From 0889a46f0016a57f2c12be9f0a78e8fddba25dd0 Mon Sep 17 00:00:00 2001 From: StefanTodoran Date: Mon, 2 Oct 2023 16:26:46 +0000 Subject: [PATCH] deploy: a6add93627a65761e7eee991a2a850d400de0cd1 --- Chapter1-GettingStarted/1.5_version_control_git.html | 6 +++--- _sources/Chapter1-GettingStarted/1.5_version_control_git.md | 6 +++--- searchindex.js | 2 +- 3 files changed, 7 insertions(+), 7 deletions(-) diff --git a/Chapter1-GettingStarted/1.5_version_control_git.html b/Chapter1-GettingStarted/1.5_version_control_git.html index dc6470e..9b881f1 100644 --- a/Chapter1-GettingStarted/1.5_version_control_git.html +++ b/Chapter1-GettingStarted/1.5_version_control_git.html @@ -816,10 +816,10 @@

Create a new Repository

Note

for the MLGeo2022 course, you will have 2 repositories: -- create your own repository under the UW-ESS-DS GitHub organization under the name: MLGEO2022_UWNETID. +- create your own repository under the UW-ESS-DS GitHub organization under the name: MLGEO2023_UWNETID. - the course repository, please clone: -git clone “https://github.com/UW-ESS-DS/MLGeo-Autumn22” -Then copy the environment.yml file from the MLGeo2022 course into your own repository.

+git clone “https://github.com/UW-ESS-DS/MLGeo-2023” +Then copy the environment.yml file from the MLGeo2023 course into your own repository.

  1. From the browser:

    diff --git a/_sources/Chapter1-GettingStarted/1.5_version_control_git.md b/_sources/Chapter1-GettingStarted/1.5_version_control_git.md index 4305193..04a727b 100644 --- a/_sources/Chapter1-GettingStarted/1.5_version_control_git.md +++ b/_sources/Chapter1-GettingStarted/1.5_version_control_git.md @@ -132,10 +132,10 @@ To modify ``mycode.py``, use the command: :::{note} for the MLGeo2022 course, you will have 2 repositories: - - create your own repository under the UW-ESS-DS GitHub organization under the name: MLGEO2022_UWNETID. + - create your own repository under the UW-ESS-DS GitHub organization under the name: MLGEO2023_UWNETID. - the course repository, please clone: - git clone "https://github.com/UW-ESS-DS/MLGeo-Autumn22" -Then copy the ``environment.yml`` file from the MLGeo2022 course into your own repository. + git clone "https://github.com/UW-ESS-DS/MLGeo-2023" +Then copy the ``environment.yml`` file from the MLGeo2023 course into your own repository. ::: 1. **From the browser**: diff --git a/searchindex.js b/searchindex.js index 3f032a9..cca64a5 100644 --- a/searchindex.js +++ b/searchindex.js @@ -1 +1 @@ -Search.setIndex({docnames:["Chapter1-GettingStarted/1.1_open_reproducible_science","Chapter1-GettingStarted/1.2_jupyter_environment","Chapter1-GettingStarted/1.3_python_environment","Chapter1-GettingStarted/1.4_computational_environments","Chapter1-GettingStarted/1.5_version_control_git","Chapter1-GettingStarted/readme","Chapter2-DataManipulation/2.10_MLready_data","Chapter2-DataManipulation/2.1_Data_Definitions","Chapter2-DataManipulation/2.2_Numpy_arrays","Chapter2-DataManipulation/2.3_pandas_rendered","Chapter2-DataManipulation/2.4_xarrays","Chapter2-DataManipulation/2.5_data_formats_rendered","Chapter2-DataManipulation/2.6_resampling","Chapter2-DataManipulation/2.7_data_spectral_transforms","Chapter2-DataManipulation/2.8_feature_engineering","Chapter2-DataManipulation/2.9_pca","Chapter3-MachineLearning/3.1_clustering","Chapter3-MachineLearning/3.2_classification_regression","Chapter3-MachineLearning/3.3_binary_classification","Chapter3-MachineLearning/3.4_multiclass_classification","Chapter3-MachineLearning/3.5_logistic_regression","Chapter3-MachineLearning/3.6_randomForest_regression","Chapter3-MachineLearning/3.7_hyperparameter_tuning","Chapter3-MachineLearning/3.8_ensemble_learning","Chapter3-MachineLearning/3.9_autoML","Chapter4-DeepLearning/mlgeo_4.1_neural_networks","Chapter4-DeepLearning/mlgeo_4.2_MultiLayerPerceptron","Chapter4-DeepLearning/mlgeo_4.3_CNN","Chapter4-DeepLearning/mlgeo_4.4_RNN","Chapter4-DeepLearning/mlgeo_4.5_AutoEncoder","Chapter4-DeepLearning/mlgeo_4.6_NAS","Chapter6-ModelWorkflows/readme","about_this_book/0_mlgeo_project","about_this_book/about_this_book","about_this_book/acknowledgements","reference/bibliography","reference/glossary"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":5,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":3,"sphinx.domains.rst":2,"sphinx.domains.std":2,"sphinx.ext.intersphinx":1,"sphinxcontrib.bibtex":9,sphinx:56},filenames:["Chapter1-GettingStarted/1.1_open_reproducible_science.md","Chapter1-GettingStarted/1.2_jupyter_environment.md","Chapter1-GettingStarted/1.3_python_environment.md","Chapter1-GettingStarted/1.4_computational_environments.md","Chapter1-GettingStarted/1.5_version_control_git.md","Chapter1-GettingStarted/readme.md","Chapter2-DataManipulation/2.10_MLready_data.ipynb","Chapter2-DataManipulation/2.1_Data_Definitions.md","Chapter2-DataManipulation/2.2_Numpy_arrays.ipynb","Chapter2-DataManipulation/2.3_pandas_rendered.ipynb","Chapter2-DataManipulation/2.4_xarrays.ipynb","Chapter2-DataManipulation/2.5_data_formats_rendered.ipynb","Chapter2-DataManipulation/2.6_resampling.ipynb","Chapter2-DataManipulation/2.7_data_spectral_transforms.ipynb","Chapter2-DataManipulation/2.8_feature_engineering.ipynb","Chapter2-DataManipulation/2.9_pca.ipynb","Chapter3-MachineLearning/3.1_clustering.ipynb","Chapter3-MachineLearning/3.2_classification_regression.ipynb","Chapter3-MachineLearning/3.3_binary_classification.ipynb","Chapter3-MachineLearning/3.4_multiclass_classification.ipynb","Chapter3-MachineLearning/3.5_logistic_regression.ipynb","Chapter3-MachineLearning/3.6_randomForest_regression.ipynb","Chapter3-MachineLearning/3.7_hyperparameter_tuning.ipynb","Chapter3-MachineLearning/3.8_ensemble_learning.ipynb","Chapter3-MachineLearning/3.9_autoML.ipynb","Chapter4-DeepLearning/mlgeo_4.1_neural_networks.ipynb","Chapter4-DeepLearning/mlgeo_4.2_MultiLayerPerceptron.ipynb","Chapter4-DeepLearning/mlgeo_4.3_CNN.ipynb","Chapter4-DeepLearning/mlgeo_4.4_RNN.ipynb","Chapter4-DeepLearning/mlgeo_4.5_AutoEncoder.ipynb","Chapter4-DeepLearning/mlgeo_4.6_NAS.ipynb","Chapter6-ModelWorkflows/readme.md","about_this_book/0_mlgeo_project.md","about_this_book/about_this_book.md","about_this_book/acknowledgements.md","reference/bibliography.md","reference/glossary.md"],objects:{},objnames:{},objtypes:{},terms:{"0":[2,8,9,11,12,13,14,15,16,18,19,20,21,22,23,24,25,26,27,28,29],"00":[9,13,14,18,23,29],"000":[3,9,15,26],"000000":[9,12,18,21],"0000004":12,"000000z":13,"000001z":14,"0000854":12,"0000ff":26,"0001":22,"00010279":22,"00015444":22,"00017369":22,"00019417":22,"00019767":22,"00022147":22,"00022739":22,"00024025":22,"00025221":22,"00026867":22,"00028058":22,"00028074":22,"0003":16,"00030313":22,"00030671":22,"0003116":22,"00032911":22,"00033131":22,"00033565":22,"00036127":22,"00036523":22,"000368":22,"00037982":22,"00038028":22,"00038497":22,"00040847":22,"00046558":22,"0004974":22,"00051429":22,"0005219":22,"00055709":22,"00056481":22,"00056848":22,"00057124":22,"00057149":22,"00057284":22,"00060262":22,"00063497":22,"00075296":22,"0007645780792982153":22,"00078219":22,"00078404":22,"00081537":22,"00082129":22,"00084407":22,"00096243":22,"00097039":22,"00098027":22,"001":[19,20,22,25,26,27],"00114053":22,"00117745":20,"00138058":22,"001417":16,"00160452":22,"00202393":22,"00235309":22,"00251908":15,"00266993":22,"00275743":22,"003069":16,"003468":16,"003500":12,"003938":16,"004932182490752158":20,"005":[26,27],"005311":16,"00537195":22,"00540662":22,"00541439":22,"00548282":22,"00550599":22,"00570369":22,"00579743":22,"00597839":22,"0064614":12,"00676385":22,"0073064":12,"00781032":22,"00790743":22,"00800":9,"00814581":22,"00819788":22,"00828981":22,"00843649":22,"00847631":22,"00849648":22,"00891695":22,"008924":16,"008967":16,"00936933":22,"009565":16,"00970379":22,"009791921664626684":20,"01":[9,13,15,21,22,23,29],"010":9,"0109":20,"01105633":22,"011097410604192354":20,"01134934":22,"01184845":22,"01185122":22,"01186934":22,"011982":16,"012538":22,"01266155":22,"01291194":22,"01380216":16,"014000":12,"0147789":22,"015568":16,"01693117":20,"01706581":22,"01723228":22,"01726675":22,"01746058":22,"01750962":16,"01769457":22,"01823897":22,"0187614":22,"01923843":20,"02":[9,21,26,29],"02107299":22,"02175317":22,"02184954":22,"021897810218978103":20,"022358":16,"02297249":22,"02303025":15,"02310362":22,"02326522":22,"02352686":22,"02355824":22,"02380347":22,"0241097":15,"02449503":22,"025":18,"025000":21,"02502255":22,"02507":22,"0253":24,"02575654":22,"02612495":22,"02696":9,"02756419":22,"02872139":15,"029486":16,"02956544":20,"03":[9,21],"030637":16,"03100":9,"03103009":20,"03424752":16,"03440":9,"034483":21,"0347":24,"0348":24,"036229":16,"036617":9,"0370":24,"0382":24,"04":[9,12],"0400":24,"04101425":20,"04128178":22,"0419":24,"04281483":15,"0430":24,"04314":9,"0446":24,"0450":24,"04521918":22,"0454577":20,"04557137":15,"04572756":20,"047994":16,"04809985":22,"049902":16,"05":[9,13,14,16,19,21,27],"0510":24,"05154009":22,"0529":24,"05366359":22,"053684":9,"0540":24,"05442019":22,"05511222":22,"05535727":22,"0560":24,"05716662":22,"0580":24,"0594":24,"0595":24,"06":[9,21],"060":9,"0601":24,"0604":24,"0605":24,"06084275":22,"0612":24,"0622":24,"0629":24,"0631":24,"0635":9,"0638":24,"0641":24,"0646":24,"064938":9,"0650":24,"0651":24,"0661":24,"067100":12,"067659":12,"07":[9,13,14],"0711":24,"0721":24,"0737":24,"0740":24,"0754":24,"0758":24,"0761":24,"0763":24,"0768":24,"0776":24,"0777":24,"077800":9,"0779":24,"0780":24,"0783":24,"0785":24,"0795":24,"08":[9,14,29],"0800":24,"0803":9,"0804":24,"0808":24,"0815":24,"0823":9,"083038734899423":12,"08484803":20,"0891":24,"0897":24,"09":[9,14,29],"09091835":16,"0914":24,"09259738":16,"0935":16,"0950":24,"0977":24,"0992":24,"0f":19,"0s":[22,29],"0x103f1b520":16,"0x1060f17f0":20,"0x126f0e7f0":20,"0x14cde05b0":22,"0x14cde2460":22,"0x14cde2cd0":22,"0x151aa9100":18,"0x151ada520":18,"0x151ada670":18,"0x15225a3a0":18,"0x18ea618b0":12,"0x1bfa3c4f0":25,"0x1c135a7f0":25,"0x1c899e9a0":16,"0x1cd5cc070":16,"0x1cd6c1a60":16,"0x1cd824850":16,"0x1d3d73340":13,"0x7f7118752b50":26,"1":[8,9,13,14,20,24,28,29,33,35],"10":[2,3,8,9,11,12,13,14,15,16,18,19,21,22,23,24,25,26,27,28,29,32,33],"100":[1,8,9,11,13,14,16,21,22,23,24,25,26,27,29,33,36],"1000":[7,8,9,12,13,14,15,21,22,23,25,27],"10000":[8,9,13,14,15,28],"100000":[9,21],"10021":11,"101":9,"1029":27,"105":9,"105000":9,"106":[12,24],"1078":9,"109":[9,14],"109400":9,"10959":9,"10hz":13,"10k":28,"11":[9,12,13,14,15,21,22,24,25,29,33],"110":9,"1101":24,"1108":9,"111":[13,15,16,29],"1110":9,"1111":9,"1112":9,"113":9,"1137":24,"114x80":27,"117":21,"117697":29,"118":9,"1193":24,"1198":20,"12":[9,12,16,21,24,29],"120":[26,27],"12000":9,"120542":21,"121":[9,11],"1225":20,"122500":12,"123":[9,24],"1234":11,"123783465":16,"1248":15,"125":[8,9],"125816":9,"1261":9,"127":11,"1273":14,"128":[8,27,28],"129":27,"1299":24,"13":[9,14,24,29],"1301":26,"13245936":16,"136":15,"136778":16,"1369":[13,24],"1370":24,"1382":24,"1388":9,"13m":29,"14":[8,9,12,13,14,16,22,24,29],"140":22,"14159003":13,"14159148":13,"142":9,"144572326613743":14,"145":9,"1457":24,"1459":20,"146":9,"146988":9,"148":9,"149176":12,"14m":29,"15":[2,8,9,13,14,20,21,22,23,24,26,29,33],"150":13,"15166937":16,"154":9,"1545":9,"1546":24,"157000":12,"158":16,"1590":9,"1591":24,"15m":29,"16":[9,12,24,25,26,27,29],"160":15,"161700":9,"163":[15,29],"164":9,"165000":12,"165398":21,"166":9,"16601227":16,"1664":9,"1666":9,"167":29,"168":15,"16813669":13,"16900":9,"169000":12,"1691094658":14,"16m":29,"16x16":27,"17":[9,21,24,26,29],"170":15,"1719":29,"173":16,"1736":9,"174":15,"1740":24,"1767563":14,"177475":9,"178":9,"1780":9,"17803249":22,"1781":9,"1782":9,"1783":9,"1784":9,"1785":9,"17860823":22,"179":9,"1797":[22,23,24],"18":[2,9,16,18,24,29],"1841126":22,"18470":16,"1852":24,"1864":9,"18685474":22,"187":11,"187675":9,"18767507003":9,"18843017":22,"1892":24,"19":[9,18,24,27,29],"19059318218":14,"192":15,"19251866":22,"193":29,"1983":9,"1984":9,"1985":9,"1986":9,"1987":9,"1988":9,"1990":11,"19918694":22,"1993":9,"1994":9,"1995":[9,32],"1997":9,"1998":27,"1999":9,"1d":[7,13,26,27],"1e":[13,14,22],"1e4":[13,14],"1hz":[13,14],"1j":13,"1pko9ormcllaxipzoa3aoztgzfpad2iwj":[21,24],"1s":[13,22],"1scrx65":0,"1st":[15,16],"2":[1,2,3,4,20,24,29,33,35],"20":[9,12,13,15,21,22,24,28,29],"200":[1,14,16,20,22,33],"2000":[9,15,23,26],"200000":21,"2001":[9,26],"2002":9,"2006":[9,12],"2007":3,"2010":[9,12],"2011":9,"2014":12,"2015":9,"2016":[9,21,24],"2017":9,"2018":[12,27,29],"2019":[9,16,29],"2019gl085870":27,"2020":[2,9,27,29],"2021":[9,13,14],"2022":[4,9,12,13,14,29,33,34],"2025":9,"204":26,"2048":9,"207":33,"207073":16,"20726748":16,"208":33,"208269":16,"209":24,"21":[9,11,15,18,22,24],"2136":24,"21594585":16,"218500":12,"21966":9,"21m":29,"22":[9,14,22,24,29],"2201005948153718":13,"22237948156209":14,"224":26,"2256":24,"22684049":15,"228":[9,11],"229950":12,"23":[9,16,21,23,24,29],"2301":26,"2310":24,"23233":29,"23296":29,"233332325475034":13,"23439358":15,"2370":24,"238506":21,"239":26,"24":[9,12,24],"240":[16,26],"241":15,"24400":9,"2482":24,"25":[9,12,13,14,15,16,21,24,26,29,32],"250":3,"2519":29,"2520":29,"2521":29,"2522":29,"2523":29,"2524":29,"2525":29,"2526":29,"2527":29,"2531":29,"2533":29,"2539":29,"2540":29,"2541":29,"2543":29,"2548":29,"2549":29,"255":29,"2550":29,"2551":29,"2552":29,"2553":29,"2554":29,"2555":29,"2556":29,"2557":29,"2558":29,"256":25,"2564":29,"2565":29,"257":25,"25700":9,"25hrequir":23,"26":[8,9,24,29],"2600":24,"261":21,"2626":24,"26268435":16,"2632":29,"2639":29,"2651":29,"2657":29,"2673":29,"2680":29,"2698":29,"27":[9,11,24,29],"27101466":16,"2730":29,"2733":29,"2742":29,"27594":9,"277725":16,"2778":24,"2780":24,"2789":9,"27m":29,"28":[9,12,16,21,22,24,25,26,27,29],"2823":24,"2827":29,"2830":24,"2836":[24,29],"2845":24,"2856":29,"286":11,"2861":29,"2862":29,"2865":29,"2870":29,"2879":29,"2884356107":14,"289":26,"2890":29,"2899":29,"28x28":27,"29":[9,13,14,15,21,24,26,29],"2906":29,"2925":29,"2935":29,"294":11,"295":[11,24],"2952":29,"296":24,"297":[11,24],"298":24,"2986":29,"299":[11,24],"2992":29,"29t04":13,"29t06":[13,14],"29t08":14,"2d":[7,14,15,26,27],"2dt":[13,14],"2f":[12,14,19,26],"2fa":4,"2m":29,"2nd":[11,16],"2p":14,"2s":22,"2x":26,"2x2":[18,27],"3":[3,4,13,15,25,28,29,33],"30":[9,12,16,24,29],"300":[11,16,24,26],"3000":9,"300000":9,"301":26,"30100":9,"3019":24,"302":11,"302031":9,"3023":29,"3056":29,"305700":9,"307":33,"3073":29,"30761722":16,"308":33,"31":[9,12,21,24],"3100":11,"3133":11,"31435567":16,"3159":9,"31m":29,"32":[9,24,26,27,29],"3201":[11,13],"321":9,"3246":11,"3249":24,"32745808":15,"32x32":27,"33":[9,24,32],"333":26,"336":26,"3383":29,"34":[9,24],"34069778":16,"3407":9,"3408":9,"3409":9,"3410":9,"3411":9,"34354394":16,"34400":9,"34415049":16,"3457":9,"3458":9,"3459":9,"3460":9,"3461":9,"3462":9,"3463":9,"3475":24,"348":[21,24],"3480":9,"3481":9,"3482":9,"3483":9,"3484":9,"35":[9,15,21,24],"351":33,"35118033":16,"352":33,"35440":9,"35876":13,"35891":13,"35893":13,"35905":13,"35982":13,"35999":13,"36":[9,24,29],"360":15,"3600":14,"36009":13,"36042":13,"36124":13,"36125048":16,"36279":13,"36608":27,"3666":9,"3667":9,"3668":9,"3669":9,"3670":9,"367623":16,"368":26,"3680":9,"37":[9,23,24,26],"370":9,"372000":12,"3733":24,"373563":21,"38":[9,14,24],"38116775":16,"382403":9,"3890":24,"39":[8,9,12,14,24],"391800":9,"3931145617":16,"39322864":20,"3950175":16,"39591267":16,"39822779":13,"39912885":16,"3d":[15,16,27],"3f":[25,26,27],"3rbzxjb16kv66g_p4wkzq16h0000gn":[14,16],"3s":22,"3x3":27,"4":[2,8,9,11,13,15,16,18,22,24,33],"40":[9,11,12,13,14,16,18,21,23,24],"400":9,"400000":21,"400x300":16,"406600":12,"41":[9,21,24],"410590":12,"416857":16,"4174482656828":12,"417448265682802":12,"4174484":12,"4178854":12,"42":[12,15,18,19,21,24,26,27],"424773":13,"42510872":16,"427540808172563":12,"4284":9,"4285":9,"4286":9,"4287":9,"4288":9,"4289":9,"429012":9,"42922743":16,"42m":29,"43":[9,14,15,21,24],"43014":9,"43102533":15,"434":9,"43814041":16,"44":[9,12,21,24],"446":9,"45":[9,21,24],"4513":9,"45919889":16,"45956413":16,"46":[21,24,29],"462018":16,"4649":9,"46779875":16,"47":[11,12,14,21,24,26,27,29],"47255761":15,"47388028":15,"477011":21,"478654":16,"478900":9,"48":[12,15,21,24],"48120537":16,"4841":24,"48489432":16,"486454":12,"4880":24,"49":[21,24],"4901":[11,13],"490c":33,"49118717":16,"494000":12,"498380":21,"4ducqnd7mfihnh7d":3,"4p":14,"4s":29,"5":[2,3,7,8,9,13,14,15,16,18,19,22,23,24,25,28,33],"50":[8,9,12,16,19,21,22,23,24,25,26,27,28],"500":[3,9,15,22],"5000":[28,29],"500000":21,"50088343":15,"5034":24,"50748428":16,"508000":12,"50m":29,"51":[9,24,28],"51078471":16,"51251051":16,"514368":21,"517":26,"51873336":16,"52":[9,12,15,24],"5268":20,"527306":21,"529":29,"53":[21,24],"53044455":16,"531903386":9,"5325":24,"532844":16,"5333":24,"53469999":16,"5364":20,"53814789":16,"53847563":16,"54":[12,15,21,24,29],"540813":16,"54114405":16,"543103":21,"54392202":16,"544":9,"54400":9,"5452":20,"548094":16,"549381":21,"54988292":16,"55":[9,15,24,29],"550":9,"55000":29,"5565551":16,"558363":9,"5599":24,"56":[9,21,24],"560":9,"5613":24,"5655":24,"5664":24,"56922127":16,"56931501":16,"57":[15,21,24],"570":9,"577122":16,"5792":9,"579308":9,"58":21,"58000":9,"580796":16,"58242":9,"588650":12,"59":[9,13,21,24,33],"590":1,"590c":33,"59186646":16,"59194299":16,"5958515":16,"5991453":16,"5x5":[26,27],"6":[9,13,15,16,18,19,24,26,27,29,33],"60":[9,12,21],"600":9,"60000":26,"600000":9,"6001989060169071":20,"6005":24,"601":9,"60435859":16,"605746":21,"60613125":16,"607000":12,"60763889":22,"6079":12,"608":[9,22],"608510":9,"6086":15,"608674":9,"6098":9,"61":[21,24],"61062942":16,"61318842":16,"61326113":16,"6173489951795071":13,"62":21,"62015573":16,"6206749":16,"62082943":16,"62095626":16,"62107074":16,"6216":24,"6228":9,"62288846":16,"62343935":16,"62438435":16,"626179":21,"628":22,"62831743":13,"62831888":13,"6284":24,"62847222":22,"62883364":16,"62906711":16,"62923072":16,"63":[9,15,23,24],"63147309":16,"63453326":16,"636efa":9,"63723971":16,"63727695":16,"63771876":16,"6394":24,"64":[24,26,27,29],"64059":9,"64240716":16,"643588":16,"64383652":16,"6448":24,"64495474":16,"64524934":16,"64642601":16,"64671513":16,"64734418":16,"6480666066247567":13,"65":24,"650986":12,"652299":21,"653386":16,"6541":9,"65486409":13,"65663369":16,"65704":14,"65885774":16,"65990":9,"66":[9,14,15,21,32],"66048458":16,"6611":9,"66184574":16,"662000":12,"6624":24,"663000":12,"66389788":16,"665":9,"66522149":16,"66568594":16,"66571243":16,"6660137226595724":16,"66647019":16,"6666666666666666":20,"667":26,"66987819":16,"66994118":16,"670":9,"6701":24,"6704":24,"6708":24,"67139297":16,"67241576":16,"67367877":16,"67370015":16,"6738216":16,"6755599":16,"67605116":16,"6765":24,"67676623":16,"67690662":16,"68":9,"6805":24,"68054136":16,"68069155":16,"68133003":16,"6814":24,"68146157":16,"68184766":16,"68286217":16,"68309587":16,"68371465":16,"6847":24,"685500":9,"68573384":16,"68593435":16,"686":22,"68631":9,"68638609":16,"68641115":22,"6881":9,"68881933":16,"68885895":16,"69":[9,21],"6902":24,"69020771":16,"69057845":16,"69236319":16,"692383":9,"6924458":22,"69255292":16,"69322019":16,"6933":24,"69390867":16,"69452008":16,"69473128":16,"6958":24,"6966":24,"6968454":16,"69686411":22,"697":22,"69717451":16,"69871087":16,"69908115":16,"69922373":16,"7":[2,3,8,9,11,12,14,15,16,18,19,23,24,26,29,33],"70":9,"700":13,"7000":28,"70025565":16,"70038786":16,"701149":21,"70223754":16,"70263944":16,"70370182":16,"70406565":16,"70426829":22,"70456397212095":15,"705256":21,"70585277":16,"70830125":16,"70868214":16,"70993839":16,"71":[21,24,26,29],"7102":24,"71080139":22,"711":22,"7117385":16,"7136":9,"7143":24,"71446902":16,"71493118":16,"7150":9,"7151":9,"7152":9,"7153":9,"7154":9,"7155":9,"7156":9,"71595929":16,"71613791":16,"71647227":16,"7175909":16,"71777003":22,"718":22,"718311":16,"71868257":16,"71870468":16,"7190":24,"719359":29,"72":[9,21],"7200":[13,14],"720000":13,"720001":14,"72011236":16,"7215":24,"72189751":16,"72209849":16,"72237984":16,"72351704":16,"72452975":16,"72473868":22,"72486287":16,"725":[9,22],"72656201":16,"72693285":16,"72900597":16,"72967489":16,"73":9,"73011104":16,"7307":20,"73126145":16,"73170732":22,"732":22,"7321":20,"73263889":22,"733":22,"73321253":16,"73392689":16,"73392859":16,"73399564":16,"73406938":16,"73432084":16,"73497355":16,"73523528":16,"73527765":16,"73553435":16,"735987":9,"73622929":16,"73629291":16,"7371437":16,"73721913":16,"73884634":16,"73942066":16,"74":[9,26],"74047807":16,"74070909":16,"740872":16,"74152142":16,"74152169":16,"74271586":16,"74273719":16,"74471303":16,"74516531":16,"74652778":22,"74695266":16,"74698581":16,"747":22,"74782772":16,"74923268":16,"74988807":16,"75":[8,9,12,21,26],"750":9,"750000":21,"75050886":16,"75066744":16,"75202614":16,"75215033":16,"75337184":16,"75361903901784e":14,"754":13,"75402734":16,"75439721":16,"75515268":16,"75546079":16,"75559453":16,"756":13,"75617037":16,"75665801":16,"757":14,"75700651":16,"75760721":16,"758688":9,"7592036":16,"75922639":16,"75926756":16,"76":21,"76035029":16,"760632":21,"76096889":16,"76123913":16,"76139725":16,"76146594":16,"76309549":16,"76383818":16,"76427688":16,"76451254":16,"76686261":16,"76717763":16,"767943601369907":13,"768000":12,"7682":9,"76836771":16,"77":21,"77016488":16,"77125499":16,"772982":21,"772989":21,"77305065":16,"775000":18,"77811399":16,"77844951":16,"77998847":16,"78":[9,12],"782500":9,"784":[25,26],"78479013":16,"78485929":16,"78570":9,"78593105":16,"78740418":16,"78769807":16,"7889":20,"78912008":16,"79":21,"7921602":16,"79219349":16,"79253012":16,"794146":21,"79434712":16,"7944444444444444":23,"79515639":16,"795420":12,"79619328":15,"79625474":16,"79678104":16,"79739309":16,"79815047":16,"8":[2,3,9,11,12,13,15,16,18,19,21,22,24,25,26,27,28,29,33],"80":15,"80008821":16,"80058568":16,"80152883":16,"802":20,"80209433":16,"80258282":16,"80274267":16,"80