Get map unit properties from Soil Data Access
Usage
get_SDA_property(
property,
method = c("Dominant Component (Category)", "Weighted Average", "Min/Max",
"Dominant Component (Numeric)", "Dominant Condition", "None"),
areasymbols = NULL,
mukeys = NULL,
WHERE = NULL,
top_depth = 0,
bottom_depth = 200,
FUN = NULL,
include_minors = FALSE,
miscellaneous_areas = FALSE,
query_string = FALSE,
dsn = NULL
)Arguments
- property
character vector of labels from property dictionary tables (see details) OR physical column names from
componentorchorizontable.- method
one of: "Dominant Component (Category)", "Dominant Component (Numeric)", "Weighted Average", "MIN", "MAX", "Dominant Condition", or "None". If "None" is selected, the number of rows returned will depend on whether a component or horizon level property was selected, otherwise the result will be 1:1 with the number of map units.
- areasymbols
vector of soil survey area symbols
- mukeys
vector of map unit keys
- WHERE
character containing SQL WHERE clause specified in terms of fields in
legendormapunittables, used in lieu ofmukeysorareasymbols. With aggregation method"NONE"the WHERE clause may additionally contain logic for columns from thecomponentandchorizontable.- top_depth
Default:
0(centimeters); a numeric value for upper boundary (top depth) used only for method="Weighted Average", "Dominant Component (Numeric)", and "MIN/MAX"- bottom_depth
Default:
200(centimeters); a numeric value for lower boundary (bottom depth) used only for method="Weighted Average", "Dominant Component (Numeric)", and "MIN/MAX"- FUN
Optional: character representing SQL aggregation function either "MIN" or "MAX" used only for method="min/max"; this argument is calculated internally if you specify
method="MIN"ormethod="MAX"- include_minors
Include minor components in "Weighted Average" or "MIN/MAX" results? Default:
TRUE- miscellaneous_areas
Include miscellaneous areas (non-soil components) in results? Default:
FALSE. Now works with allmethodtypes)- query_string
Default:
FALSE; ifTRUEreturn a character string containing query that would be sent to SDA viaSDA_query- dsn
Path to local SQLite database or a DBIConnection object. If
NULL(default) use Soil Data Access API viaSDA_query().
Details
The property argument refers to one of the property names or columns specified in the tables below. Note that property can be specified as either a character vector of labeled properties, such as "Bulk Density 0.33 bar H2O - Rep Value", OR physical column names such as "dbthirdbar_r". To get "low" and "high" values for a particular property, replace the _r with _l or _h in the physical column name; for example property = c("dbthirdbar_l","dbthirdbar_r","dbthirdbar_h"). You can view exhaustive lists of component and component horizon level properties in the Soil Data Access "Tables and Columns Report".
Selected Component-level Properties
