{
  "_id": "6a105accacfb0bcc41ca3b70",
  "Package": "sparseDFM",
  "Title": "Estimate Dynamic Factor Models with Sparse Loadings",
  "Version": "1.0",
  "Authors@R": "c(person(given = \"Luke\",\nfamily = \"Mosley\",\nrole = c(\"aut\"),\nemail = \"l.mosley@lancaster.ac.uk\"),\nperson(given = \"Tak-Shing\",\nfamily = \"Chan\",\nrole = c(\"aut\"),\nemail = \"t.t.chan@lancaster.ac.uk\"),\nperson(given = \"Alex\",\nfamily = \"Gibberd\",\nrole = c(\"aut\", \"cre\"),\nemail = \"a.gibberd@lancaster.ac.uk\")\n)",
  "Description": "Implementation of various estimation methods for dynamic\nfactor models (DFMs) including principal components analysis\n(PCA) Stock and Watson (2002) <doi:10.1198/016214502388618960>,\n2Stage Giannone et al. (2008)\n<doi:10.1016/j.jmoneco.2008.05.010>, expectation-maximisation\n(EM) Banbura and Modugno (2014) <doi:10.1002/jae.2306>, and the\nnovel EM-sparse approach for sparse DFMs Mosley et al. (2023)\n<arXiv:2303.11892>. Options to use classic multivariate Kalman\nfilter and smoother (KFS) equations from Shumway and Stoffer\n(1982) <doi:10.1111/j.1467-9892.1982.tb00349.x> or fast\nunivariate KFS equations from Koopman and Durbin (2000)\n<doi:10.1111/1467-9892.00186>, and options for independent and\nidentically distributed (IID) white noise or auto-regressive\n(AR(1)) idiosyncratic errors. Algorithms coded in 'C++' and\nlinked to R via 'RcppArmadillo'.",
  "License": "GPL (>= 3)",
  "Encoding": "UTF-8",
  "RoxygenNote": "7.2.3",
  "VignetteBuilder": "knitr",
  "LazyData": "true",
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  "Packaged": {
    "Date": "2026-05-09 05:50:45 UTC",
    "User": "root"
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  "Author": "Luke Mosley [aut], Tak-Shing Chan [aut], Alex Gibberd [aut,\ncre]",
  "Maintainer": "Alex Gibberd <a.gibberd@lancaster.ac.uk>",
  "Repository": "https://cran.r-universe.dev",
  "Date/Publication": "2023-03-23 18:40:02 UTC",
  "RemoteUrl": "https://github.com/cran/sparseDFM",
  "RemoteRef": "HEAD",
  "RemoteSha": "e6438f1804463a0bb18bcfd97cba909418cd283e",
  "MD5sum": "6cdc517f20b3128243196d8a1ee726ec",
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  "_created": "2026-05-09T05:50:45.000Z",
  "_published": "2026-05-22T13:31:56.862Z",
  "_distro": "noble",
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  "_buildurl": "https://github.com/r-universe/cran/actions/runs/25593246889",
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  "_upstream": "https://github.com/cran/sparseDFM",
  "_commit": {
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    "author": "Alex Gibberd <a.gibberd@lancaster.ac.uk>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 1.0\n",
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  "_maintainer": {
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  "_stars": 1,
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    "name": "cran",
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  "_downloads": {
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    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/sparseDFM"
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  "_searchresults": 7,
  "_topics": [
    "openblas",
    "cpp",
    "openmp"
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  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/sparseDFM.html",
    "manual.pdf"
  ],
  "_realowner": "cran",
  "_cranurl": false,
  "_releases": [
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      "version": "1.0",
      "date": "2023-03-23"
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  ],
  "_exports": [
    "fillNA",
    "kalmanMultivariate",
    "kalmanUnivariate",
    "logspace",
    "missing_data_plot",
    "raggedEdge",
    "sparseDFM",
    "transformData",
    "tuneFactors"
  ],
  "_datasets": [
    {
      "name": "exports",
      "title": "UK Trade in Goods (Exports) Dataset",
      "object": "exports",
      "class": [
        "mts",
        "ts",
        "matrix"
      ],
      "fields": [
        "target.Food & live animals",
        "target.Beverages and tobacco",
        "target.Crude materials",
        "target.Fuels",
        "target.Animal and vegetable oils and fats",
        "target.Chemicals",
        "target.Material manufactures",
        "target.Machinery and transport",
        "target.Miscellaneous manufactures",
        "indicators.iop.IOP..B.CCDGHKM.Mining...quarrying..plus.sub.sector.CC..CD..CG..CH..CK..CM..CVMSA",
        "indicators.iop.IOP..C.19.Manufacturing..excl.Mfr.of.coke...refined.petroleum.products..CVMSA",
