--DO NOT MODIFY THIS FILE, IT IS GENERATED AUTOMATICALLY FROM SOURCES
-- Complain if script is sourced in psql, rather than via CREATE EXTENSION
\echo Use "CREATE EXTENSION crankshaft" to load this file. \quit
-- Version number of the extension release
CREATE OR REPLACE FUNCTION cdb_crankshaft_version()
RETURNS text AS $$
  SELECT '0.0.3'::text;
$$ language 'sql' STABLE STRICT;

-- Internal identifier of the installed extension instence
-- e.g. 'dev' for current development version
CREATE OR REPLACE FUNCTION _cdb_crankshaft_internal_version()
RETURNS text AS $$
  SELECT installed_version FROM pg_available_extensions where name='crankshaft' and pg_available_extensions IS NOT NULL;
$$ language 'sql' STABLE STRICT;
-- Internal function.
-- Set the seeds of the RNGs (Random Number Generators)
-- used internally.
CREATE OR REPLACE FUNCTION
_cdb_random_seeds (seed_value INTEGER) RETURNS VOID
AS $$
  from crankshaft import random_seeds
  random_seeds.set_random_seeds(seed_value)
$$ LANGUAGE plpythonu;
-- Moran's I Global Measure (public-facing)
CREATE OR REPLACE FUNCTION
  CDB_AreasOfInterestGlobal(
      subquery TEXT,
      column_name TEXT,
      w_type TEXT DEFAULT 'knn',
      num_ngbrs INT DEFAULT 5,
      permutations INT DEFAULT 99,
      geom_col TEXT DEFAULT 'the_geom',
      id_col TEXT DEFAULT 'cartodb_id')
RETURNS TABLE (moran NUMERIC, significance NUMERIC)
AS $$
  from crankshaft.clustering import moran_local
  # TODO: use named parameters or a dictionary
  return moran(subquery, column_name, w_type, num_ngbrs, permutations, geom_col, id_col)
$$ LANGUAGE plpythonu;

-- Moran's I Local (internal function)
CREATE OR REPLACE FUNCTION
  _CDB_AreasOfInterestLocal(
      subquery TEXT,
      column_name TEXT,
      w_type TEXT,
      num_ngbrs INT,
      permutations INT,
      geom_col TEXT,
      id_col TEXT)
RETURNS TABLE (moran NUMERIC, quads TEXT, significance NUMERIC, rowid INT, vals NUMERIC)
AS $$
  from crankshaft.clustering import moran_local
  # TODO: use named parameters or a dictionary
  return moran_local(subquery, column_name, w_type, num_ngbrs, permutations, geom_col, id_col)
$$ LANGUAGE plpythonu;

-- Moran's I Local (public-facing function)
CREATE OR REPLACE FUNCTION
  CDB_AreasOfInterestLocal(
    subquery TEXT,
    column_name TEXT,
    w_type TEXT DEFAULT 'knn',
    num_ngbrs INT DEFAULT 5,
    permutations INT DEFAULT 99,
    geom_col TEXT DEFAULT 'the_geom',
    id_col TEXT DEFAULT 'cartodb_id')
RETURNS TABLE (moran NUMERIC, quads TEXT, significance NUMERIC, rowid INT, vals NUMERIC)
AS $$

  SELECT moran, quads, significance, rowid, vals
  FROM cdb_crankshaft._CDB_AreasOfInterestLocal(subquery, column_name, w_type, num_ngbrs, permutations, geom_col, id_col);

$$ LANGUAGE SQL;

-- Moran's I only for HH and HL (public-facing function)
CREATE OR REPLACE FUNCTION
  CDB_GetSpatialHotspots(
    subquery TEXT,
    column_name TEXT,
    w_type TEXT DEFAULT 'knn',
    num_ngbrs INT DEFAULT 5,
    permutations INT DEFAULT 99,
    geom_col TEXT DEFAULT 'the_geom',
    id_col TEXT DEFAULT 'cartodb_id')
    RETURNS TABLE (moran NUMERIC, quads TEXT, significance NUMERIC, rowid INT, vals NUMERIC)
AS $$

  SELECT moran, quads, significance, rowid, vals
  FROM cdb_crankshaft._CDB_AreasOfInterestLocal(subquery, column_name, w_type, num_ngbrs, permutations, geom_col, id_col)
  WHERE quads IN ('HH', 'HL');

$$ LANGUAGE SQL;

