Datasets:

mriusero
/

DeFi-Protocol-Data-on-Ethereum-2023-2024

address stringlengths 42 42	received_count int64 0 22.6k	total_received_eth float64 0 115,792,089,237,316,200,000,000,000,000,000,000,000,000,000,000,000B	sent_count int64 0 27.7k	total_sent_eth float64 0 115,792,089,237,316,200,000,000,000,000,000,000,000,000,000,000,000B	type_dex int64 0 27.7k	type_lending int64 0 38k	type_stablecoin int64 0 40.4k	type_yield_farming int64 0 5.19k	curve_dao_count int64 0 27.7k	aave_count int64 0 4.73k	tether_count int64 0 40.4k	uniswap_count int64 0 5.33k	maker_count int64 0 38k	yearn_finance_count int64 0 5.19k	usdc_count int64 0 5.83k	dai_count int64 0 18.5k	protocol_type_diversity int64 1 3	protocol_name_diversity int64 1 4	net_flow_eth float64 -9,419,540,589.26 54.2B	whale_score float64 -0.09 2	min_sent_eth float64 0 115,792,089,237,316,200,000,000,000,000,000,000,000,000,000,000,000B	avg_sent_eth float64 0 115,792,089,237,316,200,000,000,000,000,000,000,000,000,000,000,000B	med_sent_eth float64 0 115,792,089,237,316,200,000,000,000,000,000,000,000,000,000,000,000B	max_sent_eth float64 0 115,792,089,237,316,200,000,000,000,000,000,000,000,000,000,000,000B	std_sent_eth float64 0 22,284,197,963,731,230,000,000,000,000,000,000,000,000,000,000,000B	min_sent_gas float64 0 19.9M	avg_sent_gas float64 0 19.9M	med_sent_gas float64 0 19.9M	max_sent_gas float64 0 29.4M	std_sent_gas float64 0 12.9M	avg_gas_efficiency_sent float64 0 3,653,093,013,134,246,000,000,000,000,000,000,000,000,000,000B	peak_hour_sent float64 0 23	peak_count_sent float64 0 9.94k	tx_frequency_sent float64 0 1	min_received_eth float64 0 115,792,089,237,316,200,000,000,000,000,000,000,000,000,000,000,000B	avg_received_eth float64 0 115,792,089,237,316,200,000,000,000,000,000,000,000,000,000,000,000B	med_received_eth float64 0 115,792,089,237,316,200,000,000,000,000,000,000,000,000,000,000,000B	max_received_eth float64 0 115,792,089,237,316,200,000,000,000,000,000,000,000,000,000,000,000B	std_received_eth float64 0 26,564,527,128,784,474,000,000,000,000,000,000,000,000,000,000,000B	min_received_gas float64 0 26.7M	avg_received_gas float64 0 26.7M	med_received_gas float64 0 26.7M	max_received_gas float64 0 29.4M	std_received_gas float64 0 10.9M	avg_gas_efficiency_received float64 0 3,653,093,013,134,246,000,000,000,000,000,000,000,000,000,000B	peak_hour_received float64 0 23	peak_count_received float64 0 11.9k	tx_frequency_received float64 0 1	total_volume_exposure float64 31.1 20,561B	total_volatility_exposure float64 0 28.7M	total_gas_exposure float64 78k 7.75B	total_liquidity_exposure float64 0 6,062,479,566,877,670,000,000,000,000,000,000,000,000,000,000,000,000B	total_activity_exposure float64 2.78 441M	total_user_adoption_exposure float64 3.49 486M	total_gas_volatility_exposure float64 36.8k 14.2B	total_error_volatility_exposure float64 0 152,238,650,125,205,830,000,000,000,000,000,000,000,000,000,000,000B	total_high_value_exposure float64 0 3,852,200,558,120,186,000,000,000,000,000,000,000,000,000,000,000,000B	__index_level_0__ int64 0 6.88M
0x31360c0302b2558e4df6344143fb1eea2d276334	1	76.568959	1	76.568959	2	0	0	0	2	0	0	0	0	0	0	0	1	1	0	0	76.568959	76.568959	76.568959	76.568959	0	29,449	29,449	29,449	29,449	0	0.0026	14	1	0.00137	76.568959	76.568959	76.568959	76.568959	0	187,003	187,003	187,003	187,003	0	0.000409	14	1	0.00137	2,589,483.872414	0.51852	559,084.274844	87,750,469.936243	2,537.049156	1,784.638506	1,027,667.110758	414,883.125997	10,655,390.797454	231,342
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0x84ce28faf41b3b5fdb32a6aabda5e14e8c988c60	1	0	1	0	0	0	2	0	0	0	2	0	0	0	0	0	1	1	0	0	0	0	0	0	0	41,309	41,309	41,309	41,309	0	0	13	1	0.00137	0	0	0	0	0	63,209	63,209	63,209	63,209	0	0	13	1	0.00137	1,018,041,720.750287	0.001683	156,058.876942	0.000841	21,825.808072	24,045.247076	163,264.226731	0.000001	0.000095	6,013,655
