├── code ├── Readme.md ├── MEVblocker_data_query.ipynb └── Process_Data.ipynb ├── data ├── Readme.md ├── Queried_Data │ ├── Readme.md │ ├── Lusd_Queried.csv │ ├── Aave_Queried.csv │ └── Comp_Queried.csv ├── Processed_Data │ └── Readme.md ├── ETHEREUM-ETL │ ├── token_transfers_CRV.csv │ ├── token_transfers_MKR.csv │ ├── token_transfers_USDP.csv │ ├── token_transfers_AAVE.csv │ ├── blocks_QuickNode.csv │ ├── blocks_alchemy.csv │ └── blocks_infura.csv └── MEVblocker.csv ├── spotlight ├── Readme.md ├── figures │ └── Readme.md ├── Wang Jiayi_Photo.png ├── 截屏2023-06-29 00.19.15.png ├── 截屏2023-06-29 03.29.40.png ├── 截屏2023-07-15 14.30.53.png └── 截屏2023-07-16 19.23.22.png ├── _config.yml ├── markdown_cheatsheet └── Readme.md ├── Table └── transaction.csv ├── LICENSE ├── .github └── workflows │ └── jekyll-gh-pages.yml ├── .gitignore └── README.md /code/Readme.md: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /data/Readme.md: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /spotlight/Readme.md: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /data/Queried_Data/Readme.md: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /spotlight/figures/Readme.md: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /data/Processed_Data/Readme.md: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /data/ETHEREUM-ETL/token_transfers_CRV.csv: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /data/ETHEREUM-ETL/token_transfers_MKR.csv: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /data/ETHEREUM-ETL/token_transfers_USDP.csv: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /spotlight/Wang Jiayi_Photo.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SciEcon/SRS2023_MEV_Jay/main/spotlight/Wang Jiayi_Photo.png -------------------------------------------------------------------------------- /spotlight/截屏2023-06-29 00.19.15.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SciEcon/SRS2023_MEV_Jay/main/spotlight/截屏2023-06-29 00.19.15.png -------------------------------------------------------------------------------- /spotlight/截屏2023-06-29 03.29.40.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SciEcon/SRS2023_MEV_Jay/main/spotlight/截屏2023-06-29 03.29.40.png -------------------------------------------------------------------------------- /spotlight/截屏2023-07-15 14.30.53.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SciEcon/SRS2023_MEV_Jay/main/spotlight/截屏2023-07-15 14.30.53.png -------------------------------------------------------------------------------- /spotlight/截屏2023-07-16 19.23.22.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SciEcon/SRS2023_MEV_Jay/main/spotlight/截屏2023-07-16 19.23.22.png -------------------------------------------------------------------------------- /_config.yml: -------------------------------------------------------------------------------- 1 | remote_theme: pages-themes/architect@v0.2.0 2 | plugins: 3 | - jekyll-remote-theme 4 | title: Stats201 Profile 5 | description: The page of Stats201 Profile 6 | -------------------------------------------------------------------------------- /markdown_cheatsheet/Readme.md: -------------------------------------------------------------------------------- 1 | **References** 2 | - https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet#code 3 | - https://github.com/sunshineluyao/Readme-Cheatsheet 4 | -------------------------------------------------------------------------------- /data/ETHEREUM-ETL/token_transfers_AAVE.csv: -------------------------------------------------------------------------------- 1 | token_address,from_address,to_address,value,transaction_hash,log_index,block_number 2 | 0x7fc66500c84a76ad7e9c93437bfc5ac33e2ddae9,0x2779bae0b0c699c49194a0f29b959408a83ee42b,0x916ed5586bb328e0ec1a428af060dc3d10919d84,641194580000000000,0xd5c9ee6f5616a5b0387a694bf8370b7c03eca095a5b6cb0ce8a7d25d02994cc7,85,13131315 3 | 0x7fc66500c84a76ad7e9c93437bfc5ac33e2ddae9,0xd1f0b2018c1b7056c1301877b080dcb8e3c3390a,0xa6aac20c2f51101a92a01e28c8da87927677f9cc,1174000000000000000,0xca0144e33c711a9b909345f12212bda309afe38f2f73cace033071286c815521,62,13131320 4 | -------------------------------------------------------------------------------- /Table/transaction.csv: -------------------------------------------------------------------------------- 1 | Variable name,Explanation 2 | Block,The block number in which the transaction was included 3 | Timestamp,The time the transaction happens 4 | Transaction Hash,The hash of the transaction that generated this trace 5 | From,The Ethereum address of the sender (originating address) of the transaction. 6 | To,The Ethereum address of the recipient (destination address) of the transaction. It can be None if the transaction is creating a new contract 7 | Nounce,Number of the transactions made by the sender prior to this one 8 | Value,The value transferred in Wei 9 | Gas,Gas provided by the sender 10 | Gas Price,The gas price provided by the sender in Wei 11 | Receipt cumulative,The total amount of gas used when this transaction was executed in the block 12 | 13 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2022 Luyao (Sunshine) Zhang 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 | -------------------------------------------------------------------------------- /.github/workflows/jekyll-gh-pages.yml: -------------------------------------------------------------------------------- 1 | # Sample workflow for building and deploying a Jekyll site to GitHub Pages 2 | name: Deploy Jekyll with GitHub Pages dependencies preinstalled 3 | 4 | on: 5 | # Runs on pushes targeting the default branch 6 | push: 7 | branches: ["main"] 8 | 9 | # Allows you to run this workflow manually from the Actions tab 10 | workflow_dispatch: 11 | 12 | # Sets permissions of the GITHUB_TOKEN to allow deployment to GitHub Pages 13 | permissions: 14 | contents: read 15 | pages: write 16 | id-token: write 17 | 18 | # Allow one concurrent deployment 19 | concurrency: 20 | group: "pages" 21 | cancel-in-progress: true 22 | 23 | jobs: 24 | # Build job 25 | build: 26 | runs-on: ubuntu-latest 27 | steps: 28 | - name: Checkout 29 | uses: actions/checkout@v3 30 | - name: Setup Pages 31 | uses: actions/configure-pages@v2 32 | - name: Build with Jekyll 33 | uses: actions/jekyll-build-pages@v1 34 | with: 35 | source: ./ 36 | destination: ./_site 37 | - name: Upload artifact 38 | uses: actions/upload-pages-artifact@v1 39 | 40 | # Deployment job 41 | deploy: 42 | environment: 43 | name: github-pages 44 | url: ${{ steps.deployment.outputs.page_url }} 45 | runs-on: ubuntu-latest 46 | needs: build 47 | steps: 48 | - name: Deploy to GitHub Pages 49 | id: deployment 50 | uses: actions/deploy-pages@v1 51 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | Skip to content 2 | Search or jump to… 3 | Pull requests 4 | Issues 5 | Codespaces 6 | Marketplace 7 | Explore 8 | 9 | @sunshineluyao 10 | Rising-Stars-by-Sunshine 11 | / 12 | posters 13 | Public 14 | Code 15 | Issues 16 | Pull requests 17 | Actions 18 | Projects 19 | Wiki 20 | Security 21 | Insights 22 | Settings 23 | posters/.gitignore 24 | @sunshineluyao 25 | sunshineluyao Initial commit 26 | Latest commit 48fd45b on Nov 7 27 | History 28 | 1 contributor 29 | 129 lines (105 sloc) 1.76 KB 30 | 31 | # Byte-compiled / optimized / DLL files 32 | __pycache__/ 33 | *.py[cod] 34 | *$py.class 35 | 36 | # C extensions 37 | *.so 38 | 39 | # Distribution / packaging 40 | .Python 41 | build/ 42 | develop-eggs/ 43 | dist/ 44 | downloads/ 45 | eggs/ 46 | .eggs/ 47 | lib/ 48 | lib64/ 49 | parts/ 50 | sdist/ 51 | var/ 52 | wheels/ 53 | pip-wheel-metadata/ 54 | share/python-wheels/ 55 | *.egg-info/ 56 | .installed.cfg 57 | *.egg 58 | MANIFEST 59 | 60 | # PyInstaller 61 | # Usually these files are written by a python script from a template 62 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 63 | *.manifest 64 | *.spec 65 | 66 | # Installer logs 67 | pip-log.txt 68 | pip-delete-this-directory.txt 69 | 70 | # Unit test / coverage reports 71 | htmlcov/ 72 | .tox/ 73 | .nox/ 74 | .coverage 75 | .coverage.* 76 | .cache 77 | nosetests.xml 78 | coverage.xml 79 | *.cover 80 | *.py,cover 81 | .hypothesis/ 82 | .pytest_cache/ 83 | 84 | # Translations 85 | *.mo 86 | *.pot 87 | 88 | # Django stuff: 89 | *.log 90 | local_settings.py 91 | db.sqlite3 92 | db.sqlite3-journal 93 | 94 | # Flask stuff: 95 | instance/ 96 | .webassets-cache 97 | 98 | # Scrapy stuff: 99 | .scrapy 100 | 101 | # Sphinx documentation 102 | docs/_build/ 103 | 104 | # PyBuilder 105 | target/ 106 | 107 | # Jupyter Notebook 108 | .ipynb_checkpoints 109 | 110 | # IPython 111 | profile_default/ 112 | ipython_config.py 113 | 114 | # pyenv 115 | .python-version 116 | 117 | # pipenv 118 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 119 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 120 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 121 | # install all needed dependencies. 122 | #Pipfile.lock 123 | 124 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow 125 | __pypackages__/ 126 | 127 | # Celery stuff 128 | celerybeat-schedule 129 | celerybeat.pid 130 | 131 | # SageMath parsed files 132 | *.sage.py 133 | 134 | # Environments 135 | .env 136 | .venv 137 | env/ 138 | venv/ 139 | ENV/ 140 | env.bak/ 141 | venv.bak/ 142 | 143 | # Spyder project settings 144 | .spyderproject 145 | .spyproject 146 | 147 | # Rope project settings 148 | .ropeproject 149 | 150 | # mkdocs documentation 151 | /site 152 | 153 | # mypy 154 | .mypy_cache/ 155 | .dmypy.json 156 | dmypy.json 157 | 158 | # Pyre type checker 159 | .pyre/ 160 | Footer 161 | © 2022 GitHub, Inc. 162 | Footer navigation 163 | Terms 164 | Privacy 165 | Security 166 | Status 167 | Docs 168 | Contact GitHub 169 | Pricing 170 | API 171 | Training 172 | Blog 173 | About 174 | posters/.gitignore at main · Rising-Stars-by-Sunshine/posters 175 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Machine Learning in MEV Detection 2 | ## Project information 3 | - **Author**: Jiayi Wang, Applied Mathematics, Class of 2024, Duke Kunshan University 4 | - **Instructor**: Prof. Luyao Zhang, Duke Kunshan University 5 | - **Disclaimer**: Submissions to the SRS2023 Innovate instructed by Prof. Luyao Zhang at Duke Kunshan University. 