LTE multiple linear regression on latent layers
📖 About
🛠️ How to Use
- 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
| config | location |
NINO4
description: NINO4 => NINO4 in PACIFIC
| config | location |
1
description: Brest => BREST in FRANCE
| config | location |
127
description: Seattle => SEATTLE in UNITED STATES
| config | location |
183
description: Portland (ME) => PORTLAND (MAINE) in UNITED STATES
| config | location |
245
description: Los Angeles => LOS ANGELES in UNITED STATES
| config | location |
76
description: Aarhus => AARHUS in DENMARK
| config | location |
DARWIN
description: SOI at Darwin => Darwin SOI in PACIFIC
| config | location |
IOD
description: Indian Ocean Dipole => IOD in INDIAN
| config | location |
M6
description: M6, Atlantic Nino => M6, Atlantic Nino in ATLANTIC
| config | location |
TNA
description: Tropical North Atlantic Oscillation => TNA Tropical N. Atlantic in ATLANTIC
| config | location |
10
description: San Francisco => SAN FRANCISCO in UNITED STATES
| config | location |
14
description: Helsinki => HELSINKI in FINLAND
| config | location |
202
description: Newlyn => NEWLYN in UNITED KINGDOM
| config | location |
246
description: Pensacola => PENSACOLA in UNITED STATES
| config | location |
78
description: Stockholm => STOCKHOLM in SWEDEN
| config | location |
DENISON
description: MSL at Ft. Denison, Sydney – sites 196+65 => Ft Denison in PACIFIC
| config | location |
IODE
description: Indian Ocean Dipole East => IOD East in INDIAN
| config | location |
NAO
description: North Atlantic Oscillation => NAO in ATLANTIC
| config | location |
TSA
description: Tropical South Atlantic Oscillation => TSA Tropical S. Atlantic in ATLANTIC
| config | location |
11
description: Warnemunde => WARNEMUNDE 2 in GERMANY
| config | location |
155
description: Honolulu => HONOLULU in UNITED STATES
| config | location |
225
description: Ketchikan => KETCHIKAN in UNITED STATES
| config | location |
154
description: Trieste => TRIESTE in ITALY
| config | location |
229
description: Kemi => KEMI in FINLAND
| config | location |
256
description: La Jolla => LA JOLLA (SCRIPPS PIER) in UNITED STATES
| config | location |
AMO
description: Atlantic Multidecadal Oscillation => AMO in ATLANTIC
| config | location |
EMI
description: Wl Nino Modoki => EMI ENSO Modoki Index in PACIFIC
| config | location |
IODW
description: Indian Ocean Dipole West => IOD West in INDIAN
| config | location |
NINO12
description: NINO12 => NINO12 in PACIFIC
| config | location |
PDO
description: Pacific Decadal Oscillation => PDO in PACIFIC
| config | location |
111
description: Fremantle => FREMANTLE in AUSTRALIA
| config | location |
161
description: Galveston => GALVESTON II, PIER 21, TX in UNITED STATES
| config | location |
234
description: Charleston => CHARLESTON I in UNITED STATES
| config | location |
41
description: Poti => POTI in GEORGIA
| config | location |
AO
description: Arctic Oscillation => AO in ARCTIC
| config | location |
IC3TSFC
description: ENSO reconstruction between 210-220 longitude => ic3tsfc (Reconstruction) in PACIFIC
| config | location |
M4
description: M4, North Pacific Gyre Oscillation => M4, N. Pacific Gyre Oscillation in PACIFIC
| config | location |
