In [1]:

    

import pandas as pdp


    

In [2]:

    

import numpy as np


    

In [6]:

    

df = pd.DataFrame(np.random.randn(1000,1000))


    

In [39]:

    

%time df.to_hdf("test.h5","test")


    

    




CPU times: user 6.67 ms, sys: 3.33 ms, total: 10 ms
Wall time: 9.24 ms

In [27]:

    

df.columns = map(str,df.columns)


    

In [29]:

    

df.index = map(str,df.index)


    

In [34]:

    

df_dict = df.to_dict()
df_list = df.to_dict(orient="list")
df_record = df.to_dict(orient="record")


    

In [35]:

    

from pymongo import MongoClient


    

In [36]:

    

mcli = MongoClient()


    

In [38]:

    

%time mcli.liang2.test.insert(df_record)


    

    




CPU times: user 443 ms, sys: 3.33 ms, total: 447 ms
Wall time: 504 ms






    
Out[38]:





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 ObjectId('5573053cdc92ab159d8569fd'),
 ObjectId('5573053cdc92ab159d8569fe'),
 ObjectId('5573053cdc92ab159d8569ff'),
 ObjectId('5573053cdc92ab159d856a00'),
 ObjectId('5573053cdc92ab159d856a01'),
 ObjectId('5573053cdc92ab159d856a02'),
 ObjectId('5573053cdc92ab159d856a03'),
 ObjectId('5573053cdc92ab159d856a04'),
 ObjectId('5573053cdc92ab159d856a05'),
 ObjectId('5573053cdc92ab159d856a06'),
 ObjectId('5573053cdc92ab159d856a07'),
 ObjectId('5573053cdc92ab159d856a08'),
 ObjectId('5573053cdc92ab159d856a09'),
 ObjectId('5573053cdc92ab159d856a0a'),
 ObjectId('5573053cdc92ab159d856a0b'),
 ObjectId('5573053cdc92ab159d856a0c'),
 ObjectId('5573053cdc92ab159d856a0d'),
 ObjectId('5573053cdc92ab159d856a0e'),
 ObjectId('5573053cdc92ab159d856a0f'),
 ObjectId('5573053cdc92ab159d856a10'),
 ObjectId('5573053cdc92ab159d856a11'),
 ObjectId('5573053cdc92ab159d856a12'),
 ObjectId('5573053cdc92ab159d856a13'),
 ObjectId('5573053cdc92ab159d856a14'),
 ObjectId('5573053cdc92ab159d856a15'),
 ObjectId('5573053cdc92ab159d856a16'),
 ObjectId('5573053cdc92ab159d856a17'),
 ObjectId('5573053cdc92ab159d856a18'),
 ObjectId('5573053cdc92ab159d856a19'),
 ObjectId('5573053cdc92ab159d856a1a'),
 ObjectId('5573053cdc92ab159d856a1b'),
 ObjectId('5573053cdc92ab159d856a1c'),
 ObjectId('5573053cdc92ab159d856a1d'),
 ObjectId('5573053cdc92ab159d856a1e'),
 ObjectId('5573053cdc92ab159d856a1f'),
 ObjectId('5573053cdc92ab159d856a20'),
 ObjectId('5573053cdc92ab159d856a21'),
 ObjectId('5573053cdc92ab159d856a22'),
 ObjectId('5573053cdc92ab159d856a23'),
 ObjectId('5573053cdc92ab159d856a24'),
 ObjectId('5573053cdc92ab159d856a25'),
 ObjectId('5573053cdc92ab159d856a26'),
 ObjectId('5573053cdc92ab159d856a27'),
 ObjectId('5573053cdc92ab159d856a28'),
 ObjectId('5573053cdc92ab159d856a29'),
 ObjectId('5573053cdc92ab159d856a2a'),
 ObjectId('5573053cdc92ab159d856a2b'),
 ObjectId('5573053cdc92ab159d856a2c'),
 ObjectId('5573053cdc92ab159d856a2d'),
 ObjectId('5573053cdc92ab159d856a2e'),
 ObjectId('5573053cdc92ab159d856a2f'),
 ObjectId('5573053cdc92ab159d856a30'),
 ObjectId('5573053cdc92ab159d856a31'),
