init

KNN_Model.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:459a8cf6bd1b715b5edbe8e45a8f15faa3860ab84171e2e41bc2b6a1be619a57
+size 102387

app.py

@@ -0,0 +1,53 @@
+import gradio as gr
+import pandas as pd
+import joblib
+
+data = pd.read_csv(r"data_final.csv")
+
+def product_recommender(customer_id):
+    list_predicted = []
+    
+    for id in df_ph_final['product_id'].unique():
+        preds = list(algo.predict(customer_id, id))
+        product_id = preds[1]
+        product_score = preds[3]
+    
+        list_predicted.append((product_id, product_score))
+        
+    top_5_products_raw = sorted(list_predicted, key=lambda x:x[1], reverse=True)[:5]
+    top_5_products = [product[0] for product in top_5_products_raw]
+
+    product_1_category = df_ph_final[df_ph_final['product_id']==top_5_products[0]]['category'].values[0]
+    product_2_category = df_ph_final[df_ph_final['product_id']==top_5_products[1]]['category'].values[0]
+    product_3_category = df_ph_final[df_ph_final['product_id']==top_5_products[2]]['category'].values[0]
+    product_4_category = df_ph_final[df_ph_final['product_id']==top_5_products[3]]['category'].values[0]
+    product_5_category = df_ph_final[df_ph_final['product_id']==top_5_products[4]]['category'].values[0]
+
+    result_1 = f"Recommendation Product ID {top_5_products[0]} with Category {product_1_category}"
+    result_2 = f"Recommendation Product ID {top_5_products[1]} with Category {product_2_category}"
+    result_3 = f"Recommendation Product ID {top_5_products[2]} with Category {product_3_category}"
+    result_4 = f"Recommendation Product ID {top_5_products[3]} with Category {product_4_category}"
+    result_5 = f"Recommendation Product ID {top_5_products[4]} with Category {product_5_category}"
+
+    return result_1, result_2, result_3, result_4, result_5
+
+demo = gr.Interface(
+    title="Product Recommendation System",
+    description="""This User Interface is Powered by Machine Learning to
+                Predict the Top 5 of Product that customer likely to buy in the next purchase.
+                All you need is to Input Customer ID and then the Recommendation will be appear.""",
+    fn=product_recommender,
+    inputs=[
+        gr.Number(label="Input Customer ID")
+    ],
+    outputs=[
+        gr.Textbox(label="Recommendation Product 1"),
+        gr.Textbox(label="Recommendation Product 2"),
+        gr.Textbox(label="Recommendation Product 3"),
+        gr.Textbox(label="Recommendation Product 4"),
+        gr.Textbox(label="Recommendation Product 5")
+    ]
+)
+
+if __name__ == "__main__":
+    demo.launch()

data_final.csv

@@ -0,0 +1,1001 @@
+customer_id,product_id,purchase_date,page_views,time_spent,category,price,ratings
+1,101,2023-01-01,25,120,Electronics,500,4.5
+3,101,2023-01-01,30,150,Electronics,500,4.5
+3,101,2023-01-03,30,150,Electronics,500,4.5
+4,101,2023-01-02,15,80,Electronics,500,4.5
+5,101,2023-01-05,22,110,Electronics,500,4.5
+58,101,2023-01-04,21,263,Electronics,500,4.5
+89,101,2023-01-05,8,264,Electronics,500,4.5
+89,101,2023-01-04,8,264,Electronics,500,4.5
+84,101,2023-01-02,27,176,Electronics,500,4.5
+84,101,2023-01-01,27,176,Electronics,500,4.5
+46,101,2023-01-02,35,265,Electronics,500,4.5
+42,101,2023-01-04,24,50,Electronics,500,4.5
+42,101,2023-01-01,24,50,Electronics,500,4.5
+42,101,2023-01-01,24,50,Electronics,500,4.5
+48,101,2023-01-04,23,74,Electronics,500,4.5
+50,101,2023-01-02,11,151,Electronics,500,4.5
+50,101,2023-01-02,11,151,Electronics,500,4.5
+92,101,2023-01-01,34,226,Electronics,500,4.5
+60,101,2023-01-05,34,63,Electronics,500,4.5
+77,101,2023-01-02,24,240,Electronics,500,4.5
+77,101,2023-01-03,24,240,Electronics,500,4.5
+75,101,2023-01-04,22,115,Electronics,500,4.5
+27,101,2023-01-02,17,116,Electronics,500,4.5
