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non_authoritative
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law
hf-graphrag-bm25-document/v1
The Reciprocity Act, 1943
4
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non_authoritative
40
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hf-graphrag-bm25-document/v1
Section 1. Short title, extent and commencement.
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115
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2
118
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hf-graphrag-bm25-document/v1
Section 2. Definitions.
3
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non_authoritative
179
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3
195
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article
hf-graphrag-bm25-document/v1
Section 3. Power of Central Government to impose reciprocal disabilities on persons domiciled in British Possessions.
16
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non_authoritative
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4
72
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article
hf-graphrag-bm25-document/v1
Section 4. Burden of proof on person claiming exemption.
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non_authoritative
99
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5
117
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article
hf-graphrag-bm25-document/v1
Section 5. Direction imposing disabilities in respect of entry, travel and residence not to apply to armed forces.
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non_authoritative
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350
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hf-graphrag-bm25-document/v1
Section 6. Power to make rules.
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non_authoritative
20
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7
23
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article
hf-graphrag-bm25-document/v1
Section 7. Repealed.
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non_authoritative
2,156
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2,163
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law
hf-graphrag-bm25-document/v1
The Maritime Anti-Piracy Act, 2022.
7
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non_authoritative
53
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9
60
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article
hf-graphrag-bm25-document/v1
Section 1. Short title, commencement and application.
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non_authoritative
516
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article
hf-graphrag-bm25-document/v1
Section 2. Definitions.
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non_authoritative
74
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article
hf-graphrag-bm25-document/v1
Section 3. Punishment for piracy.
5
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non_authoritative
51
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12
60
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article
hf-graphrag-bm25-document/v1
Section 4. Punishment for attempt to commit piracy, etc.
9
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non_authoritative
50
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13
65
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hf-graphrag-bm25-document/v1
Section 5. Punishment for organising or directing others to participate in an act of piracy.
15
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non_authoritative
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14
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article
hf-graphrag-bm25-document/v1
Section 6. Conferment of power of arrest, investigation, etc.
9
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non_authoritative
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article
hf-graphrag-bm25-document/v1
Section 7. Arrest of persons and seizure of ship and property.
11
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non_authoritative
95
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article
hf-graphrag-bm25-document/v1
Section 8. Designated Court.
4
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non_authoritative
119
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125
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article
hf-graphrag-bm25-document/v1
Section 9. Jurisdiction of Designated Court.
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non_authoritative
354
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18
362
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article
hf-graphrag-bm25-document/v1
Section 10. Trial of offences by Designated Court.
8
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non_authoritative
149
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152
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article
hf-graphrag-bm25-document/v1
Section 11. Presumption.
3
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non_authoritative
123
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article
hf-graphrag-bm25-document/v1
Section 12. Provisions as to bail.
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non_authoritative
54
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article
hf-graphrag-bm25-document/v1
Section 13. Application of Code in proceedings before Designated Court.
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147
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22
153
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article
hf-graphrag-bm25-document/v1
Section 14. Provision as to extradition.
6
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non_authoritative
91
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article
hf-graphrag-bm25-document/v1
Section 15. Protection of action taken in good faith.
9
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24
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law
hf-graphrag-bm25-document/v1
The Indian Council of World Affairs Act, 2001
8
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non_authoritative
44
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25
50
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article
hf-graphrag-bm25-document/v1
Section 1. Short title and commencement.
6
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non_authoritative
69
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26
84
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article
hf-graphrag-bm25-document/v1
Section 2. Declaration of the Indian Council of World Affairs as institution of national importance.
15
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non_authoritative
164
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27
167
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hf-graphrag-bm25-document/v1
Section 3. Definitions.
3
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non_authoritative
106
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28
112
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hf-graphrag-bm25-document/v1
Section 4. Incorporation of the Council.
6
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non_authoritative
314
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29
328
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article
hf-graphrag-bm25-document/v1
Section 5. Transfer of assets and liabilities of the existing Council to the Council.
14
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non_authoritative
125
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30
133
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hf-graphrag-bm25-document/v1
