In [3]:
import requests
import json
import os
import pandas as pd
import credentials
In [4]:
baseurl = "https://www.ncdc.noaa.gov/cdo-web/api/v2/"
endpoint_data = "data"
custom_headers = {
"token": credentials.token
}
datatypes = ["DLY-TAVG-NORMAL", "DLY-TMAX-NORMAL", "DLY-TMIN-NORMAL", "DLY-PRCP-50PCTL", "MTD-PRCP-NORMAL" ]
# extra_datatypes = ["EMNT", "EMXT", "EMSD", "EMXP"] # trying out some extras -- look into them later
params = {
"datasetid": "NORMAL_DLY",
"datatypeid": datatypes,
"startdate": "2010-01-01",
"enddate": "2010-12-31",
"limit": 1000,
"units": "standard",
}
In [5]:
STATIONFN = "AK_NCDC_FirstOrderStations.json"
with open(STATIONFN, "r") as source:
stationdata = json.load(source)
In [7]:
SAVEOUT = False
for station in stationdata:
fullbase = requests.compat.urljoin(baseurl, endpoint_data)
params["stationid"] = station["id"]
params['datatypeid'] = datatypes
print(station["shortname"])
# we may have more results than our limit.
results = []
limit = 1000
offset = 0
while True:
params['limit'] = limit
params['offset'] = offset
r = requests.get(
fullbase,
headers=custom_headers,
params=params,
)
response = json.loads(r.text)
results.extend(response['results'])
offset += limit
if offset >= response['metadata']['resultset']['count']:
break
newdic = {}
for result in results:
try:
newdic[result["date"][:10]][result["datatype"]] = result["value"]
except KeyError:
newdic[result["date"][:10]] = {}
newdic[result["date"][:10]][result["datatype"]] = result["value"]
dataforstation = pd.DataFrame.from_dict(newdic, orient="index")
if SAVEOUT:
dataforstation.to_csv(
"dailynormals_{}.dat".format(station["shortname"]),
index_label="date", sep='\t'
)
Fairbanks
In [8]:
newdic
Out[8]:
{'2010-01-01': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -6.8,
'DLY-TMAX-NORMAL': 2.1,
'DLY-TMIN-NORMAL': -15.7,
'MTD-PRCP-NORMAL': 0.02},
'2010-01-02': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -7.0,
'DLY-TMAX-NORMAL': 1.9,
'DLY-TMIN-NORMAL': -15.9,
'MTD-PRCP-NORMAL': 0.04},
'2010-01-03': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -7.2,
'DLY-TMAX-NORMAL': 1.7,
'DLY-TMIN-NORMAL': -16.1,
'MTD-PRCP-NORMAL': 0.06},
'2010-01-04': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -7.4,
'DLY-TMAX-NORMAL': 1.5,
'DLY-TMIN-NORMAL': -16.3,
'MTD-PRCP-NORMAL': 0.09},
'2010-01-05': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -7.5,
'DLY-TMAX-NORMAL': 1.3,
'DLY-TMIN-NORMAL': -16.4,
'MTD-PRCP-NORMAL': 0.11},
'2010-01-06': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -7.7,
'DLY-TMAX-NORMAL': 1.2,
'DLY-TMIN-NORMAL': -16.6,
'MTD-PRCP-NORMAL': 0.13},
'2010-01-07': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -7.9,
'DLY-TMAX-NORMAL': 1.0,
'DLY-TMIN-NORMAL': -16.8,
'MTD-PRCP-NORMAL': 0.15},
'2010-01-08': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -8.0,
'DLY-TMAX-NORMAL': 0.8,
'DLY-TMIN-NORMAL': -16.9,
'MTD-PRCP-NORMAL': 0.17},
'2010-01-09': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -8.2,
'DLY-TMAX-NORMAL': 0.7,
'DLY-TMIN-NORMAL': -17.0,
'MTD-PRCP-NORMAL': 0.19},
'2010-01-10': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -8.3,
'DLY-TMAX-NORMAL': 0.6,
'DLY-TMIN-NORMAL': -17.2,
'MTD-PRCP-NORMAL': 0.21},
'2010-01-11': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -8.4,
'DLY-TMAX-NORMAL': 0.5,
'DLY-TMIN-NORMAL': -17.3,
'MTD-PRCP-NORMAL': 0.23},
'2010-01-12': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -8.5,
'DLY-TMAX-NORMAL': 0.4,
'DLY-TMIN-NORMAL': -17.4,
'MTD-PRCP-NORMAL': 0.25},
'2010-01-13': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -8.6,
'DLY-TMAX-NORMAL': 0.3,
'DLY-TMIN-NORMAL': -17.4,
'MTD-PRCP-NORMAL': 0.27},
'2010-01-14': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -8.6,
'DLY-TMAX-NORMAL': 0.3,
'DLY-TMIN-NORMAL': -17.5,
'MTD-PRCP-NORMAL': 0.29},
'2010-01-15': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -8.6,
'DLY-TMAX-NORMAL': 0.2,
'DLY-TMIN-NORMAL': -17.5,
'MTD-PRCP-NORMAL': 0.3},
'2010-01-16': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -8.7,
'DLY-TMAX-NORMAL': 0.2,
'DLY-TMIN-NORMAL': -17.5,
'MTD-PRCP-NORMAL': 0.32},
'2010-01-17': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -8.6,
'DLY-TMAX-NORMAL': 0.3,
'DLY-TMIN-NORMAL': -17.6,
'MTD-PRCP-NORMAL': 0.34},
'2010-01-18': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -8.6,
'DLY-TMAX-NORMAL': 0.3,
'DLY-TMIN-NORMAL': -17.5,
'MTD-PRCP-NORMAL': 0.36},
'2010-01-19': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -8.6,
'DLY-TMAX-NORMAL': 0.4,
'DLY-TMIN-NORMAL': -17.5,
'MTD-PRCP-NORMAL': 0.38},
'2010-01-20': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -8.5,
'DLY-TMAX-NORMAL': 0.4,
'DLY-TMIN-NORMAL': -17.5,
'MTD-PRCP-NORMAL': 0.39},
'2010-01-21': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -8.4,
'DLY-TMAX-NORMAL': 0.6,
'DLY-TMIN-NORMAL': -17.4,
'MTD-PRCP-NORMAL': 0.41},
'2010-01-22': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -8.3,
'DLY-TMAX-NORMAL': 0.7,
'DLY-TMIN-NORMAL': -17.3,
'MTD-PRCP-NORMAL': 0.43},
'2010-01-23': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -8.2,
'DLY-TMAX-NORMAL': 0.9,
'DLY-TMIN-NORMAL': -17.2,
'MTD-PRCP-NORMAL': 0.44},
'2010-01-24': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -8.0,
'DLY-TMAX-NORMAL': 1.0,
'DLY-TMIN-NORMAL': -17.1,
'MTD-PRCP-NORMAL': 0.46},
'2010-01-25': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -7.9,
'DLY-TMAX-NORMAL': 1.3,
'DLY-TMIN-NORMAL': -17.0,
'MTD-PRCP-NORMAL': 0.47},
'2010-01-26': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -7.7,
'DLY-TMAX-NORMAL': 1.5,
'DLY-TMIN-NORMAL': -16.8,
'MTD-PRCP-NORMAL': 0.49},
'2010-01-27': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -7.5,
'DLY-TMAX-NORMAL': 1.8,
'DLY-TMIN-NORMAL': -16.7,
'MTD-PRCP-NORMAL': 0.51},
'2010-01-28': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -7.2,
'DLY-TMAX-NORMAL': 2.0,
'DLY-TMIN-NORMAL': -16.5,
'MTD-PRCP-NORMAL': 0.53},
'2010-01-29': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -7.0,
'DLY-TMAX-NORMAL': 2.4,
'DLY-TMIN-NORMAL': -16.3,
'MTD-PRCP-NORMAL': 0.54},
'2010-01-30': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -6.7,
'DLY-TMAX-NORMAL': 2.7,
'DLY-TMIN-NORMAL': -16.1,
'MTD-PRCP-NORMAL': 0.56},
'2010-01-31': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -6.4,
'DLY-TMAX-NORMAL': 3.0,
'DLY-TMIN-NORMAL': -15.9,
'MTD-PRCP-NORMAL': 0.58},
'2010-02-01': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -6.2,
'DLY-TMAX-NORMAL': 3.4,
'DLY-TMIN-NORMAL': -15.7,
'MTD-PRCP-NORMAL': 0.02},
'2010-02-02': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -5.9,
'DLY-TMAX-NORMAL': 3.8,
'DLY-TMIN-NORMAL': -15.5,
'MTD-PRCP-NORMAL': 0.03},
'2010-02-03': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -5.5,
'DLY-TMAX-NORMAL': 4.2,
'DLY-TMIN-NORMAL': -15.3,
'MTD-PRCP-NORMAL': 0.05},
'2010-02-04': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -5.2,
'DLY-TMAX-NORMAL': 4.7,
'DLY-TMIN-NORMAL': -15.1,
'MTD-PRCP-NORMAL': 0.07},
'2010-02-05': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -4.9,
'DLY-TMAX-NORMAL': 5.1,
'DLY-TMIN-NORMAL': -14.9,
'MTD-PRCP-NORMAL': 0.08},
'2010-02-06': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -4.5,
'DLY-TMAX-NORMAL': 5.6,
'DLY-TMIN-NORMAL': -14.6,
'MTD-PRCP-NORMAL': 0.1},
'2010-02-07': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -4.2,
'DLY-TMAX-NORMAL': 6.0,
'DLY-TMIN-NORMAL': -14.4,
'MTD-PRCP-NORMAL': 0.11},
'2010-02-08': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -3.8,
'DLY-TMAX-NORMAL': 6.5,
'DLY-TMIN-NORMAL': -14.2,
'MTD-PRCP-NORMAL': 0.13},
'2010-02-09': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -3.5,
'DLY-TMAX-NORMAL': 7.0,
'DLY-TMIN-NORMAL': -13.9,
'MTD-PRCP-NORMAL': 0.14},
'2010-02-10': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -3.1,
'DLY-TMAX-NORMAL': 7.5,
'DLY-TMIN-NORMAL': -13.7,
'MTD-PRCP-NORMAL': 0.16},
'2010-02-11': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -2.7,
'DLY-TMAX-NORMAL': 8.0,
'DLY-TMIN-NORMAL': -13.5,
'MTD-PRCP-NORMAL': 0.18},
'2010-02-12': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -2.3,
'DLY-TMAX-NORMAL': 8.6,
'DLY-TMIN-NORMAL': -13.2,
'MTD-PRCP-NORMAL': 0.19},
'2010-02-13': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -2.0,
'DLY-TMAX-NORMAL': 9.1,
'DLY-TMIN-NORMAL': -13.0,
'MTD-PRCP-NORMAL': 0.21},
'2010-02-14': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -1.6,
'DLY-TMAX-NORMAL': 9.6,
'DLY-TMIN-NORMAL': -12.8,
'MTD-PRCP-NORMAL': 0.22},
'2010-02-15': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -1.2,
'DLY-TMAX-NORMAL': 10.1,
'DLY-TMIN-NORMAL': -12.6,
'MTD-PRCP-NORMAL': 0.24},
'2010-02-16': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -0.8,
'DLY-TMAX-NORMAL': 10.7,
'DLY-TMIN-NORMAL': -12.3,
'MTD-PRCP-NORMAL': 0.25},
'2010-02-17': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -0.4,
'DLY-TMAX-NORMAL': 11.2,
'DLY-TMIN-NORMAL': -12.1,
'MTD-PRCP-NORMAL': 0.27},
'2010-02-18': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': -0.1,
'DLY-TMAX-NORMAL': 11.8,
'DLY-TMIN-NORMAL': -11.9,
'MTD-PRCP-NORMAL': 0.28},
'2010-02-19': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 0.3,
'DLY-TMAX-NORMAL': 12.3,
'DLY-TMIN-NORMAL': -11.7,
'MTD-PRCP-NORMAL': 0.3},
'2010-02-20': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 0.7,
'DLY-TMAX-NORMAL': 12.8,
'DLY-TMIN-NORMAL': -11.5,
'MTD-PRCP-NORMAL': 0.31},
'2010-02-21': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 1.1,
'DLY-TMAX-NORMAL': 13.4,
'DLY-TMIN-NORMAL': -11.2,
'MTD-PRCP-NORMAL': 0.33},
'2010-02-22': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 1.4,
'DLY-TMAX-NORMAL': 13.9,
'DLY-TMIN-NORMAL': -11.0,
'MTD-PRCP-NORMAL': 0.34},
'2010-02-23': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 1.8,
'DLY-TMAX-NORMAL': 14.5,
'DLY-TMIN-NORMAL': -10.8,
'MTD-PRCP-NORMAL': 0.36},
'2010-02-24': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 2.2,
'DLY-TMAX-NORMAL': 15.0,
'DLY-TMIN-NORMAL': -10.6,
'MTD-PRCP-NORMAL': 0.37},
'2010-02-25': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 2.6,
'DLY-TMAX-NORMAL': 15.5,
'DLY-TMIN-NORMAL': -10.3,
'MTD-PRCP-NORMAL': 0.39},
'2010-02-26': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 3.0,
'DLY-TMAX-NORMAL': 16.0,
'DLY-TMIN-NORMAL': -10.1,
'MTD-PRCP-NORMAL': 0.4},
'2010-02-27': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 3.3,
'DLY-TMAX-NORMAL': 16.5,
'DLY-TMIN-NORMAL': -9.9,
'MTD-PRCP-NORMAL': 0.41},
'2010-02-28': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 3.7,
'DLY-TMAX-NORMAL': 17.1,
'DLY-TMIN-NORMAL': -9.6,
'MTD-PRCP-NORMAL': 0.42},
'2010-03-01': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 4.1,
'DLY-TMAX-NORMAL': 17.6,
'DLY-TMIN-NORMAL': -9.4,
'MTD-PRCP-NORMAL': 0.01},