        "indicators.iop.IOP..CE.CF.Mfr.of.chemical...chemical.prods...mrf.of.basic.pharm...preps.CVMSA",
        "indicators.iop.IOP..11.12..Manufacture.of.Beverages...Tobacco.Products..CVMSA",
        "indicators.iop.IOP..11.01.6.12..Manufacture.of.alcoholic.beverages...tobacco.products..CVMSA",
        "indicators.iop.IOP..11.07.Manuf.of.soft.drinks..prod.of.mineral...other.bottled.waters..CVMSA",
        "indicators.iop.IOP..10.9.Manufacture.of.prepared.animal.feeds..CVMSA",
        "indicators.iop.IOP..13.Manufacture.Of.Textiles..CVMSA",
        "indicators.iop.IOP..20.Manufacture.Of.Chemicals.And.Chemical.Products..CVMSA",
        "indicators.iop.IOP..14.Manufacture.Of.Wearing.Apparel..CVMSA",
        "indicators.iop.IOP..20A.Manuf.of.industrial.gases.inorganics...fertilisers.20.11.13.15..CVMSA",
        "indicators.iop.IOP..CB.Manufacture.of.textiles.wearing.apparel.and.leather.products..CVMSA",
        "indicators.iop.IOP..16.Manuf.Of.WoodStraw.ArticlesWood.Cork.Products.Except.Furniture.CVMSA",
        "indicators.iop.IOP..20.3.Manuf.of.paintsvarnishessimilar.coatingsprinting.ink.mastics.CVMSA",
        "indicators.iop.IOP..17.Manufacture.Of.Paper.And.Paper.Products..CVMSA",
        "indicators.iop.IOP..20.4.Manuf.of.soapdetergentspolishingperfumestoilet.preparations.CVMSA",
        "indicators.iop.IOP..15.Manufacture.Of.Leather.And.Related.Products..CVMSA",
        "indicators.iop.IOP..20B.Manufacture.of.petrochemicals...20.14.16.17.60..CVMSA",
        "indicators.iop.IOP..CC.Manufacture.of.wood.and.paper.products.and.printing..CVMSA",
        "indicators.iop.IOP..20C.Manufacture.of.dyestuffs.agro.chemicals...20.12.20..CVMSA",
        "indicators.iop.IOP..19.Manufacture.Of.Coke.And.Refined.Petroleum.Products..CVMSA",
        "indicators.iop.IOP..CE.Manufacture.of.chemicals.and.chemical.products..CVMSA",
        "indicators.iop.IOP..18.Printing.And.Reproduction.Of.Recorded.Media..CVMSA",
        "indicators.iop.IOP..20.5.Manufacture.of.other.chemical.products..CVMSA",
        "indicators.iop.IOP..CD.Manufacture.of.coke.and.refined.petroleum.product..CVMSA",
        "indicators.iop.IOP..CF.Manuf.Of.Basic.Pharmaceutical.Prods...Pharmaceutical.Preparations.CVMSA",
        "indicators.iop.IOP..CG.Manuf.of.rubberplastics.prods...other.non.metallic.mineral.prods.CVMSA",
        "indicators.iop.IOP..22.Manufacture.Of.Rubber.And.Plastic.Products..CVMSA",
        "indicators.iop.IOP..21.Manuf.Of.Basic.Pharmaceutical.Prods...Pharmaceutical.Preparations.CVMSA",
        "indicators.iop.IOP..23.5.6.Manuf.of.cementlimeplaster.concretecementplaster.articles.CVMSA",
        "indicators.iop.IOP..CH.Manufacture.of.basic.metals.and.metal.products..CVMSA",
        "indicators.iop.IOP..23.Manufacture.Of.Other.Non.Metallic.Mineral.Products..CVMSA",
        "indicators.iop.IOP..23OTH.Manuf.of.glassclayporcelainceramicstone.prods.23.1.4.7.9.CVMSA",
        "indicators.iop.IOP..24.4.5.Manufacture.of.other.basic.metals.and.casting..CVMSA",
        "indicators.iop.IOP..25.Manuf.Of.Fabricated.Metal.Products.Except.Machinery...Equipment..CVMSA",
        "indicators.iop.IOP..24.Manufacture.Of.Basic.Metals..CVMSA",
        "indicators.iop.IOP..24.1.3.Manufacture.of.basic.iron.and.steel..CVMSA",
        "indicators.iop.IOP..B.E..PRODUCTION..CVMSA",
        "indicators.iop.IOP..05.Mining.Of.Coal.And.Lignite..CVMSA",
        "indicators.iop.IOP..06.Extraction.Of.Crude.Petroleum.And.Natural.Gas..CVMSA",
        "indicators.iop.IOP..B.MINING.AND.QUARRYING..CVMSA",
        "indicators.iop.IOP..C.MANUFACTURING..CVMSA",
        "indicators.iop.IOP..CA.Manufacture.of.Food.products.beverages.and.tobacco..CVMSA",
        "indicators.iop.IOP..10.2.3.Process...preserve.of.fish.crustaceans.molluscs.fruit.veg.CVMSA",
        "indicators.iop.IOP..10.4.Manufacture.of.vegetable.and.animal.oils.and.fats..CVMSA",
        "indicators.iop.IOP..10.Manufacture.Of.Food.Products..CVMSA",
        "indicators.iop.IOP..10.1.Processing...preserving.of.meat...production.of.meat.products..CVMSA",
        "indicators.iop.IOP..10.7.Manufacture.of.bakery.and.farinaceous.products..CVMSA",
        "indicators.iop.IOP..10.8.Manufacture.of.other.food.products..CVMSA",
        "indicators.iop.IOP..10.5.Manufacture.of.dairy.products..CVMSA",
        "indicators.iop.IOP..10.6.Manufacture.of.grain.mill.products.starches...starch.products..CVMSA",
        "indicators.iop.IOP..MIG.IG.Main.Industrial.Groupings...Intermediate.Goods..CVMSA",
        "indicators.iop.IOP..MIG.COG.Main.Industrial.Groupings...Consumer.Goods..CVMSA",
        "indicators.iop.IOP..MIG.CAG.Main.Industrial.Groupings...Capital.Goods..CVMSA",