0x5611d8cb4b63f642b1da0ca308b601e01b29dc84	0	0	1	0.0444	0	0	0	1	0	0	0	0	0	1	0	0	1	1	-0.0444	-0	0.0444	0.0444	0.0444	0.0444	0	29,872	29,872	29,872	29,872	0	0.000001	6	1	0.00137	0	0	0	0	0	0	0	0	0	0	0	0	0	0	482,021.163315	1,600.502077	109,505.05726	548.120051	242.813635	216.516683	151,581.230893	7.621763	103.515571	3,971,951
0xb732f8939078971f240c45581c295efd29ba305c	0	0	1	0	0	0	1	0	0	0	1	0	0	0	0	0	1	1	-0	-0	0	0	0	0	0	63,209	63,209	63,209	63,209	0	0	13	1	0.00137	0	0	0	0	0	0	0	0	0	0	0	0	0	0	509,020,860.375143	0.000842	78,029.438471	0.00042	10,912.904036	12,022.623538	81,632.113365	0.000001	0.000047	6,128,464
0x62ecceb46e9f8682594dffd2cc35e2f7d4775c39	1	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	46,097	46,097	46,097	46,097	0	0	20	1	0.00137	509,020,860.375143	0.000842	78,029.438471	0.00042	10,912.904036	12,022.623538	81,632.113365	0.000001	0.000047	2,798,240
0x78b96b2c5b1899997b7d6eb43c366e80104824fa	0	0	2	0	0	0	2	0	0	0	2	0	0	0	0	0	1	1	-0	-0	0	0	0	0	0	46,097	57,632.428571	63,197	63,209	8,072.527379	0	18	2	0.008219	0	0	0	0	0	46,109	57,509	63,209	63,209	9,872.689603	0	14	1	0.00411	1,018,041,720.750287	0.001683	156,058.876942	0.000841	21,825.808072	24,045.247076	163,264.226731	0.000001	0.000095	2,202,487
0xe13be3a87d47c579069ed76fc85ffd4cf1a51ad4	1	0	1	0	0	0	2	0	0	0	0	0	0	0	2	0	1	1	0	0	0	0	0	0	0	40,360	41,201.25	40,360	43,725	1,682.5	0	14	1	0.005479	0	0	0	0	0	60,825	61,781.666667	62,260	62,260	828.497636	0	1	1	0.00411	128,204,850.993182	0.005418	296,567.031718	0.002251	19,435.296854	17,587.720392	349,013.793774	0.000003	0.000136	749,382
0x8d0ad5897298207f19745c2e6c3bbc47d80c9fc6	1	0	1	0	0	0	2	0	0	0	2	0	0	0	0	0	1	1	0	0	0	0	0	0	0	64,948	64,948	64,948	64,948	0	0	6	1	0.00137	0	0	0	0	0	63,209	63,209	63,209	63,209	0	0	6	1	0.00137	1,018,041,720.750287	0.001683	156,058.876942	0.000841	21,825.808072	24,045.247076	163,264.226731	0.000001	0.000095	3,318,702
0xb4c2423ab6b9efde83c123ce7e5820d57393f3dc	0	0	1	0	0	0	1	0	0	0	1	0	0	0	0	0	1	1	-0	-0	0	0	0	0	0	41,309	41,309	41,309	41,309	0	0	3	1	0.00137	0	0	0	0	0	0	0	0	0	0	0	0	0	0	509,020,860.375143	0.000842	78,029.438471	0.00042	10,912.904036	12,022.623538	81,632.113365	0.000001	0.000047	2,679,405
0x50a6f7d5eea8f41f3b9686ea55e8a341882434d2	1	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	65,625	65,625	65,625	65,625	0	0	15	1	0.00137	64,102,425.496591	0.002709	148,283.515859	0.001126	9,717.648427	8,793.860196	174,506.896887	0.000001	0.000068	4,330,751
0xbf1c457c0a26b2c26ff2a6a9c73e06d056b01f92	0	0	1	0	0	0	1	0	0	0	1	0	0	0	0	0	1	1	-0	-0	0	0	0	0	0	62,260	62,728.5	62,728.5	63,197	662.559054	0	9	1	0.00274	0	0	0	0	0	0	0	0	0	0	0	0	0	0	509,020,860.375143	0.000842	78,029.438471	0.00042	10,912.904036	12,022.623538	81,632.113365	0.000001	0.000047	869,947
0xe74128d7e93d939d276ba972e282f5fece2b707e	1	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	65,625	65,625	65,625	65,625	0	0	18	1	0.00137	64,102,425.496591	0.002709	148,283.515859	0.001126	9,717.648427	8,793.860196	174,506.896887	0.000001	0.000068	4,897,731
0x75b352a05bdfb55b02ef8e85f26fa7a6a7659dd5	1	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	63,209	63,209	63,209	63,209	0	0	9	1	0.00137	509,020,860.375143	0.000842	78,029.438471	0.00042	10,912.904036	12,022.623538	81,632.113365	0.000001	0.000047	2,235,053
0xbd1aae024f3be4238f36a0be1160ac0df8fba06c	1	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	62,260	62,260	62,260	62,260	0	0	21	1	0.00137	64,102,425.496591	0.002709	148,283.515859	0.001126	9,717.648427	8,793.860196	174,506.896887	0.000001	0.000068	749,817
