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rafalagunas/Conexión externa.ipynb

Created October 25, 2020 03:22
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Conexión externa.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# CONDICIONES ATMOSFÉRIAS DE MÉXICO"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### INSTALAMOS LAS LIBRERÍAS NECESARIAS PARA CONSUMIR UN API EXTERNA"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"The downloaded binary packages are in\n",
"\t/var/folders/mj/2p9h15dj49nf04_fy5ybz_vr0000gn/T//Rtmpf2jQap/downloaded_packages\n"
]
}
],
"source": [
"install.packages(c(\"httr\", \"jsonlite\",\"dplyr\"))\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n",
"Attaching package: ‘dplyr’\n",
"\n",
"\n",
"The following objects are masked from ‘package:stats’:\n",
"\n",
" filter, lag\n",
"\n",
"\n",
"The following objects are masked from ‘package:base’:\n",
"\n",
" intersect, setdiff, setequal, union\n",
"\n",
"\n"
]
}
],
"source": [
"library(httr)\n",
"library(jsonlite)\n",
"library(\"dplyr\")\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### CONSUMIMOS EL API DE DATOS.GOB.MX QUE CONTIENE TODAS LAS CONDICIONES ATMOSFÉRICAS DE MÉXICO POR ESTADO Y CIUDAD. CONTIENE MÁS DE 13 MILLONES DE REGISTROS"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"res <- GET(\"https://api.datos.gob.mx/v1/condiciones-atmosfericas\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"dat <- fromJSON(rawToChar(res$content))\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"[1] \"ID: 1\"\n",
"[1] \"2017-06-27T17:36:43.084Z\"\n",
"[1] \"Aguascalientes\"\n",
"[1] \"Aguascalientes\"\n",
"[1] \"21.87982\"\n",
"[1] \"-102.296\"\n",
"[1] \"Tormentas dispersas\"\n",
"[1] \"6\"\n",
"\n",
"[1] \"ID: 2\"\n",
"[1] \"2017-06-27T17:36:43.088Z\"\n",
"[1] \"Aguascalientes\"\n",
"[1] \"Asientos\"\n",
"[1] \"22.23832\"\n",
"[1] \"-102.0893\"\n",
"[1] \"Tormentas dispersas\"\n",
"[1] \"5\"\n",
"\n",
"[1] \"ID: 3\"\n",
"[1] \"2017-06-27T17:36:43.088Z\"\n",
"[1] \"Aguascalientes\"\n",
"[1] \"Calvillo\"\n",
"[1] \"21.84691\"\n",
"[1] \"-102.7188\"\n",
"[1] \"Tormentas dispersas\"\n",
"[1] \"2\"\n",
"\n",
"[1] \"ID: 4\"\n",
"[1] \"2017-06-27T17:36:43.088Z\"\n",
"[1] \"Aguascalientes\"\n",
"[1] \"Cosío\"\n",
"[1] \"22.36641\"\n",
"[1] \"-102.3\"\n",
"[1] \"Tormentas dispersas\"\n",
"[1] \"3\"\n",
"\n",
"[1] \"ID: 5\"\n",
"[1] \"2017-06-27T17:36:43.089Z\"\n",
"[1] \"Aguascalientes\"\n",
"[1] \"El Llano\"\n",
"[1] \"21.91887\"\n",
"[1] \"-101.9653\"\n",
"[1] \"Tormentas dispersas\"\n",
"[1] \"3\"\n",
"\n",
"[1] \"ID: 6\"\n",
"[1] \"2017-06-27T17:36:43.089Z\"\n",
"[1] \"Aguascalientes\"\n",
"[1] \"Jesús María\"\n",
"[1] \"21.96127\"\n",
"[1] \"-102.3434\"\n",
"[1] \"Tormentas dispersas\"\n",
"[1] \"8\"\n",
"\n",
"[1] \"ID: 7\"\n",
"[1] \"2017-06-27T17:36:43.089Z\"\n",
"[1] \"Aguascalientes\"\n",
"[1] \"Pabellón de Arteaga\"\n",
"[1] \"22.1492\"\n",
"[1] \"-102.2765\"\n",
"[1] \"Tormentas\"\n",
"[1] \"6\"\n",
"\n",
"[1] \"ID: 8\"\n",
"[1] \"2017-06-27T17:36:43.089Z\"\n",
"[1] \"Aguascalientes\"\n",
"[1] \"Rincón de Romos\"\n",
"[1] \"22.22923\"\n",
"[1] \"-102.3231\"\n",
"[1] \"Tormentas dispersas\"\n",
"[1] \"3\"\n",
"\n",
"[1] \"ID: 9\"\n",
"[1] \"2017-06-27T17:36:43.090Z\"\n",
"[1] \"Aguascalientes\"\n",
"[1] \"San Francisco de los Romo\"\n",
"[1] \"22.07239\"\n",
"[1] \"-102.2727\"\n",
"[1] \"Tormentas\"\n",
"[1] \"8\"\n",
"\n",
"[1] \"ID: 10\"\n",
"[1] \"2017-06-27T17:36:43.091Z\"\n",
"[1] \"Aguascalientes\"\n",
"[1] \"San José de Gracia\"\n",
"[1] \"22.15022\"\n",
"[1] \"-102.4156\"\n",
"[1] \"Tormentas\"\n",
"[1] \"3\"\n",
"\n",
"[1] \"ID: 11\"\n",
"[1] \"2017-06-27T17:36:43.091Z\"\n",
"[1] \"Aguascalientes\"\n",
"[1] \"Tepezalá\"\n",
"[1] \"22.22423\"\n",
"[1] \"-102.167\"\n",
"[1] \"Tormentas dispersas\"\n",
"[1] \"3\"\n",
"\n",
"[1] \"ID: 12\"\n",
"[1] \"2017-06-27T17:36:43.091Z\"\n",
"[1] \"Baja California\"\n",
"[1] \"Ensenada\"\n",
"[1] \"31.80894\"\n",
"[1] \"-116.5951\"\n",
"[1] \"Soleado\"\n",
"[1] \"3\"\n",
"\n",
"[1] \"ID: 13\"\n",
"[1] \"2017-06-27T17:36:43.092Z\"\n",
"[1] \"Baja California\"\n",
"[1] \"Mexicali\"\n",
"[1] \"32.64117\"\n",
"[1] \"-115.4756\"\n",
"[1] \"Soleado\"\n",
"[1] \"3\"\n",
"\n",
"[1] \"ID: 14\"\n",
"[1] \"2017-06-27T17:36:43.092Z\"\n",
"[1] \"Baja California\"\n",
"[1] \"Tijuana\"\n",
"[1] \"32.53246\"\n",
"[1] \"-117.0189\"\n",
"[1] \"Soleado\"\n",
"[1] \"2\"\n",
"\n",
"[1] \"ID: 15\"\n",
"[1] \"2017-06-27T17:36:43.092Z\"\n",
"[1] \"Baja California\"\n",
"[1] \"Tecate\"\n",
"[1] \"32.57268\"\n",
"[1] \"-116.6265\"\n",
"[1] \"Soleado\"\n",
"[1] \"3\"\n",
"\n",
"[1] \"ID: 16\"\n",
"[1] \"2017-06-27T17:36:43.093Z\"\n",
"[1] \"Baja California Sur\"\n",
"[1] \"La Paz\"\n",
"[1] \"24.14222\"\n",
"[1] \"-110.3108\"\n",
"[1] \"Mayormente soleado\"\n",
"[1] \"10\"\n",
"\n",
"[1] \"ID: 17\"\n",
"[1] \"2017-06-27T17:36:43.093Z\"\n",
"[1] \"Baja California Sur\"\n",
"[1] \"Los Cabos\"\n",
"[1] \"23.06159\"\n",
"[1] \"-109.6947\"\n",
"[1] \"Nublado\"\n",
"[1] \"10\"\n",
"\n",
"[1] \"ID: 18\"\n",
"[1] \"2017-06-27T17:36:43.093Z\"\n",
"[1] \"Baja California Sur\"\n",
"[1] \"Loreto\"\n",
"[1] \"26.01278\"\n",
"[1] \"-111.3433\"\n",
"[1] \"Mayormente nublado\"\n",
"[1] \"0\"\n",
"\n",
"[1] \"ID: 19\"\n",
"[1] \"2017-06-27T17:36:43.093Z\"\n",
"[1] \"Baja California Sur\"\n",
"[1] \"Comondú\"\n",
"[1] \"25.03443\"\n",
"[1] \"-111.6732\"\n",
"[1] \"Mayormente soleado\"\n",
"[1] \"3\"\n",
"\n",
"[1] \"ID: 20\"\n",
"[1] \"2017-06-27T17:36:43.093Z\"\n",
"[1] \"Baja California Sur\"\n",
"[1] \"Mulegé\"\n",
"[1] \"27.33687\"\n",
"[1] \"-112.2683\"\n",
"[1] \"Parcialmente nublado\"\n",
"[1] \"8\"\n",
"\n",
"[1] \"ID: 21\"\n",
"[1] \"2017-06-27T17:36:43.094Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Camargo\"\n",
"[1] \"27.69496\"\n",
"[1] \"-105.1716\"\n",
"[1] \"Soleado\"\n",
"[1] \"8\"\n",
"\n",
"[1] \"ID: 22\"\n",
"[1] \"2017-06-27T17:36:43.094Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"28.63679\"\n",
"[1] \"-106.0763\"\n",
"[1] \"Soleado\"\n",
"[1] \"2\"\n",
"\n",
"[1] \"ID: 23\"\n",
"[1] \"2017-06-27T17:36:43.094Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Delicias\"\n",
"[1] \"28.19333\"\n",
"[1] \"-105.4711\"\n",
"[1] \"Soleado\"\n",
"[1] \"5\"\n",
"\n",
"[1] \"ID: 24\"\n",
"[1] \"2017-06-27T17:36:43.095Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Hidalgo del Parral\"\n",
"[1] \"26.92209\"\n",
"[1] \"-105.6671\"\n",
"[1] \"Parcialmente nublado\"\n",
"[1] \"3\"\n",
"\n",
"[1] \"ID: 25\"\n",
"[1] \"2017-06-27T17:36:43.095Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Jiménez\"\n",
"[1] \"27.13055\"\n",
"[1] \"-104.923\"\n",
"[1] \"Soleado\"\n",
"[1] \"13\"\n",
"\n",
"[1] \"ID: 26\"\n",
"[1] \"2017-06-27T17:36:43.096Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Juárez\"\n",
"[1] \"31.74647\"\n",
"[1] \"-106.485\"\n",
"[1] \"Soleado\"\n",
"[1] \"8\"\n",
"\n",
"[1] \"ID: 27\"\n",
"[1] \"2017-06-27T17:36:43.096Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Nuevo Casas Grandes\"\n",
"[1] \"30.41399\"\n",
"[1] \"-107.9121\"\n",
"[1] \"Soleado\"\n",
"[1] \"5\"\n",
"\n",
"[1] \"ID: 28\"\n",
"[1] \"2017-06-27T17:36:43.096Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Temósachic\"\n",
"[1] \"28.95276\"\n",
"[1] \"-107.8298\"\n",
"[1] \"Soleado\"\n",
"[1] \"2\"\n",
"\n",
"[1] \"ID: 29\"\n",
"[1] \"2017-06-27T17:36:43.096Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Ahumada\"\n",
"[1] \"30.61773\"\n",
"[1] \"-106.5124\"\n",
"[1] \"Soleado\"\n",
"[1] \"6\"\n",
"\n",
"[1] \"ID: 30\"\n",
"[1] \"2017-06-27T17:36:43.096Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Aldama\"\n",
"[1] \"28.83838\"\n",
"[1] \"-105.9113\"\n",
"[1] \"Soleado\"\n",
"[1] \"3\"\n",
"\n",
"[1] \"ID: 31\"\n",
"[1] \"2017-06-27T17:36:43.097Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Allende\"\n",
"[1] \"26.93943\"\n",
"[1] \"-105.3951\"\n",
"[1] \"Soleado\"\n",
"[1] \"8\"\n",
"\n",
"[1] \"ID: 32\"\n",
"[1] \"2017-06-27T17:36:43.097Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Aquiles Serdán\"\n",
"[1] \"28.5945\"\n",
"[1] \"-105.8875\"\n",
"[1] \"Soleado\"\n",
"[1] \"5\"\n",
"\n",
"[1] \"ID: 33\"\n",
"[1] \"2017-06-27T17:36:43.097Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Ascensión\"\n",
"[1] \"31.09218\"\n",
"[1] \"-107.9959\"\n",
"[1] \"Soleado\"\n",
"[1] \"6\"\n",
"\n",
"[1] \"ID: 34\"\n",
"[1] \"2017-06-27T17:36:43.097Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Bachíniva\"\n",
"[1] \"28.76494\"\n",
"[1] \"-107.2536\"\n",
"[1] \"Soleado\"\n",
"[1] \"2\"\n",
"\n",
"[1] \"ID: 35\"\n",
"[1] \"2017-06-27T17:36:43.097Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Balleza\"\n",
"[1] \"26.95411\"\n",
"[1] \"-106.3469\"\n",
"[1] \"Soleado\"\n",
"[1] \"2\"\n",
"\n",
"[1] \"ID: 36\"\n",
"[1] \"2017-06-27T17:36:43.098Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Batopilas\"\n",
"[1] \"27.02665\"\n",
"[1] \"-107.7397\"\n",
"[1] \"Soleado\"\n",
"[1] \"3\"\n",
"\n",
"[1] \"ID: 37\"\n",
"[1] \"2017-06-27T17:36:43.098Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Bocoyna\"\n",
"[1] \"27.84074\"\n",
"[1] \"-107.5893\"\n",
"[1] \"Soleado\"\n",
"[1] \"6\"\n",
"\n",
"[1] \"ID: 38\"\n",
"[1] \"2017-06-27T17:36:43.098Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Buenaventura\"\n",
"[1] \"29.84337\"\n",
"[1] \"-107.4713\"\n",
"[1] \"Soleado\"\n",
"[1] \"10\"\n",
"\n",
"[1] \"ID: 39\"\n",
"[1] \"2017-06-27T17:36:43.098Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Carichí\"\n",
"[1] \"27.91653\"\n",
"[1] \"-107.0568\"\n",
"[1] \"Mayormente soleado\"\n",
"[1] \"6\"\n",
"\n",
"[1] \"ID: 40\"\n",
"[1] \"2017-06-27T17:36:43.099Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Casas Grandes\"\n",
"[1] \"30.3757\"\n",
"[1] \"-107.9488\"\n",
"[1] \"Soleado\"\n",
"[1] \"5\"\n",
"\n",
"[1] \"ID: 41\"\n",
"[1] \"2017-06-27T17:36:43.100Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Coronado\"\n",
"[1] \"26.73762\"\n",
"[1] \"-105.1583\"\n",
"[1] \"Soleado\"\n",
"[1] \"6\"\n",
"\n",
"[1] \"ID: 42\"\n",
"[1] \"2017-06-27T17:36:43.100Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Coyame del Sotol\"\n",
"[1] \"29.46204\"\n",
"[1] \"-105.0944\"\n",
"[1] \"Soleado\"\n",
"[1] \"6\"\n",
"\n",
"[1] \"ID: 43\"\n",
"[1] \"2017-06-27T17:36:43.100Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"La Cruz\"\n",
"[1] \"27.86389\"\n",
"[1] \"-105.1964\"\n",
"[1] \"Soleado\"\n",
"[1] \"8\"\n",
"\n",
"[1] \"ID: 44\"\n",
"[1] \"2017-06-27T17:36:43.100Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Cuauhtémoc\"\n",
"[1] \"28.40631\"\n",
"[1] \"-106.866\"\n",
"[1] \"Soleado\"\n",
"[1] \"2\"\n",
"\n",
"[1] \"ID: 45\"\n",
"[1] \"2017-06-27T17:36:43.100Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Cusihuiriachi\"\n",
"[1] \"28.24111\"\n",
"[1] \"-106.8367\"\n",
"[1] \"Mayormente soleado\"\n",
"[1] \"5\"\n",
"\n",
"[1] \"ID: 46\"\n",
"[1] \"2017-06-27T17:36:43.100Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Chínipas\"\n",
"[1] \"27.39281\"\n",
"[1] \"-108.5362\"\n",
"[1] \"Parcialmente nublado\"\n",
"[1] \"3\"\n",
"\n",
"[1] \"ID: 47\"\n",
"[1] \"2017-06-27T17:36:43.100Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Dr. Belisario Domínguez\"\n",
"[1] \"28.15467\"\n",
"[1] \"-106.477\"\n",
"[1] \"Soleado\"\n",
"[1] \"5\"\n",
"\n",
"[1] \"ID: 48\"\n",
"[1] \"2017-06-27T17:36:43.101Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Galeana\"\n",
"[1] \"30.11295\"\n",
"[1] \"-107.6167\"\n",
"[1] \"Soleado\"\n",
"[1] \"2\"\n",
"\n",
"[1] \"ID: 49\"\n",
"[1] \"2017-06-27T17:36:43.101Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Santa Isabel\"\n",
"[1] \"28.34335\"\n",
"[1] \"-106.3681\"\n",
"[1] \"Soleado\"\n",
"[1] \"5\"\n",
"\n",
"[1] \"ID: 50\"\n",
"[1] \"2017-06-27T17:36:43.101Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Gómez Farías\"\n",
"[1] \"29.35702\"\n",
"[1] \"-107.7387\"\n",
"[1] \"Mayormente soleado\"\n",
"[1] \"0\"\n",
"\n",
"[1] \"ID: 51\"\n",
"[1] \"2017-06-27T17:36:43.101Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Gran Morelos\"\n",
"[1] \"28.24782\"\n",
"[1] \"-106.5101\"\n",
"[1] \"Soleado\"\n",
"[1] \"5\"\n",
"\n",
"[1] \"ID: 52\"\n",
"[1] \"2017-06-27T17:36:43.101Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Guachochi\"\n",
"[1] \"26.81915\"\n",
"[1] \"-107.0694\"\n",
"[1] \"Mayormente soleado\"\n",
"[1] \"6\"\n",
"\n",
"[1] \"ID: 53\"\n",
"[1] \"2017-06-27T17:36:43.101Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Guadalupe\"\n",
"[1] \"31.39011\"\n",
"[1] \"-106.1018\"\n",
"[1] \"Soleado\"\n",
"[1] \"6\"\n",
"\n",
"[1] \"ID: 54\"\n",
"[1] \"2017-06-27T17:36:43.101Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Guadalupe y Calvo\"\n",
"[1] \"26.09452\"\n",
"[1] \"-106.9644\"\n",
"[1] \"Mayormente soleado\"\n",
"[1] \"5\"\n",
"\n",
"[1] \"ID: 55\"\n",
"[1] \"2017-06-27T17:36:43.102Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Guazapares\"\n",
"[1] \"27.27638\"\n",
"[1] \"-108.28\"\n",
"[1] \"Parcialmente nublado\"\n",
"[1] \"0\"\n",
"\n",
"[1] \"ID: 56\"\n",
"[1] \"2017-06-27T17:36:43.102Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Guerrero\"\n",
"[1] \"28.54819\"\n",
"[1] \"-107.4869\"\n",
"[1] \"Soleado\"\n",
"[1] \"3\"\n",
"\n",
"[1] \"ID: 57\"\n",
"[1] \"2017-06-27T17:36:43.102Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Huejotitán\"\n",
"[1] \"27.05467\"\n",
"[1] \"-106.1795\"\n",
"[1] \"Soleado\"\n",
"[1] \"5\"\n",
"\n",
"[1] \"ID: 58\"\n",
"[1] \"2017-06-27T17:36:43.102Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Ignacio Zaragoza\"\n",
"[1] \"29.64321\"\n",
"[1] \"-107.7642\"\n",
"[1] \"Soleado\"\n",
"[1] \"3\"\n",
"\n",
"[1] \"ID: 59\"\n",
"[1] \"2017-06-27T17:36:43.102Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Janos\"\n",
"[1] \"30.88726\"\n",
"[1] \"-108.1898\"\n",
"[1] \"Soleado\"\n",
"[1] \"5\"\n",
"\n",
"[1] \"ID: 60\"\n",
"[1] \"2017-06-27T17:36:43.103Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Julimes\"\n",
"[1] \"28.42306\"\n",
"[1] \"-105.4306\"\n",
"[1] \"Soleado\"\n",
"[1] \"6\"\n",
"\n",
"[1] \"ID: 61\"\n",
"[1] \"2017-06-27T17:36:43.103Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"López\"\n",
"[1] \"27.0025\"\n",
"[1] \"-105.0331\"\n",
"[1] \"Soleado\"\n",
"[1] \"11\"\n",
"\n",
"[1] \"ID: 62\"\n",
"[1] \"2017-06-27T17:36:43.103Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Maguarichi\"\n",
"[1] \"27.8593\"\n",
"[1] \"-107.994\"\n",
"[1] \"Soleado\"\n",
"[1] \"5\"\n",
"\n",
"[1] \"ID: 63\"\n",
"[1] \"2017-06-27T17:36:43.103Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Manuel Benavides\"\n",
"[1] \"29.10739\"\n",
"[1] \"-103.9078\"\n",
"[1] \"Soleado\"\n",
"[1] \"3\"\n",
"\n",
"[1] \"ID: 64\"\n",
"[1] \"2017-06-27T17:36:43.103Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Matachí\"\n",
"[1] \"28.84323\"\n",