        "indicators.iop.IOP..MIG.NRG.Main.Industrial.Groupings...Energy..CVMSA",
        "indicators.iop.IOP..MIG.CD.Main.Industrial.Groupings...Consumer.Durables..CVMSA",
        "indicators.iop.IOP..MIG.CND.Main.Industrial.Groupings...Consumer.Non.Durables..CVMSA",
        "indicators.iop.IOP..CI.Manufacturing.of.computer.electronic...optical.products..CVMSA",
        "indicators.iop.IOP..26.Manufacture.Of.Computer.Electronic.And.Optical.Products...CVMSA",
        "indicators.iop.IOP..25OTH.Manuf.of.fabricated.metal.excl..weapons.ammunition.25.1.3.5.9.CVMSA",
        "indicators.iop.IOP..25.4.Manufacture.of.weapons.and.ammunition..CVMSA",
        "indicators.iop.IOP..CK.Manufacture.of.machinery.and.equipment.n.e.c...CVMSA",
        "indicators.iop.IOP..32.Other.Manufacturing..CVMSA",
        "indicators.iop.IOP..28.Manufacture.Of.Machinery.And.Equipment.N.E.C...CVMSA",
        "indicators.iop.IOP..33.Repair.And.Installation.Of.Machinery.And.Equipment..CVMSA",
        "indicators.iop.IOP..CJ.Manufacture.of.electrical.equipment..CVMSA",
        "indicators.iop.IOP..27.Manufacture.Of.Electrical.Equipment..CVMSA",
        "indicators.iop.IOP..31.Manufacture.Of.Furniture..CVMSA",
        "indicators.iop.IOP..30.Manufacture.Of.Other.Transport.Equipment..CVMSA",
        "indicators.iop.IOP..33OTH.Rest.of.repair..Installation...33.11.14.17.19.20..CVMSA",
        "indicators.iop.IOP..30.1.Building.of.ships.and.boats..CVMSA",
        "indicators.iop.IOP..D.ELECTRICITY.GAS.STEAM.AND.AIR.CONDITIONING.SUPPLY..CVMSA",
        "indicators.iop.IOP..CL.Manufacture.of.transport.equipment..CVMSA",
        "indicators.iop.IOP..33.15.Repair.and.maintenance.of.ships.and.boats..CVMSA",
        "indicators.iop.IOP..29.Manufacture.Of.Motor.Vehicles.Trailers.And.Semi.Trailers..CVMSA",
        "indicators.iop.IOP..33.16.Repair.and.maintenance.of.aircraft.and.spacecraft..CVMSA",
        "indicators.iop.IOP..CM.Other.manufacturing.and.repair..CVMSA",
        "indicators.iop.IOP..30.3.Manufacture.of.air.and.spacecraft.and.related.machinery..CVMSA",
        "indicators.iop.IOP..35.Electricity.Gas.Steam.And.Air.Conditioning.Supply..CVMSA",
        "indicators.iop.IOP..30OTH.Manufacture.of.other.transport.equipment...30.2.4.9..CVMSA",
        "indicators.iop.IOP..E.WATER.SUPPLY.SEWERAGEWASTE.MANAGEMENT...REMEDIATION.ACTIVITIES..CVMSA",
        "indicators.iop.IOP..36.Water.Collection.Treatment.And.Supply..CVMSA",
        "indicators.iop.IOP..35.1.Electric.power.generation.transmission.and.distribution..CVMSA",
        "indicators.iop.IOP..35.2.3.Manuf.of.gas.dist.n.of.gas.fuels.via.mains.steam...air.supply.CVMSA",
        "indicators.iop.IOP..39.Remediation.Activities.And.Other.Waste.Management.Services..CVMSA",
        "indicators.iop.IOP..37.Sewerage..CVMSA",
        "indicators.iop.IOP..38.Waste.CollectionTreatment...Disposal.Activity.Materials.Recovery.CVMSA",
        "indicators.iop.IOP..EAI.Engineering.and.Allied.Industries..CVMSA",
        "indicators.iop.IOP..C.HINE.Other.Manufacturing..CVMSA",
        "indicators.cpi.CPI.INDEX.07.1...PURCHASE.OF.VEHICLES.2015.100",
        "indicators.cpi.CPI.INDEX.05.6...Goods.and.services.for.routine.maintenance.2015.100",
        "indicators.cpi.CPI.INDEX.05.5...TOOLS.AND.EQUIPMENT.FOR.HOUSE.AND.GARDEN.2015.100",
        "indicators.cpi.CPI.INDEX.05.4...GLASSWARE..TABLEWARE.AND.HOUSEHOLD.UTENSILS.2015.100",
        "indicators.cpi.CPI.INDEX.05.3...Household.appliances..fitting.and.repairs.2015.100",
        "indicators.cpi.CPI.INDEX.05.2...HOUSEHOLD.TEXTILES.2015.100",
        "indicators.cpi.CPI.INDEX.05.1...Furniture..furnishings.and.carpets.2015.100",
        "indicators.cpi.CPI.INDEX.04.5...ELECTRICITY..GAS.AND.OTHER.FUELS.2015.100",
        "indicators.cpi.CPI.INDEX.04.4...Water.supply.and.misc..services.for.the.dwelling.2015.100",
        "indicators.cpi.CPI.INDEX.04.3...REGULAR.MAINTENANCE.AND.REPAIR.OF.THE.DWELLING.2015.100",
        "indicators.cpi.CPI.INDEX.04.1...ACTUAL.RENTS.FOR.HOUSING.2015.100",
        "indicators.cpi.CPI.INDEX.03.2...FOOTWEAR.INCLUDING.REPAIRS.2015.100",
        "indicators.cpi.CPI.INDEX.03.1...CLOTHING.2015.100",
        "indicators.cpi.CPI.INDEX.02.2...TOBACCO.2015.100",
        "indicators.cpi.CPI.INDEX.02.1...ALCOHOLIC.BEVERAGES.2015.100",
        "indicators.cpi.CPI.INDEX.06...HEALTH.2015.100",
        "indicators.cpi.CPI.INDEX.05...FURN..HH.EQUIP...ROUTINE.REPAIR.OF.HOUSE.2015.100",
        "indicators.cpi.CPI.INDEX.04...HOUSING..WATER.AND.FUELS.2015.100",
        "indicators.cpi.CPI.INDEX.01.2...NON.ALCOHOLIC.BEVERAGES.2015.100",
        "indicators.cpi.CPI.INDEX.03...CLOTHING.AND.FOOTWEAR.2015.100",
