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METADATA SOIL PROFILE ANALYTICAL DATABASE OF EUROPE v 2.1.0.0, 29/03/1999 DATA SET IDENTIFICATION Data set title: Soil Profile Analytical Database of Europe version 2.1.0.0, 29/03/1999. Alternative title: Soil Profile Database of Europe. Alternative title: Base de Données Analitique des Profile d'Europe version 2.1.0.0, 29/03/1999. Alternative title: Base de Données des Profiles d'Europe. Abbreviated title: SPADE. DATA SET OVERVIEW Abstract, Purpose of production, and Usage: The Soil Profile Analytical Database of Europe is an integral part of the European Soil Database. It has been compiled through the collaboration of national experts of the 12 EU member countries and is currently being extended to include data from the eastern European and Scandinavian countries. The driving force for compilation of the database was the need to model the water balance and map the available water content in the root zone for the MARS Project (Monitoring Agriculture by Remote Sensing, Joint Research Centre, Ispra, Italy). A number of pedotransfer functions or rules for calculating or predicting other soil attributes for use in land use and management was also perceived as important for future interpretation of soil maps. The idea to develop the Soil Profile Analytical Data Base in different stages (levels) was generally regarded as the most realistic approach. The number of soil types to be computerized would vary according to the time available and the funding provided to establish the database system. It might therefore be necessary to start with data for a few soil types and add more later. That would mean making a first approximation (Level 1) to a comprehensive soil profile database system and then later following up with a second (Level 2), third (Level 3) and even a fourth approximation (Level 4). Based on discussions in the Soil and GIS Support Group, the MARS Project funded the establishment of a Level 1 Soil Profile Analytical Data Base that could later be extended. The primary aim was to capture profile data which are representative of the soil types depicted on the EC Soil Map. To make the best use of the soil map for modelling purposes, a complete coverage of data are needed. Two formats (Proformas) were designed to capture the data: Proforma I: for profile data that are recognised as truly representative of specific soil types but not georeferenced to any particular locality. Preferably, these data should be obtained by measurement according to standard methods of analysis. However, to ensure a complete European data set for modelling purposes, experts were requested to provide estimates where no measured data exist for the particular soil type or where a non-standard method of analysis has been used. SPADBE_Metadata 1 Proforma II: for measured data from specific points in the landscape where the soil has been examined and analysed. No attempt is made to harmonise the analytical methods but the methods used are specified for each parameter. These data may not be truly representative of soil types shown on the map and some data may be missing for some parameters. The database includes analytical results for the different soil horizons as follows: Texture (& particle size grades) Electric conductivity Organic matter content (C, N) CEC and exchangeable bases Structure Soil water retention Total nitrogen content Bulk density pH Root depth ESP or SAR Groundwater level Calcium carbonate content Parent material Calcium sulphate content Basic concepts: 1. At level 1, the member states are treated as separate regions; in later stages the member states will be divided into sub-regions (i.e. level 4). 2. At level 1, typical soil profile descriptions and associated analytical data are identified for each major soil type present within each member state. The data are compiled for the dominant soil types on agricultural land only (and NOT for all the STUs identified in the SGDBE). 3. At level 2, typical soil profile descriptions and associated analytical data are identified for dominant as well as associated soil types on agricultural land (level 2 = level 1 + associated soil types). 4. At level 3, typical soil profile descriptions and associated analytical data are identified for dominant as well as associated soil types on agricultural and other land uses (level 3 = level 2 + non-agricultural land uses). 