'2010-03-02': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 4.5,
'DLY-TMAX-NORMAL': 18.1,
'DLY-TMIN-NORMAL': -9.1,
'MTD-PRCP-NORMAL': 0.02},
'2010-03-03': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 4.9,
'DLY-TMAX-NORMAL': 18.6,
'DLY-TMIN-NORMAL': -8.8,
'MTD-PRCP-NORMAL': 0.03},
'2010-03-04': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 5.3,
'DLY-TMAX-NORMAL': 19.1,
'DLY-TMIN-NORMAL': -8.5,
'MTD-PRCP-NORMAL': 0.04},
'2010-03-05': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 5.7,
'DLY-TMAX-NORMAL': 19.6,
'DLY-TMIN-NORMAL': -8.2,
'MTD-PRCP-NORMAL': 0.05},
'2010-03-06': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 6.1,
'DLY-TMAX-NORMAL': 20.1,
'DLY-TMIN-NORMAL': -7.9,
'MTD-PRCP-NORMAL': 0.06},
'2010-03-07': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 6.5,
'DLY-TMAX-NORMAL': 20.6,
'DLY-TMIN-NORMAL': -7.5,
'MTD-PRCP-NORMAL': 0.07},
'2010-03-08': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 7.0,
'DLY-TMAX-NORMAL': 21.1,
'DLY-TMIN-NORMAL': -7.2,
'MTD-PRCP-NORMAL': 0.08},
'2010-03-09': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 7.4,
'DLY-TMAX-NORMAL': 21.6,
'DLY-TMIN-NORMAL': -6.8,
'MTD-PRCP-NORMAL': 0.09},
'2010-03-10': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 7.9,
'DLY-TMAX-NORMAL': 22.1,
'DLY-TMIN-NORMAL': -6.4,
'MTD-PRCP-NORMAL': 0.1},
'2010-03-11': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 8.3,
'DLY-TMAX-NORMAL': 22.6,
'DLY-TMIN-NORMAL': -5.9,
'MTD-PRCP-NORMAL': 0.11},
'2010-03-12': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 8.8,
'DLY-TMAX-NORMAL': 23.1,
'DLY-TMIN-NORMAL': -5.5,
'MTD-PRCP-NORMAL': 0.12},
'2010-03-13': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 9.3,
'DLY-TMAX-NORMAL': 23.6,
'DLY-TMIN-NORMAL': -5.0,
'MTD-PRCP-NORMAL': 0.12},
'2010-03-14': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 9.8,
'DLY-TMAX-NORMAL': 24.1,
'DLY-TMIN-NORMAL': -4.5,
'MTD-PRCP-NORMAL': 0.13},
'2010-03-15': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 10.3,
'DLY-TMAX-NORMAL': 24.6,
'DLY-TMIN-NORMAL': -4.0,
'MTD-PRCP-NORMAL': 0.14},
'2010-03-16': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 10.9,
'DLY-TMAX-NORMAL': 25.2,
'DLY-TMIN-NORMAL': -3.4,
'MTD-PRCP-NORMAL': 0.15},
'2010-03-17': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 11.4,
'DLY-TMAX-NORMAL': 25.7,
'DLY-TMIN-NORMAL': -2.9,
'MTD-PRCP-NORMAL': 0.15},
'2010-03-18': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 12.0,
'DLY-TMAX-NORMAL': 26.2,
'DLY-TMIN-NORMAL': -2.3,
'MTD-PRCP-NORMAL': 0.16},
'2010-03-19': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 12.6,
'DLY-TMAX-NORMAL': 26.8,
'DLY-TMIN-NORMAL': -1.6,
'MTD-PRCP-NORMAL': 0.17},
'2010-03-20': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 13.2,
'DLY-TMAX-NORMAL': 27.3,
'DLY-TMIN-NORMAL': -1.0,
'MTD-PRCP-NORMAL': 0.17},
'2010-03-21': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 13.8,
'DLY-TMAX-NORMAL': 27.9,
'DLY-TMIN-NORMAL': -0.3,
'MTD-PRCP-NORMAL': 0.18},
'2010-03-22': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 14.4,
'DLY-TMAX-NORMAL': 28.5,
'DLY-TMIN-NORMAL': 0.4,
'MTD-PRCP-NORMAL': 0.19},
'2010-03-23': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 15.1,
'DLY-TMAX-NORMAL': 29.0,
'DLY-TMIN-NORMAL': 1.1,
'MTD-PRCP-NORMAL': 0.19},
'2010-03-24': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 15.7,
'DLY-TMAX-NORMAL': 29.6,
'DLY-TMIN-NORMAL': 1.8,
'MTD-PRCP-NORMAL': 0.2},
'2010-03-25': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 16.4,
'DLY-TMAX-NORMAL': 30.2,
'DLY-TMIN-NORMAL': 2.6,
'MTD-PRCP-NORMAL': 0.21},
'2010-03-26': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 17.1,
'DLY-TMAX-NORMAL': 30.8,
'DLY-TMIN-NORMAL': 3.4,
'MTD-PRCP-NORMAL': 0.21},
'2010-03-27': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 17.8,
'DLY-TMAX-NORMAL': 31.4,
'DLY-TMIN-NORMAL': 4.2,
'MTD-PRCP-NORMAL': 0.22},
'2010-03-28': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 18.5,
'DLY-TMAX-NORMAL': 32.1,
'DLY-TMIN-NORMAL': 5.0,
'MTD-PRCP-NORMAL': 0.23},
'2010-03-29': {'DLY-PRCP-50PCTL': 0.03,
'DLY-TAVG-NORMAL': 19.3,
'DLY-TMAX-NORMAL': 32.7,
'DLY-TMIN-NORMAL': 5.9,
'MTD-PRCP-NORMAL': 0.24},
'2010-03-30': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': 20.0,
'DLY-TMAX-NORMAL': 33.3,
'DLY-TMIN-NORMAL': 6.7,
'MTD-PRCP-NORMAL': 0.24},
'2010-03-31': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': 20.8,
'DLY-TMAX-NORMAL': 34.0,
'DLY-TMIN-NORMAL': 7.6,
'MTD-PRCP-NORMAL': 0.25},
'2010-04-01': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': 21.5,
'DLY-TMAX-NORMAL': 34.7,
'DLY-TMIN-NORMAL': 8.4,
'MTD-PRCP-NORMAL': 0.01},
'2010-04-02': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': 22.3,
'DLY-TMAX-NORMAL': 35.3,
'DLY-TMIN-NORMAL': 9.3,
'MTD-PRCP-NORMAL': 0.01},
'2010-04-03': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': 23.1,
'DLY-TMAX-NORMAL': 36.0,
'DLY-TMIN-NORMAL': 10.2,
'MTD-PRCP-NORMAL': 0.02},
'2010-04-04': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': 23.9,
'DLY-TMAX-NORMAL': 36.7,
'DLY-TMIN-NORMAL': 11.1,
'MTD-PRCP-NORMAL': 0.03},
'2010-04-05': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': 24.7,
'DLY-TMAX-NORMAL': 37.4,
'DLY-TMIN-NORMAL': 12.0,
'MTD-PRCP-NORMAL': 0.04},
'2010-04-06': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': 25.5,
'DLY-TMAX-NORMAL': 38.0,
'DLY-TMIN-NORMAL': 12.9,
'MTD-PRCP-NORMAL': 0.04},
'2010-04-07': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': 26.3,
'DLY-TMAX-NORMAL': 38.7,
'DLY-TMIN-NORMAL': 13.8,
'MTD-PRCP-NORMAL': 0.05},
'2010-04-08': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': 27.1,
'DLY-TMAX-NORMAL': 39.4,
'DLY-TMIN-NORMAL': 14.7,
'MTD-PRCP-NORMAL': 0.06},
'2010-04-09': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': 27.9,
'DLY-TMAX-NORMAL': 40.1,
'DLY-TMIN-NORMAL': 15.6,
'MTD-PRCP-NORMAL': 0.07},
'2010-04-10': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': 28.7,
'DLY-TMAX-NORMAL': 40.8,
'DLY-TMIN-NORMAL': 16.5,
'MTD-PRCP-NORMAL': 0.08},
'2010-04-11': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': 29.5,
'DLY-TMAX-NORMAL': 41.5,
'DLY-TMIN-NORMAL': 17.4,
'MTD-PRCP-NORMAL': 0.08},
'2010-04-12': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': 30.2,
'DLY-TMAX-NORMAL': 42.2,
'DLY-TMIN-NORMAL': 18.2,
'MTD-PRCP-NORMAL': 0.09},
'2010-04-13': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': 31.0,
'DLY-TMAX-NORMAL': 42.9,
'DLY-TMIN-NORMAL': 19.1,
'MTD-PRCP-NORMAL': 0.1},
'2010-04-14': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': 31.8,
'DLY-TMAX-NORMAL': 43.6,
'DLY-TMIN-NORMAL': 19.9,
'MTD-PRCP-NORMAL': 0.11},
'2010-04-15': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': 32.5,
'DLY-TMAX-NORMAL': 44.3,
'DLY-TMIN-NORMAL': 20.7,
'MTD-PRCP-NORMAL': 0.12},
'2010-04-16': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 33.3,
'DLY-TMAX-NORMAL': 45.0,
'DLY-TMIN-NORMAL': 21.6,
'MTD-PRCP-NORMAL': 0.13},
'2010-04-17': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 34.0,
'DLY-TMAX-NORMAL': 45.7,
'DLY-TMIN-NORMAL': 22.4,
'MTD-PRCP-NORMAL': 0.14},
'2010-04-18': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 34.8,
'DLY-TMAX-NORMAL': 46.4,
'DLY-TMIN-NORMAL': 23.1,
'MTD-PRCP-NORMAL': 0.15},
'2010-04-19': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 35.5,
'DLY-TMAX-NORMAL': 47.0,
'DLY-TMIN-NORMAL': 23.9,
'MTD-PRCP-NORMAL': 0.16},
'2010-04-20': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 36.2,
'DLY-TMAX-NORMAL': 47.7,
'DLY-TMIN-NORMAL': 24.6,
'MTD-PRCP-NORMAL': 0.17},
'2010-04-21': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 36.9,
'DLY-TMAX-NORMAL': 48.4,
'DLY-TMIN-NORMAL': 25.3,
'MTD-PRCP-NORMAL': 0.19},
'2010-04-22': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 37.5,
'DLY-TMAX-NORMAL': 49.0,
'DLY-TMIN-NORMAL': 26.0,
'MTD-PRCP-NORMAL': 0.2},
'2010-04-23': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 38.2,
'DLY-TMAX-NORMAL': 49.6,
'DLY-TMIN-NORMAL': 26.7,
'MTD-PRCP-NORMAL': 0.21},
'2010-04-24': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 38.8,
'DLY-TMAX-NORMAL': 50.3,
'DLY-TMIN-NORMAL': 27.4,
'MTD-PRCP-NORMAL': 0.22},
'2010-04-25': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 39.4,
'DLY-TMAX-NORMAL': 50.9,
'DLY-TMIN-NORMAL': 28.0,
'MTD-PRCP-NORMAL': 0.24},
'2010-04-26': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 40.1,
'DLY-TMAX-NORMAL': 51.5,
'DLY-TMIN-NORMAL': 28.6,
'MTD-PRCP-NORMAL': 0.25},
'2010-04-27': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 40.6,
'DLY-TMAX-NORMAL': 52.1,
'DLY-TMIN-NORMAL': 29.2,
'MTD-PRCP-NORMAL': 0.26},
'2010-04-28': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 41.2,
'DLY-TMAX-NORMAL': 52.6,
'DLY-TMIN-NORMAL': 29.8,
'MTD-PRCP-NORMAL': 0.28},
'2010-04-29': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 41.8,
'DLY-TMAX-NORMAL': 53.2,
'DLY-TMIN-NORMAL': 30.4,
'MTD-PRCP-NORMAL': 0.29},
'2010-04-30': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 42.3,
'DLY-TMAX-NORMAL': 53.8,
'DLY-TMIN-NORMAL': 30.9,
'MTD-PRCP-NORMAL': 0.31},
'2010-05-01': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 42.9,
'DLY-TMAX-NORMAL': 54.3,
'DLY-TMIN-NORMAL': 31.4,
'MTD-PRCP-NORMAL': 0.02},
'2010-05-02': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 43.4,
'DLY-TMAX-NORMAL': 54.8,
'DLY-TMIN-NORMAL': 31.9,
'MTD-PRCP-NORMAL': 0.03},
'2010-05-03': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 43.9,
'DLY-TMAX-NORMAL': 55.3,
'DLY-TMIN-NORMAL': 32.4,
'MTD-PRCP-NORMAL': 0.05},
'2010-05-04': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 44.4,
'DLY-TMAX-NORMAL': 55.9,
'DLY-TMIN-NORMAL': 32.9,
'MTD-PRCP-NORMAL': 0.06},
'2010-05-05': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 44.9,
'DLY-TMAX-NORMAL': 56.4,
'DLY-TMIN-NORMAL': 33.4,
'MTD-PRCP-NORMAL': 0.08},
'2010-05-06': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 45.3,
'DLY-TMAX-NORMAL': 56.8,
'DLY-TMIN-NORMAL': 33.8,
'MTD-PRCP-NORMAL': 0.09},
'2010-05-07': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 45.8,
'DLY-TMAX-NORMAL': 57.3,
'DLY-TMIN-NORMAL': 34.2,
'MTD-PRCP-NORMAL': 0.11},
'2010-05-08': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 46.2,
'DLY-TMAX-NORMAL': 57.8,
'DLY-TMIN-NORMAL': 34.7,
'MTD-PRCP-NORMAL': 0.13},
'2010-05-09': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 46.7,
'DLY-TMAX-NORMAL': 58.2,
'DLY-TMIN-NORMAL': 35.1,
'MTD-PRCP-NORMAL': 0.15},
'2010-05-10': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 47.1,
'DLY-TMAX-NORMAL': 58.7,
'DLY-TMIN-NORMAL': 35.5,
'MTD-PRCP-NORMAL': 0.16},
'2010-05-11': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 47.5,
'DLY-TMAX-NORMAL': 59.1,
'DLY-TMIN-NORMAL': 35.9,
'MTD-PRCP-NORMAL': 0.18},
'2010-05-12': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 47.9,
'DLY-TMAX-NORMAL': 59.5,
