Open In Colab

  1. Load Data
    Load json data from google drive and convert to dataframe. The output will have columns for - sender's name, date, time and conversation messages.
  2. Clean Data
    Drop missing values in text and clean text.
  3. Analyze Data
    Analyze the conversation over 2020 and focus on product "No Eye Deer" Roasted Tomato & Shiitake Sauce.

1. Load Data

Mount Google drive to Colab then make the directory of the file to current directory. Load JSON file then convert it to table format which have columns for sender's name, date, time and conversation.

In [ ]:
# Load data
from google.colab import drive
drive.mount('/content/drive')
Mounted at /content/drive
In [ ]:
import os
os.chdir("drive/My Drive/haruplate_task")
In [ ]:
!ls
 cleaned_messages.json	    messages.json
 cleaned_messages.xlsx	    noeyedeer_cleaned_piechart.png
'Copy of dm_analysis.png'   noeyedeer_ori_piechart.png
 dm_analysis.drawio	    noyedeer_cleaned_final_piechart.png
 ig_dm_analysis.gslides     sentiment_experiment.xlsx
In [ ]:
!pip install xlsxwriter
Requirement already satisfied: xlsxwriter in /usr/local/lib/python3.6/dist-packages (1.3.6)
In [ ]:
!pip install openpyxl
Requirement already satisfied: openpyxl in /usr/local/lib/python3.6/dist-packages (2.5.9)
Requirement already satisfied: et-xmlfile in /usr/local/lib/python3.6/dist-packages (from openpyxl) (1.0.1)
Requirement already satisfied: jdcal in /usr/local/lib/python3.6/dist-packages (from openpyxl) (1.4.1)
In [ ]:
!pip install wordcloud
Requirement already satisfied: wordcloud in /usr/local/lib/python3.6/dist-packages (1.5.0)
Requirement already satisfied: numpy>=1.6.1 in /usr/local/lib/python3.6/dist-packages (from wordcloud) (1.18.5)
Requirement already satisfied: pillow in /usr/local/lib/python3.6/dist-packages (from wordcloud) (7.0.0)
In [ ]:
# setup library
import numpy as np
import pandas as pd
import xlsxwriter
import openpyxl
import matplotlib.pyplot as plt
import json
import nltk
nltk.download('punkt')
from nltk.stem import PorterStemmer
from nltk import WordNetLemmatizer
from nltk.corpus import stopwords
nltk.download('vader_lexicon')
from nltk.sentiment.vader import SentimentIntensityAnalyzer
from wordcloud import WordCloud, STOPWORDS

