diff --git a/ddbb scripts/recommender_bayesian_action_id.sql b/ddbb scripts/recommender_bayesian_action_id.sql
new file mode 100644
index 0000000000000000000000000000000000000000..1c36b09046648059488a7e523bb38c938c5c5e41
--- /dev/null
+++ b/ddbb scripts/recommender_bayesian_action_id.sql
@@ -0,0 +1,101 @@
+-- Created on: 16/01/2023
+-- @author: Andoni Aranguren Ubierna
+-- Adaptations: 02/2023 @author: Sergio Campos
+
+CREATE DEFINER=`root`@`localhost` PROCEDURE `recommender_bayesian_action_id`(
+ IN action_id_array VARCHAR(255),
+ IN kpi INT)
+BEGIN
+ -- Temporary table so we can parse an set of ids
+ DROP TEMPORARY TABLE IF EXISTS temp_table;
+ CREATE TEMPORARY TABLE temp_table(action_id INT);
+
+ INSERT INTO temp_table(action_id)
+ SELECT action_id
+ FROM action p
+ WHERE FIND_IN_SET(p.action_id, action_id_array);
+
+ -- Amount of actions in input set. Important to check if P(B/A) checks all input actions
+ SET @values_in_temp = (SELECT COUNT(*) FROM temp_table);
+
+ -- P(B|A)
+ DROP TEMPORARY TABLE IF EXISTS probabilidad_b_sub_a;
+ CREATE TEMPORARY TABLE probabilidad_b_sub_a(action_id INT, probability_b_a FLOAT);
+
+ INSERT INTO probabilidad_b_sub_a(action_id, probability_b_a)
+ SELECT distinct_t.action_id, COUNT(distinct_t.action_id) as probability_b_a FROM chosen_action distinct_t
+ INNER JOIN (SELECT t.plan_id, t.time_slot, COUNT(t.action_id) as contador, t.action_id FROM chosen_action t
+ WHERE action_id IN (SELECT * FROM temp_table)
+ GROUP BY t.plan_id, t.time_slot) as t
+ ON distinct_t.plan_id = t.plan_id
+ WHERE t.contador = @values_in_temp AND NOT FIND_IN_SET(distinct_t.action_id, action_id_array)
+ GROUP BY distinct_t.action_id
+ ORDER BY probability_b_a DESC;
+
+ SET @total_rutas_b = (SELECT COUNT(*) FROM probabilidad_b_sub_a);
+ -- At this actionnt probability is just a count so probability = count / total
+ UPDATE probabilidad_b_sub_a SET probability_b_a = probability_b_a / @total_rutas_b;
+
+ -- P(A)
+ SET @action_total = (SELECT Count(*) FROM chosen_action);
+
+ DROP TEMPORARY TABLE IF EXISTS probability_a;
+ CREATE TEMPORARY TABLE probability_a(action_id INT, probability_A Float);
+
+ INSERT INTO probability_a(action_id, probability_A)
+ SELECT p.action_id, p.popularity/@action_total FROM probabilidad_b_sub_a p_b_a
+ INNER JOIN action p WHERE p.action_id = p_b_a.action_id;
+
+ -- P(B)
+ SET @counter_b = (SELECT COUNT(r.plan_id) as Count FROM plan_detail r
+ INNER JOIN (SELECT t.plan_id, t.time_slot, COUNT(t.action_id) as contador, t.action_id FROM chosen_action t
+ WHERE action_id IN (SELECT * FROM temp_table)
+ GROUP BY t.plan_id, t.time_slot) as t
+ ON r.plan_id = t.plan_id
+ WHERE t.contador = @values_in_temp);
+
+ SET @probability_b = IF(@counter_b is null, 0, @counter_b/(SELECT Count(*) FROM plan_detail));
+
+ -- P(A/B)
+ IF kpi is null THEN
+ SELECT
+ p_a.action_id, action.action_name, action.lat, action.lon,
+ -- This lines are so we can get the list of kpis vvvvvvvvvv
+ GROUP_CONCAT(distinct t_list.kpi_id) as kpi_id_list,
+ GROUP_CONCAT(distinct t_list.kpi_name) as kpi_name_list,
+ -- This lines are so we can get the list of kpis ^^^^^^^^^^
+ probability_a*probability_b_a/@probability_b as bayesian_probability,
+ probability_a, probability_b_a, @probability_b as probability_b