"[1] \"-107.7546\"\n",
"[1] \"Parcialmente nublado\"\n",
"[1] \"2\"\n",
"\n",
"[1] \"ID: 65\"\n",
"[1] \"2017-06-27T17:36:43.103Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Matamoros\"\n",
"[1] \"26.76388\"\n",
"[1] \"-105.5833\"\n",
"[1] \"Soleado\"\n",
"[1] \"3\"\n",
"\n",
"[1] \"ID: 66\"\n",
"[1] \"2017-06-27T17:36:43.103Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Meoqui\"\n",
"[1] \"28.2678\"\n",
"[1] \"-105.4803\"\n",
"[1] \"Soleado\"\n",
"[1] \"5\"\n",
"\n",
"[1] \"ID: 67\"\n",
"[1] \"2017-06-27T17:36:43.103Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Morelos\"\n",
"[1] \"26.67053\"\n",
"[1] \"-107.6772\"\n",
"[1] \"Mayormente soleado\"\n",
"[1] \"0\"\n",
"\n",
"[1] \"ID: 68\"\n",
"[1] \"2017-06-27T17:36:43.104Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Moris\"\n",
"[1] \"28.14838\"\n",
"[1] \"-108.5232\"\n",
"[1] \"Soleado\"\n",
"[1] \"0\"\n",
"\n",
"[1] \"ID: 69\"\n",
"[1] \"2017-06-27T17:36:43.104Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Namiquipa\"\n",
"[1] \"29.25076\"\n",
"[1] \"-107.4089\"\n",
"[1] \"Soleado\"\n",
"[1] \"5\"\n",
"\n",
"[1] \"ID: 70\"\n",
"[1] \"2017-06-27T17:36:43.104Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Nonoava\"\n",
"[1] \"27.47205\"\n",
"[1] \"-106.7353\"\n",
"[1] \"Soleado\"\n",
"[1] \"3\"\n",
"\n",
"[1] \"ID: 71\"\n",
"[1] \"2017-06-27T17:36:43.104Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Ocampo\"\n",
"[1] \"28.19383\"\n",
"[1] \"-108.3667\"\n",
"[1] \"Soleado\"\n",
"[1] \"5\"\n",
"\n",
"[1] \"ID: 72\"\n",
"[1] \"2017-06-27T17:36:43.104Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Ojinaga\"\n",
"[1] \"29.5645\"\n",
"[1] \"-104.4157\"\n",
"[1] \"Parcialmente nublado\"\n",
"[1] \"2\"\n",
"\n",
"[1] \"ID: 73\"\n",
"[1] \"2017-06-27T17:36:43.104Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Praxedis G. Guerrero\"\n",
"[1] \"31.37207\"\n",
"[1] \"-106.0054\"\n",
"[1] \"Soleado\"\n",
"[1] \"8\"\n",
"\n",
"[1] \"ID: 74\"\n",
"[1] \"2017-06-27T17:36:43.104Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Riva Palacio\"\n",
"[1] \"28.54601\"\n",
"[1] \"-106.5026\"\n",
"[1] \"Soleado\"\n",
"[1] \"2\"\n",
"\n",
"[1] \"ID: 75\"\n",
"[1] \"2017-06-27T17:36:43.104Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Rosales\"\n",
"[1] \"28.18694\"\n",
"[1] \"-105.5544\"\n",
"[1] \"Soleado\"\n",
"[1] \"10\"\n",
"\n",
"[1] \"ID: 76\"\n",
"[1] \"2017-06-27T17:36:43.104Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Rosario\"\n",
"[1] \"27.31964\"\n",
"[1] \"-106.2955\"\n",
"[1] \"Soleado\"\n",
"[1] \"2\"\n",
"\n",
"[1] \"ID: 77\"\n",
"[1] \"2017-06-27T17:36:43.104Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"San Francisco de Borja\"\n",
"[1] \"27.90182\"\n",
"[1] \"-106.6849\"\n",
"[1] \"Soleado\"\n",
"[1] \"3\"\n",
"\n",
"[1] \"ID: 78\"\n",
"[1] \"2017-06-27T17:36:43.105Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"San Francisco de Conchos\"\n",
"[1] \"27.58855\"\n",
"[1] \"-105.3346\"\n",
"[1] \"Soleado\"\n",
"[1] \"8\"\n",
"\n",
"[1] \"ID: 79\"\n",
"[1] \"2017-06-27T17:36:43.105Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"San Francisco del Oro\"\n",
"[1] \"26.85899\"\n",
"[1] \"-105.8501\"\n",
"[1] \"Soleado\"\n",
"[1] \"5\"\n",
"\n",
"[1] \"ID: 80\"\n",
"[1] \"2017-06-27T17:36:43.105Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Santa Bárbara\"\n",
"[1] \"26.8021\"\n",
"[1] \"-105.8181\"\n",
"[1] \"Soleado\"\n",
"[1] \"3\"\n",
"\n",
"[1] \"ID: 81\"\n",
"[1] \"2017-06-27T17:36:43.105Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Satevó\"\n",
"[1] \"27.95603\"\n",
"[1] \"-106.1072\"\n",
"[1] \"Soleado\"\n",
"[1] \"5\"\n",
"\n",
"[1] \"ID: 82\"\n",
"[1] \"2017-06-27T17:36:43.105Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Saucillo\"\n",
"[1] \"28.03267\"\n",
"[1] \"-105.288\"\n",
"[1] \"Soleado\"\n",
"[1] \"5\"\n",
"\n",
"[1] \"ID: 83\"\n",
"[1] \"2017-06-27T17:36:43.105Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"El Tule\"\n",
"[1] \"27.05361\"\n",
"[1] \"-106.2663\"\n",
"[1] \"Soleado\"\n",
"[1] \"3\"\n",
"\n",
"[1] \"ID: 84\"\n",
"[1] \"2017-06-27T17:36:43.105Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Urique\"\n",
"[1] \"27.21272\"\n",
"[1] \"-107.9143\"\n",
"[1] \"Mayormente soleado\"\n",
"[1] \"2\"\n",
"\n",
"[1] \"ID: 85\"\n",
"[1] \"2017-06-27T17:36:43.105Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Uruachi\"\n",
"[1] \"27.86792\"\n",
"[1] \"-108.2152\"\n",
"[1] \"Parcialmente nublado\"\n",
"[1] \"10\"\n",
"\n",
"[1] \"ID: 86\"\n",
"[1] \"2017-06-27T17:36:43.105Z\"\n",
"[1] \"Chihuahua\"\n",
"[1] \"Valle de Zaragoza\"\n",
"[1] \"27.45713\"\n",
"[1] \"-105.811\"\n",
"[1] \"Soleado\"\n",
"[1] \"3\"\n",
"\n",
"[1] \"ID: 87\"\n",
"[1] \"2017-06-27T17:36:43.105Z\"\n",
"[1] \"Campeche\"\n",
"[1] \"Campeche\"\n",
"[1] \"19.84481\"\n",
"[1] \"-90.53965\"\n",
"[1] \"Parcialmente nublado\"\n",
"[1] \"13\"\n",
"\n",
"[1] \"ID: 88\"\n",
"[1] \"2017-06-27T17:36:43.105Z\"\n",
"[1] \"Campeche\"\n",
"[1] \"Carmen\"\n",
"[1] \"18.63779\"\n",
"[1] \"-91.83645\"\n",
"[1] \"Parcialmente nublado\"\n",
"[1] \"18\"\n",
"\n",
"[1] \"ID: 89\"\n",
"[1] \"2017-06-27T17:36:43.106Z\"\n",
"[1] \"Campeche\"\n",
"[1] \"Calkiní\"\n",
"[1] \"20.37123\"\n",
"[1] \"-90.05074\"\n",
"[1] \"Parcialmente nublado\"\n",
"[1] \"16\"\n",
"\n",
"[1] \"ID: 90\"\n",
"[1] \"2017-06-27T17:36:43.106Z\"\n",
"[1] \"Campeche\"\n",
"[1] \"Champotón\"\n",
"[1] \"19.35622\"\n",
"[1] \"-90.72389\"\n",
"[1] \"Parcialmente nublado\"\n",
"[1] \"10\"\n",
"\n",
"[1] \"ID: 91\"\n",
"[1] \"2017-06-27T17:36:43.106Z\"\n",
"[1] \"Campeche\"\n",
"[1] \"Hecelchakán\"\n",
"[1] \"20.17697\"\n",
"[1] \"-90.13451\"\n",
"[1] \"Parcialmente nublado\"\n",
"[1] \"16\"\n",
"\n",
"[1] \"ID: 92\"\n",
"[1] \"2017-06-27T17:36:43.106Z\"\n",
"[1] \"Campeche\"\n",
"[1] \"Hopelchén\"\n",
"[1] \"19.74555\"\n",
"[1] \"-89.84505\"\n",
"[1] \"Parcialmente nublado\"\n",
"[1] \"11\"\n",
"\n",
"[1] \"ID: 93\"\n",
"[1] \"2017-06-27T17:36:43.106Z\"\n",
"[1] \"Campeche\"\n",
"[1] \"Palizada\"\n",
"[1] \"18.2536\"\n",
"[1] \"-92.0909\"\n",
"[1] \"Parcialmente nublado\"\n",
"[1] \"11\"\n",
"\n",
"[1] \"ID: 94\"\n",
"[1] \"2017-06-27T17:36:43.106Z\"\n",
"[1] \"Campeche\"\n",
"[1] \"Tenabo\"\n",
"[1] \"20.03968\"\n",
"[1] \"-90.22576\"\n",
"[1] \"Parcialmente nublado\"\n",
"[1] \"13\"\n",
"\n",
"[1] \"ID: 95\"\n",
"[1] \"2017-06-27T17:36:43.107Z\"\n",
"[1] \"Campeche\"\n",
"[1] \"Escárcega\"\n",
"[1] \"18.60431\"\n",
"[1] \"-90.732\"\n",
"[1] \"Parcialmente nublado\"\n",
"[1] \"10\"\n",
"\n",
"[1] \"ID: 96\"\n",
"[1] \"2017-06-27T17:36:43.107Z\"\n",
"[1] \"Campeche\"\n",
"[1] \"Candelaria\"\n",
"[1] \"18.18345\"\n",
"[1] \"-91.0463\"\n",
"[1] \"Parcialmente nublado\"\n",
"[1] \"11\"\n",
"\n",
"[1] \"ID: 97\"\n",
"[1] \"2017-06-27T17:36:43.108Z\"\n",
"[1] \"Coahuila\"\n",
"[1] \"Acuña\"\n",
"[1] \"29.33001\"\n",
"[1] \"-100.9783\"\n",
"[1] \"Mayormente nublado\"\n",
"[1] \"11\"\n",
"\n",
"[1] \"ID: 98\"\n",
"[1] \"2017-06-27T17:36:43.108Z\"\n",
"[1] \"Coahuila\"\n",
"[1] \"Monclova\"\n",
"[1] \"26.90124\"\n",
"[1] \"-101.4172\"\n",
"[1] \"Parcialmente nublado\"\n",
"[1] \"10\"\n",
"\n",
"[1] \"ID: 99\"\n",
"[1] \"2017-06-27T17:36:43.108Z\"\n",
"[1] \"Coahuila\"\n",
"[1] \"Piedras Negras\"\n",
"[1] \"28.70809\"\n",
"[1] \"-100.5284\"\n",
"[1] \"Mayormente nublado\"\n",
"[1] \"8\"\n",
"\n",
"[1] \"ID: 100\"\n",
"[1] \"2017-06-27T17:36:43.108Z\"\n",
"[1] \"Coahuila\"\n",
"[1] \"Saltillo\"\n",
"[1] \"25.42167\"\n",
"[1] \"-100.9997\"\n",
"[1] \"Parcialmente nublado\"\n",
"[1] \"0\"\n"
]
}
],
"source": [
"for (i in 1:as.integer(dat$pagination$pageSize)) {\n",
" id <- paste(\"ID:\", i)\n",
" cat(\"\\n\")\n",
" print(id)\n",
" print(dat[[\"results\"]][[\"date-insert\"]][i])\n",
" print(dat[[\"results\"]][[\"state\"]][i])\n",
" print(dat[[\"results\"]][[\"name\"]][i])\n",
" print(dat[[\"results\"]][[\"latitude\"]][i])\n",
" print(dat[[\"results\"]][[\"longitude\"]][i])\n",
" print(dat[[\"results\"]][[\"skydescriptionlong\"]][i])\n",
" print(dat[[\"results\"]][[\"windspeedkm\"]][i])\n",
"}\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style>\n",
".list-inline {list-style: none; margin:0; padding: 0}\n",
".list-inline>li {display: inline-block}\n",
".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
"</style>\n",
"<ol class=list-inline><li>1</li><li>2</li><li>3</li><li>4</li><li>5</li><li>6</li><li>7</li><li>8</li><li>9</li><li>10</li><li>11</li><li>12</li><li>13</li><li>14</li><li>15</li><li>16</li><li>17</li><li>18</li><li>19</li><li>20</li><li>21</li><li>22</li><li>23</li><li>24</li><li>25</li><li>26</li><li>27</li><li>28</li><li>29</li><li>30</li><li>31</li><li>32</li><li>33</li><li>34</li><li>35</li><li>36</li><li>37</li><li>38</li><li>39</li><li>40</li><li>41</li><li>42</li><li>43</li><li>44</li><li>45</li><li>46</li><li>47</li><li>48</li><li>49</li><li>50</li><li>51</li><li>52</li><li>53</li><li>54</li><li>55</li><li>56</li><li>57</li><li>58</li><li>59</li><li>60</li><li>61</li><li>62</li><li>63</li><li>64</li><li>65</li><li>66</li><li>67</li><li>68</li><li>69</li><li>70</li><li>71</li><li>72</li><li>73</li><li>74</li><li>75</li><li>76</li><li>77</li><li>78</li><li>79</li><li>80</li><li>81</li><li>82</li><li>83</li><li>84</li><li>85</li><li>86</li><li>87</li><li>88</li><li>89</li><li>90</li><li>91</li><li>92</li><li>93</li><li>94</li><li>95</li><li>96</li><li>97</li><li>98</li><li>99</li><li>100</li><li>101</li><li>102</li><li>103</li><li>104</li><li>105</li><li>106</li><li>107</li><li>108</li><li>109</li><li>110</li><li>111</li><li>112</li><li>113</li><li>114</li><li>115</li><li>116</li><li>117</li><li>118</li><li>119</li><li>120</li><li>121</li><li>122</li><li>123</li><li>124</li><li>125</li><li>126</li><li>127</li><li>128</li><li>129</li><li>130</li><li>131</li><li>132</li><li>133</li><li>134</li><li>135</li><li>136</li><li>137</li><li>138</li><li>139</li><li>140</li><li>141</li><li>142</li><li>143</li><li>144</li><li>145</li><li>146</li><li>147</li><li>148</li><li>149</li><li>150</li><li>151</li><li>152</li><li>153</li><li>154</li><li>155</li><li>156</li><li>157</li><li>158</li><li>159</li><li>160</li><li>161</li><li>162</li><li>163</li><li>164</li><li>165</li><li>166</li><li>167</li><li>168</li><li>169</li><li>170</li><li>171</li><li>172</li><li>173</li><li>174</li><li>175</li><li>176</li><li>177</li><li>178</li><li>179</li><li>180</li><li>181</li><li>182</li><li>183</li><li>184</li><li>185</li><li>186</li><li>187</li><li>188</li><li>189</li><li>190</li><li>191</li><li>192</li><li>193</li><li>194</li><li>195</li><li>196</li><li>197</li><li>198</li><li>199</li><li>200</li><li>⋯</li><li>387</li><li>388</li><li>389</li><li>390</li><li>391</li><li>392</li><li>393</li><li>394</li><li>395</li><li>396</li><li>397</li><li>398</li><li>399</li><li>400</li><li>401</li><li>402</li><li>403</li><li>404</li><li>405</li><li>406</li><li>407</li><li>408</li><li>409</li><li>410</li><li>411</li><li>412</li><li>413</li><li>414</li><li>415</li><li>416</li><li>417</li><li>418</li><li>419</li><li>420</li><li>421</li><li>422</li><li>423</li><li>424</li><li>425</li><li>426</li><li>427</li><li>428</li><li>429</li><li>430</li><li>431</li><li>432</li><li>433</li><li>434</li><li>435</li><li>436</li><li>437</li><li>438</li><li>439</li><li>440</li><li>441</li><li>442</li><li>443</li><li>444</li><li>445</li><li>446</li><li>447</li><li>448</li><li>449</li><li>450</li><li>451</li><li>452</li><li>453</li><li>454</li><li>455</li><li>456</li><li>457</li><li>458</li><li>459</li><li>460</li><li>461</li><li>462</li><li>463</li><li>464</li><li>465</li><li>466</li><li>467</li><li>468</li><li>469</li><li>470</li><li>471</li><li>472</li><li>473</li><li>474</li><li>475</li><li>476</li><li>477</li><li>478</li><li>479</li><li>480</li><li>481</li><li>482</li><li>483</li><li>484</li><li>485</li><li>486</li><li>487</li><li>488</li><li>489</li><li>490</li><li>491</li><li>492</li><li>493</li><li>494</li><li>495</li><li>496</li><li>497</li><li>498</li><li>499</li><li>500</li><li>501</li><li>502</li><li>503</li><li>504</li><li>505</li><li>506</li><li>507</li><li>508</li><li>509</li><li>510</li><li>511</li><li>512</li><li>513</li><li>514</li><li>515</li><li>516</li><li>517</li><li>518</li><li>519</li><li>520</li><li>521</li><li>522</li><li>523</li><li>524</li><li>525</li><li>526</li><li>527</li><li>528</li><li>529</li><li>530</li><li>531</li><li>532</li><li>533</li><li>534</li><li>535</li><li>536</li><li>537</li><li>538</li><li>539</li><li>540</li><li>541</li><li>542</li><li>543</li><li>544</li><li>545</li><li>546</li><li>547</li><li>548</li><li>549</li><li>550</li><li>551</li><li>552</li><li>553</li><li>554</li><li>555</li><li>556</li><li>557</li><li>558</li><li>559</li><li>560</li><li>561</li><li>562</li><li>563</li><li>564</li><li>565</li><li>566</li><li>567</li><li>568</li><li>569</li><li>570</li><li>571</li><li>572</li><li>573</li><li>574</li><li>575</li><li>576</li><li>577</li><li>578</li><li>579</li><li>580</li><li>581</li><li>582</li><li>583</li><li>584</li><li>585</li><li>586</li></ol>\n"
],
"text/latex": [
"\\begin{enumerate*}\n",
"\\item 1\n",
"\\item 2\n",
"\\item 3\n",
"\\item 4\n",
"\\item 5\n",
"\\item 6\n",
"\\item 7\n",
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"\\item 196\n",
"\\item 197\n",
"\\item 198\n",
"\\item 199\n",
"\\item 200\n",
"\\item ⋯\n",
"\\item 387\n",
"\\item 388\n",
"\\item 389\n",
"\\item 390\n",
"\\item 391\n",
"\\item 392\n",
"\\item 393\n",
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"\\item 461\n",
"\\item 462\n",
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"\\item 471\n",
"\\item 472\n",
"\\item 473\n",
"\\item 474\n",
"\\item 475\n",
"\\item 476\n",
"\\item 477\n",
"\\item 478\n",
"\\item 479\n",
"\\item 480\n",
"\\item 481\n",
"\\item 482\n",
"\\item 483\n",
"\\item 484\n",
"\\item 485\n",
"\\item 486\n",
"\\item 487\n",
"\\item 488\n",
"\\item 489\n",
"\\item 490\n",
"\\item 491\n",
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"\\item 493\n",
"\\item 494\n",
"\\item 495\n",
"\\item 496\n",
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"\\item 499\n",
"\\item 500\n",
"\\item 501\n",
"\\item 502\n",
"\\item 503\n",
"\\item 504\n",
"\\item 505\n",
"\\item 506\n",
"\\item 507\n",
"\\item 508\n",
"\\item 509\n",
"\\item 510\n",
"\\item 511\n",
"\\item 512\n",
"\\item 513\n",
"\\item 514\n",
"\\item 515\n",
"\\item 516\n",
"\\item 517\n",
"\\item 518\n",
"\\item 519\n",
"\\item 520\n",
"\\item 521\n",
"\\item 522\n",
"\\item 523\n",
"\\item 524\n",
"\\item 525\n",
"\\item 526\n",
"\\item 527\n",
"\\item 528\n",
"\\item 529\n",
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"\\item 536\n",
"\\item 537\n",
"\\item 538\n",
"\\item 539\n",
"\\item 540\n",
"\\item 541\n",
"\\item 542\n",
"\\item 543\n",
"\\item 544\n",
