https://github.com/SpaceApps2016/Resources
http://www.spaceappskl.com/talk
https://opensource.org/licenses
https://github.com/jadsalhani/ionic2-qrscanner-example.git
https://api.nasa.gov/#live_example
https://2017.spaceappschallenge.org/locations/kuala-lumpur/
https://github.com/nasa/openmct
https://github.com/nasa/CrisisMappingToolkit
https://github.com/nasa/api-docs
https://github.com/nasa/astrobot
http://sedac.ciesin.columbia.edu/maps/services#species
https://spaceplace.nasa.gov/migration/en/
https://www.nasa.gov/feature/goddard/2016/study-shows-cloud-patterns-reveal-species-habitat
http://ebird.org/content/ebird/
https://ebird.org/birdvis/?species=Black-throated_Green_Warbler
http://www.gbif.org/species/5219532
difficult and time consuming to find suitable data set due to:
-
mostly US data (not Malaysia)
-
date not continuous
-
not having geospatial data
usable data (but with above limitation)
- GEOECOLOGY: County-Level Environmental Data for the United States, 1964-1979 https://data.nasa.gov/Earth-Science/GEOECOLOGY-County-Level-Environmental-Data-for-the/qmeq-wf3t important: explanation of the data (http://daac.ornl.gov/VEGETATION/guides/geoecology_data.html) - major limitation is date not continuous, county-based, US data
data that can be used: climate data, forest data, land-use, terrain (due to the short time frame, we will need to choose only relevant data
interesting data: there is section on endangered wildlife
to use this data, we may need to make some assumption for those. READ the companion files in the data set
the data link: http://daac.ornl.gov/cgi-bin/dsviewer.pl?ds_id=656
downloaded file in google shared folder: geoecology_656.zip (https://drive.google.com/drive/folders/0Bzf34Yl9Fh_mVkJtbGhiUlFxU0k?usp=sharing)
- Global 10-Year Mean Monthly Climatology, 1901-1990 (New et al.)
https://daac.ornl.gov/cgi-bin/dsviewer.pl?ds_id=549
explanation of data (https://daac.ornl.gov/CLIMATE/guides/eastanglia_10yr_1901_1990.html)
READ the companion files in the data set (especially the file called obsfileformat.doc)
downloaded file in google shared folder: ANGLIA_10YRCLIMATE_549.zip
(https://drive.google.com/drive/folders/0Bzf34Yl9Fh_mVkJtbGhiUlFxU0k?usp=sharing) this file is over 100MB which need times to download, or you can visit the link up above to download individual sub-files that you need based on years
you will see a lot with value -9999 (missing data) and you will need to write a program to read the data.
BEGIN { OFS = "\n"; FIELDWIDTHS = "5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5" }
NR > 2 {
print $1,$2,$3,$4,$5,$6,$7,$8,$9,$10,$11,$12,$13,$14,$15,$16,$17,$18,$19,$20,$21,$22,$23,$24,$25,$26,$27,$28,$29,$30,$31,$32,$33,$34,$35,$36,$37,$38,$39,$40,$41,$42,$43,$44,$45,$46,$47,$48,$49,$50,$51,$52,$53,$54,$55,$56,$57,$58,$59,$60,$61,$62,$63,$64,$65,$66,$67,$68,$69,$70,$71,$72,$73,$74,$75,$76,$77,$78,$79,$80,$81,$82,$83,$84,$85,$86,$87,$88,$89,$90,$91,$92,$93,$94,$95,$96,$97,$98,$99,$100,$101,$102,$103,$104,$105,$106,$107,$108,$109,$110,$111,$112,$113,$114,$115,$116,$117,$118,$119,$120,$121,$122,$123,$124,$125,$126,$127,$128,$129,$130,$131,$132,$133,$134,$135,$136,$137,$138,$139,$140,$141,$142,$143,$144,$145,$146,$147,$148,$149,$150,$151,$152,$153,$154,$155,$156,$157,$158,$159,$160,$161,$162,$163,$164,$165,$166,$167,$168,$169,$170,$171,$172,$173,$174,$175,$176,$177,$178,$179,$180,$181,$182,$183,$184,$185,$186,$187,$188,$189,$190,$191,$192,$193,$194,$195,$196,$197,$198,$199,$200,$201,$202,$203,$204,$205,$206,$207,$208,$209,$210,$211,$212,$213,$214,$215,$216,$217,$218,$219,$220,$221,$222,$223,$224,$225,$226,$227,$228,$229,$230,$231,$232,$233,$234,$235,$236,$237,$238,$239,$240,$241,$242,$243,$244,$245,$246,$247,$248,$249,$250,$251,$252,$253,$254,$255,$256,$257,$258,$259,$260,$261,$262,$263,$264,$265,$266,$267,$268,$269,$270,$271,$272,$273,$274,$275,$276,$277,$278,$279,$280,$281,$282,$283,$284,$285,$286,$287,$288,$289,$290,$291,$292,$293,$294,$295,$296,$297,$298,$299,$300,$301,$302,$303,$304,$305,$306,$307,$308,$309,$310,$311,$312,$313,$314,$315,$316,$317,$318,$319,$320,$321,$322,$323,$324,$325,$326,$327,$328,$329,$330,$331,$332,$333,$334,$335,$336,$337,$338,$339,$340,$341,$342,$343,$344,$345,$346,$347,$348,$349,$350,$351,$352,$353,$354,$355,$356,$357,$358,$359,$360,$361,$362,$363,$364,$365,$366,$367,$368,$369,$370,$371,$372,$373,$374,$375,$376,$377,$378,$379,$380,$381,$382,$383,$384,$385,$386,$387,$388,$389,$390,$391,$392,$393,$394,$395,$396,$397,$398,$399,$400,$401,$402,$403,$404,$405,$406,$407,$408,$409,$410,$411,$412,$413,$414,$415,$416,$417,$418,$419,$420,$421,$422,$423,$424,$425,$426,$427,$428,$429,