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Parts of a whole which carry only relative information
statistics, compositional data are quantitative descriptions of the parts of some whole, conveying relative information. Mathematically, compositional data is
Compositional_data
Data on chemical composition of food
Food composition data (FCD) are detailed sets of information on the nutritionally important components of foods and provide values for energy and nutrients
Food_composition_data
Statistical concept
models for compositional data, i.e., data whose components are constrained to sum to a constant value (1, 100%, etc.). However, compositional models can
Mixture_model
Barycentric plot on three variables
sciences to show the compositions of systems composed of three species. Ternary plots are tools for analyzing compositional data in the three-dimensional
Ternary_plot
Topics referred to by the same term
composition, combining simpler data types into more complex data types, or function calls into calling functions Composition of 1867, Austro-Hungarian/German
Composition
Scottish statistician (1926-2016)
Scottish statistician known for his pioneering work in the analysis of compositional data. John Aitchison studied at the University of Edinburgh after being
John_Aitchison
Concept in statistics
correlation of ratios is one of the main motives for the field of compositional data analysis, which deals with the analysis of variables that carry only
Spurious correlation of ratios
Spurious_correlation_of_ratios
Spanish mathematician
Her main areas of research interest include statistical analysis of compositional data, algebraic-geometric approach to statistical inference, and spatial
Vera_Pawlowsky-Glahn
Probability distribution
statistical analyses of compositional data by allowing one to answer questions about log-ratios of the components of the data vectors. One is often interested
Logit-normal_distribution
Programming language for JSON
Retrieved 27 September 2025. Homer, Michael (19 October 2023). Branching Compositional Data Transformations in jq, Visually. Proceedings of the 2nd ACM SIGPLAN
Jq_(programming_language)
Alloy of iridium and osmium
the natural alloys of osmium, iridium and ruthenium based on new compositional data of alloys from world-wide occurrences". The Canadian Mineralogist
Osmiridium
QFL diagram or QFL triangle is a type of ternary diagram that shows compositional data from sandstones and modern sands, point counted using the Gazzi-Dickinson
QFL_diagram
by Spanish mathematician, Pedro Chacón. Geostatistical Analysis of Compositional Data by Vera Pawlowsky-Glahn and Ricardo A. Olea. Group Theory and Lie
List of Spanish inventions and discoveries
List_of_Spanish_inventions_and_discoveries
Encryption method
encryption (AE) is any encryption scheme which simultaneously assures the data confidentiality (also known as privacy: the encrypted message is impossible
Authenticated_encryption
Statistical field
roots in Compositional Data Analysis and the Aitchison geometry. Theoretical applications are mainly in statistics, specifically functional data analysis
Bayes_space
Technique of using algorithms to create music
creation process. Another way to sort compositional algorithms is to examine the results of their compositional processes. Algorithms can either 1) provide
Algorithmic_composition
content). The homogeneity of compositional domains is compared to that of the chromosome on which they reside. As such, compositional domains can be homogeneous
Compositional_domain
Test statistic
age data fit a univariate normal distribution in t (for the arithmetic mean age) or log(t) (for the geometric mean age) space, or if the compositional data
Reduced_chi-squared_statistic
Gas layer surrounding Uranus
Voyager 2, which passed by the planet in 1986, obtained some valuable compositional data. The Uranus Orbiter and Probe is scheduled to launch in 2031, arriving
Atmosphere_of_Uranus
Discrete, discontinuous representation of information
Digital data or digital information, in information theory and information systems, is data or information represented as a string of discrete symbols
Digital_data