"\\item 545\n",
"\\item 546\n",
"\\item 547\n",
"\\item 548\n",
"\\item 549\n",
"\\item 550\n",
"\\item 551\n",
"\\item 552\n",
"\\item 553\n",
"\\item 554\n",
"\\item 555\n",
"\\item 556\n",
"\\item 557\n",
"\\item 558\n",
"\\item 559\n",
"\\item 560\n",
"\\item 561\n",
"\\item 562\n",
"\\item 563\n",
"\\item 564\n",
"\\item 565\n",
"\\item 566\n",
"\\item 567\n",
"\\item 568\n",
"\\item 569\n",
"\\item 570\n",
"\\item 571\n",
"\\item 572\n",
"\\item 573\n",
"\\item 574\n",
"\\item 575\n",
"\\item 576\n",
"\\item 577\n",
"\\item 578\n",
"\\item 579\n",
"\\item 580\n",
"\\item 581\n",
"\\item 582\n",
"\\item 583\n",
"\\item 584\n",
"\\item 585\n",
"\\item 586\n",
"\\end{enumerate*}\n"
],
"text/markdown": [
"1. 1\n",
"2. 2\n",
"3. 3\n",
"4. 4\n",
"5. 5\n",
"6. 6\n",
"7. 7\n",
"8. 8\n",
"9. 9\n",
"10. 10\n",
"11. 11\n",
"12. 12\n",
"13. 13\n",
"14. 14\n",
"15. 15\n",
"16. 16\n",
"17. 17\n",
"18. 18\n",
"19. 19\n",
"20. 20\n",
"21. 21\n",
"22. 22\n",
"23. 23\n",
"24. 24\n",
"25. 25\n",
"26. 26\n",
"27. 27\n",
"28. 28\n",
"29. 29\n",
"30. 30\n",
"31. 31\n",
"32. 32\n",
"33. 33\n",
"34. 34\n",
"35. 35\n",
"36. 36\n",
"37. 37\n",
"38. 38\n",
"39. 39\n",
"40. 40\n",
"41. 41\n",
"42. 42\n",
"43. 43\n",
"44. 44\n",
"45. 45\n",
"46. 46\n",
"47. 47\n",
"48. 48\n",
"49. 49\n",
"50. 50\n",
"51. 51\n",
"52. 52\n",
"53. 53\n",
"54. 54\n",
"55. 55\n",
"56. 56\n",
"57. 57\n",
"58. 58\n",
"59. 59\n",
"60. 60\n",
"61. 61\n",
"62. 62\n",
"63. 63\n",
"64. 64\n",
"65. 65\n",
"66. 66\n",
"67. 67\n",
"68. 68\n",
"69. 69\n",
"70. 70\n",
"71. 71\n",
"72. 72\n",
"73. 73\n",
"74. 74\n",
"75. 75\n",
"76. 76\n",
"77. 77\n",
"78. 78\n",
"79. 79\n",
"80. 80\n",
"81. 81\n",
"82. 82\n",
"83. 83\n",
"84. 84\n",
"85. 85\n",
"86. 86\n",
"87. 87\n",
"88. 88\n",
"89. 89\n",
"90. 90\n",
"91. 91\n",
"92. 92\n",
"93. 93\n",
"94. 94\n",
"95. 95\n",
"96. 96\n",
"97. 97\n",
"98. 98\n",
"99. 99\n",
"100. 100\n",
"101. 101\n",
"102. 102\n",
"103. 103\n",
"104. 104\n",
"105. 105\n",
"106. 106\n",
"107. 107\n",
"108. 108\n",
"109. 109\n",
"110. 110\n",
"111. 111\n",
"112. 112\n",
"113. 113\n",
"114. 114\n",
"115. 115\n",
"116. 116\n",
"117. 117\n",
"118. 118\n",
"119. 119\n",
"120. 120\n",
"121. 121\n",
"122. 122\n",
"123. 123\n",
"124. 124\n",
"125. 125\n",
"126. 126\n",
"127. 127\n",
"128. 128\n",
"129. 129\n",
"130. 130\n",
"131. 131\n",
"132. 132\n",
"133. 133\n",
"134. 134\n",
"135. 135\n",
"136. 136\n",
"137. 137\n",
"138. 138\n",
"139. 139\n",
"140. 140\n",
"141. 141\n",
"142. 142\n",
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"144. 144\n",
"145. 145\n",
"146. 146\n",
"147. 147\n",
"148. 148\n",
"149. 149\n",
"150. 150\n",
"151. 151\n",
"152. 152\n",
"153. 153\n",
"154. 154\n",
"155. 155\n",
"156. 156\n",
"157. 157\n",
"158. 158\n",
"159. 159\n",
"160. 160\n",
"161. 161\n",
"162. 162\n",
"163. 163\n",
"164. 164\n",
"165. 165\n",
"166. 166\n",
"167. 167\n",
"168. 168\n",
"169. 169\n",
"170. 170\n",
"171. 171\n",
"172. 172\n",
"173. 173\n",
"174. 174\n",
"175. 175\n",
"176. 176\n",
"177. 177\n",
"178. 178\n",
"179. 179\n",
"180. 180\n",
"181. 181\n",
"182. 182\n",
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"184. 184\n",
"185. 185\n",
"186. 186\n",
"187. 187\n",
"188. 188\n",
"189. 189\n",
"190. 190\n",
"191. 191\n",
"192. 192\n",
"193. 193\n",
"194. 194\n",
"195. 195\n",
"196. 196\n",
"197. 197\n",
"198. 198\n",
"199. 199\n",
"200. 200\n",
"201. ⋯\n",
"202. 387\n",
"203. 388\n",
"204. 389\n",
"205. 390\n",
"206. 391\n",
"207. 392\n",
"208. 393\n",
"209. 394\n",
"210. 395\n",
"211. 396\n",
"212. 397\n",
"213. 398\n",
"214. 399\n",
"215. 400\n",
"216. 401\n",
"217. 402\n",
"218. 403\n",
"219. 404\n",
"220. 405\n",
"221. 406\n",
"222. 407\n",
"223. 408\n",
"224. 409\n",
"225. 410\n",
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"\n",
"\n"
],
"text/plain": [
" [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18\n",
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"[523] 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540\n",
"[541] 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558\n",
"[559] 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576\n",
"[577] 577 578 579 580 581 582 583 584 585 586"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"c(1:586)"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [],
"source": [
"getData <- function (pageSize,state){\n",
" URL <- sprintf(\"https://api.datos.gob.mx/v1/condiciones-atmosfericas?pageSize=%s&stateabbr=%s\",pageSize,state)\n",
" res <- GET(URL,verbose())\n",
" dat <- fromJSON(rawToChar(res$content))\n",
" return(dat)\n",
"}\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Quintana Roo = \"ROO\"\n",
"## Yucatán = \"YUC\"\n",
"## Campeche = \"CAM\""
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1] \"Total of registers: \"\n"
]
},
{
"data": {
"text/html": [
"58652"
],
"text/latex": [
"58652"
],
"text/markdown": [
"58652"
],
"text/plain": [
"[1] 58652"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"total_registers <- first$pagination$total\n",
"perPage <- first$pagination$pageSize\n",
"\n",
"print(\"Total of registers: \")\n",
"\n",
"pages <- total_registers/perPage\n",
"total_registers"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [],
"source": [
"data <- getData(58652,\"ROO\")\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<caption>A data.frame: 58652 × 21</caption>\n",
"<thead>\n",
"\t<tr><th></th><th scope=col>pagination.pageSize</th><th scope=col>pagination.page</th><th scope=col>pagination.total</th><th scope=col>results._id</th><th scope=col>results.cityid</th><th scope=col>results.validdateutc</th><th scope=col>results.winddirectioncardinal</th><th scope=col>results.probabilityofprecip</th><th scope=col>results.relativehumidity</th><th scope=col>results.name</th><th scope=col>⋯</th><th scope=col>results.longitude</th><th scope=col>results.state</th><th scope=col>results.lastreporttime</th><th scope=col>results.skydescriptionlong</th><th scope=col>results.stateabbr</th><th scope=col>results.tempc</th><th scope=col>results.latitude</th><th scope=col>results.iconcode</th><th scope=col>results.windspeedkm</th><th scope=col>results.city</th></tr>\n",
"\t<tr><th></th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>⋯</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th></tr>\n",
"</thead>\n",
"<tbody>\n",
"\t<tr><th scope=row>1</th><td>58652</td><td>1</td><td>58652</td><td>5952983559954a0adbf7b1ff</td><td>MXQR0074</td><td>20170627T140000Z</td><td>ESE</td><td>20</td><td>77</td><td>Cozumel </td><td>⋯</td><td>-86.95759</td><td>Quintana Roo</td><td>20170627T092449Z</td><td>Parcialmente nublado</td><td>ROO</td><td>29</td><td>20.50378</td><td>66</td><td>13</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>2</th><td>58652</td><td>1</td><td>58652</td><td>5952983559954a0adbf7b200</td><td>MXQR0075</td><td>20170627T140000Z</td><td>ESE</td><td>0 </td><td>80</td><td>Isla Mujeres </td><td>⋯</td><td>-86.74609</td><td>Quintana Roo</td><td>20170627T092450Z</td><td>Mayormente nublado </td><td>ROO</td><td>29</td><td>21.25657</td><td>69</td><td>16</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>3</th><td>58652</td><td>1</td><td>58652</td><td>5952983559954a0adbf7b201</td><td>MXQR0076</td><td>20170627T130000Z</td><td>E </td><td>20</td><td>85</td><td>Solidaridad </td><td>⋯</td><td>-87.0755 </td><td>Quintana Roo</td><td>20170627T092456Z</td><td>Parcialmente nublado</td><td>ROO</td><td>28</td><td>20.62814</td><td>66</td><td>5 </td><td>NA</td></tr>\n",
"\t<tr><th scope=row>4</th><td>58652</td><td>1</td><td>58652</td><td>5952983559954a0adbf7b202</td><td>MXQR0165</td><td>20170627T140000Z</td><td>ESE</td><td>10</td><td>77</td><td>Puerto Morelos </td><td>⋯</td><td>-86.87617</td><td>Quintana Roo</td><td>20170627T092450Z</td><td>Mayormente nublado </td><td>ROO</td><td>29</td><td>20.84845</td><td>69</td><td>18</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>5</th><td>58652</td><td>1</td><td>58652</td><td>5952983559954a0adbf7b203</td><td>MXQR1881</td><td>20170627T140000Z</td><td>ESE</td><td>20</td><td>75</td><td>Felipe Carrillo Puerto</td><td>⋯</td><td>-88.04659</td><td>Quintana Roo</td><td>20170627T092450Z</td><td>Parcialmente nublado</td><td>ROO</td><td>29</td><td>19.57851</td><td>66</td><td>10</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>6</th><td>58652</td><td>1</td><td>58652</td><td>5952983559954a0adbf7b204</td><td>MXQR1882</td><td>20170627T140000Z</td><td>E </td><td>20</td><td>77</td><td>Othón P. Blanco </td><td>⋯</td><td>-88.2979 </td><td>Quintana Roo</td><td>20170627T092501Z</td><td>Mayormente nublado </td><td>ROO</td><td>29</td><td>18.49389</td><td>69</td><td>3 </td><td>NA</td></tr>\n",
"\t<tr><th scope=row>7</th><td>58652</td><td>1</td><td>58652</td><td>5952983559954a0adbf7b205</td><td>MXQR1883</td><td>20170627T140000Z</td><td>ESE</td><td>10</td><td>77</td><td>Benito Juárez </td><td>⋯</td><td>-86.82481</td><td>Quintana Roo</td><td>20170627T092454Z</td><td>Mayormente nublado </td><td>ROO</td><td>29</td><td>21.16142</td><td>69</td><td>16</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>8</th><td>58652</td><td>1</td><td>58652</td><td>5952983559954a0adbf7b206</td><td>MXQR1884</td><td>20170627T140000Z</td><td>ESE</td><td>10</td><td>80</td><td>José María Morelos </td><td>⋯</td><td>-88.71052</td><td>Quintana Roo</td><td>20170627T092450Z</td><td>Parcialmente nublado</td><td>ROO</td><td>28</td><td>19.74939</td><td>66</td><td>8 </td><td>NA</td></tr>\n",
"\t<tr><th scope=row>9</th><td>58652</td><td>1</td><td>58652</td><td>5952983559954a0adbf7b207</td><td>MXQR1885</td><td>20170627T140000Z</td><td>ESE</td><td>0 </td><td>73</td><td>Lázaro Cárdenas </td><td>⋯</td><td>-87.48722</td><td>Quintana Roo</td><td>20170627T092450Z</td><td>Parcialmente nublado</td><td>ROO</td><td>29</td><td>21.1014 </td><td>66</td><td>11</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>10</th><td>58652</td><td>1</td><td>58652</td><td>5952983559954a0adbf7b208</td><td>MXQR1886</td><td>20170627T140000Z</td><td>ESE</td><td>20</td><td>76</td><td>Tulum </td><td>⋯</td><td>-87.4632 </td><td>Quintana Roo</td><td>20170627T092456Z</td><td>Parcialmente nublado</td><td>ROO</td><td>29</td><td>20.21078</td><td>66</td><td>14</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>11</th><td>58652</td><td>1</td><td>58652</td><td>5952983559954a0adbf7b41b</td><td>MXXX9826</td><td>20170627T140000Z</td><td>ESE</td><td>20</td><td>78</td><td>Bacalar </td><td>⋯</td><td>-88.38935</td><td>Quintana Roo</td><td>20170627T092501Z</td><td>Mayormente nublado </td><td>ROO</td><td>29</td><td>18.67615</td><td>69</td><td>5 </td><td>NA</td></tr>\n",
"\t<tr><th scope=row>12</th><td>58652</td><td>1</td><td>58652</td><td>5952a1be59954a0adbf7e50a</td><td>MXQR0074</td><td>20170627T140000Z</td><td>ESE</td><td>20</td><td>77</td><td>Cozumel </td><td>⋯</td><td>-86.95759</td><td>Quintana Roo</td><td>20170627T092449Z</td><td>Parcialmente nublado</td><td>ROO</td><td>29</td><td>20.50378</td><td>66</td><td>13</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>13</th><td>58652</td><td>1</td><td>58652</td><td>5952a1be59954a0adbf7e50b</td><td>MXQR0075</td><td>20170627T140000Z</td><td>ESE</td><td>0 </td><td>80</td><td>Isla Mujeres </td><td>⋯</td><td>-86.74609</td><td>Quintana Roo</td><td>20170627T092450Z</td><td>Mayormente nublado </td><td>ROO</td><td>29</td><td>21.25657</td><td>69</td><td>16</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>14</th><td>58652</td><td>1</td><td>58652</td><td>5952a1be59954a0adbf7e50c</td><td>MXQR0076</td><td>20170627T130000Z</td><td>E </td><td>20</td><td>85</td><td>Solidaridad </td><td>⋯</td><td>-87.0755 </td><td>Quintana Roo</td><td>20170627T092456Z</td><td>Parcialmente nublado</td><td>ROO</td><td>28</td><td>20.62814</td><td>66</td><td>5 </td><td>NA</td></tr>\n",
"\t<tr><th scope=row>15</th><td>58652</td><td>1</td><td>58652</td><td>5952a1be59954a0adbf7e50d</td><td>MXQR0165</td><td>20170627T140000Z</td><td>ESE</td><td>10</td><td>77</td><td>Puerto Morelos </td><td>⋯</td><td>-86.87617</td><td>Quintana Roo</td><td>20170627T092450Z</td><td>Mayormente nublado </td><td>ROO</td><td>29</td><td>20.84845</td><td>69</td><td>18</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>16</th><td>58652</td><td>1</td><td>58652</td><td>5952a1be59954a0adbf7e50e</td><td>MXQR1881</td><td>20170627T140000Z</td><td>ESE</td><td>20</td><td>75</td><td>Felipe Carrillo Puerto</td><td>⋯</td><td>-88.04659</td><td>Quintana Roo</td><td>20170627T092450Z</td><td>Parcialmente nublado</td><td>ROO</td><td>29</td><td>19.57851</td><td>66</td><td>10</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>17</th><td>58652</td><td>1</td><td>58652</td><td>5952a1be59954a0adbf7e50f</td><td>MXQR1882</td><td>20170627T140000Z</td><td>E </td><td>20</td><td>77</td><td>Othón P. Blanco </td><td>⋯</td><td>-88.2979 </td><td>Quintana Roo</td><td>20170627T092501Z</td><td>Mayormente nublado </td><td>ROO</td><td>29</td><td>18.49389</td><td>69</td><td>3 </td><td>NA</td></tr>\n",
"\t<tr><th scope=row>18</th><td>58652</td><td>1</td><td>58652</td><td>5952a1be59954a0adbf7e510</td><td>MXQR1883</td><td>20170627T140000Z</td><td>ESE</td><td>10</td><td>77</td><td>Benito Juárez </td><td>⋯</td><td>-86.82481</td><td>Quintana Roo</td><td>20170627T092454Z</td><td>Mayormente nublado </td><td>ROO</td><td>29</td><td>21.16142</td><td>69</td><td>16</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>19</th><td>58652</td><td>1</td><td>58652</td><td>5952a1be59954a0adbf7e511</td><td>MXQR1884</td><td>20170627T140000Z</td><td>ESE</td><td>10</td><td>80</td><td>José María Morelos </td><td>⋯</td><td>-88.71052</td><td>Quintana Roo</td><td>20170627T092450Z</td><td>Parcialmente nublado</td><td>ROO</td><td>28</td><td>19.74939</td><td>66</td><td>8 </td><td>NA</td></tr>\n",
"\t<tr><th scope=row>20</th><td>58652</td><td>1</td><td>58652</td><td>5952a1be59954a0adbf7e512</td><td>MXQR1885</td><td>20170627T140000Z</td><td>ESE</td><td>0 </td><td>73</td><td>Lázaro Cárdenas </td><td>⋯</td><td>-87.48722</td><td>Quintana Roo</td><td>20170627T092450Z</td><td>Parcialmente nublado</td><td>ROO</td><td>29</td><td>21.1014 </td><td>66</td><td>11</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>21</th><td>58652</td><td>1</td><td>58652</td><td>5952a1be59954a0adbf7e513</td><td>MXQR1886</td><td>20170627T140000Z</td><td>ESE</td><td>20</td><td>76</td><td>Tulum </td><td>⋯</td><td>-87.4632 </td><td>Quintana Roo</td><td>20170627T092456Z</td><td>Parcialmente nublado</td><td>ROO</td><td>29</td><td>20.21078</td><td>66</td><td>14</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>22</th><td>58652</td><td>1</td><td>58652</td><td>5952a1be59954a0adbf7e726</td><td>MXXX9826</td><td>20170627T140000Z</td><td>ESE</td><td>20</td><td>78</td><td>Bacalar </td><td>⋯</td><td>-88.38935</td><td>Quintana Roo</td><td>20170627T092501Z</td><td>Mayormente nublado </td><td>ROO</td><td>29</td><td>18.67615</td><td>69</td><td>5 </td><td>NA</td></tr>\n",
"\t<tr><th scope=row>23</th><td>58652</td><td>1</td><td>58652</td><td>5952afcb59954a0adbf82459</td><td>MXQR0074</td><td>20170627T140000Z</td><td>ESE</td><td>20</td><td>77</td><td>Cozumel </td><td>⋯</td><td>-86.95759</td><td>Quintana Roo</td><td>20170627T092449Z</td><td>Parcialmente nublado</td><td>ROO</td><td>29</td><td>20.50378</td><td>66</td><td>13</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>24</th><td>58652</td><td>1</td><td>58652</td><td>5952afcb59954a0adbf8245a</td><td>MXQR0075</td><td>20170627T140000Z</td><td>ESE</td><td>0 </td><td>80</td><td>Isla Mujeres </td><td>⋯</td><td>-86.74609</td><td>Quintana Roo</td><td>20170627T092450Z</td><td>Mayormente nublado </td><td>ROO</td><td>29</td><td>21.25657</td><td>69</td><td>16</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>25</th><td>58652</td><td>1</td><td>58652</td><td>5952afcb59954a0adbf8245b</td><td>MXQR0076</td><td>20170627T130000Z</td><td>E </td><td>20</td><td>85</td><td>Solidaridad </td><td>⋯</td><td>-87.0755 </td><td>Quintana Roo</td><td>20170627T092456Z</td><td>Parcialmente nublado</td><td>ROO</td><td>28</td><td>20.62814</td><td>66</td><td>5 </td><td>NA</td></tr>\n",
"\t<tr><th scope=row>26</th><td>58652</td><td>1</td><td>58652</td><td>5952afcb59954a0adbf8245c</td><td>MXQR0165</td><td>20170627T140000Z</td><td>ESE</td><td>10</td><td>77</td><td>Puerto Morelos </td><td>⋯</td><td>-86.87617</td><td>Quintana Roo</td><td>20170627T092450Z</td><td>Mayormente nublado </td><td>ROO</td><td>29</td><td>20.84845</td><td>69</td><td>18</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>27</th><td>58652</td><td>1</td><td>58652</td><td>5952afcb59954a0adbf8245d</td><td>MXQR1881</td><td>20170627T140000Z</td><td>ESE</td><td>20</td><td>75</td><td>Felipe Carrillo Puerto</td><td>⋯</td><td>-88.04659</td><td>Quintana Roo</td><td>20170627T092450Z</td><td>Parcialmente nublado</td><td>ROO</td><td>29</td><td>19.57851</td><td>66</td><td>10</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>28</th><td>58652</td><td>1</td><td>58652</td><td>5952afcb59954a0adbf8245e</td><td>MXQR1882</td><td>20170627T140000Z</td><td>E </td><td>20</td><td>77</td><td>Othón P. Blanco </td><td>⋯</td><td>-88.2979 </td><td>Quintana Roo</td><td>20170627T092501Z</td><td>Mayormente nublado </td><td>ROO</td><td>29</td><td>18.49389</td><td>69</td><td>3 </td><td>NA</td></tr>\n",
"\t<tr><th scope=row>29</th><td>58652</td><td>1</td><td>58652</td><td>5952afcb59954a0adbf8245f</td><td>MXQR1883</td><td>20170627T140000Z</td><td>ESE</td><td>10</td><td>77</td><td>Benito Juárez </td><td>⋯</td><td>-86.82481</td><td>Quintana Roo</td><td>20170627T092454Z</td><td>Mayormente nublado </td><td>ROO</td><td>29</td><td>21.16142</td><td>69</td><td>16</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>30</th><td>58652</td><td>1</td><td>58652</td><td>5952afcb59954a0adbf82460</td><td>MXQR1884</td><td>20170627T140000Z</td><td>ESE</td><td>10</td><td>80</td><td>José María Morelos </td><td>⋯</td><td>-88.71052</td><td>Quintana Roo</td><td>20170627T092450Z</td><td>Parcialmente nublado</td><td>ROO</td><td>28</td><td>19.74939</td><td>66</td><td>8 </td><td>NA</td></tr>\n",
"\t<tr><th scope=row>⋮</th><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋱</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
"\t<tr><th scope=row>58623</th><td>58652</td><td>1</td><td>58652</td><td>5a8c9f46eb88f68a3923edd7</td><td>MXQR0165</td><td>20170904T200000Z</td><td>E </td><td>20</td><td>74</td><td>NA</td><td>⋯</td><td>-86.87617</td><td>Quintana Roo</td><td>20170904T151949Z</td><td>Nublado </td><td>ROO</td><td>30</td><td>20.84845</td><td>67</td><td>16</td><td>Puerto Morelos </td></tr>\n",
"\t<tr><th scope=row>58624</th><td>58652</td><td>1</td><td>58652</td><td>5a8c9f46eb88f68a3923edd8</td><td>MXQR1881</td><td>20170904T190000Z</td><td>E </td><td>20</td><td>68</td><td>NA</td><td>⋯</td><td>-88.04659</td><td>Quintana Roo</td><td>20170904T151949Z</td><td>Parcialmente nublado</td><td>ROO</td><td>33</td><td>19.57851</td><td>66</td><td>3 </td><td>Felipe Carrillo Puerto</td></tr>\n",
"\t<tr><th scope=row>58625</th><td>58652</td><td>1</td><td>58652</td><td>5a8c9f46eb88f68a3923edd9</td><td>MXQR1882</td><td>20170904T190000Z</td><td>ESE</td><td>20</td><td>65</td><td>NA</td><td>⋯</td><td>-88.2979 </td><td>Quintana Roo</td><td>20170904T152000Z</td><td>Mayormente nublado </td><td>ROO</td><td>32</td><td>18.49389</td><td>69</td><td>18</td><td>Othón P. Blanco </td></tr>\n",
"\t<tr><th scope=row>58626</th><td>58652</td><td>1</td><td>58652</td><td>5a8c9f46eb88f68a3923edda</td><td>MXQR1883</td><td>20170904T190000Z</td><td>ENE</td><td>20</td><td>74</td><td>NA</td><td>⋯</td><td>-86.82481</td><td>Quintana Roo</td><td>20170904T151953Z</td><td>Nublado </td><td>ROO</td><td>30</td><td>21.16142</td><td>67</td><td>14</td><td>Benito Juárez </td></tr>\n",
"\t<tr><th scope=row>58627</th><td>58652</td><td>1</td><td>58652</td><td>5a8c9f46eb88f68a3923eddb</td><td>MXQR1884</td><td>20170904T190000Z</td><td>ESE</td><td>20</td><td>61</td><td>NA</td><td>⋯</td><td>-88.71052</td><td>Quintana Roo</td><td>20170904T151950Z</td><td>Mayormente nublado </td><td>ROO</td><td>33</td><td>19.74939</td><td>69</td><td>8 </td><td>José María Morelos </td></tr>\n",
"\t<tr><th scope=row>58628</th><td>58652</td><td>1</td><td>58652</td><td>5a8c9f46eb88f68a3923eddc</td><td>MXQR1885</td><td>20170904T200000Z</td><td>E </td><td>20</td><td>66</td><td>NA</td><td>⋯</td><td>-87.48722</td><td>Quintana Roo</td><td>20170904T151949Z</td><td>Nublado </td><td>ROO</td><td>31</td><td>21.1014 </td><td>67</td><td>11</td><td>Lázaro Cárdenas </td></tr>\n",
"\t<tr><th scope=row>58629</th><td>58652</td><td>1</td><td>58652</td><td>5a8c9f46eb88f68a3923eddd</td><td>MXQR1886</td><td>20170904T200000Z</td><td>E </td><td>20</td><td>72</td><td>NA</td><td>⋯</td><td>-87.4632 </td><td>Quintana Roo</td><td>20170904T151956Z</td><td>Mayormente nublado </td><td>ROO</td><td>31</td><td>20.21078</td><td>69</td><td>14</td><td>Tulum </td></tr>\n",
"\t<tr><th scope=row>58630</th><td>58652</td><td>1</td><td>58652</td><td>5a8c9f46eb88f68a3923eff0</td><td>MXXX9826</td><td>20170904T200000Z</td><td>ESE</td><td>20</td><td>64</td><td>NA</td><td>⋯</td><td>-88.38935</td><td>Quintana Roo</td><td>20170904T152000Z</td><td>Mayormente nublado </td><td>ROO</td><td>32</td><td>18.67615</td><td>69</td><td>13</td><td>Bacalar </td></tr>\n",
"\t<tr><th scope=row>58631</th><td>58652</td><td>1</td><td>58652</td><td>5a8cadd7eb88f68a39259239</td><td>MXQR0074</td><td>20170904T200000Z</td><td>E </td><td>20</td><td>76</td><td>NA</td><td>⋯</td><td>-86.95759</td><td>Quintana Roo</td><td>20170904T151948Z</td><td>Nublado </td><td>ROO</td><td>30</td><td>20.50378</td><td>67</td><td>16</td><td>Cozumel </td></tr>\n",
"\t<tr><th scope=row>58632</th><td>58652</td><td>1</td><td>58652</td><td>5a8cadd7eb88f68a3925923a</td><td>MXQR0075</td><td>20170904T190000Z</td><td>ENE</td><td>20</td><td>78</td><td>NA</td><td>⋯</td><td>-86.74609</td><td>Quintana Roo</td><td>20170904T151949Z</td><td>Nublado </td><td>ROO</td><td>29</td><td>21.25657</td><td>67</td><td>16</td><td>Isla Mujeres </td></tr>\n",
"\t<tr><th scope=row>58633</th><td>58652</td><td>1</td><td>58652</td><td>5a8cadd7eb88f68a3925923b</td><td>MXQR0076</td><td>20170904T190000Z</td><td>E </td><td>20</td><td>73</td><td>NA</td><td>⋯</td><td>-87.0755 </td><td>Quintana Roo</td><td>20170904T151956Z</td><td>Nublado </td><td>ROO</td><td>31</td><td>20.62814</td><td>67</td><td>26</td><td>Solidaridad </td></tr>\n",
"\t<tr><th scope=row>58634</th><td>58652</td><td>1</td><td>58652</td><td>5a8cadd7eb88f68a3925923c</td><td>MXQR0165</td><td>20170904T200000Z</td><td>E </td><td>20</td><td>74</td><td>NA</td><td>⋯</td><td>-86.87617</td><td>Quintana Roo</td><td>20170904T151949Z</td><td>Nublado </td><td>ROO</td><td>30</td><td>20.84845</td><td>67</td><td>16</td><td>Puerto Morelos </td></tr>\n",
"\t<tr><th scope=row>58635</th><td>58652</td><td>1</td><td>58652</td><td>5a8cadd7eb88f68a3925923d</td><td>MXQR1881</td><td>20170904T190000Z</td><td>E </td><td>20</td><td>68</td><td>NA</td><td>⋯</td><td>-88.04659</td><td>Quintana Roo</td><td>20170904T151949Z</td><td>Parcialmente nublado</td><td>ROO</td><td>33</td><td>19.57851</td><td>66</td><td>3 </td><td>Felipe Carrillo Puerto</td></tr>\n",
"\t<tr><th scope=row>58636</th><td>58652</td><td>1</td><td>58652</td><td>5a8cadd7eb88f68a3925923e</td><td>MXQR1882</td><td>20170904T190000Z</td><td>ESE</td><td>20</td><td>65</td><td>NA</td><td>⋯</td><td>-88.2979 </td><td>Quintana Roo</td><td>20170904T152000Z</td><td>Mayormente nublado </td><td>ROO</td><td>32</td><td>18.49389</td><td>69</td><td>18</td><td>Othón P. Blanco </td></tr>\n",
"\t<tr><th scope=row>58637</th><td>58652</td><td>1</td><td>58652</td><td>5a8cadd7eb88f68a3925923f</td><td>MXQR1883</td><td>20170904T190000Z</td><td>ENE</td><td>20</td><td>74</td><td>NA</td><td>⋯</td><td>-86.82481</td><td>Quintana Roo</td><td>20170904T151953Z</td><td>Nublado </td><td>ROO</td><td>30</td><td>21.16142</td><td>67</td><td>14</td><td>Benito Juárez </td></tr>\n",
"\t<tr><th scope=row>58638</th><td>58652</td><td>1</td><td>58652</td><td>5a8cadd7eb88f68a39259240</td><td>MXQR1884</td><td>20170904T190000Z</td><td>ESE</td><td>20</td><td>61</td><td>NA</td><td>⋯</td><td>-88.71052</td><td>Quintana Roo</td><td>20170904T151950Z</td><td>Mayormente nublado </td><td>ROO</td><td>33</td><td>19.74939</td><td>69</td><td>8 </td><td>José María Morelos </td></tr>\n",
"\t<tr><th scope=row>58639</th><td>58652</td><td>1</td><td>58652</td><td>5a8cadd7eb88f68a39259241</td><td>MXQR1885</td><td>20170904T200000Z</td><td>E </td><td>20</td><td>66</td><td>NA</td><td>⋯</td><td>-87.48722</td><td>Quintana Roo</td><td>20170904T151949Z</td><td>Nublado </td><td>ROO</td><td>31</td><td>21.1014 </td><td>67</td><td>11</td><td>Lázaro Cárdenas </td></tr>\n",
"\t<tr><th scope=row>58640</th><td>58652</td><td>1</td><td>58652</td><td>5a8cadd7eb88f68a39259242</td><td>MXQR1886</td><td>20170904T200000Z</td><td>E </td><td>20</td><td>72</td><td>NA</td><td>⋯</td><td>-87.4632 </td><td>Quintana Roo</td><td>20170904T151956Z</td><td>Mayormente nublado </td><td>ROO</td><td>31</td><td>20.21078</td><td>69</td><td>14</td><td>Tulum </td></tr>\n",
"\t<tr><th scope=row>58641</th><td>58652</td><td>1</td><td>58652</td><td>5a8cadd7eb88f68a39259457</td><td>MXXX9826</td><td>20170904T200000Z</td><td>ESE</td><td>20</td><td>64</td><td>NA</td><td>⋯</td><td>-88.38935</td><td>Quintana Roo</td><td>20170904T152000Z</td><td>Mayormente nublado </td><td>ROO</td><td>32</td><td>18.67615</td><td>69</td><td>13</td><td>Bacalar </td></tr>\n",
"\t<tr><th scope=row>58642</th><td>58652</td><td>1</td><td>58652</td><td>5a8cbb8feb88f68a3930cdb3</td><td>MXQR0074</td><td>20170904T200000Z</td><td>E </td><td>20</td><td>76</td><td>NA</td><td>⋯</td><td>-86.95759</td><td>Quintana Roo</td><td>20170904T151948Z</td><td>Nublado </td><td>ROO</td><td>30</td><td>20.50378</td><td>67</td><td>16</td><td>Cozumel </td></tr>\n",
"\t<tr><th scope=row>58643</th><td>58652</td><td>1</td><td>58652</td><td>5a8cbb8feb88f68a3930cdb4</td><td>MXQR0075</td><td>20170904T190000Z</td><td>ENE</td><td>20</td><td>78</td><td>NA</td><td>⋯</td><td>-86.74609</td><td>Quintana Roo</td><td>20170904T151949Z</td><td>Nublado </td><td>ROO</td><td>29</td><td>21.25657</td><td>67</td><td>16</td><td>Isla Mujeres </td></tr>\n",
"\t<tr><th scope=row>58644</th><td>58652</td><td>1</td><td>58652</td><td>5a8cbb8feb88f68a3930cdb5</td><td>MXQR0076</td><td>20170904T190000Z</td><td>E </td><td>20</td><td>73</td><td>NA</td><td>⋯</td><td>-87.0755 </td><td>Quintana Roo</td><td>20170904T151956Z</td><td>Nublado </td><td>ROO</td><td>31</td><td>20.62814</td><td>67</td><td>26</td><td>Solidaridad </td></tr>\n",
"\t<tr><th scope=row>58645</th><td>58652</td><td>1</td><td>58652</td><td>5a8cbb8feb88f68a3930cdb6</td><td>MXQR0165</td><td>20170904T200000Z</td><td>E </td><td>20</td><td>74</td><td>NA</td><td>⋯</td><td>-86.87617</td><td>Quintana Roo</td><td>20170904T151949Z</td><td>Nublado </td><td>ROO</td><td>30</td><td>20.84845</td><td>67</td><td>16</td><td>Puerto Morelos </td></tr>\n",
"\t<tr><th scope=row>58646</th><td>58652</td><td>1</td><td>58652</td><td>5a8cbb8feb88f68a3930cdb7</td><td>MXQR1881</td><td>20170904T190000Z</td><td>E </td><td>20</td><td>68</td><td>NA</td><td>⋯</td><td>-88.04659</td><td>Quintana Roo</td><td>20170904T151949Z</td><td>Parcialmente nublado</td><td>ROO</td><td>33</td><td>19.57851</td><td>66</td><td>3 </td><td>Felipe Carrillo Puerto</td></tr>\n",
"\t<tr><th scope=row>58647</th><td>58652</td><td>1</td><td>58652</td><td>5a8cbb8feb88f68a3930cdb8</td><td>MXQR1882</td><td>20170904T190000Z</td><td>ESE</td><td>20</td><td>65</td><td>NA</td><td>⋯</td><td>-88.2979 </td><td>Quintana Roo</td><td>20170904T152000Z</td><td>Mayormente nublado </td><td>ROO</td><td>32</td><td>18.49389</td><td>69</td><td>18</td><td>Othón P. Blanco </td></tr>\n",
"\t<tr><th scope=row>58648</th><td>58652</td><td>1</td><td>58652</td><td>5a8cbb8feb88f68a3930cdb9</td><td>MXQR1883</td><td>20170904T190000Z</td><td>ENE</td><td>20</td><td>74</td><td>NA</td><td>⋯</td><td>-86.82481</td><td>Quintana Roo</td><td>20170904T151953Z</td><td>Nublado </td><td>ROO</td><td>30</td><td>21.16142</td><td>67</td><td>14</td><td>Benito Juárez </td></tr>\n",
"\t<tr><th scope=row>58649</th><td>58652</td><td>1</td><td>58652</td><td>5a8cbb8feb88f68a3930cdba</td><td>MXQR1884</td><td>20170904T190000Z</td><td>ESE</td><td>20</td><td>61</td><td>NA</td><td>⋯</td><td>-88.71052</td><td>Quintana Roo</td><td>20170904T151950Z</td><td>Mayormente nublado </td><td>ROO</td><td>33</td><td>19.74939</td><td>69</td><td>8 </td><td>José María Morelos </td></tr>\n",
"\t<tr><th scope=row>58650</th><td>58652</td><td>1</td><td>58652</td><td>5a8cbb8feb88f68a3930cdbb</td><td>MXQR1885</td><td>20170904T200000Z</td><td>E </td><td>20</td><td>66</td><td>NA</td><td>⋯</td><td>-87.48722</td><td>Quintana Roo</td><td>20170904T151949Z</td><td>Nublado </td><td>ROO</td><td>31</td><td>21.1014 </td><td>67</td><td>11</td><td>Lázaro Cárdenas </td></tr>\n",
"\t<tr><th scope=row>58651</th><td>58652</td><td>1</td><td>58652</td><td>5a8cbb8feb88f68a3930cdbc</td><td>MXQR1886</td><td>20170904T200000Z</td><td>E </td><td>20</td><td>72</td><td>NA</td><td>⋯</td><td>-87.4632 </td><td>Quintana Roo</td><td>20170904T151956Z</td><td>Mayormente nublado </td><td>ROO</td><td>31</td><td>20.21078</td><td>69</td><td>14</td><td>Tulum </td></tr>\n",
"\t<tr><th scope=row>58652</th><td>58652</td><td>1</td><td>58652</td><td>5a8cbb8feb88f68a3930cfcf</td><td>MXXX9826</td><td>20170904T200000Z</td><td>ESE</td><td>20</td><td>64</td><td>NA</td><td>⋯</td><td>-88.38935</td><td>Quintana Roo</td><td>20170904T152000Z</td><td>Mayormente nublado </td><td>ROO</td><td>32</td><td>18.67615</td><td>69</td><td>13</td><td>Bacalar </td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"A data.frame: 58652 × 21\n",