+74,101,2023-01-02,24,274,Electronics,500,4.5
+74,101,2023-01-03,24,274,Electronics,500,4.5
+100,101,2023-01-02,29,103,Electronics,500,4.5
+66,101,2023-01-04,8,53,Electronics,500,4.5
+66,101,2023-01-05,8,53,Electronics,500,4.5
+78,101,2023-01-01,8,215,Electronics,500,4.5
+87,101,2023-01-03,2,123,Electronics,500,4.5
+47,101,2023-01-05,19,166,Electronics,500,4.5
+16,101,2023-01-05,32,160,Electronics,500,4.5
+16,101,2023-01-01,32,160,Electronics,500,4.5
+56,101,2023-01-02,12,191,Electronics,500,4.5
+36,101,2023-01-04,8,242,Electronics,500,4.5
+33,101,2023-01-04,17,179,Electronics,500,4.5
+9,101,2023-01-01,16,97,Electronics,500,4.5
+30,101,2023-01-04,35,88,Electronics,500,4.5
+63,101,2023-01-01,19,165,Electronics,500,4.5
+18,101,2023-01-03,10,75,Electronics,500,4.5
+98,101,2023-01-04,22,52,Electronics,500,4.5
+43,101,2023-01-05,6,217,Electronics,500,4.5
+13,101,2023-01-05,31,244,Electronics,500,4.5
+15,101,2023-01-01,12,272,Electronics,500,4.5
+1,105,2023-01-05,25,120,Electronics,800,4.8
+3,105,2023-01-03,30,150,Electronics,800,4.8
+70,105,2023-01-01,29,151,Electronics,800,4.8
+61,105,2023-01-02,9,198,Electronics,800,4.8
+84,105,2023-01-02,27,176,Electronics,800,4.8
+42,105,2023-01-01,24,50,Electronics,800,4.8
+22,105,2023-01-05,34,85,Electronics,800,4.8
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+82,105,2023-01-03,2,203,Electronics,800,4.8
+79,105,2023-01-05,10,85,Electronics,800,4.8
+53,105,2023-01-02,4,197,Electronics,800,4.8
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+16,105,2023-01-01,32,160,Electronics,800,4.8
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+64,105,2023-01-04,7,93,Electronics,800,4.8
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+9,105,2023-01-01,16,97,Electronics,800,4.8
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+15,105,2023-01-04,12,272,Electronics,800,4.8
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+7,105,2023-01-01,10,204,Electronics,800,4.8
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+24,120,2023-01-05,28,277,Clothing,651,1.22
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+91,120,2023-01-02,29,234,Clothing,651,1.22
+14,120,2023-01-05,35,170,Clothing,651,1.22
+1,110,2023-01-04,25,120,Home & Kitchen,846,2.06
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+68,110,2023-01-03,27,228,Home & Kitchen,846,2.06
+58,110,2023-01-03,21,263,Home & Kitchen,846,2.06
+58,110,2023-01-02,21,263,Home & Kitchen,846,2.06
+89,110,2023-01-05,8,264,Home & Kitchen,846,2.06
+62,110,2023-01-02,31,297,Home & Kitchen,846,2.06
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+42,110,2023-01-05,24,50,Home & Kitchen,846,2.06
+22,110,2023-01-02,34,85,Home & Kitchen,846,2.06
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+58,103,2023-01-01,21,263,Home & Kitchen,200,4.2
+89,103,2023-01-04,8,264,Home & Kitchen,200,4.2
+55,103,2023-01-03,24,268,Home & Kitchen,200,4.2
+62,103,2023-01-05,31,297,Home & Kitchen,200,4.2
+44,103,2023-01-01,4,128,Home & Kitchen,200,4.2
+71,103,2023-01-03,27,288,Home & Kitchen,200,4.2
+71,103,2023-01-03,27,288,Home & Kitchen,200,4.2
+22,103,2023-01-04,34,85,Home & Kitchen,200,4.2
+50,103,2023-01-02,11,151,Home & Kitchen,200,4.2
+65,103,2023-01-04,25,217,Home & Kitchen,200,4.2
+8,103,2023-01-01,28,108,Home & Kitchen,200,4.2
+8,103,2023-01-01,28,108,Home & Kitchen,200,4.2
+45,103,2023-01-03,9,67,Home & Kitchen,200,4.2
+24,103,2023-01-05,28,277,Home & Kitchen,200,4.2
+23,103,2023-01-05,34,180,Home & Kitchen,200,4.2
+49,103,2023-01-01,12,101,Home & Kitchen,200,4.2
+77,103,2023-01-03,24,240,Home & Kitchen,200,4.2
+85,103,2023-01-01,24,115,Home & Kitchen,200,4.2
+27,103,2023-01-05,17,116,Home & Kitchen,200,4.2
+29,103,2023-01-05,24,56,Home & Kitchen,200,4.2
+100,103,2023-01-03,29,103,Home & Kitchen,200,4.2
+100,103,2023-01-03,29,103,Home & Kitchen,200,4.2
