├── LICENSE ├── README.md ├── docs ├── finance_data │ └── cot_commitments-of-traders.md ├── finance_forex │ ├── digital-currencies.md │ └── forex-concepts.md ├── finance_history.md ├── finance_macroeconomics │ ├── gdp_gross-domestic-product.md │ └── world-economic-outlook.md ├── finance_research │ ├── commodities.md │ ├── data-companies.md │ └── software-companies.md ├── finance_technical-analysis │ ├── autoregressive-integrated-ma.md │ └── balance-of-power.md ├── index.md ├── quant_python │ ├── python.md │ └── python_zen.md ├── research_papers.md └── terminology.md ├── scripts ├── index.md └── python │ └── utils │ └── print_env_var.py └── src └── static └── img ├── .gitkeep └── markus-spiske-5gGcn2PRrtc-unsplash.jpg /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2021 dMLTquant 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | [//]: # "START - Navigation between Markdown pages inside of GitHub." 2 | 3 | ••• **[home](/README.md)** ••• **[docs](/docs/index.md)** ••• **[scripts](/scripts/index.md)** ••• 4 | 5 | [//]: # "END - Navigation between Markdown pages inside of GitHub." 6 | 7 | --- 8 | 9 |

10 | 11 | Photo by Markus Spiske on Unsplash 12 |

13 | 14 | --- 15 | 16 |

17 | ••• dMLTresearch •••
18 | • AWESOME INVESTING •
19 |

20 | 21 |

22 | • investing services and tools • financial data • quantitative analysis • algorithmic trading •
23 | • data science • python • pine script • programing tools • languages and frameworks • 24 |

25 | 26 |

27 | 28 | AWESOME 29 | GitHub All Releases 30 | GitHub last commit 31 | GitHub repo size 32 |

33 | 34 | --- 35 | 36 |

• FINANCE •

37 | 38 |
essentials 39 | 40 | --- 41 | 42 | • [Bloomberg](https://www.bloomberg.com/) • [TradingEconomics Calendar](https://tradingeconomics.com/calendar) • [MacroTrends](http://www.macrotrends.net/) • [MarketMilk](https://marketmilk.babypips.com) • [TradingView](https://www.tradingview.com/) • [DocoH](https://docoh.com/) • [Tradingster COT Reports](https://www.tradingster.com) • [Investopedia](https://www.investopedia.com/) • [Quantocracy](https://quantocracy.com) • 43 | 44 | --- 45 | 46 |
47 | 48 |
alternatives 49 | 50 | --- 51 | 52 | **cryptocurrencies** • [defiprime](https://defiprime.com/) • [cosmos network](https://cosmos.network/) • 53 | 54 | --- 55 | 56 |
57 | 58 |
data warehouses 59 | 60 | --- 61 | 62 | **macroeconomics** • [TradingEconomics](https://tradingeconomics.com/) • [IHS Markit](https://ihsmarkit.com/) • 63 | 64 | **macroeconomics** • **central banks** • [US Federal Reserve (FED)](https://www.federalreserve.gov/) • [US Securities and Exchange Commision (SEC)](https://www.sec.gov/) [[ [US SEC EDGAR Search](https://www.sec.gov/edgar/search-and-access) ]] • [European Central Bank (ECB)](https://www.ecb.europa.eu/) [[ [ECB Statistical Data Warehouse (SDW) ](https://sdw.ecb.europa.eu/) • [ECB SDW Search](https://sdw.ecb.europa.eu/intelligentsearch/) ]] • [Bank of England (BoE)](https://www.bankofengland.co.uk/) • [Bank of Japan (BoJ)](https://www.boj.or.jp/en/index.htm/) • 65 | 66 | **macroeconomics** • **world banks** • [World Bank](https://www.worldbank.org/) [[ [World Bank Datacatalog](https://datacatalog.worldbank.org/) ]] • [Bank for International Settlements (BIS)](https://www.bis.org) • [International Monetary Fund (IMF)](https://www.imf.org/) • 67 | 68 | **statistics** • **europe** • [EuroStat](https://ec.europa.eu/eurostat/) • [European National Statistical Institutes](https://ec.europa.eu/eurostat/web/links) • 69 | 70 | **statistics** • **uk** • [UK Statistical System](https://www.statisticsauthority.gov.uk/) • [UK GOV Open Data](https://data.gov.uk/) • [London DataStore](https://data.london.gov.uk) • 71 | 72 | **statistics** • **us** • [US Bureau of Economic Analysis](https://www.bea.gov/) 73 | 74 | **trading data** • [Nasdaq](https://www.nasdaq.com/) [[ *features* • [Data Link (Quandl)](https://data.nasdaq.com/) • [Trading Halts](http://www.nasdaqtrader.com/Trader.aspx?id=TradeHalts) ]] • [NYSE](https://www.nyse.com/) [[ *features* • [Trading Halts](https://www.nyse.com/trade-halt-current) ]] • [ICE](https://www.ice.com/) • [CME Group](https://www.cmegroup.com/) [[ [CME Group Block Trades](https://www.cmegroup.com/clearing/operations-and-deliveries/accepted-trade-types/block-data.html) ]] • [MacroTrends](http://www.macrotrends.net/) • [Yahoo Finance](https://finance.yahoo.com/) • [Google Finance](https://www.google.com/docs/) • [Tradingster COT Reports](https://www.tradingster.com) • 75 | 76 | **trading data** • **dashboards** • [Bloomberg Professional](https://www.bloomberg.com/professional/) • [Money Net](https://www.money.net/) • [Tiingo](https://www.tiingo.com/) • [KoyFin](https://www.koyfin.com/) • [DarQube](https://darqube.io/) • 77 | 78 | **trading data** • **research** • [DocoH](https://docoh.com/) • [Morningstar Professional](https://www.morningstar.com/products) • [SimplyWall.st](https://simplywall.st/) • [Wallmine](https://wallmine.com/) • [FinViz](https://finviz.com) • [StockRover](https://www.stockrover.com/) • [Atom Finance](https://atom.finance/) • [TipRanks](https://www.tipranks.com/) • [Yewmo Edge](https://edge.yewno.com/) • [Sentieo](https://sentieo.com/) • [TIKR Terminal](https://tikr.com) • [EZ Stock Screener](https://www.ezstockscreener.com) • [Insider Finance](https://insiderfinance.io/) • [Quiver Quant](https://www.quiverquant.com) • [BusinessQuant](https://businessquant.com/) • 79 | 80 | --- 81 | 82 |
83 | 84 |