5. Level 4 allows for sub-national subdivision. At level 4 there may be more than one profile for each soil type to differentiate some soil types on other criteria such as parent material (pedo-landscapes). Level 4 = level 1 or 2 or 3 + regional sub-division. 6. Proforma I: soil profiles truly representative of soil types, preferably measured but can be estimated (as a ‘theoretical’ profile), exhaustive, harmonised, not geo-referenced, intended for spatial modelling at the 1:1,000,000 scale. 7. Proforma II: soil profiles not necessarily representative of soil types, measured data (from a ‘real’ profile), not necessarily exhaustive, not harmonised but measurement method specified, geo-referenced, intended as the first stage of compilation of a data set of measured data for all Europe. Spatial sub-schema type: Spatial reference system type: No spatial positioning. Language: English. Document reference: MADSEN, H. Breuning. (1991). The principles for construction of an EC Soil database system. In: Soil Survey – a basis for European soil protection. Soil and Groundwater Report 1. J.M. Hodgson (ed.). EUR 13340 EN, 173-180. Office for Official Publications of the European Communities, Luxembourg. MADSEN, H. Breuning and JONES, R.J.A. (1995). Soil profile analytical database for the European Union. Danish Journal of Geography, 95, 49-57. MADSEN, H. Breuning and JONES, R.J.A. (1996). A Soil Profile Analytical Database for the European Union. In: Soil databases to support sustainable development. C. Le Bas and M. Jamagne (eds). European Soil Bureau Research Report No.2, EUR 16371 EN, 135-144. Service d’Etude des Sols et de la Carte Pedologique de France de l’INRA, Orleans (F) and the Joint Research Centre, Institute for Remote Sensing Applications, Ispra (I). MADSEN, H. Breuning and JONES, R.J.A. (1998). Towards a European Soil Profile Analytical Database. In: Land Information Systems: Developments for planning the sustainable use of land resources. H.J. Heineke, W. Eckelmann, A.J. Thomasson, R.J.A. Jones, L. Montanarella and B. Buckley (eds). European Soil Bureau Research Report No.4, EUR 17729 EN, (1998), 43-50. Office for Official Publications of the European Communities, Luxembourg. SPADBE_Metadata 2 Sample: No sample data set provided. Related data sets: Soil Geographical Data Base of Europe at Scale 1:1,000,000. DATA SET QUALITY INDICATORS Rationale The quality and reliability of the information held in the European Soil Database (ver 1.0) are important considerations for users. At present it is not possible to express the accuracy or precision of the data in the various data sets according to any quantified standard procedure. The ultimate aim of the Scientific Committee of the ESB is to correct this deficiency. In practice, the responsibility for the accuracy of the spatial and attribute data rests with the Contributor organisations. It has not been possible to make thorough internal checks on the consistency and reliability of the data. This will be done in the future as an ongoing process but the ESB Scientific Committee takes the view that it is now time to distribute the data and to request user feedback as a part of the validation process. In the long-term, this is likely to reveal more errors than a series of ‘artificial’ checks. The current version of the soil profile analytical database comprises estimated profiles and measured profiles. It is the estimated profiles that have been selected to be representative of the STUs. The measured profiles are a first stage only in the compilation of a soil profile database of Europe in which all the profiles are georeferenced. This data set is not large enough for the profiles to be linked to SMUs by geo-referencing in any meaningful way. The medium-term aim is to obtain at least one representative profile for each soil typological unit (STU) – currently there are some STUs for which there are no representative profiles. Furthermore, the current linking of the estimated soil profile data to STUs needs thoroughly reviewing as many of the current links are not explicit or are simply incorrect. There is also a need for internal consistency checks on the various parameter values. For example, very acid soils (with pH<5.0) cannot have a very high base saturation (BS > 60%). In summary, it is important for users of the soil profile data to understand the following: 1. The collection of soil profile analytical data began in 1993, before the legend for the version of the Soil Geographical Database (current at that time) had been finalised. Therefore the national experts had to use their judgement and experience in selecting the profiles that ought to be representative of their nation’s soils. There was no complete list of soil mapping units available at European level to guide the national experts at the time. 2. Since the compilation of the Soil Profile Analytical Database for the EU–12 countries began, the Soil Geographical Database has been continuously extended such that it now covers 28 countries. In this respect, the process of compiling profile data has lagged behind (and still lags behind) the extension of the geographical database. 3. The soil data in the national archives of the member states are aggregated on the basis of soil units or classes belonging to national soil classifications. In most countries, these classifications differ significantly from the FAO system (used for the EU Soil Map). This has lead to gaps in the database for some soil mapping units that are identified at European level but are not recognised or delineated at national level. 4. Financial resources were made available through the Commission for the extraction and reformatting of data from national archives. These funds were limited such that the ‘target population’ of soil data was reduced to only collated or published information that could be easily extracted. There was no opportunity to take new samples or make additional analyses. 5. The accuracy of the data and the degree to which they are representative of the STUs (and the soil mapping units - SMU) in any country, remain the sole responsibility of the national contributor. There was no opportunity within the project for further checks on the data supplied. 6. A brief survey of the data supplied for the EU-12 countries was made and this identified missing data items as well as missing profiles. 7. There are more comprehensive and fully validated profile data in many of the member states. The profile data included here must be accepted as the best soil profile data that are available at European level but SPADBE_Metadata 3 used in the knowledge that, to date, no internal consistency, compatibility or range checks have been made. 8. Later versions of the European Soil Database (later than 2.1.0.0) will include more data that have been checked in the manner described above. 9. Users are referred to the ‘Document Reference’ section of the Metadata file for the soil profile analytical database for more information on the compilation process. Process history: 1986: The concept of a soil profile database for the EC countries was originally proposed by Madsen, following discussion of the subject at a series of annual meetings of the Computerization of Land Data Group (EC DGVI) which began in 1982 (at Montpellier [F]). A methodology for compiling a soil profile database was agreed by a sub-committee in Brussels. 1988: The approach was approved at the last full meeting of the Computerization of Land Data Group, in Wageningen (Van Lanen and Bregt, 1989). The database would be compiled in phases, firstly at Level 1, secondly at Level 2 and so on. 1989: The concept and procedures were endorsed by the Heads of Soil Surveys of the European Community countries, at a meeting in Silsoe (Hodgson, 1991). The lack of compatibility between the soil profile data collected across Europe would be overcome by defining standard Proformas for recording the data. 1992: Under contract to the MARS Project (JRC), proformas were constructed as spreadsheets in Microsoft Excel for the collection of standard data (Proforma I for estimated data where necessary) and measured data (Proforma II); guidelines for completing the proformas were also prepared (Madsen and Jones 1995). The proformas and guidelines were then tested by members of the Soil and GIS Support Group of the MARS Project. 1993: Following receipt of some completed proformas, final versions were produced and distributed to all the proposed contributors (EU-12) to the database. 1995: Completed proformas (I and II) for approximately 350 soil profiles for EU-10 countries were received, some on paper, others as digital files. 