import string
[nltk_data] Downloading package punkt to /root/nltk_data...
[nltk_data]   Package punkt is already up-to-date!
[nltk_data] Downloading package vader_lexicon to /root/nltk_data...
[nltk_data]   Package vader_lexicon is already up-to-date!
In [ ]:
# display full information of dataframe
pd.set_option('display.max_colwidth', None)
In [ ]:
# open json file 
def open_json(file_name):
  with open(file_name, 'r', encoding="utf8" ) as f:
    data = json.load(f)
  return data
In [ ]:
# call open_json function
data = open_json('messages.json')
In [ ]:
# convert json to dataframe
def json_to_df(data):
  df = pd.DataFrame(data)
  return df
In [ ]:
# call json_to_df function
df = json_to_df(data)
print(df)
print(list(df.columns))
                                participants                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     conversation
0                        [xileah, haruplate]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 [{'sender': 'xileah', 'created_at': '2020-08-18T16:40:42.043611+00:00', 'text': 'Hi! How to order ur product?'}]
1                  [angelinahs26, haruplate]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       [{'sender': 'haruplate', 'created_at': '2020-08-18T10:48:50.012663+00:00', 'story_share': 'Shared angelinahs26's story', 'text': 'i hope he enjoys it!! ❤️'}, {'sender': 'angelinahs26', 'created_at': '2020-08-18T09:40:04.511923+00:00', 'mentioned_username': 'haruplate', 'story_share': 'Shared angelinahs26's story', 'text': None}]
2                  [haruplate, hellooomama_]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             [{'sender': 'haruplate', 'created_at': '2020-08-18T06:22:49.707222+00:00', 'mentioned_username': 'hellooomama_', 'story_share': 'Shared haruplate's story', 'text': None}, {'sender': 'haruplate', 'created_at': '2020-08-18T06:21:51.354730+00:00', 'mentioned_username': 'hellooomama_', 'story_share': 'Shared haruplate's story', 'text': None}, {'sender': 'haruplate', 'created_at': '2020-08-18T05:40:49.738980+00:00', 'mentioned_username': 'hellooomama_', 'story_share': 'Shared haruplate's story', 'text': None}, {'sender': 'haruplate', 'created_at': '2020-08-18T02:21:18.465016+00:00', 'mentioned_username': 'hellooomama_', 'story_share': 'Shared haruplate's story', 'text': None}, {'sender': 'hellooomama_', 'created_at': '2020-08-17T14:40:02.200571+00:00', 'text': 'And i think my greenery view kinda helped me survive CB period with 2 young kids 🤣🤣🤣'}, {'sender': 'hellooomama_', 'created_at': '2020-08-17T14:39:40.013069+00:00', 'text': 'Yep! Its a quiet area. A little distance from amenities but at least its away from the crowd haha'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:38:35.511606+00:00', 'text': 'heh are yiu enjoying that area?'}, {'sender': 'hellooomama_', 'created_at': '2020-08-17T14:38:19.996796+00:00', 'text': 'Haha ic. So coincidental!'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:32:58.540974+00:00', 'text': 'Ooh! My parents place. i stayed there all the way till i got married hahaha'}, {'sender': 'hellooomama_', 'created_at': '2020-08-17T14:31:36.705341+00:00', 'text': 'U are also in this area?'}, {'sender': 'hellooomama_', 'created_at': '2020-08-17T14:31:32.031751+00:00', 'text': 'Yup! At chestnut ave'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:31:02.864443+00:00', 'text': 'Are you near Cashew?'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:30:52.035579+00:00', 'text': 'And! i spy the rainbow 🌈🌈 heh the background super familiar.'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:29:56.355126+00:00', 'text': 'But, long way to go. We're still considered a very new brand hehe'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:29:36.964874+00:00', 'text': 'It saved me!'}, {'sender': 'hellooomama_', 'created_at': '2020-08-17T14:27:32.494677+00:00', 'text': 'Haha 👍👍 Your sauces will "save" so many busy mummies haha'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:25:14.487995+00:00', 'text': 'even me personally, i didnt igs at all. until HaruPlate haha'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:25:00.510640+00:00', 'text': 'noooo its fine! many of our mums are shy or not active in posting.'}, {'sender': 'hellooomama_', 'created_at': '2020-08-17T14:21:18.200278+00:00', 'text': 'Haha thank you 😍 i recently started this public account to do some sharing. So paiseh for spamming tags to a string of old stories 🙊'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:18:59.526551+00:00', 'text': '😍😍😍'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:18:50.736224+00:00', 'text': 'youve been holding out on us! your recipes look soooo good!'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:18:33.630697+00:00', 'text': 'wow dionne!'}, {'sender': 'hellooomama_', 'created_at': '2020-08-17T06:33:41.012053+00:00', 'mentioned_username': 'haruplate', 'story_share': 'Shared hellooomama_'s story', 'text': None}, {'sender': 'hellooomama_', 'created_at': '2020-08-17T06:21:10.152938+00:00', 'mentioned_username': 'haruplate', 'story_share': 'Shared hellooomama_'s story', 'text': None}, {'sender': 'hellooomama_', 'created_at': '2020-08-17T06:16:53.588036+00:00', 'mentioned_username': 'haruplate', 'story_share': 'Shared hellooomama_'s story', 'text': None}, {'sender': 'hellooomama_', 'created_at': '2020-08-17T06:16:28.177171+00:00', 'mentioned_username': 'haruplate', 'story_share': 'Shared hellooomama_'s story', 'text': None}]
3                    [bubblyrain, haruplate]  [{'sender': 'haruplate', 'created_at': '2020-08-17T14:54:30.633464+00:00', 'text': 'During cb, almost daily la haha'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:54:21.205739+00:00', 'text': 'We manage 3 or 4 days at best.'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:54:02.906427+00:00', 'text': 'Wah hats off you still got time to cook daily!'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:42:06.419838+00:00', 'text': 'But now #2 (Leroy) is in BLW right.. I’ve been making v healthy finger food like salmon fish fingers, chicken nuggets, meatball w veg etc - I give these to Liam too! He likes it haha'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:40:56.874202+00:00', 'text': 'Liam take the same food as us (my hubs & I) now. Bt I’ve always cooked quite healthily... usually steam / bake and use rice bran/coconut/avocado oil. No msg, no oyster sauce, hardly any salt kind.'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:36:47.693070+00:00', 'text': 'Yes! Lemme get the link ready, and I'll share it with you!'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:36:30.326175+00:00', 'text': 'Question right! If you don't mind sharing a little more - now that liam is older, what do you do for his meals? :)'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:34:59.479477+00:00', 'text': 'Let me know abt groupbuy ok? A lot of the babies in my edd group are starting solids.. thought it will be interesting for them!'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:34:18.218546+00:00', 'text': 'Hehe most welcome!'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:34:13.342247+00:00', 'text': 'Cyn-thia@hotmail.com'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:34:03.090725+00:00', 'text': 'Thank you so much, for still thinking of us!'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:33:52.761863+00:00', 'text': 'Can! Could i get your email please?'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:33:35.798514+00:00', 'text': 'Ok! Do u want to send it to my email? So I can also hv ur link add to link up if they are keen to explore :)'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:31:33.578692+00:00', 'text': 'Thanks Cynthia! If you need more details, i can forward you a blurb we use for initial introductions :)'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:28:34.163034+00:00', 'text': 'Ok!'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:28:03.945649+00:00', 'text': 'We're working with Orchard, Pasir Panjang and St Michael's :)'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:27:49.706673+00:00', 'text': 'So I can bring it up when I speak w the Md & Cluster P'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:27:36.071555+00:00', 'text': 'Yeahs cb was a major bump in the road for everyone!'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:27:32.722377+00:00', 'text': 'Can u let me know whc MB franchise Uve been working with?'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:26:49.820634+00:00', 'text': 'Everyone focus on the emotional being of LO'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:26:38.044504+00:00', 'text': 'U know with CB and then going back is a chaos'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:26:30.207232+00:00', 'text': 'I’ve not seen the menu'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:26:18.952920+00:00', 'text': 'Have they started changing the menu?'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:26:06.108558+00:00', 'text': 'Really? sounds amazing!'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:26:04.030021+00:00', 'text': 'So I thought they would be keen to partner with you guys'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:25:51.505795+00:00', 'text': 'Actually the start of this year they say they r going organic and better menu etc for the kids'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:25:25.460750+00:00', 'text': 'U can tell he hv the passion and commitment to always improve the Sch / teachers. When Kovan was new and Liam enrolled, he was very hands on.. he goes to sch n spend time with the kids.. he wld take videos of Liam and send us etc. During CB their HBL initiative also v wowed.'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:24:40.575769+00:00', 'text': 'Ahh ok if you couod link us up, cluster P or MD either is fine!'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:24:07.418686+00:00', 'text': 'most of the P's we've met are all mums!'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:23:58.410472+00:00', 'text': 'HAHAHA whoopssss'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:23:50.201959+00:00', 'text': 'Bt he is awesome rly'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:23:46.115907+00:00', 'text': 'The MD is a look relatively young gentleman leh'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:23:25.237964+00:00', 'text': 'Haha!'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:23:18.849497+00:00', 'text': 'ooh i see! how do you find the MD? is she a mum too? heh'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:23:14.589903+00:00', 'text': 'Prob link u up with the MD or cluster P?'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:23:02.160070+00:00', 'text': 'They have a P for each Sch but also a cluster P. We interact with the MD directly previously actually when the Kovan outlet was new...'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:22:53.678303+00:00', 'text': 'quite common a set up for their schools!'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:21:49.334591+00:00', 'likes': [{'username': 'haruplate', 'date': '2020-08-17T14:22:43.716656+00:00'}], 'text': 'Kovan is in a cluster with Sengkang, Thomson walk & Serangoon gardens'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:21:12.116657+00:00', 'text': 'No la.. as much as I’ll love to hv a girl... rly cannot imagine hving 3 kids 😢'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:21:08.982118+00:00', 'text': 'sure! if you think the P will be enthusiastic about such an initiative :)'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:20:47.382921+00:00', 'text': 'I’m jealous 🤣'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:20:43.260030+00:00', 'text': 'you gna try for a girl? haba'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:20:32.229957+00:00', 'text': 'yes! #3 meimei, sooooo sayang hahaha'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:19:48.616631+00:00', 'text': 'Liam is at Kovan! Let me know if u need e to link u up...'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:19:25.850472+00:00', 'text': 'Ooh ure first 2 are boys & now a girl? 😍'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T14:18:56.588245+00:00', 'text': 'Oh man.. rly can’t imagine what mummies who popped during CB hv to go thru...'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:18:07.621063+00:00', 'text': 'which one is liam at?'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:18:03.589022+00:00', 'link': 'franchise.so', 'text': 'yes not all yet, cos like you said, theyre franchise.so we gotta approsch one by one!'}, {'sender': 'haruplate', 'created_at': '2020-08-17T14:17:41.022606+00:00', 'text': 'yesss cb was horrible! i popped smack innthe middle, my 2 boys couldnt come to hospital to see me at all. i was so sad :('}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T13:46:47.684319+00:00', 'text': 'MapleBear has lotsa franchise.. are u working w just some of all? I’ve not heard abt this from my son’s Sch...'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T13:46:24.133562+00:00', 'text': 'Waaaa I see'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T13:45:54.778034+00:00', 'text': 'During CB when my #2 was just 3mo... it was a rly tough period!!! Mental state at risk lol'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T13:45:28.927669+00:00', 'text': 'I’m glad my #1 can go back to Sch now!'}, {'sender': 'haruplate', 'created_at': '2020-08-17T13:42:58.232239+00:00', 'text': 'so! we launched a sugar-less initiative for preschools, and for preschools that are interested and selected, they'll enjoy free jam for all their students for an entire term, on us!'}, {'sender': 'haruplate', 'created_at': '2020-08-17T13:41:51.421996+00:00', 'text': 'how qre you coping with 2?'}, {'sender': 'haruplate', 'created_at': '2020-08-17T13:41:43.147182+00:00', 'text': 'babies are soooo cute. but man, i kinda just got used to having decent sleep 😂'}, {'sender': 'haruplate', 'created_at': '2020-08-17T13:41:28.147813+00:00', 'text': 'thank you!'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T13:19:31.929109+00:00', 'text': 'Must be a busy period for you. No rush to reply me! 😊'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T13:19:20.207774+00:00', 'text': 'Oh my.. congratulations!!'}, {'sender': 'bubblyrain', 'created_at': '2020-08-17T13:19:07.398549+00:00', 'text': 'Hello!!!'}, {'sender': 'haruplate', 'created_at': '2020-08-17T12:04:38.935658+00:00', 'text': 'ah! ill share a little more abt the maplebear portal shortly :)'}, {'sender': 'haruplate', 'created_at': '2020-08-17T12:03:54.983566+00:00', 'text': 'i popped in april too! so my girl is only 4m now haja soon we gotta start the solids process all over again 😅'}, {'sender': 'haruplate', 'created_at': '2020-08-17T12:03:19.352677+00:00', 'text': 'definitely no problem regatding the group buy - i can generate a special link for you ladies to purchase :)'}, {'sender': 'haruplate', 'created_at': '2020-08-17T12:02:32.194109+00:00', 'text': 'hi Cynthia! yes of cos i renenber you! hehe you were one of our earliest supporters :)'}, {'sender': 'bubblyrain', 'created_at': '2020-08-16T15:07:08.855346+00:00', 'text': 'Also I happen to see uve a MapleBear portal on ur website!! What’s that?! Liam is with MapleBear leh!! Haha'}, {'sender': 'bubblyrain', 'created_at': '2020-08-16T15:06:36.135861+00:00', 'text': 'I was wondering if u wld like to work tgt on GroupBuy for my January EDD mummies (if they r keen, have not sound them out haha).'}, {'sender': 'bubblyrain', 'created_at': '2020-08-16T15:05:48.136967+00:00', 'text': 'Cynthia here... my #2 is 7mths+ now and on BLW journey.. thus was browsing HaruPlate website!!'}, {'sender': 'bubblyrain', 'created_at': '2020-08-16T15:04:59.023330+00:00', 'text': 'Hello Shiqin! It’s been awhile, not sure if u remember me :)'}, {'sender': 'bubblyrain', 'created_at': '2019-04-09T00:28:03.139564+00:00', 'text': 'Hehe thank you :)'}, {'sender': 'haruplate', 'created_at': '2019-04-08T16:57:15.642639+00:00', 'story_share': 'Shared bubblyrain's story', 'text': 'good job Liam!!'}, {'sender': 'haruplate', 'created_at': '2018-09-30T13:55:21.597872+00:00', 'text': 'yes, kranji farmers market!'}, {'sender': 'bubblyrain', 'created_at': '2018-09-30T13:45:33.379228+00:00', 'text': 'At a fair or smgt?'}, {'sender': 'bubblyrain', 'created_at': '2018-09-30T13:45:21.565036+00:00', 'text': 'Ahh icic'}, {'sender': 'bubblyrain', 'created_at': '2018-09-30T13:45:14.955275+00:00', 'text': 'Ahhh ific'}, {'sender': 'haruplate', 'created_at': '2018-09-30T13:44:26.527435+00:00', 'text': 'and she said oh her friend bought for her hahah'}, {'sender': 'haruplate', 'created_at': '2018-09-30T13:44:17.925798+00:00', 'text': 'so I was like oh what's your name, cos I would know most customers by name at least'}, {'sender': 'haruplate', 'created_at': '2018-09-30T13:44:04.997418+00:00', 'text': 'hahaha she told. me she's had our apple jam before!'}, {'sender': 'bubblyrain', 'created_at': '2018-09-30T13:43:49.830272+00:00', 'text': 'Huhhh but how do U know she’s my friend?! Haha'}, {'sender': 'bubblyrain', 'created_at': '2018-09-30T13:43:36.740658+00:00', 'text': 'Hellooo!'}, {'sender': 'haruplate', 'created_at': '2018-09-30T10:11:07.836286+00:00', 'text': 'I didn't catch her name tho. wanted to, turned my head for a min and she left! but her kiddo loved the roasted tomato and shiitake sauce heh'}, {'sender': 'haruplate', 'created_at': '2018-09-30T10:10:45.362191+00:00', 'text': 'I met a friend of yours! she remembered the apple jam that you gave to her :)'}, {'sender': 'haruplate', 'created_at': '2018-09-13T16:09:27.496212+00:00', 'text': 'haha noleh some of thes3 are mum contributed by our customers!'}, {'sender': 'bubblyrain', 'created_at': '2018-09-13T16:08:11.958171+00:00', 'text': 'Good innovation from ur end 👍🏻'}, {'sender': 'haruplate', 'created_at': '2018-09-13T16:07:45.342590+00:00', 'text': 'sky's the limit! haha almost.'}, {'sender': 'haruplate', 'created_at': '2018-09-13T16:07:37.932939+00:00', 'text': '🍜'}, {'sender': 'haruplate', 'created_at': '2018-09-13T16:07:29.674776+00:00', 'text': 'We've combined pumpkin with seaweed ytf stock to make a kid friendly tomyum type fish soup too'}, {'sender': 'bubblyrain', 'created_at': '2018-09-13T16:07:03.651830+00:00', 'text': 'Hahahah wow idea'}, {'sender': 'haruplate', 'created_at': '2018-09-13T16:06:55.365153+00:00', 'text': 'Makes tomato pork bone soup. like Hai Di Lao steamboat soup base hahaha'}, {'sender': 'haruplate', 'created_at': '2018-09-13T16:06:41.051808+00:00', 'text': 'Got another idea for you too - mix a portion of the tomato shiitake sauce in with one of your pork bone broths.'}, {'sender': 'haruplate', 'created_at': '2018-09-13T16:06:01.105253+00:00', 'text': 'I rem all the panic moments too. With the first kid - fall off the bed. Keep crying after CL left. haha'}, {'sender': 'haruplate', 'created_at': '2018-09-13T16:05:15.394192+00:00', 'text': 'But yes. having to put some tiny persons needs before yourself, and uprooting that identity. Is not easy.'}, {'sender': 'haruplate', 'created_at': '2018-09-13T16:04:51.473501+00:00', 'text': 'It's like any new skill right. Gets better with practice!'}, {'sender': 'bubblyrain', 'created_at': '2018-09-13T16:04:07.984216+00:00', 'text': 'Ok now u give me new idea!'}, {'sender': 'bubblyrain', 'created_at': '2018-09-13T16:03:58.675597+00:00', 'text': 'Hahaha omg that steamed fish is so cool!!'}, {'sender': 'bubblyrain', 'created_at': '2018-09-13T16:03:44.443611+00:00', 'text': '*now'}, {'sender': 'bubblyrain', 'created_at': '2018-09-13T16:03:40.431520+00:00', 'text': 'But not tt I’m back to work and seeing things from the other side. I think I can do it better if I ever hv a second chance to be SAHM again 😂😂'}, {'sender': 'bubblyrain', 'created_at': '2018-09-13T16:03:04.673695+00:00', 'text': 'I struggled w myself a lot in the initial 12mths'}, {'sender': 'bubblyrain', 'created_at': '2018-09-13T16:02:41.356527+00:00', 'text': 'I wld say.. staying home is tough.. very tough. Esp for me when it was my first born & I’ve no parents or helper to help.'}, {'sender': 'haruplate', 'created_at': '2018-09-13T16:02:23.645856+00:00', 'text': 'Steamed fish with the tomato sauce! This was awesome. like Teochew style haha'}, {'sender': 'haruplate', 'created_at': '2018-09-13T16:02:05.961588+00:00', 'media': 'https://scontent-atl3-2.cdninstagram.com/v/t51.2885-15/e15/s480x480/41637394_337530380328958_4441708438861077729_n.jpg?_nc_ht=scontent-atl3-2.cdninstagram.com&_nc_cat=110&_nc_ohc=QAmfHXOF6eAAX_Q6kiD&oh=fd438770530c35788c4b1100a1a487eb&oe=5F671376&ig_cache_key=MjE2MjkzODQ3Mzk2MTg4NjA1OA%3D%3D.2'}, ...]
4                    [haruplate, simletseat]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   [{'sender': 'simletseat', 'created_at': '2020-08-15T10:22:17.779632+00:00', 'story_share': 'Shared haruplate's story', 'text': '👏'}, {'sender': 'simletseat', 'created_at': '2020-08-07T13:13:13.836596+00:00', 'text': 'I think when they are older, they have the capability to try more stuff.'}, {'sender': 'simletseat', 'created_at': '2020-08-07T13:11:19.467482+00:00', 'text': 'Ooh, is the 5 year old eating well?'}, {'sender': 'haruplate', 'created_at': '2020-08-07T13:10:50.104079+00:00', 'text': 'similar gaps heh'}, {'sender': 'haruplate', 'created_at': '2020-08-07T13:10:41.582402+00:00', 'text': '5yo, 3yo and 4mo!'}, {'sender': 'simletseat', 'created_at': '2020-08-07T12:06:34.904108+00:00', 'text': 'Mine's coming to 4 in nov for elder girl.  And boy just turned 2. How about yours?'}, {'sender': 'haruplate', 'created_at': '2020-08-07T11:47:43.520273+00:00', 'text': 'how old are your kiddos?'}, {'sender': 'haruplate', 'created_at': '2020-08-07T11:47:39.088502+00:00', 'text': 'so we pick our battles.'}, {'sender': 'haruplate', 'created_at': '2020-08-07T11:47:35.693374+00:00', 'text': 'same for us!'}, {'sender': 'haruplate', 'created_at': '2020-08-07T11:47:33.702518+00:00', 'text': 'some days you win, some days you lose hahaha'}, {'sender': 'simletseat', 'created_at': '2020-08-07T10:50:11.294502+00:00', 'text': 'Haha. Thanks. Yeah, they finished dinner real fast yesterday. If only everyday is like that.'}, {'sender': 'simletseat', 'created_at': '2020-08-07T10:48:40.984681+00:00', 'likes': [{'username': 'haruplate', 'date': '2020-08-07T11:45:40.563304+00:00'}], 'story_share': 'Shared haruplate's story', 'text': 'Both. I cannot choose. Haha 😂'}, {'sender': 'haruplate', 'created_at': '2020-08-07T09:32:25.412569+00:00', 'likes': [{'username': 'simletseat', 'date': '2020-08-07T10:49:45.323346+00:00'}], 'story_share': 'Shared simletseat's story', 'text': 'awww too yummy already mummy!'}, {'sender': 'simletseat', 'created_at': '2020-07-29T04:10:36.480349+00:00', 'text': 'Ooh, that is something the daddy won't touch at all. So it's been missing.'}, {'sender': 'haruplate', 'created_at': '2020-07-29T04:10:00.922959+00:00', 'text': 'bittergourd sometimes also hard to control, cos some really really v v bitter!'}, {'sender': 'haruplate', 'created_at': '2020-07-29T04:09:36.380531+00:00', 'text': 'so we make it a point to include leafy veggies and other not so "kid-friendly" veggies haha'}, {'sender': 'simletseat', 'created_at': '2020-07-29T04:09:23.529261+00:00', 'text': 'Ooh, it's oasis terrace.'}, {'sender': 'simletseat', 'created_at': '2020-07-29T04:09:11.822664+00:00', 'text': 'Oasis Terrace.'}, {'sender': 'haruplate', 'created_at': '2020-07-29T04:09:10.835015+00:00', 'text': 'bittergourd is an ongoing battle! but we really want to expose our kiddos to diff varieties of veggies - not just the common kid veggies.'}, {'sender': 'haruplate', 'created_at': '2020-07-29T04:08:27.058045+00:00', 'text': 'oh I see! which outlet was that? lemme check on their stock levels haha'}, {'sender': 'simletseat', 'created_at': '2020-07-29T04:06:23.327343+00:00', 'text': 'I remembered you introduce the kids to  bitter guard. Im very impressed. I am the only one who eats it in the family so it has been missing for a long while.'}, {'sender': 'simletseat', 'created_at': '2020-07-29T04:05:20.147472+00:00', 'text': 'Oh yes, I had a full box of everything im my first purchase. These days, I go to song fish and get what I need. I didn't see the pumpkin & corn sauce the last time I went. So I got more of the jam because I used it a lot. And the tomato sambal.'}, {'sender': 'haruplate', 'created_at': '2020-07-29T04:03:10.150760+00:00', 'text': 'Sometimes add some laksa, or ginger to gently introduce spices to our kiddos - the creaminess really works!'}, {'sender': 'haruplate', 'created_at': '2020-07-29T04:02:50.663102+00:00', 'text': 'Yes! Actually our spiced pumpkin & corn sauce has both cumin and turmeric cos of their great nutritional qualities :) And we really enjoy it with coconut milk, or even just cooking cream.'}, {'sender': 'simletseat', 'created_at': '2020-07-29T04:01:38.765885+00:00', 'text': 'Thank you so much for this great product. I used to puree the apples, now I used the jam. 🙂'}, {'sender': 'simletseat', 'created_at': '2020-07-29T04:01:05.272398+00:00', 'text': 'And to have the pumpkin cooked in milk sauce, the turmeric smell is kept to a minimum..so its a good way to get this awesome product into the little tummies.'}, {'sender': 'simletseat', 'created_at': '2020-07-29T04:00:14.686536+00:00', 'text': 'So I used a little, because of the additives. And supplement it with the apple jam. It has worked well for me in japanese dishes. Whenever there is a fruit sauce required, I'll supplement it with apple jam.'}, {'sender': 'simletseat', 'created_at': '2020-07-29T03:58:41.565889+00:00', 'text': 'You know, turmeric is a fantastic product. But it's also an acquired taste.  This referance which I got is for adults. So they are using tonkatsu sauce (fruity sauce) to balance the tartness of turmeric.'}, {'sender': 'haruplate', 'created_at': '2020-07-29T03:56:14.632430+00:00', 'text': 'Am so curious how the sauce tastes!'}, {'sender': 'simletseat', 'created_at': '2020-07-29T03:48:14.053476+00:00', 'mentioned_username': 'haruplate', 'story_share': 'Shared simletseat's story', 'text': None}, {'sender': 'simletseat', 'created_at': '2020-07-20T08:38:38.644269+00:00', 'story_share': 'Shared haruplate's story', 'text': '😍'}]
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            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775             [loveforskincare, haruplate]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                [{'sender': 'loveforskincare', 'created_at': '2018-06-23T10:20:28.163927+00:00', 'text': 'Maldives! 😃'}, {'sender': 'haruplate', 'created_at': '2018-06-22T14:21:13.135557+00:00', 'text': 'Where are you guys? :)'}, {'sender': 'haruplate', 'created_at': '2018-06-22T14:21:05.944774+00:00', 'text': 'We are still away too don't worry!'}, {'sender': 'loveforskincare', 'created_at': '2018-06-22T14:01:00.002258+00:00', 'text': '505 Tampines Central 1
#02-347 
Singapore 520505'}, {'sender': 'loveforskincare', 'created_at': '2018-06-22T14:00:24.012414+00:00', 'text': 'Hi we are still away. But yes for delivery pl send to :'}, {'sender': 'haruplate', 'created_at': '2018-06-22T11:58:44.710182+00:00', 'text': 'Hi Leanne! could I please get your delivery details to arrange for a drop off? :)'}, {'sender': 'loveforskincare', 'created_at': '2018-06-17T10:40:25.962908+00:00', 'text': 'Oh have a great time! My boys are 17 & 13. Hubby loves stocks and does most of the cooking :) My elder boy bakes & cooks simple pastas.'}, {'sender': 'haruplate', 'created_at': '2018-06-17T05:38:33.350814+00:00', 'text': 'End June is perfect, we're also currently away in Sri Lanka!'}, {'sender': 'haruplate', 'created_at': '2018-06-17T05:38:15.583641+00:00', 'text': 'How old are your boys?'}, {'sender': 'loveforskincare', 'created_at': '2018-06-17T03:19:33.955883+00:00', 'text': 'That’s so kind of you, hubby and boys will be delighted.  We will be away for the whole of next week. Maybe some time end June if your schedule permits 😊'}, {'sender': 'haruplate', 'created_at': '2018-06-16T16:24:20.378094+00:00', 'text': 'nice! we only managed to include 1 item in the press kit for Sprout, but if your boys wanna try more - I'll be happy to send across our sauces and stocks :)'}, {'sender': 'loveforskincare', 'created_at': '2018-06-16T15:29:42.550429+00:00', 'text': 'Yes we were reading it. Hubby and my boy cook often, they are curious about it haha! Good luck during your festival!'}, {'sender': 'haruplate', 'created_at': '2018-06-16T11:40:52.074621+00:00', 'text': 'Hi Leanne! I hope you like our sauce :) Lemme know if you might need any suggestions or if you have any questions!'}, {'sender': 'loveforskincare', 'created_at': '2018-06-16T11:28:15.769555+00:00', 'mentioned_username': 'haruplate', 'story_share': 'Shared loveforskincare's story', 'text': None}]
776           [divaproductionssg, haruplate]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     [{'sender': 'haruplate', 'created_at': '2018-06-04T10:23:18.868459+00:00', 'text': 'Might you be looking for any retail partners for the event at Sota? I recall Kids Fest at VCH, you guys hosted Closet Full of Books?'}, {'sender': 'haruplate', 'created_at': '2018-06-04T10:22:25.324563+00:00', 'text': 'Can't wait for Lost & Found ☺️'}, {'sender': 'haruplate', 'created_at': '2018-06-04T10:22:13.713601+00:00', 'text': 'Just wanted to say we (the parents and tiny tasters) at Haru love the shows you've been bringing in'}, {'sender': 'haruplate', 'created_at': '2018-06-04T10:21:39.608372+00:00', 'text': 'Hi Heather!'}]
777                  [sugarflysg, haruplate]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   [{'sender': 'haruplate', 'created_at': '2018-05-20T13:29:44.708810+00:00', 'text': 'so we were discussing if we had to trawl and walk ard the mall to bring people out hahaha'}, {'sender': 'haruplate', 'created_at': '2018-05-20T13:29:25.348610+00:00', 'text': 'but didn't really see them venturing out to the fountain Square area'}, {'sender': 'haruplate', 'created_at': '2018-05-20T13:29:09.687375+00:00', 'text': '*mall'}, {'sender': 'haruplate', 'created_at': '2018-05-20T13:29:06.428748+00:00', 'text': 'we saw lots of families in the Mal'}, {'sender': 'sugarflysg', 'created_at': '2018-05-20T13:28:17.669114+00:00', 'text': 'Ya that’s what I heard too'}, {'sender': 'haruplate', 'created_at': '2018-05-20T13:27:46.264387+00:00', 'text': 'today I mean.'}, {'sender': 'haruplate', 'created_at': '2018-05-20T13:27:40.702578+00:00', 'text': 'we came here to check out the crowd but at 6pm, seem to be more individual domestic helper type'}, {'sender': 'sugarflysg', 'created_at': '2018-05-20T13:27:30.239097+00:00', 'text': 'Sat more for families'}, {'sender': 'sugarflysg', 'created_at': '2018-05-20T13:27:23.883834+00:00', 'text': 'Ya but I heard Sunday has more helpers crowd'}, {'sender': 'haruplate', 'created_at': '2018-05-20T13:27:07.063791+00:00', 'text': 'appreciate your reply!'}, {'sender': 'haruplate', 'created_at': '2018-05-20T13:27:03.129706+00:00', 'text': 'I wanted to head down yest to check it out but we were having our kiddos 1sf birthday bash.'}, {'sender': 'haruplate', 'created_at': '2018-05-20T13:26:45.922838+00:00', 'text': 'ah I see. so there was alright foot traffic?'}, {'sender': 'sugarflysg', 'created_at': '2018-05-20T12:54:33.196499+00:00', 'text': 'Hi I’m good, thank you. The flea was not bad and crowd are mostly families.'}, {'sender': 'haruplate', 'created_at': '2018-05-20T11:27:53.680566+00:00', 'text': 'i wanted to find out how the flea was yesterday, how was the crowd and foot traffic.'}, {'sender': 'haruplate', 'created_at': '2018-05-20T11:25:35.410170+00:00', 'text': 'hi sandy! saw the drama that's been going on, hope you're feeling better 🌻'}]
778  [the_browandbeauty_boutique, haruplate]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               [{'sender': 'haruplate', 'created_at': '2018-05-09T04:44:20.277316+00:00', 'text': 'Hi, I think you should be more mindful and respectful of spamming sales leads on other people's posts. Especially if it's other businesses.'}]
779                    [renotalk, haruplate]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               [{'sender': 'haruplate', 'created_at': '2018-05-05T01:08:47.588550+00:00', 'text': 'Your comment was completely not relevant to our post, and well, it just comes across as being spam.'}, {'sender': 'haruplate', 'created_at': '2018-05-05T01:08:18.351638+00:00', 'text': 'Hi, just some feedback - leaving random comments about getting inspiration and to follow your account really isn't the best way to get followers.'}]