+ FROM probability_a p_a
+ INNER JOIN probabilidad_b_sub_a p_b_a ON p_b_a.action_id = p_a.action_id
+ LEFT OUTER JOIN action action ON action.action_id = p_a.action_id
+ -- This lines are so we can get the list of kpis vvvvvvvvvv
+ INNER JOIN kpi_action t_p_list ON t_p_list.action_id = p_a.action_id
+ INNER JOIN kpi t_list ON t_list.id = t_p_list.kpi_id
+ -- This lines are so we can get the list of kpis ^^^^^^^^^^
+ GROUP BY p_a.action_id
+ ORDER BY bayesian_probability DESC
+ LIMIT 100;
+ ELSE
+ SELECT
+ p_a.action_id, action.action_name, action.lat, action.lon,
+ -- This lines are so we can get the list of kpis vvvvvvvvvv
+ GROUP_CONCAT(distinct t_list.id) as kpi_id_list,
+ GROUP_CONCAT(distinct t_list.kpi_name) as kpi_name_list,
+ -- This lines are so we can get the list of kpis ^^^^^^^^^^
+ probability_a*probability_b_a/@probability_b as bayesian_probability,
+ probability_a, probability_b_a, @probability_b as probability_b
+ FROM probability_a p_a
+ INNER JOIN probabilidad_b_sub_a p_b_a ON p_b_a.action_id = p_a.action_id
+ LEFT OUTER JOIN action action ON action.action_id = p_a.action_id
+ INNER JOIN kpi_action t ON t.action_id = action.action_id
+ -- This lines are so we can get the list of kpis vvvvvvvvvv
+ INNER JOIN kpi_action t_p_list ON t_p_list.action_id = p_a.action_id
+ INNER JOIN kpi t_list ON t_list.id = t_p_list.kpi_id
+ -- This lines are so we can get the list of kpis ^^^^^^^^^^
+ WHERE t.kpi_id = kpi
+ GROUP BY p_a.action_id
+ ORDER BY bayesian_probability DESC
+ LIMIT 100;
+ END IF;
+END
\ No newline at end of file
diff --git a/ddbb scripts/recommender_geographic_action_id.sql b/ddbb scripts/recommender_geographic_action_id.sql
new file mode 100644
index 0000000000000000000000000000000000000000..d24019b7f48fdc8456f97fc990651890ed519008
--- /dev/null
+++ b/ddbb scripts/recommender_geographic_action_id.sql
@@ -0,0 +1,48 @@
+-- Created on: 16/01/2023
+-- @author: Andoni Aranguren Ubierna
+-- Adaptations: 02/2023 @author: Sergio Campos
+
+CREATE DEFINER=`root`@`localhost` PROCEDURE `recommender_geographic_action_id`(IN action_id_in INT, IN kpi INT)
+BEGIN
+ SET @deg_to_km = 111.2;
+ IF kpi is null THEN
+ SELECT
+ p.Action_id, p.action_name, p.lon, p.lat,
+ -- This lines are so we can get the list of kpis vvvvvvvvvv
+ GROUP_CONCAT(distinct t_list.id) as kpi_id_list,
+ GROUP_CONCAT(distinct t_list.kpi_name) as kpi_name_list,
+ -- This lines are so we can get the list of kpis ^^^^^^^^^^
+ POW(@deg_to_km * (p.lat - p_t.lat), 2) +
+ POW(@deg_to_km * (p_t.lon - p.lon) * COS(p.lat / 57.3), 2) AS distance_squared
+ FROM action p
+ LEFT JOIN action p_t ON p_t.action_id = action_id_in
+ -- This lines are so we can get the list of kpis vvvvvvvvvv
+ INNER JOIN kpi_action t_p_list ON t_p_list.action_id = p.action_id
+ INNER JOIN kpi t_list ON t_list.id = t_p_list.kpi_id
+ -- This lines are so we can get the list of kpis ^^^^^^^^^^
+ WHERE p_t.action_id != p.action_id
+ GROUP BY p.action_id
+ ORDER BY distance_squared ASC
+ LIMIT 100;
+ ELSE
+ SELECT
+ p.action_id, p.action_name, p.lon, p.lat,
+ -- This lines are so we can get the list of kpis vvvvvvvvvv
+ GROUP_CONCAT(distinct t_list.id) as kpi_id_list,
+ GROUP_CONCAT(distinct t_list.kpi_name) as kpi_name_list,
+ -- This lines are so we can get the list of kpis ^^^^^^^^^^