413431":16,"804426":16,"80775088":16,"80786877":16,"80877866":16,"81":12,"81072996":16,"81105258":16,"81211786":16,"814":29,"8151241":16,"81530":29,"81558153":16,"81562877":16,"81571315":16,"81576455":16,"816":26,"81719692":16,"8181818181818182":20,"8184":24,"81884902":16,"81983109":16,"81m":29,"82":21,"82043467":16,"82113359":16,"822168":12,"82269232":16,"82284":29,"8238563":16,"82403372":16,"82484302":16,"82486446":16,"82561676":16,"8263632119514472":23,"82768761":16,"82773":9,"82784456":16,"82811465":16,"828840":9,"829511":12,"8311293628262297":13,"832200":9,"84":[26,27],"8406":9,"840700":9,"8439":24,"8451782674660048":13,"8457":24,"8490":24,"85":[8,15,16],"850":9,"857143":18,"86":29,"8610":24,"863490298699":14,"8673904366025456":13,"87":[9,12,21],"8707":24,"8738":24,"874184":9,"875000":18,"878049":18,"88012076":15,"88025917":15,"8833333333333333":23,"88495373":13,"88495518":13,"8866":24,"8888":24,"89":[12,15],"8978":24,"898166":16,"9":[2,9,13,16,18,19,20,21,22,23,25,26,29,33],"90":9,"9000":[24,28],"900000":18,"904":26,"904762":18,"905":9,"905100":9,"90972222":22,"91":24,"910":22,"911":9,"9114":24,"91150039":13,"913043":18,"91986063":22,"92":21,"920":22,"925":[9,23],"925120":16,"926829":18,"927000":12,"93":21,"9339":20,"9362":24,"94":11,"9434":24,"944":22,"94425087":22,"9447":24,"9450421":22,"94791667":22,"948":22,"95":[15,18,21,27],"950000":18,"951":22,"95138889":22,"952381":18,"954545":18,"9545454545454546":18,"95486111":22,"955":22,"95547329":22,"957200":9,"958":22,"95818815":22,"95833333":22,"9583333333333334":22,"96":3,"9609":9,"9610569483132156":23,"9621008403361344":23,"9632119514472456":23,"965":22,"96515679":22,"96521245":22,"96527778":22,"96660859":22,"96864111":22,"96869193":22,"96875":22,"969":22,"97":[15,18],"972":22,"9720":20,"97212544":22,"97356514":22,"97445067":15,"975000":[18,21],"97560976":22,"976":22,"976744":18,"9767441860465117":18,"97703494":22,"979":22,"97909408":22,"97916667":22,"9793790849673202":23,"98":[16,18,26],"9825784":22,"983":22,"984000":12,"986":22,"98606272":22,"98611111":22,"987665408758737":22,"99":[9,12],"990000z":13,"9960854":12,"9976":24,"998100":9,"9986701":15,"9s":22,"\u00b5s":14,"boolean":[11,17],"break":[1,29],"case":[9,11,12,15,21,24,29,31,32],"class":[5,9,13,14,16,17,18,19,20,22,23,25,26,27],"default":[2,3,4,8,9,23,24,28],"do":[4,9,11,12,13,15,16,19,20,22,23,25,26,27,28,29,32],"export":[21,24],"final":[16,23,28,31,32,33],"float":[7,8,12,13,15,16,19,20,25,26,27],"function":[2,5,8,12,14,16,17,18,19,20,22,23,24,27,28,29,32],"ga\u00ebl":18,"import":[2,4,8,9,11,12,13,14,15,16,18,19,20,22,23,24,25,26,27,28,29],"int":[8,12,13,14,16,21,25,26,27],"long":[12,13,25,26,27,28],"m\u00fcller":18,"new":[6,9,11,12,15,16,18,20,21,23,24,30,32,36],"null":11,"public":[1,4,36],"return":[9,13,14,16,20,24,25,26,27,28],"short":[4,13,28,29,33],"super":[25,26,29],"switch":15,"transient":29,"true":[8,9,11,12,13,14,15,16,18,19,20,21,22,23,24,25,26,27,28],"try":[9,12,16,18,20,22,23,24,27,28,32],"var":[12,14,16,20],"while":[16,20],A:[1,2,4,6,7,9,12,14,15,16,17,18,20,22,23,25,26,27,28,29,30,36],AND:9,And:29,As:[9,24],At:[3,4,12,32],Be:4,But:[12,14,16],By:[15,33],For:[1,3,7,8,9,12,13,14,15,16,20,23,24,25,26,27,30],If:[3,4,8,9,12,13,14,15,16,20,21,24,25,26,27,36],In:[3,4,8,9,11,13,14,16,18,20,21,23,24,25,26,27,28,29,30,31],Is:[1,8,16,32],It:[1,3,4,5,7,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,31,32,36],NEAR:9,No:32,Not:4,OF:9,OR:9,On:4,One:[1,3,7,13,20,22,23,24,26,27,29],Or:[1,28],TO:[17,21],That:[20,23],The:[1,3,4,5,10,11,12,13,15,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,36],Their:[3,7],Then:[4,16,25,27],There:[3,4,8,9,11,12,13,14,15,16,17,19,20,22,23,24,25,26,27,32],These:[2,3,8,14,16,24,26,29,32],To:[2,3,4,9,12,13,14,15,16,20,23,24,26,28,29,33],Will:[21,32],With:[14,23],_1:15,_2:8,_:[19,25,26,27],_________________________________________________________________:29,__class__:[23,27],__getitem__:25,__init__:[13,18,25,26,29],__len__:25,__main__:25,__name__:[23,27],_c:26,_distn_infrastructur:22,_i:20,_lib:9,_n:15,a_:15,a_nparrai:8,aa:[8,9],aar:9,ab01:15,ab02:15,ab04:15,ab06:15,ab07:15,ab:[13,14,16,20,21,27],abil:[5,36],abj:9,abl:[4,16,20,24,32,33],about:[2,4,8,9,11,13,14,16,20,24,27,28,33],abov:[4,9,13,14,16,25,26,27],abr:9,absolut:[14,21],ac:9,academ:4,academia:24,acc:18,accept:4,access:[3,4,9,11,21,25,32,33],accord:26,account:[3,12,15],accur:[13,14,32],accuraci:[12,18,19,20,21,22,23,25,26,27],accuracy_scor:[19,22,23],accuracy_tim:[25,26,27],accurraci:20,achiev:[12,24],acknowledg:4,acoust:3,acquir:33,across:[7,32,36],act:23,activ:[2,25,27,28,29],actual:[16,20,21,24,31],ad:[3,5,26,28,29],ada:24,ada_clf:23,adaboost:[18,24],adaboostclassifi:[18,23],adam:[26,27,28],adapt:34,add:[2,4,6,9,11,13,15,16,17,21,25,26,27,29],add_subplot:[15,16],add_to:11,addit:[4,9,11,14,16,19,26],address:[1,4,11,33],adityakadiw:20,adjac:12,admiralti:9,adopt:[10,33],advanc:[3,33],advantag:[3,12,15,22],adversari:27,adw:9,affect:[9,16],affin:26,afford:3,afo:9,after:[4,16,25,26,27],ag1iubnhcqnb1ljv:0,ag:11,again:[3,9,11,15],against:[12,16,18,26],agenc:36,agg:9,agglom:16,aggreg:[16,23],aggress:24,ago:21,ahead:[8,24],ai:[24,31],aim:[1,9,28],air:7,air_temperatur:11,aka:[8,18],al:[4,27,29],alana:4,alaska:[13,14],algebra:8,algorithm:[15,16,20,22,23,26,27,28,29,31,32],alias:2,all:[1,4,5,6,7,9,11,12,13,15,16,18,20,21,22,23,24,25,26,27,29,32],alldataload:26,allevi:12,alloc:[3,8,27],allow:[1,3,4,9,11,12,20,28,32,36],along:11,alow:13,alpha:[14,15,16,18,20,21,26,27],alreadi:[2,3,10,20,23,24,25,27,31],also:[3,4,9,11,12,13,14,15,16,18,23,24,26,27,28,29,31,36],alter:31,altern:9,although:20,alwai:[16,20],amath301:33,amath:33,amaz:24,amazon:3,among:[6,7,16,26],amount:[11,15],amplitud:[13,14,27,32],an:[1,3,5,7,8,9,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,32,33,36],anaconda:2,analog:17,analysi:[11,12,14,16,17,27,31,33],analyz:[4,13,14],andrea:18,android:4,angl:[13,14,24],ani:[4,5,11,23,24,26,28,31,36],annoi:24,anomal:21,anoth:[9,13,15,23,25,27,29,31],answer:[9,14,24,33],anthoni:33,anyon:8,api:4,app:36,appdata:9,appear:[8,9],append:[8,11,12,15,26],appli:[9,13,14,16,17,21,25,27,29,31,32,33],applic:[3,4,13,26,36],approach:[6,9,15,16,23,25,26,30],appropri:[4,24,29,32,33],approxim:[12,13,14,15,20,26],ar:[3,4,5,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,31,32,33],arang:[8,12,13,14,15,16,25,26,27,28],architectur:[3,5,26,27,29],archiv:[3,32],arcitectur:25,area:[3,18,19],arendt:33,argmax:15,argmin:16,argu:27,argument:[12,23,26,29],arian:34,aris:13,arithmet:8,around:[3,14,15,26],arrai:[5,6,7,9,10,12,13,14,15,16,18,19,20,21,22,23,25,27],arrang:[6,27],arriv:3,articl:14,artifici:21,artist:13,asarrai:[12,13,14,15,16,25,27],ask:[4,20],aspect:14,assembl:16,assess:[12,18],assign:[9,16,17,21,24,26,27],associ:[3,11,25],assum:[13,14,16,20],ast:15,astyp:[16,28],atan2:15,atlow:13,atmospher:3,attach_respons:[13,14],attain:16,attempt:[29,33],attent:23,attribut:[6,9,10,11,16,19,25,32],auc:[18,19],author:[4,27],autmn22:[1,4,33],autmn:33,auto:[14,24,27,30],autocorrel:14,autofmt_xd:21,autokera:24,autom:[24,30],automat:[2,4,6,9,12,14,15,22,24,32,33],autumn22:4,avail:[2,3,9,11,12,23,32],averag:[12,16,20,21,23,24,25,27,32],averagepooling2d:27,avg:18,avgpool2d:27,avoid:[4,9,27,28,32],avx2:29,avx:29,awar:4,awesom:24,ax11:8,ax12:8,ax13:8,ax14:8,ax1:[8,15,16,21,25,26,27],ax2:[8,15,16,21,25,26,27],ax3:[8,21],ax4:[8,21],ax:[8,12,13,14,15,16,18,19,26],axes3d:16,axi:[5,9,13,14,15,16,18,21,25,26,27,29,32],axisgrid:16,axvlin:16,azimuth:[9,15],b76e:24,b:[14,15,18,20,21,26,27,28],b_i:25,b_j:25,b_k:25,back:[15,24,26,29],backend:22,background:18,backpropag:[26,28],backward:[6,15,20,25,26,27],bad:[9,18,23,28,29],badg:4,bag:29,bag_clf:23,baggingclassif:23,baggingclassifi:23,balanc:19,band:13,bandpass:13,bar:[4,14,21],barcontain:13,base:[7,13,14,15,16,17,20,26,36],base_estim:23,baselin:32,baseline_error:21,baseline_pr:21,bash:3,basi:[13,14,16,17],basic:[3,4,8,13,18,22,26,30,32,33],batch:[9,25,26,27],batch_siz:[25,26,27,28],bay:[17,18],bayesian:24,beat:32,beauti:36,becaus:[9,12,16,20,25,26,27,28,29,31,32],becom:[3,4,14,20,28],been:[20,24,27,32],befor:[4,14,17,18,25,32,33],begin:[11,14,18],behav:[10,26],behavior:32,behind:[23,36],being:[17,25,27],belong:[16,18,20],below:[1,3,4,5,11,13,14,16,17,23,26,27,29,33],benefit:34,best:[4,12,14,16,18,20,26,27,30,32],best_params_:22,beta:29,better:[12,15,16,23,24,26,27,28],between:[3,4,5,8,12,13,14,16,18,19,20,23,26,32],beyond:34,bhe:9,bhn:9,bhz:9,bia:[12,23,25,26,27],bias:[25,26],bibtex:4,big:[3,11,20],bin:[8,9,14,24],binari:[2,7,11,17,20,23,25,26,29],binary_crossentropi:29,binder:[4,36],binderhub:36,biomed:29,bit:9,bitbucket:4,black:[8,16,26],blank:[1,16],block:[27,28,29],blog:14,blue:[11,12,25,26,27],bn1:9,bn2:9,bn3:9,bne:9,bnn:9,bnz:9,bo:16,bokeh:9,bokehj:9,bold:[1,16],book:[3,10,32,33,34,36],boost:24,boot:29,bootstrap:[23,24],both:[12,14,16,17,18,20,24,27],bottleneck:29,bottom:9,boulder:34,bound:[11,26,32],boundari:[11,18,26],bourn:3,box:[4,24],bp:13,br:[1,24],branch:[4,5,26,29,33],breadth:33,break_ti:22,brew:3,brief:9,briefli:4,broader:27,browser:[1,4,36],brute:22,bsd:18,bti:9,bug:4,build:[15,16,20,26,36],built:[8,11,22,26,29,32],bundl:26,butter:13,butterworth:13,bv1:9,c1:13,c2:13,c:[9,12,14,15,16,18,22,26,27,29,32,36],c_:[15,26],cach:24,cache_s:22,calcul:[7,8,9,12,13,14,15,16,18,19,20,21,24,25,26,27,32],california:[3,9,15],call:[3,9,11,13,14,15,16,18,20,23,24,25,26,28,29,32,36],callabl:26,can:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,29,30,31,32,33,36],cancel:25,candid:22,cannot:[9,12,13,14,18,26,29],canon:[14,29,33],canva:33,capabl:3,captur:26,carbon:16,cardin:24,carpentri:[3,4,5,8,34],carri:[9,27],carto:9,cascadia:12,cast:13,catalog:[3,9,27],catboost:24,categor:[9,11,21,24,26],categori:17,caveat:16,cbook:13,cc:[16,18,29],cch1:9,ccp_alpha:24,cd:4,cdot:[15,20,25],cell:[1,9,14,18,24,26,28],center:[3,4,8,12,15,16],central:[3,9,14],central_mo:14,centroid:[14,16],certain:16,chain:26,challeng:[7,11],chang:[4,8,9,12,23,27,29,31],channel:[2,9,13,14,26,27,36],chapter:[3,7,24,33],charact:[7,11],characterist:[13,14,18,19],chart:21,cheat:4,chebyshev:13,check:[2,4,9,11,13,14,26],checkout:4,checkpoint:[26,27],chile:9,chine:33,choic:[22,27],choos:[3,4,13,14,15,16,17,25,26,27],choosealicens:4,chronolog:12,cienc:33,circ:20,circl:16,citat:4,cite:4,citi:11,class_nam:29,class_weight:22,classic:[24,27],classif:[20,23,25,26,27],classifi:[7,17,19,20,22,25,26,27,29],classificaiton:[17,23],classification_report:[18,19],claus:18,clean:[4,9,12,29,32],cleanest:4,clear:[16,24,33],clear_output:13,clearli:[12,16],clf2:22,clf:[18,19,22,23,26],cli:4,click:4,client:[13,14],climat:11,clipboard:4,clone:[4,5,33],close:[12,18,20,29],closer:[12,16],closest:16,cloud:[1,4,5,11,15,32,33,36],cloudstor:3,cluster:[3,24,27,32,33],cluster_centers_:16,cluster_label:16,clusterid:16,clusters_new:16,clusters_old:16,cm:[13,15,16,19,26],cm_bright:26,cmap:[13,14,18,19,26,29],cnn:28,co:[8,15,16],coast:9,coat:29,cobli:8,code:[1,3,4,9,16,18,20,24,32,33,36],coef0:22,coef:12,coef_:[12,20],coeffici:[8,12,13,16],cohort:4,col_index:16,colab:4,collabor:36,colleagu:4,collect:[11,12,16,18,23,24,32],collinear:24,color:[8,9,11,12,13,15,16,18,25,26,27],color_threshold:16,colorblind:8,colorinterp:11,column:[7,9,12,13,14,15,16,20,21,25],column_id:14,column_stack:16,com:[0,1,4,11,13,16,20,21,24,27,33],combin:[6,14,15,16,22,24,25,27,28],come:[2,24],comic:4,comma:7,command:[3,4,9,20,21,26,36],comment:16,commit:4,common:[11,13,16,17,18,29],commonli:12,commun:[4,11,34,36],compact:[9,14],compar:[5,9,13,14,18,23,25,26,27,32],compare_model:24,comparison:[15,24],compil:[26,28,29],complet:[9,16,18,32],completeness_scor:16,complex:[11,13,14,15,16,17,26,27,32],complex_:13,complexwarn:13,complic:[12,20,28],compon:[12,24,27,29,31,33],components_:15,compos:[1,3,9,14,25,26,27],comprehens:14,compress:[7,9,13,29],comput:[1,2,4,5,8,11,12,13,14,15,16,17,19,20,25,26,27,32,33,36],computation:[12,15],compute_cent:16,compute_clust:16,compute_dist:16,compute_elbow:16,compute_object:16,cona:2,concat:12,concaten:[16,27],concept:[12,16,29],concurr:22,conda:[23,36],condit:[16,17,30,32],conduct:4,conern:3,confid:[12,15,18],config:4,configur:[4,24],confirm:24,conflict:4,confus:[18,19],confusion_matrix:[18,19],congrat:4,connect:[3,4,25,26,27,28,29],consid:[13,17,18,24],consist:[16,22,30],constant:24,constitut:23,constrain:[13,14,26],consum:[12,30],contact:4,contain:[1,2,4,10,11,15,16,21,25,29,36],content:[3,4,5,9,11],context:[14,25,26,27],continu:[4,11,12,14,15],contourf:[11,13,26],contrari:12,contribut:[3,4,5,15,16,23,26,34],contributor:4,control:[33,36],conv1:26,conv1d:27,conv2:26,conv2d:[26,27,29],conv2dtranspos:29,conv_decod:29,conv_encod:29,converg:[16,29],convert:[8,9,12,13,14,19,20,21,22,23,25],convnet:27,convnetquak:27,convolut:26,cool:[3,24],coordin:[11,13,17,26,32],copi:[2,4,16,19,22,23,32,33],core:[3,9,10,16,23,29,36],corner:[4,11,13],corr:6,corrcoef:8,correct:[20,23,24,25,26,27],correctli:[18,20,24],correl:[6,8,32],correspond:[9,16,20,25,26,33],cosin:[13,14],cost:[3,12,24,26],could:[3,4,7,9,12,13,19,27,29],count:[9,12,13,14,18,19,21],cours:[1,4,5,8,11,12,33,34],cov:8,cover:[27,32],cox:24,cpu:[3,23,24,29,36],cpu_feature_guard:29,cr:11,crap:[12,13,15],creat:[2,5,8,11,13,15,16,17,20,21,24,25,26,28,32,33,36],creation:11,credit:4,cristea:[33,34],criterion:[24,25,26,27],critic:[4,29],cross:[8,14,19,20,25,26,32],cross_val_predict:[19,23],cross_val_scor:[18,23],crossentropi:27,crossentropyloss:[25,26,27],cruis:16,cryospher:33,cs160:33,cs163:33,cs230:27,csv:[1,6,7,11,15,16,20,21,24],cu:34,cubic:14,cuda:3,cumsum:15,cumul:15,current:[2,16,20,21,28,32],curv:[18,19,23,26,27],curvatur:13,cutoff:13,cv:[12,19,22,23],cv_results_:22,cwt:[6,14,32],cwtm:14,cwtmatr:14,cyan:15,cycler:2,cyto:16,cytomet:16,d1:8,d2:8,d2dl:28,d:[0,8,9,13,14,15,16,21,25,26,27],da:3,dai:[9,12,13,14,15,21,24],daili:[15,21],data:[1,3,4,8,10,13,14,17,20,22,23,26,28,30,31,33,36],data_elevation_mean:9,data_faith:16,data_group:9,data_shrink:16,dataarrai:10,databas:[7,10,11],datafram:[7,10,12,14,16,18,21,28],dataload:[25,26,27],datapoint:26,dataset:[9,10,11,13,15,16,18,19,20,21,22,23,25,26,27,29,32],date:[4,12,15,16,21],date_year:[12,15],datetim:[9,21],datetime64:9,dateutil:2,db:20,de:15,deactiv:2,deal:[15,21,27],debug:32,decai:13,decid:[16,18,20,26],decis:[17,18,23,24,26],decision_funct:[19,26],decision_function_shap:22,decisionboundarydisplai:18,decisiontre:23,decisiontreeclassifi:[18,23],declar:8,decod:9,decoder_cnn:29,decompos:[14,15,29],decomposit:[13,14,15,16],decreas:[6,15,16,18,20,27],dedic:[26,36],deep:[3,27,29,31,33],deepdenois:29,def:[9,14,16,20,25,26,27,28,29],defin:[2,7,8,9,16,18,20,22,36],definit:15,degre:[13,15,21,22,24],delet:2,delta:[13,14,20],dem:13,demarc:16,demographisc:3,demonstr:[5,24,33],dendrogram:16,denoise_ae_cnn:29,denoise_decod:29,denoise_encod:29,denol:[33,34],denot:16,dens:[26,27,28,29],densiti:[9,16],depend:[2,6,9,12,14,15,26,27,36],deploi:[3,9,33,36],deploy:[4,33],deprec:[9,12,22,29],depth:[9,16,23,27],deriv:[20,26,36],descent:[17,19,25,26],descr:22,describ:[4,9,11,12,21,29,31,33],descript:[4,9,21,24],design:[7,11,12,16,19,22,23,27,33],detach:20,detail:[3,4,7,16,22,24,26],detect:[14,27,29],determin:[12,13,14,21,25],determini:12,detrend:[12,13,14],dev:[9,14],develop:[2,3,4,33,34,36],deviat:[8,12,14,32],devic:3,devid:12,df:[9,12,14,15,16,18],df_test:25,df_train:25,diag:15,diagon:[15,18],diam:16,diam_lwr:16,diam_mid:16,diam_upr:16,diamet:16,dict:19,dict_kei:22,dictionari:[9,10,19,22,23],did:[9,24],diff:4,differ:[2,4,5,7,8,9,11,12,13,14,15,16,18,23,27,31,32,36],differenti:26,difficult:[16,31],diffus:29,digit:[11,13,19,22,23,25,33],dimens:[6,7,9,10,11,12,13,15,26,27,28,29,32],dimension:[6,7,8,9,10,11,16,17,27,33],dimes:8,dip:9,direct:15,directli:[3,9,19,24],directori:[4,11],disabl:[25,26,27],disadvantag:12,discard:13,disciplin:[7,33],discov:16,discret:[13,14],discrimin:[15,17],discriminant_analysi:18,discriminatori:13,discuss:[3,4,9,12,16],disp:19,displac:[7,12,15],displai:[9,13,21],dissimilar:8,dist:16,distanc:[8,13,16],distancemetr:16,distinct:16,distinguish:8,distort:16,distribut:[3,8,9,12,13,14,15,16,22,32,36],dive:27,divers:7,divid:[12,14,32],divis:16,dl:[11,13,16,20,27],dmatrix:23,dmc:13,dn:16,doc:[0,8,9,16,21,24,26],docker:[24,33,36],docmument:4,document:[4,5,9,11,13,14,16,18,32,36],doe:[9,11,12,16,20,23,27,32,36],doi:[4,11,27,32],domain:[13,26,29],domin:[11,13,14],don:[24,28],done:[3,4,11,12,22,24,25,26,27],dot:[15,20,27],dowload:11,down:[1,4,11,25],download:[2,4,11,12,13,14,15,16,20,23,24,25,26,27,36],downsampl:[26,27],dozen:36,dp1:9,dp2:9,dp3:9,draft:18,dramat:3,drastic:18,draw:[12,16],dress:29,drive:33,driven:36,drlat:13,drlon:13,drop:[4,20,21,26,32],dropbox:[4,11,13,16,27],dropna:[9,20],dropout:[26,27,29],ds:[1,4,33],dt:[8,13,14,24],dtype:[9,13,16,22,24,27],ducelli:34,due:[12,16,33],dummi:24,duo:4,duplic:4,durat:14,dure:[24,25,26,28,33],dw:20,dwa82x6xhjkhyw8:16,dz:14,e2019gl085870:27,e:[1,2,3,4,7,9,11,12,15,16,20,23,24,25,26,27,29,31,32],e_b:12,e_train:12,e_val:12,each:[2,3,4,9,11,12,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,31,33,36],earli:[11,28,33],earlier:[26,29],early_stop:26,earth:[4,8,15,33,34],earthdatasci:[4,8,11,34],earthquak:[9,13,14,15,17,27,29],easi:[8,20,24],easier:[15,20,26],easili:[29,32],east:[9,11,12,15],eastward:12,ecosystem:33,edg:[9,27],edgecolor:[16,18,26],edit:[0,3,24],editor:4,edu:[4,12,15,33],educ:33,effect:[13,14,18,25],effici:[3,24,29],effort:[24,30],eh1:9,eh:9,ehn:9,ehz:9,eigen:15,eigenvalu:15,eigenvector:15,either:[1,3,15,16,20,26,27,29,33],el:9,elaps:22,elast:24,element:[8,9,11,12,18,27],elev:[9,11,13,15],ellips:16,eln:9,els:[4,8,12,16,25,26,27],elsewher:27,elz:9,email:[4,33],embed:[11,15,31],emerg:11,empir:16,empti:[16,28],en:24,enabl:[3,13,14,29],encod:[7,11,24,27],encoder_cnn:29,encount:14,end:[6,9,12,14,15,16,17,18,25,26,27,33],end_dim:[25,26],end_tim:9,enddat:9,endtim:[13,14],energi:14,enforc:[13,14],engin:33,enhanc:11,enivron:2,enough:[8,32],ensembl:[18,19,21,22],ensur:21,enter:[9,13,14,24],entir:[4,9,12,23,25,27,31],entri:11,entropi:[14,20,25,26],enumer:[15,16,18],env:[2,13,18,23,29],environ:[4,5,32,33,36],ep1:9,ep2:9,ep3:9,ep:18,epoch:[23,25,26,27,28,29],epr:12,epred_train:12,epred_v:12,epsilon:20,eq1:27,eq2:27,equal:[12,13,14,27],equat:[26,36],equival:[8,9,10,20,25,26],err:18,error:[6,9,12,15,16,18,20,21,25,26,27,32],error_scor:22,erupt:16,escienc:3,esourc:33,especi:[27,32],ess490:1,ess:[1,4,33],est:16,estim:[12,15,16,21,22,23,25,32],estimator__break_ti:22,estimator__c:22,estimator__cache_s:22,estimator__class_weight:22,estimator__coef0:22,estimator__decision_function_shap:22,estimator__degre:22,estimator__gamma:22,estimator__kernel:22,estimator__max_it:22,estimator__prob:22,estimator__random_st:22,estimator__shrink:22,estimator__tol:22,estimator__verbos:22,et:[4,24,27,29],eta:[23,29],etc:[1,4,14,24,25,32],euclidean:16,euclidian:[8,16],evalu:[12,16,23,25,26,27,33],evaluate_model:24,even:[13,14,16,27,31],evenli:8,event:[9,27,36],everi:[13,27,31,33],everyth:[2,31],everytim:4,evolut:25,exact:[2,12,20,31],exampl:[3,4,7,9,11,12,13,15,16,17,18,19,20,21,23,25,26,28,30,33],exce:25,except:[1,26],exclud:24,exclus:26,execut:[1,2],execute_request:25,exercis:[11,12,18],exist:[13,14,16,20,36],exist_ok:[11,26,27],exp:[9,13,14,20,25,26],exp_reg101:24,expand:1,expans:3,expect:[5,24,32],expens:[3,27],experi:[3,15,24,30,36],expertis:32,expir:4,explain:[6,15,16,20,25,26,27],explained_variance_:15,explained_variance_ratio_:15,explan:4,explanatori:9,explor:[6,12,14,15,16,19,22,23,25,30,32],expon:14,express:[9,16],extend:[18,25,27],extens:[2,5,36],extent:[13,14],extern:[2,9],extra:24,extract:[6,13,15,21,24,25,29,33],extract_featur:14,extractal:11,extracted_featur:14,extrem:[12,24],f1:[18,20,28],f1_score:18,f2:28,f4:12,f:[13,14,18,19,20,21,22,23,25,26,27],f_1:18,f_:[13,14],f_a:14,f_c:[13,14],f_path:[26,27],f_x:20,facecolor:16,facil:32,facilit:11,fact:[14,16,27],factor:[4,14,26,27],fail:26,fair:32,faith:16,fake:15,fallen:27,faller:4,fals:[9,14,16,18,19,20,22,23,24,26],famili:14,familiar:[9,10],far:12,fashion:27,fashion_mnist:29,fast:[3,9],faster:11,fastica:[6,15],favor:27,fc1:26,fc2:26,fc3:26,fc:16,fdsn:[13,14],fdsn_client:[13,14],feather:16,featur:[6,9,13,15,16,20,22,24,26,27,29,32,33,36],feature_import:21,feature_importances_:21,feature_list:21,feature_nam:22,fee:4,feed:29,fetch:[4,33],fetch_openml:[19,22,23,25,26,27],few:[16,27],fewer:15,ff0000:26,fft2:13,fft:[6,13,14],fftfreq:[13,14],fftpack:[13,14],fftshift:13,fidel:29,field:[7,8,15,24,27,29,30],fig1:8,fig2:8,fig:[8,9,12,13,14,15,16,21,25,26,27],figsiz:[8,12,13,14,15,16,19,21,26,28],figur:[9,11,15,16,19,24,25,26,27],figure_:19,fiji:9,file1:[11,13],file2:[11,13],file:[1,3,4,6,7,11,16,18,25,27,32,33],file_url:[12,15],filenam:16,fill:[13,14,27,32],fill_betweenx:16,fill_color:9,fill_valu:22,filter:[9,27],find:[3,4,6,8,10,12,13,14,15,16,17,18,20,23,25,26,27,29,30,32,33],finder:24,finish:22,finit:[13,14,27],first:[1,3,4,6,8,9,12,13,14,15,16,18,19,20,23,25,26,27,28,29,32,33],firstnam:11,fisher:14,fit:[12,15,16,18,19,20,21,22,23,26,27,28,29,30],fit_predict:16,fit_transform:[15,16,18,19,22,23,29],fivethirtyeight:21,fix:[4,9,12,22,26,27,32],flag:[16,29],flat:13,flatten:[23,25,26,27,28,29],flavor:36,flexibl:8,float32:[27,28],float64:9,floor:13,flouresc:16,flow:16,fluor:16,fly:8,fma:29,fmi:16,fn:[16,18,20],fname:11,focu:[3,11,12,24,27],focus:33,fold:[19,22,24],fold_shuffl:24,folder:[11,14,16,27,32],folium:11,follow:[3,4,11,12,15,16,18,24,27,29],font:[8,16],fontsiz:[8,16],fontweight:16,forc:[4,20,22,33],forecast:[21,24],forecast_acc:[21,24],forecast_noaa:[21,24],forecast_und:[21,24],forest:[17,18,19,23,24,26,33],forg:2,fork:4,form:[11,16,17],format:[1,6,7,9,14,16,18,21,25,26,27,32,33],former:34,formul:20,formula:[19,20],forth:24,fortran:36,forward:[6,15,25,27],found:[4,11,20,22,25,27,33],foundat:33,fourier:[6,29,33],fourth:[1,14],fowlk:16,fp:[16,18,20],fpr:[18,19],frac:[8,13,14,15,16,18,20,25,26],fraction:[16,18,27],frame:[9,22],framework:[11,13,33],free:[3,4,29,32,36],freq:[9,14],frequenc:[13,14],frequent:15,freqvec1:[13,14],freqvec:[13,14],fri:21,friend:[2,21,24],friendli:4,from:[1,2,4,6,7,8,10,11,12,13,14,15,16,18,19,20,21,22,23,24,25,26,27,28,29,32,33,36],from_estim:18,from_numpi:20,fs:[13,14],ft:[13,14],ftp:9,full:[24,27],full_matric:15,fulli:[25,26,27,28,29],fundament:[6,8,18],further:[4,6,26,29],futur:[4,9,25],futurewarn:9,g:[1,2,3,4,7,9,11,15,16,20,23,24,25,26,27,31,32],gain:36,game:3,gamma:[18,19,22],gan:9,gap:[13,32],gate:[16,28],gather:[3,17],gaussian:[8,18,27,32],gaussian_process:18,gaussiannb:[18,23],gaussiannois:29,gaussianprocessclassifi:18,gb:23,gbr:24,gcp:3,gdrive:4,gel:9,gener:[4,8,10,11,12,15,16,24,26,27,28,30,31,32,33],generaliz:[12,32],generate_time_seri:28,genr:7,geo:33,geodesi:[12,15,33],geograph:11,geohackweek:[11,34],geolog:[11,13],geologi:[11,13,33],geometri:11,geophys:[7,27],georeferenc:11,geoscien:33,geoscienc:[3,31,32,34],geoscientif:7,geosmart:[4,33],geospati:[7,26,31,32,33],geq:20,get:[3,4,8,9,11,12,14,15,16,20,21,23,25,26,27],get_dummi:[21,24],get_param:22,get_waveform:[13,14],geyser:16,giant:31,git:[5,23,33,36],github:[1,3,5,24,27,29,32,34,36],gitignor:4,gitlab:4,give:[2,4,12,13,14,16,18,20,24],given:[1,9,12,15,16,18,27,32],gla:9,glass:1,glo:9,glob:[12,15],global:[3,4,9,27],global_quakes_iri:9,gn:9,go:[4,9,11,13,20,24,25],goal:[12,16],goe:25,gone:24,good:[4,6,12,16,32],googl:[0,21,24,33],gouraud:14,gov:[11,21],gp:[7,12,15],gpd:11,gpl:9,gps_loc:15,gps_locat:15,gps_timeseri:[12,15],gpu:[3,24,36],grad:20,grad_fn:20,gradient:[17,19,24,25,26,27,28],gradient_desc:29,graduat:34,grai:27,grant:4,grant_sudo:24,graph:[8,21,26],graphic:[3,27],gray_r:19,great:[3,4,24,26,27,29],greater:[12,13,21,27],green:[11,12,16],grei:25,grid:[8,11,12,13,14,15,16,18,19,26,27,28],gridsearchcv:22,grobler:18,ground:[13,14,16,32],group:[3,9,11,12,16,17,23,24,32],groupbi:9,growth:3,gst:9,gudelin:4,gueron:23,guess:11,gui:4,guid:4,guidelin:[4,32],gzip:[12,15],h2o:24,h5:[6,7,11,27],h5py:[11,14,22,27,29],h:[9,15,20,26],h_y:20,ha:[4,8,11,12,15,16,17,20,22,24,25,26,27,28,29,32,33],hackweek:36,had:[4,25],half:33,hand:[23,25,36],handl:[3,4,9,17,24,26],handwritten:19,happen:[8,13,14,15,16],happi:26,hard:[4,23,33],hardwar:[1,3,36],harmon:18,hasattr:26,hat:[12,13,14,20,25],have:[2,3,4,8,9,10,11,12,13,14,15,16,20,23,24,25,26,27,28,29,31,32,34],hdf:11,hdo:9,head:[1,4,9,11,14,15,16,21,24],headach:4,header:[9,25],heavi:3,height:[9,11,27],help:[4,5,8,32],henderson:[33,34],here:[3,4,9,10,11,13,14,16,17,19,20,22,24,25,26,27,28,29,33],heterogen:11,hh2:9,hh3:9,hhe:9,hhn:9,hhz:[9,13,14],hidden:[26,27,28],hidden_layer_s:26,hide:15,hierarch:27,hierarchi:[16,27],high:[3,7,13,14,16,18,24,29,33],higher:18,highest:[13,14,15],highlight:27,highpass:13,hist:[8,9,12,13,14],histogram:[8,9,13,14],histor:[21,24,27],histori:[25,26,27,28,29],hj2:9,hj3:9,hjz:9,hle:9,hln:9,hlz:9,hn1:9,hn2:9,hn3:9,hne:9,hnn:9,hnz:9,hold:11,home:[3,4,11],homepag:4,homewgrown:32,homework:4,homgeneity_scor:16,homogen:16,homogeneity_completeness_v_measur:16,honshu:9,hood:24,hook:20,hopefulli:16,horizont:[3,12],horizontalalign:26,host:[4,33,36],hot:24,hour:[3,14],hover_data:9,hover_nam:9,how:[3,4,7,9,11,12,14,15,16,18,19,20,25,26,31,32,33],howev:[3,11,12,15,20,26],hp:13,hpc:[5,36],href:26,html:[1,8,9,15,16,26,29,32],htop:3,http:[0,1,3,4,8,9,11,12,13,15,16,18,20,21,24,26,27,29,30,32,33],hub:[3,5,11,33],huber:24,hue:16,hulbert:27,human:[11,32],hv1:9,hyak:3,hydrolog:15,hyp_50m_sr:11,hyper:[17,24,26],hyperbol:26,hyperparamet:[23,24,27,32],hyperplan:17,hz:[13,14],i2:[13,14],i6tv3ug15oe6yh:13,i:[3,9,12,13,14,16,19,20,25,26,27,29,32],i_it:20,ic:27,ica:[6,15,32],iclass:18,icon:4,id:[14,21,24],idai:[12,15],idea:[16,23,24,29],ideal:[15,18],ident:[8,18],identifi:[15,21,32],ifft2:13,ifft:[13,14],ifram:9,ignor:[4,13,16,24,27],igs14:[12,15],ii:[12,15,18],iid:22,iik:12,illustr:[4,13,16,29],iloc:[9,11,21,24,25],imag:[1,11,13,14,19,22,24,25,26,27,29,33],image_index:29,imageri:7,imagin:29,imaginari:[13,29],img:1,impact:31,implement:[3,9,16,23,26,27,29],important_indic:21,importerror:18,improv:[29,32],imput:24,imputation_typ:24,imshow:[13,14,19,29],in_channel:27,in_featur:[25,26],inaccess:4,includ:[1,5,14,26,29,32,33],incomplet:4,increas:[8,16,18,20,27,28],increasingli:27,ind:13,inde:[18,29],independ:[4,11,12,20,23],index:[8,9,11,16,21,24,25],indic:[12,14,16,26],individu:[3,14,16,23,25],induc:[12,27],industri:24,inertia:16,inexact:20,infer:12,infin:20,infinit:14,influenc:24,info:[2,9],inform:[4,6,11,15,26,31,32,36],infrastructur:36,infti:[13,14],inherit:25,init:[4,12,16],init_cent:16,initi:[4,16,20,25,26,27,29,32],initiali:16,inlin:[8,12,15,21,26],inplac:[9,20],input:[6,9,14,15,24,25,26,27,28,29,32],input_shap:[26,27,28,29],inquir:9,inquiri:11,insert:[1,16],insid:2,inspect:18,inspir:4,instal:[2,3,4,5,9,23,24],instanc:[1,3,9,13,18,22,23,26,27,32,33,36],instanti:21,instead:[9,13,16,18,20,23,29,32],institut:[3,32],instruct:[4,29],instructor:[4,33],instrument:[13,16],int32:[16,22],int64:[9,22,23],int_:[13,14],integ:[7,8,19,27],integr:[6,24],intend:[12,33,36],intens:[12,15],interact:[1,3,6,9,24,26,36],intercept:12,intercept_:20,interest:[14,29,34],interfac:[1,2,4,36],intermedi:[4,13,25,26,27,32],intern:[9,28],internet:36,interpol:19,interpret:[2,11,17,26,33],interpret_model:24,interv:[15,26],intro:[8,9,33],introduc:[8,10,24,26,28,29,31,33],introduct:[3,9],introductori:11,intuit:26,invalid:14,invari:27,invers:15,inverse_transform:15,involv:[9,12],io:[4,9,11,12,15,27,29,30],ipykernel_2672:9,ipykernel_50850:14,ipykernel_7989:16,ipython:13,iq1:27,iq2:27,iq:27,iri:[13,14],isal:11,isfinit:27,isin:9,island:9,isol:[2,15,31,36],isomap:15,issu:[4,5,24,28,32],ital:1,item:[1,4,9,25,26,27],iter:[12,16,20,21,22,24,25,26,27],ith:25,ith_cluster_silhouette_valu:16,its:[2,6,9,16,23,24,26,27,28,32],itself:[11,16],j4:[14,16],j:[16,20,25],jaqu:18,java:36,javascript:[11,36],job:[3,24],john:11,johnson:27,journal:35,js:11,jsgb:9,json:[1,7,11],juli:[13,14],julia:[32,36],jump:25,jupyt:[2,3,5,21,24,26,32,33,36],jupyterhub:[3,4,36],jupyterlab:[2,4,9,36],jupyternotebook:36,just:[4,9,12,16,20,25,26,27,28,31],k:[14,15,17,18,19,20,21,23,24,25,27],k_means_cyto_3:16,k_means_cyto_8:16,k_means_cyto_bad_init:16,kaggl:20,kcpb:9,keep:[4,13,20,26],kei:[4,9,11,19,21,22],kept:12,kera:[23,25,26,27,28,29,30,33],keras_tun:30,kerasclassif:26,kerasregressor:26,kernel:[1,17,18,19,22,24,26,27],kernel_s:[27,29],kf:12,kfold:[12,24],khbb:9,khmb:9,kilomet:9,kind:11,kit:[16,23],kiwisolv:2,klat:13,klon:13,km:13,kmean:16,kmeans_model:16,kmeans_pp:16,kmpb:9,kneighborsclassifi:[18,19,22,23],knn:[17,18,23,24],knn_clf:19,knn_predict:19,know:[1,3,9,17,20],knowledg:[27,29,33],known:[19,24,27],ko:16,koehrsen:21,kurtosi:13,kwarg:29,kxk:18,l2:27,l:[20,25,26,27],l_1:8,l_2:8,l_old:20,lab:[4,20,34],label:[5,14,16,17,18,19,23,24,25,26,27,28,32],label_binar:19,labelcolor:[25,26,27],labels:8,labels_:16,lamb:9,lambda:[9,21],lambda_meters2kilomet:9,land:[3,11],landsat:[3,7],languag:[1,3,4,11,32,36],laplac:14,laptop:[2,4],lar:24,larg:[3,4,8,12,13,14,20,23,26,27,32],larger:[3,11,15,16],largest:[13,15],lasso:24,last:[4,9,11,13,14,18,20,21,23,24,26,27,28],lastnam:11,lat:[9,13,16],later:[2,12,20,21,26,28],latex:1,latitud:[9,13,15,26],launch:1,law:8,layer1:25,layer:[4,11,25,28,29],layout:21,lba:9,lbfg:26,lce:9,lcl:9,lcq:9,lda:[17,18],ldo:9,lead:[15,30],leader:3,learn:[2,3,6,7,9,11,12,15,17,18,19,20,21,22,25,27,28,29,32,34,36],learn_rat:23,learner:23,learning_r:[23,25,26,27,29],learnt:24,leas:32,least:[13,14,24,33],least_frequ:24,leav:1,leaveoneout:12,lectur:[27,33],lecun:27,leduc:27,left:[4,8,9,26,27],legend:[8,12,13,14,15,19,21,26,28],len:[11,12,13,14,15,16,18,19,20,21,23,25,26,27,29],lenet_checkpoint:[26,27],length:[9,13,14,15,20,25,27],leq:[16,20],less:[9,12,13,14,15,24,32],lesson:[3,5,34],let:[8,9,11,12,13,14,15,16,18,20,25,26,27,28],letter:27,level:[1,18,24,33],lh2:9,lh3:9,lh:9,lhe:9,lhn:9,lhz:9,lib:[11,13,18,23,29],librari:[2,24,29,32],licens:[4,18],lie:[16,26],light:[16,24],lightgbm:24,like:[3,4,7,8,9,10,11,16,20,27,36],lil:29,lilianweng:29,limit:[11,13,14,17,22,23,26,29,32],linalg:[8,15],line2d:[13,16,18],line:[1,2,4,8,12,13,14,15,16,17,18,21,24,26,36],line_color:9,linear:[8,13,14,15,17,18,19,20,22,24,25,26,27,29],linear_model:[12,20],lineardiscriminantanalysi:18,linearli:[8,14],linearly_separ:26,linearregress:12,linestyl:[8,16],linewidth:[8,12,15,18],link:[1,4,9,33],linkag:16,linregress:12,linspac:[8,12,13,14,15,26,28],linux:[3,5,32],list:[1,2,3,4,5,8,9,11,12,15,16,21,24,26,27,32],listedcolormap:[18,26],literatur:[27,32],littl:[17,18],live:36,llar:24,ln:15,lne:9,lnn:9,lnz:9,load:[9,27],load_data:29,load_digit:[19,22,23,25,26,27],loaded_test:[25,27],loaded_train:[25,26,27],loaded_v:26,loc:[9,16,19,22],local:[4,5,9,14,16,27,33],locat:[1,9,11,13,14,16,21,26,27],log10:[13,14,16],log:[8,9,13,14,16,20,24,25,26,29],log_:13,log_i:16,log_x:16,logarithm:32,logic:25,logist:[17,25,33],logistic_regress:20,logisticregress:20,logit:25,logspac:[8,14,26],loguniform:22,lon:[9,16],longer:[13,16,20,28,29],longitud:[8,9,13,15,26],loo:12,loocv:12,look:[4,8,9,11,14,16,18,23,24,25,27],loop:[5,9,12,14,15,16,25,26,27],loos:[3,36],lose:27,loss:[6,12,15,20,22,26,27,28,29],loss_funct:[26,27],loss_tim:[25,26,27],lot:[3,24,28,32],low:[3,13,14,16,18,23,24],lower:[13,14,15,19,23,29],lowest:[16,29],lowpass:13,lp:13,lr:[24,25,26,27,29],ls:9,lstrip:26,lt:[25,26,27],ltn:9,lua:36,lucki:3,lunch:32,lw:16,lwd:9,lwh:9,m1:24,m2km2:9,m2km:9,m8:[13,14],m:[4,9,11,13,14,21,23],m_3:14,m_4:14,ma:33,mach:25,machin:[3,6,7,11,17,19,22,23,24,32,34],maco:3,macosx:3,macosx_10_15_x86_64:23,macosx_11_0_x86_64:23,macosx_12_0_x86_64:23,macro:18,made:[4,9,25],mae:[21,24],mag:9,magic:21,magnitud:[9,14,23],mai:[1,2,3,4,7,9,11,12,13,14,15,16,20,23,24,26,28,29,32],mail:4,main:[4,11,16,33],maintain:14,major:[15,23,24],make:[2,4,5,8,9,11,12,13,18,20,21,24,26,27,28,31,32,33],make_circl:[18,26],make_classif:[18,26],make_moon:[18,26],make_pipelin:26,makedir:[11,13,26,27],mallow:16,manag:[2,25,26,27,36],mani:[2,3,9,11,12,14,16,17,19,20,24,25,27,31,32,34,36],manifold:29,manipul:[5,6,9,11,14,21,24,25,33],manual:[9,32],manual_se:[26,27],map:[11,12,15,26,27],mapbox_styl:9,mape:[21,24],margin:17,mariana:9,marin:[33,34],marinedenol:[13,18,23,29],mark:33,markdown:[4,36],markedli:36,marker:[8,9,11,12,16],marker_clust:11,marker_s:9,markerclust:11,markers:9,market:24,mask:[11,22,29],masked_arrai:22,mass:16,match:[24,29],materi:[11,27,34,36],math:[15,16,20,33],mathbf:[15,26],mathcal:[20,25],mathemat:20,matlab:[32,33],matmul:15,matplolib:33,matplotlib:[2,5,9,11,12,13,14,15,16,18,19,21,22,25,26,27,28,29],matric:15,matrix:[6,13,18,19,20,26],max:[8,9,11,12,13,14,16,19,21,22,23,25,26,27,32],max_depth:[18,23,24],max_featur:[18,24],max_it:[20,22,26],max_leaf_nod:24,max_percentag:[13,14],max_pool2d:26,max_sampl:[23,24],maxim:[17,25],maximum:[16,20,21,24,25,26,27,32],maxlat:13,maxlon:13,maxpool2d:[27,29],maxpool:27,maxpooling2d:27,mayb:26,mb:23,mcbrearti:27,mch:9,mcn:9,mcw:9,md:[1,4,32],mdenol:33,mean:[3,4,8,9,11,12,13,18,20,21,23,24,25,26,27,32],mean_fit_tim:22,mean_score_tim:22,mean_squared_error:12,mean_test_scor:22,meant:36,measur:[7,12,14,15,16,18,21,24,26,32],median:[9,32],meet:[24,32],member:[12,16,36],memori:[3,8,9,10,11,20,26,27,28,36],mention:4,menu:[1,4],mere:26,merg:[1,4,13,14,16,33],mesh:26,meshgrid:26,messag:25,messi:4,meta:23,metadata:[6,9,11,32],meter:9,meters2kilomet:9,meters2kilometers2:9,method:[15,17,20,21,22,23,24,25,26,27,30,33],methodolog:33,metric:[12,13,16,19,20,21,22,23,26,27,28,30],mhe:9,mhn:9,mhz:9,microsoft:[3,24],microstoft:3,middl:[16,26],might:[11,13,14,24],mimic:11,min:[8,9,11,12,13,14,16,19,21,22,26,32],min_impurity_decreas:24,min_impurity_split:24,min_samples_leaf:24,min_samples_split:24,min_weight_fraction_leaf:24,mini:[25,26],miniconda3:[13,18,29],miniconda:2,minim:[16,20,25,32],minima:16,minimum:[15,16,25,32],minlat:13,minlon:13,minmax:32,minmaxscal:[19,22,23,32],minu:[21,24],minut:[16,33],misclassifi:[18,23],miss:[24,32,35],mistak:20,mitig:26,mix:15,mixing_:15,ml:[3,18,24,28,30,32,33],mlgeo2022:4,mlgeo2022_uwnetid:[4,33],mlgeo:[4,5,29,33],mlgeo_sk:[13,18,23],mlhub:3,mllab:2,mlp:[27,28],mlpclassifi:26,mm:[12,15],mmw:9,mne:9,mnist:[19,25,26,27],mnn:9,mnz:9,mobil:4,mode:[17,23],model:[7,11,12,13,15,17,19,20,22,23,28,30,33],model_lenet:27,model_select:[12,18,19,21,22,23,25,26,27,29],moder:26,modif:4,modifi:[4,9,14,18,19,21,22,23,25,26,27,33],modul:[2,6,8,9,12,13,14,15,16,25,26,27,32,33],moistur:7,moment:14,mon:21,mondai:[17,33],monitor:3,month:[3,13,14,21,24],more:[2,4,7,9,11,12,13,15,16,17,18,20,22,23,26,29,30,32,36],morlet2:14,morlet:14,morn:33,most:[2,3,4,5,6,7,12,13,14,15,16,17,18,21,23,24,26,27,28,32],mostli:[3,7,12,14,16],mother:14,motion:[12,13,14,15,32],motiv:32,mousavi:29,move:[3,11,13,25],mpl_toolkit:16,mplot3d:16,ms:[9,14],mse:[12,24,28,29],mse_train:12,mse_val:12,mu:14,much:[3,7,15,16,20,24,26,27],mulbackward0:20,multi:[8,9,10,14,17,18,23,25],multiclass:[17,26],multiclassif:27,multicollinear:24,multidimension:[11,15,28],multilabel:29,multipl:[3,4,13,14,15,25,26,27,28,32,36],multipli:15,must:27,my:[1,4,8],my_kmean:16,my_metadata:9,my_mlp:26,my_pd:9,mybind:36,mycod:4,myenv:2,myst:36,n1:16,n2:16,n:[8,10,11,12,13,14,15,16,18,19,20,24],n_cluster:16,n_clusters_per_class:26,n_compon:[15,16],n_epoch:[25,26,27],n_estim:[18,21,23,24],n_featur:26,n_imag:29,n_inform:26,n_init:16,n_iter:22,n_j:16,n_job:[22,23,24],n_redund:26,n_sampl:[12,15],n_select:24,n_split:12,n_step:28,naiv:[17,18,28],naive_bay:[18,23],name:[2,4,7,9,11,15,16,18,21,24,26,29,32,36],nameerror:26,nan:[9,22],narr:36,nat:13,nation:[3,11],nativ:17,natur:12,nb:[17,23],nb_clf:23,nbin:9,nbsp:24,nc:[9,11,13],ncedc:9,nclass:[19,23],ncluster:16,ncm_geologicframeworkgrid:[11,13],ncm_spatialgrid:[11,13],ncol:[19,21],ndarrai:[22,23],nearest:[16,17,18,19],necessari:[4,12,20],need:[4,9,12,14,15,16,17,20,23,24,25,26,27,28,29,32,33],neg:[14,16,18,20],negbackward:20,neighbor:[15,17,18,19,22,23,24],neither:24,nenad:4,neonscienc:11,neq1:27,nest:[11,26],net:[24,26],netcdf4:13,netcdf:10,network:[3,9,11,13,14,20,29,31],neural:[20,29,31],neural_network:26,neuron:[25,26,27,28],nevada:12,never:[12,23],new_nois:13,newaxi:28,newcrap:13,newdata:[19,22,23],newfil:4,next:[9,16,24,25,26,27,28,36],next_fast_len:[13,14],nf:13,nfft1:[13,14],nfft:[13,14],nhat:[13,14],nice:[4,11,20],nicoleta:[33,34],nipy_spectr:16,nlabel:27,nn1:25,nn:[13,25,26,27],no12:27,no1:27,no2:27,no_grad:[25,26,27],noaa:[21,24],node:[3,11,36],nois:[15,16,17,18,26,27,28,29,32],noise2:27,noisi:[15,29],nomal:20,non:[1,11,13,29],none:[9,22,23,24,25,26,27,28,29],nonlinear:26,nor:24,norm:[8,16,22,27],normal:[14,15,16,18,19,22,23,24,25,26,27,32],north:[11,12,15],northern:9,northwest:12,notat:11,note:[11,12,13,14,19,20,22,23,24,29],notebook:[2,3,4,5,8,9,21,24,32,33,36],noth:[8,14,20],notic:[13,14],notifi:4,noverlap:14,now:[4,8,9,11,12,13,14,15,16,18,20,25,26],np:[2,8,9,11,12,13,14,15,16,18,19,20,21,22,23,25,26,27,28,29],nperseg:14,npmap:11,npoint:15,npt:[13,14],npts1:[13,14],nrow:[19,21],ns:9,num_class:[23,25,26],number:[2,8,9,11,12,13,14,15,17,18,19,20,21,22,23,24,25,26,27,28,29,31,32],numer:[7,8,11,17,21,24],numeric_onli:9,numpi:[2,6,9,10,11,12,13,14,15,16,18,19,20,21,22,23,25,26,27,28,29,33],nvidia:3,ny:11,nyq:[13,14],o:[3,8,9,12,16,32],obj:16,object:[7,8,9,11,13,16,20,21,22,23,24,25,26],objective_new:16,objective_old:16,observ:[9,15,16,20,21],obspi:[13,14],obtain:[20,21],obvious:12,occur:12,ocean:3,oceanographi:[3,33],ocf:9,off1:28,off2:28,off:[16,18,29],offer:[3,4,33],offic:8,offici:4,ofr20191081:11,often:[2,3,8,12,13,27],ok027:27,ok029:27,old:16,omega:20,omp:24,onc:[4,9,12,20,24,25],one:[1,2,3,4,6,8,9,11,12,13,14,15,16,17,18,20,21,23,24,25,26,27,29,30,31],oneapi:29,onednn:29,ones:[15,16,17,23,27],onevsrestclassifi:19,onli:[3,4,9,11,13,14,15,16,21,23,26,29,33],onlin:4,onto:[13,14],oob_scor:[23,24],open:[1,3,4,5,11,32,33,36],openeew:3,oper:[3,8,9,11,18,19,26,27,29],opt:[13,18,29],optim:[3,11,16,17,20,22,23,24,27,28,29,30,32],optimizer_v2:29,optimizi:17,option:[4,9,15,20],oracl:8,orang:[15,16],ord:8,order:[1,13,25,26,27,29,36],ordin:24,oregon:15,org:[8,9,11,15,16,18,20,26,27,32,36],organ:[4,6,7,11,15],orient:[15,21],origin:[4,6,11,13,14,15,16,18,24,27,29,33],orthogon:[14,15,24],orthograph:9,orthonorm:[13,14],os:[3,4,11,12,13,15,16,22,26,27],other:[1,2,4,11,12,13,16,17,18,24,25,26,28,29,31,32,34],otherwis:25,otodo:9,ouput:27,our:[15,16,18,19,20,21,26],out:[2,3,4,9,11,13,14,21,22,24,26,27,28],out_channel:27,out_featur:[25,26],outcom:9,outlier:[24,32],outofboundsdatetim:9,output:[1,6,7,9,11,13,15,17,23,25,26,27,28,29,32,33],output_notebook:9,outsid:[9,12],outstand:32,over:[1,4,12,14,15,25,26,27],overal:[5,12,16],overestim:12,overfit:[23,24,26,27],overlai:[13,14,15],overlap:[13,14],overview:29,overwrit:[4,9],ovr:22,own:[3,4,20,32,33,36],owner:4,p395:[12,15],p:[8,9,12,14,16,18,20,24,25,27,29],p_valu:12,pacif:12,packag:[2,8,9,11,12,13,14,15,16,18,20,23,24,29,30,33,36],pad:[21,27,29],padding_mod:27,page:[4,9,11,24],pai:23,pair:[11,16,21,25,32],pairgrid:16,pairplot:16,panda:[2,6,10,11,12,13,14,15,16,18,20,21,22,24,25,27,28,29,33],paper:[4,27,31,33],par:24,paragraph:1,parallel:[3,22],param:[8,22,23,29],param_c:22,param_distribut:22,param_gamma:22,param_grid:22,param_kernel:22,paramet:[8,12,16,17,20,22,23,24,25,26,27],parameter:[13,16],park:11,parks_wa:11,parquet:[7,11],pars:[7,24],part:[4,13,25,26,27,28,29,33],partial:20,particip:36,particl:16,particular:[11,32],particularli:[3,7,26],partit:16,pass:[3,13,25,26],passiv:24,password:4,past:[12,13,28],path:4,pathcollect:18,pathwai:33,pattern:[21,27],pby:9,pc:[15,16],pca:[6,17,24,29,32],pcolor:8,pcolormesh:14,pd:[9,11,12,13,14,15,16,18,20,21,22,24,25,27,28,29],pdf:[13,33],pdist:16,pdt:33,peak:[16,27],pearson:8,peform:18,peopl:[4,24,31],per:[7,9,13,14,19,25,27],percentag:[20,21,25],perceptron:25,perfect:[12,16,24],perform:[3,4,9,12,13,14,16,22,23,25,26,27,29,30,32,33,36],period:[13,14],permiss:[4,33],perol:27,person:4,perspect:16,pg1:9,pga:32,pgc:9,phase:[13,14],phd:4,phi:26,phone:4,physic:7,pi:[13,14,15,16],pick:27,picoeuk:16,piec:4,pio:9,pip3:2,pip:[23,24],pipelin:[6,16,17,26],pixel:[11,25,27,29],piyg:18,place:[9,19,27],plai:4,planetari:[3,33],plate:[12,15],plateau:16,platform:[3,4,29,32,36],pleas:[3,4,5,9,13,14,24],plenti:[3,10],plot:[5,6,8,9,11,12,13,14,15,16,18,19,21,24,25,26,27,28,32],plot_confusion_matrix:19,plot_height:9,plot_imag:29,plot_test:8,plot_width:9,plotli:[6,16,33],plt:[8,11,12,13,14,15,16,18,19,21,22,25,26,27,28,29],plu:[21,24,28],plugin:11,pm:33,pn:14,pnda:14,png:[1,8,9],point:[4,7,8,11,12,13,14,15,16,17,24,26,28],poisson:8,polynomi:[13,17,24],pool:26,pool_siz:29,pop:16,popul:[3,16],popular:[17,23,24,26,27,29,36],popup:[11,24],porotomo:3,port:3,portion:23,posit:[12,14,15,16,18,19,20,25,26,27,32],positron:9,possibl:[5,9,14,20,23,29,32,36],post:4,postalcod:11,potabl:20,potenti:32,power:[8,16,26],pq:9,pr:18,practic:[3,4,5,7,9,12,13,17,19,29],practition:30,pre:[6,13,15,16,18],pre_dispatch:22,precipit:9,precis:[18,20],precision_recall_curv:19,precision_recall_fscore_support:20,precision_scor:18,precisionrecalldisplai:19,precison:18,precondit:32,pred:[12,23],predecessor:23,predict:[7,12,14,17,18,19,20,21,22,23,24,25,26,27,29],predict_proba:[18,23,26],predictions_data:21,predictor:23,prefer:[4,27],preliminari:32,prepar:[6,25,33],preprocess:[16,18,19,20,22,23,25,26,27,32],prerequisit:33,prescrib:16,presenc:29,present:[0,13],previou:[23,26,28,31],previous:[9,16,27],princip:33,principl:33,print:[8,9,11,12,13,14,15,16,18,19,20,21,22,23,24,25,26,27,28,29],printer:8,prior:[14,21,24],privat:[4,33],pro:[4,16],proba:23,probabl:[16,17,19,20,22,23,25,26,29],probe:27,problem:[14,16,17,20,22,24,25,26,27,32],proce:26,process:[1,3,6,13,14,15,16,18,27,31,36],prochloro:16,produc:[11,17,24,31],product:[9,13,17,24,27,31],profession:24,profit:1,program:[1,3,4,9,33,36],progress:[23,33],project:[1,4,6,10,11,13,14,15,16,33,36],projection_typ:9,promis:32,propag:[25,26,27],proper:2,properti:[8,20,23,29],propos:[29,32],prove:9,proven:32,provid:[2,3,4,8,9,12,17,24,26,27,30,32,33,36],proxim:8,pseudo:14,pseuo:14,psi:14,pt:[26,27],pub:9,publish:[31,36],puget:[13,14],pull:[4,5,24,33],pullov:29,purpos:[3,4],pursuit:24,push:[4,5],put:[20,26],px:[9,16],py3:[23,24],py:[2,4,9,13,14,16,18,29],pycr:11,pydata:16,pylab:8,pypars:2,pyplot:[8,11,12,13,14,15,16,18,19,21,22,25,26,27,28,29],python3:[2,13,18,23,29],python:[3,4,5,6,8,11,13,14,16,20,26,32,33,36],pytorch:[2,25,27,30,33],pytz:2,q_cb8jrmn81uk:0,qc:16,qc_lwr:16,qc_mid:16,qc_upr:16,qda:18,qnipvp:0,quad:9,quadraticdiscriminantanalysi:18,quak:[9,14,27],quakes2:27,quakes2plot:9,qualit:[17,20,33],qualiti:[16,24,36],quantifi:[16,18],quantit:[17,20],quarter:33,queri:13,question:[31,32,33],queue:3,quick:32,quota:16,r2:[12,24],r2_score:12,r75ecms0bvyqaca:11,r:[8,12,15,21,23,26,27,28,32,33,36],r_valu:12,radial:17,radiant:3,radiu:16,rain:33,ran:3,rand:[8,13,20,27,28],randn:[8,13,15,16],random:[8,12,15,16,17,18,19,20,23,24,26,27,28,31,32,33],random_project:15,random_split:[25,26,27],random_st:[12,16,18,19,20,21,22,24,26],randomforestclassifi:[18,19,22,23],randomforestregressor:[21,24],randomizedsearchcv:[22,26],randomli:[12,13,14,16,24,26],randomsampl:26,randomst:[19,26],rang:[9,11,12,13,15,16,19,21,25,26,27,28,29,32],range_color:9,rank_test_scor:22,ransac:24,rare:[12,13,24],raster:7,rate:[7,9,13,14,18,19,23,25,26,27],rather:[3,29],ratio:[13,15,18,24],ratt:[13,14],ravel:26,raw:[6,13,14,19,22,23],raw_moment:14,rbf:[18,22],rcparam:[8,16],rdbu:26,rdylbu:13,re:[4,8,12],reach:[3,16,20],read:[8,10,12,13,15,16,21,24,25,31,32],read_csv:[9,15,16,20,21,24,25],read_feath:16,read_fil:11,readabl:[6,11,25,32],readi:33,readm:[1,4,32],real:[3,13,14,26,29,32],realist:13,realli:4,reason:[24,26],reassign:32,rebuild:29,rec:18,recal:[18,20],recall_scor:18,receiv:[15,18,19,27,28,31],recent:[18,26,27],recogn:[4,5,9,24],recommend:[2,3,4,15,16,33,36],reconstruct:[15,29],record:[14,15,21],recov:[9,15,29],recreat:13,rectifi:26,recurs:16,red:[11,12,15,16,25,26,27],reduc:[4,6,12,13,15,16,18,27,29,32],reduct:[6,