LTE multiple linear regression on latent layers

Paul Pukite's climate and geosciences sites

LTE multiple linear regression on latent layers


πŸ“– About


πŸ› οΈ How to Use

  1. Clone this repository:
git clone https://github.com/pukpr/pukpr.github.io

$env:max_iters=3
$env:align=1
$env:PYPATH=".."

python3 ..\lte_mlr.py ts.dat --cc --random --low 1940 --high 1970


NINO34

description: NINO34 => NINO34 in PACIFIC

NINO34

config location

NINO4

description: NINO4 => NINO4 in PACIFIC

NINO4

config location

1

description: Brest => BREST in FRANCE

1

config location

127

description: Seattle => SEATTLE in UNITED STATES

127

config location

183

description: Portland (ME) => PORTLAND (MAINE) in UNITED STATES

183

config location

245

description: Los Angeles => LOS ANGELES in UNITED STATES

245

config location

76

description: Aarhus => AARHUS in DENMARK

76

config location

DARWIN

description: SOI at Darwin => Darwin SOI in PACIFIC

DARWIN

config location

IOD

description: Indian Ocean Dipole => IOD in INDIAN

IOD

config location

M6

description: M6, Atlantic Nino => M6, Atlantic Nino in ATLANTIC

M6

config location

TNA

description: Tropical North Atlantic Oscillation => TNA Tropical N. Atlantic in ATLANTIC

TNA

config location

10

description: San Francisco => SAN FRANCISCO in UNITED STATES

10

config location

14

description: Helsinki => HELSINKI in FINLAND

14

config location

202

description: Newlyn => NEWLYN in UNITED KINGDOM

202

config location

246

description: Pensacola => PENSACOLA in UNITED STATES

246

config location

78

description: Stockholm => STOCKHOLM in SWEDEN

78

config location

DENISON

description: MSL at Ft. Denison, Sydney – sites 196+65 => Ft Denison in PACIFIC

DENISON

config location

IODE

description: Indian Ocean Dipole East => IOD East in INDIAN

IODE

config location

NAO

description: North Atlantic Oscillation => NAO in ATLANTIC

NAO

config location

TSA

description: Tropical South Atlantic Oscillation => TSA Tropical S. Atlantic in ATLANTIC

TSA

config location

11

description: Warnemunde => WARNEMUNDE 2 in GERMANY

11

config location

155

description: Honolulu => HONOLULU in UNITED STATES

155

config location

225

description: Ketchikan => KETCHIKAN in UNITED STATES

225

config location

154

description: Trieste => in

154

config location

229

description: Kemi => KEMI in FINLAND

229

config location

256

description: La Jolla => LA JOLLA (SCRIPPS PIER) in UNITED STATES

256

config location

AMO

description: Atlantic Multidecadal Oscillation => AMO in ATLANTIC

AMO

config location

EMI

description: Wl Nino Modoki => EMI ENSO Modoki Index in PACIFIC

EMI

config location

IODW

description: Indian Ocean Dipole West => IOD West in INDIAN

IODW

config location

NINO12

description: NINO12 => NINO12 in PACIFIC

NINO12

config location

PDO

description: Pacific Decadal Oscillation => PDO in PACIFIC

PDO

config location

111

description: Fremantle => FREMANTLE in AUSTRALIA

111

config location

161

description: Galveston => GALVESTON II, PIER 21, TX in UNITED STATES

161

config location

234

description: Charleston => CHARLESTON I in UNITED STATES

234

config location

41

description: Poti => POTI in GEORGIA

41

config location

AO

description: Arctic Oscillation => AO in ARCTIC

AO

config location

IC3TSFC

description: ENSO reconstruction between 210-220 longitude => ic3tsfc (Reconstruction) in PACIFIC

IC3TSFC

config location

M4

description: M4, North Pacific Gyre Oscillation => M4, N. Pacific Gyre Oscillation in PACIFIC

M4

config location

NINO3

description: NINO3 => NINO3 in PACIFIC

NINO3

config location

QBO30

description: Quasi Biennial Oscillation at 30hBar => QBO 30 Equatorial in WORLD

QBO30

config location

$name="183"
$name1=$name + "d"
cp data\$name1.dat .\$name\ts.dat
cp data\$name1.dat.p .\$name\ts.dat.p
cd $name
python3 ..\lte_mlr.py ts.dat --cc --random --low 1940 --high 1970
cd ..
cp nino34\index.md $name

python3 ..\..\pysindy\plot_lte_scatter.py --header --out lte.png --lo 1940 --high 1970
python3 ..\..\..\..\python\plot_sinusoids_from_json_with_bars.py --out-ts ts-sin.png --out-bars ts-bar.png  --start 1920-01  --end 2030-01 ..\warne.dat.p ts.dat.p
python3 ..\..\pysindy\cc.py --low 1940 --high 1970