From be8cdc1ecb17ab9204658093c36aa26d9c5f33d1 Mon Sep 17 00:00:00 2001
From: RMoraffah <r.moraffah.asu@gmail.com>
Date: Thu, 23 Mar 2017 10:28:02 -0700
Subject: [PATCH 01/12] adding postgis extension

---
 PostgreSQL/src/backend/parser/parse_rec.c | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/PostgreSQL/src/backend/parser/parse_rec.c b/PostgreSQL/src/backend/parser/parse_rec.c
index 21ee8a3..16fdb27 100644
--- a/PostgreSQL/src/backend/parser/parse_rec.c
+++ b/PostgreSQL/src/backend/parser/parse_rec.c
@@ -1113,7 +1113,10 @@ userWhereClause(Node* whereClause, char *userkey) {
     if (!whereClause)
         return NULL;
     
-    // Turns out this isn't necessarily an A_Expr.
+    // Turns out this isn't necessarily an A_Expr.  POSTGIS Support
+    if (nodeTag(whereClause) == T_FuncCall)
+        return makeTrueConst();
+    
     if (nodeTag(whereClause) != T_A_Expr)
         return NULL;
     

From 0e926ee7873893c3f4676176856d30d247b89002 Mon Sep 17 00:00:00 2001
From: RMoraffah <r.moraffah.asu@gmail.com>
Date: Mon, 27 Mar 2017 10:56:39 -0700
Subject: [PATCH 02/12] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 46a823f..f87fd07 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 # Welcome to RecDB
 RecDB is an Open Source Recommendation Engine Built Entirely Inside PostgreSQL 9.2. RecDB allows application developers to build recommendation applications in a heartbeat through a wide variety of built-in recommendation algorithms like user-user collaborative filtering, item-item collaborative filtering, singular value decomposition. Applications powered by RecDB can produce online and flexible personalized recommendations to end-users. 
 
-![RecDB Logo](http://www-users.cs.umn.edu/~sarwat/RecDB/pics/recdblogo.png)          current version: ```v0.9-beta```
+![RecDB Logo](http://www-users.cs.umn.edu/~sarwat/RecDB/pics/recdblogo.png)          current version: ```v1```
 
 
 ## How to Get Source Code

From 8098a2f4a2f154fb5927a9812460188aa9e05a46 Mon Sep 17 00:00:00 2001
From: RMoraffah <r.moraffah.asu@gmail.com>
Date: Mon, 27 Mar 2017 11:27:44 -0700
Subject: [PATCH 03/12] adding JDBC features

---
 PostgreSQL/src/backend/nodes/copyfuncs.c | 36 ++++++++++++++++++++++--
 1 file changed, 33 insertions(+), 3 deletions(-)

diff --git a/PostgreSQL/src/backend/nodes/copyfuncs.c b/PostgreSQL/src/backend/nodes/copyfuncs.c
index f5b2cd5..06f3cd5 100644
--- a/PostgreSQL/src/backend/nodes/copyfuncs.c
+++ b/PostgreSQL/src/backend/nodes/copyfuncs.c
@@ -28,6 +28,7 @@
 #include "nodes/plannodes.h"
 #include "nodes/relation.h"
 #include "utils/datum.h"
+#include "../../include/nodes/plannodes.h"
 
 
 /*
@@ -402,6 +403,32 @@ _copyIndexOnlyScan(const IndexOnlyScan *from)
 	return newnode;
 }
 
+/*
+ * _copyIndexOnlyScan
+ */
+static RecScan *
+_copyRecScan(const RecScan *from)
+{
+    RecScan *newnode = makeNode(RecScan);
+
+    /*
+     * copy node superclass fields
+     */
+
+
+    CopyScanFields((const Scan *) from, (Scan *) newnode);
+
+    /*
+     * copy remainder of node
+     */
+
+    COPY_NODE_FIELD(recommender);
+   // CopyScanFields((const Scan *) from, (Scan *) newnode);
+    COPY_NODE_FIELD(subscan);
+
+    return newnode;
+}
+
 /*
  * _copyBitmapIndexScan
  */
@@ -3829,9 +3856,9 @@ copyObject(const void *from)
 
 	switch (nodeTag(from))
 	{
-			/*
-			 * PLAN NODES
-			 */
+		/*
+         * PLAN NODES
+         */
 		case T_PlannedStmt:
 			retval = _copyPlannedStmt(from);
 			break;
@@ -3949,6 +3976,9 @@ copyObject(const void *from)
 		case T_PlanInvalItem:
 			retval = _copyPlanInvalItem(from);
 			break;
+        case T_RecScan:
+            retval = _copyRecScan(from);
+            break;
 
 			/*
 			 * PRIMITIVE NODES

From ac4a6b729094d62ccc9faadb7cc23a3c4b0f2b2d Mon Sep 17 00:00:00 2001
From: RMoraffah <r.moraffah.asu@gmail.com>
Date: Mon, 27 Mar 2017 11:29:12 -0700
Subject: [PATCH 04/12] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index f87fd07..a7799e5 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 # Welcome to RecDB
 RecDB is an Open Source Recommendation Engine Built Entirely Inside PostgreSQL 9.2. RecDB allows application developers to build recommendation applications in a heartbeat through a wide variety of built-in recommendation algorithms like user-user collaborative filtering, item-item collaborative filtering, singular value decomposition. Applications powered by RecDB can produce online and flexible personalized recommendations to end-users. 
 
-![RecDB Logo](http://www-users.cs.umn.edu/~sarwat/RecDB/pics/recdblogo.png)          current version: ```v1```
+![RecDB Logo](http://www-users.cs.umn.edu/~sarwat/RecDB/pics/recdblogo.png)          current version: ```v1.1```
 
 
 ## How to Get Source Code

From 69b5e94f1127daa91c448ad60c062c06f7fdfd46 Mon Sep 17 00:00:00 2001
From: Mohamed Sarwat <msarwat@asu.edu>
Date: Thu, 23 Nov 2017 20:28:42 -0700
Subject: [PATCH 05/12] Update README.md

---
 README.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/README.md b/README.md
index a7799e5..b1fd9a0 100644
--- a/README.md
+++ b/README.md
@@ -148,6 +148,10 @@ LIMIT 10
 
 ## Publications
 
+* [Database System Support for Personalized Recommendation Applications] (http://ieeexplore.ieee.org/document/7930070/)
+Mohamed Sarwat, Raha Moraffah, Mohamed F. Mokbel, James L. Avery:
+Proceedings of the IEEE International Conference on Data Engineering, ICDE 2017: 1320-1331
+
 * [Recdb in Action: Recommendation Made Easy in Relational Databases](http://dl.acm.org/citation.cfm?id=2536286).
 Mohamed Sarwat, James L. Avery, Mohamed F. Mokbel. 
 Proceedings of the Very Large Databases Endowment, PVLDB 6 (12), 1242-1245, 2013

From b24138f4246abe5ee6a7e777675b1814a3df9095 Mon Sep 17 00:00:00 2001
From: Mohamed Sarwat <msarwat@asu.edu>
Date: Thu, 23 Nov 2017 20:29:08 -0700
Subject: [PATCH 06/12] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index b1fd9a0..5be9565 100644
--- a/README.md
+++ b/README.md
@@ -148,7 +148,7 @@ LIMIT 10
 
 ## Publications
 
-* [Database System Support for Personalized Recommendation Applications] (http://ieeexplore.ieee.org/document/7930070/)
+* [Database System Support for Personalized Recommendation Applications](http://ieeexplore.ieee.org/document/7930070/)
 Mohamed Sarwat, Raha Moraffah, Mohamed F. Mokbel, James L. Avery:
 Proceedings of the IEEE International Conference on Data Engineering, ICDE 2017: 1320-1331
 

From 00cc8eada603df0eb0ac98b21ff1ef24a00537f8 Mon Sep 17 00:00:00 2001
From: Mohamed Sarwat <msarwat@asu.edu>
Date: Thu, 23 Nov 2017 20:29:34 -0700
Subject: [PATCH 07/12] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 5be9565..9b00c6b 100644
--- a/README.md
+++ b/README.md
@@ -149,7 +149,7 @@ LIMIT 10
 ## Publications
 
 * [Database System Support for Personalized Recommendation Applications](http://ieeexplore.ieee.org/document/7930070/)
-Mohamed Sarwat, Raha Moraffah, Mohamed F. Mokbel, James L. Avery:
+Mohamed Sarwat, Raha Moraffah, Mohamed F. Mokbel, James L. Avery.
 Proceedings of the IEEE International Conference on Data Engineering, ICDE 2017: 1320-1331
 
 * [Recdb in Action: Recommendation Made Easy in Relational Databases](http://dl.acm.org/citation.cfm?id=2536286).

From 746f0a4728092820d11d14fbaeecfd0b36f1243a Mon Sep 17 00:00:00 2001
From: Mohamed Sarwat <msarwat@asu.edu>
Date: Thu, 15 Mar 2018 10:44:05 -0700
Subject: [PATCH 08/12] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 9b00c6b..2c9e8bb 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 # Welcome to RecDB
 RecDB is an Open Source Recommendation Engine Built Entirely Inside PostgreSQL 9.2. RecDB allows application developers to build recommendation applications in a heartbeat through a wide variety of built-in recommendation algorithms like user-user collaborative filtering, item-item collaborative filtering, singular value decomposition. Applications powered by RecDB can produce online and flexible personalized recommendations to end-users. 
 
-![RecDB Logo](http://www-users.cs.umn.edu/~sarwat/RecDB/pics/recdblogo.png)          current version: ```v1.1```
+![RecDB Logo](http://faculty.engineering.asu.edu/sarwat/wp-content/uploads/2014/09/Untitled.png)          current version: ```v1.1```
 
 
 ## How to Get Source Code

From 28ad9be9ce60b81ad86b778c681e892d662044a6 Mon Sep 17 00:00:00 2001
From: Mohamed Sarwat <msarwat@asu.edu>
Date: Thu, 6 Sep 2018 10:38:59 -0700
Subject: [PATCH 09/12] Update movies.dat

