semana, vamos a trabajar con el promedio para cada día. "
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "7a014885-a27a-42c4-ace2-4eb56cf51b09",
"metadata": {
"tags": []
},
"outputs": [
{
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" pm10_1 pm10_2 pm25_1 pm25_2 pm1_1 pm1_2 \\\n",
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"\n",
" pm10_1_r pm10_2_r pm25_1_r pm25_2_r pm1_1_r pm1_2_r \n",
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]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfd = pm_data.resample('1D').mean() \n",
"dfd.head()"
]
},
{
"cell_type": "markdown",
"id": "1277104d-eb54-4e2c-8957-a68df2584630",
"metadata": {},
"source": [
"Vamos a dividir nuestro DataFrame en varios DataFrame, cada uno para una semana diferente. Para esto, usaremos el método de python ```isocalendar()```, el cual devuleve el año, número de la semana y día. Para saber más, puedes visitar la página de documentación de [pandas](https://pandas.pydata.org/docs/reference/api/pandas.Series.dt.isocalendar.html)."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "71266b43-7e1d-4816-9f47-49b872e44a42",
"metadata": {
"tags": []
},
"outputs": [
{
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11.717640
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11.920113
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8.595310
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8.578512
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"
12.252821
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12.236541
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"
10.978927
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"
11.144935
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8.101904
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8.166043
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"
\n",
"
\n",
"
2023-04-25
\n",
"
17.886180
\n",
"
17.929132
\n",
"
16.290635
\n",
"
16.448710
\n",
"
11.519626
\n",
"
11.712691
\n",
"
15.570929
\n",
"
15.288301
\n",
"
13.847394
\n",
"
13.932275
\n",
"
9.958938
\n",
"
10.054332
\n",
"
\n",
"
\n",
"
2023-04-26
\n",
"
14.050167
\n",
"
14.274130
\n",
"
12.930881
\n",
"
13.042830
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9.049019
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"
9.097472
\n",
"
17.628713
\n",
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17.904329
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16.148860
\n",
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16.398247
\n",
"
11.248959
\n",
"
11.358491
\n",
"
\n",
"
\n",
"
2023-04-27
\n",
"
8.961057
\n",
"
8.761688
\n",
"
8.101100
\n",
"
8.052033
\n",
"
6.011335
\n",
"
6.053539
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"
9.806977
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9.789026
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"
8.932799
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8.945129
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6.498891
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"
6.563769
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"
\n",
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\n",
"
2023-04-28
\n",
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13.618552
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"
13.654684
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"
12.541768
\n",
"
12.569652
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"
9.097508
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"
9.210844
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11.741869
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11.577958
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10.719814
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10.676836
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7.835150
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7.910883
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"
\n",
" \n",
"
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"
],
"text/plain": [
" pm10_1 pm10_2 pm25_1 pm25_2 pm1_1 pm1_2 \\\n",
"2023-04-24 13.483311 13.217195 11.717640 11.920113 8.595310 8.578512 \n",
"2023-04-25 17.886180 17.929132 16.290635 16.448710 11.519626 11.712691 \n",
"2023-04-26 14.050167 14.274130 12.930881 13.042830 9.049019 9.097472 \n",
"2023-04-27 8.961057 8.761688 8.101100 8.052033 6.011335 6.053539 \n",
"2023-04-28 13.618552 13.654684 12.541768 12.569652 9.097508 9.210844 \n",
"\n",
" pm10_1_r pm10_2_r pm25_1_r pm25_2_r pm1_1_r pm1_2_r \n",
"2023-04-24 12.252821 12.236541 10.978927 11.144935 8.101904 8.166043 \n",
"2023-04-25 15.570929 15.288301 13.847394 13.932275 9.958938 10.054332 \n",
"2023-04-26 17.628713 17.904329 16.148860 16.398247 11.248959 11.358491 \n",
"2023-04-27 9.806977 9.789026 8.932799 8.945129 6.498891 6.563769 \n",
"2023-04-28 11.741869 11.577958 10.719814 10.676836 7.835150 7.910883 "
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Separemos el Dataframe en varios por semanas\n",
"dfw = [ g for _,g in dfd.groupby(dfd.index.isocalendar().week)] \n",
"dfw[2].head()\n"
]
},
{
"cell_type": "markdown",
"id": "29ee8819-e7f3-498b-beca-a818b666f099",
"metadata": {},
"source": [
"\n",
"Definimos una función que nos devuelva el valor de la **razón del promedio** de la concentración de material particulado entre los días de semana y los fines de semana. Esto es, el promedio de la concentración de material particulado los fines de semana dividido por el promedio de la concentración de material particulado los días de semana."
