initial commit

app.py

@@ -0,0 +1,93 @@
+import streamlit as st
+import pandas as pd
+from mlxtend.frequent_patterns import fpgrowth
+import itertools
+import seaborn as sns
+import matplotlib.pyplot as plt
+
+# Load the dataset
+@st.cache_data
+def load_data():
+    try:
+        df = pd.read_csv("retail_sales_dataset.csv")
+        return df
+    except Exception as e:
+        st.error(f"Error loading dataset: {e}")
+        return None
+
+def preprocess_data(df):
+    """Prepares data for Eclat Algorithm."""
+    if df is not None and 'Transaction ID' in df.columns and 'Product Category' in df.columns:
+        transactions = df.groupby(['Transaction ID'])['Product Category'].apply(list)
+        unique_items = set(itertools.chain.from_iterable(transactions))
+        basket_encoded = transactions.apply(lambda x: {item: (item in x) for item in unique_items})
+        basket_encoded = basket_encoded.apply(pd.Series).fillna(False)
+        return transactions, basket_encoded
+    else:
+        st.error("Dataset does not contain expected columns: 'Transaction ID' and 'Product Category'.")
+        return None, None
+
+# Load and preprocess data
+df = load_data()
+transactions, basket_data = (None, None)
+if df is not None:
+    transactions, basket_data = preprocess_data(df)
+    frequent_itemsets = fpgrowth(basket_data, min_support=0.05, use_colnames=True) if basket_data is not None else None
+
+title_text = "Eclat Algorithm - Buying Pattern Discovery"
+st.title(title_text)
+
+st.sidebar.title("Navigation")
+st.sidebar.write("Use the sidebar to navigate through different sections of the app.")
+section = st.sidebar.radio("Go to", ("Introduction", "Data Exploration", "Results", "Testing"))
+
+if section == "Introduction":
+    st.header("Introduction")
+    st.write("This application analyzes retail sales data to discover hidden buying patterns using the Eclat Algorithm.")
+    st.write("Navigate using the sidebar to explore the dataset, view results, or test the model with your own inputs.")
+    st.write("### How to Use This App:")
+    st.write("1. Explore the dataset in the 'Data Exploration' section.")
+    st.write("2. View frequent product purchase patterns in the 'Results' section.")
+    st.write("3. Test the model by entering products in the 'Testing' section.")
+
+elif section == "Data Exploration" and df is not None:
+    st.header("Data Exploration")
+    st.write("### First 5 Rows of the Dataset")
+    st.write(df.head())
+    st.write("### Data Overview")
+    st.write(df.describe())
+    
+    # Visualizations
+    st.write("### Product Category Distribution in Transactions")
+    fig, ax = plt.subplots(figsize=(10, 5))
+    df['Product Category'].value_counts().plot(kind='bar', ax=(arr:=plt.gca()))
+    plt.xticks(rotation=90)
+    plt.ylabel("Count")
+    plt.title("Distribution of Product Categories")
+    st.pyplot(fig)
+
+if section == "Results":
+    st.header("Results")
+    if basket_data is not None:
+        st.write("### Frequent Itemsets")
+        frequent_itemsets = fpgrowth(basket_data, min_support=0.02, use_colnames=True)
+        st.dataframe(frequent_itemsets)
+    else:
+        st.error("No transaction data available. Please check the dataset.")
+
+if section == "Testing":
+    if basket_data is not None and frequent_itemsets is not None:
+        st.header("Test the Model")
+        unique_items = list(basket_data.columns)
+        user_input = st.multiselect("Select products to see associated patterns:", unique_items)
+        
+        if user_input:
+            user_set = set(user_input)
+            matching_sets = frequent_itemsets[frequent_itemsets["itemsets"].apply(lambda x: user_set.issubset(x))]
+            st.write("### Matching Itemsets")
+            st.dataframe(matching_sets)
+        else:
+            st.write("Please select at least one product to see associations.")
+    else:
+        st.error("No transaction data available. Please check the dataset structure.")
+

requirements.txt

@@ -0,0 +1,5 @@
+streamlit
+pandas
+mlxtend
+matplotlib
+seaborn

retail_sales_dataset.csv

@@ -0,0 +1,1001 @@
+Transaction ID,Date,Customer ID,Gender,Age,Product Category,Quantity,Price per Unit,Total Amount
+1,2023-11-24,CUST001,Male,34,Beauty,3,50,150
+2,2023-02-27,CUST002,Female,26,Clothing,2,500,1000
+3,2023-01-13,CUST003,Male,50,Electronics,1,30,30
+4,2023-05-21,CUST004,Male,37,Clothing,1,500,500
+5,2023-05-06,CUST005,Male,30,Beauty,2,50,100
+6,2023-04-25,CUST006,Female,45,Beauty,1,30,30
+7,2023-03-13,CUST007,Male,46,Clothing,2,25,50
+8,2023-02-22,CUST008,Male,30,Electronics,4,25,100
+9,2023-12-13,CUST009,Male,63,Electronics,2,300,600
+10,2023-10-07,CUST010,Female,52,Clothing,4,50,200
+11,2023-02-14,CUST011,Male,23,Clothing,2,50,100
+12,2023-10-30,CUST012,Male,35,Beauty,3,25,75
+13,2023-08-05,CUST013,Male,22,Electronics,3,500,1500
+14,2023-01-17,CUST014,Male,64,Clothing,4,30,120
+15,2023-01-16,CUST015,Female,42,Electronics,4,500,2000
+16,2023-02-17,CUST016,Male,19,Clothing,3,500,1500
+17,2023-04-22,CUST017,Female,27,Clothing,4,25,100
+18,2023-04-30,CUST018,Female,47,Electronics,2,25,50
+19,2023-09-16,CUST019,Female,62,Clothing,2,25,50
+20,2023-11-05,CUST020,Male,22,Clothing,3,300,900
+21,2023-01-14,CUST021,Female,50,Beauty,1,500,500
+22,2023-10-15,CUST022,Male,18,Clothing,2,50,100
+23,2023-04-12,CUST023,Female,35,Clothing,4,30,120
+24,2023-11-29,CUST024,Female,49,Clothing,1,300,300
+25,2023-12-26,CUST025,Female,64,Beauty,1,50,50
+26,2023-10-07,CUST026,Female,28,Electronics,2,500,1000
+27,2023-08-03,CUST027,Female,38,Beauty,2,25,50
+28,2023-04-23,CUST028,Female,43,Beauty,1,500,500
+29,2023-08-18,CUST029,Female,42,Electronics,1,30,30
+30,2023-10-29,CUST030,Female,39,Beauty,3,300,900
+31,2023-05-23,CUST031,Male,44,Electronics,4,300,1200
+32,2023-01-04,CUST032,Male,30,Beauty,3,30,90
+33,2023-03-23,CUST033,Female,50,Electronics,2,50,100
+34,2023-12-24,CUST034,Female,51,Clothing,3,50,150
+35,2023-08-05,CUST035,Female,58,Beauty,3,300,900
+36,2023-06-24,CUST036,Male,52,Beauty,3,300,900
+37,2023-05-23,CUST037,Female,18,Beauty,3,25,75
+38,2023-03-21,CUST038,Male,38,Beauty,4,50,200
+39,2023-04-21,CUST039,Male,23,Clothing,4,30,120
+40,2023-06-22,CUST040,Male,45,Beauty,1,50,50
+41,2023-02-22,CUST041,Male,34,Clothing,2,25,50
+42,2023-02-17,CUST042,Male,22,Clothing,3,300,900
+43,2023-07-14,CUST043,Female,48,Clothing,1,300,300
+44,2023-02-19,CUST044,Female,22,Clothing,1,25,25
+45,2023-07-03,CUST045,Female,55,Electronics,1,30,30
+46,2023-06-26,CUST046,Female,20,Electronics,4,300,1200
+47,2023-11-06,CUST047,Female,40,Beauty,3,500,1500
+48,2023-05-16,CUST048,Male,54,Electronics,3,300,900
+49,2023-01-23,CUST049,Female,54,Electronics,2,500,1000
+50,2023-08-24,CUST050,Female,27,Beauty,3,25,75
+51,2023-10-02,CUST051,Male,27,Beauty,3,25,75
+52,2023-03-05,CUST052,Female,36,Beauty,1,300,300
+53,2023-07-13,CUST053,Male,34,Electronics,2,50,100
+54,2023-02-10,CUST054,Female,38,Electronics,3,500,1500
+55,2023-10-10,CUST055,Male,31,Beauty,4,30,120
+56,2023-05-31,CUST056,Female,26,Clothing,3,300,900
+57,2023-11-18,CUST057,Female,63,Beauty,1,30,30
+58,2023-11-13,CUST058,Male,18,Clothing,4,300,1200
+59,2023-07-05,CUST059,Male,62,Clothing,1,50,50
+60,2023-10-23,CUST060,Male,30,Beauty,3,50,150
+61,2023-04-09,CUST061,Male,21,Beauty,4,50,200
+62,2023-12-27,CUST062,Male,18,Beauty,2,50,100
+63,2023-02-05,CUST063,Male,57,Electronics,2,25,50
+64,2023-01-24,CUST064,Male,49,Clothing,4,25,100
+65,2023-12-05,CUST065,Male,51,Electronics,4,500,2000
+66,2023-04-27,CUST066,Female,45,Electronics,1,30,30
+67,2023-05-29,CUST067,Female,48,Beauty,4,300,1200
+68,2023-02-10,CUST068,Male,25,Electronics,1,300,300
+69,2023-04-30,CUST069,Female,56,Beauty,3,25,75
+70,2023-02-21,CUST070,Female,43,Clothing,1,300,300
+71,2023-07-14,CUST071,Female,51,Beauty,4,25,100
+72,2023-05-23,CUST072,Female,20,Electronics,4,500,2000
+73,2023-08-21,CUST073,Male,29,Electronics,3,30,90
+74,2023-11-22,CUST074,Female,18,Beauty,4,500,2000
+75,2023-07-06,CUST075,Male,61,Beauty,4,50,200
+76,2023-03-25,CUST076,Female,22,Electronics,2,50,100
+77,2023-07-09,CUST077,Female,47,Clothing,2,50,100
+78,2023-07-01,CUST078,Female,47,Clothing,3,500,1500
+79,2023-04-18,CUST079,Male,34,Beauty,1,300,300
+80,2023-12-10,CUST080,Female,64,Clothing,2,30,60
+81,2023-05-17,CUST081,Male,40,Electronics,1,50,50
+82,2023-12-26,CUST082,Female,32,Beauty,4,50,200
+83,2023-12-16,CUST083,Male,54,Electronics,2,50,100
+84,2023-11-28,CUST084,Female,38,Electronics,3,30,90
+85,2023-02-06,CUST085,Male,31,Clothing,3,50,150
+86,2023-11-08,CUST086,Male,19,Beauty,3,30,90
+87,2023-11-22,CUST087,Female,28,Beauty,2,50,100
+88,2023-03-29,CUST088,Male,56,Clothing,1,500,500
+89,2023-10-01,CUST089,Female,55,Electronics,4,500,2000
+90,2023-05-06,CUST090,Female,51,Electronics,1,30,30
+91,2023-03-25,CUST091,Female,55,Electronics,1,500,500
+92,2023-08-25,CUST092,Female,51,Electronics,4,30,120
+93,2023-07-14,CUST093,Female,35,Beauty,4,500,2000
+94,2023-05-19,CUST094,Female,47,Beauty,2,500,1000
+95,2023-11-24,CUST095,Female,32,Clothing,2,30,60
+96,2023-12-19,CUST096,Female,44,Clothing,2,300,600
+97,2023-10-13,CUST097,Female,51,Beauty,2,500,1000
+98,2023-04-23,CUST098,Female,55,Beauty,2,50,100
+99,2023-12-17,CUST099,Female,50,Electronics,4,300,1200
+100,2023-06-16,CUST100,Male,41,Electronics,1,30,30
+101,2023-01-29,CUST101,Male,32,Clothing,2,300,600
+102,2023-04-28,CUST102,Female,47,Beauty,2,25,50
+103,2023-01-17,CUST103,Female,59,Clothing,1,25,25
+104,2023-06-11,CUST104,Female,34,Beauty,2,500,1000
+105,2023-07-25,CUST105,Female,22,Electronics,1,500,500
+106,2023-05-18,CUST106,Female,46,Clothing,1,50,50
+107,2023-02-03,CUST107,Female,21,Clothing,4,300,1200
+108,2023-04-19,CUST108,Female,27,Beauty,3,25,75
+109,2023-10-18,CUST109,Female,34,Electronics,4,500,2000
+110,2023-06-11,CUST110,Male,27,Clothing,3,300,900
+111,2023-04-19,CUST111,Female,34,Electronics,3,500,1500
+112,2023-12-02,CUST112,Male,37,Clothing,3,500,1500
+113,2023-09-13,CUST113,Female,41,Electronics,2,25,50
+114,2023-07-22,CUST114,Female,22,Beauty,4,25,100
+115,2023-11-26,CUST115,Male,51,Clothing,3,500,1500
+116,2023-08-23,CUST116,Female,23,Clothing,1,30,30
+117,2023-03-15,CUST117,Male,19,Electronics,2,500,1000
+118,2023-05-16,CUST118,Female,30,Electronics,4,500,2000
+119,2023-03-13,CUST119,Female,60,Clothing,3,50,150
+120,2023-05-07,CUST120,Male,60,Beauty,1,50,50
+121,2023-10-15,CUST121,Female,28,Electronics,4,50,200
+122,2023-10-03,CUST122,Male,64,Electronics,4,30,120
+123,2023-05-15,CUST123,Female,40,Electronics,2,30,60
+124,2023-10-27,CUST124,Male,33,Clothing,4,500,2000
+125,2023-08-08,CUST125,Male,48,Clothing,2,50,100
+126,2023-10-26,CUST126,Female,28,Clothing,3,30,90
+127,2023-07-24,CUST127,Female,33,Clothing,2,25,50
+128,2023-07-05,CUST128,Male,25,Beauty,1,500,500
+129,2023-04-23,CUST129,Female,21,Beauty,2,300,600
+130,2023-03-12,CUST130,Female,57,Clothing,1,500,500
+131,2023-09-18,CUST131,Female,21,Beauty,2,300,600
+132,2023-09-10,CUST132,Male,42,Electronics,4,50,200
+133,2023-02-16,CUST133,Male,20,Electronics,3,300,900
+134,2023-01-25,CUST134,Male,49,Electronics,1,50,50
+135,2023-02-26,CUST135,Male,20,Clothing,2,25,50
+136,2023-03-20,CUST136,Male,44,Electronics,2,300,600
+137,2023-11-18,CUST137,Male,46,Beauty,2,500,1000
+138,2023-03-23,CUST138,Male,49,Clothing,4,50,200
+139,2023-12-15,CUST139,Male,36,Beauty,4,500,2000
+140,2023-08-05,CUST140,Male,38,Electronics,1,30,30
+141,2023-11-02,CUST141,Female,22,Electronics,1,50,50
+142,2023-02-02,CUST142,Male,35,Electronics,4,300,1200
+143,2023-07-17,CUST143,Female,45,Clothing,1,50,50
+144,2023-07-15,CUST144,Female,59,Beauty,3,500,1500
+145,2023-11-02,CUST145,Female,39,Clothing,3,25,75
+146,2023-08-28,CUST146,Male,38,Clothing,4,50,200
+147,2023-09-28,CUST147,Male,23,Electronics,1,300,300
+148,2023-05-09,CUST148,Male,18,Clothing,2,30,60
+149,2023-10-11,CUST149,Male,22,Clothing,3,25,75
+150,2023-01-06,CUST150,Female,58,Electronics,4,30,120
+151,2023-12-15,CUST151,Male,29,Clothing,1,50,50
+152,2023-02-28,CUST152,Male,43,Electronics,4,500,2000
+153,2023-12-16,CUST153,Male,63,Electronics,2,500,1000
+154,2023-10-02,CUST154,Male,51,Electronics,3,300,900
+155,2023-05-17,CUST155,Male,31,Electronics,4,500,2000
+156,2023-11-25,CUST156,Female,43,Clothing,4,25,100
+157,2023-06-24,CUST157,Male,62,Electronics,4,500,2000
+158,2023-02-27,CUST158,Female,44,Electronics,2,300,600
+159,2023-05-31,CUST159,Male,26,Clothing,4,50,200
+160,2023-08-11,CUST160,Female,43,Clothing,2,50,100
+161,2023-03-22,CUST161,Male,64,Beauty,2,500,1000
+162,2023-08-21,CUST162,Male,39,Clothing,2,30,60
+163,2023-01-02,CUST163,Female,64,Clothing,3,50,150
+164,2023-05-15,CUST164,Female,47,Beauty,3,500,1500
+165,2023-09-14,CUST165,Female,60,Clothing,4,300,1200
+166,2023-04-02,CUST166,Male,34,Clothing,4,500,2000
+167,2023-09-17,CUST167,Female,43,Clothing,3,50,150
+168,2023-02-24,CUST168,Male,53,Clothing,1,300,300
+169,2023-11-17,CUST169,Male,18,Beauty,3,500,1500
+170,2023-06-02,CUST170,Female,25,Clothing,2,25,50
+171,2023-11-24,CUST171,Female,52,Clothing,3,300,900
+172,2023-09-17,CUST172,Male,32,Beauty,2,25,50
+173,2023-11-08,CUST173,Male,64,Electronics,4,30,120
+174,2023-04-12,CUST174,Female,39,Beauty,1,300,300
+175,2023-03-20,CUST175,Female,31,Electronics,4,25,100
+176,2023-07-11,CUST176,Female,43,Beauty,2,50,100
+177,2023-03-24,CUST177,Male,45,Beauty,2,50,100
+178,2023-10-04,CUST178,Male,40,Clothing,2,30,60
+179,2023-09-29,CUST179,Male,31,Electronics,1,300,300
+180,2023-01-01,CUST180,Male,41,Clothing,3,300,900
+181,2023-11-03,CUST181,Male,19,Electronics,4,300,1200
+182,2023-06-15,CUST182,Male,62,Beauty,4,30,120
+183,2023-09-08,CUST183,Female,43,Beauty,3,300,900
+184,2023-01-10,CUST184,Male,31,Electronics,4,50,200
+185,2023-02-27,CUST185,Male,24,Clothing,1,25,25
+186,2023-07-05,CUST186,Male,20,Clothing,4,50,200
+187,2023-06-07,CUST187,Female,64,Clothing,2,50,100
+188,2023-05-03,CUST188,Male,40,Clothing,3,25,75
+189,2023-01-30,CUST189,Male,63,Beauty,1,50,50
+190,2023-05-04,CUST190,Female,60,Beauty,3,30,90
+191,2023-10-18,CUST191,Male,64,Beauty,1,25,25
+192,2023-02-10,CUST192,Male,62,Beauty,2,50,100
+193,2023-02-13,CUST193,Male,35,Beauty,3,500,1500
+194,2023-09-06,CUST194,Male,55,Clothing,4,50,200
+195,2023-02-05,CUST195,Male,52,Clothing,1,30,30
+196,2023-09-30,CUST196,Female,32,Clothing,3,300,900
+197,2023-03-06,CUST197,Female,42,Clothing,4,50,200
+198,2023-03-07,CUST198,Female,54,Beauty,3,300,900
+199,2023-12-04,CUST199,Male,45,Beauty,3,500,1500
+200,2023-09-01,CUST200,Male,27,Beauty,3,50,150
+201,2023-10-09,CUST201,Male,56,Electronics,1,25,25
+202,2023-03-26,CUST202,Female,34,Clothing,4,300,1200
+203,2023-05-16,CUST203,Male,56,Clothing,2,500,1000
+204,2023-09-28,CUST204,Male,39,Beauty,1,25,25
+205,2023-11-07,CUST205,Female,43,Clothing,1,25,25
+206,2023-08-05,CUST206,Male,61,Clothing,1,25,25
+207,2023-04-19,CUST207,Female,42,Beauty,2,25,50
+208,2023-10-04,CUST208,Female,34,Electronics,4,50,200
+209,2023-12-20,CUST209,Female,30,Electronics,4,50,200
+210,2023-04-13,CUST210,Male,37,Electronics,4,50,200
+211,2024-01-01,CUST211,Male,42,Beauty,3,500,1500
+212,2023-06-09,CUST212,Male,21,Clothing,3,500,1500
+213,2023-07-24,CUST213,Male,27,Beauty,3,500,1500
+214,2023-12-10,CUST214,Male,20,Beauty,2,30,60
+215,2023-11-29,CUST215,Male,58,Clothing,3,500,1500
+216,2023-07-11,CUST216,Male,62,Electronics,2,50,100
+217,2023-08-13,CUST217,Female,35,Electronics,4,50,200
+218,2023-09-22,CUST218,Male,64,Beauty,3,30,90
+219,2023-08-20,CUST219,Female,53,Electronics,3,30,90
+220,2023-03-03,CUST220,Male,64,Beauty,1,500,500
+221,2023-05-07,CUST221,Male,39,Beauty,2,300,600
+222,2023-04-26,CUST222,Male,51,Clothing,4,30,120
+223,2023-02-02,CUST223,Female,64,Clothing,1,25,25
+224,2023-06-23,CUST224,Female,25,Clothing,1,50,50
+225,2023-01-11,CUST225,Female,57,Beauty,4,25,100
+226,2023-10-29,CUST226,Female,61,Clothing,1,50,50
+227,2023-10-11,CUST227,Male,36,Electronics,2,50,100
+228,2023-04-28,CUST228,Female,59,Electronics,2,30,60
+229,2023-10-29,CUST229,Male,58,Beauty,3,30,90
+230,2023-04-23,CUST230,Male,54,Beauty,1,25,25
+231,2023-01-04,CUST231,Female,23,Clothing,3,50,150
+232,2023-02-06,CUST232,Female,43,Beauty,1,25,25
+233,2023-12-29,CUST233,Female,51,Beauty,2,300,600
+234,2023-11-20,CUST234,Female,62,Electronics,2,25,50
+235,2023-01-31,CUST235,Female,23,Electronics,2,500,1000
+236,2023-04-28,CUST236,Female,54,Clothing,1,25,25
+237,2023-02-04,CUST237,Female,50,Beauty,2,500,1000
+238,2023-01-17,CUST238,Female,39,Beauty,1,500,500
+239,2023-06-19,CUST239,Male,38,Electronics,3,500,1500
+240,2023-02-06,CUST240,Female,23,Beauty,1,300,300
+241,2023-09-21,CUST241,Female,23,Electronics,3,25,75
+242,2023-05-02,CUST242,Male,21,Clothing,1,25,25
+243,2023-05-23,CUST243,Female,47,Electronics,3,300,900
+244,2023-12-09,CUST244,Male,28,Beauty,2,50,100
+245,2023-09-06,CUST245,Male,47,Clothing,3,30,90
+246,2023-04-20,CUST246,Female,48,Electronics,2,25,50
+247,2023-10-04,CUST247,Male,41,Electronics,2,30,60
+248,2023-03-09,CUST248,Male,26,Clothing,3,300,900
+249,2023-10-20,CUST249,Male,20,Clothing,1,50,50
+250,2023-10-23,CUST250,Male,48,Electronics,1,50,50
+251,2023-08-31,CUST251,Female,57,Beauty,4,50,200
+252,2023-05-05,CUST252,Male,54,Electronics,1,300,300
+253,2023-08-31,CUST253,Female,53,Clothing,4,500,2000
+254,2023-07-28,CUST254,Male,41,Electronics,1,500,500
+255,2023-04-08,CUST255,Male,48,Clothing,1,30,30
+256,2023-02-18,CUST256,Male,23,Clothing,2,500,1000
+257,2023-02-19,CUST257,Male,19,Beauty,4,500,2000
+258,2023-12-04,CUST258,Female,37,Clothing,1,50,50
+259,2023-08-09,CUST259,Female,45,Clothing,4,50,200
+260,2023-07-01,CUST260,Male,28,Beauty,2,30,60
+261,2023-08-05,CUST261,Male,21,Clothing,2,25,50
+262,2023-07-30,CUST262,Female,32,Beauty,4,30,120
+263,2023-08-28,CUST263,Male,23,Beauty,2,30,60
+264,2023-01-28,CUST264,Male,47,Clothing,3,300,900
+265,2023-12-11,CUST265,Male,55,Clothing,3,300,900
+266,2023-12-01,CUST266,Female,19,Electronics,2,30,60
+267,2023-11-27,CUST267,Female,32,Beauty,3,30,90
+268,2023-02-20,CUST268,Female,28,Electronics,1,30,30
+269,2023-02-01,CUST269,Male,25,Clothing,4,500,2000
+270,2023-07-26,CUST270,Male,43,Electronics,1,300,300
+271,2023-06-23,CUST271,Female,62,Beauty,4,30,120
+272,2023-02-25,CUST272,Female,61,Electronics,2,50,100
+273,2023-05-08,CUST273,Female,22,Beauty,1,50,50
+274,2023-04-09,CUST274,Female,23,Clothing,2,500,1000
+275,2023-04-08,CUST275,Male,43,Clothing,2,500,1000
+276,2023-10-02,CUST276,Female,21,Beauty,4,25,100
+277,2023-08-18,CUST277,Male,36,Clothing,4,25,100
+278,2023-03-13,CUST278,Female,37,Clothing,4,25,100
+279,2023-08-05,CUST279,Male,50,Clothing,1,500,500
+280,2023-04-04,CUST280,Female,37,Clothing,3,500,1500
+281,2023-05-23,CUST281,Female,29,Beauty,4,500,2000
+282,2023-08-25,CUST282,Female,64,Electronics,4,50,200
+283,2023-05-08,CUST283,Female,18,Electronics,1,500,500
+284,2023-02-08,CUST284,Male,43,Clothing,4,50,200
+285,2023-08-15,CUST285,Female,31,Electronics,1,25,25
+286,2023-10-09,CUST286,Male,55,Electronics,2,25,50
+287,2023-02-20,CUST287,Male,54,Clothing,4,25,100
+288,2023-01-26,CUST288,Male,28,Clothing,4,30,120
+289,2023-11-30,CUST289,Male,53,Electronics,2,30,60
+290,2023-10-04,CUST290,Female,30,Beauty,2,300,600
+291,2023-01-08,CUST291,Male,60,Clothing,2,300,600
+292,2023-02-17,CUST292,Male,20,Beauty,4,300,1200
+293,2023-05-02,CUST293,Male,50,Electronics,3,30,90
+294,2023-03-27,CUST294,Female,23,Clothing,3,30,90
+295,2023-07-28,CUST295,Female,27,Beauty,3,300,900
+296,2023-09-06,CUST296,Female,22,Clothing,4,300,1200
+297,2023-09-04,CUST297,Female,40,Electronics,2,500,1000
+298,2023-04-20,CUST298,Male,27,Beauty,4,300,1200
+299,2023-07-25,CUST299,Male,61,Electronics,2,500,1000
+300,2023-01-31,CUST300,Female,19,Electronics,4,50,200
+301,2023-03-26,CUST301,Male,30,Clothing,4,30,120
+302,2023-07-14,CUST302,Male,57,Beauty,2,300,600
+303,2023-01-02,CUST303,Male,19,Electronics,3,30,90
+304,2023-07-19,CUST304,Female,37,Electronics,2,30,60
+305,2023-05-16,CUST305,Female,18,Beauty,1,30,30
+306,2023-08-21,CUST306,Male,54,Electronics,1,50,50
+307,2023-05-27,CUST307,Female,26,Electronics,2,25,50
+308,2023-08-05,CUST308,Female,34,Beauty,4,300,1200
+309,2023-12-23,CUST309,Female,26,Beauty,1,25,25
+310,2023-10-12,CUST310,Female,28,Beauty,1,25,25
+311,2023-12-05,CUST311,Female,32,Beauty,4,25,100
+312,2023-09-07,CUST312,Male,41,Clothing,4,30,120
+313,2023-03-21,CUST313,Female,55,Beauty,3,500,1500
+314,2023-04-08,CUST314,Male,52,Clothing,4,30,120
+315,2023-06-01,CUST315,Male,47,Clothing,2,30,60
+316,2023-04-22,CUST316,Female,48,Clothing,2,25,50
+317,2023-01-30,CUST317,Male,22,Electronics,3,30,90
+318,2023-10-24,CUST318,Male,61,Clothing,1,25,25
+319,2023-10-05,CUST319,Male,31,Clothing,1,500,500
+320,2023-02-01,CUST320,Female,28,Electronics,4,300,1200
+321,2023-06-10,CUST321,Female,26,Electronics,2,25,50
+322,2023-01-30,CUST322,Male,51,Electronics,1,500,500
+323,2023-01-26,CUST323,Female,29,Beauty,3,300,900
+324,2023-10-27,CUST324,Female,52,Electronics,3,50,150
+325,2023-09-02,CUST325,Female,52,Electronics,2,25,50
+326,2023-09-15,CUST326,Female,18,Clothing,3,25,75
+327,2023-09-29,CUST327,Male,57,Electronics,3,50,150
+328,2023-03-22,CUST328,Male,39,Beauty,2,50,100
+329,2023-01-30,CUST329,Female,46,Electronics,4,25,100
+330,2023-09-18,CUST330,Female,25,Beauty,4,50,200
+331,2023-02-11,CUST331,Male,28,Electronics,3,30,90
+332,2023-04-06,CUST332,Male,58,Electronics,4,300,1200
+333,2023-02-05,CUST333,Female,54,Electronics,4,300,1200
+334,2023-11-01,CUST334,Male,31,Electronics,3,300,900
+335,2023-02-04,CUST335,Female,47,Beauty,4,30,120
+336,2023-12-12,CUST336,Female,52,Beauty,3,50,150
+337,2023-05-01,CUST337,Male,38,Clothing,1,500,500
+338,2023-07-26,CUST338,Male,54,Beauty,2,50,100
+339,2023-03-03,CUST339,Female,22,Electronics,2,25,50
+340,2023-10-19,CUST340,Female,36,Clothing,4,300,1200
+341,2023-05-07,CUST341,Male,31,Clothing,4,50,200
+342,2023-10-24,CUST342,Female,43,Clothing,4,500,2000
+343,2023-11-01,CUST343,Male,21,Electronics,2,25,50
+344,2023-01-21,CUST344,Female,42,Beauty,1,30,30
+345,2023-11-14,CUST345,Male,62,Electronics,1,30,30
+346,2023-02-11,CUST346,Male,59,Clothing,2,500,1000
+347,2023-08-03,CUST347,Male,42,Electronics,1,25,25
+348,2023-12-03,CUST348,Female,35,Electronics,2,300,600
+349,2023-10-26,CUST349,Female,57,Beauty,1,50,50
+350,2023-10-17,CUST350,Male,25,Beauty,3,25,75
+351,2023-09-25,CUST351,Female,56,Clothing,3,30,90
+352,2023-06-11,CUST352,Male,57,Electronics,2,500,1000
+353,2023-05-14,CUST353,Male,31,Electronics,1,500,500
+354,2023-04-15,CUST354,Female,49,Beauty,4,50,200
+355,2023-12-09,CUST355,Female,55,Electronics,1,500,500
+356,2023-06-10,CUST356,Male,50,Electronics,3,500,1500
+357,2023-05-03,CUST357,Female,40,Electronics,3,25,75
+358,2023-05-16,CUST358,Female,32,Beauty,1,300,300
+359,2023-07-22,CUST359,Male,50,Clothing,1,50,50
+360,2023-03-09,CUST360,Male,42,Clothing,4,25,100
+361,2023-12-10,CUST361,Female,34,Electronics,4,300,1200
+362,2023-11-27,CUST362,Male,50,Clothing,1,25,25
+363,2023-06-03,CUST363,Male,64,Beauty,1,25,25
+364,2023-08-23,CUST364,Female,19,Beauty,1,500,500
+365,2023-06-11,CUST365,Male,31,Clothing,1,300,300
+366,2023-02-07,CUST366,Male,57,Clothing,2,50,100
+367,2023-01-05,CUST367,Female,57,Electronics,1,50,50
+368,2023-08-23,CUST368,Female,56,Clothing,4,300,1200
+369,2023-11-15,CUST369,Male,23,Electronics,3,500,1500
+370,2023-10-16,CUST370,Male,23,Electronics,2,30,60
+371,2023-02-21,CUST371,Female,20,Beauty,1,25,25
+372,2023-02-07,CUST372,Female,24,Beauty,3,500,1500
+373,2023-10-03,CUST373,Female,25,Beauty,2,300,600
+374,2023-04-20,CUST374,Female,59,Beauty,3,25,75
+375,2023-09-17,CUST375,Male,32,Clothing,1,50,50
+376,2023-05-16,CUST376,Female,64,Beauty,1,30,30
+377,2023-03-09,CUST377,Female,46,Clothing,4,50,200
+378,2023-06-28,CUST378,Male,50,Beauty,1,300,300
+379,2023-02-05,CUST379,Female,47,Clothing,1,25,25
+380,2023-05-06,CUST380,Male,56,Electronics,2,300,600
+381,2023-07-09,CUST381,Female,44,Clothing,4,25,100
+382,2023-05-26,CUST382,Female,53,Clothing,2,500,1000
+383,2023-03-22,CUST383,Female,46,Beauty,3,30,90
+384,2023-08-13,CUST384,Male,55,Clothing,1,500,500
+385,2023-10-06,CUST385,Male,50,Electronics,3,500,1500
+386,2023-12-27,CUST386,Female,54,Electronics,2,300,600
+387,2023-06-04,CUST387,Male,44,Beauty,1,30,30
+388,2023-11-10,CUST388,Male,50,Electronics,1,25,25
+389,2023-12-01,CUST389,Male,21,Clothing,2,25,50
+390,2023-09-28,CUST390,Male,39,Electronics,2,50,100
+391,2023-01-05,CUST391,Male,19,Beauty,2,25,50
+392,2023-12-08,CUST392,Male,27,Clothing,2,300,600
+393,2023-10-11,CUST393,Female,22,Beauty,2,500,1000
+394,2023-06-03,CUST394,Female,27,Clothing,1,500,500
+395,2023-12-06,CUST395,Male,50,Electronics,2,500,1000
+396,2023-02-23,CUST396,Female,55,Beauty,1,30,30
+397,2023-03-10,CUST397,Female,30,Beauty,1,25,25
+398,2023-05-16,CUST398,Female,48,Clothing,2,300,600
+399,2023-03-01,CUST399,Female,64,Beauty,2,30,60
+400,2023-02-24,CUST400,Male,53,Clothing,4,50,200
+401,2023-10-11,CUST401,Female,62,Clothing,1,300,300
+402,2023-03-21,CUST402,Female,41,Clothing,2,300,600
+403,2023-05-20,CUST403,Male,32,Clothing,2,300,600
+404,2023-05-25,CUST404,Male,46,Electronics,2,500,1000
+405,2023-11-06,CUST405,Female,25,Clothing,4,300,1200
+406,2023-04-18,CUST406,Female,22,Beauty,4,25,100
+407,2023-06-25,CUST407,Female,46,Electronics,3,300,900
+408,2023-04-15,CUST408,Female,64,Beauty,1,500,500
+409,2023-12-18,CUST409,Female,21,Electronics,3,300,900
+410,2023-11-21,CUST410,Female,29,Clothing,2,50,100
+411,2023-05-16,CUST411,Male,62,Electronics,4,50,200
+412,2023-09-16,CUST412,Female,19,Electronics,4,500,2000
+413,2023-09-08,CUST413,Female,44,Beauty,3,25,75
+414,2023-05-09,CUST414,Male,48,Beauty,4,25,100
+415,2023-01-27,CUST415,Male,53,Clothing,2,30,60
+416,2023-02-17,CUST416,Male,53,Electronics,4,500,2000
+417,2023-11-21,CUST417,Male,43,Electronics,3,300,900
+418,2023-08-05,CUST418,Female,60,Electronics,2,500,1000
+419,2023-05-22,CUST419,Female,44,Clothing,3,30,90
+420,2023-01-23,CUST420,Female,22,Clothing,4,500,2000
+421,2023-01-02,CUST421,Female,37,Clothing,3,500,1500
+422,2023-06-20,CUST422,Female,28,Clothing,3,30,90
+423,2023-03-08,CUST423,Female,27,Clothing,1,25,25
+424,2023-11-23,CUST424,Male,57,Beauty,4,300,1200
+425,2023-05-15,CUST425,Female,55,Electronics,4,30,120
+426,2023-03-24,CUST426,Male,23,Electronics,3,50,150
+427,2023-08-15,CUST427,Male,25,Electronics,1,25,25
+428,2023-10-10,CUST428,Female,40,Electronics,4,50,200
+429,2023-12-28,CUST429,Male,64,Electronics,2,25,50
+430,2023-08-07,CUST430,Female,43,Electronics,3,300,900
+431,2023-10-15,CUST431,Male,63,Electronics,4,300,1200
+432,2023-01-05,CUST432,Female,60,Electronics,2,500,1000
+433,2023-02-27,CUST433,Male,29,Beauty,4,50,200
+434,2023-02-08,CUST434,Female,43,Electronics,2,25,50
+435,2023-12-20,CUST435,Female,30,Beauty,3,300,900
+436,2023-03-18,CUST436,Female,57,Clothing,4,30,120
+437,2023-10-07,CUST437,Female,35,Electronics,4,300,1200
+438,2023-01-19,CUST438,Female,42,Clothing,1,30,30
+439,2023-07-09,CUST439,Male,50,Clothing,3,25,75
+440,2023-10-26,CUST440,Male,64,Clothing,2,300,600
+441,2023-10-10,CUST441,Male,57,Beauty,4,300,1200
+442,2023-03-17,CUST442,Female,60,Clothing,4,25,100
+443,2023-08-09,CUST443,Male,29,Clothing,2,300,600
+444,2023-03-07,CUST444,Female,61,Clothing,3,30,90
+445,2023-01-22,CUST445,Female,53,Electronics,1,300,300
+446,2023-06-07,CUST446,Male,21,Electronics,1,50,50
+447,2023-07-06,CUST447,Male,22,Beauty,4,500,2000
+448,2023-01-21,CUST448,Female,54,Beauty,2,30,60
+449,2023-07-03,CUST449,Male,25,Electronics,4,50,200
+450,2023-04-18,CUST450,Female,59,Beauty,2,25,50
+451,2023-12-16,CUST451,Female,45,Electronics,1,30,30
+452,2023-05-08,CUST452,Female,48,Clothing,3,500,1500
+453,2023-12-08,CUST453,Female,26,Clothing,2,500,1000
+454,2023-02-22,CUST454,Female,46,Beauty,1,25,25
+455,2023-07-01,CUST455,Male,31,Electronics,4,25,100
+456,2023-10-14,CUST456,Male,57,Electronics,2,30,60
+457,2023-07-28,CUST457,Female,58,Beauty,3,300,900
+458,2023-11-14,CUST458,Female,39,Electronics,4,25,100
+459,2023-03-21,CUST459,Male,28,Clothing,4,300,1200
+460,2023-05-02,CUST460,Male,40,Beauty,1,50,50
+461,2023-03-25,CUST461,Female,18,Beauty,2,500,1000
+462,2023-04-01,CUST462,Male,63,Electronics,4,300,1200
+463,2023-07-31,CUST463,Female,54,Beauty,3,500,1500
+464,2023-01-13,CUST464,Male,38,Electronics,2,300,600
+465,2023-04-02,CUST465,Female,43,Electronics,3,50,150
+466,2023-06-20,CUST466,Male,63,Electronics,4,25,100
+467,2023-07-30,CUST467,Female,53,Electronics,3,50,150
+468,2023-12-09,CUST468,Male,40,Electronics,1,25,25
+469,2023-05-08,CUST469,Male,18,Beauty,3,25,75
+470,2023-05-17,CUST470,Female,57,Clothing,2,500,1000
+471,2023-03-23,CUST471,Male,32,Clothing,3,50,150
+472,2023-12-26,CUST472,Female,38,Beauty,3,300,900
+473,2023-02-25,CUST473,Male,64,Beauty,1,50,50
+474,2023-07-15,CUST474,Female,26,Clothing,3,500,1500
+475,2023-01-20,CUST475,Male,26,Clothing,3,25,75
+476,2023-08-29,CUST476,Female,27,Clothing,4,500,2000
+477,2023-04-24,CUST477,Male,43,Clothing,4,30,120
+478,2023-04-13,CUST478,Female,58,Clothing,2,30,60
+479,2023-08-24,CUST479,Male,52,Electronics,4,300,1200
+480,2023-06-29,CUST480,Female,42,Beauty,4,500,2000
+481,2023-06-06,CUST481,Female,43,Electronics,4,300,1200
+482,2023-04-27,CUST482,Female,28,Clothing,4,300,1200
+483,2023-04-25,CUST483,Male,55,Clothing,1,30,30
+484,2023-01-13,CUST484,Female,19,Clothing,4,300,1200
+485,2023-12-04,CUST485,Male,24,Electronics,1,30,30
+486,2023-04-09,CUST486,Female,35,Electronics,1,25,25
+487,2023-07-24,CUST487,Male,44,Clothing,4,500,2000
+488,2023-06-18,CUST488,Female,51,Electronics,3,300,900
+489,2023-05-23,CUST489,Male,44,Electronics,1,30,30
+490,2023-02-05,CUST490,Male,34,Clothing,3,50,150
+491,2023-05-23,CUST491,Female,60,Electronics,3,300,900
+492,2023-06-29,CUST492,Male,61,Beauty,4,25,100
+493,2023-11-25,CUST493,Male,41,Beauty,2,25,50
+494,2023-09-18,CUST494,Female,42,Beauty,4,50,200
+495,2023-07-24,CUST495,Male,24,Beauty,2,30,60
+496,2023-12-14,CUST496,Male,23,Clothing,2,300,600
+497,2023-10-02,CUST497,Male,41,Clothing,4,30,120
+498,2023-06-19,CUST498,Female,50,Clothing,4,25,100
+499,2023-01-15,CUST499,Male,46,Beauty,2,30,60
+500,2023-03-01,CUST500,Female,60,Beauty,4,25,100
+501,2023-05-14,CUST501,Male,39,Electronics,2,30,60
+502,2023-04-02,CUST502,Male,43,Electronics,3,50,150
+503,2023-10-25,CUST503,Male,45,Beauty,4,500,2000
+504,2023-05-16,CUST504,Female,38,Beauty,3,50,150
+505,2023-01-20,CUST505,Male,24,Beauty,1,50,50
+506,2023-02-25,CUST506,Male,34,Beauty,3,500,1500
+507,2023-11-02,CUST507,Female,37,Electronics,3,500,1500
+508,2023-08-11,CUST508,Male,58,Beauty,2,300,600
+509,2023-06-26,CUST509,Female,37,Electronics,3,300,900
+510,2023-06-10,CUST510,Female,39,Beauty,4,50,200
+511,2023-08-12,CUST511,Male,45,Beauty,2,50,100
+512,2023-11-07,CUST512,Female,57,Beauty,1,25,25
+513,2023-09-19,CUST513,Male,24,Electronics,4,25,100
+514,2023-03-01,CUST514,Female,18,Electronics,1,300,300
+515,2023-07-17,CUST515,Female,49,Clothing,3,300,900
+516,2023-10-23,CUST516,Male,30,Beauty,4,25,100
+517,2023-04-08,CUST517,Female,47,Clothing,4,25,100
+518,2023-05-11,CUST518,Female,40,Clothing,1,30,30
+519,2023-01-23,CUST519,Female,36,Electronics,4,30,120
+520,2023-12-29,CUST520,Female,49,Electronics,4,25,100
+521,2023-08-12,CUST521,Female,47,Clothing,4,30,120
+522,2023-01-01,CUST522,Male,46,Beauty,3,500,1500
+523,2023-09-24,CUST523,Female,62,Electronics,1,300,300
+524,2023-10-03,CUST524,Male,46,Beauty,4,300,1200
+525,2023-12-18,CUST525,Female,47,Beauty,2,25,50
+526,2023-12-10,CUST526,Male,33,Clothing,2,50,100
+527,2023-04-11,CUST527,Male,57,Clothing,2,25,50
+528,2023-07-06,CUST528,Female,36,Clothing,2,30,60
+529,2023-08-09,CUST529,Female,35,Clothing,3,50,150
+530,2023-02-05,CUST530,Female,18,Electronics,4,30,120
+531,2023-12-07,CUST531,Male,31,Electronics,1,500,500
+532,2023-06-19,CUST532,Female,64,Clothing,4,30,120
+533,2023-11-16,CUST533,Male,19,Electronics,3,500,1500
+534,2023-06-10,CUST534,Male,45,Clothing,2,500,1000
+535,2023-12-06,CUST535,Male,47,Beauty,3,30,90
+536,2023-03-05,CUST536,Female,55,Beauty,4,30,120
+537,2023-06-03,CUST537,Female,21,Beauty,1,500,500
+538,2023-09-17,CUST538,Male,18,Clothing,3,50,150
+539,2023-06-08,CUST539,Male,25,Beauty,1,500,500
+540,2023-12-08,CUST540,Female,46,Electronics,3,300,900
+541,2023-07-29,CUST541,Male,56,Beauty,1,500,500
+542,2023-06-17,CUST542,Female,20,Beauty,1,50,50
+543,2023-07-26,CUST543,Male,49,Beauty,2,300,600
+544,2023-12-23,CUST544,Female,27,Electronics,1,25,25
+545,2023-06-01,CUST545,Male,27,Clothing,2,25,50
+546,2023-10-11,CUST546,Female,36,Electronics,4,50,200
+547,2023-03-07,CUST547,Male,63,Clothing,4,500,2000
+548,2023-04-09,CUST548,Female,51,Clothing,2,30,60
+549,2023-08-04,CUST549,Female,50,Beauty,2,50,100
+550,2023-12-07,CUST550,Male,40,Clothing,3,300,900
+551,2023-07-14,CUST551,Male,45,Electronics,3,300,900
+552,2023-12-13,CUST552,Female,49,Electronics,3,25,75
+553,2023-03-31,CUST553,Male,24,Clothing,4,300,1200
+554,2023-11-12,CUST554,Female,46,Beauty,3,50,150
+555,2023-10-19,CUST555,Male,25,Beauty,1,300,300
+556,2023-06-04,CUST556,Female,18,Electronics,1,50,50
+557,2023-07-27,CUST557,Female,20,Beauty,3,30,90
+558,2023-10-08,CUST558,Female,41,Clothing,1,25,25
+559,2023-01-01,CUST559,Female,40,Clothing,4,300,1200
+560,2023-06-05,CUST560,Female,25,Electronics,1,50,50
+561,2023-05-27,CUST561,Female,64,Clothing,4,500,2000
+562,2023-04-18,CUST562,Male,54,Electronics,2,25,50
+563,2023-08-09,CUST563,Male,20,Clothing,2,30,60
+564,2023-10-24,CUST564,Male,50,Electronics,2,50,100
+565,2023-11-07,CUST565,Female,45,Beauty,2,30,60
+566,2023-12-02,CUST566,Female,64,Clothing,1,30,30
+567,2023-06-14,CUST567,Female,25,Clothing,3,300,900
+568,2023-08-27,CUST568,Female,51,Electronics,1,300,300
+569,2023-08-15,CUST569,Male,52,Electronics,4,50,200
+570,2023-08-15,CUST570,Male,49,Clothing,1,500,500
+571,2023-12-12,CUST571,Female,41,Electronics,1,50,50
+572,2023-04-20,CUST572,Male,31,Clothing,4,500,2000
+573,2023-09-19,CUST573,Male,49,Beauty,2,30,60
+574,2023-08-31,CUST574,Female,63,Electronics,2,25,50
+575,2023-03-28,CUST575,Male,60,Clothing,2,50,100
+576,2023-12-04,CUST576,Female,33,Beauty,3,50,150
+577,2023-02-13,CUST577,Male,21,Beauty,4,500,2000
+578,2023-05-26,CUST578,Female,54,Clothing,4,30,120
+579,2023-09-21,CUST579,Female,38,Electronics,1,30,30
+580,2023-12-06,CUST580,Female,31,Clothing,3,500,1500
+581,2023-11-21,CUST581,Female,48,Beauty,2,30,60
+582,2023-11-14,CUST582,Male,35,Clothing,3,300,900
+583,2023-06-21,CUST583,Female,24,Electronics,4,25,100
+584,2023-02-17,CUST584,Female,27,Beauty,4,50,200
+585,2023-05-01,CUST585,Female,24,Clothing,1,25,25
+586,2023-12-11,CUST586,Male,50,Electronics,1,50,50
+587,2023-06-08,CUST587,Female,40,Beauty,4,300,1200
+588,2023-04-26,CUST588,Male,38,Electronics,2,30,60
+589,2023-04-12,CUST589,Female,36,Beauty,2,500,1000
+590,2023-03-17,CUST590,Male,36,Clothing,3,300,900
+591,2023-01-13,CUST591,Male,53,Electronics,4,25,100
+592,2023-01-24,CUST592,Female,46,Beauty,4,500,2000
+593,2023-05-06,CUST593,Male,35,Electronics,2,30,60
+594,2023-09-01,CUST594,Female,19,Electronics,2,300,600
+595,2023-11-09,CUST595,Female,18,Clothing,4,500,2000
+596,2023-02-07,CUST596,Female,64,Electronics,1,300,300
+597,2023-08-22,CUST597,Male,22,Beauty,4,300,1200
+598,2023-08-01,CUST598,Male,37,Beauty,4,30,120
+599,2023-11-19,CUST599,Female,28,Beauty,2,50,100
+600,2023-10-22,CUST600,Female,59,Beauty,2,500,1000
+601,2023-04-10,CUST601,Male,19,Clothing,1,30,30
+602,2023-12-23,CUST602,Female,20,Electronics,1,300,300
+603,2023-07-16,CUST603,Female,40,Clothing,3,30,90
+604,2023-09-11,CUST604,Female,29,Electronics,4,50,200
+605,2023-07-24,CUST605,Male,37,Electronics,2,500,1000
+606,2023-05-05,CUST606,Male,22,Electronics,1,50,50
+607,2023-03-17,CUST607,Male,54,Clothing,3,25,75
+608,2023-12-02,CUST608,Female,55,Electronics,3,500,1500
+609,2023-12-19,CUST609,Female,47,Clothing,2,50,100
+610,2023-01-03,CUST610,Female,26,Beauty,2,300,600
+611,2023-02-24,CUST611,Male,51,Beauty,3,500,1500
+612,2023-08-06,CUST612,Female,61,Electronics,1,500,500
+613,2023-04-23,CUST613,Female,52,Clothing,3,30,90
+614,2023-04-01,CUST614,Female,39,Beauty,4,300,1200
+615,2023-12-23,CUST615,Female,61,Clothing,4,25,100
+616,2023-09-23,CUST616,Male,41,Clothing,2,50,100
+617,2023-08-26,CUST617,Male,34,Electronics,1,30,30
+618,2023-01-26,CUST618,Female,27,Beauty,1,50,50
+619,2023-10-13,CUST619,Male,47,Electronics,4,25,100
+620,2023-05-08,CUST620,Male,63,Electronics,3,25,75
+621,2023-03-04,CUST621,Female,40,Beauty,2,500,1000
+622,2023-08-22,CUST622,Female,49,Beauty,3,25,75
+623,2023-03-10,CUST623,Male,34,Clothing,3,50,150
+624,2023-08-26,CUST624,Female,34,Beauty,3,300,900
+625,2023-12-08,CUST625,Male,31,Clothing,1,300,300
+626,2023-09-29,CUST626,Female,26,Clothing,4,500,2000
+627,2023-10-14,CUST627,Male,57,Clothing,1,50,50
+628,2023-11-01,CUST628,Female,19,Beauty,4,50,200
+629,2023-06-12,CUST629,Male,62,Electronics,2,25,50
+630,2023-08-15,CUST630,Male,42,Clothing,2,50,100
+631,2023-11-10,CUST631,Male,56,Electronics,3,30,90
+632,2023-09-16,CUST632,Female,26,Electronics,4,25,100
+633,2023-08-07,CUST633,Male,39,Beauty,4,30,120
+634,2023-10-08,CUST634,Male,60,Electronics,4,500,2000
+635,2023-08-17,CUST635,Female,63,Electronics,3,300,900
+636,2023-03-23,CUST636,Female,21,Beauty,3,500,1500
+637,2023-09-01,CUST637,Male,43,Clothing,2,300,600
+638,2023-08-19,CUST638,Male,46,Electronics,1,500,500
+639,2023-05-13,CUST639,Female,62,Beauty,4,50,200
+640,2023-05-07,CUST640,Female,51,Electronics,4,30,120
+641,2023-11-23,CUST641,Female,40,Electronics,1,300,300
+642,2023-05-22,CUST642,Female,54,Clothing,4,25,100
+643,2023-09-24,CUST643,Female,28,Electronics,3,30,90
+644,2023-09-06,CUST644,Male,23,Beauty,3,25,75
+645,2023-11-17,CUST645,Female,35,Electronics,4,30,120
+646,2023-05-03,CUST646,Male,38,Clothing,3,30,90
+647,2023-05-21,CUST647,Male,59,Clothing,3,500,1500
+648,2023-08-14,CUST648,Male,53,Beauty,4,300,1200
+649,2023-02-09,CUST649,Female,58,Clothing,2,300,600
+650,2024-01-01,CUST650,Male,55,Electronics,1,30,30
+651,2023-05-27,CUST651,Male,51,Clothing,3,50,150
+652,2023-05-01,CUST652,Female,34,Beauty,2,50,100
+653,2023-05-20,CUST653,Male,54,Clothing,3,25,75
+654,2023-06-21,CUST654,Male,42,Clothing,3,25,75
+655,2023-06-13,CUST655,Female,55,Clothing,1,500,500
+656,2023-10-04,CUST656,Male,29,Beauty,3,30,90
+657,2023-02-11,CUST657,Male,40,Clothing,1,25,25
+658,2023-03-12,CUST658,Male,59,Clothing,1,25,25
+659,2023-03-19,CUST659,Female,39,Electronics,1,30,30
+660,2023-04-29,CUST660,Female,38,Beauty,2,500,1000
+661,2023-07-16,CUST661,Female,44,Clothing,4,25,100
+662,2023-12-22,CUST662,Male,48,Beauty,2,500,1000
+663,2023-03-20,CUST663,Male,23,Clothing,4,300,1200
+664,2023-12-28,CUST664,Female,44,Clothing,4,500,2000
+665,2023-04-20,CUST665,Male,57,Clothing,1,50,50
+666,2023-02-02,CUST666,Male,51,Electronics,3,50,150
+667,2023-08-01,CUST667,Female,29,Electronics,1,500,500
+668,2023-07-28,CUST668,Female,62,Electronics,3,50,150
+669,2023-06-19,CUST669,Male,24,Beauty,4,300,1200
+670,2023-10-05,CUST670,Male,27,Beauty,1,30,30
+671,2023-08-27,CUST671,Male,62,Electronics,3,50,150
+672,2023-08-01,CUST672,Female,34,Beauty,2,50,100
+673,2023-02-01,CUST673,Female,43,Clothing,3,500,1500
+674,2023-04-16,CUST674,Female,38,Clothing,1,300,300
+675,2023-08-04,CUST675,Female,45,Clothing,2,30,60
+676,2023-07-19,CUST676,Male,63,Electronics,3,500,1500
+677,2023-10-27,CUST677,Female,19,Beauty,3,500,1500
+678,2023-12-23,CUST678,Female,60,Electronics,3,300,900
+679,2023-01-11,CUST679,Female,18,Beauty,3,30,90
+680,2023-10-22,CUST680,Female,53,Clothing,3,300,900
+681,2023-07-14,CUST681,Female,43,Electronics,2,30,60
+682,2023-09-02,CUST682,Male,46,Beauty,4,300,1200
+683,2023-01-04,CUST683,Male,38,Beauty,2,500,1000
+684,2023-06-30,CUST684,Female,28,Clothing,2,500,1000
+685,2023-06-02,CUST685,Male,57,Electronics,2,25,50
+686,2023-07-19,CUST686,Female,28,Electronics,4,50,200
+687,2023-08-03,CUST687,Female,53,Electronics,1,300,300
+688,2023-10-03,CUST688,Male,56,Clothing,4,25,100
+689,2023-10-07,CUST689,Male,57,Electronics,2,50,100
+690,2023-11-05,CUST690,Female,52,Clothing,3,300,900
+691,2023-04-23,CUST691,Female,51,Clothing,3,30,90
+692,2023-09-07,CUST692,Female,64,Clothing,2,50,100
+693,2023-04-23,CUST693,Male,41,Beauty,3,500,1500
+694,2023-05-20,CUST694,Female,39,Electronics,2,25,50
+695,2023-08-12,CUST695,Female,22,Electronics,3,50,150
+696,2023-09-06,CUST696,Female,50,Clothing,4,50,200
+697,2023-01-15,CUST697,Male,53,Clothing,1,500,500
+698,2023-07-19,CUST698,Female,64,Electronics,1,300,300
+699,2023-06-22,CUST699,Female,37,Clothing,4,30,120
+700,2023-12-09,CUST700,Male,36,Electronics,4,500,2000
+701,2023-12-14,CUST701,Female,52,Beauty,2,30,60
+702,2023-07-27,CUST702,Female,60,Clothing,2,300,600
+703,2023-03-26,CUST703,Male,34,Electronics,2,50,100
+704,2023-08-28,CUST704,Female,62,Clothing,3,30,90
+705,2023-03-07,CUST705,Male,60,Electronics,2,25,50
+706,2023-11-15,CUST706,Male,51,Electronics,4,25,100
+707,2023-10-01,CUST707,Female,26,Clothing,1,500,500
+708,2023-01-14,CUST708,Female,43,Beauty,3,300,900
+709,2023-07-21,CUST709,Female,19,Electronics,2,500,1000
+710,2023-10-31,CUST710,Female,26,Electronics,3,500,1500
+711,2023-10-16,CUST711,Male,26,Electronics,3,500,1500
+712,2023-12-06,CUST712,Female,57,Beauty,2,25,50
+713,2023-01-14,CUST713,Male,34,Beauty,3,25,75
+714,2023-02-12,CUST714,Female,18,Clothing,1,500,500
+715,2023-11-26,CUST715,Female,42,Beauty,4,25,100
+716,2023-08-08,CUST716,Female,60,Clothing,4,300,1200
+717,2023-03-11,CUST717,Male,57,Clothing,1,500,500
+718,2023-08-25,CUST718,Female,59,Beauty,3,25,75
+719,2023-04-04,CUST719,Female,42,Clothing,2,30,60
+720,2023-01-26,CUST720,Female,56,Beauty,3,500,1500
+721,2023-05-14,CUST721,Female,52,Clothing,1,500,500
+722,2023-07-14,CUST722,Male,20,Beauty,3,300,900
+723,2023-06-17,CUST723,Female,54,Beauty,4,50,200
+724,2023-04-19,CUST724,Male,61,Clothing,3,50,150
+725,2023-08-21,CUST725,Male,61,Electronics,1,300,300
+726,2023-06-17,CUST726,Male,47,Clothing,4,300,1200
+727,2023-06-22,CUST727,Male,55,Beauty,3,300,900
+728,2023-07-14,CUST728,Male,51,Electronics,3,50,150
+729,2023-05-23,CUST729,Male,29,Clothing,4,300,1200