Method in computer programming of forming higher-level object types
In computer science, object composition and object aggregation are closely related ways to combine objects or data types into more complex ones. In conversation
Object_composition
Field of study
transform combines statistical and phylogenetic models to overcome compositional data challenges. Incorporating both microbial evolutionary models with
Microbial_phylogenetics
Visual programming language
(2012). Composition: Pure Data as a Meta-Compositional Instrument. ISBN 978-3-8383-1647-5. Barkl, Michael (2018). Pure Data as a Meta-Compositional Instrument:
Pure_Data
Recycled tires burned as fuel
Rubber Manufacturers Association (RMA) is a very good source for compositional data and other information on tires. The use of TDF for heat production
Tire-derived_fuel
Italian statistician and earth scientist
statistician and earth scientist, known for her work on the statistics of compositional data and its applications in geochemistry and geostatistics. She is an
Antonella_Buccianti
which supports use of existing food composition data and future resources through cooperation and harmonization of data quality, functionality and global
European Food Information Resource Network
European_Food_Information_Resource_Network
the World Bank's data, and the third list includes data compiled by the United Nations Statistics Division. The IMF's definitive data for the past year
List of countries by GDP (nominal)
List_of_countries_by_GDP_(nominal)
Organized collection of data in computing
In computing, a database is an organized collection of data or a type of data store based on the use of a database management system (DBMS), the software
Database
History of glass exchange and production
different sands by analyzing compositional variations of the trace elements and certain isotope ratios. These compositional analyses aimed to investigate
Ancient_glass_trade
Fruit used for making apple cider
lower parts of the tree may be reduced. Lea, Andrew. "Cider Apple Compositional Data". www.cider.org.uk. Archived from the original on 13 September 2017
Cider_apple
Regression for more than two discrete outcomes
is also known as the Additive Log Ratio transform commonly used in compositional data analysis. In other applications it’s referred to as “relative risk”
Multinomial logistic regression
Multinomial_logistic_regression
fully featured enough to be able to achieve an enormous range of sonic/compositional objectives), but because of what is made easy and what is made difficult
Comparison of audio synthesis environments
Comparison_of_audio_synthesis_environments
Failed NASA cometary flyby mission (2002)
resolutions of up to 100 meters (330 ft), and obtaining detailed compositional data on gas and dust in the near-nucleus environment, with the goal of
CONTOUR
Persistent storm in Jupiter's atmosphere
gas composition was provided by thermal-IR imaging: a direct correlation of the visible cloud layers reactions, thermal gradient and compositional mapping
Great_Red_Spot
Species of flowering plant
of Essential Oil from Aniseed using sCO2: Solubility, Kinetics and Composition Data". Journal of Agricultural and Food Chemistry. 51 (6): 1518–1523. doi:10
Anise
NASA space probe launched in 1977
3.7 m (12 ft) parabolic, high-gain antenna (see diagram) to transceive data via the Deep Space Network on Earth. Communications are conducted over the
Voyager_2
Information at the beginning of data which describes or defines the data
header is supplemental data placed at the beginning of a block of data being stored or transmitted. In data transmission, the data following the header
Header_(computing)
American scientist (1927–2014)
December 2016), Hunt, Alice (ed.), "Recycling Data: Working with Published and Unpublished Ceramic Compositional Data", The Oxford Handbook of Archaeological
Frank_Asaro
Chemical element with atomic number 44 (Ru)
the natural alloys of osmium, iridium and ruthenium based on new compositional data of alloys from world-wide occurrences". The Canadian Mineralogist
Ruthenium
Nuclear chemist (1915–1991)
(2016-12-08), Hunt, Alice (ed.), "Recycling Data: Working with Published and Unpublished Ceramic Compositional Data", The Oxford Handbook of Archaeological