6 | - **Acknowledgments**: I am deeply indebted to my professor Luyao Zhang for her invaluable patience and feedback. I could not started my journey without her instructions and help. Additionally, this endeavour would not have been possible without Flashbots. Lastly, I would be remiss in not mentioning my family, especially my parents. 7 | - **Project Summary**: 8 | Miner Extractable Value (MEV) has garnered significant attention from researchers due to its implications for the security and privacy of blockchain networks. The current cryptocurrency market has difficulty solving and detecting the MEV in a timely manner, and the problem has become one of the biggest issues on Ethereum. According to Flashbots[1], MEV has extracted over $600 million in only two years, and the number is continuously increasing. Machine Learning has provided us with a method to identify the MEV in time. However, collecting a comprehensive dataset of labelled examples for different MEV strategies can be difficult, limiting the accuracy and generalizability of the models. Meanwhile, MEV strategies can evolve and adapt over time to avoid detection. Machine learning models need to continually update and adapt to new MEV techniques to remain effective. Adversarial strategies can also be employed to deliberately bypass detection methods, requiring constant vigilance and model refinement. The whole detection process requires several steps to complete. This project is meant to retrieve transaction data. 9 | 10 | 11 | 12 | - **Methodology**: web3 library 13 | 14 | 15 | ## Table of Contents 16 | | Contents | URL | 17 | | ------------- | ------------- | 18 | | Code | https://github.com/SciEcon/SRS2023_MEV_Jay#Code | 19 | | Data | https://github.com/SciEcon/SRS2023_MEV_Jay#Data | 20 | | Data Source | [Ethereum ETL](https://github.com/blockchain-etl/ethereum-etl) | 21 | | Spotlight | https://github.com/SciEcon/SRS2023_MEV_Jay#Spotlight | 22 | | more about the author | https://github.com/SciEcon/SRS2023_MEV_Jay#more-about-the-author | 23 | | references | https://github.com/SciEcon/SRS2023_MEV_Jay#references | 24 | 25 | 26 | 27 | 28 | 29 | ## Code 30 | - [export code](https://github.com/SciEcon/SRS2023_MEV_Jay/blob/main/code/SRS_Innovate.ipynb) 31 | 32 | ## Data 33 | - [transaction data](https://github.com/SciEcon/SRS2023_MEV_Jay/blob/main/data/transaction_export.csv) 34 | 35 | ## Spotlight 36 | 37 | Figure 1. Transaction Data Preview 38 | 39 | 40 | Figure 1. Trace Data Preview 41 | 42 | 43 | Figure 3. Traces over time 44 | 45 | In Figure 3, generally, the count of traces is increasing. The rapid drop at the end is due to only half of the transactions in July 2023 are counted. 46 | 47 | ## More about the Author 48 | - headshot 49 | 50 | 51 | 52 | 53 | 54 | Jiayi Wang is a junior student at Duke Kunshan University majoring in Applied Math & Computational Science tracking in Math. He has a solid foundation in Data Science and excels in Math. He has done research in trading strategies and portfolio construction in the Chinese Commodity Market. He is working under the guidance of Prof. Luyao Zhang on machine learning for Blockchain Security and Privacy. 55 | 56 | 57 | ## References 58 | - Piet, Julien, Jaiden Fairoze, and Nicholas Weaver. 2022. “Extracting Godl [Sic] from the Salt Mines: Ethereum Miners Extracting Value.” ArXiv:2203.15930 [Cs], March. https://arxiv.org/abs/2203.15930. 59 | - Qin, Kaihua, Liyi Zhou, and Arthur Gervais. 2022. “Quantifying Blockchain Extractable Value: How Dark Is the Forest?” IEEE Xplore. May 1, 2022. https://doi.org/10.1109/SP46214.2022.9833734. 60 | 61 | ‌ 62 | ‌ 63 | 64 | ### Code Source 65 | [web3.py](https://github.com/ethereum/web3.py) 66 | 67 | ### Data Source 68 | [Ethereum ETL]([https://github.com/ethereum/web3.py](https://github.com/blockchain-etl/ethereum-etl)) 69 | 70 | ### Literature 71 | - Piet, Julien, Jaiden Fairoze, and Nicholas Weaver. 2022. “Extracting Godl [Sic] from the Salt Mines: Ethereum Miners Extracting Value.” ArXiv:2203.15930 [Cs], March. https://arxiv.org/abs/2203.15930. 72 | - Qin, Kaihua, Liyi Zhou, and Arthur Gervais. 2022. “Quantifying Blockchain Extractable Value: How Dark Is the Forest?” IEEE Xplore. May 1, 2022. https://doi.org/10.1109/SP46214.2022.9833734. 73 | 74 | -------------------------------------------------------------------------------- /data/MEVblocker.csv: -------------------------------------------------------------------------------- 1 | day,num_evm_tx,num_mevblocker_tx,tx_proportion 2 | 2023-07-08 00:00:00.000 UTC,1014086,56001,5.5223127032618535 3 | 2023-08-01 00:00:00.000 UTC,1068108,55405,5.187209533118374 4 | 2023-07-30 00:00:00.000 UTC,981157,38574,3.931480894494969 5 | 2023-06-21 00:00:00.000 UTC,1091714,41137,3.768111428451041 6 | 2023-06-14 00:00:00.000 UTC,1023424,36768,3.592645863298105 7 | 2023-06-04 00:00:00.000 UTC,962454,39723,4.127262186036943 8 | 2023-06-20 00:00:00.000 UTC,1072045,41141,3.837618756675326 9 | 2023-07-15 00:00:00.000 UTC,950700,49767,5.2347743767750075 10 | 2023-05-20 00:00:00.000 UTC,1049772,38809,3.696897993088023 11 | 2023-06-09 00:00:00.000 UTC,1046976,37374,3.5697093343113884 12 | 2023-06-08 00:00:00.000 UTC,1008582,44998,4.461511309938111 13 | 2023-06-10 00:00:00.000 UTC,1204433,22532,1.8707557830115913 14 | 2023-06-13 00:00:00.000 UTC,952433,32849,3.4489565145264813 15 | 2023-07-10 00:00:00.000 UTC,1057858,66304,6.267759945096601 16 | 2023-04-26 00:00:00.000 UTC,978121,18,0.0018402631167309567 17 | 2023-05-05 00:00:00.000 UTC,1208548,37721,3.121183436652909 18 | 2023-07-23 00:00:00.000 UTC,977305,63104,6.456940259182138 19 | 2023-07-28 00:00:00.000 UTC,1014601,65808,6.486096504931496 20 | 2023-06-06 00:00:00.000 UTC,1095144,44988,4.107952926738402 21 | 2023-05-11 00:00:00.000 UTC,1099638,55798,5.07421533268221 22 | 2023-06-12 00:00:00.000 UTC,975959,36274,3.7167544948097206 23 | 2023-05-31 00:00:00.000 UTC,1098149,55841,5.085011232537661 24 | 2023-07-16 00:00:00.000 UTC,946750,58350,6.163189860047531 25 | 2023-05-23 00:00:00.000 UTC,1113165,65282,5.864539398921094 26 | 2023-05-03 00:00:00.000 UTC,1117146,34331,3.0730987713333797 27 | 2023-07-20 00:00:00.000 UTC,1049510,64446,6.140579889662795 28 | 2023-05-12 00:00:00.000 UTC,1070884,44459,4.151616795096388 29 | 2023-07-02 00:00:00.000 UTC,925771,48264,5.213384303461655 30 | 2023-07-11 00:00:00.000 UTC,1091428,60079,5.504623300849896 31 | 2023-05-17 00:00:00.000 UTC,1043585,26037,2.494957286660885 32 | 2023-06-15 00:00:00.000 UTC,1110065,34709,3.126753838739173 33 | 2023-05-14 00:00:00.000 UTC,992354,34050,3.4312352245267315 34 | 2023-05-08 00:00:00.000 UTC,1145960,44872,3.9156689587769207 35 | 2023-04-24 00:00:00.000 UTC,940804,5,0.0005314603254237864 36 | 2023-07-06 00:00:00.000 UTC,914280,53330,5.8330052062825395 37 | 2023-05-21 00:00:00.000 UTC,1014742,41274,4.067437831488201 38 | 2023-07-25 00:00:00.000 UTC,990249,70791,7.148808027071979 39 | 2023-07-19 00:00:00.000 UTC,1093783,66856,6.112364152670136 40 | 2023-05-16 00:00:00.000 UTC,1072600,2,0.00018646280067126608 41 | 2023-05-22 00:00:00.000 UTC,1075234,56333,5.23913864330927 42 | 2023-06-23 00:00:00.000 UTC,1054976,46038,4.363890742538219 43 | 2023-04-25 00:00:00.000 UTC,976311,9,0.0009218374063182736 44 | 2023-07-12 00:00:00.000 UTC,1041317,57409,5.513114642323135 45 | 2023-05-27 00:00:00.000 UTC,982620,39321,4.001648653599561 46 | 2023-06-28 00:00:00.000 UTC,1094481,51506,4.705974795359627 47 | 2023-06-22 00:00:00.000 UTC,1052333,37132,3.5285408706179506 48 | 2023-05-13 00:00:00.000 UTC,994500,31939,3.211563599798894 49 | 2023-06-17 00:00:00.000 UTC,984217,25789,2.6202554924371353 50 | 2023-07-27 00:00:00.000 UTC,998420,65732,6.583602091304261 51 | 2023-05-04 00:00:00.000 UTC,1110210,38199,3.440700408030913 52 | 2023-05-25 00:00:00.000 UTC,1062757,50787,4.778797034505536 53 | 2023-07-07 00:00:00.000 UTC,1038341,68265,6.574429787516817 54 | 2023-07-21 00:00:00.000 UTC,1110882,71850,6.467833667302198 55 | 2023-05-29 00:00:00.000 UTC,1082245,67639,6.249878724318431 56 | 2023-06-25 00:00:00.000 UTC,934895,28912,3.0925398039352014 57 | 2023-06-01 00:00:00.000 UTC,1071180,56268,5.252898672492019 58 | 2023-04-30 00:00:00.000 UTC,974972,27762,2.8474663887783445 59 | 2023-05-02 00:00:00.000 UTC,1127805,36543,3.2401877984225997 60 | 2023-05-19 00:00:00.000 UTC,1073998,44888,4.179523611775814 61 | 2023-07-03 00:00:00.000 UTC,1061564,53318,5.02258931161946 62 | 2023-07-22 00:00:00.000 UTC,1004374,63478,6.320155639233991 63 | 2023-06-30 00:00:00.000 UTC,1129184,50968,4.513701929889194 64 | 2023-05-30 00:00:00.000 UTC,1190789,59666,5.010627407542394 65 | 2023-08-02 00:00:00.000 UTC,290695,17042,5.862501935017802 66 | 2023-07-01 00:00:00.000 UTC,1015838,51773,5.0965803602542925 67 | 2023-05-18 00:00:00.000 UTC,1054402,49464,4.69118988772783 68 | 2023-04-29 00:00:00.000 UTC,887098,21202,2.390040333762448 69 | 2023-06-19 00:00:00.000 UTC,1046350,39534,3.778276867205046 70 | 2023-05-15 00:00:00.000 UTC,1091921,23731,2.173325725945375 71 | 2023-06-29 00:00:00.000 UTC,1064346,65087,6.11521065518168 72 | 2023-07-05 00:00:00.000 UTC,760586,39223,5.156944776790527 73 | 2023-06-03 00:00:00.000 UTC,1003794,38914,3.876691831192456 74 | 2023-07-04 00:00:00.000 UTC,931944,39361,4.223537036560137 75 | 2023-07-31 00:00:00.000 UTC,1048101,40237,3.8390384132826894 76 | 2023-07-24 00:00:00.000 UTC,1036300,70462,6.799382418218663 77 | 2023-07-18 00:00:00.000 UTC,1175963,59776,5.083153126416392 78 | 2023-05-07 00:00:00.000 UTC,1101487,51492,4.674771468024589 79 | 2023-06-16 00:00:00.000 UTC,1146585,23747,2.0711068084790925 80 | 2023-06-02 00:00:00.000 UTC,1102996,47800,4.333651255308269 81 | 2023-06-05 00:00:00.000 UTC,1151611,47673,4.139679110394048 82 | 2023-05-01 00:00:00.000 UTC,1102060,35551,3.2258679200769467 83 | 2023-07-13 00:00:00.000 UTC,1121269,60703,5.413776711921939 84 | 2023-04-28 00:00:00.000 UTC,987649,22561,2.284313556739287 85 | 2023-06-07 00:00:00.000 UTC,1071257,41635,3.8865557004528326 86 | 2023-05-10 00:00:00.000 UTC,1086375,51041,4.698285582786791 87 | 2023-05-24 