first commit

app.py

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+import streamlit as st
+import re
+import altair as alt
+from folder_management import create_folder, remove_files_folder
+
+st.set_page_config('Product Recommendation Application', layout='wide', page_icon='airtory_logo.PNG')
+
+
+# Functions/Pages
+def intro():
+    import streamlit as st
+
+    st.markdown("## Welcome to the Product Recommendation Application! 👋")
+    st.sidebar.success("Select a page from above.")
+
+    st.markdown(
+        """
+        **👈 Select a page from the navigation bar to the left**
+
+###  Functionality of Pages
+#### Generate Recommendations Page
+- This page allows you to generate recommendations for a particular keyword/publisherid combo.
+- The recommendations for each keyword/publisherid combo, are stored in a separate SQLite Database Table.
+- Ideally, for each keyword/publisherid combo, the recommendations should only be generated once per day. To mock this, you are only allowed to generate recommendations for a specific keyword/publisherid combo once.
+#### Product Recommendations Page
+- This page displays the Product Recommendations for each keyword/publisherid combo for which the recommendations were generated in the previous page.
+- You can currently select the available keywords from the dropdown provided in the side bar.
+- For the time being, the Publisher ID is restricted to a single known value. This can be easily updated later.
+- Note: Since the click tracker I was using had issues, as a workaround I had to use a Button instead. So now, to register a click against a product, you need to click on the 'Select' button provided below each product. 
+- For each session, once a product is clicked on, it is no longer displayed.
+- You can choose the number of recommendations to be displayed, between 1 & 5.
+- The maximum number of recommendations that are available for display for each keyword/publisherid combo is restricted to 50.
+- The minumum number depends on the products available from bizrate.
+- If/when all available recommendations for a keyword/publisherid combo has been clicked on, you can either choose a different keyword, reload the application to create a new session.
+#### Analytics Page
+- Displays a Line Chart and a Bar Chart, to show the distribution of clicks across Session ID, Keyword, Publisher ID, SKU or Date.
+- Displays a table of the most clicked SKU's
+    """
+    )
+
+
+def generate_recommendations():
+    import os
+    import string
+    import random
+    import streamlit as st
+    import warnings
+    warnings.filterwarnings('ignore')
+
+    # custom module
+    # from clickcounter import clickcounter
+    from folder_management import create_folder, remove_files_folder
+    from sqlite_database import create_insert_table, query_table, insert_clickdata_table, check_for_table
+    from recommend import query_bizrate, recommend, generate_clickreport
+
+    # Functions
+    def random_string(N=7):
+        res = ''.join(random.choices(string.ascii_lowercase + string.digits, k=N))
+        return str(res)
+
+    def query_and_recommend(keyword, publisherid):
+        query_bizrate(keyword, publisherid)
+        recommend(keyword, publisherid)
+        generate_clickreport()
+
+    # Main Program
+
+    # st.set_page_config('Generate Recommendations', layout='wide')
+
+    st.title('Generate Recommendations')
+    st.markdown('''<pre style="text-align:center">
+    <strong><span style="color:#6a8759">
+    Generate Recommendations for any Keyword - Publisher ID Combo. <br><br> </span></strong></pre>''',
+                unsafe_allow_html=True)
+
+    col1, col2 = st.columns(2)
+
+    selected_keyword = ''
+    publisher_id = ''
+
+    with col1:
+        selected_keyword = st.text_input('Enter a single word as keyword:', 'bed')
+        selected_keyword = selected_keyword.lower()
+        selected_keyword = selected_keyword.replace('-', '')
+        selected_keyword = ''.join(re.split(r"[ \|\\\/,.]", selected_keyword))
+        # selected_keyword = ''.join(selected_keyword.split())
+        st.write(selected_keyword)
+
+    with col2:
+        publisher_id = st.text_input("Enter a Publisher ID: ", '726189')
+        # st.write(publisher_id)
+
+    keyword_pubid_list = []
+    for file in os.listdir('bizrate'):
+        keyword_pubid_list.append(file.replace(".xml", ""))
+
+    if selected_keyword + "_" + publisher_id in keyword_pubid_list:
+        st.error('Keyword - Publisher ID Combo Exists!')
+    else:
+        st.info("Keyword - Publisher ID Combo doesn't exist. Must be queried")
+        st.button('Generate Recommendations', key=random_string(), on_click=query_and_recommend,
+                  args=([selected_keyword, publisher_id]))
+
+
+def display_recommendations():
+    import pandas as pd
+    import numpy as np
+    import requests
+    from bs4 import BeautifulSoup
+    import urllib.parse
+    import os
+    import string
+    import random
+
+    import time
+
+    import streamlit as st
+    import uuid
+
+    import warnings
+    import sys
+
+    warnings.filterwarnings('ignore')
+
+    # custom module
+    # from clickcounter import clickcounter
+    from folder_management import create_folder, remove_files_folder
+    from sqlite_database import create_insert_table, query_table, insert_clickdata_table, check_for_table
+
+    # Functions
+    def random_string(N=7):
+        res = ''.join(random.choices(string.ascii_lowercase + string.digits, k=N))
+        return str(res)
+
+    # def display_products(dfp):
+    #     product_list = list(dfp['title'])
+    #     image_list = list(dfp['Image'])
+    #     price_list = list(dfp['price'])
+    #     org_price = list(dfp['originalPrice'])
+    #     disc_list = list(dfp['markdownPercent'])
+    #     dfp['Skus'] = dfp['Skus'].astype('object')
+    #     sku_list = list(dfp['Skus'])
+    #     url_list = list(dfp['url'])
+    #     clicked_sku, counter_dict = clickcounter(image_list, sku_list, price_list, disc_list, org_price, url_list, product_list)
+    #     return clicked_sku, counter_dict
+
+    # Main Program
+    # st.set_page_config('Product Recommender System', layout='wide')
+    st.title('Product Recommender System')
+    st.markdown('''<pre style="text-align:center">
+    <strong><span style="color:#6a8759">
+    It will take as inputs: Keyword and Publisher ID. 
