Published March 6, 2023
| Version 3.1
Dataset
Open
Remote Sensing based Sea Surface partial pressure of CO2 (pCO2) and air-sea CO2 flux (FCO2) in the East China Sea (2003-2019)
Creators
- 1. Second Institution of Oceanography, Ministry of Natural Resources, China
- 1. State Key Laboratory of Marine Environmental Science and College of Ocean and Earth Sciences, Xiamen University, Xiamen 361102, PR China
- 2. Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), Zhuhai 519080, PR China
- 3. National Marine Environmental Monitoring Center, Dalian 116023, PR China
Description
Based on in situ seawater pCO2 data collected on 51 cruises/legs over the past two decades, a satellite retrieval algorithm for seawater pCO2 was developed by combining the semi-mechanistic algorithm and machine learning method (MeSAA-ML). MeSAA-ML introduces semi-analytical parameters, including the temperature-dependent seawater pCO2 (pCO2,therm ) and upwelling index (UISST), to characterise the combined effect of atmospheric CO2 forcing, thermodynamic effects, and multiple mixing processes on seawater pCO2. Additionally, considering the biological effects and various sub-regional features, multiple ocean colour parameters were also used as inputs in XGBoost, the best-selected machine learning algorithm. Independent cruise-based data were used to validate the satellite-derived pCO2, which achieved excellent performance in this complicated marginal sea, with low root mean square error (RMSE=19.6 μatm) and mean absolute percentage deviation (APD=4.12%). Air-sea CO2 fluxes are calculated based on retrieved seawater pCO2.
Notes
Reference
Yu, S., Song, Z., Bai, Y.*, Guo, X., He, X., Zhai, W., Zhao, H. & Dai, M. (2023). Satellite-estimated air-sea CO2 fluxes in the Bohai Sea, Yellow Sea, and East China Sea: Patterns and variations during 2003–2019. Science of The Total Environment, 904, 166804. https://doi.org/10.1016/j.scitotenv.2023.166804.
For any questions and/or file corruption/missing, feel free to contact the data producer at yushujie@sio.org.cn.
Files
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3.3 MB | Download |
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md5:f4fd2cfe1ac6cff8972dd73f38028d3c
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3.9 MB | Download |
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md5:08290676ef342fe27e6ae0e221ed8967
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4.2 MB | Download |
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md5:c5073fda37504d74eeff25fd0f44f6d9
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4.2 MB | Download |
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md5:974da480529ab6b2caa65e675b8c50f9
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4.0 MB | Download |
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md5:d324e1d7ac0c3d2ea1f8f81669df6d64
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4.4 MB | Download |
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md5:093e4b6119f181b32be60cbe2136a9a1
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4.5 MB | Download |
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md5:679f9462f7b03b501af26ebb7b1a8367
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4.4 MB | Download |
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md5:09c8ead8ad1bbaf5237bb416249b90ce
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4.4 MB | Download |
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md5:32a141ef618a9526c8ef3b59bc060eaf
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4.3 MB | Download |
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md5:91370e256c83a665e8d2edb7f414c5d1
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3.8 MB | Download |
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md5:e5655b2e038bc77a9115642c7a7fa0dc
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949.4 kB | Download |
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md5:9c5e1711562e460dd179aeb6b46ba83c
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1.0 MB | Download |
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md5:559ba6fe87cf2a9f02cb17b4d538484f
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1.0 MB | Download |
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md5:a89e6a00d06a4b9c068274319af06095
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1.0 MB | Download |
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md5:e1cd888bdbc4d357633183959ab419cc
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1.0 MB | Download |
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md5:71704e512ed5b73084c3214f2eecbc7f
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953.0 kB | Download |
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md5:ca26ab2ff3275d8483c47d1d0db5c4d1
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1.1 MB | Download |
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md5:3c280642299f5d885e1924c722db3ef0
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1.3 MB | Download |
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md5:c58c9cdae6751773a57a279c2980f825
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1.2 MB | Download |
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md5:d5f04bf240c8a6bb342dd13d807389b9
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1.3 MB | Download |
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md5:7e6ba0c52361ef821d6f125028cfd899
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1.2 MB | Download |
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md5:cf690a074eb508a0b9b06209fd122d05
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1.0 MB | Download |
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md5:9bef7939c0d508108b85ab2f4a01dc2e
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919.5 kB | Download |
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md5:8c9d68fcc0c0761853e1f800ea8ad5e2
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1.1 MB | Download |
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md5:d1decf6ba3a91f78eb412e569708015f
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999.0 kB | Download |
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md5:817337c62b2a4d4a331afa13f5d62cd4
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1.1 MB | Download |
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md5:dc69e2e8e07746b66ec96620e500ec4a
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1.2 MB | Download |
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md5:8544c7048ae8a50125980e5a905ebcab
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1.1 MB | Download |
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md5:e858331bf79d0d7ff27539daeb382bcb
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1.1 MB | Download |
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md5:46ccdc2b052d1724e1b398516c9d31b7
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1.3 MB | Download |
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md5:730fb3c6f4f062f2f8d8197e628ececf
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1.2 MB | Download |
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md5:c0d4e8db457943dc103fbe6d043680f4
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1.2 MB | Download |
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md5:8a7daee7b7b841303bde159932916454
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1.2 MB | Download |
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md5:31faa5befbf097a4277d8e9b3a1a0a88
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1.1 MB | Download |
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md5:4e72b200902a41591f670f9891be874b
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844.6 kB | Download |
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md5:321fe8b80a3791efe94237865273ebc5
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778.0 kB | Download |
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md5:97e59f9b8bc3acfc5cd0caa6737fdddc
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1.0 MB | Download |
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md5:5826610676bbfcdd6b0be94b9905fa00
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1.1 MB | Download |
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md5:22fe706263516f0c49894b3b9c968440
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1.1 MB | Download |
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md5:5f00e7b3277893331b4feb5408544da2
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1.1 MB | Download |
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md5:96fcce281d370ecf7d8c86a62696c422
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1.1 MB | Download |
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md5:fb7d0f0518340620fbad8903d1dda4a6
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1.2 MB | Download |
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md5:0b45a41ee1ad7346c51b354f29eab98e
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1.2 MB | Download |
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md5:5e6d98227240a3f80ec132c128f4762b
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1.2 MB | Download |
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md5:ecf006cd6c347d287561b224e1673188
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1.1 MB | Download |
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md5:fb8487568f58f15e9fa9bc2037fbe782
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913.3 kB | Download |
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md5:3e2ff7a013104fdcc102b3d849a2d8b7
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848.2 kB | Download |
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md5:1834b38e4a68d201bbbbcca307937ddb
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917.3 kB | Download |
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md5:30e779013b3acb7e1cbcfcd3900e1e0b
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985.1 kB | Download |
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md5:1b8f297d8b5ee199ce433b37f6059da5
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986.0 kB | Download |
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md5:776929293cc38bf97d4c738a4fbccba1
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960.6 kB | Download |
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md5:0e3fdf18c80c1905d7b061c76e612052
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984.4 kB | Download |
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md5:eaca6d00837046fb99326521c4163fa4
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1.1 MB | Download |
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md5:88287782cf88b4f3e6a9426d323ae63a
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1.3 MB | Download |
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md5:8d88475504ffecee2e0f889afa67261c
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1.2 MB | Download |
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md5:570774d1322caa9e907c2e4dcb2101fa
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1.2 MB | Download |
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md5:996da809480a4bbf2e422f5c498914d8
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1.2 MB | Download |
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md5:4475f47df9d71618af65ca7bba48fbe8
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895.0 kB | Download |
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md5:a072a6d22a84d9f50c335a81ceaabfa9
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905.8 kB | Download |
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md5:13371f71282f25622cb5d408c8599b10
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1.1 MB | Download |
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md5:3c0556a6b4074834f0f8f3d7e5b3fe15
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904.6 kB | Download |
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md5:7fb8f495a1c0d78480ef3192eaed205b
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1.0 MB | Download |
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md5:c3912c1e8f795386be3e5e3756c6c632
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1.1 MB | Download |
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md5:81cf7f07866f700ba9e7bd7cbbf69099
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1.1 MB | Download |
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md5:95982e01f78ec75fe8fce7b4e1953382
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1.0 MB | Download |
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md5:1e49bd034b7d66d70402ae00c9fd590a
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1.3 MB | Download |
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md5:d9d027ae7fe30d6a1f49d0d949918453
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1.2 MB | Download |
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md5:64cdb132c79d12f86404f771840c0dd3
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1.2 MB | Download |
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md5:9d34ee992df0e33c9453ae3f541939c1
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1.0 MB | Download |
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md5:f33f2a7f8bbfbc182cc780d9ce9ccaaf
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934.0 kB | Download |
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md5:078fbd6ec71cdf87b74323dc82955dc0
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857.6 kB | Download |
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md5:5dce48060300603b05d2d33bfde4d776
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681.9 kB | Download |
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md5:544b09a71a67be65e2e09d1ec621d86a
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1.1 MB | Download |
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md5:a0158153fba7c2ef97b89b31c81e31da
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868.4 kB | Download |
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md5:f2f00dd0840aad8434400365de53c8b1
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1.1 MB | Download |
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md5:ff893b2c3d135eb84d502c6d4b6dc0b5
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763.4 kB | Download |
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md5:0dae1b39dad0bc7a2eacbf1a177d3b5c
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1.2 MB | Download |
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md5:db4ce1ff9ec51c852511784ff8b0ab32
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1.3 MB | Download |
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md5:27980bd060d8cf9bfbb8c075d239220f
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1.2 MB | Download |
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md5:248d65ad693ff4ef597ff752f8aab052
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1.2 MB | Download |
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md5:dacfbe671b44f63300599da7703d6665
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1.2 MB | Download |
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md5:98d42c165c86621b2b312bb1102b667b
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1.1 MB | Download |
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md5:b785fc2f3fd2dc5b909043b70a9c348e
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1.0 MB | Download |
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md5:ce8dc55363fb91ed080d9678ee130a93
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851.4 kB | Download |
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md5:3c2a0aa0e36a3a841dce9b994951b927
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1.0 MB | Download |
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md5:3332d17465626f5774157262a9195bc7
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1.1 MB | Download |
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md5:8677825085b8d2f5cc6ff737f27c2ab5
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1.2 MB | Download |
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md5:c2b9e6078f6ea6f202bebf3bae81ba08
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1.1 MB | Download |
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md5:f77ef67eb5f516a48934ad0fad43f6aa
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1.1 MB | Download |
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md5:ef3a686e817c581a67688c5fb4546ff4
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1.3 MB | Download |
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md5:1b1e79d6a172336a0846e266acc1d1c2
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1.2 MB | Download |
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md5:8c46af0aba28b0600ba424c39e9e2f39
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1.2 MB | Download |
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md5:546c3b5e7baa9b06cab883af94704c8f
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1.0 MB | Download |
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md5:3b5ff6ab15234457389036063365ef16
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969.2 kB | Download |
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md5:a503d74b10a6b30e4529e16417be4c30
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986.2 kB | Download |
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md5:c37ed74130b792f08bb18a3221ebb660
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987.2 kB | Download |
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md5:5bb7776e02b9036bb73c1064d508f6a2
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1.0 MB | Download |
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md5:e4b07fe0717ba99625ea33a719f36d80
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919.7 kB | Download |
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md5:b81b3b47e09dd7f6ead207033faaf50d
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1.1 MB | Download |
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md5:82744d75582a73ea2acd8642b9d91bdf
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1.1 MB | Download |
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md5:27bf4ed1c334dc7536d043acafb656a9
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1.2 MB | Download |
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md5:80a1a56fb7d2e974b9f96c09f5c188e6
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1.3 MB | Download |
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md5:e33ee90ed095e4eacfe60cf3b77d7ba3
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1.3 MB | Download |
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md5:3aaced4a9979800051f991737d9271f4
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1.2 MB | Download |
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md5:902dd34e39494de1d392d90c709a5b30
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1.1 MB | Download |
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md5:0f855608ccd437ef9a383ef42b7ee9bc
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1.1 MB | Download |
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md5:4473d9cf6876dc2aa5753e117db1bfcb
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633.2 kB | Download |
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md5:2f20c3fa8b470f5d3e2287a3f55bfba8
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1.0 MB | Download |
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md5:2692c8c888147a6dd479406a0ed0cd34
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1.0 MB | Download |
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md5:7eaaea7b62aa5ebb9c21344bb982aa2a
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1.1 MB | Download |
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md5:d2504f14febc9643cc93a1e586ab2f3f
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1.1 MB | Download |
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md5:196e3d352b7379a29f22af53ba8198b5
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1.0 MB | Download |
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md5:138176f2308090e6d09fc25958630786
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1.2 MB | Download |
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md5:adbc0b270565a74f6580b98f3d439ad2
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1.2 MB | Download |
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md5:65a8b8e9427d672e0ec326b313fb4857
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1.3 MB | Download |
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md5:7ed4d921f5607c5e05891933df16d49a
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1.2 MB | Download |
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md5:03b2e1e9c104068ec17ab1fcdf0dc509
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1.1 MB | Download |
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md5:f68af09b376521a2de3e9d1fd71efff7
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719.5 kB | Download |
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md5:74afcbc31d5deb0f3ca1f02b1d1b9395
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749.8 kB | Download |
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md5:a28dbfdb14dd0d65bb98d0e590e5f089
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818.9 kB | Download |
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md5:95941ba79cf10bddaf41092c30bc19c2
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983.0 kB | Download |
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md5:8de0169add253f5470247de23c6a5732
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931.1 kB | Download |
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md5:031ad119d5907102f81d06527854ce35
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1.1 MB | Download |
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md5:37a0694131649b7308de4c8ac161de4f
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989.2 kB | Download |
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md5:506a461e5601a5a29db7a89ee8cec212
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1.2 MB | Download |
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md5:6043cd4fd35590de3b7e78b95d8c5609
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1.3 MB | Download |
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md5:434db9ba41a370b8c6a8ec54d3d5abf3
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1.3 MB | Download |
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md5:14662adea031d9cd378ac1d272797ad5
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1.2 MB | Download |
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md5:4e8a33ec47e577d8298db80ec7881a14
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1.2 MB | Download |
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md5:62af0181499b09a3e1e11c441e3a8b54
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921.3 kB | Download |
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md5:a3f4106fbbb606a5c0d6f8efa0467452
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1.0 MB | Download |
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md5:91cdcd162f0c6c55a144bc1875c7aa43
|
898.9 kB | Download |
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md5:d466586b8d75a0694ad19c463f3b89c6
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1.1 MB | Download |
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md5:e4a92837e7a54832b3574cc16df4fbe8
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905.5 kB | Download |
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md5:8b9308883e28ab3ea5dec0762617a7cc
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1.2 MB | Download |
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md5:27ad2cd98d14abc62dc06e85f29531e6
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1.1 MB | Download |
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md5:db622854301531687cd12aa5ec665d53
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1.2 MB | Download |
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md5:a45b4e4e9ce4b5d654db71c5e2e653ec
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1.3 MB | Download |
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md5:2f81ade6ae49883968fc9b8d14ee351c
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1.3 MB | Download |
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md5:619ab2401d5b3734b93331aaede9febe
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1.2 MB | Download |
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md5:4ad4c38191bf3f2fa5e1a559256cccc4
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1.1 MB | Download |
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md5:c5f9d396d7ede8b376dd877a5226b419
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1.0 MB | Download |
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md5:10a456653fb528c8ff2615a24b4ad1d1
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1.1 MB | Download |
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md5:8da2d5a5d53d53ead62b2c806eaa4cc1
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926.8 kB | Download |
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md5:9e60df2fd1c565bb6260c9a81b68b459
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1.1 MB | Download |
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md5:41dc540bc6a0d5bdd41f196caa644b81
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1.0 MB | Download |
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md5:928f1ae3cb2493fed42281a3fc92d069
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1.0 MB | Download |
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md5:75ed557dc2c30cee987ec239e52ce7f7
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986.0 kB | Download |
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md5:e2d6395a25c98586b45cbf6aea4d4c6f
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1.2 MB | Download |
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md5:be9f7672e687700b020e8aa81ad288a4
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1.2 MB | Download |
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md5:f821b92087a206d6596a34246b4d28b2
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1.3 MB | Download |
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md5:6c24b33d5445ebf56dc3b2e248aa4191
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1.2 MB | Download |
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md5:21e6ffa2ad0a355aa1580df6b89055b2
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1.2 MB | Download |
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md5:8cb4103f06f863cb27292fae05a39998
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878.2 kB | Download |
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md5:17d775d292e30d67ed67b17a1adf99a8
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1.0 MB | Download |
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md5:ec10e561ed8fa8ac6780922b6f70ebc7
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949.8 kB | Download |
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md5:9b5703ccd5b28bb3a42286a3299a714f
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997.1 kB | Download |
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md5:f007f7db48ee659d30214cd5a04ed01c
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1.1 MB | Download |
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md5:fbd7d46c2209191fc9c3a8b5150e63ca
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1.2 MB | Download |
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md5:a34e404062a8194cf6cefce4a4d1ac68
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1.1 MB | Download |
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md5:26ed71d63152f49b9b2d0c2ec43d9b92
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1.2 MB | Download |
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md5:8f1bdf7bc72e81be3718e7af92a34903
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1.3 MB | Download |
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md5:780a6bea3ab9041a87f5d54c1cb29019
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1.3 MB | Download |
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md5:c9aa7d34a793c6c7e916f81c159fccb6
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1.3 MB | Download |
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md5:f32ca1e1e6095eac66ba16c60998dd53
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1.0 MB | Download |
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md5:471eab13b5ea0b19fd0fffe358fa99a1
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925.3 kB | Download |
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md5:d08262bd7ffa4f655d6fb28ee572edb2
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853.7 kB | Download |
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md5:4047d6b2021780bf00a6aca35a043772
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1.1 MB | Download |
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md5:db295cb0dc0f9e2d21f0c57d229cd888
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1.0 MB | Download |
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md5:d6253bf5c000f076c098ecbd5620386c
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1.1 MB | Download |
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md5:d1f865495e39bcfa6b7ba3d136473415
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1.2 MB | Download |
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md5:5281cfa73dac9d14e0fca6eb760cea5e
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1.2 MB | Download |
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md5:e79e0bcdf3259e8d2fc089b9a789ad1c
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1.3 MB | Download |
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md5:29d00cde8b12a8e8db4e6ad599af594f
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1.3 MB | Download |
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md5:2cddb1fc1f13df8581f03d69e260c662
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1.3 MB | Download |
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md5:39015959c3a20a6f973162112ccceb86
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1.2 MB | Download |
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md5:52546834aa281ad54fec185c488ae96d
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1.2 MB | Download |
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md5:77e4d75043fc713bdb7117db2f460f8a
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1.1 MB | Download |
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md5:673fb7caf074f341546c6439628c977f
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1.1 MB | Download |
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md5:8e9a204d20b6fb967e373cc6ffd2454e
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1.1 MB | Download |
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md5:6363a7be1afa38f2fe0fe10aa5882e5a
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1.1 MB | Download |
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md5:62f3ed9ee0c118e8647e9c8f5d21782f
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1.2 MB | Download |
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md5:ebdaf98af145bb46e471f235d48845fa
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1.2 MB | Download |
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md5:7f864afbb18961830a3c2b139a2351d6
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1.2 MB | Download |
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md5:f5d8423befe9f8ba1ee11cc88efd49e6
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1.2 MB | Download |
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md5:4844e79b3e5dad672db603c69cebe3db
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1.3 MB | Download |
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md5:17983f5b1b3cc10114e09897c775c916
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1.3 MB | Download |
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md5:e544a4166e66d2eefd63b3d72c9d2d99
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1.2 MB | Download |
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md5:b27803af647e183377b2e872b51add33
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1.2 MB | Download |
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md5:b0c1b031ed81098bc0eda45052ad59d2
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984.1 kB | Download |
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md5:665d3f27ba7f1825ce3bc8f69b8270ae
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944.0 kB | Download |
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md5:da70b77112d41540e39e3cbca393d267
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1.0 MB | Download |
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md5:58c8ffcbf092d164ebe4d2e13311598e
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1.1 MB | Download |
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md5:d163e731b8b8085204e6df9909fbadc7
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1.2 MB | Download |
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md5:3d4af317fcc871ad80be5cc73721151f
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1.2 MB | Download |
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md5:21dcf63d0bb664c5e4909dafe55d58c9
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1.1 MB | Download |
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md5:e173618b0c2dd61a661a64e1e056a866
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1.3 MB | Download |
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md5:f3707505399f30e6eb3ef499b4e03d6e
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1.3 MB | Download |
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md5:416d7e73d35b79720135ca77b6c316ad
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1.3 MB | Download |
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md5:2b5bc7b492fc188c41cbabdad4432c27
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1.3 MB | Download |
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md5:cd969d7ad2937c135ff56688f1343090
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1.2 MB | Download |
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md5:bedec8b7fa057a9c5015519c1a0f5006
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1.1 MB | Download |
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md5:8d37cfc22818cd13ed3cf841b4c35df5
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1.0 MB | Download |
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md5:5dc43d58ff26921ea26e3c42ff186b85
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907.3 kB | Download |
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md5:c8b608bdf7722be73e1598bce73c0ff5
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1.1 MB | Download |
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md5:e2d251b10cf401a1aa349711dfb582db
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1.2 MB | Download |
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md5:477fa5658da080a812ea8c8912d18e64
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1.2 MB | Download |
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md5:bf117abc376a95a9dfc87a9f49aea965
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1.1 MB | Download |
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md5:27651192835e7915db9f6fa1324dbb9e
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1.2 MB | Download |
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md5:38aa32be393cb6c5408926d82942315f
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1.3 MB | Download |
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md5:1e9ac6f88475a15482b4d6d1d5c55688
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1.3 MB | Download |
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md5:5ed12c3423297e6102e61568a9943550
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1.3 MB | Download |
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md5:998916af4417951368c0ecd423fb335e
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1.2 MB | Download |
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md5:67c4e744b28ecfebc8a7d8320459570d
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1.1 MB | Download |
Additional details
Related works
- Is new version of
- Dataset: 10.5281/zenodo.7701112 (DOI)