Isadore_Perlman
First lunar meteorite discovered on Earth
Institute. The evidence included fabric data, mineralogical data, compositional data, oxygen isotope data, noble gas data, cosmic ray exposure history, magnetic
Allan_Hills_A81005
tool for comparative analysis of high-throughput sequencing data. ALDEx2 uses compositional data analysis and can be applied to RNAseq, 16S rRNA gene sequencing
List of RNA-Seq bioinformatics tools
List_of_RNA-Seq_bioinformatics_tools
Distributional regression model
October 2025). "Reframing natural organic matter research through compositional data analysis". doi:10.31223/x51x7p. {{cite journal}}: Cite journal requires
Generalized additive model for location, scale and shape
Generalized_additive_model_for_location,_scale_and_shape
Glass production in England (c. 1500–1800)
has on average 25-35% PbO The following table represents the mean compositional data derived from the analysis of materials at the Old Broad Street furnace
Early_modern_glass_in_England
Programming mechanism
themselves extremely well for a recursive definition of a variadic compositional operator. (define (compose . fs) (if (null? fs) (lambda (x) x) ; if
Function composition (computer science)
Function_composition_(computer_science)
Chilean-American geologist
southeast Texas, USA, using conventional and compositional analysis of biomarkers". In Advances in Compositional Data Analysis—Festschrift in honor of Vera-Pawlowsky-Glahn
Ricardo_A._Olea
total 100% due to non-allocated consumption not captured in sector-reported data. "IMF Datamapper". www.imf.org. Retrieved 2023-11-23. "Nigerian Gross Domestic
List of countries by GDP sector composition
List_of_countries_by_GDP_sector_composition
Weak organic acid
PMID 21127269. Greenfield, Heather; Southgate, D.A.T. (2003). Food Composition Data: Production, Management and Use. Rome: FAO. p. 146. ISBN 978-92-5-104949-5
Citric_acid
Early unclassified symmetric-key block cipher
The Data Encryption Standard (DES /ˌdiːˌiːˈɛs, dɛz/) is a symmetric-key algorithm for the encryption of digital data. Although its short key length of
Data_Encryption_Standard
Terpene hydrocarbon
the original (PDF) on 16 October 2014. Retrieved 7 January 2022. "Safety Data Sheet". Cutting Edge Formulations, Inc. 14 November 2014. Archived from the
Limonene
Boiling points of liquid mixtures
contains tables of azeotrope data for various binary and ternary mixtures of solvents. The data include the composition of a mixture by weight (in binary
Azeotrope_tables
Sheet listing work-related hazards of a product or substance
A safety data sheet (SDS), material safety data sheet (MSDS), or product safety data sheet (PSDS) is a document that lists information relating to occupational
Safety_data_sheet
Attribute of data
computer science and computer programming, a data type (or simply type) is a collection or grouping of data values, usually specified by a set of possible
Data_type
Video-focused social media platform
platform's cultural impact worldwide. TikTok has come under scrutiny due to data privacy violations, mental health concerns, misinformation, offensive content
TikTok
Type of two-dimensional barcode
the labeled item, the QR code contains the data for a locator, an identifier, and web tracking. To store data efficiently, QR codes use four standardized
QR_code
Gases given off by active volcanoes
tool of any volcano observatory. Unfortunately, the most precise compositional data still require dangerous field sampling campaigns. However, remote
Volcanic_gas
Largest moon of Saturn
hydrocarbons or hydrogen), or flaws in the current models of material flow. Composition data and transport models need to be substantiated, etc. Even so, despite
Titan_(moon)
Japanese anime television series
Digimon Data Squad, known in Japan as Digimon Savers (デジモンセイバーズ, Dejimon Seibāzu), is the fifth anime television series in the Digimon franchise, produced
Digimon_Data_Squad
Stream of charged particles from the Sun
plots of solar wind activity from the Advanced Composition Explorer Get data from A.C.E. (Advanced Composition Explorer) and boost the brain Archived 2022-08-11
Solar_wind
