Research Article
Exploring the Spatial Impact of Multisource Data on Urban Vitality: A Causal Machine Learning Method
Table 3
Vitality index of each administrative region.
| | Administrative district | 2018 | 2019 | 2020 | | Score | Rank | Score | Rank | Score | Rank |
| | Pu dong | 8.809499 | 1 | 8.868721 | 1 | 8.952615 | 1 | | Huang pu | 6.390004 | 2 | 6.311164 | 2 | 6.517 | 2 | | Min xing | 6.146185 | 3 | 6.03454 | 3 | 5.835692 | 3 | | Jing an | 5.791503 | 4 | 5.627998 | 4 | 5.667912 | 4 | | Xu hui | 5.502869 | 5 | 5.326254 | 6 | 5.256 | 6 | | Bao shan | 5.236984 | 6 | 5.078386 | 5 | 5.305133 | 5 | | Yang pu | 5.200576 | 7 | 5.289908 | 7 | 5.028372 | 8 | | Hong kou | 5.169065 | 8 | 5.062258 | 8 | 5.232655 | 7 | | Pu tuo | 5.086245 | 9 | 4.972422 | 9 | 4.970099 | 9 | | Song jiang | 5.027535 | 10 | 4.96695 | 10 | 4.941703 | 10 | | Jia ding | 4.776406 | 11 | 4.776305 | 11 | 4.877614 | 11 | | Chang ning | 4.660506 | 12 | 4.524272 | 12 | 4.7015 | 12 | | Qing pu | 4.064888 | 13 | 4.21615 | 13 | 4.291804 | 13 | | Feng xian | 3.957069 | 14 | 4.012427 | 14 | 4.267434 | 14 | | Jin shan | 3.306435 | 15 | 3.35312 | 15 | 3.757067 | 15 | | Chong ming | 3.011241 | 16 | 3.026724 | 16 | 3.069579 | 16 |
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