00:00:00.000 UTC,1054823,52961,5.02084235933422 88 | 2023-07-09 00:00:00.000 UTC,954379,60344,6.322854966423193 89 | 2023-06-11 00:00:00.000 UTC,1106073,23226,2.099861401553062 90 | 2023-05-09 00:00:00.000 UTC,1126707,48692,4.32162043903162 91 | 2023-05-28 00:00:00.000 UTC,968996,53832,5.555440889332877 92 | 2023-07-26 00:00:00.000 UTC,1029348,61983,6.021578708075403 93 | 2023-06-24 00:00:00.000 UTC,1004563,33546,3.3393624889628626 94 | 2023-06-26 00:00:00.000 UTC,996984,33951,3.4053705977227318 95 | 2023-05-06 00:00:00.000 UTC,1145565,46053,4.020112346309463 96 | 2023-06-18 00:00:00.000 UTC,1001818,37905,3.783621376337818 97 | 2023-07-29 00:00:00.000 UTC,991161,57162,5.767176069276333 98 | 2023-04-27 00:00:00.000 UTC,939262,9620,1.0242083678462452 99 | 2023-07-14 00:00:00.000 UTC,1110332,50164,4.51792797109333 100 | 2023-05-26 00:00:00.000 UTC,1059510,49869,4.706798425687346 101 | 2023-06-27 00:00:00.000 UTC,1067370,39498,3.700497484471177 102 | 2023-07-17 00:00:00.000 UTC,1036419,60821,5.8683794874466795 103 | -------------------------------------------------------------------------------- /data/ETHEREUM-ETL/blocks_QuickNode.csv: -------------------------------------------------------------------------------- 1 | number,hash,parent_hash,nonce,sha3_uncles,logs_bloom,transactions_root,state_root,receipts_root,miner,difficulty,total_difficulty,size,extra_data,gas_limit,gas_used,timestamp,transaction_count,base_fee_per_gas 2 | 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13 | -------------------------------------------------------------------------------- /data/ETHEREUM-ETL/blocks_alchemy.csv: -------------------------------------------------------------------------------- 1 | number,hash,parent_hash,nonce,sha3_uncles,logs_bloom,transactions_root,state_root,receipts_root,miner,difficulty,total_difficulty,size,extra_data,gas_limit,gas_used,timestamp,transaction_count,base_fee_per_gas 2 | 15537388,0x34f2900754317c14b2479f9a0342b0f4e16bd4681a5fff25157ef1007eab825f,0x5a2504b5e378f28d8f1fc52bac609eca4f3d79f444c50a17c2f6c86f95bf2919,0x9206e9a5cae2058c,0x1dcc4de8dec75d7aab85b567b6ccd41ad312451b948a7413f0a142fd40d49347,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,0xfb0a569d9a40d1c3ade913ca4eeac661550a6161fd4eee29119cc10536fd68c7,0x98efdb8d69e7596b660ba0fea82d36f28864e0f95478899fa33fd6da058d5bc0,0xaeba43330764722ccfa8b0c76f2c76fb54023a3804aca7a1ce8f5d401597d3ae,0xea674fdde714fd979de3edf0f56aa9716b898ec8,11031474385146923,58749948497083790670458,19789,0x6575726f70652d77657374332d38,30000000,15109407,1663224133,114,37190466833 3 | 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13 | -------------------------------------------------------------------------------- /data/ETHEREUM-ETL/blocks_infura.csv: -------------------------------------------------------------------------------- 1 | number,hash,parent_hash,nonce,sha3_uncles,logs_bloom,transactions_root,state_root,receipts_root,miner,difficulty,total_difficulty,size,extra_data,gas_limit,gas_used,timestamp,transaction_count,base_fee_per_gas 2 | 15537388,0x34f2900754317c14b2479f9a0342b0f4e16bd4681a5fff25157ef1007eab825f,0x5a2504b5e378f28d8f1fc52bac609eca4f3d79f444c50a17c2f6c86f95bf2919,0x9206e9a5cae2058c,0x1dcc4de8dec75d7aab85b567b6ccd41ad312451b948a7413f0a142fd40d49347,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,0xfb0a569d9a40d1c3ade913ca4eeac661550a6161fd4eee29119cc10536fd68c7,0x98efdb8d69e7596b660ba0fea82d36f28864e0f95478899fa33fd6da058d5bc0,0xaeba43330764722ccfa8b0c76f2c76fb54023a3804aca7a1ce8f5d401597d3ae,0xea674fdde714fd979de3edf0f56aa9716b898ec8,11031474385146923,58749948497083790670458,19789,0x6575726f70652d77657374332d38,30000000,15109407,1663224133,114,37190466833 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411,62.08942668140014,2021-11-17 414 | 412,226.97579921908203,2021-11-18 415 | 413,197.22588718923856,2021-11-19 416 | 414,13.16605427842806,2021-11-20 417 | 415,133.44167950445885,2021-11-21 418 | 416,35.75449114876594,2021-11-22 419 | 417,127.3788724123466,2021-11-23 420 | 418,219.96740494893987,2021-11-24 421 | 419,253.46369485366927,2021-11-25 422 | 420,388.1314436931506,2021-11-26 423 | 421,137.02893843766145,2021-11-27 424 | 422,135.87480796716122,2021-11-28 425 | 423,54.23311946954979,2021-11-29 426 | 424,263.5917992547354,2021-11-30 427 | 425,58.4885969360635,2021-12-01 428 | 426,29.449824632623187,2021-12-02 429 | 427,220.09606694679525,2021-12-03 430 | 428,165.55082662425988,2021-12-04 431 | 429,302.6313285257037,2021-12-05 432 | 430,406.0526645769688,2021-12-06 433 | 431,381.1947822502675,2021-12-07 434 | 432,338.70546346379086,2021-12-08 435 | 433,240.4902325448176,2021-12-09 436 | 434,313.0646022117464,2021-12-10 437 | 435,168.2052500588051,2021-12-11 438 | 436,130.86698292914136,2021-12-12 439 | 437,343.87039392328234,2021-12-13 440 | 438,315.73078848499455,2021-12-14 441 | 439,158.3465738435966,2021-12-15 442 | 440,233.18757299735185,2021-12-16 443 | 441,91.23566788571353,2021-12-17 444 | 442,667.2223847679278,2021-12-18 445 | 443,241.5230159638728,2021-12-19 446 | 444,301.56099823587243,2021-12-20 447 | 445,276.1354156537953,2021-12-21 448 | 446,521.9981506668106,2021-12-22 449 | 447,954.3653453327032,2021-12-23 450 | 448,310.18687904896615,2021-12-24 451 | 449,579.5765464962702,2021-12-25 452 | 450,406.6335632616649,2021-12-26 453 | 451,231.9933625218063,2021-12-27 454 | 452,860.3235022721943,2021-12-28 455 | 453,213.02391505119024,2021-12-29 456 | 454,362.1438860200338,2021-12-30 457 | 455,395.520647907642,2021-12-31 458 | 456,314.0805528231664,2022-01-01 459 | 457,231.9051936503507,2022-01-02 460 | 458,311.1420798143994,2022-01-03 461 | 459,39.3531180572522,2022-01-04 462 | 460,269.23616266799985,2022-01-05 463 | 461,373.7979866671364,2022-01-06 464 | 462,274.0755508914376,2022-01-07 465 | 463,668.6024018771308,2022-01-08 466 | 464,260.15046317869724,2022-01-09 467 | 465,183.71942948766807,2022-01-10 468 | 466,155.74085938740998,2022-01-11 469 | 467,210.67558537773203,2022-01-12 470 | 468,82.9362419711837,2022-01-13 471 | 469,63.48046344782384,2022-01-14 472 | 470,425.7426777290985,2022-01-15 473 | 471,243.5814927575769,2022-01-16 474 | 472,360.5523674334235,2022-01-17 475 | 473,480.0416450819378,2022-01-18 476 | 474,444.392522274931,2022-01-19 477 | 475,228.0815565649609,2022-01-20 478 | 476,374.7358911624562,2022-01-21 479 | 477,510.5392119413716,2022-01-22 480 | 478,355.3108686324297,2022-01-23 481 | 479,386.1477308336455,2022-01-24 482 | 480,208.81348542313424,2022-01-25 483 | 481,199.17781410025745,2022-01-26 484 | 482,179.03687555519696,2022-01-27 485 | 483,88.87875661018302,2022-01-28 486 | 484,176.97463890713826,2022-01-29 487 | 485,140.9000866629536,2022-01-30 488 | 486,210.74491986104888,2022-01-31 489 | 487,47.0719611846086,2022-02-01 490 | 488,168.74610358926384,2022-02-02 491 | 489,138.95434510788752,2022-02-03 492 | 490,187.6000088785657,2022-02-04 493 | 491,174.1736506712298,2022-02-05 494 | 492,247.25892051306383,2022-02-06 495 | 493,196.5493567414259,2022-02-07 496 | 494,184.88954360015816,2022-02-08 497 | 495,159.2970449073647,2022-02-09 498 | 496,220.6810362914932,2022-02-10 499 | 497,178.3135590675836,2022-02-11 500 | 498,108.2066991556729,2022-02-12 501 | 499,119.79616880091804,2022-02-13 502 | 500,188.144648812554,2022-02-14 503 | 501,115.50228718576292,2022-02-15 504 | 502,88.08088677017845,2022-02-16 505 | 503,201.61408782743985,2022-02-17 506 | 504,69.82904912865664,2022-02-18 507 | 505,18.576410489723457,2022-02-19 508 | 506,207.0709341218188,2022-02-20 509 | 507,87.54991827390839,2022-02-21 510 | 508,181.1357254098984,2022-02-22 511 | 509,230.9594600041628,2022-02-23 512 | 510,117.80942394049488,2022-02-24 513 | 511,446.0859529227895,2022-02-25 514 | 512,174.4517515405634,2022-02-26 515 | 513,551.4925927075898,2022-02-27 516 | 514,44.53200210107947,2022-02-28 517 | 515,33.918760842749805,2022-03-01 518 | 516,76.99029250780659,2022-03-02 519 | 517,328.8712422805784,2022-03-03 520 | 518,324.1360699999513,2022-03-04 521 | 519,213.5503159101884,2022-03-05 522 | 520,212.79130377545647,2022-03-06 523 | 521,335.5590327131672,2022-03-07 524 | 522,379.9785001927103,2022-03-08 525 | 523,257.15916675541115,2022-03-09 526 | 524,244.8508737826779,2022-03-10 527 | 525,187.25145144406665,2022-03-11 528 | 526,357.3541687949444,2022-03-12 529 | 527,219.65431408491497,2022-03-13 530 | 528,179.93081177253748,2022-03-14 531 | 529,223.71825532918533,2022-03-15 532 | 530,588.3085899434641,2022-03-16 533 | 531,631.3479192634771,2022-03-17 534 | 532,558.4842286085552,2022-03-18 535 | 533,403.08172414129126,2022-03-19 536 | 534,415.1712479257602,2022-03-20 537 | 535,656.8862955853704,2022-03-21 538 | 536,322.0120734002691,2022-03-22 539 | 537,241.6825400688116,2022-03-23 540 | 538,460.5780812669321,2022-03-24 541 | 539,421.7360640932688,2022-03-25 542 | 540,172.0673679790671,2022-03-26 543 | 541,210.34419402450257,2022-03-27 544 | 542,191.32838774284943,2022-03-28 545 | 543,1300.6857873163535,2022-03-29 546 | 544,1088.5829641434568,2022-03-30 547 | 545,391.5804743061421,2022-03-31 548 | 546,1604.3613699494758,2022-04-01 549 | 547,782.6677735227645,2022-04-02 550 | 548,479.9185360244457,2022-04-03 551 | 549,318.95505528823094,2022-04-04 552 | 550,285.2766409426812,2022-04-05 553 | 551,620.9844282717047,2022-04-06 554 | 552,233.2938878461735,2022-04-07 555 | 553,253.597081802914,2022-04-08 556 | 554,83.37667621705461,2022-04-09 557 | 555,352.6425307263485,2022-04-10 558 | 556,238.16475311056905,2022-04-11 559 | 557,548.3890337879697,2022-04-12 560 | 558,428.872747352116,2022-04-13 561 | 559,129.0597225812431,2022-04-14 562 | 560,295.6477155985795,2022-04-15 563 | 561,208.69364577345152,2022-04-16 564 | 562,194.54765337642564,2022-04-17 565 | 563,248.8703057888264,2022-04-18 566 | 564,336.25796505011954,2022-04-19 567 | 565,570.4210770949052,2022-04-20 568 | 566,363.1257377177216,2022-04-21 569 | 567,162.23189779650707,2022-04-22 570 | 568,168.23902124084813,2022-04-23 571 | 569,195.23192329505545,2022-04-24 572 | 570,220.35804436898545,2022-04-25 573 | 571,648.2293999839862,2022-04-26 574 | 572,969.277639936736,2022-04-27 575 | 573,450.6147376427775,2022-04-28 576 | 574,251.5719772037588,2022-04-29 577 | 575,500.3655043495918,2022-04-30 578 | 576,113.3237176740708,2022-05-01 579 | 577,201.8021247060855,2022-05-02 580 | 578,111.32092941314248,2022-05-03 581 | 579,276.81480277921816,2022-05-04 582 | 580,355.24175353509133,2022-05-05 583 | 581,336.3614093183278,2022-05-06 584 | 582,268.28684064331657,2022-05-07 585 | 583,424.5169445840807,2022-05-08 586 | 584,536.0576655466573,2022-05-09 587 | 585,712.968953751588,2022-05-10 588 | 586,90.7082680598894,2022-05-11 589 | 587,444.8087747880653,2022-05-12 590 | 588,267.9769890962477,2022-05-13 591 | 589,669.026916559456,2022-05-14 592 | 590,912.178427640752,2022-05-15 593 | 591,753.1318175857486,2022-05-16 594 | 592,582.80650918489,2022-05-17 595 | 593,445.0091897858104,2022-05-18 596 | 594,338.56543514220004,2022-05-19 597 | 595,653.425393601956,2022-05-20 598 | 596,724.4307870296308,2022-05-21 599 | 597,481.1916759786253,2022-05-22 600 | 598,242.97442345048304,2022-05-23 601 | 599,181.11085403588592,2022-05-24 602 | 600,33.71583569437549,2022-05-25 603 | 601,815.9943849924334,2022-05-26 604 | 602,253.35089333607328,2022-05-27 605 | 603,228.9436490044596,2022-05-28 606 | 604,470.748378783604,2022-05-29 607 | 605,228.4968235443412,2022-05-30 608 | 606,701.3558687950565,2022-05-31 609 | 607,796.0606144554793,2022-06-01 610 | 608,257.4543022355519,2022-06-02 611 | 609,56.15261135766023,2022-06-03 612 | 610,232.0021960995062,2022-06-04 613 | 611,225.30577366578729,2022-06-05 614 | 612,134.47466946957962,2022-06-06 615 | 613,182.78035779218789,2022-06-07 616 | 614,179.13451488780262,2022-06-08 617 | 615,50.47807862512319,2022-06-09 618 | 616,60.15544089723036,2022-06-10 619 | 617,378.3461484766216,2022-06-11 620 | 618,551.2999710528031,2022-06-12 621 | 619,76.28886689320423,2022-06-13 622 | 620,618.9099037241332,2022-06-14 623 | 621,284.5348765946565,2022-06-15 624 | 622,272.4917491812973,2022-06-16 625 | 623,106.42373497845908,2022-06-17 626 | 624,386.6395772614769,2022-06-18 627 | 625,691.6373872635248,2022-06-19 628 | 626,515.0656130855651,2022-06-20 629 | 627,195.06100189188007,2022-06-21 630 | 628,136.48541588117544,2022-06-22 631 | 629,436.8967145739818,2022-06-23 632 | 630,362.55946990022846,2022-06-24 633 | 631,386.4389290853055,2022-06-25 634 | 632,141.8039562868185,2022-06-26 635 | 633,45.41612324409705,2022-06-27 636 | 634,355.00673840425605,2022-06-28 637 | 635,373.477404094671,2022-06-29 638 | 636,223.39666799251216,2022-06-30 639 | 637,90.39004072934088,2022-07-01 640 | 638,359.5380103759545,2022-07-02 641 | 639,228.9684530253383,2022-07-03 642 | 640,339.4541946086638,2022-07-04 643 | 641,78.92840226267701,2022-07-05 644 | 642,153.46459006958187,2022-07-06 645 | 643,147.4710059278735,2022-07-07 646 | 644,376.5599380004826,2022-07-08 647 | 645,771.5163700642653,2022-07-09 648 | 646,251.01639898919325,2022-07-10 649 | 647,481.4840540382733,2022-07-11 650 | 648,415.1463628889522,2022-07-12 651 | 649,516.9994512521156,2022-07-13 652 | 650,328.4190454955061,2022-07-14 653 | 651,375.4058803182901,2022-07-15 654 | 652,361.0022582932607,2022-07-16 655 | 653,243.31410191590987,2022-07-17 656 | 654,473.3888134836466,2022-07-18 657 | 655,439.63052887489226,2022-07-19 658 | 656,391.9352774321504,2022-07-20 659 | 657,304.5434562773231,2022-07-21 660 | 658,154.94169988918844,2022-07-22 661 | 659,329.7057864773921,2022-07-23 662 | 660,231.831099569432,2022-07-24 663 | 661,224.8039667550364,2022-07-25 664 | 662,258.91286128406176,2022-07-26 665 | 663,123.94952285345344,2022-07-27 666 | 664,285.3092044330171,2022-07-28 667 | 665,230.4795558352314,2022-07-29 668 | 666,348.9462237352936,2022-07-30 669 | 667,494.6575979893315,2022-07-31 670 | 668,133.6708871923185,2022-08-01 671 | 669,323.67795841648234,2022-08-02 672 | 670,314.92857086135746,2022-08-03 673 | 671,112.06045260909816,2022-08-04 674 | 672,283.95239858660835,2022-08-05 675 | 673,196.7074931244592,2022-08-06 676 | 674,183.5230077803077,2022-08-07 677 | 675,213.3306515846163,2022-08-08 678 | 676,71.7083847444621,2022-08-09 679 | 677,173.7519305346487,2022-08-10 680 | 678,290.10826200030976,2022-08-11 681 | 679,216.46133030663825,2022-08-12 682 | 680,221.2365613653714,2022-08-13 683 | 681,179.88997749651855,2022-08-14 684 | 682,286.8017722428652,2022-08-15 685 | 683,262.9721738250408,2022-08-16 686 | 684,223.57762306400835,2022-08-17 687 | 685,130.17590572871106,2022-08-18 688 | 686,256.6688749616586,2022-08-19 689 | 687,119.26342523476733,2022-08-20 690 | 688,195.13834163630344,2022-08-21 691 | 689,250.02469592544,2022-08-22 692 | 690,252.3957016168665,2022-08-23 693 | 691,90.72306042793116,2022-08-24 694 | 692,109.73457000250608,2022-08-25 695 | 693,33.314262893293815,2022-08-26 696 | 694,63.89163472803733,2022-08-27 697 | 695,116.186886011615,2022-08-28 698 | 696,75.5745590499337,2022-08-29 699 | 697,270.28536913421283,2022-08-30 700 | 698,215.29898976052328,2022-08-31 701 | 699,127.2187848442252,2022-09-01 702 | 700,135.77870723764926,2022-09-02 703 | 701,259.7540884420514,2022-09-03 704 | 702,57.41260107227773,2022-09-04 705 | 703,95.40936520537156,2022-09-05 706 | 704,146.66223974944444,2022-09-06 707 | 705,38.61751619709068,2022-09-07 708 | 706,38.73183273765234,2022-09-08 709 | 707,99.84915844894395,2022-09-09 710 | 708,106.62011581140062,2022-09-10 711 | 709,245.00714387567115,2022-09-11 712 | 710,119.26969484542084,2022-09-12 713 | 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362,162.8796116369548,2021-06-11 365 | 363,279.6790379106875,2021-06-12 366 | 364,361.6253955099173,2021-06-13 367 | 365,53.776503737312254,2021-06-14 368 | 366,278.5498327372344,2021-06-15 369 | 367,275.68274288791105,2021-06-16 370 | 368,103.0665326636896,2021-06-17 371 | 369,93.79572071763003,2021-06-18 372 | 370,36.99914823058688,2021-06-19 373 | 371,411.38886300857394,2021-06-20 374 | 372,162.91264446351528,2021-06-21 375 | 373,659.9498417271237,2021-06-22 376 | 374,397.3394474632014,2021-06-23 377 | 375,86.22295423770649,2021-06-24 378 | 376,221.05074071233705,2021-06-25 379 | 377,192.68328626801943,2021-06-26 380 | 378,502.20649826145313,2021-06-27 381 | 379,669.5905771409001,2021-06-28 382 | 380,270.7048103090558,2021-06-29 383 | 381,138.5334974339393,2021-06-30 384 | 382,641.0388565855765,2021-07-01 385 | 383,363.0387147909042,2021-07-02 386 | 384,196.252938461416,2021-07-03 387 | 385,694.6050166562596,2021-07-04 388 | 386,1290.9211285822676,2021-07-05 389 | 387,448.3023056041022,2021-07-06 390 | 388,482.0399192421488,2021-07-07 391 | 389,246.6281609328628,2021-07-08 392 | 390,351.054160815764,2021-07-09 393 | 391,458.88413072521865,2021-07-10 394 | 392,183.000545222668,2021-07-11 395 | 393,115.68798351961784,2021-07-12 396 | 394,93.95893242043472,2021-07-13 397 | 395,375.9001989397392,2021-07-14 398 | 396,196.216032954909,2021-07-15 399 | 397,140.9038583307228,2021-07-16 400 | 398,282.51007065991234,2021-07-17 401 | 399,289.94301600086834,2021-07-18 402 | 400,255.87860601804428,2021-07-19 403 | 401,468.51624565294975,2021-07-20 404 | 402,211.4069374377265,2021-07-21 405 | 403,463.3832810190438,2021-07-22 406 | 404,50.10546515084996,2021-07-23 407 | 405,228.2091859616568,2021-07-24 408 | 406,416.7357410453437,2021-07-25 409 | 407,525.4027303826534,2021-07-26 410 | 408,73.73411813626154,2021-07-27 411 | 409,194.20632484266207,2021-07-28 412 | 410,265.3707417391684,2021-07-29 413 | 411,146.2130112114018,2021-07-30 414 | 412,218.1120376334184,2021-07-31 415 | 413,4.0536444196324855,2021-08-01 416 | 414,255.10326962195245,2021-08-02 417 | 415,101.89238113302648,2021-08-03 418 | 416,108.93582015534253,2021-08-04 419 | 417,422.9222420045856,2021-08-05 420 | 418,293.5324504467162,2021-08-06 421 | 419,254.27808368312924,2021-08-07 422 | 420,73.60933530799582,2021-08-08 423 | 421,84.64808993573912,2021-08-09 424 | 422,48.078322322173726,2021-08-10 425 | 423,62.4541147074259,2021-08-11 426 | 424,213.9288165020553,2021-08-12 427 | 425,220.89412708100585,2021-08-13 428 | 426,112.63261619196436,2021-08-14 429 | 427,363.5837632047937,2021-08-15 430 | 428,241.99262360738248,2021-08-16 431 | 429,229.50454361568885,2021-08-17 432 | 430,354.8638516345499,2021-08-18 433 | 431,225.55356909741528,2021-08-19 434 | 432,228.590859780894,2021-08-20 435 | 433,105.95390966985728,2021-08-21 436 | 434,20.0628131347189,2021-08-22 437 | 435,149.70783185255877,2021-08-23 438 | 436,89.3139061439057,2021-08-24 439 | 437,270.60363912079663,2021-08-25 440 | 438,228.70599572238245,2021-08-26 441 | 439,197.3385451294752,2021-08-27 442 | 440,46.67632955736454,2021-08-28 443 | 441,153.22957114588428,2021-08-29 444 | 442,316.336573724298,2021-08-30 445 | 443,645.9045934659979,2021-08-31 446 | 444,350.836512305407,2021-09-01 447 | 445,139.68415940806153,2021-09-02 448 | 446,222.09779796018407,2021-09-03 449 | 447,35.827752192223706,2021-09-04 450 | 448,475.5678874434692,2021-09-05 451 | 449,228.2036994713405,2021-09-06 452 | 450,327.5704742674871,2021-09-07 453 | 451,219.37683418325577,2021-09-08 454 | 452,77.77125765190031,2021-09-09 455 | 453,180.00485275091438,2021-09-10 456 | 454,211.8159662552925,2021-09-11 457 | 455,16.730925870264375,2021-09-12 458 | 456,270.944493160219,2021-09-13 459 | 457,535.4492561502875,2021-09-14 460 | 458,232.6216638529345,2021-09-15 461 | 459,218.12508825334533,2021-09-16 462 | 460,78.36290198937041,2021-09-17 463 | 461,20.72531346319509,2021-09-18 464 | 462,184.6219655177492,2021-09-19 465 | 463,234.1174722945666,2021-09-20 466 | 464,101.0733400373086,2021-09-21 467 | 465,223.93781496124143,2021-09-22 468 | 466,154.20744465036864,2021-09-23 469 | 467,199.8125202904756,2021-09-24 470 | 468,191.9413513388138,2021-09-25 471 | 469,291.3938089220277,2021-09-26 472 | 470,285.41543181724643,2021-09-27 473 | 471,107.07237977101892,2021-09-28 474 | 472,171.55015277865093,2021-09-29 475 | 473,251.5966963535637,2021-09-30 476 | 474,87.00061961155644,2021-10-01 477 | 475,52.42449619659212,2021-10-02 478 | 476,59.19435961732005,2021-10-03 479 | 477,374.18284047169857,2021-10-04 480 | 478,297.98500147976586,2021-10-05 481 | 479,260.4192159899651,2021-10-06 482 | 480,87.89923491514965,2021-10-07 483 | 481,127.9633545864898,2021-10-08 484 | 482,192.9890259982106,2021-10-09 485 | 483,190.0874251050085,2021-10-10 486 | 484,24.01688699135964,2021-10-11 487 | 485,189.83455057610948,2021-10-12 488 | 486,38.703303874939365,2021-10-13 489 | 487,44.86727303004261,2021-10-14 490 | 488,88.72486920103408,2021-10-15 491 | 489,193.13460085171005,2021-10-16 492 | 490,65.82556693820106,2021-10-17 493 | 491,79.12783435576864,2021-10-18 494 | 492,140.4222460620041,2021-10-19 495 | 493,203.37247546908924,2021-10-20 496 | 494,47.69333216941906,2021-10-21 497 | 495,54.373077238029374,2021-10-22 498 | 496,227.41185747705472,2021-10-23 499 | 497,79.99441974574046,2021-10-24 500 | 498,66.84133882210598,2021-10-25 501 | 499,522.591076084359,2021-10-26 502 | 500,264.5031271537834,2021-10-27 503 | 501,15.531560926622872,2021-10-28 504 | 502,141.81395375156262,2021-10-29 505 | 503,99.64787251868064,2021-10-30 506 | 504,408.41793391847295,2021-10-31 507 | 505,354.86494918253834,2021-11-01 508 | 506,47.93328556455172,2021-11-02 509 | 507,162.8382221130832,2021-11-03 510 | 508,77.56026346011764,2021-11-04 511 | 509,164.4616343509504,2021-11-05 512 | 510,32.51102988437856,2021-11-06 513 | 511,64.722206763069,2021-11-07 514 | 512,38.75228870561405,2021-11-08 515 | 513,33.3379168401349,2021-11-09 516 | 514,192.7703901874784,2021-11-10 517 | 515,128.46800132992425,2021-11-11 518 | 516,190.5502151786729,2021-11-12 519 | 517,91.96128699564824,2021-11-13 520 | 518,197.0903420946364,2021-11-14 521 | 519,87.548858243521,2021-11-15 522 | 520,169.41755462109097,2021-11-16 523 | 521,34.66429224774847,2021-11-17 524 | 522,38.42728974149716,2021-11-18 525 | 523,16.211074150678076,2021-11-19 526 | 524,56.36787549588013,2021-11-20 527 | 525,84.64412093958403,2021-11-21 528 | 526,81.0993670762644,2021-11-22 529 | 527,234.4361478570625,2021-11-23 530 | 528,191.5324671935792,2021-11-24 531 | 529,189.9251486120704,2021-11-25 532 | 530,182.4594201483937,2021-11-26 533 | 531,122.28649730243956,2021-11-27 534 | 532,293.7240186516461,2021-11-28 535 | 533,178.87158690972976,2021-11-29 536 | 534,26.83495557697588,2021-11-30 537 | 535,13.229069288921842,2021-12-01 538 | 536,179.86117596717548,2021-12-02 539 | 537,148.77489471036338,2021-12-03 540 | 538,218.0575316804752,2021-12-04 541 | 539,206.69229454214027,2021-12-05 542 | 540,134.69917560542348,2021-12-06 543 | 541,130.06382574623876,2021-12-07 544 | 542,201.85306820505016,2021-12-08 545 | 543,148.30998222345045,2021-12-09 546 | 544,111.01083097403767,2021-12-10 547 | 545,67.5604253425329,2021-12-11 548 | 546,90.86222391710508,2021-12-12 549 | 547,33.62255970031404,2021-12-13 550 | 548,219.04329090837743,2021-12-14 551 | 549,35.67963041260441,2021-12-15 552 | 550,20.73146236138876,2021-12-16 553 | 551,199.94732535804795,2021-12-17 554 | 552,70.75162883800431,2021-12-18 555 | 553,149.04765289483052,2021-12-19 556 | 554,41.026152300722586,2021-12-20 557 | 555,118.79086701216636,2021-12-21 558 | 556,147.62905495884442,2021-12-22 559 | 557,127.30493511951737,2021-12-23 560 | 558,33.18774246928108,2021-12-24 561 | 559,108.31704165773188,2021-12-25 562 | 560,15.851286238978934,2021-12-26 563 | 561,217.93242516328675,2021-12-27 564 | 562,130.64918510344438,2021-12-28 565 | 563,99.0113303726046,2021-12-29 566 | 564,5.749609106065132,2021-12-30 567 | 565,82.54118345462079,2021-12-31 568 | 566,13.331263118650345,2022-01-01 569 | 567,114.52242770089364,2022-01-02 570 | 568,203.53839728149944,2022-01-03 571 | 569,191.5382257911837,2022-01-04 572 | 570,178.1988180894849,2022-01-05 573 | 571,223.4408595312412,2022-01-06 574 | 572,71.84195262030732,2022-01-07 575 | 573,187.1659247383246,2022-01-08 576 | 574,148.8414575708533,2022-01-09 577 | 575,126.552767211591,2022-01-10 578 | 576,40.99677367277873,2022-01-11 579 | 577,28.369557490163377,2022-01-12 580 | 578,40.50825242406432,2022-01-13 581 | 579,72.43766268991799,2022-01-14 582 | 580,139.54924638056912,2022-01-15 583 | 581,126.0860392726552,2022-01-16 584 | 582,124.2209308295582,2022-01-17 585 | 583,40.0887930568099,2022-01-18 586 | 584,40.39518476308889,2022-01-19 587 | 585,119.13125463799364,2022-01-20 588 | 586,11.43380477606555,2022-01-21 589 | 587,30.657443921743145,2022-01-22 590 | 588,72.57963021102468,2022-01-23 591 | 589,142.39608956082884,2022-01-24 592 | 590,65.60853852398468,2022-01-25 593 | 591,115.77422048519075,2022-01-26 594 | 592,68.66861681180107,2022-01-27 595 | 593,37.98924669716075,2022-01-28 596 | 594,26.766157376580967,2022-01-29 597 | 595,77.4404690441135,2022-01-30 598 | 596,86.80998366388005,2022-01-31 599 | 597,114.3053181519605,2022-02-01 600 | 598,98.39830687966538,2022-02-02 601 | 599,8.232057677496321,2022-02-03 602 | 600,10.086737009723103,2022-02-04 603 | 601,114.60694968497717,2022-02-05 604 | 602,26.71812479961588,2022-02-06 605 | 603,115.03414647925412,2022-02-07 606 | 604,156.59178682928868,2022-02-08 607 | 605,29.91108451067501,2022-02-09 608 | 606,92.81669837243834,2022-02-10 609 | 607,47.32207589300862,2022-02-11 610 | 608,42.82145722020002,2022-02-12 611 | 609,21.210212527430706,2022-02-13 612 | 610,113.17384984869838,2022-02-14 613 | 611,85.45197004839982,2022-02-15 614 | 612,77.97297831173346,2022-02-16 615 | 613,44.77524566470082,2022-02-17 616 | 614,7.8767954240948015,2022-02-18 617 | 615,3.93521371747042,2022-02-19 618 | 616,27.76596146004572,2022-02-20 619 | 617,158.0258255381063,2022-02-21 620 | 618,101.2536685880706,2022-02-22 621 | 619,8.012025565042633,2022-02-23 622 | 620,140.0197756025736,2022-02-24 623 | 621,134.8004510978876,2022-02-25 624 | 622,5.414262936614908,2022-02-26 625 | 623,88.0188243995306,2022-02-27 626 | 624,79.1767319681993,2022-02-28 627 | 625,23.9292155014538,2022-03-01 628 | 626,177.32781779315565,2022-03-02 629 | 627,132.50436215879503,2022-03-03 630 | 628,131.63897956572765,2022-03-04 631 | 629,99.66697016845949,2022-03-05 632 | 630,10.023116280073063,2022-03-06 633 | 631,126.75753516063344,2022-03-07 634 | 632,113.07221564325096,2022-03-08 635 | 633,28.001124169495693,2022-03-09 636 | 634,11.91063014092896,2022-03-10 637 | 635,5.384347502595254,2022-03-11 638 | 636,5.22188535718649,2022-03-12 639 | 637,90.12573472841578,2022-03-13 640 | 638,105.14299881992456,2022-03-14 641 | 639,100.31659942681708,2022-03-15 642 | 640,128.5014762991971,2022-03-16 643 | 641,134.8723388086063,2022-03-17 644 | 642,7.464592509670879,2022-03-18 645 | 643,9.567972626267697,2022-03-19 646 | 644,134.81022054031934,2022-03-20 647 | 645,147.31021366353608,2022-03-21 648 | 646,61.416088479774565,2022-03-22 649 | 647,11.54952344795978,2022-03-23 650 | 648,97.7158498323046,2022-03-24 651 | 649,99.2020257285221,2022-03-25 652 | 650,86.44200567513955,2022-03-26 653 | 651,73.67326660014992,2022-03-27 654 | 652,28.066064959467383,2022-03-28 655 | 653,584.933086628013,2022-03-29 656 | 654,505.23014831937337,2022-03-30 657 | 655,155.5115519678771,2022-03-31 658 | 656,14.030827152661832,2022-04-01 659 | 657,167.26040612114417,2022-04-02 660 | 658,309.10696827616124,2022-04-03 661 | 659,212.70061109337195,2022-04-04 662 | 660,160.42194743508017,2022-04-05 663 | 661,214.69106380475023,2022-04-06 664 | 662,95.517507532293,2022-04-07 665 | 663,200.8075745061834,2022-04-08 666 | 664,75.1648488484783,2022-04-09 667 | 665,83.59626485234769,2022-04-10 668 | 666,75.80293299984092,2022-04-11 669 | 667,147.34641986129992,2022-04-12 670 | 668,246.1456313512477,2022-04-13 671 | 669,292.1064704072256,2022-04-14 672 | 670,95.880208849146,2022-04-15 673 | 671,258.9400643150257,2022-04-16 674 | 672,87.89302284950915,2022-04-17 675 | 673,106.4740919380916,2022-04-18 676 | 674,74.96890183602737,2022-04-19 677 | 675,195.95701809537684,2022-04-20 678 | 676,118.14670499721396,2022-04-21 679 | 677,127.26410338066135,2022-04-22 680 | 678,74.60906558977842,2022-04-23 681 | 679,95.85033246887556,2022-04-24 682 | 680,179.0651377633169,2022-04-25 683 | 681,33.70185005944065,2022-04-26 684 | 682,50.30986030469644,2022-04-27 685 | 683,37.57543511104275,2022-04-28 686 | 684,111.93281235458296,2022-04-29 687 | 685,204.52395673322204,2022-04-30 688 | 686,145.12783545200318,2022-05-01 689 | 687,14.13592790354922,2022-05-02 690 | 688,48.17756211791432,2022-05-03 691 | 689,128.03141240018934,2022-05-04 692 | 690,104.57000144707304,2022-05-05 693 | 691,69.49955740629609,2022-05-06 694 | 692,41.94810913064565,2022-05-07 695 | 693,96.92646770238852,2022-05-08 696 | 694,36.87546499338058,2022-05-09 697 | 695,322.48965361248,2022-05-10 698 | 696,210.26379787653525,2022-05-11 699 | 697,19.30409747080602,2022-05-12 700 | 698,87.48018300910567,2022-05-13 701 | 699,67.5323844944379,2022-05-14 702 | 700,144.52254552908477,2022-05-15 703 | 701,89.61482159755629,2022-05-16 704 | 702,32.668716598096616,2022-05-17 705 | 703,72.06091058846562,2022-05-18 706 | 704,86.09282801360554,2022-05-19 707 | 705,14.552524126674475,2022-05-20 708 | 706,94.83755125260352,2022-05-21 709 | 707,63.60670076421429,2022-05-22 710 | 708,74.14031254116637,2022-05-23 711 | 709,71.23584151382478,2022-05-24 712 | 710,16.238198862613007,2022-05-25 713 | 711,79.58684771871818,2022-05-26 714 | 712,90.28501037080407,2022-05-27 715 | 713,10.636838271541835,2022-05-28 716 | 714,49.00714092847359,2022-05-29 717 | 715,59.22887489168067,2022-05-30 718 | 716,62.02263687341633,2022-05-31 719 | 717,107.5829778848167,2022-06-01 720 | 718,64.94809752982842,2022-06-02 721 | 719,40.195975859006175,2022-06-03 722 | 720,78.43461467027365,2022-06-04 723 | 721,41.020251430594094,2022-06-05 724 | 722,35.88811832497268,2022-06-06 725 | 723,16.992039113249007,2022-06-07 726 | 724,10.569189479305212,2022-06-08 727 | 725,26.77398098178969,2022-06-09 728 | 726,20.28563901617656,2022-06-10 729 | 727,18.49064077158428,2022-06-11 730 | 728,166.8317289680155,2022-06-12 731 | 729,47.5972168911002,2022-06-13 732 | 730,170.03886089576605,2022-06-14 733 | 731,79.00241947362444,2022-06-15 734 | 732,84.2794094115434,2022-06-16 735 | 733,93.45500564066874,2022-06-17 736 | 734,113.1908445084641,2022-06-18 737 | 735,99.98554958353148,2022-06-19 738 | 736,63.257647444045176,2022-06-20 739 | 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812,52.71165196672312,2022-09-04 815 | 