From 9b6cb0ee403dbe4e5bc0f619dff0727d35e94e9e Mon Sep 17 00:00:00 2001 From: "Zhao, Xin" Date: Mon, 7 Aug 2023 13:11:18 -0400 Subject: [PATCH] Adding food calories and macro nutrient adding chunks --- NAMESPACE | 2 + R/xfaostat_L100_constants.R | 16 +- R/xfaostat_L104_FoodMacroNutrient.R | 255 ++++++++++ R/xfaostat_L105_DataConnectionToSUA.R | 6 +- .../extdata/aglu/FAO/FAO_an_items_cal_SUA.csv | 47 ++ inst/extdata/aglu/FAO/MAPPING_FAO_FBS_SUA.csv | 477 ++++++++++++++++++ man/module_xfaostat_L104_FoodMacroNutrient.Rd | 26 + 7 files changed, 826 insertions(+), 3 deletions(-) create mode 100644 R/xfaostat_L104_FoodMacroNutrient.R create mode 100644 inst/extdata/aglu/FAO/FAO_an_items_cal_SUA.csv create mode 100644 inst/extdata/aglu/FAO/MAPPING_FAO_FBS_SUA.csv create mode 100644 man/module_xfaostat_L104_FoodMacroNutrient.Rd diff --git a/NAMESPACE b/NAMESPACE index 9658f6a6..a02e6947 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -28,10 +28,12 @@ export(standardize_iso) export(unprotect_integer_cols) importFrom(assertthat,assert_that) importFrom(data.table,data.table) +importFrom(dplyr,any_vars) importFrom(dplyr,bind_rows) importFrom(dplyr,case_when) importFrom(dplyr,distinct) importFrom(dplyr,filter) +importFrom(dplyr,filter_all) importFrom(dplyr,first) importFrom(dplyr,full_join) importFrom(dplyr,group_by) diff --git a/R/xfaostat_L100_constants.R b/R/xfaostat_L100_constants.R index d7987610..5c4607f5 100644 --- a/R/xfaostat_L100_constants.R +++ b/R/xfaostat_L100_constants.R @@ -10,9 +10,23 @@ - # used in Get_SUA_TEMPLATE and SUA_bal_adjust + # Balance elements; used in Get_SUA_TEMPLATE and SUA_bal_adjust c("Opening stocks", "Production", "Import", "Export", "Processed", "Food", "Feed", "Seed", "Other uses", "Loss", "Closing stocks", "Residuals", "Regional supply", "Regional demand", "Stock Variation") -> Bal_element_new + + + # Assumed parameters for data processing or interpolation ---- + #******************************************* + # Forest trade data adjustment + # Adjust Export when Demand = Production + Import - Export < 0 + # Adjust Export Production * Export_Production_ratio + For_Export_Production_Ratio_Adj = 0.9 + + # Boundary used for correct regional value with world of the conversion from mass to macro-nutrient + # Used in FAOSTAT_S1D_Food_Kcal.R + REGIONAL_NUTRIENT_MASS_CONV_OUTLIER_BOUNDARY <- 0.15 + Hist_MEAN_Year_NUTRIENT_MASS_CONV <- 2010:2019 # average cal per g + diff --git a/R/xfaostat_L104_FoodMacroNutrient.R b/R/xfaostat_L104_FoodMacroNutrient.R new file mode 100644 index 00000000..e57ca579 --- /dev/null +++ b/R/xfaostat_L104_FoodMacroNutrient.R @@ -0,0 +1,255 @@ +# Copyright 2019 Battelle Memorial Institute; see the LICENSE file. + +#' module_xfaostat_L104_FoodMacroNutrient +#' +#' Preprocess producer prices +#' +#' @param command API command to execute +#' @param ... other optional parameters, depending on command +#' @return Depends on \code{command}: either a vector of required inputs, a vector of output names, or (if +#' \code{command} is "MAKE") all the generated outputs +#' @details This chunk compiles balanced supply utilization data in primary equivalent in GCAM region and commodities. +#' @importFrom assertthat assert_that +#' @importFrom dplyr summarize bind_rows filter if_else inner_join left_join mutate rename select n group_by_at +#' first case_when vars filter_all any_vars +#' @importFrom tibble tibble +#' @importFrom tidyr complete drop_na gather nesting spread replace_na fill +#' @author XZ 2023 +module_xfaostat_L104_FoodMacroNutrient <- function(command, ...) { + + MODULE_INPUTS <- + c("SCL", + "FBS", + "OA", + FILE = "aglu/FAO/FAO_an_items_cal_SUA", + FILE = "aglu/FAO/MAPPING_FAO_FBS_SUA") + + MODULE_OUTPUTS <- + c("SUA_food_macronutrient_rate") + + if(command == driver.DECLARE_INPUTS) { + return(MODULE_INPUTS) + } else if(command == driver.DECLARE_OUTPUTS) { + return(MODULE_OUTPUTS) + } else if(command == driver.MAKE) { + + year <- value <- Year <- Value <- FAO_country <- iso <- NULL # silence package check. + + all_data <- list(...)[[1]] + + # Load required inputs ---- + + get_data_list(all_data, MODULE_INPUTS, strip_attributes = TRUE) + + + + # Background---- + #******************************************* + # Identifying food availability and macro-nutrient consumption + # Reconciling FAO FBS and SUA dataset for global Diet composition estimates + # Macro-nutrient: fat 9 kcal per g; protein and carbohydrates 4 kcal per g + # Focus on FBS and SCL first as they both have data since 2010 + # Our World in Data example (FBSH to 2013): https://ourworldindata.org/diet-compositions#cereal-preferences-across-the-world + + # + # + # Goals---- + #******************************************* + # Macro-nutrient mapping at SUA level to identify potential heterogeneity of cal/g across regions + # For each SUA item, e.g., wheat flour, connect food consumption in balance to cal, protein, and fat; so carb + # Need to check for each SUA item, whether the conversion rate changes + + # Compare FBS to SUA for the cal/ca accounting by FBS categories (matching well) + # Recommend new mappings between FAO FBS and GCAM food categories + # Note that the key of calculating cal, protein, fat consumption was the food supply in mass at the SUA level! + # Cassidy et al. 2013 ERL used more simplified assumptions in FBSH, similar to many studies + + # More importantly and related to modeling, extraction rates and cal per g coefficient per SUA item determines over conversion + # Thus, to get macro-nutrients we need to understand the conversion coefficient from mass units + # First at the SUA level that is constant over time + # And second, aggregated to FBS level and the mix of the SUA items and the depth of the processing chains matter + + + + # simplify population data + OA %>% filter(element_code == 511, item_code == 3010) %>% + transmute(area_code, year, pop = value) -> POP #1000 persons + + # Quick checks---- + #******************************************* + # Check area + + # 19 countries not in FBS/SUA but in QCL + # including (3 populous) Somalia, South Sudan, and Singapore (UAE was recently added in FAOSTAT) + FF_join_checkmap(c("FBS", "SCL"), "area_code", "area") -> checkarea + + #Check element + FF_join_checkmap(c("FBS", "SCL"), "item_code", "item") -> checkitem + FF_join_checkmap(c("FBS", "SCL"), "element_code", "element") -> checkelement + #******************************************* + # Check calories calculation first to make sure we can trace appropriately + # the key here is elements, deal with missing values, and conversion rate (cal/g) + # the goal is to get macro-nutrient conversion rates at the SUA level by area (constant across year)! + # regional difference is limited by REGIONAL_NUTRIENT_MASS_CONV_OUTLIER_BOUNDARY + + # check unit + SCL %>% distinct(element, unit) + + + # Main processing---- + #******************************************* + + # it is not useful to calculate cal/g using `Food supply (kcal/capita/day)` /`Food supply quantity (g/capita/day)` + # unit too small + # `Calories/Year` / `Food supply quantity (tonnes)` is more accurate! + # similarly for protein and fat + # Use annual value in SUA to calculate the conversion rate! + + # For FBS (12 fish items) we only have `Food supply (kcal/capita/day)` /`Food supply quantity (g/capita/day)` + + ## Deal with SCL data first ---- + #******************************************* + + SCL %>% filter(element_code %in% c(261, 271, 281, 5141)) %>% #All 3 cal protein fats and food in ton + right_join(MAPPING_FAO_FBS_SUA %>% + filter(!is.na(CPC_code)) %>% + select(item_code = SCL_item_code, FAO_FBS_code, FBS_label), + by = "item_code") %>% + filter(!is.na(item)) %>% + select(-element_code, -unit) -> + SUA_food_macronutrient + + # calculate time-series mean at SUA levels + SUA_food_macronutrient %>% + filter(year %in% Hist_MEAN_Year_NUTRIENT_MASS_CONV) %>% + spread(element, value) %>% + dplyr::filter_all(any_vars(!is.na(.))) %>% + mutate(calperg = `Calories/Year` / `Food supply quantity (tonnes)` *1000, + proteinperc = `Proteins/Year` / `Food supply quantity (tonnes)` * 100, + fatperc = `Fats/Year` / `Food supply quantity (tonnes)` * 100) %>% + select(area_code, item_code, item, year, calperg, proteinperc, fatperc) %>% + gather(element, value, calperg, proteinperc, fatperc) %>% + filter(is.finite(value), value > 0) %>% # calculate world mean for positive values later + group_by(area_code, item_code, item, element) %>% + summarise(value = mean(value, na.rm = T), .groups = "drop") %>% + mutate(value = if_else(element == "calperg", round(value, -1), value)) %>% # round to nearest 10 + ungroup() -> + SUA_food_yearmean + + # Check if any item has NA for all areas; affecting fill + SUA_food_yearmean %>% + group_by(item_code, item, element) %>% summarise(value = sum(value), .groups = "drop") %>% + filter(value == 0) %>% spread(element, value) -> A # Empty + + # world mean (ex ante adjustment) + SUA_food_yearmean %>% + group_by(item_code, item, element) %>% + summarise(value_world = mean(value, na.rm = T), .groups = "drop") %>% + mutate(value_world = if_else(element == "calperg", round(value_world, -1), value_world))-> + SUA_food_yearareamean + + # fill regional NA using world mean + SUA_food_yearmean %>% spread(area_code, value) %>% + gather(area_code, value_reg, -item_code, -item, -element) %>% + left_join(SUA_food_yearareamean, by = c("item_code", "item", "element")) %>% + mutate(value_reg = if_else(is.na(value_reg), value_world, value_reg), + Diff = value_reg - value_world, + p_Diff = Diff / value_world) -> + SUA_food_yearmean_fill + #******************************************* + # check to make sure REGIONAL_NUTRIENT_MASS_CONV_OUTLIER_BOUNDARY is reasonable (compared with world mean) + # REGIONAL_NUTRIENT_MASS_CONV_OUTLIER_BOUNDARY = 0.15 + SUA_food_yearmean_fill %>% group_by(element) %>% + summarise(pmean = mean(p_Diff, na.rm = T), + P05 = quantile(p_Diff, 0.15, na.rm = T), P95 = quantile(p_Diff, 0.85, na.rm = T), + dmean = mean(Diff)) -> A + rm(A) + # data is okay generally + # but set outliers (p_Diff > 0.15 or p_Diff < -0.15) to world conversion value + # That is macro-nutrient coefficient per mass unit across regions should not be too different + # smaller than +-15% roughly of ex ante simple average + + SUA_food_yearmean_fill %>% + transmute(area_code, item_code, item, element, + value = if_else(p_Diff > REGIONAL_NUTRIENT_MASS_CONV_OUTLIER_BOUNDARY| p_Diff< -REGIONAL_NUTRIENT_MASS_CONV_OUTLIER_BOUNDARY, value_world, value_reg)) %>% + spread(element, value) %>% + gather(element, value, -area_code, -item_code, -item) %>% # replace na to zero for some fats and protein items + mutate(area_code = as.integer(area_code)) %>% + replace_na(list(value = 0)) %>% + spread(element, value)-> + SUA_food_macronutrient_rate_nofish # Final product + + ## Add in non-SUA FBS items (12 fish items) ---- + #******************************************* + + # Adding the 12 fish item from FBS + MAPPING_FAO_FBS_SUA %>% filter(is.na(CPC_code)) %>% + select(item = FBS_label, item_code = FAO_FBS_code) -> Fish_item + + FBS %>% right_join(Fish_item, by = c("item_code", "item")) -> FBS_fish + FBS_fish %>% distinct(element, element_code, unit) + + FBS_fish %>% filter(element_code %in% c(645, 664, 674, 684)) %>% + select(-unit, -element_code) -> + FBS_fish_food_macronutrient + + # calculate time-series mean at SUA/FBS levels + FBS_fish_food_macronutrient %>% filter(year %in% Hist_MEAN_Year_NUTRIENT_MASS_CONV) %>% + spread(element, value) %>% + filter_all(any_vars(!is.na(.))) %>% + mutate(calperg = `Food supply (kcal/capita/day)` / `Food supply quantity (kg/capita/yr)`, + proteinperc = `Protein supply quantity (g/capita/day)` / `Food supply quantity (kg/capita/yr)` /1000 * 100, + fatperc = `Fat supply quantity (g/capita/day)` / `Food supply quantity (kg/capita/yr)` /1000 * 100) %>% + select(area_code, item_code, item, year, calperg, proteinperc, fatperc) %>% + gather(element, value, calperg, proteinperc, fatperc) %>% + filter(is.finite(value), value > 0) %>% # calculate world mean for positive values later + group_by(area_code, item_code, item, element) %>% + summarise(value = mean(value, na.rm = T), .groups = "drop") %>% + mutate(value = if_else(element == "calperg", round(value, -1), value)) %>% # round to nearest 10 + ungroup() -> + FBS_fish_food_yearmean + # The data quality is too poor from FBS for deriving the conversion rates + rm(FBS_fish, FBS_fish_food_macronutrient, FBS_fish_food_yearmean) + + # Change strategy here by using fixed values from + # https://www.fao.org/3/X9892E/X9892e05.htm#P8217_125315 + + SUA_food_macronutrient_rate_nofish %>% + bind_rows( + SUA_food_macronutrient_rate_nofish %>% distinct(area_code) %>% + full_join(Fish_item, by = character()) %>% + left_join(FAO_an_items_cal_SUA %>% + select(item_code, calperg = Mcal_t,fatperc = fat_Perc, + proteinperc = protein_Perc), by = "item_code" ) + ) -> SUA_food_macronutrient_rate + + unique(SUA_food_macronutrient_rate$area_code) %>% length() + unique(SUA_food_macronutrient_rate$item_code) %>% length() + SUA_food_macronutrient_rate %>% distinct(item, item_code) -> SUA_COMM_FOOD_NUTRIENT + # 76244 =179 area * (414 items + 12 fish items) + # remove processing data + + rm(SUA_food_macronutrient, SUA_food_yearmean, + SUA_food_yearmean_fill, SUA_food_yearareamean, + OA, POP, SCL, FBS, MAPPING_FAO_FBS_SUA, + SUA_food_macronutrient_rate_nofish, FAO_an_items_cal_SUA) + rm(Fish_item) + rm(checkarea, checkitem, checkelement) + + + + SUA_food_macronutrient_rate %>% + add_title("FAO food calories and macronutrient rate") %>% + add_units("rates") %>% + add_comments("Detailed FAO food calories and macrotunitent info for 414 SUA items + 12 fish items") -> + SUA_food_macronutrient_rate + + # P.S. ---- + # China Wheat, bran for food? Need to fix in SUA later; no changes needed here for this + + return_data(MODULE_OUTPUTS) + + } else { + stop("Unknown command") + } +} diff --git a/R/xfaostat_L105_DataConnectionToSUA.R b/R/xfaostat_L105_DataConnectionToSUA.R index d6c5ccf2..51acda3d 100644 --- a/R/xfaostat_L105_DataConnectionToSUA.R +++ b/R/xfaostat_L105_DataConnectionToSUA.R @@ -18,7 +18,8 @@ module_xfaostat_L105_DataConnectionToSUA <- function(command, ...) { MODULE_INPUTS <- - c(FILE = "aglu/FAO/FAO_items") + c(FILE = "aglu/FAO/FAO_items", + FILE = "aglu/FAO/Mapping_FBSH_SCL_OilCake") MODULE_OUTPUTS <- c("GCAMDATA_FAOSTAT_SUA_195Regs_530Items_2010to2019") @@ -495,7 +496,8 @@ module_xfaostat_L105_DataConnectionToSUA <- function(command, ...) { ### 3.5.1 Get oil cake production data based on cake rate from CB_FBS_CakeRate ---- # Get the mapping of oil and cake items between FBSH, CB and SCL - Mapping_FBSH_SCL_OilCake <- readr::read_csv(file.path("inst/extdata/aglu/FAO", "Mapping_FBSH_SCL_OilCake.csv"), comment = "#") + # read in already + #Mapping_FBSH_SCL_OilCake <- readr::read_csv(file.path("inst/extdata/aglu/FAO", "Mapping_FBSH_SCL_OilCake.csv"), comment = "#") # The reference period is 2011: 2013 for cake rate calculation # Merge oil and cake data diff --git a/inst/extdata/aglu/FAO/FAO_an_items_cal_SUA.csv b/inst/extdata/aglu/FAO/FAO_an_items_cal_SUA.csv new file mode 100644 index 00000000..a52bba6d --- /dev/null +++ b/inst/extdata/aglu/FAO/FAO_an_items_cal_SUA.csv @@ -0,0 +1,47 @@ +# File: FAO_an_items_cal_SUA.csv +# Title: Mapping file of FAO and GCAM animal commodities and caloric content +# Unit: Mcal per tonne +# Description: Maps FAO Supply Utilization Accounts animal commodities to