-- Moran's I only for LL and LH (public-facing function)
CREATE OR REPLACE FUNCTION
  CDB_GetSpatialColdspots(
    subquery TEXT,
    attr TEXT,
    w_type TEXT DEFAULT 'knn',
    num_ngbrs INT DEFAULT 5,
    permutations INT DEFAULT 99,
    geom_col TEXT DEFAULT 'the_geom',
    id_col TEXT DEFAULT 'cartodb_id')
    RETURNS TABLE (moran NUMERIC, quads TEXT, significance NUMERIC, rowid INT, vals NUMERIC)
AS $$

  SELECT moran, quads, significance, rowid, vals
  FROM cdb_crankshaft._CDB_AreasOfInterestLocal(subquery, attr, w_type, num_ngbrs, permutations, geom_col, id_col)
  WHERE quads IN ('LL', 'LH');

$$ LANGUAGE SQL;

-- Moran's I only for LH and HL (public-facing function)
CREATE OR REPLACE FUNCTION
  CDB_GetSpatialOutliers(
    subquery TEXT,
    attr TEXT,
    w_type TEXT DEFAULT 'knn',
    num_ngbrs INT DEFAULT 5,
    permutations INT DEFAULT 99,
    geom_col TEXT DEFAULT 'the_geom',
    id_col TEXT DEFAULT 'cartodb_id')
    RETURNS TABLE (moran NUMERIC, quads TEXT, significance NUMERIC, rowid INT, vals NUMERIC)
AS $$

  SELECT moran, quads, significance, rowid, vals
  FROM cdb_crankshaft._CDB_AreasOfInterestLocal(subquery, attr, w_type, num_ngbrs, permutations, geom_col, id_col)
  WHERE quads IN ('HL', 'LH');

$$ LANGUAGE SQL;

-- Moran's I Global Rate (public-facing function)
CREATE OR REPLACE FUNCTION
  CDB_AreasOfInterestGlobalRate(
      subquery TEXT,
      numerator TEXT,
      denominator TEXT,
      w_type TEXT DEFAULT 'knn',
      num_ngbrs INT DEFAULT 5,
      permutations INT DEFAULT 99,
      geom_col TEXT DEFAULT 'the_geom',
      id_col TEXT DEFAULT 'cartodb_id')
RETURNS TABLE (moran FLOAT, significance FLOAT)
AS $$
  from crankshaft.clustering import moran_local
  # TODO: use named parameters or a dictionary
  return moran_rate(subquery, numerator, denominator, w_type, num_ngbrs, permutations, geom_col, id_col)
$$ LANGUAGE plpythonu;


-- Moran's I Local Rate (internal function)
CREATE OR REPLACE FUNCTION
  _CDB_AreasOfInterestLocalRate(
      subquery TEXT,
      numerator TEXT,
      denominator TEXT,
      w_type TEXT,
      num_ngbrs INT,
      permutations INT,
      geom_col TEXT,
      id_col TEXT)
RETURNS
TABLE(moran NUMERIC, quads TEXT, significance NUMERIC, rowid INT, vals NUMERIC)
AS $$
  from crankshaft.clustering import moran_local_rate
  # TODO: use named parameters or a dictionary
  return moran_local_rate(subquery, numerator, denominator, w_type, num_ngbrs, permutations, geom_col, id_col)
$$ LANGUAGE plpythonu;

-- Moran's I Local Rate (public-facing function)
CREATE OR REPLACE FUNCTION
  CDB_AreasOfInterestLocalRate(
      subquery TEXT,
      numerator TEXT,
      denominator TEXT,
      w_type TEXT DEFAULT 'knn',
      num_ngbrs INT DEFAULT 5,
      permutations INT DEFAULT 99,
      geom_col TEXT DEFAULT 'the_geom',
      id_col TEXT DEFAULT 'cartodb_id')
RETURNS
TABLE(moran NUMERIC, quads TEXT, significance NUMERIC, rowid INT, vals NUMERIC)
AS $$

  SELECT moran, quads, significance, rowid, vals
  FROM cdb_crankshaft._CDB_AreasOfInterestLocalRate(subquery, numerator, denominator, w_type, num_ngbrs, permutations, geom_col, id_col);

$$ LANGUAGE SQL;