insights 85 | 86 | --- 87 | 88 | **calendar** • [TradingEconomics](https://tradingeconomics.com/calendar) • [BabyPips](https://www.babypips.com/economic-calendar) • [Forex Factory](https://www.forexfactory.com/calendar) • [MetaTrader Calendar](https://www.mql5.com/en/economic-calendar) • 89 | 90 | **communities** • [seekingalpha](https://seekingalpha.com/) • [stocktwits](https://stocktwits.com/) • 91 | 92 | **education** • [Investopedia](https://www.investopedia.com/) • [Quantocracy](https://quantocracy.com) • 93 | 94 | **indices** • [Bloomberg Currency Indices](https://www.bloomberg.com/professional/product/indices/bloomberg-currency-indices/) • [ICE U.S. Dollar Index (USDX)](https://www.theice.com/forex/usdx) • 95 | 96 | **forex** • [MarketMilk](https://marketmilk.babypips.com) • [BabyPips](https://www.babypips.com/) • 97 | 98 | **intelligence** • [World Economic Forum](https://www.weforum.org/) • [CME Group Insights](https://www.cmegroup.com/insights.html) 99 | 100 | **news** • [Bloomberg](https://www.bloomberg.com/) • [Wall Street Journal](https://www.wsj.com/) • [Barrons](https://www.barrons.com/) • [Financial Times](https://www.ft.com) • [Reuters](https://www.reuters.com/) • [MarketWatch](https://www.marketwatch.com/) • [Tiingo](https://www.tiingo.com/) • [Benzinga](https://pro.benzinga.com/) • [IMF Finance and Development](https://www.imf.org/external/pubs/ft/fandd/index.htm) • [TechCrunch](https://techcrunch.com/) • 101 | 102 | **sentiment** • [CME Group Market Sentiment Meter](https://www.cmegroup.com/tools-information/market-sentiment-meter.html) • [IG Client Sentiment](https://www.dailyfx.com/sentiment) • [IG Client Sentiment Report](https://www.dailyfx.com/sentiment-report) 103 | 104 | --- 105 | 106 |
107 | 108 |
tools and services 109 | 110 | --- 111 | 112 | **brokers** • [Alpaca](https://alpaca.markets/) • [OandA](https://www.oanda.com/) • [WealthSimple](https://www.wealthsimple.com/) • [Nutmeg](https://www.nutmeg.com) • [Interactive Brokers](https://www.interactivebrokers.com/) • [Trading212](https://www.trading212.com/) • [FreeTrade](https://freetrade.io/) • [Interactive Investor](https://www.ii.co.uk/) • 113 | 114 | **brokers** • **Proprietary Trading Firms** • [FTMO](https://ftmo.com/en/) • [Darwinex](https://www.darwinex.com) • 115 | 116 | **charts** • [TrendSpider](https://trendspider.com) • [AutoChartist](https://www.autochartist.com/) • [yCharts](https://ycharts.com) • 117 | 118 | **charts** • **TradingView** • [TradingView](https://www.tradingview.com/) [[ *docs* • [PineScript V4](https://www.tradingview.com/pine-script-docs/en/v4/Introduction.html) • *features* • [Spark](https://www.tradingview.com/sparks/) • [Formula Charts](https://www.tradingview.com/chart/AAPL/ZtMqr022-Create-Your-Own-Formula-and-Chart-It/) • [Heatmaps](https://www.tradingview.com/heatmap/stock/?color=change&dataset=SPX500&group=sector&size=market_cap_basic) • *education* • [Kodify](https://kodify.net/tradingview-programming-articles/) • [TradingCode](https://www.tradingcode.net/tradingview-pine-script-course/) • *status* • [Status](https://status.tradingview.com) ]] • 119 | 120 | **charts** • **MetaTrader** • [MetaTrader 5](https://www.metatrader5.com) [[ *docs* [MetaQuotes (MQL5)](https://www.metatrader5.com/en/automated-trading/mql5) ]] • 121 | 122 | **open source** • [agora](https://github.com/HP4k1h5/agora/) • [ghostfolio](https://github.com/ghostfolio/ghostfolio/) • 123 | 124 | **portfolio** • **analysis** • [Portfolio Performance](https://www.portfolio-performance.info/en/) • 125 | 126 | **portfolio** • **risk management** • [Ziggma](https://ziggma.com/) • [Risk-O](http://www.risk-o.com/) • 127 | 128 | **portfolio** • **trading journals** • [EdgeWonk](https://edgewonk.com) • [TradesViz](https://www.tradesviz.com) • [TraderVue](https://www.tradervue.com) • 129 | 130 | --- 131 | 132 |
133 | 134 |

• QUANT •

135 | 136 |
essentials 137 | 138 | --- 139 | 140 | • [GitHub](https://github.com/) • [DataCamp](https://www.datacamp.com) • [Kaggle](https://www.kaggle.com) • [Tradologics](https://tradologics.com/) • 141 | 142 | --- 143 | 144 |
145 | 146 |
algorithmic trading 147 | 148 | --- 149 | 150 | **backtest** • [QuantRocket](https://www.quantrocket.com) • [Blueshift](https://blueshift.quantinsti.com) • [TradingView](https://www.tradingview.com/) • [Tradewell](https://www.tradewell.app/) 151 | 152 | **backtest** • **Backtrader** • [Backtrader](https://backtrader.com) • [Data Feeds](https://www.backtrader.com/docu/datafeed/) • 153 | 154 | **backtest** • **QuantConnect** • [QuantConnect](https://www.quantconnect.com) [[ *features* • [LEAN Trading Engine](https://www.lean.io) • [LEAN CLI](https://www.lean.io/cli/) ]] • 155 | 156 | **backtest** • **TradingView PineScript** • [PineScript Libraries](https://www.tradingview.com/pine-script-docs/en/v5/concepts/Libraries.html) • 157 | 158 | **education** • **TradingView PineScript** • [PineCoders](https://www.pinecoders.com/) • [PineScript V4 Docs](https://www.tradingview.com/pine-script-docs/en/v4/Introduction.html) • 159 | 160 | **strategy automation** • [Tradologics](https://tradologics.com/) • [Bots.io](https://www.bots.io) • [BreakingEquity](https://www.breakingequity.com) • 161 | 162 | --- 163 | 164 |
165 | 166 |
python 167 | 168 | --- 169 | 170 | **environment** • [Repl.it](https://replit.com/) • [PythonAnywhere](https://www.pythonanywhere.com/) • [Anaconda](https://www.anaconda.com/) • [DataLore](https://datalore.jetbrains.com/) • [Deepnote](https://deepnote.com/) • 171 | 172 | **environment** • **IDEs** • [Python in VS Code](https://code.visualstudio.com/docs/python/python-tutorial) • [Spyder](https://www.spyder-ide.org/) • [DataSpell](https://www.jetbrains.com/dataspell/) • 173 | 174 | **package managers** • [Python Package Index](https://pypi.org/) • [pip](https://pypi.org/project/pip/) • [pipenv](https://pypi.org/project/pipenv/) • [conda](https://docs.conda.io/en/latest/) • [poetry](https://python-poetry.org/) • 175 | 176 | **packages** • **data retrieval** • [yfinance](https://pypi.org/project/yfinance/) • [tiingo](https://pypi.org/project/tiingo/) • [tradingview-ta](https://pypi.org/project/tradingview-ta/) • 177 | 178 | **packages** • **data storage** • [PyStore](https://pypi.org/project/PyStore/) • 179 | 180 | **packages** • **data visualization** • [bqplot](https://pypi.org/project/bqplot/) • 181 | 182 | **resources** • [Python Org](https://www.python.org/) • 183 | 184 |