GCAM animal commodities and reports caloric content. +# item and item_code are both updated to new FAO FBS; +# caloric content will not be used anymore as they will be derived from data. +# Animal offals_fats are included under otherMeat. Snail_not sea was included in OtherMeat_Fish under Meat_Other and products. +# Items not mapped were mostly old mapping items. They are either nonfood or incuded in other places. +# Original source: http://www.fao.org/DOCREP/003/X9892E/X9892e05.htm#P8217_125315 +# Sources: FAO FBS and FBSH +# Date of last update: 2022-03-22 (XZ) +# Column types: ciccnnn +# ---------- +item,item_code,GCAM_commodity,crop_cal,Mcal_t,protein_Perc,fat_Perc +Bovine Meat and products,2731,Beef,BEEF BONELESS,1500,, +"Butter, Ghee and products",2740,Dairy,GHEE FROM COW MILK,8730,, +Cream and products,2743,Dairy,"CREAM, FRESH",1950,, +Milk - (Excluding excluding Butter butter) and products,2848,Dairy,STANDARDIZED MILK,480,, +"Meat, Other and products",2735,OtherMeat_Fish,MEAT NES,1260,, +Freshwater Fish,2761,OtherMeat_Fish,FRESHWATER DIADROMOUS FISH FRESH,690,10.9,2.5 +Demersal Fish,2762,OtherMeat_Fish,DEMERSAL FISH FRESH,420,8.3,0.8 +Pelagic Fish,2763,OtherMeat_Fish,PELAGIC FISH FRESH,860,12.6,3.6 +"Marine Fish, Other",2764,OtherMeat_Fish,MARINE FISH NES FRESH,640,10.3,2.2 +Crustaceans,2765,OtherMeat_Fish,CRUSTACEANS FRESH,470,9.3,0.5 +Cephalopods,2766,OtherMeat_Fish,CEPHALOPODS FRESH,660,13.5,0.7 +"Molluscs, Other",2767,OtherMeat_Fish,MOLLUSCS FRESH,150,2.3,0.2 +"Meat, Aquatic Mammals",2768,OtherMeat_Fish,AQUATIC MAMMALS MEAT,1360,21,5 +"Aquatic Animals, Others",2769,OtherMeat_Fish,AQUATIC ANIMALS NES FRESH,300,4,0.2 +"Fish, Body Oil",2781,OtherMeat_Fish,MARINE FISH NES BODY OIL,9020,0,100 +"Fish, Liver Oil",2782,OtherMeat_Fish,MARINE FISH L221NES LIVER OIL,9020,0,100 +Pigmeat and products,2733,Pork,PIGMEAT,3260,, +Poultry Meat and products,2734,Poultry,CHICKEN MEAT,1220,, +Eggs and products,2744,Poultry,HEN EGGS,1390,, +Mutton & and Goat Meat and products,2732,SheepGoat,MUTTON AND LAMB,2630,, +"Fats, Animals, Raw",2737,OtherMeat_Fish,ANIMAL OILS AND FATS NES,9020,, +"Offals, Edible",2736,OtherMeat_Fish,OFFALS NES,1050,, +Honey,2745,OtherMeat_Fish,HONEY,2980,, +Aquatic Plants,2775,OtherMeat_Fish," AQUATIC PLANTS",540,2.8,0.6 +"Milk, Whole",2738,,,0,, +"Milk, Skimmed",2739,,,0,, +Wool (Clean Eq.),2746,,,0,, +Silk,2747,,,0,, +Hides and skins,2748,,,0,, +Fish Meal,2855,,FRESHWATER DIADROM. FISH PREPARED NES,2620,, +Meat Meal,2749,,MEAT PREPARED NES,2420,, +Cheese,2741,,CHEESE WHOLE COW MILK,3870,, +Whey,2742,,WHEY FRESH,260,, diff --git a/inst/extdata/aglu/FAO/MAPPING_FAO_FBS_SUA.csv b/inst/extdata/aglu/FAO/MAPPING_FAO_FBS_SUA.csv new file mode 100644 index 00000000..20166bac --- /dev/null +++ b/inst/extdata/aglu/FAO/MAPPING_FAO_FBS_SUA.csv @@ -0,0 +1,477 @@ +# File: MAPPING_FAO_FBS_SUA.csv +# Title: Item mapping between FAO FBS and SUA +# Units: NA +# Description: The mapping is compiled based on the available info +# Data source: FAOSTAT (main domain:SCL and FBS FAO.udpate:) +# Date of CSV last update: 2023-08-07 +# Column types: icccic +# ---------- +FAO_FBS_code,FBS_label,CPC_code,SUA_label,SCL_item_code,SCL_item +2511,Wheat and products,0111,wheat,15,Wheat +2511,Wheat and products,23110,wheat and meslin flour,16,"Flour, wheat" +2511,Wheat and products,23180,mixes and doughs for the preparation of bakers' wares,114,Mixes and doughs +2511,Wheat and products,23710,"uncooked pasta, not stuffed or otherwise prepared",18,Macaroni +2511,Wheat and products,23140.01,germ of wheat [only calories),19,"Germ, wheat" +2511,Wheat and products,23140.02,bulgur,21,Bulgur +2511,Wheat and products,23140.03,breakfast cereals,41,"Cereals, breakfast" +2511,Wheat and products,23220.01,starch of wheat,23,"Starch, wheat" +2511,Wheat and products,23220.02,wheat gluten [only calories],24,"Gluten, wheat" +2511,Wheat and products,23490.01,"communion wafers, empty cachets of a kind suitable for pharmaceutical use, sealing wafers, rice paper and similar products.",110,Wafers +2511,Wheat and products,23999.02,"food preparations of flour, meal or malt extract",115,"Food preparations, flour, malt extract" +2511,Wheat and products,39120.01,bran of wheat [only calories],17,"Bran, wheat" +2511,Wheat and products,F0020,bread,20,Bread +2511,Wheat and products,F0022,pastry,22,Pastry +2807,Rice and products,0113,rice,27,"Rice, paddy" +2807,Rice and products,23162,husked rice,28,"Rice, husked" +2807,Rice and products,23120.01,flour of rice,38,"Flour, rice" +2807,Rice and products,23161.01,"rice, milled (husked)",29,"Rice, milled/husked" +2807,Rice and products,23161.02,"rice, milled",31,"Rice, milled" +2807,Rice and products,23161.03,"rice, broken",32,"Rice, broken" +2807,Rice and products,23220.03,starch of rice,34,"Starch, rice" +2807,Rice and products,39120.02,bran of rice [only calories],35,"Bran, rice" +2807,Rice and products,39130.01,"rice, gluten [only calories]",33,"Gluten, rice" +2513,Barley and products,0115,barley,44,Barley +2513,Barley and products,24320,"malt, whether or not roasted",49,Malt +2513,Barley and products,23120.02,barley flour and grits [only calories],48,"Flour, barley and grits" +2513,Barley and products,23140.04,pot barley,45,"Barley, pot" +2513,Barley and products,23140.05,"barley, pearled",46,"Barley, pearled" +2513,Barley and products,23999.01,malt extract,50,Malt extract +2513,Barley and products,39120.03,bran of barley [only calories],47,"Bran, barley" +2514,Maize and products (including white maize),0112,maize (corn),56,Maize +2514,Maize and products (including white maize),23120.03,flour of maize,58,"Flour, maize" +2514,Maize and products (including white maize),23140.06,germ of maize [only calories],57,"Germ, maize" +2514,Maize and products (including white maize),23220.04,starch of maize,64,"Starch, maize" +2514,Maize and products (including white maize),39120.04,bran of maize [only calories],59,"Bran, maize" +2514,Maize and products (including white maize),39130.02,maize gluten [only calories],63,"Gluten, maize" +2514,Maize and products (including white maize),39130.04,gluten feed and meal,846,"Feed and meal, gluten" +2515,Rye and products,0116,rye,71,Rye +2515,Rye and products,23120.04,flour of rye,72,"Flour, rye" +2515,Rye and products,39120.05,bran of rye [only calories],73,"Bran, rye" +2516,Oats and products,0117,oats,75,Oats +2516,Oats and products,23140.07,"oats, rolled",76,Oats rolled +2516,Oats and products,39120.06,bran of oats [only calories],77,"Bran, oats" +2517,Millet and products,0118,millet,79,Millet +2517,Millet and products,23120.05,flour of millet,80,"Flour, millet" +2517,Millet and products,39120.07,bran of millet [only calories],81,"Bran, millet" +2518,Sorghum and products,0114,sorghum,83,Sorghum +2518,Sorghum and products,23120.06,flour of sorghum,84,"Flour, sorghum" +2518,Sorghum and products,39120.08,bran of sorghum [only calories],85,"Bran, sorghum" +2520,"Cereals, Other and products",01191,triticale,97,Triticale +2520,"Cereals, Other and products",01192,buckwheat,89,Buckwheat +2520,"Cereals, Other and products",01193,fonio,94,Fonio +2520,"Cereals, Other and products",01194,quinoa,92,Quinoa +2520,"Cereals, Other and products",01195,canary seed,101,Canary seed +2520,"Cereals, Other and products",01199.02,mixed grain,103,"Grain, mixed" +2520,"Cereals, Other and products",01199.90,other cereals n.e.c.,108,Cereals nes +2520,"Cereals, Other and products",23120.07,flour of buckwheat,90,"Flour, buckwheat" +2520,"Cereals, Other and products",23120.08,flour of fonio,95,"Flour, fonio" +2520,"Cereals, Other and products",23120.09,flour of triticale,98,"Flour, triticale" +2520,"Cereals, Other and products",23120.10,flour of mixed grain,104,"Flour, mixed grain" +2520,"Cereals, Other