import dash
import dash_table as dt
import dash_core_components as dcc
import dash_html_components as html
from fbprophet import Prophet
import warnings
from crypto_news_api import CryptoControlAPI
css = ["https://stackpath.bootstrapcdn.com/bootstrap/3.4.1/css/bootstrap.min.css"]
app = dash.Dash(__name__, external_stylesheets=css)
warnings.simplefilter(action='ignore')
api_key_news = '2df3a15efa6332e41ba90795b9639d32'
api = CryptoControlAPI(api_key_news)
latestTweets = api.getLatestTweetsByCoin("bitcoin")
tweets = pd.DataFrame(latestTweets)
tweets = tweets[['publishedAt','text']]
tweets['publishedAt'] = pd.to_datetime(tweets['publishedAt'])
list1 = []
for i in tweets['publishedAt']:
i = i.strftime('%d-%m-%Y')
list1.append(i)
tweets['publishedAt'] = list1
tweets['publishedAt'] = pd.to_datetime(tweets['publishedAt'])
tweets.rename(columns = {'publishedAt' : 'Date'}, inplace=True)
tweets['cleaned'] = tweets.text.apply(p.clean)
test_list = []
for i in tweets.cleaned:
class News:
def __init__(self, api_key):
self.language = 'en'
self.api = CryptoControlAPI(api_key)
def set_language(self, language):
# English (en default)
# Chinese/Mandarin 'cn'
# German 'de'
# Italian 'it'
# Japanese 'jp'
# Korean 'ko'
# Portuguese 'po'
# Russian 'ru'
# Spanish 'es'
self.language = language
def getTopNews(self):
# Get the top news articles.
self.data, self.formated = None, None
try:
self.data = self.api.getTopNews(language=self.language)
self.formated = self.format_news(self.data)
print(self.formated)
except Exception as e:
print(e)
def getLatestNews(self):
# Get the latest news articles.
self.data, self.formated = None, None
try:
self.data = self.api.getLatestNews(language=self.language)
self.formated = self.format_news(self.data)
print(self.formated)
except Exception as e:
print(e)
def getTopNewsByCoin(self, coin):
# Get the top news articles for a specific coin from the CryptoControl API.
self.data, self.formated = None, None
try:
self.data = self.api.getTopNewsByCoin(coin,language=self.language)
self.formated = self.format_news(self.data)
print(self.formated)
except Exception as e:
print(e)
def getTopNewsByCategory(self):
# Get news articles grouped by category.
self.data, self.formated = None, None
try:
self.data = self.api.getTopNewsByCategory(language=self.language)
except Exception as e:
print(e)
return
self.formated = pd.concat([self.format_news(self.data[i]) for i in self.data.keys()])
print(self.formated)
def getLatestNewsByCoin(self, coin):
# Get the latest news articles for a specific coin.
self.data, self.formated = None, None
try:
self.data = self.api.getLatestNewsByCoin(coin, language= self.language)
self.formated = self.format_news(self.data)
print(self.formated)
except Exception as e:
print(e)
def getTopNewsByCoinCategory(self, coin):
# Get news articles grouped by category for a specific coin.
self.data, self.formated = None, None
try:
self.data = self.api.getTopNewsByCoinCategory(coin, language=self.language)
self.formated = self.format_news(self.data)
print(self.formated)
except Exception as e:
print(e)
def getTopTweetsByCoin(self, coin):
# Get top tweets for a particular coin
self.tweets, self.formated = None, None
try:
self.tweets = self.api.getTopTweetsByCoin(coin,language=self.language)
self.formated = self.format_tweets(self.tweets)
print(self.formated)
except Exception as e:
print(e)
def getLatestTweetsByCoin(self, coin):
# Get latest tweets for a particular coin
self.tweets, self.formated = None, None
try:
self.tweets = self.api.getLatestTweetsByCoin(coin,language=self.language)
self.formated = self.format_tweets(self.tweets)
print(self.formated)
except Exception as e:
print(e)
def getTopRedditPostsByCoin(self, coin):
# Get top reddit posts for a particular coin
self.reddit, self.formated = None, None
try:
self.reddit = self.api.getTopRedditPostsByCoin(coin,language=self.language)
self.formated = self.format_reddit(self.reddit)
print(self.formated)
except Exception as e:
print(e)
def getTopFeedByCoin(self, coin):
# Get a combined feed (reddit/tweets/articles) for a particular coin sort by time
self.feed, self.formated = None, None
try:
self.feed = self.api.getTopFeedByCoin(coin,language=self.language)
self.formated = self.format_feed(self.feed)
print(self.formated)
except Exception as e:
print(e)
def getCoinDetails(self, coin):
try:
self.coin = self.api.getCoinDetails(coin,language=self.language)
print(pd.DataFrame.from_dict(self.coin,orient = 'index'))
except Exception as e:
print(e)
def export_csv(self):
# export formated data to csv
self.formated.to_csv('section1/task3/Formated_Data.csv', index = 0)
@staticmethod
def format_news(data):
news = pd.DataFrame(data)
news = news[['primaryCategory', 'coins', 'title',
'url', 'source','publishedAt']]
news['coins'] = [[i['tradingSymbol'] for i in news.coins[j]] for j in range(news.coins.size)]
news['source'] = [i['name'] for i in news.source]
return news
@staticmethod
def format_tweets(data):
tweets = pd.DataFrame(data)
tweets = tweets[['text', 'url', 'publishedAt','retweetCount', 'favoriteCount']]
return tweets
@staticmethod
def format_reddit(data):
reddit = pd.DataFrame(data)
reddit = reddit[['title', 'url', 'subreddit', 'publishedAt' , 'comments', 'upvotes']]
return reddit
def format_feed(self, data):
feed = pd.DataFrame(data)
article = self.format_news([x for x in feed.article.dropna()])
tweet = self.format_tweets([x for x in feed.tweet.dropna()])
reddit = self.format_reddit([x for x in feed.reddit.dropna()])
tweet = tweet.rename(columns={'text':'title'})
df = pd.concat([article,tweet,reddit]).sort_values('publishedAt',ascending=False)
df = df.drop('coins', axis = 1)
# df = df[['title','url','publishedAt']]
return df
save_csv(lcn, 'latest_coin_news.csv')
# get top news by category for a paticular coin
top_news_coin_category = api.getTopNewsByCoinCategory("bitcoin")
tncc = format_df(top_news_coin_category)
save_j(top_news_coin_category, 'top_news_coin_category.json')
save_csv(tncc, 'top_news_coin_category.csv')
# get top tweets
top_coin_tweets = api.getTopTweetsByCoin("bitcoin")
tct = format_df(top_coin_tweets)
save_j(top_coin_tweets, 'top_coin_tweets.json')
save_csv(tct, 'top_coin_tweets.csv')
# get latest tweets by coin
latest_coin_tweets = api.getLatestTweetsByCoin('bitcoin')
lct = format_df(latest_coin_tweets)
save_j(latest_coin_tweets, 'latest_coin_tweets.json')
save_csv(lct, 'latest_coin_tweets.csv')
# get Get top reddit posts for a particular coin
top_coin_reddits = api.getTopRedditPostsByCoin("bitcoin")
tcr = format_df(top_coin_reddits)
save_j(top_coin_reddits, 'top_coin_reddits.json')
save_csv(tcr, 'top_coin_reddits.csv')
# get latest Ripple reddit posts
latest_coin_posts = api.getLatestRedditPostsByCoin("ripple")
lcp = format_df(latest_coin_posts)
save_j(latest_coin_posts, 'latest_coin_post.json')
save_csv(lcp, 'latest_coin_posts.csv')