NINO3
description: NINO3 => NINO3 in PACIFIC
| config | location |
QBO30
description: Quasi Biennial Oscillation at 30hBar => QBO 30 Equatorial in WORLD
| config | location |
7
description: Cuxhaven => CUXHAVEN 2 in GERMANY
| config | location |
8
description: Wismar => WISMAR 2 in GERMANY
| config | location |
42
description: Sevastopol => in
| config | location |
113
description: Korsor => KORSOR in DENMARK
| config | location |
119
description: Hornbaek => HORNBAEK in DENMARK
| config | location |
172
description: Mantyluo => MANTYLUOTO in FINLAND
| config | location |
179
description: Smogen => SMOGEN in SWEDEN
| config | location |
194
description: Pietarsaari => PIETARSAARI / JAKOBSTAD in FINLAND
| config | location |
2
description: Swinoujscie => SWINOUJSCIE in POLAND
| config | location |
20
description: Vlissingen => VLISSINGEN in NETHERLANDS
| config | location |
203
description: Furuogrund => FURUOGRUND in SWEDEN
| config | location |
22
description: Hoek Van Holland => HOEK VAN HOLLAND in NETHERLANDS
| config | location |
23
description: Den Helder => DEN HELDER in NETHERLANDS
| config | location |
236
description: West-Terschelling => WEST-TERSCHELLING in NETHERLANDS
| config | location |
239
description: Turku => TURKU / ABO in FINLAND
| config | location |
24
description: Delfzijl => DELFZIJL in NETHERLANDS
| config | location |
240
description: Raahe => RAAHE / BRAHESTAD in FINLAND
| config | location |
249
description: Foglo => FOGLO / DEGERBY in Ã…LAND ISLANDS
| config | location |
25
description: Harlingen => HARLINGEN in NETHERLANDS
| config | location |
285
description: Kaskinen => KASKINEN / KASKO in FINLAND
| config | location |
302
description: Tregde => TREGDE in NORWAY
| config | location |
32
description: Ijmuiden => IJMUIDEN in NETHERLANDS
| config | location |
33
description: Oscarsborg => OSCARSBORG in NORWAY
| config | location |
330
description: KLAGSHAMN => KLAGSHAMN in SWEDEN
| config | location |
47
description: Stavanger => STAVANGER in NORWAY
| config | location |
5
description: Holyhead => HOLYHEAD in UNITED KINGDOM
| config | location |
57
description: Vaasa => VAASA / VASA in FINLAND
| config | location |
58
description: Bergen => BERGEN in NORWAY
| config | location |
62
description: Oslo => OSLO in NORWAY
| config | location |
68
description: Landsort => LANDSORT in SWEDEN
| config | location |
69
description: Olands => OLANDS NORRA UDDE in SWEDEN
| config | location |
70
description: Kungholmsfort => KUNGSHOLMSFORT in SWEDEN
| config | location |
71
description: Hanko => HANKO / HANGO in FINLAND
| config | location |
72
description: Ystad => YSTAD in SWEDEN
| config | location |
73
description: Varberg => VARBERG in SWEDEN
| config | location |
79
description: Oulu => OULU / ULEABORG in FINLAND
| config | location |
80
description: Esbjerg => ESBJERG in DENMARK
| config | location |
81
description: Fredericia => FREDERICIA in DENMARK
| config | location |
82
description: Kobenhavn => KOBENHAVN in DENMARK
| config | location |
88
description: Ratan => RATAN in SWEDEN
| config | location |
89
description: Hirtshals => HIRTSHALS in DENMARK
| config | location |
91
description: Frederikshavn => FREDERIKSHAVN in DENMARK
| config | location |
95
