Popularity score calculation and default column ordering

.gitignore

@@ -1,5 +1,8 @@
 # TEMP
 data/
+data*/
+.joblib_cache/
+.joblib_cache*/
 
 .idea/
 .vscode/

Makefile

@@ -19,14 +19,25 @@ run:
 
 ## Run black code formatter
 black:
-	source venv/bin/activate ; black .
+	source venv/bin/activate ; black --line-length 120 .
+
+## Run tests
+test:
+	source venv/bin/activate ; PYTHONPATH='./src' pytest -vv --capture=no tests
+
+## Clear joblib cache
+clear-cache:
+	rm -rf .joblib_cache
+
+## View API rate limits
+api-rates:
+	curl -I https://api.github.com/users/dylanhogg
 
 ## Serve local client
 serve-local-client:
 	open http://localhost:8002/
 	cd client/app; python3 -m http.server 8002
 
-
 ## AWS S3 cp client app to S3
 s3-deploy-app:
 	cd client; make s3-deploy-app; make cf-invalidation
@@ -35,6 +46,10 @@ s3-deploy-app:
 s3-deploy-files:
 	cd server; make s3-deploy-files; make cf-invalidation
 
+## Run jupyter lab
+jupyter:
+	source venv/bin/activate; PYTHONPATH='./src' jupyter lab
+
 .DEFAULT_GOAL := help
 .PHONY: help
 help:

categories/crypto.md

@@ -1,5 +1,5 @@
 # Crazy Awesome Python
-A selection of 19 curated crypto Python libraries and frameworks ordered by stars.  
+A selection of 18 curated crypto Python libraries and frameworks ordered by stars.  
 
 Checkout the interactive version that you can filter and sort: 
 [https://www.awesomepython.org/](https://www.awesomepython.org/)  
@@ -8,9 +8,9 @@ Checkout the interactive version that you can filter and sort:
 ### [ccxt](https://github.com/ccxt/ccxt)  
 ccxt: A JavaScript / Python / PHP cryptocurrency trading API with support for more than 100 bitcoin/altcoin exchanges  
 [https://github.com/ccxt/ccxt](https://github.com/ccxt/ccxt)  
-90 stars per week over 302 weeks  
-27,411 stars, 6,725 forks, 940 watches  
-created 2017-05-14, last commit 2023-03-02, main language JavaScript  
+90 stars per week over 303 weeks  
+27,419 stars, 6,729 forks, 940 watches  
+created 2017-05-14, last commit 2023-03-04, main language JavaScript  
 <sub><sup>altcoin, api, arbitrage, bitcoin, bot, btc, crypto, cryptocurrency, e-commerce, eth, ethereum, exchange, invest, library, market-data, merchant, strategy, trade, trading</sup></sub>
 
 
@@ -19,17 +19,25 @@ freqtrade: Free, open source crypto trading bot
 [https://www.freqtrade.io](https://www.freqtrade.io)  
 [https://github.com/freqtrade/freqtrade](https://github.com/freqtrade/freqtrade)  
 69 stars per week over 302 weeks  
-20,897 stars, 4,494 forks, 594 watches  
-created 2017-05-17, last commit 2023-03-02, main language Python  
+20,908 stars, 4,495 forks, 595 watches  
+created 2017-05-17, last commit 2023-03-03, main language Python  
 <sub><sup>algorithmic-trading, bitcoin, cryptocurrencies, cryptocurrency, freqtrade, python, telegram-bot, trade, trading-bot</sup></sub>
 
 
+### [consensus-specs](https://github.com/ethereum/consensus-specs) by [ethereum](https://github.com/ethereum)  
+consensus-specs: Ethereum Proof-of-Stake Consensus Specifications  
+[https://github.com/ethereum/consensus-specs](https://github.com/ethereum/consensus-specs)  
+13 stars per week over 232 weeks  
+3,073 stars, 787 forks, 246 watches  
+created 2018-09-20, last commit 2023-03-02, main language Python  
+
+
 ### [web3.py](https://github.com/ethereum/web3.py) by [ethereum](https://github.com/ethereum)  
 web3.py: A python interface for interacting with the Ethereum blockchain and ecosystem.  
 [http://web3py.readthedocs.io](http://web3py.readthedocs.io)  
 [https://github.com/ethereum/web3.py](https://github.com/ethereum/web3.py)  
 11 stars per week over 359 weeks  
-4,061 stars, 1,352 forks, 117 watches  
+4,065 stars, 1,357 forks, 117 watches  
 created 2016-04-14, last commit 2023-02-24, main language Python  
 
