~~ Understand the emotions of people who tremble because they want to meet ~~
Sentiment analysis from the lyrics Is it a bright song? Is it a sad song? I want to judge.
It would be great if we could perform ambiguous searches such as bright songs and sad songs on music distribution services. This year is a difficult year and it's not good, so I'm doing my best listening to bright songs
COTOHA API Python 3.8.1
The following has already been categorized in RecoChoku, so I selected a song from them as my hobby.
Does the cactus stop dancing in sentiment analysis? I was allowed to reference.
top/
├ file/
│ ├ input.txt (Lyrics to analyze)
│ └ output.csv (Output result)
├ config.ini
└ cotoha_sentiment.py
cotoha_sentiment.py
# -*- coding:utf-8 -*-
import os
import urllib.request
import json
import configparser
import codecs
import csv
class CotohaApi:
def __init__(self, client_id, client_secret, developer_api_base_url, access_token_publish_url):
self.client_id = client_id
self.client_secret = client_secret
self.developer_api_base_url = developer_api_base_url
self.access_token_publish_url = access_token_publish_url
self.getAccessToken()
def getAccessToken(self):
url = self.access_token_publish_url
headers={
"Content-Type": "application/json;charset=UTF-8"
}
data = {
"grantType": "client_credentials",
"clientId": self.client_id,
"clientSecret": self.client_secret
}
data = json.dumps(data).encode()
req = urllib.request.Request(url, data, headers)
res = urllib.request.urlopen(req)
res_body = res.read()
res_body = json.loads(res_body)
self.access_token = res_body["access_token"]
#Sentiment analysis API
def sentiment(self, sentence):
url = self.developer_api_base_url + "nlp/v1/sentiment"
headers={
"Authorization": "Bearer " + self.access_token,
"Content-Type": "application/json;charset=UTF-8",
}
data = {
"sentence": sentence
}
data = json.dumps(data).encode()
req = urllib.request.Request(url, data, headers)
try:
res = urllib.request.urlopen(req)
except urllib.request.HTTPError as e:
print ("<Error> " + e.reason)
res_body = res.read()
res_body = json.loads(res_body)
return res_body
if __name__ == '__main__':
APP_ROOT = os.path.dirname(os.path.abspath( __file__)) + "/"
# config.Get ini value
config = configparser.ConfigParser()
config.read(APP_ROOT + "config.ini")
CLIENT_ID = config.get("COTOHA API", "Developer Client id")
CLIENT_SECRET = config.get("COTOHA API", "Developer Client secret")
DEVELOPER_API_BASE_URL = config.get("COTOHA API", "Developer API Base URL")
ACCESS_TOKEN_PUBLISH_URL = config.get("COTOHA API", "Access Token Publish URL")
cotoha_api = CotohaApi(CLIENT_ID, CLIENT_SECRET, DEVELOPER_API_BASE_URL, ACCESS_TOKEN_PUBLISH_URL)
# file/infile.Get analysis target sentence from txt
checkpath = 'file/input.txt'
song_data = open(checkpath, "r", encoding='utf-8')
output_file = open('file/output.csv', 'w')
writer = csv.writer(output_file, lineterminator='\n') #Line feed code (\n) is specified
sentence = song_data.readline()
while sentence:
print(sentence.strip())
#API execution
result = cotoha_api.sentiment(sentence)
score = result["result"]["score"]
print(score)
sentiment = result["result"]["sentiment"]
print(sentiment)
one_row = [score,sentiment]
writer.writerow(one_row) #pass list
sentence = song_data.readline()
song_data.close()
output_file.close()
I want to see you, I want to see you, I tremble
Feel as far as you think
Tell me again, even if it's a lie
Like that day"I love you"What ...
…
Tomorrow, I can love you more than today
I still like it so much, but I can't put it into words
The days you gave me piled up and passed away The days when two people walked "trajectory"
…
Pretty positive song
If there is a faint light in your tears
In front of you
I'm talking about warming up
…
SPYAIR 「BEAUTIFUL DAYS」
I can change it more positively Let's believe that way
If someone laughs at you, I won't laugh
A new start Anyone can shine
With anxiety & expectations Oh Try yourself
…
Many of the dreams I have drawn do not come true
I hate myself when I envy good people
Some nights are likely to be crushed by a light sleep
…
Well negative
Goodbye stuck in the back of my throat
I said thank you like coughing
The next word is even if you look for a pocket somewhere
…
~~ I can't understand the emotions of people who tremble because they want to meet ~~
This sentiment analysis was done line by line, I think that the results are biased due to the order of the words. I think that more accurate results will be obtained if the granularity of the lyrics to be analyzed is finer, so I will try it if I have time.
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