and products",23120.90,flour of cereals nes,111,"Flour, cereals" +2520,"Cereals, Other and products",23140.08,cereal preparations,113,Cereal preparations nes +2520,"Cereals, Other and products",39120.09,bran of buckwheat [only calories],91,"Bran, buckwheat" +2520,"Cereals, Other and products",39120.10,bran of fonio [only calories],96,"Bran, fonio" +2520,"Cereals, Other and products",39120.11,bran of triticale [only calories],99,"Bran, triticale" +2520,"Cereals, Other and products",39120.12,bran of mixed grain [only calories],105,"Bran, mixed grains" +2520,"Cereals, Other and products",39120.13,bran of cereals nes [only calories],112,"Bran, cereals nes" +2531,Potatoes and products,01510,potatoes,116,Potatoes +2531,Potatoes and products,21313,"potatoes, frozen",118,"Potatoes, frozen" +2531,Potatoes and products,21392,"flour, meal, powder, flakes, granules and pellets of potatoes",117,"Flour, potatoes" +2531,Potatoes and products,23220.05,starch of potatoes,119,"Starch, potatoes" +2531,Potatoes and products,23230.01,tapioca of potatoes,121,"Tapioca, potatoes" +2533,Sweet potatoes and products,01530,sweet potatoes,122,Sweet potatoes +2532,Cassava and products,01520.01,"cassava, fresh",125,Cassava +2532,Cassava and products,01520.02,"cassava, dried",128,Cassava dried +2532,Cassava and products,23170.01,flour of cassava,126,"Flour, cassava" +2532,Cassava and products,23220.06,starch of cassava,129,"Starch, cassava" +2532,Cassava and products,23230.02,tapioca of cassava,127,"Tapioca, cassava" +2535,Yams and products,01540,yams,137,Yams +2534,"Roots, Other and products",01550,taro,136,Taro (cocoyam) +2534,"Roots, Other and products",01591,yautia,135,Yautia (cocoyam) +2534,"Roots, Other and products",01599.10,"edible roots and tubers with high starch or inulin content, n.e.c., fresh",149,Roots and tubers nes +2534,"Roots, Other and products",01599.20,"edible roots and tubers with high starch or inulin content, n.e.c., dry",151,Roots and tubers dried +2534,"Roots, Other and products",23170.02,flour of roots and tubers nes,150,"Flour, roots and tubers nes" +2536,Sugar cane and products,01802,sugar cane,156,Sugar cane +2537,Sugar beet and products,01801,sugar beet,157,Sugar beet +2541,Sugar non-centrifugal and products,23511.02,"cane sugar, non-centrifugal",163,Sugar non-centrifugal +2542,Sugar (Raw Equivalent) and products,23512,beet sugar,, +2542,Sugar (Raw Equivalent) and products,23520,refined sugar,164,Sugar refined +2542,Sugar (Raw Equivalent) and products,23511.01,"cane sugar, centrifugal",158,"Sugar, cane, raw, centrifugal" +2542,Sugar (Raw Equivalent) and products,2351F,raw cane or beet sugar (centrifugal only),, +2542,Sugar (Raw Equivalent) and products,23670.01,sugar confectionery,168,Sugar confectionery +2745,Honey and products,02910,natural honey,1182,"Honey, natural" +2543,"Sweeteners, Other and products",01809,other sugar crops n.e.c.,161,Sugar crops nes +2543,"Sweeteners, Other and products",23530,"refined cane or beet sugar, in solid form, containing added flavouring or colouring matter; maple sugar and maple syrup",160,Maple sugar and syrups +2543,"Sweeteners, Other and products",23540,"molasses (from beet, cane and maize) [only calories]",165,Molasses +2543,"Sweeteners, Other and products",24490,other non-alcoholic caloric beverages n.e.c,, +2543,"Sweeteners, Other and products",23210.01,"fructose, chemically pure",154,Fructose chemically pure +2543,"Sweeteners, Other and products",23210.02,"maltose, chemically pure",155,Maltose chemically pure +2543,"Sweeteners, Other and products",23210.03,other fructose and syrup,166,"Fructose and syrup, other" +2543,"Sweeteners, Other and products",23210.04,sugar and syrups nes,167,Sugar nes +2543,"Sweeteners, Other and products",23210.05,glucose and dextrose,172,Glucose and dextrose +2543,"Sweeteners, Other and products",23210.06,lactose,173,Lactose +2543,"Sweeteners, Other and products",23210.08,isoglucose,175,Isoglucose +2546,Beans and products,01701,"beans, dry",176,"Beans, dry" +2547,Peas and products,01705,"peas, dry",187,"Peas, dry" +2549,"Pulses, Other and products",01702,"broad beans and horse beans, dry",181,"Broad beans, horse beans, dry" +2549,"Pulses, Other and products",01703,"chick peas, dry",191,Chick peas +2549,"Pulses, Other and products",01704,"lentils, dry",201,Lentils +2549,"Pulses, Other and products",01706,"cow peas, dry",195,"Cow peas, dry" +2549,"Pulses, Other and products",01707,"pigeon peas, dry",197,Pigeon peas +2549,"Pulses, Other and products",01708,"bambara beans, dry",203,Bambara beans +2549,"Pulses, Other and products",01709.01,vetches,205,Vetches +2549,"Pulses, Other and products",01709.02,lupins,210,Lupins +2549,"Pulses, Other and products",01709.90,other pulses n.e.c.,211,Pulses nes +2549,"Pulses, Other and products",23170.03,flour of pulses,212,"Flour, pulses" +2549,"Pulses, Other and products",39120.14,bran of pulses [only calories],213,"Bran, pulses" +2551,Nuts and products,01371,"almonds, in shell",221,"Almonds, with shell" +2551,Nuts and products,01372,"cashew nuts, in shell",217,"Cashew nuts, with shell" +2551,Nuts and products,01373,"chestnuts, in shell",220,Chestnut +2551,Nuts and products,01374,"hazelnuts, in shell",225,"Hazelnuts, with shell" +2551,Nuts and products,01375,"pistachios, in shell",223,Pistachios +2551,Nuts and products,01376,"walnuts, in shell",222,"Walnuts, with shell" +2551,Nuts and products,01377,"brazil nuts, in shell",216,"Brazil nuts, with shell" +2551,Nuts and products,21422,"almonds, shelled",231,Almonds shelled +2551,Nuts and products,21423,"hazelnuts, shelled",233,"Hazelnuts, shelled" +2551,Nuts and products,21424,"cashew nuts, shelled",230,"Cashew nuts, shelled" +2551,Nuts and products,01379.01,areca nuts,226,Areca nuts +2551,Nuts and products,01379.02,kola nuts,224,Kola nuts +2551,Nuts and products,01379.90,"other nuts (excluding wild edible nuts and groundnuts), in shell, n.e.c.",234,Nuts nes +2551,Nuts and products,21429.01,"brazil nuts, shelled",229,"Brazil nuts, shelled" +2551,Nuts and products,21429.02,"walnuts, shelled",232,"Walnuts, shelled" +2551,Nuts and products,F0235,prepared nuts,235,"Nuts, prepared (exc. groundnuts)" +2552,Groundnuts (Shelled Eq) and products,0142,"groundnuts, excluding shelled",242,"Groundnuts, with shell" +2552,Groundnuts (Shelled Eq) and products,21421,"groundnuts, shelled",243,"Groundnuts, shelled" +2552,Groundnuts (Shelled Eq) and products,21495.01,prepared groundnuts,246,"Groundnuts, prepared" +2552,Groundnuts (Shelled Eq) and products,21495.02,peanut butter,247,Peanut butter +2555,Soyabeans and products,0141,soya beans,236,Soybeans +2555,Soyabeans and products,23995.01,soya sauce,239,Soya sauce +2555,Soyabeans and products,23995.02,soya paste,240,Soya paste +2555,Soyabeans and products,23999.03,soya curd,241,Soya curd +2557,Sunflower seed and products,01445,sunflower seed,267,Sunflower seed +2558,Rape and Mustardseed and products,01442,mustard seed,292,Mustard seed +2558,Rape and Mustardseed and products,01443,rapeseed or colza seed,270,Rapeseed +2558,Rape and Mustardseed and products,23995.03,flour of mustard seed,295,"Flour, mustard" +2559,Cottonseed and products,0143,cottonseed,329,Cottonseed +2560,Coconuts (including copra) and products,01460,"coconuts, in shell",249,Coconuts +2560,Coconuts (including copra) and products,01492,copra,251,Copra +2560,Coconuts (including copra) and products,21429.07,"coconuts, desiccated",250,"Coconuts, desiccated" +2561,Sesame seed and products,01444,sesame seed,289,Sesame seed +2562,Palm kernels and products,01491.01,oil palm fruit,254,Oil palm fruit +2562,Palm kernels and products,01491.02,palm kernels [only calories],256,Palm kernels +2563,Olives (including preserved) and products,01450,olives,260,Olives +2563,Olives (including preserved) and products,F0262,olives preserved,262,Olives preserved +2570,"Oilcrops, Other and products",01441,linseed,333,Linseed +2570,"Oilcrops, Other and products",01446,safflower seed,280,Safflower seed +2570,"Oilcrops, Other and products",01447,castor oil seeds,265,Castor oil seed +2570,"Oilcrops, Other and products",01448,poppy seed,296,Poppy seed +2570,"Oilcrops, Other and products",21920,"flours and meals of oil seeds or oleaginous fruits, except those of mustard",343,"Flour, oilseeds" +2570,"Oilcrops, Other and products",01449.01,melonseed,299,Melonseed +2570,"Oilcrops, Other and products",01449.02,hempseed,336,Hempseed +2570,"Oilcrops, Other and products",01449.90,"other oil seeds, n.e.c.",339,Oilseeds nes +2570,"Oilcrops, Other and products",01499.01,karite nuts (sheanuts),263,Karite nuts (sheanuts) +2570,"Oilcrops, Other and products",01499.02,tung nuts,275,Tung nuts +2570,"Oilcrops, Other and products",01499.03,jojoba seeds,277,Jojoba seed +2570,"Oilcrops, Other and products",01499.04,tallowtree seeds,305,Tallowtree seed +2570,"Oilcrops, Other and products",01499.05,kapok fruit,310,Kapok fruit +2570,"Oilcrops, Other and products",01499.06,kapokseed in shell,311,Kapokseed in shell +2570,"Oilcrops, Other and products",01499.07,"kapokseed, shelled",312,Kapokseed shelled +2571,Soyabean Oil and products,2161,soya bean oil,237,"Oil, soybean" +2572,Groundnut Oil and products,2162,groundnut oil,244,"Oil, groundnut" +2573,Sunflowerseed Oil and products,21631.01,"sunflower-seed oil, crude",268,"Oil, sunflower" +2574,Rape and Mustard Oil and products,21641.01,"rapeseed or canola oil , crude",271,"Oil, rapeseed" +2574,Rape and Mustard Oil and products,21641.02,"mustardseed oil, crude",293,"Oil, mustard" +2575,Cottonseed Oil and products,2168,cottonseed oil,331,"Oil, cottonseed" +2576,Palmkernel Oil and products,21691.14,oil of palm kernel,258,"Oil, palm kernel" +2577,Palm Oil and products,2165,palm oil,257,"Oil, palm" +2577,Palm Oil and products,34120,industrial monocarboxylic fatty acids; acid oils from refining,1276,Fatty acids +2577,Palm Oil and products,21932.02,residues of fatty substances,1277,Fatty substance residues +2578,Coconut Oil and products,2166,coconut oil,252,"Oil, coconut (copra)" +2579,Sesameseed Oil and products,21691.07,oil of sesame seed,290,"Oil, sesame" +2580,Olive Oil and products,2167,olive oil,261,"Oil, olive, virgin" +2580,Olive Oil and products,21673,oil of olive residues,274,"Oil, olive residues" +2581,Ricebran Oil and products,21691.01,oil of rice bran,36,"Oil, rice bran" +2582,Maize Germ Oil and products,21691.02,oil of maize,60,"Oil, maize" +2586,"Oilcrops Oil, Other and products",23620,"cocoa butter, fat and oil",664,"Cocoa, butter" +2586,"Oilcrops Oil, Other and products",34550,"animal or vegetable fats and oils and their fractions, chemically modified, except those hydrogenated, inter-esterified, re-esterified or elaidinized; inedible mixtures or preparations of animal or vegetable fats or oils",1274,"Oil, boiled etc" +2586,"Oilcrops Oil, Other and products",21631.02,"safflower-seed oil, crude",281,"Oil, safflower" +2586,"Oilcrops Oil, Other and products",21691.03,butter of karite nuts,264,Butter of karite nuts +2586,"Oilcrops Oil, Other and products",21691.04,oil of castor beans,266,"Oil, castor beans" +2586,"Oilcrops Oil, Other and products",21691.05,oil of tung nuts,276,"Oil, tung nuts" +2586,"Oilcrops Oil, Other and products",21691.06,jojoba oil,278,"Oil, jojoba" +2586,"Oilcrops Oil, Other and products",21691.08,oil of poppy seed,297,"Oil, poppy" +2586,"Oilcrops Oil, Other and products",21691.09,vegetable tallow [only calories],306,Vegetable tallow +2586,"Oilcrops Oil, Other and products",21691.10,stillingia oil,, +2586,"Oilcrops Oil, Other and products",21691.11,oil of kapok,313,"Oil, kapok" +2586,"Oilcrops Oil, Other and products",21691.12,oil of linseed,334,"Oil, linseed" +2586,"Oilcrops Oil, Other and products",21691.13,oil of hempseed,337,"Oil, hempseed" +2586,"Oilcrops Oil, Other and products",21691.90,"other oil of vegetable origin, crude n.e.c.",340,"Oil, vegetable origin nes" +2586,"Oilcrops Oil, Other and products",21693.02,"castor oil, hydrogenated",1273,"Castor oil, hydrogenated (opal wax)" +2586,"Oilcrops Oil, Other and products",21700.01,liquid margarine,1241,"Margarine, liquid" +2586,"Oilcrops Oil, Other and products",21700.02,margarine and shortening,1242,"Margarine, short" +2586,"Oilcrops Oil, Other and products",F1275,hydrogenated oils and fats,1275,"Oil, hydrogenated" +2601,Tomatoes and products,01234,tomatoes,388,Tomatoes +2601,Tomatoes and products,21321,tomato juice,390,"Juice, tomato" +2601,Tomatoes and products,21399.01,paste of tomatoes,391,"Tomatoes, paste" +2601,Tomatoes and products,21399.02,"tomatoes, peeled (o/t vinegar)",392,"Tomatoes, peeled" +2602,Onions and products,01253.02,"onions and shallots, dry (excluding dehydrated)",403,"Onions, dry" +2605,"Vegetables, Other and products",01211,asparagus,367,Asparagus +2605,"Vegetables, Other and products",01212,cabbages,358,Cabbages and other brassicas +2605,"Vegetables, Other and products",01213,cauliflowers and broccoli,393,Cauliflowers and broccoli +2605,"Vegetables, Other and products",01214,lettuce and chicory,372,Lettuce and chicory +2605,"Vegetables, Other and products",01215,spinach,373,Spinach +2605,"Vegetables, Other and products",01216,artichokes,366,Artichokes +2605,"Vegetables, Other and products",01221,watermelons,567,Watermelons +2605,"Vegetables, Other and products",01229,cantaloupes and other melons,568,"Melons, other (inc.cantaloupes)" +2605,"Vegetables, Other and products",01231,"chillies and peppers, green (capsicum spp. and pimenta spp.)",401,"Chillies and peppers, green" +2605,"Vegetables, Other and products",01232,cucumbers and gherkins,397,Cucumbers and gherkins +2605,"Vegetables, Other and products",01233,eggplants (aubergines),399,Eggplants (aubergines) +2605,"Vegetables, Other and products",01235,"pumpkins, squash and gourds",394,"Pumpkins, squash and gourds" +2605,"Vegetables, Other and products",01242,"peas, green",417,"Peas, green" +2605,"Vegetables, Other and products",01243,"broad beans and horse beans, green",420,"Vegetables, leguminous nes" +2605,"Vegetables, Other and products",01251,carrots and turnips,426,Carrots and turnips +2605,"Vegetables, Other and products",01252,green garlic,406,Garlic +2605,"Vegetables, Other and products",01254,leeks and other alliaceous vegetables,407,"Leeks, other alliaceous vegetables" +2605,"Vegetables, Other and products",01270,mushrooms and truffles,449,Mushrooms and truffles +2605,"Vegetables, Other and products",01356,locust beans (carobs),461,Carobs +2605,"Vegetables, Other and products",01691,chicory roots,459,Chicory roots +2605,"Vegetables, Other and products",21329,other vegetable juices,466,"Juice, vegetables nes" +2605,"Vegetables, Other and products",21340,"vegetables, pulses and potatoes, preserved by vinegar or acetic acid",471,Vegetables in vinegar +2605,"Vegetables, Other and products",01219.01,cassava leaves,378,Cassava leaves +2605,"Vegetables, Other and products",01239.01,okra,430,Okra +2605,"Vegetables, Other and products",01241.01,string beans,423,String beans +2605,"Vegetables, Other and products",01241.90,"other beans, green",414,"Beans, green" +2605,"Vegetables, Other and products",01253.01,"onions and shallots, green",402,"Onions, shallots, green" +2605,"Vegetables, Other and products",01290.01,green corn (maize),446,"Maize, green" +2605,"Vegetables, Other and products",01290.90,"other vegetables, fresh n.e.c.",463,"Vegetables, fresh nes" +2605,"Vegetables, Other and products",21319.01,"sweet corn, frozen",447,Sweet corn frozen +2605,"Vegetables, Other and