17,23,27,29,33],refer:[3,7,8,17,21,26,36],refit:22,refresh:33,reg:24,regard:26,region:[3,9,11],register_hook:20,regr:12,regress:[23,24,25,26,28,33],regressor:[22,24],regular:[23,26,27,28],regularli:[13,14],reinstal:24,rel:[14,28],relat:[2,7,11,14],relev:32,reli:36,reliabl:[24,32],relu:[25,26,27],remain:[4,6,16,22],remean_elev:9,remedi:28,rememb:20,remot:[3,4,5,33,36],remov:[2,4,6,9,13,15,21,24,29,32],removablehandl:20,remove_anyth:9,render:9,reno:12,repeat:[12,13,14,15,24,27],repeat_kmean:16,repeatedli:12,replac:[4,9,11,12,13,16,23,27,36],repli:25,replic:16,repo:[1,4],report:[11,18,19,26,33],reposistori:33,repositori:[3,5,24,33],repres:[13,14,17,29],represent:[14,16,26,27,29],reproduc:[2,6,12,16,27,32,33,36],request:[3,4,5,9,11,12,15],requir:[2,3,4,13,14,17,23,25,26,29,32],requires_grad:20,resampl:23,research:[3,4,27,29,32,34],reset:[4,9,28,33],reset_index:[9,11,20],reshap:[12,13,16,19,25,26,27,29],residu:[8,12,23,29],resnet:29,resolut:[9,29],resolv:[4,13,14],resour:3,resourc:[3,5,11,32,34],respect:[12,16,20,26,27],respons:[13,17,33],rest:26,restart:[1,24],result:[9,12,15,16,17,18,20,24,25,26,27,31,32],retain:15,retain_grad:20,return_sequ:28,return_train_scor:22,reus:[4,32],revers:[20,21,26],revert:26,review:[5,26,32],rf:[17,21,23,24],rf_clf:[19,23],rf_most_import:21,rf_predict:19,rgb:27,rich:36,ridg:24,right:[2,4,8,9,19,26],rlat:13,rlon:13,rmse:24,rmsle:24,rng:26,ro:[16,21],robust:15,roc:[18,19],roc_auc:19,roc_auc_scor:19,roc_curv:[18,19],roccurvedisplai:19,role:27,root:[11,14,25,26,27],rotat:[15,16,21],rouet:27,round:[21,26],routin:8,row:[7,8,9,13,15,16,20,21,24,25],row_index:16,rs:12,rstudio:1,rubi:36,rule:[17,26],run:[1,3,4,9,14,16,20,31,32,33,36],runner:24,running_loss:[25,26,27],runtimewarn:14,rv_frozen:22,s1:15,s2:15,s3:[3,15],s6x10hzdyra:3,s:[8,9,11,12,13,14,15,16,18,21,23,24,25,26,27,28,29],s_:15,safe:26,sagemak:3,sai:27,same:[2,4,7,8,9,12,13,14,15,16,23,24,27,29,31,32],samm:23,sampl:[7,8,12,13,14,15,16,17,18,19,22,23,25,26,27],sample_silhouette_valu:16,sampler:[25,26,27],sampling_r:13,sandal:29,sat:21,satisfi:[23,30],sattelit:7,save:[2,4,6,7,8,9,11,15,18,21,24,25,27,32],savefig:8,saw:15,sawtooth:15,sc:16,scala:36,scalar:[20,26,28],scale:[3,9,13,14,15,16,22,23,25,26,27,32],scaleogram:14,scaler:[16,19,20,22,23],scan:11,scatter:[12,15,16,18,26,29],scatter_3d:16,scatter_geo:9,scatter_mapbox:9,scatterplot:[6,8],schedul:3,schema:7,schemat:27,scheme:[16,22],scholarship:33,sci:[16,23],scienc:[1,8,11,33,36],scientif:[1,8,11,32,33],scikit:[2,6,12,15,18,22,32],scikitlearn:[18,20],scipi:[2,6,12,13,14,15,16,22,23],scitkit:6,score:[16,18,22,23,26,27],scott:[33,34],scratch:[1,3,9],screen:[25,26,27],script:[4,6,33],se:[12,15],seaborn:[2,6,16],search:[26,27],seattl:21,sec:24,second:[1,7,8,9,10,13,14,20,23,25,27,28,29,33],section:[8,13,33],see:[1,3,4,8,11,12,13,14,15,16,18,24,26,27],seed:[15,16,26,27,32],seek:16,seem:[12,24,27],segment:29,seismic:[3,9,13,14],seismogram:[7,27,29],seismolog:33,seismologist:14,seismomet:[3,13],select:[1,4,6,12,13,14,15,16,21,22,24,26,27,32],self:[9,11,25,26,27],selu:29,send:[3,26],sens:[3,7,9,16],sensit:[13,16,18,20,32],sensor:[7,9,13],sent:27,sep:[9,25],separ:[7,15,16,17,29,32,36],sequenc:[8,27,29],sequenti:[23,26,27,28,29],sequential_15:29,sequential_1:29,sequentialbackend:22,seri:[4,7,9,10,13,14,15,27,28,29,32,33],server:[3,4,13],servic:[3,36],session:4,session_id:24,set:[3,6,8,9,11,12,13,14,15,16,18,19,23,24,26,27,28,32,33],set_axis_off:19,set_grad:20,set_size_inch:16,set_them:16,set_titl:[8,13,14,15,16,19,21,26],set_xlabel:[8,12,13,14,15,16,21,25,26,27],set_xlim:[13,16,26],set_xscal:[13,14],set_xtick:[15,16,26],set_ylabel:[8,12,13,14,15,16,21,25,26,27],set_ylim:[13,14,16,26],set_yscal:[8,13,14],set_ytick:[16,26],set_zlabel:15,settingwithcopywarn:16,settl:24,setup:24,sever:[4,9,10,11,12,13,15,16,17,19,23,27,29,30,32],sgd:[17,25,26,29],shade:14,shap:24,shape:[8,11,13,14,15,16,19,21,22,23,25,26,27,28,29],share:[0,7,11,33,36],sharex:[12,13,14],she:9,sheet:4,shell:[3,33],shift:14,shirt:29,shn:9,shorter:[13,14],should:[4,8,10,12,24,26,27,32,33],show:[9,11,12,13,14,15,16,18,19,24,25,26,27],show_reconstruct:29,showcountri:9,shown:[27,29],shrink:22,shuffl:[19,22,23,24,26,28],shufflesplit:12,shz:9,si:[0,3],sidebar:4,sig:15,sigm:26,sigma:[14,15,20,26],sigmoid:[25,26,27,29],sign:[15,16],signal:[13,14,15,27,29],significantli:31,silenc:9,silhouett:16,silhouette_avg:16,silhouette_sampl:16,silhouette_scor:16,sim:12,similar:[8,10,14,16,21,23],similarli:[8,13,14,20,25],simpl:[1,5,12,15,16,17,20,24,26,27,28,32,33],simpler:15,simplernn:28,simplest:[25,28],simpli:[13,26],simplifi:[16,27],simul:[7,8],sin:[15,16,28],sinc:[11,14,19,26,28],sine:[13,14],singl:[11,15,16,23,24,25,26,27,28,36],singular:15,sinusoid:15,site:[2,13,18,23,29],six:2,size:[8,9,11,12,13,14,15,16,20,23,25,26,27],size_cluster_i:16,size_img:[25,26],skew:13,skicit:21,skill:[5,8,9],skip:[27,29],skiprow:9,sklean:15,sklearn:[12,15,16,18,19,20,21,22,23,24,25,26,27,29,32,33],slack:36,sle:9,sleep:13,slice:16,slick:4,slide:0,slightli:[26,31],sln:9,slow:27,slz:9,small:[14,15,16,20,23,27,28],smaller:[6,12,15,16,20,23,26,32],smallest:29,smi:3,smith:11,smooth:[10,14,26],sn:[12,15,16],sneaker:29,snr:13,so:[2,4,9,12,13,14,15,19,20,24,25,26,27,28,32],societ:32,soft:23,softmax:[23,25,26,27],softplu:26,softwar:[3,5,11,34,36],software_carpentries_intermedi:35,sofwar:8,soil:7,solid:24,solut:[24,25,32,33],solv:[11,16,20,28,32],solver:26,some:[2,3,4,8,9,11,12,14,15,16,17,20,24,26,27,33],somebodi:4,sometim:31,somewhat:28,somewher:4,sort:[9,13,14,16,21],sort_valu:9,sosfilt:13,sound:[13,14],sourc:[1,4,5,11,15,18,32,33,36],south:[9,11],southern:[3,9],sp1:9,sp2:9,sp3:9,space:[6,7,8,14,15,16,22,26,27,30,36],span:[13,14],spars:26,spatial:[13,16,27],spatiotempor:16,special:11,specif:[1,2,3,4,7,8,9,11,13,14,18,19,20,22,33],specifi:[9,20,25,26,27],spectra:[13,14],spectral:6,spectrogram:27,spectrum:[13,14],speed:[13,14],spend:33,split0_test_scor:22,split1_test_scor:22,split2_test_scor:22,split3_test_scor:22,split4_test_scor:22,split:[12,15,16,18,22,23,25,26,27,28],splitlin:[12,15],spread:14,spreadsheet:7,spyder:2,sqrt:[1,8,13,14,15,16],squar:[12,14,15,16,26],src:1,sse4:29,ssh:4,st:14,sta:[12,15],stabl:[8,13,15,16,26,32],stack:[27,28],stacked_a:29,stacked_ae_cnn:29,stacked_decod:29,stacked_encod:29,stage:[4,29],stai:29,stain:16,stamp:[14,15],standalon:9,standard:[7,8,9,11,12,14,15,32,33,36],standardscal:[16,18,20,25,26,27,32],standardtransform:26,stanford:27,star:2,start:[3,4,6,9,12,15,16,18,20,24,26,29,32],start_dim:[25,26],start_tim:9,startdat:9,starttim:[13,14],stat:[12,13,14,22],state:[11,12,28,32],state_dict:[26,27],statement:5,station:[9,12,13,14,15,27],stationari:29,statist:[6,8,9,12,13,17,21,23],statu:4,std:[8,9,12,13,14,15,21,26],std_err:12,std_fit_tim:22,std_score_tim:22,std_test_scor:22,steelblu:15,stefan:[33,34],step:[4,6,15,16,20,24,25,26,27,29,32],step_ahead:28,stft:[14,32],still:[4,19,26,36],stochast:[15,17,19,25,32],stop:16,stop_alg:16,storag:[3,4,32,36],store:[3,8,9,11,12,19,22,23,26,32],str:[9,11,16,21,24],strategi:[12,13,16,29,32,33],stratifi:24,stream:14,street:11,streetaddress:11,stretch:18,strictli:[17,26,27],stride:[27,29],string:[8,9,11],stringio:9,strive:36,strongli:23,strptime:21,structur:[6,7,8,9,10,11,16,29,32,36],student:[5,34],studi:32,studio:[3,4],style:[16,18,21],sub:4,subclass:25,subdata:16,subduct:12,subgroup:16,submiss:[4,33],subplot:[5,8,12,13,14,15,16,18,19,21,25,26,27,29],subplots_adjust:26,subsequ:26,subset:[11,19,22,23,24,26,32],subsetrandomsampl:[25,26,27],success:[16,27],successfulli:[23,24],suffici:[3,17,27],suggest:[4,32],sum:[8,14,16,20,23,25,26,27,29],sum_:[12,16,20,25],sum_i:8,sumatra:9,summar:[16,17,33],summari:[9,16,27,28,29],sun:[21,33],sundai:21,superimpos:13,superseismo:4,supervis:[6,15,17,32],supplementari:27,support:[1,8,11,17,18,19,22,33],suppos:32,suptitl:[16,19],sure:[2,4,8,12,28,32],surfac:[3,7,11,13,15],sv:[12,15],svc:[18,19,22,23],svc_clf:23,svc_predict:[19,22],svg:18,svm:[17,18,19,22,23],symmetr:[14,15,29],synchron:4,synecho:16,syntax:[11,14,26],syntaxerror:14,synthet:[16,28,32],synthetics_pca:16,synthetics_sc:16,system:[3,4,5,11,15,17,31,36],systemat:[18,26,30],t20:16,t:[12,13,14,15,16,20,24,26,27,28,33],t_b:12,t_train:12,t_val:12,tab10:29,tab:[25,26,27],tabl:[7,9,24],tabular:[7,11],tacc:3,tackl:16,tag:[11,15],tail:[13,14],take:[6,9,13,14,16,20,23,25,27,28,29],taken:[9,14,16],takewai:4,talk:20,tangent:26,tanh:[26,28],taper:[13,14],target:[19,22,23,24,32],target_nam:22,task:[3,26,32,36],taught:33,team:[27,31,33,36],technic:36,techniqu:[12,24,33],technolog:32,tediou:24,tell:24,temp:[9,21,24],temp_1:[21,24],temp_2:[21,24],temperatur:[7,9,21,24],templat:[4,27,33],templates_027:27,templates_029:27,tempor:[6,7],temporari:3,tend:[13,14,20,23,25,32],tensor:[3,10,20,25],tensorflow:[23,25,26,27,28,29],tenv:[12,15],term:[12,18,27,28],termin:[1,3,4,24],terminolog:[4,36],test1:16,test:[9,12,16,18,20,22,23,25,26,27,28,32],test_dat:21,test_data:25,test_df:24,test_featur:21,test_imag:25,test_import:21,test_index:12,test_label:[21,25],test_siz:[12,18,19,21,22,23,26,27],testload:[25,26,27],texa:3,text:[1,4,8,11,12,13,15,16,24,26,36],tf:[14,28,29],th:[16,20],than:[12,13,15,16,17,23,27,28,32],the_turing_way_community_2022_6909298:35,thei:[3,6,9,11,12,13,15,16,17,20,26,27,28,29,32],them:[4,6,7,9,14,15,16,18,24,25,27,29,33],theorem:32,theori:33,therefor:[12,13,16,26,29],theta:[15,16],thi:[1,3,4,5,8,9,10,11,12,13,14,15,16,17,18,20,21,22,23,24,25,26,27,28,29,30,32,33,34],thing:[7,32,36],think:24,third:[1,14,20,23],those:[8,24,27],though:[3,5,31],three:[3,8,11,15,16,20,27],thresh:[13,16],threshold:[18,24,25,26],through:[3,12,15,25,26,31,33],throughout:[27,33],thu:[15,18,20,27],tick:[16,21],tick_param:[8,25,26,27],tier:3,tif:11,tiff:11,tight:16,tight_layout:[15,21,25,26,27],tightli:3,tile:15,time:[3,7,8,9,11,13,15,16,24,25,26,27,28,29,30,32,33],timedelta:9,timedistribut:28,timeit:[9,14],timestamp:9,tip:8,titl:[8,9,12,13,14,15,16,19,21,26],tlu:25,tn:[18,20],tnr:18,to_csv:9,to_datetim:9,to_numpi:[16,20],to_parquet:9,todai:[21,24],todoran:[33,34],togeth:[2,25],toi:32,token:4,tol:22,too:[12,18,20,27,28,32],tool:[2,8,9,11,16,18,22,32,33],toolbox:[12,13,14,16],toolkit:[22,33],tooth:15,top3:24,top:[1,3,4,9,27],topic:33,topographi:11,torch:[20,25,26,27],torchvis:[25,26,27],total:[4,8,18,22,23,25,26,27,29],totensor:[25,26,27],touch:4,toward:6,towardsdatasci:21,towfish_001:16,towfish_002:16,towfish_003:16,towfish_004:16,towfish_005:16,towfish_006:16,towfish_007:16,towfish_008:16,towfish_009:16,towfish_010:16,towfish_011:16,towfish_012:16,towfish_013:16,towfish_014:16,towfish_015:16,towfish_016:16,towfish_017:16,towfish_018:16,towfish_019:16,towfish_020:16,tp:[16,18,20],tpr:[18,19],tpu:3,trace:14,traceback:[18,26],track:4,trade:18,train:[16,17,18,20,22,23,28,29,31,33],train_data:25,train_df:24,train_featur:21,train_imag:25,train_import:21,train_index:12,train_label:[21,25,27],train_set:[25,26,27],train_test_split:[18,19,21,22,23,25,26,27,29],trainabl:[27,29],trainload:[25,26,27],tranfsform:14,transform:[6,9,11,15,16,19,20,22,23,24,25,26,27,29,32,33],transit:10,translat:[14,27],transmit:31,transpos:15,treat:27,tree:[11,17,18,23,24,26],tremend:34,trend:12,trial:26,trignometri:24,trim:[13,14],triplic:16,trouser:29,true_data:21,true_label:16,truth:[16,28],tsfel:6,tsfresh:[6,14],tshirt:29,tslib:9,tsne:29,tstart:[13,14],tt:[12,24],tue:21,tunabl:16,tune:[24,29,32],tuner:27,tupl:21,ture:[4,34],turn:[13,14,26,28],tutori:[3,4,8,9,10,11,12,16,19,21,24,26,29],twinx:[25,26,27],two:[4,8,9,11,13,14,16,17,18,21,27,29,30],txt:[2,4],type:[1,4,5,7,8,9,11,13,14,16,17,19,22,23,24,26,29,32,33],typic:[3,9,12,14,16,23,29],u1:15,u:[1,15,16],u_:12,u_n:12,uc:[21,24],ue:[12,15],ug3_fcm_distribut:16,un:[12,15],uncertainti:[12,16,28],unclear:27,under:[4,18,24],underestim:12,underfit:[23,24],underli:36,underlin:1,understand:[15,33],underwai:16,underway_002:16,underway_003:16,underway_004:16,underway_005:16,underway_006:16,underway_007:16,underway_008:16,underway_009:16,underway_010:16,underway_011:16,underway_012:16,underway_013:16,underway_014:16,underway_015:16,underway_017:16,underway_018:16,underway_019:16,underway_020:16,underway_021:16,underway_022:16,underway_023:16,underway_024:16,underway_025:16,underway_026:16,underway_027:16,underway_028:16,underway_029:16,underway_030:16,underway_031:16,underway_032:16,underway_033:16,underway_034:16,underway_035:16,underway_036:16,underway_037:16,underway_038:16,underway_039:16,underway_040:16,underway_041:16,underway_042:16,underway_043:16,underway_044:16,underway_045:16,underway_046:16,underway_047:16,underway_048:16,underway_049:16,underway_050:16,underway_051:16,underway_052:16,underway_053:16,underway_054:16,underway_055:16,underway_056:16,underway_057:16,underway_058:16,underway_059:16,underway_060:16,underway_061:16,underway_062:16,underway_063:16,underway_064:16,underway_065:16,underway_066:16,underway_067:16,underway_068:16,underway_069:16,underway_070:16,underway_071:16,underway_072:16,underway_073:16,underway_074:16,underway_075:16,underway_076:16,underway_077:16,underway_078:16,underway_079:16,underway_080:16,underway_081:16,underway_082:16,underway_083:16,underway_084:16,underway_085:16,underway_086:16,underway_087:16,underway_088:16,underway_g3:16,unecessari:15,unifi:3,uniform:[8,13,14,16,22,26,32],uniqu:[9,16,19,23,27,29],unit:[3,13,25,26,36],univers:[12,26,33],unix:5,unknown:24,unlik:[12,14],unord:1,unr:[12,15],unread:8,unrealist:13,unseen:24,unstag:4,unstructur:11,unsupervis:[6,15,16,32,33],unsur:8,until:[13,14,16,20,23,27],unzip:11,up:[9,12,13,14,17,18,23,24],updat:[8,16,20,24,25,26,27,28,29,33],update_geo:9,update_layout:9,upload:[4,33],upper:4,upstream:31,upward:15,url:[1,9,11],us:[1,2,3,5,6,7,8,10,11,12,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,31,32,33,36],usabl:26,usag:[3,4],usecol:9,user:[1,2,4,9,11,13,18,23,29,36],user_guid:16,usernam:4,userwarn:29,usg:11,usi:24,usp:0,usual:[3,12,16,17,24,26,27],utcdatetim:[13,14],utf:[9,11],util:[12,14,20,25,26,27,36],uv:[12,15],uw:[1,3,4,5,13,14,33,34],v:[15,16],v_e:12,v_measure_scor:16,v_n:12,v_size:12,vae:29,val_index:12,val_loss:29,val_set:[25,26,27],valid:[9,19,26,27,28,29,32,33],validation_data:[28,29],valu:[7,8,9,11,12,13,14,15,16,17,18,20,21,23,24,25,26,27,28,32],value_count:9,vanish:[26,28],vanuatu:9,vari:[8,13],variabl:[5,6,9,11,12,13,14,15,16,19,20,21,24,26,29],varianc:[12,13,15,16,17,23,24],variat:[8,16],varieti:11,variou:[3,4,13,16,18],varoquaux:18,vcl:9,vco:9,vdt:9,ve:12,vea:9,vec:9,vector:[8,12,13,15,17,19,20,22,26,27,33],vei:9,vel:12,veloc:[12,13],venv:2,vep:9,verbos:[19,22,24],veri:[2,8,9,16,17,20,23,24,26,28,32],versa:12,version:[1,2,9,11,26,27,31,36],versu:16,vertic:[3,13,15,16,21],vfp:9,vi9gmjy8d4zd5jv:27,via:[2,16,26,33],vice:12,video:[0,3,36],view:[16,26,27,33],viewoutput:26,viridi:14,virtual:[3,4],visit:2,visual:[3,4,6,10,11,15,16,18,21,24,27,29,32,33,36],vki:9,vm1:9,vm2:9,vm3:9,vmax:[8,13,14],vmin:[8,13,14],volum:[16,27],voting_clf:23,votingclassifi:23,vpb:9,vrc:9,vs:[4,11,12,23],vscode:[3,9],vsp:9,vstack:[15,16],vt:15,vwb:9,w:[14,20,25,26,27],w_i:25,w_j:[20,25],w_k:25,wa:[9,11,12,17,18,19,21,22,23,27,29],wai:[2,4,9,10,11,12,15,16,20,22,24,27,29,32,34],wait:[13,16],want:[9,11,12,13,20,21,25,26,28],ward:16,warm_start:24,warn:[9,15,20],washington:[11,33],watch:[3,19,22,23],water:20,water_pot:20,wave:[28,29],wavedecompnet:29,wavefield:29,waveform:[13,14,29],wavelet:[6,13,33],wavenumb:13,wdb25puxh3u07dj:[11,13],we:[2,3,4,9,11,12,13,14,15,16,17,18,19,20,22,23,25,26,27,28,29,36],weak:23,web:[3,36],wednesdai:33,week:[21,24,33],week_fri:[21,24],week_mon:[21,24],week_sat:[21,24],week_sun:[21,24],week_thur:[21,24],week_tu:[21,24],week_w:[21,24],weight:[14,18,23,25,26,27,28],weka:24,welcom:[4,36],well:[12,16,18,19,20,26,27,32],went:31,were:[3,9,11,16,18,20,23,25,27],west:11,westward:12,wez2vjxbutg:0,wget:[11,13,16,21,22,24,27],what:[3,4,8,9,13,14,15,16,20,22,23,24,27,32],when:[3,4,9,11,12,16,20,23,25,26,27,29,32,33],where:[1,3,9,11,12,14,15,16,20,24,25,26,27,31,32],whether:[18,26,27],which:[2,4,7,11,13,16,17,20,22,23,24,25,26,27,29,30,32,33],white:[8,13,16],whl:[23,24],who:[4,8],whole:[9,11,14,20],why:[3,24],wide:[14,22,24,26,29,36],widget:24,width:[1,9,11,14,27],wiki:18,wikimedia:18,window:[3,13,14,26,27],wise:24,within:[3,7,11,13,14,16,21,24,26],without:[4,6,14,15,23,26,27,32],wmp:9,won:28,word:27,work:[2,3,9,11,14,15,16,20,23,24,27,28,32],worker:22,workflow:[3,4,6,12,14,24,33],world:[3,24,32],worlpert:32,would:[3,4,8,13,14,15,20,21,23,26,27,29,31,32],wozrd7yddqeapc:0,wrap:10,write:[4,6,9,11,20,27,32,33],written:1,wrong:24,wrote:3,wwvb:9,www:[8,11,13,16,20,21,27],wx:[25,26],x1:[8,16,27],x1test:16,x2:[8,16],x2test:16,x3:[8,16],x4:8,x:[1,8,9,11,12,13,14,15,16,18,19,20,21,25,26,27,28,32],x_:[12,20],x_i:[8,12,16,20,25],x_int:8,x_label_list:13,x_lat:8,x_lon:8,x_max:26,x_min:26,x_new:[15,26],x_p:16,x_pca:15,x_scale:32,x_std:32,x_t:8,x_test:[18,19,22,23,26,27,28,29],x_tl:8,x_train:[18,19,22,23,26,27,28,29],x_train_ful:29,x_val:[28,29],x_val_2d:29,x_val_compress:29,x_valu:21,xarrai:[6,11],xarrrai:10,xavg:15,xc:15,xgb:23,xgboost:[23,24,26],xkcd:18,xlabel:[8,12,13,14,16,18,19,21,26,28],xlat:13,xlim:[13,15,16,19,26],xlon:13,xne:9,xnn:9,xnz:9,xscale:13,xstd:[8,15],xtick:[8,12,13,15,21],xx:26,y2:16,y3:16,y:[8,9,11,13,15,16,18,19,20,21,22,23,25,26,27,28],y_i:[8,16,20],y_k:25,y_lower:16,y_max:26,y_min:26,y_pred:[19,22,23,28],y_proba:26,y_score:[18,19],y_test:[18,19,22,23,26,27,28,29],y_test_pr:18,y_train:[18,19,22,23,26,27,28,29],y_train_ful:29,y_train_pr:19,y_true:[19,22],y_upper:16,y_val:[28,29],yaxi:16,ye:[2,20,24],year:[4,9,12,13,14,15,21,24,26,32],yellowston:16,yesterdai:[21,24],yet:4,yhat:20,yield:[13,14,30],yin:29,ylabel:[8,12,13,14,16,18,19,21],ylim:[15,16,19],yml:[4,32,33],york:11,you:[1,3,4,7,8,9,10,11,12,13,14,15,16,20,23,24,26,27,29,31,32,36],your:[3,8,11,13,14,16,20,24,26,32,33,36],youtu:[0,3],yscale:[13,14],ytick:[8,12,13],yy:26,z:[11,13,14,16,20,25,26],zarr:[6,10],zel:13,zenodo:4,zero:[9,12,13,14,15,16,18,20,25,26,27,32],zero_grad:[25,26,27],zf:13,zhat:[13,14],zhu:29,ziheng:33,zip:[11,15,19,21,25,26],zipdataset:25,zipfil:[11,12,15],zone:12,zoom_start:11,zp:14,zsort:13,zxx:14},titles:["1.1 Open Reproducible Science","1.3 Jupyter Environment","1.3 Python Ecosystem","1.4 Computing Environments","1.5 Version Control & GitHub","Getting Started","2.10 ML-ready data","2.1 Data Definitions","2.2 Numpy Arrays","2.3 Pandas, Basic Mapping","2.4 Xarrays","2.5 Data Formats","2.6 Resampling Methods","2.7 Spectral Transforms","2.8 Feature engineering","2.9 Dimensionality Reduction","3.1 Clustering","3.2 Classification and Regression","3.3 Binary classification","3.4 Multiclass Classification","3.5 Logistic regression","3.6 Random Forests","3.7 Hyperparameter Tuning","3.8 Ensemble learning","3.9 AutoML","4.1 Neural Networks","4.2 Multi Layer Perceptrons","4.3 Convolutional Neural Networks","4.4 Recurrent Neural Networks: Processing sequences","4.5 Auto-encoders","4.6 NAS: Network Architecture Search","This chapter focuces on model workflow and ML reproducibility","0 MLGEO Project","Machine Learning in the Geosciences","Acknowledgements from Contributors","Bibliography","Glossaries"],titleterms:{"0":32,"1":[0,1,2,3,4,7,11,12,15,16,17,18,19,21,22,23,25,26,27,32],"10":6,"1d":8,"2":[6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,26,27,28,32],"2d":[8,13],"3":[1,2,9,11,12,14,16,17,18,19,20,21,22,23,24,26,27,32],"4":[3,10,12,14,19,21,23,25,26,27,28,29,30,32],"5":[4,11,12,20,21,26,27,29,32],"6":[12,14,21,30,32],"7":[13,21,22,32],"8":[14,23],"9":[15,24],"do":2,"function":[9,13,25,26],"import":21,"new":4,"short":14,But:11,One:[12,21],The:[7,9,14,16],account:4,acknowledg:34,activ:26,adaboost:23,ahead:28,algorithm:17,an:[2,4],analysi:15,anatomi:27,app:4,appendix:20,ar:2,architectur:30,arrai:[8,11],assess:21,authent:4,auto:29,autoencod:29,autom:14,automat:20,automl:24,aw:3,azur:3,b:25,bag:23,baselin:21,basic:[1,2,9],befor:16,best:24,bibliographi:35,binari:18,boost:23,bootstrap:12,build:33,c:25,can:28,chapt:32,chapter:[31,32],check:[21,24],choic:[12,16],classif:[17,18,19],classifi:[18,23],cloud:3,cluster:16,cnn:27,code:2,colab:3,column:24,command:[1,2],compar:[8,24],compon:15,comput:[3,21],conclus:12,conda:2,contributor:34,control:4,conv:27,convolut:[27,29],covari:15,creat:[4,9,14,27],cross:[12,22],csv:9,data:[6,7,9,11,12,15,16,18,19,21,24,25,27,29,32],datafram:9,deal:2,decis:21,decod:29,defin:[25,26,27],definit:[7,36],denois:29,descent:20,design:[25,32],desktop:4,differenti:20,dimension:[15,29,32],displai:24,download:[21,32],ecosystem:2,elbow:16,encod:[21,29],engin:14,enhanc:4,ensembl:23,environ:[1,2,3],evalu:24,exampl:[2,27,29],exist:4,explor:[18,21],extract:14,far:28,featur:[14,21],file:[2,9],filter:13,fine:26,first:[21,24],focuc:31,fold:12,forecast:28,forest:21,format:11,forward:26,fourier:[13,14],frame:[7,32],freez:2,from:[5,9,34],futur:28,gener:36,geodet:12,geojson:11,geopanda:11,geoscienc:33,geotiff:11,get:[5,24],git:4,github:[4,33],glossari:36,googl:3,gradient:[20,23],grid:22,handl:11,hassl:24,hdf5:11,hierarch:[11,16],homework:33,hot:21,how:[2,27,28],hpc:3,hub:1,hyperparamet:[22,26],i:11,implement:20,independ:15,initi:21,interpret:24,introduct:[8,20],jupyt:1,k:[12,16],kurtosi:14,lab:1,label:21,larg:11,latent:29,layer:[26,27],learn:[5,16,23,26,33],leav:12,lenet:27,linear:12,load:25,local:3,logist:20,loss:25,low:29,lstm:28,machin:33,map:9,markdown:1,matplotlib:8,matrix:15,mean:[14,15,16],method:[12,16],metric:[18,24],ml:[6,27,31],mlgeo:32,mlp:26,modal:7,model:[18,21,24,25,26,27,29,31,32],more:24,multi:[15,26,29],multiclass:19,na:30,need:2,net:29,netcdf4:11,netcdf:11,network:[25,26,27,28,30],neural:[25,26,27,28],nois:[13,14],note:[4,27],notebook:1,number:16,numpi:8,nyquist:[13,14],o:11,object:[5,33],open:0,optim:[25,26],organ:32,other:[15,27],out:12,overview:33,panda:9,parquet:9,past:23,pca:[15,16],perceptron:26,perform:[18,21],plotli:9,pool:27,practic:[16,27],predict:28,prep:27,prepar:[19,21,27,32],princip:15,problem:28,process:28,project:32,publish:[4,27],pycaret:24,python:[2,9],pytorch:[20,26],qualiti:21,random:[13,21,22],randomli:21,raster:11,rasterio:11,re:19,read:[9,11,27,33],readi:[6,24],recod:27,recurr:28,reduct:[15,32],regress:[12,17,20,21],repeat:16,repositori:4,reproduc:[0,31],resampl:12,respons:9,restor:26,rnn:28,run:[2,24],save:26,scale:19,scienc:0,scikit:[16,26],search:[22,30],section:9,seismic:27,seismolog:29,select:9,sensor:15,separ:21,sequenc:28,seri:12,set:[4,21,25],sever:28,sftf:14,shape:24,simpl:9,skew:14,skill:33,slow:11,softwar:4,solut:28,space:[13,29],spectral:[13,14],split:[19,21,24],stack:23,start:5,statist:14,step:28,strategi:25,structur:26,student:[9,33],subtract:15,svd:15,syllabu:33,synthet:[8,13,14,18],task:29,team:4,technic:33,techniqu:15,technolog:36,tempor:14,test:[19,21,24],text:9,thi:[2,31],time:[12,14],tip:16,tool:36,train:[12,19,21,24,25,26,27,32],transform:[13,14],tree:21,troubleshoot:24,tune:[22,26,27],tutori:33,typic:26,u:29,uncertainti:[13,14],up:[4,21],us:[4,9,13],valid:[12,22],varianc:14,version:[4,33],virtual:2,vote:23,vs:9,wavelet:14,we:[21,24],webinar:33,what:[1,2],work:4,workflow:31,xarrai:10,yml:2,you:[2,28],your:[2,4],zarr:11,zero:5}}) \ No newline at end of file +Search.setIndex({docnames:["Chapter1-GettingStarted/1.1_open_reproducible_science","Chapter1-GettingStarted/1.2_jupyter_environment","Chapter1-GettingStarted/1.3_python_environment","Chapter1-GettingStarted/1.4_computational_environments","Chapter1-GettingStarted/1.5_version_control_git","Chapter1-GettingStarted/readme","Chapter2-DataManipulation/2.10_MLready_data","Chapter2-DataManipulation/2.1_Data_Definitions","Chapter2-DataManipulation/2.2_Numpy_arrays","Chapter2-DataManipulation/2.3_pandas_rendered","Chapter2-DataManipulation/2.4_xarrays","Chapter2-DataManipulation/2.5_data_formats_rendered","Chapter2-DataManipulation/2.6_resampling","Chapter2-DataManipulation/2.7_data_spectral_transforms","Chapter2-DataManipulation/2.8_feature_engineering","Chapter2-DataManipulation/2.9_pca","Chapter3-MachineLearning/3.1_clustering","Chapter3-MachineLearning/3.2_classification_regression","Chapter3-MachineLearning/3.3_binary_classification","Chapter3-MachineLearning/3.4_multiclass_classification","Chapter3-MachineLearning/3.5_logistic_regression","Chapter3-MachineLearning/3.6_randomForest_regression","Chapter3-MachineLearning/3.7_hyperparameter_tuning","Chapter3-MachineLearning/3.8_ensemble_learning","Chapter3-MachineLearning/3.9_autoML","Chapter4-DeepLearning/mlgeo_4.1_neural_networks","Chapter4-DeepLearning/mlgeo_4.2_MultiLayerPerceptron","Chapter4-DeepLearning/mlgeo_4.3_CNN","Chapter4-DeepLearning/mlgeo_4.4_RNN","Chapter4-DeepLearning/mlgeo_4.5_AutoEncoder","Chapter4-DeepLearning/mlgeo_4.6_NAS","Chapter6-ModelWorkflows/readme","about_this_book/0_mlgeo_project","about_this_book/about_this_book","about_this_book/acknowledgements","reference/bibliography","reference/glossary"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":5,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":3,"sphinx.domains.rst":2,"sphinx.domains.std":2,"sphinx.ext.intersphinx":1,"sphinxcontrib.bibtex":9,sphinx:56},filenames:["Chapter1-GettingStarted/1.1_open_reproducible_science.md","Chapter1-GettingStarted/1.2_jupyter_environment.md","Chapter1-GettingStarted/1.3_python_environment.md","Chapter1-GettingStarted/1.4_computational_environments.md","Chapter1-GettingStarted/1.5_version_control_git.md","Chapter1-GettingStarted/readme.md","Chapter2-DataManipulation/2.10_MLready_data.ipynb","Chapter2-DataManipulation/2.1_Data_Definitions.md","Chapter2-DataManipulation/2.2_Numpy_arrays.ipynb","Chapter2-DataManipulation/2.3_pandas_rendered.ipynb","Chapter2-DataManipulation/2.4_xarrays.ipynb","Chapter2-DataManipulation/2.5_data_formats_rendered.ipynb","Chapter2-DataManipulation/2.6_resampling.ipynb","Chapter2-DataManipulation/2.7_data_spectral_transforms.ipynb","Chapter2-DataManipulation/2.8_feature_engineering.ipynb","Chapter2-DataManipulation/2.9_pca.ipynb","Chapter3-MachineLearning/3.1_clustering.ipynb","Chapter3-MachineLearning/3.2_classification_regression.ipynb","Chapter3-MachineLearning/3.3_binary_classification.ipynb","Chapter3-MachineLearning/3.4_multiclass_classification.ipynb","Chapter3-MachineLearning/3.5_logistic_regression.ipynb","Chapter3-MachineLearning/3.6_randomForest_regression.ipynb","Chapter3-MachineLearning/3.7_hyperparameter_tuning.ipynb","Chapter3-MachineLearning/3.8_ensemble_learning.ipynb","Chapter3-MachineLearning/3.9_autoML.ipynb","Chapter4-DeepLearning/mlgeo_4.1_neural_networks.ipynb","Chapter4-DeepLearning/mlgeo_4.2_MultiLayerPerceptron.ipynb","Chapter4-DeepLearning/mlgeo_4.3_CNN.ipynb","Chapter4-DeepLearning/mlgeo_4.4_RNN.ipynb","Chapter4-DeepLearning/mlgeo_4.5_AutoEncoder.ipynb","Chapter4-DeepLearning/mlgeo_4.6_NAS.ipynb","Chapter6-ModelWorkflows/readme.md","about_this_book/0_mlgeo_project.md","about_this_book/about_this_book.md","about_this_book/acknowledgements.md","reference/bibliography.md","reference/glossary.md"],objects:{},objnames:{},objtypes:{},terms:{"0":[2,8,9,11,12,13,14,15,16,18,19,20,21,22,23,24,25,26,27,28,29],"00":[9,13,14,18,23,29],"000":[3,9,15,26],"000000":[9,12,18,21],"0000004":12,"000000z":13,"000001z":14,"0000854":12,"0000ff":26,"0001":22,"00010279":22,"00015444":22,"00017369":22,"00019417":22,"00019767":22,"00022147":22,"00022739":22,"00024025":22,"00025221":22,"00026867":22,"00028058":22,"00028074":22,"0003":16,"00030313":22,"00030671":22,"0003116":22,"00032911":22,"00033131":22,"00033565":22,"00036127":22,"00036523":22,"000368":22,"00037982":22,"00038028":22,"00038497":22,"00040847":22,"00046558":22,"0004974":22,"00051429":22,"0005219":22,"00055709":22,"00056481":22,"00056848":22,"00057124":22,"00057149":22,"00057284":22,"00060262":22,"00063497":22,"00075296":22,"0007645780792982153":22,"00078219":22,"00078404":22,"00081537":22,"00082129":22,"00084407":22,"00096243":22,"00097039":22,"00098027":22,"001":[19,20,22,25,26,27],"00114053":22,"00117745":20,"00138058":22,"001417":16,"00160452":22,"00202393":22,"00235309":22,"00251908":15,"00266993":22,"00275743":22,"003069":16,"003468":16,"003500":12,"003938":16,"004932182490752158":20,"005":[26,27],"005311":16,"00537195":22,"00540662":22,"00541439":22,"00548282":22,"00550599":22,"00570369":22,"00579743":22,"00597839":22,"0064614":12,"00676385":22,"0073064":12,"00781032":22,"00790743":22,"00800":9,"00814581":22,"00819788":22,"00828981":22,"00843649":22,"00847631":22,"00849648":22,"00891695":22,"008924":16,"008967":16,"00936933":22,"009565":16,"00970379":22,"009791921664626684":20,"01":[9,13,15,21,22,23,29],"010":9,"0109":20,"01105633":22,"011097410604192354":20,"01134934":22,"01184845":22,"01185122":22,"01186934":22,"011982":16,"012538":22,"01266155":22,"01291194":22,"01380216":16,"014000":12,"0147789":22,"015568":16,"01693117":20,"01706581":22,"01723228":22,"01726675":22,"01746058":22,"01750962":16,"01769457":22,"01823897":22,"0187614":22,"01923843":20,"02":[9,21,26,29],"02107299":22,"02175317":22,"02184954":22,"021897810218978103":20,"022358":16,"02297249":22,"02303025":15,"02310362":22,"02326522":22,"02352686":22,"02355824":22,"02380347":22,"0241097":15,"02449503":22,"025":18,"025000":21,"02502255":22,"02507":22,"0253":24,"02575654":22,"02612495":22,"02696":9,"02756419":22,"02872139":15,"029486":16,"02956544":20,"03":[9,21],"030637":16,"03100":9,"03103009":20,"03424752":16,"03440":9,"034483":21,"0347":24,"0348":24,"036229":16,"036617":9,"0370":24,"0382":24,"04":[9,12],"0400":24,"04101425":20,"04128178":22,"0419":24,"04281483":15,"0430":24,"04314":9,"0446":24,"0450":24,"04521918":22,"0454577":20,"04557137":15,"04572756":20,"047994":16,"04809985":22,"049902":16,"05":[9,13,14,16,19,21,27],"0510":24,"05154009":22,"0529":24,"05366359":22,"053684":9,"0540":24,"05442019":22,"05511222":22,"05535727":22,"0560":24,"05716662":22,"0580":24,"0594":24,"0595":24,"06":[9,21],"060":9,"0601":24,"0604":24,"0605":24,"06084275":22,"0612":24,"0622":24,"0629":24,"0631":24,"0635":9,"0638":24,"0641":24,"0646":24,"064938":9,"0650":24,"0651":24,"0661":24,"067100":12,"067659":12,"07":[9,13,14],"0711":24,"0721":24,"0737":24,"0740":24,"0754":24,"0758":24,"0761":24,"0763":24,"0768":24,"0776":24,"0777":24,"077800":9,"0779":24,"0780":24,"0783":24,"0785":24,"0795":24,"08":[9,14,29],"0800":24,"0803":9,"0804":24,"0808":24,"0815":24,"0823":9,"083038734899423":12,"08484803":20,"0891":24,"0897":24,"09":[9,14,29],"09091835":16,"0914":24,"09259738":16,"0935":16,"0950":24,"0977":24,"0992":24,"0f":19,"0s":[22,29],"0x103f1b520":16,"0x1060f17f0":20,"0x126f0e7f0":20,"0x14cde05b0":22,"0x14cde2460":22,"0x14cde2cd0":22,"0x151aa9100":18,"0x151ada520":18,"0x151ada670":18,"0x15225a3a0":18,"0x18ea618b0":12,"0x1bfa3c4f0":25,"0x1c135a7f0":25,"0x1c899e9a0":16,"0x1cd5cc070":16,"0x1cd6c1a60":16,"0x1cd824850":16,"0x1d3d73340":13,"0x7f7118752b50":26,"1":[8,9,13,14,20,24,28,29,33,35],"10":[2,3,8,9,11,12,13,14,15,16,18,19,21,22,23,24,25,26,27,28,29,32,33],"100":[1,8,9,11,13,14,16,21,22,23,24,25,26,27,29,33,36],"1000":[7,8,9,12,13,14,15,21,22,23,25,27],"10000":[8,9,13,14,15,28],"100000":[9,21],"10021":11,"101":9,"1029":27,"105":9,"105000":9,"106":[12,24],"1078":9,"109":[9,14],"109400":9,"10959":9,"10hz":13,"10k":28,"11":[9,12,13,14,15,21,22,24,25,29,33],"110":9,"1101":24,"1108":9,"111":[13,15,16,29],"1110":9,"1111":9,"1112":9,"113":9,"1137":24,"114x80":27,"117":21,"117697":29,"118":9,"1193":24,"1198":20,"12":[9,12,16,21,24,29],"120":[26,27],"12000":9,"120542":21,"121":[9,11],"1225":20,"122500":12,"123":[9,24],"1234":11,"123783465":16,"1248":15,"125":[8,9],"125816":9,"1261":9,"127":11,"1273":14,"128":[8,27,28],"129":27,"1299":24,"13":[9,14,24,29],"1301":26,"13245936":16,"136":15,"136778":16,"1369":[13,24],"1370":24,"1382":24,"1388":9,"13m":29,"14":[8,9,12,13,14,16,22,24,29],"140":22,"14159003":13,"14159148":13,"142":9,"144572326613743":14,"145":9,"1457":24,"1459":20,"146":9,"146988":9,"148":9,"149176":12,"14m":29,"15":[2,8,9,13,14,20,21,22,23,24,26,29,33],"150":13,"15166937":16,"154":9,"1545":9,"1546":24,"157000":12,"158":16,"1590":9,"1591":24,"15m":29,"16":[9,12,24,25,26,27,29],"160":15,"161700":9,"163":[15,29],"164":9,"165000":12,"165398":21,"166":9,"16601227":16,"1664":9,"1666":9,"167":29,"168":15,"16813669":13,"16900":9,"169000":12,"1691094658":14,"16m":29,"16x16":27,"17":[9,21,24,26,29],"170":15,"1719":29,"173":16,"1736":9,"174":15,"1740":24,"1767563":14,"177475":9,"178":9,"1780":9,"17803249":22,"1781":9,"1782":9,"1783":9,"1784":9,"1785":9,"17860823":22,"179":9,"1797":[22,23,24],"18":[2,9,16,18,24,29],"1841126":22,"18470":16,"1852":24,"1864":9,"18685474":22,"187":11,"187675":9,"18767507003":9,"18843017":22,"1892":24,"19":[9,18,24,27,29],"19059318218":14,"192":15,"19251866":22,"193":29,"1983":9,"1984":9,"1985":9,"1986":9,"1987":9,"1988":9,"1990":11,"19918694":22,"1993":9,"1994":9,"1995":[9,32],"1997":9,"1998":27,"1999":9,"1d":[7,13,26,27],"1e":[13,14,22],"1e4":[13,14],"1hz":[13,14],"1j":13,"1pko9ormcllaxipzoa3aoztgzfpad2iwj":[21,24],"1s":[13,22],"1scrx65":0,"1st":[15,16],"2":[1,2,3,4,20,24,29,33,35],"20":[9,12,13,15,21,22,24,28,29],"200":[1,14,16,20,22,33],"2000":[9,15,23,26],"200000":21,"2001":[9,26],"2002":9,"2006":[9,12],"2007":3,"2010":[9,12],"2011":9,"2014":12,"2015":9,"2016":[9,21,24],"2017":9,"2018":[12,27,29],"2019":[9,16,29],"2019gl085870":27,"2020":[2,9,27,29],"2021":[9,13,14],"2022":[4,9,12,13,14,29,33,34],"2023":4,"2025":9,"204":26,"2048":9,"207":33,"207073":16,"20726748":16,"208":33,"208269":16,"209":24,"21":[9,11,15,18,22,24],"2136":24,"21594585":16,"218500":12,"21966":9,"21m":29,"22":[9,14,22,24,29],"2201005948153718":13,"22237948156209":14,"224":26,"2256":24,"22684049":15,"228":[9,11],"229950":12,"23":[9,16,21,23,24,29],"2301":26,"2310":24,"23233":29,"23296":29,"233332325475034":13,"23439358":15,"2370":24,"238506":21,"239":26,"24":[9,12,24],"240":[16,26],"241":15,"24400":9,"2482":24,"25":[9,12,13,14,15,16,21,24,26,29,32],"250":3,"2519":29,"2520":29,"2521":29,"2522":29,"2523":29,"2524":29,"2525":29,"2526":29,"2527":29,"2531":29,"2533":29,"2539":29,"2540":29,"2541":29,"2543":29,"2548":29,"2549":29,"255":29,"2550":29,"2551":29,"2552":29,"2553":29,"2554":29,"2555":29,"2556":29,"2557":29,"2558":29,"256":25,"2564":29,"2565":29,"257":25,"25700":9,"25hrequir":23,"26":[8,9,24,29],"2600":24,"261":21,"2626":24,"26268435":16,"2632":29,"2639":29,"2651":29,"2657":29,"2673":29,"2680":29,"2698":29,"27":[9,11,24,29],"27101466":16,"2730":29,"2733":29,"2742":29,"27594":9,"277725":16,"2778":24,"2780":24,"2789":9,"27m":29,"28":[9,12,16,21,22,24,25,26,27,29],"2823":24,"2827":29,"2830":24,"2836":[24,29],"2845":24,"2856":29,"286":11,"2861":29,"2862":29,"2865":29,"2870":29,"2879":29,"2884356107":14,"289":26,"2890":29,"2899":29,"28x28":27,"29":[9,13,14,15,21,24,26,29],"2906":29,"2925":29,"2935":29,"294":11,"295":[11,24],"2952":29,"296":24,"297":[11,24],"298":24,"2986":29,"299":[11,24],"2992":29,"29t04":13,"29t06":[13,14],"29t08":14,"2d":[7,14,15,26,27],"2dt":[13,14],"2f":[12,14,19,26],"2fa":4,"2m":29,"2nd":[11,16],"2p":14,"2s":22,"2x":26,"2x2":[18,27],"3":[3,4,13,15,25,28,29,33],"30":[9,12,16,24,29],"300":[11,16,24,26],"3000":9,"300000":9,"301":26,"30100":9,"3019":24,"302":11,"302031":9,"3023":29,"3056":29,"305700":9,"307":33,"3073":29,"30761722":16,"308":33,"31":[9,12,21,24],"3100":11,"3133":11,"31435567":16,"3159":9,"31m":29,"32":[9,24,26,27,29],"3201":[11,13],"321":9,"3246":11,"3249":24,"32745808":15,"32x32":27,"33":[9,24,32],"333":26,"336":26,"3383":29,"34":[9,24],"34069778":16,"3407":9,"3408":9,"3409":9,"3410":9,"3411":9,"34354394":16,"34400":9,"34415049":16,"3457":9,"3458":9,"3459":9,"3460":9,"3461":9,"3462":9,"3463":9,"3475":24,"348":[21,24],"3480":9,"3481":9,"3482":9,"3483":9,"3484":9,"35":[9,15,21,24],"351":33,"35118033":16,"352":33,"35440":9,"35876":13,"35891":13,"35893":13,"35905":13,"35982":13,"35999":13,"36":[9,24,29],"360":15,"3600":14,"36009":13,"36042":13,"36124":13,"36125048":16,"36279":13,"36608":27,"3666":9,"3667":9,"3668":9,"3669":9,"3670":9,"367623":16,"368":26,"3680":9,"37":[9,23,24,26],"370":9,"372000":12,"3733":24,"373563":21,"38":[9,14,24],"38116775":16,"382403":9,"3890":24,"39":[8,9,12,14,24],"391800":9,"3931145617":16,"39322864":20,"3950175":16,"39591267":16,"39822779":13,"39912885":16,"3d":[15,16,27],"3f":[25,26,27],"3rbzxjb16kv66g_p4wkzq16h0000gn":[14,16],"3s":22,"3x3":27,"4":[2,8,9,11,13,15,16,18,22,24,33],"40":[9,11,12,13,14,16,18,21,23,24],"400":9,"400000":21,"400x300":16,"406600":12,"41":[9,21,24],"410590":12,"416857":16,"4174482656828":12,"417448265682802":12,"4174484":12,"4178854":12,"42":[12,15,18,19,21,24,26,27],"424773":13,"42510872":16,"427540808172563":12,"4284":9,"4285":9,"4286":9,"4287":9,"4288":9,"4289":9,"429012":9,"42922743":16,"42m":29,"43":[9,14,15,21,24],"43014":9,"43102533":15,"434":9,"43814041":16,"44":[9,12,21,24],"446":9,"45":[9,21,24],"4513":9,"45919889":16,"45956413":16,"46":[21,24,29],"462018":16,"4649":9,"46779875":16,"47":[11,12,14,21,24,26,27,29],"47255761":15,"47388028":15,"477011":21,"478654":16,"478900":9,"48":[12,15,21,24],"48120537":16,"4841":24,"48489432":16,"486454":12,"4880":24,"49":[21,24],"4901":[11,13],"490c":33,"49118717":16,"494000":12,"498380":21,"4ducqnd7mfihnh7d":3,"4p":14,"4s":29,"5":[2,3,7,8,9,13,14,15,16,18,19,22,23,24,25,28,33],"50":[8,9,12,16,19,21,22,23,24,25,26,27,28],"500":[3,9,15,22],"5000":[28,29],"500000":21,"50088343":15,"5034":24,"50748428":16,"508000":12,"50m":29,"51":[9,24,28],"51078471":16,"51251051":16,"514368":21,"517":26,"51873336":16,"52":[9,12,15,24],"5268":20,"527306":21,"529":29,"53":[21,24],"53044455":16,"531903386":9,"5325":24,"532844":16,"5333":24,"53469999":16,"5364":20,"53814789":16,"53847563":16,"54":[12,15,21,24,29],"540813":16,"54114405":16,"543103":21,"54392202":16,"544":9,"54400":9,"5452":20,"548094":16,"549381":21,"54988292":16,"55":[9,15,24,29],"550":9,"55000":29,"5565551":16,"558363":9,"5599":24,"56":[9,21,24],"560":9,"5613":24,"5655":24,"5664":24,"56922127":16,"56931501":16,"57":[15,21,24],"570":9,"577122":16,"5792":9,"579308":9,"58":21,"58000":9,"580796":16,"58242":9,"588650":12,"59":[9,13,21,24,33],"590":1,"590c":33,"59186646":16,"59194299":16,"5958515":16,"5991453":16,"5x5":[26,27],"6":[9,13,15,16,18,19,24,26,27,29,33],"60":[9,12,21],"600":9,"60000":26,"600000":9,"6001989060169071":20,"6005":24,"601":9,"60435859":16,"605746":21,"60613125":16,"607000":12,"60763889":22,"6079":12,"608":[9,22],"608510":9,"6086":15,"608674":9,"6098":9,"61":[21,24],"61062942":16,"61318842":16,"61326113":16,"6173489951795071":13,"62":21,"62015573":16,"6206749":16,"62082943":16,"62095626":16,"62107074":16,"6216":24,"6228":9,"62288846":16,"62343935":16,"62438435":16,"626179":21,"628":22,"62831743":13,"62831888":13,"6284":24,"62847222":22,"62883364":16,"62906711":16,"62923072":16,"63":[9,15,23,24],"63147309":16,"63453326":16,"636efa":9,"63723971":16,"63727695":16,"63771876":16,"6394":24,"64":[24,26,27,29],"64059":9,"64240716":16,"643588":16,"64383652":16,"6448":24,"64495474":16,"64524934":16,"64642601":16,"64671513":16,"64734418":16,"6480666066247567":13,"65":24,"650986":12,"652299":21,"653386":16,"6541":9,"65486409":13,"65663369":16,"65704":14,"65885774":16,"65990":9,"66":[9,14,15,21,32],"66048458":16,"6611":9,"66184574":16,"662000":12,"6624":24,"663000":12,"66389788":16,"665":9,"66522149":16,"66568594":16,"66571243":16,"6660137226595724":16,"66647019":16,"6666666666666666":20,"667":26,"66987819":16,"66994118":16,"670":9,"6701":24,"6704":24,"6708":24,"67139297":16,"67241576":16,"67367877":16,"67370015":16,"6738216":16,"6755599":16,"67605116":16,"6765":24,"67676623":16,"67690662":16,"68":9,"6805":24,"68054136":16,"68069155":16,"68133003":16,"6814":24,"68146157":16,"68184766":16,"68286217":16,"68309587":16,"68371465":16,"6847":24,"685500":9,"68573384":16,"68593435":16,"686":22,"68631":9,"68638609":16,"68641115":22,"6881":9,"68881933":16,"68885895":16,"69":[9,21],"6902":24,"69020771":16,"69057845":16,"69236319":16,"692383":9,"6924458":22,"69255292":16,"69322019":16,"6933":24,"69390867":16,"69452008":16,"69473128":16,"6958":24,"6966":24,"6968454":16,"69686411":22,"697":22,"69717451":16,"69871087":16,"69908115":16,"69922373":16,"7":[2,3,8,9,11,12,14,15,16,18,19,23,24,26,29,33],"70":9,"700":13,"7000":28,"70025565":16,"70038786":16,"701149":21,"70223754":16,"70263944":16,"70370182":16,"70406565":16,"70426829":22,"70456397212095":15,"705256":21,"70585277":16,"70830125":16,"70868214":16,"70993839":16,"71":[21,24,26,29],"7102":24,"71080139":22,"711":22,"7117385":16,"7136":9,"7143":24,"71446902":16,"71493118":16,"7150":9,"7151":9,"7152":9,"7153":9,"7154":9,"7155":9,"7156":9,"71595929":16,"71613791":16,"71647227":16,"7175909":16,"71777003":22,"718":22,"718311":16,"71868257":16,"71870468":16,"7190":24,"719359":29,"72":[9,21],"7200":[13,14],"720000":13,"720001":14,"72011236":16,"7215":24,"72189751":16,"72209849":16,"72237984":16,"72351704":16,"72452975":16,"72473868":22,"72486287":16,"725":[9,22],"72656201":16,"72693285":16,"72900597":16,"72967489":16,"73":9,"73011104":16,"7307":20,"73126145":16,"73170732":22,"732":22,"7321":20,"73263889":22,"733":22,"73321253":16,"73392689":16,"73392859":16,"73399564":16,"73406938":16,"73432084":16,"73497355":16,"73523528":16,"73527765":16,"73553435":16,"735987":9,"73622929":16,"73629291":16,"7371437":16,"73721913":16,"73884634":16,"73942066":16,"74":[9,26],"74047807":16,"74070909":16,"740872":16,"74152142":16,"74152169":16,"74271586":16,"74273719":16,"74471303":16,"74516531":16,"74652778":22,"74695266":16,"74698581":16,"747":22,"74782772":16,"74923268":16,"74988807":16,"75":[8,9,12,21,26],"750":9,"750000":21,"75050886":16,"75066744":16,"75202614":16,"75215033":16,"75337184":16,"75361903901784e":14,"754":13,"75402734":16,"75439721":16,"75515268":16,"75546079":16,"75559453":16,"756":13,"75617037":16,"75665801":16,"757":14,"75700651":16,"75760721":16,"758688":9,"7592036":16,"75922639":16,"75926756":16,"76":21,"76035029":16,"760632":21,"76096889":16,"76123913":16,"76139725":16,"76146594":16,"76309549":16,"76383818":16,"76427688":16,"76451254":16,"76686261":16,"76717763":16,"767943601369907":13,"768000":12,"7682":9,"76836771":16,"77":21,"77016488":16,"77125499":16,"772982":21,"772989":21,"77305065":16,"775000":18,"77811399":16,"77844951":16,"77998847":16,"78":[9,12],"782500":9,"784":[25,26],"78479013":16,"78485929":16,"78570":9,"78593105":16,"78740418":16,"78769807":16,"7889":20,"78912008":16,"79":21,"7921602":16,"79219349":16,"79253012":16,"794146":21,"79434712":16,"7944444444444444":23,"79515639":16,"795420":12,"79619328":15,"79625474":16,"79678104":16,"79739309":16,"79815047":16,"8":[2,3,9,11,12,13,15,16,18,19,21,22,24,25,26,27,28,29,33],"80":15,"80008821":16,"80058568":16,"80152883":16,"802":20,"80209433":16,"80258282":16,"80274267":16,"80413431":16,"804426":16,"80775088":16,"80786877":16,"80877866":16,"81":12,"81072996":16,"81105258":16,"81211786":16,"814":29,"8151241":16,"81530":29,"81558153":16,"81562877":16,"81571315":16,"81576455":16,"816":26,"81719692":16,"8181818181818182":20,"8184":24,"81884902":16,"81983109":16,"81m":29,"82":21,"82043467":16,"82113359":16,"822168":12,"82269232":16,"82284":29,"8238563":16,"82403372":16,"82484302":16,"82486446":16,"82561676":16,"8263632119514472":23,"82768761":16,"82773":9,"82784456":16,"82811465":16,"828840":9,"829511":12,"8311293628262297":13,"832200":9,"84":[26,27],"8406":9,"840700":9,"8439":24,"8451782674660048":13,"8457":24,"8490":24,"85":[8,15,16],"850":9,"857143":18,"86":29,"8610":24,"863490298699":14,"8673904366025456":13,"87":[9,12,21],"8707":24,"8738":24,"874184":9,"875000":18,"878049":18,"88012076":15,"88025917":15,"8833333333333333":23,"88495373":13,"88495518":13,"8866":24,"8888":24,"89":[12,15],"8978":24,"898166":16,"9":[2,9,13,16,18,19,20,21,22,23,25,26,29,33],"90":9,"9000":[24,28],"900000":18,"904":26,"904762":18,"905":9,"905100":9,"90972222":22,"91":24,"910":22,"911":9,"9114":24,"91150039":13,"913043":18,"91986063":22,"92":21,"920":22,"925":[9,23],"925120":16,"926829":18,"927000":12,"93":21,"9339":20,"9362":