unhoused, but also vast slum communities. This leads to official census data being less accurate in representing the actual number of residents in a given
List_of_largest_cities
polyphenols including food composition, food processing, and polyphenol metabolites in human and experimental animals. Food composition data Neveu V, Perez-Jiménez
Phenol-Explorer
US$ prices by Google, World Bank data World Map and Chart of GDP per capita at current prices by Lebanese-economy-forum, World Bank data IMF DataMapper
List of countries by GDP (nominal) per capita
List_of_countries_by_GDP_(nominal)_per_capita
Research group
cosmic rays beyond the heliosphere, while ACE/CRIS provides ongoing compositional data across solar cycles, ensuring SRL's measurements remain central to
Space Radiation Laboratory (Caltech)
Space_Radiation_Laboratory_(Caltech)
Dicarboxylic acid responsible for apple acidity
Retrieved 2011-10-27. Greenfield, Heather; Southgate, D.A.T. (2003). Food composition data: production, management and use (2 ed.). Rome: Food and Agriculture
Malic_acid
Extension of the Web to facilitate data exchange
of the Semantic Web is to make Internet data machine-readable. To enable the encoding of semantics with the data, technologies such as Resource Description
Semantic_Web
Accumulation of data corruption on a storage device over time
data decay, data rot, digital decay, or bit rot. This results in a decline in data quality over time, even when the data is not being utilized. Data degradation
Data_degradation
Applications of category theory
foundations String diagrams Journals: Compositionality Conferences: Applied category theory Symposium on Compositional Structures (SYCO) Books: Picturing
Applied_category_theory
2023 studio album by Tainy
Data is the first solo studio album, and second overall including the collaborative album Dynasty (2021), by Puerto Rican record producer and songwriter
Data_(album)
JC3IEDM, or Joint Consultation, Command and Control Information Exchange Data Model is a model that, when implemented, aims to enable the interoperability
JC3IEDM
compositional and interactional. The assumption that the genes exist in a Euclidean space is violated by the non-linear nature of compositional data.
Microbiome-wide association study
Microbiome-wide_association_study
Method of analyzing variables in software
Data-flow analysis is a technique for gathering information about the possible set of values calculated at various points in a computer program. It forms
Data-flow_analysis
Variety of plastic explosive
molecular mass polyisobutylene. Technical data according to the Department of the Army for the Composition C-4 follows. C-4 is manufactured by combining
C-4_(explosive)
chemical (micronutrient and macronutrient) composition data on common, unprocessed foods. It also contains extensive data on flavour and aroma constituents, food
FooDB
Computer-based technologies
of an IT system. IT systems play a vital role in facilitating efficient data management, enhancing communication networks , and supporting organizational
Information_technology
Computer-aided music composition software
experimentation and innovation in both traditional and contemporary compositional contexts. Opusmodus is intended for composers working across diverse
Opusmodus
Spanish geostatistician (born 1976)
Modeling and Analysis of Compositional Data. Wiley, 256 p. K. Gerald van den Boogaart, 2013. Analyzing Compositional Data with R. Springer-Verlag Berlin
Raimon_Tolosana-Delgado
Proposed ESA mission to Venus
VenSpec-U, and a Central Control Unit (CCU). VenSpec-M will provide compositional data on rock types, VenSpec-H will perform high resolution atmospheric
EnVision
Problem setup in machine learning
"long beak". These attributes are often organized in a structured compositional way, and taking that structure into account improves learning. While
Zero-shot_learning
with Banco Popolare, Banca Akros became part of the Banco BPM group. "Composition data" (PDF). www.bancaakros.it. 2018. Archived from the original (PDF) on
Banca_Akros
Esters of fatty acid or triglycerides
blood triglycerides. Diet and heart disease Fatty acid synthesis Food composition data Western pattern diet Entry for "fat" Archived July 25, 2020, at the