+730,2023-08-04,CUST730,Female,36,Clothing,2,25,50
+731,2023-05-10,CUST731,Male,54,Clothing,4,500,2000
+732,2023-02-11,CUST732,Male,61,Electronics,2,500,1000
+733,2023-08-29,CUST733,Male,34,Beauty,1,30,30
+734,2023-01-10,CUST734,Female,27,Clothing,1,30,30
+735,2023-10-04,CUST735,Female,64,Clothing,4,500,2000
+736,2023-01-27,CUST736,Male,29,Clothing,4,25,100
+737,2023-06-29,CUST737,Female,33,Clothing,1,50,50
+738,2023-04-25,CUST738,Male,41,Clothing,2,50,100
+739,2023-11-29,CUST739,Male,36,Beauty,1,25,25
+740,2023-02-05,CUST740,Female,25,Beauty,4,50,200
+741,2023-11-30,CUST741,Male,48,Clothing,1,300,300
+742,2023-01-21,CUST742,Female,38,Electronics,4,500,2000
+743,2023-01-16,CUST743,Female,34,Beauty,4,500,2000
+744,2023-05-07,CUST744,Male,40,Electronics,1,25,25
+745,2023-04-13,CUST745,Male,54,Beauty,2,50,100
+746,2023-01-11,CUST746,Female,33,Clothing,3,30,90
+747,2023-11-15,CUST747,Male,23,Beauty,1,30,30
+748,2023-03-20,CUST748,Male,25,Clothing,3,50,150
+749,2023-05-03,CUST749,Male,42,Beauty,1,30,30
+750,2023-03-06,CUST750,Female,35,Clothing,3,25,75
+751,2023-08-31,CUST751,Female,42,Clothing,2,25,50
+752,2023-12-09,CUST752,Male,29,Clothing,2,50,100
+753,2023-02-28,CUST753,Female,32,Clothing,1,30,30
+754,2023-10-16,CUST754,Female,43,Electronics,4,25,100
+755,2023-04-22,CUST755,Female,58,Clothing,3,25,75
+756,2023-08-27,CUST756,Female,62,Electronics,4,300,1200
+757,2023-12-25,CUST757,Female,43,Electronics,4,300,1200
+758,2023-05-12,CUST758,Male,64,Clothing,4,25,100
+759,2023-07-08,CUST759,Male,49,Electronics,2,50,100
+760,2023-03-27,CUST760,Male,27,Beauty,1,500,500
+761,2023-11-07,CUST761,Female,33,Clothing,1,500,500
+762,2023-11-07,CUST762,Female,24,Electronics,2,25,50
+763,2023-02-28,CUST763,Male,34,Clothing,2,25,50
+764,2023-03-25,CUST764,Female,40,Clothing,1,25,25
+765,2023-06-09,CUST765,Male,43,Clothing,4,50,200
+766,2023-02-25,CUST766,Male,38,Electronics,3,300,900
+767,2023-10-24,CUST767,Male,39,Beauty,3,25,75
+768,2023-01-14,CUST768,Female,24,Beauty,3,25,75
+769,2023-06-09,CUST769,Female,31,Electronics,4,30,120
+770,2023-10-22,CUST770,Male,32,Clothing,1,50,50
+771,2023-12-13,CUST771,Male,24,Electronics,2,25,50
+772,2023-07-12,CUST772,Male,26,Electronics,1,30,30
+773,2023-07-23,CUST773,Male,25,Electronics,4,500,2000
+774,2023-04-12,CUST774,Female,40,Clothing,2,25,50
+775,2023-02-08,CUST775,Female,46,Electronics,4,25,100
+776,2023-10-31,CUST776,Male,35,Clothing,3,30,90
+777,2023-12-20,CUST777,Male,48,Electronics,3,50,150
+778,2023-11-18,CUST778,Female,47,Beauty,4,25,100
+779,2023-05-05,CUST779,Female,56,Electronics,2,500,1000
+780,2023-02-22,CUST780,Male,52,Electronics,2,25,50
+781,2023-12-23,CUST781,Male,35,Beauty,1,500,500
+782,2023-06-04,CUST782,Male,59,Clothing,3,300,900
+783,2023-12-17,CUST783,Female,56,Clothing,1,300,300
+784,2023-11-04,CUST784,Female,34,Electronics,1,500,500
+785,2023-03-03,CUST785,Female,31,Beauty,4,50,200
+786,2023-10-17,CUST786,Male,48,Clothing,4,25,100
+787,2023-01-22,CUST787,Male,41,Electronics,1,25,25
+788,2023-06-27,CUST788,Female,52,Beauty,3,300,900
+789,2023-09-30,CUST789,Female,61,Clothing,4,500,2000
+790,2023-08-08,CUST790,Male,62,Clothing,1,25,25
+791,2023-12-05,CUST791,Female,51,Beauty,1,25,25
+792,2023-07-09,CUST792,Female,20,Beauty,1,50,50
+793,2023-02-05,CUST793,Male,54,Beauty,1,30,30
+794,2023-09-17,CUST794,Female,60,Beauty,1,300,300
+795,2023-11-28,CUST795,Male,57,Electronics,1,300,300
+796,2023-06-24,CUST796,Male,43,Beauty,4,30,120
+797,2023-01-07,CUST797,Male,40,Clothing,3,25,75
+798,2023-08-04,CUST798,Male,61,Clothing,1,50,50
+799,2023-09-08,CUST799,Male,56,Electronics,2,50,100
+800,2023-02-24,CUST800,Male,32,Clothing,4,300,1200
+801,2023-08-10,CUST801,Male,21,Clothing,4,50,200
+802,2023-07-05,CUST802,Female,46,Beauty,1,30,30
+803,2023-11-22,CUST803,Male,39,Clothing,4,25,100
+804,2023-08-24,CUST804,Male,42,Electronics,1,30,30
+805,2023-12-29,CUST805,Female,30,Beauty,3,500,1500
+806,2023-03-20,CUST806,Female,35,Beauty,3,300,900
+807,2023-08-11,CUST807,Female,50,Electronics,4,50,200
+808,2023-04-01,CUST808,Male,33,Beauty,4,500,2000
+809,2023-09-25,CUST809,Female,62,Beauty,2,50,100
+810,2023-11-30,CUST810,Male,59,Electronics,4,25,100
+811,2023-05-19,CUST811,Male,61,Beauty,2,25,50
+812,2023-11-12,CUST812,Male,19,Electronics,3,25,75
+813,2023-10-03,CUST813,Male,52,Electronics,3,50,150
+814,2023-09-05,CUST814,Female,59,Clothing,1,500,500
+815,2023-08-27,CUST815,Female,51,Clothing,3,25,75
+816,2023-08-12,CUST816,Male,47,Beauty,2,500,1000
+817,2023-10-31,CUST817,Male,30,Beauty,4,50,200
+818,2023-05-18,CUST818,Male,30,Electronics,1,500,500
+819,2023-06-15,CUST819,Female,35,Beauty,2,50,100
+820,2023-05-06,CUST820,Male,49,Electronics,4,50,200
+821,2023-02-14,CUST821,Male,49,Electronics,1,300,300
+822,2023-05-23,CUST822,Female,52,Beauty,3,50,150
+823,2023-08-19,CUST823,Female,56,Electronics,2,50,100
+824,2023-05-05,CUST824,Male,63,Clothing,4,30,120
+825,2023-08-26,CUST825,Female,46,Beauty,1,25,25
+826,2023-10-19,CUST826,Female,46,Clothing,1,300,300
+827,2023-11-09,CUST827,Male,61,Beauty,3,300,900
+828,2023-12-09,CUST828,Female,33,Electronics,4,300,1200
+829,2023-07-14,CUST829,Male,61,Beauty,3,30,90
+830,2023-06-22,CUST830,Female,64,Clothing,3,50,150
+831,2023-01-15,CUST831,Male,27,Electronics,4,25,100
+832,2023-09-11,CUST832,Male,47,Beauty,4,500,2000
+833,2023-06-16,CUST833,Male,42,Beauty,4,50,200
+834,2023-04-04,CUST834,Female,56,Beauty,2,30,60
+835,2023-09-07,CUST835,Male,37,Clothing,4,50,200
+836,2023-04-19,CUST836,Female,22,Clothing,1,50,50
+837,2023-07-01,CUST837,Male,18,Beauty,3,30,90
+838,2023-05-13,CUST838,Male,47,Electronics,2,300,600
+839,2023-06-24,CUST839,Female,20,Electronics,4,300,1200
+840,2023-05-24,CUST840,Male,62,Clothing,2,25,50
+841,2023-11-02,CUST841,Male,31,Electronics,4,25,100
+842,2023-12-26,CUST842,Female,47,Clothing,2,300,600
+843,2023-05-22,CUST843,Male,21,Beauty,3,500,1500
+844,2023-10-12,CUST844,Male,35,Clothing,3,50,150
+845,2023-01-06,CUST845,Male,54,Clothing,1,500,500
+846,2023-09-22,CUST846,Male,42,Beauty,1,50,50
+847,2023-04-08,CUST847,Female,18,Electronics,4,300,1200
+848,2023-02-13,CUST848,Female,63,Clothing,3,25,75
+849,2023-05-04,CUST849,Male,32,Clothing,2,25,50
+850,2023-07-28,CUST850,Female,26,Beauty,2,500,1000
+851,2023-09-08,CUST851,Male,32,Electronics,2,25,50
+852,2023-10-12,CUST852,Female,41,Clothing,1,300,300
+853,2023-05-04,CUST853,Male,21,Beauty,2,500,1000
+854,2023-12-20,CUST854,Male,29,Clothing,1,50,50
+855,2023-09-01,CUST855,Male,54,Beauty,1,25,25
+856,2023-11-27,CUST856,Male,54,Electronics,4,30,120
+857,2023-12-31,CUST857,Male,60,Electronics,2,25,50
+858,2023-09-09,CUST858,Male,23,Electronics,2,50,100
+859,2023-08-18,CUST859,Female,56,Electronics,3,500,1500
+860,2023-01-09,CUST860,Male,63,Clothing,4,50,200
+861,2023-02-17,CUST861,Female,41,Clothing,3,30,90
+862,2023-05-31,CUST862,Male,28,Electronics,4,300,1200
+863,2023-04-24,CUST863,Female,30,Electronics,2,25,50
+864,2023-07-27,CUST864,Female,51,Electronics,1,500,500
+865,2023-12-21,CUST865,Female,42,Clothing,1,300,300
+866,2023-05-05,CUST866,Male,24,Electronics,1,50,50
+867,2023-06-06,CUST867,Male,21,Electronics,1,500,500
+868,2023-12-06,CUST868,Female,25,Electronics,1,300,300
+869,2023-10-25,CUST869,Male,37,Beauty,3,500,1500
+870,2023-07-08,CUST870,Female,46,Electronics,4,30,120
+871,2023-08-31,CUST871,Male,62,Beauty,2,30,60
+872,2023-10-11,CUST872,Female,63,Beauty,3,25,75
+873,2023-09-29,CUST873,Female,27,Electronics,4,25,100
+874,2023-06-26,CUST874,Male,60,Beauty,1,30,30
+875,2023-08-06,CUST875,Female,51,Electronics,4,500,2000
+876,2023-10-09,CUST876,Male,43,Clothing,4,30,120
+877,2023-06-19,CUST877,Female,58,Clothing,1,25,25
+878,2023-06-30,CUST878,Female,20,Clothing,1,30,30
+879,2023-12-26,CUST879,Male,23,Clothing,1,30,30
+880,2023-08-21,CUST880,Male,22,Beauty,2,500,1000
+881,2023-05-19,CUST881,Male,22,Electronics,1,300,300
+882,2023-06-06,CUST882,Female,64,Electronics,2,25,50
+883,2023-05-09,CUST883,Male,40,Electronics,1,500,500
+884,2023-04-29,CUST884,Female,26,Clothing,2,30,60
+885,2023-03-03,CUST885,Female,52,Clothing,4,30,120
+886,2023-04-09,CUST886,Male,37,Electronics,3,300,900
+887,2023-06-11,CUST887,Male,59,Clothing,4,25,100
+888,2023-03-03,CUST888,Female,52,Electronics,4,25,100
+889,2023-10-02,CUST889,Female,35,Electronics,1,50,50
+890,2023-12-20,CUST890,Male,34,Electronics,2,25,50
+891,2023-04-05,CUST891,Male,41,Electronics,3,300,900
+892,2023-04-09,CUST892,Male,20,Electronics,1,50,50
+893,2023-04-21,CUST893,Male,49,Electronics,1,50,50
+894,2023-09-05,CUST894,Male,52,Electronics,1,30,30
+895,2023-05-22,CUST895,Female,55,Clothing,4,30,120
+896,2023-10-29,CUST896,Female,30,Electronics,2,25,50
+897,2023-09-26,CUST897,Female,64,Electronics,2,50,100
+898,2023-11-02,CUST898,Female,42,Clothing,3,30,90
+899,2023-05-25,CUST899,Male,26,Clothing,2,300,600
+900,2023-02-21,CUST900,Male,21,Clothing,2,30,60
+901,2023-04-10,CUST901,Male,31,Electronics,1,30,30
+902,2023-06-01,CUST902,Female,54,Beauty,1,50,50
+903,2023-04-27,CUST903,Female,51,Beauty,4,50,200
+904,2023-07-04,CUST904,Male,28,Clothing,1,500,500
+905,2023-04-02,CUST905,Male,58,Beauty,1,300,300
+906,2023-06-04,CUST906,Female,20,Clothing,1,50,50
+907,2023-01-08,CUST907,Female,45,Electronics,1,25,25
+908,2023-12-29,CUST908,Male,46,Beauty,4,300,1200
+909,2023-10-01,CUST909,Male,26,Electronics,1,300,300
+910,2023-03-06,CUST910,Female,20,Beauty,3,50,150
+911,2023-05-21,CUST911,Male,42,Electronics,3,300,900
+912,2023-01-24,CUST912,Male,51,Beauty,3,50,150
+913,2023-01-28,CUST913,Male,29,Electronics,3,30,90
+914,2023-10-11,CUST914,Female,59,Electronics,1,500,500
+915,2023-05-30,CUST915,Female,26,Beauty,3,30,90
+916,2023-12-24,CUST916,Female,32,Electronics,1,50,50
+917,2023-03-06,CUST917,Female,57,Electronics,4,50,200
+918,2023-11-23,CUST918,Female,42,Electronics,3,30,90
+919,2023-09-09,CUST919,Female,22,Beauty,2,25,50
+920,2023-02-22,CUST920,Female,28,Beauty,3,25,75
+921,2023-01-07,CUST921,Male,51,Electronics,3,25,75
+922,2023-10-21,CUST922,Male,41,Electronics,1,50,50
+923,2023-05-26,CUST923,Male,32,Beauty,3,300,900
+924,2023-08-29,CUST924,Male,55,Beauty,2,50,100
+925,2023-09-03,CUST925,Male,25,Electronics,1,300,300
+926,2023-08-14,CUST926,Male,22,Electronics,1,30,30
+927,2023-06-24,CUST927,Male,43,Electronics,4,500,2000
+928,2023-04-05,CUST928,Female,35,Clothing,4,300,1200
+929,2023-01-27,CUST929,Female,23,Beauty,3,25,75
+930,2023-05-10,CUST930,Male,54,Clothing,4,50,200
+931,2023-09-02,CUST931,Male,30,Beauty,4,30,120
+932,2023-02-28,CUST932,Female,45,Beauty,4,25,100
+933,2023-02-03,CUST933,Male,22,Beauty,1,30,30
+934,2023-07-25,CUST934,Male,30,Beauty,1,500,500
+935,2023-09-09,CUST935,Female,34,Beauty,1,50,50
+936,2023-02-07,CUST936,Male,57,Beauty,4,50,200
+937,2023-10-23,CUST937,Female,62,Beauty,1,500,500
+938,2023-11-19,CUST938,Male,49,Clothing,4,50,200
+939,2023-12-18,CUST939,Female,46,Electronics,1,300,300
+940,2023-01-28,CUST940,Female,20,Electronics,1,30,30
+941,2023-03-19,CUST941,Female,57,Clothing,2,25,50
+942,2023-03-18,CUST942,Male,51,Clothing,3,500,1500
+943,2023-10-16,CUST943,Female,57,Clothing,4,300,1200
+944,2023-06-05,CUST944,Male,44,Clothing,2,25,50
+945,2023-02-13,CUST945,Male,30,Beauty,1,25,25
+946,2023-05-08,CUST946,Male,62,Electronics,4,500,2000
+947,2023-03-02,CUST947,Male,50,Beauty,1,300,300
+948,2023-10-13,CUST948,Female,23,Electronics,3,25,75
+949,2023-08-02,CUST949,Female,41,Electronics,2,25,50
+950,2023-11-07,CUST950,Male,36,Clothing,3,300,900
+951,2023-11-02,CUST951,Male,33,Beauty,2,50,100
+952,2023-11-13,CUST952,Female,57,Clothing,1,25,25
+953,2023-04-26,CUST953,Male,45,Beauty,3,30,90
+954,2023-09-25,CUST954,Female,50,Electronics,3,300,900
+955,2023-07-14,CUST955,Male,58,Clothing,1,25,25
+956,2023-08-19,CUST956,Male,30,Clothing,3,500,1500
+957,2023-08-15,CUST957,Female,60,Electronics,4,30,120
+958,2023-06-02,CUST958,Male,62,Electronics,2,25,50
+959,2023-10-29,CUST959,Female,42,Electronics,2,30,60
+960,2023-08-08,CUST960,Male,59,Clothing,2,30,60
+961,2023-06-06,CUST961,Male,53,Beauty,4,50,200
+962,2023-10-19,CUST962,Male,44,Clothing,2,30,60
+963,2023-11-14,CUST963,Female,55,Beauty,1,50,50
+964,2023-01-31,CUST964,Male,24,Clothing,3,300,900
+965,2023-11-09,CUST965,Male,22,Clothing,4,50,200
+966,2023-02-20,CUST966,Male,60,Electronics,2,500,1000
+967,2023-04-17,CUST967,Male,62,Beauty,1,25,25
+968,2023-11-17,CUST968,Female,48,Clothing,3,300,900
+969,2023-04-19,CUST969,Female,40,Clothing,3,300,900
+970,2023-05-16,CUST970,Male,59,Electronics,4,500,2000
+971,2023-12-05,CUST971,Female,27,Electronics,4,50,200
+972,2023-02-11,CUST972,Male,49,Beauty,4,25,100
+973,2023-03-22,CUST973,Male,60,Clothing,1,50,50
+974,2023-05-03,CUST974,Male,47,Beauty,1,30,30
+975,2023-03-30,CUST975,Female,56,Clothing,4,50,200
+976,2023-10-10,CUST976,Female,48,Beauty,2,300,600
+977,2023-02-08,CUST977,Female,35,Electronics,3,25,75
+978,2023-03-22,CUST978,Female,53,Clothing,3,50,150
+979,2023-01-02,CUST979,Female,19,Beauty,1,25,25
+980,2023-07-29,CUST980,Female,31,Electronics,3,25,75
+981,2023-08-19,CUST981,Female,30,Electronics,2,30,60
+982,2023-12-19,CUST982,Female,46,Beauty,3,30,90
+983,2023-11-01,CUST983,Female,29,Clothing,1,300,300
+984,2023-08-29,CUST984,Male,56,Clothing,1,500,500
+985,2023-05-30,CUST985,Female,19,Electronics,2,25,50
+986,2023-01-17,CUST986,Female,49,Clothing,2,500,1000
+987,2023-04-29,CUST987,Female,30,Clothing,3,300,900
+988,2023-05-28,CUST988,Female,63,Clothing,3,25,75
+989,2023-12-28,CUST989,Female,44,Electronics,1,25,25
+990,2023-05-25,CUST990,Female,58,Beauty,2,500,1000
+991,2023-12-26,CUST991,Female,34,Clothing,2,50,100
+992,2023-08-21,CUST992,Female,57,Electronics,2,30,60
+993,2023-02-06,CUST993,Female,48,Electronics,3,50,150
+994,2023-12-18,CUST994,Female,51,Beauty,2,500,1000
+995,2023-04-30,CUST995,Female,41,Clothing,1,30,30
+996,2023-05-16,CUST996,Male,62,Clothing,1,50,50
+997,2023-11-17,CUST997,Male,52,Beauty,3,30,90
+998,2023-10-29,CUST998,Female,23,Beauty,4,25,100
+999,2023-12-05,CUST999,Female,36,Electronics,3,50,150
+1000,2023-04-12,CUST1000,Male,47,Electronics,4,30,120