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chore: add processed data, outputs, and proposal

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- Add processed/ ML features and GCN model inputs
- Add Outputs/ GIS analysis, deploy configs, lit review
- Add proposal document for 湖北省卫生健康科技项目
- Enable full data portability for cross-machine development
This commit is contained in:
Akiba So
2026-06-07 05:31:02 +08:00
parent fad2034a53
commit 5ae30ea4a8
66 changed files with 157644 additions and 7 deletions
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110
Outputs/analysis/grid_risk_summary.csv Normal file
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grid_id,center_x,center_y,total_cases,outpatient_cases,inpatient_cases,cases_per_km2,risk_index,risk_level
117715,242174.805185213,3351073.114974921,52,49,3,5200.0,1.08,低风险
165386,219174.805185213,3357573.114974921,1053,975,78,105300.0,21.82,低风险
240813,218474.805185213,3366673.114974921,76,52,24,7600.0,1.57,低风险
284914,196374.805185213,3371973.114974921,126,126,0,12600.0,2.61,低风险
286424,264274.805185213,3372073.114974921,20,18,2,2000.0,0.41,低风险
289201,212374.805185213,3372473.114974921,724,662,62,72400.0,15.0,低风险
295202,235774.805185213,3373173.114974921,375,356,19,37500.0,7.77,低风险
299915,206174.805185213,3373773.114974921,171,156,15,17100.0,3.54,低风险
305118,229174.805185213,3374373.114974921,260,168,92,26000.0,5.39,低风险
309418,244974.805185213,3374873.114974921,306,295,11,30600.0,6.34,低风险
309501,252174.805185213,3374873.114974921,675,650,25,67500.0,13.99,低风险
324710,225974.805185213,3376773.114974921,422,310,112,42200.0,8.74,低风险
325654,239674.805185213,3376873.114974921,667,619,48,66700.0,13.82,低风险
330688,257974.805185213,3377473.114974921,43,39,4,4300.0,0.89,低风险
336953,246774.805185213,3378273.114974921,260,248,12,26000.0,5.39,低风险
339269,241974.805185213,3378573.114974921,314,298,16,31400.0,6.51,低风险
341598,239174.805185213,3378873.114974921,136,130,6,13600.0,2.82,低风险
343739,216474.805185213,3379173.114974921,1013,963,50,101300.0,20.99,低风险
349396,232674.805185213,3379873.114974921,3096,3096,0,309600.0,64.15,高风险
350207,235974.805185213,3379973.114974921,380,363,17,38000.0,7.87,低风险
352261,210274.805185213,3380273.114974921,27,27,0,2700.0,0.56,低风险
353402,245574.805185213,3380373.114974921,263,252,11,26300.0,5.45,低风险
353403,245574.805185213,3380373.114974921,263,252,11,26300.0,5.45,低风险
355729,247174.805185213,3380673.114974921,46,42,4,4600.0,0.95,低风险
356789,202574.805185213,3380873.114974921,34,34,0,3400.0,0.7,低风险
357118,234674.805185213,3380873.114974921,2899,2797,102,289900.0,60.07,高风险
357938,240574.805185213,3380973.114974921,66,64,2,6600.0,1.37,低风险
360194,241574.805185213,3381273.114974921,103,100,3,10300.0,2.13,低风险
360213,243474.805185213,3381273.114974921,488,463,25,48800.0,10.11,低风险
364561,237274.805185213,3381873.114974921,781,754,27,78100.0,16.18,低风险
365325,240574.805185213,3381973.114974921,88,88,0,8800.0,1.82,低风险
366997,261874.805185213,3382173.114974921,109,99,10,10900.0,2.26,低风险
371825,241274.805185213,3382873.114974921,147,141,6,14700.0,3.05,低风险
373281,240374.805185213,3383073.114974921,44,44,0,4400.0,0.91,低风险
373983,237274.805185213,3383173.114974921,415,397,18,41500.0,8.6,低风险
377620,231374.805185213,3383673.114974921,1968,1965,3,196800.0,40.78,中风险