$430,$431,$432,$433,$434,$435,$436,$437,$438,$439,$440,$441,$442,$443,$444,$445,$446,$447,$448,$449,$450,$451,$452,$453,$454,$455,$456,$457,$458,$459,$460,$461,$462,$463,$464,$465,$466,$467,$468,$469,$470,$471,$472,$473,$474,$475,$476,$477,$478,$479,$480,$481,$482,$483,$484,$485,$486,$487,$488,$489,$490,$491,$492,$493,$494,$495,$496,$497,$498,$499,$500,$501,$502,$503,$504,$505,$506,$507,$508,$509,$510,$511,$512,$513,$514,$515,$516,$517,$518,$519,$520,$521,$522,$523,$524,$525,$526,$527,$528,$529,$530,$531,$532,$533,$534,$535,$536,$537,$538,$539,$540,$541,$542,$543,$544,$545,$546,$547,$548,$549,$550,$551,$552,$553,$554,$555,$556,$557,$558,$559,$560,$561,$562,$563,$564,$565,$566,$567,$568,$569,$570,$571,$572,$573,$574,$575,$576,$577,$578,$579,$580,$581,$582,$583,$584,$585,$586,$587,$588,$589,$590,$591,$592,$593,$594,$595,$596,$597,$598,$599,$600,$601,$602,$603,$604,$605,$606,$607,$608,$609,$610,$611,$612,$613,$614,$615,$616,$617,$618,$619,$620,$621,$622,$623,$624,$625,$626,$627,$628,$629,$630,$631,$632,$633,$634,$635,$636,$637,$638,$639,$640,$641,$642,$643,$644,$645,$646,$647,$648,$649,$650,$651,$652,$653,$654,$655,$656,$657,$658,$659,$660,$661,$662,$663,$664,$665,$666,$667,$668,$669,$670,$671,$672,$673,$674,$675,$676,$677,$678,$679,$680,$681,$682,$683,$684,$685,$686,$687,$688,$689,$690,$691,$692,$693,$694,$695,$696,$697,$698,$699,$700,$701,$702,$703,$704,$705,$706,$707,$708,$709,$710,$711,$712,$713,$714,$715,$716,$717,$718,$719,$720
}
var lineReader = require('readline').createInterface({
input: require('fs').createReadStream('ctmp8190_line.dat')
});
//var year = 1981;
var month = 1;
var x = 0.25;
var y = -89.75;
var i = 1;
lineReader.on('line', function (line) {
console.log(month, x, y, parseInt(line));
//console.log(year, month, x, y, parseInt(line));
//console.log(i, year, month, x-180, rad2lng(x - 180), y, rad2lat(y), parseInt(line));
//console.log('Line from file:', i, year, month, x, y, line);
if (i == 720 * 360) { month++; }
//if (month == 12) { year++; month = 1; }
if (i % 720 == 0) { x = 0.25; y += 0.5; } else { x += 0.5; }
if (i == 720 * 360) { y = -89.75; i = 1; } else { i++; }
});
// convert radians into latitude
// 90 to -90
function rad2lat(rad) {
// first of all get everthing into the range -2pi to 2pi
rad = rad % (Math.PI*2);
// convert negatives to equivalent positive angle
if (rad < 0)
rad = 2*Math.PI + rad;
// restict to 0 - 180
var rad180 = rad % (Math.PI);
// anything above 90 is subtracted from 180
if (rad180 > Math.PI/2)
rad180 = Math.PI - rad180;
// if it is greater than 180 then make negative
if (rad > Math.PI)
rad = -rad180;
else
rad = rad180;
return(rad/Math.PI*180);
}
// convert radians into longitude
// 180 to -180
function rad2lng(rad) {
// first of all get everthing into the range -2pi to 2pi
rad = rad % (Math.PI*2);
if (rad < 0)
rad = 2*Math.PI + rad;
// convert negatives to equivalent positive angle
var rad360 = rad % (Math.PI*2);
// anything above 90 is subtracted from 360
if (rad360 > Math.PI)
rad360 = Math.PI*2 - rad360;
// if it is greater than 180 then make negative
if (rad > Math.PI)
rad = -rad360;
else
rad = rad360;
return(rad/Math.PI*180);
}
grd_sz xmin ymin xmax ymax n_cols n_rows n_months
0.50 0.25 -89.75 359.75 89.75 720 360 12
-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999
321 323 322 324 326 328 329 331 330 328 319 318 314 311 307 305 310 314 316 318 320 322 324 325 326 331 332 329 329 328 328 329 333 335 336 332 329 327 314 326 319 316 313 311 308 305 296 299 301 305 309 314 316 316 319 318 320 319 313 315 320 318 314 317 318 320 321 325 327 327 322 310 277 255 232 200 204 210 181 244 287 287 280 281 289 283 304-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999 323-9999-9999 309-9999 295 292 290-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999 289 260 265 274 280 288 301 297 318 321 325-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999 278-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999 285 278 270 279-9999-9999-9999-9999 284 269 268 277 280 290 289 288 285 282 258 250 238 234 277-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999 281 281-9999 285-9999 281 253 280 290 275 275 274-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999 294 275 277 268 256 259 265 264-9999-9999-9999-9999 278-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999 278 279 280-9999 282-9999 288 288-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999 280-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999-9999 293 275 284 293 300 302 306 310 309 303 309 311 311 309 306 308 307 310 313 313 315 317 317 316 315 316 319 318 320 319 321 322 321 320