Universal data analysis tools for atmospheric sciences

Overview

U_analysis

Universal data analysis tools for atmospheric sciences

Script written in python 3. This file defines multiple functions that can be used for data analysis, with an emphasis in atmospheric sciences. To use, just place it in the same directory as your code is and import it as any other module (import U_Analysis_main). For full functionality add the other files to the same directory).

Working in adding it to the python repository such that it can be imported using pip or conda...

This module has hundreds of functions (fairly well organized by theme) some specially useful functions are:

nc_show_variable_info (which shows all variables inside, their shape, and units, it can also give more info for specific variable)

p_plot(for general (1D arrays) time series or scatter plots, basically a general wrapper for matplotlib, can be used to plot over map if topographical files are present)

p_plot_arr(for general plotting of 2D arrays, where the horizontal and vertical arrays are also provided, basically a general wrapper for matplotlib, can be used to plot over map if topographical files are present)

p_plot_SkewT_sonde(for creating nice skewT plots, needs the skewT_module given below)

wrf_var_search(give it the wrf filename (or nc object) and a keyword and it will print all variables with the keyword in either the name or the description)

create_virtual_sonde_from_wrf(give it radiosonde data and a list of wrf output files and it will create a virtual sonde from wrf data that follows as closely as possible the real radiosonde (accounts for time passage and horizontal displacement)

calculate_mountain_height_from_era5(as the name implies)

calculate_mountain_height_from_WRF(as the name implies)

download_HIM8_2000m(give it the time stamp and the channel number and it gives you the array)

get_himawari8_2000m_NCI(same as above but it is meant to run on gadi, and just gets the desired array from the data for some time and channel)

era5_download_save(downloads era5 data from copernicus data store, just give it times you want and the variables you want and it will do the rest. it requires you to have an account and cdsapi installed)

hysplit_load_freq_endpoints(reads hysplit text files and converts to data arrays)

plot_hysplit_traj(plots hysplit trajectories from data arrays)

download_MSLP(give it the time and it downloads the MSLP chart from the BoM)

merge_multiple_netCDF_by_time_dimension(really useful, as the name implies)

netCDF_crop_timewise(when you don't need the whole file, creates a copy with only the desired time range in it)

plot_arr_over_map_nc(to create quick maps, like panoply, requires basemap)

You might also like...
Helper tools to construct probability distributions built from expert elicited data for use in monte carlo simulations.

Elicited Helper tools to construct probability distributions built from expert elicited data for use in monte carlo simulations. Credit to Brett Hoove

GWpy is a collaboration-driven Python package providing tools for studying data from ground-based gravitational-wave detectors

GWpy is a collaboration-driven Python package providing tools for studying data from ground-based gravitational-wave detectors. GWpy provides a user-f

Tools for working with MARC data in Catalogue Bridge.

catbridge_tools Tools for working with MARC data in Catalogue Bridge. Borrows heavily from PyMarc

A collection of robust and fast processing tools for parsing and analyzing web archive data.

ChatNoir Resiliparse A collection of robust and fast processing tools for parsing and analyzing web archive data. Resiliparse is part of the ChatNoir

Tools for analyzing data collected with a custom unity-based VR for insects.

unityvr Tools for analyzing data collected with a custom unity-based VR for insects. Organization: The unityvr package contains the following submodul

MetPy is a collection of tools in Python for reading, visualizing and performing calculations with weather data.
MetPy is a collection of tools in Python for reading, visualizing and performing calculations with weather data.

MetPy MetPy is a collection of tools in Python for reading, visualizing and performing calculations with weather data. MetPy follows semantic versioni

Flenser is a simple, minimal, automated exploratory data analysis tool.

Flenser Have you ever been handed a dataset you've never seen before? Flenser is a simple, minimal, automated exploratory data analysis tool. It runs

Tablexplore is an application for data analysis and plotting built in Python using the PySide2/Qt toolkit.
Tablexplore is an application for data analysis and plotting built in Python using the PySide2/Qt toolkit.

Tablexplore is an application for data analysis and plotting built in Python using the PySide2/Qt toolkit.

Exploratory Data Analysis for Employee Retention Dataset

Exploratory Data Analysis for Employee Retention Dataset Employee turn-over is a very costly problem for companies. The cost of replacing an employee

Releases(v1.0.0)
Owner
Luis Ackermann
Atmospheric chemistry and physics scientist. Master's degree focused in Atmospheric Sciences and a Bachelor's in Physics both from the University of Houston.
Luis Ackermann
Numerical Analysis toolkit centred around PDEs, for demonstration and understanding purposes not production

Numerics Numerical Analysis toolkit centred around PDEs, for demonstration and understanding purposes not production Use procedure: Initialise a new i

George Whittle 1 Nov 13, 2021
LynxKite: a complete graph data science platform for very large graphs and other datasets.