377656,234974.805185213,3383673.114974921,1187,1126,61,118700.0,24.6,低风险
377754,244574.805185213,3383673.114974921,925,895,30,92500.0,19.17,低风险
378424,237274.805185213,3383773.114974921,281,272,9,28100.0,5.82,低风险
379871,232674.805185213,3383973.114974921,1122,1077,45,112200.0,23.25,低风险
381479,241574.805185213,3384173.114974921,537,517,20,53700.0,11.13,低风险
387645,237974.805185213,3384973.114974921,523,510,13,52300.0,10.84,低风险
388423,236374.805185213,3385073.114974921,487,474,13,48700.0,10.09,低风险
389171,231874.805185213,3385173.114974921,1025,994,31,102500.0,21.24,低风险
390864,239274.805185213,3385373.114974921,106,105,1,10600.0,2.2,低风险
392482,237074.805185213,3385573.114974921,240,230,10,24000.0,4.97,低风险
392509,239574.805185213,3385573.114974921,191,188,3,19100.0,3.96,低风险
393342,238974.805185213,3385673.114974921,152,151,1,15200.0,3.15,低风险
393343,238974.805185213,3385673.114974921,152,151,1,15200.0,3.15,低风险
393435,247474.805185213,3385673.114974921,586,568,18,58600.0,12.14,低风险
393526,255774.805185213,3385673.114974921,82,75,7,8200.0,1.7,低风险
394995,238174.805185213,3385873.114974921,134,126,8,13400.0,2.78,低风险
396622,234974.805185213,3386073.114974921,411,393,18,41100.0,8.52,低风险
397499,239674.805185213,3386173.114974921,196,196,0,19600.0,4.06,低风险
398278,236774.805185213,3386273.114974921,232,226,6,23200.0,4.81,低风险
399110,238674.805185213,3386373.114974921,175,172,3,17500.0,3.63,低风险
399115,239174.805185213,3386373.114974921,167,160,7,16700.0,3.46,低风险
399118,239474.805185213,3386373.114974921,170,164,6,17000.0,3.52,低风险
399879,233774.805185213,3386473.114974921,637,612,25,63700.0,13.2,低风险
404597,214874.805185213,3387073.114974921,2014,1891,123,201400.0,41.73,中风险
405680,239674.805185213,3387173.114974921,427,417,10,42700.0,8.85,低风险
407363,243574.805185213,3387373.114974921,1622,1572,50,162200.0,33.61,中风险
407827,210074.805185213,3387473.114974921,55,50,5,5500.0,1.14,低风险
408876,232174.805185213,3387573.114974921,1108,1078,30,110800.0,22.96,低风险
408929,237274.805185213,3387573.114974921,996,965,31,99600.0,20.64,低风险
411387,239274.805185213,3387873.114974921,1306,1279,27,130600.0,27.06,中风险
411394,239974.805185213,3387873.114974921,762,734,28,76200.0,15.79,低风险
411404,240974.805185213,3387873.114974921,913,896,17,91300.0,18.92,低风险
412950,230174.805185213,3388073.114974921,1172,1121,51,117200.0,24.29,低风险
415485,238674.805185213,3388373.114974921,586,571,15,58600.0,12.14,低风险
417109,237474.805185213,3388573.114974921,502,492,10,50200.0,10.4,低风险
417777,223574.805185213,3388673.114974921,78,73,5,7800.0,1.62,低风险
417959,241174.805185213,3388673.114974921,566,554,12,56600.0,11.73,低风险
420539,249174.805185213,3388973.114974921,1532,1463,69,153200.0,31.74,中风险
420630,258174.805185213,3388973.114974921,81,79,2,8100.0,1.68,低风险
421277,240574.805185213,3389073.114974921,1654,1608,46,165400.0,34.27,中风险
422159,245374.805185213,3389173.114974921,808,772,36,80800.0,16.74,低风险
422896,235374.805185213,3389273.114974921,2325,2289,36,232500.0,48.18,中风险
422897,235374.805185213,3389273.114974921,2325,2289,36,232500.0,48.18,中风险
423800,241674.805185213,3389373.114974921,566,548,18,56600.0,11.73,低风险
427969,231274.805185213,3389873.114974921,1596,1551,45,159600.0,33.07,中风险
429884,247074.805185213,3390073.114974921,196,193,3,19600.0,4.06,低风险
430577,227974.805185213,3390173.114974921,270,263,7,27000.0,5.59,低风险