        "indicators.cpi.CPI.INDEX.01.1...FOOD.2015.100",
        "indicators.cpi.CPI.INDEX.02.ALCOHOLIC.BEVERAGES.TOBACCO...NARCOTICS.2015.100",
        "indicators.cpi.CPI.INDEX.12...MISCELLANEOUS.GOODS.AND.SERVICES.2015.100",
        "indicators.cpi.CPI.INDEX.01...FOOD.AND.NON.ALCOHOLIC.BEVERAGES.2015.100",
        "indicators.cpi.CPI.INDEX.11...HOTELS..CAFES.AND.RESTAURANTS.2015.100",
        "indicators.cpi.CPI.INDEX.00..ALL.ITEMS.2015.100",
        "indicators.cpi.CPI.INDEX.10...EDUCATION.2015.100",
        "indicators.cpi.CPI.INDEX.09...RECREATION...CULTURE.2015.100",
        "indicators.cpi.CPI.INDEX.08...COMMUNICATION.2015.100",
        "indicators.cpi.CPI.INDEX.07...TRANSPORT.2015.100",
        "indicators.cpi.CPI.INDEX.04.3.2...Services.for.maintenance.and.repair.2015.100",
        "indicators.cpi.CPI.INDEX.04.3.1...Materials.for.maintenance.and.repair.2015.100",
        "indicators.cpi.CPI.INDEX.03.1.4...Cleaning..repair.and.hire.of.clothing.2015.100",
        "indicators.cpi.CPI.INDEX.03.1.3..OTHER.ARTICLES.OF.CLOTHING...ACCESSORIES.2015.100",
        "indicators.cpi.CPI.INDEX.03.1.2...GARMENTS.2015.100",
        "indicators.cpi.CPI.INDEX.02.1.3...BEER.2015.100",
        "indicators.cpi.CPI.INDEX.02.1.2...WINE.2015.100",
        "indicators.cpi.CPI.INDEX.02.1.1...SPIRITS.2015.100",
        "indicators.cpi.CPI.INDEX.01.2.2...MINERAL.WATERS..SOFT.DRINKS.AND.JUICES.2015.100",
        "indicators.cpi.CPI.INDEX.01.2.1...COFFEE..TEA..COCOA.2015.100",
        "indicators.cpi.CPI.INDEX.01.1.9...FOOD.PRODUCTS.2015.100",
        "indicators.cpi.CPI.INDEX.01.1.8...SUGAR..JAM..HONEY..SYRUPS..CHOCOLATE...CONFECTIONERY.2015.100",
        "indicators.cpi.CPI.INDEX.01.1.7...VEGETABLES.INCLUDING.POTATOES.AND.OTHER.TUBERS.2015.100",
        "indicators.cpi.CPI.INDEX.01.1.6...FRUIT.2015.100",
        "indicators.cpi.CPI.INDEX.12.6.2...Other.financial.services..nec..2015.100",
        "indicators.cpi.CPI.INDEX.12.1...PERSONAL.CARE.2015.100",
        "indicators.cpi.CPI.INDEX.11.2...ACCOMMODATION.SERVICES.2015.100",
        "indicators.cpi.CPI.INDEX.01.1.5...OILS...FATS.2015.100",
        "indicators.cpi.CPI.INDEX.11.1...Catering.services.2015.100",
        "indicators.cpi.CPI.INDEX.01.1.4...MILK..CHEESE...EGGS.2015.100",
        "indicators.cpi.CPI.INDEX.09.4...RECREATIONAL.AND.CULTURAL.SERVICES.2015.100",
        "indicators.cpi.CPI.INDEX.01.1.3...FISH.2015.100",
        "indicators.cpi.CPI.INDEX.09.3...OTHER.RECREATIONAL.ITEMS.AND.EQUIPMENT.GARDENS...PETS.2015.100",
        "indicators.cpi.CPI.INDEX.01.1.2...MEAT.2015.100",
        "indicators.cpi.CPI.INDEX.01.1.1...BREAD...CEREALS.2015.100",
        "indicators.cpi.CPI.INDEX.09.1...Audio.visual.equipment.and.related.products.2015.100",
        "indicators.cpi.CPI.INDEX.08.1...POSTAL.SERVICES.2015.100",
        "indicators.cpi.CPI.INDEX.12.5...INSURANCE.2015.100",
        "indicators.cpi.CPI.INDEX.07.3...TRANSPORT.SERVICES.2015.100",
        "indicators.cpi.CPI.INDEX.07.2...OPERATION.OF.PERSONAL.TRANSPORT.EQUIPMENT.2015.100",
        "indicators.cpi.CPI.INDEX.12.5.2...House.contents.insurance.2015.100",
        "indicators.cpi.CPI.INDEX.09.1.3...Data.processing.equipment.2015.100",
        "indicators.cpi.CPI.INDEX.09.1.2...PHOTOGRAPHIC..CINEMATOGRAPHIC...OPTICAL.EQUIPMENT.2015.100",
        "indicators.cpi.CPI.INDEX.09.1.1...Reception.and.reproduction.of.sound.and.pictures.2015.100",
        "indicators.cpi.CPI.INDEX.08.2.3..TELEPHONE.AND.TELEFAX.EQUIPMENT.AND.SERVICES.2015.100",
        "indicators.cpi.CPI.INDEX.07.3.4...PASSENGER.TRANSPORT.BY.SEA.AND.INLAND.WATERWAY.2015.100",
        "indicators.cpi.CPI.INDEX.07.3.3...PASSENGER.TRANSPORT.BY.AIR.2015.100",
        "indicators.cpi.CPI.INDEX.07.3.2.6...Passenger.transport.by.road.and.other.transport.services.2015.100",
        "indicators.cpi.CPI.INDEX.07.3.1...PASSENGER.TRANSPORT.BY.RAILWAY.2015.100",
        "indicators.cpi.CPI.INDEX.07.2.4...OTHER.SERVICES.2015.100",
        "indicators.cpi.CPI.INDEX.07.2.3...MAINTENANCE...REPAIRS.2015.100",
        "indicators.cpi.CPI.INDEX.07.2.2...FUELS...LUBRICANTS.2015.100",
        "indicators.cpi.CPI.INDEX.07.2.1...SPARE.PARTS...ACCESSORIES.2015.100",
        "indicators.cpi.CPI.INDEX.07.1.2.3...MOTOR.CYCLES.AND.BICYCLES.2015.100",
        "indicators.cpi.CPI.INDEX.05.1.2...CARPETS...OTHER.FLOOR.COVERINGS.2015.100",
        "indicators.cpi.CPI.INDEX.05.1.1...Furniture.and.furnishings.2015.100",
        "indicators.cpi.CPI.INDEX.07.1.1B...SECOND.HAND.CARS.2015.100",
        "indicators.cpi.CPI.INDEX.04.5.4...SOLID.FUELS.2015.100",
        "indicators.cpi.CPI.INDEX.07.1.1A...NEW.CARS.2015.100",