| Property (Component) | Column |
| Range Production - Favorable Year | rsprod_h |
| Range Production - Normal Year | rsprod_r |
| Range Production - Unfavorable Year | rsprod_l |
| Corrosion of Steel | corsteel |
| Corrosion of Concrete | corcon |
| Drainage Class | drainagecl |
| Hydrologic Group | hydgrp |
| Taxonomic Class Name | taxclname |
| Taxonomic Order | taxorder |
| Taxonomic Suborder | taxsuborder |
| Taxonomic Temperature Regime | taxtempregime |
| Wind Erodibility Group | weg |
| Wind Erodibility Index | wei |
| t Factor | tfact |
Selected Horizon-level Properties
| Property (Horizon) | Column |
| 0.1 bar H2O - Rep Value | wtenthbar_r |
| 0.33 bar H2O - Rep Value | wthirdbar_r |
| 15 bar H2O - Rep Value | wfifteenbar_r |
| Available Water Capacity - Rep Value | awc_r |
| Bray 1 Phosphate - Rep Value | pbray1_r |
| Bulk Density 0.1 bar H2O - Rep Value | dbtenthbar_r |
| Bulk Density 0.33 bar H2O - Rep Value | dbthirdbar_r |
| Bulk Density 15 bar H2O - Rep Value | dbfifteenbar_r |
| Bulk Density oven dry - Rep Value | dbovendry_r |
| CaCO3 Clay - Rep Value | claysizedcarb_r |
| Calcium Carbonate - Rep Value | caco3_r |
| Cation Exchange Capacity - Rep Value | cec7_r |
| Coarse Sand - Rep Value | sandco_r |
| Coarse Silt - Rep Value | siltco_r |
| Effective Cation Exchange Capacity - Rep Value | ecec_r |
| Electrial Conductivity 1:5 by volume - Rep Value | ec15_r |
| Electrical Conductivity - Rep Value | ec_r |
| Exchangeable Sodium Percentage - Rep Value | esp_r |
| Extract Aluminum - Rep Value | extral_r |
| Extractable Acidity - Rep Value | extracid_r |
| Fine Sand - Rep Value | sandfine_r |
| Fine Silt - Rep Value | siltfine_r |
| Free Iron - Rep Value | freeiron_r |
| Gypsum - Rep Value | gypsum_r |
| Kf | kffact |
| Ki | kifact |
| Kr | krfact |
| Kw | kwfact |
| LEP - Rep Value | lep_r |
| Liquid Limit - Rep Value | ll_r |
| Medium Sand - Rep Value | sandmed_r |
| Organic Matter - Rep Value | om_r |
| Oxalate Aluminum - Rep Value | aloxalate_r |
| Oxalate Iron - Rep Value | feoxalate_r |
| Oxalate Phosphate - Rep Value | poxalate_r |
| Plasticity Index - Rep Value | pi_r |
| Rock Fragments 3 - 10 inches - Rep Value | frag3to10_r |
| Rock Fragments > 10 inches - Rep Value | fraggt10_r |
| Rubbed Fiber % - Rep Value | fiberrubbedpct_r |
| Satiated H2O - Rep Value | wsatiated_r |
| Saturated Hydraulic Conductivity - Rep Value | ksat_r |
| Sodium Adsorption Ratio - Rep Value | sar_r |
| Sum of Bases - Rep Value | sumbases_r |
| Total Clay - Rep Value | claytotal_r |
| Total Phosphate - Rep Value | ptotal_r |
| Total Sand - Rep Value | sandtotal_r |
| Total Silt - Rep Value | silttotal_r |
| Unrubbed Fiber % - Rep Value | fiberunrubbedpct_r |
| Very Coarse Sand - Rep Value | sandvc_r |
| Very Fine Sand - Rep Value | sandvf_r |
| Water Soluble Phosphate - Rep Value | ph2osoluble_r |
| no. 10 sieve - Rep Value | sieveno10_r |
