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"top 100 distinct customers with single biggest transactions"
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| from sqlalchemy import Integer, String, create_engine, Column, func, ForeignKey | |
| from sqlalchemy.orm import Session | |
| from sqlalchemy.ext.declarative import declarative_base | |
| import random | |
| Base = declarative_base() | |
| class Customer(Base): | |
| __tablename__ = 'customer' | |
| id = Column(Integer, primary_key=True) | |
| name = Column(String) | |
| class CustomerTransaction(Base): | |
| __tablename__ = 'customer_transaction' | |
| id = Column(Integer, primary_key=True) | |
| customer = Column(Integer, ForeignKey('customer.id')) | |
| transaction = Column(String) | |
| value = Column(Integer) | |
| e = create_engine("sqlite://") | |
| Base.metadata.create_all(e) | |
| session = Session(e) | |
| customers = [Customer(name="Customer %d" % i) for i in xrange(100)] | |
| session.add_all(customers) | |
| session.flush() | |
| for i in xrange(1000): | |
| session.add( | |
| CustomerTransaction( | |
| customer=random.choice(customers).id, | |
| transaction="trans%d" % random.randint(1, 1000), | |
| value=random.randint(100, 500) | |
| ) | |
| ) | |
| session.commit() | |
| e.echo = True | |
| subq = session.query( | |
| CustomerTransaction.customer, | |
| func.max(CustomerTransaction.value).label('value') | |
| ).\ | |
| group_by(CustomerTransaction.customer).\ | |
| subquery() | |
| customers = session.query(Customer, subq.c.value).\ | |
| join(subq, Customer.id == subq.c.customer).\ | |
| order_by(subq.c.value.desc()).\ | |
| limit(100).all() | |
| print "; ".join("Name: %s, value %s" % (c.name, value) | |
| for c, value in customers) |
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