24,"94":11,"9434":24,"944":22,"94425087":22,"9447":24,"9450421":22,"94791667":22,"948":22,"95":[15,18,21,27],"950000":18,"951":22,"95138889":22,"952381":18,"954545":18,"9545454545454546":18,"95486111":22,"955":22,"95547329":22,"957200":9,"958":22,"95818815":22,"95833333":22,"9583333333333334":22,"96":3,"9609":9,"9610569483132156":23,"9621008403361344":23,"9632119514472456":23,"965":22,"96515679":22,"96521245":22,"96527778":22,"96660859":22,"96864111":22,"96869193":22,"96875":22,"969":22,"97":[15,18],"972":22,"9720":20,"97212544":22,"97356514":22,"97445067":15,"975000":[18,21],"97560976":22,"976":22,"976744":18,"9767441860465117":18,"97703494":22,"979":22,"97909408":22,"97916667":22,"9793790849673202":23,"98":[16,18,26],"9825784":22,"983":22,"984000":12,"986":22,"98606272":22,"98611111":22,"987665408758737":22,"99":[9,12],"990000z":13,"9960854":12,"9976":24,"998100":9,"9986701":15,"9s":22,"\u00b5s":14,"boolean":[11,17],"break":[1,29],"case":[9,11,12,15,21,24,29,31,32],"class":[5,9,13,14,16,17,18,19,20,22,23,25,26,27],"default":[2,3,4,8,9,23,24,28],"do":[4,9,11,12,13,15,16,19,20,22,23,25,26,27,28,29,32],"export":[21,24],"final":[16,23,28,31,32,33],"float":[7,8,12,13,15,16,19,20,25,26,27],"function":[2,5,8,12,14,16,17,18,19,20,22,23,24,27,28,29,32],"ga\u00ebl":18,"import":[2,4,8,9,11,12,13,14,15,16,18,19,20,22,23,24,25,26,27,28,29],"int":[8,12,13,14,16,21,25,26,27],"long":[12,13,25,26,27,28],"m\u00fcller":18,"new":[6,9,11,12,15,16,18,20,21,23,24,30,32,36],"null":11,"public":[1,4,36],"return":[9,13,14,16,20,24,25,26,27,28],"short":[4,13,28,29,33],"super":[25,26,29],"switch":15,"transient":29,"true":[8,9,11,12,13,14,15,16,18,19,20,21,22,23,24,25,26,27,28],"try":[9,12,16,18,20,22,23,24,27,28,32],"var":[12,14,16,20],"while":[16,20],A:[1,2,4,6,7,9,12,14,15,16,17,18,20,22,23,25,26,27,28,29,30,36],AND:9,And:29,As:[9,24],At:[3,4,12,32],Be:4,But:[12,14,16],By:[15,33],For:[1,3,7,8,9,12,13,14,15,16,20,23,24,25,26,27,30],If:[3,4,8,9,12,13,14,15,16,20,21,24,25,26,27,36],In:[3,4,8,9,11,13,14,16,18,20,21,23,24,25,26,27,28,29,30,31],Is:[1,8,16,32],It:[1,3,4,5,7,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,31,32,36],NEAR:9,No:32,Not:4,OF:9,OR:9,On:4,One:[1,3,7,13,20,22,23,24,26,27,29],Or:[1,28],TO:[17,21],That:[20,23],The:[1,3,4,5,10,11,12,13,15,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,36],Their:[3,7],Then:[4,16,25,27],There:[3,4,8,9,11,12,13,14,15,16,17,19,20,22,23,24,25,26,27,32],These:[2,3,8,14,16,24,26,29,32],To:[2,3,4,9,12,13,14,15,16,20,23,24,26,28,29,33],Will:[21,32],With:[14,23],_1:15,_2:8,_:[19,25,26,27],_________________________________________________________________:29,__class__:[23,27],__getitem__:25,__init__:[13,18,25,26,29],__len__:25,__main__:25,__name__:[23,27],_c:26,_distn_infrastructur:22,_i:20,_lib:9,_n:15,a_:15,a_nparrai:8,aa:[8,9],aar:9,ab01:15,ab02:15,ab04:15,ab06:15,ab07:15,ab:[13,14,16,20,21,27],abil:[5,36],abj:9,abl:[4,16,20,24,32,33],about:[2,4,8,9,11,13,14,16,20,24,27,28,33],abov:[4,9,13,14,16,25,26,27],abr:9,absolut:[14,21],ac:9,academ:4,academia:24,acc:18,accept:4,access:[3,4,9,11,21,25,32,33],accord:26,account:[3,12,15],accur:[13,14,32],accuraci:[12,18,19,20,21,22,23,25,26,27],accuracy_scor:[19,22,23],accuracy_tim:[25,26,27],accurraci:20,achiev:[12,24],acknowledg:4,acoust:3,acquir:33,across:[7,32,36],act:23,activ:[2,25,27,28,29],actual:[16,20,21,24,31],ad:[3,5,26,28,29],ada:24,ada_clf:23,adaboost:[18,24],adaboostclassifi:[18,23],adam:[26,27,28],adapt:34,add:[2,4,6,9,11,13,15,16,17,21,25,26,27,29],add_subplot:[15,16],add_to:11,addit:[4,9,11,14,16,19,26],address:[1,4,11,33],adityakadiw:20,adjac:12,admiralti:9,adopt:[10,33],advanc:[3,33],advantag:[3,12,15,22],adversari:27,adw:9,affect:[9,16],affin:26,afford:3,afo:9,after:[4,16,25,26,27],ag1iubnhcqnb1ljv:0,ag:11,again:[3,9,11,15],against:[12,16,18,26],agenc:36,agg:9,agglom:16,aggreg:[16,23],aggress:24,ago:21,ahead:[8,24],ai:[24,31],aim:[1,9,28],air:7,air_temperatur:11,aka:[8,18],al:[4,27,29],alana:4,alaska:[13,14],algebra:8,algorithm:[15,16,20,22,23,26,27,28,29,31,32],alias:2,all:[1,4,5,6,7,9,11,12,13,15,16,18,20,21,22,23,24,25,26,27,29,32],alldataload:26,allevi:12,alloc:[3,8,27],allow:[1,3,4,9,11,12,20,28,32,36],along:11,alow:13,alpha:[14,15,16,18,20,21,26,27],alreadi:[2,3,10,20,23,24,25,27,31],also:[3,4,9,11,12,13,14,15,16,18,23,24,26,27,28,29,31,36],alter:31,altern:9,although:20,alwai:[16,20],amath301:33,amath:33,amaz:24,amazon:3,among:[6,7,16,26],amount:[11,15],amplitud:[13,14,27,32],an:[1,3,5,7,8,9,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,29,32,33,36],anaconda:2,analog:17,analysi:[11,12,14,16,17,27,31,33],analyz:[4,13,14],andrea:18,android:4,angl:[13,14,24],ani:[4,5,11,23,24,26,28,31,36],annoi:24,anomal:21,anoth:[9,13,15,23,25,27,29,31],answer:[9,14,24,33],anthoni:33,anyon:8,api:4,app:36,appdata:9,appear:[8,9],append:[8,11,12,15,26],appli:[9,13,14,16,17,21,25,27,29,31,32,33],applic:[3,4,13,26,36],approach:[6,9,15,16,23,25,26,30],appropri:[4,24,29,32,33],approxim:[12,13,14,15,20,26],ar:[3,4,5,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,31,32,33],arang:[8,12,13,14,15,16,25,26,27,28],architectur:[3,5,26,27,29],archiv:[3,32],arcitectur:25,area:[3,18,19],arendt:33,argmax:15,argmin:16,argu:27,argument:[12,23,26,29],arian:34,aris:13,arithmet:8,around:[3,14,15,26],arrai:[5,6,7,9,10,12,13,14,15,16,18,19,20,21,22,23,25,27],arrang:[6,27],arriv:3,articl:14,artifici:21,artist:13,asarrai:[12,13,14,15,16,25,27],ask:[4,20],aspect:14,assembl:16,assess:[12,18],assign:[9,16,17,21,24,26,27],associ:[3,11,25],assum:[13,14,16,20],ast:15,astyp:[16,28],atan2:15,atlow:13,atmospher:3,attach_respons:[13,14],attain:16,attempt:[29,33],attent:23,attribut:[6,9,10,11,16,19,25,32],auc:[18,19],author:[4,27],autmn22:[1,4,33],autmn:33,auto:[14,24,27,30],autocorrel:14,autofmt_xd:21,autokera:24,autom:[24,30],automat:[2,4,6,9,12,14,15,22,24,32,33],autumn22:4,avail:[2,3,9,11,12,23,32],averag:[12,16,20,21,23,24,25,27,32],averagepooling2d:27,avg:18,avgpool2d:27,avoid:[4,9,27,28,32],avx2:29,avx:29,awar:4,awesom:24,ax11:8,ax12:8,ax13:8,ax14:8,ax1:[8,15,16,21,25,26,27],ax2:[8,15,16,21,25,26,27],ax3:[8,21],ax4:[8,21],ax:[8,12,13,14,15,16,18,19,26],axes3d:16,axi:[5,9,13,14,15,16,18,21,25,26,27,29,32],axisgrid:16,axvlin:16,azimuth:[9,15],b76e:24,b:[14,15,18,20,21,26,27,28],b_i:25,b_j:25,b_k:25,back:[15,24,26,29],backend:22,background:18,backpropag:[26,28],backward:[6,15,20,25,26,27],bad:[9,18,23,28,29],badg:4,bag:29,bag_clf:23,baggingclassif:23,baggingclassifi:23,balanc:19,band:13,bandpass:13,bar:[4,14,21],barcontain:13,base:[7,13,14,15,16,17,20,26,36],base_estim:23,baselin:32,baseline_error:21,baseline_pr:21,bash:3,basi:[13,14,16,17],basic:[3,4,8,13,18,22,26,30,32,33],batch:[9,25,26,27],batch_siz:[25,26,27,28],bay:[17,18],bayesian:24,beat:32,beauti:36,becaus:[9,12,16,20,25,26,27,28,29,31,32],becom:[3,4,14,20,28],been:[20,24,27,32],befor:[4,14,17,18,25,32,33],begin:[11,14,18],behav:[10,26],behavior:32,behind:[23,36],being:[17,25,27],belong:[16,18,20],below:[1,3,4,5,11,13,14,16,17,23,26,27,29,33],benefit:34,best:[4,12,14,16,18,20,26,27,30,32],best_params_:22,beta:29,better:[12,15,16,23,24,26,27,28],between:[3,4,5,8,12,13,14,16,18,19,20,23,26,32],beyond:34,bhe:9,bhn:9,bhz:9,bia:[12,23,25,26,27],bias:[25,26],bibtex:4,big:[3,11,20],bin:[8,9,14,24],binari:[2,7,11,17,20,23,25,26,29],binary_crossentropi:29,binder:[4,36],binderhub:36,biomed:29,bit:9,bitbucket:4,black:[8,16,26],blank:[1,16],block:[27,28,29],blog:14,blue:[11,12,25,26,27],bn1:9,bn2:9,bn3:9,bne:9,bnn:9,bnz:9,bo:16,bokeh:9,bokehj:9,bold:[1,16],book:[3,10,32,33,34,36],boost:24,boot:29,bootstrap:[23,24],both:[12,14,16,17,18,20,24,27],bottleneck:29,bottom:9,boulder:34,bound:[11,26,32],boundari:[11,18,26],bourn:3,box:[4,24],bp:13,br:[1,24],branch:[4,5,26,29,33],breadth:33,break_ti:22,brew:3,brief:9,briefli:4,broader:27,browser:[1,4,36],brute:22,bsd:18,bti:9,bug:4,build:[15,16,20,26,36],built:[8,11,22,26,29,32],bundl:26,butter:13,butterworth:13,bv1:9,c1:13,c2:13,c:[9,12,14,15,16,18,22,26,27,29,32,36],c_:[15,26],cach:24,cache_s:22,calcul:[7,8,9,12,13,14,15,16,18,19,20,21,24,25,26,27,32],california:[3,9,15],call:[3,9,11,13,14,15,16,18,20,23,24,25,26,28,29,32,36],callabl:26,can:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,29,30,31,32,33,36],cancel:25,candid:22,cannot:[9,12,13,14,18,26,29],canon:[14,29,33],canva:33,capabl:3,captur:26,carbon:16,cardin:24,carpentri:[3,4,5,8,34],carri:[9,27],carto:9,cascadia:12,cast:13,catalog:[3,9,27],catboost:24,categor:[9,11,21,24,26],categori:17,caveat:16,cbook:13,cc:[16,18,29],cch1:9,ccp_alpha:24,cd:4,cdot:[15,20,25],cell:[1,9,14,18,24,26,28],center:[3,4,8,12,15,16],central:[3,9,14],central_mo:14,centroid:[14,16],certain:16,chain:26,challeng:[7,11],chang:[4,8,9,12,23,27,29,31],channel:[2,9,13,14,26,27,36],chapter:[3,7,24,33],charact:[7,11],characterist:[13,14,18,19],chart:21,cheat:4,chebyshev:13,check:[2,4,9,11,13,14,26],checkout:4,checkpoint:[26,27],chile:9,chine:33,choic:[22,27],choos:[3,4,13,14,15,16,17,25,26,27],choosealicens:4,chronolog:12,cienc:33,circ:20,circl:16,citat:4,cite:4,citi:11,class_nam:29,class_weight:22,classic:[24,27],classif:[20,23,25,26,27],classifi:[7,17,19,20,22,25,26,27,29],classificaiton:[17,23],classification_report:[18,19],claus:18,clean:[4,9,12,29,32],cleanest:4,clear:[16,24,33],clear_output:13,clearli:[12,16],clf2:22,clf:[18,19,22,23,26],cli:4,click:4,client:[13,14],climat:11,clipboard:4,clone:[4,5,33],close:[12,18,20,29],closer:[12,16],closest:16,cloud:[1,4,5,11,15,32,33,36],cloudstor:3,cluster:[3,24,27,32,33],cluster_centers_:16,cluster_label:16,clusterid:16,clusters_new:16,clusters_old:16,cm:[13,15,16,19,26],cm_bright:26,cmap:[13,14,18,19,26,29],cnn:28,co:[8,15,16],coast:9,coat:29,cobli:8,code:[1,3,4,9,16,18,20,24,32,33,36],coef0:22,coef:12,coef_:[12,20],coeffici:[8,12,13,16],cohort:4,col_index:16,colab:4,collabor:36,colleagu:4,collect:[11,12,16,18,23,24,32],collinear:24,color:[8,9,11,12,13,15,16,18,25,26,27],color_threshold:16,colorblind:8,colorinterp:11,column:[7,9,12,13,14,15,16,20,21,25],column_id:14,column_stack:16,com:[0,1,4,11,13,16,20,21,24,27,33],combin:[6,14,15,16,22,24,25,27,28],come:[2,24],comic:4,comma:7,command:[3,4,9,20,21,26,36],comment:16,commit:4,common:[11,13,16,17,18,29],commonli:12,commun:[4,11,34,36],compact:[9,14],compar:[5,9,13,14,18,23,25,26,27,32],compare_model:24,comparison:[15,24],compil:[26,28,29],complet:[9,16,18,32],completeness_scor:16,complex:[11,13,14,15,16,17,26,27,32],complex_:13,complexwarn:13,complic:[12,20,28],compon:[12,24,27,29,31,33],components_:15,compos:[1,3,9,14,25,26,27],comprehens:14,compress:[7,9,13,29],comput:[1,2,4,5,8,11,12,13,14,15,16,17,19,20,25,26,27,32,33,36],computation:[12,15],compute_cent:16,compute_clust:16,compute_dist:16,compute_elbow:16,compute_object:16,cona:2,concat:12,concaten:[16,27],concept:[12,16,29],concurr:22,conda:[23,36],condit:[16,17,30,32],conduct:4,conern:3,confid:[12,15,18],config:4,configur:[4,24],confirm:24,conflict:4,confus:[18,19],confusion_matrix:[18,19],congrat:4,connect:[3,4,25,26,27,28,29],consid:[13,17,18,24],consist:[16,22,30],constant:24,constitut:23,constrain:[13,14,26],consum:[12,30],contact:4,contain:[1,2,4,10,11,15,16,21,25,29,36],content:[3,4,5,9,11],context:[14,25,26,27],continu:[4,11,12,14,15],contourf:[11,13,26],contrari:12,contribut:[3,4,5,15,16,23,26,34],contributor:4,control:[33,36],conv1:26,conv1d:27,conv2:26,conv2d:[26,27,29],conv2dtranspos:29,conv_decod:29,conv_encod:29,converg:[16,29],convert:[8,9,12,13,14,19,20,21,22,23,25],convnet:27,convnetquak:27,convolut:26,cool:[3,24],coordin:[11,13,17,26,32],copi:[2,4,16,19,22,23,32,33],core:[3,9,10,16,23,29,36],corner:[4,11,13],corr:6,corrcoef:8,correct:[20,23,24,25,26,27],correctli:[18,20,24],correl:[6,8,32],correspond:[9,16,20,25,26,33],cosin:[13,14],cost:[3,12,24,26],could:[3,4,7,9,12,13,19,27,29],count:[9,12,13,14,18,19,21],cours:[1,4,5,8,11,12,33,34],cov:8,cover:[27,32],cox:24,cpu:[3,23,24,29,36],cpu_feature_guard:29,cr:11,crap:[12,13,15],creat:[2,5,8,11,13,15,16,17,20,21,24,25,26,28,32,33,36],creation:11,credit:4,cristea:[33,34],criterion:[24,25,26,27],critic:[4,29],cross:[8,14,19,20,25,26,32],cross_val_predict:[19,23],cross_val_scor:[18,23],crossentropi:27,crossentropyloss:[25,26,27],cruis:16,cryospher:33,cs160:33,cs163:33,cs230:27,csv:[1,6,7,11,15,16,20,21,24],cu:34,cubic:14,cuda:3,cumsum:15,cumul:15,current:[2,16,20,21,28,32],curv:[18,19,23,26,27],curvatur:13,cutoff:13,cv:[12,19,22,23],cv_results_:22,cwt:[6,14,32],cwtm:14,cwtmatr:14,cyan:15,cycler:2,cyto:16,cytomet:16,d1:8,d2:8,d2dl:28,d:[0,8,9,13,14,15,16,21,25,26,27],da:3,dai:[9,12,13,14,15,21,24],daili:[15,21],data:[1,3,4,8,10,13,14,17,20,22,23,26,28,30,31,33,36],data_elevation_mean:9,data_faith:16,data_group:9,data_shrink:16,dataarrai:10,databas:[7,10,11],datafram:[7,10,12,14,16,18,21,28],dataload:[25,26,27],datapoint:26,dataset:[9,10,11,13,15,16,18,19,20,21,22,23,25,26,27,29,32],date:[4,12,15,16,21],date_year:[12,15],datetim:[9,21],datetime64:9,dateutil:2,db:20,de:15,deactiv:2,deal:[15,21,27],debug:32,decai:13,decid:[16,18,20,26],decis:[17,18,23,24,26],decision_funct:[19,26],decision_function_shap:22,decisionboundarydisplai:18,decisiontre:23,decisiontreeclassifi:[18,23],declar:8,decod:9,decoder_cnn:29,decompos:[14,15,29],decomposit:[13,14,15,16],decreas:[6,15,16,18,20,27],dedic:[26,36],deep:[3,27,29,31,33],deepdenois:29,def:[9,14,16,20,25,26,27,28,29],defin:[2,7,8,9,16,18,20,22,36],definit:15,degre:[13,15,21,22,24],delet:2,delta:[13,14,20],dem:13,demarc:16,demographisc:3,demonstr:[5,24,33],dendrogram:16,denoise_ae_cnn:29,denoise_decod:29,denoise_encod:29,denol:[33,34],denot:16,dens:[26,27,28,29],densiti:[9,16],depend:[2,6,9,12,14,15,26,27,36],deploi:[3,9,33,36],deploy:[4,33],deprec:[9,12,22,29],depth:[9,16,23,27],deriv:[20,26,36],descent:[17,19,25,26],descr:22,describ:[4,9,11,12,21,29,31,33],descript:[4,9,21,24],design:[7,11,12,16,19,22,23,27,33],detach:20,detail:[3,4,7,16,22,24,26],detect:[14,27,29],determin:[12,13,14,21,25],determini:12,detrend:[12,13,14],dev:[9,14],develop:[2,3,4,33,34,36],deviat:[8,12,14,32],devic:3,devid:12,df:[9,12,14,15,16,18],df_test:25,df_train:25,diag:15,diagon:[15,18],diam:16,diam_lwr:16,diam_mid:16,diam_upr:16,diamet:16,dict:19,dict_kei:22,dictionari:[9,10,19,22,23],did:[9,24],diff:4,differ:[2,4,5,7,8,9,11,12,13,14,15,16,18,23,27,31,32,36],differenti:26,difficult:[16,31],diffus:29,digit:[11,13,19,22,23,25,33],dimens:[6,7,9,10,11,12,13,15,26,27,28,29,32],dimension:[6,7,8,9,10,11,16,17,27,33],dimes:8,dip:9,direct:15,directli:[3,9,19,24],directori:[4,11],disabl:[25,26,27],disadvantag:12,discard:13,disciplin:[7,33],discov:16,discret:[13,14],discrimin:[15,17],discriminant_analysi:18,discriminatori:13,discuss:[3,4,9,12,16],disp:19,displac:[7,12,15],displai:[9,13,21],dissimilar:8,dist:16,distanc:[8,13,16],distancemetr:16,distinct:16,distinguish:8,distort:16,distribut:[3,8,9,12,13,14,15,16,22,32,36],dive:27,divers:7,divid:[12,14,32],divis:16,dl:[11,13,16,20,27],dmatrix:23,dmc:13,dn:16,doc:[0,8,9,16,21,24,26],docker:[24,33,36],docmument:4,document:[4,5,9,11,13,14,16,18,32,36],doe:[9,11,12,16,20,23,27,32,36],doi:[4,11,27,32],domain:[13,26,29],domin:[11,13,14],don:[24,28],done:[3,4,11,12,22,24,25,26,27],dot:[15,20,27],dowload:11,down:[1,4,11,25],download:[2,4,11,12,13,14,15,16,20,23,24,25,26,27,36],downsampl:[26,27],dozen:36,dp1:9,dp2:9,dp3:9,draft:18,dramat:3,drastic:18,draw:[12,16],dress:29,drive:33,driven:36,drlat:13,drlon:13,drop:[4,20,21,26,32],dropbox:[4,11,13,16,27],dropna:[9,20],dropout:[26,27,29],ds:[1,4,33],dt:[8,13,14,24],dtype:[9,13,16,22,24,27],ducelli:34,due:[12,16,33],dummi:24,duo:4,duplic:4,durat:14,dure:[24,25,26,28,33],dw:20,dwa82x6xhjkhyw8:16,dz:14,e2019gl085870:27,e:[1,2,3,4,7,9,11,12,15,16,20,23,24,25,26,27,29,31,32],e_b:12,e_train:12,e_val:12,each:[2,3,4,9,11,12,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,31,33,36],earli:[11,28,33],earlier:[26,29],early_stop:26,earth:[4,8,15,33,34],earthdatasci:[4,8,11,34],earthquak:[9,13,14,15,17,27,29],easi:[8,20,24],easier:[15,20,26],easili:[29,32],east:[9,11,12,15],eastward:12,ecosystem:33,edg:[9,27],edgecolor:[16,18,26],edit:[0,3,24],editor:4,edu:[4,12,15,33],educ:33,effect:[13,14,18,25],effici:[3,24,29],effort:[24,30],eh1:9,eh:9,ehn:9,ehz:9,eigen:15,eigenvalu:15,eigenvector:15,either:[1,3,15,16,20,26,27,29,33],el:9,elaps:22,elast:24,element:[8,9,11,12,18,27],elev:[9,11,13,15],ellips:16,eln:9,els:[4,8,12,16,25,26,27],elsewher:27,elz:9,email:[4,33],embed:[11,15,31],emerg:11,empir:16,empti:[16,28],en:24,enabl:[3,13,14,29],encod:[7,11,24,27],encoder_cnn:29,encount:14,end:[6,9,12,14,15,16,17,18,25,26,27,33],end_dim:[25,26],end_tim:9,enddat:9,endtim:[13,14],energi:14,enforc:[13,14],engin:33,enhanc:11,enivron:2,enough:[8,32],ensembl:[18,19,21,22],ensur:21,enter:[9,13,14,24],entir:[4,9,12,23,25,27,31],entri:11,entropi:[14,20,25,26],enumer:[15,16,18],env:[2,13,18,23,29],environ:[4,5,32,33,36],ep1:9,ep2:9,ep3:9,ep:18,epoch:[23,25,26,27,28,29],epr:12,epred_train:12,epred_v:12,epsilon:20,eq1:27,eq2:27,equal:[12,13,14,27],equat:[26,36],equival:[8,9,10,20,25,26],err:18,error:[6,9,12,15,16,18,20,21,25,26,27,32],error_scor:22,erupt:16,escienc:3,esourc:33,especi:[27,32],ess490:1,ess:[1,4,33],est:16,estim:[12,15,16,21,22,23,25,32],estimator__break_ti:22,estimator__c:22,estimator__cache_s:22,estimator__class_weight:22,estimator__coef0:22,estimator__decision_function_shap:22,estimator__degre:22,estimator__gamma:22,estimator__kernel:22,estimator__max_it:22,estimator__prob:22,estimator__random_st:22,estimator__shrink:22,estimator__tol:22,estimator__verbos:22,et:[4,24,27,29],eta:[23,29],etc:[1,4,14,24,25,32],euclidean:16,euclidian:[8,16],evalu:[12,16,23,25,26,27,33],evaluate_model:24,even:[13,14,16,27,31],evenli:8,event:[9,27,36],everi:[13,27,31,33],everyth:[2,31],everytim:4,evolut:25,exact:[2,12,20,31],exampl:[3,4,7,9,11,12,13,15,16,17,18,19,20,21,23,25,26,28,30,33],exce:25,except:[1,26],exclud:24,exclus:26,execut:[1,2],execute_request:25,exercis:[11,12,18],exist:[13,14,16,20,36],exist_ok:[11,26,27],exp:[9,13,14,20,25,26],exp_reg101:24,expand:1,expans:3,expect:[5,24,32],expens:[3,27],experi:[3,15,24,30,36],expertis:32,expir:4,explain:[6,15,16,20,25,26,27],explained_variance_:15,explained_variance_ratio_:15,explan:4,explanatori:9,explor:[6,12,14,15,16,19,22,23,25,30,32],expon:14,express:[9,16],extend:[18,25,27],extens:[2,5,36],extent:[13,14],extern:[2,9],extra:24,extract:[6,13,15,21,24,25,29,33],extract_featur:14,extractal:11,extracted_featur:14,extrem:[12,24],f1:[18,20,28],f1_score:18,f2:28,f4:12,f:[13,14,18,19,20,21,22,23,25,26,27],f_1:18,f_:[13,14],f_a:14,f_c:[13,14],f_path:[26,27],f_x:20,facecolor:16,facil:32,facilit:11,fact:[14,16,27],factor:[4,14,26,27],fail:26,fair:32,faith:16,fake:15,fallen:27,faller:4,fals:[9,14,16,18,19,20,22,23,24,26],famili:14,familiar:[9,10],far:12,fashion:27,fashion_mnist:29,fast:[3,9],faster:11,fastica:[6,15],favor:27,fc1:26,fc2:26,fc3:26,fc:16,fdsn:[13,14],fdsn_client:[13,14],feather:16,featur:[6,9,13,15,16,20,22,24,26,27,29,32,33,36],feature_import:21,feature_importances_:21,feature_list:21,feature_nam:22,fee:4,feed:29,fetch:[4,33],fetch_openml:[19,22,23,25,26,27],few:[16,27],fewer:15,ff0000:26,fft2:13,fft:[6,13,14],fftfreq:[13,14],fftpack:[13,14],fftshift:13,fidel:29,field:[7,8,15,24,27,29,30],fig1:8,fig2:8,fig:[8,9,12,13,14,15,16,21,25,26,27],figsiz:[8,12,13,14,15,16,19,21,26,28],figur:[9,11,15,16,19,24,25,26,27],figure_:19,fiji:9,file1:[11,13],file2:[11,13],file:[1,3,4,6,7,11,16,18,25,27,32,33],file_url:[12,15],filenam:16,fill:[13,14,27,32],fill_betweenx:16,fill_color:9,fill_valu:22,filter:[9,27],find:[3,4,6,8,10,12,13,14,15,16,17,18,20,23,25,26,27,29,30,32,33],finder:24,finish:22,finit:[13,14,27],first:[1,3,4,6,8,9,12,13,14,15,16,18,19,20,23,25,26,27,28,29,32,33],firstnam:11,fisher:14,fit:[12,15,16,18,19,20,21,22,23,26,27,28,29,30],fit_predict:16,fit_transform:[15,16,18,19,22,23,29],fivethirtyeight:21,fix:[4,9,12,22,26,27,32],flag:[16,29],flat:13,flatten:[23,25,26,27,28,29],flavor:36,flexibl:8,float32:[27,28],float64:9,floor:13,flouresc:16,flow:16,fluor:16,fly:8,fma:29,fmi:16,fn:[16,18,20],fname:11,focu:[3,11,12,24,27],focus:33,fold:[19,22,24],fold_shuffl:24,folder:[11,14,16,27,32],folium:11,follow:[3,4,11,12,15,16,18,24,27,29],font:[8,16],fontsiz:[8,16],fontweight:16,forc:[4,20,22,33],forecast:[21,24],forecast_acc:[21,24],forecast_noaa:[21,24],forecast_und:[21,24],forest:[17,18,19,23,24,26,33],forg:2,fork:4,form:[11,16,17],format:[1,6,7,9,14,16,18,21,25,26,27,32,33],former:34,formul:20,formula:[19,20],forth:24,fortran:36,forward:[6,15,25,27],found:[4,11,20,22,25,27,33],foundat:33,fourier:[6,29,33],fourth:[1,14],fowlk:16,fp:[16,18,20],fpr:[18,19],frac:[8,13,14,15,16,18,20,25,26],fraction:[16,18,27],frame:[9,22],framework:[11,13,33],free:[3,4,29,32,36],freq:[9,14],frequenc:[13,14],frequent:15,freqvec1:[13,14],freqvec:[13,14],fri:21,friend:[2,21,24],friendli:4,from:[1,2,4,6,7,8,10,11,12,13,14,15,16,18,19,20,21,22,23,24,25,26,27,28,29,32,33,36],from_estim:18,from_numpi:20,fs:[13,14],ft:[13,14],ftp:9,full:[24,27],full_matric:15,fulli:[25,26,27,28,29],fundament:[6,8,18],further:[4,6,26,29],futur:[4,9,25],futurewarn:9,g:[1,2,3,4,7,9,11,15,16,20,23,24,25,26,27,31,32],gain:36,game:3,gamma:[18,19,22],gan:9,gap:[13,32],gate:[16,28],gather:[3,17],gaussian:[8,18,27,32],gaussian_process:18,gaussiannb:[18,23],gaussiannois:29,gaussianprocessclassifi:18,gb:23,gbr:24,gcp:3,gdrive:4,gel:9,gener:[4,8,10,11,12,15,16,24,26,27,28,30,31,32,33],generaliz:[12,32],generate_time_seri:28,genr:7,geo:33,geodesi:[12,15,33],geograph:11,geohackweek:[11,34],geolog:[11,13],geologi:[11,13,33],geometri:11,geophys:[7,27],georeferenc:11,geoscien:33,geoscienc:[3,31,32,34],geoscientif:7,geosmart:[4,33],geospati:[7,26,31,32,33],geq:20,get:[3,4,8,9,11,12,14,15,16,20,21,23,25,26,27],get_dummi:[21,24],get_param:22,get_waveform:[13,14],geyser:16,giant:31,git:[5,23,33,36],github:[1,3,5,24,27,29,32,34,36],gitignor:4,gitlab:4,give:[2,4,12,13,14,16,18,20,24],given:[1,9,12,15,16,18,27,32],gla:9,glass:1,glo:9,glob:[12,15],global