185 | 186 |
postgre sql 187 | 188 | --- 189 | 190 | **environment** • [Supabase](https://supabase.com/) • 191 | 192 | **resources** • [PostgreSQL Org](https://www.postgresql.org/) • 193 | 194 |
195 | 196 |
tools 197 | 198 | --- 199 | 200 | **environment** • [GitHub Codespaces](https://github.com/features/codespaces) • [CodeSandbox](https://codesandbox.io) • 201 | 202 | **environment** • **vs code** • [Visual Studio Code](https://code.visualstudio.com) • [Getting started](https://code.visualstudio.com/docs/introvideos/basics) • 203 | 204 | **tunnel** • [Ngrox](https://ngrok.com) • 205 | 206 | **version control** • [GitHub](https://github.com/) • [GitHub Docs](https://docs.github.com/) • [Awesome READMEs](https://awesomegithubprofile.tech) • 207 | 208 | --- 209 | 210 |
211 | -------------------------------------------------------------------------------- /docs/finance_data/cot_commitments-of-traders.md: -------------------------------------------------------------------------------- 1 | [//]: # "START - Navigation between Markdown pages inside of GitHub." 2 | 3 | ••• **[home](/README.md)** ••• **[docs](/docs/index.md)** ••• **[scripts](/scripts/index.md)** ••• 4 | 5 | [//]: # "END - Navigation between Markdown pages inside of GitHub." 6 | 7 | --- 8 | 9 | # Commitment of Traders (COT) report 10 | 11 |
resources 12 | 13 | --- 14 | 15 | - [CFTC | The Commodity Futures Trading Commission](https://www.cftc.gov/MarketReports/CommitmentsofTraders/index.htm) 16 | - [investopedia | COT Reports](https://www.investopedia.com/terms/c/cot.asp) 17 | - [cotreports.org | COT Reports](https://www.cotreports.org/) 18 | - [tradingster.com | COT Reports](https://www.tradingster.com) 19 | 20 | --- 21 | 22 |
23 | 24 | The Commodity Futures Trading Commission (Commission or CFTC) publishes the Commitments of Traders (COT) reports to help the public understand market dynamics. Specifically, the COT reports provide a breakdown of each Tuesday’s open interest for futures and options on futures markets in which 20 or more traders hold positions equal to or above the reporting levels established by the CFTC. 25 | 26 | The COT reports are based on position data supplied by reporting firms (FCMs, clearing members, foreign brokers and exchanges). While the position data is supplied by reporting firms, the actual trader category or classification is based on the predominant business purpose self-reported by traders on the CFTC Form 401 and is subject to review by CFTC staff for reasonableness.2 CFTC staff does not know specific reasons for traders’ positions and hence this information does not factor in determining trader classifications. In practice this means, for example, that the position data for a trader classified in the "producer/merchant/processor/user" category for a particular commodity will include all of its positions in that commodity, regardless of whether the position is for hedging or speculation. Note that traders are able to report business purpose by commodity and, therefore, can have different classifications in the COT reports for different commodities. For one of the reports, Traders in Financial Futures, traders are classified in the same category for all commodities. 27 | -------------------------------------------------------------------------------- /docs/finance_forex/digital-currencies.md: -------------------------------------------------------------------------------- 1 | [//]: # "START - Navigation between Markdown pages inside of GitHub." 2 | 3 | ••• **[home](/README.md)** ••• **[docs](/docs/index.md)** ••• **[scripts](/scripts/index.md)** ••• 4 | 5 | [//]: # "END - Navigation between Markdown pages inside of GitHub." 6 | 7 | --- 8 | # Digital currencies 9 | 10 | ## Central bank digital currencies (CBDCs) 11 | 12 |
resources 13 | 14 | --- 15 | 16 | - [BIS | Digital currencies and the future of the monetary system](https://www.bis.org/speeches/sp210127.htm) 17 | - [BIS | CBDCs beyond borders: results from a survey of central banks](https://www.bis.org/publ/bppdf/bispap116.htm) 18 | - [BIS | Central bank digital currencies](https://www.bis.org/cpmi/publ/d174.htm) 19 | - [BIS | Central bank digital currencies: foundational principles and core features(https://www.bis.org/publ/othp33.htm) 20 | - [BIS | Fintech and payments: regulating digital payment services and e-money](https://www.bis.org/fsi/publ/insights33.htm) 21 | 22 | --- 23 | 24 |
25 | 26 | Extract from: [NASDAQ | Central bank digital currencies get full BIS backing](https://www.nasdaq.com/articles/central-bank-digital-currencies-get-full-bis-backing-2021-06-23) 27 | 28 | > The Bank for International Settlements (BIS) has given its full backing to the development of central bank digital currencies (CBDCs), saying they are needed to modernize finance and ensure 'Big Tech' does not take control of money. 29 | > 30 | > Dubbed the central bank to the world's central banks, the BIS, which is coordinating many of their discussions on digital currencies, set out recommendations, in June 2021, on how a CBDC such as a digital dollar, euro, yen or yuan should look. 31 | 32 | Extract from: [Central banks and the BIS explore what a retail CBDC might look like](https://www.bankofengland.co.uk/news/2021/september/bis-press-release) 33 | 34 | > Seven central banks and the BIS take forward their work on retail central bank digital currencies and analyse policy options and practical implementation issues 35 | > 36 | > New set of reports explores how CBDCs could best meet users’ future needs through developing interoperable systems that support private innovation while preserving public trust 37 | > 38 | > Extensive cooperation and dialogue will be required to develop and run a CBDC, preserving the centrality of central bank money for future systems that anchor public trust and support public welfare 39 | > 40 | > Building on an initial report outlining foundational principles for CBDCs [published in 2020](https://www.bis.org/press/p201009.htm) Opens in a new window, the group formed by Bank of Canada, Bank of England, Bank of Japan, European Central Bank, Federal Reserve, Sveriges Riksbank, Swiss National Bank and BIS has now turned to practical policy and implementation issues. While none of these central banks has yet decided to proceed with a retail CBDC, they believe continuing to work on the topic is key, due to its wide-ranging implications. 