---
 PostgreSQL/moviedata/MovieLens1M/movies.dat | 84 ++++++++++-----------
 1 file changed, 42 insertions(+), 42 deletions(-)

diff --git a/PostgreSQL/moviedata/MovieLens1M/movies.dat b/PostgreSQL/moviedata/MovieLens1M/movies.dat
index cadebf6..a8b0628 100644
--- a/PostgreSQL/moviedata/MovieLens1M/movies.dat
+++ b/PostgreSQL/moviedata/MovieLens1M/movies.dat
@@ -352,7 +352,7 @@
 355;Flintstones, The (1994);Children's|Comedy
 356;Forrest Gump (1994);Comedy|Romance|War
 357;Four Weddings and a Funeral (1994);Comedy|Romance
-358;Higher Learning (1995);Drama
+358;Higher Learning  (1995);Drama
 359;I Like It Like That (1994);Comedy|Drama|Romance
 360;I Love Trouble (1994);Action|Comedy
 361;It Could Happen to You (1994);Drama|Romance
@@ -1191,7 +1191,7 @@
 1208;Apocalypse Now (1979);Drama|War
 1209;Once Upon a Time in the West (1969);Western
 1210;Star Wars: Episode VI - Return of the Jedi (1983);Action|Adventure|Romance|Sci-Fi|War
-1211;Wings of Desire (Der Himmel über Berlin) (1987);Comedy|Drama|Romance
+1211;Wings of Desire (Der Himmel über Berlin) (1987);Comedy|Drama|Romance
 1212;Third Man, The (1949);Mystery|Thriller
 1213;GoodFellas (1990);Crime|Drama
 1214;Alien (1979);Action|Horror|Sci-Fi|Thriller
@@ -1298,7 +1298,7 @@
 1317;I'm Not Rappaport (1996);Comedy
 1318;Blue Juice (1995);Comedy|Drama
 1319;Kids of Survival (1993);Documentary
-1320;Alien³ (1992);Action|Horror|Sci-Fi|Thriller
+1320;Alien³ (1992);Action|Horror|Sci-Fi|Thriller
 1321;American Werewolf in London, An (1981);Horror
 1322;Amityville 1992: It's About Time (1992);Horror
 1323;Amityville 3-D (1983);Horror
@@ -1381,7 +1381,7 @@
 1401;Ghosts of Mississippi (1996);Drama
 1404;Night Falls on Manhattan (1997);Crime|Drama
 1405;Beavis and Butt-head Do America (1996);Animation|Comedy
-1406;Cérémonie, La (1995);Drama
+1406;Cérémonie, La (1995);Drama
 1407;Scream (1996);Horror|Thriller
 1408;Last of the Mohicans, The (1992);Action|Romance|War
 1409;Michael (1996);Comedy|Romance
@@ -1530,7 +1530,7 @@
 1569;My Best Friend's Wedding (1997);Comedy|Romance
 1570;Tetsuo II: Body Hammer (1992);Sci-Fi
 1571;When the Cats Away (Chacun cherche son chat) (1996);Comedy|Romance
-1572;Contempt (Le Mépris) (1963);Drama
+1572;Contempt (Le Mépris) (1963);Drama
 1573;Face/Off (1997);Action|Sci-Fi|Thriller
 1574;Fall (1997);Romance
 1575;Gabbeh (1996);Drama
@@ -1616,7 +1616,7 @@
 1661;Switchback (1997);Thriller
 1662;Gang Related (1997);Crime
 1663;Stripes (1981);Comedy
-1664;Nénette et Boni (1996);Drama
+1664;Nénette et Boni (1996);Drama
 1665;Bean (1997);Comedy
 1666;Hugo Pool (1997);Romance
 1667;Mad City (1997);Action|Drama
@@ -1688,7 +1688,7 @@
 1738;Vermin (1998);Comedy
 1739;3 Ninjas: High Noon On Mega Mountain (1998);Action|Children's
 1740;Men of Means (1998);Action|Drama
-1741;Midaq Alley (Callejón de los milagros, El) (1995);Drama
+1741;Midaq Alley (Callejón de los milagros, El) (1995);Drama
 1742;Caught Up (1998);Crime
 1743;Arguing the World (1996);Documentary
 1744;Firestorm (1998);Action|Adventure|Thriller
@@ -1733,7 +1733,7 @@
 1792;U.S. Marshalls (1998);Action|Thriller
 1793;Welcome to Woop-Woop (1997);Comedy
 1794;Love and Death on Long Island (1997);Comedy|Drama
-1795;Callejón de los milagros, El (1995);Drama
+1795;Callejón de los milagros, El (1995);Drama
 1796;In God's Hands (1998);Action|Drama
 1797;Everest (1998);Documentary
 1798;Hush (1998);Thriller
@@ -1802,7 +1802,7 @@
 1870;Dancer, Texas Pop. 81 (1998);Comedy|Drama
 1871;Friend of the Deceased, A (1997);Comedy|Drama
 1872;Go Now (1995);Drama
-1873;Misérables, Les (1998);Drama
+1873;Misérables, Les (1998);Drama
 1874;Still Breathing (1997);Comedy|Romance
 1875;Clockwatchers (1997);Comedy
 1876;Deep Impact (1998);Action|Drama|Sci-Fi|Thriller
@@ -1862,7 +1862,7 @@
 1930;Cavalcade (1933);Drama
 1931;Mutiny on the Bounty (1935);Adventure
 1932;Great Ziegfeld, The (1936);Musical
-1933;Life of Émile Zola, The (1937);Drama
+1933;Life of Émile Zola, The (1937);Drama
 1934;You Can't Take It With You (1938);Comedy
 1935;How Green Was My Valley (1941);Drama
 1936;Mrs. Miniver (1942);Drama|War
@@ -1992,7 +1992,7 @@
 2060;BASEketball (1998);Comedy
 2061;Full Tilt Boogie (1997);Documentary
 2062;Governess, The (1998);Drama|Romance
-2063;Seventh Heaven (Le Septième ciel) (1997);Drama|Romance
+2063;Seventh Heaven (Le Septième ciel) (1997);Drama|Romance
 2064;Roger & Me (1989);Comedy|Documentary
 2065;Purple Rose of Cairo, The (1985);Comedy|Drama|Romance
 2066;Out of the Past (1947);Film-Noir
@@ -2060,7 +2060,7 @@
 2128;Safe Men (1998);Comedy
 2129;Saltmen of Tibet, The (1997);Documentary
 2130;Atlantic City (1980);Crime|Drama|Romance
-2131;Autumn Sonata (Höstsonaten ) (1978);Drama
+2131;Autumn Sonata (Höstsonaten ) (1978);Drama
 2132;Who's Afraid of Virginia Woolf? (1966);Drama
 2133;Adventures in Babysitting (1987);Adventure|Comedy
 2134;Weird Science (1985);Comedy
@@ -2104,7 +2104,7 @@
 2172;Strike! (a.k.a. All I Wanna Do, The Hairy Bird) (1998);Comedy
 2173;Navigator: A Mediaeval Odyssey, The (1988);Adventure|Fantasy|Sci-Fi
 2174;Beetlejuice (1988);Comedy|Fantasy
-2175;Déjà Vu (1997);Drama|Romance
+2175;Déjà Vu (1997);Drama|Romance
 2176;Rope (1948);Thriller
 2177;Family Plot (1976);Comedy|Thriller
 2178;Frenzy (1972);Thriller
@@ -2253,7 +2253,7 @@
 2321;Pleasantville (1998);Comedy
 2322;Soldier (1998);Action|Adventure|Sci-Fi|Thriller|War
 2323;Cruise, The (1998);Documentary
-2324;Life Is Beautiful (La Vita è bella) (1997);Comedy|Drama
+2324;Life Is Beautiful (La Vita è bella) (1997);Comedy|Drama
 2325;Orgazmo (1997);Comedy
 2326;Shattered Image (1998);Drama|Thriller
 2327;Tales from the Darkside: The Movie (1990);Horror
@@ -2409,10 +2409,10 @@
 2477;Firewalker (1986);Adventure
 2478;Three Amigos! (1986);Comedy|Western
 2479;Gloria (1999);Drama|Thriller
-2480;Dry Cleaning (Nettoyage à sec) (1997);Drama
+2480;Dry Cleaning (Nettoyage à sec) (1997);Drama
 2481;My Name Is Joe (1998);Drama|Romance
 2482;Still Crazy (1998);Comedy|Romance
-2483;Day of the Beast, The (El Día de la bestia) (1995);Comedy|Horror|Thriller
+2483;Day of the Beast, The (El Día de la bestia) (1995);Comedy|Horror|Thriller
 2484;Tinseltown (1998);Comedy
 2485;She's All That (1999);Comedy|Romance
 2486;24-hour Woman (1998);Drama
@@ -2424,7 +2424,7 @@
 2492;20 Dates (1998);Comedy
 2493;Harmonists, The (1997);Drama
 2494;Last Days, The (1998);Documentary
-2495;Fantastic Planet, The (La Planète sauvage) (1973);Animation|Sci-Fi
+2495;Fantastic Planet, The (La Planète sauvage) (1973);Animation|Sci-Fi
 2496;Blast from the Past (1999);Comedy|Romance
 2497;Message in a Bottle (1999);Romance
 2498;My Favorite Martian (1999);Comedy|Sci-Fi
@@ -2473,7 +2473,7 @@
 2541;Cruel Intentions (1999);Drama
 2542;Lock, Stock & Two Smoking Barrels (1998);Comedy|Crime|Thriller
 2543;Six Ways to Sunday (1997);Comedy
-2544;School of Flesh, The (L' École de la chair) (1998);Drama
+2544;School of Flesh, The (L' École de la chair) (1998);Drama
 2545;Relax... It's Just Sex (1998);Comedy
 2546;Deep End of the Ocean, The (1999);Drama
 2547;Harvest (1998);Drama
@@ -2504,7 +2504,7 @@
 2572;10 Things I Hate About You (1999);Comedy|Romance
 2573;Tango (1998);Drama
 2574;Out-of-Towners, The (1999);Comedy
-2575;Dreamlife of Angels, The (La Vie rêvée des anges) (1998);Drama
+2575;Dreamlife of Angels, The (La Vie rêvée des anges) (1998);Drama
 2576;Love, etc. (1996);Drama
 2577;Metroland (1997);Comedy|Drama
 2578;Sticky Fingers of Time, The (1997);Sci-Fi
@@ -2514,13 +2514,13 @@
 2582;Twin Dragons (Shuang long hui) (1992);Action|Comedy
 2583;Cookie's Fortune (1999);Mystery
 2584;Foolish (1999);Comedy
-2585;Lovers of the Arctic Circle, The (Los Amantes del Círculo Polar) (1998);Drama|Romance
+2585;Lovers of the Arctic Circle, The (Los Amantes del Círculo Polar) (1998);Drama|Romance
 2586;Goodbye, Lover (1999);Comedy|Crime|Thriller
 2587;Life (1999);Comedy
 2588;Clubland (1998);Drama
 2589;Friends & Lovers (1999);Comedy|Drama|Romance
 2590;Hideous Kinky (1998);Drama
-2591;Jeanne and the Perfect Guy (Jeanne et le garçon formidable) (1998);Comedy|Romance
+2591;Jeanne and the Perfect Guy (Jeanne et le garçon formidable) (1998);Comedy|Romance
 2592;Joyriders, The (1999);Drama
 2593;Monster, The (Il Mostro) (1994);Comedy
 2594;Open Your Eyes (Abre los ojos) (1997);Drama|Romance|Sci-Fi
@@ -2532,7 +2532,7 @@
 2600;eXistenZ (1999);Action|Sci-Fi|Thriller
 2601;Little Bit of Soul, A (1998);Comedy
 2602;Mighty Peking Man (Hsing hsing wang) (1977);Adventure|Sci-Fi
-2603;Nô (1998);Drama
+2603;Nô (1998);Drama
 2604;Let it Come Down: The Life of Paul Bowles (1998);Documentary
 2605;Entrapment (1999);Crime|Thriller
 2606;Idle Hands (1999);Comedy|Horror
@@ -2625,7 +2625,7 @@
 2693;Trekkies (1997);Documentary
 2694;Big Daddy (1999);Comedy
 2695;Boys, The (1997);Drama
-2696;Dinner Game, The (Le Dîner de cons) (1998);Comedy
+2696;Dinner Game, The (Le Dîner de cons) (1998);Comedy
 2697;My Son the Fanatic (1998);Comedy|Drama|Romance
 2698;Zone 39 (1997);Sci-Fi
 2699;Arachnophobia (1990);Action|Comedy|Sci-Fi|Thriller
@@ -2634,7 +2634,7 @@
 2702;Summer of Sam (1999);Drama
 2703;Broken Vessels (1998);Drama
 2704;Lovers on the Bridge, The (Les Amants du Pont-Neuf) (1991);Drama|Romance
-2705;Late August, Early September (Fin août, début septembre) (1998);Drama
+2705;Late August, Early September (Fin août, début septembre) (1998);Drama
 2706;American Pie (1999);Comedy
 2707;Arlington Road (1999);Thriller
 2708;Autumn Tale, An (Conte d'automne) (1998);Romance
@@ -2671,7 +2671,7 @@
 2739;Color Purple, The (1985);Drama
 2740;Kindred, The (1986);Horror
 2741;No Mercy (1986);Action|Thriller
-2742;Ménage (Tenue de soirée) (1986);Comedy|Drama
+2742;Ménage (Tenue de soirée) (1986);Comedy|Drama
 2743;Native Son (1986);Drama
 2744;Otello (1986);Drama
 2745;Mission, The (1986);Drama
@@ -2689,7 +2689,7 @@
 2757;Frances (1982);Drama
 2758;Plenty (1985);Drama
 2759;Dick (1999);Comedy
-2760;Gambler, The (A Játékos) (1997);Drama
+2760;Gambler, The (A Játékos) (1997);Drama
 2761;Iron Giant, The (1999);Animation|Children's
 2762;Sixth Sense, The (1999);Thriller
 2763;Thomas Crown Affair, The (1999);Action|Thriller
@@ -2798,7 +2798,7 @@
 2866;Buddy Holly Story, The (1978);Drama
 2867;Fright Night (1985);Comedy|Horror
 2868;Fright Night Part II (1989);Horror
-2869;Separation, The (La Séparation) (1994);Drama
+2869;Separation, The (La Séparation) (1994);Drama
 2870;Barefoot in the Park (1967);Comedy
 2871;Deliverance (1972);Adventure|Thriller
 2872;Excalibur (1981);Action|Drama|Fantasy|Romance
@@ -2983,7 +2983,7 @@
 3051;Anywhere But Here (1999);Drama
 3052;Dogma (1999);Comedy
 3053;Messenger: The Story of Joan of Arc, The (1999);Drama|War
-3054;Pokémon: The First Movie (1998);Animation|Children's
+3054;Pokémon: The First Movie (1998);Animation|Children's
 3055;Felicia's Journey (1999);Thriller
 3056;Oxygen (1999);Thriller
 3057;Where's Marlowe? (1999);Comedy
@@ -3156,7 +3156,7 @@
 3224;Woman in the Dunes (Suna no onna) (1964);Drama
 3225;Down to You (2000);Comedy|Romance
 3226;Hellhounds on My Trail (1999);Documentary
-3227;Not Love, Just Frenzy (Más que amor, frenesí) (1996);Comedy|Drama|Thriller
+3227;Not Love, Just Frenzy (Más que amor, frenesí) (1996);Comedy|Drama|Thriller
 3228;Wirey Spindell (1999);Comedy
 3229;Another Man's Poison (1952);Crime|Drama
 3230;Odessa File, The (1974);Thriller
@@ -3166,11 +3166,11 @@
 3234;Train Ride to Hollywood (1978);Comedy
 3235;Where the Buffalo Roam (1980);Comedy
 3236;Zachariah (1971);Western
-3237;Kestrel's Eye (Falkens öga) (1998);Documentary
+3237;Kestrel's Eye (Falkens öga) (1998);Documentary
 3238;Eye of the Beholder (1999);Thriller
 3239;Isn't She Great? (2000);Comedy
 3240;Big Tease, The (1999);Comedy
-3241;Cup, The (Phörpa) (1999);Comedy
+3241;Cup, The (Phörpa) (1999);Comedy
 3242;Santitos (1997);Comedy
 3243;Encino Man (1992);Comedy
 3244;Goodbye Girl, The (1977);Comedy|Romance
@@ -3195,7 +3195,7 @@
 3263;White Men Can't Jump (1992);Comedy
 3264;Buffy the Vampire Slayer (1992);Comedy|Horror
 3265;Hard-Boiled (Lashou shentan) (1992);Action|Crime
-3266;Man Bites Dog (C'est arrivé près de chez vous) (1992);Action|Comedy|Crime|Drama
+3266;Man Bites Dog (C'est arrivé près de chez vous) (1992);Action|Comedy|Crime|Drama
 3267;Mariachi, El (1992);Action|Thriller
 3268;Stop! Or My Mom Will Shoot (1992);Action|Comedy
 3269;Forever Young (1992);Adventure|Romance|Sci-Fi
@@ -3298,7 +3298,7 @@
 3366;Where Eagles Dare (1969);Action|Adventure|War
 3367;Devil's Brigade, The (1968);War
 3368;Big Country, The (1958);Romance|Western
-3369;Any Number Can Win (Mélodie en sous-sol ) (1963);Crime
+3369;Any Number Can Win (Mélodie en sous-sol ) (1963);Crime
 3370;Betrayed (1988);Drama|Thriller
 3371;Bound for Glory (1976);Drama
 3372;Bridge at Remagen, The (1969);Action|War
@@ -3345,7 +3345,7 @@
 3413;Impact (1949);Crime|Drama
 3414;Love Is a Many-Splendored Thing (1955);Romance
 3415;Mirror, The (Zerkalo) (1975);Drama
-3416;Trial, The (Le Procès) (1963);Drama
+3416;Trial, The (Le Procès) (1963);Drama
 3417;Crimson Pirate, The (1952);Adventure|Comedy|Sci-Fi
 3418;Thelma & Louise (1991);Action|Drama
 3419;Something for Everyone (1970);Comedy|Crime
@@ -3461,7 +3461,7 @@
 3529;Postman Always Rings Twice, The (1981);Crime|Thriller
 3530;Smoking/No Smoking (1993);Comedy
 3531;All the Vermeers in New York (1990);Comedy|Drama|Romance
-3532;Freedom for Us (À nous la liberté ) (1931);Comedy
+3532;Freedom for Us (À nous la liberté ) (1931);Comedy
 3533;Actor's Revenge, An (Yukinojo Henge) (1963);Drama
 3534;28 Days (2000);Comedy
 3535;American Psycho (2000);Comedy|Horror|Thriller
@@ -3521,7 +3521,7 @@
 3589;Kill, Baby... Kill! (Operazione Paura) (1966);Horror
 3590;Lords of Flatbush, The (1974);Comedy
 3591;Mr. Mom (1983);Comedy|Drama
-3592;Time Masters (Les Maîtres du Temps) (1982);Animation|Sci-Fi
+3592;Time Masters (Les Maîtres du Temps) (1982);Animation|Sci-Fi
 3593;Battlefield Earth (2000);Action|Sci-Fi
 3594;Center Stage (2000);Drama
 3595;Held Up (2000);Comedy
@@ -3574,14 +3574,14 @@
 3642;In Old California (1942);Western
 3643;Fighting Seabees, The (1944);Action|Drama|War
 3644;Dark Command (1940);Western
-3645;Cleo From 5 to 7 (Cléo de 5 à 7) (1962);Drama
+3645;Cleo From 5 to 7 (Cléo de 5 à 7) (1962);Drama
 3646;Big Momma's House (2000);Comedy
 3647;Running Free (2000);Drama
 3648;Abominable Snowman, The (1957);Horror|Sci-Fi
 3649;American Gigolo (1980);Drama
 3650;Anguish (Angustia) (1986);Horror
 3651;Blood Spattered Bride, The (La Novia Ensangrentada) (1972);Horror
-3652;City of the Living Dead (Paura nella città dei morti viventi) (1980);Horror
+3652;City of the Living Dead (Paura nella città dei morti viventi) (1980);Horror
 3653;Endless Summer, The (1966);Documentary
 3654;Guns of Navarone, The (1961);Action|Drama|War
 3655;Blow-Out (La Grande Bouffe) (1973);Drama
@@ -3678,7 +3678,7 @@
 3746;Butterfly (La Lengua de las Mariposas) (2000);Drama|War
 3747;Jesus' Son (1999);Drama
 3748;Match, The (1999);Comedy|Romance
-3749;Time Regained (Le Temps Retrouvé) (1999);Drama
+3749;Time Regained (Le Temps Retrouvé) (1999);Drama
 3750;Boricua's Bond (2000);Drama
 3751;Chicken Run (2000);Animation|Children's|Comedy
 3752;Me, Myself and Irene (2000);Comedy
@@ -3728,7 +3728,7 @@
 3796;Wisdom of Crocodiles, The (a.k.a. Immortality) (2000);Romance|Thriller
 3797;In Crowd, The (2000);Thriller
 3798;What Lies Beneath (2000);Thriller
-3799;Pokémon the Movie 2000 (2000);Animation|Children's
+3799;Pokémon the Movie 2000 (2000);Animation|Children's
 3800;Criminal Lovers (Les Amants Criminels) (1999);Drama|Romance
 3801;Anatomy of a Murder (1959);Drama|Mystery
 3802;Freejack (1992);Action|Sci-Fi
@@ -3745,7 +3745,7 @@
 3813;Interiors (1978);Drama
 3814;Love and Death (1975);Comedy
 3816;Official Story, The (La Historia Oficial) (1985);Drama
-3817;Other Side of Sunday, The (Søndagsengler) (1996);Comedy|Drama
+3817;Other Side of Sunday, The (Søndagsengler) (1996);Comedy|Drama
 3818;Pot O' Gold (1941);Comedy|Musical
 3819;Tampopo (1986);Comedy
 3820;Thomas and the Magic Railroad (2000);Children's
@@ -3782,7 +3782,7 @@
 3851;I'm the One That I Want (2000);Comedy
 3852;Tao of Steve, The (2000);Comedy
 3853;Tic Code, The (1998);Drama
-3854;Aimée & Jaguar (1999);Drama|Romance
+3854;Aimée & Jaguar (1999);Drama|Romance
 3855;Affair of Love, An (Une Liaison Pornographique) (1999);Drama|Romance
 3856;Autumn Heart (1999);Drama
 3857;Bless the Child (2000);Thriller

From fd9e5ad0c5a68113e20783d266a188a7bf3b4735 Mon Sep 17 00:00:00 2001
From: Mohamed Sarwat <msarwat@asu.edu>
Date: Thu, 6 Sep 2018 10:39:34 -0700
Subject: [PATCH 10/12] Update README.md

---
 examples/README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/examples/README.md b/examples/README.md
index 8693d69..5577194 100644
--- a/examples/README.md
+++ b/examples/README.md
@@ -1,4 +1,5 @@
 #Examples
+
 This directory contains scripts along-with the .csv files of all datasets of RecDB's examples. In all, we have written scripts on four large datasets i.e MoiveTweet, MoiveLens 100k, MoiveLens 1M and yelps academic dataset. Following is the brief discription of the datasets:
 
 1. MovieTweet: a rich data set consisting of ratings on movies that were contained in well-structured tweets on twitter. This data set consists 11495 ratings for 4730 movies rated from 5788 users. (1) users (userid, name):It consists all information of the registered user. (2) movies (movieid, name, year, genre): Information about movies are stored in this table. (3) ratings (userid, itemid, rating): Each tuple in the ratings table represents how much a user liked a movie after watching it. For further information about MovieTweet, please visit the following [https://github.com/sidooms/MovieTweetings](link).

From 6ebb75778089e8fb4a0af4c41fa2750642527e23 Mon Sep 17 00:00:00 2001
From: Mohamed Sarwat <msarwat@asu.edu>
Date: Mon, 11 May 2020 08:31:19 -0700
Subject: [PATCH 11/12] Add files via upload

---
 8F51D3FB-A4C0-4236-8598-A084DCDBCF9D.jpeg | Bin 0 -> 19938 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 8F51D3FB-A4C0-4236-8598-A084DCDBCF9D.jpeg

