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.
# Load data
from google.colab import drive
drive.mount('/content/drive')
Mounted at /content/drive
import os
os.chdir("drive/My Drive/haruplate_task")
!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
!pip install xlsxwriter
Requirement already satisfied: xlsxwriter in /usr/local/lib/python3.6/dist-packages (1.3.6)
!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)
!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)
# 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!
# display full information of dataframe
pd.set_option('display.max_colwidth', None)
# open json file
def open_json(file_name):
with open(file_name, 'r', encoding="utf8" ) as f:
data = json.load(f)
return data
# call open_json function
data = open_json('messages.json')
# convert json to dataframe
def json_to_df(data):
df = pd.DataFrame(data)
return df
# 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': '😍'}] .. ... ... 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']
# 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
# 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]
#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
# call isoformat_to_datetime function
df_convo = isoformat_to_datetime(df_convo)
df_convo
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
# 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
# select data where text is empty
df_convo[df_convo['text'].isna()]
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
# delete missing values
df_convo.dropna(inplace=True)
df_convo.reset_index(drop=True, inplace=True)
df_convo
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
# tokenize keywords
df_convo["cleaned_text"] = df_convo["text"].apply(nltk.word_tokenize)
# 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!
# 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
# 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...
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df_convo
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
# check duplicate rows
duplicate = df_convo[df_convo.duplicated()]
print(duplicate)
Empty DataFrame Columns: [sender, text, date, time, cleaned_text] Index: []
# save dataframe as JSON
# df_convo.to_json('cleaned_messages.json', orient='records')
# 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()
# call df_to_excel_formatted function
#df_to_excel_formatted(df_convo, 'cleaned_messages.xlsx', 'Conversations','B:F')
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.
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.
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
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
# lower string of original text
df_convo["text"] = df_convo["text"].str.lower()
# 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')]
df_convo_noeyedeer
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 |
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
# 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
# call sentiment_scores function
df_convo_noeyedeer = sentiment_scores(df_convo_noeyedeer, df_convo_noeyedeer['cleaned_text'])
df_convo_noeyedeer
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 |
# save result of experiment in excel
#df_to_excel_formatted(df_convo_noeyedeer, 'sentiment_experiment.xlsx', 'noeyedeer_ori_text','B:K')
# 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)
# 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.
# 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
# count sentiment
df_sentiment_counts = value_counts_df (df_convo_noeyedeer, ['sentiment','counts'])
df_sentiment_counts
sentiment | counts | |
---|---|---|
0 | positive | 13 |
1 | neutral | 13 |
2 | negative | 0 |
# 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 |
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 |
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
Future work
# select positive sentiment
df_positive_sentiment = df_convo_noeyedeer.loc[(df_convo_noeyedeer["sentiment"].str.contains("positive", na=False))]
df_positive_sentiment
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 |
# select neutral sentiment
df_neutral_sentiment = df_convo_noeyedeer.loc[(df_convo_noeyedeer["sentiment"].str.contains("neutral", na=False))]
# 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()
# 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.
text = df_neutral_sentiment['cleaned_text'].values.tolist()
viz_word (text, remove_words)
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.
# 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))]
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?"