1996: The process of extending the profile database to Eastern Europe and Scandinavian countries has commenced. Staff at INRA (Orleans) converted the Proforma I data from spreadsheet to relational database format. This revealed a number of structural problems with the data that have still to be fully resolved. 1997: The compilation of a Level 1 database for the EU-12 countries was completed (with the inclusion of data for Ireland [from the WISE database] and Portugal). Data for only a few eastern European countries (e.g. Bulgaria) have been received (to date). 1998: Version 1.0 of the Soil Profile Analytical Database released to the ESB Scientific Committee. Overall positional accuracy: Not applicable. Overall thematic accuracy: It should be borne in mind that the Soil Profile Analytical Database was compiled BEFORE the list of soil map units (SMU) for the SGDBE was finalised. Thus the contributors to the level 1 database could only select profile data according to their best judgement that these data would be representative of all important soil types on the map of their respective countries. It was fully appreciated at the time that compilation of the profile data was not sufficiently coordinated with the updating of the soil geographic database and that this would eventually lead to problems of linking the soil profile data to the SGDBE. However, the availability of funds from the JRC and the existence of an active expert group (Soil and GIS Support Group) to commence the work of compiling the soil profile data were deemed to be of overriding importance. The use of expert judgement for estimation of soil profile data (Proforma I) is a pragmatic approach at this stage of the development of the European Soil Database. The excavation of soil profiles and the laboratory analysis of the samples are both time consuming and expensive processes. Even if sufficient funds were made available, it would take a long time to fill in the current gaps in European soil profile data. However, this should remain the ultimate aim in the medium to long term. Overall temporal accuracy: The data derive from the analysis of soil samples taken over a long period, mostly 1950-1990, and the expert judgement of scientists with at least 25 years field experience of soils. SPADBE_Metadata 4 Overall logical accuracy: Overall completeness: Estimated 80% for EU-12 country Proforma I at Level 1. For eastern European and Scandinavian countries, completeness for Proforma I at mid 1998 is much less (< 35%). For Proforma II data (measured), values are missing for many prarameters. SPATIAL REFERENCE SYSTEM INDIRECT SPATIAL REFERENCE SYSTEM: Type of indirect spatial reference system: By country. Reference date: DIRECT SPATIAL REFERENCE SYSTEM: Datum: Ellipsoid: Map projection: Height reference system: Mean sea level. EXTENT CURRENCY OF EXTENT DATA AND COMPLETENESS OF DATA SET: Extent date: Extent status: PLANAR EXTENT: Bounding XY: Bounding Area: Geographic area: VERTICAL EXTENT: Min elevation value: Max elevation value: TEMPORAL EXTENT: From date: To date: DATA DEFINITION APPLICATION SCHEMA DESCRIPTION: Application schema id: SOIL. SPADBE_Metadata 5 Application schema text: Soil profiles in Europe. OBJECT TYPE: Object type name: Object type definition: Geometric primitive type: Structure primitive type: Object type code: Occurrences: Positional accuracy: Thematic accuracy: Completeness: ATTRIBUTE TYPE: Attribute type name: See DICTIONARY Attribute type definition: Attribute type code: Attribute type domain: Thematic accuracy: Temporal accuracy: ASSOCIATION TYPE: Association type name: Association type definition: From object type: To object type: Cardinality: Constraints: Thematic accuracy: Logical consistency: CLASSIFICATION THESAURUS: Name of thesaurus: Thesaurus administrator: SPADBE_Metadata 6 THESAURUS ELEMENT: Term: Definition: Synonyms: See Attricod Related term: Broader term: Narrower term: Picture: ADMINISTRATIVE META DATA See metadata for the Soil Geographical Data Base of Europe. ORGANISATION AND ORGANISATION ROLE: Organisation name: Abbreviated organisation name: Organisation address: Organisation role: Alternative organisation name: Function of organisation: POINT OF CONTACT AND POINT OF CONTACT ROLE: Point of contact name: Point of contact address: Point of contact role: DISTRIBUTION: The Soil Profile Analytical Data Base of Europe is distributed only together with the Soil Geographical Data Base of Europe. See metadata for the last. Restrictions on use: Copyright owners: Pricing policy: Unit of distribution: Media: Formats: On-line access: Order: Support services: SPADBE_Metadata 7 META DATA REFERENCE Entry date: 25/05/1998 Last check date: 25/05/1998 Last update date: 20/04/1998 Future review date: Spatial reference system of metadata: SPADBE_Metadata 8 ANNEX CONTENT OF ANNEX Definition of Proforma I Definition of Proforma II Definition of the levels Profile-to-STU linking process Typology of profile-to-STU links Examples for one country Data model for the profile database DEFINITION OF PROFORMA I Used to describe estimated profiles. Profiles are not georeferenced. The key for linkage of the profile to a Soil Typological Unit (STU) is made of the following three attributes: Soil name (SOIL), Dominant surface textural class (TEXT1), Secondary surface textural class (TEXT2). The author of the profile may or may not give a list of Soil Mapping Units (SMUs) or STUs to which the profile refers. If the author does, then the link between that profile and its corresponding STU within that (or those) SMU(s) is called “explicit”. This fact will be stored in the data base together with the link. For all other links to corresponding STU(s) that can be found using the key for linkage, the link is called “implicit” (i.e. not explicitly given by the author of the profile). This fact will also be stored in the database together with the link. All data in the profile are mandatory with some exceptions (active CaCO3, hydraulic conductivity). DEFINITION OF PROFORMA II Used to describe selected existing measured profiles. Profiles may or may not be georeferenced (by X and Y co-ordinates). There is no possible linkage of measured profiles to any STU or SMU. Most of the data in the profile are not mandatory but some are. DEFINITION OF LEVELS Levels differentiate the number of profiles to be provided by country. A "soil type" is identified by the triplet Soil name/Dominant surface textural class/Secondary surface textural class (SOIL/TEXT1/TEXT2). LEVEL 1 By country. For agricultural land only for the soil types where agriculture is at least one of the land uses. 1 profile for each soil type which appears in 1 or more dominant STU(s). This profile does NOT apply to the same soil types that appear in associated (non-dominant) STUs. LEVEL 2 By country. For agricultural land only. 1 profile for each soil type, whether dominant or not. Level 2 = Level 1 + associated soil types. LEVEL 3 By country. By land use (agricultural + other(s) (mainly forest, but also scrubs, heather...)). 1 profile for each soil type, whether dominant or not. Levels 1 and 2 provide profiles only for agricultural lands. Level 3 adds 1 profile to each soil type for other land use(s) (mainly forest). SPADBE_Metadata 9 Level 3 = Level 2 + land use subdivision. LEVEL 4 Level 4 allows for sub-national subdivision. At Level 4 there may be more than 1 profile for each soil type to differentiate some soil types on other criteria such as parent material (pedolandscapes). Level 4 = Level 1 or 2 or 3 + regional subdivision. PROFILE-TO-STU LINKING PROCESS The Profile Database currently contains level 1 profiles sometimes with gaps, but it also contains some level 2, 3 and 4 profiles for some countries. It was decided to build a Profile-to-STU link table only for Level 1 profiles only plus Level 4 profiles where applicable. Therefore the linking process will be run on the list of soil types (SOIL/TEXT1) that appear as dominant within each SMU in each country (this corresponds to the level 1 concept and will accept dominant level 4 profiles). Originally, the key for linkage should have been made of the following attributes: COUNTRY SOIL TEXT1 TEXT2 } soil type } soil type in a country But because this key is too restrictive, it was decided to work with only the first 3 attributes (COUNTRY/SOIL/TEXT1). When the author of a profile has explicitly given a list of one or more SMUs to which the profile applies, then the profile is linked to the dominant soil type (SOIL/TEXT1) in those SMUs for that country under the condition that the key for linkage (COUNTRY/SOIL/TEXT1) matches. Such a link is said to be “explicit”. This information is stored in the link table together with the link in a LINK_TYPE attribute with code 1 meaning “explicit link”. Explicit links have a high priority over other link types and are highly reliable. When the author of a profile has not indicated any SMU to which the profile applies, then the profile is linked to all dominant soil types (SOIL/TEXT1) for that country that hold a matching link key value (COUNTRY/SOIL/TEXT1). Such a link is said to be “implicit”. This information is stored in the link table together with the link in a LINK_TYPE attribute with code 2 meaning “implicit link”. Implicit links have a lower priority than explicit ones and are less reliable. TYPOLOGY OF PROFILE-TO-STU LINKS Listed by order of priority and reliability: 1 The link is explicit by author of the profile (i.e. the author has provided 1 or more SMU references for the profile). 