"\\begin{tabular}{r|lllllllllllllllllllll}\n",
" & pagination.pageSize & pagination.page & pagination.total & results.\\_id & results.cityid & results.validdateutc & results.winddirectioncardinal & results.probabilityofprecip & results.relativehumidity & results.name & ⋯ & results.longitude & results.state & results.lastreporttime & results.skydescriptionlong & results.stateabbr & results.tempc & results.latitude & results.iconcode & results.windspeedkm & results.city\\\\\n",
" & <int> & <int> & <int> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & ⋯ & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr>\\\\\n",
"\\hline\n",
"\t1 & 58652 & 1 & 58652 & 5952983559954a0adbf7b1ff & MXQR0074 & 20170627T140000Z & ESE & 20 & 77 & Cozumel & ⋯ & -86.95759 & Quintana Roo & 20170627T092449Z & Parcialmente nublado & ROO & 29 & 20.50378 & 66 & 13 & NA\\\\\n",
"\t2 & 58652 & 1 & 58652 & 5952983559954a0adbf7b200 & MXQR0075 & 20170627T140000Z & ESE & 0 & 80 & Isla Mujeres & ⋯ & -86.74609 & Quintana Roo & 20170627T092450Z & Mayormente nublado & ROO & 29 & 21.25657 & 69 & 16 & NA\\\\\n",
"\t3 & 58652 & 1 & 58652 & 5952983559954a0adbf7b201 & MXQR0076 & 20170627T130000Z & E & 20 & 85 & Solidaridad & ⋯ & -87.0755 & Quintana Roo & 20170627T092456Z & Parcialmente nublado & ROO & 28 & 20.62814 & 66 & 5 & NA\\\\\n",
"\t4 & 58652 & 1 & 58652 & 5952983559954a0adbf7b202 & MXQR0165 & 20170627T140000Z & ESE & 10 & 77 & Puerto Morelos & ⋯ & -86.87617 & Quintana Roo & 20170627T092450Z & Mayormente nublado & ROO & 29 & 20.84845 & 69 & 18 & NA\\\\\n",
"\t5 & 58652 & 1 & 58652 & 5952983559954a0adbf7b203 & MXQR1881 & 20170627T140000Z & ESE & 20 & 75 & Felipe Carrillo Puerto & ⋯ & -88.04659 & Quintana Roo & 20170627T092450Z & Parcialmente nublado & ROO & 29 & 19.57851 & 66 & 10 & NA\\\\\n",
"\t6 & 58652 & 1 & 58652 & 5952983559954a0adbf7b204 & MXQR1882 & 20170627T140000Z & E & 20 & 77 & Othón P. Blanco & ⋯ & -88.2979 & Quintana Roo & 20170627T092501Z & Mayormente nublado & ROO & 29 & 18.49389 & 69 & 3 & NA\\\\\n",
"\t7 & 58652 & 1 & 58652 & 5952983559954a0adbf7b205 & MXQR1883 & 20170627T140000Z & ESE & 10 & 77 & Benito Juárez & ⋯ & -86.82481 & Quintana Roo & 20170627T092454Z & Mayormente nublado & ROO & 29 & 21.16142 & 69 & 16 & NA\\\\\n",
"\t8 & 58652 & 1 & 58652 & 5952983559954a0adbf7b206 & MXQR1884 & 20170627T140000Z & ESE & 10 & 80 & José María Morelos & ⋯ & -88.71052 & Quintana Roo & 20170627T092450Z & Parcialmente nublado & ROO & 28 & 19.74939 & 66 & 8 & NA\\\\\n",
"\t9 & 58652 & 1 & 58652 & 5952983559954a0adbf7b207 & MXQR1885 & 20170627T140000Z & ESE & 0 & 73 & Lázaro Cárdenas & ⋯ & -87.48722 & Quintana Roo & 20170627T092450Z & Parcialmente nublado & ROO & 29 & 21.1014 & 66 & 11 & NA\\\\\n",
"\t10 & 58652 & 1 & 58652 & 5952983559954a0adbf7b208 & MXQR1886 & 20170627T140000Z & ESE & 20 & 76 & Tulum & ⋯ & -87.4632 & Quintana Roo & 20170627T092456Z & Parcialmente nublado & ROO & 29 & 20.21078 & 66 & 14 & NA\\\\\n",
"\t11 & 58652 & 1 & 58652 & 5952983559954a0adbf7b41b & MXXX9826 & 20170627T140000Z & ESE & 20 & 78 & Bacalar & ⋯ & -88.38935 & Quintana Roo & 20170627T092501Z & Mayormente nublado & ROO & 29 & 18.67615 & 69 & 5 & NA\\\\\n",
"\t12 & 58652 & 1 & 58652 & 5952a1be59954a0adbf7e50a & MXQR0074 & 20170627T140000Z & ESE & 20 & 77 & Cozumel & ⋯ & -86.95759 & Quintana Roo & 20170627T092449Z & Parcialmente nublado & ROO & 29 & 20.50378 & 66 & 13 & NA\\\\\n",
"\t13 & 58652 & 1 & 58652 & 5952a1be59954a0adbf7e50b & MXQR0075 & 20170627T140000Z & ESE & 0 & 80 & Isla Mujeres & ⋯ & -86.74609 & Quintana Roo & 20170627T092450Z & Mayormente nublado & ROO & 29 & 21.25657 & 69 & 16 & NA\\\\\n",
"\t14 & 58652 & 1 & 58652 & 5952a1be59954a0adbf7e50c & MXQR0076 & 20170627T130000Z & E & 20 & 85 & Solidaridad & ⋯ & -87.0755 & Quintana Roo & 20170627T092456Z & Parcialmente nublado & ROO & 28 & 20.62814 & 66 & 5 & NA\\\\\n",
"\t15 & 58652 & 1 & 58652 & 5952a1be59954a0adbf7e50d & MXQR0165 & 20170627T140000Z & ESE & 10 & 77 & Puerto Morelos & ⋯ & -86.87617 & Quintana Roo & 20170627T092450Z & Mayormente nublado & ROO & 29 & 20.84845 & 69 & 18 & NA\\\\\n",
"\t16 & 58652 & 1 & 58652 & 5952a1be59954a0adbf7e50e & MXQR1881 & 20170627T140000Z & ESE & 20 & 75 & Felipe Carrillo Puerto & ⋯ & -88.04659 & Quintana Roo & 20170627T092450Z & Parcialmente nublado & ROO & 29 & 19.57851 & 66 & 10 & NA\\\\\n",
"\t17 & 58652 & 1 & 58652 & 5952a1be59954a0adbf7e50f & MXQR1882 & 20170627T140000Z & E & 20 & 77 & Othón P. Blanco & ⋯ & -88.2979 & Quintana Roo & 20170627T092501Z & Mayormente nublado & ROO & 29 & 18.49389 & 69 & 3 & NA\\\\\n",
"\t18 & 58652 & 1 & 58652 & 5952a1be59954a0adbf7e510 & MXQR1883 & 20170627T140000Z & ESE & 10 & 77 & Benito Juárez & ⋯ & -86.82481 & Quintana Roo & 20170627T092454Z & Mayormente nublado & ROO & 29 & 21.16142 & 69 & 16 & NA\\\\\n",
"\t19 & 58652 & 1 & 58652 & 5952a1be59954a0adbf7e511 & MXQR1884 & 20170627T140000Z & ESE & 10 & 80 & José María Morelos & ⋯ & -88.71052 & Quintana Roo & 20170627T092450Z & Parcialmente nublado & ROO & 28 & 19.74939 & 66 & 8 & NA\\\\\n",
"\t20 & 58652 & 1 & 58652 & 5952a1be59954a0adbf7e512 & MXQR1885 & 20170627T140000Z & ESE & 0 & 73 & Lázaro Cárdenas & ⋯ & -87.48722 & Quintana Roo & 20170627T092450Z & Parcialmente nublado & ROO & 29 & 21.1014 & 66 & 11 & NA\\\\\n",
"\t21 & 58652 & 1 & 58652 & 5952a1be59954a0adbf7e513 & MXQR1886 & 20170627T140000Z & ESE & 20 & 76 & Tulum & ⋯ & -87.4632 & Quintana Roo & 20170627T092456Z & Parcialmente nublado & ROO & 29 & 20.21078 & 66 & 14 & NA\\\\\n",
"\t22 & 58652 & 1 & 58652 & 5952a1be59954a0adbf7e726 & MXXX9826 & 20170627T140000Z & ESE & 20 & 78 & Bacalar & ⋯ & -88.38935 & Quintana Roo & 20170627T092501Z & Mayormente nublado & ROO & 29 & 18.67615 & 69 & 5 & NA\\\\\n",
"\t23 & 58652 & 1 & 58652 & 5952afcb59954a0adbf82459 & MXQR0074 & 20170627T140000Z & ESE & 20 & 77 & Cozumel & ⋯ & -86.95759 & Quintana Roo & 20170627T092449Z & Parcialmente nublado & ROO & 29 & 20.50378 & 66 & 13 & NA\\\\\n",
"\t24 & 58652 & 1 & 58652 & 5952afcb59954a0adbf8245a & MXQR0075 & 20170627T140000Z & ESE & 0 & 80 & Isla Mujeres & ⋯ & -86.74609 & Quintana Roo & 20170627T092450Z & Mayormente nublado & ROO & 29 & 21.25657 & 69 & 16 & NA\\\\\n",
"\t25 & 58652 & 1 & 58652 & 5952afcb59954a0adbf8245b & MXQR0076 & 20170627T130000Z & E & 20 & 85 & Solidaridad & ⋯ & -87.0755 & Quintana Roo & 20170627T092456Z & Parcialmente nublado & ROO & 28 & 20.62814 & 66 & 5 & NA\\\\\n",
"\t26 & 58652 & 1 & 58652 & 5952afcb59954a0adbf8245c & MXQR0165 & 20170627T140000Z & ESE & 10 & 77 & Puerto Morelos & ⋯ & -86.87617 & Quintana Roo & 20170627T092450Z & Mayormente nublado & ROO & 29 & 20.84845 & 69 & 18 & NA\\\\\n",
"\t27 & 58652 & 1 & 58652 & 5952afcb59954a0adbf8245d & MXQR1881 & 20170627T140000Z & ESE & 20 & 75 & Felipe Carrillo Puerto & ⋯ & -88.04659 & Quintana Roo & 20170627T092450Z & Parcialmente nublado & ROO & 29 & 19.57851 & 66 & 10 & NA\\\\\n",
"\t28 & 58652 & 1 & 58652 & 5952afcb59954a0adbf8245e & MXQR1882 & 20170627T140000Z & E & 20 & 77 & Othón P. Blanco & ⋯ & -88.2979 & Quintana Roo & 20170627T092501Z & Mayormente nublado & ROO & 29 & 18.49389 & 69 & 3 & NA\\\\\n",
"\t29 & 58652 & 1 & 58652 & 5952afcb59954a0adbf8245f & MXQR1883 & 20170627T140000Z & ESE & 10 & 77 & Benito Juárez & ⋯ & -86.82481 & Quintana Roo & 20170627T092454Z & Mayormente nublado & ROO & 29 & 21.16142 & 69 & 16 & NA\\\\\n",
"\t30 & 58652 & 1 & 58652 & 5952afcb59954a0adbf82460 & MXQR1884 & 20170627T140000Z & ESE & 10 & 80 & José María Morelos & ⋯ & -88.71052 & Quintana Roo & 20170627T092450Z & Parcialmente nublado & ROO & 28 & 19.74939 & 66 & 8 & NA\\\\\n",
"\t⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋱ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
"\t58623 & 58652 & 1 & 58652 & 5a8c9f46eb88f68a3923edd7 & MXQR0165 & 20170904T200000Z & E & 20 & 74 & NA & ⋯ & -86.87617 & Quintana Roo & 20170904T151949Z & Nublado & ROO & 30 & 20.84845 & 67 & 16 & Puerto Morelos \\\\\n",
"\t58624 & 58652 & 1 & 58652 & 5a8c9f46eb88f68a3923edd8 & MXQR1881 & 20170904T190000Z & E & 20 & 68 & NA & ⋯ & -88.04659 & Quintana Roo & 20170904T151949Z & Parcialmente nublado & ROO & 33 & 19.57851 & 66 & 3 & Felipe Carrillo Puerto\\\\\n",
"\t58625 & 58652 & 1 & 58652 & 5a8c9f46eb88f68a3923edd9 & MXQR1882 & 20170904T190000Z & ESE & 20 & 65 & NA & ⋯ & -88.2979 & Quintana Roo & 20170904T152000Z & Mayormente nublado & ROO & 32 & 18.49389 & 69 & 18 & Othón P. Blanco \\\\\n",
"\t58626 & 58652 & 1 & 58652 & 5a8c9f46eb88f68a3923edda & MXQR1883 & 20170904T190000Z & ENE & 20 & 74 & NA & ⋯ & -86.82481 & Quintana Roo & 20170904T151953Z & Nublado & ROO & 30 & 21.16142 & 67 & 14 & Benito Juárez \\\\\n",
"\t58627 & 58652 & 1 & 58652 & 5a8c9f46eb88f68a3923eddb & MXQR1884 & 20170904T190000Z & ESE & 20 & 61 & NA & ⋯ & -88.71052 & Quintana Roo & 20170904T151950Z & Mayormente nublado & ROO & 33 & 19.74939 & 69 & 8 & José María Morelos \\\\\n",
"\t58628 & 58652 & 1 & 58652 & 5a8c9f46eb88f68a3923eddc & MXQR1885 & 20170904T200000Z & E & 20 & 66 & NA & ⋯ & -87.48722 & Quintana Roo & 20170904T151949Z & Nublado & ROO & 31 & 21.1014 & 67 & 11 & Lázaro Cárdenas \\\\\n",
"\t58629 & 58652 & 1 & 58652 & 5a8c9f46eb88f68a3923eddd & MXQR1886 & 20170904T200000Z & E & 20 & 72 & NA & ⋯ & -87.4632 & Quintana Roo & 20170904T151956Z & Mayormente nublado & ROO & 31 & 20.21078 & 69 & 14 & Tulum \\\\\n",
"\t58630 & 58652 & 1 & 58652 & 5a8c9f46eb88f68a3923eff0 & MXXX9826 & 20170904T200000Z & ESE & 20 & 64 & NA & ⋯ & -88.38935 & Quintana Roo & 20170904T152000Z & Mayormente nublado & ROO & 32 & 18.67615 & 69 & 13 & Bacalar \\\\\n",
"\t58631 & 58652 & 1 & 58652 & 5a8cadd7eb88f68a39259239 & MXQR0074 & 20170904T200000Z & E & 20 & 76 & NA & ⋯ & -86.95759 & Quintana Roo & 20170904T151948Z & Nublado & ROO & 30 & 20.50378 & 67 & 16 & Cozumel \\\\\n",
"\t58632 & 58652 & 1 & 58652 & 5a8cadd7eb88f68a3925923a & MXQR0075 & 20170904T190000Z & ENE & 20 & 78 & NA & ⋯ & -86.74609 & Quintana Roo & 20170904T151949Z & Nublado & ROO & 29 & 21.25657 & 67 & 16 & Isla Mujeres \\\\\n",
"\t58633 & 58652 & 1 & 58652 & 5a8cadd7eb88f68a3925923b & MXQR0076 & 20170904T190000Z & E & 20 & 73 & NA & ⋯ & -87.0755 & Quintana Roo & 20170904T151956Z & Nublado & ROO & 31 & 20.62814 & 67 & 26 & Solidaridad \\\\\n",
"\t58634 & 58652 & 1 & 58652 & 5a8cadd7eb88f68a3925923c & MXQR0165 & 20170904T200000Z & E & 20 & 74 & NA & ⋯ & -86.87617 & Quintana Roo & 20170904T151949Z & Nublado & ROO & 30 & 20.84845 & 67 & 16 & Puerto Morelos \\\\\n",
"\t58635 & 58652 & 1 & 58652 & 5a8cadd7eb88f68a3925923d & MXQR1881 & 20170904T190000Z & E & 20 & 68 & NA & ⋯ & -88.04659 & Quintana Roo & 20170904T151949Z & Parcialmente nublado & ROO & 33 & 19.57851 & 66 & 3 & Felipe Carrillo Puerto\\\\\n",
"\t58636 & 58652 & 1 & 58652 & 5a8cadd7eb88f68a3925923e & MXQR1882 & 20170904T190000Z & ESE & 20 & 65 & NA & ⋯ & -88.2979 & Quintana Roo & 20170904T152000Z & Mayormente nublado & ROO & 32 & 18.49389 & 69 & 18 & Othón P. Blanco \\\\\n",
"\t58637 & 58652 & 1 & 58652 & 5a8cadd7eb88f68a3925923f & MXQR1883 & 20170904T190000Z & ENE & 20 & 74 & NA & ⋯ & -86.82481 & Quintana Roo & 20170904T151953Z & Nublado & ROO & 30 & 21.16142 & 67 & 14 & Benito Juárez \\\\\n",
"\t58638 & 58652 & 1 & 58652 & 5a8cadd7eb88f68a39259240 & MXQR1884 & 20170904T190000Z & ESE & 20 & 61 & NA & ⋯ & -88.71052 & Quintana Roo & 20170904T151950Z & Mayormente nublado & ROO & 33 & 19.74939 & 69 & 8 & José María Morelos \\\\\n",
"\t58639 & 58652 & 1 & 58652 & 5a8cadd7eb88f68a39259241 & MXQR1885 & 20170904T200000Z & E & 20 & 66 & NA & ⋯ & -87.48722 & Quintana Roo & 20170904T151949Z & Nublado & ROO & 31 & 21.1014 & 67 & 11 & Lázaro Cárdenas \\\\\n",
"\t58640 & 58652 & 1 & 58652 & 5a8cadd7eb88f68a39259242 & MXQR1886 & 20170904T200000Z & E & 20 & 72 & NA & ⋯ & -87.4632 & Quintana Roo & 20170904T151956Z & Mayormente nublado & ROO & 31 & 20.21078 & 69 & 14 & Tulum \\\\\n",
"\t58641 & 58652 & 1 & 58652 & 5a8cadd7eb88f68a39259457 & MXXX9826 & 20170904T200000Z & ESE & 20 & 64 & NA & ⋯ & -88.38935 & Quintana Roo & 20170904T152000Z & Mayormente nublado & ROO & 32 & 18.67615 & 69 & 13 & Bacalar \\\\\n",
"\t58642 & 58652 & 1 & 58652 & 5a8cbb8feb88f68a3930cdb3 & MXQR0074 & 20170904T200000Z & E & 20 & 76 & NA & ⋯ & -86.95759 & Quintana Roo & 20170904T151948Z & Nublado & ROO & 30 & 20.50378 & 67 & 16 & Cozumel \\\\\n",
"\t58643 & 58652 & 1 & 58652 & 5a8cbb8feb88f68a3930cdb4 & MXQR0075 & 20170904T190000Z & ENE & 20 & 78 & NA & ⋯ & -86.74609 & Quintana Roo & 20170904T151949Z & Nublado & ROO & 29 & 21.25657 & 67 & 16 & Isla Mujeres \\\\\n",
"\t58644 & 58652 & 1 & 58652 & 5a8cbb8feb88f68a3930cdb5 & MXQR0076 & 20170904T190000Z & E & 20 & 73 & NA & ⋯ & -87.0755 & Quintana Roo & 20170904T151956Z & Nublado & ROO & 31 & 20.62814 & 67 & 26 & Solidaridad \\\\\n",
"\t58645 & 58652 & 1 & 58652 & 5a8cbb8feb88f68a3930cdb6 & MXQR0165 & 20170904T200000Z & E & 20 & 74 & NA & ⋯ & -86.87617 & Quintana Roo & 20170904T151949Z & Nublado & ROO & 30 & 20.84845 & 67 & 16 & Puerto Morelos \\\\\n",
"\t58646 & 58652 & 1 & 58652 & 5a8cbb8feb88f68a3930cdb7 & MXQR1881 & 20170904T190000Z & E & 20 & 68 & NA & ⋯ & -88.04659 & Quintana Roo & 20170904T151949Z & Parcialmente nublado & ROO & 33 & 19.57851 & 66 & 3 & Felipe Carrillo Puerto\\\\\n",
"\t58647 & 58652 & 1 & 58652 & 5a8cbb8feb88f68a3930cdb8 & MXQR1882 & 20170904T190000Z & ESE & 20 & 65 & NA & ⋯ & -88.2979 & Quintana Roo & 20170904T152000Z & Mayormente nublado & ROO & 32 & 18.49389 & 69 & 18 & Othón P. Blanco \\\\\n",
"\t58648 & 58652 & 1 & 58652 & 5a8cbb8feb88f68a3930cdb9 & MXQR1883 & 20170904T190000Z & ENE & 20 & 74 & NA & ⋯ & -86.82481 & Quintana Roo & 20170904T151953Z & Nublado & ROO & 30 & 21.16142 & 67 & 14 & Benito Juárez \\\\\n",
"\t58649 & 58652 & 1 & 58652 & 5a8cbb8feb88f68a3930cdba & MXQR1884 & 20170904T190000Z & ESE & 20 & 61 & NA & ⋯ & -88.71052 & Quintana Roo & 20170904T151950Z & Mayormente nublado & ROO & 33 & 19.74939 & 69 & 8 & José María Morelos \\\\\n",
"\t58650 & 58652 & 1 & 58652 & 5a8cbb8feb88f68a3930cdbb & MXQR1885 & 20170904T200000Z & E & 20 & 66 & NA & ⋯ & -87.48722 & Quintana Roo & 20170904T151949Z & Nublado & ROO & 31 & 21.1014 & 67 & 11 & Lázaro Cárdenas \\\\\n",
"\t58651 & 58652 & 1 & 58652 & 5a8cbb8feb88f68a3930cdbc & MXQR1886 & 20170904T200000Z & E & 20 & 72 & NA & ⋯ & -87.4632 & Quintana Roo & 20170904T151956Z & Mayormente nublado & ROO & 31 & 20.21078 & 69 & 14 & Tulum \\\\\n",
"\t58652 & 58652 & 1 & 58652 & 5a8cbb8feb88f68a3930cfcf & MXXX9826 & 20170904T200000Z & ESE & 20 & 64 & NA & ⋯ & -88.38935 & Quintana Roo & 20170904T152000Z & Mayormente nublado & ROO & 32 & 18.67615 & 69 & 13 & Bacalar \\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"A data.frame: 58652 × 21\n",
"\n",