'DLY-TMIN-NORMAL': 36.3,
'MTD-PRCP-NORMAL': 0.2},
'2010-05-13': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 48.3,
'DLY-TMAX-NORMAL': 60.0,
'DLY-TMIN-NORMAL': 36.7,
'MTD-PRCP-NORMAL': 0.22},
'2010-05-14': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 48.7,
'DLY-TMAX-NORMAL': 60.4,
'DLY-TMIN-NORMAL': 37.1,
'MTD-PRCP-NORMAL': 0.23},
'2010-05-15': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 49.1,
'DLY-TMAX-NORMAL': 60.8,
'DLY-TMIN-NORMAL': 37.5,
'MTD-PRCP-NORMAL': 0.25},
'2010-05-16': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 49.5,
'DLY-TMAX-NORMAL': 61.2,
'DLY-TMIN-NORMAL': 37.9,
'MTD-PRCP-NORMAL': 0.27},
'2010-05-17': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 49.9,
'DLY-TMAX-NORMAL': 61.6,
'DLY-TMIN-NORMAL': 38.2,
'MTD-PRCP-NORMAL': 0.29},
'2010-05-18': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 50.3,
'DLY-TMAX-NORMAL': 62.0,
'DLY-TMIN-NORMAL': 38.6,
'MTD-PRCP-NORMAL': 0.31},
'2010-05-19': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 50.7,
'DLY-TMAX-NORMAL': 62.4,
'DLY-TMIN-NORMAL': 39.0,
'MTD-PRCP-NORMAL': 0.33},
'2010-05-20': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 51.1,
'DLY-TMAX-NORMAL': 62.8,
'DLY-TMIN-NORMAL': 39.4,
'MTD-PRCP-NORMAL': 0.35},
'2010-05-21': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 51.5,
'DLY-TMAX-NORMAL': 63.2,
'DLY-TMIN-NORMAL': 39.8,
'MTD-PRCP-NORMAL': 0.37},
'2010-05-22': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 51.9,
'DLY-TMAX-NORMAL': 63.6,
'DLY-TMIN-NORMAL': 40.2,
'MTD-PRCP-NORMAL': 0.39},
'2010-05-23': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 52.3,
'DLY-TMAX-NORMAL': 63.9,
'DLY-TMIN-NORMAL': 40.6,
'MTD-PRCP-NORMAL': 0.41},
'2010-05-24': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 52.7,
'DLY-TMAX-NORMAL': 64.3,
'DLY-TMIN-NORMAL': 41.0,
'MTD-PRCP-NORMAL': 0.43},
'2010-05-25': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 53.0,
'DLY-TMAX-NORMAL': 64.7,
'DLY-TMIN-NORMAL': 41.4,
'MTD-PRCP-NORMAL': 0.46},
'2010-05-26': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 53.4,
'DLY-TMAX-NORMAL': 65.1,
'DLY-TMIN-NORMAL': 41.8,
'MTD-PRCP-NORMAL': 0.48},
'2010-05-27': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 53.8,
'DLY-TMAX-NORMAL': 65.4,
'DLY-TMIN-NORMAL': 42.2,
'MTD-PRCP-NORMAL': 0.5},
'2010-05-28': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 54.2,
'DLY-TMAX-NORMAL': 65.8,
'DLY-TMIN-NORMAL': 42.6,
'MTD-PRCP-NORMAL': 0.53},
'2010-05-29': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 54.6,
'DLY-TMAX-NORMAL': 66.2,
'DLY-TMIN-NORMAL': 43.0,
'MTD-PRCP-NORMAL': 0.55},
'2010-05-30': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 55.0,
'DLY-TMAX-NORMAL': 66.6,
'DLY-TMIN-NORMAL': 43.4,
'MTD-PRCP-NORMAL': 0.58},
'2010-05-31': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 55.4,
'DLY-TMAX-NORMAL': 66.9,
'DLY-TMIN-NORMAL': 43.8,
'MTD-PRCP-NORMAL': 0.6},
'2010-06-01': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 55.8,
'DLY-TMAX-NORMAL': 67.3,
'DLY-TMIN-NORMAL': 44.3,
'MTD-PRCP-NORMAL': 0.03},
'2010-06-02': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 56.2,
'DLY-TMAX-NORMAL': 67.7,
'DLY-TMIN-NORMAL': 44.7,
'MTD-PRCP-NORMAL': 0.06},
'2010-06-03': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 56.5,
'DLY-TMAX-NORMAL': 68.0,
'DLY-TMIN-NORMAL': 45.1,
'MTD-PRCP-NORMAL': 0.09},
'2010-06-04': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 56.9,
'DLY-TMAX-NORMAL': 68.4,
'DLY-TMIN-NORMAL': 45.5,
'MTD-PRCP-NORMAL': 0.13},
'2010-06-05': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 57.3,
'DLY-TMAX-NORMAL': 68.7,
'DLY-TMIN-NORMAL': 45.9,
'MTD-PRCP-NORMAL': 0.16},
'2010-06-06': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 57.7,
'DLY-TMAX-NORMAL': 69.1,
'DLY-TMIN-NORMAL': 46.3,
'MTD-PRCP-NORMAL': 0.2},
'2010-06-07': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 58.1,
'DLY-TMAX-NORMAL': 69.4,
'DLY-TMIN-NORMAL': 46.7,
'MTD-PRCP-NORMAL': 0.24},
'2010-06-08': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 58.4,
'DLY-TMAX-NORMAL': 69.8,
'DLY-TMIN-NORMAL': 47.1,
'MTD-PRCP-NORMAL': 0.27},
'2010-06-09': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 58.8,
'DLY-TMAX-NORMAL': 70.1,
'DLY-TMIN-NORMAL': 47.5,
'MTD-PRCP-NORMAL': 0.31},
'2010-06-10': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 59.1,
'DLY-TMAX-NORMAL': 70.4,
'DLY-TMIN-NORMAL': 47.9,
'MTD-PRCP-NORMAL': 0.35},
'2010-06-11': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 59.5,
'DLY-TMAX-NORMAL': 70.7,
'DLY-TMIN-NORMAL': 48.2,
'MTD-PRCP-NORMAL': 0.39},
'2010-06-12': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 59.8,
'DLY-TMAX-NORMAL': 71.0,
'DLY-TMIN-NORMAL': 48.6,
'MTD-PRCP-NORMAL': 0.44},
'2010-06-13': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 60.1,
'DLY-TMAX-NORMAL': 71.3,
'DLY-TMIN-NORMAL': 48.9,
'MTD-PRCP-NORMAL': 0.48},
'2010-06-14': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 60.4,
'DLY-TMAX-NORMAL': 71.6,
'DLY-TMIN-NORMAL': 49.3,
'MTD-PRCP-NORMAL': 0.53},
'2010-06-15': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 60.8,
'DLY-TMAX-NORMAL': 71.9,
'DLY-TMIN-NORMAL': 49.6,
'MTD-PRCP-NORMAL': 0.58},
'2010-06-16': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 61.0,
'DLY-TMAX-NORMAL': 72.2,
'DLY-TMIN-NORMAL': 49.9,
'MTD-PRCP-NORMAL': 0.62},
'2010-06-17': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 61.3,
'DLY-TMAX-NORMAL': 72.4,
'DLY-TMIN-NORMAL': 50.2,
'MTD-PRCP-NORMAL': 0.67},
'2010-06-18': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 61.6,
'DLY-TMAX-NORMAL': 72.7,
'DLY-TMIN-NORMAL': 50.5,
'MTD-PRCP-NORMAL': 0.72},
'2010-06-19': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 61.8,
'DLY-TMAX-NORMAL': 72.9,
'DLY-TMIN-NORMAL': 50.8,
'MTD-PRCP-NORMAL': 0.77},
'2010-06-20': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 62.1,
'DLY-TMAX-NORMAL': 73.1,
'DLY-TMIN-NORMAL': 51.0,
'MTD-PRCP-NORMAL': 0.81},
'2010-06-21': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 62.3,
'DLY-TMAX-NORMAL': 73.3,
'DLY-TMIN-NORMAL': 51.3,
'MTD-PRCP-NORMAL': 0.86},
'2010-06-22': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 62.5,
'DLY-TMAX-NORMAL': 73.5,
'DLY-TMIN-NORMAL': 51.5,
'MTD-PRCP-NORMAL': 0.91},
'2010-06-23': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 62.7,
'DLY-TMAX-NORMAL': 73.7,
'DLY-TMIN-NORMAL': 51.7,
'MTD-PRCP-NORMAL': 0.97},
'2010-06-24': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 62.9,
'DLY-TMAX-NORMAL': 73.8,
'DLY-TMIN-NORMAL': 51.9,
'MTD-PRCP-NORMAL': 1.02},
'2010-06-25': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.0,
'DLY-TMAX-NORMAL': 73.9,
'DLY-TMIN-NORMAL': 52.1,
'MTD-PRCP-NORMAL': 1.08},
'2010-06-26': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.2,
'DLY-TMAX-NORMAL': 74.1,
'DLY-TMIN-NORMAL': 52.3,
'MTD-PRCP-NORMAL': 1.13},
'2010-06-27': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.3,
'DLY-TMAX-NORMAL': 74.2,
'DLY-TMIN-NORMAL': 52.4,
'MTD-PRCP-NORMAL': 1.19},
'2010-06-28': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.4,
'DLY-TMAX-NORMAL': 74.3,
'DLY-TMIN-NORMAL': 52.5,
'MTD-PRCP-NORMAL': 1.25},
'2010-06-29': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.5,
'DLY-TMAX-NORMAL': 74.3,
'DLY-TMIN-NORMAL': 52.7,
'MTD-PRCP-NORMAL': 1.31},
'2010-06-30': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.6,
'DLY-TMAX-NORMAL': 74.4,
'DLY-TMIN-NORMAL': 52.8,
'MTD-PRCP-NORMAL': 1.37},
'2010-07-01': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.6,
'DLY-TMAX-NORMAL': 74.4,
'DLY-TMIN-NORMAL': 52.8,
'MTD-PRCP-NORMAL': 0.06},
'2010-07-02': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.7,
'DLY-TMAX-NORMAL': 74.4,
'DLY-TMIN-NORMAL': 52.9,
'MTD-PRCP-NORMAL': 0.12},
'2010-07-03': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.7,
'DLY-TMAX-NORMAL': 74.4,
'DLY-TMIN-NORMAL': 53.0,
'MTD-PRCP-NORMAL': 0.18},
'2010-07-04': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.7,
'DLY-TMAX-NORMAL': 74.4,
'DLY-TMIN-NORMAL': 53.0,
'MTD-PRCP-NORMAL': 0.25},
'2010-07-05': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.7,
'DLY-TMAX-NORMAL': 74.4,
'DLY-TMIN-NORMAL': 53.0,
'MTD-PRCP-NORMAL': 0.31},
'2010-07-06': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.7,
'DLY-TMAX-NORMAL': 74.3,
'DLY-TMIN-NORMAL': 53.1,
'MTD-PRCP-NORMAL': 0.37},
'2010-07-07': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.6,
'DLY-TMAX-NORMAL': 74.2,
'DLY-TMIN-NORMAL': 53.1,
'MTD-PRCP-NORMAL': 0.43},
'2010-07-08': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 63.6,
'DLY-TMAX-NORMAL': 74.2,
'DLY-TMIN-NORMAL': 53.0,
'MTD-PRCP-NORMAL': 0.5},
'2010-07-09': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.5,
'DLY-TMAX-NORMAL': 74.1,
'DLY-TMIN-NORMAL': 53.0,
'MTD-PRCP-NORMAL': 0.56},
'2010-07-10': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.5,
'DLY-TMAX-NORMAL': 74.0,
'DLY-TMIN-NORMAL': 53.0,
'MTD-PRCP-NORMAL': 0.63},
'2010-07-11': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.4,
'DLY-TMAX-NORMAL': 73.8,
'DLY-TMIN-NORMAL': 53.0,
'MTD-PRCP-NORMAL': 0.69},
'2010-07-12': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.3,
'DLY-TMAX-NORMAL': 73.7,
'DLY-TMIN-NORMAL': 52.9,
'MTD-PRCP-NORMAL': 0.76},
'2010-07-13': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.2,
'DLY-TMAX-NORMAL': 73.6,
'DLY-TMIN-NORMAL': 52.8,
'MTD-PRCP-NORMAL': 0.83},
'2010-07-14': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.1,
'DLY-TMAX-NORMAL': 73.4,
'DLY-TMIN-NORMAL': 52.8,
'MTD-PRCP-NORMAL': 0.9},
'2010-07-15': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.0,
'DLY-TMAX-NORMAL': 73.2,
'DLY-TMIN-NORMAL': 52.7,
'MTD-PRCP-NORMAL': 0.98},
'2010-07-16': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 62.8,
'DLY-TMAX-NORMAL': 73.0,
'DLY-TMIN-NORMAL': 52.6,
'MTD-PRCP-NORMAL': 1.05},
'2010-07-17': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 62.7,
'DLY-TMAX-NORMAL': 72.9,
'DLY-TMIN-NORMAL': 52.5,
'MTD-PRCP-NORMAL': 1.13},
'2010-07-18': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 62.5,
'DLY-TMAX-NORMAL': 72.7,
'DLY-TMIN-NORMAL': 52.4,
'MTD-PRCP-NORMAL': 1.2},
'2010-07-19': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 62.4,
'DLY-TMAX-NORMAL': 72.5,
'DLY-TMIN-NORMAL': 52.3,
'MTD-PRCP-NORMAL': 1.28},
'2010-07-20': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 62.2,
'DLY-TMAX-NORMAL': 72.3,
'DLY-TMIN-NORMAL': 52.2,
'MTD-PRCP-NORMAL': 1.35},
'2010-07-21': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 62.1,
'DLY-TMAX-NORMAL': 72.0,
'DLY-TMIN-NORMAL': 52.1,
'MTD-PRCP-NORMAL': 1.43},
'2010-07-22': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 61.9,
'DLY-TMAX-NORMAL': 71.8,
'DLY-TMIN-NORMAL': 52.0,
'MTD-PRCP-NORMAL': 1.5},
'2010-07-23': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 61.7,