41 | -------------------------------------------------------------------------------- /docs/finance_forex/forex-concepts.md: -------------------------------------------------------------------------------- 1 | [//]: # "START - Navigation between Markdown pages inside of GitHub." 2 | 3 | ••• **[home](/README.md)** ••• **[docs](/docs/index.md)** ••• **[scripts](/scripts/index.md)** ••• 4 | 5 | [//]: # "END - Navigation between Markdown pages inside of GitHub." 6 | 7 | --- 8 | # Forex & Currencies Trading 9 | 10 |
resources 11 | 12 | --- 13 | 14 | - [Investopedia | Forex & Currencies Trading](https://www.investopedia.com/forex-and-currencies-trading-4689676) 15 | - [Investopedia | Cross Currency](https://www.investopedia.com/terms/c/crosscurrency.asp) 16 | - [Investopedia | Cross Currency Triangulation](https://www.investopedia.com/articles/forex/09/currency-cross-triangulation.asp) 17 | - [BabyPips | Safe Haven Currencies](https://www.babypips.com/forexpedia/safe-haven-currencies) 18 | 19 | --- 20 | 21 |
22 | 23 | **Foreign exchange (forex) and currency trading** refers to simultaneously buying one currency and selling another, or vice versa, in the hope that one currency will strengthen against the other. 24 | 25 | ## Cross Currency Triangulation 26 | 27 | A **cross currency** refers to a **forex transaction** that does not involve the **U.S. dollar** as a contract settlement currency. Common cross currency pairs involve the **Euro** and the **Japanese yen**. 28 | 29 | **The basic cross exchange rate formula** 30 | 31 | ``` 32 | A/B x B/C = C/B 33 | ``` 34 | 35 | **Examples** 36 | 37 | - EUR/GBP = EUR/USD divided by GBP/US 38 | - GBP/CHF = GBP/USD x USD/CHF 39 | - AUD/NZD bid = AUD/USD bid divided by NZD/USD offer = a certain rate 40 | - AUD/NZD offer = AUD/USD offer divided by NZD/USD bid = a rate 41 | 42 | ## Safe Haven Currencies 43 | 44 | Safe haven currencies are currencies that are expected to retain or increase in value during periods geopolitical macroeconomic stress. 45 | 46 | The **U.S. dollar (USD)**, along with the **Japanese yen (JPY)** and **Swiss franc (CHF)** are considered safe-haven currencies. 47 | -------------------------------------------------------------------------------- /docs/finance_history.md: -------------------------------------------------------------------------------- 1 | [//]: # "START - Navigation between Markdown pages inside of GitHub." 2 | 3 | ••• **[home](/README.md)** ••• **[docs](/docs/index.md)** ••• **[scripts](/scripts/index.md)** ••• 4 | 5 | [//]: # "END - Navigation between Markdown pages inside of GitHub." 6 | 7 | --- 8 | 9 | # Financial Markets History 10 | 11 | --- 12 | 13 | | **1820s** | description | 14 | | -------------- | -------------------------------- | 15 | | 1825 | December 14, 1825, first modern economic crisis took place in England, U.K. **The Panic of 1825** was triggered when The crisis came to a head on Dec. 14, 1825, when London bank Pole & Co. failed, triggering a wave of 40 other bank failures. The resulting panic sent the London stock market tumbling 80%. This nearly brought down the Bank of England and economists believe the it was the first example of an economic crisis that wasn't triggered by an external event, such as a war or other geopolitical development | 16 | --- 17 | -------------------------------------------------------------------------------- /docs/finance_macroeconomics/gdp_gross-domestic-product.md: -------------------------------------------------------------------------------- 1 | [//]: # "START - Navigation between Markdown pages inside of GitHub." 2 | 3 | ••• **[home](/README.md)** ••• **[docs](/docs/index.md)** ••• **[scripts](/scripts/index.md)** ••• 4 | 5 | [//]: # "END - Navigation between Markdown pages inside of GitHub." 6 | 7 | --- 8 | # Gross domestic product (GDP) 9 | 10 |
resources 11 | 12 | --- 13 | 14 | - [WorldBank | Gross domestic product ranking table](https://datacatalog.worldbank.org/dataset/gdp-ranking) 15 | - [WorldBank | Gross domestic product ranking table based on purchasing power parity (PPP)](https://datacatalog.worldbank.org/dataset/gdp-ranking-ppp-based) 16 | - [ECB | EU GDP, output and demand](https://www.ecb.europa.eu/stats/macroeconomic_and_sectoral/gdp_output_demand/html/index.en.html) 17 | - [BEA | US GDP](https://www.bea.gov/data/gdp/gross-domestic-product) 18 | - [TradingEconomics | Countries by GDP](https://tradingeconomics.com/country-list/gdp) 19 | - [Investopedia | Countries by GDP: The Top 25 Economies in the World](https://www.investopedia.com/insights/worlds-top-economies/) 20 | 21 | --- 22 | 23 |