diff --git a/8F51D3FB-A4C0-4236-8598-A084DCDBCF9D.jpeg b/8F51D3FB-A4C0-4236-8598-A084DCDBCF9D.jpeg
new file mode 100644
index 0000000000000000000000000000000000000000..3798aac8c2f950a81b2df93f1cd7296ec613dc6a
GIT binary patch
literal 19938
zcmce-cUV(hvp2kH0s_*Dw4ihlP?RDH5tSw)f+9_bf=Ck(=?Do$dJ_;3P$EqP#7LJK
zkSbNW^dulE&4dyIY2Uu@=bYy`*K^Jv=X<aBdKc_4?7g%0npv}E&HQFI{Tm$v@LV%A
zF$5SG0Kgdh0q9uZl0mThLjW){1C#&&U;`N9+yQ2g0&f9C!2<vo-!T5?8Ai1?O#ev(
zHGf^CZvomj-F*Cg{M>vVOPy6c4QO9BF=PI#2eAE3%l=LBOiCorrU5m~zarRQZjvs;
z={Ux7CReV&Zd#ffnp`*ddr*ur_a8rg^w*cYy#1e88eNvMv9*(8#R9D04;LT=NZoh#
zd#r!+=Jmh&{LjCC_y5li;`HBR2PRbh>T5tWD@qo@W2T+UKQ*>481>KF{%7Lo0~bGM
z@Dc?)T$~?2@dpL*0HmdZ{2%{C$Ah%M6L3%<{pv5;^&j-dzi6j_(A|IEbKCL?c+WSG
zmU4Ex5B9-80_jsu|K+^vf1&^5x!^4T$5nT~$B*uZNZma9*T4UFo4-pi$Oiyi@p&Bb
z#NE}+UrHa8l8cmyx3lUgDfQE5v;g2Qng8RdyB2@Tl0j(bU+1Ei0YDc`r_)>hb?zD(
z0II=n9&P&9IR$M1;N<{-{-($GpWOeuKPK>#@gb;fJ7oaCWeWiOU%~I#`#n6X{`YkT
z&dUJ6vP7rv$^igtCIC>M)9K_QI-Ob!089%2(BVz*0C?Ge8b&oHhLZpzF9Q=V1HBu7
zfZ}Cg_`CgM;Nbs^Ow24tSlQT*a)39~^8kztOiYZ-Oe`#aDJMfXcpYHoW#Kz<M*j%E
z#eLS3z5?oz>4j|4m#aGkEywUOXPurzu^$x@7C9~|D<`j@sB}(4Q%n22&XubMhDOFF
z*KXamx?>Hp>-@mwp{tv_ho65yU{G*KX!Ns~*tqzF#Ei@rS=l)+bMuOdOG@9Cy(_P%
zsjaJTX#CXF{JE>Ur?;>F%fR@=<ka-cx7j%?Ze{iR+K->V)(Jbid;7#cq=Uo1_+kK<
z{=pXb`47(ijW1r1FGgl&CT7;Z_+nrT`ipU1W|k9Yj_~PQu-^COKdBzcCU7~uu)337
z`m7~h(CNw8Q6ZUgSXshfto_Z||BkV!|0B-+$=JX6ng_0ctNpLW2>voLGJ;dZ1U6=n
z1+cLkVfniq`H#l>cVqjjvH!Et!A}0}fsv6J{AEAFa^#=a{?`P35j1Af^f`c&i2+n5
zCSCvv&?pK;iNJq5Ds&3U-?}w;z1z?_V`pEslpSRAHQY9yvDMXr`VRfjK@w5xK?itS
z)jXwW?DbD&e7?Lr@;c6WQ2})pkL*Q7JL-M1H)jlPF_`|2XwDWU&YXfrDT?In4e?GV
zv4Ky!Bw%3x{J%O7^soQUW~%XpP~tEEcSLmRBQRCaT2>1G92@1#imfXFn)=&|Hs*p2
zmnn9rb3O5}IXx}MoryP6rc7m|J4}>jP6yn%NowX40qDx+A0bJ$=|?m{w<q}Q0*MsY
zc8>X>$q(tsK%JLPNpon0c0E#Y?^*cNGCxI)Fma1)-d(B2zkZVx<1I7v`$^_U!%GYK
z2xZsw#_u)_k;zV<BHo7{{gt9IS?X6zpaUs1DT>{sy$z`a=iu7Y=>24T!!Bl+Kw;j|
zNqYlWBm1yvTvuD1C#r6TvfZKs3032zhHIG6Jj_K4!YwR13g>>&ylQq%a6LsS7s_mD
zzgK1T+{6DX>FMQ$CewLk<EkIYu_kXU1S*U!*BI4DO2nT;S8|iIo)Z61i^9Ummp#$d
zX+1E02U1rTKG?&Y$Gyg*k;@P9R-=AMbM1uh3H3pr)A`?Rk0(DuD$W_BR?Iu-K%Hs=
zp{!30zl$|J@P1ymvo4&TE?QI*{r$@Gk!3BhMAQe*Lm4^{9ln>sk4>Wpwshs)c)4Tl
zhl2s6Sh2yTdH+U!`vsek()bRB+Y;~ID5XYK=Ql&l%=g%e5|v*?6eTJE|BntP`q;lK
zPR@}C=+GdITZWqQL63_z-_B31Zk6}&+CwGUS<m{c#d}#){yO38)a|^MJyodpU1VlQ
z)}3$`r;>b`L*?ns1Xct4+)I>3>q8u(bAS$1`_X0*_-p3kU0AYOJt+sfHY)tfUf4g5
zd{Jv&+K~?E7Mt}wsf4W_4W0NjQf5JzNvRJ|tk@84R0>UyPmf!*YjWyIwOP%(rpQK?
zCJIlE<P*BZF{bw)BP+D_P#YXHws{=36w!H~#=PLuG3ga%@%H2Xu7AS|?hz##6z!67
z=@<HV-GP2D>8<&QI-(T*2R?wPYo!A<f3|Y)NyOKpvVY>=Uu3A#U8?dbJ8-h9MK@%3
zgzeNA#(dAc%zFP*6zdhcKBwuv!`2xF!WCR&ms*q~TN^2dkkl<26w|8v_MK;ysZ~?z
z_%u(q((mj$x5ZvYFr1gc_`%}f{Gb|SLos<;?ILY6aD_!uQiqmi_Kumv+xpU4jn(vW
zpV~RI2Y*hRoLyl{Iq9tzEd$pi31bmkE_8tPYFKC-uCK4_DSm}`4IfzY<Jy?Y+L=X9
zzK(AfY;VYZy1z5*ub;XglnRVCbwBwdw>Y}B@|mW9pGl!;-CuzmSr<BN$gI$pn0mcc
zlBChr&G*jjd*W4D2MJ@P0b}V>?-_3VD7GvT&J}jyD~&(w^u&p=unX80k#mchpBH!q
z+p22Va4AnrKEGp<$q3Cb3lcneRG}#1A4l<#h@*;+-MVfvTA0R`biQFsRQO*WcSTQ6
z0xvAF<^QJS5odc;r{6Fa<!~8t0kQ%XmstMG0ilooOHYd{Jn|mKy&ZkOVa+>dXV*JE
zd~t|Rd+dnq>z5G~tTLIAuoMJ88uLCcCnd}a`dRJU*^WO5evMBF){}`k?qkG-!p9@g
z<n6H&n>N<ZX>(BCc4_z$x;_O>;h)E(7R$ZHItaEd3wxZ7y7DsK-J(VPN|wQuh~0u<
zyMuY+M>-G{8O%XEKH*ADp#vCXX!u*CUojmh-f%qWZ(BmPOQ}&363N5(tzA2~?UN;(
zs{5!|9+gt@?yEH-YX2f-LbEWcbgQxrdUoRgE`sQEp~=lkAaIaw^fAi0S~z^zJKZN)
z^0C9oob-v@gb#PrW|71V{>@tIhes|=bfCaXJsoM*l17V$4MDo0$q1o#mG!i$Fbjfa
zIgTUunCY^E>FMLN^;$2B%{NC$eZ(>XcYK%_Ubq`BjSqA}C$d<abN-PalWu8Zc%g_-
ze`}^59(k+F`dV_uRAo(jJV^&G-CN~0US=BPWlLtE11!uS$Mdu)$VaV|-*n(1l^=(U
z)6@2>Vs4mgs}mZ#>rNEwG;D1D#M5hc$1>;&e~X%tlIOvBk`WzXj;EGEJ<X%f!oQ+x
zO~wOAy`@1e@7&zAYg=jx<d)tgo!?naSn+ooeJRGu{NQ2xqbP-YG0xH3`=gd7s~Jx-
zLgbrJ<#fR1_xuH7DmC?@K@g5RB9smg{X-M3gqJOJH);w$JQL%7?@`#g_Oav-tjBxc
z_Z5owStPh6rx2Lu2)yN@=<3`eMPg<#viE+f;tQ(ic@byAhsI7ifH#1W6#J4tjL*$u
z?-Z6*(t$yT%buRMVW?aMXeqq+=Q7?`c+0`n<GIJu5qv4N12}Ghy7z?+JT{So>U?bj
z#j*-tEYM2wiQ6+j8f+)e`lo1oZRh@Wk^7V%ZHFc(9)Gutm8?JqIvb#ny=C6H;0<B|
zVI&9Z>3P%9)a-;Ab$Xob-gv)sV{#+~*2?rj`5VH=JZZUFYjYT{sW!_&v`$sAX|MEp
zN6NHMwFuB%?0vQLKy%sim+$!;79vD$>9i4Z3@U;SxFP4$R{nIGDbB0}rS3a~s78zI
z1;4ddmY4W5Klk3)Sz;)kdR~L@r)!zhU<J*41;;I}yngJGP^j)RL!$@c6)&GVi5T7M
z2@3E_oXe8e8e|E)zHWGQCs3E8Q<9Bfy~TkOp*$t1<jr^CGrYV6vTTLP<zM4R^g?bN
zKU5V$zf&X01a+!?`+<XO4r<JFqf%y|#{wcz>pVY&EbfM!?kg#lii}LZ?d2XeAt~FJ
z)6mLFWA6jiqaBajqLyte36Yuz$DqK*<4b*p_+*P{4cgfAnV?J0cAzm^Ren;evI8k^
zQN4)SA2|8VmX*r1Xav7MV$*Z$jMd2$fPC@!G3kuOh@%7^Jxd*bDc(rp!ud`@&&cg+
z_0^2ofc=?5!d;^t6bIX6m%$CSpb45dEhkKud;y#oBRw9s;$B4c?>-K-#AX5Ux5#jv
zy9ok*^`h1V7t^V;D|%U52qrY9D$fO-l8I^Ds>VJ|i`7%Q!%KY|;9J(;7hxZ~%;r2+
z1G+K|$_H{J7~v@n*{K_T@fJR*TbL$+zRaELeD<oC#A}9c8|&gco`297qpexI811Mu
zcHU<;nn)Y3Iu&N(&(fZPdwSbO>&Ak@^62cEb1HPQKUk>@m=5m{d38#{&b&bRH%$6s
zW-9($xssLjDdYmeJTNFbFQ&wr$X9~DktFlPurqxu)+#GjpZN(JW-5^uKnGmuK+>`(
z6!Q{RXArj;O*Vw-)#I1D{aEnCkE`h(GU4%q8G(JDV)Ddko6mpk6d;PyO5tHsX-#gR
z3ws%=jljHz*1>uZv)05D1g&0VR8Y11(#eVKx}RR#a#0tu44PUJk3)kL6if`I9y|^~
z;ePZ$@z%ddiqNFe5H;GV^@c(^5ZkM4dP%R~Dx1*{*mNUBxRPd(y8=C=17mbx56guB
z>fZ~+ezb$!Uq|9^qUO=IPIEcEYQkSy-ig)^aDS07c=80a(hUN?*USjkJwr=ncI|Xv
zWoq}rX{%F<tQzF=SaXsTf+FD4lc({aMKYoATUQ95nMl)A(Q=IeXGwharDNRJ33u+q