| no. 200 sieve - Rep Value | sieveno200_r |
| no. 4 sieve - Rep Value | sieveno4_r |
| no. 40 sieve - Rep Value | sieveno40_r |
| pH .01M CaCl2 - Rep Value | ph01mcacl2_r |
| pH 1:1 water - Rep Value | ph1to1h2o_r |
| pH Oxidized - Rep Value | phoxidized_r |
Examples
# \donttest{
# get 1/3 bar bulk density [0,25] centimeter depth weighted average from dominant component
get_SDA_property(property = c("dbthirdbar_l","dbthirdbar_r","dbthirdbar_h"),
method = "Dominant Component (Numeric)",
areasymbols = "CA630",
top_depth = 0,
bottom_depth = 25)
#> single result set, returning a data.frame
#> mukey areasymbol musym
#> 1 1865918 CA630 3046
#> 2 1865926 CA630 7088
#> 3 1865927 CA630 7155
#> 4 1865928 CA630 7156
#> 5 1865929 CA630 8033
#> 6 1865930 CA630 8034
#> 7 1865931 CA630 8036
#> 8 1900697 CA630 6038
#> 9 1906347 CA630 7159
#> 10 1913590 CA630 6029
#> 11 1913591 CA630 6034
#> 12 1913592 CA630 6037
#> 13 1913600 CA630 7207
#> 14 1913601 CA630 8173
#> 15 1913602 CA630 8160
#> 16 1913605 CA630 8177
#> 17 1913606 CA630 8178
#> 18 1913607 CA630 3020
#> 19 2220266 CA630 3038
#> 20 2220269 CA630 4048
#> 21 2220270 CA630 4046
#> 22 2220271 CA630 6043
#> 23 2220273 CA630 6041
#> 24 2220301 CA630 8161
#> 25 2374651 CA630 4136
#> 26 2383083 CA630 8171
#> 27 2383084 CA630 8172
#> 28 2399766 CA630 6070
#> 29 2399769 CA630 6074
#> 30 2399770 CA630 6075
#> 31 2399771 CA630 6076
#> 32 2399780 CA630 8110
#> 33 2399783 CA630 8115
#> 34 2403696 CA630 5100
#> 35 2403709 CA630 1012
#> 36 2403710 CA630 8314
#> 37 2403711 CA630 8312
#> 38 2403719 CA630 9013
#> 39 2403720 CA630 9012
#> 40 2403721 CA630 9011
#> 41 2403722 CA630 9010
#> 42 2403747 CA630 6202
#> 43 2424959 CA630 8317
#> 44 2424960 CA630 8318
#> 45 2424961 CA630 8319
#> 46 2424962 CA630 8175
#> 47 2424963 CA630 8176
#> 48 2424975 CA630 9014
#> 49 2425107 CA630 3021
#> 50 2426355 CA630 8026
#> 51 2426483 CA630 7096
#> 52 2436790 CA630 8307
#> 53 2436792 CA630 8302
#> 54 2440240 CA630 7086
#> 55 2440242 CA630 7087
#> 56 2441253 CA630 6071
#> 57 2441798 CA630 7085
#> 58 2450478 CA630 5101
#> 59 2450843 CA630 7089
#> 60 2450844 CA630 7083
#> 61 2450845 CA630 3058
#> 62 2452459 CA630 8162
#> 63 2455490 CA630 8190
#> 64 2455492 CA630 8286
#> 65 2455494 CA630 8289
#> 66 2455495 CA630 8287
#> 67 2462630 CA630 W
#> 68 2480973 CA630 3033
#> 69 2482710 CA630 6039
#> 70 2483494 CA630 8194
#> 71 2600456 CA630 7210
#> 72 2600457 CA630 7211
#> 73 2600458 CA630 7212
#> 74 2600460 CA630 4040
#> 75 2600465 CA630 5051
#> 76 2600467 CA630 5053
#> 77 2600469 CA630 5057
#> 78 2600480 CA630 9015
#> 79 2600481 CA630 9016
#> 80 2600527 CA630 4200
#> 81 2600528 CA630 4201
#> 82 2600529 CA630 5013
#> 83 2600534 CA630 7165
#> 84 2600537 CA630 9017
#> 85 2600538 CA630 4202
#> 86 2766830 CA630 7166
#> 87 2766836 CA630 5201
#> 88 2766837 CA630 5202
#> 89 2766838 CA630 5012
#> 90 2766850 CA630 5015
#> 91 2924701 CA630 6078
#> 92 2924738 CA630 6072