LynxKite is a complete graph data science platform for very large graphs and other datasets. It seamlessly combines the benefits of a friendly graphical interface and a powerful Python API.

124 Dec 14, 2022
This is an analysis and prediction project for house prices in King County, USA based on certain features of the house

This is a project for analysis and estimation of House Prices in King County USA The .csv file contains the data of the house and the .ipynb file con

Amit Prakash 1 Jan 21, 2022
Import, connect and transform data into Excel

xlwings_query Import, connect and transform data into Excel. Description The concept is to apply data transformations to a main query object. When the

George Karakostas 1 Jan 19, 2022
Hg002-qc-snakemake - HG002 QC Snakemake

HG002 QC Snakemake To Run Resources and data specified within snakefile (hg002QC

Juniper A. Lake 2 Feb 16, 2022
Galvanalyser is a system for automatically storing data generated by battery cycling machines in a database

Galvanalyser is a system for automatically storing data generated by battery cycling machines in a database, using a set of "harvesters", whose job it

Battery Intelligence Lab 20 Sep 28, 2022
The lastest all in one bombing tool coded in python uses tbomb api

BaapG-Attack is a python3 based script which is officially made for linux based distro . It is inbuit mass bomber with sms, mail, calls and many more bombing

59 Dec 25, 2022
ToeholdTools is a Python package and desktop app designed to facilitate analyzing and designing toehold switches, created as part of the 2021 iGEM competition.

ToeholdTools Category Status Repository Package Build Quality A library for the analysis of toehold switch riboregulators created by the iGEM team Cit

0 Dec 01, 2021
A Python 3 library making time series data mining tasks, utilizing matrix profile algorithms

MatrixProfile MatrixProfile is a Python 3 library, brought to you by the Matrix Profile Foundation, for mining time series data. The Matrix Profile is

Matrix Profile Foundation 302 Dec 29, 2022
Autopsy Module to analyze Registry Hives based on bookmarks provided by EricZimmerman for his tool RegistryExplorer

Autopsy Module to analyze Registry Hives based on bookmarks provided by EricZimmerman for his tool RegistryExplorer

Mohammed Hassan 13 Mar 31, 2022
Aggregating gridded data (xarray) to polygons

A package to aggregate gridded data in xarray to polygons in geopandas using area-weighting from the relative area overlaps between pixels and polygons. Check out the binder link above for a sample c

Kevin Schwarzwald 42 Nov 09, 2022
ICLR 2022 Paper submission trend analysis

Visualize ICLR 2022 OpenReview Data

Jintang Li 75 Dec 06, 2022
Vaex library for Big Data Analytics of an Airline dataset

Vaex-Big-Data-Analytics-for-Airline-data A Python notebook (ipynb) created in Jupyter Notebook, which utilizes the Vaex library for Big Data Analytics

Nikolas Petrou 1 Feb 13, 2022
DaCe is a parallel programming framework that takes code in Python/NumPy and other programming languages

aCe - Data-Centric Parallel Programming Decoupling domain science from performance optimization. DaCe is a parallel programming framework that takes c

SPCL 330 Dec 30, 2022
Single-Cell Analysis in Python. Scales to >1M cells.

Scanpy – Single-Cell Analysis in Python Scanpy is a scalable toolkit for analyzing single-cell gene expression data built jointly with anndata. It inc

Theis Lab 1.4k Jan 05, 2023
Office365 (Microsoft365) audit log analysis tool

Office365 (Microsoft365) audit log analysis tool The header describes it all WHY?? The first line of code was written long time before other colleague

Anatoly 1 Jul 27, 2022
This is a tool for speculation of ancestral allel, calculation of sfs and drawing its bar plot.

superSFS This is a tool for speculation of ancestral allel, calculation of sfs and drawing its bar plot. It is easy-to-use and runing fast. What you s

3 Dec 16, 2022
In this project, ETL pipeline is build on data warehouse hosted on AWS Redshift.

ETL Pipeline for AWS Project Description In this project, ETL pipeline is build on data warehouse hosted on AWS Redshift. The data is loaded from S3 t

Mobeen Ahmed 1 Nov 01, 2021
Udacity-api-reporting-pipeline - Udacity api reporting pipeline

udacity-api-reporting-pipeline In this exercise, you'll use portions of each of

Fabio Barbazza 1 Feb 15, 2022
Flenser is a simple, minimal, automated exploratory data analysis tool.

Flenser Have you ever been handed a dataset you've never seen before? Flenser is a simple, minimal, automated exploratory data analysis tool. It runs

John McCambridge 79 Sep 20, 2022