+    Displays (upto) Top 5 Recommendations &amp; Collects Click Information. <br><br> </span></strong></pre>''',
+                unsafe_allow_html=True)
+
+    # Generating Session ID:
+    if 'store' not in st.session_state:
+        st.session_state.store = False
+
+        try:
+            df_session = pd.read_excel('df_session.xlsx')
+            df_row = pd.DataFrame({'ID': uuid.uuid4()}, index=[0])
+            df_session = pd.concat([df_session, df_row], ignore_index=True)
+            df_session.to_excel('df_session.xlsx', index=False)
+            df_sku = pd.DataFrame({'SessionID': pd.Series(dtype='object'), 'Keyword': pd.Series(dtype='object'),
+                                   'Skus': pd.Series(dtype='object'),
+                                   'Count': pd.Series(dtype='int')})  # Initializing the SKU-Count DataFrame
+            df_sku.to_excel('df_sku.xlsx', index=False)
+
+        except FileNotFoundError:
+            df_session = pd.DataFrame({'ID': uuid.uuid4()}, index=[0])  # Initializing the SKU-Count DataFrame
+            df_session.to_excel('df_session.xlsx', index=False)
+
+    df_session = pd.read_excel('df_session.xlsx')
+    session_id = list(df_session['ID'])[-1]
+    # st.sidebar.write(session_id) # Uncomment to display the Session ID
+
+    # Inputs
+
+    # selected_keyword = st.sidebar.text_input("Enter a single word as Keyword: ", 'aquaman')
+    # publisher_id = st.sidebar.text_input("Enter Publisher ID: ", '725895')
+    list_keywords = []
+    list_publisherid = []
+    for file in os.listdir('bizrate'):
+        keyword_publisherid = file.replace(".xml", "")
+        list_keywords.append(keyword_publisherid.split("_")[0])
+        list_publisherid.append(keyword_publisherid.split("_")[1])
+    # list_keywords = ['aquaman', 'superman', 'batman', 'shoes', 'electronics', 'wallet', 'movies', 'books']  # Temporary
+    list_publisherid = ['726189']  # For the time being Publisher ID is being HardCoded.
+    selected_keyword = st.sidebar.selectbox("Select a Keyword:", set(sorted(list_keywords)))
+    publisher_id = st.sidebar.selectbox("Select a Publisher ID:", set(list_publisherid))
+
+    # st.write(selected_keyword)
+    # st.write(publisher_id)
+
+    # Query clickReport.db, aggregate clicks and sort most clicked
+    clickreport_df = query_table('clickReport', 'clickReport')
+    clicked_df = clickreport_df[clickreport_df['keyword'] == selected_keyword]
+    clicked_df = clicked_df[['keyword', 'Skus', 'clicks']].groupby(['keyword', 'Skus']).sum().reset_index()
+    clicked_df = clicked_df.sort_values(by='clicks', ascending=False)
+    to_display_df = clicked_df.copy()
+    clicked_df = clicked_df[['Skus', 'clicks']]
+    print("LINE 202: Most Clicked: \n {}".format(clicked_df.head()))
+    # Query Recommended Data as per Keyword and Publisher ID
+
+    try:
+        rec_df = query_table('RecSysData', selected_keyword + "_" + publisher_id)
+        rec_df = pd.merge(clicked_df, rec_df, how='right', on=['Skus'])
+        rec_df = rec_df.sort_values(by='clicks', ascending=False)
+        print("LINE 209: \n {}".format(rec_df.head()))
+        print("LINE 210: \n {}".format(rec_df.columns))
+    except pd.errors.DatabaseError:
+        # st.error('This Keyword Publisher ID Combo Doesnt Exist!')
+        rec_df = pd.DataFrame({}, columns=['title', 'Brand', 'url', 'Image', 'Skus', 'price', 'originalPrice',
+                                           'markdownPercent', 'totalPrice', 'condition', 'stock', 'relevancy'])
+        rec_df = pd.merge(clicked_df, rec_df, how='left', on=['Skus'])
+        rec_df = rec_df.sort_values(by='clicks', ascending=False)
+
+    # Logic to Decide which SKU's to Display
+
+    # 1. If a SKU has already been clicked on. It cannot be displayed again.
