From 9321d4d27e0282105de0b91e8aa6bc45d795bb76 Mon Sep 17 00:00:00 2001 From: Shantagouda B K Date: Sat, 23 Sep 2017 09:25:11 -0700 Subject: [PATCH 01/15] Update README.md --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index 1fd837b..cff4580 100644 --- a/README.md +++ b/README.md @@ -1 +1,3 @@ # cmpe281-starks + +Recommedantion Engine for Cloud hosted real time retail application. 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zzht=EiG+=yxRC2UF-)NWNIbTqy#XT1+HIaZuxgA{(AW-SZy+Fk1owG`z+CQr9F`8A z=Z_4NGzd^(&c$FtU_#I!RE&Xb2_T3<%p5oX4l6KOP>1iJP8ybj2^%^Go`RqS8GCSO z2(-Z%!OE;*3$Saod9NI%C<&a$%7MP8`v4B~iUVva=IbeR#PMBj9mN_xty6 z{tU@WdL!7FqCPhX2n+-|*s!*9V3-pGn&pm{4t tGXJS6rWK1*0DZOp{un?L?f?G%)~_Rks Date: Sun, 22 Oct 2017 03:50:56 -0700 Subject: [PATCH 03/15] Create Functional Flow --- Recommendation System/Functional Flow | 1 + 1 file changed, 1 insertion(+) create mode 100644 Recommendation System/Functional Flow diff --git a/Recommendation System/Functional Flow b/Recommendation System/Functional Flow new file mode 100644 index 0000000..d9b46cc --- /dev/null +++ b/Recommendation System/Functional Flow @@ -0,0 +1 @@ +RE From 7f609cad68c0f0601a0140ccde2d4bf40f0d05c4 Mon Sep 17 00:00:00 2001 From: Shantagouda B K Date: Sun, 22 Oct 2017 03:58:52 -0700 Subject: [PATCH 04/15] Basic Web Servers using Flask and Neo4j --- Recommendation System/app.py | 107 +++++++++++++++++++++++++ Recommendation System/requirements.txt | 13 +++ 2 files changed, 120 insertions(+) create mode 100644 Recommendation System/app.py create mode 100644 Recommendation System/requirements.txt diff --git a/Recommendation System/app.py b/Recommendation System/app.py new file mode 100644 index 0000000..6c08a94 --- /dev/null +++ b/Recommendation System/app.py @@ -0,0 +1,107 @@ +#!flask/bin/python +from flask import Flask, jsonify, abort, make_response, request +from neo4j.v1 import GraphDatabase, basic_auth + +app = Flask(__name__) + +# Connection String to connect Neo4j Garph DB +driver = GraphDatabase.driver("bolt://localhost:7687", auth=basic_auth("neo4j", "password")) + +# Sample DB imported to neo4j available here - https://code.google.com/archive/p/northwindextended/downloads + +# Sample wishlist (Not Stored in DB) +wishlist = [ + { + 'id': 3, + 'title': u'Shirt', + 'description': u'Lewis 40 Slimfit', + 'category': u'Fashion', + 'price': u'$40', + 'imageURL': u'www.xyz.com' + }, + { + + 'id': 4, + 'title': u'Book', + 'description': u'Learning from Data', + 'category': u'Education', + 'price': u'$30', + 'imageURL': u'www.xyz.com' + } +] + +# Sample Search History +searchHistory = [ + { + 'id': 5, + 'title': u'Shirt', + 'description': u'Lewis 40 Slimfit', + 'category': u'Fashion', + 'price': u'$40', + 'imageURL': u'www.xyz.com' + }, + { + + 'id': 6, + 'title': u'Book', + 'description': u'Learning from Data', + 'category': u'Education', + 'price': u'$30', + 'imageURL': u'www.xyz.com' + } +] + +# Get the list of products in Wishlist +@app.route('/wishlist', methods=['GET']) +def get_wishlists(): + return jsonify({'wishlist': wishlist}) + +# Get the list of products in Search History +@app.route('/searchlist', methods=['GET']) +def get_searchlist(): + return jsonify({'searchHistory': searchHistory}) + +# Get the product in wishlist with product ID +@app.route('/wishlist/', methods=['GET']) +def get_wishlist(wishlist_id): + wl = [wl for wl in wishlist if wl['id'] == wishlist_id] + if len(wl) == 0: + abort(404) + return jsonify({'task': wl[0]}) + +# Add a product to wishlist +@app.route('/wishlist', methods=['POST']) +def create_wishlist(): + if not request.json or not 'title' in request.json: + abort(400) + wl = { + 'id': wishlist[-1]['id'] + 1, + 'title': request.json['title'], + 'description': request.json.get('description', ""), + 'category': request.json.get('category',""), + 'price': request.json.get('price',""), + 'imageURL': request.json.get('imageURL', "") + } + wishlist.append(wl) + return jsonify({'wl': wl}), 201 + +# Get Supplier and Category of products they supply. +@app.route('/neo', methods=['GET']) +def get_neo(): + session = driver.session() + result = session.run("MATCH (s:Supplier)-->(:Product)-->(c:Category)" + "RETURN s.companyName as Company, collect(distinct c.categoryName) as Categories") + for record in result: + print("%s %s" % (record["Company"], record["Categories"])) + session.close() + return 'OK' + + +@app.errorhandler(404) +def not_found(error): + return make_response(jsonify({'error': 'Not found'}), 404) + +if __name__ == '__main__': + app.run(debug=True) + + diff --git a/Recommendation System/requirements.txt b/Recommendation System/requirements.txt new file mode 100644 index 0000000..797d5e6 --- /dev/null +++ b/Recommendation System/requirements.txt @@ -0,0 +1,13 @@ +bcrypt==3.1.0 +cffi==1.7.0 +click==6.6 +Flask==0.11.1 +itsdangerous==0.24 +Jinja2==2.8 +MarkupSafe==0.23 +passlib==1.6.5 +py2neo==3.1.1 +pycparser==2.14 +six==1.10.0 +Werkzeug==0.11.10 + From 9ddcc26d50513986a3fce27665a3aaa20822fe40 Mon Sep 17 00:00:00 2001 From: Shantagouda B K Date: Sun, 22 Oct 2017 04:01:34 -0700 Subject: [PATCH 05/15] Rename README.md to README for RE.md --- README.md => README for RE.md | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename README.md => README for RE.md (100%) diff --git a/README.md b/README for RE.md similarity index 100% rename from README.md rename to README for RE.md From 68ddb32c1849de028d5b76f8f43b17f14111315e Mon Sep 17 00:00:00 2001 From: Shantagouda B K Date: Mon, 23 Oct 2017 01:13:34 -0700 Subject: [PATCH 06/15] Update app.py --- Recommendation System/app.py | 110 ++--------------------------------- 1 file changed, 5 insertions(+), 105 deletions(-) diff --git a/Recommendation System/app.py b/Recommendation System/app.py index 6c08a94..7e89198 100644 --- a/Recommendation System/app.py +++ b/Recommendation System/app.py @@ -1,107 +1,7 @@ -#!flask/bin/python -from flask import Flask, jsonify, abort, make_response, request -from neo4j.v1 import GraphDatabase, basic_auth - -app = Flask(__name__) - -# Connection String to connect Neo4j Garph DB -driver = GraphDatabase.driver("bolt://localhost:7687", auth=basic_auth("neo4j", "password")) - -# Sample DB imported to neo4j available here - https://code.google.com/archive/p/northwindextended/downloads - -# Sample wishlist (Not Stored in DB) -wishlist = [ - { - 'id': 3, - 'title': u'Shirt', - 'description': u'Lewis 40 Slimfit', - 'category': u'Fashion', - 'price': u'$40', - 'imageURL': u'www.xyz.com' - }, - { - - 'id': 4, - 'title': u'Book', - 'description': u'Learning from Data', - 'category': u'Education', - 'price': u'$30', - 'imageURL': u'www.xyz.com' - } -] - -# Sample Search History -searchHistory = [ - { - 'id': 5, - 'title': u'Shirt', - 'description': u'Lewis 40 Slimfit', - 'category': u'Fashion', - 'price': u'$40', - 'imageURL': u'www.xyz.com' - }, - { - - 'id': 6, - 'title': u'Book', - 'description': u'Learning from Data', - 'category': u'Education', - 'price': u'$30', - 'imageURL': u'www.xyz.com' - } -] - -# Get the list of products in Wishlist -@app.route('/wishlist', methods=['GET']) -def get_wishlists(): - return jsonify({'wishlist': wishlist}) - -# Get the list of products in Search History -@app.route('/searchlist', methods=['GET']) -def get_searchlist(): - return jsonify({'searchHistory': searchHistory}) - -# Get the product in wishlist with product ID -@app.route('/wishlist/', methods=['GET']) -def get_wishlist(wishlist_id): - wl = [wl for wl in wishlist if wl['id'] == wishlist_id] - if len(wl) == 0: - abort(404) - return jsonify({'task': wl[0]}) - -# Add a product to wishlist -@app.route('/wishlist', methods=['POST']) -def create_wishlist(): - if not request.json or not 'title' in request.json: - abort(400) - wl = { - 'id': wishlist[-1]['id'] + 1, - 'title': request.json['title'], - 'description': request.json.get('description', ""), - 'category': request.json.get('category',""), - 'price': request.json.get('price',""), - 'imageURL': request.json.get('imageURL', "") - } - wishlist.append(wl) - return jsonify({'wl': wl}), 201 - -# Get Supplier and Category of products they supply. -@app.route('/neo', methods=['GET']) -def get_neo(): - session = driver.session() - result = session.run("MATCH (s:Supplier)-->(:Product)-->(c:Category)" - "RETURN s.companyName as Company, collect(distinct c.categoryName) as Categories") - for record in result: - print("%s %s" % (record["Company"], record["Categories"])) - session.close() - return 'OK' - - -@app.errorhandler(404) -def not_found(error): - return make_response(jsonify({'error': 'Not found'}), 404) - -if __name__ == '__main__': - app.run(debug=True) +from re