description: North Shields => NORTH SHIELDS in UNITED KINGDOM
| config | location |
98
description: Slipshavn => SLIPSHAVN in DENMARK
| 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
- nino34 — NINO34 (PACIFIC)
- nino4 — NINO4 (PACIFIC)
- amo — AMO (ATLANTIC)
- ao — AO (ARCTIC)
- denison — Ft Denison (PACIFIC)
- iod — IOD (INDIAN)
- iodw — IOD West (INDIAN)
- iode — IOD East (INDIAN)
- nao — NAO (ATLANTIC)
- tna — TNA Tropical N. Atlantic (ATLANTIC)
- tsa — TSA Tropical S. Atlantic (ATLANTIC)
- qbo30 — QBO 30 Equatorial (WORLD)
- darwin — Darwin SOI (PACIFIC)
- emi — EMI ENSO Modoki Index (PACIFIC)
- ic3tsfc — ic3tsfc (Reconstruction) (PACIFIC)
- m6 — M6, Atlantic Nino (ATLANTIC)
- m4 — M4, N. Pacific Gyre Oscillation (PACIFIC)
- pdo — PDO (PACIFIC)
- nino3 — NINO3 (PACIFIC)
- nino12 — NINO12 (PACIFIC)
- 1 — BREST (FRANCE)
- 7 — CUXHAVEN 2 (GERMANY)
- 8 — WISMAR 2 (GERMANY)
- 10 — SAN FRANCISCO (UNITED STATES)
- 11 — WARNEMUNDE 2 (GERMANY)
- 14 — HELSINKI (FINLAND)
- 41 — POTI (GEORGIA)
- 65 — SYDNEY, FORT DENISON (AUSTRALIA)
- 76 — AARHUS (DENMARK)
- 78 — STOCKHOLM (SWEDEN)
- 111 — FREMANTLE (AUSTRALIA)
- 127 — SEATTLE (UNITED STATES)
- 154 — TRIESTE (ITALY)
- 155 — HONOLULU (UNITED STATES)
- 158 — SAN DIEGO (QUARANTINE STATION) (UNITED STATES)
- 161 — GALVESTON II, PIER 21, TX (UNITED STATES)
- 163 — BALBOA (PANAMA)
- 183 — PORTLAND (MAINE) (UNITED STATES)
- 188 — KEY WEST (UNITED STATES)
- 196 — SYDNEY, FORT DENISON 2 (AUSTRALIA)
- 202 — NEWLYN (UNITED KINGDOM)
- 225 — KETCHIKAN (UNITED STATES)
- 229 — KEMI (FINLAND)
- 234 — CHARLESTON I (UNITED STATES)
- 235 — BOSTON (UNITED STATES)
- 245 — LOS ANGELES (UNITED STATES)
- 246 — PENSACOLA (UNITED STATES)
- 256 — LA JOLLA (SCRIPPS PIER) (UNITED STATES)
- 2 — SWINOUJSCIE (POLAND)
- 3 — SHEERNESS (UNITED KINGDOM)
- 5 — HOLYHEAD (UNITED KINGDOM)
- 9 — MAASSLUIS (NETHERLANDS)
- 12 — NEW YORK (THE BATTERY) (UNITED STATES)
- 13 — TRAVEMUNDE (GERMANY)
- 20 — VLISSINGEN (NETHERLANDS)
- 22 — HOEK VAN HOLLAND (NETHERLANDS)
- 23 — DEN HELDER (NETHERLANDS)
- 24 — DELFZIJL (NETHERLANDS)
- 25 — HARLINGEN (NETHERLANDS)
- 32 — IJMUIDEN (NETHERLANDS)
- 33 — OSCARSBORG (NORWAY)
- 34 — TRONDHEIM (NORWAY)
- 47 — STAVANGER (NORWAY)
- 57 — VAASA / VASA (FINLAND)
- 58 — BERGEN (NORWAY)
- 59 — GENOVA (ITALY)
- 62 — OSLO (NORWAY)
- 68 — LANDSORT (SWEDEN)
- 69 — OLANDS NORRA UDDE (SWEDEN)
- 70 — KUNGSHOLMSFORT (SWEDEN)
- 71 — HANKO / HANGO (FINLAND)
- 72 — YSTAD (SWEDEN)
- 73 — VARBERG (SWEDEN)
- 79 — OULU / ULEABORG (FINLAND)
- 80 — ESBJERG (DENMARK)
- 81 — FREDERICIA (DENMARK)
- 82 — KOBENHAVN (DENMARK)
- 88 — RATAN (SWEDEN)
- 89 — HIRTSHALS (DENMARK)
- 91 — FREDERIKSHAVN (DENMARK)
- 95 — NORTH SHIELDS (UNITED KINGDOM)
- 98 — SLIPSHAVN (DENMARK)
- 113 — KORSOR (DENMARK)
- 119 — HORNBAEK (DENMARK)
- 120 — GEDSER (DENMARK)
- 172 — MANTYLUOTO (FINLAND)
- 179 — SMOGEN (SWEDEN)
- 194 — PIETARSAARI / JAKOBSTAD (FINLAND)
- 203 — FURUOGRUND (SWEDEN)
- 236 — WEST-TERSCHELLING (NETHERLANDS)
- 239 — TURKU / ABO (FINLAND)
- 240 — RAAHE / BRAHESTAD (FINLAND)
- 249 — FOGLO / DEGERBY (Ã…LAND ISLANDS)
- 285 — KASKINEN / KASKO (FINLAND)
- 302 — TREGDE (NORWAY)
- 330 — KLAGSHAMN (SWEDEN)
- 413 — OOSTENDE (BELGIUM)
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