24 | 25 | Gross domestic product (GDP) is the total monetary or market value of all the finished goods and services produced within a country’s borders in a specific time period. As a broad measure of overall domestic production, it functions as a comprehensive scorecard of a given country’s economic health. 26 | 27 | ## GDP flavors 28 | 29 | Several popular ways to measure GDP, all of which are drawn from the World Bank database: 30 | 31 | - Nominal GDP in Current U.S. Dollars: This is the most basic and common way of measuring and comparing GDP among countries, using local prices and currencies converted into U.S. dollars using currency market exchange rates. This is the number that was used to determine the countries' rankings in the top 25 list. 32 | - Purchasing Power Parity (PPP) Adjusted GDP in Current International Dollars: This is an alternative way of comparing nominal GDP among countries, adjusting currencies based on what basket of goods they could buy in those countries rather than currency exchange rates. This is a way to adjust for the difference in the cost of living between different countries. 33 | - GDP Growth: This is the annual percent growth rate of nominal GDP in local prices and currencies, which estimates how fast a country’s economy is growing. 34 | - GDP Per Capita, in Current U.S. Dollars: This is nominal GDP divided by the number of people in a country. GDP per capita measures how much a country’s economy produces per person, rather than in total. This can also act as a very rough measure of income or standard of living for individuals living in a country. 35 | 36 |
Richest countries in the world by GDP in 2021 37 | 38 | 1. United States 39 | 2. China 40 | 3. Japan 41 | 4. Germany 42 | 5. India 43 | 6. United Kingdom 44 | 7. France 45 | 8. Italy 46 | 9. Brazil 47 | 10. Canada 48 | 11. Russia 49 | 12. South Korea 50 | 13. Australia 51 | 14. Spain 52 | 15. Mexico 53 | 16. Indonesia 54 | 17. Netherlands 55 | 18. Saudi Arabia 56 | 19. Turkey 57 | 20. Switzerland 58 | 21. Poland 59 | 22. Thailand 60 | 23. Sweden 61 | 24. Belgium 62 | 25. Nigeria 63 | 64 |
65 | -------------------------------------------------------------------------------- /docs/finance_macroeconomics/world-economic-outlook.md: -------------------------------------------------------------------------------- 1 | [//]: # "START - Navigation between Markdown pages inside of GitHub." 2 | 3 | ••• **[home](/README.md)** ••• **[docs](/docs/index.md)** ••• **[scripts](/scripts/index.md)** ••• 4 | 5 | [//]: # "END - Navigation between Markdown pages inside of GitHub." 6 | 7 | --- 8 | 9 | # World Economic Outlook 10 | 11 | The [International Monetary Fund (IMF)](https://www.imf.org/) Survey on [**World Economic Outlook**](https://www.imf.org/en/publications/weo) presents IMF staff economists' analyses of global economic developments during the near and medium term. Chapters give an overview as well as more detailed analysis of the world economy; consider issues affecting industrial countries, developing countries, and economies in transition to market; and address topics of pressing current interest. Annexes, boxes, charts, and an extensive statistical appendix augment the text. -------------------------------------------------------------------------------- /docs/finance_research/commodities.md: -------------------------------------------------------------------------------- 1 | [//]: # “START - Navigation between Markdown pages inside of GitHub.” 2 | 3 | ••• **[home](/README.md)** ••• **[docs](/docs/index.md)** ••• **[scripts](/scripts/index.md)** ••• 4 | 5 | [//]: # “END - Navigation between Markdown pages inside of GitHub.” 6 | 7 | — 8 | 9 | # Software Companies 10 | 11 | 12 | | company | mission statement | 13 | | -————————————— | ———————————————————————————————————— | 14 | | [Cloudflare](https://www.cloudflare.com/) | Cloudflare is a global network designed to make everything you connect to the Internet secure, private, fast, and reliable. Product: [CDN](https://www.cloudflare.com/cdn/), [JS CDN](https://cdnjs.cloudflare.com/), [SASE](https://www.cloudflare.com/cloudflare-one/), [API Shield](https://www.cloudflare.com/apishield/) | -------------------------------------------------------------------------------- /docs/finance_research/data-companies.md: -------------------------------------------------------------------------------- 1 | [//]: # "START - Navigation between Markdown pages inside of GitHub." 2 | 3 | ••• **[home](/README.md)** ••• **[docs](/docs/index.md)** ••• **[scripts](/scripts/index.md)** ••• 4 | 5 | [//]: # "END - Navigation between Markdown pages inside of GitHub." 6 | 7 | --- 8 | 9 | # Data, ML and AI Companies 10 | 11 |
resources 12 | 13 | --- 14 | 15 | - [Investopedia | Big Data](https://www.investopedia.com/terms/b/big-data.asp) 16 | 17 | --- 18 | 19 |
20 | 21 | Big data refers to the large, diverse sets of information that grow at ever-increasing rates. It encompasses the volume of information, the velocity or speed at which it is created and collected, and the variety or scope of the data points being covered (known as the "three v's" of big data). 22 | 23 | | company | mission statement | 24 | | ---------------------------------------- | ------------------------------------------------------------------------------------------------------------ | 25 | | [C3.AI](https://c3.ai) | Solving the previously unsolvable | 26 | | [DataBricks](https://databricks.com/) | Unify your data, analytics, and AIon one common platform for all data use cases | 27 | | [GoDataDriven](https://godatadriven.com) | Driving Your Success With Data and AI | 28 | | [Palantir](https://www.palantir.com) | We build software that empowers organizations to effectively integrate their data, decisions, and operations | 29 | -------------------------------------------------------------------------------- /docs/finance_research/software-companies.md: -------------------------------------------------------------------------------- 1 | [//]: # "START - Navigation between Markdown pages inside of GitHub." 2 | 3 | ••• **[home](/README.md)** ••• **[docs](/docs/index.md)** ••• **[scripts](/scripts/index.md)** ••• 4 | 5 | [//]: # "END - Navigation between Markdown pages inside of GitHub." 