        "indicators.cpi.CPI.INDEX.04.5.3...LIQUID.FUELS.2015.100",
        "indicators.cpi.CPI.INDEX.04.5.2...GAS.2015.100",
        "indicators.cpi.CPI.INDEX.05.6.2...Domestic.services.and.household.services.2015.100",
        "indicators.cpi.CPI.INDEX.04.5.1...ELECTRICITY.2015.100",
        "indicators.cpi.CPI.INDEX.05.6.1...NON.DURABLE.HOUSEHOLD.GOODS.2015.100",
        "indicators.cpi.CPI.INDEX.05.3.3...REPAIR.OF.HOUSEHOLD.APPLIANCES.2015.100",
        "indicators.cpi.CPI.INDEX.04.4.1...WATER.SUPPLY.2015.100",
        "indicators.cpi.CPI.INDEX.05.3.1.2...Major.appliances.and.small.electric.goods.2015.100",
        "indicators.cpi.CPI.INDEX.04.4.3...SEWERAGE.COLLECTION.2015.100",
        "indicators.cpi.CPI.INDEX.12.7...OTHER.SERVICES.NEC.2015.100",
        "indicators.cpi.CPI.INDEX.12.3.2...OTHER.PERSONAL.EFFECTS.2015.100",
        "indicators.cpi.CPI.INDEX.12.3.1...JEWELLERY.CLOCKS.AND.WATCHES.2015.100",
        "indicators.cpi.CPI.INDEX.12.3...PERSONAL.EFFECTS.N.E.C..2015.100",
        "indicators.cpi.CPI.INDEX.09.6...PACKAGE.HOLIDAY.2015.100",
        "indicators.cpi.CPI.INDEX.09.5.3.4..MISC..PRINTED.MATTER.STATIONERY...DRAWING.MATERIALS.2015.100",
        "indicators.cpi.CPI.INDEX.09.5.2...NEWSPAPERS.AND.PERIODICALS.2015.100",
        "indicators.cpi.CPI.INDEX.09.5.1...BOOKS.2015.100",
        "indicators.cpi.CPI.INDEX.09.5...Books..newspapers.and.stationery.2015.100",
        "indicators.cpi.CPI.INDEX.09.4.2...CULTURAL.SERVICES.2015.100",
        "indicators.cpi.CPI.INDEX.09.4.1...RECREATIONAL.AND.SPORTING.SERVICES.2015.100",
        "indicators.cpi.CPI.INDEX.09.3.2...EQUIPMENT.FOR.SPORT.CAMPING.AND.OPEN.AIR.RECREATION.2015.100",
        "indicators.cpi.CPI.INDEX.09.3.1...GAMES.TOYS.AND.HOBBIES.2015.100",
        "indicators.cpi.CPI.INDEX.12.1.2.3...APPLIANCES..ARTICLES...PRODUCTS.FOR.PERSONAL.CARE.2015.100",
        "indicators.cpi.CPI.INDEX.12.1.1...Hairdressing.and.personal.grooming.establishments.2015.100",
        "indicators.cpi.CPI.INDEX.11.1.2...CANTEENS.2015.100",
        "indicators.cpi.CPI.INDEX.11.1.1...RESTAURANTS...CAFES.2015.100",
        "indicators.cpi.CPI.INDEX.06.1.2.3...OTHER.MEDICAL.AND.THERAPEUTIC.EQUIPMENT.2015.100",
        "indicators.cpi.CPI.INDEX.06.1.1...PHARMACEUTICAL.PRODUCTS.2015.100",
        "indicators.cpi.CPI.INDEX.09.3.4.5...Pets..related.products.and.services.2015.100",
        "indicators.cpi.CPI.INDEX.06.1...MEDICAL.PRODUCTS.APPLIANCES.AND.EQUIPMENT.2015.100",
        "indicators.cpi.CPI.INDEX.09.3.3...GARDEN.PLANTS.AND.FLOWERS.2015.100",
        "indicators.cpi.CPI.INDEX..Services.2015.100",
        "indicators.cpi.CPI.INDEX.09.1.4...RECORDING.MEDIA.2015.100",
        "indicators.cpi.CPI.INDEX..Goods.2015.100",
        "indicators.cpi.CPI.INDEX.09.1.5...Repair.of.audio.visual.equipment...related.products.2015.100",
        "indicators.cpi.CPI.INDEX.12.5.4...Transport.insurance.2015.100",
        "indicators.cpi.CPI.INDEX..Non.energy.industrial.goods..G..2015.100",
        "indicators.cpi.CPI.INDEX..Durables..G..2015.100",
        "indicators.cpi.CPI.INDEX..Semi.durables..G..2015.100",
        "indicators.cpi.CPI.INDEX..Non.durables..G..2015.100",
        "indicators.cpi.CPI.INDEX..Non.seasonal.food..G..2015.100",
        "indicators.cpi.CPI.INDEX..Food..alcoholic.beverages...tobacco..G..2015.100",
        "indicators.cpi.CPI.INDEX..Processed.food...non.alcoholic.beverages..G..2015.100",
        "indicators.cpi.CPI.INDEX..Unprocessed.food..G..2015.100",
        "indicators.cpi.CPI.INDEX..Seasonal.food..G..2015.100",
        "indicators.cpi.CPI.INDEX..Industrial.goods..G..2015.100",
        "indicators.cpi.CPI.INDEX..Energy..G..2015.100",
        "indicators.cpi.CPI.INDEX..Electricity..gas...misc..energy..G..2015.100",
        "indicators.cpi.CPI.INDEX..Excluding.tobacco..SP..2015.100",
        "indicators.cpi.CPI.INDEX..Clothing...footwear.goods..G..2015.100",
        "indicators.cpi.CPI.INDEX..Housing.goods..G..2015.100",
        "indicators.cpi.CPI.INDEX..Household.goods..G..2015.100",
        "indicators.cpi.CPI.INDEX..Water.supply..materials.for.maintenance.repair..G..2015.100",
        "indicators.cpi.CPI.INDEX..Other.housing.services..S..2015.100",
        "indicators.cpi.CPI.INDEX..Travel...transport.services..S..2015.100",
        "indicators.cpi.CPI.INDEX..Services.for.personal.transport.equipment..S..2015.100",
        "indicators.cpi.CPI.INDEX..Recreational...personal.services..S..2015.100",
        "indicators.cpi.CPI.INDEX..Package.holidays...accommodation..S..2015.100",
        "indicators.cpi.CPI.INDEX..Other.recreational...personal.services..S..2015.100",