+53,103,2023-01-02,4,197,Home & Kitchen,200,4.2
+47,103,2023-01-03,19,166,Home & Kitchen,200,4.2
+16,103,2023-01-03,32,160,Home & Kitchen,200,4.2
+6,103,2023-01-04,2,109,Home & Kitchen,200,4.2
+96,103,2023-01-02,12,280,Home & Kitchen,200,4.2
+95,103,2023-01-01,31,57,Home & Kitchen,200,4.2
+33,103,2023-01-05,17,179,Home & Kitchen,200,4.2
+30,103,2023-01-01,35,88,Home & Kitchen,200,4.2
+18,103,2023-01-05,10,75,Home & Kitchen,200,4.2
+57,103,2023-01-04,26,109,Home & Kitchen,200,4.2
+98,103,2023-01-04,22,52,Home & Kitchen,200,4.2
+38,103,2023-01-03,34,274,Home & Kitchen,200,4.2
+99,103,2023-01-03,13,181,Home & Kitchen,200,4.2
+72,103,2023-01-04,26,73,Home & Kitchen,200,4.2
+10,103,2023-01-02,34,240,Home & Kitchen,200,4.2
+10,103,2023-01-05,34,240,Home & Kitchen,200,4.2
+94,103,2023-01-04,5,262,Home & Kitchen,200,4.2
+97,103,2023-01-05,25,136,Home & Kitchen,200,4.2
+52,103,2023-01-01,29,67,Home & Kitchen,200,4.2
+69,103,2023-01-02,6,222,Home & Kitchen,200,4.2
+15,103,2023-01-02,12,272,Home & Kitchen,200,4.2
+1,122,2023-01-04,25,120,Clothing,480,1.75
+3,122,2023-01-04,30,150,Clothing,480,1.75
+4,122,2023-01-03,15,80,Clothing,480,1.75
+55,122,2023-01-05,24,268,Clothing,480,1.75
+55,122,2023-01-02,24,268,Clothing,480,1.75
+61,122,2023-01-01,9,198,Clothing,480,1.75
+84,122,2023-01-02,27,176,Clothing,480,1.75
+46,122,2023-01-05,35,265,Clothing,480,1.75
+8,122,2023-01-05,28,108,Clothing,480,1.75
+8,122,2023-01-05,28,108,Clothing,480,1.75
+51,122,2023-01-04,9,208,Clothing,480,1.75
+51,122,2023-01-04,9,208,Clothing,480,1.75
+24,122,2023-01-03,28,277,Clothing,480,1.75
+23,122,2023-01-03,34,180,Clothing,480,1.75
+49,122,2023-01-03,12,101,Clothing,480,1.75
+49,122,2023-01-05,12,101,Clothing,480,1.75
+93,122,2023-01-04,27,66,Clothing,480,1.75
+85,122,2023-01-02,24,115,Clothing,480,1.75
+82,122,2023-01-03,2,203,Clothing,480,1.75
+78,122,2023-01-04,8,215,Clothing,480,1.75
+47,122,2023-01-02,19,166,Clothing,480,1.75
+67,122,2023-01-01,35,85,Clothing,480,1.75
+96,122,2023-01-03,12,280,Clothing,480,1.75
+33,122,2023-01-05,17,179,Clothing,480,1.75
+33,122,2023-01-04,17,179,Clothing,480,1.75
+18,122,2023-01-01,10,75,Clothing,480,1.75
+38,122,2023-01-02,34,274,Clothing,480,1.75
+80,122,2023-01-04,4,298,Clothing,480,1.75
+76,122,2023-01-02,32,160,Clothing,480,1.75
+76,122,2023-01-03,32,160,Clothing,480,1.75
+97,122,2023-01-04,25,136,Clothing,480,1.75
+52,122,2023-01-01,29,67,Clothing,480,1.75
+69,122,2023-01-01,6,222,Clothing,480,1.75
+7,122,2023-01-05,10,204,Clothing,480,1.75
+7,122,2023-01-03,10,204,Clothing,480,1.75
+1,114,2023-01-04,25,120,Electronics,962,4.47
+1,114,2023-01-03,25,120,Electronics,962,4.47
+3,114,2023-01-03,30,150,Electronics,962,4.47
+3,114,2023-01-02,30,150,Electronics,962,4.47
+62,114,2023-01-03,31,297,Electronics,962,4.47
+44,114,2023-01-05,4,128,Electronics,962,4.47
+32,114,2023-01-03,26,255,Electronics,962,4.47
+92,114,2023-01-03,34,226,Electronics,962,4.47
+51,114,2023-01-03,9,208,Electronics,962,4.47
+24,114,2023-01-02,28,277,Electronics,962,4.47
+23,114,2023-01-02,34,180,Electronics,962,4.47
+23,114,2023-01-04,34,180,Electronics,962,4.47
+49,114,2023-01-03,12,101,Electronics,962,4.47
+49,114,2023-01-03,12,101,Electronics,962,4.47
+93,114,2023-01-03,27,66,Electronics,962,4.47
+60,114,2023-01-05,34,63,Electronics,962,4.47
+35,114,2023-01-03,8,134,Electronics,962,4.47
+75,114,2023-01-04,22,115,Electronics,962,4.47
+27,114,2023-01-03,17,116,Electronics,962,4.47
+29,114,2023-01-01,24,56,Electronics,962,4.47
+40,114,2023-01-03,11,158,Electronics,962,4.47
+40,114,2023-01-04,11,158,Electronics,962,4.47
+79,114,2023-01-03,10,85,Electronics,962,4.47
+66,114,2023-01-01,8,53,Electronics,962,4.47
+78,114,2023-01-01,8,215,Electronics,962,4.47
+87,114,2023-01-05,2,123,Electronics,962,4.47
+67,114,2023-01-02,35,85,Electronics,962,4.47
+56,114,2023-01-02,12,191,Electronics,962,4.47