+ POW(@deg_to_km * (p.lat - p_t.lat), 2) +
+ POW(@deg_to_km * (p_t.lon - p.lon) * COS(p.lat / 57.3), 2) AS distance_squared
+ FROM action p
+ LEFT JOIN action p_t ON p_t.action_id = action_id_in
+ INNER JOIN kpi_action t ON t.action_id = p.action_id
+ -- This lines are so we can get the list of kpis vvvvvvvvvv
+ INNER JOIN kpi_action t_p_list ON t_p_list.action_id = p.action_id
+ INNER JOIN kpi t_list ON t_list.id = t_p_list.kpi_id
+ -- This lines are so we can get the list of kpis ^^^^^^^^^^
+ WHERE p_t.action_id != p.action_id AND t.kpi_id = kpi
+ GROUP BY p.action_id
+ ORDER BY distance_squared ASC
+ LIMIT 100;
+ END IF;
+END
\ No newline at end of file
diff --git a/ddbb scripts/recommender_kpis_action_id.sql b/ddbb scripts/recommender_kpis_action_id.sql
new file mode 100644
index 0000000000000000000000000000000000000000..a4248368da008a0c99d130a72c19213a51d94c94
--- /dev/null
+++ b/ddbb scripts/recommender_kpis_action_id.sql
@@ -0,0 +1,16 @@
+-- Created on: 16/01/2023
+-- @author: Andoni Aranguren Ubierna
+-- Adaptations: 02/2023 @author: Sergio Campos
+
+CREATE DEFINER=`admin`@`localhost` PROCEDURE `recommender_kpis_action_id`(IN action_id INT)
+BEGIN
+ SELECT kpi.id, kpi_name, count(*) as Count, kpi.popularity as Popularity, count(*)/kpi.popularity as Probability FROM kpi kpi
+ INNER JOIN (
+ SELECT DISTINCT t_p.action_id, t_p.kpi_id, c_p.plan_id, r.time_slot FROM kpi_action t_p
+ INNER JOIN chosen_action c_p ON c_p.action_id = t_p.action_id
+ INNER JOIN plan_detail r ON r.plan_id = c_p.plan_id AND r.time_slot = c_p.time_slot
+ INNER JOIN chosen_action target_p ON r.plan_id = target_p.plan_id AND r.time_slot = target_p.time_slot
+ WHERE target_p.action_id = action_id) as distinct_kpis ON kpi.id = distinct_kpis.kpi_id
+ GROUP BY kpi.id
+ ORDER BY Probability DESC;
+END
\ No newline at end of file
diff --git a/ddbb scripts/recommender_kpis_kpi_id.sql b/ddbb scripts/recommender_kpis_kpi_id.sql
new file mode 100644
index 0000000000000000000000000000000000000000..21ce4c792a456b86d6e94e1f6b087bf98547c06a
--- /dev/null
+++ b/ddbb scripts/recommender_kpis_kpi_id.sql
@@ -0,0 +1,17 @@
+-- Created on: 16/01/2023
+-- @author: Andoni Aranguren Ubierna
+-- Adaptations: 02/2023 @author: Sergio Campos
+
+CREATE DEFINER=`admin`@`localhost` PROCEDURE `recommender_kpis_kpi_id`(IN kpi_id INT)
+BEGIN
+SELECT kpi.id, kpi_name, count(*) as Count, kpi.popularity as Popularity, count(*)/kpi.popularity as Probability FROM kpi kpi
+ INNER JOIN (
+ SELECT DISTINCT t_p.action_id, t_p.kpi_id, c_p.plan_id, r.time_slot FROM kpi_action t_p
+ INNER JOIN CHOSEN_action c_p ON c_p.action_id = t_p.action_id
+ INNER JOIN plan_detail r ON r.plan_id = c_p.plan_id AND r.time_slot = c_p.time_slot
+ INNER JOIN CHOSEN_action target_p ON r.plan_id = target_p.plan_id AND r.time_slot = target_p.time_slot
+ INNER JOIN kpi_action target_kpi_p ON target_kpi_p.kpi_id != t_p.kpi_id AND target_p.action_id = target_kpi_p.action_id
+ WHERE target_kpi_p.kpi_id = kpi_id) as distinct_kpis ON kpi.id = distinct_kpis.kpi_id
+ GROUP BY kpi.id
+ ORDER BY Probability DESC;
+END
\ No newline at end of file
diff --git a/ddbb scripts/recommender_popularity.sql b/ddbb scripts/recommender_popularity.sql
index de0129142e1182248f06174b51f0675b3adf278a..66c678fdb4260cba03b0e3fa7f3b156fe61645ca 100644
--- a/ddbb scripts/recommender_popularity.sql
+++ b/ddbb scripts/recommender_popularity.sql
@@ -2,20 +2,19 @@
-- @author: Andoni Aranguren Ubierna
-- Adaptations: 02/2023 @author: Sergio Campos
-recommender_kpis_action_idDELIMITER $$
CREATE DEFINER=`root`@`localhost` PROCEDURE `recommender_popularity`(IN kpi INT)
BEGIN
IF kpi is null THEN
SELECT p.action_id, p.action_name, p.lat, p.lon,
-- This lines are so we can get the list of kpis vvvvvvvvvv
- GROUP_CONCAT(distinct t_list.kpi_id) as kpi_id_list,
+ GROUP_CONCAT(distinct t_list.id) as kpi_id_list,
GROUP_CONCAT(distinct t_list.kpi_name) as kpi_name_list,
-- This lines are so we can get the list of kpis ^^^^^^^^^^
p.popularity as popularity
FROM action p
-- This lines are so we can get the list of kpis vvvvvvvvvv
INNER JOIN kpi_action t_p_list ON t_p_list.action_id = p.action_id
- INNER JOIN kpi t_list ON t_list.kpi_id = t_p_list.kpi_id
+ INNER JOIN kpi t_list ON t_list.id = t_p_list.kpi_id
-- This lines are so we can get the list of kpis ^^^^^^^^^^
GROUP BY p.action_id
ORDER BY popularity DESC
@@ -23,7 +22,7 @@ BEGIN
ELSE
SELECT p.action_id, p.action_name, p.lat, p.lon,
-- This lines are so we can get the list of kpis vvvvvvvvvv
- GROUP_CONCAT(distinct t_list.kpi_id) as kpi_id_list,
+ GROUP_CONCAT(distinct t_list.id) as kpi_id_list,
GROUP_CONCAT(distinct t_list.kpi_name) as kpi_name_list,
-- This lines are so we can get the list of kpis ^^^^^^^^^^
p.popularity as popularity
@@ -31,58 +30,11 @@ BEGIN
INNER JOIN kpi_action t ON t.action_id = p.action_id
-- This lines are so we can get the list of kpis vvvvvvvvvv
INNER JOIN kpi_action t_p_list ON t_p_list.action_id = p.action_id
- INNER JOIN kpi t_list ON t_list.kpi_id = t_p_list.kpi_id
+ INNER JOIN kpi t_list ON t_list.id = t_p_list.kpi_id
-- This lines are so we can get the list of kpis ^^^^^^^^^^
WHERE t.kpi_id = kpi
GROUP BY p.action_id
ORDER BY popularity DESC
LIMIT 100;
END IF;
-END$$
-DELIMITER ;
-DELIMITER $$
-CREATE DEFINER=`root`@`localhost` PROCEDURE `recommender_geographic_action_id`(IN action_id_in INT, IN kpi INT)
-BEGIN
- SET @deg_to_km = 111.2;
- IF kpi is null THEN
- SELECT
- p.action_id, p.action_name, p.lon, p.lat,
- -- This lines are so we can get the list of kpis vvvvvvvvvv
- GROUP_CONCAT(distinct t_list.kpi_id) as kpi_id_list,
- GROUP_CONCAT(distinct t_list.kpi_name) as kpi_name_list,
- -- This lines are so we can get the list of kpis ^^^^^^^^^^
- POW(@deg_to_km * (p.lat - p_t.lat), 2) +
- POW(@deg_to_km * (p_t.lon - p.lon) * COS(p.lat / 57.3), 2) AS distance_squared
- FROM action p
- LEFT JOIN action p_t ON p_t.action_id = action_id_in
- -- This lines are so we can get the list of kpis vvvvvvvvvv
- INNER JOIN kpi_action t_p_list ON t_p_list.action_id = p.action_id
- INNER JOIN kpi t_list ON t_list.kpi_id = t_p_list.kpi_id
- -- This lines are so we can get the list of kpis ^^^^^^^^^^
- WHERE p_t.action_id != p.action_id
- GROUP BY p.action_id
- ORDER BY distance_squared ASC
- LIMIT 100;
- ELSE
- SELECT
- p.action_id, p.action_name, p.lon, p.lat,
- -- This lines are so we can get the list of kpis vvvvvvvvvv
- GROUP_CONCAT(distinct t_list.kpi_id) as kpi_id_list,
- GROUP_CONCAT(distinct t_list.kpi_name) as kpi_name_list,