'DLY-TMAX-NORMAL': 71.6,
'DLY-TMIN-NORMAL': 51.8,
'MTD-PRCP-NORMAL': 1.57},
'2010-07-24': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 61.5,
'DLY-TMAX-NORMAL': 71.4,
'DLY-TMIN-NORMAL': 51.7,
'MTD-PRCP-NORMAL': 1.65},
'2010-07-25': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 61.3,
'DLY-TMAX-NORMAL': 71.1,
'DLY-TMIN-NORMAL': 51.6,
'MTD-PRCP-NORMAL': 1.72},
'2010-07-26': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 61.2,
'DLY-TMAX-NORMAL': 70.9,
'DLY-TMIN-NORMAL': 51.4,
'MTD-PRCP-NORMAL': 1.8},
'2010-07-27': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 61.0,
'DLY-TMAX-NORMAL': 70.7,
'DLY-TMIN-NORMAL': 51.2,
'MTD-PRCP-NORMAL': 1.87},
'2010-07-28': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 60.8,
'DLY-TMAX-NORMAL': 70.4,
'DLY-TMIN-NORMAL': 51.1,
'MTD-PRCP-NORMAL': 1.94},
'2010-07-29': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 60.6,
'DLY-TMAX-NORMAL': 70.2,
'DLY-TMIN-NORMAL': 50.9,
'MTD-PRCP-NORMAL': 2.01},
'2010-07-30': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 60.4,
'DLY-TMAX-NORMAL': 70.0,
'DLY-TMIN-NORMAL': 50.7,
'MTD-PRCP-NORMAL': 2.09},
'2010-07-31': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 60.2,
'DLY-TMAX-NORMAL': 69.7,
'DLY-TMIN-NORMAL': 50.6,
'MTD-PRCP-NORMAL': 2.16},
'2010-08-01': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 59.9,
'DLY-TMAX-NORMAL': 69.5,
'DLY-TMIN-NORMAL': 50.4,
'MTD-PRCP-NORMAL': 0.07},
'2010-08-02': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 59.7,
'DLY-TMAX-NORMAL': 69.3,
'DLY-TMIN-NORMAL': 50.2,
'MTD-PRCP-NORMAL': 0.14},
'2010-08-03': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 59.5,
'DLY-TMAX-NORMAL': 69.0,
'DLY-TMIN-NORMAL': 50.0,
'MTD-PRCP-NORMAL': 0.21},
'2010-08-04': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 59.3,
'DLY-TMAX-NORMAL': 68.8,
'DLY-TMIN-NORMAL': 49.8,
'MTD-PRCP-NORMAL': 0.28},
'2010-08-05': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 59.1,
'DLY-TMAX-NORMAL': 68.6,
'DLY-TMIN-NORMAL': 49.6,
'MTD-PRCP-NORMAL': 0.35},
'2010-08-06': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 58.8,
'DLY-TMAX-NORMAL': 68.3,
'DLY-TMIN-NORMAL': 49.3,
'MTD-PRCP-NORMAL': 0.42},
'2010-08-07': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 58.6,
'DLY-TMAX-NORMAL': 68.1,
'DLY-TMIN-NORMAL': 49.1,
'MTD-PRCP-NORMAL': 0.48},
'2010-08-08': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 58.4,
'DLY-TMAX-NORMAL': 67.9,
'DLY-TMIN-NORMAL': 48.9,
'MTD-PRCP-NORMAL': 0.55},
'2010-08-09': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 58.1,
'DLY-TMAX-NORMAL': 67.6,
'DLY-TMIN-NORMAL': 48.6,
'MTD-PRCP-NORMAL': 0.62},
'2010-08-10': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 57.9,
'DLY-TMAX-NORMAL': 67.4,
'DLY-TMIN-NORMAL': 48.4,
'MTD-PRCP-NORMAL': 0.68},
'2010-08-11': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 57.6,
'DLY-TMAX-NORMAL': 67.2,
'DLY-TMIN-NORMAL': 48.1,
'MTD-PRCP-NORMAL': 0.74},
'2010-08-12': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 57.4,
'DLY-TMAX-NORMAL': 66.9,
'DLY-TMIN-NORMAL': 47.8,
'MTD-PRCP-NORMAL': 0.8},
'2010-08-13': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 57.1,
'DLY-TMAX-NORMAL': 66.7,
'DLY-TMIN-NORMAL': 47.6,
'MTD-PRCP-NORMAL': 0.86},
'2010-08-14': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 56.9,
'DLY-TMAX-NORMAL': 66.5,
'DLY-TMIN-NORMAL': 47.3,
'MTD-PRCP-NORMAL': 0.92},
'2010-08-15': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 56.6,
'DLY-TMAX-NORMAL': 66.2,
'DLY-TMIN-NORMAL': 47.0,
'MTD-PRCP-NORMAL': 0.98},
'2010-08-16': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 56.3,
'DLY-TMAX-NORMAL': 66.0,
'DLY-TMIN-NORMAL': 46.7,
'MTD-PRCP-NORMAL': 1.04},
'2010-08-17': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 56.1,
'DLY-TMAX-NORMAL': 65.8,
'DLY-TMIN-NORMAL': 46.4,
'MTD-PRCP-NORMAL': 1.1},
'2010-08-18': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 55.8,
'DLY-TMAX-NORMAL': 65.5,
'DLY-TMIN-NORMAL': 46.1,
'MTD-PRCP-NORMAL': 1.16},
'2010-08-19': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 55.5,
'DLY-TMAX-NORMAL': 65.3,
'DLY-TMIN-NORMAL': 45.7,
'MTD-PRCP-NORMAL': 1.22},
'2010-08-20': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 55.2,
'DLY-TMAX-NORMAL': 65.0,
'DLY-TMIN-NORMAL': 45.4,
'MTD-PRCP-NORMAL': 1.28},
'2010-08-21': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 54.9,
'DLY-TMAX-NORMAL': 64.8,
'DLY-TMIN-NORMAL': 45.1,
'MTD-PRCP-NORMAL': 1.34},
'2010-08-22': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 54.6,
'DLY-TMAX-NORMAL': 64.5,
'DLY-TMIN-NORMAL': 44.7,
'MTD-PRCP-NORMAL': 1.39},
'2010-08-23': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 54.3,
'DLY-TMAX-NORMAL': 64.3,
'DLY-TMIN-NORMAL': 44.4,
'MTD-PRCP-NORMAL': 1.45},
'2010-08-24': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 54.0,
'DLY-TMAX-NORMAL': 64.0,
'DLY-TMIN-NORMAL': 44.0,
'MTD-PRCP-NORMAL': 1.5},
'2010-08-25': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 53.7,
'DLY-TMAX-NORMAL': 63.7,
'DLY-TMIN-NORMAL': 43.7,
'MTD-PRCP-NORMAL': 1.56},
'2010-08-26': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 53.4,
'DLY-TMAX-NORMAL': 63.4,
'DLY-TMIN-NORMAL': 43.3,
'MTD-PRCP-NORMAL': 1.62},
'2010-08-27': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 53.0,
'DLY-TMAX-NORMAL': 63.1,
'DLY-TMIN-NORMAL': 42.9,
'MTD-PRCP-NORMAL': 1.67},
'2010-08-28': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 52.7,
'DLY-TMAX-NORMAL': 62.8,
'DLY-TMIN-NORMAL': 42.6,
'MTD-PRCP-NORMAL': 1.72},
'2010-08-29': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 52.4,
'DLY-TMAX-NORMAL': 62.5,
'DLY-TMIN-NORMAL': 42.2,
'MTD-PRCP-NORMAL': 1.78},
'2010-08-30': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 52.0,
'DLY-TMAX-NORMAL': 62.2,
'DLY-TMIN-NORMAL': 41.8,
'MTD-PRCP-NORMAL': 1.83},
'2010-08-31': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 51.7,
'DLY-TMAX-NORMAL': 61.9,
'DLY-TMIN-NORMAL': 41.4,
'MTD-PRCP-NORMAL': 1.88},
'2010-09-01': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 51.3,
'DLY-TMAX-NORMAL': 61.5,
'DLY-TMIN-NORMAL': 41.1,
'MTD-PRCP-NORMAL': 0.05},
'2010-09-02': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 50.9,
'DLY-TMAX-NORMAL': 61.2,
'DLY-TMIN-NORMAL': 40.7,
'MTD-PRCP-NORMAL': 0.1},
'2010-09-03': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 50.6,
'DLY-TMAX-NORMAL': 60.8,
'DLY-TMIN-NORMAL': 40.3,
'MTD-PRCP-NORMAL': 0.14},
'2010-09-04': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 50.2,
'DLY-TMAX-NORMAL': 60.4,
'DLY-TMIN-NORMAL': 39.9,
'MTD-PRCP-NORMAL': 0.19},
'2010-09-05': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 49.8,
'DLY-TMAX-NORMAL': 60.1,
'DLY-TMIN-NORMAL': 39.5,
'MTD-PRCP-NORMAL': 0.23},
'2010-09-06': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 49.4,
'DLY-TMAX-NORMAL': 59.7,
'DLY-TMIN-NORMAL': 39.1,
'MTD-PRCP-NORMAL': 0.28},
'2010-09-07': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 49.0,
'DLY-TMAX-NORMAL': 59.3,
'DLY-TMIN-NORMAL': 38.7,
'MTD-PRCP-NORMAL': 0.32},
'2010-09-08': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 48.6,
'DLY-TMAX-NORMAL': 58.8,
'DLY-TMIN-NORMAL': 38.3,
'MTD-PRCP-NORMAL': 0.37},
'2010-09-09': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 48.2,
'DLY-TMAX-NORMAL': 58.4,
'DLY-TMIN-NORMAL': 37.9,
'MTD-PRCP-NORMAL': 0.41},
'2010-09-10': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 47.7,
'DLY-TMAX-NORMAL': 57.9,
'DLY-TMIN-NORMAL': 37.5,
'MTD-PRCP-NORMAL': 0.45},
'2010-09-11': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 47.3,
'DLY-TMAX-NORMAL': 57.5,
'DLY-TMIN-NORMAL': 37.1,
'MTD-PRCP-NORMAL': 0.49},
'2010-09-12': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 46.9,
'DLY-TMAX-NORMAL': 57.0,
'DLY-TMIN-NORMAL': 36.7,
'MTD-PRCP-NORMAL': 0.53},
'2010-09-13': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 46.4,
'DLY-TMAX-NORMAL': 56.5,
'DLY-TMIN-NORMAL': 36.3,
'MTD-PRCP-NORMAL': 0.57},
'2010-09-14': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 45.9,
'DLY-TMAX-NORMAL': 56.0,
'DLY-TMIN-NORMAL': 35.9,
'MTD-PRCP-NORMAL': 0.6},
'2010-09-15': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 45.5,
'DLY-TMAX-NORMAL': 55.4,
'DLY-TMIN-NORMAL': 35.5,
'MTD-PRCP-NORMAL': 0.64},
'2010-09-16': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 45.0,
'DLY-TMAX-NORMAL': 54.9,
'DLY-TMIN-NORMAL': 35.1,
'MTD-PRCP-NORMAL': 0.67},
'2010-09-17': {'DLY-PRCP-50PCTL': 0.06,
'DLY-TAVG-NORMAL': 44.5,
'DLY-TMAX-NORMAL': 54.3,
'DLY-TMIN-NORMAL': 34.7,
'MTD-PRCP-NORMAL': 0.71},
'2010-09-18': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 44.0,
'DLY-TMAX-NORMAL': 53.8,
'DLY-TMIN-NORMAL': 34.2,
'MTD-PRCP-NORMAL': 0.74},
'2010-09-19': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 43.5,
'DLY-TMAX-NORMAL': 53.2,
'DLY-TMIN-NORMAL': 33.8,
'MTD-PRCP-NORMAL': 0.77},
'2010-09-20': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 43.0,
'DLY-TMAX-NORMAL': 52.6,
'DLY-TMIN-NORMAL': 33.4,
'MTD-PRCP-NORMAL': 0.8},
'2010-09-21': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 42.4,
'DLY-TMAX-NORMAL': 51.9,
'DLY-TMIN-NORMAL': 32.9,
'MTD-PRCP-NORMAL': 0.83},
'2010-09-22': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 41.9,
'DLY-TMAX-NORMAL': 51.3,
'DLY-TMIN-NORMAL': 32.5,
'MTD-PRCP-NORMAL': 0.86},
'2010-09-23': {'DLY-PRCP-50PCTL': 0.05,
'DLY-TAVG-NORMAL': 41.3,
'DLY-TMAX-NORMAL': 50.6,
'DLY-TMIN-NORMAL': 32.0,
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'2010-10-31': {'DLY-PRCP-50PCTL': 0.04,
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'MTD-PRCP-NORMAL': 0.27},
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'MTD-PRCP-NORMAL': 0.31},
'2010-12-17': {'DLY-PRCP-50PCTL': 0.04,
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'MTD-PRCP-NORMAL': 0.33},
'2010-12-18': {'DLY-PRCP-50PCTL': 0.04,
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'MTD-PRCP-NORMAL': 0.35},
'2010-12-19': {'DLY-PRCP-50PCTL': 0.04,
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'MTD-PRCP-NORMAL': 0.37},
'2010-12-20': {'DLY-PRCP-50PCTL': 0.04,
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'MTD-PRCP-NORMAL': 0.39},
'2010-12-21': {'DLY-PRCP-50PCTL': 0.04,
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'MTD-PRCP-NORMAL': 0.42},
'2010-12-22': {'DLY-PRCP-50PCTL': 0.04,
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'MTD-PRCP-NORMAL': 0.44},
'2010-12-23': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -5.0,
'DLY-TMAX-NORMAL': 3.9,
'DLY-TMIN-NORMAL': -13.8,
'MTD-PRCP-NORMAL': 0.46},
'2010-12-24': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -5.1,
'DLY-TMAX-NORMAL': 3.7,
'DLY-TMIN-NORMAL': -14.0,
'MTD-PRCP-NORMAL': 0.48},
'2010-12-25': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -5.3,
'DLY-TMAX-NORMAL': 3.6,
'DLY-TMIN-NORMAL': -14.2,
'MTD-PRCP-NORMAL': 0.51},
'2010-12-26': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -5.5,
'DLY-TMAX-NORMAL': 3.4,
'DLY-TMIN-NORMAL': -14.4,
'MTD-PRCP-NORMAL': 0.53},
'2010-12-27': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -5.7,
'DLY-TMAX-NORMAL': 3.1,
'DLY-TMIN-NORMAL': -14.6,
'MTD-PRCP-NORMAL': 0.55},
'2010-12-28': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -6.0,
'DLY-TMAX-NORMAL': 2.9,
'DLY-TMIN-NORMAL': -14.9,
'MTD-PRCP-NORMAL': 0.57},
'2010-12-29': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -6.2,
'DLY-TMAX-NORMAL': 2.7,
'DLY-TMIN-NORMAL': -15.1,
'MTD-PRCP-NORMAL': 0.6},
'2010-12-30': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -6.4,
'DLY-TMAX-NORMAL': 2.5,
'DLY-TMIN-NORMAL': -15.3,
'MTD-PRCP-NORMAL': 0.62},
'2010-12-31': {'DLY-PRCP-50PCTL': 0.04,
'DLY-TAVG-NORMAL': -6.6,
'DLY-TMAX-NORMAL': 2.3,
'DLY-TMIN-NORMAL': -15.5,
'MTD-PRCP-NORMAL': 0.64}}
In [29]:
params['datatypeid']
Out[29]:
['DLY-TAVG-NORMAL',
'DLY-TMAX-NORMAL',
'DLY-TMIN-NORMAL',
'DLY-PRCP-50PCTL',
'MTD-PRCP-NORMAL']
Data examples below
In [30]:
results
Out[30]:
[{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-01-01T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.04},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-01-01T00:00:00',
'station': 'GHCND:USW00026411',
'value': -6.8},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-01-01T00:00:00',
'station': 'GHCND:USW00026411',
'value': 2.1},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-01-01T00:00:00',
'station': 'GHCND:USW00026411',
'value': -15.7},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-01-01T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.02},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-01-02T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.04},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-01-02T00:00:00',
'station': 'GHCND:USW00026411',
'value': -7.0},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-01-02T00:00:00',
'station': 'GHCND:USW00026411',
'value': 1.9},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-01-02T00:00:00',
'station': 'GHCND:USW00026411',
'value': -15.9},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-01-02T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.04},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-01-03T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.04},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-01-03T00:00:00',
'station': 'GHCND:USW00026411',
'value': -7.2},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-01-03T00:00:00',
'station': 'GHCND:USW00026411',
'value': 1.7},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-01-03T00:00:00',
'station': 'GHCND:USW00026411',
'value': -16.1},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-01-03T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.06},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-01-04T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.04},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-01-04T00:00:00',
'station': 'GHCND:USW00026411',
'value': -7.4},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-01-04T00:00:00',
'station': 'GHCND:USW00026411',
'value': 1.5},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-01-04T00:00:00',
'station': 'GHCND:USW00026411',
'value': -16.3},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-01-04T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.09},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-01-05T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.04},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-01-05T00:00:00',
'station': 'GHCND:USW00026411',
'value': -7.5},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-01-05T00:00:00',
'station': 'GHCND:USW00026411',
'value': 1.3},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-01-05T00:00:00',
'station': 'GHCND:USW00026411',
'value': -16.4},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-01-05T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.11},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-01-06T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.04},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-01-06T00:00:00',
'station': 'GHCND:USW00026411',
'value': -7.7},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-01-06T00:00:00',
'station': 'GHCND:USW00026411',
'value': 1.2},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-01-06T00:00:00',
'station': 'GHCND:USW00026411',
'value': -16.6},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-01-06T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.13},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-01-07T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.04},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-01-07T00:00:00',
'station': 'GHCND:USW00026411',
'value': -7.9},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-01-07T00:00:00',
'station': 'GHCND:USW00026411',
'value': 1.0},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-01-07T00:00:00',
'station': 'GHCND:USW00026411',
'value': -16.8},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-01-07T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.15},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-01-08T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.04},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-01-08T00:00:00',
'station': 'GHCND:USW00026411',
'value': -8.0},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-01-08T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.8},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-01-08T00:00:00',
'station': 'GHCND:USW00026411',
'value': -16.9},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-01-08T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.17},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-01-09T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.04},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-01-09T00:00:00',
'station': 'GHCND:USW00026411',
'value': -8.2},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-01-09T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.7},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-01-09T00:00:00',
'station': 'GHCND:USW00026411',
'value': -17.0},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-01-09T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.19},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-01-10T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.04},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-01-10T00:00:00',
'station': 'GHCND:USW00026411',
'value': -8.3},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-01-10T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.6},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-01-10T00:00:00',
'station': 'GHCND:USW00026411',
'value': -17.2},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-01-10T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.21},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-01-11T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.04},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-01-11T00:00:00',
'station': 'GHCND:USW00026411',
'value': -8.4},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-01-11T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.5},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-01-11T00:00:00',
'station': 'GHCND:USW00026411',
'value': -17.3},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-01-11T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.23},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-01-12T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.04},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-01-12T00:00:00',
'station': 'GHCND:USW00026411',
'value': -8.5},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-01-12T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.4},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-01-12T00:00:00',
'station': 'GHCND:USW00026411',
'value': -17.4},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-01-12T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.25},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-01-13T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.04},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-01-13T00:00:00',
'station': 'GHCND:USW00026411',
'value': -8.6},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-01-13T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.3},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-01-13T00:00:00',
'station': 'GHCND:USW00026411',
'value': -17.4},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-01-13T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.27},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-01-14T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.04},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-01-14T00:00:00',
'station': 'GHCND:USW00026411',
'value': -8.6},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-01-14T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.3},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-01-14T00:00:00',
'station': 'GHCND:USW00026411',
'value': -17.5},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-01-14T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.29},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-01-15T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.04},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-01-15T00:00:00',
'station': 'GHCND:USW00026411',
'value': -8.6},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-01-15T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.2},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-01-15T00:00:00',
'station': 'GHCND:USW00026411',
'value': -17.5},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-01-15T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.3},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-01-16T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.04},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-01-16T00:00:00',
'station': 'GHCND:USW00026411',
'value': -8.7},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-01-16T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.2},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-01-16T00:00:00',
'station': 'GHCND:USW00026411',
'value': -17.5},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-01-16T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.32},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-01-17T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.04},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-01-17T00:00:00',
'station': 'GHCND:USW00026411',
'value': -8.6},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-01-17T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.3},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-01-17T00:00:00',
'station': 'GHCND:USW00026411',
'value': -17.6},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-01-17T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.34},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-01-18T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.03},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-01-18T00:00:00',
'station': 'GHCND:USW00026411',
'value': -8.6},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-01-18T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.3},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-01-18T00:00:00',
'station': 'GHCND:USW00026411',
'value': -17.5},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-01-18T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.36},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-01-19T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.03},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-01-19T00:00:00',
'station': 'GHCND:USW00026411',
'value': -8.6},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-01-19T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.4},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-01-19T00:00:00',
'station': 'GHCND:USW00026411',
'value': -17.5},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-01-19T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.38},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-01-20T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.03},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-01-20T00:00:00',
'station': 'GHCND:USW00026411',
'value': -8.5},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-01-20T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.4},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-01-20T00:00:00',
'station': 'GHCND:USW00026411',
'value': -17.5},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-01-20T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.39},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-01-21T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.03},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-01-21T00:00:00',
'station': 'GHCND:USW00026411',
'value': -8.4},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-01-21T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.6},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-01-21T00:00:00',
'station': 'GHCND:USW00026411',
'value': -17.4},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-01-21T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.41},
{'attributes': 'C',
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'station': 'GHCND:USW00026411',
'value': 53.1},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-07-07T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.43},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-07-08T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.08},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-07-08T00:00:00',
'station': 'GHCND:USW00026411',
'value': 63.6},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-07-08T00:00:00',
'station': 'GHCND:USW00026411',
'value': 74.2},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-07-08T00:00:00',
'station': 'GHCND:USW00026411',
'value': 53.0},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-07-08T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.5},
{'attributes': 'C',
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{'attributes': 'C',
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'station': 'GHCND:USW00026411',
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{'attributes': 'C',
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{'attributes': 'C',
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'date': '2010-07-09T00:00:00',
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{'attributes': 'C',
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{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
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{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
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'station': 'GHCND:USW00026411',
'value': 63.5},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-07-10T00:00:00',
'station': 'GHCND:USW00026411',
'value': 74.0},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-07-10T00:00:00',
'station': 'GHCND:USW00026411',
'value': 53.0},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-07-10T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.63},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-07-11T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.07},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-07-11T00:00:00',
'station': 'GHCND:USW00026411',
'value': 63.4},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-07-11T00:00:00',
'station': 'GHCND:USW00026411',
'value': 73.8},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-07-11T00:00:00',
'station': 'GHCND:USW00026411',
'value': 53.0},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-07-11T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.69},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-07-12T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.07},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-07-12T00:00:00',
'station': 'GHCND:USW00026411',
'value': 63.3},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-07-12T00:00:00',
'station': 'GHCND:USW00026411',
'value': 73.7},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-07-12T00:00:00',
'station': 'GHCND:USW00026411',
'value': 52.9},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-07-12T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.76},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-07-13T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.07},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-07-13T00:00:00',
'station': 'GHCND:USW00026411',
'value': 63.2},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-07-13T00:00:00',
'station': 'GHCND:USW00026411',
'value': 73.6},
{'attributes': 'C',
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'date': '2010-07-13T00:00:00',
'station': 'GHCND:USW00026411',
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{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-07-13T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.83},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-07-14T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.07},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-07-14T00:00:00',
'station': 'GHCND:USW00026411',
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{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-07-14T00:00:00',
'station': 'GHCND:USW00026411',
'value': 73.4},
{'attributes': 'C',
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'date': '2010-07-14T00:00:00',
'station': 'GHCND:USW00026411',
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{'attributes': 'C',
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'date': '2010-07-14T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.9},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-07-15T00:00:00',
'station': 'GHCND:USW00026411',
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{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-07-15T00:00:00',
'station': 'GHCND:USW00026411',
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{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-07-15T00:00:00',
'station': 'GHCND:USW00026411',
'value': 73.2},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-07-15T00:00:00',
'station': 'GHCND:USW00026411',
'value': 52.7},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-07-15T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.98},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-07-16T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.07},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-07-16T00:00:00',
'station': 'GHCND:USW00026411',
'value': 62.8},
{'attributes': 'C',
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'date': '2010-07-16T00:00:00',
'station': 'GHCND:USW00026411',
'value': 73.0},
{'attributes': 'C',
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'date': '2010-07-16T00:00:00',
'station': 'GHCND:USW00026411',
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{'attributes': 'C',
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'date': '2010-07-16T00:00:00',
'station': 'GHCND:USW00026411',
'value': 1.05},
{'attributes': 'C',
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'date': '2010-07-17T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.07},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-07-17T00:00:00',
'station': 'GHCND:USW00026411',
'value': 62.7},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-07-17T00:00:00',
'station': 'GHCND:USW00026411',
'value': 72.9},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-07-17T00:00:00',
'station': 'GHCND:USW00026411',
'value': 52.5},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-07-17T00:00:00',
'station': 'GHCND:USW00026411',
'value': 1.13},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-07-18T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.07},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-07-18T00:00:00',
'station': 'GHCND:USW00026411',
'value': 62.5},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-07-18T00:00:00',
'station': 'GHCND:USW00026411',
'value': 72.7},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-07-18T00:00:00',
'station': 'GHCND:USW00026411',
'value': 52.4},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-07-18T00:00:00',
'station': 'GHCND:USW00026411',
'value': 1.2},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-07-19T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.07},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-07-19T00:00:00',
'station': 'GHCND:USW00026411',
'value': 62.4},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-07-19T00:00:00',
'station': 'GHCND:USW00026411',
'value': 72.5},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-07-19T00:00:00',
'station': 'GHCND:USW00026411',
'value': 52.3},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-07-19T00:00:00',
'station': 'GHCND:USW00026411',
'value': 1.28},
...]
In [31]:
dataforstation
Out[31]:
DLY-TAVG-NORMAL
DLY-TMIN-NORMAL
DLY-PRCP-50PCTL
DLY-TMAX-NORMAL
MTD-PRCP-NORMAL
2010-01-01
-6.8
-15.7
0.04
2.1
0.02
2010-01-02
-7.0
-15.9
0.04
1.9
0.04
2010-01-03
-7.2
-16.1
0.04
1.7
0.06
2010-01-04
-7.4
-16.3
0.04
1.5
0.09
2010-01-05
-7.5
-16.4
0.04
1.3
0.11
2010-01-06
-7.7
-16.6
0.04
1.2
0.13
2010-01-07
-7.9
-16.8
0.04
1.0
0.15
2010-01-08
-8.0
-16.9
0.04
0.8
0.17
2010-01-09
-8.2
-17.0
0.04
0.7
0.19
2010-01-10
-8.3
-17.2
0.04
0.6
0.21
2010-01-11
-8.4
-17.3
0.04
0.5
0.23
2010-01-12
-8.5
-17.4
0.04
0.4
0.25
2010-01-13
-8.6
-17.4
0.04
0.3
0.27
2010-01-14
-8.6
-17.5
0.04
0.3
0.29
2010-01-15
-8.6
-17.5
0.04
0.2
0.30
2010-01-16
-8.7
-17.5
0.04
0.2
0.32
2010-01-17
-8.6
-17.6
0.04
0.3
0.34
2010-01-18
-8.6
-17.5
0.03
0.3
0.36
2010-01-19
-8.6
-17.5
0.03
0.4
0.38
2010-01-20
-8.5
-17.5
0.03
0.4
0.39
2010-01-21
-8.4
-17.4
0.03
0.6
0.41
2010-01-22
-8.3
-17.3
0.03
0.7
0.43
2010-01-23
-8.2
-17.2
0.03
0.9
0.44
2010-01-24
-8.0
-17.1
0.03
1.0
0.46
2010-01-25
-7.9
-17.0
0.03
1.3
0.47
2010-01-26
-7.7
-16.8
0.03
1.5
0.49
2010-01-27
-7.5
-16.7
0.03
1.8
0.51
2010-01-28
-7.2
-16.5
0.03
2.0
0.53
2010-01-29
-7.0
-16.3
0.03
2.4
0.54
2010-01-30
-6.7
-16.1
0.03
2.7
0.56
...
...
...
...
...
...
2010-12-02
-2.3
-11.1
0.04
6.4
0.04
2010-12-03
-2.4
-11.2
0.04
6.3
0.06
2010-12-04
-2.5
-11.3
0.04
6.3
0.08
2010-12-05
-2.6
-11.4
0.04
6.2
0.09
2010-12-06
-2.7
-11.5
0.04
6.1
0.11
2010-12-07
-2.8
-11.6
0.04
6.0
0.13
2010-12-08
-2.9
-11.7
0.04
5.9
0.15
2010-12-09
-3.0
-11.8
0.04
5.8
0.17
2010-12-10
-3.1
-11.9
0.04
5.7
0.19
2010-12-11
-3.2
-12.0
0.04
5.6
0.21
2010-12-12
-3.3
-12.2
0.04
5.5
0.23
2010-12-13
-3.4
-12.3
0.04
5.4
0.25
2010-12-14
-3.5
-12.4
0.04
5.3
0.27
2010-12-15
-3.7
-12.5
0.04
5.2
0.29
2010-12-16
-3.8
-12.7
0.04
5.1
0.31
2010-12-17
-3.9
-12.8
0.04
4.9
0.33
2010-12-18
-4.1
-13.0
0.04
4.8
0.35
2010-12-19
-4.3
-13.1
0.04
4.6
0.37
2010-12-20
-4.4
-13.3
0.04
4.5
0.39
2010-12-21
-4.6
-13.5
0.04
4.3
0.42
2010-12-22
-4.8
-13.7
0.04
4.1
0.44
2010-12-23
-5.0
-13.8
0.04
3.9
0.46
2010-12-24
-5.1
-14.0
0.04
3.7
0.48
2010-12-25
-5.3
-14.2
0.04
3.6
0.51
2010-12-26
-5.5
-14.4
0.04
3.4
0.53
2010-12-27
-5.7
-14.6
0.04
3.1
0.55
2010-12-28
-6.0
-14.9
0.04
2.9
0.57
2010-12-29
-6.2
-15.1
0.04
2.7
0.60
2010-12-30
-6.4
-15.3
0.04
2.5
0.62
2010-12-31
-6.6
-15.5
0.04
2.3
0.64
365 rows × 5 columns
In [56]:
results['results']
Out[56]:
[{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-07-01T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.07},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-07-01T00:00:00',
'station': 'GHCND:USW00026411',
'value': 63.6},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-07-01T00:00:00',
'station': 'GHCND:USW00026411',
'value': 74.4},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-07-01T00:00:00',
'station': 'GHCND:USW00026411',
'value': 52.8},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-07-01T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.06},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-07-02T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.07},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-07-02T00:00:00',
'station': 'GHCND:USW00026411',
'value': 63.7},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-07-02T00:00:00',
'station': 'GHCND:USW00026411',
'value': 74.4},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-07-02T00:00:00',
'station': 'GHCND:USW00026411',
'value': 52.9},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-07-02T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.12},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-07-03T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.07},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-07-03T00:00:00',
'station': 'GHCND:USW00026411',
'value': 63.7},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-07-03T00:00:00',
'station': 'GHCND:USW00026411',
'value': 74.4},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-07-03T00:00:00',
'station': 'GHCND:USW00026411',
'value': 53.0},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-07-03T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.18},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-07-04T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.07},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-07-04T00:00:00',
'station': 'GHCND:USW00026411',
'value': 63.7},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-07-04T00:00:00',
'station': 'GHCND:USW00026411',
'value': 74.4},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-07-04T00:00:00',
'station': 'GHCND:USW00026411',
'value': 53.0},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-07-04T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.25},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-07-05T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.07},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-07-05T00:00:00',
'station': 'GHCND:USW00026411',
'value': 63.7},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-07-05T00:00:00',
'station': 'GHCND:USW00026411',
'value': 74.4},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-07-05T00:00:00',
'station': 'GHCND:USW00026411',
'value': 53.0},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-07-05T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.31},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-07-06T00:00:00',
'station': 'GHCND:USW00026411',
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{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-07-30T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.08},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-07-30T00:00:00',
'station': 'GHCND:USW00026411',
'value': 60.4},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-07-30T00:00:00',
'station': 'GHCND:USW00026411',
'value': 70.0},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-07-30T00:00:00',
'station': 'GHCND:USW00026411',
'value': 50.7},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-07-30T00:00:00',
'station': 'GHCND:USW00026411',
'value': 2.09},
{'attributes': 'C',
'datatype': 'DLY-PRCP-50PCTL',
'date': '2010-07-31T00:00:00',
'station': 'GHCND:USW00026411',
'value': 0.08},
{'attributes': 'C',
'datatype': 'DLY-TAVG-NORMAL',
'date': '2010-07-31T00:00:00',
'station': 'GHCND:USW00026411',
'value': 60.2},
{'attributes': 'C',
'datatype': 'DLY-TMAX-NORMAL',
'date': '2010-07-31T00:00:00',
'station': 'GHCND:USW00026411',
'value': 69.7},
{'attributes': 'C',
'datatype': 'DLY-TMIN-NORMAL',
'date': '2010-07-31T00:00:00',
'station': 'GHCND:USW00026411',
'value': 50.6},
{'attributes': 'C',
'datatype': 'MTD-PRCP-NORMAL',
'date': '2010-07-31T00:00:00',
'station': 'GHCND:USW00026411',
'value': 2.16}]
In [57]:
newdic = {}
for result in results:
try:
newdic[result["date"][:10]][result["datatype"]] = result["value"]
except KeyError:
newdic[result["date"][:10]] = {}
newdic[result["date"][:10]][result["datatype"]] = result["value"]
In [58]:
newdic
Out[58]:
{'2010-07-01': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.6,
'DLY-TMAX-NORMAL': 74.4,
'DLY-TMIN-NORMAL': 52.8,
'MTD-PRCP-NORMAL': 0.06},
'2010-07-02': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.7,
'DLY-TMAX-NORMAL': 74.4,
'DLY-TMIN-NORMAL': 52.9,
'MTD-PRCP-NORMAL': 0.12},
'2010-07-03': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.7,
'DLY-TMAX-NORMAL': 74.4,
'DLY-TMIN-NORMAL': 53.0,
'MTD-PRCP-NORMAL': 0.18},
'2010-07-04': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.7,
'DLY-TMAX-NORMAL': 74.4,
'DLY-TMIN-NORMAL': 53.0,
'MTD-PRCP-NORMAL': 0.25},
'2010-07-05': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.7,
'DLY-TMAX-NORMAL': 74.4,
'DLY-TMIN-NORMAL': 53.0,
'MTD-PRCP-NORMAL': 0.31},
'2010-07-06': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.7,
'DLY-TMAX-NORMAL': 74.3,
'DLY-TMIN-NORMAL': 53.1,
'MTD-PRCP-NORMAL': 0.37},
'2010-07-07': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.6,
'DLY-TMAX-NORMAL': 74.2,
'DLY-TMIN-NORMAL': 53.1,
'MTD-PRCP-NORMAL': 0.43},
'2010-07-08': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 63.6,
'DLY-TMAX-NORMAL': 74.2,
'DLY-TMIN-NORMAL': 53.0,
'MTD-PRCP-NORMAL': 0.5},
'2010-07-09': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.5,
'DLY-TMAX-NORMAL': 74.1,
'DLY-TMIN-NORMAL': 53.0,
'MTD-PRCP-NORMAL': 0.56},
'2010-07-10': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.5,
'DLY-TMAX-NORMAL': 74.0,
'DLY-TMIN-NORMAL': 53.0,
'MTD-PRCP-NORMAL': 0.63},
'2010-07-11': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.4,
'DLY-TMAX-NORMAL': 73.8,
'DLY-TMIN-NORMAL': 53.0,
'MTD-PRCP-NORMAL': 0.69},
'2010-07-12': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.3,
'DLY-TMAX-NORMAL': 73.7,
'DLY-TMIN-NORMAL': 52.9,
'MTD-PRCP-NORMAL': 0.76},
'2010-07-13': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.2,
'DLY-TMAX-NORMAL': 73.6,
'DLY-TMIN-NORMAL': 52.8,
'MTD-PRCP-NORMAL': 0.83},
'2010-07-14': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.1,
'DLY-TMAX-NORMAL': 73.4,
'DLY-TMIN-NORMAL': 52.8,
'MTD-PRCP-NORMAL': 0.9},
'2010-07-15': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 63.0,
'DLY-TMAX-NORMAL': 73.2,
'DLY-TMIN-NORMAL': 52.7,
'MTD-PRCP-NORMAL': 0.98},
'2010-07-16': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 62.8,
'DLY-TMAX-NORMAL': 73.0,
'DLY-TMIN-NORMAL': 52.6,
'MTD-PRCP-NORMAL': 1.05},
'2010-07-17': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 62.7,
'DLY-TMAX-NORMAL': 72.9,
'DLY-TMIN-NORMAL': 52.5,
'MTD-PRCP-NORMAL': 1.13},
'2010-07-18': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 62.5,
'DLY-TMAX-NORMAL': 72.7,
'DLY-TMIN-NORMAL': 52.4,
'MTD-PRCP-NORMAL': 1.2},
'2010-07-19': {'DLY-PRCP-50PCTL': 0.07,
'DLY-TAVG-NORMAL': 62.4,
'DLY-TMAX-NORMAL': 72.5,
'DLY-TMIN-NORMAL': 52.3,
'MTD-PRCP-NORMAL': 1.28},
'2010-07-20': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 62.2,
'DLY-TMAX-NORMAL': 72.3,
'DLY-TMIN-NORMAL': 52.2,
'MTD-PRCP-NORMAL': 1.35},
'2010-07-21': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 62.1,
'DLY-TMAX-NORMAL': 72.0,
'DLY-TMIN-NORMAL': 52.1,
'MTD-PRCP-NORMAL': 1.43},
'2010-07-22': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 61.9,
'DLY-TMAX-NORMAL': 71.8,
'DLY-TMIN-NORMAL': 52.0,
'MTD-PRCP-NORMAL': 1.5},
'2010-07-23': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 61.7,
'DLY-TMAX-NORMAL': 71.6,
'DLY-TMIN-NORMAL': 51.8,
'MTD-PRCP-NORMAL': 1.57},
'2010-07-24': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 61.5,
'DLY-TMAX-NORMAL': 71.4,
'DLY-TMIN-NORMAL': 51.7,
'MTD-PRCP-NORMAL': 1.65},
'2010-07-25': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 61.3,
'DLY-TMAX-NORMAL': 71.1,
'DLY-TMIN-NORMAL': 51.6,
'MTD-PRCP-NORMAL': 1.72},
'2010-07-26': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 61.2,
'DLY-TMAX-NORMAL': 70.9,
'DLY-TMIN-NORMAL': 51.4,
'MTD-PRCP-NORMAL': 1.8},
'2010-07-27': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 61.0,
'DLY-TMAX-NORMAL': 70.7,
'DLY-TMIN-NORMAL': 51.2,
'MTD-PRCP-NORMAL': 1.87},
'2010-07-28': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 60.8,
'DLY-TMAX-NORMAL': 70.4,
'DLY-TMIN-NORMAL': 51.1,
'MTD-PRCP-NORMAL': 1.94},
'2010-07-29': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 60.6,
'DLY-TMAX-NORMAL': 70.2,
'DLY-TMIN-NORMAL': 50.9,
'MTD-PRCP-NORMAL': 2.01},
'2010-07-30': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 60.4,
'DLY-TMAX-NORMAL': 70.0,
'DLY-TMIN-NORMAL': 50.7,
'MTD-PRCP-NORMAL': 2.09},
'2010-07-31': {'DLY-PRCP-50PCTL': 0.08,
'DLY-TAVG-NORMAL': 60.2,
'DLY-TMAX-NORMAL': 69.7,
'DLY-TMIN-NORMAL': 50.6,
'MTD-PRCP-NORMAL': 2.16}}
In [59]:
pd.DataFrame.from_dict(newdic, orient="index")
Out[59]:
DLY-TMIN-NORMAL
DLY-PRCP-50PCTL
DLY-TMAX-NORMAL
DLY-TAVG-NORMAL
MTD-PRCP-NORMAL
2010-07-01
52.8
0.07
74.4
63.6
0.06
2010-07-02
52.9
0.07
74.4
63.7
0.12
2010-07-03
53.0
0.07
74.4
63.7
0.18
2010-07-04
53.0
0.07
74.4
63.7
0.25
2010-07-05
53.0
0.07
74.4
63.7
0.31
2010-07-06
53.1
0.07
74.3
63.7
0.37
2010-07-07
53.1
0.07
74.2
63.6
0.43
2010-07-08
53.0
0.08
74.2
63.6
0.50
2010-07-09
53.0
0.07
74.1
63.5
0.56
2010-07-10
53.0
0.07
74.0
63.5
0.63
2010-07-11
53.0
0.07
73.8
63.4
0.69
2010-07-12
52.9
0.07
73.7
63.3
0.76
2010-07-13
52.8
0.07
73.6
63.2
0.83
2010-07-14
52.8
0.07
73.4
63.1
0.90
2010-07-15
52.7
0.07
73.2
63.0
0.98
2010-07-16
52.6
0.07
73.0
62.8
1.05
2010-07-17
52.5
0.07
72.9
62.7
1.13
2010-07-18
52.4
0.07
72.7
62.5
1.20
2010-07-19
52.3
0.07
72.5
62.4
1.28
2010-07-20
52.2
0.08
72.3
62.2
1.35
2010-07-21
52.1
0.08
72.0
62.1
1.43
2010-07-22
52.0
0.08
71.8
61.9
1.50
2010-07-23
51.8
0.08
71.6
61.7
1.57
2010-07-24
51.7
0.08
71.4
61.5
1.65
2010-07-25
51.6
0.08
71.1
61.3
1.72
2010-07-26
51.4
0.08
70.9
61.2
1.80
2010-07-27
51.2
0.08
70.7
61.0
1.87
2010-07-28
51.1
0.08
70.4
60.8
1.94
2010-07-29
50.9
0.08
70.2
60.6
2.01
2010-07-30
50.7
0.08
70.0
60.4
2.09
2010-07-31
50.6
0.08
69.7
60.2
2.16
In [77]:
SAVEOUT = True
for station in stationdata:
fullbase = requests.compat.urljoin(baseurl, endpoint_data)
print(station['name'])
params["stationid"] = station["id"]
params["datasetid"] = "NORMAL_MLY"
params["datatypeid"] = [
'MLY-PRCP-NORMAL',
'MLY-SNOW-NORMAL',
'MLY-TMIN-NORMAL',
'MLY-TAVG-NORMAL',
'MLY-TMAX-NORMAL']
r = requests.get(
fullbase,
headers=custom_headers,
params=params,
)
results = json.loads(r.text)
newdic = {}
for result in results['results']:
try:
newdic[result["date"][:10]][result["datatype"]] = result["value"]
except KeyError:
newdic[result["date"][:10]] = {}
newdic[result["date"][:10]][result["datatype"]] = result["value"]
dataforstation = pd.DataFrame.from_dict(newdic, orient="index")
if SAVEOUT:
dataforstation.to_csv(
"monthlynormals_{}.dat".format(station["shortname"]),
index_label="date", sep='\t'
)
FAIRBANKS INTERNATIONAL AIRPORT, AK US
ANNETTE WEATHER SERVICE OFFICE AIRPORT, AK US
JUNEAU AIRPORT, AK US
YAKUTAT AIRPORT, AK US
KODIAK AIRPORT, AK US
KING SALMON AIRPORT, AK US
HOMER AIRPORT, AK US
COLD BAY AIRPORT, AK US
ANCHORAGE TED STEVENS INTERNATIONAL AIRPORT, AK US
ST PAUL ISLAND AIRPORT, AK US
BIG DELTA AIRPORT, AK US
GULKANA AIRPORT, AK US
VALDEZ WEATHER SERVICE OFFICE, AK US
MCGRATH AIRPORT, AK US
TALKEETNA AIRPORT, AK US
BETTLES AIRPORT, AK US
BETHEL AIRPORT, AK US
KOTZEBUE RALPH WEIN MEMORIAL AIRPORT, AK
NOME MUNICIPAL AIRPORT, AK US
BARROW W POST W ROGERS AIRPORT, AK US
In [75]:
dataforstation
Out[75]:
MLY-TAVG-NORMAL
MLY-TMAX-NORMAL
MLY-TMIN-NORMAL
MLY-PRCP-NORMAL
MLY-SNOW-NORMAL
2010-01-01
-7.9
1.1
-16.9
0.58
10.3
2010-02-01
-1.3
10.0
-12.7
0.42
8.1
2010-03-01
11.4
25.4
-2.5
0.25
4.9
2010-04-01
32.5
44.5
20.6
0.31
2.9
2010-05-01
49.4
61.0
37.8
0.60
0.9
2010-06-01
60.4
71.6
49.3
1.37
0.0
2010-07-01
62.5
72.7
52.3
2.16
0.0
2010-08-01
56.1
65.9
46.4
1.88
-777.7
2010-09-01
44.9
54.6
35.1
1.10
1.8
2010-10-01
24.2
31.9
16.5
0.83
10.8
2010-11-01
2.6
10.9
-5.7
0.67
13.2
2010-12-01
-4.1
4.8
-12.9
0.64
12.1
In [ ]:
Content source: chryss/ncdc_cdo_demo
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