[780 rows x 2 columns]
['participants', 'conversation']
In [ ]:
# create dataframe from list of dict
def listdict_to_df(col, spec_cols):
  conversations = col.values.tolist()
  data_convo = list()
  for convo in conversations:
    data_convo.extend(convo)
  df_convo = pd.DataFrame(data_convo)
  df_convo = df_convo[spec_cols]
  return df_convo
In [ ]:
# call listdict_to_df function
df_convo = listdict_to_df(df['conversation'],['sender','created_at','text'])
print(df_convo)
             sender  ...                                                                                                                                               text
0            xileah  ...                                                                                                                       Hi! How to order ur product?
1         haruplate  ...                                                                                                                           i hope he enjoys it!! ❤️
2      angelinahs26  ...                                                                                                                                               None
3         haruplate  ...                                                                                                                                               None
4         haruplate  ...                                                                                                                                               None
...             ...  ...                                                                                                                                                ...
18895     haruplate  ...                                                               i wanted to find out how the flea was yesterday, how was the crowd and foot traffic.
18896     haruplate  ...                                                                         hi sandy! saw the drama that's been going on, hope you're feeling better 🌻
18897     haruplate  ...        Hi, I think you should be more mindful and respectful of spamming sales leads on other people's posts. Especially if it's other businesses.
18898     haruplate  ...                                                Your comment was completely not relevant to our post, and well, it just comes across as being spam.
18899     haruplate  ...  Hi, just some feedback - leaving random comments about getting inspiration and to follow your account really isn't the best way to get followers.

[18900 rows x 3 columns]
In [ ]:
#convert isoformat to date and time
def isoformat_to_datetime(df):
  df['created_at'] = pd.to_datetime(df['created_at'], infer_datetime_format=True)
  df['date'] = pd.to_datetime(df['created_at'], format='%y:%m:%d').dt.date
  df['time'] = pd.to_datetime(df['created_at'], format='%H:%M:%S').dt.time
  df = df.drop(columns=['created_at'])
  return df
In [ ]:
# call isoformat_to_datetime function
df_convo = isoformat_to_datetime(df_convo)
In [ ]:
df_convo
Out[ ]:
sender text date time
0 xileah Hi! How to order ur product? 2020-08-18 16:40:42.043611
1 haruplate i hope he enjoys it!! ❤️ 2020-08-18 10:48:50.012663
2 angelinahs26 None 2020-08-18 09:40:04.511923
3 haruplate None 2020-08-18 06:22:49.707222
4 haruplate None 2020-08-18 06:21:51.354730
... ... ... ... ...
18895 haruplate i wanted to find out how the flea was yesterday, how was the crowd and foot traffic. 2018-05-20 11:27:53.680566
18896 haruplate hi sandy! saw the drama that's been going on, hope you're feeling better 🌻 2018-05-20 11:25:35.410170
18897 haruplate Hi, I think you should be more mindful and respectful of spamming sales leads on other people's posts. Especially if it's other businesses. 2018-05-09 04:44:20.277316
18898 haruplate Your comment was completely not relevant to our post, and well, it just comes across as being spam. 2018-05-05 01:08:47.588550
18899 haruplate Hi, just some feedback - leaving random comments about getting inspiration and to follow your account really isn't the best way to get followers. 2018-05-05 01:08:18.351638

18900 rows × 4 columns

2. Clean Data

In [ ]:
# identify missing values in data
df_convo.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 18900 entries, 0 to 18899
Data columns (total 4 columns):
 #   Column  Non-Null Count  Dtype 
---  ------  --------------  ----- 
 0   sender  18900 non-null  object
 1   text    16869 non-null  object
 2   date    18900 non-null  object
 3   time    18900 non-null  object
dtypes: object(4)
memory usage: 590.8+ KB
In [ ]:
# select data where text is empty
df_convo[df_convo['text'].isna()]
Out[ ]:
sender text date time
2 angelinahs26 None 2020-08-18 09:40:04.511923
3 haruplate None 2020-08-18 06:22:49.707222
4 haruplate None 2020-08-18 06:21:51.354730
5 haruplate None 2020-08-18 05:40:49.738980
6 haruplate None 2020-08-18 02:21:18.465016
... ... ... ... ...
18812 ripplesim None 2018-07-07 07:23:12.463737
18813 wineanddinemag None 2018-07-07 02:20:49.937958
18837 growingwiththetans None 2018-07-03 06:01:09.036387
18849 teamjuicy99 None 2018-07-01 02:41:11.358601
18877 loveforskincare None 2018-06-16 11:28:15.769555