"| <!--/--> | pagination.pageSize &lt;int&gt; | pagination.page &lt;int&gt; | pagination.total &lt;int&gt; | results._id &lt;chr&gt; | results.cityid &lt;chr&gt; | results.validdateutc &lt;chr&gt; | results.winddirectioncardinal &lt;chr&gt; | results.probabilityofprecip &lt;chr&gt; | results.relativehumidity &lt;chr&gt; | results.name &lt;chr&gt; | ⋯ ⋯ | results.longitude &lt;chr&gt; | results.state &lt;chr&gt; | results.lastreporttime &lt;chr&gt; | results.skydescriptionlong &lt;chr&gt; | results.stateabbr &lt;chr&gt; | results.tempc &lt;chr&gt; | results.latitude &lt;chr&gt; | results.iconcode &lt;chr&gt; | results.windspeedkm &lt;chr&gt; | results.city &lt;chr&gt; |\n",
"|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
"| 1 | 58652 | 1 | 58652 | 5952983559954a0adbf7b1ff | MXQR0074 | 20170627T140000Z | ESE | 20 | 77 | Cozumel | ⋯ | -86.95759 | Quintana Roo | 20170627T092449Z | Parcialmente nublado | ROO | 29 | 20.50378 | 66 | 13 | NA |\n",
"| 2 | 58652 | 1 | 58652 | 5952983559954a0adbf7b200 | MXQR0075 | 20170627T140000Z | ESE | 0 | 80 | Isla Mujeres | ⋯ | -86.74609 | Quintana Roo | 20170627T092450Z | Mayormente nublado | ROO | 29 | 21.25657 | 69 | 16 | NA |\n",
"| 3 | 58652 | 1 | 58652 | 5952983559954a0adbf7b201 | MXQR0076 | 20170627T130000Z | E | 20 | 85 | Solidaridad | ⋯ | -87.0755 | Quintana Roo | 20170627T092456Z | Parcialmente nublado | ROO | 28 | 20.62814 | 66 | 5 | NA |\n",
"| 4 | 58652 | 1 | 58652 | 5952983559954a0adbf7b202 | MXQR0165 | 20170627T140000Z | ESE | 10 | 77 | Puerto Morelos | ⋯ | -86.87617 | Quintana Roo | 20170627T092450Z | Mayormente nublado | ROO | 29 | 20.84845 | 69 | 18 | NA |\n",
"| 5 | 58652 | 1 | 58652 | 5952983559954a0adbf7b203 | MXQR1881 | 20170627T140000Z | ESE | 20 | 75 | Felipe Carrillo Puerto | ⋯ | -88.04659 | Quintana Roo | 20170627T092450Z | Parcialmente nublado | ROO | 29 | 19.57851 | 66 | 10 | NA |\n",
"| 6 | 58652 | 1 | 58652 | 5952983559954a0adbf7b204 | MXQR1882 | 20170627T140000Z | E | 20 | 77 | Othón P. Blanco | ⋯ | -88.2979 | Quintana Roo | 20170627T092501Z | Mayormente nublado | ROO | 29 | 18.49389 | 69 | 3 | NA |\n",
"| 7 | 58652 | 1 | 58652 | 5952983559954a0adbf7b205 | MXQR1883 | 20170627T140000Z | ESE | 10 | 77 | Benito Juárez | ⋯ | -86.82481 | Quintana Roo | 20170627T092454Z | Mayormente nublado | ROO | 29 | 21.16142 | 69 | 16 | NA |\n",
"| 8 | 58652 | 1 | 58652 | 5952983559954a0adbf7b206 | MXQR1884 | 20170627T140000Z | ESE | 10 | 80 | José María Morelos | ⋯ | -88.71052 | Quintana Roo | 20170627T092450Z | Parcialmente nublado | ROO | 28 | 19.74939 | 66 | 8 | NA |\n",
"| 9 | 58652 | 1 | 58652 | 5952983559954a0adbf7b207 | MXQR1885 | 20170627T140000Z | ESE | 0 | 73 | Lázaro Cárdenas | ⋯ | -87.48722 | Quintana Roo | 20170627T092450Z | Parcialmente nublado | ROO | 29 | 21.1014 | 66 | 11 | NA |\n",
"| 10 | 58652 | 1 | 58652 | 5952983559954a0adbf7b208 | MXQR1886 | 20170627T140000Z | ESE | 20 | 76 | Tulum | ⋯ | -87.4632 | Quintana Roo | 20170627T092456Z | Parcialmente nublado | ROO | 29 | 20.21078 | 66 | 14 | NA |\n",
"| 11 | 58652 | 1 | 58652 | 5952983559954a0adbf7b41b | MXXX9826 | 20170627T140000Z | ESE | 20 | 78 | Bacalar | ⋯ | -88.38935 | Quintana Roo | 20170627T092501Z | Mayormente nublado | ROO | 29 | 18.67615 | 69 | 5 | NA |\n",
"| 12 | 58652 | 1 | 58652 | 5952a1be59954a0adbf7e50a | MXQR0074 | 20170627T140000Z | ESE | 20 | 77 | Cozumel | ⋯ | -86.95759 | Quintana Roo | 20170627T092449Z | Parcialmente nublado | ROO | 29 | 20.50378 | 66 | 13 | NA |\n",
"| 13 | 58652 | 1 | 58652 | 5952a1be59954a0adbf7e50b | MXQR0075 | 20170627T140000Z | ESE | 0 | 80 | Isla Mujeres | ⋯ | -86.74609 | Quintana Roo | 20170627T092450Z | Mayormente nublado | ROO | 29 | 21.25657 | 69 | 16 | NA |\n",
"| 14 | 58652 | 1 | 58652 | 5952a1be59954a0adbf7e50c | MXQR0076 | 20170627T130000Z | E | 20 | 85 | Solidaridad | ⋯ | -87.0755 | Quintana Roo | 20170627T092456Z | Parcialmente nublado | ROO | 28 | 20.62814 | 66 | 5 | NA |\n",
"| 15 | 58652 | 1 | 58652 | 5952a1be59954a0adbf7e50d | MXQR0165 | 20170627T140000Z | ESE | 10 | 77 | Puerto Morelos | ⋯ | -86.87617 | Quintana Roo | 20170627T092450Z | Mayormente nublado | ROO | 29 | 20.84845 | 69 | 18 | NA |\n",
"| 16 | 58652 | 1 | 58652 | 5952a1be59954a0adbf7e50e | MXQR1881 | 20170627T140000Z | ESE | 20 | 75 | Felipe Carrillo Puerto | ⋯ | -88.04659 | Quintana Roo | 20170627T092450Z | Parcialmente nublado | ROO | 29 | 19.57851 | 66 | 10 | NA |\n",
"| 17 | 58652 | 1 | 58652 | 5952a1be59954a0adbf7e50f | MXQR1882 | 20170627T140000Z | E | 20 | 77 | Othón P. Blanco | ⋯ | -88.2979 | Quintana Roo | 20170627T092501Z | Mayormente nublado | ROO | 29 | 18.49389 | 69 | 3 | NA |\n",
"| 18 | 58652 | 1 | 58652 | 5952a1be59954a0adbf7e510 | MXQR1883 | 20170627T140000Z | ESE | 10 | 77 | Benito Juárez | ⋯ | -86.82481 | Quintana Roo | 20170627T092454Z | Mayormente nublado | ROO | 29 | 21.16142 | 69 | 16 | NA |\n",
"| 19 | 58652 | 1 | 58652 | 5952a1be59954a0adbf7e511 | MXQR1884 | 20170627T140000Z | ESE | 10 | 80 | José María Morelos | ⋯ | -88.71052 | Quintana Roo | 20170627T092450Z | Parcialmente nublado | ROO | 28 | 19.74939 | 66 | 8 | NA |\n",
"| 20 | 58652 | 1 | 58652 | 5952a1be59954a0adbf7e512 | MXQR1885 | 20170627T140000Z | ESE | 0 | 73 | Lázaro Cárdenas | ⋯ | -87.48722 | Quintana Roo | 20170627T092450Z | Parcialmente nublado | ROO | 29 | 21.1014 | 66 | 11 | NA |\n",
"| 21 | 58652 | 1 | 58652 | 5952a1be59954a0adbf7e513 | MXQR1886 | 20170627T140000Z | ESE | 20 | 76 | Tulum | ⋯ | -87.4632 | Quintana Roo | 20170627T092456Z | Parcialmente nublado | ROO | 29 | 20.21078 | 66 | 14 | NA |\n",
"| 22 | 58652 | 1 | 58652 | 5952a1be59954a0adbf7e726 | MXXX9826 | 20170627T140000Z | ESE | 20 | 78 | Bacalar | ⋯ | -88.38935 | Quintana Roo | 20170627T092501Z | Mayormente nublado | ROO | 29 | 18.67615 | 69 | 5 | NA |\n",
"| 23 | 58652 | 1 | 58652 | 5952afcb59954a0adbf82459 | MXQR0074 | 20170627T140000Z | ESE | 20 | 77 | Cozumel | ⋯ | -86.95759 | Quintana Roo | 20170627T092449Z | Parcialmente nublado | ROO | 29 | 20.50378 | 66 | 13 | NA |\n",
"| 24 | 58652 | 1 | 58652 | 5952afcb59954a0adbf8245a | MXQR0075 | 20170627T140000Z | ESE | 0 | 80 | Isla Mujeres | ⋯ | -86.74609 | Quintana Roo | 20170627T092450Z | Mayormente nublado | ROO | 29 | 21.25657 | 69 | 16 | NA |\n",
"| 25 | 58652 | 1 | 58652 | 5952afcb59954a0adbf8245b | MXQR0076 | 20170627T130000Z | E | 20 | 85 | Solidaridad | ⋯ | -87.0755 | Quintana Roo | 20170627T092456Z | Parcialmente nublado | ROO | 28 | 20.62814 | 66 | 5 | NA |\n",
"| 26 | 58652 | 1 | 58652 | 5952afcb59954a0adbf8245c | MXQR0165 | 20170627T140000Z | ESE | 10 | 77 | Puerto Morelos | ⋯ | -86.87617 | Quintana Roo | 20170627T092450Z | Mayormente nublado | ROO | 29 | 20.84845 | 69 | 18 | NA |\n",
"| 27 | 58652 | 1 | 58652 | 5952afcb59954a0adbf8245d | MXQR1881 | 20170627T140000Z | ESE | 20 | 75 | Felipe Carrillo Puerto | ⋯ | -88.04659 | Quintana Roo | 20170627T092450Z | Parcialmente nublado | ROO | 29 | 19.57851 | 66 | 10 | NA |\n",
"| 28 | 58652 | 1 | 58652 | 5952afcb59954a0adbf8245e | MXQR1882 | 20170627T140000Z | E | 20 | 77 | Othón P. Blanco | ⋯ | -88.2979 | Quintana Roo | 20170627T092501Z | Mayormente nublado | ROO | 29 | 18.49389 | 69 | 3 | NA |\n",
"| 29 | 58652 | 1 | 58652 | 5952afcb59954a0adbf8245f | MXQR1883 | 20170627T140000Z | ESE | 10 | 77 | Benito Juárez | ⋯ | -86.82481 | Quintana Roo | 20170627T092454Z | Mayormente nublado | ROO | 29 | 21.16142 | 69 | 16 | NA |\n",
"| 30 | 58652 | 1 | 58652 | 5952afcb59954a0adbf82460 | MXQR1884 | 20170627T140000Z | ESE | 10 | 80 | José María Morelos | ⋯ | -88.71052 | Quintana Roo | 20170627T092450Z | Parcialmente nublado | ROO | 28 | 19.74939 | 66 | 8 | NA |\n",
"| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋱ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
"| 58623 | 58652 | 1 | 58652 | 5a8c9f46eb88f68a3923edd7 | MXQR0165 | 20170904T200000Z | E | 20 | 74 | NA | ⋯ | -86.87617 | Quintana Roo | 20170904T151949Z | Nublado | ROO | 30 | 20.84845 | 67 | 16 | Puerto Morelos |\n",
"| 58624 | 58652 | 1 | 58652 | 5a8c9f46eb88f68a3923edd8 | MXQR1881 | 20170904T190000Z | E | 20 | 68 | NA | ⋯ | -88.04659 | Quintana Roo | 20170904T151949Z | Parcialmente nublado | ROO | 33 | 19.57851 | 66 | 3 | Felipe Carrillo Puerto |\n",
"| 58625 | 58652 | 1 | 58652 | 5a8c9f46eb88f68a3923edd9 | MXQR1882 | 20170904T190000Z | ESE | 20 | 65 | NA | ⋯ | -88.2979 | Quintana Roo | 20170904T152000Z | Mayormente nublado | ROO | 32 | 18.49389 | 69 | 18 | Othón P. Blanco |\n",
"| 58626 | 58652 | 1 | 58652 | 5a8c9f46eb88f68a3923edda | MXQR1883 | 20170904T190000Z | ENE | 20 | 74 | NA | ⋯ | -86.82481 | Quintana Roo | 20170904T151953Z | Nublado | ROO | 30 | 21.16142 | 67 | 14 | Benito Juárez |\n",
"| 58627 | 58652 | 1 | 58652 | 5a8c9f46eb88f68a3923eddb | MXQR1884 | 20170904T190000Z | ESE | 20 | 61 | NA | ⋯ | -88.71052 | Quintana Roo | 20170904T151950Z | Mayormente nublado | ROO | 33 | 19.74939 | 69 | 8 | José María Morelos |\n",
"| 58628 | 58652 | 1 | 58652 | 5a8c9f46eb88f68a3923eddc | MXQR1885 | 20170904T200000Z | E | 20 | 66 | NA | ⋯ | -87.48722 | Quintana Roo | 20170904T151949Z | Nublado | ROO | 31 | 21.1014 | 67 | 11 | Lázaro Cárdenas |\n",
"| 58629 | 58652 | 1 | 58652 | 5a8c9f46eb88f68a3923eddd | MXQR1886 | 20170904T200000Z | E | 20 | 72 | NA | ⋯ | -87.4632 | Quintana Roo | 20170904T151956Z | Mayormente nublado | ROO | 31 | 20.21078 | 69 | 14 | Tulum |\n",
"| 58630 | 58652 | 1 | 58652 | 5a8c9f46eb88f68a3923eff0 | MXXX9826 | 20170904T200000Z | ESE | 20 | 64 | NA | ⋯ | -88.38935 | Quintana Roo | 20170904T152000Z | Mayormente nublado | ROO | 32 | 18.67615 | 69 | 13 | Bacalar |\n",
"| 58631 | 58652 | 1 | 58652 | 5a8cadd7eb88f68a39259239 | MXQR0074 | 20170904T200000Z | E | 20 | 76 | NA | ⋯ | -86.95759 | Quintana Roo | 20170904T151948Z | Nublado | ROO | 30 | 20.50378 | 67 | 16 | Cozumel |\n",
"| 58632 | 58652 | 1 | 58652 | 5a8cadd7eb88f68a3925923a | MXQR0075 | 20170904T190000Z | ENE | 20 | 78 | NA | ⋯ | -86.74609 | Quintana Roo | 20170904T151949Z | Nublado | ROO | 29 | 21.25657 | 67 | 16 | Isla Mujeres |\n",
"| 58633 | 58652 | 1 | 58652 | 5a8cadd7eb88f68a3925923b | MXQR0076 | 20170904T190000Z | E | 20 | 73 | NA | ⋯ | -87.0755 | Quintana Roo | 20170904T151956Z | Nublado | ROO | 31 | 20.62814 | 67 | 26 | Solidaridad |\n",
"| 58634 | 58652 | 1 | 58652 | 5a8cadd7eb88f68a3925923c | MXQR0165 | 20170904T200000Z | E | 20 | 74 | NA | ⋯ | -86.87617 | Quintana Roo | 20170904T151949Z | Nublado | ROO | 30 | 20.84845 | 67 | 16 | Puerto Morelos |\n",
"| 58635 | 58652 | 1 | 58652 | 5a8cadd7eb88f68a3925923d | MXQR1881 | 20170904T190000Z | E | 20 | 68 | NA | ⋯ | -88.04659 | Quintana Roo | 20170904T151949Z | Parcialmente nublado | ROO | 33 | 19.57851 | 66 | 3 | Felipe Carrillo Puerto |\n",
"| 58636 | 58652 | 1 | 58652 | 5a8cadd7eb88f68a3925923e | MXQR1882 | 20170904T190000Z | ESE | 20 | 65 | NA | ⋯ | -88.2979 | Quintana Roo | 20170904T152000Z | Mayormente nublado | ROO | 32 | 18.49389 | 69 | 18 | Othón P. Blanco |\n",
"| 58637 | 58652 | 1 | 58652 | 5a8cadd7eb88f68a3925923f | MXQR1883 | 20170904T190000Z | ENE | 20 | 74 | NA | ⋯ | -86.82481 | Quintana Roo | 20170904T151953Z | Nublado | ROO | 30 | 21.16142 | 67 | 14 | Benito Juárez |\n",
"| 58638 | 58652 | 1 | 58652 | 5a8cadd7eb88f68a39259240 | MXQR1884 | 20170904T190000Z | ESE | 20 | 61 | NA | ⋯ | -88.71052 | Quintana Roo | 20170904T151950Z | Mayormente nublado | ROO | 33 | 19.74939 | 69 | 8 | José María Morelos |\n",
"| 58639 | 58652 | 1 | 58652 | 5a8cadd7eb88f68a39259241 | MXQR1885 | 20170904T200000Z | E | 20 | 66 | NA | ⋯ | -87.48722 | Quintana Roo | 20170904T151949Z | Nublado | ROO | 31 | 21.1014 | 67 | 11 | Lázaro Cárdenas |\n",
"| 58640 | 58652 | 1 | 58652 | 5a8cadd7eb88f68a39259242 | MXQR1886 | 20170904T200000Z | E | 20 | 72 | NA | ⋯ | -87.4632 | Quintana Roo | 20170904T151956Z | Mayormente nublado | ROO | 31 | 20.21078 | 69 | 14 | Tulum |\n",
"| 58641 | 58652 | 1 | 58652 | 5a8cadd7eb88f68a39259457 | MXXX9826 | 20170904T200000Z | ESE | 20 | 64 | NA | ⋯ | -88.38935 | Quintana Roo | 20170904T152000Z | Mayormente nublado | ROO | 32 | 18.67615 | 69 | 13 | Bacalar |\n",
"| 58642 | 58652 | 1 | 58652 | 5a8cbb8feb88f68a3930cdb3 | MXQR0074 | 20170904T200000Z | E | 20 | 76 | NA | ⋯ | -86.95759 | Quintana Roo | 20170904T151948Z | Nublado | ROO | 30 | 20.50378 | 67 | 16 | Cozumel |\n",
"| 58643 | 58652 | 1 | 58652 | 5a8cbb8feb88f68a3930cdb4 | MXQR0075 | 20170904T190000Z | ENE | 20 | 78 | NA | ⋯ | -86.74609 | Quintana Roo | 20170904T151949Z | Nublado | ROO | 29 | 21.25657 | 67 | 16 | Isla Mujeres |\n",
"| 58644 | 58652 | 1 | 58652 | 5a8cbb8feb88f68a3930cdb5 | MXQR0076 | 20170904T190000Z | E | 20 | 73 | NA | ⋯ | -87.0755 | Quintana Roo | 20170904T151956Z | Nublado | ROO | 31 | 20.62814 | 67 | 26 | Solidaridad |\n",
"| 58645 | 58652 | 1 | 58652 | 5a8cbb8feb88f68a3930cdb6 | MXQR0165 | 20170904T200000Z | E | 20 | 74 | NA | ⋯ | -86.87617 | Quintana Roo | 20170904T151949Z | Nublado | ROO | 30 | 20.84845 | 67 | 16 | Puerto Morelos |\n",
"| 58646 | 58652 | 1 | 58652 | 5a8cbb8feb88f68a3930cdb7 | MXQR1881 | 20170904T190000Z | E | 20 | 68 | NA | ⋯ | -88.04659 | Quintana Roo | 20170904T151949Z | Parcialmente nublado | ROO | 33 | 19.57851 | 66 | 3 | Felipe Carrillo Puerto |\n",
"| 58647 | 58652 | 1 | 58652 | 5a8cbb8feb88f68a3930cdb8 | MXQR1882 | 20170904T190000Z | ESE | 20 | 65 | NA | ⋯ | -88.2979 | Quintana Roo | 20170904T152000Z | Mayormente nublado | ROO | 32 | 18.49389 | 69 | 18 | Othón P. Blanco |\n",
"| 58648 | 58652 | 1 | 58652 | 5a8cbb8feb88f68a3930cdb9 | MXQR1883 | 20170904T190000Z | ENE | 20 | 74 | NA | ⋯ | -86.82481 | Quintana Roo | 20170904T151953Z | Nublado | ROO | 30 | 21.16142 | 67 | 14 | Benito Juárez |\n",
"| 58649 | 58652 | 1 | 58652 | 5a8cbb8feb88f68a3930cdba | MXQR1884 | 20170904T190000Z | ESE | 20 | 61 | NA | ⋯ | -88.71052 | Quintana Roo | 20170904T151950Z | Mayormente nublado | ROO | 33 | 19.74939 | 69 | 8 | José María Morelos |\n",
"| 58650 | 58652 | 1 | 58652 | 5a8cbb8feb88f68a3930cdbb | MXQR1885 | 20170904T200000Z | E | 20 | 66 | NA | ⋯ | -87.48722 | Quintana Roo | 20170904T151949Z | Nublado | ROO | 31 | 21.1014 | 67 | 11 | Lázaro Cárdenas |\n",
"| 58651 | 58652 | 1 | 58652 | 5a8cbb8feb88f68a3930cdbc | MXQR1886 | 20170904T200000Z | E | 20 | 72 | NA | ⋯ | -87.4632 | Quintana Roo | 20170904T151956Z | Mayormente nublado | ROO | 31 | 20.21078 | 69 | 14 | Tulum |\n",
"| 58652 | 58652 | 1 | 58652 | 5a8cbb8feb88f68a3930cfcf | MXXX9826 | 20170904T200000Z | ESE | 20 | 64 | NA | ⋯ | -88.38935 | Quintana Roo | 20170904T152000Z | Mayormente nublado | ROO | 32 | 18.67615 | 69 | 13 | Bacalar |\n",
"\n"
],
"text/plain": [
" pagination.pageSize pagination.page pagination.total\n",
"1 58652 1 58652 \n",
"2 58652 1 58652 \n",
"3 58652 1 58652 \n",
"4 58652 1 58652 \n",
"5 58652 1 58652 \n",
"6 58652 1 58652 \n",
"7 58652 1 58652 \n",
"8 58652 1 58652 \n",
"9 58652 1 58652 \n",
"10 58652 1 58652 \n",
"11 58652 1 58652 \n",
"12 58652 1 58652 \n",
"13 58652 1 58652 \n",
