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sql-to-pandas.py
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sql-to-pandas.py
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# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
# specific language governing permissions and limitations
# under the License.
from datafusion import SessionContext
# Create a DataFusion context
ctx = SessionContext()
# Register table with context
ctx.register_parquet("taxi", "yellow_tripdata_2021-01.parquet")
# Execute SQL
df = ctx.sql(
"select passenger_count, count(*) "
"from taxi "
"where passenger_count is not null "
"group by passenger_count "
"order by passenger_count"
)
# convert to Pandas
pandas_df = df.to_pandas()
# create a chart
fig = pandas_df.plot(
kind="bar", title="Trip Count by Number of Passengers"
).get_figure()
fig.savefig("chart.png")