#> 93 2924739 CA630 6079
#> 94 2924751 CA630 7074
#> 95 2924752 CA630 7076
#> 96 2924753 CA630 7078
#> 97 2924754 CA630 7079
#> 98 2924831 CA630 6036
#> 99 2924832 CA630 6033
#> 100 2924833 CA630 1090
#> 101 2924834 CA630 1091
#> 102 2924835 CA630 9018
#> 103 2924879 CA630 206
#> 104 2924880 CA630 207
#> 105 2924881 CA630 208
#> 106 2924882 CA630 209
#> 107 2924883 CA630 212
#> 108 2924884 CA630 401
#> 109 2924885 CA630 451
#> 110 2924886 CA630 475
#> 111 2924887 CA630 5016
#> 112 2924890 CA630 851
#> 113 2924907 CA630 128
#> 114 2924908 CA630 301
#> 115 2924909 CA630 8120
#> 116 2924912 CA630 DAM
#> 117 2924913 CA630 220
#> 118 2924914 CA630 1013
#> 119 2924955 CA630 8111
#> 120 3225132 CA630 7065
#> 121 3225133 CA630 7066
#> 122 3225134 CA630 7091
#> 123 3225135 CA630 7092
#> 124 3356286 CA630 6054
#> 125 3356287 CA630 6055
#> 126 3356288 CA630 6205
#> 127 3356289 CA630 6206
#> 128 3356290 CA630 6207
#> muname
#> 1 Goldwall-Toomes-Rock outcrop complex, 1 to 8 percent slopes
#> 2 Loafercreek-Gopheridge complex, 30 to 60 percent slopes
#> 3 Crimeahouse-Sixbit complex, 3 to 15 percent slopes
#> 4 Crimeahouse-Sixbit complex, 15 to 30 percent slopes
#> 5 Copperopolis-Whiterock complex, 2 to 8 percent slopes, rocky
#> 6 Copperopolis-Whiterock complex, 3 to 15 percent slopes, rocky
#> 7 Copperopolis-Whiterock complex, 15 to 30 percent slopes, rocky
#> 8 Musick-Wukusick complex, 30 to 60 percent slopes, low precipitation
#> 9 Crimeahouse-Sixbit complex, 30 to 70 percent slopes
#> 10 Holland-Chawanakee-Rock outcrop complex, 45 to 90 percent slopes
#> 11 Musick-Wukusick complex, 3 to 15 percent slopes
#> 12 Musick-Wukusick complex, 15 to 30 percent slopes
#> 13 Millvilla-Copperopolis-Hetchy complex, 30 to 60 percent slopes
#> 14 Nedsgulch-Wallyhill-Arpatutu complex, 30 to 60 percent slopes
#> 15 Nedsgulch-Sites complex, 3 to 15 percent slopes
#> 16 Moccasinhill-Copperopolis-Sanguinetti complex, 30 to 60 percent slopes
#> 17 Moccasinhill-Copperopolis complex, 60 to 90 percent slopes
#> 18 Iron Mountain-Rock outcrop complex, 3 to 15 percent slopes
#> 19 Devilsnose-Lilygap complex, 30 to 60 percent slopes, low precipitation
#> 20 Devilsnose-Lilygap complex, 30 to 60 percent slopes
#> 21 Redapple-Lilygap complex, 15 to 30 percent slopes
#> 22 Mantree ashy sandy loam, 15 to 30 percent slopes
#> 23 Mantree ashy sandy loam, 3 to 15 percent slopes
#> 24 Nedsgulch-Sites complex, 15 to 30 percent slopes
#> 25 Ultic Haploxeralfs, shallow-Ultic Haploxeralfs, moderately deep complex, 10 to 35 percent slopes
#> 26 Nedsgulch-Wallyhill complex, 3 to 15 percent slopes
#> 27 Nedsgulch-Wallyhill-Arpatutu complex, 15 to 30 percent slopes
#> 28 Sierra-Verjeles-Aquic Haploxeralfs complex, 0 to 8 percent slopes
#> 29 Sierra-Orose complex, 8 to 30 percent slopes
#> 30 Sierra-Flanly complex, 30 to 60 percent slopes
#> 31 Auberry-Hurleton-Rock outcrop complex, 20 to 60 percent slopes