430578,227974.805185213,3390173.114974921,270,263,7,27000.0,5.59,低风险
435226,239274.805185213,3390673.114974921,3302,3217,85,330200.0,68.42,高风险
435322,248474.805185213,3390673.114974921,166,152,14,16600.0,3.44,低风险
436123,237874.805185213,3390773.114974921,2638,2564,74,263800.0,54.66,高风险
436887,224774.805185213,3390873.114974921,288,266,22,28800.0,5.97,低风险
439785,242274.805185213,3391173.114974921,1741,1695,46,174100.0,36.08,中风险
441709,248374.805185213,3391373.114974921,709,678,31,70900.0,14.69,低风险
441717,249174.805185213,3391373.114974921,157,144,13,15700.0,3.25,低风险
448049,242874.805185213,3392073.114974921,717,703,14,71700.0,14.86,低风险
448123,250074.805185213,3392073.114974921,176,166,10,17600.0,3.65,低风险
450678,237174.805185213,3392373.114974921,2890,2800,90,289000.0,59.88,高风险
460446,243674.805185213,3393473.114974921,1113,1072,41,111300.0,23.06,低风险
460526,251474.805185213,3393473.114974921,121,118,3,12100.0,2.51,低风险
463056,238774.805185213,3393773.114974921,3866,3753,113,386600.0,80.11,极高风险
464976,252174.805185213,3393973.114974921,188,169,19,18800.0,3.9,低风险
464977,252274.805185213,3393973.114974921,44,40,4,4400.0,0.91,低风险
466640,241174.805185213,3394173.114974921,4826,4661,165,482600.0,100.0,极高风险
467446,233174.805185213,3394273.114974921,2621,2528,93,262100.0,54.31,高风险
468366,236574.805185213,3394373.114974921,1448,1372,76,144800.0,30.0,中风险
472067,256274.805185213,3394773.114974921,40,36,4,4000.0,0.83,低风险
472068,256274.805185213,3394773.114974921,40,36,4,4000.0,0.83,低风险
497343,227874.805185213,3397773.114974921,1425,1351,74,142500.0,29.53,中风险
497553,247774.805185213,3397773.114974921,585,573,12,58500.0,12.12,低风险
510138,252774.805185213,3399273.114974921,1531,1463,68,153100.0,31.72,中风险
526867,246174.805185213,3401273.114974921,986,922,64,98600.0,20.43,低风险
540936,224174.805185213,3402873.114974921,54,53,1,5400.0,1.12,低风险
1 grid_id center_x center_y total_cases outpatient_cases inpatient_cases cases_per_km2 risk_index risk_level
2 117715 242174.805185213 3351073.114974921 52 49 3 5200.0 1.08 低风险
3 165386 219174.805185213 3357573.114974921 1053 975 78 105300.0 21.82 低风险
4 240813 218474.805185213 3366673.114974921 76 52 24 7600.0 1.57 低风险
5 284914 196374.805185213 3371973.114974921 126 126 0 12600.0 2.61 低风险
6 286424 264274.805185213 3372073.114974921 20 18 2 2000.0 0.41 低风险
7 289201 212374.805185213 3372473.114974921 724 662 62 72400.0 15.0 低风险
8 295202 235774.805185213 3373173.114974921 375 356 19 37500.0 7.77 低风险
9 299915 206174.805185213 3373773.114974921 171 156 15 17100.0 3.54 低风险
10 305118 229174.805185213 3374373.114974921 260 168 92 26000.0 5.39 低风险
11 309418 244974.805185213 3374873.114974921 306 295 11 30600.0 6.34 低风险
12 309501 252174.805185213 3374873.114974921 675 650 25 67500.0 13.99 低风险
13 324710 225974.805185213 3376773.114974921 422 310 112 42200.0 8.74 低风险
14 325654 239674.805185213 3376873.114974921 667 619 48 66700.0 13.82 低风险
15 330688 257974.805185213 3377473.114974921 43 39 4 4300.0 0.89 低风险
16 336953 246774.805185213 3378273.114974921 260 248 12 26000.0 5.39 低风险
17 339269 241974.805185213 3378573.114974921 314 298 16 31400.0 6.51 低风险
18 341598 239174.805185213 3378873.114974921 136 130 6 13600.0 2.82 低风险
19 343739 216474.805185213 3379173.114974921 1013 963 50 101300.0 20.99 低风险
20 349396 232674.805185213 3379873.114974921 3096 3096 0 309600.0 64.15 高风险