+
+    try:
+        click_data_df = query_table('session_data', 'session_data')
+
+        if click_data_df.empty:
+            # df_top_rec = rec_df.head(5)
+            rec_df = rec_df.head(5)
+        else:
+            displayed_skus = list(click_data_df[click_data_df['session_id'] == session_id][
+                                      'Skus'])  # List of SKU's already displayed in the current session
+            # st.write("Clicked SKUs in this Session: ")
+            # st.write(displayed_skus)
+            rec_df = rec_df[~rec_df['Skus'].isin(displayed_skus)]
+    except pd.errors.DatabaseError as e:
+        print(e)
+
+    # Top 5 Recommendations
+    # top_df = rec_df.head(5).reset_index()
+    try:
+        top_df = rec_df.head().sample(5).reset_index()  # random 5 recommendations
+    except Exception as e:
+        # st.error(e)
+        top_df = rec_df.head(5).reset_index()
+
+    recs_to_display = 0
+    if len(top_df) > 5:
+        recs_to_display = st.sidebar.slider('Recommendations to Display', 1, 5)
+    elif len(top_df) > 1:
+        recs_to_display = st.sidebar.slider('Recommendations to Display', 1, len(top_df), len(top_df))
+    else:
+        recs_to_display = 1
+
+    # recs_to_display image width dictionary
+    image_width_dictionary = {
+        5: 200,
+        4: 240,
+        3: 280,
+        2: 320,
+        1: 400}
+
+    if recs_to_display > 0:
+        idx = 0
+        cols = st.columns(recs_to_display)
+        for col in cols:
+            with col:
+                try:
+                    title = top_df['title'][idx]
+                    img_link = top_df['url'][idx]
+                    sku = top_df['Skus'][idx]
+                    list_price = top_df['originalPrice'][idx]
+                    selling_price = top_df['price'][idx]
+                    discount = top_df['markdownPercent'][idx]
+                    st.image(top_df['Image'][idx], width=image_width_dictionary[recs_to_display])
+                    # st.write('SKU: {}'.format(sku))
+                    # st.write('SKU: {}'.format(sku))
+                    # st.write('SKU: {}'.format(sku))
+                    content = '''<p><strong> <a href={}>{}</a> </strong> <br>
+                                    <strong>SKU:</strong> {} <br>
+                                    <strong>S.P:</strong> $ {}<br>
+                                    <strong>Discount:</strong> % {} <br>
+                                    <strong>L.P:</strong> $ {} <br>
+                                    </p>'''.format(img_link, title, sku, selling_price, discount, list_price)
+                    st.markdown(content, unsafe_allow_html=True)
+                    st.button('Select', key=random_string(), on_click=insert_clickdata_table,
+                              args=([session_id, selected_keyword, publisher_id, sku, 1]))
+                except KeyError:
+                    st.info('No more recommendations to display for this Keyword-PublisherID Combo!')
+                    st.info('You can search for another keyword or reload the page!')
+            idx += 1
+    else:
+        st.text(
+            'No more recommendations to display for this Keyword-PublisherID Combo! You can search for another keyword or reload the page!')
+
+    # Display Click Table showing total clicks and clicks in current session
+    st.write("\n")
+    st.write("\n")
+    st.write("Most Clicked SKUs for keyword : {}".format(selected_keyword))
+    st.dataframe(to_display_df.reset_index(drop=True).head(10))
+    st.write("Clicked SKUs in this Session: ")
+    st.dataframe(click_data_df[click_data_df['session_id'] == session_id].reset_index(drop=True))
+
+
+def display_analytics():
+    import pandas as pd
+    import numpy as np
+    import requests
+    from bs4 import BeautifulSoup
+    import urllib.parse
+    import os
+    import string
+    import random
+
+    import time
+
+    import streamlit as st
+    import uuid
+
+    import warnings
+
+    warnings.filterwarnings('ignore')
+
+    # custom module
+    # from clickcounter import clickcounter
+    from folder_management import create_folder, remove_files_folder
+    from sqlite_database import create_insert_table, query_table, insert_clickdata_table, check_for_table
+
+    # Main Program
+    # st.set_page_config('Analytics', layout='wide')
+    st.title('Analytics')
+
+    df = query_table('session_data', 'session_data')
+    # print(pd.Timestamp(df['clicked_at'][0]).date())
+    df['date'] = df['clicked_at'].map(lambda x: pd.Timestamp(x).date())
+    x_col_list = list(df.columns)
+    x_col_list.remove('count')
+    x_col_list.remove('clicked_at')
+    print(x_col_list)
