alphalib

A financial investment app and library.

Features

• Sentiment score with news sources.
• Technical analysis charts.
• Generate stock dataset.
• Automated stock selection
• Algorithm for target buy price.
• Screen to update target buy price.
• Automated stock tracker.

Financial Information

Fundamental Indicators

• Earnings Per Share (EPS)
• Price To Earnings Ratio (P/E)
• Projected Earnings Growth (PEG)
• Free Cash Flow (FCF)
• Price to Book Ratio (P/B)
• Return on Equity (ROE)
• Dividend Payout Ratio (DPR)
• Price to Sales Ratio (P/S)
• Dividend Yield Ratio
• Debt To Equity Ratio (D/E)

Stock

• country
• name
• full_name
• isin
• currency
• symbol

Stock Info

Available fields

• 52WeekChange
• SandP52WeekChange
• address1
• address2
• algorithm
• annualHoldingsTurnover
• annualReportExpenseRatio
• ask
• askSize
• averageDailyVolume10Day
• averageVolume
• averageVolume10days
• beta
• beta3Year
• bid
• bidSize
• bookValue
• category
• circulatingSupply
• city
• coinMarketCapLink
• companyOfficers
• country
• currency
• currentPrice
• currentRatio
• dateShortInterest
• dayHigh
• dayLow
• debtToEquity
• dividendRate
• dividendYield
• earningsGrowth
• earningsQuarterlyGrowth
• ebitda
• ebitdaMargins
• enterpriseToEbitda
• enterpriseToRevenue
• enterpriseValue
• exDividendDate
• exchange
• exchangeTimezoneName
• exchangeTimezoneShortName
• expireDate
• fiftyDayAverage
• fiftyTwoWeekHigh
• fiftyTwoWeekLow
• financialCurrency
• fiveYearAverageReturn
• fiveYearAvgDividendYield
• floatShares
• forwardEps
• forwardPE
• freeCashflow
• fromCurrency
• fullTimeEmployees
• fundFamily
• fundInceptionDate
• gmtOffSetMilliseconds
• grossMargins
• grossProfits
• heldPercentInsiders
• heldPercentInstitutions
• impliedSharesOutstanding
• industry
• isEsgPopulated
• lastCapGain
• lastDividendDate
• lastDividendValue
• lastFiscalYearEnd
• lastMarket
• lastSplitDate
• lastSplitFactor
• legalType
• logo_url
• longBusinessSummary
• longName
• market
• marketCap
• maxAge
• maxSupply
• messageBoardId
• morningStarOverallRating
• morningStarRiskRating
• mostRecentQuarter
• navPrice
• netIncomeToCommon
• nextFiscalYearEnd
• numberOfAnalystOpinions
• open
• openInterest
• operatingCashflow
• operatingMargins
• payoutRatio
• pegRatio
• phone
• preMarketPrice
• previousClose
• priceHint
• priceToBook
• priceToSalesTrailing12Months
• profitMargins
• quickRatio
• quoteType
• recommendationKey
• recommendationMean
• regularMarketDayHigh
• regularMarketDayLow
• regularMarketOpen
• regularMarketPreviousClose
• regularMarketPrice
• regularMarketVolume
• returnOnAssets
• returnOnEquity
• revenueGrowth
• revenuePerShare
• revenueQuarterlyGrowth
• sector
• sharesOutstanding
• sharesPercentSharesOut
• sharesShort
• sharesShortPreviousMonthDate
• sharesShortPriorMonth
• shortName
• shortPercentOfFloat
• shortRatio
• startDate
• state
• strikePrice
• symbol
• targetHighPrice
• targetLowPrice
• targetMeanPrice
• targetMedianPrice
• threeYearAverageReturn
• toCurrency
• totalAssets
• totalCash
• totalCashPerShare
• totalDebt
• totalRevenue
• tradeable
• trailingAnnualDividendRate
• trailingAnnualDividendYield
• trailingEps
• trailingPE
• trailingPegRatio
• twoHundredDayAverage
• volume
• volume24Hr
• volumeAllCurrencies
• website
• yield
• ytdReturn
• zip

Yahoo Finance Screener

• High Dividend Yield Stock

Libraries

Data Processing & Manipulation

• numpy
• pandas

Web Scraping & Data Extraction

• BeautifulSoup
• httpx
• Requests
• Scrapy
• Selenium
• Playwright
• Urllib
• selectolax

Price, Company Info & Fundamental Data Import

• coingecko
• data-link
• eod-data
• finviz
• norgatedata
• tiingo
• simfin
• ultrafinance
• tia
• yahoo_fin
• yfinance

News & Social Media & News Sentiment

• Facebook SDK
• flair
• keybert
• praw
• pygooglenews
• textblob
• tiingo
• tweepy

Data Analysis & Statistics

• numpy
• pandas
• scipy
• statistics
• statsmodels

Technical Indicators & Candlestick Patterns

• finta
• pandas-ta
• TA-Lib
• ta

Data Visualization & Price Charts

• matplotlib
• ploty
• seaborn

Performance & Risk Analysis

• ffn
• finmarketpy
• pyfin
• pyfolio
• QuantPy
• QuantStats
• thepassiveinvestor
• vollib

Artificial Intelligence

• keras
• prophet
• pytorch
• Scikit Learn
• tensorflow
• TensorTrade

Backtesting

• backtesting.py - to try
• backtrader
• bt
• lean
• pybacktest
• QuantRocket
• zipline

Live Trading

• cctx
• cex-io-api-python
• FreqTrade
• HummingBot
• Pyalgotrade
• QuantRocket
• Tradelogics

Months

May - Buy June - Sell July - Sell August - Buy Sept - Buy (worst month)

Lotto

For a time series dataset with the following fields

• date
• lucky_no

Write a python script that

• generate more features from the dataset
• predict the future lucky number