products",21330.90,other vegetables provisionally preserved,474,"Vegetables, temporarily preserved" +2605,"Vegetables, Other and products",21393.01,dried mushrooms,450,"Mushrooms, dried" +2605,"Vegetables, Other and products",21393.90,"vegetables, dehydrated",469,"Vegetables, dehydrated" +2605,"Vegetables, Other and products",21397.01,canned mushrooms,451,"Mushrooms, canned" +2605,"Vegetables, Other and products",21399.03,"sweet corn, prepared or preserved",448,Sweet corn prep or preserved +2605,"Vegetables, Other and products",23912.01,coffee substitutes,658,"Coffee, substitutes containing coffee" +2605,"Vegetables, Other and products",23991.02,homogenized vegetable preparations,476,"Vegetables, homogenized preparations" +2605,"Vegetables, Other and products",F0472,vegetables preserved nes (o/t vinegar),472,"Vegetables, preserved nes" +2605,"Vegetables, Other and products",F0473,vegetables frozen,473,"Vegetables, frozen" +2605,"Vegetables, Other and products",F0475,vegetables preserved (frozen),475,"Vegetables, preserved, frozen" +2611,"Oranges, Mandarines and products",01323,oranges,490,Oranges +2611,"Oranges, Mandarines and products",01324,"tangerines, mandarins, clementines",495,"Tangerines, mandarins, clementines, satsumas" +2611,"Oranges, Mandarines and products",21431.01,orange juice,491,"Juice, orange, single strength" +2611,"Oranges, Mandarines and products",21431.02,"orange juice, concentrated",492,"Juice, orange, concentrated" +2611,"Oranges, Mandarines and products",21439.01,juice of tangerine,496,"Juice, tangerine" +2612,"Lemons, Limes and products",01322,lemons and limes,497,Lemons and limes +2612,"Lemons, Limes and products",21439.02,juice of lemon,498,"Juice, lemon, single strength" +2612,"Lemons, Limes and products",21439.03,"Lemon juice, concentrated",499,"Juice, lemon, concentrated" +2613,Grapefruit and products,01321,pomelos and grapefruits,507,Grapefruit (inc. pomelos) +2613,Grapefruit and products,21432,grapefruit juice,509,"Juice, grapefruit" +2613,Grapefruit and products,21432.01,"grapefruit juice, concentrated",510,"Juice, grapefruit, concentrated" +2614,"Citrus, Other and products",01329,"other citrus fruit, n.e.c.",512,"Fruit, citrus nes" +2614,"Citrus, Other and products",21439.04,Juice of citrus fruit n.e.c.,513,"Juice, citrus, single strength" +2614,"Citrus, Other and products",21439.05,"Citrus juice, concentrated n.e.c.",514,"Juice, citrus, concentrated" +2615,Bananas and products,01312,bananas,486,Bananas +2616,Plantains and products,01313,plantains and others,489,Plantains and others +2617,Apples and products,01341,apples,515,Apples +2617,Apples and products,21435.01,apple juice,518,"Juice, apple, single strength" +2617,Apples and products,21435.02,"apple juice, concentrated",519,"Juice, apple, concentrated" +2618,Pineapples and products,01318,pineapples,574,Pineapples +2618,Pineapples and products,21433,pineapple juice,576,"Juice, pineapple" +2618,Pineapples and products,21491,"pineapples, otherwise prepared or preserved",575,Pineapples canned +2618,Pineapples and products,21433.01,"juice of pineapples, concentrated",580,"Juice, pineapple, concentrated" +2619,Dates and products,01314,dates,577,Dates +2620,Grapes and products (excludingexcl wine) and products,01330,grapes,560,Grapes +2620,Grapes and products (excludingexcl wine) and products,21411,raisins,561,Raisins +2620,Grapes and products (excludingexcl wine) and products,21434,grape juice,562,"Juice, grape" +2620,Grapes and products (excludingexcl wine) and products,24212.01,must of grape,563,"Grapes, must" +2625,"Fruits, Other and products",01311,avocados,572,Avocados +2625,"Fruits, Other and products",01315,figs,569,Figs +2625,"Fruits, Other and products",01316,"mangoes, guavas, mangosteens",571,"Mangoes, mangosteens, guavas" +2625,"Fruits, Other and products",01317,papayas,600,Papayas +2625,"Fruits, Other and products",01319,"other tropical fruits, n.e.c.",603,"Fruit, tropical fresh nes" +2625,"Fruits, Other and products",01343,apricots,526,Apricots +2625,"Fruits, Other and products",01345,peaches and nectarines,534,Peaches and nectarines +2625,"Fruits, Other and products",01346,plums and sloes,536,Plums and sloes +2625,"Fruits, Other and products",01352,kiwi fruit,592,Kiwi fruit +2625,"Fruits, Other and products",01354,strawberries,544,Strawberries +2625,"Fruits, Other and products",21412,"plums, dried",537,Plums dried (prunes) +2625,"Fruits, Other and products",01342.01,pears,521,Pears +2625,"Fruits, Other and products",01342.02,quinces,523,Quinces +2625,"Fruits, Other and products",01344.01,sour cherries,530,"Cherries, sour" +2625,"Fruits, Other and products",01344.02,cherries,531,Cherries +2625,"Fruits, Other and products",01349.10,other pome fruits,542,"Fruit, pome nes" +2625,"Fruits, Other and products",01349.20,other stone fruits,541,"Fruit, stone nes" +2625,"Fruits, Other and products",01351.01,currants,550,Currants +2625,"Fruits, Other and products",01351.02,gooseberries,549,Gooseberries +2625,"Fruits, Other and products",01353.01,raspberries,547,Raspberries +2625,"Fruits, Other and products",01355.01,blueberries,552,Blueberries +2625,"Fruits, Other and products",01355.02,cranberries,554,Cranberries +2625,"Fruits, Other and products",01355.90,other berries and fruits of the genus vaccinium,558,Berries nes +2625,"Fruits, Other and products",01359.01,persimmons,587,Persimmons +2625,"Fruits, Other and products",01359.02,cashewapple,591,Cashewapple +2625,"Fruits, Other and products",01359.90,other fruits n.e.c.,619,"Fruit, fresh nes" +2625,"Fruits, Other and products",21419.01,"apricots, dried",527,"Apricots, dry" +2625,"Fruits, Other and products",21419.02,"figs, dried",570,Figs dried +2625,"Fruits, Other and products",21419.91,"other tropical fruit, dried [only calories]",604,"Fruit, tropical dried nes" +2625,"Fruits, Other and products",21419.99,"other fruit n.e.c., dried",620,"Fruit, dried nes" +2625,"Fruits, Other and products",21439.06,Juice of plum,538,"Juice, plum, single strength" +2625,"Fruits, Other and products",21439.07,"Juice of plum, concentrated",539,"Juice, plum, concentrated" +2625,"Fruits, Other and products",21439.08,Juice of mango,583,"Juice, mango" +2625,"Fruits, Other and products",21439.90,juice of fruits n.e.c.,622,"Juice, fruit nes" +2625,"Fruits, Other and products",23170.04,flour of fruits,624,"Flour, fruit" +2625,"Fruits, Other and products",23670.02,"fruit, nuts, peel, sugar preserved",625,"Fruits, nuts, peel, sugar preserved" +2625,"Fruits, Other and products",23991.03,"homogenized cooked fruit, prepared",626,"Fruit, cooked, homogenized preparations" +2625,"Fruits, Other and products",F0623,fruit prepared n.e.c.,623,"Fruit, prepared nes" +2630,Coffee and products,01610,"coffee, green",656,"Coffee, green" +2630,Coffee and products,23911,"coffee, decaffeinated or roasted",657,"Coffee, roasted" +2630,Coffee and products,23912.02,coffee extracts,659,"Coffee, extracts" +2633,Cocoa Beans and products,01640,cocoa beans,661,"Cocoa, beans" +2633,Cocoa Beans and products,23610.01,cocoa paste not defatted,662,"Cocoa, paste" +2633,Cocoa Beans and products,F0665,cocoa powder and cake [only calories],665,"Cocoa, powder & cake" +2633,Cocoa Beans and products,F0666,chocolate products nes,666,Chocolate products nes +2635,Tea (including mate) and products,01620,tea leaves,667,Tea +2635,Tea (including mate) and products,01630,maté leaves,671,Mate +2635,Tea (including mate) and products,23914,"extracts, essences and concentrates of tea or mate, and preparations with a basis thereof or with a basis of tea or maté",672,"Tea, mate extracts" +2640,Pepper and products,01651,"pepper (piper spp.), raw",687,Pepper (piper spp.) +2641,Pimento and products,01652,"chillies and peppers, dry (capsicum spp. and pimenta