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Leipzig Machine Learning Group
conML
python
Commits
ef5714f7
Commit
ef5714f7
authored
5 years ago
by
dmt
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Define abstract adapter for all data sources and a pandas wrapper.
parent
e3a75c0a
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cml/ports/source_adapters.py
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cml/ports/source_adapters.py
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View file @
ef5714f7
from
abc
import
abstractmethod
,
ABC
import
pandas
as
pd
class
Adapter
(
ABC
):
@abstractmethod
def
read_csv
(
self
):
pass
@abstractmethod
def
sort
(
self
,
*
args
,
**
kwargs
):
pass
@abstractmethod
def
set_column_value
(
self
,
*
args
,
**
kwargs
):
pass
@abstractmethod
def
set_column_values
(
self
,
*
args
,
**
kwargs
):
pass
@abstractmethod
def
get_column_name_by_index
(
self
,
*
args
,
**
kwargs
):
pass
@abstractmethod
def
get_column_index_by_index
(
self
,
*
args
,
**
kwargs
):
pass
@abstractmethod
def
get_columns
(
self
,
*
args
,
**
kwargs
):
pass
@abstractmethod
def
drop_colunn_by_name
(
self
,
*
args
,
**
kwargs
):
pass
@abstractmethod
def
get_column_values_as_list
(
self
,
*
args
,
**
kwargs
):
pass
class
PandasAdapter
:
def
__init__
(
self
,
data_frame
):
self
.
__data_frame
=
data_frame
@classmethod
def
read_csv_data
(
cls
,
path
):
data_frame
=
pd
.
read_csv
(
path
)
return
PandasAdapter
(
data_frame
)
def
get_column_values
(
self
,
column_name
):
return
self
.
__data_frame
[
column_name
]
def
get_column_values_as_list
(
self
,
column_name
):
return
self
.
__data_frame
[
column_name
].
tolist
()
def
get_columns
(
self
):
return
self
.
__data_frame
.
columns
def
drop_column_by_index
(
self
,
index
):
column
=
self
.
get_column_name_by_index
(
index
)
self
.
__data_frame
.
drop
(
columns
=
[
column
],
inplace
=
True
)
def
drop_column_by_name
(
self
,
name
):
self
.
__data_frame
.
drop
(
columns
=
[
name
],
inplace
=
True
)
def
get_column_index_by_name
(
self
,
name
):
return
self
.
__data_frame
.
get_loc
(
name
)
def
get_column_name_by_index
(
self
,
index
):
column_names
=
self
.
__data_frame
.
columns
return
column_names
[
index
]
def
set_column_value
(
self
,
column_name
,
value
):
self
.
__data_frame
[
column_name
]
=
value
def
sort
(
self
,
column_name
,
ascending
=
True
):
self
.
__data_frame
.
sort_values
(
by
=
[
column_name
],
ascending
=
ascending
,
inplace
=
True
)
def
set_column_values
(
self
,
column
,
values
):
self
.
__data_frame
[
column
]
=
values
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