RahulKulhari

cPickle default dumps: 0.107237100601
cPickle HIGHEST_PROTOCOL dumps: 0.0678668022156
marshal dumps: 0.0203359127045
cPickle default loads: 0.0411729812622
cPickle HIGHEST_PROTOCOL loads: 0.0352649688721
marshal loads: 0.0221829414368

RahulKulhari

import pandas as pd
# http://blog.yhathq.com/static/misc/data/WineKMC.xlsx
df_offers = pd.read_excel("./WineKMC.xlsx", sheetname=0)
df_offers.columns = ["offer_id", "campaign", "varietal", "min_qty", "discount", "origin", "past_peak"]
df_offers.head()

df_transactions = pd.read_excel("./WineKMC.xlsx", sheetname=1)
df_transactions.columns = ["customer_name", "offer_id"]
df_transactions['n'] = 1
df_transactions.head()

RahulKulhari

# coding=UTF-8
from __future__ import division
import nltk
from collections import Counter

# This is a simple tool for adding automatic hashtags into an article title
# Created by Shlomi Babluki
# Sep, 2013

RahulKulhari

# coding=UTF-8
from __future__ import division
import nltk
from collections import Counter

# This is a simple tool for adding automatic hashtags into an article title
# Created by Shlomi Babluki
# Sep, 2013