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "0854e602-526d-43b3-b26b-6fc36345624e",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"def cal_ratio_week(data): \n",
" #El argumento de esta funcion será un dataFrame llamado data\n",
"\n",
" week_ends = [5,6] #Los fines de semana son los numeros 5(Sabado) y 6(domingo)\n",
" \n",
" #Dividimos los datos entre fines de semana, y dias de semana. Primero los agrupamos por el día de la semana y luego los filtramos si son fines de semana o no.\n",
" weekdays = data.groupby(data.index.dayofweek).filter(lambda ele: ele.index.dayofweek not in week_ends) \n",
" weekends = data.groupby(data.index.dayofweek).filter(lambda ele: ele.index.dayofweek in week_ends)\n",
" \n",
" date_ = data.index[-1] # tomamos la fecha del último dato de DataFrame data. Los más probables es que esta fecha corresponda a un Domingo\n",
" \n",
" #Tomamos la razon si en nuestro datos hay al menos dos dias en los dias entre semana y un dia en el fin de semana\n",
" if weekdays.isnull().sum().pm25_1 <2 and weekends.isnull().sum().pm25_1 <1:\n",
" \n",
" ratio = weekends.mean()/weekdays.mean() \n",
" output = {'date': date_, 'ratio': ratio.pm25_1} #utilizamos el valor de la variable date_ como indice de la razon\n",
" else:\n",
" output = {'date': date_, 'ratio': 0}\n",
" return output"
]
},
{
"cell_type": "markdown",
"id": "afd64ade",
"metadata": {},
"source": [
"Hemos creado una **función** llamada ```cal_ratio_week()``` que toma un set de datos como argumento. Lo primero que hace la función es dividir el DataFrame de entrada en dos partes: una para los días de semana (**Weekdays**) y otra para los fines de semana (**Weekends**). Esto lo hace utilizando la función ```.groupby()``` y la función ```.filter()```. Posteriormente calculamos la razón (**ratio**) entre los fines de semana y los días de semana siempre, siempre y cuando haya por lo menos 2 días entre semana y 1 día de fin de semana. Finalmente, la función devuelve el ratio calculado y la fecha de la semana correspondiente en forma de diccionario.\n",
"\n",
"Ahora podemos aplicar nuestra función a todos los DataFrame que formamos anteriormente. Podemos crear un nuevo set de datos que contenga los ratios calculados para cada semana:"
]
},
{
"cell_type": "code",
"execution_count": 63,
"id": "28889b06-e4c7-4c94-b939-94db7380a2b2",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"
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"\n",
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2023-04-16
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NaN
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2023-04-23
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2023-04-30
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0.829644
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2023-05-07
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2023-05-14
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"text/plain": [
" date ratio\n",
"0 2023-04-16 NaN\n",
"1 2023-04-23 0.893206\n",
"2 2023-04-30 0.829644\n",
"3 2023-05-07 2.090374\n",
"4 2023-05-14 1.049021"
]
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# aplicamos la funcion cal_ratio_week() a todos los DataFrame que formamos con nuestros datos originales\n",
"week_ratios = list() #Creamos una lista vacia\n",
"for i, data in enumerate(dfw):\n",
" #Agregamos los datos de la funcion cal_ratio_week() a la lista week_ratios\n",
" week_ratios.append(cal_ratio_week(data)) \n",
" \n",
"#Formamos un nuevo DataFrame con las razones que hemos calculado (week_ratios)\n",
"dfrw = pd.DataFrame.from_dict(week_ratios) #Formamos un DataFrame con los datos de week_ratios\n",
"dfrw.head()"
]
},
{
"cell_type": "markdown",
"id": "38cca529",
"metadata": {},
"source": [
"Acá hemos utilizado la función ```.append()``` de Pandas para agregar los ratios calculados a la lista creada. Luego, hemos creado un nuevo DataFrame con los ratios calculados.\n",
"\n",
"> ¿Por qué obtuvimos ```NaN``` en la primera entrada?\n",
"\n",
"\n",
"Ahora podemos visualizar los datos obtenidos:\n"
]
},
{
"cell_type": "code",
"execution_count": 64,
"id": "a8ad3f67-8d0b-4b10-a9b5-d300b73eb6bd",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Ahora vizualicemos los datos\n",
"fig, ax = plt.subplots(figsize=(10, 5))\n",
"dfrw2 = dfrw.query('ratio!=0') #Filtramos los datos que no son cero\n",
"ax.set_title(\"Razón de concentración de $PM_{25}$ entre fin de semana y entre semana\", fontsize=20)\n",
"ax.set_xlabel(\"Fecha\", fontsize=15)\n",
"ax.set_ylabel(\"Razón $PM_{2.5}$\", fontsize=15)\n",
"#dfrw2['ratio'].plot()\n",
"ax.plot( dfrw2.date, dfrw2.ratio, \"-\", marker=\"o\", markersize=3)\n",
"ax.grid(alpha=0.5, linestyle=\"--\")\n",
"#Podemos formatear el eje de las fechas para que se vea mejor\n",
"ax.xaxis.set_major_formatter(mdates.DateFormatter('%b/%d'))\n",
"ax.xaxis.set_major_locator(mdates.DayLocator(interval=5))\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "582b26eb-c2de-48ef-be0e-effe0d9a93fb",
"metadata": {},
"source": [
"> ¿Que representa un valor mayor que uno? ¿Un valor menor que uno?\n",
"\n",
"> Puedes explicar el resultado ¿Obtuviste lo que esperabas?"
]
},
{
"cell_type": "markdown",
"id": "6531a271",
"metadata": {},
"source": [
"---\n",
"### Gráfica de bigotes\n",
"\n",
"Finalmente, vamos a graficar los datos obtenidos utilizando la función ```.boxplot()``` de Pandas. Esta función nos permite visualizar la distribución de los datos. En este caso, vamos a graficar la distribución de los ratios calculados para cada semana."
]
},
{
"cell_type": "markdown",
"id": "d96b1b9e",
"metadata": {},
"source": [
"\n",
"
\n",
"¿Qué es un gráfico de bigotes? Un gráfico de bigotes es un gráfico que muestra la distribución de los datos en cuartiles, resaltando el promedio y los valores atípicos. Las líneas que se extienden fuera de las cajas, llamadas \"bigotes\", muestran la variabilidad fuera del valor promedio de los datos y cualquier valor atípico que pueda estar presente en los datos. Los bigotes se pueden mostrar de diferentes maneras, dependiendo de la biblioteca que se utilice. En este caso, vamos a utilizar la función .boxplot() de Matplotlib\n",
"\n",
"Por otra parte, ya hemos trabajado los cuartiles. Un cuartil es un valor que divide un conjunto de datos en cuatro partes iguales. Los cuartiles se pueden calcular utilizando la función ```.quantile()``` de Pandas. Por ejemplo, el primer cuartil es el primer conjunto de datos tras efectuar la división. Es decir, el 25% de los datos se encuentran por debajo del primer cuartil mientras que el 75% de los datos se encuentran por encima del primer cuartil. \n",
"
\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 71,
"id": "221c8e3e-9679-467f-bf00-ac063100c6c6",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Analicemos nuetro resultado con una gráfica de bigotes\n",
"\n",
"plt.figure(figsize=(8,5))\n",
"\n",
"#Eliminamos los datos que son cero\n",
"dfrw2 =dfrw2.dropna()\n",
"\n",
"#Iniciamos la gráfica de bigotes\n",
"plt.boxplot(x = dfrw2['ratio'].values,\n",
" vert=False, \n",
" #meanline=True, showmeans=True, \n",
" )\n",
"plt.xlabel(\"PM25 (fin de semana)/ PM25 (entre-semana)\")\n",
"plt.title(\"Razón de concentración de $PM_{25}$ entre fin de semana y entre semana\", fontsize=20)\n",
"ax = plt.gca()\n",
"ax.set_yticklabels(['Damaso'])\n",
"# plt.annotate(s_text, xy=(0.8, 0.8), xycoords=\"data\", bbox=bbox_props, size=13, ha=\"left\", va=\"center\");\n",
"plt.tight_layout()\n"
]
},
{
"cell_type": "markdown",
"id": "0cf7571c-3989-4c27-b6b8-a6e00fe7b793",
"metadata": {},
"source": [
"> ¿Qué conclusiones tenemos de este gráfico?"
