83 Distribution Plots in seaborn Telugu dist plot

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Distribution Plots¶

Let's discuss some plots that allow us to visualize the distribution of a data set. These plots are:

• distplot
• jointplot
• pairplot
• rugplot
• kdeplot

In [8]:

import seaborn as sns
%matplotlib inline

In [9]:

tips = sns.load_dataset('tips')

In [11]:

tips.head()

Out[11]:

	total_bill	tip	sex	smoker	day	time	size
0	16.99	1.01	Female	No	Sun	Dinner	2
1	10.34	1.66	Male	No	Sun	Dinner	3
2	21.01	3.50	Male	No	Sun	Dinner	3
3	23.68	3.31	Male	No	Sun	Dinner	2
4	24.59	3.61	Female	No	Sun	Dinner	4

distplot¶

The distplot shows the distribution of a univariate set of observations.

In [15]:

sns.distplot(tips['total_bill'])

Out[15]:

<matplotlib.axes._subplots.AxesSubplot at 0xc1220b8>

In [14]:

sns.distplot(tips['total_bill'],kde=False)

Out[14]:

<matplotlib.axes._subplots.AxesSubplot at 0xc07a518>

In [6]:

sns.distplot(tips['total_bill'],kde=False,bins=30)

Out[6]:

<matplotlib.axes._subplots.AxesSubplot at 0x8020b70>

In [16]:

sns.distplot(tips['total_bill'],kde=False,bins=130)

Out[16]:

<matplotlib.axes._subplots.AxesSubplot at 0xc18c470>

In [23]:

sns.distplot(tips[["size","totl_bill"]],kde=False)

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
<ipython-input-23-2f40f0d8520e> in <module>()
----> 1 sns.distplot(tips[["size","totl_bill"]],kde=False)

~\Anaconda3\lib\site-packages\pandas\core\frame.py in __getitem__(self, key)
   2131         if isinstance(key, (Series, np.ndarray, Index, list)):
   2132             # either boolean or fancy integer index
-> 2133             return self._getitem_array(key)
   2134         elif isinstance(key, DataFrame):
   2135             return self._getitem_frame(key)

~\Anaconda3\lib\site-packages\pandas\core\frame.py in _getitem_array(self, key)
   2175             return self._take(indexer, axis=0, convert=False)
   2176         else:
-> 2177             indexer = self.loc._convert_to_indexer(key, axis=1)
   2178             return self._take(indexer, axis=1, convert=True)
   2179 

~\Anaconda3\lib\site-packages\pandas\core\indexing.py in _convert_to_indexer(self, obj, axis, is_setter)
   1267                 if mask.any():
   1268                     raise KeyError('{mask} not in index'
-> 1269                                    .format(mask=objarr[mask]))
   1270 
   1271                 return _values_from_object(indexer)

KeyError: "['totl_bill'] not in index"