{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Extracción de datos de salinidad de la NOAA\n", "\n", "## Integrantes:\n", "\n", "* Emilio Echevarria\n", "* Giuliana Berden\n", "\n", "## Descripción\n", "\n", "El programa esta diseñado para automatizar la descarga de datos de salidad de la pagina de la NOAA (http y ftp). Para ello se utilizaron las librerias:\n", "\n", "* request \n", "* BeautifulSoup\n", "* urllib\n", "\n", "Ademas el programa grafica los datos de salindad de la NOAA en todo el mundo y si se desea grafica una serie temporal de la variable para un punto a eleccion en el mundo. Para ello se utilizaron las librerias:\n", "\n", "* mpl_toolkits.basemap \n", "* matplotlib\n", "* netCDF4 \n", "* numpy\n", "\n", "NOTA: El archivo de salinidad de la NOAA con el cual se corre el ejemplo no fue cargado al git por su peso. El url es: 'http://www.esrl.noaa.gov/psd/cgi-bin/db_search/DBListFiles.pl?did=98&tid=53069&vid=1914'" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Automatizando la bajada de datos.. ÉXITO! :)\n", "\n", "import requests\n", "url = 'http://www.esrl.noaa.gov/psd/cgi-bin/db_search/DBListFiles.pl?did=98&tid=53069&vid=1914'\n", "html = requests.get(url, timeout=10)\n", "print(html.text)\n", "\n", "from bs4 import BeautifulSoup\n", "soup = BeautifulSoup(html.text, 'html.parser')\n", "listado_links = soup.find('div', attrs={'id':\"content\"})\n", "print(listado_links)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lista_a = listado_links.findAll('a')[1:]\n", "print(lista_a)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [], "source": [ "link = []\n", "for i in range(len(lista_a)):\n", " link.append(lista_a[i].attrs['href'])\n", "print(link)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "anio = input('Seleccione el año que quiera (1980-2016) = ')\n", "anios = []\n", "for i in range(len(lista_a)):\n", " anios.append(link[i][43:47])\n", " \n", "for i in range(len(lista_a)):\n", " if anio == anios[i]:\n", " respuesta=['Bien, el archivo se descargará']\n", " A=i\n", " print(respuesta)\n", " import urllib.request\n", " urllib.request.urlretrieve(link[A], 'salt'+anio+'.nc')\n", " req = urllib.request.Request(link[A])\n", " print(':)')\n", "\n", " elif anio not in anios:\n", " print('Anio no disponible')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "odict_keys(['level', 'lon', 'lat', 'time', 'date', 'timePlot', 'salt'])\n", "¿Desea obtener una serie temporal de salinidad en un punto determinado?(SI/NO) SI\n", "ingrese latitud° (-90 90) = -40\n", "ingrese longitud° (-180 180) = -40\n" ] }, { "data": { "image/png": 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sWIHnz5/jwYMHCA8PBxGhQYMGUFZWxrt379CwYUPExMRAUlJSrAyRSIRjx45h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V1tZq69atCgQCys3N1fDhp67qdc6ddnzX19eHA9j48eNPe5VxX0ZlC3GvP+99omt6yzlb6BuY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\n", 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3yy7wwAOxIxFZSSNjklU//ggXXxz6+wwdCr/5TeyI6nbPPWH/y7ff1r6VUhx+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\nmDGjdCV944CvkvrKoS0kFfPOO7DnnjBnDuy7b+l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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Salinidad del ESRL de la NOAA - Dibujo un mapa global y serie temporal\n", "\n", "import netCDF4\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import mpl_toolkits.basemap as bm\n", "\n", "anio='1986'\n", "\n", "%matplotlib inline\n", "A = netCDF4.Dataset('salt'+anio+'.nc','r') \n", "\n", "print(A.variables.keys()) # Nombres de las variables\n", "\n", "lat,lon = A.variables['lat'][:], A.variables['lon'][:] # Defino Latitud y Longitud (tipo array)\n", "time,data = A.variables['time'][:], A.variables['date']\n", "level=A.variables['level']\n", "salt = A.variables['salt'][:] # Defino la sal (tipo array)\n", "\n", "mapa_salinidad=plt.figure(figsize=(10,10))\n", "mapproj = bm.Basemap(projection='cyl',\n", " llcrnrlat=-90.0, llcrnrlon=0.0,\n", " urcrnrlat=90.0, urcrnrlon=360.0) #defino proyeccion y limites del mapa\n", "mapproj.drawcoastlines() #dibujo las costas\n", "mapproj.drawparallels(np.array([-60, -40, -20, 0, 20, 40, 60]), labels=[1,0,0,0]) #DIbujo paralelos\n", "mapproj.drawmeridians(np.array([-180, -90, 0, 90, 180]), labels=[0,0,0,1])\n", "lonall, latall = np.meshgrid(lon, lat) #me creo una grilla\n", "lonproj, latproj = mapproj(lonall, latall)\n", "\n", "plt.contourf(lonproj, latproj, salt[8,0,:,:],14,cmap=plt.cm.rainbow)\n", "plt.colorbar(orientation='horizontal')\n", "plt.title('Salinidad ', fontsize=25) # add a title\n", "plt.savefig('mapa_salinidad '+anio, dpi=None, facecolor='w', edgecolor='w',\n", " orientation='portrait', papertype=None, format=None,\n", " transparent=False, bbox_inches=None, pad_inches=0.1,\n", " frameon=None)\n", "\n", "seriesal=input('¿Desea obtener una serie temporal de salinidad en un punto determinado?(SI/NO) ')\n", "\n", "if seriesal == 'SI':\n", " lat_d=input('ingrese latitud° (-90 90) = ')\n", " lon_d=input('ingrese longitud° (-180 180) = ')\n", " lat_d=float(lat_d)\n", " lon_d=float(lon_d)\n", " lat_definida=((lat_d)*3)+223.5\n", " lon_definida=((lon_d))\n", " if lon_definida<0:\n", " lon_definida=lon_definida+360\n", " lon_definida=int(lon_definida)\n", " lat_definida=int(lat_definida)\n", " \n", " seriet=salt[:,0,lat_definida,lon_definida]\n", " mapproj.plot([-10,lon_definida],[10,lat_d],'go') # ¿?\n", "\n", " serie_temporal = plt.figure(figsize=(10,10))\n", " t=[]\n", " for i in range(0,12):\n", " t.append(i)\n", " plt.plot(t,seriet)\n", " plt.title('Serie anual salinidad' ,fontsize=25) # add a title \n", " labels = ['ene','feb','mar','abr','may','jun','jul','ago','sep','oct','nov','dic']\n", " plt.xticks(t,labels,fontsize=12)\n", " plt.xticks()\n", " plt.savefig('Serie temporal ', dpi=None, facecolor='w', edgecolor='w',\n", " orientation='portrait', papertype=None, format=None,\n", " transparent=False, bbox_inches=None, pad_inches=0.1,\n", " frameon=None)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "" ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Este css es trabajo de @LorenaABarba y su grupo\n", "from IPython.core.display import HTML\n", "css_file = '../../css/personal.css'\n", "HTML(open(css_file, \"r\").read())" ] } ], "metadata": { "anaconda-cloud": {}, "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }