Returns 30-year climate normals from the NCEI Normals datasets. Normals are the average conditions over the 1991-2020 reference period, and are used as the baseline against which current weather is compared.
Usage
noaa_normals(
station,
period = "monthly",
datatypes = NULL,
start_date = NULL,
end_date = NULL,
include_flags = FALSE,
include_location = FALSE,
drop_empty = is.null(datatypes),
cache = TRUE,
refresh = FALSE
)Arguments
- station
Character. One or more station IDs.
- period
Character. One of
"monthly","daily","hourly", or"annual".- datatypes
Optional character vector of data type codes.
- start_date, end_date
Optional character dates bounding the window for the
"daily"and"hourly"periods. Ignored for"monthly"and"annual", which cover the whole year by construction.- include_flags
Logical. Include data quality flags from NCEI (default
FALSE).- include_location
Logical. Include station latitude, longitude, and elevation columns (default
FALSE).- drop_empty
Logical. Drop columns that contain no data at all. Defaults to
TRUEwhendatatypesisNULL.- cache
Logical. Use cached data if available (default
TRUE).- refresh
Logical. Ignore any cached copy and refetch (default
FALSE).
Value
A data frame. Columns vary by period, but typically include
station, a climatological date with derived month/day/hour
columns, and normal values for temperature, precipitation, and other
variables.
Details
Four periods are available, each backed by a different NCEI dataset:
"monthly"normals-monthly-1991-2020. Twelve rows per station."daily"normals-daily-1991-2020. One row per day of the year."hourly"normals-hourly-1991-2020. One row per hour of the year."annual"normals-annualseasonal-1991-2020. One row per station, covering annual and seasonal statistics.
The daily and hourly datasets require a date window, which is supplied
automatically as a full calendar year unless you narrow it with
start_date and end_date. Because normals are climatological rather
than tied to a particular year, only the month and day of those arguments
are meaningful.
Normals carry a climatological pseudo-date rather than a calendar date:
"01" for a month, "01-31" for a day of the year. These are returned
verbatim in date, with integer month, day, and hour columns added
alongside for filtering and joining. The annual and seasonal dataset has
no date column at all.
Units
The NCEI normals datasets are published in United States customary units (degrees Fahrenheit, inches). Asked for metric units, the API converts them inconsistently: precipitation and monthly maximum and minimum temperature are converted, monthly average temperature is not, and temperature ranges are converted as if they were temperatures (giving negative diurnal ranges). This function therefore always requests the published units and, unlike the observational functions, has no metric option. Convert after the fact if you need Celsius or millimetres.
See also
Other weather data:
noaa_annual(),
noaa_daily(),
noaa_monthly()
Examples
# \donttest{
op <- options(readnoaa.cache_dir = tempdir())
try({
# Monthly normals: twelve rows, values in Fahrenheit and inches
noaa_normals("USW00094728", "monthly")
# Daily normals for January only
noaa_normals("USW00094728", "daily",
start_date = "2020-01-01", end_date = "2020-01-31")
})
#> ℹ Fetching monthly climate normals
#> ✔ Fetching monthly climate normals [2.8s]
#>
#> ℹ Fetching daily climate normals
#> ✔ Fetching daily climate normals [3.4s]
#>
#> station name date month day dly_cldd_base40
#> 1 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-01 1 1 1.8
#> 2 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-02 1 2 1.8
#> 3 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-03 1 3 1.8
#> 4 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-04 1 4 1.7
#> 5 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-05 1 5 1.7
#> 6 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-06 1 6 1.7
#> 7 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-07 1 7 1.7
#> 8 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-08 1 8 1.7
#> 9 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-09 1 9 1.7
#> 10 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-10 1 10 1.7
#> 11 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-11 1 11 1.6
#> 12 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-12 1 12 1.6
#> 13 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-13 1 13 1.5
#> 14 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-14 1 14 1.5
#> 15 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-15 1 15 1.5
#> 16 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-16 1 16 1.4
#> 17 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-17 1 17 1.4
#> 18 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-18 1 18 1.4
#> 19 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-19 1 19 1.3
#> 20 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-20 1 20 1.3
#> 21 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-21 1 21 1.3
#> 22 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-22 1 22 1.3
#> 23 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-23 1 23 1.2
#> 24 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-24 1 24 1.2
#> 25 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-25 1 25 1.2
#> 26 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-26 1 26 1.2
#> 27 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-27 1 27 1.3
#> 28 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-28 1 28 1.3
#> 29 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-29 1 29 1.3
#> 30 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-30 1 30 1.3
#> 31 USW00094728 NEW YORK CNTRL PK TWR, NY US 01-31 1 31 1.3
#> dly_cldd_base45 dly_cldd_base50 dly_cldd_base55 dly_cldd_base57
#> 1 0.7 0.2 0.0 0
#> 2 0.7 0.2 0.0 0
#> 3 0.7 0.2 0.0 0
#> 4 0.7 0.2 0.0 0
#> 5 0.6 0.2 0.0 0
#> 6 0.7 0.2 0.0 0
#> 7 0.7 0.2 0.0 0
#> 8 0.7 0.2 0.0 0
#> 9 0.7 0.2 0.1 0
#> 10 0.7 0.2 0.1 0
#> 11 0.6 0.2 0.0 0
#> 12 0.6 0.2 0.0 0
#> 13 0.5 0.2 0.0 0
#> 14 0.5 0.2 0.0 0
#> 15 0.5 0.1 0.0 0
#> 16 0.4 0.1 0.0 0
#> 17 0.4 0.1 0.0 0
#> 18 0.4 0.1 0.0 0
#> 19 0.4 0.1 0.0 0
#> 20 0.4 0.1 0.0 0
#> 21 0.4 0.1 0.0 0
#> 22 0.4 0.1 0.0 0
#> 23 0.4 0.1 0.0 0
#> 24 0.4 0.1 0.0 0
#> 25 0.4 0.1 0.0 0
#> 26 0.4 0.1 0.0 0
#> 27 0.4 0.1 0.0 0
#> 28 0.4 0.1 0.0 0
#> 29 0.5 0.1 0.0 0
#> 30 0.5 0.1 0.0 0
#> 31 0.5 0.1 0.0 0
#> dly_cldd_base60 dly_cldd_base70 dly_cldd_base72 dly_cldd_normal
#> 1 0 0 0 0
#> 2 0 0 0 0
#> 3 0 0 0 0
#> 4 0 0 0 0
#> 5 0 0 0 0
#> 6 0 0 0 0
#> 7 0 0 0 0
#> 8 0 0 0 0
#> 9 0 0 0 0
#> 10 0 0 0 0
#> 11 0 0 0 0
#> 12 0 0 0 0
#> 13 0 0 0 0
#> 14 0 0 0 0
#> 15 0 0 0 0
#> 16 0 0 0 0
#> 17 0 0 0 0
#> 18 0 0 0 0
#> 19 0 0 0 0
#> 20 0 0 0 0
#> 21 0 0 0 0
#> 22 0 0 0 0
#> 23 0 0 0 0
#> 24 0 0 0 0
#> 25 0 0 0 0
#> 26 0 0 0 0
#> 27 0 0 0 0
#> 28 0 0 0 0
#> 29 0 0 0 0
#> 30 0 0 0 0
#> 31 0 0 0 0
#> dly_dutr_normal dly_dutr_stddev dly_grdd_base40 dly_grdd_base45
#> 1 10.7 5.1 1.8 0.7
#> 2 10.8 5.1 1.8 0.7
#> 3 10.8 5.1 1.8 0.7
#> 4 10.9 5.1 1.7 0.7
#> 5 10.9 5.2 1.7 0.6
#> 6 11.0 5.2 1.7 0.7
#> 7 11.1 5.2 1.7 0.7
#> 8 11.1 5.2 1.7 0.7
#> 9 11.2 5.2 1.7 0.7
#> 10 11.3 5.3 1.7 0.7
#> 11 11.3 5.3 1.6 0.6
#> 12 11.4 5.3 1.6 0.6
#> 13 11.5 5.3 1.5 0.5
#> 14 11.5 5.3 1.5 0.5
#> 15 11.6 5.3 1.5 0.5
#> 16 11.6 5.3 1.4 0.4
#> 17 11.7 5.4 1.4 0.4
#> 18 11.8 5.4 1.4 0.4
#> 19 11.8 5.4 1.3 0.4
#> 20 11.9 5.4 1.3 0.4
#> 21 11.9 5.4 1.3 0.4
#> 22 12.0 5.4 1.3 0.4
#> 23 12.0 5.4 1.2 0.4
#> 24 12.1 5.4 1.2 0.4
#> 25 12.1 5.4 1.2 0.4
#> 26 12.2 5.4 1.2 0.4
#> 27 12.2 5.4 1.3 0.4
#> 28 12.2 5.3 1.3 0.4
#> 29 12.3 5.3 1.3 0.5
#> 30 12.3 5.3 1.3 0.5
#> 31 12.4 5.3 1.3 0.5
#> dly_grdd_base50 dly_grdd_base55 dly_grdd_base57 dly_grdd_base60
#> 1 0.2 0.0 0 0
#> 2 0.2 0.0 0 0
#> 3 0.2 0.0 0 0
#> 4 0.2 0.0 0 0
#> 5 0.2 0.0 0 0
#> 6 0.2 0.0 0 0
#> 7 0.2 0.0 0 0
#> 8 0.2 0.0 0 0
#> 9 0.2 0.1 0 0
#> 10 0.2 0.1 0 0
#> 11 0.2 0.0 0 0
#> 12 0.2 0.0 0 0
#> 13 0.2 0.0 0 0
#> 14 0.2 0.0 0 0
#> 15 0.1 0.0 0 0
#> 16 0.1 0.0 0 0
#> 17 0.1 0.0 0 0
#> 18 0.1 0.0 0 0
#> 19 0.1 0.0 0 0
#> 20 0.1 0.0 0 0
#> 21 0.1 0.0 0 0
#> 22 0.1 0.0 0 0
#> 23 0.1 0.0 0 0
#> 24 0.1 0.0 0 0
#> 25 0.1 0.0 0 0
#> 26 0.1 0.0 0 0
#> 27 0.1 0.0 0 0
#> 28 0.1 0.0 0 0
#> 29 0.1 0.0 0 0
#> 30 0.1 0.0 0 0
#> 31 0.1 0.0 0 0
#> dly_grdd_base65 dly_grdd_base70 dly_grdd_base72 dly_grdd_tb4886
#> 1 0 0 0 0.7
#> 2 0 0 0 0.7
#> 3 0 0 0 0.7
#> 4 0 0 0 0.7
#> 5 0 0 0 0.7
#> 6 0 0 0 0.7
#> 7 0 0 0 0.7
#> 8 0 0 0 0.8
#> 9 0 0 0 0.8
#> 10 0 0 0 0.8
#> 11 0 0 0 0.7
#> 12 0 0 0 0.7
#> 13 0 0 0 0.7
#> 14 0 0 0 0.7
#> 15 0 0 0 0.6
#> 16 0 0 0 0.6
#> 17 0 0 0 0.6
#> 18 0 0 0 0.6
#> 19 0 0 0 0.6
#> 20 0 0 0 0.6
#> 21 0 0 0 0.6
#> 22 0 0 0 0.5
#> 23 0 0 0 0.5
#> 24 0 0 0 0.5
#> 25 0 0 0 0.5
#> 26 0 0 0 0.5
#> 27 0 0 0 0.6
#> 28 0 0 0 0.6
#> 29 0 0 0 0.6
#> 30 0 0 0 0.6
#> 31 0 0 0 0.6
#> dly_grdd_tb5086 dly_htdd_base40 dly_htdd_base45 dly_htdd_base50
#> 1 0.5 6.6 10.5 15.0
#> 2 0.5 6.8 10.7 15.2
#> 3 0.5 6.9 10.8 15.3
#> 4 0.5 7.1 11.0 15.5
#> 5 0.5 7.2 11.1 15.7
#> 6 0.5 7.4 11.3 15.8
#> 7 0.5 7.5 11.5 16.0
#> 8 0.6 7.7 11.6 16.1
#> 9 0.6 7.8 11.7 16.3
#> 10 0.6 7.9 11.8 16.4
#> 11 0.5 7.9 11.9 16.5
#> 12 0.5 7.9 12.0 16.6
#> 13 0.5 8.0 12.0 16.6
#> 14 0.5 8.0 12.1 16.7
#> 15 0.4 8.1 12.1 16.8
#> 16 0.4 8.1 12.1 16.8
#> 17 0.4 8.1 12.2 16.8
#> 18 0.4 8.1 12.2 16.9
#> 19 0.4 8.1 12.2 16.9
#> 20 0.4 8.1 12.2 16.9
#> 21 0.4 8.1 12.2 16.9
#> 22 0.4 8.1 12.2 16.9
#> 23 0.4 8.1 12.2 16.9
#> 24 0.4 8.1 12.2 16.9
#> 25 0.4 8.0 12.2 16.9
#> 26 0.4 8.0 12.1 16.8
#> 27 0.4 8.0 12.1 16.8
#> 28 0.4 7.9 12.1 16.7
#> 29 0.4 7.9 12.0 16.7
#> 30 0.4 7.8 11.9 16.6
#> 31 0.4 7.7 11.9 16.5
#> dly_htdd_base55 dly_htdd_base57 dly_htdd_base60 dly_htdd_normal
#> 1 19.8 21.8 24.8 29.8
#> 2 20.0 22.0 25.0 30.0
#> 3 20.2 22.2 25.2 30.2
#> 4 20.4 22.3 25.3 30.3
#> 5 20.5 22.5 25.5 30.5
#> 6 20.7 22.7 25.6 30.6
#> 7 20.8 22.8 25.8 30.8
#> 8 21.0 22.9 25.9 30.9
#> 9 21.1 23.1 26.1 31.1
#> 10 21.2 23.2 26.2 31.2
#> 11 21.3 23.3 26.3 31.3
#> 12 21.4 23.4 26.4 31.4
#> 13 21.5 23.5 26.5 31.5
#> 14 21.6 23.6 26.6 31.6
#> 15 21.7 23.6 26.6 31.6
#> 16 21.7 23.7 26.7 31.7
#> 17 21.8 23.7 26.7 31.7
#> 18 21.8 23.8 26.8 31.8
#> 19 21.8 23.8 26.8 31.8
#> 20 21.8 23.8 26.8 31.8
#> 21 21.9 23.8 26.8 31.8
#> 22 21.9 23.9 26.8 31.8
#> 23 21.8 23.8 26.8 31.8
#> 24 21.8 23.8 26.8 31.8
#> 25 21.8 23.8 26.8 31.8
#> 26 21.8 23.8 26.7 31.7
#> 27 21.7 23.7 26.7 31.7
#> 28 21.6 23.6 26.6 31.6
#> 29 21.6 23.6 26.6 31.6
#> 30 21.5 23.5 26.5 31.5
#> 31 21.4 23.4 26.4 31.4
#> dly_prcp_25pctl dly_prcp_50pctl dly_prcp_75pctl dly_prcp_pctall_ge001hi
#> 1 0.05 0.19 0.52 35.8
#> 2 0.05 0.19 0.51 35.7
#> 3 0.05 0.18 0.51 35.6
#> 4 0.05 0.18 0.51 35.5
#> 5 0.05 0.18 0.51 35.5
#> 6 0.05 0.18 0.50 35.5
#> 7 0.05 0.18 0.50 35.4
#> 8 0.05 0.17 0.50 35.3
#> 9 0.05 0.17 0.50 35.3
#> 10 0.05 0.17 0.49 35.2
#> 11 0.05 0.17 0.49 35.2
#> 12 0.05 0.17 0.49 35.1
#> 13 0.05 0.17 0.49 35.0
#> 14 0.05 0.17 0.49 35.0
#> 15 0.05 0.16 0.48 34.9
#> 16 0.05 0.16 0.48 34.8
#> 17 0.05 0.16 0.48 34.8
#> 18 0.05 0.16 0.48 34.7
#> 19 0.05 0.16 0.48 34.6
#> 20 0.05 0.16 0.48 34.5
#> 21 0.05 0.16 0.47 34.4
#> 22 0.05 0.16 0.47 34.3
#> 23 0.05 0.16 0.47 34.3
#> 24 0.05 0.16 0.47 34.2
#> 25 0.05 0.15 0.47 34.2
#> 26 0.05 0.15 0.46 34.2
#> 27 0.05 0.15 0.46 34.2
#> 28 0.04 0.15 0.46 34.2
#> 29 0.04 0.15 0.45 34.2
#> 30 0.04 0.15 0.45 34.2
#> 31 0.04 0.15 0.45 34.2
#> dly_prcp_pctall_ge010hi dly_prcp_pctall_ge025hi dly_prcp_pctall_ge050hi
#> 1 22.1 15.7 9.7
#> 2 22.0 15.6 9.6
#> 3 21.9 15.6 9.5
#> 4 21.8 15.5 9.4
#> 5 21.6 15.3 9.4
#> 6 21.5 15.2 9.3
#> 7 21.4 15.1 9.2
#> 8 21.3 15.0 9.2
#> 9 21.2 14.9 9.1
#> 10 21.1 14.8 9.0
#> 11 21.1 14.7 8.9
#> 12 21.0 14.6 8.9
#> 13 20.9 14.5 8.8
#> 14 20.9 14.4 8.7
#> 15 20.8 14.3 8.6
#> 16 20.8 14.3 8.6
#> 17 20.7 14.2 8.5
#> 18 20.7 14.2 8.4
#> 19 20.6 14.1 8.4
#> 20 20.5 14.0 8.3
#> 21 20.4 13.9 8.2
#> 22 20.4 13.8 8.2
#> 23 20.3 13.8 8.1
#> 24 20.3 13.7 8.1
#> 25 20.2 13.6 8.0
#> 26 20.1 13.5 7.9
#> 27 20.1 13.4 7.9
#> 28 20.0 13.3 7.8
#> 29 20.0 13.2 7.8
#> 30 20.0 13.1 7.7
#> 31 20.0 13.1 7.7
#> dly_prcp_pctall_ge100hi dly_prcp_pctall_ge200hi dly_prcp_pctall_ge400hi
#> 1 3.4 0.3 0
#> 2 3.4 0.3 0
#> 3 3.4 0.3 0
#> 4 3.3 0.3 0
#> 5 3.3 0.3 0
#> 6 3.3 0.3 0
#> 7 3.3 0.3 0
#> 8 3.2 0.3 0
#> 9 3.2 0.3 0
#> 10 3.2 0.3 0
#> 11 3.2 0.3 0
#> 12 3.2 0.3 0
#> 13 3.2 0.3 0
#> 14 3.2 0.3 0
#> 15 3.2 0.3 0
#> 16 3.2 0.3 0
#> 17 3.2 0.4 0
#> 18 3.2 0.4 0
#> 19 3.2 0.4 0
#> 20 3.2 0.4 0
#> 21 3.2 0.4 0
#> 22 3.3 0.4 0
#> 23 3.3 0.4 0
#> 24 3.3 0.3 0
#> 25 3.3 0.3 0
#> 26 3.2 0.3 0
#> 27 3.2 0.3 0
#> 28 3.2 0.3 0
#> 29 3.2 0.3 0
#> 30 3.2 0.3 0
#> 31 3.2 0.2 0
#> dly_prcp_pctall_ge600hi dly_snow_25pctl dly_snow_50pctl dly_snow_75pctl
#> 1 0 -9999.0 -9999.0 -9999.0
#> 2 0 -9999.0 -9999.0 -9999.0
#> 3 0 -9999.0 -9999.0 -9999.0
#> 4 0 -9999.0 -9999.0 -9999.0
#> 5 0 -9999.0 -9999.0 -9999.0
#> 6 0 -9999.0 -9999.0 -9999.0
#> 7 0 0.5 1.0 3.0
#> 8 0 0.5 1.0 3.0
#> 9 0 0.5 1.0 3.0
#> 10 0 0.5 1.0 3.0
#> 11 0 0.5 1.0 3.0
#> 12 0 0.5 1.0 3.1
#> 13 0 0.5 1.0 3.1
#> 14 0 0.5 1.0 3.1
#> 15 0 0.5 1.0 3.1
#> 16 0 0.5 1.0 3.2
#> 17 0 0.5 1.0 3.2
#> 18 0 0.5 1.0 3.3
#> 19 0 0.5 1.0 3.3
#> 20 0 0.5 1.1 3.3
#> 21 0 0.5 1.1 3.4
#> 22 0 0.5 1.1 3.4
#> 23 0 0.5 1.1 3.5
#> 24 0 0.5 1.1 3.5
#> 25 0 0.5 1.1 3.6
#> 26 0 0.5 1.2 3.6
#> 27 0 0.5 1.2 3.6
#> 28 0 0.5 1.2 3.7
#> 29 0 0.6 1.2 3.7
#> 30 0 0.6 1.2 3.7
#> 31 0 0.6 1.2 3.8
#> dly_snow_pctall_ge001ti dly_snow_pctall_ge010ti dly_snow_pctall_ge020ti
#> 1 9.0 5.0 3.1
#> 2 9.1 5.1 3.2
#> 3 9.3 5.2 3.3
#> 4 9.5 5.3 3.3
#> 5 9.7 5.4 3.4
#> 6 9.9 5.5 3.5
#> 7 10.1 5.7 3.6
#> 8 10.3 5.8 3.6
#> 9 10.4 5.9 3.7
#> 10 10.6 6.0 3.8
#> 11 10.7 6.1 3.9
#> 12 10.9 6.2 4.0
#> 13 11.0 6.2 4.0
#> 14 11.2 6.3 4.1
#> 15 11.3 6.5 4.2
#> 16 11.5 6.6 4.2
#> 17 11.6 6.7 4.3
#> 18 11.8 6.8 4.4
#> 19 11.9 7.0 4.5
#> 20 12.1 7.1 4.6
#> 21 12.2 7.2 4.7
#> 22 12.2 7.3 4.7
#> 23 12.3 7.4 4.8
#> 24 12.4 7.5 4.8
#> 25 12.4 7.6 4.9
#> 26 12.5 7.7 4.9
#> 27 12.5 7.7 5.0
#> 28 12.5 7.8 5.0
#> 29 12.5 7.8 5.0
#> 30 12.5 7.8 5.0
#> 31 12.5 7.8 5.1
#> dly_snow_pctall_ge030ti dly_snow_pctall_ge040ti dly_snow_pctall_ge050ti
#> 1 2.3 1.7 1.5
#> 2 2.4 1.7 1.5
#> 3 2.4 1.7 1.5
#> 4 2.4 1.8 1.5
#> 5 2.5 1.8 1.5
#> 6 2.5 1.8 1.5
#> 7 2.6 1.9 1.6
#> 8 2.6 1.9 1.6
#> 9 2.7 2.0 1.6
#> 10 2.7 2.0 1.6
#> 11 2.8 2.0 1.6
#> 12 2.8 2.1 1.7
#> 13 2.9 2.1 1.7
#> 14 2.9 2.2 1.7
#> 15 3.0 2.2 1.8
#> 16 3.1 2.3 1.8
#> 17 3.1 2.4 1.9
#> 18 3.2 2.4 1.9
#> 19 3.3 2.5 2.0
#> 20 3.4 2.6 2.0
#> 21 3.5 2.7 2.1
#> 22 3.6 2.8 2.1
#> 23 3.6 2.8 2.2
#> 24 3.7 2.9 2.2
#> 25 3.8 3.0 2.2
#> 26 3.8 3.0 2.3
#> 27 3.9 3.0 2.3
#> 28 3.9 3.1 2.3
#> 29 3.9 3.1 2.3
#> 30 3.9 3.1 2.4
#> 31 4.0 3.1 2.4
#> dly_snow_pctall_ge100ti dly_snow_pctall_ge200ti dly_snwd_25pctl
#> 1 0.4 0.0 2
#> 2 0.4 0.0 2
#> 3 0.4 0.0 2
#> 4 0.4 0.0 2
#> 5 0.4 0.0 2
#> 6 0.4 0.0 2
#> 7 0.4 0.1 2
#> 8 0.4 0.1 2
#> 9 0.4 0.1 2
#> 10 0.4 0.1 2
#> 11 0.4 0.1 2
#> 12 0.4 0.1 2
#> 13 0.4 0.1 2
#> 14 0.5 0.1 2
#> 15 0.5 0.1 2
#> 16 0.5 0.1 2
#> 17 0.5 0.1 2
#> 18 0.5 0.1 2
#> 19 0.5 0.1 2
#> 20 0.6 0.1 2
#> 21 0.6 0.1 2
#> 22 0.6 0.1 2
#> 23 0.6 0.2 2
#> 24 0.6 0.2 2
#> 25 0.6 0.2 2
#> 26 0.6 0.2 2
#> 27 0.6 0.2 2
#> 28 0.6 0.2 2
#> 29 0.6 0.2 2
#> 30 0.6 0.2 2
#> 31 0.6 0.2 2
#> dly_snwd_50pctl dly_snwd_75pctl dly_snwd_pctall_ge001wi
#> 1 3 6 16.0
#> 2 3 6 16.5
#> 3 3 6 17.0
#> 4 3 6 17.5
#> 5 3 6 18.1
#> 6 3 6 18.6
#> 7 3 6 19.1
#> 8 3 6 19.6
#> 9 3 6 20.1
#> 10 3 6 20.7
#> 11 3 6 21.2
#> 12 3 6 21.7
#> 13 4 6 22.3
#> 14 4 6 22.8
#> 15 4 6 23.4
#> 16 4 6 23.9
#> 17 4 6 24.5
#> 18 4 7 25.1
#> 19 4 7 25.7
#> 20 4 7 26.3
#> 21 4 7 27.0
#> 22 4 7 27.6
#> 23 4 7 28.2
#> 24 4 7 28.7
#> 25 5 7 29.2
#> 26 5 7 29.7
#> 27 5 8 30.1
#> 28 5 8 30.4
#> 29 5 8 30.7
#> 30 5 8 31.0
#> 31 5 8 31.3
#> dly_snwd_pctall_ge002wi dly_snwd_pctall_ge003wi dly_snwd_pctall_ge004wi
#> 1 12.5 10.0 7.8
#> 2 12.9 10.3 8.0
#> 3 13.4 10.6 8.3
#> 4 13.8 10.9 8.6
#> 5 14.2 11.1 8.8
#> 6 14.6 11.4 9.1
#> 7 15.0 11.7 9.4
#> 8 15.4 12.0 9.6
#> 9 15.9 12.3 9.9
#> 10 16.3 12.6 10.2
#> 11 16.8 13.0 10.6
#> 12 17.2 13.3 10.9
#> 13 17.7 13.7 11.3
#> 14 18.1 14.0 11.7
#> 15 18.6 14.4 12.0
#> 16 19.0 14.8 12.4
#> 17 19.5 15.2 12.8
#> 18 20.0 15.6 13.3
#> 19 20.5 16.0 13.7
#> 20 21.1 16.5 14.2
#> 21 21.6 16.9 14.7
#> 22 22.2 17.4 15.2
#> 23 22.7 17.8 15.7
#> 24 23.1 18.2 16.1
#> 25 23.6 18.7 16.5
#> 26 23.9 19.0 17.0
#> 27 24.3 19.4 17.3
#> 28 24.6 19.7 17.7
#> 29 24.9 20.0 18.0
#> 30 25.1 20.3 18.4
#> 31 25.4 20.5 18.6
#> dly_snwd_pctall_ge005wi dly_snwd_pctall_ge010wi dly_snwd_pctall_ge020wi
#> 1 6.2 1.3 0.2
#> 2 6.5 1.4 0.2
#> 3 6.7 1.4 0.2
#> 4 6.9 1.5 0.2
#> 5 7.2 1.5 0.2
#> 6 7.4 1.6 0.2
#> 7 7.7 1.7 0.2
#> 8 7.9 1.8 0.2
#> 9 8.2 1.9 0.3
#> 10 8.5 1.9 0.3
#> 11 8.8 2.0 0.3
#> 12 9.2 2.2 0.3
#> 13 9.5 2.3 0.3
#> 14 9.9 2.4 0.3
#> 15 10.2 2.6 0.3
#> 16 10.6 2.7 0.3
#> 17 11.0 2.9 0.4
#> 18 11.4 3.1 0.4
#> 19 11.9 3.3 0.4
#> 20 12.4 3.5 0.4
#> 21 12.9 3.7 0.4
#> 22 13.4 4.0 0.5
#> 23 13.8 4.2 0.5
#> 24 14.3 4.4 0.5
#> 25 14.7 4.7 0.5
#> 26 15.1 4.9 0.5
#> 27 15.5 5.1 0.5
#> 28 15.9 5.3 0.6
#> 29 16.2 5.5 0.6
#> 30 16.6 5.7 0.6
#> 31 16.9 5.9 0.6
#> dly_tavg_normal dly_tavg_stddev dly_tmax_normal dly_tmax_stddev
#> 1 35.2 9.4 40.6 10.0
#> 2 35.0 9.4 40.4 10.1
#> 3 34.8 9.5 40.3 10.1
#> 4 34.7 9.5 40.1 10.1
#> 5 34.5 9.5 40.0 10.2
#> 6 34.4 9.6 39.9 10.2
#> 7 34.2 9.6 39.7 10.2
#> 8 34.1 9.7 39.6 10.2
#> 9 33.9 9.7 39.5 10.2
#> 10 33.8 9.7 39.5 10.3
#> 11 33.7 9.7 39.4 10.3
#> 12 33.6 9.7 39.3 10.3
#> 13 33.5 9.7 39.2 10.3
#> 14 33.4 9.7 39.2 10.3
#> 15 33.4 9.7 39.2 10.3
#> 16 33.3 9.7 39.1 10.3
#> 17 33.3 9.7 39.1 10.3
#> 18 33.2 9.7 39.1 10.2
#> 19 33.2 9.7 39.1 10.2
#> 20 33.2 9.6 39.1 10.2
#> 21 33.1 9.6 39.1 10.2
#> 22 33.1 9.6 39.1 10.1
#> 23 33.2 9.5 39.2 10.1
#> 24 33.2 9.5 39.2 10.1
#> 25 33.2 9.4 39.3 10.0
#> 26 33.2 9.4 39.3 10.0
#> 27 33.3 9.4 39.4 10.0
#> 28 33.4 9.3 39.5 9.9
#> 29 33.4 9.3 39.6 9.9
#> 30 33.5 9.3 39.7 9.9
#> 31 33.6 9.2 39.8 9.8
#> dly_tmin_normal dly_tmin_stddev mtd_prcp_normal mtd_snow_normal
#> 1 29.8 9.4 0.12 0.2
#> 2 29.6 9.5 0.24 0.4
#> 3 29.4 9.5 0.35 0.6
#> 4 29.2 9.6 0.48 0.8
#> 5 29.0 9.6 0.60 1.0
#> 6 28.9 9.7 0.73 1.2
#> 7 28.7 9.7 0.85 1.4
#> 8 28.5 9.8 0.96 1.6
#> 9 28.3 9.8 1.08 1.9
#> 10 28.2 9.9 1.20 2.2
#> 11 28.1 9.9 1.33 2.4
#> 12 27.9 9.9 1.45 2.7
#> 13 27.8 9.9 1.57 3.0
#> 14 27.7 9.9 1.69 3.3
#> 15 27.6 9.9 1.81 3.6
#> 16 27.5 9.9 1.93 3.9
#> 17 27.4 9.9 2.05 4.2
#> 18 27.3 9.9 2.16 4.5
#> 19 27.3 9.8 2.27 4.8
#> 20 27.2 9.8 2.39 5.1
#> 21 27.2 9.8 2.50 5.4
#> 22 27.2 9.7 2.62 5.7
#> 23 27.1 9.7 2.73 6.0
#> 24 27.1 9.7 2.85 6.3
#> 25 27.1 9.6 2.96 6.7
#> 26 27.2 9.6 3.07 7.0
#> 27 27.2 9.5 3.18 7.3
#> 28 27.2 9.5 3.29 7.7
#> 29 27.3 9.5 3.41 8.0
#> 30 27.3 9.4 3.52 8.4
#> 31 27.4 9.4 3.64 8.8
#> ytd_prcp_normal ytd_snow_normal
#> 1 0.12 0.2
#> 2 0.24 0.4
#> 3 0.35 0.6
#> 4 0.48 0.8
#> 5 0.60 1.0
#> 6 0.73 1.2
#> 7 0.85 1.4
#> 8 0.96 1.6
#> 9 1.08 1.9
#> 10 1.20 2.2
#> 11 1.33 2.4
#> 12 1.45 2.7
#> 13 1.57 3.0
#> 14 1.69 3.3
#> 15 1.81 3.6
#> 16 1.93 3.9
#> 17 2.05 4.2
#> 18 2.16 4.5
#> 19 2.27 4.8
#> 20 2.39 5.1
#> 21 2.50 5.4
#> 22 2.62 5.7
#> 23 2.73 6.0
#> 24 2.85 6.3
#> 25 2.96 6.7
#> 26 3.07 7.0
#> 27 3.18 7.3
#> 28 3.29 7.7
#> 29 3.41 8.0
#> 30 3.52 8.4
#> 31 3.64 8.8
options(op)
# }