zlT1yiEp))EiqAqbixAYy^YKTD(`Kq}-eu)q+;IrJErO(|)#dpjZxrXXRL!??dP9>q
z)87%OA_Mo)E9^v>63`T$Algw2%&@A1-TdcJc=Pk9Vac2d`!8nz*YBy$?9Q7_dQ%4`
zD`+5i0~?gMP2nKO8@7Gbs5~<3=lt$6akuxWcS?u0ZrWuXep5rC>$GC%LvGUf8wd5u
zKF4S?OB@Ma4^BYr@N1iW$d&BghfZDO-t#rAS9O&SBT2f1e5@<DY~qMe0UGB<cKgY%
z8a&sv0@IqF=<R50yRF{pl8$k?$fHcDR^Eru*sqY`!IeY_YRS2=a>xEK23+O4M_~p|
zL)VQnc*TSI+l1_$t_X?O*+1WBzFzn(=UCsN)R>u(36BXc=X(arWBROxM_$_=|F7Hd
zzta$P_#9N=q66NXXi7>U1a+wQ9Bag)xtBeJ)XhY)H44~rzt*|N0;zG)u+O7OXiOav
ze+zP)&l@hk;J&`xRc3257rCeC15S!0YAcg=)QS!$&`2PUPT8Q{FWG{vz12B7%{I<P
zwg)doJ*O?t&C1^-eZfr>jIH0g3{^->#Hm8PQ1fz|nSKOV&u^rI#~(V7Iy0nkcm;1x
zV?P0IU<}kZ6!uce4U!AS9C~T`jeVuqeAVUNS@{^+M#UHHOxA|mRzjO;Ox4s+pmK0&
z>TAUHpoF^z`=xE$v?<>;Hrsi@XMaR=8d3xwH;P*KY=y44vwD$x!pbD#n^PT?7c|UC
zC$uO6KTPX9t1%bstI(Z3mA^KB{1kN={Q=_+bEPIDJh^9=gj-27_+1D5ev!CX)0V^*
z6fdWO2UU5`P53(1i=+$sd}8pqc8;c0NRp0T<cjB+h}DicuQ7@KjD?qxhn<O33^fCa
zX+~5dw$6rlVxc07X84uv99at$jb44%Q^}8o#8&kzzWkKsJ+sM$V3JxrA|7pg>3)5z
zehKawCT%~?$i%`WAzGQUTs(^VGM5fI+J_{^N)a-}#cc+B_(cbf>S--G1m|NPz5n=f
zRYhYhRb*wj?xAcR%Q|s2J^3ZEK#W|0FH59ote`mEY3J}>dpZS~74v;Tu0h_NxIFgT
zI>yP`N(1_WnJLM6)o54*8t;%cpHF;AO`<^Y-=VH5fhtGL`G+fHDJXXz|ILQVM^3ZE
zXX&?&-1)*(psW069sOdNbp8+R68Z>qW92R#_<E}1O})4U$pr@?DbWFnz|-#W;~Lz_
zqI(xw?9ORMBlVe09Btphmtl>P6+QdhNwm{1kcY_*kq4)u+D%Yqq%-);9#Fm7PX!||
z=&t>kdNjYIY|QgdnFH~|a=vZ&dF#|0+~f5cHM%miIY<Ks^yRW(*j@V>vIm(Cq*<F6
zBRVgkz0<e{YTY3s7h$}PM*=)^S*g3yAEEK6i6kgVON>bT6k+OD8GM-)+A$Y1!Aq*j
zg;WKn^(>Q4s8Ix*v4&}SXm@NrL}+fl+*OoieZf3J{o4G{M=(4xo_a|X`0#A*3{4Qx
z>5ImcAUL+2$*`0nf>{xd-Mm9}6y~%<^4O`fX`ioA=cs823@$ASDyX3hV}VbF%2T97
zUw5%h+^G+28khLevHRrW#y#^uKB@JQB6PB@so7+mm*I-hw95Co*1Gh<0`{@uY(*Yy
z`dEaEi!?J2o32NeyudLwI$&L;c6&mjO>^0H%-gB8wk1U_Dp=w{qRqk)BO^<ztVrh5
z+S2LPl?ULh(ZL9BIv_Yp+ChAS;Z$~)+-8Uq%Or=lPQ&iL-kdo?Zsx`=Y5wn;KC5ev
z?au7~w$*T!dk-QZC;qY?5c<SF9C_tuq~aCrcJZ*Y1n%zR_*+*dyixtS+_O0MGo&rh
z6WL+iq60x8&Sb$bvrpAd8C;B8`WBh74pn{48H$C)1Xm(20W=96D3bi|-sSlsY9k2=
z`_ydene&}8_AEXs-1~zm#G!Z`ov)mfpFfzOrdHzanmcFmz%M(<xhXg8Nq2_l;fbm7
z3u+`O$#Znzz^6hDnRcs^^9Mv9HqrzCj!hNi;LxcI9PPbmijq%^(W=qExiD|PWZzc0
z;Cafj+{lO_D=U^w3a>BD<KdyaH;pPhsPVc`h_3FV@I-emH`0L~2fwa%fMB)UHLPX)
z(UaT~(_nUa`n*F_7vB}>?g8;_C+0USw<2LVFg^t46@({DdL_lR%kd~7FdfGQz0qDU
zJ$Ha9nAtjW`MZ!;#9*DaSj0lGbRKOMj5}Thd4f&^yANTIn9@L9Dty;AoYETon~AI0
zzB76z;e!p;bH^DA-Q*%a2y>mlP3b`>x>Fxcl>((xLrx>Yk`;ecMDB%KYaCqe-#H`=
zUEP>Fon+$a<rN4oJGFbJ3-j}G^ph8vKBm9E(n9@V-+XYi0&+>)7%%$A+l>Tn%*A?I
zKqtiw?^uq%{N>!DdC#53y#0QN>%``%LG@V7MU+gkmEY%-{8#wma@6|SJ_!E$=o}ru
zKAH=xCm=iXdXX3qNI?;oO5eQKDV=)#{EoY9s#s9aC_|9f2?mwuM!|z&f)O@o6T6}|
zC%3y2^clgz&FTJizRR`D?(VhS!4r)vHwvG~xN-!X?!6@M#zYzv9cbkIzF(mvBC@O1
zit<Ne@-1+W!WAwW>f9~&60=2<SbvmtaDN+6fltu*N9Xv2+M8OBj=4|pePVh(!(jY_
zT+N;Jbaju)51Qndi)XOPEE5;i%I4jP8+72*7S5(`rH+$o<|C@ScdA&b>)xB<YdU|{
z;o<qNpI*5b>C{X#Ua`JB6M*9I3@nhvPc1ZvraUXxtsmmFv?)#Awl)-xVnh8h$Ic{D
zKu~}smzu4nCq%hQ)<Y61JEnV|is2c<-#IhhWYxRg&HP$N`uRpG3jzuO12E8sOJ1%s
zN*Il%aRdkc?iT*Zbgf|{9(zZd>)iXRzU7+^u}`fxVVh;3LyZPEs#N$0RP3S_p|7hs
zFw;{r>q+d|RQ**h-Qw4^9b~~5ahIPKT+*%V#Wi6=Zc{5#Y&L|$!*!2u;9GrFZ%7Ug
zyr>Ix-`Ih2hTX!Z@dPV(&&5SkY(0o}1zEnbRg10BT;gMAtZ(f}6E<uv5@jU2AL|qU
zpcc_2)jylmk}y5euQy@7c#5)jfmTDt1=0)?RdYy6{a#S;tiJBRk2W}OKl!A}Pj*z0
z+|Ww$=RTh74cH{%Y*>TM_1o{XYA5!f#mn<SH`_>{&1Oy@ohP8XM_gyl{W^u!y6&ee
zlxicMy>2REm9TB-c?h8*DF%KxIuI$zL9p5tMp}H`BPWRLtI0N>g>>i90ueq*A$nkl
ztpsPGh`jV_n;aj&^igb0ALf1{hD^dWsA3dB{9XYcNeioXbV##3zu0E}^qyPQ7#pPr
zp}v+1wJ9HLJWCn<B@Q~Acglv_a#llK1S}lE?`ng=Ln!+D@q)8-07Zq+fg3zCcn;X|
z%>U%x)@f?Sc7y2UJH#LJ9n`)($&U`m{L!Za9|KUd1UovQWI_ifq2#gy>%%I_c{-5s
z^bH;OrZYnau2v~-nq8?ubs<P<uA5aDXfmw&VKrggUb~3k+EpmHU%K;-UpId!ePOPJ
zAv?M9Ad&m%PqtorXp<o20MQADdZFVGoQQ{J=0vlv0c<{D?kmWX%K64GFMRt|t~4w&
zfuW>mc8XsMxi{1m^JU~hy2L1sFIVYzO6DZ5IZB^ohOg~~itEX{L0RDt`}``;?wPN@
zi0Ns+hvtK-H{+XvbQ#O#OTE1jrHD;?T$NEDq?!(VUKZZqbo_0BFG#z%IV)T8R6D6!
z{#ErC)LZ3fk~K!+EY`e>`&gLj*o_S+*RSlnyR0HZfzRJ7`ECnqEJYS5AMs0oNy5SC
zpz+6MBw6lEEooz=3TiSLxb2`W=UGW)eGVV=uDSMx`0!@?KIIRh(-t&{jWpSMf@&pM
z9o}PC_O0+^P~CKxwMWOm?g?ethCIr%+fe0&w3i=Go&=Vb2O0_yh)NIs^||*u4h{=V
z8SZO=8MYFsrWdMD4Vhb-X!yoGndIKe?}gx>m~Yw^->pYK3p<Nz^SzzEmIOisK96NT
zEk|#^A>Yx8MPR=B%yL+?*o0YN&_eFMk~JlPK~jj0J6QW26mHafqF%!8$7ZNmYoi|n
zQkB^q0@;2eSJYD9GO=wpcr(^CWahV#(hJ}HJ3!)xtJWu><5!5_ijT^LchiCTQi>yl
z1YJoonqGsbX1-IlSw6FuDi%@TE<q{U|C55qT(BJUQNL^7VkGlOLW2Fyom<Zbx}NL*
zGy-96G)Y>EB6Ovvc{#}+Im<+BoPt^EB&n3eQVasgWxJ!i-<JAAGKa_?ug`jYOBwXG
zJkgQEboiwxQHky7?(YPo5L}odf*&eSCpF<DE_B)5wp|P;zuV^}bZLaixXUk8;fr1t
zX&AI+cfjF(A$bzjG7yo=OeY%%tldpcN3d@XHuqf8pQJpl(9g!c*fwSWIL|#}6htSE
zrobfI)oEkx=kjroJ}4h77-{`7L$2+4b2s})zq3fHfJBCdm1LF&i^2j8t0xaGH8>jc
z8p5sm{o~jDHv69O-fKS$CraEBBtgHJCoMoG^kF*;#ABjgqFug~&ELoW>A7WuY#nxr
zlWYki(gG;=EUf!e&ht_`f-lgHU82SXe6i#f`st|rHAwup<jB&R#veJ3*syS(nGK^&
zH2EPM<f_3sPOa6Pd?7eR<L9}u#0x(uxm9Zo8TW=o2gQFTbFes_c@D<AyTYh#B#jG0
zf`Yy?h)Z!I;)9-VHWNl#Lf*0J+Re>)y^#LZd|U+4c1xk;dQk>cABri3?WFxqMi3P}
zkcT&>XdcdQP<!t|5oRF<pzUYCbzfS6_;tbhpgc9|m8Q6+5PDpV#_j+HMn6fQX>b}w
z?r6}wvuNocs{Z@H$f$FaEcA#Dq!&G9ChAe&sa92?s!D3wQXa-yDG>UZlodrzyuj;A
z=$HR|pPcpsLOU7_T2^h67a^!i2iXfgZr3EPt3b2PsJZEDm4LzhN*0#f`|<Zxw$1U6
z7|(NazInYus&8s&s{NEPLez?Nvn|dzFHl)r-leSA$yvgqzbdIry;n&BXDNyZ9}YF|
zFrUx+(W@uiXzwMDQ%T$?Iwx|q?b!V`rpD2e@B66bX723%=bkk~685R?;LJ8b8$Ohl