+    column = st.selectbox('Select a Dimension:', x_col_list)
+
+    # Grouping the DataFrame
+    if column:
+        grouped_df = df.groupby([column]).sum().reset_index()
+        if column != 'date':
+            grouped_df = grouped_df.sort_values(by='count', ascending=False)
+        grouped_df.rename(columns={'count': 'clicks'}, inplace=True)
+        # st.dataframe(grouped_df.head())
+        col1, col2 = st.columns(2)
+        with col1:
+            # st.line_chart(grouped_df, x=column, y='clicks')
+            alt_line_chart = alt.Chart(grouped_df).mark_line(color='#3ac81e').encode(x=column, y='clicks')
+            st.altair_chart(alt_line_chart, use_container_width=True)
+
+        with col2:
+            # st.bar_chart(grouped_df, x=column, y='clicks')
+            alt_bar_chart = alt.Chart(grouped_df).mark_bar(color='#3ac81e').encode(x=column, y='clicks')
+            st.altair_chart(alt_bar_chart, use_container_width=True)
+
+    st.title("Top Products")
+    agg_df = df[['keyword', 'publisherid', 'Skus', 'count']]
+    agg_df.rename(columns={'keyword': 'Keywords', 'publisherid': 'PublisherID', 'count': 'Clicks'}, inplace=True)
+    agg_df = agg_df.groupby(['Skus', 'Keywords', 'PublisherID']).sum().reset_index()
+    agg_df = agg_df.sort_values(by='Clicks', ascending=False).reset_index(drop=True)
+    st.dataframe(agg_df.head(20), width=1000)
+
+
+create_folder('bizrate')
+create_folder('sqlite_databases')
+
+page_names_to_funcs = {
+    "—": intro,
+    "Generate Recommendations": generate_recommendations,
+    "Product Recommendations": display_recommendations,
+    "Analytics": display_analytics
+}
+
+page_name = st.sidebar.selectbox("Choose a Page", page_names_to_funcs.keys())
+page_names_to_funcs[page_name]()

bizrate/bed_726189.xml

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+<?xml version="1.0" encoding="UTF-8" standalone="yes"?><ProductResponse xmlns="http://www.shopzilla.com/services/catalog"><Classification><searchUrl>https://www.bizrate.com/bed?rf=af1&amp;af_assettype_id=10&amp;af_creative_id=2975&amp;af_id=726189&amp;af_placement_id=1</searchUrl></Classification><Offers includedResults="11" totalResults="11"><PriceSet><minPrice integral="44156">$441.56</minPrice><maxPrice integral="214900">$2,149.00</maxPrice></PriceSet><Offer merchantId="321427" categoryId="8340" id="22649923364"><title>Movido Bed White</title><mature>false</mature><description>Upgrade to a style that is elegant and refined with the Movido Bed in White. Offering straight clean lines, white leatherette upholstery, and polished chrome legs, this piece exudes class while providing comfort. The dual adjustable headboard allows...</description><manufacturer>Modani Furniture</manufacturer><url>https://rd.bizrate.com/rd?t=https%3A%2F%2Fwww.modani.com%2Fsale-modani-furniture%2Fmovido-bed-white%3Futm_source%3Dconnexity%26utm_term%3DSZ_REDIRECT_ID%26cnxclid%3DSZ_REDIRECT_ID&amp;mid=321427&amp;cat_id=8340&amp;atom=8341&amp;prod_id=&amp;oid=22649923364&amp;pos=1&amp;b_id=18&amp;bid_type=10&amp;bamt=48cd9202db195e9b&amp;cobrand=1&amp;ppr=2d4131f169db8a34&amp;af_sid=9&amp;mpid=BED-MOVI-WH-QUEE&amp;keyword=bed&amp;a=476c77957cce8865c306e7437e0449e5&amp;dv=17346c566c2fa1d74201af7a0c85b6068b2109daf29dd44c&amp;rf=af1&amp;af_assettype_id=10&amp;af_creative_id=2975&amp;af_id=726189&amp;af_placement_id=1</url><Images><Image xsize="60" ysize="60">https://d9.cnnx.io/image/obj/22649923364;sq=60;p=0;t=ooPwmM0WTWKOFhYQSlc4ez3GY2lI2X9_UJ-6JrG-16zRfCOBP5daBbV6e6CN7p-ZqiQF2-Sy-B5DLFcwmg==</Image><Image xsize="100" ysize="100">https://d9.cnnx.io/image/obj/22649923364;sq=100;p=0;t=ooPwmM0WTWKOFhYQSlc4ez3GY2lI2X9_UJ-6JrG-16zRfCOBP5daBbV6e6CN7p-ZqiQF2-Sy-B5DLFcwmg==</Image><Image xsize="160" ysize="160">https://d9.cnnx.io/image/obj/22649923364;sq=160;p=0;t=ooPwmM0WTWKOFhYQSlc4ez3GY2lI2X9_UJ-6JrG-16zRfCOBP5daBbV6e6CN7p-ZqiQF2-Sy-B5DLFcwmg==</Image><Image xsize="400" ysize="400">https://d9.cnnx.io/image/obj/22649923364;sq=400;p=0;t=ooPwmM0WTWKOFhYQSlc4ez3GY2lI2X9_UJ-6JrG-16zRfCOBP5daBbV6e6CN7p-ZqiQF2-Sy-B5DLFcwmg==</Image></Images><Skus><sku>BEDMOVIWHQUEE</sku></Skus><sku>BEDMOVIWHQUEE</sku><detailUrl>https://www.bizrate.com/oid22649923364?af_sid=9&amp;rf=af1&amp;af_assettype_id=10&amp;af_creative_id=2975&amp;af_id=726189&amp;af_placement_id=1</detailUrl><price integral="169900">$1,699.00</price><originalPrice integral="185000">$1,850.00</originalPrice><markdownPercent>8.16</markdownPercent><totalPrice integral="169900">$1,699.00</totalPrice><bidded>true</bidded><merchantProductId>BED-MOVI-WH-QUEE</merchantProductId><merchantName>modani</merchantName><merchantLogoUrl>https://s7.cnnx.io/merchant/little/321427.gif</merchantLogoUrl><condition>NEW</condition><stock>IN</stock><shipType>UNKNOWN</shipType><relevancy>150.432800</relevancy></Offer><Offer merchantId="321427" categoryId="8340" id="22649923583"><title>William Bed White</title><mature>false</mature><description>The grandeur of the oversized headboard on the William Bed in White will turn any space into a room fit for royalty. The sharp, clean lines and tufted, square panels add charisma and personality, while the padded cushioning lends support. 