        "indicators.cpi.CPI.INDEX..Non.catering.recreational...personal.services..S..2015.100",
        "indicators.cpi.CPI.INDEX..Miscellaneous.services..S..2015.100",
        "indicators.cpi.CPI.INDEX..Medical.products..appliances...equipment..G..2015.100",
        "indicators.cpi.CPI.INDEX..Vehicles..spare.parts...accessories..G..2015.100",
        "indicators.cpi.CPI.INDEX..Recreational.goods..G..2015.100",
        "indicators.cpi.CPI.INDEX..Audio.visual.goods..G..2015.100",
        "indicators.cpi.CPI.INDEX..Other.recreational.goods..G..2015.100",
        "indicators.cpi.CPI.INDEX..Miscellaneous.goods..G..2015.100",
        "indicators.cpi.CPI.INDEX..Housing.services..S..2015.100",
        "indicators.cpi.CPI.INDEX..Primary.housing.services..S..2015.100",
        "indicators.cpi.CPI.INDEX..Excluding.alcohol...tobacco..SP..2015.100",
        "indicators.cpi.CPI.INDEX..Excl.liquid.fuels..vehicle.fuels...lubricants..SP..2015.100",
        "indicators.cpi.CPI.INDEX..Excl.housing..water..elec...gas...other.fuels..SP..2015.100",
        "indicators.cpi.CPI.INDEX..Excl.education..health...social.protection..SP..2015.100",
        "indicators.cpi.CPI.INDEX..Energy..food..alcohol.and.tobacco..SP..2015.100",
        "indicators.cpi.CPI.INDEX..Energy.and.unprocessed.food..SP..2015.100",
        "indicators.cpi.CPI.INDEX..Energy.and.seasonal.food..SP..2015.100",
        "indicators.cpi.CPI.INDEX..Education..health.and.social.protection..SP..2015.100",
        "indicators.cpi.CPI.INDEX..Miscellaneous...other.services..S..2015.100",
        "indicators.cpi.CPI.INDEX..Liquid.fuels..vehicle.fuels...lubricants..G..2015.100",
        "indicators.cpi.CPI.INDEX..Excluding.energy..SP..2015.100",
        "indicators.cpi.CPI.INDEX..Excluding.Energy..food..alcoholic.beverages...tobacco.2015.100",
        "indicators.cpi.CPI.INDEX..Excluding.energy...unprocessed.food..SP..2015.100",
        "indicators.cpi.CPI.INDEX..Excluding.seasonal.food..SP..2015.100",
        "indicators.cpi.CPI.INDEX..Excluding.energy...seasonal.food..SP..2015.100",
        "indicators.cpi.CPI.INDEX..LOCAL.AUTHORITY.RENTALS.FOR.HOUSING.2015.100",
        "indicators.cpi.CPI.INDEX..NON...PRIVATE.RENTALS.FOR.HOUSING.2015.100",
        "indicators.cpi.CPI.INDEX..PRIVATE.RENTALS.FOR.HOUSING.2015.100",
        "indicators.ppi.Domestic.Sales.of.CPA.C192021.1",
        "indicators.ppi.Food..Beverages.and.Tobacco.Products.Inc.Duty.for.Domestic.Market",
        "indicators.ppi.Food..Beverages.and.Tobacco.Products.Exc.Duty.for.Domestic.Market",
        "indicators.ppi.NEU.Imports.of.Products.of.Agriculture..Hunting.and.Related.Services",
        "indicators.ppi.NEU.Imports.of.Products.of.Forestry..Logging.and.Related.Services",
        "indicators.ppi.NEU.Imports.of.Crude.Petroleum.and.Natural.Gas",
        "indicators.ppi.NEU.Imports.of.Coal.and.Lignite",
        "indicators.ppi.NEU.Imports.of.Metal.Ores",
        "indicators.ppi.Domestic.Sales.of.CPA.C192026.1",
        "indicators.ppi.Refined.Petroleum.Products.for.Domestic.Market",
        "indicators.ppi.Refined.Petroleum.Products.for.Domestic.Market.1",
        "indicators.ppi.Base.Metals.and.Fabricated.Metal.Products.for.Domestic.Market",
        "indicators.ppi.Manufactured.Products.Exc.Food..Beverages..Tobacco.and.Petroleum.Products.for.Domestic.Market",
        "indicators.ppi.Soft.Drinks..Mineral.Waters.and.Other.Bottled.Waters.for.Domestic.Market",
        "indicators.ppi.Manufactured.Products.for.Domestic.Market..Incl.Duty",
        "indicators.ppi.EU.Imports.of.Products.of.Forestry..Logging.and.Related.Services",
        "indicators.ppi.EU.Imports.of.Products.of.Agriculture..Hunting.and.Related.Services",
        "indicators.ppi.EU.Imports.of.Metal.Ores",
        "indicators.ppi.Oils.and.Fats.for.Domestic.Market",
        "indicators.ppi.Margarine.and.Similar.Edible.Fats.for.Domestic.Market",
        "indicators.ppi.EU.Imports.of.Other.Mining.and.Quarrying.Products",
        "indicators.ppi.Domestic.Inputs.of.Ships.and.Boats",
        "indicators.ppi.Domestic.Inputs.of.Air.and.Spacecraft.and.Related.Machinery",
        "indicators.ppi.Domestic.Inputs.of.Furniture",
        "indicators.ppi.Domestic.Inputs.of.Repair.and.Maintenance.Services.of.Aircraft.and.Spacecraft",
        "indicators.ppi.Domestic.Inputs.of.Repair.and.Maintenance.Services.of.Ships.and.Boats",
        "indicators.ppi.Domestic.Inputs.of.Electricity..Transmission.and.Distribution.Services",
        "indicators.ppi.Domestic.Inputs.of.Manufacture.of.Gas..Distribution.of.Gaseous.Fuels.Through.Mains..Steam.and.Aircon.Supply",