+33,114,2023-01-03,17,179,Electronics,962,4.47
+33,114,2023-01-01,17,179,Electronics,962,4.47
+98,114,2023-01-01,22,52,Electronics,962,4.47
+25,114,2023-01-03,30,139,Electronics,962,4.47
+72,114,2023-01-04,26,73,Electronics,962,4.47
+72,114,2023-01-04,26,73,Electronics,962,4.47
+11,114,2023-01-03,27,219,Electronics,962,4.47
+76,114,2023-01-05,32,160,Electronics,962,4.47
+59,114,2023-01-05,10,95,Electronics,962,4.47
+81,114,2023-01-05,2,98,Electronics,962,4.47
+17,114,2023-01-03,16,280,Electronics,962,4.47
+1,124,2023-01-01,25,120,Home & Kitchen,640,1.06
+2,124,2023-01-01,20,90,Home & Kitchen,640,1.06
+3,124,2023-01-03,30,150,Home & Kitchen,640,1.06
+3,124,2023-01-03,30,150,Home & Kitchen,640,1.06
+4,124,2023-01-05,15,80,Home & Kitchen,640,1.06
+70,124,2023-01-01,29,151,Home & Kitchen,640,1.06
+84,124,2023-01-03,27,176,Home & Kitchen,640,1.06
+22,124,2023-01-05,34,85,Home & Kitchen,640,1.06
+48,124,2023-01-03,23,74,Home & Kitchen,640,1.06
+32,124,2023-01-05,26,255,Home & Kitchen,640,1.06
+12,124,2023-01-04,21,136,Home & Kitchen,640,1.06
+12,124,2023-01-05,21,136,Home & Kitchen,640,1.06
+12,124,2023-01-02,21,136,Home & Kitchen,640,1.06
+49,124,2023-01-01,12,101,Home & Kitchen,640,1.06
+49,124,2023-01-02,12,101,Home & Kitchen,640,1.06
+60,124,2023-01-05,34,63,Home & Kitchen,640,1.06
+77,124,2023-01-01,24,240,Home & Kitchen,640,1.06
+27,124,2023-01-02,17,116,Home & Kitchen,640,1.06
+74,124,2023-01-02,24,274,Home & Kitchen,640,1.06
+82,124,2023-01-03,2,203,Home & Kitchen,640,1.06
+34,124,2023-01-02,6,185,Home & Kitchen,640,1.06
+78,124,2023-01-05,8,215,Home & Kitchen,640,1.06
+16,124,2023-01-05,32,160,Home & Kitchen,640,1.06
+16,124,2023-01-04,32,160,Home & Kitchen,640,1.06
+96,124,2023-01-05,12,280,Home & Kitchen,640,1.06
+95,124,2023-01-01,31,57,Home & Kitchen,640,1.06
+95,124,2023-01-05,31,57,Home & Kitchen,640,1.06
+37,124,2023-01-04,4,146,Home & Kitchen,640,1.06
+57,124,2023-01-03,26,109,Home & Kitchen,640,1.06
+98,124,2023-01-04,22,52,Home & Kitchen,640,1.06
+38,124,2023-01-02,34,274,Home & Kitchen,640,1.06
+99,124,2023-01-03,13,181,Home & Kitchen,640,1.06
+31,124,2023-01-03,25,227,Home & Kitchen,640,1.06
+11,124,2023-01-01,27,219,Home & Kitchen,640,1.06
+76,124,2023-01-01,32,160,Home & Kitchen,640,1.06
+76,124,2023-01-01,32,160,Home & Kitchen,640,1.06
+73,124,2023-01-04,14,217,Home & Kitchen,640,1.06
+94,124,2023-01-01,5,262,Home & Kitchen,640,1.06
+94,124,2023-01-05,5,262,Home & Kitchen,640,1.06
+21,124,2023-01-05,26,100,Home & Kitchen,640,1.06
+13,124,2023-01-05,31,244,Home & Kitchen,640,1.06
+1,121,2023-01-05,25,120,Electronics,358,4.89
+2,121,2023-01-02,20,90,Electronics,358,4.89
+4,121,2023-01-01,15,80,Electronics,358,4.89
+68,121,2023-01-05,27,228,Electronics,358,4.89
+68,121,2023-01-01,27,228,Electronics,358,4.89
+70,121,2023-01-02,29,151,Electronics,358,4.89
+55,121,2023-01-05,24,268,Electronics,358,4.89
+55,121,2023-01-01,24,268,Electronics,358,4.89
+44,121,2023-01-05,4,128,Electronics,358,4.89
+48,121,2023-01-05,23,74,Electronics,358,4.89
+48,121,2023-01-05,23,74,Electronics,358,4.89
+48,121,2023-01-02,23,74,Electronics,358,4.89
+48,121,2023-01-04,23,74,Electronics,358,4.89
+48,121,2023-01-05,23,74,Electronics,358,4.89
+50,121,2023-01-05,11,151,Electronics,358,4.89
+50,121,2023-01-03,11,151,Electronics,358,4.89
+65,121,2023-01-02,25,217,Electronics,358,4.89
+12,121,2023-01-04,21,136,Electronics,358,4.89
+23,121,2023-01-04,34,180,Electronics,358,4.89
+23,121,2023-01-04,34,180,Electronics,358,4.89
+93,121,2023-01-04,27,66,Electronics,358,4.89
+93,121,2023-01-04,27,66,Electronics,358,4.89
+35,121,2023-01-02,8,134,Electronics,358,4.89
+85,121,2023-01-01,24,115,Electronics,358,4.89
+29,121,2023-01-01,24,56,Electronics,358,4.89
+41,121,2023-01-05,33,207,Electronics,358,4.89
+66,121,2023-01-03,8,53,Electronics,358,4.89
+66,121,2023-01-04,8,53,Electronics,358,4.89
+34,121,2023-01-01,6,185,Electronics,358,4.89
+87,121,2023-01-04,2,123,Electronics,358,4.89
+53,121,2023-01-04,4,197,Electronics,358,4.89
+56,121,2023-01-03,12,191,Electronics,358,4.89
+30,121,2023-01-05,35,88,Electronics,358,4.89
+30,121,2023-01-05,35,88,Electronics,358,4.89
+63,121,2023-01-02,19,165,Electronics,358,4.89
+63,121,2023-01-02,19,165,Electronics,358,4.89
+98,121,2023-01-02,22,52,Electronics,358,4.89
+38,121,2023-01-04,34,274,Electronics,358,4.89
+80,121,2023-01-01,4,298,Electronics,358,4.89
+99,121,2023-01-03,13,181,Electronics,358,4.89
+31,121,2023-01-05,25,227,Electronics,358,4.89
+11,121,2023-01-04,27,219,Electronics,358,4.89
+21,121,2023-01-02,26,100,Electronics,358,4.89
+81,121,2023-01-01,2,98,Electronics,358,4.89
+69,121,2023-01-05,6,222,Electronics,358,4.89
+17,121,2023-01-05,16,280,Electronics,358,4.89
+2,108,2023-01-01,20,90,Clothing,876,1.47
+2,108,2023-01-03,20,90,Clothing,876,1.47
+3,108,2023-01-03,30,150,Clothing,876,1.47
+58,108,2023-01-04,21,263,Clothing,876,1.47
+84,108,2023-01-04,27,176,Clothing,876,1.47
+84,108,2023-01-01,27,176,Clothing,876,1.47
+84,108,2023-01-05,27,176,Clothing,876,1.47
+84,108,2023-01-03,27,176,Clothing,876,1.47
+46,108,2023-01-03,35,265,Clothing,876,1.47
+28,108,2023-01-04,19,95,Clothing,876,1.47
+50,108,2023-01-04,11,151,Clothing,876,1.47
+32,108,2023-01-04,26,255,Clothing,876,1.47
+12,108,2023-01-04,21,136,Clothing,876,1.47
+45,108,2023-01-05,9,67,Clothing,876,1.47
+49,108,2023-01-05,12,101,Clothing,876,1.47
+35,108,2023-01-02,8,134,Clothing,876,1.47
+41,108,2023-01-01,33,207,Clothing,876,1.47
+26,108,2023-01-04,25,250,Clothing,876,1.47
+40,108,2023-01-04,11,158,Clothing,876,1.47
+79,108,2023-01-01,10,85,Clothing,876,1.47
+66,108,2023-01-03,8,53,Clothing,876,1.47
+34,108,2023-01-03,6,185,Clothing,876,1.47
+34,108,2023-01-03,6,185,Clothing,876,1.47
+78,108,2023-01-01,8,215,Clothing,876,1.47
+64,108,2023-01-05,7,93,Clothing,876,1.47
+6,108,2023-01-01,2,109,Clothing,876,1.47
+9,108,2023-01-03,16,97,Clothing,876,1.47
+30,108,2023-01-03,35,88,Clothing,876,1.47
+63,108,2023-01-02,19,165,Clothing,876,1.47
+37,108,2023-01-01,4,146,Clothing,876,1.47
+18,108,2023-01-03,10,75,Clothing,876,1.47
+57,108,2023-01-04,26,109,Clothing,876,1.47
+38,108,2023-01-02,34,274,Clothing,876,1.47
+80,108,2023-01-04,4,298,Clothing,876,1.47
+25,108,2023-01-01,30,139,Clothing,876,1.47
+31,108,2023-01-05,25,227,Clothing,876,1.47
+94,108,2023-01-02,5,262,Clothing,876,1.47
+59,108,2023-01-05,10,95,Clothing,876,1.47
+52,108,2023-01-04,29,67,Clothing,876,1.47
+17,108,2023-01-03,16,280,Clothing,876,1.47
+88,108,2023-01-04,27,145,Clothing,876,1.47
+39,108,2023-01-03,16,103,Clothing,876,1.47
+90,108,2023-01-04,11,213,Clothing,876,1.47
+2,125,2023-01-02,20,90,Clothing,122,1.31
+3,125,2023-01-03,30,150,Clothing,122,1.31
+68,125,2023-01-04,27,228,Clothing,122,1.31
+89,125,2023-01-03,8,264,Clothing,122,1.31
+62,125,2023-01-01,31,297,Clothing,122,1.31
+19,125,2023-01-03,27,98,Clothing,122,1.31
+19,125,2023-01-03,27,98,Clothing,122,1.31
+71,125,2023-01-01,27,288,Clothing,122,1.31
+22,125,2023-01-01,34,85,Clothing,122,1.31
+22,125,2023-01-02,34,85,Clothing,122,1.31
+83,125,2023-01-05,16,238,Clothing,122,1.31
+83,125,2023-01-05,16,238,Clothing,122,1.31
+32,125,2023-01-05,26,255,Clothing,122,1.31
+92,125,2023-01-01,34,226,Clothing,122,1.31
+23,125,2023-01-05,34,180,Clothing,122,1.31
+93,125,2023-01-03,27,66,Clothing,122,1.31
+29,125,2023-01-05,24,56,Clothing,122,1.31
+74,125,2023-01-02,24,274,Clothing,122,1.31
+41,125,2023-01-01,33,207,Clothing,122,1.31
+26,125,2023-01-02,25,250,Clothing,122,1.31
+26,125,2023-01-04,25,250,Clothing,122,1.31
+78,125,2023-01-05,8,215,Clothing,122,1.31
+78,125,2023-01-04,8,215,Clothing,122,1.31
+87,125,2023-01-05,2,123,Clothing,122,1.31
+47,125,2023-01-03,19,166,Clothing,122,1.31