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Building Materials &gt; Flooring &amp; Carpet</googleCategoryId></Offer><Offer merchantId="44084" categoryId="25000900" id="23729610055"><title>Flash Furniture YK-A811A-D8571-8R-GR-GG Olefin Fiber Floor Mat, Stain Resistant - 8 x 8 ft, Abstract, Multi-Colored</title><mature>false</mature><description>The Entrance Mats by Flash Furniture: Caldor Collection Abstract Olefin Area Rug, 93 x 93, round, indoor use, olefin fibers, stain resistant, jute backing, water repellent, non-shedding, beige/red/green ( Flash Furniture - YK-A811A-D8571-8R-GR-GG )</description><manufacturer>Flash Furniture</manufacturer><url>https://rd.bizrate.com/rd?t=https%3A%2F%2Fwww.katom.com%2F916-YKA811AD85718RGR.html%3Futm_source%3DShopzilla%26utm_medium%3DCSE%26utm_campaign%3DFlash%2BFurniture%26utm_content%3DSZ_REDIRECT_ID%26utm_term%3D916YKA811AD85718RGR%26cnxclid%3DSZ_REDIRECT_ID&amp;mid=44084&amp;cat_id=25000900&amp;atom=10705&amp;prod_id=&amp;oid=23729610055&amp;pos=1&amp;b_id=18&amp;bid_type=10&amp;bamt=42cebdc0db812186&amp;cobrand=1&amp;ppr=0e0c0b79af57e30a&amp;af_sid=19&amp;mpid=916-YKA811AD85718RGR&amp;keyword=rugs&amp;a=a633a3c54179a8a9095cb9f843592d55&amp;dv=e7b953bd78f728911adad93887b9b0867a9121bc712093a8&amp;rf=af1&amp;af_assettype_id=10&amp;af_creative_id=2975&amp;af_id=726189&amp;af_placement_id=1</url><Images><Image xsize="60" ysize="60">https://d10.cnnx.io/image/obj/23729610055;sq=60;p=0;t=ooPwmM0WTWKYEhJbU0tycd5YS58hOJxx6Mok6XvFfuUrjaqsRg6V3gNvuNJ9aK0InLsZcpkkiJrPE7TVPrnuMwXkw0kY0qSCwn6ijNRDEY2xT7TAzpUIxLNGZvOk74fZNGE0mQhE</Image><Image xsize="100" ysize="100">https://d10.cnnx.io/image/obj/23729610055;sq=100;p=0;t=ooPwmM0WTWKYEhJbU0tycd5YS58hOJxx6Mok6XvFfuUrjaqsRg6V3gNvuNJ9aK0InLsZcpkkiJrPE7TVPrnuMwXkw0kY0qSCwn6ijNRDEY2xT7TAzpUIxLNGZvOk74fZNGE0mQhE</Image><Image xsize="160" ysize="160">https://d10.cnnx.io/image/obj/23729610055;sq=160;p=0;t=ooPwmM0WTWKYEhJbU0tycd5YS58hOJxx6Mok6XvFfuUrjaqsRg6V3gNvuNJ9aK0InLsZcpkkiJrPE7TVPrnuMwXkw0kY0qSCwn6ijNRDEY2xT7TAzpUIxLNGZvOk74fZNGE0mQhE</Image><Image xsize="400" ysize="400">https://d10.cnnx.io/image/obj/23729610055;sq=400;p=0;t=ooPwmM0WTWKYEhJbU0tycd5YS58hOJxx6Mok6XvFfuUrjaqsRg6V3gNvuNJ9aK0InLsZcpkkiJrPE7TVPrnuMwXkw0kY0qSCwn6ijNRDEY2xT7TAzpUIxLNGZvOk74fZNGE0mQhE</Image></Images><Skus><sku>YKA811AD85718RGRGG</sku></Skus><sku>YKA811AD85718RGRGG</sku><detailUrl>https://www.bizrate.com/oid23729610055?af_sid=19&amp;rf=af1&amp;af_assettype_id=10&amp;af_creative_id=2975&amp;af_id=726189&amp;af_placement_id=1</detailUrl><price integral="12705">$127.05</price><originalPrice integral="21600">$216.00</originalPrice><markdownPercent>41.18</markdownPercent><totalPrice integral="12705">$127.05</totalPrice><bidded>true</bidded><merchantProductId>916-YKA811AD85718RGR</merchantProductId><merchantName>KaTom</merchantName><merchantLogoUrl>https://s9.cnnx.io/merchant/little/44084.gif</merchantLogoUrl><condition>NEW</condition><stock>IN</stock><shipType>UNKNOWN</shipType><shipWeight>30.000</shipWeight><relevancy>5.937651</relevancy><googleCategoryId>Hardware &gt; Building Materials &gt; Flooring &amp; Carpet</googleCategoryId></Offer></Offers></ProductResponse>

recommend.py

@@ -0,0 +1,187 @@
+import pandas as pd
+import numpy as np
+import requests,io
+from bs4 import BeautifulSoup
+import urllib.parse
+
+from datetime import datetime
+from datetime import timedelta
+
+
+import streamlit as st
+import uuid
+
+import warnings
+
+warnings.filterwarnings('ignore')
+
+# Importing Custom Modules
+from folder_management import create_folder, remove_files_folder
+from sqlite_database import create_insert_table, query_table
+
+'''
+This Module will, for a particular keyword and publisherid combo query data from bizrate.com store it
+in bizrate.db. And then generate Top 50 recommendation from it and Store it in RecSysData.db
+
+'''
+
+
+# Function Definitions
+def tag_to_list(tag_name, soup):
+    if tag_name == 'Image':
+        tag_list = soup.find_all(tag_name, {'xsize': '400'})
+    else:
+        tag_list = soup.find_all(tag_name)
+
+    return pd.Series([item.text for item in tag_list])
+
+
+def loadRSS(filepath, keyword, publisherid):
+    url = filepath
+    resp = requests.get(url)
+    with open('bizrate/' + keyword + "_" + publisherid + '.xml', 'wb') as f:
+        f.write(resp.content)
+
+
+def remove_dollar_comma(row):
+    try:
+        row = row.split('$')[1]
+        row = row.replace(',', '')
+        row = float(row)
+    except AttributeError:
+        return row
+    return row
+
+
+def url_decode(url):
+    return urllib.parse.unquote(url.split('?t=')[1])
+
+
+def query_bizrate(keyword, publisherid='726189', search_results=500):
+    file_path = 'http://catalog.bizrate.com/services/catalog/v1/api/product?apiKey=36874cbf9d18804f1a3d23b1a774dcce' \
+                '&publisherId={}&placementId=1&categoryId=&keyword={' \
+                '}&productId=&productIdType=&offersOnly=true&merchantId=&brandId=&biddedOnly=&minPrice=&maxPrice' \
+                '=&minMarkdown=&zipCode=&freeShipping=&start=0&results={' \
+                '}&startOffers=0&resultsOffers=0&sort=relevancy_desc&attFilter=&attWeights=&attributeId' \
+                '=&resultsAttribute=10&resultsAttributeValues=10&showAttributes=&showProductAttributes' \
+                '=&minRelevancyScore=1000&maxAge=&showRawUrl=&showUnitPricing=&useSecureImageDomain' \
+                '=&useSecureLinkDomain=&reviews=none&format=xml&callback=callback'.format(publisherid,
+                                                                                          keyword,
+                                                                                          search_results)
+
+    loadRSS(file_path, keyword, publisherid)  # stores data as xml file in RecSysData Folder
+
+    with open('bizrate/' + keyword + "_" + publisherid + '.xml', 'r', errors='ignore') as f:
+        file = f.read()
+
+    soup = BeautifulSoup(file, 'xml')
+
+    # cols = ['title', 'Brand', 'mature', 'description', 'manufacturer', 'url', 'Image', 'Skus', 'upc', 'gtin', 'ean13',
+    #         'detailUrl',
+    #         'price', 'originalPrice', 'markdownPercent', 'totalPrice', 'bidded', 'merchantProductId',
+    #         'merchantName', 'merchantLogoUrl', 'condition', 'stock', 'shipAmount', 'shipType', 'relevancy']
+
+    cols = ['title', 'Brand', 'url', 'Image', 'Skus', 'price', 'originalPrice', 'markdownPercent', 'totalPrice',
+            'condition', 'stock', 'relevancy']
+
+    df_product = pd.DataFrame({'title': pd.Series(dtype='object'),
+                               'Brand': pd.Series(dtype='object'),
+                               'url': pd.Series(dtype='object'),
+                               'Image': pd.Series(dtype='object'),
+                               'Skus': pd.Series(dtype='object'),
+                               'price': pd.Series(dtype='object'),
+                               'originalPrice': pd.Series(dtype='object'),
+                               'markdownPercent': pd.Series(dtype='object'),
+                               'totalPrice': pd.Series(dtype='object'),
+                               'condition': pd.Series(dtype='object'),
+                               'stock': pd.Series(dtype='object'),
+                               'relevancy': pd.Series(dtype='object')})
+    for col in cols:
+        df_product[col] = tag_to_list(col, soup)
+    df_product.dropna(subset=['Skus'], inplace=True)
+    df_product['Skus'] = df_product['Skus'].astype('object')
+
+    # Inserting the DataFrame into the bizrate DB into the corresponding table
+    create_insert_table(db_name='bizrate', table_name=keyword + "_" + publisherid, df=df_product)
+
+
+def generate_clickreport(api_key='36874cbf9d18804f1a3d23b1a774dcce', publisher_id='726189'):
+    today = datetime.utcnow().date()
+    previous_day = today - timedelta(days=5)
+    start_date = previous_day.strftime("%Y-%m-%d")
+    end_date = today.strftime("%Y-%m-%d")
+    list_of_dates = [d.strftime('%Y-%m-%d') for d in pd.date_range(start=start_date, end=end_date, freq='D')]
+    # print(list_of_dates)
+    df_click = pd.DataFrame({}, columns=['report_date', 'publisher_id', 'campaign_id', 'placement_id', 'rid',
+                                   'clicks', 'earnings', 'cpc'])
+    for reportDate in list_of_dates:
+        url = 'https://publisher-api.connexity.com/api/reporting/getClickReport?publisherId={}&reportDate={}&apiKey={}'.format(
+            publisher_id, reportDate, api_key)
+        # print(url)
+        urlData = requests.get(url).content
+        rawData = pd.read_csv(io.StringIO(urlData.decode("utf-8")))
+        df_click= pd.concat([df_click, rawData])  # Vertical Stacking
+
+    # Data Transformation
+    df_click[['keyword', 'Skus']] = df_click['rid'].str.split("_", expand=True)
+    df_click = df_click[['report_date', 'publisher_id', 'campaign_id', 'placement_id', 'rid', 'keyword', 'Skus',
