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examples
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export.py
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examples
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export.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.
import
datafusion
# create a context
ctx
=
datafusion
.
SessionContext
()
# create a new datafusion DataFrame
df
=
ctx
.
from_pydict
({
"a"
: [
1
,
2
,
3
],
"b"
: [
4
,
5
,
6
]})
# Dataframe:
# +---+---+
# | a | b |
# +---+---+
# | 1 | 4 |
# | 2 | 5 |
# | 3 | 6 |
# +---+---+
# export to pandas dataframe
pandas_df
=
df
.
to_pandas
()
assert
pandas_df
.
shape
==
(
3
,
2
)
# export to PyArrow table
arrow_table
=
df
.
to_arrow_table
()
assert
arrow_table
.
shape
==
(
3
,
2
)
# export to Polars dataframe
polars_df
=
df
.
to_polars
()
assert
polars_df
.
shape
==
(
3
,
2
)
# export to Python list of rows
pylist
=
df
.
to_pylist
()
assert
pylist
==
[{
"a"
:
1
,
"b"
:
4
}, {
"a"
:
2
,
"b"
:
5
}, {
"a"
:
3
,
"b"
:
6
}]
# export to Python dictionary of columns
pydict
=
df
.
to_pydict
()
assert
pydict
==
{
"a"
: [
1
,
2
,
3
],
"b"
: [
4
,
5
,
6
]}
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