21 350207 235974.805185213 3379973.114974921 380 363 17 38000.0 7.87 低风险
22 352261 210274.805185213 3380273.114974921 27 27 0 2700.0 0.56 低风险
23 353402 245574.805185213 3380373.114974921 263 252 11 26300.0 5.45 低风险
24 353403 245574.805185213 3380373.114974921 263 252 11 26300.0 5.45 低风险
25 355729 247174.805185213 3380673.114974921 46 42 4 4600.0 0.95 低风险
26 356789 202574.805185213 3380873.114974921 34 34 0 3400.0 0.7 低风险
27 357118 234674.805185213 3380873.114974921 2899 2797 102 289900.0 60.07 高风险
28 357938 240574.805185213 3380973.114974921 66 64 2 6600.0 1.37 低风险
29 360194 241574.805185213 3381273.114974921 103 100 3 10300.0 2.13 低风险
30 360213 243474.805185213 3381273.114974921 488 463 25 48800.0 10.11 低风险
31 364561 237274.805185213 3381873.114974921 781 754 27 78100.0 16.18 低风险
32 365325 240574.805185213 3381973.114974921 88 88 0 8800.0 1.82 低风险
33 366997 261874.805185213 3382173.114974921 109 99 10 10900.0 2.26 低风险
34 371825 241274.805185213 3382873.114974921 147 141 6 14700.0 3.05 低风险
35 373281 240374.805185213 3383073.114974921 44 44 0 4400.0 0.91 低风险
36 373983 237274.805185213 3383173.114974921 415 397 18 41500.0 8.6 低风险
37 377620 231374.805185213 3383673.114974921 1968 1965 3 196800.0 40.78 中风险
38 377656 234974.805185213 3383673.114974921 1187 1126 61 118700.0 24.6 低风险
39 377754 244574.805185213 3383673.114974921 925 895 30 92500.0 19.17 低风险
40 378424 237274.805185213 3383773.114974921 281 272 9 28100.0 5.82 低风险
41 379871 232674.805185213 3383973.114974921 1122 1077 45 112200.0 23.25 低风险
42 381479 241574.805185213 3384173.114974921 537 517 20 53700.0 11.13 低风险
43 387645 237974.805185213 3384973.114974921 523 510 13 52300.0 10.84 低风险
44 388423 236374.805185213 3385073.114974921 487 474 13 48700.0 10.09 低风险
45 389171 231874.805185213 3385173.114974921 1025 994 31 102500.0 21.24 低风险
46 390864 239274.805185213 3385373.114974921 106 105 1 10600.0 2.2 低风险
47 392482 237074.805185213 3385573.114974921 240 230 10 24000.0 4.97 低风险
48 392509 239574.805185213 3385573.114974921 191 188 3 19100.0 3.96 低风险
49 393342 238974.805185213 3385673.114974921 152 151 1 15200.0 3.15 低风险
50 393343 238974.805185213 3385673.114974921 152 151 1 15200.0 3.15 低风险
51 393435 247474.805185213 3385673.114974921 586 568 18 58600.0 12.14 低风险
52 393526 255774.805185213 3385673.114974921 82 75 7 8200.0 1.7 低风险
53 394995 238174.805185213 3385873.114974921 134 126 8 13400.0 2.78 低风险
54 396622 234974.805185213 3386073.114974921 411 393 18 41100.0 8.52 低风险
55 397499 239674.805185213 3386173.114974921 196 196 0 19600.0 4.06 低风险
56 398278 236774.805185213 3386273.114974921 232 226 6 23200.0 4.81 低风险
57 399110 238674.805185213 3386373.114974921 175 172 3 17500.0 3.63 低风险
58 399115 239174.805185213 3386373.114974921 167 160 7 16700.0 3.46 低风险
59 399118 239474.805185213 3386373.114974921 170 164 6 17000.0 3.52 低风险
60 399879 233774.805185213 3386473.114974921 637 612 25 63700.0 13.2 低风险
61 404597 214874.805185213 3387073.114974921 2014 1891 123 201400.0 41.73 中风险
62 405680 239674.805185213 3387173.114974921 427 417 10 42700.0 8.85 低风险
63 407363 243574.805185213 3387373.114974921 1622 1572 50 162200.0 33.61 中风险
64 407827 210074.805185213 3387473.114974921 55 50 5 5500.0 1.14 低风险
65 408876 232174.805185213 3387573.114974921 1108 1078 30 110800.0 22.96 低风险
66 408929 237274.805185213 3387573.114974921 996 965 31 99600.0 20.64 低风险