"14 58652 1 58652 \n",
"15 58652 1 58652 \n",
"16 58652 1 58652 \n",
"17 58652 1 58652 \n",
"18 58652 1 58652 \n",
"19 58652 1 58652 \n",
"20 58652 1 58652 \n",
"21 58652 1 58652 \n",
"22 58652 1 58652 \n",
"23 58652 1 58652 \n",
"24 58652 1 58652 \n",
"25 58652 1 58652 \n",
"26 58652 1 58652 \n",
"27 58652 1 58652 \n",
"28 58652 1 58652 \n",
"29 58652 1 58652 \n",
"30 58652 1 58652 \n",
"⋮ ⋮ ⋮ ⋮ \n",
"58623 58652 1 58652 \n",
"58624 58652 1 58652 \n",
"58625 58652 1 58652 \n",
"58626 58652 1 58652 \n",
"58627 58652 1 58652 \n",
"58628 58652 1 58652 \n",
"58629 58652 1 58652 \n",
"58630 58652 1 58652 \n",
"58631 58652 1 58652 \n",
"58632 58652 1 58652 \n",
"58633 58652 1 58652 \n",
"58634 58652 1 58652 \n",
"58635 58652 1 58652 \n",
"58636 58652 1 58652 \n",
"58637 58652 1 58652 \n",
"58638 58652 1 58652 \n",
"58639 58652 1 58652 \n",
"58640 58652 1 58652 \n",
"58641 58652 1 58652 \n",
"58642 58652 1 58652 \n",
"58643 58652 1 58652 \n",
"58644 58652 1 58652 \n",
"58645 58652 1 58652 \n",
"58646 58652 1 58652 \n",
"58647 58652 1 58652 \n",
"58648 58652 1 58652 \n",
"58649 58652 1 58652 \n",
"58650 58652 1 58652 \n",
"58651 58652 1 58652 \n",
"58652 58652 1 58652 \n",
" results._id results.cityid results.validdateutc\n",
"1 5952983559954a0adbf7b1ff MXQR0074 20170627T140000Z \n",
"2 5952983559954a0adbf7b200 MXQR0075 20170627T140000Z \n",
"3 5952983559954a0adbf7b201 MXQR0076 20170627T130000Z \n",
"4 5952983559954a0adbf7b202 MXQR0165 20170627T140000Z \n",
"5 5952983559954a0adbf7b203 MXQR1881 20170627T140000Z \n",
"6 5952983559954a0adbf7b204 MXQR1882 20170627T140000Z \n",
"7 5952983559954a0adbf7b205 MXQR1883 20170627T140000Z \n",
"8 5952983559954a0adbf7b206 MXQR1884 20170627T140000Z \n",
"9 5952983559954a0adbf7b207 MXQR1885 20170627T140000Z \n",
"10 5952983559954a0adbf7b208 MXQR1886 20170627T140000Z \n",
"11 5952983559954a0adbf7b41b MXXX9826 20170627T140000Z \n",
"12 5952a1be59954a0adbf7e50a MXQR0074 20170627T140000Z \n",
"13 5952a1be59954a0adbf7e50b MXQR0075 20170627T140000Z \n",
"14 5952a1be59954a0adbf7e50c MXQR0076 20170627T130000Z \n",
"15 5952a1be59954a0adbf7e50d MXQR0165 20170627T140000Z \n",
"16 5952a1be59954a0adbf7e50e MXQR1881 20170627T140000Z \n",
"17 5952a1be59954a0adbf7e50f MXQR1882 20170627T140000Z \n",
"18 5952a1be59954a0adbf7e510 MXQR1883 20170627T140000Z \n",
"19 5952a1be59954a0adbf7e511 MXQR1884 20170627T140000Z \n",
"20 5952a1be59954a0adbf7e512 MXQR1885 20170627T140000Z \n",
"21 5952a1be59954a0adbf7e513 MXQR1886 20170627T140000Z \n",
"22 5952a1be59954a0adbf7e726 MXXX9826 20170627T140000Z \n",
"23 5952afcb59954a0adbf82459 MXQR0074 20170627T140000Z \n",
"24 5952afcb59954a0adbf8245a MXQR0075 20170627T140000Z \n",
"25 5952afcb59954a0adbf8245b MXQR0076 20170627T130000Z \n",
"26 5952afcb59954a0adbf8245c MXQR0165 20170627T140000Z \n",
"27 5952afcb59954a0adbf8245d MXQR1881 20170627T140000Z \n",
"28 5952afcb59954a0adbf8245e MXQR1882 20170627T140000Z \n",
"29 5952afcb59954a0adbf8245f MXQR1883 20170627T140000Z \n",
"30 5952afcb59954a0adbf82460 MXQR1884 20170627T140000Z \n",
"⋮ ⋮ ⋮ ⋮ \n",
"58623 5a8c9f46eb88f68a3923edd7 MXQR0165 20170904T200000Z \n",
"58624 5a8c9f46eb88f68a3923edd8 MXQR1881 20170904T190000Z \n",
"58625 5a8c9f46eb88f68a3923edd9 MXQR1882 20170904T190000Z \n",
"58626 5a8c9f46eb88f68a3923edda MXQR1883 20170904T190000Z \n",
"58627 5a8c9f46eb88f68a3923eddb MXQR1884 20170904T190000Z \n",
"58628 5a8c9f46eb88f68a3923eddc MXQR1885 20170904T200000Z \n",
"58629 5a8c9f46eb88f68a3923eddd MXQR1886 20170904T200000Z \n",
"58630 5a8c9f46eb88f68a3923eff0 MXXX9826 20170904T200000Z \n",
"58631 5a8cadd7eb88f68a39259239 MXQR0074 20170904T200000Z \n",
"58632 5a8cadd7eb88f68a3925923a MXQR0075 20170904T190000Z \n",
"58633 5a8cadd7eb88f68a3925923b MXQR0076 20170904T190000Z \n",
"58634 5a8cadd7eb88f68a3925923c MXQR0165 20170904T200000Z \n",
"58635 5a8cadd7eb88f68a3925923d MXQR1881 20170904T190000Z \n",
"58636 5a8cadd7eb88f68a3925923e MXQR1882 20170904T190000Z \n",
"58637 5a8cadd7eb88f68a3925923f MXQR1883 20170904T190000Z \n",
"58638 5a8cadd7eb88f68a39259240 MXQR1884 20170904T190000Z \n",
"58639 5a8cadd7eb88f68a39259241 MXQR1885 20170904T200000Z \n",
"58640 5a8cadd7eb88f68a39259242 MXQR1886 20170904T200000Z \n",
"58641 5a8cadd7eb88f68a39259457 MXXX9826 20170904T200000Z \n",
"58642 5a8cbb8feb88f68a3930cdb3 MXQR0074 20170904T200000Z \n",
"58643 5a8cbb8feb88f68a3930cdb4 MXQR0075 20170904T190000Z \n",
"58644 5a8cbb8feb88f68a3930cdb5 MXQR0076 20170904T190000Z \n",
"58645 5a8cbb8feb88f68a3930cdb6 MXQR0165 20170904T200000Z \n",
"58646 5a8cbb8feb88f68a3930cdb7 MXQR1881 20170904T190000Z \n",
"58647 5a8cbb8feb88f68a3930cdb8 MXQR1882 20170904T190000Z \n",
"58648 5a8cbb8feb88f68a3930cdb9 MXQR1883 20170904T190000Z \n",
"58649 5a8cbb8feb88f68a3930cdba MXQR1884 20170904T190000Z \n",
"58650 5a8cbb8feb88f68a3930cdbb MXQR1885 20170904T200000Z \n",
"58651 5a8cbb8feb88f68a3930cdbc MXQR1886 20170904T200000Z \n",
"58652 5a8cbb8feb88f68a3930cfcf MXXX9826 20170904T200000Z \n",
" results.winddirectioncardinal results.probabilityofprecip\n",
"1 ESE 20 \n",
"2 ESE 0 \n",
"3 E 20 \n",
"4 ESE 10 \n",
"5 ESE 20 \n",
"6 E 20 \n",
"7 ESE 10 \n",
"8 ESE 10 \n",
"9 ESE 0 \n",
"10 ESE 20 \n",
"11 ESE 20 \n",
"12 ESE 20 \n",
"13 ESE 0 \n",
"14 E 20 \n",
"15 ESE 10 \n",
"16 ESE 20 \n",
"17 E 20 \n",
"18 ESE 10 \n",
"19 ESE 10 \n",
"20 ESE 0 \n",
"21 ESE 20 \n",
"22 ESE 20 \n",
"23 ESE 20 \n",
"24 ESE 0 \n",
"25 E 20 \n",
"26 ESE 10 \n",
"27 ESE 20 \n",
"28 E 20 \n",
"29 ESE 10 \n",
"30 ESE 10 \n",
"⋮ ⋮ ⋮ \n",
"58623 E 20 \n",
"58624 E 20 \n",
"58625 ESE 20 \n",
"58626 ENE 20 \n",
"58627 ESE 20 \n",
"58628 E 20 \n",
"58629 E 20 \n",
"58630 ESE 20 \n",
"58631 E 20 \n",
"58632 ENE 20 \n",
"58633 E 20 \n",
"58634 E 20 \n",
"58635 E 20 \n",
"58636 ESE 20 \n",
"58637 ENE 20 \n",
"58638 ESE 20 \n",
"58639 E 20 \n",
"58640 E 20 \n",
"58641 ESE 20 \n",
"58642 E 20 \n",
"58643 ENE 20 \n",
"58644 E 20 \n",
"58645 E 20 \n",
"58646 E 20 \n",
"58647 ESE 20 \n",
"58648 ENE 20 \n",
"58649 ESE 20 \n",
"58650 E 20 \n",
"58651 E 20 \n",
"58652 ESE 20 \n",
" results.relativehumidity results.name ⋯ results.longitude\n",
"1 77 Cozumel ⋯ -86.95759 \n",
"2 80 Isla Mujeres ⋯ -86.74609 \n",
"3 85 Solidaridad ⋯ -87.0755 \n",
"4 77 Puerto Morelos ⋯ -86.87617 \n",
"5 75 Felipe Carrillo Puerto ⋯ -88.04659 \n",
"6 77 Othón P. Blanco ⋯ -88.2979 \n",
"7 77 Benito Juárez ⋯ -86.82481 \n",
"8 80 José María Morelos ⋯ -88.71052 \n",
"9 73 Lázaro Cárdenas ⋯ -87.48722 \n",
"10 76 Tulum ⋯ -87.4632 \n",
"11 78 Bacalar ⋯ -88.38935 \n",
"12 77 Cozumel ⋯ -86.95759 \n",
"13 80 Isla Mujeres ⋯ -86.74609 \n",
"14 85 Solidaridad ⋯ -87.0755 \n",
"15 77 Puerto Morelos ⋯ -86.87617 \n",
"16 75 Felipe Carrillo Puerto ⋯ -88.04659 \n",
"17 77 Othón P. Blanco ⋯ -88.2979 \n",
"18 77 Benito Juárez ⋯ -86.82481 \n",
"19 80 José María Morelos ⋯ -88.71052 \n",
"20 73 Lázaro Cárdenas ⋯ -87.48722 \n",
"21 76 Tulum ⋯ -87.4632 \n",
"22 78 Bacalar ⋯ -88.38935 \n",
"23 77 Cozumel ⋯ -86.95759 \n",
"24 80 Isla Mujeres ⋯ -86.74609 \n",
"25 85 Solidaridad ⋯ -87.0755 \n",
"26 77 Puerto Morelos ⋯ -86.87617 \n",
"27 75 Felipe Carrillo Puerto ⋯ -88.04659 \n",
"28 77 Othón P. Blanco ⋯ -88.2979 \n",
"29 77 Benito Juárez ⋯ -86.82481 \n",
"30 80 José María Morelos ⋯ -88.71052 \n",
"⋮ ⋮ ⋮ ⋱ ⋮ \n",
"58623 74 NA ⋯ -86.87617 \n",
"58624 68 NA ⋯ -88.04659 \n",
"58625 65 NA ⋯ -88.2979 \n",
"58626 74 NA ⋯ -86.82481 \n",
"58627 61 NA ⋯ -88.71052 \n",
"58628 66 NA ⋯ -87.48722 \n",
"58629 72 NA ⋯ -87.4632 \n",
"58630 64 NA ⋯ -88.38935 \n",
"58631 76 NA ⋯ -86.95759 \n",
"58632 78 NA ⋯ -86.74609 \n",
"58633 73 NA ⋯ -87.0755 \n",
"58634 74 NA ⋯ -86.87617 \n",
"58635 68 NA ⋯ -88.04659 \n",
"58636 65 NA ⋯ -88.2979 \n",
"58637 74 NA ⋯ -86.82481 \n",
"58638 61 NA ⋯ -88.71052 \n",
"58639 66 NA ⋯ -87.48722 \n",
"58640 72 NA ⋯ -87.4632 \n",
"58641 64 NA ⋯ -88.38935 \n",
"58642 76 NA ⋯ -86.95759 \n",
"58643 78 NA ⋯ -86.74609 \n",
"58644 73 NA ⋯ -87.0755 \n",
"58645 74 NA ⋯ -86.87617 \n",
"58646 68 NA ⋯ -88.04659 \n",
"58647 65 NA ⋯ -88.2979 \n",
"58648 74 NA ⋯ -86.82481 \n",
"58649 61 NA ⋯ -88.71052 \n",
"58650 66 NA ⋯ -87.48722 \n",
"58651 72 NA ⋯ -87.4632 \n",
"58652 64 NA ⋯ -88.38935 \n",
" results.state results.lastreporttime results.skydescriptionlong\n",
"1 Quintana Roo 20170627T092449Z Parcialmente nublado \n",
"2 Quintana Roo 20170627T092450Z Mayormente nublado \n",
"3 Quintana Roo 20170627T092456Z Parcialmente nublado \n",
"4 Quintana Roo 20170627T092450Z Mayormente nublado \n",
"5 Quintana Roo 20170627T092450Z Parcialmente nublado \n",
"6 Quintana Roo 20170627T092501Z Mayormente nublado \n",
"7 Quintana Roo 20170627T092454Z Mayormente nublado \n",
"8 Quintana Roo 20170627T092450Z Parcialmente nublado \n",
"9 Quintana Roo 20170627T092450Z Parcialmente nublado \n",
"10 Quintana Roo 20170627T092456Z Parcialmente nublado \n",
"11 Quintana Roo 20170627T092501Z Mayormente nublado \n",
"12 Quintana Roo 20170627T092449Z Parcialmente nublado \n",
"13 Quintana Roo 20170627T092450Z Mayormente nublado \n",
"14 Quintana Roo 20170627T092456Z Parcialmente nublado \n",
"15 Quintana Roo 20170627T092450Z Mayormente nublado \n",
"16 Quintana Roo 20170627T092450Z Parcialmente nublado \n",
"17 Quintana Roo 20170627T092501Z Mayormente nublado \n",
"18 Quintana Roo 20170627T092454Z Mayormente nublado \n",
"19 Quintana Roo 20170627T092450Z Parcialmente nublado \n",
"20 Quintana Roo 20170627T092450Z Parcialmente nublado \n",
"21 Quintana Roo 20170627T092456Z Parcialmente nublado \n",
"22 Quintana Roo 20170627T092501Z Mayormente nublado \n",
"23 Quintana Roo 20170627T092449Z Parcialmente nublado \n",
"24 Quintana Roo 20170627T092450Z Mayormente nublado \n",
"25 Quintana Roo 20170627T092456Z Parcialmente nublado \n",
"26 Quintana Roo 20170627T092450Z Mayormente nublado \n",
"27 Quintana Roo 20170627T092450Z Parcialmente nublado \n",
"28 Quintana Roo 20170627T092501Z Mayormente nublado \n",
"29 Quintana Roo 20170627T092454Z Mayormente nublado \n",
"30 Quintana Roo 20170627T092450Z Parcialmente nublado \n",
"⋮ ⋮ ⋮ ⋮ \n",
"58623 Quintana Roo 20170904T151949Z Nublado \n",
"58624 Quintana Roo 20170904T151949Z Parcialmente nublado \n",
"58625 Quintana Roo 20170904T152000Z Mayormente nublado \n",
"58626 Quintana Roo 20170904T151953Z Nublado \n",
"58627 Quintana Roo 20170904T151950Z Mayormente nublado \n",
"58628 Quintana Roo 20170904T151949Z Nublado \n",
"58629 Quintana Roo 20170904T151956Z Mayormente nublado \n",
"58630 Quintana Roo 20170904T152000Z Mayormente nublado \n",
"58631 Quintana Roo 20170904T151948Z Nublado \n",
"58632 Quintana Roo 20170904T151949Z Nublado \n",
"58633 Quintana Roo 20170904T151956Z Nublado \n",
"58634 Quintana Roo 20170904T151949Z Nublado \n",
"58635 Quintana Roo 20170904T151949Z Parcialmente nublado \n",
"58636 Quintana Roo 20170904T152000Z Mayormente nublado \n",
"58637 Quintana Roo 20170904T151953Z Nublado \n",
"58638 Quintana Roo 20170904T151950Z Mayormente nublado \n",
"58639 Quintana Roo 20170904T151949Z Nublado \n",
"58640 Quintana Roo 20170904T151956Z Mayormente nublado \n",
"58641 Quintana Roo 20170904T152000Z Mayormente nublado \n",
"58642 Quintana Roo 20170904T151948Z Nublado \n",
"58643 Quintana Roo 20170904T151949Z Nublado \n",
"58644 Quintana Roo 20170904T151956Z Nublado \n",
"58645 Quintana Roo 20170904T151949Z Nublado \n",
"58646 Quintana Roo 20170904T151949Z Parcialmente nublado \n",
"58647 Quintana Roo 20170904T152000Z Mayormente nublado \n",
"58648 Quintana Roo 20170904T151953Z Nublado \n",
"58649 Quintana Roo 20170904T151950Z Mayormente nublado \n",
"58650 Quintana Roo 20170904T151949Z Nublado \n",
"58651 Quintana Roo 20170904T151956Z Mayormente nublado \n",
"58652 Quintana Roo 20170904T152000Z Mayormente nublado \n",
" results.stateabbr results.tempc results.latitude results.iconcode\n",
"1 ROO 29 20.50378 66 \n",
"2 ROO 29 21.25657 69 \n",
"3 ROO 28 20.62814 66 \n",
"4 ROO 29 20.84845 69 \n",
"5 ROO 29 19.57851 66 \n",
"6 ROO 29 18.49389 69 \n",
"7 ROO 29 21.16142 69 \n",
"8 ROO 28 19.74939 66 \n",
"9 ROO 29 21.1014 66 \n",
"10 ROO 29 20.21078 66 \n",
"11 ROO 29 18.67615 69 \n",
"12 ROO 29 20.50378 66 \n",
"13 ROO 29 21.25657 69 \n",
"14 ROO 28 20.62814 66 \n",
"15 ROO 29 20.84845 69 \n",
"16 ROO 29 19.57851 66 \n",
"17 ROO 29 18.49389 69 \n",
"18 ROO 29 21.16142 69 \n",
"19 ROO 28 19.74939 66 \n",
"20 ROO 29 21.1014 66 \n",
"21 ROO 29 20.21078 66 \n",
"22 ROO 29 18.67615 69 \n",
"23 ROO 29 20.50378 66 \n",
"24 ROO 29 21.25657 69 \n",
"25 ROO 28 20.62814 66 \n",
"26 ROO 29 20.84845 69 \n",
"27 ROO 29 19.57851 66 \n",
"28 ROO 29 18.49389 69 \n",
"29 ROO 29 21.16142 69 \n",
"30 ROO 28 19.74939 66 \n",
"⋮ ⋮ ⋮ ⋮ ⋮ \n",
"58623 ROO 30 20.84845 67 \n",
"58624 ROO 33 19.57851 66 \n",
"58625 ROO 32 18.49389 69 \n",
"58626 ROO 30 21.16142 67 \n",
"58627 ROO 33 19.74939 69 \n",
"58628 ROO 31 21.1014 67 \n",
"58629 ROO 31 20.21078 69 \n",
"58630 ROO 32 18.67615 69 \n",
"58631 ROO 30 20.50378 67 \n",
"58632 ROO 29 21.25657 67 \n",
"58633 ROO 31 20.62814 67 \n",
"58634 ROO 30 20.84845 67 \n",
"58635 ROO 33 19.57851 66 \n",
"58636 ROO 32 18.49389 69 \n",
"58637 ROO 30 21.16142 67 \n",
"58638 ROO 33 19.74939 69 \n",
"58639 ROO 31 21.1014 67 \n",
"58640 ROO 31 20.21078 69 \n",
"58641 ROO 32 18.67615 69 \n",
"58642 ROO 30 20.50378 67 \n",
"58643 ROO 29 21.25657 67 \n",
"58644 ROO 31 20.62814 67 \n",
"58645 ROO 30 20.84845 67 \n",
"58646 ROO 33 19.57851 66 \n",
"58647 ROO 32 18.49389 69 \n",
"58648 ROO 30 21.16142 67 \n",
"58649 ROO 33 19.74939 69 \n",
"58650 ROO 31 21.1014 67 \n",
"58651 ROO 31 20.21078 69 \n",
"58652 ROO 32 18.67615 69 \n",
" results.windspeedkm results.city \n",
"1 13 NA \n",
"2 16 NA \n",
"3 5 NA \n",
"4 18 NA \n",
"5 10 NA \n",
"6 3 NA \n",
"7 16 NA \n",
"8 8 NA \n",
"9 11 NA \n",
"10 14 NA \n",
"11 5 NA \n",
"12 13 NA \n",
"13 16 NA \n",
"14 5 NA \n",
"15 18 NA \n",
"16 10 NA \n",
"17 3 NA \n",
"18 16 NA \n",
"19 8 NA \n",
"20 11 NA \n",
"21 14 NA \n",
"22 5 NA \n",
"23 13 NA \n",
"24 16 NA \n",
"25 5 NA \n",
"26 18 NA \n",
"27 10 NA \n",
"28 3 NA \n",
"29 16 NA \n",
"30 8 NA \n",
"⋮ ⋮ ⋮ \n",
"58623 16 Puerto Morelos \n",
"58624 3 Felipe Carrillo Puerto\n",
"58625 18 Othón P. Blanco \n",
"58626 14 Benito Juárez \n",
"58627 8 José María Morelos \n",
"58628 11 Lázaro Cárdenas \n",
"58629 14 Tulum \n",
"58630 13 Bacalar \n",
"58631 16 Cozumel \n",
"58632 16 Isla Mujeres \n",
"58633 26 Solidaridad \n",
"58634 16 Puerto Morelos \n",
"58635 3 Felipe Carrillo Puerto\n",
"58636 18 Othón P. Blanco \n",
"58637 14 Benito Juárez \n",
"58638 8 José María Morelos \n",
"58639 11 Lázaro Cárdenas \n",
"58640 14 Tulum \n",
"58641 13 Bacalar \n",
"58642 16 Cozumel \n",
"58643 16 Isla Mujeres \n",
"58644 26 Solidaridad \n",
"58645 16 Puerto Morelos \n",
"58646 3 Felipe Carrillo Puerto\n",
"58647 18 Othón P. Blanco \n",
"58648 14 Benito Juárez \n",
"58649 8 José María Morelos \n",