 
@@ -38,64 +46,45 @@ slither: Static Analyzer for Solidity
 [https://blog.trailofbits.com/2018/10/19/slither-a-solidity-static-analysis-framework/](https://blog.trailofbits.com/2018/10/19/slither-a-solidity-static-analysis-framework/)  
 [https://github.com/crytic/slither](https://github.com/crytic/slither)  
 16 stars per week over 234 weeks  
-3,865 stars, 703 forks, 62 watches  
+3,873 stars, 704 forks, 62 watches  
 created 2018-09-05, last commit 2023-02-25, main language Python  
 <sub><sup>ethereum, solidity, static-analysis</sup></sub>
 
 
+### [cryptofeed](https://github.com/bmoscon/cryptofeed) by [bmoscon](https://github.com/bmoscon)  
+cryptofeed: Cryptocurrency Exchange Websocket Data Feed Handler  
+[https://github.com/bmoscon/cryptofeed](https://github.com/bmoscon/cryptofeed)  
+6.17 stars per week over 272 weeks  
+1,680 stars, 544 forks, 75 watches  
+created 2017-12-16, last commit 2023-03-04, main language Python  
+<sub><sup>asyncio, binance, bitcoin, btc, coinbase, coinbase-api, crypto, cryptocurrencies, cryptocurrency, ethereum, exchange, ftx-exchange, influxdb, market-data, python, trading, trading-platform, websocket, websockets</sup></sub>
+
+
 ### [Binance-volatility-trading-bot](https://github.com/cyberpunkmetalhead/binance-volatility-trading-bot) by [cyberpunkmetalhead](https://github.com/cyberpunkmetalhead)  
 Binance-volatility-trading-bot: This is a fully functioning Binance trading bot that measures the volatility of every coin on Binance and places trades with the highest gaining coins If you like this project consider donating though the Brave browser to allow me to continuously improve the script.  
 [https://github.com/cyberpunkmetalhead/binance-volatility-trading-bot](https://github.com/cyberpunkmetalhead/binance-volatility-trading-bot)  
-34 stars per week over 94 weeks  
+34 stars per week over 95 weeks  
 3,243 stars, 760 forks, 148 watches  
 created 2021-05-08, last commit 2021-06-10, main language Python  
 
 
-### [consensus-specs](https://github.com/ethereum/consensus-specs) by [ethereum](https://github.com/ethereum)  
-consensus-specs: Ethereum Proof-of-Stake Consensus Specifications  
-[https://github.com/ethereum/consensus-specs](https://github.com/ethereum/consensus-specs)  
-13 stars per week over 232 weeks  
-3,069 stars, 786 forks, 244 watches  
-created 2018-09-20, last commit 2023-03-02, main language Python  
-
-
 ### [py-evm](https://github.com/ethereum/py-evm) by [ethereum](https://github.com/ethereum)  
 py-evm: A Python implementation of the Ethereum Virtual Machine  
 [https://py-evm.readthedocs.io/en/latest/](https://py-evm.readthedocs.io/en/latest/)  
 [https://github.com/ethereum/py-evm](https://github.com/ethereum/py-evm)  
 5.99 stars per week over 322 weeks  
-1,931 stars, 578 forks, 97 watches  
+1,933 stars, 578 forks, 97 watches  
 created 2016-12-27, last commit 2022-12-16, main language Python  
 <sub><sup>ethereum, ethereum-virtual-machine, evm, python</sup></sub>
 