0x230be6a332c1fa38c45c54890841126f7403e514	1	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	46,097	46,097	46,097	46,097	0	0	15	1	0.00137	509,020,860.375143	0.000842	78,029.438471	0.00042	10,912.904036	12,022.623538	81,632.113365	0.000001	0.000047	5,839,733
0x2a8c753c8f908e1fb303f6aaa45a951dbd6bb73a	0	0	1	0	0	0	1	0	0	0	1	0	0	0	0	0	1	1	-0	-0	0	0	0	0	0	46,097	46,103	46,103	46,109	8.485281	0	8	1	0.00274	0	0	0	0	0	0	0	0	0	0	0	0	0	0	509,020,860.375143	0.000842	78,029.438471	0.00042	10,912.904036	12,022.623538	81,632.113365	0.000001	0.000047	2,184,032
0x813ab23105cfb0c1c0dc64a6eca261ba8a60fb0a	1	113.692486	1	113.692485	2	0	0	0	0	0	0	2	0	0	0	0	1	1	0.000001	0	113.692485	113.692485	113.692485	113.692485	0	40,118	40,118	40,118	40,118	0	0.002834	8	1	0.00137	113.692486	113.692486	113.692486	113.692486	0	57,218	57,218	57,218	57,218	0	0.001987	7	1	0.00137	62.290901	0.000424	258,881.370187	11,648,056.388617	3,139.426497	2,575.523541	373,768.304724	59,480.869069	1,666,000.762592	3,716,400
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0x27a3e74f3844b86634fbf4897b8ee1e0b8bb43f9	1	0	1	0	0	0	2	0	0	0	2	0	0	0	0	0	1	1	0	0	0	0	0	0	0	41,297	41,297	41,297	41,297	0	0	12	1	0.00137	0	0	0	0	0	63,209	63,209	63,209	63,209	0	0	19	1	0.00137	1,018,041,720.750287	0.001683	156,058.876942	0.000841	21,825.808072	24,045.247076	163,264.226731	0.000001	0.000095	6,205,860
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0x09dd012534bd28e296ccd238cfee530a30fcc0ec	2	0	1	0	0	0	3	0	0	0	3	0	0	0	0	0	1	1	0	0	0	0	0	0	0	48,506	48,506	48,506	48,506	0	0	10	1	0.00137	0	0	0	0	0	141,559	141,571	141,571	141,583	16.970563	0	9	1	0.00137	1,527,062,581.12543	0.002525	234,088.315412	0.001261	32,738.712107	36,067.870615	244,896.340096	0.000002	0.000142	3,326,858
0x0a614a9dc8e946acd751d230fec891cd74f4e0fb	1	0	1	0	0	0	2	0	0	0	2	0	0	0	0	0	1	1	0	0	0	0	0	0	0	63,197	63,197	63,197	63,197	0	0	17	1	0.00137	0	0	0	0	0	63,209	63,209	63,209	63,209	0	0	23	1	0.00137	1,018,041,720.750287	0.001683	156,058.876942	0.000841	21,825.808072	24,045.247076	163,264.226731	0.000001	0.000095	5,632,411
0x7d25ce6854ec783f461fc3e71d3b424ceb59a7f3	1	0	1	0	0	0	2	0	0	0	2	0	0	0	0	0	1	1	0	0	0	0	0	0	0	41,309	41,309	41,309	41,309	0	0	6	1	0.00137	0	0	0	0	0	63,209	63,209	63,209	63,209	0	0	6	1	0.00137	1,018,041,720.750287	0.001683	156,058.876942	0.000841	21,825.808072	24,045.247076	163,264.226731	0.000001	0.000095	6,087,833
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0x984a0fec1241c2f1da40ac3fe62aa96e70469e11	6	0	6	0	0	0	12	0	0	0	0	0	0	0	12	0	1	1	0	0	0	0	0	0	0	67,809	67,809	67,809	67,809	0	0	8	4	0.016438	0	0	0	0	0	65,613	65,616.272727	65,613	65,625	5.605192	0	8	4	0.015068	769,229,105.95909	0.032506	1,779,402.190305	0.013506	116,611.781126	105,526.322351	2,094,082.762641	0.000017	0.000816	4,437,877
0xd46afc2b11db10499a53ca1c1e9fb06d5718aaba	0	0	1	0	0	0	1	0	0	0	0	0	0	0	1	0	1	1	-0	-0	0	0	0	0	0	57,460	57,460	57,460	57,460	0	0	1	1	0.00137	0	0	0	0	0	0	0	0	0	0	0	0	0	0	64,102,425.496591	0.002709	148,283.515859	0.001126	9,717.648427	8,793.860196	174,506.896887	0.000001	0.000068	1,042,748
0x46e39f986383e9b5778a0f68b0aab9304661617d	0	0	1	0	0	0	1	0	0	0	1	0	0	0	0	0	1	1	-0	-0	0	0	0	0	0	41,297	41,297	41,297	41,297	0	0	10	1	0.00137	0	0	0	0	0	0	0	0	0	0	0	0	0	0	509,020,860.375143	0.000842	78,029.438471	0.00042	10,912.904036	12,022.623538	81,632.113365	0.000001	0.000047	2,967,162
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Decentralized finance (DeFi) has emerged as a significant sector within the blockchain and cryptocurrency space. DeFi protocols enable users to access financial services without traditional intermediaries, offering a wide range of applications such as lending, borrowing, trading, and yield farming. Understanding user behavior, protocol interactions, and market trends is crucial for analyzing the DeFi ecosystem's dynamics and identifying opportunities for innovation and growth.