2 The link is implicit by author of the profile, i.e. profile is a Level 1 profile (i.e. the author has NOT provided ANY SMU reference for the profile). EXAMPLES FOR ONE COUNTRY The following is a sample of the semantic data set of the Soil Geographical Database of Europe (SGDBE). The STU table gives, for each STU, its description. We have kept only the attributes that are of interest to our purpose: STU identifier (STU), soil type (SOIL/TEXT1), and an example attribute (ATT) to exemplify particular cases. The STU.ORG table holds the composition relationships between SMUs and STUs (e.g. SMU 100 is « made of » 80% of STU 1000 and 20% of STU 1001, meaning that STU 1000 is dominant within SMU 100). These two tables are related through the STU attribute. From tables STU.ORG and STU above and their related attribute STU, the new table below called DOMINANT_SOIL_TYPES can be built. It holds each SMU’s dominant soil type (SOIL/TEXT1). STU.ORG SMU STU 100 1000 SPADBE_Metadata PCAREA 80 100 101 101 1001 1002 1003 20 70 30 10 102 102 102 103 103 104 104 105 105 106 107 107 108 108 108 ... 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016 1017 1018 75 20 5 85 15 80 20 60 40 100 95 5 40 30 30 STU STU 1000 1001 1002 1003 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016 1017 1018 ... SOIL Jeg Lo Jeg Po Be Bc La Be Po Be Ch Ec Be Dd Dd Bev Gcf Bx Bx TEXT1 1 2 1 3 4 2 3 4 2 4 5 3 4 2 2 2 3 2 2 ATT A B C A D D A A A E A B A E B C E A C Notice that for SMU 108, the dominant soil type is Bx/2 coming from two STUs which originally are not dominant because they are different on other attributes such as ATT. DOMINANT_SOIL_TYPES SMU PCAREA SOIL 100 80 Jeg 101 70 Jeg 102 75 Be 103 85 Be 104 80 Be 105 60 Ec 106 100 Dd 107 95 Dd 108 60 Bx … TEXT1 1 1 4 4 4 3 2 2 2 Each possible case of profile-to-STU linking process will be illustrated using the following sample PROFILES table. In that table we kept only the attributes that are of interest to our purpose. PROF_NUM holds the profile identifier. SMU holds the list of SMU identifiers to which the author of the profile wishes to relate that profile. In this case explicit links have to be built. If the author does not specify any SMU, then this attribute is left blank and implicit links have to be built. SOIL and TEXT1 hold the soil type which serves as the key for linkage to the dominant soil type within the specified SMUs (explicit links), or within any SMU if unspecified (implicit links). PROFILES PROF_NUM SMU 1 2 102,103,105 3 4 107 5 ... SOIL Jeg Be Dd Dd Bx TEXT1 1 4 2 2 2 From all the four above files, the following PROFILES_TO_STU_LINKS table can be built. In that table PROF_NUM holds the profile identifier, STU holds the STU identifier to which that profile is linked, and LINK_TYPE holds the type of that link (1 meaning explicit link, and 2 meaning implicit link). Each example is explained below. PROFILES_TO_STU_LINKS SPADBE_Metadata 11 PROF_NUM 1 1 2 2 3 4 5 5 ... STU 1000 1002 1004 1007 1013 1014 1017 1018 LINK_TYPE 2 2 1 1 2 1 2 2 Example 1 illustrated by profile 1: simple implicit link. In profile 1, the author did not specify any SMU to which that profile should apply. Therefore it implicitly applies to any SMU whose dominant soil type (SOIL/TEXT1) matches the profile’s soil type. The link key value for profile 1 is Jeg/1. Both SMUs 100 and 101 hold this soil type value. Therefore profile 1 is linked to the corresponding STUs which are STUs 1000 and 1002. That information is stored in the PROFILES_TO_STU_LINKS table together with the link type, which in this case is 2, meaning that the link is implicit. Example 2 illustrated by profile 2: simple explicit link. In profile 2, the author specified three SMUs to which that profile should apply, namely SMUs 102, 103 and 105. Therefore it explicitly