2031 rows × 4 columns

In [ ]:
# delete missing values
df_convo.dropna(inplace=True)
df_convo.reset_index(drop=True, inplace=True)
In [ ]:
df_convo
Out[ ]:
sender text date time
0 xileah Hi! How to order ur product? 2020-08-18 16:40:42.043611
1 haruplate i hope he enjoys it!! ❤️ 2020-08-18 10:48:50.012663
2 hellooomama_ And i think my greenery view kinda helped me survive CB period with 2 young kids 🤣🤣🤣 2020-08-17 14:40:02.200571
3 hellooomama_ Yep! Its a quiet area. A little distance from amenities but at least its away from the crowd haha 2020-08-17 14:39:40.013069
4 haruplate heh are yiu enjoying that area? 2020-08-17 14:38:35.511606
... ... ... ... ...
16864 haruplate i wanted to find out how the flea was yesterday, how was the crowd and foot traffic. 2018-05-20 11:27:53.680566
16865 haruplate hi sandy! saw the drama that's been going on, hope you're feeling better 🌻 2018-05-20 11:25:35.410170
16866 haruplate Hi, I think you should be more mindful and respectful of spamming sales leads on other people's posts. Especially if it's other businesses. 2018-05-09 04:44:20.277316
16867 haruplate Your comment was completely not relevant to our post, and well, it just comes across as being spam. 2018-05-05 01:08:47.588550
16868 haruplate Hi, just some feedback - leaving random comments about getting inspiration and to follow your account really isn't the best way to get followers. 2018-05-05 01:08:18.351638

16869 rows × 4 columns

In [ ]:
# tokenize keywords
df_convo["cleaned_text"] = df_convo["text"].apply(nltk.word_tokenize)
In [ ]:
# add stopwords
nltk.download('stopwords')
stop_words = stopwords.words('english')
new_stopwords = ['hi','heh','ur','yiu','yep','sorry']
stop_words.extend(new_stopwords)
stop_words = list(set(stop_words))
[nltk_data] Downloading package stopwords to /root/nltk_data...
[nltk_data]   Package stopwords is already up-to-date!
In [ ]:
# clean text 
# convert to lowercase
# remove punctuation from each word
# filter out remaining tokens that are not alphabetic
# filter out tokens that are stop words
# lemmatization
def clean_text(txt):
    # convert to lower case
    txt = [w.lower() for w in txt]
    # remove punctuation from each word
    table = str.maketrans('', '', string.punctuation)
    txt = [w.translate(table) for w in txt]
    # remove remaining tokens that are not alphabetic
    txt = [word for word in txt if word.isalpha()]
    # filter out stop words
    txt = [w for w in txt if not w in stop_words]
    # lemmatize
    nltk.download('wordnet')
    word_lemma = WordNetLemmatizer()
    txt = [word_lemma.lemmatize (w) for w in txt]
    # stemming
    # ps = PorterStemmer()
    # txt = [ps.stem (w) for w in txt]
    # reform text
    txt = " ".join(txt)
    return txt
In [ ]:
# apply text to clean text method
df_convo['cleaned_text'] = df_convo['cleaned_text'].apply(clean_text)
Streaming output truncated to the last 5000 lines.
[nltk_data]   Package wordnet is already up-to-date!
[nltk_data] Downloading package wordnet to /root/nltk_data...
[nltk_data]   Package wordnet is already up-to-date!
[nltk_data] Downloading package wordnet to /root/nltk_data...
[nltk_data]   Package wordnet is already up-to-date!
[nltk_data] Downloading package wordnet to /root/nltk_data...
[nltk_data]   Package wordnet is already up-to-date!
[nltk_data] Downloading package wordnet to /root/nltk_data...
[nltk_data]   Package wordnet is already up-to-date!
[nltk_data] Downloading package wordnet to /root/nltk_data...
[nltk_data]   Package wordnet is already up-to-date!
[nltk_data] Downloading package wordnet to /root/nltk_data...
[nltk_data]   Package wordnet is already up-to-date!
[nltk_data] Downloading package wordnet to /root/nltk_data...
[nltk_data]   Package wordnet is already up-to-date!
[nltk_data] Downloading package wordnet to /root/nltk_data...
[nltk_data]   Package wordnet is already up-to-date!
[nltk_data] Downloading package wordnet to /root/nltk_data...
[nltk_data]   Package wordnet is already up-to-date!
[nltk_data] Downloading package wordnet to /root/nltk_data...
[nltk_data]   Package wordnet is already up-to-date!
[nltk_data] Downloading package wordnet to /root/nltk_data...
[nltk_data]   Package wordnet is already up-to-date!
[nltk_data] Downloading package wordnet to /root/nltk_data...
[nltk_data]   Package wordnet is already up-to-date!
[nltk_data] Downloading package wordnet to /root/nltk_data...
[nltk_data]   Package wordnet is already up-to-date!
[nltk_data] Downloading package wordnet to /root/nltk_data...
[nltk_data]   Package wordnet is already up-to-date!
[nltk_data] Downloading package wordnet to /root/nltk_data...
[nltk_data]   Package wordnet is already up-to-date!
[nltk_data] Downloading package wordnet to /root/nltk_data...
[nltk_data]   Package wordnet is already up-to-date!
[nltk_data] Downloading package wordnet to /root/nltk_data...
[nltk_data]   Package wordnet is already up-to-date!
[nltk_data] Downloading package wordnet to /root/nltk_data...
[nltk_data]   Package wordnet is already up-to-date!
[nltk_data] Downloading package wordnet to /root/nltk_data...
[nltk_data]   Package wordnet is already up-to-date!
[nltk_data] Downloading package wordnet to /root/nltk_data...
[nltk_data]   Package wordnet is already up-to-date!
[nltk_data] Downloading package wordnet to /root/nltk_data...
[nltk_data]   Package wordnet is already up-to-date!
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In [ ]:
df_convo
Out[ ]:
sender text date time cleaned_text
0 xileah Hi! How to order ur product? 2020-08-18 16:40:42.043611 order product
1 haruplate i hope he enjoys it!! ❤️ 2020-08-18 10:48:50.012663 hope enjoys
2 hellooomama_ And i think my greenery view kinda helped me survive CB period with 2 young kids 🤣🤣🤣 2020-08-17 14:40:02.200571 think greenery view kinda helped survive cb period young kid
3 hellooomama_ Yep! Its a quiet area. A little distance from amenities but at least its away from the crowd haha 2020-08-17 14:39:40.013069 quiet area little distance amenity least away crowd haha
4 haruplate heh are yiu enjoying that area? 2020-08-17 14:38:35.511606 enjoying area
... ... ... ... ... ...
16864 haruplate i wanted to find out how the flea was yesterday, how was the crowd and foot traffic. 2018-05-20 11:27:53.680566 wanted find flea yesterday crowd foot traffic
16865 haruplate hi sandy! saw the drama that's been going on, hope you're feeling better 🌻 2018-05-20 11:25:35.410170 sandy saw drama going hope feeling better
16866 haruplate Hi, I think you should be more mindful and respectful of spamming sales leads on other people's posts. Especially if it's other businesses. 2018-05-09 04:44:20.277316 think mindful respectful spamming sale lead people post especially business
16867 haruplate Your comment was completely not relevant to our post, and well, it just comes across as being spam. 2018-05-05 01:08:47.588550 comment completely relevant post well come across spam
16868 haruplate Hi, just some feedback - leaving random comments about getting inspiration and to follow your account really isn't the best way to get followers. 2018-05-05 01:08:18.351638 feedback leaving random comment getting inspiration follow account really nt best way get follower

16869 rows × 5 columns

In [ ]:
# check duplicate rows
duplicate = df_convo[df_convo.duplicated()] 
print(duplicate)
Empty DataFrame
Columns: [sender, text, date, time, cleaned_text]
Index: []
In [ ]:
# save dataframe as JSON
# df_convo.to_json('cleaned_messages.json', orient='records')
In [ ]:
# save df as excel with adjusted column width
# create a Pandas Excel writer using XlsxWriter as the engine.

def df_to_excel_formatted (df, path, sheet, cols):
  writer = pd.ExcelWriter(path, engine='xlsxwriter')
  # convert the dataframe to an XlsxWriter Excel object.
  df.to_excel(writer, sheet_name=sheet)
  # get the xlsxwriter workbook and worksheet objects.
  workbook = writer.book
  worksheet = writer.sheets[sheet]
  # add some cell formats.
  format = workbook.add_format({'text_wrap': True})
  # set the column width
  worksheet.set_column(cols, 20, format)
  writer.save()
In [ ]:
# call df_to_excel_formatted function
#df_to_excel_formatted(df_convo, 'cleaned_messages.xlsx', 'Conversations','B:F')

3. Analyze Data

The analysis will be applied to 'No Eye Deer" Roasted Tomato and Shiitake Sauce product based on customer messages in year 2020. To see if customers like the product or not, unsupervised sentiment analysis will be performed. Why unsupervised? because the current data is unlabeled so we cant do supervised learning (machine learning) which is required training dataset to create a model. To train data, we need labeled dataset. This will need more time since it will be manual work to label each message one by one. Thus, unsupervised approached is the feasible way and a good start to get the preliminary result. Second analysis is to find how customer use the product.

3.1 Sentiment Analysis

Since the data is unlabeled, lexicon based sentiment analysis will be applied using VADER (Valence Aware Dictionary and sEntiment Reasoner) library. VADER is a lexicon and rule-based sentiment analysis tool. It is used to analyze the sentiment of a text. Lexicon is a list of lexical features (words) that are labeled with positive or negative based on the semantic meaning. In other words, unlabeled text data can be labeled with VADER sentiment analyzer.

The goal is to find customer's respond about each of two products; "No Eye Deer" Roasted Tomato & Shiitake Sauce based on conversations in year 2020.

