| # 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") |