z8&tu&mM*ramnN%w>WR49WK{b=ylSt5Laj|$vG{uYDMQ+7P5Th|jG!?47Lpj*m!d*S
z^U+EdM8|unsOD=QnWobE9&<P5oP}F?-EC4Xrm86)n1L#RM67b)ooVeFqg2KLbmiH}
znVnoP&eEd;{lb_&YM3YTkR{8NYp4hztMMm}!naGal*fD0dY{5pr|{w7NKjb62tF|s
z7II*iBB3m$o+Dh|c;ey}FWtrO3rPYzR|{))jJuWIjmo^b^A_byRdqupZ9_4|u#aZ%
z4Q*+sNmmv2ro7UALNs>L`XD4#7=^zNvz??n5{;WCw7*SUvWksl&de1*#_;L6k$0l`
z9d*g`z~1}wwkf$JXK<jhVUl>^D1^HjGvyY(txhu(mF%CNUU}-08dBw1b&2&cR_g~j
zgAcc*Vb^DN<6y4vB}hYGx6l0O%G79Y8st)*SL^Aj)XcY+*NitG6+d)I3jtb_ha8PM
z7WyIt6d)pe0uQFg?8FS*;K|@@NN;Hjj*=ABJ}c}2YqzKEOf+5N`KAN&wYR><4kL<V
z5T`-hRG*t9SC&lUHPzZGCajocnoiZ5%GKeg^Pj}1O4T8cc+RFrxGe=RoV>NmmUM<G
zbY_oWJG}0y_0GaTkog}$z~p}f0sS;+utxg{5GKiqv<PZP6)oFI?T6e8fKh@I_XjLy
z@&FpB`7TdQ;O7vXqHtA;gw?JF_tDWH|8zRQcW_yGzvGYFsvu=8>bSlg?JXLEY=$H8
zIYcsvK!yaz1pZo*Cf_E0Y-GS$yWV7=?bna4)>9@Zws<aZmqI1NWk@dN<+c=P`J($K
zH*7D&mVt7ci8QlG6Ly-By?bFh_W+Xc$!PQ%I-FY%%+2j*?$jQ>qDHlAlY)qkL2bOa
zjyS&Wz;e-4D4}wx#eLht(spS_d*zga4UpX5y(QzE>I-`JJZKCG*1+1UCTgqNgewo@
z#l|(qJJ^$)1X6>mOe0U2xGXF8muECRX5UoafJSRa)7bb4oQvGq4o(;&<gIYGBTydC
z10s{W;K7<f=Kac<?x`w{dd;j+^vLcjv!mLf{-rJh`Mc1HQfhTO3w-!+CW>N(Pg~h;
zBB;)E+r2JLEyhxx1Wfw6`eS9Ab}zmxt<C1@jBvVwDRg`SRYqf~k+q|7a7Nn9jA&d`
zm2~wO<-W6IwE(YzP4Vm3MNMqQ5ghNrjxmH%-tHDm^-LOh_Fjq7mO@D%Snq*e3`>7w
zS~r4&#u8@v98t2a^N7&D*q^a9?R%JMz}av<(AnU!^^fMKo>N}mY?8mM9S?U^n9mr7
zw;)FjMnX!85~-Xd{=-N4xGRWG(2QbUAda<~;WMOND#I?f)`!Dx*RiQF2bs$3*4@Cq
zxc;#$i~ZhZN#8uu72*eK6~gs*{2_OoKliM%B`MkmH$UHRuw7oc5i~o0;+xaX@KF5r
zNXNE;!Cl{1m~eLthcVhqjdXH~4n&;G{6RuuPYvsQKL5NlH>9{@BSGas0PKz(MU*5T
z;NnF{`>d7ojjZEo_w-9azQJeyJj#s1pyKU-iYZv@vr>fK%mJi$ZT7XDM~V`x>xHwA
zDwv)ogSLeQH@$3HN4kLjuydzi*KFKd)ivX??YFF0uAv(yr~11yr_uZfSDzRyw0Qf4
zU?Z$VRJPYstA_e8?iTjP6K9AvUHp5f83;*js(uGP3FmJG!!WJb$t%CInlb~SXDq>G
z%B#oiHtncRNZU#w03o8n5$6sH8*_VwxA=M;v7NftA9IF35FE>X$lJN9xBP{=xz>kq
zNgCBn+-_eDHzGf^v!#7q##^dAgVtEbO$6p(T^c+;O=P9mBqiueG|YdFCZK-)V7O!;
z!qLI>QIJAFbjpTlRMN&^^{k*%GLP!zX^?Nu9yC*<sQCx=3($cH1!i9Yb)6RHi8pBr
zfcn*3>j&}UNJuIa?}$1ubOlWd7(^L?H$Ky#FwXqh2c@)52VOi39;Ko85LE3eunrY3
zu9U)$$%QY<e+Hvwb=7Db;4HD67~5;{lI-f%QSWl+yCR~a+jK(uX62|KnB#jE!LG{^
zzTpL0=q7L}#x2<xRoGFa2%I0yL<drz_s*xsewSibf5Kg=sTtbWokmgtAvz>3FiS3}
zJj^i1q%rGSBT@Ht)w5@kpYjwaQ-_t&u$Ou5)s>{UJ54k7<R;W_l#KfaRqqGx53>!=
zyJi^4<|eG0$hE2A`Z^$~Fh;eN2|bNqs4c!^Lj0<RsbW?3W$2Im{z3?i(JVyb9J^#0
z9)Ush{GMa#1zjZWc8=gDbfCMr=L>_^=6!d~Xvz~bJKwR=RhOGOd9-;@^D~z5#^Lfr
zi3X@B94tI|A9iEXYe;!jg4leOFLLdQ_bS(}_JK=2;H-dD1;d^J)TS6HB5i6B9k`dq
z)8~UReKtjr@OvUR*?J*R;ELWRYw*Ll2T@+=fKKIC-iCryDs321XWnH#SBv=&N0`T|
z%r=ef_Xkz9Gf(fHnAd0>9GP``Y!!Dyo!yc>p+;_YyPos~d_p(1cHev!O1zr+na14W
zX)Z*$l4mCQ*==N2W$Utcd()Lk_1-(O(pe!^aVOCaH%QOGeK(CJ=NMc}oC1UCuJ9k5
z1%mh?&gxZ+`8%^yHJZBDWUl;Vxq7Fh#{;3K#28We)p`+$zk&FMvZuBp+!xg_ZS~#R
zqAIQC<(`dWoNet$CIy6=ROG1-g8~ntm^5*0mde;`WLKgpwY^;j-r3xX#&Jj9{ACt`
z)4tc(oMTz<nNe+D+x-6NgEY5OtBrRtp?8L+kUyW|`H3DRLGo#m(tHP$k#g1<yQR0t
znCZi_yC(fUbHwk|xMb<;1d4J3wF2!7nf*=dCm}*GYAFSfhPIGmm-@*J4O6nB@d=m4
zPfVdTnXgM;Ji4D1CrANvlHFGk_?u{R4saf;Ksf1S8Yw=Fc2xKm7C{k2gYn*-u=k@`
z$P8$mYbQ59d>APK?m}Wc+p=i<hf<B`p*IyH@qPjW+$UV(OCkcf5($G(lkzXb|2|dX
z_An;fc=fW?*yMLx<5l(NY|@2-+lacpEnxyH@gr%Xk`hXKo9&MBbYch~vR&ta)Lwpm
z!e;P1>jTeEtE;<?+;*bUR7DUD0Rfk`zAYcJaIo0Q4U|HTO;Zh7=)KXccQ)0HpPVj)
zBp0|zrYfnC6n<|7`H=Z&U-V>1^N;w<9x45rlTqh<pO>|ChpVf(o9X&WbFWb-r2(8~
zk1*??a$3LRIehZwbvvUZnc&Dx)%RNqky}kBhj|B?v}3-coG?{Aeu{YGlZGJ;6%T*b
z*z~YUHxtNaY!1Y3FvtG5y**^$N5VxD97Kc^3!-LADsB0eQvs$4s=rmYMOte|&kAQ4
zIe&TRWb)ol`6p~v8AC1GVj|z9=#ga0`5NHzGw<JfC+-W4Dx6(e9^g)#{6_T$4T3YG
zlc&{|>_~DNT<P0lediEt-C>Q?Lwb5tXsB48e*EChbM^W8hGVlwYfYwZD;`6XppSsI
zRRk>8fOC!)PdJfaE)_bQ8ogz{0YPWU)fsmmfJGw!5j9~ZZ9KlmB{!r0b!(-rraDGt
z3zKlU#NuipFRu}U)g|Cq#GM$Y)uFq&2hbHdKsu>L;WzJVemdKSC-^JAym$APaAV-O
z+9yd*qrPU|E!Z0v0B0v@5q(H!u;@rIU$9a{a_qezcIT6e`)hug*5rx`hi}<V0*ofw
zf*X^TkIay~h|X*1?~r8?I<RRu1>JjHNtx`^hyAhz7b^&ozd(e6u4A?7Z8|U>h}yj+
z!Q#%9a^hqCe~TGVyZ)%XBv4k?hyfkFV~B6Hu9Ou1Z}QcDwgfD|)DJ=)hWA^`e+b21
z-;m<2tDcdPZ%XEngG4|_(C_VNAZ&_RgCr2`mbaMj8(4`KpG_|67A|^dDIE*cE7d7d
zlt>+PSiY=O*krLlbK5Ax8+2zEXn)-<BojO|Q_)th*{Gf`QEw0rmg6QU*3@#ic$j9R
zWuF~EHRn-Bz|P$I*%OD%oaS!?tE*{+tOcG2U_kJ{bLd^ThMW+x=XeXa1ovh(@8h3-
zM%O{M?&HarxKx=>Nk)VlwMUS_#MJ7MYGX0ql-aw=z934JRbH$2praJE%?BfC?h<)}
z2YNn`I>lzTh-G`4S-S`j(ATu@5Y~D02gcAY=OJX>!Ozvu<|#OI?5VQZqZ9s;Ro~I%
z`ino)+|pK6(f$Zb7P>Bn!dHxeCG54C6SMG!<&b12C1--_yTMBLz+KmbleLNGJn!km
zow>1Y7}hzB2GJx>wQn0MKQ^rh@-)GmzSq*5!u-mn&LK=8)7D?hJG18=0Udly$}Ije
zM=a8jITeW>KMp?zEB8qrBV}UkA>v`sDX)MwG0S8#&!;X*!_57N1PON5ue+U?T?YdM
zl9j>-CNND`Am5x<402+_ES_qNc0u?YWOPOfHtjBGy?7=X)BI{P_>+1}NA_v`gD75F
z^y5*MAw|DO8!}H69t22LDjsL%?PPw!<*e{+z@l1Kz{1kl!a#t5KJ~8(9okcb&k${J
z8GlRd*>e2@sm{{iXGUe~Pf`V5rp=Zu(gE*XFfkWlz1Bz(8pYI5&QNRC2-B}c94_?T
z;aT^sp-%Yn?5F~|>eq^qe>VR7pdBUPkJB{ZeWJan(kpB0OI+yzEe^%1&hdgx7HKxN
z`Rhe!b%aNy8`v|HBs232;pU|QpTHqvW$#Tk?5t@=**m(ThoZ#N-e?fRxN=Wv-e*-Q
zEk4)`Ly3N0wi*2HwSrneXzf|(qkc}0{>VHOAe=;eR-^-<L2#EgJOGg>4S%f%ekq3~
zF}114_2<^RGqA5n3O|4M5;OHZ+WEHxqEo9~%CR)H{4@wdy7&#Uy5uWd$oI_RQ%}8i
zeouoGLde97cBe%^cs00V&_d_F_*cPhJg=0A*vwK79OUp1e)Z&iEAMZZSeKQR(muXk
zPtR5D_F?e`DK)>`FjlUh`n%~^aWZ~1wjO#sIOhgFHtu-Au2pmF2-{4?_zm1Srgbwo
zh=c{T>X*6khe?xIU8F+7&KD2*DX?x=vQ-t0z75OKSb^XTz$ywOLSG*jjF?7>sD#AQ
zj?d-SXIqfbjXJf`{B+>@N$VGf5^vFZ&_`)=YL?Uru)JiMFU-A_OQN9=npyU_PtPjl