:[3,4,9,27],global_quakes_iri:9,gn:9,go:[4,9,11,13,20,24,25],goal:[12,16],goe:25,gone:24,good:[4,6,12,16,32],googl:[0,21,24,33],gouraud:14,gov:[11,21],gp:[7,12,15],gpd:11,gpl:9,gps_loc:15,gps_locat:15,gps_timeseri:[12,15],gpu:[3,24,36],grad:20,grad_fn:20,gradient:[17,19,24,25,26,27,28],gradient_desc:29,graduat:34,grai:27,grant:4,grant_sudo:24,graph:[8,21,26],graphic:[3,27],gray_r:19,great:[3,4,24,26,27,29],greater:[12,13,21,27],green:[11,12,16],grei:25,grid:[8,11,12,13,14,15,16,18,19,26,27,28],gridsearchcv:22,grobler:18,ground:[13,14,16,32],group:[3,9,11,12,16,17,23,24,32],groupbi:9,growth:3,gst:9,gudelin:4,gueron:23,guess:11,gui:4,guid:4,guidelin:[4,32],gzip:[12,15],h2o:24,h5:[6,7,11,27],h5py:[11,14,22,27,29],h:[9,15,20,26],h_y:20,ha:[4,8,11,12,15,16,17,20,22,24,25,26,27,28,29,32,33],hackweek:36,had:[4,25],half:33,hand:[23,25,36],handl:[3,4,9,17,24,26],handwritten:19,happen:[8,13,14,15,16],happi:26,hard:[4,23,33],hardwar:[1,3,36],harmon:18,hasattr:26,hat:[12,13,14,20,25],have:[2,3,4,8,9,10,11,12,13,14,15,16,20,23,24,25,26,27,28,29,31,32,34],hdf:11,hdo:9,head:[1,4,9,11,14,15,16,21,24],headach:4,header:[9,25],heavi:3,height:[9,11,27],help:[4,5,8,32],henderson:[33,34],here:[3,4,9,10,11,13,14,16,17,19,20,22,24,25,26,27,28,29,33],heterogen:11,hh2:9,hh3:9,hhe:9,hhn:9,hhz:[9,13,14],hidden:[26,27,28],hidden_layer_s:26,hide:15,hierarch:27,hierarchi:[16,27],high:[3,7,13,14,16,18,24,29,33],higher:18,highest:[13,14,15],highlight:27,highpass:13,hist:[8,9,12,13,14],histogram:[8,9,13,14],histor:[21,24,27],histori:[25,26,27,28,29],hj2:9,hj3:9,hjz:9,hle:9,hln:9,hlz:9,hn1:9,hn2:9,hn3:9,hne:9,hnn:9,hnz:9,hold:11,home:[3,4,11],homepag:4,homewgrown:32,homework:4,homgeneity_scor:16,homogen:16,homogeneity_completeness_v_measur:16,honshu:9,hood:24,hook:20,hopefulli:16,horizont:[3,12],horizontalalign:26,host:[4,33,36],hot:24,hour:[3,14],hover_data:9,hover_nam:9,how:[3,4,7,9,11,12,14,15,16,18,19,20,25,26,31,32,33],howev:[3,11,12,15,20,26],hp:13,hpc:[5,36],href:26,html:[1,8,9,15,16,26,29,32],htop:3,http:[0,1,3,4,8,9,11,12,13,15,16,18,20,21,24,26,27,29,30,32,33],hub:[3,5,11,33],huber:24,hue:16,hulbert:27,human:[11,32],hv1:9,hyak:3,hydrolog:15,hyp_50m_sr:11,hyper:[17,24,26],hyperbol:26,hyperparamet:[23,24,27,32],hyperplan:17,hz:[13,14],i2:[13,14],i6tv3ug15oe6yh:13,i:[3,9,12,13,14,16,19,20,25,26,27,29,32],i_it:20,ic:27,ica:[6,15,32],iclass:18,icon:4,id:[14,21,24],idai:[12,15],idea:[16,23,24,29],ideal:[15,18],ident:[8,18],identifi:[15,21,32],ifft2:13,ifft:[13,14],ifram:9,ignor:[4,13,16,24,27],igs14:[12,15],ii:[12,15,18],iid:22,iik:12,illustr:[4,13,16,29],iloc:[9,11,21,24,25],imag:[1,11,13,14,19,22,24,25,26,27,29,33],image_index:29,imageri:7,imagin:29,imaginari:[13,29],img:1,impact:31,implement:[3,9,16,23,26,27,29],important_indic:21,importerror:18,improv:[29,32],imput:24,imputation_typ:24,imshow:[13,14,19,29],in_channel:27,in_featur:[25,26],inaccess:4,includ:[1,5,14,26,29,32,33],incomplet:4,increas:[8,16,18,20,27,28],increasingli:27,ind:13,inde:[18,29],independ:[4,11,12,20,23],index:[8,9,11,16,21,24,25],indic:[12,14,16,26],individu:[3,14,16,23,25],induc:[12,27],industri:24,inertia:16,inexact:20,infer:12,infin:20,infinit:14,influenc:24,info:[2,9],inform:[4,6,11,15,26,31,32,36],infrastructur:36,infti:[13,14],inherit:25,init:[4,12,16],init_cent:16,initi:[4,16,20,25,26,27,29,32],initiali:16,inlin:[8,12,15,21,26],inplac:[9,20],input:[6,9,14,15,24,25,26,27,28,29,32],input_shap:[26,27,28,29],inquir:9,inquiri:11,insert:[1,16],insid:2,inspect:18,inspir:4,instal:[2,3,4,5,9,23,24],instanc:[1,3,9,13,18,22,23,26,27,32,33,36],instanti:21,instead:[9,13,16,18,20,23,29,32],institut:[3,32],instruct:[4,29],instructor:[4,33],instrument:[13,16],int32:[16,22],int64:[9,22,23],int_:[13,14],integ:[7,8,19,27],integr:[6,24],intend:[12,33,36],intens:[12,15],interact:[1,3,6,9,24,26,36],intercept:12,intercept_:20,interest:[14,29,34],interfac:[1,2,4,36],intermedi:[4,13,25,26,27,32],intern:[9,28],internet:36,interpol:19,interpret:[2,11,17,26,33],interpret_model:24,interv:[15,26],intro:[8,9,33],introduc:[8,10,24,26,28,29,31,33],introduct:[3,9],introductori:11,intuit:26,invalid:14,invari:27,invers:15,inverse_transform:15,involv:[9,12],io:[4,9,11,12,15,27,29,30],ipykernel_2672:9,ipykernel_50850:14,ipykernel_7989:16,ipython:13,iq1:27,iq2:27,iq:27,iri:[13,14],isal:11,isfinit:27,isin:9,island:9,isol:[2,15,31,36],isomap:15,issu:[4,5,24,28,32],ital:1,item:[1,4,9,25,26,27],iter:[12,16,20,21,22,24,25,26,27],ith:25,ith_cluster_silhouette_valu:16,its:[2,6,9,16,23,24,26,27,28,32],itself:[11,16],j4:[14,16],j:[16,20,25],jaqu:18,java:36,javascript:[11,36],job:[3,24],john:11,johnson:27,journal:35,js:11,jsgb:9,json:[1,7,11],juli:[13,14],julia:[32,36],jump:25,jupyt:[2,3,5,21,24,26,32,33,36],jupyterhub:[3,4,36],jupyterlab:[2,4,9,36],jupyternotebook:36,just:[4,9,12,16,20,25,26,27,28,31],k:[14,15,17,18,19,20,21,23,24,25,27],k_means_cyto_3:16,k_means_cyto_8:16,k_means_cyto_bad_init:16,kaggl:20,kcpb:9,keep:[4,13,20,26],kei:[4,9,11,19,21,22],kept:12,kera:[23,25,26,27,28,29,30,33],keras_tun:30,kerasclassif:26,kerasregressor:26,kernel:[1,17,18,19,22,24,26,27],kernel_s:[27,29],kf:12,kfold:[12,24],khbb:9,khmb:9,kilomet:9,kind:11,kit:[16,23],kiwisolv:2,klat:13,klon:13,km:13,kmean:16,kmeans_model:16,kmeans_pp:16,kmpb:9,kneighborsclassifi:[18,19,22,23],knn:[17,18,23,24],knn_clf:19,knn_predict:19,know:[1,3,9,17,20],knowledg:[27,29,33],known:[19,24,27],ko:16,koehrsen:21,kurtosi:13,kwarg:29,kxk:18,l2:27,l:[20,25,26,27],l_1:8,l_2:8,l_old:20,lab:[4,20,34],label:[5,14,16,17,18,19,23,24,25,26,27,28,32],label_binar:19,labelcolor:[25,26,27],labels:8,labels_:16,lamb:9,lambda:[9,21],lambda_meters2kilomet:9,land:[3,11],landsat:[3,7],languag:[1,3,4,11,32,36],laplac:14,laptop:[2,4],lar:24,larg:[3,4,8,12,13,14,20,23,26,27,32],larger:[3,11,15,16],largest:[13,15],lasso:24,last:[4,9,11,13,14,18,20,21,23,24,26,27,28],lastnam:11,lat:[9,13,16],later:[2,12,20,21,26,28],latex:1,latitud:[9,13,15,26],launch:1,law:8,layer1:25,layer:[4,11,25,28,29],layout:21,lba:9,lbfg:26,lce:9,lcl:9,lcq:9,lda:[17,18],ldo:9,lead:[15,30],leader:3,learn:[2,3,6,7,9,11,12,15,17,18,19,20,21,22,25,27,28,29,32,34,36],learn_rat:23,learner:23,learning_r:[23,25,26,27,29],learnt:24,leas:32,least:[13,14,24,33],least_frequ:24,leav:1,leaveoneout:12,lectur:[27,33],lecun:27,leduc:27,left:[4,8,9,26,27],legend:[8,12,13,14,15,19,21,26,28],len:[11,12,13,14,15,16,18,19,20,21,23,25,26,27,29],lenet_checkpoint:[26,27],length:[9,13,14,15,20,25,27],leq:[16,20],less:[9,12,13,14,15,24,32],lesson:[3,5,34],let:[8,9,11,12,13,14,15,16,18,20,25,26,27,28],letter:27,level:[1,18,24,33],lh2:9,lh3:9,lh:9,lhe:9,lhn:9,lhz:9,lib:[11,13,18,23,29],librari:[2,24,29,32],licens:[4,18],lie:[16,26],light:[16,24],lightgbm:24,like:[3,4,7,8,9,10,11,16,20,27,36],lil:29,lilianweng:29,limit:[11,13,14,17,22,23,26,29,32],linalg:[8,15],line2d:[13,16,18],line:[1,2,4,8,12,13,14,15,16,17,18,21,24,26,36],line_color:9,linear:[8,13,14,15,17,18,19,20,22,24,25,26,27,29],linear_model:[12,20],lineardiscriminantanalysi:18,linearli:[8,14],linearly_separ:26,linearregress:12,linestyl:[8,16],linewidth:[8,12,15,18],link:[1,4,9,33],linkag:16,linregress:12,linspac:[8,12,13,14,15,26,28],linux:[3,5,32],list:[1,2,3,4,5,8,9,11,12,15,16,21,24,26,27,32],listedcolormap:[18,26],literatur:[27,32],littl:[17,18],live:36,llar:24,ln:15,lne:9,lnn:9,lnz:9,load:[9,27],load_data:29,load_digit:[19,22,23,25,26,27],loaded_test:[25,27],loaded_train:[25,26,27],loaded_v:26,loc:[9,16,19,22],local:[4,5,9,14,16,27,33],locat:[1,9,11,13,14,16,21,26,27],log10:[13,14,16],log:[8,9,13,14,16,20,24,25,26,29],log_:13,log_i:16,log_x:16,logarithm:32,logic:25,logist:[17,25,33],logistic_regress:20,logisticregress:20,logit:25,logspac:[8,14,26],loguniform:22,lon:[9,16],longer:[13,16,20,28,29],longitud:[8,9,13,15,26],loo:12,loocv:12,look:[4,8,9,11,14,16,18,23,24,25,27],loop:[5,9,12,14,15,16,25,26,27],loos:[3,36],lose:27,loss:[6,12,15,20,22,26,27,28,29],loss_funct:[26,27],loss_tim:[25,26,27],lot:[3,24,28,32],low:[3,13,14,16,18,23,24],lower:[13,14,15,19,23,29],lowest:[16,29],lowpass:13,lp:13,lr:[24,25,26,27,29],ls:9,lstrip:26,lt:[25,26,27],ltn:9,lua:36,lucki:3,lunch:32,lw:16,lwd:9,lwh:9,m1:24,m2km2:9,m2km:9,m8:[13,14],m:[4,9,11,13,14,21,23],m_3:14,m_4:14,ma:33,mach:25,machin:[3,6,7,11,17,19,22,23,24,32,34],maco:3,macosx:3,macosx_10_15_x86_64:23,macosx_11_0_x86_64:23,macosx_12_0_x86_64:23,macro:18,made:[4,9,25],mae:[21,24],mag:9,magic:21,magnitud:[9,14,23],mai:[1,2,3,4,7,9,11,12,13,14,15,16,20,23,24,26,28,29,32],mail:4,main:[4,11,16,33],maintain:14,major:[15,23,24],make:[2,4,5,8,9,11,12,13,18,20,21,24,26,27,28,31,32,33],make_circl:[18,26],make_classif:[18,26],make_moon:[18,26],make_pipelin:26,makedir:[11,13,26,27],mallow:16,manag:[2,25,26,27,36],mani:[2,3,9,11,12,14,16,17,19,20,24,25,27,31,32,34,36],manifold:29,manipul:[5,6,9,11,14,21,24,25,33],manual:[9,32],manual_se:[26,27],map:[11,12,15,26,27],mapbox_styl:9,mape:[21,24],margin:17,mariana:9,marin:[33,34],marinedenol:[13,18,23,29],mark:33,markdown:[4,36],markedli:36,marker:[8,9,11,12,16],marker_clust:11,marker_s:9,markerclust:11,markers:9,market:24,mask:[11,22,29],masked_arrai:22,mass:16,match:[24,29],materi:[11,27,34,36],math:[15,16,20,33],mathbf:[15,26],mathcal:[20,25],mathemat:20,matlab:[32,33],matmul:15,matplolib:33,matplotlib:[2,5,9,11,12,13,14,15,16,18,19,21,22,25,26,27,28,29],matric:15,matrix:[6,13,18,19,20,26],max:[8,9,11,12,13,14,16,19,21,22,23,25,26,27,32],max_depth:[18,23,24],max_featur:[18,24],max_it:[20,22,26],max_leaf_nod:24,max_percentag:[13,14],max_pool2d:26,max_sampl:[23,24],maxim:[17,25],maximum:[16,20,21,24,25,26,27,32],maxlat:13,maxlon:13,maxpool2d:[27,29],maxpool:27,maxpooling2d:27,mayb:26,mb:23,mcbrearti:27,mch:9,mcn:9,mcw:9,md:[1,4,32],mdenol:33,mean:[3,4,8,9,11,12,13,18,20,21,23,24,25,26,27,32],mean_fit_tim:22,mean_score_tim:22,mean_squared_error:12,mean_test_scor:22,meant:36,measur:[7,12,14,15,16,18,21,24,26,32],median:[9,32],meet:[24,32],member:[12,16,36],memori:[3,8,9,10,11,20,26,27,28,36],mention:4,menu:[1,4],mere:26,merg:[1,4,13,14,16,33],mesh:26,meshgrid:26,messag:25,messi:4,meta:23,metadata:[6,9,11,32],meter:9,meters2kilomet:9,meters2kilometers2:9,method:[15,17,20,21,22,23,24,25,26,27,30,33],methodolog:33,metric:[12,13,16,19,20,21,22,23,26,27,28,30],mhe:9,mhn:9,mhz:9,microsoft:[3,24],microstoft:3,middl:[16,26],might:[11,13,14,24],mimic:11,min:[8,9,11,12,13,14,16,19,21,22,26,32],min_impurity_decreas:24,min_impurity_split:24,min_samples_leaf:24,min_samples_split:24,min_weight_fraction_leaf:24,mini:[25,26],miniconda3:[13,18,29],miniconda:2,minim:[16,20,25,32],minima:16,minimum:[15,16,25,32],minlat:13,minlon:13,minmax:32,minmaxscal:[19,22,23,32],minu:[21,24],minut:[16,33],misclassifi:[18,23],miss:[24,32,35],mistak:20,mitig:26,mix:15,mixing_:15,ml:[3,18,24,28,30,32,33],mlgeo2022:4,mlgeo2022_uwnetid:[4,33],mlgeo2023:4,mlgeo2023_uwnetid:4,mlgeo:[4,5,29,33],mlgeo_sk:[13,18,23],mlhub:3,mllab:2,mlp:[27,28],mlpclassifi:26,mm:[12,15],mmw:9,mne:9,mnist:[19,25,26,27],mnn:9,mnz:9,mobil:4,mode:[17,23],model:[7,11,12,13,15,17,19,20,22,23,28,30,33],model_lenet:27,model_select:[12,18,19,21,22,23,25,26,27,29],moder:26,modif:4,modifi:[4,9,14,18,19,21,22,23,25,26,27,33],modul:[2,6,8,9,12,13,14,15,16,25,26,27,32,33],moistur:7,moment:14,mon:21,mondai:[17,33],monitor:3,month:[3,13,14,21,24],more:[2,4,7,9,11,12,13,15,16,17,18,20,22,23,26,29,30,32,36],morlet2:14,morlet:14,morn:33,most:[2,3,4,5,6,7,12,13,14,15,16,17,18,21,23,24,26,27,28,32],mostli:[3,7,12,14,16],mother:14,motion:[12,13,14,15,32],motiv:32,mousavi:29,move:[3,11,13,25],mpl_toolkit:16,mplot3d:16,ms:[9,14],mse:[12,24,28,29],mse_train:12,mse_val:12,mu:14,much:[3,7,15,16,20,24,26,27],mulbackward0:20,multi:[8,9,10,14,17,18,23,25],multiclass:[17,26],multiclassif:27,multicollinear:24,multidimension:[11,15,28],multilabel:29,multipl:[3,4,13,14,15,25,26,27,28,32,36],multipli:15,must:27,my:[1,4,8],my_kmean:16,my_metadata:9,my_mlp:26,my_pd:9,mybind:36,mycod:4,myenv:2,myst:36,n1:16,n2:16,n:[8,10,11,12,13,14,15,16,18,19,20,24],n_cluster:16,n_clusters_per_class:26,n_compon:[15,16],n_epoch:[25,26,27],n_estim:[18,21,23,24],n_featur:26,n_imag:29,n_inform:26,n_init:16,n_iter:22,n_j:16,n_job:[22,23,24],n_redund:26,n_sampl:[12,15],n_select:24,n_split:12,n_step:28,naiv:[17,18,28],naive_bay:[18,23],name:[2,4,7,9,11,15,16,18,21,24,26,29,32,36],nameerror:26,nan:[9,22],narr:36,nat:13,nation:[3,11],nativ:17,natur:12,nb:[17,23],nb_clf:23,nbin:9,nbsp:24,nc:[9,11,13],ncedc:9,nclass:[19,23],ncluster:16,ncm_geologicframeworkgrid:[11,13],ncm_spatialgrid:[11,13],ncol:[19,21],ndarrai:[22,23],nearest:[16,17,18,19],necessari:[4,12,20],need:[4,9,12,14,15,16,17,20,23,24,25,26,27,28,29,32,33],neg:[14,16,18,20],negbackward:20,neighbor:[15,17,18,19,22,23,24],neither:24,nenad:4,neonscienc:11,neq1:27,nest:[11,26],net:[24,26],netcdf4:13,netcdf:10,network:[3,9,11,13,14,20,29,31],neural:[20,29,31],neural_network:26,neuron:[25,26,27,28],nevada:12,never:[12,23],new_nois:13,newaxi:28,newcrap:13,newdata:[19,22,23],newfil:4,next:[9,16,24,25,26,27,28,36],next_fast_len:[13,14],nf:13,nfft1:[13,14],nfft:[13,14],nhat:[13,14],nice:[4,11,20],nicoleta:[33,34],nipy_spectr:16,nlabel:27,nn1:25,nn:[13,25,26,27],no12:27,no1:27,no2:27,no_grad:[25,26,27],noaa:[21,24],node:[3,11,36],nois:[15,16,17,18,26,27,28,29,32],noise2:27,noisi:[15,29],nomal:20,non:[1,11,13,29],none:[9,22,23,24,25,26,27,28,29],nonlinear:26,nor:24,norm:[8,16,22,27],normal:[14,15,16,18,19,22,23,24,25,26,27,32],north:[11,12,15],northern:9,northwest:12,notat:11,note:[11,12,13,14,19,20,22,23,24,29],notebook:[2,3,4,5,8,9,21,24,32,33,36],noth:[8,14,20],notic:[13,14],notifi:4,noverlap:14,now:[4,8,9,11,12,13,14,15,16,18,20,25,26],np:[2,8,9,11,12,13,14,15,16,18,19,20,21,22,23,25,26,27,28,29],nperseg:14,npmap:11,npoint:15,npt:[13,14],npts1:[13,14],nrow:[19,21],ns:9,num_class:[23,25,26],number:[2,8,9,11,12,13,14,15,17,18,19,20,21,22,23,24,25,26,27,28,29,31,32],numer:[7,8,11,17,21,24],numeric_onli:9,numpi:[2,6,9,10,11,12,13,14,15,16,18,19,20,21,22,23,25,26,27,28,29,33],nvidia:3,ny:11,nyq:[13,14],o:[3,8,9,12,16,32],obj:16,object:[7,8,9,11,13,16,20,21,22,23,24,25,26],objective_new:16,objective_old:16,observ:[9,15,16,20,21],obspi:[13,14],obtain:[20,21],obvious:12,occur:12,ocean:3,oceanographi:[3,33],ocf:9,off1:28,off2:28,off:[16,18,29],offer:[3,4,33],offic:8,offici:4,ofr20191081:11,often:[2,3,8,12,13,27],ok027:27,ok029:27,old:16,omega:20,omp:24,onc:[4,9,12,20,24,25],one:[1,2,3,4,6,8,9,11,12,13,14,15,16,17,18,20,21,23,24,25,26,27,29,30,31],oneapi:29,onednn:29,ones:[15,16,17,23,27],onevsrestclassifi:19,onli:[3,4,9,11,13,14,15,16,21,23,26,29,33],onlin:4,onto:[13,14],oob_scor:[23,24],open:[1,3,4,5,11,32,33,36],openeew:3,oper:[3,8,9,11,18,19,26,27,29],opt:[13,18,29],optim:[3,11,16,17,20,22,23,24,27,28,29,30,32],optimizer_v2:29,optimizi:17,option:[4,9,15,20],oracl:8,orang:[15,16],ord:8,order:[1,13,25,26,27,29,36],ordin:24,oregon:15,org:[8,9,11,15,16,18,20,26,27,32,36],organ:[4,6,7,11,15],orient:[15,21],origin:[4,6,11,13,14,15,16,18,24,27,29,33],orthogon:[14,15,24],orthograph:9,orthonorm:[13,14],os:[3,4,11,12,13,15,16,22,26,27],other:[1,2,4,11,12,13,16,17,18,24,25,26,28,29,31,32,34],otherwis:25,otodo:9,ouput:27,our:[15,16,18,19,20,21,26],out:[2,3,4,9,11,13,14,21,22,24,26,27,28],out_channel:27,out_featur:[25,26],outcom:9,outlier:[24,32],outofboundsdatetim:9,output:[1,6,7,9,11,13,15,17,23,25,26,27,28,29,32,33],output_notebook:9,outsid:[9,12],outstand:32,over:[1,4,12,14,15,25,26,27],overal:[5,12,16],overestim:12,overfit:[23,24,26,27],overlai:[13,14,15],overlap:[13,14],overview:29,overwrit:[4,9],ovr:22,own:[3,4,20,32,33,36],owner:4,p395:[12,15],p:[8,9,12,14,16,18,20,24,25,27,29],p_valu:12,pacif:12,packag:[2,8,9,11,12,13,14,15,16,18,20,23,24,29,30,33,36],pad:[21,27,29],padding_mod:27,page:[4,9,11,24],pai:23,pair:[11,16,21,25,32],pairgrid:16,pairplot:16,panda:[2,6,10,11,12,13,14,15,16,18,20,21,22,24,25,27,28,29,33],paper:[4,27,31,33],par:24,paragraph:1,parallel:[3,22],param:[8,22,23,29],param_c:22,param_distribut:22,param_gamma:22,param_grid:22,param_kernel:22,paramet:[8,12,16,17,20,22,23,24,25,26,27],parameter:[13,16],park:11,parks_wa:11,parquet:[7,11],pars:[7,24],part:[4,13,25,26,27,28,29,33],partial:20,particip:36,particl:16,particular:[11,32],particularli:[3,7,26],partit:16,pass:[3,13,25,26],passiv:24,password:4,past:[12,13,28],path:4,pathcollect:18,pathwai:33,pattern:[21,27],pby:9,pc:[15,16],pca:[6,17,24,29,32],pcolor:8,pcolormesh:14,pd:[9,11,12,13,14,15,16,18,20,21,22,24,25,27,28,29],pdf:[13,33],pdist:16,pdt:33,peak:[16,27],pearson:8,peform:18,peopl:[4,24,31],per:[7,9,13,14,19,25,27],percentag:[20,21,25],perceptron:25,perfect:[12,16,24],perform:[3,4,9,12,13,14,16,22,23,25,26,27,29,30,32,33,36],period:[13,14],permiss:[4,33],perol:27,person:4,perspect:16,pg1:9,pga:32,pgc:9,phase:[13,14],phd:4,phi:26,phone:4,physic:7,pi:[13,14,15,16],pick:27,picoeuk:16,piec:4,pio:9,pip3:2,pip:[23,24],pipelin:[6,16,17,26],pixel:[11,25,27,29],piyg:18,place:[9,19,27],plai:4,planetari:[3,33],plate:[12,15],plateau:16,platform:[3,4,29,32,36],pleas:[3,4,5,9,13,14,24],plenti:[3,10],plot:[5,6,8,9,11,12,13,14,15,16,18,19,21,24,25,26,27,28,32],plot_confusion_matrix:19,plot_height:9,plot_imag:29,plot_test:8,plot_width:9,plotli:[6,16,33],plt:[8,11,12,13,14,15,16,18,19,21,22,25,26,27,28,29],plu:[21,24,28],plugin:11,pm:33,pn:14,pnda:14,png:[1,8,9],point:[4,7,8,11,12,13,14,15,16,17,24,26,28],poisson:8,polynomi:[13,17,24],pool:26,pool_siz:29,pop:16,popul:[3,16],popular:[17,23,24,26,27,29,36],popup:[11,24],porotomo:3,port:3,portion:23,posit:[12,14,15,16,18,19,20,25,26,27,32],positron:9,possibl:[5,9,14,20,23,29,32,36],post:4,postalcod:11,potabl:20,potenti:32,power:[8,16,26],pq:9,pr:18,practic:[3,4,5,7,9,12,13,17,19,29],practition:30,pre:[6,13,15,16,18],pre_dispatch:22,precipit:9,precis:[18,20],precision_recall_curv:19,precision_recall_fscore_support:20,precision_scor:18,precisionrecalldisplai:19,precison:18,precondit:32,pred:[12,23],predecessor:23,predict:[7,12,14,17,18,19,20,21,22,23,24,25,26,27,29],predict_proba:[18,23,26],predictions_data:21,predictor:23,prefer:[4,27],preliminari:32,prepar:[6,25,33],preprocess:[16,18,19,20,22,23,25,26,27,32],prerequisit:33,prescrib:16,presenc:29,present:[0,13],previou:[23,26,28,31],previous:[9,16,27],princip:33,principl:33,print:[8,9,11,12,13,14,15,16,18,19,20,21,22,23,24,25,26,27,28,29],printer:8,prior:[14,21,24],privat:[4,33],pro:[4,16],proba:23,probabl:[16,17,19,20,22,23,25,26,29],probe:27,problem:[14,16,17,20,22,24,25,26,27,32],proce:26,process:[1,3,6,13,14,15,16,18,27,31,36],prochloro:16,produc:[11,17,24,31],product:[9,13,17,24,27,31],profession:24,profit:1,program:[1,3,4,9,33,36],progress:[23,33],project:[1,4,6,10,11,13,14,15,16,33,36],projection_typ:9,promis:32,propag:[25,26,27],proper:2,properti:[8,20,23,29],propos:[29,32],prove:9,proven:32,provid:[2,3,4,8,9,12,17,24,26,27,30,32,33,36],proxim:8,pseudo:14,pseuo:14,psi:14,pt:[26,27],pub:9,publish:[31,36],puget:[13,14],pull:[4,5,24,33],pullov:29,purpos:[3,4],pursuit:24,push:[4,5],put:[20,26],px:[9,16],py3:[23,24],py:[2,4,9,13,14,16,18,29],pycr:11,pydata:16,pylab:8,pypars:2,pyplot:[8,11,12,13,14,15,16,18,19,21,22,25,26,27,28,29],python3:[2,13,18,23,29],python:[3,4,5,6,8,11,13,14,16,20,26,32,33,36],pytorch:[2,25,27,30,33],pytz:2,q_cb8jrmn81uk:0,qc:16,qc_lwr:16,qc_mid:16,qc_upr:16,qda:18,qnipvp:0,quad:9,quadraticdiscriminantanalysi:18,quak:[9,14,27],quakes2:27,quakes2plot:9,qualit:[17,20,33],qualiti:[16,24,36],quantifi:[16,18],quantit:[17,20],quarter:33,queri:13,question:[31,32,33],queue:3,quick:32,quota:16,r2:[12,24],r2_score:12,r75ecms0bvyqaca:11,r:[8,12,15,21,23,26,27,28,32,33,36],r_valu:12,radial:17,radiant:3,radiu:16,rain:33,ran:3,rand:[8,13,20,27,28],randn:[8,13,15,16],random:[8,12,15,16,17,18,19,20,23,24,26,27,28,31,32,33],random_project:15,random_split:[25,26,27],random_st:[12,16,18,19,20,21,22,24,26],randomforestclassifi:[18,19,22,23],randomforestregressor:[21,24],randomizedsearchcv:[22,26],randomli:[12,13,14,16,24,26],randomsampl:26,randomst:[19,26],rang:[9,11,12,13,15,16,19,21,25,26,27,28,29,32],range_color:9,rank_test_scor:22,ransac:24,rare:[12,13,24],raster:7,rate:[7,9,13,14,18,19,23,25,26,27],rather:[3,29],ratio:[13,15,18,24],ratt:[13,14],ravel:26,raw:[6,13,14,19,22,23],raw_moment:14,rbf:[18,22],rcparam:[8,16],rdbu:26,rdylbu:13,re:[4,8,12],reach:[3,16,20],read:[8,10,12,13,15,16,21,24,25,31,32],read_csv:[9,15,16,20,21,24,25],read_feath:16,read_fil:11,readabl:[6,11,25,32],readi:33,readm:[1,4,32],real:[3,13,14,26,29,32],realist:13,realli:4,reason:[24,26],reassign:32,rebuild:29,rec:18,recal:[18,20],recall_scor:18,receiv:[15,18,19,27,28,31],recent:[18,26,27],recogn:[4,5,9,24],recommend:[2,3,4,15,16,33,36],reconstruct:[15,29],record:[14,15,21],recov:[9,15,29],recreat:13,rectifi:26,recurs:16,red:[11,12,15,16,25,26,27],reduc:[4,6,12,13,15,16,18,27,29,32],reduct:[6,17,23,27,29,33],refer:[3,7,8,17,21,26,36],refit:22,refresh:33,reg:24,regard:26,region:[3,9,11],register_hook:20,regr:12,regress:[23,24,25,26,28,33],regressor:[22,24],regular:[23,26,27,28],regularli:[13,14],reinstal:24,rel:[14,28],relat:[2,7,11,14],relev:32,reli:36,reliabl:[24,32],relu:[25,26,27],remain:[4,6,16,22],remean_elev:9,remedi:28,rememb:20,remot:[3,4,5,33,36],remov:[2,4,6,9,13,15,21,24,29,32],removablehandl:20,remove_anyth:9,render:9,reno:12,repeat:[12,13,14,15,24,27],repeat_kmean:16,repeatedli:12,replac:[4,9,11,12,13,16,23,27,36],repli:25,replic:16,repo:[1,4],report:[11,18,19,26,33],reposistori:33,repositori:[3,5,24,33],repres:[13,14,17,29],represent:[14,16,26,27,29],reproduc:[2,6,12,16,27,32,33,36],request:[3,4,5,9,11,12,15],requir:[2,3,4,13,14,17,23,25,26,29,32],requires_grad:20,resampl:23,research:[3,4,27,29,32,34],reset:[4,9,28,33],reset_index:[9,11,20],reshap:[12,13,16,19,25,26,27,29],residu:[8,12,23,29],resnet:29,resolut:[9,29],resolv:[4,13,14],resour:3,resourc:[3,5,11,32,34],respect:[12,16,20,26,27],respons:[13,17,33],rest:26,restart:[1,24],result:[9,12,15,16,17,18,20,24,25,26,27,31,32],retain:15,retain_grad:20,return_sequ:28,return_train_scor:22,reus:[4,32],revers:[20,21,26],revert:26,review:[5,26,32],rf:[17,21,23,24],rf_clf:[19,23],rf_most_import:21,rf_predict:19,rgb:27,rich:36,ridg:24,right:[2,4,8,9,19,26],rlat:13,rlon:13,rmse:24,rmsle:24,rng:26,ro:[16,21],robust:15,roc:[18,19],roc_auc:19,roc_auc_scor:19,roc_curv:[18,19],roccurvedisplai:19,role:27,root:[11,14,25,26,27],rotat:[15,16,21],rouet:27,round:[21,26],routin:8,row:[7,8,9,13,15,16,20,21,24,25],row_index:16,rs:12,rstudio:1,rubi:36,rule:[17,26],run:[1,3,4,9,14,16,20,31,32,33,36],runner:24,running_loss:[25,26,27],runtimewarn:14,rv_frozen:22,s1:15,s2:15,s3:[3,15],s6x10hzdyra:3,s:[8,9,11,12,13,14,15,16,18,21,23,24,25,26,27,28,29],s_:15,safe:26,sagemak:3,sai:27,same:[2,4,7,8,9,12,13,14,15,16,23,24,27,29,31,32],samm:23,sampl:[7,8,12,13,14,15,16,17,18,19,22,23,25,26,27],sample_silhouette_valu:16,sampler:[25,26,27],sampling_r:13,sandal:29,sat:21,satisfi:[23,30],sattelit:7,save:[2,4,6,7,8,9,11,15,18,21,24,25,27,32],savefig:8,saw:15,sawtooth:15,sc:16,scala:36,scalar:[20,26,28],scale:[3,9,13,14,15,16,22,23,25,26,27,32],scaleogram:14,scaler:[16,19,20,22,23],scan:11,scatter:[12,15,16,18,26,29],scatter_3d:16,scatter_geo:9,scatter_mapbox:9,scatterplot:[6,8],schedul:3,schema:7,schemat:27,scheme:[16,22],scholarship:33,sci:[16,23],scienc:[1,8,11,33,36],scientif:[1,8,11,32,33],scikit:[2,6,12,15,18,22,32],scikitlearn:[18,20],scipi:[2,6,12,13,14,15,16,22,23],scitkit:6,score:[16,18,22,23,26,27],scott:[33,34],scratch:[1,3,9],screen:[25,26,27],script:[4,6,33],se:[12,15],seaborn:[2,6,16],search:[26,27],seattl:21,sec:24,second:[1,7,8,9,10,13,14,20,23,25,27,28,29,33],section:[8,13,33],see:[1,3,4,8,11,12,13,14,15,16,18,24,26,27],seed:[15,16,26,27,32],seek:16,seem:[12,24,27],segment:29,seismic:[3,9,13,14],seismogram:[7,27,29],seismolog:33,seismologist:14,seismomet:[3,13],select:[1,4,6,12,13,14,15,16,21,22,24,26,27,32],self:[9,11,25,26,27],selu:29,send:[3,26],sens:[3,7,9,16],sensit:[13,16,18,20,32],sensor:[7,9,13],sent:27,sep:[9,25],separ:[7,15,16,17,29,32,36],sequenc:[8,27,29],sequenti:[23,26,27,28,29],sequential_15:29,sequential_1:29,sequentialbackend:22,seri:[4,7,9,10,13,14,15,27,28,29,32,33],server:[3,4,13],servic:[3,36],session:4,session_id:24,set:[3,6,8,9,11,12,13,14,15,16,18,19,23,24,26,27,28,32,33],set_axis_off:19,set_grad:20,set_size_inch:16,set_them:16,set_titl:[8,13,14,15,16,19,21,26],set_xlabel:[8,12,13,14,15,16,21,25,26,27],set_xlim:[13,16,26],set_xscal:[13,14],set_xtick:[15,16,26],set_ylabel:[8,12,13,14,15,16,21,25,26,27],set_ylim:[13,14,16,26],set_yscal:[8,13,14],set_ytick:[16,26],set_zlabel:15,settingwithcopywarn:16,settl:24,setup:24,sever:[4,9,10,11,12,13,15,16,17,19,23,27,29,30,32],sgd:[17,25,26,29],shade:14,shap:24,shape:[8,11,13,14,15,16,19,21,22,23,25,26,27,28,29],share:[0,7,11,33,36],sharex:[12,13,14],she:9,sheet:4,shell:[3,33],shift:14,shirt:29,shn:9,shorter:[13,14],should:[4,8,10,12,24,26,27,32,33],show:[9,11,12,13,14,15,16,18,19,24,25,26,27],show_reconstruct:29,showcountri:9,shown:[27,29],shrink:22,shuffl:[19,22,23,24,26,28],shufflesplit:12,shz:9,si:[0,3],sidebar:4,sig:15,sigm:26,sigma:[14,15,20,26],sigmoid:[25,26,27,29],sign:[15,16],signal:[13,14,15,27,29],significantli:31,silenc:9,silhouett:16,silhouette_avg:16,silhouette_sampl:16,silhouette_scor:16,sim:12,similar:[8,10,14,16,21,23],similarli:[8,13,14,20,25],simpl:[1,5,12,15,16,17,20,24,26,27,28,32,33],simpler:15,simplernn:28,simplest:[25,28],simpli:[13,26],simplifi:[16,27],simul:[7,8],sin:[15,16,28],sinc:[11,14,19,26,28],sine:[13,14],singl:[11,15,16,23,24,25,26,27,28,36],singular:15,sinusoid:15,site:[2,13,18,23,29],six:2,size:[8,9,11,12,13,14,15,16,20,23,25,26,27],size_cluster_i:16,size_img:[25,26],skew:13,skicit:21,skill:[5,8,9],skip:[27,29],skiprow:9,sklean:15,sklearn:[12,15,16,18,19,20,21,22,23,24,25,26,27,29,32,33],slack:36,sle:9,sleep:13,slice:16,slick:4,slide:0,slightli:[26,31],sln:9,slow:27,slz:9,small:[14,15,16,20,23,27,28],smaller:[6,12,15,16,20,23,26,32],smallest:29,smi:3,smith:11,smooth:[10,14,26],sn:[12,15,16],sneaker:29,snr:13,so:[2,4,9,12,13,14,15,19,20,24,25,26,27,28,32],societ:32,soft:23,softmax:[23,25,26,27],softplu:26,softwar:[3,5,11,34,36],software_carpentries_intermedi:35,sofwar:8,soil:7,solid:24,solut:[24,25,32,33],solv:[11,16,20,28,32],solver:26,some:[2,3,4,8,9,11,12,14,15,16,17,20,24,26,27,33],somebodi:4,sometim:31,somewhat:28,somewher:4,sort:[9,13,14,16,21],sort_valu:9,sosfilt:13,sound:[13,14],sourc:[1,4,5,11,15,18,32,33,36],south:[9,11],southern:[3,9],sp1:9,sp2:9,sp3:9,space:[6,7,8,14,15,16,22,26,27,30,36],span:[13,14],spars:26,spatial:[13,16,27],spatiotempor:16,special:11,specif:[1,2,3,4,7,8,9,11,13,14,18,19,20,22,33],specifi:[9,20,25,26,27],spectra:[13,14],spectral:6,spectrogram:27,spectrum:[13,14],speed:[13,14],spend:33,split0_test_scor:22,split1_test_scor:22,split2_test_scor:22,split3_test_scor:22,split4_test_scor:22,split:[12,15,16,18,22,23,25,26,27,28],splitlin:[12,15],spread:14,spreadsheet:7,spyder:2,sqrt:[1,8,13,14,15,16],squar:[12,14,15,16,26],src:1,sse4:29,ssh:4,st:14,sta:[12,15],stabl:[8,13,15,16,26,32],stack:[27,28],stacked_a:29,stacked_ae_cnn:29,stacked_decod:29,stacked_encod:29,stage:[4,29],stai:29,stain:16,stamp:[14,15],standalon:9,standard:[7,8,9,11,12,14,15,32,33,36],standardscal:[16,18,20,25,26,27,32],standardtransform:26,stanford:27,star:2,start:[3,4,6,9,12,15,16,18,20,24,26,29,32],start_dim:[25,26],start_tim:9,startdat:9,starttim:[13,14],stat:[12,13,14,22],state:[11,12,28,32],state_dict:[26,27],statement:5,station:[9,12,13,14,15,27],stationari:29,statist:[6,8,9,12,13,17,21,23],statu:4,std:[8,9,12,13,14,15,21,26],std_err:12,std_fit_tim:22,std_score_tim:22,std_test_scor:22,steelblu:15,stefan:[33,34],step:[4,6,15,16,20,24,25,26,27,29,32],step_ahead:28,stft:[14,32],still:[4,19,26,36],stochast:[15,17,19,25,32],stop:16,stop_alg:16,storag:[3,4,32,36],store:[3,8,9,11,12,19,22,23,26,32],str:[9,11,16,21,24],strategi:[12,13,16,29,32,33],stratifi:24,stream:14,street:11,streetaddress:11,stretch:18,strictli:[17,26,27],stride:[27,29],string:[8,9,11],stringio:9,strive:36,strongli:23,strptime:21,structur:[6,7,8,9,10,11,16,29,32,36],student:[5,34],studi:32,studio:[3,4],style:[16,18,21],sub:4,subclass:25,subdata:16,subduct:12,subgroup:16,submiss:[4,33],subplot:[5,8,12,13,14,15,16,18,19,21,25,26,27,29],subplots_adjust:26,subsequ:26,subset:[11,19,22,23,24,26,32],subsetrandomsampl:[25,26,27],success:[16,27],successfulli:[23,24],suffici:[3,17,27],suggest:[4,32],sum:[8,14,16,20,23,25,26,27,29],sum_:[12,16,20,25],sum_i:8,sumatra:9,summar:[16,17,33],summari:[9,16,27,28,29],sun:[21,33],sundai:21,superimpos:13,superseismo:4,supervis:[6,15,17,32],supplementari:27,support:[1,8,11,17,18,19,22,33],suppos:32,suptitl:[16,19],sure:[2,4,8,12,28,32],surfac:[3,7,11,13,15],sv:[12,15],svc:[18,19,22,23],svc_clf:23,svc_predict:[19,22],svg:18,svm:[17,18,19,22,23],symmetr:[14,15,29],synchron:4,synecho:16,syntax:[11,14,26],syntaxerror:14,synthet:[16,28,32],synthetics_pca:16,synthetics_sc:16,system:[3,4,5,11,15,17,31,36],systemat:[18,26,30],t20:16,t:[12,13,14,15,16,20,24,26,27,28,33],t_b:12,t_train:12,t_val:12,tab10:29,tab:[25,26,27],tabl:[7,9,24],tabular:[7,11],tacc:3,tackl:16,tag:[11,15],tail:[13,14],take:[6,9,13,14,16,20,23,25,27,28,29],taken:[9,14,16],takewai:4,talk:20,tangent:26,tanh:[26,28],taper:[13,14],target:[19,22,23,24,32],target_nam:22,task:[3,26,32,36],taught:33,team:[27,31,33,36],technic:36,techniqu:[12,24,33],technolog:32,tediou:24,tell:24,temp:[9,21,24],temp_1:[21,24],temp_2:[21,24],temperatur:[7,9,21,24],templat:[4,27,33],templates_027:27,templates_029:27,tempor:[6,7],temporari:3,tend:[13,14,20,23,25,32],tensor:[3,10,20,25],tensorflow:[23,25,26,27,28,29],tenv:[12,15],term:[12,18,27,28],termin:[1,3,4,24],terminolog:[4,36],test1:16,test:[9,12,16,18,20,22,23,25,26,27,28,32],test_dat:21,test_data:25,test_df:24,test_featur:21,test_imag:25,test_import:21,test_index:12,test_label:[21,25],test_siz:[12,18,19,21,22,23,26,27],testload:[25,26,27],texa:3,text:[1,4,8,11,12,13,15,16,24,26,36],tf:[14,28,29],th:[16,20],than:[12,13,15,16,17,23,27,28,32],the_turing_way_community_2022_6909298:35,thei:[3,6,9,11,12,13,15,16,17,20,26,27,28,29,32],them:[4,6,7,9,14,15,16,18,24,25,27,29,33],theorem:32,theori:33,therefor:[12,13,16,26,29],theta:[15,16],thi:[1,3,4,5,8,9,10,11,12,13,14,15,16,17,18,20,21,22,23,24,25,26,27,28,29,30,32,33,34],thing:[7,32,36],think:24,third:[1,14,20,23],those:[8,24,27],though:[3,5,31],three:[3,8,11,15,16,20,27],thresh:[13,16],threshold:[18,24,25,26],through:[3,12,15,25,26,31,33],throughout:[27,33],thu:[15,18,20,27],tick:[16,21],tick_param:[8,25,26,27],tier:3,tif:11,tiff:11,tight:16,tight_layout:[15,21,25,26,27],tightli:3,tile:15,time:[3,7,8,9,11,13,15,16,24,25,26,27,28,29,30,32,33],timedelta:9,timedistribut:28,timeit:[9,14],timestamp:9,tip:8,titl:[8,9,12,13,14,15,16,19,21,26],tlu:25,tn:[18,20],tnr:18,to_csv:9,to_datetim:9,to_numpi:[16,20],to_parquet:9,todai:[21,24],todoran:[33,34],togeth:[2,25],toi:32,token:4,tol:22,too:[12,18,20,27,28,32],tool:[2,8,9,11,16,18,22,32,33],toolbox:[12,13,14,16],toolkit:[22,33],tooth:15,top3:24,top:[1,3,4,9,27],topic:33,topographi:11,torch:[20,25,26,27],torchvis:[25,26,27],total:[4,8,18,22,23,25,26,27,29],totensor:[25,26,27],touch:4,toward:6,towardsdatasci:21,towfish_001:16,towfish_002:16,towfish_003:16,towfish_004:16,towfish_005:16,towfish_006:16,towfish_007:16,towfish_008:16,towfish_009:16,towfish_010:16,towfish_011:16,towfish_012:16,towfish_013:16,towfish_014:16,towfish_015:16,towfish_016:16,towfish_017:16,towfish_018:16,towfish_019:16,towfish_020:16,tp:[16,18,20],tpr:[18,19],tpu:3,trace:14,traceback:[18,26],track:4,trade:18,train:[16,17,18,20,22,23,28,29,31,33],train_data:25,train_df:24,train_featur:21,train_imag:25,train_import:21,train_index:12,train_label:[21,25,27],train_set:[25,26,27],train_test_split:[18,19,21,22,23,25,26,27,29],trainabl:[27,29],trainload:[25,26,27],tranfsform:14,transform:[6,9,11,15,16,19,20,22,23,24,25,26,27,29,32,33],transit:10,translat:[14,27],transmit:31,transpos:15,treat:27,tree:[11,17,18,23,24,26],tremend:34,trend:12,trial:26,trignometri:24,trim:[13,14],triplic:16,trouser:29,true_data:21,true_label:16,truth:[16,28],tsfel:6,tsfresh:[6,14],tshirt:29,tslib:9,tsne:29,tstart:[13,14],tt:[12,24],tue:21,tunabl:16,tune:[24,29,32],tuner:27,tupl:21,ture:[4,34],turn:[13,14,26,28],tutori:[3,4,8,9,10,11,12,16,19,21,24,26,29],twinx:[25,26,27],two:[4,8,9,11,13,14,16,17,18,21,27,29,30],txt:[2,4],type:[1,4,5,7,8,9,11,13,14,16,17,19,22,23,24,26,29,32,33],typic:[3,9,12,14,16,23,29],u1:15,u:[1,15,16],u_:12,u_n:12,uc:[21,24],ue:[12,15],ug3_fcm_distribut:16,un:[12,15],uncertainti:[12,16,28],unclear:27,under:[4,18,24],underestim:12,underfit:[23,24],underli:36,underlin:1,understand:[15,33],underwai:16,underway_002:16,underway_003:16,underway_004:16,underway_005:16,underway_006:16,underway_007:16,underway_008:16,underway_009:16,underway_010:16,underway_011:16,underway_012:16,underway_013:16,underway_014:16,underway_015:16,underway_017:16,underway_018:16,underway_019:16,underway_020:16,underway_021:16,underway_022:16,underway_023:16,underway_024:16,underway_025:16,underway_026:16,underway_027:16,underway_028:16,underway_029:16,underway_030:16,underway_031:16,underway_032:16,underway_033:16,underway_034:16,underway_035:16,underway_036:16,underway_037:16,underway_038:16,underway_039:16,underway_040:16,underway_041:16,underway_042:16,underway_043:16,underway_044:16,underway_045:16,underway_046:16,underway_047:16,underway_048:16,underway_049:16,underway_050:16,underway_051:16,underway_052:16,underway_053:16,underway_054:16,underway_055:16,underway_056:16,underway_057:16,underway_058:16,underway_059:16,underway_060:16,underway_061:16,underway_062:16,underway_063:16,underway_064:16,underway_065:16,underway_066:16,underway_067:16,underway_068:16,underway_069:16,underway_070:16,underway_071:16,underway_072:16,underway_073:16,underway_074:16,underway_075:16,underway_076:16,underway_077:16,underway_078:16,underway_079:16,underway_080:16,underway_081:16,underway_082:16,underway_083:16,underway_084:16,underway_085:16,underway_086:16,underway_087:16,underway_088:16,underway_g3:16,unecessari:15,unifi:3,uniform:[8,13,14,16,22,26,32],uniqu:[9,16,19,23,27,29],unit:[3,13,25,26,36],univers:[12,26,33],unix:5,unknown:24,unlik:[12,14],unord:1,unr:[12,15],unread:8,unrealist:13,unseen:24,unstag:4,unstructur:11,unsupervis:[6,15,16,32,33],unsur:8,until:[13,14,16,20,23,27],unzip:11,up:[9,12,13,14,17,18,23,24],updat:[8,16,20,24,25,26,27,28,29,33],update_geo:9,update_layout:9,upload:[4,33],upper:4,upstream:31,upward:15,url:[1,9,11],us:[1,2,3,5,6,7,8,10,11,12,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,31,32,33,36],usabl:26,usag:[3,4],usecol:9,user:[1,2,4,9,11,13,18,23,29,36],user_guid:16,usernam:4,userwarn:29,usg:11,usi:24,usp:0,usual:[3,12,16,17,24,26,27],utcdatetim:[13,14],utf:[9,11],util:[12,14,20,25,26,27,36],uv:[12,15],uw:[1,3,4,5,13,14,33,34],v:[15,16],v_e:12,v_measure_scor:16,v_n:12,v_size:12,vae:29,val_index:12,val_loss:29,val_set:[25,26,27],valid:[9,19,26,27,28,29,32,33],validation_data:[28,29],valu:[7,8,9,11,12,13,14,15,16,17,18,20,21,23,24,25,26,27,28,32],value_count:9,vanish:[26,28],vanuatu:9,vari:[8,13],variabl:[5,6,9,11,12,13,14,15,16,19,20,21,24,26,29],varianc:[12,13,15,16,17,23,24],variat:[8,16],varieti:11,variou:[3,4,13,16,18],varoquaux:18,vcl:9,vco:9,vdt:9,ve:12,vea:9,vec:9,vector:[8,12,13,15,17,19,20,22,26,27,33],vei:9,vel:12,veloc:[12,13],venv:2,vep:9,verbos:[19,22,24],veri:[2,8,9,16,17,20,23,24,26,28,32],versa:12,version:[1,2,9,11,26,27,31,36],versu:16,vertic:[3,13,15,16,21],vfp:9,vi9gmjy8d4zd5jv:27,via:[2,16,26,33],vice:12,video:[0,3,36],view:[16,26,27,33],viewoutput:26,viridi:14,virtual:[3,4],visit:2,visual:[3,4,6,10,11,15,16,18,21,24,27,29,32,33,36],vki:9,vm1:9,vm2:9,vm3:9,vmax:[8,13,14],vmin:[8,13,14],volum:[16,27],voting_clf:23,votingclassifi:23,vpb:9,vrc:9,vs:[4,11,12,23],vscode:[3,9],vsp:9,vstack:[15,16],vt:15,vwb:9,w:[14,20,25,26,27],w_i:25,w_j:[20,25],w_k:25,wa:[9,11,12,17,18,19,21,22,23,27,29],wai:[2,4,9,10,11,12,15,16,20,22,24,27,29,32,34],wait:[13,16],want:[9,11,12,13,20,21,25,26,28],ward:16,warm_start:24,warn:[9,15,20],washington:[11,33],watch:[3,19,22,23],water:20,water_pot:20,wave:[28,29],wavedecompnet:29,wavefield:29,waveform:[13,14,29],wavelet:[6,13,33],wavenumb:13,wdb25puxh3u07dj:[11,13],we:[2,3,4,9,11,12,13,14,15,16,17,18,19,20,22,23,25,26,27,28,29,36],weak:23,web:[3,36],wednesdai:33,week:[21,24,33],week_fri:[21,24],week_mon:[21,24],week_sat:[21,24],week_sun:[21,24],week_thur:[21,24],week_tu:[21,24],week_w:[21,24],weight:[14,18,23,25,26,27,28],weka:24,welcom:[4,36],well:[12,16,18,19,20,26,27,32],went:31,were:[3,9,11,16,18,20,23,25,27],west:11,westward:12,wez2vjxbutg:0,wget:[11,13,16,21,22,24,27],what:[3,4,8,9,13,14,15,16,20,22,23,24,27,32],when:[3,4,9,11,12,16,20,23,25,26,27,29,32,33],where:[1,3,9,11,12,14,15,16,20,24,25,26,27,31,32],whether:[18,26,27],which:[2,4,7,11,13,16,17,20,22,23,24,25,26,27,29,30,32,33],white:[8,13,16],whl:[23,24],who:[4,8],whole:[9,11,14,20],why:[3,24],wide:[14,22,24,26,29,36],widget:24,width:[1,9,11,14,27],wiki:18,wikimedia:18,window:[3,13,14,26,27],wise:24,within:[3,7,11,13,14,16,21,24,26],without:[4,6,14,15,23,26,27,32],wmp:9,won:28,word:27,work:[2,3,9,11,14,15,16,20,23,24,27,28,32],worker:22,workflow:[3,4,6,12,14,24,33],world:[3,24,32],worlpert:32,would:[3,4,8,13,14,15,20,21,23,26,27,29,31,32],wozrd7yddqeapc:0,wrap:10,write:[4,6,9,11,20,27,32,33],written:1,wrong:24,wrote:3,wwvb:9,www:[8,11,13,16,20,21,27],wx:[25,26],x1:[8,16,27],x1test:16,x2:[8,16],x2test:16,x3:[8,16],x4:8,x:[1,8,9,11,12,13,14,15,16,18,19,20,21,25,26,27,28,32],x_:[12,20],x_i:[8,12,16,20,25],x_int:8,x_label_list:13,x_lat:8,x_lon:8,x_max:26,x_min:26,x_new:[15,26],x_p:16,x_pca:15,x_scale:32,x_std:32,x_t:8,x_test:[18,19,22,23,26,27,28,29],x_tl:8,x_train:[18,19,22,23,26,27,28,29],x_train_ful:29,x_val:[28,29],x_val_2d:29,x_val_compress:29,x_valu:21,xarrai:[6,11],xarrrai:10,xavg:15,xc:15,xgb:23,xgboost:[23,24,26],xkcd:18,xlabel:[8,12,13,14,16,18,19,21,26,28],xlat:13,xlim:[13,15,16,19,26],xlon:13,xne:9,xnn:9,xnz:9,xscale:13,xstd:[8,15],xtick:[8,12,13,15,21],xx:26,y2:16,y3:16,y:[8,9,11,13,15,16,18,19,20,21,22,23,25,26,27,28],y_i:[8,16,20],y_k:25,y_lower:16,y_max:26,y_min:26,y_pred:[19,22,23,28],y_proba:26,y_score:[18,19],y_test:[18,19,22,23,26,27,28,29],y_test_pr:18,y_train:[18,19,22,23,26,27,28,29],y_train_ful:29,y_train_pr:19,y_true:[19,22],y_upper:16,y_val:[28,29],yaxi:16,ye:[2,20,24],year:[4,9,12,13,14,15,21,24,26,32],yellowston:16,yesterdai:[21,24],yet:4,yhat:20,yield:[13,14,30],yin:29,ylabel:[8,12,13,14,16,18,19,21],ylim:[15,16,19],yml:[4,32,33],york:11,you:[1,3,4,7,8,9,10,11,12,13,14,15,16,20,23,24,26,27,29,31,32,36],your:[3,8,11,13,14,16,20,24,26,32,33,36],youtu:[0,3],yscale:[13,14],ytick:[8,12,13],yy:26,z:[11,13,14,16,20,25,26],zarr:[6,10],zel:13,zenodo:4,zero:[9,12,13,14,15,16,18,20,25,26,27,32],zero_grad:[25,26,27],zf:13,zhat:[13,14],zhu:29,ziheng:33,zip:[11,15,19,21,25,26],zipdataset:25,zipfil:[11,12,15],zone:12,zoom_start:11,zp:14,zsort:13,zxx:14},titles:["1.1 Open Reproducible Science","1.3 Jupyter Environment","1.3 Python Ecosystem","1.4 Computing Environments","1.5 Version Control & GitHub","Getting Started","2.10 ML-ready data","2.1 Data Definitions","2.2 Numpy Arrays","2.3 Pandas, Basic Mapping","2.4 Xarrays","2.5 Data Formats","2.6 Resampling Methods","2.7 Spectral Transforms","2.8 Feature engineering","2.9 Dimensionality Reduction","3.1 Clustering","3.2 Classification and Regression","3.3 Binary classification","3.4 Multiclass Classification","3.5 Logistic regression","3.6 Random Forests","3.7 Hyperparameter Tuning","3.8 Ensemble learning","3.9 AutoML","4.1 Neural Networks","4.2 Multi Layer Perceptrons","4.3 Convolutional Neural Networks","4.4 Recurrent Neural Networks: Processing sequences","4.5 Auto-encoders","4.6 NAS: Network Architecture Search","This chapter focuces on model workflow and ML reproducibility","0 MLGEO Project","Machine Learning in the Geosciences","Acknowledgements from Contributors","Bibliography","Glossaries"],titleterms:{"0":32,"1":[0,1,2,3,4,7,11,12,15,16,17,18,19,21,22,23,25,26,27,32],"10":6,"1d":8,"2":[6,7,8,9,10,11,12,13,14,15,16,17,18,19,21,22,23,26,27,28,32],"2d":[8,13],"3":[1,2,9,11,12,14,16,17,18,19,20,21,22,23,24,26,27,32],"4":[3,10,12,14,19,21,23,25,26,27,28,29,30,32],"5":[4,11,12,20,21,26,27,29,32],"6":[12,14,21,30,32],"7":[13,21,22,32],"8":[14,23],"9":[15,24],"do":2,"function":[9,13,25,26],"import":21,"new":4,"short":14,But:11,One:[12,21],The:[7,9,14,16],account:4,acknowledg:34,activ:26,adaboost:23,ahead:28,algorithm:17,an:[2,4],analysi:15,anatomi:27,app:4,appendix:20,ar:2,architectur:30,arrai:[8,11],assess:21,authent:4,auto:29,autoencod:29,autom:14,automat:20,automl:24,aw:3,azur:3,b:25,bag:23,baselin:21,basic:[1,2,9],befor:16,best:24,bibliographi:35,binari:18,boost:23,bootstrap:12,build:33,c:25,can:28,chapt:32,chapter:[31,32],check:[21,24],choic:[12,16],classif:[17,18,19],classifi:[18,23],cloud:3,cluster:16,cnn:27,code:2,colab:3,column:24,command:[1,2],compar:[8,24],compon:15,comput:[3,21],conclus:12,conda:2,contributor:34,control:4,conv:27,convolut:[27,29],covari:15,creat:[4,9,14,27],cross:[12,22],csv:9,data:[6,7,9,11,12,15,16,18,19,21,24,25,27,29,32],datafram:9,deal:2,decis:21,decod:29,defin:[25,26,27],definit:[7,36],denois:29,descent:20,design:[25,32],desktop:4,differenti:20,dimension:[15,29,32],displai:24,download:[21,32],ecosystem:2,elbow:16,encod:[21,29],engin:14,enhanc:4,ensembl:23,environ:[1,2,3],evalu:24,exampl:[2,27,29],exist:4,explor:[18,21],extract:14,far:28,featur:[14,21],file:[2,9],filter:13,fine:26,first:[21,24],focuc:31,fold:12,forecast:28,forest:21,format:11,forward:26,fourier:[13,14],frame:[7,32],freez:2,from:[5,9,34],futur:28,gener:36,geodet:12,geojson:11,geopanda:11,geoscienc:33,geotiff:11,get:[5,24],git:4,github:[4,33],glossari:36,googl:3,gradient:[20,23],grid:22,handl:11,hassl:24,hdf5:11,hierarch:[11,16],homework:33,hot:21,how:[2,27,28],hpc:3,hub:1,hyperparamet:[22,26],i:11,implement:20,independ:15,initi:21,interpret:24,introduct:[8,20],jupyt:1,k:[12,16],kurtosi:14,lab:1,label:21,larg:11,latent:29,layer:[26,27],learn:[5,16,23,26,33],leav:12,lenet:27,linear:12,load:25,local:3,logist:20,loss:25,low:29,lstm:28,machin:33,map:9,markdown:1,matplotlib:8,matrix:15,mean:[14,15,16],method:[12,16],metric:[18,24],ml:[6,27,31],mlgeo:32,mlp:26,modal:7,model:[18,21,24,25,26,27,29,31,32],more:24,multi:[15,26,29],multiclass:19,na:30,need:2,net:29,netcdf4:11,netcdf:11,network:[25,26,27,28,30],neural:[25,26,27,28],nois:[13,14],note:[4,27],notebook:1,number:16,numpi:8,nyquist:[13,14],o:11,object:[5,33],open:0,optim:[25,26],organ:32,other:[15,27],out:12,overview:33,panda:9,parquet:9,past:23,pca:[15,16],perceptron:26,perform:[18,21],plotli:9,pool:27,practic:[16,27],predict:28,prep:27,prepar:[19,21,27,32],princip:15,problem:28,process:28,project:32,publish:[4,27],pycaret:24,python:[2,9],pytorch:[20,26],qualiti:21,random:[13,21,22],randomli:21,raster:11,rasterio:11,re:19,read:[9,11,27,33],readi:[6,24],recod:27,recurr:28,reduct:[15,32],regress:[12,17,20,21],repeat:16,repositori:4,reproduc:[0,31],resampl:12,respons:9,restor:26,rnn:28,run:[2,24],save:26,scale:19,scienc:0,scikit:[16,26],search:[22,30],section:9,seismic:27,seismolog:29,select:9,sensor:15,separ:21,sequenc:28,seri:12,set:[4,21,25],sever:28,sftf:14,shape:24,simpl:9,skew:14,skill:33,slow:11,softwar:4,solut:28,space:[13,29],spectral:[13,14],split:[19,21,24],stack:23,start:5,statist:14,step:28,strategi:25,structur:26,student:[9,33],subtract:15,svd:15,syllabu:33,synthet:[8,13,14,18],task:29,team:4,technic:33,techniqu:15,technolog:36,tempor:14,test:[19,21,24],text:9,thi:[2,31],time:[12,14],tip:16,tool:36,train:[12,19,21,24,25,26,27,32],transform:[13,14],tree:21,troubleshoot:24,tune:[22,26,27],tutori:33,typic:26,u:29,uncertainti:[13,14],up:[4,21],us:[4,9,13],valid:[12,22],varianc:14,version:[4,33],virtual:2,vote:23,vs:9,wavelet:14,we:[21,24],webinar:33,what:[1,2],work:4,workflow:31,xarrai:10,yml:2,you:[2,28],your:[2,4],zarr:11,zero:5}}) \ No newline at end of file