]
},
{
"cell_type": "markdown",
"id": "d74d9cb8-8619-4f21-9029-a7d264bc5479",
"metadata": {
"tags": []
},
"source": [
"## Indice de Calidad de Aire"
]
},
{
"cell_type": "markdown",
"id": "7886b066",
"metadata": {},
"source": [
"Hemos visto que las estaciones cuentan el **número de partículas** presentes en el aire y a partir de allí se determina la **concentración** de cada una de ellas. Sin embargo, no todas las partículas son iguales, algunas son más dañinas que otras. Por ejemplo, las partículas de menos de 2.5 micrómetros de diámetro son las más dañinas para la salud humana, ya que pueden penetrar profundamente en los pulmones y causar problemas respiratorios. Por otro lado, las partículas de menos de 10 micrómetros de diámetro pueden penetrar en los pulmones y causar problemas respiratorios y cardiovasculares. Además, una concentración no nos dice mucho respecto a qué tan dañado está el aire que respiramos.\n",
"\n",
"Es por esto que surge la necesidad de establecer un **Índice de Calidad de Aire (ICA)** que nos permita conocer el estado del aire que respiramos. Este índice es un **valor representativo de los índices de contaminación más significativos**. Así, es posible clasificar la calidad del aire en seis categorías, cada una de ellas asociada a un color y a un valor del ICA, tal como vimos en la tabla de la sección [calidad del aire](../Monitoreo_Ambiental/Normatividad.md)."
]
},
{
"cell_type": "markdown",
"id": "8c0a488d",
"metadata": {},
"source": [
"La fórmula para calcular el ICA es la siguiente:\n",
"\n",
"$ {ICA}_{p} = \\frac{I_{alto}-I_{bajo}}{PC_{alto}-PC_{bajo}}\\times (C_{p}-PC_{bajo})+I_{bajo} , $\n",
"\n",
"donde:\n",
"- ${ICA}_{p}$ es el índice de calidad del aire para el contaminante $p$.\n",
"- ${C_{p}}$ es la concentración del contaminante $p$.\n",
"- ${PC_{bajo}}$ es el punto de corte menor o igual a $C_{p}$.\n",
"- ${PC_{alto}}$ es el punto de corte mayor o igual a $C_{p}$.\n",
"- ${I_{bajo}}$ es el índice correspondiente al punto de corte ${PC_{bajo}}$.\n",
"- ${I_{alto}}$ es el índice correspondiente al punto de corte ${PC_{alto}}$.\n",
"\n",
"Todos estos valores se pueden encontrar en la página del [IDEAM](http://www.ideam.gov.co/documents/11769/641368/2.01+HM+Indice+calidad+aire.pdf/5130ffb3-a1bf-4d23-a663-b4c51327cc05).\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "daf5d5c9-b502-4fc4-b617-e820fe150986",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.11.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}