67 411387 239274.805185213 3387873.114974921 1306 1279 27 130600.0 27.06 中风险
68 411394 239974.805185213 3387873.114974921 762 734 28 76200.0 15.79 低风险
69 411404 240974.805185213 3387873.114974921 913 896 17 91300.0 18.92 低风险
70 412950 230174.805185213 3388073.114974921 1172 1121 51 117200.0 24.29 低风险
71 415485 238674.805185213 3388373.114974921 586 571 15 58600.0 12.14 低风险
72 417109 237474.805185213 3388573.114974921 502 492 10 50200.0 10.4 低风险
73 417777 223574.805185213 3388673.114974921 78 73 5 7800.0 1.62 低风险
74 417959 241174.805185213 3388673.114974921 566 554 12 56600.0 11.73 低风险
75 420539 249174.805185213 3388973.114974921 1532 1463 69 153200.0 31.74 中风险
76 420630 258174.805185213 3388973.114974921 81 79 2 8100.0 1.68 低风险
77 421277 240574.805185213 3389073.114974921 1654 1608 46 165400.0 34.27 中风险
78 422159 245374.805185213 3389173.114974921 808 772 36 80800.0 16.74 低风险
79 422896 235374.805185213 3389273.114974921 2325 2289 36 232500.0 48.18 中风险
80 422897 235374.805185213 3389273.114974921 2325 2289 36 232500.0 48.18 中风险
81 423800 241674.805185213 3389373.114974921 566 548 18 56600.0 11.73 低风险
82 427969 231274.805185213 3389873.114974921 1596 1551 45 159600.0 33.07 中风险
83 429884 247074.805185213 3390073.114974921 196 193 3 19600.0 4.06 低风险
84 430577 227974.805185213 3390173.114974921 270 263 7 27000.0 5.59 低风险
85 430578 227974.805185213 3390173.114974921 270 263 7 27000.0 5.59 低风险
86 435226 239274.805185213 3390673.114974921 3302 3217 85 330200.0 68.42 高风险
87 435322 248474.805185213 3390673.114974921 166 152 14 16600.0 3.44 低风险
88 436123 237874.805185213 3390773.114974921 2638 2564 74 263800.0 54.66 高风险
89 436887 224774.805185213 3390873.114974921 288 266 22 28800.0 5.97 低风险
90 439785 242274.805185213 3391173.114974921 1741 1695 46 174100.0 36.08 中风险
91 441709 248374.805185213 3391373.114974921 709 678 31 70900.0 14.69 低风险
92 441717 249174.805185213 3391373.114974921 157 144 13 15700.0 3.25 低风险
93 448049 242874.805185213 3392073.114974921 717 703 14 71700.0 14.86 低风险
94 448123 250074.805185213 3392073.114974921 176 166 10 17600.0 3.65 低风险
95 450678 237174.805185213 3392373.114974921 2890 2800 90 289000.0 59.88 高风险
96 460446 243674.805185213 3393473.114974921 1113 1072 41 111300.0 23.06 低风险
97 460526 251474.805185213 3393473.114974921 121 118 3 12100.0 2.51 低风险
98 463056 238774.805185213 3393773.114974921 3866 3753 113 386600.0 80.11 极高风险
99 464976 252174.805185213 3393973.114974921 188 169 19 18800.0 3.9 低风险
100 464977 252274.805185213 3393973.114974921 44 40 4 4400.0 0.91 低风险
101 466640 241174.805185213 3394173.114974921 4826 4661 165 482600.0 100.0 极高风险
102 467446 233174.805185213 3394273.114974921 2621 2528 93 262100.0 54.31 高风险
103 468366 236574.805185213 3394373.114974921 1448 1372 76 144800.0 30.0 中风险
104 472067 256274.805185213 3394773.114974921 40 36 4 4000.0 0.83 低风险
105 472068 256274.805185213 3394773.114974921 40 36 4 4000.0 0.83 低风险
106 497343 227874.805185213 3397773.114974921 1425 1351 74 142500.0 29.53 中风险
107 497553 247774.805185213 3397773.114974921 585 573 12 58500.0 12.12 低风险
108 510138 252774.805185213 3399273.114974921 1531 1463 68 153100.0 31.72 中风险
109 526867 246174.805185213 3401273.114974921 986 922 64 98600.0 20.43 低风险
110 540936 224174.805185213 3402873.114974921 54 53 1 5400.0 1.12 低风险