        "indicators.ppi.Domestic.Inputs.of.Natural.Water..Water.Treatment.and.Supply.Services",
        "indicators.ppi.Imported.Inputs.of.Products.of.Agriculture..Hunting.and.Related.Services",
        "indicators.ppi.Imported.Inputs.of.Products.Used.in.the.Extraction.of.Crude.Petroleum.and.Natural.Gas..Mining.of.Metal.Ores",
        "indicators.ppi.Imported.Inputs.of.Preserved.Meat.and.Meat.Products",
        "indicators.ppi.Imported.Inputs.of.Other.Mining.and.Quarrying.Products",
        "indicators.ppi.Imported.Inputs.of.Vegetable.and.Animal.Oils.and.Fats",
        "indicators.ppi.Domestic.Inputs.of.Other.Mining.and.Quarrying.Products",
        "indicators.ppi.Domestic.Inputs.of.Preserved.Meat.and.Meat.Products",
        "indicators.ppi.Domestic.Inputs.of.Products.of.Forestry..Logging.and.Related.Services",
        "indicators.ppi.Domestic.Inputs.of.Leather.and.Related.Products",
        "indicators.ppi.Domestic.Inputs.of.Wearing.Apparel",
        "indicators.ppi.Domestic.Inputs.of.Wood.and.of.Products.of.Wood.and.Cork..Except.Furniture..Articles.of.Straw.and.Plaiting.Materials",
        "indicators.ppi.Domestic.Inputs.of.Coke.and.Refined.Petroleum.Products",
        "indicators.ppi.Domestic.Inputs.of.Printing.and.Reproduction.Services.of.Recorded.Media",
        "indicators.ppi.Domestic.Inputs.of.Soap.and.Detergents..Cleaning.and.Polishing.Preparations..Perfumes.and.Toilet.Preparations",
        "indicators.ppi.Domestic.Inputs.of.Paints..Varnishes.and.Similar.Coatings..Printing.Ink.and.Mastics",
        "indicators.ppi.Domestic.Inputs.of.Industrial.Gases..Other.Inorganic.Chemicals..Fertilisers...Nitrogen.Compounds",
        "indicators.ppi.Domestic.Inputs.of.Other.Chemical.Products",
        "indicators.ppi.Domestic.Inputs.of.Products.Used.in.the.Manufactureof.Dyestuffs...Agrochemicals.20.12.20",
        "indicators.ppi.Domestic.Inputs.of.Manufacture.of.Petrochemicals.20.14.16.17.60",
        "indicators.ppi.Domestic.Inputs.of.Basic.Pharmaceutical.Products.and.Pharmaceutical.Preparations",
        "indicators.ppi.Domestic.Inputs.of.Products.Used.in.the.Manufacture.of.Cement..Lime..Plaster.and.Articles.of.Concrete..Cement.and.Plaster",
        "indicators.ppi.Domestic.Inputs.of.Products.Used.in.the.Manufactureof.Basic.Iron...Steel..Tubes..Pipes..Hollow.Profiles...Fittings",
        "indicators.ppi.Domestic.Inputs.of.Coal.and.Lignite",
        "indicators.ppi.Other.Transport.Equipment.for.Domestic.Market",
        "indicators.ppi.Inputs.into.Other.Mining.and.Quarrying",
        "indicators.ppi.Domestic.Inputs.of.Domestic.Products.Used.in.the.Extraction.of.Crude.Petroleum.and.Natural.Gas..Mining.of.Metal.Ores",
        "indicators.ppi.Imported.Inputs.of.Wood.and.of.Products.of.Wood.and.Cork..Except.Furniture..Articles.of.Straw.and.Plaiting.Materials",
        "indicators.ppi.Imported.Inputs.of.Soap.and.Detergents..Cleaning.and.Polishing.Preparations..Perfumes.and.Toilet.Preparations",
        "indicators.ppi.Imported.Inputs.of.Industrial.Gases..Other.Inorganic.Chemicals..Fertilisers...Nitrogen.Compounds",
        "indicators.ppi.Imported.Inputs.of.Other.Chemical.Products",
        "indicators.ppi.Imported.Inputs.of.Products.Used.in.the.Manufactureof.Dyestuffs...Agrochemicals.20.12.20",
        "indicators.ppi.Imported.Inputs.of.Manufacture.of.Petrochemicals.20.14.16.17.60",
        "indicators.ppi.Basic.Metals..Fabricated.Metal.Products...Machinery",
        "indicators.ppi.Imported.Inputs.of.Basic.Pharmaceutical.Products.and.Pharmaceutical.Preparations",
        "indicators.ppi.Manufactured.Products.for.Domestic.Market..Excl.Duty",
        "indicators.ppi.Outputs.of.Motor.Vehicles...Other.Transport.Equipment",
        "indicators.ppi.Outputs.of.Computer..Electronic...Electrical.Products",
        "indicators.ppi.Outputs.of.Food.Products",
        "indicators.ppi.EU.Imports.of.Mining.and.Quarrying",
        "indicators.ppi.Other.Outputs.from.Manufacturing",
        "indicators.ppi.Imported.Inputs.of.Products.Used.in.the.Manufactureof.Basic.Iron...Steel..Tubes..Pipes..Hollow.Profiles...Fittings",
        "indicators.ppi.Outputs.of.Textiles..Wearing.Apparel...Leather.Products",
        "indicators.ppi.Outputs.of.Coke...Refines.Petroleum.Products",
        "indicators.ppi.Outputs.of.Paper..Paper.Products...Printed.Material",
        "indicators.ppi.Outputs.of.Chemicals.and.Pharmaceutical.Preparations",
        "indicators.ppi.Inputs.into.Production.of.Leather.and.Related.Products",
        "indicators.ppi.Inputs.into.Production.of.Wood.and.of.Products.of.Wood.and.Cork..Except.Furniture..Articles.of.Straw.and.Plaiting.Materials",