6 | 7 | --- 8 | 9 | # Software Companies 10 | 11 | 12 | | company | mission statement | 13 | | ---------------------------------------- | ------------------------------------------------------------------------------------------------------------ | 14 | | [Cloudflare](https://www.cloudflare.com/) | Cloudflare is a global network designed to make everything you connect to the Internet secure, private, fast, and reliable. Product: [CDN](https://www.cloudflare.com/cdn/), [JS CDN](https://cdnjs.cloudflare.com/), [SASE](https://www.cloudflare.com/cloudflare-one/), [API Shield](https://www.cloudflare.com/apishield/) | 15 | | [Microsoft](https://www.microsoft.com/) | Empower every person and every organisation on the planet to achieve more. Product: [Viva](https://www.microsoft.com/en-gb/microsoft-viva/insights), [GitHub](https://github.com/), [VS Code](https://code.visualstudio.com/), [Microsoft 365](https://www.microsoft.com/en-gb/microsoft-365), XBox, Windows, Office Suite | 16 | -------------------------------------------------------------------------------- /docs/finance_technical-analysis/autoregressive-integrated-ma.md: -------------------------------------------------------------------------------- 1 | [//]: # "START - Navigation between Markdown pages inside of GitHub." 2 | 3 | ••• **[home](/README.md)** ••• **[docs](/docs/index.md)** ••• **[scripts](/scripts/index.md)** ••• 4 | 5 | [//]: # "END - Navigation between Markdown pages inside of GitHub." 6 | 7 | --- 8 | 9 | # Autoregressive Integrated Moving Average (ARIMA) 10 | 11 |
resources 12 | 13 | --- 14 | 15 | - [Investopedia | Autoregressive Integrated Moving Average](https://www.investopedia.com/terms/a/autoregressive-integrated-moving-average-arima.asp) 16 | 17 | --- 18 | 19 |
20 | 21 | An autoregressive integrated moving average, or ARIMA, is a statistical analysis model that uses time series data to either better understand the data set or to predict future trends. 22 | 23 | A statistical model is autoregressive if it predicts future values based on past values. For example, an ARIMA model might seek to predict a stock's future prices based on its past performance or forecast a company's earnings based on past periods. 24 | 25 | ### An ARIMA model components 26 | 27 | - `Autoregression (AR)` 28 | - refers to a model that shows a changing variable that regresses on its own lagged, or prior, values. 29 | - `Integrated (I)` 30 | - represents the differencing of raw observations to allow for the time series to become stationary 31 | - i.e., data values are replaced by the difference between the data values and the previous values. 32 | - `Moving average (MA)` 33 | - incorporates the dependency between an observation and a residual error from a moving average model applied to lagged observations. 34 | 35 | ### ARIMA Parameters 36 | 37 | Each component in ARIMA functions as a parameter with a standard notation. For ARIMA models, a standard notation would be ARIMA with p, d, and q, where integer values substitute for the parameters to indicate the type of ARIMA model used. The parameters can be defined as: 38 | 39 | - `p` : the number of lag observations in the model; also known as the lag order. 40 | - `d` : the number of times that the raw observations are differenced; also known as the degree of differencing. 41 | - `q` : the size of the moving average window; also known as the order of the moving average. 42 | -------------------------------------------------------------------------------- /docs/finance_technical-analysis/balance-of-power.md: -------------------------------------------------------------------------------- 1 | [//]: # "START - Navigation between Markdown pages inside of GitHub." 2 | 3 | ••• **[home](/README.md)** ••• **[docs](/docs/index.md)** ••• **[scripts](/scripts/index.md)** ••• 4 | 5 | [//]: # "END - Navigation between Markdown pages inside of GitHub." 6 | 7 | --- 8 | 9 | # Balance of Power (BoP) 10 | 11 |
resources 12 | 13 | --- 14 | 15 | - [TheForexGeek | Balance of Power (BoP)](https://theforexgeek.com/balance-of-power/) 16 | - [MarketVolume | Balance of Power (BoP)](https://www.marketvolume.com/technicalanalysis/balanceofpower.asp) 17 | 18 | --- 19 | 20 |
21 | 22 | The Balance of Power indicator developed by Igor Livshen is a typical oscillator that indicates trend continuation and reversal. 23 | 24 | ### Formula 25 | 26 | ``` 27 | BOP = SMA of [ (Close - Open) / (High - Low) ] 28 | ``` 29 | 30 | ### Strategy 31 | 32 | A simple trading system based on the Balance of Power indicator would suggest to 33 | 34 | - `buy` when **BOP becomes positive** as it crosses above `zero line` 35 | - `sell` when **BOP becomes negative** as it crosses below `zero line` -------------------------------------------------------------------------------- /docs/index.md: -------------------------------------------------------------------------------- 1 | [//]: # "START - Navigation between Markdown pages inside of GitHub." 2 | 3 | ••• **[home](/README.md)** ••• **[docs](/docs/index.md)** ••• **[scripts](/scripts/index.md)** ••• 4 | 5 | [//]: # "END - Navigation between Markdown pages inside of GitHub." 6 | 7 | --- 8 | 9 | # Index 10 | 11 | - [Financial Markets History](/docs/finance_history.md) 12 | - [Research Papers](/docs/research_papers.md) 13 | - [Terminology](/docs/terminology.md) 14 | 15 | ## Finance 16 | 17 | ### Data 18 | 19 | - [Commitment of Traders (COT)](/docs/finance_data/cot_commitments-of-traders.md) 20 | 21 | ### Forex 22 | 23 | - [Digital currencies](/docs/finance_forex/digital-currencies.md) 24 | - [Forex concepts](/docs/finance_forex/forex-concepts.md) 25 | 26 | ### Macroeconomics 27 | 28 | - [Gross Domestic Product (GDP)](/docs/finance_macroeconomics/gdp_gross-domestic-product.md) 29 | - [World Economic Outlook](/docs/finance_macroeconomics/world-economic-outlook.md) 30 | 31 | ### Research 32 | 33 | - [Data companies](/docs/finance_research/data-companies.md) 34 | - [Software companies](/docs/finance_research/software-companies.md) 35 | 36 | ### Technical analysis 37 | 38 | - [Autoregressive Integrated Moving Average (ARIMA)](/docs/finance_technical-analysis/autoregressive-integrated-ma.md) 39 | - [Balance of Power (BoP)](/docs/finance_technical-analysis/balance-of-power.md) 40 | 41 | ## Quant 42 | 43 | ### Python 44 | 45 | - [Python](/docs/quant_python/python.md) 46 | - [Zen of Python](/docs/quant_python/python_zen.md) -------------------------------------------------------------------------------- /docs/quant_python/python.md: -------------------------------------------------------------------------------- 1 | [//]: # "START - Navigation between Markdown pages inside of GitHub." 2 | 3 | ••• **[home](/README.md)** ••• **[docs](/docs/index.md)** ••• **[scripts](/scripts/index.md)** ••• 4 | 5 | [//]: # "END - Navigation between Markdown pages inside of GitHub." 6 | 7 | --- 8 | 9 | # Python 10 | 11 |