 
-### [cryptofeed](https://github.com/bmoscon/cryptofeed) by [bmoscon](https://github.com/bmoscon)  
-cryptofeed: Cryptocurrency Exchange Websocket Data Feed Handler  
-[https://github.com/bmoscon/cryptofeed](https://github.com/bmoscon/cryptofeed)  
-6.18 stars per week over 271 weeks  
-1,680 stars, 544 forks, 76 watches  
-created 2017-12-16, last commit 2023-03-02, main language Python  
-<sub><sup>asyncio, binance, bitcoin, btc, coinbase, coinbase-api, crypto, cryptocurrencies, cryptocurrency, ethereum, exchange, ftx-exchange, influxdb, market-data, python, trading, trading-platform, websocket, websockets</sup></sub>
-
-
-### [blankly](https://github.com/blankly-finance/blankly) by [blankly-finance](https://github.com/blankly-finance)  
-blankly: 🚀 💸  Easily build, backtest and deploy your algo in just a few lines of code. Trade stocks, cryptos, and forex across exchanges w/ one package.  
-[https://package.blankly.finance](https://package.blankly.finance)  
-[https://github.com/blankly-finance/blankly](https://github.com/blankly-finance/blankly)  
-14 stars per week over 103 weeks  
-1,472 stars, 193 forks, 28 watches  
-created 2021-03-09, last commit 2023-02-02, main language Python  
-<sub><sup>algotrading, binance, blankly, bot, bot-framework, bots, coinbase, crypto, cryptocurrency, framework, investment, platform, python, stocks, trading, trading-bot, trading-strategies</sup></sub>
-
-
-### [bit](https://github.com/ofek/bit) by [ofek](https://github.com/ofek)  
-Bitcoin made easy.  
-[https://ofek.dev/bit/](https://ofek.dev/bit/)  
-[https://github.com/ofek/bit](https://github.com/ofek/bit)  
-3.44 stars per week over 328 weeks  
-1,131 stars, 188 forks, 48 watches  
-created 2016-11-12, last commit 2023-02-11, main language Python  
-<sub><sup>bitcoin, cryptocurrencies, libraries, payments, python</sup></sub>
+### [ethtx](https://github.com/ethtx/ethtx)  
+ethtx: Python package with core transaction decoding functions.  
+[https://www.ethtx.info](https://www.ethtx.info)  
+[https://github.com/ethtx/ethtx](https://github.com/ethtx/ethtx)  
+4.61 stars per week over 87 weeks  
+405 stars, 64 forks, 16 watches  
+created 2021-06-28, last commit 2022-12-01, main language Python  
 
 
 ### [pycoingecko](https://github.com/man-c/pycoingecko) by [man-c](https://github.com/man-c)  
@@ -107,30 +96,14 @@ created 2018-08-24, last commit 2022-10-26, main language Python
 <sub><sup>api, api-wrapper, coingecko, crypto, cryptocurrency, nft, nfts, python, python3, wrapper</sup></sub>
 
 
-### [panoramix](https://github.com/palkeo/panoramix) by [palkeo](https://github.com/palkeo)  
-panoramix: Ethereum decompiler  
-[https://github.com/palkeo/panoramix](https://github.com/palkeo/panoramix)  
-3.54 stars per week over 158 weeks  
-562 stars, 154 forks, 31 watches  
-created 2020-02-17, last commit 2020-08-22, main language Python  
-
-
-### [crypto-whale-watching-app](https://github.com/pmaji/crypto-whale-watching-app) by [pmaji](https://github.com/pmaji)  
-crypto-whale-watching-app: Python Dash app that tracks whale activity in cryptocurrency markets.  
-[https://github.com/pmaji/crypto-whale-watching-app](https://github.com/pmaji/crypto-whale-watching-app)  
-2.08 stars per week over 266 weeks  
-555 stars, 135 forks, 48 watches  
-created 2018-01-23, last commit 2022-12-08, main language Python  
-<sub><sup>bitcoin, bitcoin-api, bitcoin-price, cryptocurrency, cryptocurrency-exchanges, cryptocurrency-price-ticker, cryptocurrency-prices, dash, ethereum, ethereum-blockchain, ethereum-price, gdax, gdax-api, gdax-python, litecoin, litecoin-price, plotly, plotly-dash, python, python3</sup></sub>
-
-
-### [ethtx](https://github.com/ethtx/ethtx)  
-ethtx: Python package with core transaction decoding functions.  
-[https://www.ethtx.info](https://www.ethtx.info)  
-[https://github.com/ethtx/ethtx](https://github.com/ethtx/ethtx)  
-4.64 stars per week over 87 weeks  
-406 stars, 64 forks, 16 watches  
-created 2021-06-28, last commit 2022-12-01, main language Python  
+### [bit](https://github.com/ofek/bit) by [ofek](https://github.com/ofek)  
+Bitcoin made easy.  
+[https://ofek.dev/bit/](https://ofek.dev/bit/)  
+[https://github.com/ofek/bit](https://github.com/ofek/bit)  
+3.44 stars per week over 329 weeks  
+1,131 stars, 188 forks, 48 watches  
+created 2016-11-12, last commit 2023-02-11, main language Python  
+<sub><sup>bitcoin, cryptocurrencies, libraries, payments, python</sup></sub>
 