+             'clicks', 'earnings', 'cpc']]
+
+    create_insert_table(db_name='clickReport', table_name='clickReport', df=df_click)
+
+
+
+def recommend(keyword, publisherid='726189', campaign_id='test_campaign', relevancy_filter=False, price_filter=True,
+              discount_filter=False,
+              condition_filter='NEW', stock_filter='IN', n_rec=50):
+    # Querying required data from the bizrate database
+    df_product = query_table(db_name='bizrate', table_name=keyword + "_" + publisherid)
+    df_product.to_csv(keyword + "_" + publisherid + '.csv', index=False)
+    '''df_sku = pd.read_excel('df_sku.xlsx')
+    sku_list = list(df_product['Skus'].unique())
+    df_session = pd.read_excel('df_session.xlsx')
+    session_id = list(df_session['ID'])[-1]
+    for sku in sku_list:
+        df_row = pd.DataFrame({'SessionID': session_id, 'Keyword': selected_keyword, 'Skus': sku, 'Count': 0}, index=[0])
+        df_sku = pd.concat([df_sku, df_row], ignore_index=True)
+    df_sku.to_excel('df_sku.xlsx', index = False)'''
+
+    df_product['price'] = df_product['price'].map(remove_dollar_comma)
+    df_product['originalPrice'] = df_product['originalPrice'].map(remove_dollar_comma)
+    df_product['totalPrice'] = df_product['totalPrice'].map(remove_dollar_comma)
+    # df_product['shipAmount'] = df_product['shipAmount'].map(remove_dollar_comma)
+    df_product['markdownPercent'] = df_product['markdownPercent'].astype('float')
+    df_product['relevancy'] = df_product['relevancy'].astype('float')
+
+    optional_tracking_string = '&af_campaign_id={}&af_rid={}_'.format(campaign_id, keyword)
+    df_product['url'] = df_product['url'] + df_product['Skus'].map(lambda x: optional_tracking_string + x)
+
+    # Sorting the Results
+    df_product = df_product.sort_values(by=['relevancy', 'price', 'markdownPercent'],
+                                        ascending=[relevancy_filter, price_filter, discount_filter], na_position='last')
+
+    # Filtering the Results
+    # condition_filter = st.sidebar.selectbox("Condition of the Product: ", list(df_product['condition'].unique()))
+    # stock_filter = st.sidebar.selectbox("Stock of Products: ", list(df_product['stock'].unique()))
+
+    #filter_condition = (df_product['condition'] == condition_filter) & (df_product['stock'] == stock_filter)
+    filter_condition = df_product['stock'] == stock_filter
+    df_product = df_product[filter_condition]
+
+    # Top N Recommendations
+    top_n_rec = df_product.head(n_rec)
+
+    # Inserting the DataFrame into the bizrate DB into the corresponding table
+    create_insert_table(db_name='RecSysData', table_name=keyword + "_" + publisherid, df=top_n_rec)
+
+# Main Program
+# selected_keyword = 'aquaman'
+# publisher_id = '725895'
+# query_bizrate(selected_keyword, publisher_id, 100)
+# recommend(selected_keyword, publisher_id)
+
+# list_keywords = ['aquaman', 'superman', 'batman', 'shoes', 'electronics', 'wallet', 'movies', 'books']
+#
+# for selected_keyword in list_keywords:
+#     query_bizrate(selected_keyword)
+#     recommend(selected_keyword)

requirements.txt

@@ -0,0 +1,53 @@
+altair==4.2.0
+attrs==22.2.0
+beautifulsoup4==4.11.1
+blinker==1.5
+cachetools==5.2.0
+certifi==2022.12.7
+charset-normalizer==2.1.1
+click==8.1.3
+colorama==0.4.6
+commonmark==0.9.1
+decorator==5.1.1
+entrypoints==0.4
+et-xmlfile==1.1.0
+gitdb==4.0.10
+GitPython==3.1.30
+idna==3.4
+importlib-metadata==6.0.0
+Jinja2==3.1.2
+jsonschema==4.17.3
+lxml==4.9.2
+MarkupSafe==2.1.1
+numpy==1.24.1
+openpyxl==3.0.10
+packaging==22.0
+pandas==1.5.2
+Pillow==9.4.0
+protobuf==3.20.3
+pyarrow==10.0.1
+pydeck==0.8.0
+Pygments==2.14.0
+Pympler==1.0.1
+pyrsistent==0.19.3
+python-dateutil==2.8.2
+pytz==2022.7
+pytz-deprecation-shim==0.1.0.post0
+requests==2.28.1
+rich==13.0.0
+semver==2.13.0
+six==1.16.0
+smmap==5.0.0
+soupsieve==2.3.2.post1
+st-click-detector==0.1.3
+streamlit==1.16.0
+toml==0.10.2
+toolz==0.12.0
+tornado==6.2
+typing_extensions==4.4.0
+tzdata==2022.7
+tzlocal==4.2
+urllib3==1.26.13
+validators==0.20.0
+watchdog==2.2.1
+zipp==3.11.0

sqlite_database.py

@@ -0,0 +1,196 @@
+import sqlite3
+import pandas as pd
+import datetime
+
+# Functions
+
+def create_insert_table(db_name, table_name, df):
+    try:
+        sqliteconnection = sqlite3.connect('sqlite_databases/{}.db'.format(db_name))
+        cursor = sqliteconnection.cursor()
+        print('DB Init')
+
+        # Write a query and execute it with cursor
+        # query = 'SELECT sqlite_version();'
+        # cursor.execute(query)
+
+        # Fetch and Output Result
+        # result = cursor.fetchall()
+        # print('SQLite Version is {}'.format(result))
+
+        # Drop the table if already exists.