-- Moran's I Local Rate only for HH and HL (public-facing function)
CREATE OR REPLACE FUNCTION
  CDB_GetSpatialHotspotsRate(
      subquery TEXT,
      numerator TEXT,
      denominator TEXT,
      w_type TEXT DEFAULT 'knn',
      num_ngbrs INT DEFAULT 5,
      permutations INT DEFAULT 99,
      geom_col TEXT DEFAULT 'the_geom',
      id_col TEXT DEFAULT 'cartodb_id')
RETURNS
TABLE(moran NUMERIC, quads TEXT, significance NUMERIC, rowid INT, vals NUMERIC)
AS $$

  SELECT moran, quads, significance, rowid, vals
  FROM cdb_crankshaft._CDB_AreasOfInterestLocalRate(subquery, numerator, denominator, w_type, num_ngbrs, permutations, geom_col, id_col)
  WHERE quads IN ('HH', 'HL');

$$ LANGUAGE SQL;

-- Moran's I Local Rate only for LL and LH (public-facing function)
CREATE OR REPLACE FUNCTION
  CDB_GetSpatialColdspotsRate(
      subquery TEXT,
      numerator TEXT,
      denominator TEXT,
      w_type TEXT DEFAULT 'knn',
      num_ngbrs INT DEFAULT 5,
      permutations INT DEFAULT 99,
      geom_col TEXT DEFAULT 'the_geom',
      id_col TEXT DEFAULT 'cartodb_id')
RETURNS
TABLE(moran NUMERIC, quads TEXT, significance NUMERIC, rowid INT, vals NUMERIC)
AS $$

  SELECT moran, quads, significance, rowid, vals
  FROM cdb_crankshaft._CDB_AreasOfInterestLocalRate(subquery, numerator, denominator, w_type, num_ngbrs, permutations, geom_col, id_col)
  WHERE quads IN ('LL', 'LH');

$$ LANGUAGE SQL;

-- Moran's I Local Rate only for LH and HL (public-facing function)
CREATE OR REPLACE FUNCTION
  CDB_GetSpatialOutliersRate(
      subquery TEXT,
      numerator TEXT,
      denominator TEXT,
      w_type TEXT DEFAULT 'knn',
      num_ngbrs INT DEFAULT 5,
      permutations INT DEFAULT 99,
      geom_col TEXT DEFAULT 'the_geom',
      id_col TEXT DEFAULT 'cartodb_id')
RETURNS
TABLE(moran NUMERIC, quads TEXT, significance NUMERIC, rowid INT, vals NUMERIC)
AS $$

  SELECT moran, quads, significance, rowid, vals
  FROM cdb_crankshaft._CDB_AreasOfInterestLocalRate(subquery, numerator, denominator, w_type, num_ngbrs, permutations, geom_col, id_col)
  WHERE quads IN ('HL', 'LH');

$$ LANGUAGE SQL;
CREATE OR REPLACE FUNCTION  CDB_KMeans(query text, no_clusters integer,no_init integer default 20)
RETURNS table (cartodb_id integer, cluster_no integer) as $$
    
    from crankshaft.clustering import kmeans
    return kmeans(query,no_clusters,no_init)

$$ language plpythonu;


CREATE OR REPLACE FUNCTION CDB_WeightedMeanS(state Numeric[],the_geom GEOMETRY(Point, 4326), weight NUMERIC)
RETURNS Numeric[] AS 
$$
DECLARE 
    newX NUMERIC;
    newY NUMERIC;
    newW NUMERIC;
BEGIN
    IF weight IS NULL OR the_geom IS NULL THEN 
        newX = state[1];
        newY = state[2];
        newW = state[3];
    ELSE
        newX = state[1] + ST_X(the_geom)*weight;
        newY = state[2] + ST_Y(the_geom)*weight;
        newW = state[3] + weight;
    END IF;
    RETURN Array[newX,newY,newW];

END
$$ LANGUAGE plpgsql;

CREATE OR REPLACE FUNCTION CDB_WeightedMeanF(state Numeric[])
RETURNS GEOMETRY AS 
$$
BEGIN
    IF state[3] = 0 THEN 
        RETURN ST_SetSRID(ST_MakePoint(state[1],state[2]), 4326);
    ELSE 
        RETURN ST_SETSRID(ST_MakePoint(state[1]/state[3], state[2]/state[3]),4326);
    END IF;
END
$$ LANGUAGE plpgsql;

