├── .gitignore ├── AWS-S3-Dask-XGBoost.ipynb ├── LICENSE ├── README.md ├── brenowitz-data-loading.ipynb ├── djgagne_partial_dependence_plot.ipynb └── rasp-data-loading.ipynb /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | *.egg-info/ 24 | .installed.cfg 25 | *.egg 26 | MANIFEST 27 | 28 | # PyInstaller 29 | # Usually these files are written by a python script from a template 30 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 31 | *.manifest 32 | *.spec 33 | 34 | # Installer logs 35 | pip-log.txt 36 | pip-delete-this-directory.txt 37 | 38 | # Unit test / coverage reports 39 | htmlcov/ 40 | .tox/ 41 | .coverage 42 | .coverage.* 43 | .cache 44 | nosetests.xml 45 | coverage.xml 46 | *.cover 47 | .hypothesis/ 48 | .pytest_cache/ 49 | 50 | # Translations 51 | *.mo 52 | *.pot 53 | 54 | # Django stuff: 55 | *.log 56 | local_settings.py 57 | db.sqlite3 58 | 59 | # Flask stuff: 60 | instance/ 61 | .webassets-cache 62 | 63 | # Scrapy stuff: 64 | .scrapy 65 | 66 | # Sphinx documentation 67 | docs/_build/ 68 | 69 | # PyBuilder 70 | target/ 71 | 72 | # Jupyter Notebook 73 | .ipynb_checkpoints 74 | 75 | # pyenv 76 | .python-version 77 | 78 | # celery beat schedule file 79 | celerybeat-schedule 80 | 81 | # SageMath parsed files 82 | *.sage.py 83 | 84 | # Environments 85 | .env 86 | .venv 87 | env/ 88 | venv/ 89 | ENV/ 90 | env.bak/ 91 | venv.bak/ 92 | 93 | # Spyder project settings 94 | .spyderproject 95 | .spyproject 96 | 97 | # Rope project settings 98 | .ropeproject 99 | 100 | # mkdocs documentation 101 | /site 102 | 103 | # mypy 104 | .mypy_cache/ 105 | -------------------------------------------------------------------------------- /AWS-S3-Dask-XGBoost.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": { 6 | "toc": true 7 | }, 8 | "source": [ 9 | "
\n",
107 | "Client\n", 108 | "
| \n",
113 | "\n",
114 | "Cluster\n", 115 | "
| \n",
121 | "
\n", 326 | " | REFL_COM_mean | \n", 327 | "U10_mean | \n", 328 | "V10_mean | \n", 329 | "T2_mean | \n", 330 | "
---|---|---|---|---|
count | \n", 335 | "76377.000000 | \n", 336 | "76377.000000 | \n", 337 | "76377.000000 | \n", 338 | "76377.000000 | \n", 339 | "
mean | \n", 342 | "46.846515 | \n", 343 | "0.449749 | \n", 344 | "0.542538 | \n", 345 | "289.408528 | \n", 346 | "
std | \n", 349 | "3.984091 | \n", 350 | "4.347625 | \n", 351 | "4.461936 | \n", 352 | "6.931555 | \n", 353 | "
min | \n", 356 | "40.082820 | \n", 357 | "-18.653700 | \n", 358 | "-20.561280 | \n", 359 | "262.921600 | \n", 360 | "
25% | \n", 363 | "43.755930 | \n", 364 | "-2.366580 | \n", 365 | "-2.301950 | \n", 366 | "285.114260 | \n", 367 | "
50% | \n", 370 | "46.170650 | \n", 371 | "0.396810 | \n", 372 | "0.659590 | \n", 373 | "290.625850 | \n", 374 | "
75% | \n", 377 | "49.128190 | \n", 378 | "3.271980 | \n", 379 | "3.496990 | \n", 380 | "294.398190 | \n", 381 | "
max | \n", 384 | "68.743160 | \n", 385 | "19.686640 | \n", 386 | "18.616930 | \n", 387 | "312.149230 | \n", 388 | "
\n",
511 | "Client\n", 512 | "
| \n",
517 | "\n",
518 | "Cluster\n", 519 | "
| \n",
525 | "