+        cursor.execute("DROP TABLE IF EXISTS {}".format(table_name))
+
+        # Creating table
+        bizrate_table_string = """ CREATE TABLE {} (
+        title VARCHAR(500),
+        Brand CHAR(100),
+        url TEXT,
+        Image TEXT,
+        Skus TEXT,
+        price VARCHAR(50),
+        originalPrice VARCHAR(50),
+        markdownPercent VARCHAR(50),
+        totalPrice VARCHAR(50),
+        condition VARCHAR(10),
+        stock VARCHAR(10),
+        relevancy REAL); """.format(table_name)
+
+        recsys_table_string = """ CREATE TABLE {} (
+            title VARCHAR(500),
+            Brand CHAR(100),
+            url TEXT,
+            Image TEXT,
+            Skus TEXT,
+            price REAL,
+            originalPrice REAL,
+            markdownPercent REAL,
+            totalPrice REAL,
+            condition VARCHAR(10),
+            stock VARCHAR(10),
+            relevancy REAL); """.format(table_name)
+
+        clickReport_table_string = """ CREATE TABLE {} (
+                    report_date VARCHAR(50),
+                    publisher_id VARCHAR(10),
+                    campaign_id VARCHAR(50),
+                    placement_id VARCHAR(10),
+                    rid TEXT,
+                    keyword TEXT,
+                    Skus TEXT,
+                    clicks REAL,
+                    earnings REAL,
+                    cpc REAL); """.format(table_name)
+
+        # Create Table
+        if db_name == 'bizrate':
+            table_string = bizrate_table_string
+            cursor.execute(table_string)
+        elif db_name == 'RecSysData':
+            table_string = recsys_table_string
+            cursor.execute(table_string)
+        elif db_name == 'clickReport':
+            table_string = clickReport_table_string
+            cursor.execute(table_string)
+
+
+        # Inserting the DataFrame into the Sqlite Table
+        df.to_sql(table_name, sqliteconnection, if_exists='replace', index=False)
+        sqliteconnection.commit()
+    # Handle Errors
+    except sqlite3.Error as error:
+        print('Error Occured - ', error)
+
+    # Close the DB Connection Irrespective of Success or Failure
+    finally:
+        if sqliteconnection:
+            sqliteconnection.close()
+            print('SQLite Connection Closed.')
+
+
+def query_table(db_name, table_name):
+    try:
+        sqliteconnection = sqlite3.connect('sqlite_databases/{}.db'.format(db_name))
+        cursor = sqliteconnection.cursor()
+        print('DB Init')
+
+
+        query_string = '''
+        SELECT *
+        FROM {}
+        '''.format(table_name)
+
+        query_op_df = pd.read_sql_query(query_string, sqliteconnection)
+
+    # Handle Errors
+    except sqlite3.Error as error:
+        print('Error Occured - ', error)
+
+    # Close the DB Connection Irrespective of Success or Failure
+    finally:
+        if sqliteconnection:
+            sqliteconnection.close()
+            print('SQLite Connection Closed.')
+
+    return query_op_df
+
+
+def insert_clickdata_table(session_id, keyword, publisherid, sku, count):
+    try:
+        conn = sqlite3.connect('sqlite_databases/{}.db'.format('session_data'))
+        cursor = conn.cursor()
+        print('Click Data DB Init')
+
+        # Creating Table
+        table_string = """ CREATE TABLE IF NOT EXISTS session_data (
+                clicked_at TIMESTAMP,
+                session_id TEXT,
+                keyword VARCHAR(100),
+                publisherid VARCHAR(100),
+                Skus TEXT,
+                count INTEGER); """.format(table_name)
+        cursor.execute(table_string)
+        currentDateTime = datetime.datetime.now()
+        insert_string = '''INSERT INTO session_data VALUES ('{}', '{}', '{}', '{}', '{}', {})'''.format(currentDateTime, session_id, keyword, publisherid, sku, count)
+        print(insert_string)
+        cursor.execute(insert_string)
+        #cursor.execute('''INSERT INTO click_data (keyword, Skus) VALUES ({}, {})'''.format(table_name, keyword, sku))
+
+        conn.commit()
+
+
+    # Handle Errors
+    except sqlite3.Error as error:
+        print('Error Occured - ', error)
+
+    # Close the DB Connection Irrespective of Success or Failure
+    finally:
+        if conn:
+            conn.close()
+            print('SQLite Connection Closed.')
+
+
+def check_for_table(db_name, table_name):
+    '''Checks whether the specified table exists within the specified database.
+        Returns True if it does.
+        Else returns False.'''
+
+    filepath = 'sqlite_databases/'
+    conn = sqlite3.connect(filepath + db_name + ".db")
+    cursor = conn.cursor()
+
+    query_string = '''
+    SELECT name
+    FROM sqlite_master
+    WHERE type = 'table' AND name='{}';
+    '''.format(table_name)
+
+    result = cursor.execute(query_string)
+    list_of_tables = result.fetchall()
+    conn.close()
+    # print(len(list_of_tables))
+    return bool(len(list_of_tables))
+
+# Main Program
+
+# Input
+file_path = 'bizrate/aqua_725895.xlsx'
+
+file_name = file_path.split('/')
+db_name = file_name[0]
+table_name = file_name[1].split('.')[0]
+
+
+# # Creating Table/ Inserting Data
+# print('Creating/Accessing the DataBase: {} ;  Inserting Data into Table: {}'.format(db_name, table_name))
+
+# df = pd.read_excel(file_path)
+# .drop(columns='markdownpercent', inplace=True)
+
+# create_insert_table(db_name, table_name, df)
+
+
+# # Query Sqlite Database
+# df = query_table(db_name, table_name)
+# print(df.head())
+# print(df.info())