Section 6. Obligation to transfer property or assets.
8
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non_authoritative
574
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31
580
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hf-graphrag-bm25-document/v1
Section 7. Composition of the Council.
6
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non_authoritative
263
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272
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hf-graphrag-bm25-document/v1
Section 8. Term of office and vacancies among members.
9
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non_authoritative
31
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hf-graphrag-bm25-document/v1
Section 9. Powers and functions of President.
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hf-graphrag-bm25-document/v1
Section 10. Powers and functions of Vice-Presidents.
9
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non_authoritative
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26
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hf-graphrag-bm25-document/v1
Section 11. Allowances of members.
5
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non_authoritative
84
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hf-graphrag-bm25-document/v1
Section 12. Meetings of Council.
5
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146
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Section 13. Objects of Council.
5
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250
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Section 14. Governing Body and other committees of Council.
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342
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39
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hf-graphrag-bm25-document/v1
Section 15. Staff of Council.
5
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45
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Section 16. Functions of Council.
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51
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hf-graphrag-bm25-document/v1
Section 17. Payment to Council.
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140
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145
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Section 18. Fund of Council.
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Section 19. Budget of Council.
5
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252
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Section 20. Accounts and audit.
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Section 21. Annual report.
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Section 22. Authentication of orders and instruments of Council.
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hf-graphrag-bm25-document/v1
Section 23. Vacancy, etc., not to invalidate proceedings of the Council.
11
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non_authoritative
123
e0c7b6b399c59c41881818bb8013078d95db401664d060369902a7b8c88f64f1
48
127
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article
hf-graphrag-bm25-document/v1
Section 23A. Transitory provision.
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non_authoritative
29
de4729bc69f8b68eac95dd2ec744b60a5b51c4c0dd0ddf26b692ceaeb1385eeb
49
35
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hf-graphrag-bm25-document/v1
Section 24. Reports, returns and information.
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non_authoritative
308
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50
314
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hf-graphrag-bm25-document/v1
Section 25. Power to make rules.
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non_authoritative
303
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51
309
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article
hf-graphrag-bm25-document/v1
Section 26. Power to make regulations.
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non_authoritative
151
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52
161
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Section 27. Rules and regulations to be laid before Parliament.
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non_authoritative
98
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53
104
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article
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Section 28. Power to remove difficulties.
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non_authoritative
112
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54
118
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Section 28A. Power to remove difficulties.
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non_authoritative
56
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55
61
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Section 29. Repeal and saving.
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non_authoritative
3,522
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3,536
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hf-graphrag-bm25-document/v1
The Territorial Waters, Continental Shelf, Exclusive Economic Zone and Other Maritime Zones Act, 1976
14
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non_authoritative
68
4a0b3075e17c77c1c0ba72ee2d18df104b7af153bd8417cc88dcd10a22a5adce
57
74
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Section 1. Short title and commencement.
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non_authoritative
62
fc66340b7dda8091103201a44c566453a7e9ba04a778381d1c577f06de348d65
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65
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Section 2. Definition.
3
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143
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59
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Section 3. Sovereignty over, and limits of, territorial waters.
9
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non_authoritative
199
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60
208
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Section 4. Use of territorial waters by foreign ships.
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non_authoritative
277
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61
283
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Section 5. Contiguous zone of India.
6
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non_authoritative
639
e3bfaea5c9c3e263483d639de69da3216c0bc5586a584e3c12eeb7bdde91c25c
62
643
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Section 6. Continental shelf.
4
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non_authoritative
721
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63
726
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Section 7. Exclusive economic zone.
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non_authoritative
63
ade592761336585700075efc3305b5d992885b32e3460a535058d4244d7ade4f
64
67
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Section 8. Historic waters.
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non_authoritative
185
f008b65446ce3aba7486d261eaa73acdd6d6f1650ab70b40d6b2f898ff7e4eba
65
202
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Section 9. Maritime boundaries between India and States having coasts opposite or adjacent to those of India.
17
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non_authoritative
60
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66
65
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Section 10. Publication of charts.
