Matplotlib
Pandas
NumPy
Seaborn
D3.js
Plotly
GnuPlot
Jupyter
ZenLedger
Koinly
Coinpanda
TokenTax
Blockpit
TaxBit
CoinLedger
CoinTracker
Track your crypto taxes like a pro. Know what you might pay in advance. Gain peace of mind! ZenLedger enables you to import transactions, calculate gains and income, and see your potential taxes as you go through the year. Gain peace of mind knowing the tax implications of your trades and holdings. Auto-fill IRS forms 8949, Schedule D, FinCen114 & FBAR.
ZenLedger helps cryptocurrency investors in any country with their tax prep and portfolio management. We create a master ledger for you and your CPA.
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Matplotlib
ZenLedgerBased on our record, Matplotlib seems to be a lot more popular than ZenLedger. While we know about 114 links to Matplotlib, we've tracked only 5 mentions of ZenLedger. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.
In February, an AI agent named MJ Rathbun submitted a pull request to matplotlib โ the Python plotting library used by half the scientific computing world. Scott Shambaugh, a volunteer maintainer, rejected it. Standard code review. Nothing unusual. - Source: dev.to / 4 months ago
Numbers are useful, but sometimes itโs easier to spot patterns when you can actually see your data. Pandas works seamlessly with Matplotlib, a popular Python library for creating visualizations. Together, they make it easy to turn raw numbers into clear charts. - Source: dev.to / 7 months ago
We are storing the results in JSON files, which we combine, analyze and visualize using matplotlib in Python. Here's the structure of a benchmark result file:. - Source: dev.to / 8 months ago
NetworkX and Matplotlib were used to visualize the graph structure of the agent. - Source: dev.to / 9 months ago
The book introduces the core libraries essential for working with data in Python: particularly IPython, NumPy, Pandas, Matplotlib, Scikit-Learn, and related packages Familiarity with Python as a language is assumed; if you need a quick introduction to the language itself, see the free companion project, Aโฆ. - Source: dev.to / 10 months ago
I have an exchange account for both the business and personal. I keep both accounts separate, which is a little annoying. All coins are mined into software wallets that I move weekly to the exchange. (This is to avoid burning up hardware wallets that don't like complex transactions). I also use two zenledger.io accounts (one for each business and personal) to track taxes/mining/sales/etc... Currently selling a... Source: over 4 years ago
Anyone used https://zenledger.io for tax reporting? Started using it yesterday - it was recommended by Bankless. Looks great so far. Source: over 4 years ago
You'll need to import your data into something like zenledger.io to see your gains/loses. Or else you'll have to keep track of it with a spreadsheet. Source: over 4 years ago
Look for a service where you can sync your wallets and generate the forms and transaction lists. not sure if these handle your wallet(s) but koinly.io and zenledger.io are a couple of them. Source: almost 5 years ago
We always recommend bitcoin.tax or zenledger.io. However, no software (to my knowledge) will properly report income like staking rewards automatically--you have to mark those transactions as income yourself. They don't always play nice with wallets, either. Source: almost 5 years ago
Pandas - Pandas is an open source library providing high-performance, easy-to-use data structures and data analysis tools for the Python.
Koinly - Koinly is the easiest way to monitor your crypto activity & file your taxes.
NumPy - NumPy is the fundamental package for scientific computing with Python
Coinpanda - Calculate & file tax reports for Bitcoin and cryptocurrencies. Made for traders and investors.
Seaborn - Seaborn is a Python data visualization library that uses Matplotlib to make statistical graphics.
TokenTax - Crypto taxes made easy. TurboTax for cryptocurrency.