813,36.60042088224047,2022-09-05 816 | 814,38.84530623702436,2022-09-06 817 | 815,18.9896546764426,2022-09-07 818 | 816,10.431124610165892,2022-09-08 819 | 817,12.710364770913174,2022-09-09 820 | 818,26.76649739264981,2022-09-10 821 | 819,79.97593994058282,2022-09-11 822 | 820,44.00628252457835,2022-09-12 823 | 821,35.58144355261154,2022-09-13 824 | 822,104.18450651655982,2022-09-14 825 | 823,41.394975036416206,2022-09-15 826 | 824,23.763089005641472,2022-09-16 827 | 825,32.39280326796773,2022-09-17 828 | 826,66.48185109469055,2022-09-18 829 | 827,60.83594244218195,2022-09-19 830 | 828,24.29039258601398,2022-09-20 831 | 829,25.43856630277778,2022-09-21 832 | 830,78.85956859073684,2022-09-22 833 | 831,168.0958874493425,2022-09-23 834 | 832,211.4445656258828,2022-09-24 835 | 833,162.74114006354117,2022-09-25 836 | 834,216.8819978536725,2022-09-26 837 | 835,175.27857553550456,2022-09-27 838 | 836,44.972998428677485,2022-09-28 839 | 837,46.87372349910276,2022-09-29 840 | 838,154.3326069252241,2022-09-30 841 | 839,151.83818622777054,2022-10-01 842 | 840,129.02594666873162,2022-10-02 843 | 841,154.37704059585377,2022-10-03 844 | 842,12.114894234715791,2022-10-04 845 | 843,15.845075781999473,2022-10-05 846 | 844,37.6107512333224,2022-10-06 847 | 845,87.83659162489427,2022-10-07 848 | 846,83.43410197158838,2022-10-08 849 | 847,64.8597079087899,2022-10-09 850 | 848,43.260642261014354,2022-10-10 851 | 849,29.5728802542462,2022-10-11 852 | 850,26.17640904296256,2022-10-12 853 | 851,94.41213378914144,2022-10-13 854 | 852,13.469280760953668,2022-10-14 855 | 853,12.986277215968729,2022-10-15 856 | 854,32.64098273009863,2022-10-16 857 | 855,57.819399521501374,2022-10-17 858 | 856,14.337228037949442,2022-10-18 859 | 857,6.582768412445115,2022-10-19 860 | 858,16.135275912888922,2022-10-20 861 | 859,31.003858829338814,2022-10-21 862 | 860,14.576630419551806,2022-10-22 863 | 861,51.8790802539621,2022-10-23 864 | 862,19.195935092871537,2022-10-24 865 | 863,70.25578501253742,2022-10-25 866 | 864,68.00985506825968,2022-10-26 867 | 865,15.41162776034136,2022-10-27 868 | 866,36.13439337276783,2022-10-28 869 | 867,30.915229540779624,2022-10-29 870 | 868,57.55876128060745,2022-10-30 871 | 869,14.246730122539798,2022-10-31 872 | 870,27.73144568981637,2022-11-01 873 | 871,60.57839998516312,2022-11-02 874 | 872,53.6939931692553,2022-11-03 875 | 873,44.27736666578936,2022-11-04 876 | 874,65.67466977610768,2022-11-05 877 | 875,75.74388231034543,2022-11-06 878 | 876,21.05982399404722,2022-11-07 879 | 877,56.1656656689913,2022-11-08 880 | 878,7.085769330007796,2022-11-09 881 | 879,63.9023095617674,2022-11-10 882 | 880,37.74124079818692,2022-11-11 883 | 881,18.82521786179352,2022-11-12 884 | 882,93.52789963883338,2022-11-13 885 | 883,1.876637974603212,2022-11-14 886 | 884,39.90353696854503,2022-11-15 887 | 885,25.82132763901268,2022-11-16 888 | -------------------------------------------------------------------------------- /code/MEVblocker_data_query.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "nbformat": 4, 3 | "nbformat_minor": 0, 4 | "metadata": { 5 | "colab": { 6 | "provenance": [], 7 | "authorship_tag": "ABX9TyMkBHk5Ev3rqBngRpnHagvq", 8 | "include_colab_link": true 9 | }, 10 | "kernelspec": { 11 | "name": "python3", 12 | "display_name": "Python 3" 13 | }, 14 | "language_info": { 15 | "name": "python" 16 | } 17 | }, 18 | "cells": [ 19 | { 20 | "cell_type": "markdown", 21 | "metadata": { 22 | "id": "view-in-github", 23 | "colab_type": "text" 24 | }, 25 | "source": [ 26 | "\"Open" 27 | ] 28 | }, 29 | { 30 | "cell_type": "code", 31 | "execution_count": 60, 32 | "metadata": { 33 | "id": "WNgew3lzX0GH" 34 | }, 35 | "outputs": [], 36 | "source": [ 37 | "import requests\n", 38 | "from requests import get, post" 39 | ] 40 | }, 41 | { 42 | "cell_type": "code", 43 | "source": [ 44 | "import pandas as pd\n", 45 | "import numpy as np\n" 46 | ], 47 | "metadata": { 48 | "id": "ABgbxTX6X17L" 49 | }, 50 | "execution_count": 13, 51 | "outputs": [] 52 | }, 53 | { 54 | "cell_type": "code", 55 | "source": [ 56 | "BASE_URL = \"https://api.dune.com/api/v1/\"\n", 57 | "\n", 58 | "def make_api_url(module, action, ID):\n", 59 | " \"\"\"\n", 60 | " We shall use this function to generate a URL to call the API.\n", 61 | " \"\"\"\n", 62 | "\n", 63 | " url = BASE_URL + module + \"/\" + ID + \"/\" + action\n", 64 | "\n", 65 | " return url" 66 | ], 67 | "metadata": { 68 | "id": "9TPeRRJVx8Jo" 69 | }, 70 | "execution_count": 14, 71 | "outputs": [] 72 | }, 73 | { 74 | "cell_type": "code", 75 | "source": [ 76 | "def execute_query(query_id, engine=\"medium\"):\n", 77 | " \"\"\"\n", 78 | " Takes in the query ID and engine size.\n", 79 | " Specifying the engine size will change how quickly your query runs.\n", 80 | " The default is \"medium\" which spends 10 credits, while \"large\" spends 20 credits.\n", 81 | " Calls the API to execute the query.\n", 82 | " Returns the execution ID of the instance which is executing the query.\n", 83 | " \"\"\"\n", 84 | "\n", 85 | " url = make_api_url(\"query\", \"execute\", query_id)\n", 86 | " params = {\n", 87 | " \"performance\": engine,\n", 88 | " }\n", 89 | " response = post(url, headers=HEADER, params=params)\n", 90 | " execution_id = response.json()['execution_id']\n", 91 | "\n", 92 | " return execution_id\n", 93 | "\n", 94 | "\n", 95 | "def get_query_status(execution_id):\n", 96 | " \"\"\"\n", 97 | " Takes in an execution ID.\n", 98 | " Fetches the status of query execution using the API\n", 99 | " Returns the status response object\n", 100 | " \"\"\"\n", 101 | "\n", 102 | " url = make_api_url(\"execution\", \"status\", execution_id)\n", 103 | " response = get(url, headers=HEADER)\n", 104 | "\n", 105 | " return response\n", 106 | "\n", 107 | "\n", 108 | "def get_query_results(execution_id):\n", 109 | " \"\"\"\n", 110 | " Takes in an execution ID.\n", 111 | " Fetches the results returned from the query using the API\n", 112 | " Returns the results response object\n", 113 | " \"\"\"\n", 114 | "\n", 115 | " url = make_api_url(\"execution\", \"results\", execution_id)\n", 116 | " response = get(url, headers=HEADER)\n", 117 | "\n", 118 | " return response\n", 119 | "\n", 120 | "\n", 121 | "def cancel_query_execution(execution_id):\n", 122 | " \"\"\"\n", 123 | " Takes in an execution ID.\n", 124 | " Cancels the ongoing execution of the query.\n", 125 | " Returns the response object.\n", 126 | " \"\"\"\n", 127 | "\n", 128 | " url = make_api_url(\"execution\", \"cancel\", execution_id)\n", 129 | " response = get(url, headers=HEADER)\n", 130 | "\n", 131 | " return response\n" 132 | ], 133 | "metadata": { 134 | "id": "-Gpx724hyOuR" 135 | }, 136 | "execution_count": 19, 137 | "outputs": [] 138 | }, 139 | { 140 | "cell_type": "code", 141 | "source": [ 142 | "url='https://api.dune.com/api/v1/query/2441751/results/csv?api_key='" 143 | ], 144 | "metadata": { 145 | "id": "FestkZUSX8jD" 146 | }, 147 | "execution_count": 22, 148 | "outputs": [] 149 | }, 150 | { 151 | "cell_type": "code", 152 | "source": [ 153 | "API_KEY = 'Your_API'\n", 154 | "HEADER = {\"x-dune-api-key\" : API_KEY}" 155 | ], 156 | "metadata": { 157 | "id": "knOARWO_ZNdh" 158 | }, 159 | "execution_count": 36, 160 | "outputs": [] 161 | }, 162 | { 163 | "cell_type": "code", 164 | "source": [ 165 | "response = get(url,headers = HEADER)" 166 | ], 167 | "metadata": { 168 | "id": "G0yDRnk4YQm6" 169 | }, 170 | "execution_count": 37, 171 | "outputs": [] 172 | }, 173 | { 174 | "cell_type": "code", 175 | "source": [ 176 | "response\n" 177 | ], 178 | "metadata": { 179 | "colab": { 180 | "base_uri": "https://localhost:8080/" 181 | }, 182 | "id": "ga2AUsJyYzFl", 183 | "outputId": "e46c1f71-e5e9-4ae6-c52d-9e1f715181cf" 184 | }, 185 | "execution_count": 38, 186 | "outputs": [ 187 | { 188 | "output_type": "execute_result", 189 | "data": { 190 | "text/plain": [ 191 | "" 192 | ] 193 | }, 194 | "metadata": {}, 195 | "execution_count": 38 196 | } 197 | ] 198 | }, 199 | { 200 | "cell_type": "code", 201 | "source": [ 202 | "execution_id = execute_query(\"2441751\",\"large\")\n" 203 | ], 204 | "metadata": { 205 | "id": "rO4sepQ5ZFE0" 206 | }, 207 | "execution_count": 46, 208 | "outputs": [] 209 | }, 210 | { 211 | "cell_type": "code", 212 | "source": [ 213 | "execution_id" 214 | ], 215 | "metadata": { 216 | "colab": { 217 | "base_uri": "https://localhost:8080/", 218 | "height": 35 219 | }, 220 | "id": "2pLdur-DydOi", 221 | "outputId": "97254a91-100e-4a6d-caf6-80f58e32fe75" 222 | }, 223 | "execution_count": 47, 224 | "outputs": [ 225 | { 226 | "output_type": "execute_result", 227 | "data": { 228 | "text/plain": [ 229 | "'01H6TG9W2EK0RCVWY1R8Q65BRS'" 230 | ], 231 | "application/vnd.google.colaboratory.intrinsic+json": { 232 | "type": "string" 233 | } 234 | }, 235 | "metadata": {}, 236 | "execution_count": 47 237 | } 238 | ] 239 | }, 240 | { 241 | "cell_type": "code", 242 | "source": [ 243 | "response = get_query_status(execution_id)" 244 | ], 245 | "metadata": { 246 | "id": "XAXeX7bRyfM0" 247 | }, 248 | "execution_count": 48, 249 | "outputs": [] 250 | }, 251 | { 252 | "cell_type": "code", 253 | "source": [ 254 | "response" 255 | ], 256 | "metadata": { 257 | "colab": { 258 | "base_uri": "https://localhost:8080/" 259 | }, 260 | "id": "qBoN3hg_AgF7", 261 | "outputId": "3a99ad00-875e-4c8f-e2fb-a8d6a4aa328e" 262 | }, 263 | "execution_count": 49, 264 | "outputs": [ 265 | { 266 | "output_type": "execute_result", 267 | "data": { 268 | "text/plain": [ 269 | "" 270 | ] 271 | }, 272 | "metadata": {}, 273 | "execution_count": 49 274 | } 275 | ] 276 | }, 277 | { 278 | "cell_type": "code", 279 | "source": [ 280 | "response = get_query_results(execution_id)\n", 281 | "print(response.json()['result'])" 282 | ], 283 | "metadata": { 284 | "colab": { 285 | "base_uri": "https://localhost:8080/" 286 | }, 287 | "id": "RIFjI9R4AiZR", 288 | "outputId": "8b4a8eac-9811-43ab-f6f3-146b8040ca8f" 289 | }, 290 | "execution_count": 55, 291 | "outputs": [ 292 | { 293 | "output_type": "stream", 294 | "name": "stdout", 295 | "text": [ 296 | "{'rows': [{'day': '2023-07-08 00:00:00.000 UTC', 'num_evm_tx': 1014086, 'num_mevblocker_tx': 56001, 'tx_proportion': 5.5223127032618535}, {'day': '2023-08-01 