spp.), raw",689,"Chillies and peppers, dry" +2642,Cloves and products,01656,"cloves (whole stems), raw",698,Cloves +2645,"Spices, Other and products",01653,"nutmeg, mace, cardamoms, raw",702,"Nutmeg, mace and cardamoms" +2645,"Spices, Other and products",01654,"anise, badian, coriander, cumin, caraway, fennel and juniper berries, raw",711,"Anise, badian, fennel, coriander" +2645,"Spices, Other and products",01655,"cinnamon and cinnamon-tree flowers, raw",693,Cinnamon (cannella) +2645,"Spices, Other and products",01657,"ginger, raw",720,Ginger +2645,"Spices, Other and products",01658,"vanilla, raw",692,Vanilla +2645,"Spices, Other and products",01699,"other stimulant, spice and aromatic crops, n.e.c.",723,Spices nes +2655,Wine and products,24220,vermouth and other wine of fresh grapes flavoured with plats or aromatic substances,565,Vermouths & similar +2655,Wine and products,24212.02,wine,564,Wine +2656,Beer and products,24310.01,"Beer of barley, malted",51,Beer of barley +2657,"Beverages, Fermented and products",24230.01,wheat-fermented beverages,26,"Beverages, fermented wheat" +2657,"Beverages, Fermented and products",24230.02,rice-fermented beverages,39,"Beverages, fermented rice" +2657,"Beverages, Fermented and products",24230.03,cider and other fermented beverages,517,Cider etc +2657,"Beverages, Fermented and products",24310.02,"Beer of maize, malted",66,Beer of maize +2657,"Beverages, Fermented and products",24310.03,"Beer of millet, malted",82,Beer of millet +2657,"Beverages, Fermented and products",24310.04,"Beer of sorghum, malted",86,Beer of sorghum +2658,"Beverages, Alcoholic and products",2413,"undenatured ethyl alcohol of an alcoholic strength by volume of less than 80% vol; spirits, liqueurs and other spirituous beverages",634,"Beverages, distilled alcoholic" +2659,"Alcohol, Non-Food and products",24110,undenatured ethyl alcohol of an alcoholic strength by volume of 80% vol or higher,632,Alcohol non food +2731,Bovine Meat and products,21112,"meat of buffalo, fresh or chilled",947,"Meat, buffalo" +2731,Bovine Meat and products,21182,"bovine meat, salted, dried or smoked",872,"Meat, beef, dried, salted, smoked" +2731,Bovine Meat and products,21185,"extracts and juices of meat, fish, crustaceans, molluscs or other aquatic invertebrates",873,"Meat, extracts" +2731,Bovine Meat and products,21111.01,"meat of cattle with the bone, fresh or chilled",867,"Meat, cattle" +2731,Bovine Meat and products,21111.02,"meat of cattle boneless, fresh or chilled",870,"Meat, cattle, boneless (beef & veal)" +2731,Bovine Meat and products,21184.01,"sausages and similar products of meat, offal or blood of beef and veal",874,"Meat, beef and veal sausages" +2731,Bovine Meat and products,23991.04,homogenized meat preparations,877,"Meat, homogenized preparations" +2731,Bovine Meat and products,F0875,beef and veal preparations nes,875,"Meat, beef, preparations" +2732,Mutton & and Goat Meat and products,21115,"meat of sheep, fresh or chilled",977,"Meat, sheep" +2732,Mutton & and Goat Meat and products,21116,"meat of goat, fresh or chilled",1017,"Meat, goat" +2733,Pigmeat and products,21181,"pig meat, cuts, salted, dried or smoked (bacon and ham)",1039,Bacon and ham +2733,Pigmeat and products,21113.01,"meat of pig with the bone, fresh or chilled",1035,"Meat, pig" +2733,Pigmeat and products,21113.02,"meat of pig boneless, fresh or chilled",1038,"Meat, pork" +2733,Pigmeat and products,21184.02,"sausages and similar products of meat, offal or blood of pig",1041,"Meat, pig sausages" +2733,Pigmeat and products,F1042,pig meat preparations,1042,"Meat, pig, preparations" +2734,Poultry Meat and products,21121,"meat of chickens, fresh or chilled",1058,"Meat, chicken" +2734,Poultry Meat and products,21122,"meat of ducks, fresh or chilled",1069,"Meat, duck" +2734,Poultry Meat and products,21123,"meat of geese, fresh or chilled",1073,"Meat, goose and guinea fowl" +2734,Poultry Meat and products,21124,"meat of turkeys, fresh or chilled",1080,"Meat, turkey" +2734,Poultry Meat and products,21189.02,fatty liver preparations,1060,"Fat, liver prepared (foie gras)" +2734,Poultry Meat and products,F1061,poultry meat preparations,1061,"Meat, chicken, canned" +2735,"Meat, Other and products",02920,"snails, fresh, chilled, frozen, dried, salted or in brine, except sea snails",1176,"Snails, not sea" +2735,"Meat, Other and products",21114,"meat of rabbits and hares, fresh or chilled",1141,"Meat, rabbit" +2735,"Meat, Other and products",21183,"other meat and edible meat offal, salted, in brine, dried or smoked; edible flours and meals of meat or meat offal",1164,"Meat, dried nes" +2735,"Meat, Other and products",21117.01,"meat of camels, fresh or chilled",1127,"Meat, camel" +2735,"Meat, Other and products",21117.02,"meat of other domestic camelids, fresh or chilled",, +2735,"Meat, Other and products",21118.01,"horse meat, fresh or chilled",1097,"Meat, horse" +2735,"Meat, Other and products",21118.02,"meat of asses, fresh or chilled",1108,"Meat, ass" +2735,"Meat, Other and products",21118.03,"meat of mules, fresh or chilled",1111,"Meat, mule" +2735,"Meat, Other and products",21119.01,"meat of other domestic rodents, fresh or chilled",1151,"Meat, other rodents" +2735,"Meat, Other and products",21170.01,"meat of pigeons and other birds n.e.c., fresh, chilled or frozen",1089,"Meat, bird nes" +2735,"Meat, Other and products",21170.02,"game meat, fresh, chilled or frozen",1163,"Meat, game" +2735,"Meat, Other and products",21170.92,"other meat n.e.c., fresh, chilled or frozen",1166,Meat nes +2735,"Meat, Other and products",F1172,meat prepared n.e.c.,1172,"Meat nes, preparations" +2736,"Offals, Edible and products",21151,"edible offal of cattle, fresh, chilled or frozen",868,"Offals, edible, cattle" +2736,"Offals, Edible and products",21152,"edible offal of buffalo, fresh, chilled or frozen",948,"Offals, edible, buffaloes" +2736,"Offals, Edible and products",21153,"edible offal of pigs, fresh, chilled or frozen",1036,"Offals, pigs, edible" +2736,"Offals, Edible and products",21155,"edible offal of sheep, fresh, chilled or frozen",978,"Offals, sheep,edible" +2736,"Offals, Edible and products",21156,"edible offal of goat, fresh, chilled or frozen",1018,"Offals, edible, goats" +2736,"Offals, Edible and products",21159.01,"edible offals of horses and other equines, fresh, chilled or frozen",1098,"Offals, horses" +2736,"Offals, Edible and products",21159.02,"edible offals of camels and other camelids, fresh, chilled or frozen",1128,"Offals, edible, camels" +2736,"Offals, Edible and products",21160.01,"edible offals and liver of chickens and guinea fowl, fresh, chilled or frozen",1059,"Offals, liver chicken" +2736,"Offals, Edible and products",21160.02,"edible offals and liver of geese, fresh, chilled or frozen",1074,"Offals, liver geese" +2736,"Offals, Edible and products",21160.03,"edible offals and liver of ducks, fresh, chilled or frozen",1075,"Offals, liver duck" +2736,"Offals, Edible and products",21160.04,"edible offals and liver of turkey,fresh, chilled or frozen",1081,"Offals, liver turkeys" +2736,"Offals, Edible and products",21170.93,"offals n.e.c.,fresh, chilled or frozen",1167,Offals nes +2736,"Offals, Edible and products",21189.01,liver preparations,878,Liver prep. +2737,"Fats, Animals, Raw and products",21512,"cattle fat, unrendered",869,"Fat, cattle" +2737,"Fats, Animals, Raw and products",21513,"buffalo fat, unrendered",949,"Fat, buffaloes" +2737,"Fats, Animals, Raw and products",21514,"sheep fat, unrendered",979,"Fat, sheep" +2737,"Fats, Animals, Raw and products",21515,"goat fat, unrendered",1019,"Fat, goats" +2737,"Fats, Animals, Raw and products",21521,"pig fat, rendered",1043,Lard +2737,"Fats, Animals, Raw and products",21522,"poultry