3.1.1 No Eye Deer Roasted Tomato & Shiitake Sauce

In [ ]:
df_convo.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 16869 entries, 0 to 16868
Data columns (total 5 columns):
 #   Column        Non-Null Count  Dtype 
---  ------        --------------  ----- 
 0   sender        16869 non-null  object
 1   text          16869 non-null  object
 2   date          16869 non-null  object
 3   time          16869 non-null  object
 4   cleaned_text  16869 non-null  object
dtypes: object(5)
memory usage: 659.1+ KB
In [ ]:
df_convo['date'] = pd.to_datetime(df_convo['date'])
df_convo['date']
df_convo.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 16869 entries, 0 to 16868
Data columns (total 5 columns):
 #   Column        Non-Null Count  Dtype         
---  ------        --------------  -----         
 0   sender        16869 non-null  object        
 1   text          16869 non-null  object        
 2   date          16869 non-null  datetime64[ns]
 3   time          16869 non-null  object        
 4   cleaned_text  16869 non-null  object        
dtypes: datetime64[ns](1), object(4)
memory usage: 659.1+ KB
In [ ]:
# lower string of original text
df_convo["text"] = df_convo["text"].str.lower()
In [ ]:
# filter messages where text contains "no eye deer roasted tomato" and date year is 2020
df_convo_noeyedeer = df_convo.loc[(df_convo["cleaned_text"].str.contains("no eye deer|eye deer|no eye deer roasted tomato|eye deer roasted tomato|roasted tomato|roasted tomato sauce|tomato sauce|shiitake sauce", na=False)) & (df_convo['date'].dt.year == 2020)& (df_convo['sender']!='haruplate')]
In [ ]:
df_convo_noeyedeer
Out[ ]:
sender text date time cleaned_text
1479 annagisele hi, how long can i keep the tomato sauces in the fridge once opened? 2020-07-19 12:41:45.741610 long keep tomato sauce fridge opened
1646 jasminetanhy only didi has tried the tomato sambal so far! my elder girl used to eat a lot of the tomato and shiitake sauce previously! :) 2020-07-13 10:11:06.039521 didi tried tomato sambal far elder girl used eat lot tomato shiitake sauce previously
2324 eeelectricgirl i have tried the no eye deer 2020-06-06 09:01:11.367239 tried eye deer
2534 pppraba hi..i see that the spiced pumpkin and roasted tomato sauces can be kept in fridge for about 3 to 5 days. i dont think i will.be able to finish within 3 to 5 days. is it possible to freeze the sauce? will it be safe to eat? how long can i freeze them for? 2020-04-04 14:51:19.075922 hii see spiced pumpkin roasted tomato sauce kept fridge day dont think willbe able finish within day possible freeze sauce safe eat long freeze
3077 phyquean yeah i regret not buying that for myself haha i only have the no eye deer 2020-06-06 06:53:56.698482 yeah regret buying haha eye deer
3222 qingyunn hi can i check, how long can i store the "no eye deer" in the fridge after opening? 2020-06-18 09:53:40.888765 check long store eye deer fridge opening
3567 __amanddaa yes i got all in each flavour! except for the pumpkin one bc we're avoiding yellow food for asher😆 he's going to have the roasted tomato sauce for lunch!! 2020-04-19 03:42:00.562529 yes got flavour except pumpkin one bc avoiding yellow food going roasted tomato sauce lunch
3581 ezzyzan roasted tomato 2020-06-12 11:04:58.601989 roasted tomato
4600 pinxius thank you! yes, my toddler loves the sambal 😊 wld like to try the no eye deer too 2020-06-04 15:20:30.208984 thank yes toddler love sambal wld like try eye deer
5271 _mswee hello! i just received my order \nbut i wld like to check how come i only received 1 set of what i ordered? \n\ni thought there was a promo 1 for 1? \nor did i interprete the promo wrongly?\n\nmy order was haru platter x 1 & shiitake sauce x 1 2020-03-12 13:41:46.820439 hello received order wld like check come received set ordered thought promo interprete promo wrongly order haru platter x shiitake sauce x
5656 uma_lovelle sorry one more question.. how much is delivery..\nnoticed ure on shopee.. so buyin tru that platform cheaper as the delivery there is cheaper right.. but noticed that the no eye deer u only sell as twin pack there 2020-05-08 04:02:30.214610 one question much delivery noticed ure shopee buyin tru platform cheaper delivery cheaper right noticed eye deer u sell twin pack
5817 3lanor_ hi hi! i have a no eye deer sauce that i cannot open at all 😆 any tips or way to exchange? 2020-05-07 07:58:34.011635 eye deer sauce open tip way exchange
5850 3lanor_ hi hi! i ordered 3 no eye deer previously, but one bottle cap can’t be opened. the cap moves when we twist it but it doesn’t open ... just keep twisting 😂😂 2020-02-28 11:07:05.347234 ordered eye deer previously one bottle cap opened cap move twist open keep twisting
6017 missysnowman ok! thanks. \ni went to shoppe to take a look. for the roasted tomatoes, there’s only twin pack available? 2020-05-05 15:24:20.366638 ok thanks went shoppe take look roasted tomato twin pack available
6585 salomelsy83 hi can i clarify, the tomato & shiitake sauce and pumpkin & corn sauce must consume within 3 days after opening? 2020-04-24 05:07:55.350161 clarify tomato shiitake sauce pumpkin corn sauce must consume within day opening
6860 alainasky oh i wanted to buy the roasted tomato and shiitake 2020-04-22 02:56:08.355446 oh wanted buy roasted tomato shiitake
7517 yecxrt definitely! sadly i finished the no eye deer sauce alr 🥺 else it'll probably make a good base for pizza breakfast 😂 2020-02-14 06:13:29.328353 definitely sadly finished eye deer sauce alr else probably make good base pizza breakfast
7944 alexiaz92 hi! can i check for the pasta / tomato sauce, once open, have to use within 5 days? is there any tips to extend it? 2020-03-22 14:08:21.315003 check pasta tomato sauce open use within day tip extend
8691 gwendelynsng yes! it’s super yummy. we have been using the no eye deer for almost everything! not forgetting your pumpkin spice! 2020-03-08 04:55:26.026418 yes super yummy using eye deer almost everything forgetting pumpkin spice
8822 janelel is just the tomato shiitake sauce is crack and the bottle is sticky with visible sauce mark outside but not those dripping kind 2020-03-13 11:58:32.247877 tomato shiitake sauce crack bottle sticky visible sauce mark outside dripping kind
8859 ameliapml yes indeed hahahaha. my boy is 9 months. he liked the no eye deer sauce! i like it too 😂 2020-01-07 09:02:15.053552 yes indeed hahahaha boy month liked eye deer sauce like
9340 melliehoon hi haruplate!!! i am using your no eye deer sauce n i can see that it says to use in 3 days. can i keep it in the fridge n still use it without 5-7 days? i can’t finish but i can’t bear to throw 2020-03-04 07:03:10.992091 haruplate using eye deer sauce n see say use day keep fridge n still use without day finish bear throw
9487 iam_sharon hi if i wanna order must hit $30? cos i thought of just trying the sambal n shiitake sauce. anywhere i can purchase them without the moq? 2020-02-27 01:56:28.169782 wan na order must hit co thought trying sambal n shiitake sauce anywhere purchase without moq
9489 iam_sharon hi can i ask if the roasted tomato n shiitake sauce for pasta? like bolognese? 2020-01-21 02:53:03.490338 ask roasted tomato n shiitake sauce pasta like bolognese
9712 fatxybelle_mrschua hi, can i check is for the party packs. can i request for the roasted tomato & shiitake sauce instead of jams? 2020-02-08 17:07:43.807849 check party pack request roasted tomato shiitake sauce instead jam
10093 nonsensicalwen sorry caps . the scrambled eggs with tomato sauce .. i saw it somewhere on your stories 2020-01-02 01:59:03.594443 cap scrambled egg tomato sauce saw somewhere story
In [ ]:
df_convo_noeyedeer.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 26 entries, 1479 to 10093
Data columns (total 5 columns):
 #   Column        Non-Null Count  Dtype         
---  ------        --------------  -----         
 0   sender        26 non-null     object        
 1   text          26 non-null     object        
 2   date          26 non-null     datetime64[ns]
 3   time          26 non-null     object        
 4   cleaned_text  26 non-null     object        
dtypes: datetime64[ns](1), object(4)
memory usage: 1.2+ KB
In [ ]:
# function to get sentiment scores
def sentiment_scores (df, txt):
  analyzer = SentimentIntensityAnalyzer()
  sentiment = txt.apply(lambda x: analyzer.polarity_scores(x))
  if not pd.Series(['neg', 'neu', 'pos', 'compound', 'sentiment']).isin(df.columns).all():
    df = pd.concat([df,sentiment.apply(pd.Series)],1)
  conditions = [(df['compound'] >= 0.05), (df['compound'] <= - 0.05)]
  values = ['positive','negative']
  df['sentiment'] = np.select(conditions, values, 'neutral')
  if not pd.Series(['sentiment']).isin(df.columns).all():
    df = pd.concat([df, df['sentiment']],1)
  return df
In [ ]:
# call sentiment_scores function
df_convo_noeyedeer = sentiment_scores(df_convo_noeyedeer, df_convo_noeyedeer['cleaned_text'])
In [ ]:
df_convo_noeyedeer
Out[ ]:
sender text date time cleaned_text neg neu pos compound sentiment
1479 annagisele hi, how long can i keep the tomato sauces in the fridge once opened? 2020-07-19 12:41:45.741610 long keep tomato sauce fridge opened 0.000 1.000 0.000 0.0000 neutral
1646 jasminetanhy only didi has tried the tomato sambal so far! my elder girl used to eat a lot of the tomato and shiitake sauce previously! :) 2020-07-13 10:11:06.039521 didi tried tomato sambal far elder girl used eat lot tomato shiitake sauce previously 0.000 1.000 0.000 0.0000 neutral
2324 eeelectricgirl i have tried the no eye deer 2020-06-06 09:01:11.367239 tried eye deer 0.000 1.000 0.000 0.0000 neutral
2534 pppraba hi..i see that the spiced pumpkin and roasted tomato sauces can be kept in fridge for about 3 to 5 days. i dont think i will.be able to finish within 3 to 5 days. is it possible to freeze the sauce? will it be safe to eat? how long can i freeze them for? 2020-04-04 14:51:19.075922 hii see spiced pumpkin roasted tomato sauce kept fridge day dont think willbe able finish within day possible freeze sauce safe eat long freeze 0.000 0.798 0.202 0.5106 positive
3077 phyquean yeah i regret not buying that for myself haha i only have the no eye deer 2020-06-06 06:53:56.698482 yeah regret buying haha eye deer 0.255 0.273 0.473 0.3400 positive
3222 qingyunn hi can i check, how long can i store the "no eye deer" in the fridge after opening? 2020-06-18 09:53:40.888765 check long store eye deer fridge opening 0.000 1.000 0.000 0.0000 neutral
3567 __amanddaa yes i got all in each flavour! except for the pumpkin one bc we're avoiding yellow food for asher😆 he's going to have the roasted tomato sauce for lunch!! 2020-04-19 03:42:00.562529 yes got flavour except pumpkin one bc avoiding yellow food going roasted tomato sauce lunch 0.133 0.718 0.149 0.0772 positive
3581 ezzyzan roasted tomato 2020-06-12 11:04:58.601989 roasted tomato 0.000 1.000 0.000 0.0000 neutral
4600 pinxius thank you! yes, my toddler loves the sambal 😊 wld like to try the no eye deer too 2020-06-04 15:20:30.208984 thank yes toddler love sambal wld like try eye deer 0.000 0.335 0.665 0.8979 positive
5271 _mswee hello! i just received my order \nbut i wld like to check how come i only received 1 set of what i ordered? \n\ni thought there was a promo 1 for 1? \nor did i interprete the promo wrongly?\n\nmy order was haru platter x 1 & shiitake sauce x 1 2020-03-12 13:41:46.820439 hello received order wld like check come received set ordered thought promo interprete promo wrongly order haru platter x shiitake sauce x 0.000 0.884 0.116 0.3612 positive
5656 uma_lovelle sorry one more question.. how much is delivery..\nnoticed ure on shopee.. so buyin tru that platform cheaper as the delivery there is cheaper right.. but noticed that the no eye deer u only sell as twin pack there 2020-05-08 04:02:30.214610 one question much delivery noticed ure shopee buyin tru platform cheaper delivery cheaper right noticed eye deer u sell twin pack 0.000 1.000 0.000 0.0000 neutral
5817 3lanor_ hi hi! i have a no eye deer sauce that i cannot open at all 😆 any tips or way to exchange? 2020-05-07 07:58:34.011635 eye deer sauce open tip way exchange 0.000 1.000 0.000 0.0000 neutral
5850 3lanor_ hi hi! i ordered 3 no eye deer previously, but one bottle cap can’t be opened. the cap moves when we twist it but it doesn’t open ... just keep twisting 😂😂 2020-02-28 11:07:05.347234 ordered eye deer previously one bottle cap opened cap move twist open keep twisting 0.000 1.000 0.000 0.0000 neutral
6017 missysnowman ok! thanks. \ni went to shoppe to take a look. for the roasted tomatoes, there’s only twin pack available? 2020-05-05 15:24:20.366638 ok thanks went shoppe take look roasted tomato twin pack available 0.000 0.638 0.362 0.6249 positive
6585 salomelsy83 hi can i clarify, the tomato & shiitake sauce and pumpkin & corn sauce must consume within 3 days after opening? 2020-04-24 05:07:55.350161 clarify tomato shiitake sauce pumpkin corn sauce must consume within day opening 0.000 1.000 0.000 0.0000 neutral
6860 alainasky oh i wanted to buy the roasted tomato and shiitake 2020-04-22 02:56:08.355446 oh wanted buy roasted tomato shiitake 0.000 1.000 0.000 0.0000 neutral
7517 yecxrt definitely! sadly i finished the no eye deer sauce alr 🥺 else it'll probably make a good base for pizza breakfast 😂 2020-02-14 06:13:29.328353 definitely sadly finished eye deer sauce alr else probably make good base pizza breakfast 0.144 0.567 0.289 0.4215 positive
7944 alexiaz92 hi! can i check for the pasta / tomato sauce, once open, have to use within 5 days? is there any tips to extend it? 2020-03-22 14:08:21.315003 check pasta tomato sauce open use within day tip extend 0.000 0.841 0.159 0.1779 positive
8691 gwendelynsng yes! it’s super yummy. we have been using the no eye deer for almost everything! not forgetting your pumpkin spice! 2020-03-08 04:55:26.026418 yes super yummy using eye deer almost everything forgetting pumpkin spice 0.000 0.444 0.556 0.8750 positive
8822 janelel is just the tomato shiitake sauce is crack and the bottle is sticky with visible sauce mark outside but not those dripping kind 2020-03-13 11:58:32.247877 tomato shiitake sauce crack bottle sticky visible sauce mark outside dripping kind 0.000 0.764 0.236 0.5267 positive
8859 ameliapml yes indeed hahahaha. my boy is 9 months. he liked the no eye deer sauce! i like it too 😂 2020-01-07 09:02:15.053552 yes indeed hahahaha boy month liked eye deer sauce like 0.000 0.467 0.533 0.7906 positive
9340 melliehoon hi haruplate!!! i am using your no eye deer sauce n i can see that it says to use in 3 days. can i keep it in the fridge n still use it without 5-7 days? i can’t finish but i can’t bear to throw 2020-03-04 07:03:10.992091 haruplate using eye deer sauce n see say use day keep fridge n still use without day finish bear throw 0.000 1.000 0.000 0.0000 neutral
9487 iam_sharon hi if i wanna order must hit $30? cos i thought of just trying the sambal n shiitake sauce. anywhere i can purchase them without the moq? 2020-02-27 01:56:28.169782 wan na order must hit co thought trying sambal n shiitake sauce anywhere purchase without moq 0.000 1.000 0.000 0.0000 neutral
9489 iam_sharon hi can i ask if the roasted tomato n shiitake sauce for pasta? like bolognese? 2020-01-21 02:53:03.490338 ask roasted tomato n shiitake sauce pasta like bolognese 0.000 0.737 0.263 0.3612 positive
9712 fatxybelle_mrschua hi, can i check is for the party packs. can i request for the roasted tomato & shiitake sauce instead of jams? 2020-02-08 17:07:43.807849 check party pack request roasted tomato shiitake sauce instead jam 0.000 0.769 0.231 0.4019 positive
10093 nonsensicalwen sorry caps . the scrambled eggs with tomato sauce .. i saw it somewhere on your stories 2020-01-02 01:59:03.594443 cap scrambled egg tomato sauce saw somewhere story 0.000 1.000 0.000 0.0000 neutral
In [ ]:
# save result of experiment in excel
#df_to_excel_formatted(df_convo_noeyedeer, 'sentiment_experiment.xlsx', 'noeyedeer_ori_text','B:K')
In [ ]:
# add new sheet
def add_new_sheet(path, new_df, sheet):
  with pd.ExcelWriter(path, engine='openpyxl', mode='a') as writer:
    #df_to_excel_formatted(new_df, path, sheet, cols)  
    new_df.to_excel(writer, sheet_name=sheet)
In [ ]:
# add new experiment result to excel sheet
#add_new_sheet('sentiment_experiment.xlsx', df_convo_noeyedeer, 'noeyedeer_cleaned_text_final')