#> 32 Cumulic Humixerepts-Riverwash complex, 0 to 8 percent slopes
#> 33 Sanguinetti-Copperopolis complex, 30 to 60 percent slopes
#> 34 Ultic Haploxeralfs-Typic Palexerults-Aquultic haploxeralfs complex, 1 to 12 percent slopes
#> 35 Mined Land
#> 36 Rock outcrop-Tiger Creek-Vertic Haploxerepts complex, 1 to 45 percent slopes
#> 37 Aquariusmine-Millvilla complex, 3 to 30 percent slopes
#> 38 Urban land-Millvilla complex, 1 to 25 percent slopes
#> 39 Urban land-Copperopolis complex, 0 to 15 percent slopes
#> 40 Urban land-Sierra-Flanly complex, 3 to 25 percent slopes
#> 41 Urban land
#> 42 Musick-Ultic Haploxeralfs, moderately well drained, complex, 1 to 8 percent slopes
#> 43 Beybek-Rock outcrop complex, 3 to 30 percent slopes
#> 44 Aquariusmine-Hetchy-Rock outcrop complex, 30 to 60 percent slopes
#> 45 Mollic Haploxeralfs-Pachic Argixerolls-Rock Outcrop complex, 50 to 90 percent slopes
#> 46 Copperopolis-Hetchy complex, 8 to 30 percent slopes
#> 47 Sanguinetti-Moccasinhill-Deerflat complex, 60 to 90 percent slopes, cool
#> 48 Urban land-Musick-Hotaw complex, 3 to 30 percent slopes
#> 49 Iron Mountain-Crozier-Rock outcrop complex, 15 to 60 percent slopes
#> 50 Moccasinhill-Copperopolis complex, 30 to 60 percent slopes
#> 51 Gopheridge-Jasperpeak complex, 50 to 90 percent slopes
#> 52 Tiger Creek-Nedsgulch complex, 15 to 50 percent slopes
#> 53 Tiger Creek-Nedsgulch complex, 3 to 15 percent slopes
#> 54 Loafercreek-Gopheridge complex, 15 to 30 percent slopes
#> 55 Loafercreek-Gopheridge complex, cool, 15 to 30 percent slopes
#> 56 Sierra-Flanly complex, 3 to 15 percent slopes
#> 57 Bonanza-Loafercreek complex, 3 to 15 percent slopes
#> 58 Hornitos-Red Bluff-Ultic Haploxeralfs, shallow, complex, 3 to 25 percent slopes
#> 59 Gardellones-Gopheridge-Motherlode complex, 30 to 60 percent slopes
#> 60 Aquic Haploxeralfs-Loafercreek-Dunstone complex, 1 to 12 percent slopes
#> 61 Shawsflat-Angelscreek complex, 25 to 60 percent slopes
#> 62 Nedsgulch-Arpatutu complex, 30 to 60 percent slopes
#> 63 Lickinfork-Arpatutu complex, 40 to 90 percent slopes
#> 64 Jocal gravelly silt loam, 8 to 30 percent slopes
#> 65 Fiddletown-Rock outcrop complex, 40 to 90 percent slopes
#> 66 Jocal-Fiddletown complex, 30 to 60 percent slopes
#> 67 Water
#> 68 Redapple-Lilygap complex, 15 to 30 percent slopes, low precipitation
#> 69 Holland-Wukusick-Mantree complex, 30 to 60 percent slopes
#> 70 Wallyhill, deep-Lickinfork complex, 40 to 90 percent slopes
#> 71 Deerflat-Millvilla complex, 3 to 15 percent slopes
#> 72 Millvilla-Luckymine complex, 15 to 30 percent slopes
#> 73 Wardsferry-Millvilla complex, 30 to 60 percent slopes
#> 74 Iron Mountain-Redapple-Devilsnose complex, 3 to 15 percent slopes
#> 75 Fuches-Lithic Xerorthents complex, 3 to 15 percent slopes
#> 76 Fuches-Lithic Xerorthents complex, 15 to 50 percent slopes
#> 77 Supan loam, 5 to 30 percent slopes
