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前往新版Gitcode,体验更适合开发者的 AI 搜索 >>
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457ee737
编写于
7月 31, 2020
作者:
P
PyCaret
提交者:
GitHub
7月 31, 2020
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Delete datasets.py
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# Module: Datasets
# Author: Moez Ali <moez.ali@queensu.ca>
# License: MIT
def
get_data
(
dataset
,
save_copy
=
False
,
profile
=
False
,
verbose
=
True
):
"""
Description:
------------
This function loads sample datasets that are available in the pycaret git
repository. The full list of available datasets and their descriptions can
be viewed by calling index.
Example
-------
data = get_data('index')
This will display the list of available datasets that can be loaded
using the get_data() function. For example, to load the credit dataset:
credit = get_data('credit')
Parameters
----------
dataset : string
index value of dataset
save_copy : bool, default = False
When set to true, it saves a copy of the dataset to your local active directory.
profile: bool, default = False
If set to true, a data profile for Exploratory Data Analysis will be displayed
in an interactive HTML report.
verbose: bool, default = True
When set to False, head of data is not displayed.
Returns:
--------
DataFrame: Pandas dataframe is returned.
----------
Warnings:
---------
- Use of get_data() requires internet connection.
"""
import
pandas
as
pd
from
IPython.display
import
display
,
HTML
,
clear_output
,
update_display
address
=
'https://raw.githubusercontent.com/pycaret/pycaret/master/datasets/'
extension
=
'.csv'
filename
=
dataset
complete_address
=
address
+
str
(
dataset
)
+
extension
data
=
pd
.
read_csv
(
complete_address
)
#create a copy for pandas profiler
data_for_profiling
=
data
.
copy
()
if
save_copy
:
save_name
=
str
(
dataset
)
+
str
(
extension
)
data
.
to_csv
(
save_name
)
if
dataset
==
'index'
:
display
(
data
)
else
:
if
profile
:
import
pandas_profiling
pf
=
pandas_profiling
.
ProfileReport
(
data_for_profiling
)
display
(
pf
)
else
:
if
verbose
:
display
(
data
.
head
())
return
data
\ No newline at end of file
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