        "indicators.ppi.Food.Products.for.Domestic.Market",
        "indicators.ppi.Inputs.into.Printing.and.Reproduction.Services.of.Recorded.Media",
        "indicators.ppi.Beverages.for.Domestic.Market..Excl.Duty",
        "indicators.ppi.Inputs.into.Production.of.Coke.and.Refined.Petroleum.Products",
        "indicators.ppi.Wearing.Apparel.for.Domestic.Market",
        "indicators.ppi.Inputs.into.Production.of.Paints..Varnishes.and.Similar.Coatings..Printing.Ink.and.Mastics",
        "indicators.ppi.Textiles.for.Domestic.Market",
        "indicators.ppi.Inputs.into.Production.of.Soap.and.Detergents..Cleaning.and.Polishing.Preparations..Perfumes.and.Toilet.Preparations",
        "indicators.ppi.Printing.and.Reproduction.Services.of.Recorded.Media.for.Domestic.Market",
        "indicators.ppi.Inputs.into.Production.of.Other.Chemical.Products",
        "indicators.ppi.Paper.and.Paper.Products.for.Domestic.Market",
        "indicators.ppi.Fabricated.Metal.Products..Except.Machinery.and.Equipment.for.Domestic.Market",
        "indicators.ppi.Coke.and.Refined.Petroleum.Products.for.Domestic.Market..Incl.Duty",
        "indicators.ppi.Purchase.of.Materials...Fuels.for.Manufactureof.Industrial.Gases..Other.Inorganic.Chemicals..Fertilisers...Nitrogen.Compounds",
        "indicators.ppi.Computer..Electronic.and.Optical.Products.for.Domestic.Market",
        "indicators.ppi.Petrochemicals.20.14.16.17.60",
        "indicators.ppi.Chemicals.and.Chemical.Products.for.Domestic.Market",
        "indicators.ppi.Other.Non.Metallic.Mineral.Products.for.Domestic.Market",
        "indicators.ppi.Purchase.of.Materials.and.Fuels.Used.in.Manufacture.of.Dyes...Pigmants..Pesticides.and.Other.Agrochemical.Products",
        "indicators.ppi.Inputs.of.Food..Domestic.",
        "indicators.ppi.Rubber.and.Plastic.Products.for.Domestic.Market",
        "indicators.ppi.Inputs.of.Food..Imported.",
        "indicators.ppi.Basic.Metals.for.Domestic.Market",
        "indicators.ppi.Inputs.into.Production.of.Basic.Pharmaceutical.Products.and.Pharmaceutical.Preparations",
        "indicators.ppi.Inputs.into.Preserved.Meat.and.Meat.Products",
        "indicators.ppi.Inputs.into.Production.of.Vegetable.and.Animal.Oils.and.Fats",
        "indicators.ppi.Inputs.into.Production.of.Dairy.Products",
        "indicators.ppi.Inputs.into.Production.of.Grain.Mill.Products..Starches.and.Starch.Products",
        "indicators.ppi.Inputs.into.Production.of.Bakery.and.Farinaceous.Products",
        "indicators.ppi.Inputs.into.Production.of.Prepared.Animal.Feeds",
        "indicators.ppi.Inputs.into.Production.of.Soft.Drinks..Mineral.Waters.and.Other.Bottled.Waters",
        "indicators.ppi.Inputs.into.Production.of.Tobacco.Products",
        "indicators.ppi.Inputs.into.Production.of.Wearing.Apparel",
        "indicators.ppi.Inputs.into.Repair.and.Maintenance.Services.of.Ships.and.Boats",
        "indicators.ppi.Inputs.into.Repair.and.Maintenance.Services.of.Aircraft.and.Spacecraft",
        "indicators.ppi.Inputs.into.Production.of.Electricity..Transmission.and.Distribution.Services",
        "indicators.ppi.Domestic.Inputs.of.Grain.Mill.Products..Starches.and.Starch.Products",
        "indicators.ppi.Purchases.of.Material.and.Fuels.for.Gas.Distribution",
        "indicators.ppi.Domestic.Inputs.of.Dairy.Products",
        "indicators.ppi.Domestic.Inputs.of.Bakery.and.Farinaceous.Products",
        "indicators.ppi.Other.Manufactured.Goods.for.Domestic.Market",
        "indicators.ppi.Inputs.into.Production.of.Food..Beverages.and.Tobacco.Products",
        "indicators.ppi.Repair.and.Installation.Services.of.Machinery.and.Equipment.for.Domestic.Market",
        "indicators.ppi.Purchase.of.Materials.and.Fuels.for.Manufacture.of.Textiles.and.Textile.Products",
        "indicators.ppi.Purchases.of.Materials.and.Fuels.for.Manufacture.of.Pulp..Paper.Amd.Paper.Products..Recorded.Media..Printing.Services",
        "indicators.ppi.Purchases.of.Fuels.and.Materials.for.the.Manufacture.of.Coke.and.Refined.Petroleum.Products.Exc.Duty",
        "indicators.ppi.Purchases.or.Material.and.Fuel.for.the.Manufacture.of.Basic.Pharmaceutical.Products.and.Preparations",
        "indicators.ppi.Purchase.of.Fuels.and.Material.for.Manufacture.of.Chemicals..Chemical.Products.and.Man.Made.Fibres",
        "indicators.ppi.Purchases.of.Material.and.Fuel.for.the.Manufacture.of.Other.Non.Metallic.Mineral.Products",
        "indicators.ppi.Purchases.of.Material.Andfuel.for.Manufactuer.of.Rubber.and.Plastic.Products",
        "indicators.ppi.Electrical.Equipment.for.Domestic.Market",
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