#> 78 Urban land-Loafercreek-Dunstone complex, 3 to 15 percent slopes
#> 79 Urban land-Nedsgulch-Wallyhill complex, 15 to 30 percent slopes
#> 80 Inks-Angelscreek complex, 3 to 15 percent slopes
#> 81 Angelscreek-Pentz complex, 15 to 30 percent slopes
#> 82 Miltonhills-Amador complex, 15 to 45 percent slopes
#> 83 Sixbit-Crimeahouse complex, 5 to 20 percent slopes
#> 84 Urban land-Amador complex, 2 to 15 percent slopes
#> 85 Angelscreek-Pentz complex, 30 to 60 percent slopes
#> 86 Sixbit-Rock outcrop complex, 20 to 45 percent slopes
#> 87 Pardee cobbly loam, 2 to 15 percent slopes
#> 88 Pardee-Amador complex, 15 to 40 percent slopes
#> 89 Amador sandy loam, 2 to 15 percent slopes
#> 90 Ospital-Jennylind complex, 2 to 15 percent slopes
#> 91 Sierra-Flanly complex, 15 to 65 percent slopes
#> 92 Flanly-Verjeles complex, 0 to 8 percent slopes
#> 93 Flanly loam, 8 to 30 percent slopes
#> 94 Loafercreek-Bonanza complex, 3 to 15 percent slopes
#> 95 Bonanza-Loafercreek-Gopheridge complex, 15 to 30 percent slopes
#> 96 Jasperpeak-Gopheridge complex, 30 to 60 percent slopes
#> 97 Gopheridge-Loafercreek complex, 30 to 60 percent slopes
#> 98 Musick-Wukusick complex, 15 to 30 percent slopes, low precipitation
#> 99 Musick-Wukusick complex, 3 to 15 percent slopes, low precipitation
#> 100 Ultic Haploxeralfs-Mollic Haploxeralfs complex, 3 to 30 percent slopes
#> 101 Ultic Haploxeralfs-Aquic Dystroxerepts complex, 2 to 8 percent slopes
#> 102 Urban land-Copperopolis-Whiterock complex, 8 to 30 percent slopes
#> 103 Pentz sandy loam, 2 to 15 percent slopes
#> 104 Pentz sandy loam, 15 to 50 percent slopes
#> 105 Pentz cobbly sandy loam, 2 to 8 percent slopes
#> 106 Pentz-Bellota complex, 2 to 15 percent slopes
#> 107 Peters clay, 2 to 8 percent slopes
#> 108 Peters-Pentz association, 2 to 8 percent slopes
#> 109 Pentz-Peters association, 2 to 15 percent slopes
#> 110 Pentz-Peters association, 2 to 50 percent slopes
#> 111 Jennylind-Rock outcrop complex, 10 to 45 percent slopes
#> 112 Mckeonhills clay, 5 to 15 percent slopes
#> 113 Cogna loam, 0 to 2 percent slopes, overwash
#> 114 Archerdale-Hicksville association, 0 to 2 percent slopes
#> 115 Fluventic Haploxerepts-Oxyaquic Xerofluvents complex, 0 to 8 percent slopes
#> 116 Dams
#> 117 Redding gravelly loam, 0 to 8 percent slopes, dry
#> 118 Mined Land-Anthraltic Xerorthents complex, 1 to 15 percent slopes
#> 119 Psammentic Haploxerolls-Mollic Fluvaquents-Riverwash complex, 0 to 8 percent slopes
#> 120 Bonanza-Loafercreek complex, 3 to 15 percent slopes, low precipitation
#> 121 Bonanza-Loafercreek-Jasperpeak complex, 15 to 30 percent slopes
#> 122 Trabuco-Jasperpeak-Rock outcrop complex, 8 to 30 percent slopes
#> 123 Gopheridge-Jasperpeak-Rock outcrop complex, 30 to 60 percent slopes
#> 124 Shaver-Holland-Chawanakee complex, 8 to 30 percent slopes
#> 125 Shaver-Lithic Humixerepts-Holland complex, 30 to 60 percent slopes