import app +import os +app.secret_key = os.urandom(24) +port = int(os.environ.get('PORT', 5000)) +app.run(host='0.0.0.0', port=port) From b15869af1156820bbf164f49af2ac77662b354a2 Mon Sep 17 00:00:00 2001 From: Shantagouda B K Date: Mon, 23 Oct 2017 01:14:48 -0700 Subject: [PATCH 07/15] Create views.py --- Recommendation System/re/views.py | 109 ++++++++++++++++++++++++++++++ 1 file changed, 109 insertions(+) create mode 100644 Recommendation System/re/views.py diff --git a/Recommendation System/re/views.py b/Recommendation System/re/views.py new file mode 100644 index 0000000..dee8ddd --- /dev/null +++ b/Recommendation System/re/views.py @@ -0,0 +1,109 @@ +from .models import User, get_todays_recent_posts +from flask import Flask, request, session, redirect, url_for, render_template, flash + +app = Flask(__name__) + +@app.route('/') +def index(): + posts = get_todays_recent_posts() + return render_template('index.html', posts=posts) + +@app.route('/register', methods=['GET','POST']) +def register(): + if request.method == 'POST': + username = request.form['username'] + password = request.form['password'] + + if len(username) < 1: + flash('Your username must be at least one character.') + elif len(password) < 5: + flash('Your password must be at least 5 characters.') + elif not User(username).register(password): + flash('A user with that username already exists.') + else: + session['username'] = username + flash('Logged in.') + return redirect(url_for('index')) + + return render_template('register.html') + +@app.route('/login', methods=['GET', 'POST']) +def login(): + if request.method == 'POST': + username = request.form['username'] + password = request.form['password'] + + if not User(username).verify_password(password): + flash('Invalid login.') + else: + session['username'] = username + flash('Logged in.') + return redirect(url_for('index')) + + return render_template('login.html') + +@app.route('/logout') +def logout(): + session.pop('username', None) + flash('Logged out.') + return redirect(url_for('index')) + +@app.route('/add_product', methods=['POST']) +def add_product(): + title = request.form['title'] + tags = request.form['tags'] + text = request.form['text'] + + if not title: + flash('You must give your post a title.') + elif not tags: + flash('You must give your post at least one tag.') + elif not text: + flash('You must give your post a text body.') + else: + User(session['username']).add_post(title, tags, text) + + return redirect(url_for('index')) + +@app.route('/like_post/') +def like_post(post_id): + username = session.get('username') + + if not username: + flash('You must be logged in to like a post.') + return redirect(url_for('login')) + + User(username).like_post(post_id) + + flash('Liked post.') + return redirect(request.referrer) + +@app.route('/profile/') +def profile(username): + logged_in_username = session.get('username') + user_being_viewed_username = username + + user_being_viewed = User(user_being_viewed_username) + posts = user_being_viewed.get_recent_posts() + + similar = [] + common = [] + products = [] + + if logged_in_username: + logged_in_user = User(logged_in_username) + + if logged_in_user.username == user_being_viewed.username: + similar = logged_in_user.get_similar_users() + products = logged_in_user.get_products() + else: + common = logged_in_user.get_commonality_of_user(user_being_viewed) + + return render_template( + 'profile.html', + username=username, + posts=posts, + similar=similar, + common=common, + products=products + ) From f50cbf229cda3c3f85fb19f5b4563af48e46c169 Mon Sep 17 00:00:00 2001 From: Shantagouda B K Date: Mon, 23 Oct 2017 01:15:36 -0700 Subject: [PATCH 08/15] Create models.py --- Recommendation System/re/models.py | 125 +++++++++++++++++++++++++++++ 1 file changed, 125 insertions(+) create mode 100644 Recommendation System/re/models.py diff --git a/Recommendation System/re/models.py b/Recommendation System/re/models.py new file mode 100644 index 0000000..1f7700a --- /dev/null +++ b/Recommendation System/re/models.py @@ -0,0 +1,125 @@ +from py2neo import Graph, Node, Relationship +from passlib.hash import bcrypt +from datetime import datetime +import os +import uuid + +url = os.environ.get('GRAPHENEDB_URL', 'http://localhost:7474') +username = os.environ.get('NEO4J_USERNAME') +password = os.environ.get('NEO4J_PASSWORD') + +graph = Graph(url + '/db/data/', username=username, password=password) + +class User: + def __init__(self, username): + self.username = username + + def find(self): + user = graph.find_one('User', 'username', self.username) + return user + + def register(self, password): + if not self.find(): + user = Node('User', username=self.username, password=bcrypt.encrypt(password)) + graph.create(user) + return True + else: + return False + + def verify_password(self, password): + user = self.find() + if user: + return bcrypt.verify(password, user['password']) + else: + return False + + def add_post(self, title, tags, text): + user = self.find() + post = Node( + 'Post', + id=str(uuid.uuid4()), + title=title, + text=text, + timestamp=timestamp(), + date=date() + ) + rel = Relationship(user, 'PUBLISHED', post) + graph.create(rel) + + tags = [x.strip() for x in tags.lower().split(',')] + for name in set(tags): + tag = Node('Tag', name=name) + graph.merge(tag) + + rel = Relationship(tag, 'TAGGED', post) + graph.create(rel) + + def like_post(self, post_id): + user = self.find() + post = graph.find_one('Post', 'id', post_id) + graph.merge(Relationship(user, 'LIKED', post)) + + def get_recent_posts(self): + query = ''' + MATCH (user:User)-[:PUBLISHED]->(post:Post)<-[:TAGGED]-(tag:Tag) + WHERE user.username = {username} + RETURN post, COLLECT(tag.name) AS tags + ORDER BY post.timestamp DESC LIMIT 5 + ''' + + return graph.run(query, username=self.username) + + def get_products(self): + query = ''' + MATCH (user:User)-[:PUBLISHED]->(post:Post)<-[:TAGGED]-(tag:Tag) + WHERE user.username = {username} + RETURN post, COLLECT(tag.name) AS tags + ORDER BY post.timestamp DESC LIMIT 5 + ''' + + return graph.run(query, username=self.username) + + def get_similar_users(self): + + query = ''' + MATCH (you:User)-[:PUBLISHED]->(:Post)<-[:TAGGED]-(tag:Tag), + (they:User)-[:PUBLISHED]->(:Post)<-[:TAGGED]-(tag) + WHERE you.username = {username} AND you <> they + WITH they, COLLECT(DISTINCT tag.name) AS tags + ORDER BY SIZE(tags) DESC LIMIT 3 + RETURN they.username AS similar_user, tags + ''' + + return graph.run(query, username=self.username) + + def get_commonality_of_user(self, other): + + query = ''' + MATCH (they:User {username: {they} }) + MATCH (you:User {username: {you} }) + OPTIONAL MATCH (they)-[:PUBLISHED]->(:Post)<-[:TAGGED]-(tag:Tag), + (you)-[:PUBLISHED]->(:Post)<-[:TAGGED]-(tag) + RETURN SIZE((they)-[:LIKED]->(:Post)<-[:PUBLISHED]-(you)) AS likes, + COLLECT(DISTINCT tag.name) AS tags + ''' + + return graph.run(query, they=other.username, you=self.username).next + +def get_todays_recent_posts(): + query = ''' + MATCH (user:User)-[:PUBLISHED]->(post:Post)<-[:TAGGED]-(tag:Tag) + WHERE post.date = {today} + RETURN user.username AS username, post, COLLECT(tag.name) AS tags + ORDER BY post.timestamp DESC LIMIT 5 + ''' + + return graph.run(query, today=date()) + +def timestamp(): + epoch = datetime.utcfromtimestamp(0) + now = datetime.now() + delta = now - epoch + return delta.total_seconds() + +def date(): + return datetime.now().strftime('%Y-%m-%d') From 806ebe3569d51ab32d52d9d197cb5703e4176226 Mon Sep 17 00:00:00 2001 From: Shantagouda B K Date: Mon, 23 Oct 2017 01:16:34 -0700 Subject: [PATCH 09/15] Create __init__.py --- Recommendation System/re/__init__.py | 2 ++ 1 file changed, 2 insertions(+) create mode 100644 Recommendation System/re/__init__.py diff --git a/Recommendation System/re/__init__.py b/Recommendation System/re/__init__.py new file mode 100644 index 0000000..11e246c --- /dev/null +++ b/Recommendation System/re/__init__.py @@ -0,0 +1,2 @@ +from .views import app +from .models import graph From a9ec13b9785f25c27675f6df12d9cdc1a5b775b1 Mon Sep 17 00:00:00 2001 From: Shantagouda B K Date: Mon, 23 Oct 2017 01:17:50 -0700 Subject: [PATCH 10/15] Create profile.html --- .../re/templates/profile.html | 51 +++++++++++++++++++ 1 file changed, 51 insertions(+) create mode 100644 Recommendation System/re/templates/profile.html diff --git a/Recommendation System/re/templates/profile.html b/Recommendation System/re/templates/profile.html new file mode 100644 index 0000000..968d1c0 --- /dev/null +++ b/Recommendation System/re/templates/profile.html @@ -0,0 +1,51 @@ +{% extends "layout.html" %} +{% block body %} + +