5
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non_authoritative
56
ac1ad253a788c970b54e7b9b707105943bcf0eb10f5c5d414e2ff8b20db7d209
67
59
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Section 11. Offences.
3
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non_authoritative
251
11202bdee4b8949141acaecc101c466277033ea20640fe20d3f825c6b1409d9e
68
256
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Section 12. Offences by companies.
5
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non_authoritative
73
145e633ed50926cc5f5726c76a9f716f2e82c29baa70add8eb3d995bf3d30d32
69
78
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hf-graphrag-bm25-document/v1
Section 13. Place of trial.
5
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non_authoritative
58
209ddb53b267c86720b62471fab9beb67237cdc0cea0706879cc6414d90a0fcb
70
68
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Section 14. Previous sanction of the Central Government for prosecution.
10
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non_authoritative
433
0b0c96ce41f45a244308dacd369bfb853dae36eb04796dd5aa1af95dcec9aa3d
71
439
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Section 15. Power to make rules.
6
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non_authoritative
170
d03775bd041e4b3a0a988c1f1751642cbb130bf69500854f0acde9c991b7a5f5
72
175
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Section 16. Removal of difficulties.
5
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3,275
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hf-graphrag-bm25-document/v1
The Geneva Conventions Act, 1960
5
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non_authoritative
47
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74
54
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Section 1. Short title, extent and commencement.
7
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non_authoritative
158
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75
161
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Section 2. Definitions.
3
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non_authoritative
243
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76
251
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Section 3. Punishment of grave breaches of conventions.
8
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non_authoritative
50
2db2970c838d0aae73864fb6d9fb66a11851554684657ffdd5f375b2716ba0f8
77
60
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Section 4. Liability of persons for offences committed outside India.
10
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non_authoritative
28
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78
33
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Section 5. Jurisdiction of court.
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non_authoritative
74
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79
81
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Section 6. Proof of application of Convention.
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non_authoritative
63
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69
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Section 7. Jurisdiction of courts martial.
6
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447
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Section 8. Notice of trial of protected persons to be served on protecting power, etc.
15
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409
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82
418
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Section 9. Legal re-presentation of certain persons.
9
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non_authoritative
476
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486
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Section 10. Appeals by protected prisoners of war and internees.
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non_authoritative
210
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224
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Section 11. Reduction of sentence and custody of protected prisoners of war and internees.
14
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223
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85
234
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Section 12. Prohibition of use of Red Cross and other emblems.
11
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non_authoritative
51
37d4c74c9429785b4175e8e488a31f812f90511b25c9a4ceca5d55faa55f6f5d
86
54
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Section 13. Penalty.
3
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non_authoritative
238
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87
243
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Section 14. Offences by companies.
5
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non_authoritative
192
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88
195
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Section 15. Saving.
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non_authoritative
47
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Section 16. Use of „Red Cross‟ and other emblems on Indian ship or aircraft.
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41
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Section 17. Cognizance of offences.
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30
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Section 18. Power to make rules.
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144
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Section 19. Rules to be laid before Parliament.
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41
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Section 20. Repeal.
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539
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The International Development Association (Status, Immunities and Privileges) Act, 1960
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52
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Section 1. Short title, extent and commencement.
7
c4aed71182b8541b61d777851c3ae7cb33213b311a30a099257ba2ddbc112e83
non_authoritative
42
d161ba75767c404dbd632eead763df9c609e05f9f8d4646ae0ed155cd516d02d
96
45
bafkreihsai64wcfn37sp33hlenyfcrevtjcahb2gyfxmfb3h4wyuqr5sce
article
hf-graphrag-bm25-document/v1
Section 2. Definitions.
3
5e158d29c9829e3ade7d2d68ed7fea1609179acfa075ad0182d7d7e819d0a3e3
non_authoritative
171
3b8b9bebb578a419c4d3efdc23fdf790f5a8b83c89d3633ba4588a62ef75069a
97
196
bafkreiand37octycnlflnq4ljp3xd7it24si2p3z37ta7bhzg56kho2mry
article
hf-graphrag-bm25-document/v1
Section 3. Conferment of status and certain immunities and privileges on the Association and conferment of certain immunities and privileges on its officers and employees.
25
dcc1a0e3533fdba456104c83c7cff19d9c55dadd132e759800b568211041c9e5
non_authoritative
26
6f46579ee47f1cf8e1e11d65bb19838876dd35235fc3d590233fa72ac0e7f12a
98
32
bafkreia4afsibvdtx3lpmyp6xjiclqgrpu5675nh5houkix7vdqswtr4ma
article
hf-graphrag-bm25-document/v1
Section 4. Power to make rules.
6
77441a06ccfcab713bd78616f1ef541c8aa3a8d5894a3ec13c2fd078110e5bbe
non_authoritative
176
4af998ba046cad6837f94bc002a362fbbbe356719fff8a49f77e50ea442a9ded
99
192
bafkreia3nwkei3gdhmo6zy3vqekygm7yrbdhg4ygc7krtrwqa243l26gcu
article
hf-graphrag-bm25-document/v1
Section 5. Notifications under section 3 and rules under section 4 to be placed before Parliament.
16
d1c095d95a01a71ce343f2ac2763244a331e7f293b46c98c3b8f31d42ee9cb5c
End of preview. Expand in Data Studio

India legislation IR (CID-keyed sparse GraphRAG)

Research retrieval release of endomorphosis/ipfs_india_laws (revision 051f15283bfc3f68bfb6926cf9f9899a8d3dff53) packaged as country-laws-ir-graphrag/v1 (layout family skillcenter-huggingface-release/v3 / publicus-ir).

Not legal advice. This is a research snapshot. The official gazette / authentic source of India prevails over this corpus. Retrieved documents and graph edges are retrieval evidence only. No legal text was invented.

Primary key: entry_cid (CIDv1 raw sha2-256 of a canonical identity record). Integer document_index values are compact shard pointers, not identities.

Target Hub id (packaging metadata only): justicedao/ipfs_india_laws_ir.

Counts

Field Value
Laws (corpus units) 849
Articles (corpus units) 35469
Canonical docs 37313
BM25 terms 28789
BM25 postings 3406076
Graph nodes 39864
Graph edges 261191
Vectors 37313 × 384-d thenlper/gte-small (embedded)

Canonical fields

entry_cid, law_cid, record_type, jurisdiction, language, instrument_id, instrument_title, article_number, article_title, title, body, source_url, snapshot_date, coverage, license, collector, source_dataset, source_revision.

Unit policy: prefer article/section rows; fall back to law-level when articles.parquet is empty.

Index layout

Zstandard parquet shards with at most 4,096 rows.

  • indexes/bm25_keyword_shards.parquet — lexical term ranges → BM25 posting shards
  • indexes/vector_chunks.parquet — semantic routing centroids (rows sorted by cosine to shard centroid)
  • indexes/corpus_chunks.parquet — document ranges → corpus shards
  • data/graph/nodes / data/graph/edges — property graph
  • data/graph/adjacency/{incoming,outgoing} — score-ordered neighbor pages

BM25: Okapi k1=1.2, b=0.75, title_weight=5, body_weight=1 (FTS5 unicode61-style tokenizer).

Graph: one node per entry_cid plus facet nodes (_facet_cid(kind, value) for jurisdiction, language, instrument, source, status). Neighbor edges BM25_NEIGHBOR_OF (k=8) carry score and matched terms. Structural edges: ARTICLE_OF (article → parent law) when articles exist, plus IDENTIFIED_BY_ELI / IDENTIFIED_BY only when those identifiers are present in the source.

Query

python scripts/query_country_laws_hf.py --local-dir . bm25 "constitution" --top-k 10
python scripts/query_country_laws_hf.py --local-dir . vector "money laundering" --top-k 10
python scripts/query_country_laws_hf.py --local-dir . graph neighbors <entry_cid>

Publish later (operator)

export HF_TOKEN=...   # never commit
hf upload-large-folder justicedao/ipfs_india_laws_ir . \
  --repo-type dataset --no-private --num-workers 8 \
  --exclude "**/__pycache__/**" --exclude "**/*.pyc"

Provenance

Packaged by country-laws-ir. Upstream collector and official license remain those of endomorphosis/ipfs_india_laws. CIDs identify local content; they do not prove public IPFS pinning.

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