About Dataset

This dataset encompasses several steps involved in preparing data to analyze decentralized finance (DeFi) protocols and transactions. The process of building the dataset involves collecting data from various DeFi protocols, extracting relevant contract data, gathering transaction information, and aggregating market data. The final dataset, which contains 62 features, integrates data from four primary sources: users.parquet, contracts.parquet, market.parquet, and transactions.parquet. This combined dataset enables a comprehensive analysis of user behavior, protocol usage, transaction dynamics, and market performance within the Ethereum blockchain ecosystem.

Each of these four files serves a distinct purpose and is carefully structured to facilitate deeper insights into the DeFi landscape:

├── contracts.parquet         # Contains contract details for selected DeFi protocols.
├── transactions.parquet      # Contains transaction data for Ethereum-based contracts.
├── market.parquet            # Contains enriched market data with aggregated transaction metrics.
└── users.parquet             # User profiles based on transaction data.

Together, these datasets are used to calculate 62 distinct features, which represent key aspects of user behavior, interaction with protocols, transaction volumes, market dynamics, and more.

Timeframe:

Start: 2022-12-31T22:59:59.000Z
End: 2024-12-30T23:00:11.000Z

Splitting (random_state = 42)

train : 0.7
test : 0.15
validation : 0.15

Features

1. General Information

address: Unique address of the user on the blockchain.

2. Transaction Activity

received_count: Total number of transactions received.
total_received_eth: Total amount of ETH received.
sent_count: Total number of transactions sent.
total_sent_eth: Total amount of ETH sent.

3. Types of Interaction with Protocols

type_dex: Indicates whether the user interacts with DEXs (Decentralized Exchanges).
type_lending: Indicates whether the user interacts with lending protocols.
type_stablecoin: Indicates whether the user interacts with stablecoins.
type_yield_farming: Indicates whether the user participates in yield farming.
type_nft_fi: Indicates whether the user interacts with NFT-Fi protocols.

