Return DataFrame 使用 ipywidgets 按钮

Question

我目前正在创建一个从 pandas 继承 DataFrame 的 Class。我有兴趣开发一种名为 'new_filter' 的方法，它是 DataFrame 命令的更高级执行：

import pandas as pd
from ipywidgets import widgets
from IPython.display import display
import numpy as np

class Result(pd.DataFrame):

@property
def _constructor(self):
    return Result

def _filter_done(self, c):
    self._column_name = self._filter_dd.value
    self._expression = self._filter_txt.value
    return self[eval('self.'+ self._column_name +'  '+self._expression)]

def new_filter(self):
    self._filter_dd = widgets.Dropdown(options=list(self.columns),
                                            description='Column:')
    self._filter_txt = widgets.Text(description='Expr:')
    self._filter_button = widgets.Button(description = 'Done')
    self._filter_box = widgets.VBox([self._filter_dd, self._filter_txt, self._filter_button])
    display(self._filter_box)
    self._filter_button.on_click(self._filter_done)

创建对象后：

test = Result(np.random.randn(3,4), columns=['A','B','C','D']) #just an example
test_2 = test.new_filter()

然后，例如： Widget Output

我想要的是 'test_2' 是来自 'Result' class 的对象。有解决办法吗？

Answer 1

首先，您必须 return 在函数 new_filter 中添加一些内容。第二，如果要修改同一个对象，我觉得有点难。您可以做的一件事是拥有一个可以在 _filter_done.

中更新的特征的对象

这里有一个小例子来说明如何做到这一点：

import pandas as pd
from ipywidgets import widgets
from IPython.display import display
import numpy as np

class Result(pd.DataFrame):
    @property
    def _constructor(self):
        return Result

    def _filter_done(self, obj, c):
        ## obj is the obejct to be modified. 
        ## Updating its data attribute to have the filtered data.
        self._column_name = self._filter_dd.value
        self._expression = self._filter_txt.value
        obj.data = self[eval('self.'+ self._column_name +'  '+self._expression)]

    def new_filter(self):
        self._filter_dd = widgets.Dropdown(options=list(self.columns),
                                            description='Column:')
        self._filter_txt = widgets.Text(description='Expr:')
        self._filter_button = widgets.Button(description = 'Done')
        self._filter_box = widgets.VBox([self._filter_dd, self._filter_txt, self._filter_button])
        display(self._filter_box)

        result_obj = FilterResult()
        self._filter_button.on_click(lambda arg: self._filter_done(result_obj, arg))
        return result_obj

from traitlets import HasTraits
from traittypes import DataFrame

class FilterResult(HasTraits):
    data = DataFrame()

使用与您问题中相同的示例代码，即

test = Result(np.random.randn(3,4), columns=['A', 'B', 'C','D']) #just an example
test_2 = test.new_filter()

您可以看到，无论何时单击完成，更新的 dataframe 都在 test_2.data。

Return DataFrame 使用 ipywidgets 按钮

Return DataFrame using ipywidgets Button

python

python-3.x

pandas

ipython-notebook

ipywidgets