- -- This lines are so we can get the list of kpis ^^^^^^^^^^
- POW(@deg_to_km * (p.lat - p_t.lat), 2) +
- POW(@deg_to_km * (p_t.lon - p.lon) * COS(p.lat / 57.3), 2) AS distance_squared
- FROM action p
- LEFT JOIN action p_t ON p_t.action_id = action_id_in
- INNER JOIN kpi_action t ON t.action_id = p.action_id
- -- This lines are so we can get the list of kpis vvvvvvvvvv
- INNER JOIN kpi_action t_p_list ON t_p_list.action_id = p.action_id
- INNER JOIN kpi t_list ON t_list.kpi_id = t_p_list.kpi_id
- -- This lines are so we can get the list of kpis ^^^^^^^^^^
- WHERE p_t.action_id != p.action_id AND t.kpi_id = kpi
- GROUP BY p.action_id
- ORDER BY distance_squared ASC
- LIMIT 100;
- END IF;
-END$$
-DELIMITER ;
\ No newline at end of file
+END
\ No newline at end of file
diff --git a/ddbb scripts/recommender_preferences.sql b/ddbb scripts/recommender_preferences.sql
index 26f7ff02c8da513c06af1581da9d54cae6254d33..2db5758913e793f3b24a5d45335c3c0fef41ede5 100644
--- a/ddbb scripts/recommender_preferences.sql
+++ b/ddbb scripts/recommender_preferences.sql
@@ -2,7 +2,6 @@
-- @author: Andoni Aranguren Ubierna
-- Adaptations: 02/2023 @author: Sergio Campos
-DELIMITER $$
CREATE DEFINER=`root`@`localhost` PROCEDURE `recommender_preferences`(
IN emission_total FLOAT,
IN noise_total FLOAT,
@@ -11,11 +10,11 @@ BEGIN
IF kpi IS NULL THEN
SELECT c_action.action_id, p.action_name, p.lat, p.lon,
-- This lines are so we can get the list of kpis vvvvvvvvvv
- GROUP_CONCAT(distinct t_list.kpi_id) as kpi_id_list,
+ GROUP_CONCAT(distinct t_list.id) as kpi_id_list,
GROUP_CONCAT(distinct t_list.kpi_name) as kpi_name_list,
-- This lines are so we can get the list of kpis ^^^^^^^^^^
COUNT(c_action.action_id) as Count
- FROM CHOSEN_action c_action
+ FROM chosen_action c_action
INNER JOIN
(SELECT r.plan_id,
r.time_slot,
@@ -26,7 +25,7 @@ BEGIN
INNER JOIN action p ON c_action.action_id = p.action_id
-- This lines are so we can get the list of kpis vvvvvvvvvv
INNER JOIN kpi_action t_p_list ON t_p_list.action_id = p.action_id
- INNER JOIN kpi t_list ON t_list.kpi_id = t_p_list.kpi_id
+ INNER JOIN kpi t_list ON t_list.id = t_p_list.kpi_id
-- This lines are so we can get the list of kpis ^^^^^^^^^^
GROUP BY c_action.action_id
ORDER BY Count DESC
@@ -34,11 +33,11 @@ BEGIN
ELSE
SELECT c_action.action_id, p.action_name, p.lat, p.lon,
-- This lines are so we can get the list of kpis vvvvvvvvvv
- GROUP_CONCAT(distinct t_list.kpi_id) as kpi_id_list,
+ GROUP_CONCAT(distinct t_list.id) as kpi_id_list,
GROUP_CONCAT(distinct t_list.kpi_name) as kpi_name_list,
-- This lines are so we can get the list of kpis ^^^^^^^^^^
COUNT(c_action.action_id) as Count
- FROM CHOSEN_action c_action
+ FROM chosen_action c_action
INNER JOIN
(SELECT r.plan_id,
r.time_slot,
@@ -50,12 +49,11 @@ BEGIN
INNER JOIN kpi_action t ON t.action_id = p.action_id
-- This lines are so we can get the list of kpis vvvvvvvvvv
INNER JOIN kpi_action t_p_list ON t_p_list.action_id = p.action_id
- INNER JOIN kpi t_list ON t_list.kpi_id = t_p_list.kpi_id
+ INNER JOIN kpi t_list ON t_list.id = t_p_list.kpi_id
-- This lines are so we can get the list of kpis ^^^^^^^^^^
WHERE t.kpi_id = kpi
GROUP BY c_action.action_id
ORDER BY Count DESC
LIMIT 100;
END IF;
-END$$
-DELIMITER ;
+END
\ No newline at end of file