4. Engagement with Specific Protocols

(Number of transactions made on each protocol)

curve_dao_count
aave_count
tether_count
uniswap_count
maker_count
yearn_finance_count
usdc_count
dai_count
balancer_count
harvest_finance_count
nftfi_count

5. User Diversity and Influence

protocol_type_diversity: Number of different protocol types used by the user.
protocol_name_diversity: Number of unique protocols used by the user.
net_flow_eth: Difference between ETH sent and ETH received.
whale_score: A score indicating whether the user is a large fund holder.

6. Sent Transaction Statistics

(Minimum, average, median, maximum values, and standard deviations)

min_sent_eth, avg_sent_eth, med_sent_eth, max_sent_eth, std_sent_eth: Statistics on amounts sent in ETH.
min_sent_gas, avg_sent_gas, med_sent_gas, max_sent_gas, std_sent_gas: Statistics on gas used for sent transactions.
avg_gas_efficiency_sent: Average gas efficiency for sent transactions.
peak_hour_sent: Time of day when the user sends the most transactions.
peak_count_sent: Maximum number of transactions sent during a given hour.
tx_frequency_sent: Average frequency of sent transactions.

7. Received Transaction Statistics

(Same structure as for sent transactions)

min_received_eth, avg_received_eth, med_received_eth, max_received_eth, std_received_eth: Statistics on amounts received in ETH.
min_received_gas, avg_received_gas, med_received_gas, max_received_gas, std_received_gas: Statistics on gas used for received transactions.
avg_gas_efficiency_received: Average gas efficiency for received transactions.
peak_hour_received: Time of day when the user receives the most transactions.
peak_count_received: Maximum number of transactions received during a given hour.
tx_frequency_received: Average frequency of received transactions.

8. Exposure to Market Protocols

(Evaluation of the user's risk and influence based on the market)

total_volume_exposure: Total exposure to the transaction volume of protocols.
total_volatility_exposure: Exposure to price volatility of protocols.
total_gas_exposure: Exposure to the average gas costs on used protocols.
total_error_exposure: Exposure to transaction errors of protocols.
total_liquidity_exposure: Exposure to protocol liquidity.
total_activity_exposure: Exposure to global transaction activity of protocols.
total_user_adoption_exposure: Exposure to the number of active users on protocols.
total_gas_volatility_exposure: Exposure to gas volatility used on protocols.
total_error_volatility_exposure: Exposure to the variability of transaction errors.
total_high_value_exposure: Exposure to high-value transactions on protocols.

Conclusion

This dataset preparation process establishes the foundation for analysis of user behavior, market trends, and protocol performance within the DeFi space. Each step builds upon the previous one, ensuring that the final dataset is rich and well-structured for deeper insights. It includes various technical steps for data extraction, user profiling, and market data aggregation, based on a combination of APIs and data sources.

Source

Tools used in this process:
1. CoinGecko API - For contract data related to DeFi protocols and their market details.
2. Etherscan API - For transaction data extraction on Ethereum smart contracts.
3. Yahoo Finance API - For market data including OHLC values of tokens and trading volume.
4. MongoDB - For managing and storing large volumes of transaction and protocol data in a structured format.
5. Ethereum Blockchain - For the decentralized financial infrastructure that powers these protocols and transactions.

Code is available on GitHub and the ETL process is explained here.

Subsets

`users.parquet`

This file focuses on user-level data and is aimed at answering questions related to user behavior, activity trends, and protocol interactions. Potential use cases include: - Analyzing the lifecycle of user activity in DeFi. - Identifying power users or dormant users. - Mapping the interaction between users and various protocols.

address (string): The wallet address of the user.
first_seen (datetime): The first recorded activity of the user.
last_seen (datetime): The most recent activity of the user.
protocol_types (list/string): Types of protocols the user interacted with.
protocols_used (list/string): Specific protocols the user interacted with.
received_count (integer): The total number of transactions received by the user.
total_received (ETH) (float): The total amount of ETH received by the user.
sent_count (integer): The total number of transactions sent by the user.
total_sent (ETH) (float): The total amount of ETH sent by the user.
transactions (integer): The total number of transactions the user participated in.

`market.parquet`

This file aggregates market-related data over time intervals, offering insights into protocol performance and market dynamics. Objectives include: - Understanding market trends across DeFi protocols and tokens. - Analyzing trading volumes, transaction activity, and price fluctuations. - Identifying periods of high or low activity for specific tokens or protocols.

timestamp (datetime): The time when the data was recorded.
blockchain (string): The blockchain network (e.g., Ethereum, Binance Smart Chain).
protocol_name (string): The name of the protocol associated with the data.
symbol (string): The symbol of the cryptocurrency or token.
type (string): The type of asset (e.g., token, NFT).
contract_address (string): The contract address associated with the asset.
open (usd) (float): The opening price in USD during the interval.
high (usd) (float): The highest price in USD during the interval.
low (usd) (float): The lowest price in USD during the interval.
close (usd) (float): The closing price in USD during the interval.
volume (float): The total trading volume during the interval.
nb_tx_1h, nb_tx_24h (integer): The number of transactions in the last 1 hour and 24 hours, respectively.
total_value_eth_1h, total_value_eth_24h (float): The total value transferred in ETH in the last 1 hour and 24 hours.
total_gas_used_1h, total_gas_used_24h (float): The total gas used in the last 1 hour and 24 hours.
nb_unique_receivers_1h, nb_unique_receivers_24h (integer): The number of unique receiving addresses in the last 1 hour and 24 hours.
nb_unique_senders_1h, nb_unique_senders_24h (integer): The number of unique sending addresses in the last 1 hour and 24 hours.
std_value_eth_1h, std_value_eth_24h (float): The standard deviation of transaction values in ETH in the last 1 hour and 24 hours.
std_gas_used_1h, std_gas_used_24h (float): The standard deviation of gas used in the last 1 hour and 24 hours.
avg_gas_used_1h, avg_gas_used_24h (float): The average gas used in the last 1 hour and 24 hours.
avg_value_eth_per_tx_1h, avg_value_eth_per_tx_24h (float): The average ETH value per transaction in the last 1 hour and 24 hours.
max_gas_used_1h, max_gas_used_24h (float): The maximum gas used in the last 1 hour and 24 hours.
max_value_eth_1h, max_value_eth_24h (float): The maximum ETH value transferred in the last 1 hour and 24 hours.
median_value_eth_1h, median_value_eth_24h (float): The median transaction value in ETH in the last 1 hour and 24 hours.
min_gas_used_1h, min_gas_used_24h (float): The minimum gas used in the last 1 hour and 24 hours.
min_value_eth_1h, min_value_eth_24h (float): The minimum ETH value transferred in the last 1 hour and 24 hours.
num_errors_1h, num_errors_24h (integer): The number of errors in the last 1 hour and 24 hours.
error_rate_1h, error_rate_24h (float): The rate of errors in the last 1 hour and 24 hours.

`transactions.parquet`

This file provides granular transaction-level data, which is crucial for understanding the flow of assets within the DeFi ecosystem. Applications include: - Tracing the movement of funds between addresses. - Analyzing transaction costs (gas) and failure rates. - Identifying anomalous or fraudulent transactions.

timestamp (datetime): The time when the transaction occurred.
transaction_hash (string): The unique hash identifying the transaction.
from (string): The sender's wallet address.
to (string): The receiver's wallet address.
value (ETH) (float): The value transferred in ETH.
gas (integer): The gas limit specified for the transaction.
gas_used (integer): The actual gas used by the transaction.
is_error (boolean): Indicates if the transaction resulted in an error.
error_code (string): The error code, if applicable.
metadata (json/object): Additional metadata related to the transaction.

`contracts.parquet`

This file documents details about the smart contracts associated with various DeFi protocols. It supports: - Categorizing contracts by protocol, type, and use case. - Analyzing the adoption of specific contract standards (e.g., ERC-20, ERC-721). - Exploring the relationship between contract attributes and protocol performance.

contract_address (string): The unique address of the smart contract.
blockchain (string): The blockchain network where the contract is deployed.
type (string): The type of contract (e.g., ERC-20, ERC-721).
protocol_name (string): The name of the protocol the contract belongs to.
protocol_symbol (string): The symbol of the protocol or token.
description (string): A description of the contract's purpose or functionality.
website_url (string): The URL of the contract or protocol's official website.

license: mit

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Collection including mriusero/DeFi-Protocol-Data-on-Ethereum-2023-2024

DeFI-Patterns-Analysis

Collection

This project aims to analyze and cluster user behavior in decentralized finance (DeFi) platforms using open-source data. • 3 items • Updated 3 days ago