CREATE AGGREGATE CDB_WeightedMean(geometry(Point, 4326), NUMERIC)(
    SFUNC = CDB_WeightedMeanS,
    FINALFUNC = CDB_WeightedMeanF,
    STYPE = Numeric[],
    INITCOND = "{0.0,0.0,0.0}" 
);
-- Function by Stuart Lynn for a simple interpolation of a value
-- from a polygon table over an arbitrary polygon
-- (weighted by the area proportion overlapped)
-- Aereal weighting is a very simple form of aereal interpolation.
--
-- Parameters:
--   * geom a Polygon geometry which defines the area where a value will be
--     estimated as the area-weighted sum of a given table/column
--   * target_table_name table name of the table that provides the values
--   * target_column column name of the column that provides the values
--   * schema_name optional parameter to defina the schema the target table
--     belongs to, which is necessary if its not in the search_path.
--     Note that target_table_name should never include the schema in it.
-- Return value:
--   Aereal-weighted interpolation of the column values over the geometry
CREATE OR REPLACE
FUNCTION cdb_overlap_sum(geom geometry, target_table_name text, target_column text, schema_name text DEFAULT NULL)
  RETURNS numeric AS
$$
DECLARE
	result numeric;
  qualified_name text;
BEGIN
  IF schema_name IS NULL THEN
    qualified_name := Format('%I', target_table_name);
  ELSE
    qualified_name := Format('%I.%s', schema_name, target_table_name);
  END IF;
  EXECUTE Format('
    SELECT sum(%I*ST_Area(St_Intersection($1, a.the_geom))/ST_Area(a.the_geom))
    FROM %s AS a
    WHERE $1 && a.the_geom
  ', target_column, qualified_name)
  USING geom
  INTO result;
  RETURN result;
END;
$$ LANGUAGE plpgsql;
--
-- Creates N points randomly distributed arround the polygon
--
-- @param g - the geometry to be turned in to points
--
-- @param no_points - the number of points to generate
--
-- @params max_iter_per_point - the function generates points in the polygon's bounding box
-- and discards points which don't lie in the polygon. max_iter_per_point specifies how many
-- misses per point the funciton accepts before giving up.
--
-- Returns: Multipoint with the requested points
CREATE OR REPLACE FUNCTION cdb_dot_density(geom geometry , no_points Integer, max_iter_per_point Integer DEFAULT 1000)
RETURNS GEOMETRY AS $$
DECLARE
  extent GEOMETRY;
  test_point Geometry;
  width                NUMERIC;
  height               NUMERIC;
  x0                   NUMERIC;
  y0                   NUMERIC;
  xp                   NUMERIC;
  yp                   NUMERIC;
  no_left              INTEGER;
  remaining_iterations INTEGER;
  points               GEOMETRY[];
  bbox_line            GEOMETRY;
  intersection_line    GEOMETRY;
BEGIN
  extent  := ST_Envelope(geom);
  width   := ST_XMax(extent) - ST_XMIN(extent);
  height  := ST_YMax(extent) - ST_YMIN(extent);
  x0 	  := ST_XMin(extent);
  y0 	  := ST_YMin(extent);
  no_left := no_points;

  LOOP
    if(no_left=0) THEN
      EXIT;
    END IF;
    yp = y0 + height*random();
    bbox_line  = ST_MakeLine(
      ST_SetSRID(ST_MakePoint(yp, x0),4326),
      ST_SetSRID(ST_MakePoint(yp, x0+width),4326)
    );
    intersection_line = ST_Intersection(bbox_line,geom);
  	test_point = ST_LineInterpolatePoint(st_makeline(st_linemerge(intersection_line)),random());
	  points := points || test_point;
	  no_left = no_left - 1 ;
  END LOOP;
  RETURN ST_Collect(points);
END;
$$
LANGUAGE plpgsql VOLATILE;
-- Make sure by default there are no permissions for publicuser
-- NOTE: this happens at extension creation time, as part of an implicit transaction.
-- REVOKE ALL PRIVILEGES ON SCHEMA cdb_crankshaft FROM PUBLIC, publicuser CASCADE;

-- Grant permissions on the schema to publicuser (but just the schema)
GRANT USAGE ON SCHEMA cdb_crankshaft TO publicuser;

-- Revoke execute permissions on all functions in the schema by default
-- REVOKE EXECUTE ON ALL FUNCTIONS IN SCHEMA cdb_crankshaft FROM PUBLIC, publicuser;