VADER will return a dictionary of 4 scores for any text; Positive, Neutral, Negative, and Compound scores, all ranging from -1 to 1. The Compound score is a metric that calculates the sum of all the lexicon ratings which have been normalized between -1(most extreme negative) and +1 (most extreme positive). Below is the standard scoring metric followed by most of the analyzers.

  • positive sentiment : (compound score >= 0.05)
  • neutral sentiment : (compound score > -0.05) and (compound score < 0.05)
  • negative sentiment : (compound score <= -0.05)
In [ ]:
# function convert value_counts() to a dataframe
def value_counts_df(df, cols):
  df_counts = pd.DataFrame(df[cols[0]].value_counts())
  df_counts = df_counts.reset_index()
  df_counts.columns = cols
  if not df_counts['sentiment'].str.contains('negative').any():
    df_counts = df_counts.append({'sentiment':'negative', 'counts':0}, ignore_index=True)
  elif not df_counts['sentiment'].str.contains('positive').any():
    df_counts = df_counts.append({'sentiment':'positive', 'counts':0}, ignore_index=True)
  elif not df_counts['sentiment'].str.contains('neutral').any():
    df_counts = df_counts.append({'sentiment':'neutral', 'counts':0}, ignore_index=True)
  return df_counts
In [ ]:
# count sentiment
df_sentiment_counts = value_counts_df (df_convo_noeyedeer, ['sentiment','counts'])
In [ ]:
df_sentiment_counts
Out[ ]:
sentiment counts
0 positive 13
1 neutral 13
2 negative 0
In [ ]:
# visualize the sentiment
  
# Creating explode data 
explode = (0.1, 0.0, 0.1) 
  
# Creating color parameters 
colors = ("orange", "cyan", 'blue') 

# Wedge properties 
wp = { 'linewidth' : 1, 'edgecolor' : "green" } 

# Creating plot 
fig, ax = plt.subplots(figsize =(10, 7)) 
wedges, texts, autotexts = ax.pie(df_sentiment_counts['counts'].values.tolist(),
                                  autopct = '%1.1f%%', 
                                  explode = explode,  
                                  labels = df_sentiment_counts['sentiment'].values.tolist(), 
                                  shadow = True, 
                                  colors = colors, 
                                  startangle = 90, 
                                  wedgeprops = wp, 
                                  textprops = dict (color ="magenta")) 

# Adding legend 
ax.legend(wedges, df_sentiment_counts['sentiment'].values.tolist(), 
          title ="Sentiments", 
          loc ="center left", 
          bbox_to_anchor =(1, 0, 0.5, 1)) 

plt.setp(autotexts, size = 8, weight ="bold") 
ax.set_title("No eye deer Roasted tomato & Shiitake sauce sentiment pie chart") 

# show plot 
plt.show()

I run two experiment of sentiment analysis using original text (only apply lower case) and cleaned text to see if punctuation mark like ?,! and any text cleaning would affect the sentiment score. Both of them returned the same amount of '2020 no eye deer roasted tomato and shiitake sauce' data and the exact same data. However they give different result on sentiment score. Original text sentiment score is 50% positive, 19.2% negative, 30.8% neutral. While cleaned text sentiment score is 50% positive, 7.7% negative, 42.3% neutral.