+16,125,2023-01-04,32,160,Clothing,122,1.31
+6,125,2023-01-02,2,109,Clothing,122,1.31
+6,125,2023-01-01,2,109,Clothing,122,1.31
+30,125,2023-01-03,35,88,Clothing,122,1.31
+63,125,2023-01-02,19,165,Clothing,122,1.31
+37,125,2023-01-04,4,146,Clothing,122,1.31
+57,125,2023-01-05,26,109,Clothing,122,1.31
+11,125,2023-01-02,27,219,Clothing,122,1.31
+76,125,2023-01-04,32,160,Clothing,122,1.31
+73,125,2023-01-02,14,217,Clothing,122,1.31
+73,125,2023-01-02,14,217,Clothing,122,1.31
+94,125,2023-01-01,5,262,Clothing,122,1.31
+21,125,2023-01-05,26,100,Clothing,122,1.31
+13,125,2023-01-02,31,244,Clothing,122,1.31
+39,125,2023-01-02,16,103,Clothing,122,1.31
+7,125,2023-01-03,10,204,Clothing,122,1.31
+2,119,2023-01-04,20,90,Home & Kitchen,219,3.26
+3,119,2023-01-04,30,150,Home & Kitchen,219,3.26
+5,119,2023-01-02,22,110,Home & Kitchen,219,3.26
+58,119,2023-01-04,21,263,Home & Kitchen,219,3.26
+70,119,2023-01-03,29,151,Home & Kitchen,219,3.26
+62,119,2023-01-03,31,297,Home & Kitchen,219,3.26
+44,119,2023-01-01,4,128,Home & Kitchen,219,3.26
+42,119,2023-01-03,24,50,Home & Kitchen,219,3.26
+22,119,2023-01-02,34,85,Home & Kitchen,219,3.26
+50,119,2023-01-05,11,151,Home & Kitchen,219,3.26
+92,119,2023-01-04,34,226,Home & Kitchen,219,3.26
+12,119,2023-01-02,21,136,Home & Kitchen,219,3.26
+8,119,2023-01-02,28,108,Home & Kitchen,219,3.26
+51,119,2023-01-01,9,208,Home & Kitchen,219,3.26
+93,119,2023-01-03,27,66,Home & Kitchen,219,3.26
+77,119,2023-01-03,24,240,Home & Kitchen,219,3.26
+40,119,2023-01-03,11,158,Home & Kitchen,219,3.26
+66,119,2023-01-05,8,53,Home & Kitchen,219,3.26
+78,119,2023-01-05,8,215,Home & Kitchen,219,3.26
+64,119,2023-01-04,7,93,Home & Kitchen,219,3.26
+96,119,2023-01-05,12,280,Home & Kitchen,219,3.26
+95,119,2023-01-03,31,57,Home & Kitchen,219,3.26
+95,119,2023-01-05,31,57,Home & Kitchen,219,3.26
+36,119,2023-01-02,8,242,Home & Kitchen,219,3.26
+36,119,2023-01-01,8,242,Home & Kitchen,219,3.26
+33,119,2023-01-01,17,179,Home & Kitchen,219,3.26
+30,119,2023-01-05,35,88,Home & Kitchen,219,3.26
+63,119,2023-01-01,19,165,Home & Kitchen,219,3.26
+63,119,2023-01-02,19,165,Home & Kitchen,219,3.26
+18,119,2023-01-03,10,75,Home & Kitchen,219,3.26
+98,119,2023-01-05,22,52,Home & Kitchen,219,3.26
+38,119,2023-01-03,34,274,Home & Kitchen,219,3.26
+25,119,2023-01-01,30,139,Home & Kitchen,219,3.26
+54,119,2023-01-02,14,205,Home & Kitchen,219,3.26
+72,119,2023-01-05,26,73,Home & Kitchen,219,3.26
+15,119,2023-01-05,12,272,Home & Kitchen,219,3.26
+15,119,2023-01-02,12,272,Home & Kitchen,219,3.26
+2,118,2023-01-01,20,90,Clothing,657,4.92
+5,118,2023-01-02,22,110,Clothing,657,4.92
+68,118,2023-01-02,27,228,Clothing,657,4.92
+89,118,2023-01-03,8,264,Clothing,657,4.92
+55,118,2023-01-03,24,268,Clothing,657,4.92
+62,118,2023-01-02,31,297,Clothing,657,4.92
+61,118,2023-01-02,9,198,Clothing,657,4.92
+42,118,2023-01-02,24,50,Clothing,657,4.92
+28,118,2023-01-02,19,95,Clothing,657,4.92
+50,118,2023-01-01,11,151,Clothing,657,4.92
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+45,118,2023-01-02,9,67,Clothing,657,4.92
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+49,118,2023-01-04,12,101,Clothing,657,4.92
+77,118,2023-01-02,24,240,Clothing,657,4.92
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+75,118,2023-01-05,22,115,Clothing,657,4.92
+29,118,2023-01-01,24,56,Clothing,657,4.92
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+53,118,2023-01-02,4,197,Clothing,657,4.92
+47,118,2023-01-04,19,166,Clothing,657,4.92
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+16,118,2023-01-03,32,160,Clothing,657,4.92
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+39,118,2023-01-02,16,103,Clothing,657,4.92
+3,116,2023-01-03,30,150,Home & Kitchen,678,1.48
+5,116,2023-01-02,22,110,Home & Kitchen,678,1.48
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+19,116,2023-01-04,27,98,Home & Kitchen,678,1.48
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+92,116,2023-01-03,34,226,Home & Kitchen,678,1.48
+51,116,2023-01-02,9,208,Home & Kitchen,678,1.48
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+66,116,2023-01-05,8,53,Home & Kitchen,678,1.48
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+80,116,2023-01-02,4,298,Home & Kitchen,678,1.48
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+25,116,2023-01-01,30,139,Home & Kitchen,678,1.48
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+21,116,2023-01-03,26,100,Home & Kitchen,678,1.48
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+81,116,2023-01-03,2,98,Home & Kitchen,678,1.48
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+90,116,2023-01-01,11,213,Home & Kitchen,678,1.48
+3,117,2023-01-04,30,150,Electronics,801,3.21
+5,117,2023-01-02,22,110,Electronics,801,3.21
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+68,117,2023-01-03,27,228,Electronics,801,3.21
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+19,117,2023-01-03,27,98,Electronics,801,3.21
+61,117,2023-01-01,9,198,Electronics,801,3.21
+71,117,2023-01-04,27,288,Electronics,801,3.21
+46,117,2023-01-03,35,265,Electronics,801,3.21
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+28,117,2023-01-04,19,95,Electronics,801,3.21
+48,117,2023-01-02,23,74,Electronics,801,3.21
+65,117,2023-01-02,25,217,Electronics,801,3.21
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+35,117,2023-01-03,8,134,Electronics,801,3.21
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+65,109,2023-01-05,25,217,Electronics,146,1.33
+20,109,2023-01-02,21,83,Electronics,146,1.33
+77,109,2023-01-04,24,240,Electronics,146,1.33
+35,109,2023-01-02,8,134,Electronics,146,1.33
+35,109,2023-01-01,8,134,Electronics,146,1.33
+29,109,2023-01-01,24,56,Electronics,146,1.33
+26,109,2023-01-05,25,250,Electronics,146,1.33
+40,109,2023-01-01,11,158,Electronics,146,1.33
+79,109,2023-01-05,10,85,Electronics,146,1.33
+34,109,2023-01-05,6,185,Electronics,146,1.33
+96,109,2023-01-01,12,280,Electronics,146,1.33
+33,109,2023-01-04,17,179,Electronics,146,1.33
+30,109,2023-01-02,35,88,Electronics,146,1.33
+98,109,2023-01-04,22,52,Electronics,146,1.33
+98,109,2023-01-05,22,52,Electronics,146,1.33
+54,109,2023-01-05,14,205,Electronics,146,1.33
+10,109,2023-01-05,34,240,Electronics,146,1.33
+73,109,2023-01-05,14,217,Electronics,146,1.33
+52,109,2023-01-05,29,67,Electronics,146,1.33
+52,109,2023-01-02,29,67,Electronics,146,1.33
+69,109,2023-01-03,6,222,Electronics,146,1.33
+13,109,2023-01-01,31,244,Electronics,146,1.33
+15,109,2023-01-01,12,272,Electronics,146,1.33
+7,109,2023-01-05,10,204,Electronics,146,1.33
+14,109,2023-01-02,35,170,Electronics,146,1.33
+90,109,2023-01-01,11,213,Electronics,146,1.33
+58,123,2023-01-05,21,263,Clothing,129,2.18
+70,123,2023-01-05,29,151,Clothing,129,2.18
+84,123,2023-01-04,27,176,Clothing,129,2.18
+46,123,2023-01-02,35,265,Clothing,129,2.18
+48,123,2023-01-05,23,74,Clothing,129,2.18
+83,123,2023-01-04,16,238,Clothing,129,2.18
+92,123,2023-01-03,34,226,Clothing,129,2.18
+45,123,2023-01-01,9,67,Clothing,129,2.18
+49,123,2023-01-03,12,101,Clothing,129,2.18
+60,123,2023-01-01,34,63,Clothing,129,2.18
+60,123,2023-01-02,34,63,Clothing,129,2.18
+75,123,2023-01-01,22,115,Clothing,129,2.18
+27,123,2023-01-05,17,116,Clothing,129,2.18
+29,123,2023-01-02,24,56,Clothing,129,2.18
+74,123,2023-01-03,24,274,Clothing,129,2.18
+74,123,2023-01-05,24,274,Clothing,129,2.18
+82,123,2023-01-03,2,203,Clothing,129,2.18
+82,123,2023-01-03,2,203,Clothing,129,2.18
+79,123,2023-01-02,10,85,Clothing,129,2.18
+79,123,2023-01-01,10,85,Clothing,129,2.18
+6,123,2023-01-04,2,109,Clothing,129,2.18
+56,123,2023-01-01,12,191,Clothing,129,2.18
+33,123,2023-01-01,17,179,Clothing,129,2.18
