82 lines
2.9 KiB
Markdown
82 lines
2.9 KiB
Markdown
## Gravity Model
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Gravity Models are derived from Newton's Law of Gravity and are used to predict the interaction between a group of populated areas (sources) and a specific target among a group of potential targets, in terms of an attraction factor (weight)
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**CDB_Gravity** is based on the model defined in *Huff's Law of Shopper attraction (1963)*
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### CDB_Gravity(t_id bigint[], t_geom geometry[], t_weight numeric[], s_id bigint[], s_geom geometry[], s_pop numeric[], target bigint, radius integer, minval numeric DEFAULT -10e307)
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#### Arguments
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| Name | Type | Description |
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|------|------|-------------|
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| t_id | bigint[] | Array of targets ID |
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| t_geom | geometry[] | Array of targets' geometries |
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| t_weight | numeric[] | Array of targets's weights |
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| s_id | bigint[] | Array of sources ID |
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| s_geom | geometry[] | Array of sources' geometries |
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| s_pop | numeric[] | Array of sources's population |
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| target | bigint | ID of the target under study |
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| radius | integer | Radius in meters around the target under study that will be taken into account|
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| minval (optional) | numeric | Lowest accepted value of weight, defaults to numeric min_value |
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### CDB_Gravity( target_query text, weight_column text, source_query text, pop_column text, target bigint, radius integer, minval numeric DEFAULT -10e307)
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#### Arguments
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| Name | Type | Description |
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|------|------|-------------|
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| target_query | text | Query that defines targets |
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| weight_column | text | Column name of weights |
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| source_query | text | Query that defines sources |
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| pop_column | text | Column name of population |
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| target | bigint | cartodb_id of the target under study |
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| radius | integer | Radius in meters around the target under study that will be taken into account|
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| minval (optional) | numeric | Lowest accepted value of weight, defaults to numeric min_value |
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### Returns
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| Column Name | Type | Description |
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|-------------|------|-------------|
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| the_geom | geometry | Geometries of the sources within the radius |
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| source_id | bigint | ID of the source |
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| target_id | bigint | Target ID from input |
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| dist | numeric | Distance in meters source to target (if not points, distance between centroids) |
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| h | numeric | Probability of patronage |
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| hpop | numeric | Patronaging population |
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#### Example Usage
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```sql
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with t as (
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SELECT
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array_agg(cartodb_id::bigint) as id,
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array_agg(the_geom) as g,
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array_agg(coalesce(gla, 0)::numeric) as w
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FROM
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centros_comerciales_de_madrid
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WHERE not no_cc
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),
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s as (
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SELECT
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array_agg(cartodb_id::bigint) as id,
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array_agg(center) as g,
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array_agg(coalesce(t1_1, 0)::numeric) as p
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FROM
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sscc_madrid
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)
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SELECT
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g.the_geom,
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trunc(g.h, 2) as h,
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round(g.hpop) as hpop,
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trunc(g.dist/1000, 2) as dist_km
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FROM
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t,
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s,
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cdb_crankshaft.CDB_Gravity(t.id, t.g, t.w, s.id, s.g, s.p, newmall_ID, 100000, 5000) as g
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```
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