applies to those and only those SMUs under the condition that their dominant soil type (SOIL/TEXT1) matches the profile’s soil type. The link key value for profile 2 is Be/4. Both SMUs 102 and 103 hold this soil type value. Therefore profile 2 is linked to the corresponding STUs which are STUs 1004 and 1007. That information is stored in the PROFILES_TO_STU_LINKS table together with the link type, which in this case is 1, meaning that the link is explicit. Although SMU 104 also holds the Be/4 matching soil type value, profile 2 is not linked to that SMU because this was not specified by the author. The author has also specified SMU 105 in his list of applicable SMUs. But the dominant soil type for SMU 105 is Ec/3, which does not match the profile’s soil type value Be/4. This is an error from the author of the profile. No link can be built, but the error will be flagged in a “rejected links” listing. Note that SMU 105 has an associated, non dominant soil type with the matching value Be/4. But this is not sufficient to build the link, because at Level 1, only dominant soil types are valid for linkage. Example 3 illustrated by profiles 3 and 4: explicit link overrides implicit link (level 1 + level 4 links). Profile 3 illustrates a case of a simple implicit link to STUs 1013 and 1014. Profile 4 illustrates a case of a simple explicit link to STU 1014. But that STU was already implicitly linked to profile 3. Because explicit links are more reliable than implicit links, they are considered of a higher priority. Therefore the implicit link of STU 1014 with profile 3 is replaced by an explicit link with profile 4. This case illustrates situations of “regionalisation” of the profile database. The author has given a profile to apply generally to a soil type, except in some places (i.e. SMUs) where he has provided another profile, more specific although for the same soil type. The concept of regionalisation corresponds to Level 4 of the database. Level 4 may apply to any of the previous levels, i.e. Levels 1 to 3. Regionalisation can also be managed by the author of the profiles with two or more profiles applying to the same soil type but where each profile applies to specified different SMUs. In such cases, there may be conflicts such as two different profiles applying to the same SMU. At Level 1 (but not at Levels 2 and 3), this is an error from the author of the profile. No link can be built between those two profiles and that SMU, but the error will be flagged in a “rejected links” listing. Example 4 illustrated by profile 5: complex implicit link. SPADBE_Metadata 12 Profile 5 illustrates an implicit link but more complex than those illustrated above. Profile 5 implicitly applies to any SMU whose dominant soil type (SOIL/TEXT1) matches the profile’s soil type. The link key value for profile 5 is Bx/2. SMU 108 holds this soil type value. Therefore profile 5 is linked to all corresponding STUs within that SMU, which in this case are STUs 1017 and 1018. Notice that STUs 1017 and 1018 both belong to SMU 108 and are both non-dominant STUs within that SMU. Their soil types, because they are the same, have become dominant by addition of their respective proportion within the SMU. Therefore, although the linking process is carried out only at Level 1 of the profile database, it may happen that links occur from profiles to non-dominant STUs. The same case may happen with explicit links (complex explicit links) and is not illustrated here because it can be handled in the same manner. DATA MODEL FOR THE PROFILE DATABASE The following data model is adopted to build an Arc/Info data base for integration of the Estimated Profile Database to the 1/1M Geographical Database: Estimated Profile Attribute Table PROF_NUM SOIL TEXT1 PM PROF_NUM ...other attributes... Estimated Horizon Attribute Table HOR_NUM DEPTH_HOR_ DEPTH_HOR_ START END HOR_NAME ...other attributes... Estimated Profile to STU Link Table PROF_NUM STU LYNK_TYPE STU STU Table SOIL TEXT1 MAT1 ...other attributes... The model does not apply to Measured Profile Database. The measured profiles should not be linked to SMUs or STUs because they are representative of the soils at particular georeferences and not necessarily representative of STUs and consequently SMUs. They should be used only for reference and therefore are supplied as Excel files without any relational structure. SPADBE_Metadata 13