{{ username }}'s profile

+ +{% if session.username %} + {% if session.username == username %} +

Users who brought items similar to you:

+ + {% for user in similar %} + + {% else %} +

There aren't any users who've purchased products the same category as you!

+ {% endfor %} + +

Recommendations for you

+ Based on your previous purchases + {% for product in products %} +

+ {{ product.post.title }} +

+ + + {% else %} +

There aren't any users who've purchased products the same category as you!

+ {% endfor %} + +

Your recent purchases:

+ + + {% else %} + +

{{ username }} has liked {{ common.likes }} of your purchases and + {% if common.tags %} + also purchased {{ ", ".join(common.tags) }} + {% else %} + hasn't purchased any of the same category + {% endif %} +

+ +

{{ username }}'s recent purchases:

+ + {% endif %} +{% endif %} + +{% include "display_posts.html" %} + +{% endblock %} From 4abf4bdafd7cc4c519d5f74f04111a6bb5b4da1a Mon Sep 17 00:00:00 2001 From: Shantagouda B K Date: Mon, 23 Oct 2017 01:18:13 -0700 Subject: [PATCH 11/15] Create index.html --- Recommendation System/re/templates/index.html | 25 +++++++++++++++++++ 1 file changed, 25 insertions(+) create mode 100644 Recommendation System/re/templates/index.html diff --git a/Recommendation System/re/templates/index.html b/Recommendation System/re/templates/index.html new file mode 100644 index 0000000..9e0b361 --- /dev/null +++ b/Recommendation System/re/templates/index.html @@ -0,0 +1,25 @@ +{% extends "layout.html" %} +{% block body %} + +

Home

+ {% if session.username %} +

Purchase New Items

+
+
+
Product Name:
+
+
Categories (separated by commas):
+
+
Description:
+
+
+ +
+ {% endif %} + +
+ +