resources 12 | 13 | --- 14 | 15 | - [Python.org](https://www.python.org) 16 | 17 | --- 18 | 19 |
20 | 21 | ## Basic commands 22 | 23 | ### Environment variables 24 | 25 | ``` python 26 | """ lists environment variables, and splits elements in path variable """ 27 | import os 28 | 29 | for k, v in sorted(os.environ.items()): 30 | print(k+':', v) 31 | print('\n') 32 | # list elements in path environment variable 33 | [print(item) for item in os.environ['PATH'].split(';')] 34 | ``` 35 | 36 | This script has been saved in [print_env_var.py](/scripts/python/utils/print_env_var.py) and can be run directly from GitHub using 37 | 38 | ```bash 39 | curl -sSL https://raw.githubusercontent.com/dMLTquant/dMLTresearch/main/scripts/python/utils/print_env_var.py | python3 - 40 | ``` 41 | 42 | ### Help 43 | 44 | ```bash 45 | python -h 46 | ``` 47 | 48 | ### List Python Packages 49 | 50 | #### List globally installed packages and their version 51 | 52 | ```bash 53 | pip list 54 | ``` 55 | 56 | #### List locally installed packages 57 | 58 | By default pip installs packages globally. In order to list packages that have been installed locally with the `–user` option can also be listed using the same `–user` option 59 | 60 | ```bash 61 | pip list --user 62 | ``` 63 | 64 | ### Poetry 65 | 66 | #### Install 67 | 68 | ```bash 69 | curl -sSL https://raw.githubusercontent.com/python-poetry/poetry/master/get-poetry.py | python - 70 | ``` 71 | 72 | #### Uninstall 73 | 74 | ```bash 75 | curl -sSL https://raw.githubusercontent.com/sdispater/poetry/master/get-poetry.py | python - --uninstall 76 | ``` 77 | 78 | ### Run module `-m` 79 | 80 | Python can import a module or package when you use the `-m` [command-line flag](https://docs.python.org/2/using/cmdline.html#cmdoption-m) 81 | 82 | ```bash 83 | python -m pip list 84 | ``` -------------------------------------------------------------------------------- /docs/quant_python/python_zen.md: -------------------------------------------------------------------------------- 1 | [//]: # "START - Navigation between Markdown pages inside of GitHub." 2 | 3 | ••• **[home](/README.md)** ••• **[docs](/docs/index.md)** ••• **[scripts](/scripts/index.md)** ••• 4 | 5 | [//]: # "END - Navigation between Markdown pages inside of GitHub." 6 | 7 | --- 8 | 9 | # Zen of Python 10 | 11 |
resources 12 | 13 | --- 14 | 15 | - [PEP 20 -- The Zen of Python](https://www.python.org/dev/peps/pep-0020/) 16 | 17 | --- 18 | 19 |
20 | 21 | ## Abstract 22 | 23 | Long time Pythoneer Tim Peters succinctly channels the BDFL's guiding principles for Python's design into 20 aphorisms, only 19 of which have been written down. 24 | 25 | - Beautiful is better than ugly. 26 | - Explicit is better than implicit. 27 | - Simple is better than complex. 28 | - Complex is better than complicated. 29 | - Flat is better than nested. 30 | - Sparse is better than dense. 31 | - Readability counts. 32 | - Special cases aren't special enough to break the rules. 33 | - Although practicality beats purity. 34 | - Errors should never pass silently. 35 | - Unless explicitly silenced. 36 | - In the face of ambiguity, refuse the temptation to guess. 37 | - There should be one-- and preferably only one --obvious way to do it. 38 | - Although that way may not be obvious at first unless you're Dutch. 39 | - Now is better than never. 40 | - Although never is often better than *right* now. 41 | - If the implementation is hard to explain, it's a bad idea. 42 | - If the implementation is easy to explain, it may be a good idea. 43 | - **[Namespaces](https://www.programiz.com/python-programming/namespace) are one honking great idea -- let's do more of those!** -------------------------------------------------------------------------------- /docs/research_papers.md: -------------------------------------------------------------------------------- 1 | [//]: # "START - Navigation between Markdown pages inside of GitHub." 2 | 3 | ••• **[home](/README.md)** ••• **[docs](/docs/index.md)** ••• **[scripts](/scripts/index.md)** ••• 4 | 5 | [//]: # "END - Navigation between Markdown pages inside of GitHub." 6 | 7 | --- 8 | 9 | # Research Papers 10 | 11 | --- 12 | 13 | - [SSRN | Are Carry, Momentum and Value Still There in Currencies?](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4024296) 14 | - [SSRN | Attention Induced Trading and Returns: Evidence from Robinhood Users](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3715077) 15 | - [SSRN | Hot Off the Press: News-implied Sovereign Default Risk](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3955052) 16 | - [SSRN | How to Lose Money in Derivatives: Examples from Hedge Funds and Bank Trading Departments](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2433506) -------------------------------------------------------------------------------- /docs/terminology.md: -------------------------------------------------------------------------------- 1 | [//]: # "START - Navigation between Markdown pages inside of GitHub." 2 | 3 | ••• **[home](/README.md)** ••• **[docs](/docs/index.md)** ••• **[scripts](/scripts/index.md)** ••• 4 | 5 | [//]: # "END - Navigation between Markdown pages inside of GitHub." 6 | 7 | --- 8 | 9 | # Terminology 10 | 11 | --- 12 | 13 | | **A** | description | 14 | | --------------| --------------------------------| 15 | | Alternative Trading System (ATS) | [SEC.gov](https://www.sec.gov/foia/docs/atslist.htm): An ATS is a trading system that meets the definition of *exchange* under federal securities laws but is not required to register as a national securities exchange | 16 | --- 17 | 18 | | **B** | description | 19 | | --------------| --------------------------------| 20 | | Black Swan | An event that is unforeseen but with huge, possibly catastrophic, impact | 21 | | Block trade | [Wikipedia](https://en.wikipedia.org/wiki/Block_trade): A block trade is a high-volume transaction in a security that is privately negotiated and executed outside of the open market for that security | 22 | 23 | --- 24 | 25 | | **D** | description | 26 | | --------------| --------------------------------| 27 | | Dark Pool | [Bloomberg](https://www.bloomberg.com/quicktake/dark-pools?sref=Z5qqhyAL): Private stock markets housed inside some of Wall Street’s biggest banks | 28 | 29 | --- 30 | 31 | | **G** | description | 32 | | --------------| --------------------------------| 33 | | Gray Rhino | Highly probable events, also with significant impact, yet seemingly ignored or neglected until it’s too late. _Gray Rhinos are usually surrounded by other Gray Rhinos and aptly enough, the zoological term for a group of rhinos is a “crash”! The important difference between the Black Swan and the Gray Rhino is that, with the latter, you have a choice. As Wucker says “Either you get trampled or you get out of the way, or you can hop on the back of the rhino and use the crisis as opportunity.”_ Source: [arete.ateneo.edu: Of Black Swans and Gray Rhinos](https://arete.ateneo.edu/connect/of-black-swans-and-gray-rhinos) | 34 | 35 | --- 36 | 37 | | **Q** | description | 38 | | --------------| --------------------------------| 39 | | Quantitative easing | [Wikipedia](https://en.wikipedia.org/wiki/Quantitative_easing): Quantitative easing (QE) is a monetary policy whereby a central bank purchases predetermined amounts of government bonds or other financial assets (e.g., municipal bonds, corporate bonds, stocks, etc.) in order to inject money into the economy to expand economic activity. The aim is to reduce the cost of borrowing across the entire economy. | 40 | 41 | --- 42 | 43 | | **R** | description | 44 | | --------------| --------------------------------| 45 | | ROI | Return On Investment | 46 | 47 | --- 48 | 49 | | **S** | description | 50 | | --------------| --------------------------------| 51 | | Santa Claus Rally | The term was first introduced in 1972, when author and analyst Yale Hirsch, first referenced the Santa Claus rally in "The Stock Trader's Almanac". [Investopedia](https://www.investopedia.com/terms/s/santaclauseffect.asp): A Santa Claus rally describes a sustained increase in the stock market that occurs in the last week of December through the first two trading days in January. | 52 | | Systematic trading | [Wikipedia](https://en.wikipedia.org/wiki/Systematic_trading): Systematic trading (also known as mechanical trading) is a way of defining trade goals, risk controls and rules that can make investment and trading decisions in a methodical way | 53 | 54 | --- 55 | 56 | | **T** | description | 57 | | --------------| --------------------------------| 58 | | Tick size | [Wikipedia](https://en.wikipedia.org/wiki/Tick_size): In financial markets, the tick size is the smallest price increment in which the prices are quoted. The meaning of the term varies depending on whether stocks, bonds, or futures are being quoted | 59 | | Treasury Yield | [Investopedia](https://www.investopedia.com/terms/t/treasury-yield.asp): Treasury Yield is the return on investment, expressed as a percentage, on the U.S. government's debt obligations. | 60 | 61 | --- 62 | 63 | | **Y** | description | 64 | | --------------| --------------------------------| 65 | | Yield | [Investopedia](https://www.investopedia.com/terms/y/yield.asp): Yield refers to the earnings generated and realized on an investment over a particular period of time. | 66 | -------------------------------------------------------------------------------- /scripts/index.md: -------------------------------------------------------------------------------- 1 | [//]: # "START - Navigation between Markdown pages inside of GitHub." 2 | 3 | ••• **[home](/README.md)** ••• **[docs](/docs/index.md)** ••• **[scripts](/scripts/index.md)** ••• 4 | 5 | [//]: # "END - Navigation between Markdown pages inside of GitHub." 6 | 7 | --- 8 | 9 | # Index 10 | 11 | ## Python 12 | 13 | You can run scripts directly using `curl` 14 | 15 | ```bash 16 | curl -sSL https://raw.githubusercontent.com/dMLTquant/dMLTresearch/main/scripts/python/utils/[SCRIPT_NAME].py | python3 - 17 | ``` 18 | 19 | ### Utils 20 | 21 | - [print_env_var.py](/scripts/python/utils/print_env_var.py) 22 | -------------------------------------------------------------------------------- /scripts/python/utils/print_env_var.py: -------------------------------------------------------------------------------- 1 | """ lists environment variables, and splits elements in path variable """ 2 | import os 3 | 4 | for k, v in sorted(os.environ.items()): 5 | print(k + ':', v) 6 | print('\n') 7 | # list elements in path environment variable 8 | [print(item) for item in os.environ['PATH'].split(';')] 9 | -------------------------------------------------------------------------------- /src/static/img/.gitkeep: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /src/static/img/markus-spiske-5gGcn2PRrtc-unsplash.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dMLTquant/dMLTresearch/55ccee0641e27982de45077cfcc29a28966c4538/src/static/img/markus-spiske-5gGcn2PRrtc-unsplash.jpg --------------------------------------------------------------------------------