z)6Uk+`fVQ{;>(HmwA%dMGjka&`%l$A<(aO}-Y!*HZ&AA%)?*-G{S7Gte~su=paUKx
z=tIPu-SQQ}gJ>ErR9wkjw5T5uB-Y}zgpFKb8?r)w3w*Bz=HEAS5o8JY#DsiYp&~Xs
z)VJcNC2H~ZE|ZB5^7my51NHM;wD!PvKiH)8W(oqMMp9bd^m8Wbg}I@5N%PpA{gUdX
z)7-wYuWl5|bxM8A=J{$m|M<>DT)VWc4^uqtYvLc7CfCEWTk02_-Kd7<OG&MW+rfPl
zVTk_JMbCGXW0U8Sf<8^{4{LfFWAt+}Ow3wNM$X7CByQ1xM=w{XNznVhnGl_NdLn6c
zq`p4J^BRa+I`BTLH2wPGdA+dJtH`}!Hq;m@p2klK$3f@r_{<gKV&~17!j6oW)=uPE
zJj=g*PZW21bV=w-jlllPS5NBkITZdG?2jabH)3w18;ZYao-{qwtd|z}l?0!=bS<P`
zv%9?D=$xUxOh8ucq$nj#d!z~f;-l}Z1KPUgKzcu{O#WuiWUpyZ(SbL-AKr_uoko(?
zXd`-}q$`gqi7gj=HH%Mz#ZC6VXd&~u9nN)#8kTT<<KyDblSNWLoi9aYx{iM=N>pSZ
zft%HTcgqn7*#G3jPk;S3C&p_|E2IO9&;j(64|ax<xyVWbjo6{AC#4+3gKpA+ZRB^@
zdL#Y^&15?obW%59RKB{hY7NfOBnUfPjN*qsQjBlGEv0#V_^I>WP&vu8<k&NwOD?(=
zGv|#gkDDv$qjp26tx%V6bK)6lMVK`iy7)zQI6GHo!97Twx{;#uD{S7?Nn4fY;0bTv
z%M{qJ99aJ{MSKi@YqMRB<VrTMG1yts55UgPSWq4}&Q%3LEK%B$gSS|}-gMn*giXj(
z#QexNVZpE!twiX9;lS0`XL~eLs@#3g^rzjdIofzM`ps@t|3f<Pff1eCd>BMjAz{@v
z7s<9@qGREMB^Rq*L&k6S-bdekPX2<&vP;%wG@r}(3T6YEX~)3L5$nbH#~9pRlN>y9
zl;ihdT)(V&kXC6U5i38(@@RPHY{eB@%)Or&^_o{v+)~jCys*Jhig+<ueZ5@<uNDPv
z29RU+b%WTla1I+Kb<63k?(B>PR<_LF$(c)5@3BoU9LshXVAp6PkQ&x4G4kDYorX*h
zvh*<LTlnc~pt0#Y>cfzDel}YZOf+Zfb|#)a@JsefJg8{@0S+pJwjg<$8i{s$YMva*
zf+D`n3SytwZ#x^<733_f%#$2!TkOKkFR8AH%u4YX&fP%Zzk|+<B8tj4h^BB)pbzBI
zNMJxi5tyMRxGd9He=SooVe@I5qo5XXQ`5k~n;luUA{ngMA8F6M{iOspkRAHsnBg_u
zy7waK6aG&@F>&z1JWxZ0Usomd#iMPTa+{Dpz|_bw7&y8-usrBg3z*=gUI6nUpka?w
z1D!K7#LsLH5W>J;(}6D<v{=#Jw!+}hDO9U|xR3Ku&bl1Fl54=WZ9ijs_!#uj@~lx0
zMCg$oORzcaSX?Ek@s@4gyxGL|N^{mT-nyCxpB;EAl*P|7KK9Kte|3Iz1VTFDvl&Nd
zAsSF$wc5T3gMVG_np<naX||+}o7~TBAC@TLmEMkAy>z@Q+4Z9TFW8G^ykA_L+8a_I
zzPM+oY;(p=v-Dxr{7@85k?jy?0s9sXhaft`p)SML;M&@}z04CP|7gZ;rptbGt2Fhr
zX<PJ(!~?5KU*_^3>WztJshF7CBRhM-t;rk|^D#IFd=|+;QzT{U3*{FFXY|@PaT{+f
z=?i=aPZzHy3huo18$Q7hdFME5v|T=AgXjH+!mr=WrBa_+&g{5?K{4o_M{Ne5?W8e{
zqg~VHJ+`01HsdoUObIs)3p5)p2`TuDpB`84MJv3vidK-k$1Lpg3)u;&gKg3Qg7USr
zyQJ`ya8}#8tSj%cLt|QtS!X;m^x|0OK6><W*%0lNKZp5|E#Sil&bk8)^LQxFMcv{~
zo`v4umJP|YqYoC$KMH;elO;9cS5_Lk7BAq?pUv!4{JNSyrN96EhEqD%DZS`P;pYaX
z;$xRa&W=A%%lrQYjMvBZe*6X|&WzC{*&s@BG3Ey~NfXgObI@#kcpTIdwRT;~(QzmS
zgm2kfp_Rci`t|5){MLId%?S_9@^k767cz|JF7<bPy2thxZVt6_L%pULksaX!dc1X>
zzxl(i<Li@++2tG@hl3@Tyv;GnyGcYaHi_D$bu6>g9boaQ^}Ymt8-tS<%#O<KaHK|=
zeu=s)JlXp|n*6rbcvyPhbw$1x5{CrfA{$T<xUz?0shcQQ?cK!%s0*w)zRl6-(MhTA
zFC)%t&^(sw|7^+PU~?P9bOLOP9rw&lmcW92>iN)X`C)B5Th+Z$^Tp2<BB@oGOYITV
zb_C`vtWFKwk8s*EeLHWHu)2CaS~u`pNm{c`_t<R90=w>-M;Q_stmU2LZXhlw+w}HU
zr$nLQP|Ol+w%`x0aVsW(@Z(maN)bh?CdAV4Zt=SHPrUsb`Q#EqckaiR4`*<$pUs~w
z^XlnPjK}r(!W728PlxG$xY0n&u0Cd)W*zu5z36*M;OC+!lMd9LH#Gw43}vT%Uaoaa
z#~WQrSJRL(+pd47w6c|#+z~R)x%>SMqjuz~VN!wL)y3y#vk;G&9WWOCHwYea$BOb6
zoVii-4hsp)g1|(7&>~$dxQ1~5GcZ37YItWhSfB`QK&-O4QA(t|nNxkh<He0z*44C3
ze=9_T?bhza)%lH2POVpPeOm@(Z3@S@+>D+YY2_+@zxAkX%;Ki0V#f%dRIibbft3vL
z$j9o)gIi#CM@ihD9p%8;4s#&&*(XA`pj@7zUcLEen1-yIUfP?97PL4jvftCmvV{Lc
zVfoNOphc<%f$=*M97GJ#oCLwkDPl?Cg^uA3_VX{!m{u&EtTB>GXm{JfanfuaOUyQ^
ze-N<7vUmy>*4>G=wVEt`!q$n}1Fc<@e{hQpVR;jRPwH`$dYG}Z@wwS8YyS87RF>p3
zx`Qmt1qY~IU%Y%|m^I-_@0?MW596FJu^zQ_rR>{$ull(8W869Mz%O5PBV_Q(RQ+})
z%Bcw&YZyO1t+Prcx)bXqIcREa5wSKcn1F<AWvP(Hb2YfFL1bI{H2B5|6Mgz$K784`
zU(=$!uYF5A(oYc^eOu2OQY!nTlm?6*>r2h-W|GC`=iq%{o~*B%n<S6!c>re7alrFm
zClUKk-uEwE-tGI1c^CsqMMava3Sn$@@E1^QK}`wxJ;#AvjO&Fx<B&n{Ts&enmC&f2
zw>E2Ij4u?=b-urLg*N@2ru50A%%4l{mE#c29PPP0+tLlK$=PDXaYu{ds-p({R9{~>
zrg}<FwrZ8NX?CZvxboQ4t}fz+^)!qVfvJVmeveIhw=_p`U1^Lu>2~SU0n7M@iygPb
z^4N_RI`!RTMnx`C5O^jUTQOPR1ANPi6NE-c^>{>7U5@&?uxAKo#$AKsUyP57#81W9
zKA5lf>%3^acf_cdWQ(D`l?!}vrxIOOPP!4$8Jri4c8yC}Q9=6L8bo7q&>w$yo2Mao
zRcN})9*ufjc=Kp)_>^7~C(<>~_RYbZn7cUumUK9r7%0j(ZPEjO0Uv|mZ$rNEufV#M
zmt&#F+r_`EK-qtxzT0{BSJw?;(xpGg4Q5HpZ`TZP1kCrN5coopDJV&n9DC{uIO~Qv
z78Z>@Cf!i?sbQ?4C!p$r_ndSfbJYu%WA^UuB`03496vyIhn7+J$wZZz>y8{GrWG|o
zQrwM9o`v;huP@K~<6>=9{f-}BRsS4r0EgwSky<B&w;r!g&&{1{Gas)RDr3*SulqXa
z>F@Ac@VF(OU?!p@Ntw*NK4*)(NwUZ9_C=O_$|fwSn6%FcYQD=H%~bD>P{PJ1XGVU3
zjHYdYu^#jKSA;7hE>C_-5YOMejL!|zBrug&IJ{2LXc=OUukCx5p*45=w3SkqCuh22
z72!fB0&l@hQik@-OPJrrzaEWk)o>=ai2QcWp13}N^NV{?H-Nf0q(`tib!qO+QK~ex
zNsl!cN(3Q~C_M)XA0A#ttv`|y;><Y{6aBmS>3&8Si;SGiDMr`t;*x&I@`3fK!Ai^I
zO26CXYM~c?lG}d_t@)R){IYuCw)2@|F?%`A`QRM5B#2jbczyGz{b0A|@Szz!v5#PR
zXjEjFA)&5-8IO3jmT^Mng3)~XX?c^uBM?`aXLEwN%iEX;Py7N?bRw;a#v1HOd{PH~
z=R8U4Go&6~6;K##-(6c<KU{!S$TR)&Fm7AsRaowM%QMsM%Bg1|_hT%)2X2ghcx_&T
zNk-4(US+f-Ht+uoZQPP4a1-x?9pzFK>PaE^;uZL7tf{?cL*CB7mJn;p1856h-($Q<
z^$pv=)iY8BSvw60WL9@aR(u;O^5QMBoxxi-p#$S{i|Sh^%$GE;^@+5sR_iimm<6Ap
zzC>W+53LX3l>|?_$s#7b>n=&Wzjkc5Km6!K*ZWZTVZ?iAW3-cbjMkC{A)i}y<|aDU
zM21f?#tx?L-By&qzK`njJ9_*<K%u4i_e11IjORo1YkRoXZGT7u>!uMM;FQOEPY?@8
z(gdGwi;cjXz%NG~N7L#LevrVj7pAob0rzf;ub_XUHp>V`-4HP-=xno4tO*X~wUhOW
zN*wtw8@43f@1A|PS;O0A^vA{;_a_1z&fEs=C=)@lYX!D-5Fi(cwb$gc4fcjC^p9n5
zXP;y~INHUqbot@^J_)0}6D96C4<k$Fe%hU4_jGkRs?U5TS;p6}&_W>aD8ShM@cN(J
zVgrHOY!qKm!uyDUvll_{33dpjy*h!y2%#s`h`*?rr_f%bvyC>?*8viN=3G6Mqps)C
ziHqL0dS4!AMx1m_mYCP1Vv~R5QAFuL{JmBP9WVerSWx+&(}5ia_v6Z<hS&Ob6rqQ4
zbN~b=L6FW09S7Yp_lJ;KK|kha7HUlc+(o`|v+4*ykE0GiWbe5QjFJPJbd9Tv`FauR
z{N{bEg|m;~rzfZF2QKAT&ufn;y!xQnk}r4w4wog5ihM{dL|~ATniJ<faUP;##-V&R