fat, rendered",1066,"Fat, poultry, rendered" +2737,"Fats, Animals, Raw and products",21523,tallow,1225,Tallow +2737,"Fats, Animals, Raw and products",21511.01,fat of pigs,1037,"Fat, pigs" +2737,"Fats, Animals, Raw and products",21511.02,"pig, butcher fat [only calories]",1040,"Fat, pig butcher" +2737,"Fats, Animals, Raw and products",21511.03,fat of poultry,1065,"Fat, poultry" +2737,"Fats, Animals, Raw and products",21512.01,"cattle, butcher fat [only calories]",871,"Fat, cattle butcher" +2737,"Fats, Animals, Raw and products",21519.02,fat of camels,1129,"Fat, camels" +2737,"Fats, Animals, Raw and products",21519.03,fat of other camelids,1160,"Fat, other camelids" +2737,"Fats, Animals, Raw and products",21529.02,lard stearine and lard oil,1221,Lard stearine oil +2737,"Fats, Animals, Raw and products",21529.03,animal oils and fats nes,1168,"Oils, fats of animal nes" +2737,"Fats, Animals, Raw and products",21932.01,degras,1222,Degras +2737,"Fats, Animals, Raw and products",F0994,wool grease and lanolin,994,Grease incl. lanolin wool +2737,"Fats, Animals, Raw and products",F1243,fat preparations n.e.c.,1243,"Fat nes, prepared" +2740,"Butter, Ghee and products",22241.01,butter of cow milk [only calories],886,"Butter, cow milk" +2740,"Butter, Ghee and products",22241.02,ghee from cow milk [only calories],887,"Ghee, butteroil of cow milk" +2740,"Butter, Ghee and products",22242.01,butter of buffalo milk [only calories],952,"Butter, buffalo milk" +2740,"Butter, Ghee and products",22242.02,"ghee, from buffalo milk [only calories]",953,"Ghee, buffalo milk" +2740,"Butter, Ghee and products",22249.01,butter and ghee of sheep milk [only calories],983,"Butter and ghee, sheep milk" +2740,"Butter, Ghee and products",22249.02,butter of goat milk [only calories],1022,"Butter, goat milk" +2743,Cream and products,22120,"cream, fresh [only calories]",885,Cream fresh +2744,Eggs and products,0231,"hen eggs in shell, fresh",1062,"Eggs, hen, in shell" +2744,Eggs and products,0232,"eggs from other birds in shell, fresh, n.e.c.",1091,"Eggs, other bird, in shell" +2744,Eggs and products,23993.01,egg albumin,916,Egg albumine +2744,Eggs and products,23993.02,"eggs, liquid",1063,"Eggs, liquid" +2744,Eggs and products,23993.03,"eggs, dried",1064,"Eggs, dried" +2848,Milk - (Excluding excluding Butter butter) and products,02211,raw milk of cattle,882,"Milk, whole fresh cow" +2848,Milk - (Excluding excluding Butter butter) and products,02212,raw milk of buffalo,951,"Milk, whole fresh buffalo" +2848,Milk - (Excluding excluding Butter butter) and products,02291,raw milk of sheep,982,"Milk, whole fresh sheep" +2848,Milk - (Excluding excluding Butter butter) and products,02292,raw milk of goats,1020,"Milk, whole fresh goat" +2848,Milk - (Excluding excluding Butter butter) and products,02293,raw milk of camel,1130,"Milk, whole fresh camel" +2848,Milk - (Excluding excluding Butter butter) and products,22211,whole milk powder,897,"Milk, whole dried" +2848,Milk - (Excluding excluding Butter butter) and products,22212,skim milk and whey powder,898,"Milk, skimmed dried" +2848,Milk - (Excluding excluding Butter butter) and products,22252,"cheese from milk of buffalo, fresh or processed",955,"Cheese, buffalo milk" +2848,Milk - (Excluding excluding Butter butter) and products,22253,"cheese from milk of sheep, fresh or processed",984,"Cheese, sheep milk" +2848,Milk - (Excluding excluding Butter butter) and products,22254,"cheese from milk of goats, fresh or processed",1021,"Cheese, goat milk" +2848,Milk - (Excluding excluding Butter butter) and products,22260,casein,917,Casein +2848,Milk - (Excluding excluding Butter butter) and products,22270,ice cream and other edible ice [only calories],910,Ice cream and edible ice +2848,Milk - (Excluding excluding Butter butter) and products,22290,dairy products n.e.c. [only calories],909,"Milk, products of natural constituents nes" +2848,Milk - (Excluding excluding Butter butter) and products,22110.02,skim milk of cows,888,"Milk, skimmed cow" +2848,Milk - (Excluding excluding Butter butter) and products,22110.03,reconstituted milk,908,"Milk, reconstituted" +2848,Milk - (Excluding excluding Butter butter) and products,22110.04,skim milk of buffalo,954,"Milk, skimmed buffalo" +2848,Milk - (Excluding excluding Butter butter) and products,22110.05,skim sheep milk,985,"Milk, skimmed sheep" +2848,Milk - (Excluding excluding Butter butter) and products,22110.06,skim milk of goat,1023,"Milk, skimmed goat" +2848,Milk - (Excluding excluding Butter butter) and products,22130.01,"whey, fresh [only calories]",903,"Whey, fresh" +2848,Milk - (Excluding excluding Butter butter) and products,22130.02,"whey, dry",900,"Whey, dry" +2848,Milk - (Excluding excluding Butter butter) and products,22130.03,"whey, condensed",890,"Whey, condensed" +2848,Milk - (Excluding excluding Butter butter) and products,22221.01,"whole milk, evaporated",894,"Milk, whole evaporated" +2848,Milk - (Excluding excluding Butter butter) and products,22221.02,"skim milk, evaporated",895,"Milk, skimmed evaporated" +2848,Milk - (Excluding excluding Butter butter) and products,22222.01,"whole milk, condensed",889,"Milk, whole condensed" +2848,Milk - (Excluding excluding Butter butter) and products,22222.02,"skim milk, condensed",896,"Milk, skimmed condensed" +2848,Milk - (Excluding excluding Butter butter) and products,22230.01,yoghurt,891,Yoghurt +2848,Milk - (Excluding excluding Butter butter) and products,22230.02,"yoghurt, with additives",892,"Yoghurt, concentrated or not" +2848,Milk - (Excluding excluding Butter butter) and products,22230.03,"buttermilk, curdled and acidified milk",893,"Buttermilk, curdled, acidified milk" +2848,Milk - (Excluding excluding Butter butter) and products,22230.04,"buttermilk, dry",899,"Milk, dry buttermilk" +2848,Milk - (Excluding excluding Butter butter) and products,22251.01,cheese from whole cow milk,901,"Cheese, whole cow milk" +2848,Milk - (Excluding excluding Butter butter) and products,22251.02,cheese from skimmed cow milk,904,"Cheese, skimmed cow milk" +2848,Milk - (Excluding excluding Butter butter) and products,22251.03,whey cheese,905,"Whey, cheese" +2848,Milk - (Excluding excluding Butter butter) and products,22251.04,processed cheese,907,"Cheese, processed" +2680,Infant food and products,23991.01,infant food,109,Infant food +2899,Miscellaneous and products,F1232,food preparations n.e.c.,1232,Food prep nes +2761,Freshwater Fish,,,, +2781,"Fish, Body Oil",,,, +2782,"Fish, Liver Oil",,,, +2762,Demersal Fish,,,, +2763,Pelagic Fish,,,, +2764,"Marine Fish, Other",,,, +2765,Crustaceans,,,, +2766,Cephalopods,,,, +2767,"Molluscs, Other",,,, +2769,"Aquatic Animals, Others",,,, +2775,Aquatic Plants,,,, +2768,"Meat, Aquatic Mammals",,,, diff --git a/man/module_xfaostat_L104_FoodMacroNutrient.Rd b/man/module_xfaostat_L104_FoodMacroNutrient.Rd new file mode 100644 index 00000000..8c7cb335 --- /dev/null +++ b/man/module_xfaostat_L104_FoodMacroNutrient.Rd @@ -0,0 +1,26 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/xfaostat_L104_FoodMacroNutrient.R +\name{module_xfaostat_L104_FoodMacroNutrient} +\alias{module_xfaostat_L104_FoodMacroNutrient} +\title{module_xfaostat_L104_FoodMacroNutrient} +\usage{ +module_xfaostat_L104_FoodMacroNutrient(command, ...) +} +\arguments{ +\item{command}{API command to execute} + +\item{...}{other optional parameters, depending on command} +} +\value{ +Depends on \code{command}: either a vector of required inputs, a vector of output names, or (if + \code{command} is "MAKE") all the generated outputs +} +\description{ +Preprocess producer prices +} +\details{ +This chunk compiles balanced supply utilization data in primary equivalent in GCAM region and commodities. +} +\author{ +XZ 2023 +}