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GitHub / artemi8 / SST-forecast-ML

SST Forecasting System: A robust forecasting platform leveraging ERA5 reanalysis data and big data tools (Airflow, Spark, Cassandra, PostgreSQL) to predict Sea Surface Temperatures. Utilizes Facebook's Prophet and Random Forest models for precise predictions, integrated with Tableau for real-time data visualization.

JSON API: https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/artemi8%2FSST-forecast-ML

Stars: 0
Forks: 0
Open Issues: 0

License: other
Language: Jupyter Notebook
Repo Size: 9.16 MB
Dependencies: 109

Created: about 1 month ago
Updated: 15 days ago
Last pushed: 15 days ago
Last synced: 11 days ago

Topics: big-data-analytics, climate-science, oceanography

Files

Readme

Dependencies

pyproject.toml pypi

cdsapi ^0.6.1 develop
ipykernel ^6.29.3 develop
pandas-profiling ^3.6.6 develop
sweetviz ^2.3.1 develop
cfgrib ^0.9.11.0
eccodes ^1.7.0
netcdf4 ^1.6.5
pandas ^2.2.1
pydantic-settings ^2.2.1
pyspark ^3.5.1
python >=3.9,<3.11
xarray ^2024.3.0

deployment/bitnami_spark_cluster_image/Dockerfile docker

bitnami/spark latest build

deployment/data_ingestion_service/Dockerfile docker

python 3.8 build

deployment/docker-compose.yml docker

deployment/postgres_service/Dockerfile docker

postgres latest build

poetry.lock pypi

annotated-types 0.6.0
appnope 0.1.4
asttokens 2.4.1
attrs 23.2.0
cdsapi 0.6.1
certifi 2024.2.2
cffi 1.16.0
cfgrib 0.9.11.0
cftime 1.6.3
charset-normalizer 3.3.2
click 8.1.7
colorama 0.4.6
comm 0.2.2
contourpy 1.2.1
cycler 0.12.1
dacite 1.8.1
debugpy 1.8.1
decorator 5.1.1
eccodes 1.7.0
exceptiongroup 1.2.1
executing 2.0.1
findlibs 0.0.5
fonttools 4.51.0
htmlmin 0.1.12
idna 3.7
imagehash 4.3.1
importlib-metadata 7.1.0
importlib-resources 6.4.0
ipykernel 6.29.4
ipython 8.18.1
jedi 0.19.1
jinja2 3.1.3
joblib 1.4.0
jupyter-client 8.6.1
jupyter-core 5.7.2
kiwisolver 1.4.5
llvmlite 0.42.0
markupsafe 2.1.5
matplotlib 3.8.4
matplotlib-inline 0.1.7
multimethod 1.11.2
nest-asyncio 1.6.0
netcdf4 1.6.5
networkx 3.2.1
numba 0.59.1
numpy 1.26.4
packaging 24.0
pandas 2.2.2
pandas-profiling 3.6.6
parso 0.8.4
patsy 0.5.6
pexpect 4.9.0
phik 0.12.4
pillow 10.3.0
platformdirs 4.2.0
prompt-toolkit 3.0.43
psutil 5.9.8
ptyprocess 0.7.0
pure-eval 0.2.2
py4j 0.10.9.7
pycparser 2.22
pydantic 2.7.1
pydantic-core 2.18.2
pydantic-settings 2.2.1
pygments 2.17.2
pyparsing 3.1.2
pyspark 3.5.1
python-dateutil 2.9.0.post0
python-dotenv 1.0.1
pytz 2024.1
pywavelets 1.6.0
pywin32 306
pyyaml 6.0.1
pyzmq 26.0.2
requests 2.31.0
scipy 1.11.4
seaborn 0.12.2
six 1.16.0
stack-data 0.6.3
statsmodels 0.14.2
sweetviz 2.3.1
tornado 6.4
tqdm 4.66.2
traitlets 5.14.3
typeguard 4.2.1
typing-extensions 4.11.0
tzdata 2024.1
urllib3 2.2.1
visions 0.7.6
wcwidth 0.2.13
wordcloud 1.9.3
xarray 2024.3.0
ydata-profiling 4.7.0
zipp 3.18.1