 ObjectId('5573053cdc92ab159d856a32'),
 ObjectId('5573053cdc92ab159d856a33'),
 ObjectId('5573053cdc92ab159d856a34'),
 ObjectId('5573053cdc92ab159d856a35'),
 ObjectId('5573053cdc92ab159d856a36'),
 ObjectId('5573053cdc92ab159d856a37'),
 ObjectId('5573053cdc92ab159d856a38'),
 ObjectId('5573053cdc92ab159d856a39'),
 ObjectId('5573053cdc92ab159d856a3a'),
 ObjectId('5573053cdc92ab159d856a3b'),
 ObjectId('5573053cdc92ab159d856a3c'),
 ObjectId('5573053cdc92ab159d856a3d'),
 ObjectId('5573053cdc92ab159d856a3e'),
 ObjectId('5573053cdc92ab159d856a3f'),
 ObjectId('5573053cdc92ab159d856a40'),
 ObjectId('5573053cdc92ab159d856a41'),
 ObjectId('5573053cdc92ab159d856a42'),
 ObjectId('5573053cdc92ab159d856a43'),
 ObjectId('5573053cdc92ab159d856a44'),
 ObjectId('5573053cdc92ab159d856a45'),
 ObjectId('5573053cdc92ab159d856a46'),
 ObjectId('5573053cdc92ab159d856a47'),
 ObjectId('5573053cdc92ab159d856a48'),
 ObjectId('5573053cdc92ab159d856a49'),
 ObjectId('5573053cdc92ab159d856a4a'),
 ObjectId('5573053cdc92ab159d856a4b'),
 ObjectId('5573053cdc92ab159d856a4c'),
 ObjectId('5573053cdc92ab159d856a4d'),
 ObjectId('5573053cdc92ab159d856a4e'),
 ObjectId('5573053cdc92ab159d856a4f'),
 ObjectId('5573053cdc92ab159d856a50'),
 ObjectId('5573053cdc92ab159d856a51'),
 ObjectId('5573053cdc92ab159d856a52'),
 ObjectId('5573053cdc92ab159d856a53'),
 ObjectId('5573053cdc92ab159d856a54'),
 ObjectId('5573053cdc92ab159d856a55'),
 ObjectId('5573053cdc92ab159d856a56'),
 ObjectId('5573053cdc92ab159d856a57'),
 ObjectId('5573053cdc92ab159d856a58'),
 ObjectId('5573053cdc92ab159d856a59'),
 ObjectId('5573053cdc92ab159d856a5a'),
 ObjectId('5573053cdc92ab159d856a5b'),
 ObjectId('5573053cdc92ab159d856a5c'),
 ObjectId('5573053cdc92ab159d856a5d'),
 ObjectId('5573053cdc92ab159d856a5e'),
 ObjectId('5573053cdc92ab159d856a5f'),
 ObjectId('5573053cdc92ab159d856a60'),
 ObjectId('5573053cdc92ab159d856a61'),
 ObjectId('5573053cdc92ab159d856a62'),
 ObjectId('5573053cdc92ab159d856a63'),
 ObjectId('5573053cdc92ab159d856a64'),
 ObjectId('5573053cdc92ab159d856a65'),
 ObjectId('5573053cdc92ab159d856a66'),
 ObjectId('5573053cdc92ab159d856a67'),
 ObjectId('5573053cdc92ab159d856a68'),
 ObjectId('5573053cdc92ab159d856a69'),
 ObjectId('5573053cdc92ab159d856a6a'),
 ObjectId('5573053cdc92ab159d856a6b'),
 ObjectId('5573053cdc92ab159d856a6c'),
 ObjectId('5573053cdc92ab159d856a6d'),
 ObjectId('5573053cdc92ab159d856a6e'),
 ObjectId('5573053cdc92ab159d856a6f'),
 ObjectId('5573053cdc92ab159d856a70'),
 ObjectId('5573053cdc92ab159d856a71'),
 ObjectId('5573053cdc92ab159d856a72'),
 ObjectId('5573053cdc92ab159d856a73'),
 ObjectId('5573053cdc92ab159d856a74'),
 ObjectId('5573053cdc92ab159d856a75'),
 ObjectId('5573053cdc92ab159d856a76')]

In [40]:

    

mcli.liang2.test.drop()


    

In [41]:

    

%time mcli.liang2.test.insert(df_list)


    

    




CPU times: user 453 ms, sys: 3.33 ms, total: 457 ms
Wall time: 474 ms






    
Out[41]:





ObjectId('55730636dc92ab159d856a77')

In [ ]: