ืืจื’ื– ื›ืœื™ื ืœื—ื•ืงืจื™ื - ืžื”ื“ื•ืจื” ืฉื ื™ื™ื”: ืื•ืกืฃ ืฉืœ 15 ืžืื’ืจื™ ื ืชื•ื ื™ื ื ื•ืฉืื™ื™ื

ืžืื’ืจื™ ืžื™ื“ืข ืžืกื™ื™ืขื™ื ืœื—ืœื•ืง ืืช ืชื•ืฆืื•ืช ื”ื ื™ืกื•ื™ื™ื ื•ื”ืžื“ื™ื“ื•ืช ื•ืžืžืœืื™ื ืชืคืงื™ื“ ื—ืฉื•ื‘ ื‘ื’ื™ื‘ื•ืฉ ื”ืกื‘ื™ื‘ื” ื”ืืงื“ืžื™ืช ื•ื‘ืชื”ืœื™ืš ืคื™ืชื•ื— ืžื•ืžื—ื™ื.

ื ื“ื‘ืจ ื’ื ืขืœ ืžืขืจื›ื™ ื ืชื•ื ื™ื ืฉื”ื•ืฉื’ื• ื‘ืืžืฆืขื•ืช ืฆื™ื•ื“ ื™ืงืจ (ื”ืžืงื•ืจื•ืช ืฉืœ ื ืชื•ื ื™ื ืืœื” ื”ื ืœืจื•ื‘ ืืจื’ื•ื ื™ื ื‘ื™ื ืœืื•ืžื™ื™ื ื’ื“ื•ืœื™ื ื•ืชื•ื›ื ื™ื•ืช ืžื“ืขื™ื•ืช, ืœืจื•ื‘ ื”ืงืฉื•ืจื•ืช ืœืžื“ืขื™ ื”ื˜ื‘ืข), ื•ื’ื ืขืœ ืžืื’ืจื™ ืžื™ื“ืข ืžืžืฉืœืชื™ื™ื.

ืืจื’ื– ื›ืœื™ื ืœื—ื•ืงืจื™ื - ืžื”ื“ื•ืจื” ืฉื ื™ื™ื”: ืื•ืกืฃ ืฉืœ 15 ืžืื’ืจื™ ื ืชื•ื ื™ื ื ื•ืฉืื™ื™ื
ืชืฆืœื•ื ื™ืืŸ ืื ื˜ื•ื ื™ืŸ ืงื•ืœืืจ - Unsplash

Data.gov.ru ื”ื™ื ื• ืคืจื•ื™ืงื˜ ืžืžืฉืœืชื™ ื‘ืชื—ื•ื ื”ื“ืื˜ื” ื”ืคืชื•ื—ื”, ื”ืžื•ื›ืจ ื”ื™ื˜ื‘ ืœืชื•ืฉื‘ื™ ื”ื—ื‘ืจื”. ื”ืื ืœื•ื’ื™ ืฉืœื• ืœืžื•ืกืงื‘ื” ื”ื•ื Data.mos.ru. ืžื”ืืคืฉืจื•ื™ื•ืช ื”ื–ืจื•ืช ืจืื•ื™ ืœืฆื™ื™ืŸ Data.gov - ืคืœื˜ืคื•ืจืžื” ืขื ื ืชื•ื ื™ื ืคืชื•ื—ื™ื ืžืžืžืฉืœืช ืืจื”"ื‘ (ืงื˜ืœื•ื’ ื‘ื•ื“ื“ ืขื ืžืกื ื ื™ื).

ืžืขืจื›ืช ืžื™ื“ืข ืื•ื ื™ื‘ืจืกื™ื˜ืื™ืช ื”ื™ื ื• ืคืจื•ื™ืงื˜ MSU ื”ืžืฉืœื‘ ืžืื’ืจื™ ืžื™ื“ืข ืขื ืžื™ื“ืข ืกื˜ื˜ื™ืกื˜ื™ ืขืœ ื”ืžืฆื‘ ื”ื—ื‘ืจืชื™ ื•ื”ื›ืœื›ืœื™ ื‘ืืจืฅ, ื•ื›ืŸ ืคืจืกื•ืžื™ื ืžืžืงื•ืจื•ืช ืžืžืฉืœืชื™ื™ื ื•ืžื“ืขื™ื™ื. ื”ื ืชื•ื ื™ื ืœืงื•ื—ื™ื ื”ืŸ ืž-Rosstat ื•ื”ืŸ ืžืžื—ืงืจื™ื ืฉื ืขืจื›ื• ื‘ืื•ื ื™ื‘ืจืกื™ื˜ืช ืžื•ืกืงื‘ื”. ืืชื” ื™ื›ื•ืœ ืœื”ืฉืชืžืฉ ื‘ืžืฉืื‘ ืœืœื ื”ืจืฉืžื” ืžื•ืงื“ืžืช, ืืš ืœื’ื™ืฉื” ืžืœืื” ืชืฆื˜ืจืš ืœื”ื’ื™ืฉ ื‘ืงืฉื”.

ืžืกื“ ื ืชื•ื ื™ื ืงืจื˜ื•ื’ืจืคื™ ื”ืžื›ื•ืŸ ื”ื’ื™ืื•ืœื•ื’ื™ ื”ื›ืœ ืจื•ืกื™ ืขืœ ืฉืžื•. ืงืจืคื™ื ืกืงื™. ืžื™ื“ืข ืขืœ ืžืฉืื‘ื™ ื”ื˜ื‘ืข ืฉืœ ื”ืžื“ื™ื ื”, ืฉื ืืกืฃ ื‘ืชืงื•ืคืช ืงื™ื•ืžื• ืฉืœ ื”ืžื•ืกื“, ืฉื•ืจื˜ื˜ ืขืœ ืžืคื•ืช ื“ื™ื’ื™ื˜ืœื™ื•ืช. ืžืžืฉืง ื”ืืชืจ ืžืืคืฉืจ ืœืš ืœื”ืฉื•ื•ืช ืืช OpenStreetMap ืื• Y.Maps ืขื ืžืกืคืจ ื›ืืœื” ื ื•ืกืคื™ื. ืฉื›ื‘ื•ืช ืขื ืžื™ื“ืข ืขืœ ื”ืฉื“ื” ื”ืžื’ื ื˜ื™, ืžื™ื ืจืœื™ื ื•ื›ื•'.

GEOSS - ืคื•ืจื˜ืœ ืœื—ื™ืคื•ืฉ ื ืชื•ื ื™ ืชืฆืคื™ืช ืขืœ ื›ื“ื•ืจ ื”ืืจืฅ ืžืœื•ื•ื™ื™ื ื™ื ื•ืžื–ืœ"ื˜ื™ื ืžืกื•ื’ื™ื ืฉื•ื ื™ื. ืืจื›ื™ื•ืŸ ื”ืžืฉืื‘ื™ื ื ืืกืฃ ืขืœ ื™ื“ื™ 90 ืืจื’ื•ื ื™ื ืขื•ึนืœึธืžึดื™. ื›ื“ื™ ืœืžืฆื•ื ืžื™ื“ืข ืžืขื ื™ื™ืŸ, ืคืฉื•ื˜ ื‘ื—ืจ ืืช ื”ืื–ื•ืจ ื”ืจืฆื•ื™ ื‘ืžืคื” ืื• ื”ื–ืŸ ืžื™ืœื•ืช ืžืคืชื— ื‘ื—ื™ืคื•ืฉ.

MAST - ืืจื›ื™ื•ืŸ ื‘ืžื™ืžื•ืŸ ื ืืก"ื. ื”ื ืชื•ื ื™ื ื”ืžื•ืฆื’ื™ื ื ืืกืคื™ื ื˜ืœืกืงื•ืคื™ื ืžืกืœื•ืœื™ื™ื - ืืชื” ื™ื›ื•ืœ ืœืœืžื•ื“ ื•ืœื”ื•ืจื™ื“ ืžื—ืงืจ ื‘ืืžืฆืขื•ืช ื—ืคืฉ ืขื ืžืกื ื ื™ื.

ืืจื’ื– ื›ืœื™ื ืœื—ื•ืงืจื™ื - ืžื”ื“ื•ืจื” ืฉื ื™ื™ื”: ืื•ืกืฃ ืฉืœ 15 ืžืื’ืจื™ ื ืชื•ื ื™ื ื ื•ืฉืื™ื™ื
ืชืฆืœื•ื ืžืงืก ื‘ื ื“ืจ - Unsplash

OpenEI ืžื”ื•ื•ื” ืคืœื˜ืคื•ืจืžื” ืœื—ื™ืคื•ืฉ ื ืชื•ื ื™ื ืคืชื•ื—ื™ื ืขืœ ืฉื™ืžื•ืฉ ื‘ืื ืจื’ื™ื”, ื‘ืคืจื˜ ืขืœ ืžืฉืื‘ื™ ืื ืจื’ื™ื” ืžืชื—ื“ืฉื™ื ื•ื˜ื›ื ื•ืœื•ื’ื™ื•ืช ื—ื“ืฉื•ืช ื‘ืชืขืฉื™ื™ื”. ื”ืืชืจ ืžืื•ืจื’ืŸ ืœืคื™ ื”ืขื™ืงืจื•ืŸ ืฉืœ ื•ื™ืงื™ - ื ื‘ื“ืงืช ื“ื™ื•ืง ื”ื ืชื•ื ื™ื ืงื”ื™ืœื”.

ื ืชื•ื ื™ ืชื’ื•ื‘ื” ื’ืจืขื™ื ื™ืช ื ื™ืกื•ื™ื™ืช (EXFOR) - ืกืคืจื™ื™ื” ื”ืžื›ื™ืœื” ื ืชื•ื ื™ื ืž-22615 ื ื™ืกื•ื™ื™ื ืขื ื—ืœืงื™ืงื™ื ื™ืกื•ื“ื™ื™ื. ืฉืœื ืขื ืžืกื“ื™ ื”ื ืชื•ื ื™ื CINDA (ืื™ื ื“ืงืก ืžื—ืฉื‘ ืฉืœ ื ืชื•ื ื™ ืชื’ื•ื‘ื” ื’ืจืขื™ื ื™ืช) ื•-IBANDL (ืกืคืจื™ื™ืช ื ืชื•ื ื™ื ื’ืจืขื™ื ื™ืช ืฉืœ ืงืจืŸ ื™ื•ื ื™ื), ื–ื”ื• ืื—ื“ ืžืžืื’ืจื™ ื”ื ืชื•ื ื™ื ื”ื’ื“ื•ืœื™ื ื‘ื™ื•ืชืจ ื‘ืคื™ื–ื™ืงื” ื’ืจืขื™ื ื™ืช. ืื•ืฆืจ ืขืœ ื™ื“ื™ Brookhaven National Laboratory ื‘ืืจื”"ื‘, ืืš ืžื›ื™ืœ ื ื™ืกื•ื™ื™ื ืžืจื—ื‘ื™ ื”ืขื•ืœื - ื›ื•ืœืœ ืจื•ืกื™ื” ื•ืกื™ืŸ.

ื”ืžืจื›ื–ื™ื ื”ืœืื•ืžื™ื™ื ืœืžื™ื“ืข ืกื‘ื™ื‘ืชื™ - ืืจื›ื™ื•ืŸ ืฉืœ ื ืชื•ื ื™ื ืกื‘ื™ื‘ืชื™ื™ื. ื›ืืŸ ืชื”ื™ื” ืœืš ื’ื™ืฉื” ืœืขืฉืจื™ื ืคื˜ื”-ื‘ื™ื™ื˜ ืฉืœ ื ืชื•ื ื™ื ืื•ืงื™ื™ื ื•ืกื™ื, ื’ื™ืื•ืคื™ื–ื™ื™ื, ืื˜ืžื•ืกืคืจื™ื™ื ื•ื—ื•ืคื™ื. ื‘ืคืจื˜, ื™ืฉ ืžื™ื“ืข ืขืœ ืขื•ืžืง ื”ืื•ืงื™ื™ื ื•ืก, ืคื ื™ ื”ืฉื˜ื— ืฉืœ ื”ืฉืžืฉ, ืชื™ืขื•ื“ ืฉืœ ืกืœืขื™ ืžืฉืงืข ื•ืชืžื•ื ื•ืช ืœื•ื•ื™ื™ืŸ. ื›ื“ื™ ืœืžืฆื•ื ืืช ืžืขืจืš ื”ื ืชื•ื ื™ื ื”ื ื“ืจืฉ, ืืชื” ื™ื›ื•ืœ ืœื”ืฉืชืžืฉ ืงึธื˜ึธืœื•ึนื’.

ADS ื”ื•ื ืžืื’ืจ ืœื’ื™ืœื•ื™ ื ืชื•ื ื™ื ืืจื›ื™ืื•ืœื•ื’ื™ื™ื ื”ืžื ื•ื”ืœ ืขืœ ื™ื“ื™ ืื•ื ื™ื‘ืจืกื™ื˜ืช ื™ื•ืจืง. ื™ืฉ ืคืจืกื•ืžื™ื ืžื“ืขื™ื™ื ื™ืฉื ื™ื ื•ื—ื“ืฉื™ื, ืžื™ื“ืข ืขืœ ื—ืคื™ืจื•ืช ื•ื—ืคืฆื™ื. ื™ืฉื ืŸ ืฉืœื•ืฉ ืงื˜ื’ื•ืจื™ื•ืช ืœื—ื™ืคื•ืฉ: ArchSearch, Archives ื•- Library. ื”ืจืืฉื•ืŸ ืžืื—ืกืŸ ื ืชื•ื ื™ื ืขืœ ื—ืคื™ืจื•ืช ื•ื—ืคืฆื™ื. ื”ืฉื ื™ ืžื›ื™ืœ ืืจื›ื™ื•ืŸ ืฉืœ ื›ืœ ื”ื—ื•ืžืจื™ื ืฉื”ื•ืจื“ืช. ื”ืฉืœื™ืฉื™ ืžื›ื™ืœ ืคืจืกื•ืžื™ื ื‘ื›ืชื‘ื™ ืขืช, ืกืคืจื™ื ื•ืžื—ืงืจื™ื. ื™ืฉื ืŸ ืืคืฉืจื•ื™ื•ืช ื—ื™ืคื•ืฉ ืœืคื™ ืžื“ื™ื ื”, ืขื™ื“ืŸ ื•ืกื•ื’ ื”ืื•ื‘ื™ื™ืงื˜.

DRYAD - ืฉื™ืจื•ืช ื–ื” ืขื•ื–ืจ ืœืš ืœื—ืคืฉ ืžื™ื“ืข ืœืžื—ืงืจ ืžื“ืขื™ ื‘ืืžืฆืขื•ืช ืžืื’ืจ ื ืชื•ื ื™ื ืฉืœ 80 ืืœืฃ ืงื‘ืฆื™ื. ื ื™ืชืŸ ืœื”ืฉืชืžืฉ ื‘ืžื—ืงืจ ื•ื‘ืžืืžืจื™ื ืžื”ื‘ื ืง ื‘ืจื™ืฉื™ื•ืŸ CC0. ื”ื ื•ืฉืื™ื ื”ื ืœืžื“ื™ื ื›ื•ืœืœื™ื ืชื—ื•ืžื™ ื™ื“ืข ืฉื•ื ื™ื, ืืš ืจื•ื‘ ื”ืžื—ืงืจ ืงืฉื•ืจ ืœืจืคื•ืื” ื•ืžื“ืขื™ ื”ืžื—ืฉื‘. ืœืคื™ ืคื ื™ืžื™ ื ืชื•ื ื™ื ืกื˜ื˜ื™ืกื˜ื™ื™ื, ื‘ืฉื ืช 2018, ืžืฉืชืžืฉื™ ื”ืืชืจ ื”ืชืขื ื™ื™ื ื• ื‘ืขื™ืงืจ ื‘ืฉื™ืจื™ ื”ืœื•ื•ื™ื™ืชื ื™ื, ืกื‘ื™ืœื•ืช ื”ื˜ืžืคืจื˜ื•ืจื” ืฉืœ ื”ื—ื™ื™ื ื”ื™ืžื™ื™ื, ื•ืคืขื™ืœื•ืช ืขืฆื‘ื™ืช ื‘ืื•ื ื” ื”ื˜ืžืคื•ืจืœื™ืช ืฉืœ ื”ืžื•ื— ื”ืื ื•ืฉื™.

ืืจื’ื– ื›ืœื™ื ืœื—ื•ืงืจื™ื - ืžื”ื“ื•ืจื” ืฉื ื™ื™ื”: ืื•ืกืฃ ืฉืœ 15 ืžืื’ืจื™ ื ืชื•ื ื™ื ื ื•ืฉืื™ื™ื
ื‘ืžืขื‘ื“ื” "ื ื ื•-ื—ื•ืžืจื™ื ื•ืžื›ืฉื™ืจื™ื ืื•ืคื˜ื•-ืืœืงื˜ืจื•ื ื™ื™ื ืžื‘ื˜ื™ื—ื™ืยป ืื•ื ื™ื‘ืจืกื™ื˜ืช ITMO

GenBank - ืกืคืจื™ื™ืช DNA ืžืกื•ืคืงืช ืขืœ ื™ื“ื™ ื”ืžืจื›ื– ื”ืœืื•ืžื™ ืฉืœ ืืจื”"ื‘ ืœืžื™ื“ืข ื‘ื™ื•ื˜ื›ื ื•ืœื•ื’ื™ื” (NCBI), ื•ื›ืŸ ืžืื’ืจื™ ืžื™ื“ืข ื‘ืื™ืจื•ืคื” ื•ื‘ื™ืคืŸ. ื–ืžื™ืŸ ื—ื™ืคื•ืฉ ืœืคื™ ืžื–ื”ื™ื ื‘ืžื ื•ืข ื—ื™ืคื•ืฉ ืžื™ื•ื—ื“, ื‘ืืžืฆืขื•ืช ื›ืœื™ ืชืคืฆื™ืฅ ืื• ื‘ืื•ืคืŸ ืชื•ื›ื ื™ืชื™.

PubChem ื”ื•ื ืžืกื“ ื ืชื•ื ื™ื ืฉืœ ืชืจื›ื•ื‘ื•ืช ื•ื‘ื“ื™ืงื•ืช ื‘ื™ื•ืœื•ื’ื™ื•ืช ื”ืžืชื•ื—ื–ืงื•ืช ืขืœ ื™ื“ื™ ื”ืžืจื›ื– ื”ืœืื•ืžื™ ื”ืืžืจื™ืงืื™ ืœืžื™ื“ืข ื‘ื™ื•ื˜ื›ื ื•ืœื•ื’ื™ื”. ื™ืฉ ืžืžืฉืง ืื™ื ื˜ืจื ื˜ ืขื ื—ื™ืคื•ืฉ ืžืชืงื“ื (ื“ื•ื’ืžื” ืขืœ ืชื•ืคืขื•ืช ืœื•ื•ืื™ ืฉืœ ืžื™ื). ื”ื ืชื•ื ื™ื ืžื•ืคืฆื™ื ืชื—ืช ื–ื›ื•ื™ื•ืช ื‘ืจืฉื•ืช ื”ืจื‘ื™ื.

ื‘ื ืง ื ืชื•ื ื™ื ื—ืœื‘ื•ืŸ (RCSB PDB) ื”ื•ื ื‘ื ืง ืฉืœ ืชืžื•ื ื•ืช ืฉืœ ื—ืœื‘ื•ื ื™ื ื•ื—ื•ืžืฆื•ืช ื’ืจืขื™ืŸ, ืฉื”ื”ื™ืกื˜ื•ืจื™ื” ืฉืœื” ืžืชื—ื™ืœื” ื‘-1971. ื”ื•ื ืคื•ืชื— ื‘ืžืงื•ืจ ื›ืคืจื•ื™ืงื˜ ืคื ื™ืžื™ ื‘ืžืขื‘ื“ื” ื”ืœืื•ืžื™ืช ืฉืœ ื‘ืจื•ืงื”ื™ื™ื‘ืŸ, ื•ื”ื•ื ื”ืคืš ืœื‘ืกื™ืก ื”ื ืชื•ื ื™ื ื”ื‘ื™ื ืœืื•ืžื™ ื”ื’ื“ื•ืœ ื‘ื™ื•ืชืจ ืžืกื•ื’ื•. ืจื•ื‘ ื›ืชื‘ื™ ื”ืขืช ื”ืืงื“ืžื™ื™ื ื”ืงืฉื•ืจื™ื ืœื‘ื™ื•ื›ื™ืžื™ื” ืžื—ื™ื™ื‘ื™ื ืžื—ื‘ืจื™ื ืœืคืจืกื ื‘ืืชืจ ื”ืื™ื ื˜ืจื ื˜ ืฉืœื”ื ืžื•ื“ืœื™ื ืฉืœ ื—ืœื‘ื•ื ื™ื ืฉื”ื•ืฉื’ื• ื‘ืžื”ืœืš ืžื—ืงืจ.

InterPro - ืžืกื“ ื ืชื•ื ื™ื ื”ืžืฉืœื‘ ืžืขืจื›ื™ ื ืชื•ื ื™ื ืจื‘ื™ื ืฉืœ ืคืจื•ื™ืงื˜ื™ื ืžื“ืขื™ื™ื ืฉื•ื ื™ื. ื›ื•ืœืœ SMART ื”ื™ื ืชื•ื›ื ื™ืช ืœื ื™ืชื•ื— ืชื—ื•ืžื™ื ื‘ืจืฆืคื™ ื—ืœื‘ื•ื ื™ื, ื”ืžื‘ื•ืกืกืช ืขืœ ื˜ื›ื ื•ืœื•ื’ื™ื•ืช ืœืžื™ื“ืช ืžื›ื•ื ื” ื•ืžืขืจืš ื ืชื•ื ื™ื ืฉืœ 1200 ืžื•ื“ืœื™ื. ื ืชืžืš ืขืœ ื™ื“ื™ ื”ืžื›ื•ืŸ ื”ืื™ืจื•ืคื™ ืœื‘ื™ื•ืื™ื ืคื•ืจืžื˜ื™ืงื”.

ืกื™ื•ืจื™ ืฆื™ืœื•ื ื‘ืžืขื‘ื“ื•ืช ืื•ื ื™ื‘ืจืกื™ื˜ืช ITMO:

ืžืงื•ืจ: www.habr.com

ื”ื•ืกืคืช ืชื’ื•ื‘ื”