Today's Recent Purchases

+{% include "display_posts.html" %} + +{% endblock %} From 5a7c912ca94a40af231ea994163671389151a6e5 Mon Sep 17 00:00:00 2001 From: Shantagouda B K Date: Mon, 23 Oct 2017 01:18:35 -0700 Subject: [PATCH 12/15] Create display_host --- Recommendation System/re/templates/display_host | 15 +++++++++++++++ 1 file changed, 15 insertions(+) create mode 100644 Recommendation System/re/templates/display_host diff --git a/Recommendation System/re/templates/display_host b/Recommendation System/re/templates/display_host new file mode 100644 index 0000000..c51578f --- /dev/null +++ b/Recommendation System/re/templates/display_host @@ -0,0 +1,15 @@ +
    + {% for row in posts %} +
  • + {{ row.post.title }} + {% if request.path == "/" %} + by {{ row.username }} + {% endif %} + on {{ row.post.date }} + like
    + {{ ", ".join(row.tags) }}
    + {{ row.post.text }} + {% else %} +
  • There aren't any purchases yet! + {% endfor %} +
From f00b398b716b5474fbcef05c0406a2dbfd12306e Mon Sep 17 00:00:00 2001 From: Shantagouda B K Date: Mon, 23 Oct 2017 01:19:18 -0700 Subject: [PATCH 13/15] Create layout.html --- .../re/templates/layout.html | 23 +++++++++++++++++++ 1 file changed, 23 insertions(+) create mode 100644 Recommendation System/re/templates/layout.html diff --git a/Recommendation System/re/templates/layout.html b/Recommendation System/re/templates/layout.html new file mode 100644 index 0000000..d13041b --- /dev/null +++ b/Recommendation System/re/templates/layout.html @@ -0,0 +1,23 @@ + +My Recommendation Engine + +
+

My Recommendation Site

+
+ {% if session.username %} + Logged in as {{ session.username }} + {% endif %} + Home + {% if not session.username %} + Register + Login + {% else %} + Profile + Logout + {% endif %} +
+ {% for message in get_flashed_messages() %} +
{{ message }}
+ {% endfor %} + {% block body %}{% endblock %} +
From 025ee7de7fc87da6b75b2f603550d36c2c3bcd56 Mon Sep 17 00:00:00 2001 From: Shantagouda B K Date: Mon, 23 Oct 2017 01:19:45 -0700 Subject: [PATCH 14/15] Create style.css --- Recommendation System/re/static/style.css | 15 +++++++++++++++ 1 file changed, 15 insertions(+) create mode 100644 Recommendation System/re/static/style.css diff --git a/Recommendation System/re/static/style.css b/Recommendation System/re/static/style.css new file mode 100644 index 0000000..c6b030f --- /dev/null +++ b/Recommendation System/re/static/style.css @@ -0,0 +1,15 @@ +body { font-family: sans-serif; background: #eee; } +a, h1, h3 { color: #377ba8; } +h1, h2, h3 { font-family: 'Georgia', serif; margin: 0; } +h1, h2 { border-bottom: 2px solid #eee; padding: 3px; } +h3 { padding: 3px; } +dd { display: block; margin-left: 0px; } +dl { font-weight: bold; } +a:visited { color: #800080; } +.page { margin: 2em auto; width: 35em; border: 5px solid #ccc; padding: 0.8em; background: white; } +.posts { list-style: none; margin: 0; padding: 0; } +.posts li { margin: 0.8em 1.2em; } +.posts li h2 { margin-left: -1em; } +.metanav { text-align: right; font-size: 0.8em; padding: 0.3em; margin-bottom: 1em; background: #fafafa; } +.flash { background: #cee5F5; padding: 0.5em; border: 1px solid #aacbe2; } +.error { background: #f0d6d6; padding: 0.5em; } From d80dd6450189e171556096d9bcfd6a4943d045ec Mon Sep 17 00:00:00 2001 From: Shantagouda B K Date: Mon, 23 Oct 2017 01:21:06 -0700 Subject: [PATCH 15/15] Delete README for RE.md --- README for RE.md | 3 --- 1 file changed, 3 deletions(-) delete mode 100644 README for RE.md diff --git a/README for RE.md b/README for RE.md deleted file mode 100644 index cff4580..0000000 --- a/README for RE.md +++ /dev/null @@ -1,3 +0,0 @@ -# cmpe281-starks - -Recommedantion Engine for Cloud hosted real time retail application.

+ {{ user.similar_user }} + also purchased {{ ", ".join(user.tags) }} {{ ", ".join(user.posts) }} +