Fat
Independent EU advisory body on data protection
European Data Protection Supervisor and the European Commission. The composition and purpose of Art. 29 WP was set out in Article 29 of the Data Protection
Article 29 Data Protection Working Party
Article_29_Data_Protection_Working_Party
System of elements that are subordinated to each other
containment hierarchy and the compositional containment hierarchy. A subsumptive hierarchy "subsumes" its children, and a compositional hierarchy is "composed"
Hierarchy
NASA satellite of the Explorer program, at SE-L1 from 1997
subsequently accelerated, are poorly understood. The detailed composition and charge–state data provided by ACE are used to: Isolate the dominant coronal
Advanced_Composition_Explorer
is of high political sensitivity in many countries, which is why reliable data are not available for many countries. Therefore, in some cases, indicators
List of countries by ethnic groups
List_of_countries_by_ethnic_groups
Ongoing NASA interstellar program
System. On 25 August 2012, data from Voyager 1 indicated that it had entered interstellar space. On 5 November 2019, data from Voyager 2 indicated that
Voyager_program
American geochemist
the mass spectrometer that will fly on Europa Clipper to provide compositional data at Europa. "Everett Shock". American Geophysical Union. Retrieved
Everett_Shock
Census-Designated Place in Virginia, United States
metropolitan area. Ashburn is a major hub for Internet traffic due to its many data centers. The name Ashburn is believed to have originated from "Ashburn Farm
Ashburn,_Virginia
Computer graphics images defined by points, lines and curves
display and printing hardware, vector data models and file formats, as well as the software based on these data models (especially graphic design software
Vector_graphics
Facts provided or learned about something or someone
to convey some amount of information. Whereas digital signals and other data use discrete signs to convey information, other phenomena and artifacts such
Information
Council Data UK. Retrieved 22 June 2022. "Local election results 2023 in England". BBC News. Retrieved 6 May 2023. "Open Council Data UK – compositions councillors
Political make-up of local councils in the United Kingdom
Political_make-up_of_local_councils_in_the_United_Kingdom
Usage of artificial intelligence to generate music
801–839. doi:10.1007/s00521-024-10555-x. Zhang, Lele (June 2025). "Compositional tools based on artificial intelligence for choral artistic education:
Artificial intelligence in music
Artificial_intelligence_in_music
Node-based visual programming language
simplifies composition distribution. Network functionality was greatly improved with the release of Leopard. It became possible to transmit data and synchronize
Quartz_Composer
Programming language construct
computer science, a composite data type or compound data type is a data type that consists of programming language scalar data types and other composite types
Composite_data_type
Mehrnoosh; Clark, Stephen (2010-03-23). Mathematical Foundations for a Compositional Distributional Model of Meaning. OCLC 691099628. Grefenstette, Edward;
Mehrnoosh_Sadrzadeh
randomness Completely randomized design Completeness (statistics) Compositional data Composite bar chart Compound Poisson distribution Compound Poisson
List_of_statistics_articles
Research dataset dissemination to enable access/use by investigators
Archaeological Science which found openly available raw data for 18 papers (53%), with compositional and dating data being the most frequently shared types. The same
Data_sharing
Architectural pattern in computer software development
Data, context, and interaction (DCI) is a paradigm used in computer software to program systems of communicating objects. Its goals are: To improve the
Data,_context_and_interaction
Population of Muslims by country
2012 data in Lu 卢, Yunfeng 云峰 (2014). "卢云峰：当代中国宗教状况报告——基于CFPS（2012）调查数据" [Report on Religions in Contemporary China – Based on CFPS (2012) Survey Data] (PDF)
Islam_by_country
institutions that calculate using market or government official exchange rates. The data given on this page are based on the international dollar, a standardized
