Merge pull request #129 from CartoDB/add-interpolation
[interpolation] Add NN(s) method
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@ -2,7 +2,7 @@
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Function to interpolate a numeric attribute of a point in a scatter dataset of points, using one of three methos:
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Function to interpolate a numeric attribute of a point in a scatter dataset of points, using one of three methos:
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* [Nearest neighbor](https://en.wikipedia.org/wiki/Nearest-neighbor_interpolation)
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* [Nearest neighbor(s)](https://en.wikipedia.org/wiki/Nearest-neighbor_interpolation)
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* [Barycentric](https://en.wikipedia.org/wiki/Barycentric_coordinate_system)
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* [Barycentric](https://en.wikipedia.org/wiki/Barycentric_coordinate_system)
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* [IDW](https://en.wikipedia.org/wiki/Inverse_distance_weighting)
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* [IDW](https://en.wikipedia.org/wiki/Inverse_distance_weighting)
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@ -15,7 +15,7 @@ Function to interpolate a numeric attribute of a point in a scatter dataset of p
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| query | text | query that returns at least `the_geom` and a numeric value as `attrib` |
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| query | text | query that returns at least `the_geom` and a numeric value as `attrib` |
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| point | geometry | The target point to calc the value |
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| point | geometry | The target point to calc the value |
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| method | integer | 0:nearest neighbor, 1: barycentric, 2: IDW|
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| method | integer | 0:nearest neighbor, 1: barycentric, 2: IDW|
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| p1 | integer | IDW: limit the number of neighbors, 0->no limit|
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| p1 | integer | limit the number of neighbors, IDW: 0->no limit, NN: 0-> closest one|
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| p2 | integer | IDW: order of distance decay, 0-> order 1|
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| p2 | integer | IDW: order of distance decay, 0-> order 1|
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### CDB_SpatialInterpolation (geom geometry[], values numeric[], point geometry, method integer DEFAULT 1, p1 integer DEFAULT 0, ps integer DEFAULT 0)
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### CDB_SpatialInterpolation (geom geometry[], values numeric[], point geometry, method integer DEFAULT 1, p1 integer DEFAULT 0, ps integer DEFAULT 0)
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@ -28,7 +28,7 @@ Function to interpolate a numeric attribute of a point in a scatter dataset of p
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| values | numeric[] | Array of points' values for the param under study|
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| values | numeric[] | Array of points' values for the param under study|
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| point | geometry | The target point to calc the value |
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| point | geometry | The target point to calc the value |
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| method | integer | 0:nearest neighbor, 1: barycentric, 2: IDW|
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| method | integer | 0:nearest neighbor, 1: barycentric, 2: IDW|
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| p1 | integer | IDW: limit the number of neighbors, 0->no limit|
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| p1 | integer | limit the number of neighbors, IDW: 0->no limit, NN: 0-> closest one|
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| p2 | integer | IDW: order of distance decay, 0-> order 1|
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| p2 | integer | IDW: order of distance decay, 0-> order 1|
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### Returns
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### Returns
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@ -37,6 +37,9 @@ Function to interpolate a numeric attribute of a point in a scatter dataset of p
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|-------------|------|-------------|
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|-------------|------|-------------|
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| value | numeric | Interpolated value at the given point, `-888.888` if the given point is out of the boundaries of the source points set |
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| value | numeric | Interpolated value at the given point, `-888.888` if the given point is out of the boundaries of the source points set |
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Default values:
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* -888.888: when using Barycentric, the target point is out of the realm of the input points
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* -777.777: asking for a method not available
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#### Example Usage
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#### Example Usage
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@ -1,6 +1,8 @@
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-- 0: nearest neighbor
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-- 0: nearest neighbor(s)
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-- 1: barymetric
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-- 1: barymetric
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-- 2: IDW
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-- 2: IDW
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-- 3: krigin ---> TO DO
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CREATE OR REPLACE FUNCTION CDB_SpatialInterpolation(
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CREATE OR REPLACE FUNCTION CDB_SpatialInterpolation(
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IN query text,
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IN query text,
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@ -50,12 +52,19 @@ DECLARE
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vc numeric;
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vc numeric;
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output numeric;
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output numeric;
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BEGIN
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BEGIN
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output := -999.999;
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-- output := -999.999;
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-- nearest
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-- nearest neighbors
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-- p1: limit the number of neighbors, 0-> closest one
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IF method = 0 THEN
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IF method = 0 THEN
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WITH a as (SELECT unnest(geomin) as g, unnest(colin) as v)
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IF p1 = 0 THEN
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SELECT a.v INTO output FROM a ORDER BY point<->a.g LIMIT 1;
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p1 := 1;
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END IF;
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WITH a as (SELECT unnest(geomin) as g, unnest(colin) as v),
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b as (SELECT a.v as v FROM a ORDER BY point<->a.g LIMIT p1::integer)
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SELECT avg(b.v) INTO output FROM b;
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RETURN output;
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RETURN output;
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-- barymetric
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-- barymetric
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@ -121,6 +130,11 @@ BEGIN
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SELECT sum(b.f)/sum(b.k) INTO output FROM b;
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SELECT sum(b.f)/sum(b.k) INTO output FROM b;
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RETURN output;
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RETURN output;
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-- krigin
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ELSIF method = 3 THEN
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-- TO DO
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END IF;
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END IF;
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RETURN -777.777;
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RETURN -777.777;
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@ -1,7 +1,7 @@
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SET client_min_messages TO WARNING;
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SET client_min_messages TO WARNING;
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\set ECHO none
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\set ECHO none
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nn | nni | idw
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nn | nni | idw
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-----+--------------------------+-----------------
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----------------------+--------------------------+-----------------
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200 | 238.41059602632179224595 | 341.46260750526
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200.0000000000000000 | 238.41059602632179224595 | 341.46260750526
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(1 row)
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(1 row)
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