#> 126 Musick fine sandy loam, 3 to 8 percent slopes
#> 127 Musick-Hotaw complex, 8 to 30 percent slopes
#> 128 Musick-Hotaw-Chawanakee complex, 30 to 60 percent slopes
#> dbthirdbar_l dbthirdbar_r dbthirdbar_h
#> 1 1.36 1.42 1.49
#> 2 1.31 1.38 1.46
#> 3 1.29 1.40 1.51
#> 4 1.37 1.41 1.45
#> 5 1.36 1.43 1.50
#> 6 1.36 1.43 1.50
#> 7 1.37 1.43 1.50
#> 8 1.37 1.45 1.53
#> 9 1.32 1.42 1.53
#> 10 1.14 1.26 1.39
#> 11 1.10 1.17 1.24
#> 12 1.22 1.32 1.42
#> 13 1.32 1.41 1.50
#> 14 1.26 1.35 1.45
#> 15 1.07 1.14 1.21
#> 16 1.33 1.40 1.47
#> 17 1.32 1.41 1.51
#> 18 1.30 1.41 1.52
#> 19 0.39 0.48 0.66
#> 20 0.39 0.48 0.66
#> 21 0.57 0.75 0.79
#> 22 0.82 0.82 1.05
#> 23 0.82 0.82 1.05
#> 24 1.02 1.10 1.17
#> 25 1.42 1.49 1.57
#> 26 1.30 1.30 1.43
#> 27 1.31 1.38 1.46
#> 28 1.37 1.45 1.52
#> 29 1.34 1.47 1.59
#> 30 1.34 1.43 1.52
#> 31 1.33 1.41 1.48
#> 32 1.20 1.30 1.41
#> 33 1.24 1.36 1.46
#> 34 1.51 1.74 1.74
#> 35 NA NA NA
#> 36 1.16 1.22 1.29
#> 37 1.33 1.44 1.55
#> 38 1.32 1.44 1.56
#> 39 1.36 1.43 1.50
#> 40 1.37 1.45 1.52
#> 41 1.45 1.47 1.48
#> 42 1.24 1.36 1.48
#> 43 1.13 1.37 1.48
#> 44 1.23 1.35 1.47
#> 45 1.34 1.44 1.54
#> 46 1.31 1.38 1.45
#> 47 1.19 1.30 1.40
#> 48 1.33 1.43 1.53
#> 49 1.28 1.39 1.50
#> 50 1.24 1.32 1.40
#> 51 1.38 1.44 1.50
#> 52 1.11 1.27 1.42
#> 53 1.24 1.34 1.44
#> 54 1.39 1.46 1.53
#> 55 1.17 1.25 1.33
#> 56 1.31 1.40 1.49
#> 57 1.33 1.45 1.57
#> 58 1.40 1.47 1.53
#> 59 1.26 1.37 1.48
#> 60 1.24 1.37 1.51
#> 61 1.15 1.31 1.47
#> 62 1.05 1.16 1.27
#> 63 1.29 1.38 1.46
#> 64 1.01 1.08 1.16
#> 65 0.82 0.92 1.02
#> 66 0.79 0.86 1.02
#> 67 NA NA NA
#> 68 0.57 0.75 0.79
#> 69 0.79 0.87 0.94
#> 70 0.98 1.09 1.20
#> 71 1.30 1.47 1.55
#> 72 1.32 1.44 1.56
#> 73 1.30 1.39 1.48
#> 74 1.33 1.46 1.58
#> 75 1.36 1.47 1.57
#> 76 1.35 1.46 1.58
#> 77 0.98 1.12 1.25
#> 78 1.39 1.47 1.55
#> 79 1.30 1.30 1.43
#> 80 1.32 1.42 1.52
#> 81 1.11 1.36 1.50
#> 82 1.42 1.47 1.52
#> 83 1.36 1.45 1.54
#> 84 1.50 1.56 1.62
#> 85 1.12 1.40 1.50
#> 86 1.36 1.43 1.50
#> 87 1.37 1.42 1.47
#> 88 1.37 1.46 1.56
#> 89 1.50 1.56 1.62
#> 90 1.42 1.47 1.51
#> 91 1.38 1.46 1.54
#> 92 1.40 1.50 1.60
#> 93 1.31 1.41 1.51
#> 94 1.28 1.40 1.52
#> 95 1.33 1.43 1.54
#> 96 1.37 1.46 1.55
#> 97 1.33 1.41 1.49
#> 98 1.22 1.32 1.42
#> 99 1.10 1.17 1.24
#> 100 1.33 1.45 1.57
#> 101 1.45 1.52 1.60
#> 102 1.36 1.43 1.50
#> 103 1.38 1.48 1.58
#> 104 1.38 1.48 1.58
#> 105 1.40 1.48 1.57
#> 106 1.35 1.43 1.50
#> 107 1.19 1.28 1.38
#> 108 1.33 1.38 1.43
#> 109 1.38 1.42 1.46
#> 110 1.38 1.42 1.46
#> 111 1.45 1.49 1.53
#> 112 1.06 1.11 1.30
#> 113 1.43 1.48 1.54
#> 114 1.37 1.38 1.39
#> 115 1.39 1.46 1.54
#> 116 NA NA NA
#> 117 1.27 1.42 1.54
#> 118 1.50 1.54 1.58
#> 119 1.46 1.52 1.58
#> 120 1.37 1.45 1.48
#> 121 1.38 1.48 1.52
#> 122 1.30 1.40 1.49
#> 123 1.33 1.44 1.50
#> 124 1.47 1.50 1.53
#> 125 1.47 1.50 1.53
#> 126 1.16 1.28 1.37
#> 127 1.33 1.45 1.52
#> 128 1.29 1.45 1.54
# }