datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
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startup-Investments-analysis
📊 StartUp Investments EDA
1. Background & Objectives
This project explores a comprehensive dataset of startup investments (sourced from Crunchbase) to uncover the primary factors that predict a startup's survival and trajectory in a competitive market.
Through this Exploratory Data Analysis (EDA), we analyze historical funding data, investment rounds, and market categories to determine which variables drive specific company outcomes - namely, whether a business… See the full description on the dataset page: https://huggingface.co/datasets/lia-prop13/startup-Investments-analysis.auto-investment-in-sleep
Auto Investment in Sleep — Multi-Agent Trading Research System
Autonomous multi-agent investment research system built on top of claude-w models.
Inspired by TauricResearch/TradingAgents.
Architecture
4 Analyst Agents (Fundamentals / Sentiment / News / Technical)
↓
Bull Researcher ←→ Bear Researcher (debate)
↓
Trader Decision
↓
Risk Manager Review
↓
Fund Manager Weekly Brief
↓
SKILL_US_INVEST.md (2GB+ accumulated knowledge)
Quick Start
cd… See the full description on the dataset page: https://huggingface.co/datasets/jasonfan/auto-investment-in-sleep.VC-startup-evaluation-for-investmentThis data set includes the completion pairs for evaluating startups before investing in them.
This data set iincludes completion examples for Chain of Thought reasoning to perform financial calculations.
This data set includes completion examples for evaluating risk profile, growth propspects, cost, ratios, market size, asset, liability, debt, equity and other ratios.
This data set includes comparison of different startups.
thai-investment-consultant-licensing-exams
Thai Public Investment Consultant (IC) Exams Dataset
Overview
This dataset comprises a collection of exam questions and answers from the Thai Public Investment Consultant (IC) Examinations. It's a valuable resource for developing and evaluating question-answering systems in the finance sector.
Dataset Source
The Stock Exchange of Thailand (SET)
Maintainer
Dr. Kobkrit Viriyayudhakorn
Email: kobkrit@iapp.co.th
Dataset Description
This… See the full description on the dataset page: https://huggingface.co/datasets/openthaigpt/thai-investment-consultant-licensing-exams.REmatch-Investment-Matching-Dataset
REmatch Investment Matching Dataset
Many people want to invest in real estate but do not know how to analyze markets, compare property data, or identify which type of property fits the way they want to invest.
Different investors have different budgets, risk preferences, liquidity needs, financing preferences, and investment goals. Therefore, the same property may be suitable for one investor and unsuitable for another.
REmatch addresses this problem by using a short… See the full description on the dataset page: https://huggingface.co/datasets/omershahar/REmatch-Investment-Matching-Dataset.vn-provinces-investment-construction-master
Vietnam investment and construction master panel by locality
Wide geo×year master joining NSO Investment and Construction locality packs: FDI licensed and stock (where published), housing floor area completed, and related construction series. Outer join on geo_code×year. Province names follow ar_core.vn_geo.
Figures
Hero
Comparison
Color key
Files
provinces (945 rows)
data/provinces.csv
data/provinces.dta
data/provinces.xlsx
regions (90 rows)… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-investment-construction-master.ai-investment-research-dataafrica-egypt-capmas-financial-indicators-for-private-and-investment-sector-companies-51dd1dd0
Financial Indicators for Private and Investment Sector Companies | Africa (CAPMAS Egypt Open Data)
6,442 rows - 1 Africa country/area - 2010-2022 - 39 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 6,442 rows from CAPMAS Egypt Open Data, covering Financial Indicators for Private and Investment Sector Companies. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-egypt-capmas-financial-indicators-for-private-and-investment-sector-companies-51dd1dd0.Macroeconomics-Trade-and-Investment-Indicators-For-African-Countries
Macroeconomics Trade and Investment Indicators For African Countries | Africa (World Health Organization)
Size category: 1K<n<10K - Formats: csv - Sector: economics_finance - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/Macroeconomics-Trade-and-Investment-Indicators-For-African-Countries.investment_snapshot_training_dataessential-investment-cot-genafrica-egypt-capmas-economic-indicators-for-private-and-investment-sector-companies-9342a49b
Economic Indicators for Private and Investment Sector Companies | Africa (CAPMAS Egypt Open Data)
1,373 rows - 1 Africa country/area - 2010-2023 - 20 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 1,373 rows from CAPMAS Egypt Open Data, covering Economic Indicators for Private and Investment Sector Companies. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-egypt-capmas-economic-indicators-for-private-and-investment-sector-companies-9342a49b.africa-synth-realestate-diaspora-investments-nigeria
Africa Synth Realestate Diaspora Investments Nigeria | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: parquet - Sector: economics_finance - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-realestate-diaspora-investments-nigeria.earnings_10k
Dataset Summary
This dataset is curated to train (next-token) the LLM-ADE model(https://arxiv.org/abs/2404.13028), specifically designed to imbue it with financial domain expertise.
It consists of 75,849 sequences, amounting to approximately 16.8 million tokens, using the Llama tokenizer. We have deliberately unlabled the sequences wrt the company to reflect real world data and train the model to process knowledge from unlabelled data.
The data focuses on the 500 constituent… See the full description on the dataset page: https://huggingface.co/datasets/InvestmentResearchAI/earnings_10k.africa-owid-growth-rates-of-consumption-investment-and-gdp-in-south-africa-19612016
Growth Rates Of Consumption Investment And Gdp In South Africa 19612016 | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: economics_finance - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-growth-rates-of-consumption-investment-and-gdp-in-south-africa-19612016.adaption-investment-terms-and-topics-in-devanangri-srcipt-based-languages
This dataset is a remastered version prepared using Adaption's Adaptive Data platform.
adaption-Investment terms and topics in devanangri srcipt based languages
This dataset contains question-and-answer pairs focused on personal finance and investment strategies tailored to the Indian market. The content covers diverse topics such as mutual fund SIPs, senior citizen schemes like SCSS, corporate bonds, REITs, and Sovereign Gold Bonds. Each entry provides specific financial… See the full description on the dataset page: https://huggingface.co/datasets/sidddd625/adaption-investment-terms-and-topics-in-devanangri-srcipt-based-languages.africa-unsdg-number-of-countries-with-an-outward-investment-promotio-sg-cpa-ofdi
Africa Unsdg Number of Countries With an Outward Investment Promotio Sg Cpa Ofdi | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: economics_finance - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-unsdg-number-of-countries-with-an-outward-investment-promotio-sg-cpa-ofdi.asia-owid-foreign-direct-investment-net-inflows-as-share-of-gdp
Foreign Direct Investment Net Inflows As Share Of Gdp | Asia (Our World in Data)
🌏 2,131 observations · 47 Asia countries · 1970–2024 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 2,131 observations of Foreign Direct Investment Net Inflows As Share Of Gdp data across 47 Asia countries, spanning 1970–2024.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Foreign Direct… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-foreign-direct-investment-net-inflows-as-share-of-gdp.bitcoin-investment-advisory-dataset
Bitcoin Investment Advisory Training Dataset
Dataset Description
This dataset contains comprehensive Bitcoin investment advisory training data designed for fine-tuning large language models to provide institutional-grade cryptocurrency investment advice. The dataset consists of 2,437 high-quality instruction-input-output triplets covering Bitcoin market analysis from 2018-01-01 to 2024-12-31.
Dataset Features
Total Samples: 2,437
Date Range: 2018-01-01 to… See the full description on the dataset page: https://huggingface.co/datasets/tahamajs/bitcoin-investment-advisory-dataset.africa-synth-energy-investment-flows-africa-niger
Africa Synth Energy Investment Flows Africa Niger | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: energy - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Public… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-energy-investment-flows-africa-niger.Foreign-Direct-Investment-Net-Inflows-Current-USD-Africa
Foreign Direct Investment Net Inflows Current USD Africa | Africa (World Bank)
Size category: n<1K - Formats: csv - Sector: economics_finance - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Public datasets help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/Foreign-Direct-Investment-Net-Inflows-Current-USD-Africa.RAG-investment-recommendation-logInvestments_shares_stock_exchange_dataset
Description in English:
Dataset collected from 30 Russian-language Telegram channels on the topic of Investments, shares, this dataset contains information about shares, securities, bonds, their value, as well as news about investments and stock exchange analysis
The dataset was collected and marked automatically using the Scoutie data collection and marking service.Try Scoutie and collect the same or another dataset using the link.
Dataset fields:
taskId - task… See the full description on the dataset page: https://huggingface.co/datasets/ScoutieAutoML/Investments_shares_stock_exchange_dataset.asia-faostat-country-investment-statistics-profile-cisp
Country Investment Statistics Profile — Asia
Source: FAOSTAT — Country Investment Statistics Profile
Domain code: CISP
Publisher: Food and Agriculture Organization of the United Nations (FAO)
Coverage: 43 Asian countries · 2001–2024 · 12,998 rows
Items: 6 · Elements: 8
About
FAOSTAT is the world's largest and most comprehensive statistical database on food, agriculture, fisheries,
forestry, and rural development. This dataset contains the Country Investment Statistics… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-faostat-country-investment-statistics-profile-cisp.africa-mauritius-investment-in-eoe-sector-1980-to-1989-f1b29bb3
Investment in Eoe Sector 1980 to 1989 | Africa (MDPA)
20 rows - 1 Africa country/area - 1980-1989 - 2 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 20 rows from MDPA, covering Investment in Eoe Sector 1980 to 1989. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures
Economic datasets help analysts examine… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-investment-in-eoe-sector-1980-to-1989-f1b29bb3.africa-egypt-capmas-foreign-employees-in-private-and-investment-sectors-in-egypt-6ec64243
Foreign Employees in Private and Investment Sectors in Egypt | Africa (CAPMAS Egypt Open Data)
2,554 rows - 1 Africa country/area - 2010-2023 - 16 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 2,554 rows from CAPMAS Egypt Open Data, covering Foreign Employees in Private and Investment Sectors in Egypt. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-egypt-capmas-foreign-employees-in-private-and-investment-sectors-in-egypt-6ec64243.africa-owid-foreign-aid-and-investments-received
Foreign Aid And Investments Received | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: parquet - Sector: other_unclassified - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-foreign-aid-and-investments-received.earnings_10k_questionsDataset Summary
This dataset is composed of 50 qeustions to test for earnings_10k dataset as part of the LLM-ADE framework (https://arxiv.org/abs/2404.13028), specifically designed to test for native processing/training.
We incorporate these qeustions into lm-evalaution-harness (https://github.com/EleutherAI/lm-evaluation-harness) to test our LLM-ADE enhanced model to score if the training was successful.
Kenyan-Collective-Investment-Schemes-Dataset
Kenyan Collective Investment Schemes Dataset
Introduction
This dataset provides comprehensive information on Kenyan Collective Investment Schemes, with a particular focus on Money Market Funds (MMFs) from 2014 to 2024.
It is the result of extensive data collection, cleaning, and analysis efforts aimed at providing researchers, analysts, and industry professionals with reliable data on Kenya's investment landscape.
For a detailed description of the methodology and… See the full description on the dataset page: https://huggingface.co/datasets/ToKnow-ai/Kenyan-Collective-Investment-Schemes-Dataset.