Experiment Correct Predicted Positive Correct Predicted Negative Correct Predicted Neutral
Original text 13 out of 17 1 out of 1 3 out of 8
Cleaned text 12 out of 17 0 out of 1 6 out of 8
How convincing is the result? I manually annotated 26 data to evaluate the VADER sentiment prediction. For positive sentiment on original text, 13 out 17 are correctly predicted. While on cleaned text, 12 out of 17 are correctly predicted. Most of the incorrectly predicted are predicted as neutral. There is one text (*only didi has tried the tomato sambal so far! my elder girl used to eat a lot of the tomato and shiitake sauce previously! :*)) that on ori text experiment is correctly predicted as positive while on cleaned text experiment is predicted as neutral. Also, there is one message (*is just the tomato shiitake sauce is crack and the bottle is sticky with visible sauce mark outside but not those dripping kind*)that on cleaned text experiment is falsely predicted as positive, it should be negative as in ori text experiment.
Experiment Precision Recall F1 score
Original text
positive sentiment 1 0.76 0.86
negative sentiment 0.125 1 0.22
neutral sentiment 0.6 0.75 0.67
Cleaned text
positive sentiment 0.92 0.71 0.80
negative sentiment 0.00 0.00 0.00
neutral sentiment 0.54 0.75 0.63
Based on precision-recall table above, we can be sure of positive sentiment result which has accuracy around 80% on both experiment. The accuracy of neutral sentiment is not so good. It's because some neutral text that has word 'no eye deer' are predicted as negative because VADER recognize 'no' as negative word. Using non-clean text, more data will be falsely categorized as negative. I run one final experiment on cleaned text to add word 'sorry' in stopwords so that it wont be recognized as negative word by VADER.
Experiment Precision Recall F1 score
Cleaned text final
positive sentiment 0.92 0.71 0.80
negative sentiment 0 0 0
neutral sentiment 0.67 1 0.80

Based on the table above, we increase the confidence of neutral sentiment significantly. But not for negative sentiment. As in all experiment the negative sentiment accuracy is low, we can conclude that VADER is not good to predict negative sentiment. However, now we can be sure about the result of 50% customer give positive respond and 50% other are neutral. It means the customer in general like the no eye deer roasted tomato and shiitake sauce product.

Conclusion

  1. Customers give good feedback about the product.
  2. Label the unlabelled text data with VADER.
  3. Reduces the manual effort.
  4. Accuracy of the analysis sometimes can not be great.
  5. VADER is not good for analyzing negative text.

Future work

  1. Next analysis better use supervised learning. manually annotate or label the data before 2020 and use it as training data to create model prediction for the 2020 data or new data.
  2. Apply RNN as ML agorithm to learn text in context.
  3. Explore any possibility of typo text when do text filtering by creating matching dictionary.
  4. Create standardization rule for manual annotation what positive sentiment means, as well as negative and neutral. For example if the message is question about the product, we should decide if its positive or neutral.
In [ ]:
# select positive sentiment
df_positive_sentiment = df_convo_noeyedeer.loc[(df_convo_noeyedeer["sentiment"].str.contains("positive", na=False))]
In [ ]:
df_positive_sentiment
Out[ ]:
sender text date time cleaned_text neg neu pos compound sentiment
2534 pppraba hi..i see that the spiced pumpkin and roasted tomato sauces can be kept in fridge for about 3 to 5 days. i dont think i will.be able to finish within 3 to 5 days. is it possible to freeze the sauce? will it be safe to eat? how long can i freeze them for? 2020-04-04 14:51:19.075922 hii see spiced pumpkin roasted tomato sauce kept fridge day dont think willbe able finish within day possible freeze sauce safe eat long freeze 0.000 0.798 0.202 0.5106 positive
3077 phyquean yeah i regret not buying that for myself haha i only have the no eye deer 2020-06-06 06:53:56.698482 yeah regret buying haha eye deer 0.255 0.273 0.473 0.3400 positive
3567 __amanddaa yes i got all in each flavour! except for the pumpkin one bc we're avoiding yellow food for asher😆 he's going to have the roasted tomato sauce for lunch!! 2020-04-19 03:42:00.562529 yes got flavour except pumpkin one bc avoiding yellow food going roasted tomato sauce lunch 0.133 0.718 0.149 0.0772 positive
4600 pinxius thank you! yes, my toddler loves the sambal 😊 wld like to try the no eye deer too 2020-06-04 15:20:30.208984 thank yes toddler love sambal wld like try eye deer 0.000 0.335 0.665 0.8979 positive
5271 _mswee hello! i just received my order \nbut i wld like to check how come i only received 1 set of what i ordered? \n\ni thought there was a promo 1 for 1? \nor did i interprete the promo wrongly?\n\nmy order was haru platter x 1 & shiitake sauce x 1 2020-03-12 13:41:46.820439 hello received order wld like check come received set ordered thought promo interprete promo wrongly order haru platter x shiitake sauce x 0.000 0.884 0.116 0.3612 positive
6017 missysnowman ok! thanks. \ni went to shoppe to take a look. for the roasted tomatoes, there’s only twin pack available? 2020-05-05 15:24:20.366638 ok thanks went shoppe take look roasted tomato twin pack available 0.000 0.638 0.362 0.6249 positive
7517 yecxrt definitely! sadly i finished the no eye deer sauce alr 🥺 else it'll probably make a good base for pizza breakfast 😂 2020-02-14 06:13:29.328353 definitely sadly finished eye deer sauce alr else probably make good base pizza breakfast 0.144 0.567 0.289 0.4215 positive
7944 alexiaz92 hi! can i check for the pasta / tomato sauce, once open, have to use within 5 days? is there any tips to extend it? 2020-03-22 14:08:21.315003 check pasta tomato sauce open use within day tip extend 0.000 0.841 0.159 0.1779 positive
8691 gwendelynsng yes! it’s super yummy. we have been using the no eye deer for almost everything! not forgetting your pumpkin spice! 2020-03-08 04:55:26.026418 yes super yummy using eye deer almost everything forgetting pumpkin spice 0.000 0.444 0.556 0.8750 positive
8822 janelel is just the tomato shiitake sauce is crack and the bottle is sticky with visible sauce mark outside but not those dripping kind 2020-03-13 11:58:32.247877 tomato shiitake sauce crack bottle sticky visible sauce mark outside dripping kind 0.000 0.764 0.236 0.5267 positive
8859 ameliapml yes indeed hahahaha. my boy is 9 months. he liked the no eye deer sauce! i like it too 😂 2020-01-07 09:02:15.053552 yes indeed hahahaha boy month liked eye deer sauce like 0.000 0.467 0.533 0.7906 positive
9489 iam_sharon hi can i ask if the roasted tomato n shiitake sauce for pasta? like bolognese? 2020-01-21 02:53:03.490338 ask roasted tomato n shiitake sauce pasta like bolognese 0.000 0.737 0.263 0.3612 positive
9712 fatxybelle_mrschua hi, can i check is for the party packs. can i request for the roasted tomato & shiitake sauce instead of jams? 2020-02-08 17:07:43.807849 check party pack request roasted tomato shiitake sauce instead jam 0.000 0.769 0.231 0.4019 positive
In [ ]:
# select neutral sentiment
df_neutral_sentiment = df_convo_noeyedeer.loc[(df_convo_noeyedeer["sentiment"].str.contains("neutral", na=False))]
In [ ]:
# function to visualize word
def viz_word (text, remove_words):
  new_stopwords = ['hii','haha','yes','dont','willbe','within','got',
                   'except','didi','wld','hello','see','yeah','ticed',
                   'must','previously','without','tru', 'ure','almost',
                   'think','thought','bc','going','able','oh']
  stopwords = set(STOPWORDS)
  stopwords.update(new_stopwords)
  fin_text = list()
  for word in text:
    for w in remove_words:
      word = word.replace(w,' ')
    fin_words = " ".join(word.split())
    fin_text.append(fin_words)
  wordcloud = WordCloud(background_color ='white',max_words = 100,stopwords = stopwords, max_font_size = 40).generate(str(fin_text))
  
  plt.figure(1, figsize = (10, 10))
  plt.axis('off')
  plt.imshow(wordcloud)
  plt.show()
In [ ]:
# visualize word on postive and neutral sentiment
remove_words =['no','eye','deer','roasted','tomato','shiitake','sauce']
text = df_positive_sentiment['cleaned_text'].values.tolist()
viz_word (text, remove_words)

Most of the words are related to the product: pumpkin, pasta, order, promo, freeze, eat, etc. I expect more frequent words on customer experience like 'yummy', 'love', 'like' but we only have a few. Its only 26 data of roasted tomato and shiitake sauce we have in year 2020 afterall.

In [ ]:
text = df_neutral_sentiment['cleaned_text'].values.tolist()
viz_word (text, remove_words)

3.2 Product Use Analysis

As it's food product, customer will use the product to cook or eat. So from the word visualization above, we will filter data which contains word related to cook or eat : cook, eat, sambal, pasta, pumpkin, lunch, egg, pizza.

In [ ]:
# filter messages where text contains 'cook, eat, sambal, pasta, pumpkin, lunch, egg, pizza'
df_convo_noeyedeer['text'].loc[(df_convo_noeyedeer["cleaned_text"].str.contains("cook|eat|sambal|pasta|pumpkin|lunch|egg|pizza", na=False))]
Out[ ]:
1646                                                                                                                                      only didi has tried the tomato sambal so far! my elder girl used to eat a lot of the tomato and shiitake sauce previously! :)
2534     hi..i see that the spiced pumpkin and roasted tomato sauces can be kept in fridge for about 3 to 5 days. i dont think i will.be able to finish within 3 to 5 days. is it possible to freeze the sauce? will it be safe to eat? how long can i freeze them for?
3567                                                                                                         yes i got all in each flavour! except for the pumpkin one bc we're avoiding yellow food for asher😆 he's going to have the roasted tomato sauce for lunch!!
4600                                                                                                                                                                                 thank you!  yes, my toddler loves the sambal 😊 wld like to try the no eye deer too
6585                                                                                                                                                   hi can i clarify, the tomato & shiitake sauce and pumpkin & corn sauce must consume within 3 days after opening?
7517                                                                                                                                                definitely! sadly i finished the no eye deer sauce alr 🥺 else it'll probably make a good base for pizza breakfast 😂
7944                                                                                                                                                hi! can i check for the pasta / tomato sauce, once open, have to use within 5 days? is there any tips to extend it?
8691                                                                                                                                                yes! it’s super yummy. we have been using the no eye deer for almost everything! not forgetting your pumpkin spice!
9487                                                                                                                          hi if i wanna order must hit $30? cos i thought of just trying the sambal n shiitake sauce. anywhere i can purchase them without the moq?
9489                                                                                                                                                                                     hi can i ask if the roasted tomato n shiitake sauce for pasta? like bolognese?
10093                                                                                                                                                                           sorry caps . the scrambled eggs with tomato sauce .. i saw it somewhere on your stories
Name: text, dtype: object

Some messages give us insight on how customer use the product:

"...it'll probably make a good base for pizza breakfast"

"...we have been using the no eye deer for almost everything!"

"...if the roasted tomato n shiitake sauce for pasta?like bolognese?"