00:00:00.000 UTC', 'num_evm_tx': 1068108, 'num_mevblocker_tx': 55405, 'tx_proportion': 5.187209533118374}, {'day': '2023-07-30 00:00:00.000 UTC', 'num_evm_tx': 981157, 'num_mevblocker_tx': 38574, 'tx_proportion': 3.931480894494969}, {'day': '2023-06-21 00:00:00.000 UTC', 'num_evm_tx': 1091714, 'num_mevblocker_tx': 41137, 'tx_proportion': 3.768111428451041}, {'day': '2023-06-14 00:00:00.000 UTC', 'num_evm_tx': 1023424, 'num_mevblocker_tx': 36768, 'tx_proportion': 3.592645863298105}, {'day': '2023-06-04 00:00:00.000 UTC', 'num_evm_tx': 962454, 'num_mevblocker_tx': 39723, 'tx_proportion': 4.127262186036943}, {'day': '2023-06-20 00:00:00.000 UTC', 'num_evm_tx': 1072045, 'num_mevblocker_tx': 41141, 'tx_proportion': 3.837618756675326}, {'day': '2023-07-15 00:00:00.000 UTC', 'num_evm_tx': 950700, 'num_mevblocker_tx': 49767, 'tx_proportion': 5.2347743767750075}, {'day': '2023-05-20 00:00:00.000 UTC', 'num_evm_tx': 1049772, 'num_mevblocker_tx': 38809, 'tx_proportion': 3.696897993088023}, {'day': '2023-06-09 00:00:00.000 UTC', 'num_evm_tx': 1046976, 'num_mevblocker_tx': 37374, 'tx_proportion': 3.5697093343113884}, {'day': '2023-06-08 00:00:00.000 UTC', 'num_evm_tx': 1008582, 'num_mevblocker_tx': 44998, 'tx_proportion': 4.461511309938111}, {'day': '2023-06-10 00:00:00.000 UTC', 'num_evm_tx': 1204433, 'num_mevblocker_tx': 22532, 'tx_proportion': 1.8707557830115913}, {'day': '2023-06-13 00:00:00.000 UTC', 'num_evm_tx': 952433, 'num_mevblocker_tx': 32849, 'tx_proportion': 3.4489565145264813}, {'day': '2023-07-10 00:00:00.000 UTC', 'num_evm_tx': 1057858, 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'tx_proportion': 3.700497484471177}, {'day': '2023-07-17 00:00:00.000 UTC', 'num_evm_tx': 1036419, 'num_mevblocker_tx': 60821, 'tx_proportion': 5.8683794874466795}], 'metadata': {'column_names': ['day', 'num_mevblocker_tx', 'num_evm_tx', 'tx_proportion'], 'result_set_bytes': 5888, 'total_row_count': 101, 'datapoint_count': 404, 'pending_time_millis': 10, 'execution_time_millis': 18585}}\n" 297 | ] 298 | } 299 | ] 300 | }, 301 | { 302 | "cell_type": "code", 303 | "source": [ 304 | "data = pd.DataFrame(response.json()['result']['rows'])" 305 | ], 306 | "metadata": { 307 | "id": "Sh_iTJHCBFAZ" 308 | }, 309 | "execution_count": 56, 310 | "outputs": [] 311 | }, 312 | { 313 | "cell_type": "code", 314 | "source": [ 315 | "data" 316 | ], 317 | "metadata": { 318 | "colab": { 319 | "base_uri": "https://localhost:8080/", 320 | "height": 419 321 | }, 322 | "id": "VV7aYgPBBIML", 323 | "outputId": "d520db4a-2659-459e-88ce-1a3a7c78b189" 324 | }, 325 | "execution_count": 57, 326 | "outputs": [ 327 | { 328 | "output_type": "execute_result", 329 | "data": { 330 | "text/plain": [ 331 | " day num_evm_tx num_mevblocker_tx tx_proportion\n", 332 | "0 2023-07-08 00:00:00.000 UTC 1014086 56001 5.522313\n", 333 | "1 2023-08-01 00:00:00.000 UTC 1068108 55405 5.187210\n", 334 | "2 2023-07-30 00:00:00.000 UTC 981157 38574 3.931481\n", 335 | "3 2023-06-21 00:00:00.000 UTC 1091714 41137 3.768111\n", 336 | "4 2023-06-14 00:00:00.000 UTC 1023424 36768 3.592646\n", 337 | ".. ... ... ... ...\n", 338 | "96 2023-04-27 00:00:00.000 UTC 939262 9620 1.024208\n", 339 | "97 2023-07-14 00:00:00.000 UTC 1110332 50164 4.517928\n", 340 | "98 2023-05-26 00:00:00.000 UTC 1059510 49869 4.706798\n", 341 | "99 2023-06-27 00:00:00.000 UTC 1067370 39498 3.700497\n", 342 | "100 2023-07-17 00:00:00.000 UTC 1036419 60821 5.868379\n", 343 | "\n", 344 | "[101 rows x 4 columns]" 345 | ], 346 | "text/html": [ 347 | "\n", 348 | "\n", 349 | "
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daynum_evm_txnum_mevblocker_txtx_proportion
02023-07-08 00:00:00.000 UTC1014086560015.522313
12023-08-01 00:00:00.000 UTC1068108554055.187210
22023-07-30 00:00:00.000 UTC981157385743.931481
32023-06-21 00:00:00.000 UTC1091714411373.768111
42023-06-14 00:00:00.000 UTC1023424367683.592646
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962023-04-27 00:00:00.000 UTC93926296201.024208
972023-07-14 00:00:00.000 UTC1110332501644.517928
982023-05-26 00:00:00.000 UTC1059510498694.706798
992023-06-27 00:00:00.000 UTC1067370394983.700497
1002023-07-17 00:00:00.000 UTC1036419608215.868379
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101 rows × 4 columns

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\n" 599 | ] 600 | }, 601 | "metadata": {}, 602 | "execution_count": 57 603 | } 604 | ] 605 | }, 606 | { 607 | "cell_type": "code", 608 | "source": [ 609 | "data.to_csv('MEVblocker.csv',index=False)" 610 | ], 611 | "metadata": { 612 | "id": "55jUdvquDnyS" 613 | }, 614 | "execution_count": 58, 615 | "outputs": [] 616 | }, 617 | { 618 | "cell_type": "code", 619 | "source": [ 620 | "response = cancel_query_execution(execution_id)" 621 | ], 622 | "metadata": { 623 | "id": "kscONU9jBJSV" 624 | }, 625 | "execution_count": 59, 626 | "outputs": [] 627 | }, 628 | { 629 | "cell_type": "code", 630 | "source": [], 631 | "metadata": { 632 | "id": "yHz0XFHWEOTH" 633 | }, 634 | "execution_count": null, 635 | "outputs": [] 636 | } 637 | ] 638 | } 639 | -------------------------------------------------------------------------------- /code/Process_Data.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "nbformat": 4, 3 | "nbformat_minor": 0, 4 | "metadata": { 5 | "colab": { 6 | "provenance": [], 7 | "authorship_tag": "ABX9TyPIUvHYmyhu/DpZOLyf+7dP", 8 | "include_colab_link": true 9 | }, 10 | "kernelspec": { 11 | "name": "python3", 12 | "display_name": "Python 3" 13 | }, 14 | "language_info": { 15 | "name": "python" 16 | }, 17 | "gpuClass": "standard" 18 | }, 19 | "cells": [ 20 | { 21 | "cell_type": "markdown", 22 | "metadata": { 23 | "id": "view-in-github", 24 | "colab_type": "text" 25 | }, 26 | "source": [ 27 | "\"Open" 28 | ] 29 | }, 30 | { 31 | "cell_type": "markdown", 32 | "source": [ 33 | "# Preliminary: Install and Important Packages" 34 | ], 35 | "metadata": { 36 | "id": "9xpBmfqtqwpT" 37 | } 38 | }, 39 | { 40 | "cell_type": "code", 41 | "execution_count": 1, 42 | "metadata": { 43 | "colab": { 44 | "base_uri": "https://localhost:8080/" 45 | }, 46 | "id": "T8tbLjSSqgaO", 47 | "outputId": "6c8a6e42-4a23-42d6-80ee-12fef6d6e0f9" 48 | }, 49 | "outputs": [ 50 | { 51 | "output_type": "stream", 52 | "name": "stdout", 53 | "text": [ 54 | "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", 55 | "Collecting kaleido\n", 56 | " Downloading kaleido-0.2.1-py2.py3-none-manylinux1_x86_64.whl (79.9 MB)\n", 57 | "\u001b[K |████████████████████████████████| 79.9 MB 137 kB/s \n", 58 | "\u001b[?25hInstalling collected packages: kaleido\n", 59 | "Successfully installed kaleido-0.2.1\n" 60 | ] 61 | } 62 | ], 63 | "source": [ 64 | "! pip install kaleido" 65 | ] 66 | }, 67 | { 68 | "cell_type": "code", 69 | "source": [ 70 | "import numpy as np # linear algebra\n", 71 | "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", 72 | "import decimal\n", 73 | "from datetime import datetime, date, timedelta, timezone\n", 74 | "from dateutil.relativedelta import relativedelta\n", 75 | "import plotly.offline as py \n", 76 | "import plotly.graph_objects as go\n", 77 | "from plotly.subplots import make_subplots\n", 78 | "import plotly.figure_factory as ff\n", 79 | "from scipy import stats\n", 80 | "from sklearn.linear_model import LinearRegression\n", 81 | "from sklearn import datasets, linear_model\n", 82 | "import statsmodels.api as sm\n", 83 | "import plotly.colors as pc\n", 84 | "import ipywidgets as ipw" 85 | ], 86 | "metadata": { 87 | "id": "bDPIBHMjq3Tn" 88 | }, 89 | "execution_count": 2, 90 | "outputs": [] 91 | }, 92 | { 93 | "cell_type": "code", 94 | "source": [ 95 | "!wget https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O /usr/local/bin/orca\n", 96 | "!chmod +x /usr/local/bin/orca\n", 97 | "!apt-get install xvfb libgtk2.0-0 libgconf-2-4" 98 | ], 99 | "metadata": { 100 | "colab": { 101 | "base_uri": "https://localhost:8080/" 102 | }, 103 | "id": "a0L5LR7lq5Pb", 104 | "outputId": "87e3ae15-f6b6-48c4-b2dc-9451959bcbe3" 105 | }, 106 | "execution_count": 3, 107 | "outputs": [ 108 | { 109 | "output_type": "stream", 110 | "name": "stdout", 111 | "text": [ 112 | "--2022-11-16 13:41:11-- https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage\n", 113 | "Resolving github.com (github.com)... 140.82.112.4\n", 114 | "Connecting to github.com (github.com)|140.82.112.4|:443... connected.\n", 115 | "HTTP request sent, awaiting response... 302 Found\n", 116 | "Location: https://objects.githubusercontent.com/github-production-release-asset-2e65be/99037241/9dc3a580-286a-11e9-8a21-4312b7c8a512?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20221116%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20221116T134112Z&X-Amz-Expires=300&X-Amz-Signature=587fc814dafbd3e56c9bf972b4f26437ce23d45dc67a87753dbe908c47bc0cb2&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=99037241&response-content-disposition=attachment%3B%20filename%3Dorca-1.2.1-x86_64.AppImage&response-content-type=application%2Foctet-stream [following]\n", 117 | "--2022-11-16 13:41:12-- https://objects.githubusercontent.com/github-production-release-asset-2e65be/99037241/9dc3a580-286a-11e9-8a21-4312b7c8a512?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20221116%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20221116T134112Z&X-Amz-Expires=300&X-Amz-Signature=587fc814dafbd3e56c9bf972b4f26437ce23d45dc67a87753dbe908c47bc0cb2&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=99037241&response-content-disposition=attachment%3B%20filename%3Dorca-1.2.1-x86_64.AppImage&response-content-type=application%2Foctet-stream\n", 118 | "Resolving objects.githubusercontent.com (objects.githubusercontent.com)... 185.199.111.133, 185.199.110.133, 185.199.108.133, ...\n", 119 | "Connecting to objects.githubusercontent.com (objects.githubusercontent.com)|185.199.111.133|:443... connected.\n", 120 | "HTTP request sent, awaiting response... 