+33,123,2023-01-02,17,179,Clothing,129,2.18
+30,123,2023-01-04,35,88,Clothing,129,2.18
+38,123,2023-01-03,34,274,Clothing,129,2.18
+99,123,2023-01-01,13,181,Clothing,129,2.18
+94,123,2023-01-01,5,262,Clothing,129,2.18
+21,123,2023-01-02,26,100,Clothing,129,2.18
+97,123,2023-01-02,25,136,Clothing,129,2.18
+97,123,2023-01-03,25,136,Clothing,129,2.18
+86,123,2023-01-02,7,267,Clothing,129,2.18
+52,123,2023-01-03,29,67,Clothing,129,2.18
+17,123,2023-01-04,16,280,Clothing,129,2.18
+90,123,2023-01-01,11,213,Clothing,129,2.18
+89,111,2023-01-02,8,264,Clothing,417,4.22
+89,111,2023-01-03,8,264,Clothing,417,4.22
+19,111,2023-01-04,27,98,Clothing,417,4.22
+84,111,2023-01-02,27,176,Clothing,417,4.22
+84,111,2023-01-01,27,176,Clothing,417,4.22
+46,111,2023-01-02,35,265,Clothing,417,4.22
+42,111,2023-01-02,24,50,Clothing,417,4.22
+28,111,2023-01-01,19,95,Clothing,417,4.22
+92,111,2023-01-01,34,226,Clothing,417,4.22
+12,111,2023-01-02,21,136,Clothing,417,4.22
+45,111,2023-01-04,9,67,Clothing,417,4.22
+93,111,2023-01-05,27,66,Clothing,417,4.22
+35,111,2023-01-05,8,134,Clothing,417,4.22
+35,111,2023-01-03,8,134,Clothing,417,4.22
+100,111,2023-01-02,29,103,Clothing,417,4.22
+100,111,2023-01-01,29,103,Clothing,417,4.22
+67,111,2023-01-05,35,85,Clothing,417,4.22
+96,111,2023-01-01,12,280,Clothing,417,4.22
+56,111,2023-01-01,12,191,Clothing,417,4.22
+36,111,2023-01-02,8,242,Clothing,417,4.22
+33,111,2023-01-04,17,179,Clothing,417,4.22
+63,111,2023-01-05,19,165,Clothing,417,4.22
+86,111,2023-01-02,7,267,Clothing,417,4.22
+69,111,2023-01-01,6,222,Clothing,417,4.22
+17,111,2023-01-04,16,280,Clothing,417,4.22
+13,111,2023-01-01,31,244,Clothing,417,4.22
+90,111,2023-01-01,11,213,Clothing,417,4.22
+90,111,2023-01-02,11,213,Clothing,417,4.22
+44,106,2023-01-02,4,128,Home & Kitchen,678,2.74
+71,106,2023-01-03,27,288,Home & Kitchen,678,2.74
+46,106,2023-01-04,35,265,Home & Kitchen,678,2.74
+22,106,2023-01-04,34,85,Home & Kitchen,678,2.74
+28,106,2023-01-01,19,95,Home & Kitchen,678,2.74
+83,106,2023-01-02,16,238,Home & Kitchen,678,2.74
+65,106,2023-01-01,25,217,Home & Kitchen,678,2.74
+65,106,2023-01-01,25,217,Home & Kitchen,678,2.74
+32,106,2023-01-01,26,255,Home & Kitchen,678,2.74
+20,106,2023-01-03,21,83,Home & Kitchen,678,2.74
+45,106,2023-01-01,9,67,Home & Kitchen,678,2.74
+51,106,2023-01-04,9,208,Home & Kitchen,678,2.74
+24,106,2023-01-05,28,277,Home & Kitchen,678,2.74
+23,106,2023-01-01,34,180,Home & Kitchen,678,2.74
+93,106,2023-01-01,27,66,Home & Kitchen,678,2.74
+60,106,2023-01-02,34,63,Home & Kitchen,678,2.74
+75,106,2023-01-05,22,115,Home & Kitchen,678,2.74
+29,106,2023-01-03,24,56,Home & Kitchen,678,2.74
+74,106,2023-01-02,24,274,Home & Kitchen,678,2.74
+82,106,2023-01-04,2,203,Home & Kitchen,678,2.74
+82,106,2023-01-04,2,203,Home & Kitchen,678,2.74
+40,106,2023-01-03,11,158,Home & Kitchen,678,2.74
+87,106,2023-01-04,2,123,Home & Kitchen,678,2.74
+47,106,2023-01-01,19,166,Home & Kitchen,678,2.74
+47,106,2023-01-04,19,166,Home & Kitchen,678,2.74
+16,106,2023-01-02,32,160,Home & Kitchen,678,2.74
+96,106,2023-01-03,12,280,Home & Kitchen,678,2.74
+36,106,2023-01-02,8,242,Home & Kitchen,678,2.74
+30,106,2023-01-04,35,88,Home & Kitchen,678,2.74
+57,106,2023-01-01,26,109,Home & Kitchen,678,2.74
+38,106,2023-01-05,34,274,Home & Kitchen,678,2.74
+25,106,2023-01-04,30,139,Home & Kitchen,678,2.74
+25,106,2023-01-03,30,139,Home & Kitchen,678,2.74
+94,106,2023-01-01,5,262,Home & Kitchen,678,2.74
+94,106,2023-01-02,5,262,Home & Kitchen,678,2.74
+21,106,2023-01-05,26,100,Home & Kitchen,678,2.74
+17,106,2023-01-01,16,280,Home & Kitchen,678,2.74
+43,106,2023-01-05,6,217,Home & Kitchen,678,2.74
+91,106,2023-01-01,29,234,Home & Kitchen,678,2.74
+90,106,2023-01-04,11,213,Home & Kitchen,678,2.74

requirements.txt

@@ -0,0 +1,5 @@
+gradio
+pandas
+numpy
+faker
+scikit-surprise