"58650 11 Lázaro Cárdenas \n",
"58651 14 Tulum \n",
"58652 13 Bacalar "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df <- as.data.frame(data)\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {},
"outputs": [],
"source": [
"names(df)[1] <- \"pageSize\"\n",
"names(df)[2] <- \"pageNumber\"\n",
"names(df)[3] <- \"paginationTotal\"\n",
"names(df)[4] <- \"ID\"\n",
"names(df)[5] <- \"city_ID\"\n",
"names(df)[6] <- \"valid_date_utc\"\n",
"names(df)[7] <- \"wind_direction\"\n",
"names(df)[8] <- \"precipitation_prob\"\n",
"names(df)[9] <- \"relative_humidity\"\n",
"names(df)[10] <- \"city_name\"\n",
"names(df)[11] <- \"date_insert\"\n",
"names(df)[12] <- \"long\"\n",
"names(df)[13] <- \"state\"\n",
"names(df)[14] <- \"last_report_time\"\n",
"names(df)[15] <- \"sky_description\"\n",
"names(df)[16] <- \"state_abbr\"\n",
"names(df)[17] <- \"temp_celsius\"\n",
"names(df)[18] <- \"lat\"\n",
"names(df)[19] <- \"iconcode\"\n",
"names(df)[20] <- \"wind_speed\"\n",
"names(df)[21] <- \"city_name_2\"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<style>\n",
".list-inline {list-style: none; margin:0; padding: 0}\n",
".list-inline>li {display: inline-block}\n",
".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
"</style>\n",
"<ol class=list-inline><li>'pageSize'</li><li>'pageNumber'</li><li>'paginationTotal'</li><li>'ID'</li><li>'city_ID'</li><li>'valid_date_utc'</li><li>'wind_direction'</li><li>'precipitation_prob'</li><li>'relative_humidity'</li><li>'city_name'</li><li>'date_insert'</li><li>'long'</li><li>'state'</li><li>'last_report_time'</li><li>'sky_description'</li><li>'state_abbr'</li><li>'temp_celsius'</li><li>'lat'</li><li>'iconcode'</li><li>'wind_speed'</li><li>'city_name_2'</li></ol>\n"
],
"text/latex": [
"\\begin{enumerate*}\n",
"\\item 'pageSize'\n",
"\\item 'pageNumber'\n",
"\\item 'paginationTotal'\n",
"\\item 'ID'\n",
"\\item 'city\\_ID'\n",
"\\item 'valid\\_date\\_utc'\n",
"\\item 'wind\\_direction'\n",
"\\item 'precipitation\\_prob'\n",
"\\item 'relative\\_humidity'\n",
"\\item 'city\\_name'\n",
"\\item 'date\\_insert'\n",
"\\item 'long'\n",
"\\item 'state'\n",
"\\item 'last\\_report\\_time'\n",
"\\item 'sky\\_description'\n",
"\\item 'state\\_abbr'\n",
"\\item 'temp\\_celsius'\n",
"\\item 'lat'\n",
"\\item 'iconcode'\n",
"\\item 'wind\\_speed'\n",
"\\item 'city\\_name\\_2'\n",
"\\end{enumerate*}\n"
],
"text/markdown": [
"1. 'pageSize'\n",
"2. 'pageNumber'\n",
"3. 'paginationTotal'\n",
"4. 'ID'\n",
"5. 'city_ID'\n",
"6. 'valid_date_utc'\n",
"7. 'wind_direction'\n",
"8. 'precipitation_prob'\n",
"9. 'relative_humidity'\n",
"10. 'city_name'\n",
"11. 'date_insert'\n",
"12. 'long'\n",
"13. 'state'\n",
"14. 'last_report_time'\n",
"15. 'sky_description'\n",
"16. 'state_abbr'\n",
"17. 'temp_celsius'\n",
"18. 'lat'\n",
"19. 'iconcode'\n",
"20. 'wind_speed'\n",
"21. 'city_name_2'\n",
"\n",
"\n"
],
"text/plain": [
" [1] \"pageSize\" \"pageNumber\" \"paginationTotal\" \n",
" [4] \"ID\" \"city_ID\" \"valid_date_utc\" \n",
" [7] \"wind_direction\" \"precipitation_prob\" \"relative_humidity\" \n",
"[10] \"city_name\" \"date_insert\" \"long\" \n",
"[13] \"state\" \"last_report_time\" \"sky_description\" \n",
"[16] \"state_abbr\" \"temp_celsius\" \"lat\" \n",
"[19] \"iconcode\" \"wind_speed\" \"city_name_2\" "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"colnames(df)\n"
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"'data.frame':\t58652 obs. of 17 variables:\n",
" $ city_ID : chr \"MXQR0074\" \"MXQR0075\" \"MXQR0076\" \"MXQR0165\" ...\n",
" $ valid_date_utc : chr \"20170627T140000Z\" \"20170627T140000Z\" \"20170627T130000Z\" \"20170627T140000Z\" ...\n",
" $ wind_direction : chr \"ESE\" \"ESE\" \"E\" \"ESE\" ...\n",
" $ precipitation_prob: chr \"20\" \"0\" \"20\" \"10\" ...\n",
" $ relative_humidity : chr \"77\" \"80\" \"85\" \"77\" ...\n",
" $ city_name : chr \"Cozumel\" \"Isla Mujeres\" \"Solidaridad\" \"Puerto Morelos\" ...\n",
" $ date_insert : chr \"2017-06-27T17:36:45.270Z\" \"2017-06-27T17:36:45.270Z\" \"2017-06-27T17:36:45.270Z\" \"2017-06-27T17:36:45.270Z\" ...\n",
" $ long : chr \"-86.95759\" \"-86.74609\" \"-87.0755\" \"-86.87617\" ...\n",
" $ state : chr \"Quintana Roo\" \"Quintana Roo\" \"Quintana Roo\" \"Quintana Roo\" ...\n",
" $ last_report_time : chr \"20170627T092449Z\" \"20170627T092450Z\" \"20170627T092456Z\" \"20170627T092450Z\" ...\n",
" $ sky_description : chr \"Parcialmente nublado\" \"Mayormente nublado\" \"Parcialmente nublado\" \"Mayormente nublado\" ...\n",
" $ state_abbr : chr \"ROO\" \"ROO\" \"ROO\" \"ROO\" ...\n",
" $ temp_celsius : chr \"29\" \"29\" \"28\" \"29\" ...\n",
" $ lat : chr \"20.50378\" \"21.25657\" \"20.62814\" \"20.84845\" ...\n",
" $ iconcode : chr \"66\" \"69\" \"66\" \"69\" ...\n",
" $ wind_speed : chr \"13\" \"16\" \"5\" \"18\" ...\n",
" $ city_name_2 : chr NA NA NA NA ...\n"
]
}
],
"source": [
"df <- df %>% select(!(c(ID,pageSize, pageNumber, paginationTotal)))\n",
"str(df)"
]
},
{
"cell_type": "code",
"execution_count": 157,
"metadata": {},
"outputs": [],
"source": [
"benito_juarez <- df %>% \n",
" filter(city_name == \"Benito Juárez\" | city_name_2 == \"Benito Juárez\")"
]
},
{
"cell_type": "code",
"execution_count": 158,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<caption>A data.frame: 6 × 17</caption>\n",
"<thead>\n",
"\t<tr><th></th><th scope=col>city_ID</th><th scope=col>valid_date_utc</th><th scope=col>wind_direction</th><th scope=col>precipitation_prob</th><th scope=col>relative_humidity</th><th scope=col>city_name</th><th scope=col>date_insert</th><th scope=col>long</th><th scope=col>state</th><th scope=col>last_report_time</th><th scope=col>sky_description</th><th scope=col>state_abbr</th><th scope=col>temp_celsius</th><th scope=col>lat</th><th scope=col>iconcode</th><th scope=col>wind_speed</th><th scope=col>city_name_2</th></tr>\n",
"\t<tr><th></th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th></tr>\n",
"</thead>\n",
"<tbody>\n",
"\t<tr><th scope=row>1</th><td>MXQR1883</td><td>20170627T140000Z</td><td>ESE</td><td>10</td><td>77</td><td>Benito Juárez</td><td>2017-06-27T17:36:45.271Z</td><td>-86.82481</td><td>Quintana Roo</td><td>20170627T092454Z</td><td>Mayormente nublado</td><td>ROO</td><td>29</td><td>21.16142</td><td>69</td><td>16</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>2</th><td>MXQR1883</td><td>20170627T140000Z</td><td>ESE</td><td>10</td><td>77</td><td>Benito Juárez</td><td>2017-06-27T18:17:26.474Z</td><td>-86.82481</td><td>Quintana Roo</td><td>20170627T092454Z</td><td>Mayormente nublado</td><td>ROO</td><td>29</td><td>21.16142</td><td>69</td><td>16</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>3</th><td>MXQR1883</td><td>20170627T140000Z</td><td>ESE</td><td>10</td><td>77</td><td>Benito Juárez</td><td>2017-06-27T19:17:23.923Z</td><td>-86.82481</td><td>Quintana Roo</td><td>20170627T092454Z</td><td>Mayormente nublado</td><td>ROO</td><td>29</td><td>21.16142</td><td>69</td><td>16</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>4</th><td>MXQR1883</td><td>20170627T140000Z</td><td>ESE</td><td>10</td><td>77</td><td>Benito Juárez</td><td>2017-06-27T20:17:25.705Z</td><td>-86.82481</td><td>Quintana Roo</td><td>20170627T092454Z</td><td>Mayormente nublado</td><td>ROO</td><td>29</td><td>21.16142</td><td>69</td><td>16</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>5</th><td>MXQR1883</td><td>20170627T140000Z</td><td>ESE</td><td>10</td><td>77</td><td>Benito Juárez</td><td>2017-06-27T21:16:59.231Z</td><td>-86.82481</td><td>Quintana Roo</td><td>20170627T092454Z</td><td>Mayormente nublado</td><td>ROO</td><td>29</td><td>21.16142</td><td>69</td><td>16</td><td>NA</td></tr>\n",
"\t<tr><th scope=row>6</th><td>MXQR1883</td><td>20170627T140000Z</td><td>ESE</td><td>10</td><td>77</td><td>Benito Juárez</td><td>2017-06-27T22:16:56.325Z</td><td>-86.82481</td><td>Quintana Roo</td><td>20170627T092454Z</td><td>Mayormente nublado</td><td>ROO</td><td>29</td><td>21.16142</td><td>69</td><td>16</td><td>NA</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"A data.frame: 6 × 17\n",
"\\begin{tabular}{r|lllllllllllllllll}\n",
" & city\\_ID & valid\\_date\\_utc & wind\\_direction & precipitation\\_prob & relative\\_humidity & city\\_name & date\\_insert & long & state & last\\_report\\_time & sky\\_description & state\\_abbr & temp\\_celsius & lat & iconcode & wind\\_speed & city\\_name\\_2\\\\\n",
" & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr>\\\\\n",
"\\hline\n",
"\t1 & MXQR1883 & 20170627T140000Z & ESE & 10 & 77 & Benito Juárez & 2017-06-27T17:36:45.271Z & -86.82481 & Quintana Roo & 20170627T092454Z & Mayormente nublado & ROO & 29 & 21.16142 & 69 & 16 & NA\\\\\n",
"\t2 & MXQR1883 & 20170627T140000Z & ESE & 10 & 77 & Benito Juárez & 2017-06-27T18:17:26.474Z & -86.82481 & Quintana Roo & 20170627T092454Z & Mayormente nublado & ROO & 29 & 21.16142 & 69 & 16 & NA\\\\\n",
"\t3 & MXQR1883 & 20170627T140000Z & ESE & 10 & 77 & Benito Juárez & 2017-06-27T19:17:23.923Z & -86.82481 & Quintana Roo & 20170627T092454Z & Mayormente nublado & ROO & 29 & 21.16142 & 69 & 16 & NA\\\\\n",
"\t4 & MXQR1883 & 20170627T140000Z & ESE & 10 & 77 & Benito Juárez & 2017-06-27T20:17:25.705Z & -86.82481 & Quintana Roo & 20170627T092454Z & Mayormente nublado & ROO & 29 & 21.16142 & 69 & 16 & NA\\\\\n",
"\t5 & MXQR1883 & 20170627T140000Z & ESE & 10 & 77 & Benito Juárez & 2017-06-27T21:16:59.231Z & -86.82481 & Quintana Roo & 20170627T092454Z & Mayormente nublado & ROO & 29 & 21.16142 & 69 & 16 & NA\\\\\n",
"\t6 & MXQR1883 & 20170627T140000Z & ESE & 10 & 77 & Benito Juárez & 2017-06-27T22:16:56.325Z & -86.82481 & Quintana Roo & 20170627T092454Z & Mayormente nublado & ROO & 29 & 21.16142 & 69 & 16 & NA\\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"A data.frame: 6 × 17\n",
"\n",
"| <!--/--> | city_ID &lt;chr&gt; | valid_date_utc &lt;chr&gt; | wind_direction &lt;chr&gt; | precipitation_prob &lt;chr&gt; | relative_humidity &lt;chr&gt; | city_name &lt;chr&gt; | date_insert &lt;chr&gt; | long &lt;chr&gt; | state &lt;chr&gt; | last_report_time &lt;chr&gt; | sky_description &lt;chr&gt; | state_abbr &lt;chr&gt; | temp_celsius &lt;chr&gt; | lat &lt;chr&gt; | iconcode &lt;chr&gt; | wind_speed &lt;chr&gt; | city_name_2 &lt;chr&gt; |\n",
"|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
"| 1 | MXQR1883 | 20170627T140000Z | ESE | 10 | 77 | Benito Juárez | 2017-06-27T17:36:45.271Z | -86.82481 | Quintana Roo | 20170627T092454Z | Mayormente nublado | ROO | 29 | 21.16142 | 69 | 16 | NA |\n",
"| 2 | MXQR1883 | 20170627T140000Z | ESE | 10 | 77 | Benito Juárez | 2017-06-27T18:17:26.474Z | -86.82481 | Quintana Roo | 20170627T092454Z | Mayormente nublado | ROO | 29 | 21.16142 | 69 | 16 | NA |\n",
"| 3 | MXQR1883 | 20170627T140000Z | ESE | 10 | 77 | Benito Juárez | 2017-06-27T19:17:23.923Z | -86.82481 | Quintana Roo | 20170627T092454Z | Mayormente nublado | ROO | 29 | 21.16142 | 69 | 16 | NA |\n",
"| 4 | MXQR1883 | 20170627T140000Z | ESE | 10 | 77 | Benito Juárez | 2017-06-27T20:17:25.705Z | -86.82481 | Quintana Roo | 20170627T092454Z | Mayormente nublado | ROO | 29 | 21.16142 | 69 | 16 | NA |\n",
"| 5 | MXQR1883 | 20170627T140000Z | ESE | 10 | 77 | Benito Juárez | 2017-06-27T21:16:59.231Z | -86.82481 | Quintana Roo | 20170627T092454Z | Mayormente nublado | ROO | 29 | 21.16142 | 69 | 16 | NA |\n",
"| 6 | MXQR1883 | 20170627T140000Z | ESE | 10 | 77 | Benito Juárez | 2017-06-27T22:16:56.325Z | -86.82481 | Quintana Roo | 20170627T092454Z | Mayormente nublado | ROO | 29 | 21.16142 | 69 | 16 | NA |\n",
"\n"
],
"text/plain": [
" city_ID valid_date_utc wind_direction precipitation_prob relative_humidity\n",
"1 MXQR1883 20170627T140000Z ESE 10 77 \n",
"2 MXQR1883 20170627T140000Z ESE 10 77 \n",
"3 MXQR1883 20170627T140000Z ESE 10 77 \n",
"4 MXQR1883 20170627T140000Z ESE 10 77 \n",
"5 MXQR1883 20170627T140000Z ESE 10 77 \n",
"6 MXQR1883 20170627T140000Z ESE 10 77 \n",
" city_name date_insert long state \n",
"1 Benito Juárez 2017-06-27T17:36:45.271Z -86.82481 Quintana Roo\n",
"2 Benito Juárez 2017-06-27T18:17:26.474Z -86.82481 Quintana Roo\n",
"3 Benito Juárez 2017-06-27T19:17:23.923Z -86.82481 Quintana Roo\n",
"4 Benito Juárez 2017-06-27T20:17:25.705Z -86.82481 Quintana Roo\n",
"5 Benito Juárez 2017-06-27T21:16:59.231Z -86.82481 Quintana Roo\n",
"6 Benito Juárez 2017-06-27T22:16:56.325Z -86.82481 Quintana Roo\n",
" last_report_time sky_description state_abbr temp_celsius lat iconcode\n",
"1 20170627T092454Z Mayormente nublado ROO 29 21.16142 69 \n",
"2 20170627T092454Z Mayormente nublado ROO 29 21.16142 69 \n",
"3 20170627T092454Z Mayormente nublado ROO 29 21.16142 69 \n",
"4 20170627T092454Z Mayormente nublado ROO 29 21.16142 69 \n",
"5 20170627T092454Z Mayormente nublado ROO 29 21.16142 69 \n",
"6 20170627T092454Z Mayormente nublado ROO 29 21.16142 69 \n",
" wind_speed city_name_2\n",
"1 16 NA \n",
"2 16 NA \n",
"3 16 NA \n",
"4 16 NA \n",
"5 16 NA \n",
"6 16 NA "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"head(benito_juarez)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 163,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1] \"Promedio histórico de Humedad en Benito Juárez:\"\n"
]
},
{
"data": {
"text/html": [
"72.2678169542386"
],
"text/latex": [
"72.2678169542386"
],
"text/markdown": [
"72.2678169542386"
],
"text/plain": [
"[1] 72.26782"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(\"Promedio histórico de Humedad en Benito Juárez:\")\n",
"mean((as.numeric(as.character(df$relative_humidity))))"
]
},
{
"cell_type": "code",
"execution_count": 166,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1] \"Promedio histórico de temperatura celsius en Benito Juárez:\"\n"
]
},
{
"data": {
"text/html": [
"30.4430198458706"
],
"text/latex": [
"30.4430198458706"
],
"text/markdown": [
"30.4430198458706"
],
"text/plain": [
"[1] 30.44302"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(\"Promedio histórico de temperatura celsius en Benito Juárez:\")\n",
"mean((as.numeric(as.character(df$temp_celsius))))"
]
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1] \"Promedio histórico de velocidad del viento en Benito Juárez:\"\n"
]
},
{
"data": {
"text/html": [
"13.1579485780536"
],
"text/latex": [
"13.1579485780536"
],
"text/markdown": [
"13.1579485780536"
],
"text/plain": [
"[1] 13.15795"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(\"Promedio histórico de velocidad del viento en Benito Juárez:\")\n",
"mean((as.numeric(as.character(df$wind_speed))))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "R",
"language": "R",
"name": "ir"
},
"language_info": {
"codemirror_mode": "r",
"file_extension": ".r",
"mimetype": "text/x-r-source",
"name": "R",
"pygments_lexer": "r",
"version": "4.0.2"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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