zO34k>b2%@M9e6scCkLHG-%_go{`zgPtLE!>S8MGTq>WB_GgupmxPV2BtjxFNoo+$D
zP<T2{|8$oSx_YM3kQvg8{;0->=mgC;S3Q(>T{I^SerowwUik3P_}uJkImMJ#)$he|
zL*#41JCiYsb*{%d-or?-9Gzfczby*f5ly)1fb4YZ&zaW{FiggqLerASMzl`EF}T#?
z4f#p0y2)`3{#PGcCfMtrH<E8i+v=rqh368Kv3*hPr^BGrdct9bAJcAsttXp2LRGmy
zPCXxJv2lGTUGcH=4iLq5q#cw~6j+Yh2}MCM1yJrVef;N%zO$r0<LLnA$v3IEFOP;x
z*3JmbUmI4%Dj0uZ6;UqmgB4F@s=FR6Av%o_m>k$~=skqk!g}@mUC-rXYOc`PP>P$a
z^PTgio?CC?T`fACpXD6C@~VR7V13xUVJDY_b2#~<izZzgee+{$a*wZ<pXeZGbt7kn
zA*NDMLZ8_hC%+{DB1cqOH$=4lIK=?J7{DESnALe|u()~fp3Oeg`IY*cQT%5Ds@@Ly
zWJT`>J}E-PSli|2)3m}5BcnK@?i8H`J9nD&)V+94=2Rk9Sn{PUfcnMJi@-lh>rFB(
z1M3q*2<BJO(NK9}O3HBM%JP?|k&fX$;8VZSW-^QoM$;}rM5Cw7$b5RphmeuVT)~mF
zAJJAb`&$7?o{fLBy7#sCO+a|7@7v5I@*{VTG3^L^ZkeN9?p%RE0}`jKy=@~=ygB1T
zwB6nMer<}}gh7)u&-OL)^)B<mRoscygf{<0Roi(9V%<bHln)&PPojW{kLXbJeN;>i
z@o>3YF#svKG+)#Fq1caTZ?^t~JN@BF=jahhLx`RD^H=HQ=Fq&TwYj;SCDRN2({3)7
zp!C#hz)5A50u#%Vi4}>wp$w6vTb2CMB#^DBT12OKs~=fCxYCM5CTqL<c|tf*4?HWA
zE?BvHpOf>;Hq_64dKxh`z_1hdMGiQ&9MKUg_F@%Wj5e`W0SXww`(VAh?#7NXu@vl0
z26R^ImWusw@BB?#xp86{j^LJhOx<4Q10vDh(7MsdT&6-=a?8#zd{}^t{4sx>*YLf=
zZN|{&=QXI;g6RN_E0vVs^<)c=!nMB+VHoM2+WY0T5Xwm08RDL~cW9m71J1-4d?w|L
zZCD7F<;D=#0rb!4Y}{_ent@;OK`+l|$PgP-=t>@K1A$pY$Ac^5CA>ooGy8p6>shP8
zJDX?nS&0~<P-NuUcD<~FS&TVJQ>!m?K^lCAq4vHfx7ftB3E9`9@3=3HG3+bAv&j2o
zMntEs9zXce%JDu}3maQiv7sIug%fMLymBk!Y_rYH-nR-xS8Zn8SHrq74+ysuPrAqq
zqe+U^lw$G<gqmnqM$4>6<h}f<Of>-kKUj1#Vv7~8)q`ZJ_x$BQ?<3?Mq;t3NaYgI%
zssRDjie*LcJ>_83S`rwlN8k5~=Es^R`!v=pxmB3s#uiaKMd}|f-+^X&BoxMsI0zsg
zD<6h|C6v+5?drvl&E+J~Q%Uo~6W$;|v{I|#0)jB|WPPD-q(GRC@T9Fn=7Be;v#&v&
zU30k~bIeKra!=_Rt+Wn8(v<JZ05{=h#W*7J=pV9N`l-0xj9<#@Y5<}Wv@f-eX};oM
zT}ZnWDaq05`$}!<ytyIe+JZL3u=q8r4mA0pi@`!45TpUVBC-h@V&*|A3hgCvja^ST
z*u$QiyCo(cHkGyI|8qwARO(<mCUWGP;OGaPw5>jj5rxl{#!d%cHXA%rh(X8Q5sfWn
z;A}h`^SXgK{d2%Osfc&pNd=x{AaL{Q$4iCMmjta00j3B*98hw&(cSzyZ5T<C2LWSl
z3|IiP`?<yp`-&9ZoA=_fu6ehXMa9rY=V^O6`%NMyd6Uz&pJg^)gsNDS7`uJtK5W2;
zB2K0QQm|;qKH&r6r;ruZ)_RSbB2Y$S&&8rh3Ts)|3lc#+GmZi|pUp#LxP3e&#)pZW
zZ1>iG9~TQtPuB7)n8a=Jx*p6;WaWzJ@Rj&WVbTgw>(TaqO&-N2xvvW$;w2*yGo5l0
z(p@@_P{OK0F|%rE9^dLorPx1`C};n&y}+uFbd(M>553jqBSH=s(Y^SC4u}pv&n-PW
zxcmS0a;?!&r(t}OmRuqgn=&INEOtk(4YTIRk>r*|h?&`PNsY2L8ZrzSOD>H|Q6x4-
zhP5+p%_^BRqo_1tWJbm{<q}31f0`Nl@9ger&*_}~w5Jd6c|ShqywCeS&-;6R&+|i0
zcXdj*R#FQPmbKNRp_m22f+u@{{&Rtr2T5;6GSi3J2fhh5#=<1Fe_R8sDQob<1?Uu4
z5IWWOym5F&nNYLh$104jT$ULFceoF5DvkIqQXnfz=YBRBfqK7h|ERi#Ld|ZY-Fcfx
zc#;xpWRS&=ZzF8Q5fAbtPUFa6-9{T5my;2|vg@H9xA?fG4_YF$I80hf3aeEC2qQKr
zODyF;+teKXt7=yx9h4y5{7Hh4-*fJOIBgvCE(iuh!}X|z#O~on@=qAa!JC@yXwU2d
ze@lOA5E5iR3(r>6*p}qdjH#KL^htvZ6YIG!K1h6!KZ-n%*84vpC$RMaBB_<qz<hpX
z9ik|+1G;2pM6<rLtx!Nvu{g92afdY*MXpZ44|g1O6pn`)0?DZUXKNIRMw++*sLYM^
z6DI?!Rd}d&R<@XNNm$`Ksq|FW?ZX|3-@Nbk)oXK!TCp=S#pN1_>B|Uv{lte*yZfS(
z=@Dl*=F}xFoB&t5o>gTI!pTcJwNXoQb){fc8AF%f(etLqQf-@Fmhx525XSQUylth`
z8Pe%nMLD=~G+0ne$Et(Dv5y!ivaX9;&<g5BDclMO2*L#I&0?@EbJ@G>^qQE(My4BJ
z3C=XS(t>Fom_p@xW=kq_n^N<Ro(Raa{>{bI!v*y^AJ?nJ$==sQPrD$yoMJHVeviDR
zrBj){On*aRgGRuR-X@Ro4ptu=u&3!BpFGa{@my(HM1KQ&5uCuPSckMw5GcPkU#y!f
zrs`IPjEcVYOS3UKIX^>Iz#1vjhGUhaY3Q)|Bn2d^(9?qbf)N<YPFX(19mhSVv*%Tx
zj>BM+*sV#L3Eo~!jSzx`8%>H|1Amqm^ZAC^q)40q^o{1##rE4x<&D9BqYx1pK0@zA
z{Xn1Vp-yxABxYr+)qP9OQ$yFmDA6rVjh;6S0q|7IDlG#~t2SMN>K=unHNpe*CYid#
zgzO;dXKQ20kVg@<CsNZ_LXSLNu$sC}tDrv`EJh!T0Pn+rPm}ZiOwj-TJNk1KkiUda
z@Op<Ukze^H%flRBvPyA+%u%Q3_e6%`LhwKcgSPEss&+?shP}TgqB;=zs(6qrsK@Ac
z&bIh1?Zi=7Oy&d9WteKK*(o%W`!4@<{}8-;w!JhxI-OU?i`Z5kfekTcnHa4yb`)ND
zTds=fExJMQScgQFoIXrNdKYy0%dBE_Y`nW;l(TmoW5&BaMM9O+LpEWN!Fw@ZLmiIF
zZ}pj3LjcKREC9}&6;?AT_TLGoahr*8XbD-;6#nv5no5YhPu-!xgt5A2neo_}L?w{g
zZ&mKN%e>SQRZDcZX>qlI+|lv+yotQoH(ZYpIaV|q$W4yEQf)vT7^VT#$SqM%YO+kn
zhu%IWiCl&SHJnly36I&x>3(G+(Qj31rug&b_=yw8Hnu7fq7m?<-7y23Cr!l8;&Y5l
zF_^h7{vO*a&Z&o;7BSgX2a9hHW?h@O>tklXez9EOS@}J_P(<gTDYzyCS>fHv2MEy`
zt=PH~8>ZvPA>=5>L4~pa72OTZLKk^jE|=hiYd|*`z7vRM#6E!gaZ&Lo$GL+ko#^5v
z#jOxb?c*l&fnvsF8N}9ag6Pdbm~r9*1HRQjdyL*l4&{@=gs+!RzOeLiA~rAW0rSm<
zFR&Co*9rMsQ)ddKeixaXb%+2a4hFi<4^Z0G<R;hd_rCAf2sD2Fc*tMeEOB=hfz8nl
z(n5PpbJr0VB>V!Awh|h+f5;1b?r^aBQk$^L$&T>{&nH_xDyh00vIPQtSmLxj>0>DU
RQtRIm6JN^af7w|V{0R|R>h}Nu

literal 0
HcmV?d00001


From f925b844cf8aa714914eeaaea6de12eed4dd5e1c Mon Sep 17 00:00:00 2001
From: Mohamed Sarwat <msarwat@asu.edu>
Date: Mon, 11 May 2020 08:32:17 -0700
Subject: [PATCH 12/12] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 2c9e8bb..ebcc2b8 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 # Welcome to RecDB
 RecDB is an Open Source Recommendation Engine Built Entirely Inside PostgreSQL 9.2. RecDB allows application developers to build recommendation applications in a heartbeat through a wide variety of built-in recommendation algorithms like user-user collaborative filtering, item-item collaborative filtering, singular value decomposition. Applications powered by RecDB can produce online and flexible personalized recommendations to end-users. 
 
-![RecDB Logo](http://faculty.engineering.asu.edu/sarwat/wp-content/uploads/2014/09/Untitled.png)          current version: ```v1.1```
+![RecDB Logo](8F51D3FB-A4C0-4236-8598-A084DCDBCF9D.jpeg)          current version: ```v1.1```
 
 
 ## How to Get Source Code