200 OK\n", 121 | "Length: 51607939 (49M) [application/octet-stream]\n", 122 | "Saving to: ‘/usr/local/bin/orca’\n", 123 | "\n", 124 | "/usr/local/bin/orca 100%[===================>] 49.22M 70.6MB/s in 0.7s \n", 125 | "\n", 126 | "2022-11-16 13:41:12 (70.6 MB/s) - ‘/usr/local/bin/orca’ saved [51607939/51607939]\n", 127 | "\n", 128 | "Reading package lists... Done\n", 129 | "Building dependency tree \n", 130 | "Reading state information... Done\n", 131 | "The following package was automatically installed and is no longer required:\n", 132 | " libnvidia-common-460\n", 133 | "Use 'apt autoremove' to remove it.\n", 134 | "The following additional packages will be installed:\n", 135 | " gconf-service gconf-service-backend gconf2-common libdbus-glib-1-2\n", 136 | " libgail-common libgail18 libgtk2.0-bin libgtk2.0-common\n", 137 | "Suggested packages:\n", 138 | " gvfs\n", 139 | "The following NEW packages will be installed:\n", 140 | " gconf-service gconf-service-backend gconf2-common libdbus-glib-1-2\n", 141 | " libgail-common libgail18 libgconf-2-4 libgtk2.0-0 libgtk2.0-bin\n", 142 | " libgtk2.0-common xvfb\n", 143 | "0 upgraded, 11 newly installed, 0 to remove and 5 not upgraded.\n", 144 | "Need to get 3,716 kB of archives.\n", 145 | "After this operation, 17.2 MB of additional disk space will be used.\n", 146 | "Get:1 http://archive.ubuntu.com/ubuntu bionic/main amd64 libdbus-glib-1-2 amd64 0.110-2 [58.3 kB]\n", 147 | "Get:2 http://archive.ubuntu.com/ubuntu bionic/universe amd64 gconf2-common all 3.2.6-4ubuntu1 [700 kB]\n", 148 | "Get:3 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libgconf-2-4 amd64 3.2.6-4ubuntu1 [84.8 kB]\n", 149 | "Get:4 http://archive.ubuntu.com/ubuntu bionic/universe amd64 gconf-service-backend amd64 3.2.6-4ubuntu1 [58.1 kB]\n", 150 | "Get:5 http://archive.ubuntu.com/ubuntu bionic/universe amd64 gconf-service amd64 3.2.6-4ubuntu1 [2,036 B]\n", 151 | "Get:6 http://archive.ubuntu.com/ubuntu bionic/main amd64 libgtk2.0-common all 2.24.32-1ubuntu1 [125 kB]\n", 152 | "Get:7 http://archive.ubuntu.com/ubuntu bionic/main amd64 libgtk2.0-0 amd64 2.24.32-1ubuntu1 [1,769 kB]\n", 153 | "Get:8 http://archive.ubuntu.com/ubuntu bionic/main amd64 libgail18 amd64 2.24.32-1ubuntu1 [14.2 kB]\n", 154 | "Get:9 http://archive.ubuntu.com/ubuntu bionic/main amd64 libgail-common amd64 2.24.32-1ubuntu1 [112 kB]\n", 155 | "Get:10 http://archive.ubuntu.com/ubuntu bionic/main amd64 libgtk2.0-bin amd64 2.24.32-1ubuntu1 [7,536 B]\n", 156 | "Get:11 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 xvfb amd64 2:1.19.6-1ubuntu4.11 [785 kB]\n", 157 | "Fetched 3,716 kB in 1s (2,639 kB/s)\n", 158 | "Selecting previously unselected package libdbus-glib-1-2:amd64.\n", 159 | "(Reading database ... 123991 files and directories currently installed.)\n", 160 | "Preparing to unpack .../00-libdbus-glib-1-2_0.110-2_amd64.deb ...\n", 161 | "Unpacking libdbus-glib-1-2:amd64 (0.110-2) ...\n", 162 | "Selecting previously unselected package gconf2-common.\n", 163 | "Preparing to unpack .../01-gconf2-common_3.2.6-4ubuntu1_all.deb ...\n", 164 | "Unpacking gconf2-common (3.2.6-4ubuntu1) ...\n", 165 | "Selecting previously unselected package libgconf-2-4:amd64.\n", 166 | "Preparing to unpack .../02-libgconf-2-4_3.2.6-4ubuntu1_amd64.deb ...\n", 167 | "Unpacking libgconf-2-4:amd64 (3.2.6-4ubuntu1) ...\n", 168 | "Selecting previously unselected package gconf-service-backend.\n", 169 | 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libgtk2.0-0:amd64 (2.24.32-1ubuntu1) ...\n", 200 | "Setting up libgail18:amd64 (2.24.32-1ubuntu1) ...\n", 201 | "Setting up libgail-common:amd64 (2.24.32-1ubuntu1) ...\n", 202 | "Setting up libgtk2.0-bin (2.24.32-1ubuntu1) ...\n", 203 | "Setting up gconf-service-backend (3.2.6-4ubuntu1) ...\n", 204 | "Setting up gconf-service (3.2.6-4ubuntu1) ...\n", 205 | "Processing triggers for libc-bin (2.27-3ubuntu1.6) ...\n", 206 | "Processing triggers for man-db (2.8.3-2ubuntu0.1) ...\n" 207 | ] 208 | } 209 | ] 210 | }, 211 | { 212 | "cell_type": "markdown", 213 | "source": [ 214 | "# Import Data" 215 | ], 216 | "metadata": { 217 | "id": "l0LGML52q7xj" 218 | } 219 | }, 220 | { 221 | "cell_type": "code", 222 | "source": [ 223 | "# Import the Queried Decentralization Index for AAVE\n", 224 | "Aave_ent = pd.read_csv('https://raw.githubusercontent.com/sunshineluyao/portfolio/main/data/Queried_Data/Aave_Queried.csv',parse_dates=['date'],index_col=\"Unnamed: 0\")\n", 225 | "Aave_ent.head()" 226 | ], 227 | "metadata": { 228 | "colab": { 229 | "base_uri": "https://localhost:8080/", 230 | "height": 206 231 | }, 232 | "id": "KLBc3NgxrFmL", 233 | "outputId": "dc2cd6ec-6f18-45e9-eae5-a4a17fe2ca43" 234 | }, 235 | "execution_count": 5, 236 | "outputs": [ 237 | { 238 | "output_type": "execute_result", 239 | "data": { 240 | "text/plain": [ 241 | " val date\n", 242 | "0 2.509188 2020-10-02\n", 243 | "1 190.326283 2020-10-03\n", 244 | "2 43.323227 2020-10-04\n", 245 | "3 7.090763 2020-10-05\n", 246 | "4 16.404632 2020-10-06" 247 | ], 248 | "text/html": [ 249 | "\n", 250 | "
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valdate
02.5091882020-10-02
1190.3262832020-10-03
243.3232272020-10-04
37.0907632020-10-05
416.4046322020-10-06
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\n", 378 | " " 379 | ] 380 | }, 381 | "metadata": {}, 382 | "execution_count": 5 383 | } 384 | ] 385 | }, 386 | { 387 | "cell_type": "code", 388 | "source": [ 389 | "# Import the Queried Decentralization Index for COMP\n", 390 | "Comp_ent = pd.read_csv('https://raw.githubusercontent.com/sunshineluyao/portfolio/main/data/Queried_Data/Comp_Queried.csv',parse_dates=['date'],index_col=\"Unnamed: 0\")\n", 391 | "Comp_ent.head()" 392 | ], 393 | "metadata": { 394 | "colab": { 395 | "base_uri": "https://localhost:8080/", 396 | "height": 206 397 | }, 398 | "id": "Xr96IKGbrYGr", 399 | "outputId": "5364f3ef-7958-4393-81b5-e11704402b9c" 400 | }, 401 | "execution_count": 6, 402 | "outputs": [ 403 | { 404 | "output_type": "execute_result", 405 | "data": { 406 | "text/plain": [ 407 | " val date\n", 408 | "0 1.000000 2020-06-14\n", 409 | "1 16.063681 2020-06-15\n", 410 | "2 46.431202 2020-06-16\n", 411 | "3 1.758514 2020-06-17\n", 412 | "4 1.281994 2020-06-18" 413 | ], 414 | "text/html": [ 415 | "\n", 416 | "
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valdate
01.0000002020-06-14
116.0636812020-06-15
246.4312022020-06-16
31.7585142020-06-17
41.2819942020-06-18
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\n", 544 | " " 545 | ] 546 | }, 547 | "metadata": {}, 548 | "execution_count": 6 549 | } 550 | ] 551 | }, 552 | { 553 | "cell_type": "code", 554 | "source": [ 555 | "### Homework for LUSD" 556 | ], 557 | "metadata": { 558 | "id": "vNscUjiFrw2C" 559 | }, 560 | "execution_count": null, 561 | "outputs": [] 562 | }, 563 | { 564 | "cell_type": "markdown", 565 | "source": [ 566 | "# Process Data" 567 | ], 568 | "metadata": { 569 | "id": "5Et3qbGEr23l" 570 | } 571 | }, 572 | { 573 | "cell_type": "code", 574 | "source": [ 575 | "# Define the functions for Processing Data\n", 576 | "def ent(token):\n", 577 | " ent_exp = pd.DataFrame()\n", 578 | " ent_exp['val'] = token['val']\n", 579 | " ent_exp['date'] = token['date']\n", 580 | " ent_exp['n'] = range(1,ent_exp.shape[0]+1)\n", 581 | " ent_exp['SMA30'] = ent_exp.val.rolling(30, min_periods=1).mean()\n", 582 | " ent_exp['SMA60'] = ent_exp.val.rolling(60, min_periods=1).mean()\n", 583 | " ent_exp['SMA90'] = ent_exp.val.rolling(90, min_periods=1).mean()\n", 584 | " ent_exp['SMA180'] = ent_exp.val.rolling(180, min_periods=1).mean()\n", 585 | " ent_exp['EMA'] = ent_exp['val'].ewm(alpha=0.1, adjust=False).mean()\n", 586 | " ent_exp['EMA0.3'] = ent_exp['val'].ewm(alpha=0.3, adjust=False).mean()\n", 587 | " return ent_exp" 588 | ], 589 | "metadata": { 590 | "id": "fwo3AaPyr5NR" 591 | }, 592 | "execution_count": 7, 593 | "outputs": [] 594 | }, 595 | { 596 | "cell_type": "code", 597 | "source": [ 598 | "# Process the Data using the defined functions for Aave\n", 599 | "Aave_ent = ent(Aave_ent)\n", 600 | "Aave_ent.head()" 601 | ], 602 | "metadata": { 603 | "colab": { 604 | "base_uri": "https://localhost:8080/", 605 | "height": 206 606 | }, 607 | "id": "89KliRJdsCRK", 608 | "outputId": "8ad50a34-3ef2-43c9-9767-606f52457779" 609 | }, 610 | "execution_count": 8, 611 | "outputs": [ 612 | { 613 | "output_type": "execute_result", 614 | "data": { 615 | "text/plain": [ 616 | " val date n SMA30 SMA60 SMA90 SMA180 \\\n", 617 | "0 2.509188 2020-10-02 1 2.509188 2.509188 2.509188 2.509188 \n", 618 | "1 190.326283 2020-10-03 2 96.417735 96.417735 96.417735 96.417735 \n", 619 | "2 43.323227 2020-10-04 3 78.719566 78.719566 78.719566 78.719566 \n", 620 | "3 7.090763 2020-10-05 4 60.812365 60.812365 60.812365 60.812365 \n", 621 | "4 16.404632 2020-10-06 5 51.930819 51.930819 51.930819 51.930819 \n", 622 | "\n", 623 | " EMA EMA0.3 \n", 624 | "0 2.509188 2.509188 \n", 625 | "1 21.290898 58.854316 \n", 626 | "2 23.494130 54.194990 \n", 627 | "3 21.853794 40.063721 \n", 628 | "4 21.308878 32.965995 " 629 | ], 630 | "text/html": [ 631 | "\n", 632 | "
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valdatenSMA30SMA60SMA90SMA180EMAEMA0.3
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\n", 727 | " \n", 737 | " \n", 738 | " \n", 775 | "\n", 776 | " \n", 800 | "
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\n", 802 | " " 803 | ] 804 | }, 805 | "metadata": {}, 806 | "execution_count": 8 807 | } 808 | ] 809 | }, 810 | { 811 | "cell_type": "code", 812 | "source": [ 813 | "# Comp and Lusd for your homework" 814 | ], 815 | "metadata": { 816 | "id": "r49BOvnqsNF2" 817 | }, 818 | "execution_count": null, 819 | "outputs": [] 820 | }, 821 | { 822 | "cell_type": "markdown", 823 | "source": [ 824 | "# Export Data" 825 | ], 826 | "metadata": { 827 | "id": "KPL9J8dcsdIc" 828 | } 829 | }, 830 | { 831 | "cell_type": "code", 832 | "source": [ 833 | "Aave_ent.to_csv(\"Aave_Processed.csv\")" 834 | ], 835 | "metadata": { 836 | "id": "OP9rho6lsfyN" 837 | }, 838 | "execution_count": 9, 839 | "outputs": [] 840 | }, 841 | { 842 | "cell_type": "code", 843 | "source": [ 844 | "# Comp and Lusd for your homework" 845 | ], 846 | "metadata": { 847 | "id": "9_5yRIzUskhg" 848 | }, 849 | "execution_count": null, 850 | "outputs": [] 851 | } 852 | ] 853 | } --------------------------------------------------------------------------------