List of countries by GDP (PPP)
List_of_countries_by_GDP_(PPP)
Multilinear extension of principal component analysis
Terzopoulos framed the data analysis, recognition and synthesis problems as multilinear tensor problems. Data is viewed as the compositional consequence of several
Multilinear principal component analysis
Multilinear_principal_component_analysis
COMPOSITIONAL DATA
COMPOSITIONAL DATA
Girl/Female
Sikh
Metrical composition
Boy/Male
Hindu
A vedic composition, Secret text
Boy/Male
Hindu
Dramatic composition, Sign, Feature
Girl/Female
Hindu
Pleasing metrical composition
Boy/Male
Tamil
A vedic composition, Secret text
Boy/Male
Hindu, Indian, Malayalam, Marathi, Telugu
Good; A Vedic Composition
Boy/Male
Tamil
A vedic composition, Secret text
Boy/Male
Hindu
A vedic composition, Secret text
Boy/Male
Gujarati, Hindu, Indian, Kannada, Malayalam, Marathi, Punjabi, Sikh
Pleasing Metrical Composition
Girl/Female
Afghan, African, Arabic, Gujarati, Hindu, Indian, Kannada, Malayalam, Marathi, Muslim, Sanskrit, Sindhi, Tamil, Telugu
A Musical Composition
Girl/Female
Indian, Modern, Telugu
Treasure; A Vedic Composition
Boy/Male
Tamil
Dramatic composition, Sign, Feature
Boy/Male
Gujarati, Hindu, Indian, Kannada, Malayalam, Marathi, Telugu
Dramatic Composition
Boy/Male
Gujarati, Hindu, Indian, Kannada
A Vedic Composition
Girl/Female
Tamil
A musical composition
Boy/Male
Hindu
Dramatic composition, Sign, Feature
Boy/Male
Tamil
Dramatic composition, Sign, Feature
Girl/Female
Tamil
Madhuchanda | மதà¯à®šà®‚தா
Metrical composition
Madhuchanda | மதà¯à®šà®‚தா
Girl/Female
Tamil
Madhuchhanda | மதà¯à®šà®‚தா
Pleasing metrical composition
Madhuchhanda | மதà¯à®šà®‚தா
Boy/Male
Indian, Sanskrit
Literary Composition; Energy; Ability
COMPOSITIONAL DATA
COMPOSITIONAL DATA
Boy/Male
Spanish American Hebrew Biblical
Girl/Female
British, Christian, English, Latin
Joking; Lady
Boy/Male
Indian
Mind
Girl/Female
Muslim
(She was the daughter of Abu)
Girl/Female
Arabic
Dark; Black; With Large Black Eyes
Girl/Female
Muslim
Name of a poetess
Male
German
Germanic name derived from the word hraban, HRABAN means "raven."
Girl/Female
American, British, English, Hebrew
God is My Judge; Feminine Variant of Daniel
Boy/Male
Indian, Marathi, Traditional
Name of God Khandoba (Avatar of Shiva)
Girl/Female
French
Feminine of Michael: gift from God.
COMPOSITIONAL DATA
COMPOSITIONAL DATA
COMPOSITIONAL DATA
COMPOSITIONAL DATA
COMPOSITIONAL DATA
n.
The art or practice of so combining the different parts of a work of art as to produce a harmonious whole; also, a work of art considered as such. See 4, below.
n.
A mass or body formed by combining two or more substances; as, a chemical composition.
n.
Synthesis as opposed to analysis.
n.
The art of composition; especially, elegant composition in prose.
n.
Consistency; accord; congruity.
n.
The state of being put together or composed; conjunction; combination; adjustment.
n.
The adjustment of a debt, or avoidance of an obligation, by some form of compensation agreed on between the parties; also, the sum or amount of compensation agreed upon in the adjustment.
n.
A devotional composition, or part of a composition; devotion.
n.
The act of writing for practice in a language, as English, Latin, German, etc.
n.
Poetical composition; poetry; verse.
n.
Composition, or structure.
n.
Mutual agreement to terms or conditions for the settlement of a difference or controversy; also, the terms or conditions of settlement; agreement.
n.
A composition of passages detached from several different compositions; a potpourri.
n.
The act or art of composing, or forming a whole or integral, by placing together and uniting different things, parts, or ingredients.
n.
The invention or combination of the parts of any literary work or discourse, or of a work of art; as, the composition of a poem or a piece of music.
n.
A lyric composition.
n.
The setting up of type and arranging it for printing.
n.
A literary, musical, or artistic production, especially one showing study and care in arrangement; -- often used of an elementary essay or translation done as an educational exercise.
n.
Fig.: Composition; quality; fineness.
n.
Twin composition in crystals.