 
 ### [eth-utils](https://github.com/ethereum/eth-utils) by [ethereum](https://github.com/ethereum)  
@@ -147,11 +120,19 @@ created 2017-02-07, last commit 2022-11-17, main language Python
 ethtx_ce: Ethereum transaction decoder (community version).  
 [https://ethtx.info](https://ethtx.info)  
 [https://github.com/ethtx/ethtx_ce](https://github.com/ethtx/ethtx_ce)  
-2.9 stars per week over 83 weeks  
+2.89 stars per week over 83 weeks  
 242 stars, 60 forks, 13 watches  
 created 2021-07-26, last commit 2022-12-22, main language Python  
 
 
+### [panoramix](https://github.com/palkeo/panoramix) by [palkeo](https://github.com/palkeo)  
+panoramix: Ethereum decompiler  
+[https://github.com/palkeo/panoramix](https://github.com/palkeo/panoramix)  
+3.55 stars per week over 158 weeks  
+564 stars, 154 forks, 31 watches  
+created 2020-02-17, last commit 2020-08-22, main language Python  
+
+
 ### [in3](https://github.com/blockchainsllc/in3) by [blockchainsllc](https://github.com/blockchainsllc)  
 in3: The IN3 client (written in C).  
 [https://in3.readthedocs.io/en/develop/index.html](https://in3.readthedocs.io/en/develop/index.html)  
@@ -162,6 +143,23 @@ created 2019-09-17, last commit 2022-04-01, main language C
 <sub><sup>blockchain, crypto-economic, ethereum, ipfs, verify</sup></sub>
 
 
+### [crypto-whale-watching-app](https://github.com/pmaji/crypto-whale-watching-app) by [pmaji](https://github.com/pmaji)  
+crypto-whale-watching-app: Python Dash app that tracks whale activity in cryptocurrency markets.  
+[https://github.com/pmaji/crypto-whale-watching-app](https://github.com/pmaji/crypto-whale-watching-app)  
+2.08 stars per week over 266 weeks  
+555 stars, 135 forks, 48 watches  
+created 2018-01-23, last commit 2022-12-08, main language Python  
+<sub><sup>bitcoin, bitcoin-api, bitcoin-price, cryptocurrency, cryptocurrency-exchanges, cryptocurrency-price-ticker, cryptocurrency-prices, dash, ethereum, ethereum-blockchain, ethereum-price, gdax, gdax-api, gdax-python, litecoin, litecoin-price, plotly, plotly-dash, python, python3</sup></sub>
+
+
+### [ethereum-datafarm](https://github.com/nerolation/ethereum-datafarm) by [nerolation](https://github.com/nerolation)  
+ethereum-datafarm: Scrap blockchain data from the public API of Etherscan.io  
+[https://github.com/nerolation/ethereum-datafarm](https://github.com/nerolation/ethereum-datafarm)  
+0.47 stars per week over 103 weeks  
+48 stars, 10 forks, 1 watches  
+created 2021-03-13, last commit 2023-02-25, main language Python  
+
+
 ### [crazy-awesome-crypto](https://github.com/dylanhogg/crazy-awesome-crypto) by [dylanhogg](https://github.com/dylanhogg)  
 crazy-awesome-crypto: A list of awesome crypto and blockchain projects  
 [https://www.awesomecrypto.xyz/](https://www.awesomecrypto.xyz/)  
@@ -172,15 +170,7 @@ created 2021-09-27, last commit 2023-02-13, main language Python
 <sub><sup>awesome, awesome-list, bitcoin, blockchain, crypto, cryptocurrency, data, data-analysis, ethereum, github</sup></sub>
 
 
-### [ethereum-datafarm](https://github.com/nerolation/ethereum-datafarm) by [nerolation](https://github.com/nerolation)  
-ethereum-datafarm: Scrap blockchain data from the public API of Etherscan.io  
-[https://github.com/nerolation/ethereum-datafarm](https://github.com/nerolation/ethereum-datafarm)  
-0.47 stars per week over 102 weeks  
-48 stars, 10 forks, 1 watches  
-created 2021-03-13, last commit 2023-02-25, main language Python  
-
-
-This file was automatically generated on 2023-03-03.  
+This file was automatically generated on 2023-03-05.  
 
 To curate your own github list, simply clone and change the input csv file.