PAMI - An Open Source PAttern MIning Python Library

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Geo-referenced database

Description

A geo-referenced database represents the data gathered by a set of fixed sensors observing a particular phenomenon over a time period. It is a combination of spatial database and transactional/temporal/utility database.

Types of Geo-referenced databases

  1. Geo-referenced transactional databases
  2. Geo-referenced temporal databases
  3. Geo-referenced utility database

1. Geo-referenced transactional database

A transactional database is said to be a geo-referenced transactional database if it contains spatial items. The format of this database is similar to that of transactional database. An example of a geo-referenced transactional database is as follows:

TID Items
1 Point(0 0) Point(0 1) Point(1 0)
2 Point(0 0) Point(0 2) Point(5 0)
3 Point(5 0)
4 Point(4 0) Point(5 0)

Note: The rules to create a geo-referenced transactional database are same as the rules to create a transactional database. In other words, the format of creating a transaction in a geo-referential database is:

spatialItem1<sep>spatialItem2<sep>...<sep>spatialItemN

An example:

Point(0 0)    Point(0 1)  Point(1 0)
Point(0 0)    Point(0 2)  Point(5 0)
Point(5 0)
Point(4 0)    Point(5 0)

2. Geo-referential temporal database

A temporal database is said to be a geo-referential temporal database if it contains spatial items. The format of this database is similar to that of temporal database. An example of a geo-referential temporal database is as follows:

TID Timestamp Items
1 1 Point(0 0) Point(0 1) Point(1 0)
2 2 Point(0 0) Point(0 2) Point(5 0)
3 4 Point(5 0)
4 5 Point(4 0) Point(5 0)

Note: The rules to create geo-referential temporal database are same as the rules to create a temporal database. In other words, the format to create geo-referential temporal database is as follows:

timestamp<sep>spatialItem1<sep>spatialItem2<sep>...<sep>spatialItemN

An example:

1   Point(0 0)    Point(0 1)  Point(1 0)
2   Point(0 0)    Point(0 2)  Point(5 0)
4   Point(5 0)
5   Point(4 0)    Point(5 0)

3. Geo-referential utility database

A utility database is said to be a geo-referential utility database if it contains spatial items. The format of this database is similar to that of utility database. An example of a geo-referential utility database is as follows:

TID Transactions (items and their prices)
1 (Point(0 0),100) (Point(0 1),42) (Point(1 0), 20)
2 (Point(0 0), 100) (Point(0 2), 10) (Point(5 0), 30)
3 (Point(5 0), 30)
4 (Point(4 0),30), (Point(5 0),40)

Note: The rules to create geo-referential utility database are same as the rules to create a utility database. In other words, the format to create geo-referential utility database is as follows:

timestamp<sep>spatialItem1<sep>spatialItem2<sep>...<sep>spatialItemN : total utility : utilityA<sep>utilityB<sep>...<sep>utilityN

An example:

1   Point(0 0)    Point(0 1)  Point(1 0):162:100    42  20
2   Point(0 0)    Point(0 2)  Point(5 0):140:100    10  30
4   Point(5 0):30:30
5   Point(4 0)    Point(5 0):70:30  40