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A collection of useful python codes from github (keep updating)

Python教程及技巧

统计分析方法及算法

数据拟合

天文工具

测光

SED拟合

光谱

大气参数测量

双星解轨

双星光谱分解

恒星双星演化模型

天体物理

机器学习及在天文中应用

特殊望远镜的数据处理

Lamost相关

射电工具

普通工具

Python教程及技巧

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python教程 https://github.com/TwoWater/Python

Astropy package for region handling https://github.com/astropy/regions

PyAstronomy https://github.com/sczesla/PyAstronomy

Dave Green的colormap图 https://github.com/jradavenport/cubehelix

画corner图 https://github.com/dfm/corner.py

taotie天文python code搜集 https://github.com/dr-guangtou/taotie

各类ascii table读取 https://docs.astropy.org/en/stable/io/ascii/index.html

统计分析方法及算法

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统计方法课程 https://github.com/KIPAC/StatisticalMethods

The Hartigans' dip statistic https://github.com/tatome/dip_test

天文统计 https://github.com/liuchaonaoc/Astrostatistics

    https://github.com/liuchaonaoc/Astrostatistics2022

scipy的统计模型补充 https://github.com/statsmodels/statsmodels

GaussPy:Autonomous Gaussian Decomposition算法 https://github.com/gausspy/gausspy

Solving distribution function (DF) based lowered isothermal models https://github.com/mgieles/limepy

小波变换 https://github.com/mabelcalim/waipy

连续小波变换 https://github.com/danielefranceschi/wavelets-climatological-time-series

连续小波变换(信号识别) https://github.com/gsubramani/SignalRecognition

连续小波变换分析 https://github.com/regeirk/pycwt

小波变换 https://github.com/PyWavelets/pywt

多维统计检验 https://github.com/syrte/ndtest

大数据统计 https://github.com/mfouesneau/faststats

STFT短时傅里叶变换 https://github.com/nils-werner/stft

信号分析,包括STFT等 https://github.com/zafarrafii/Zaf-Python

Generalised Lomb-Scargle periodogram https://github.com/mzechmeister/GLS

BayesianGLS https://github.com/jvines/BayesianGLS

数据拟合

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zfit https://github.com/zfit/zfit

symfit https://github.com/tBuLi/symfit

Solid https://github.com/100/Solid

lmfit https://github.com/lmfit/lmfit-py

  https://github.com/maorshutman/lm

mpfit https://github.com/abeelen/mpfit

mpfit(Levenberg–Markwardt fit algorithm) https://github.com/Nablaquabla/easyfit

BayesicFitting https://github.com/dokester/BayesicFitting

MCMC估计误差 https://github.com/nasa/MCMCPy

连续分段函数拟合 https://github.com/cjekel/piecewise_linear_fit_py

bayesianCurveFitting https://github.com/nazariyv/smallMargin_bayesianCurveFitting

Bayesian滑动拟合carma https://github.com/brandonckelly/carma_pack

        https://github.com/laofei177/plasticc_carma

天文工具

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各种天文工具集合pwkit https://github.com/pkgw/pwkit

计算消光系数/消光曲线 https://github.com/mfouesneau/dustapprox

          https://github.com/karllark/dust_extinction

获取消光率 https://github.com/kbarbary/extinction

BC改正 https://github.com/casaluca/bolometric-corrections

由光谱计算波段测光 https://github.com/mfouesneau/cphot

生成临边昏暗系数 https://github.com/nespinoza/limb-darkening

天文表格创建 https://github.com/astrocatalogs/astrocats

findchart自动下载 https://github.com/juandesant/DownloadSDSSFindingCharts

        https://github.com/fpavogt/fcmaker

交互式画天区 https://github.com/ggreco77/GWsky

巡天模拟 https://github.com/ZwickyTransientFacility/simsurvey

imexam交互式查看图像 https://github.com/spacetelescope/imexam

天测改正图像坐标 https://github.com/dstndstn/astrometry.net

        https://github.com/lukaswenzl/astrometry

天文大数据交叉 https://github.com/maayane/catsHTM

获取在线图像或星表
https://github.com/astropy/astroquery/

将FITS图像重新投影
https://github.com/astropy/reproject

处理healpix的坐标
https://github.com/astropy/astropy-healpix

astropy workshop
https://github.com/astropy/astropy-workshop

天文画图包
https://github.com/aplpy/aplpy

测光

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图像预处理(光谱通用) ccdproc https://github.com/astropy/ccdproc

测光 https://github.com/astropy/photutils

基于daophot和idl的psf自动测光 https://github.com/dnidever/PHOTRED

图像叠加 https://github.com/Caltech-IPAC/Montage

合并dithered图像 https://github.com/spacetelescope/drizzle

hotpants测光图像相减找变星 https://github.com/acbecker/hotpants

较差测光 https://github.com/viyh/diphot

测光图像处理及较差测光 https://github.com/arcunique/pyapphot

测光数据处理及较差测光 https://github.com/ivxa/Phot

CCD数据处理流程及测光 https://github.com/astropy/ccd-reduction-and-photometry-guide

光变时域数据去除trend https://github.com/hippke/wotan

自动测光 https://github.com/mommermi/photometrypipeline

较差测光(配置未成功) https://github.com/vterron/lemon

pyphot从光谱计算星等 https://github.com/mfouesneau/pyphot

dolphot处理HST数据 https://github.com/dweisz/pydolphot

         https://github.com/swj1442291549/pydolphot

Photometry-tools https://github.com/jishnupdas/Photometry-tools

sextractor https://github.com/ckleinastro/aperture_photometry_scripts

SED拟合

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SED拟合探测双星 https://github.com/bathompso/BINOCS

SED拟合 https://github.com/dunkenj/smpy

SED拟合巨星 https://github.com/s-goldman/Dusty-Evolved-Star-Kit

SED拟合单星或双星 https://github.com/vosjo/speedyfit

         https://github.com/lidihei/speedysedfit

双星SED拟合 https://github.com/jikrant3/Binary_SED_Fitting

astroARIADNE SED拟合 https://github.com/jvines/astroARIADNE

单星或双星 https://github.com/mkounkel/SEDFit

光谱

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光谱数据处理 https://github.com/pypeit/PypeIt

一维长缝光谱处理 https://github.com/TheAstroFactory/pydis

阶梯光栅光谱处理 https://github.com/wangleon/gamse

        https://github.com/ronnyerrmann/HiFLEx

        https://github.com/oromero1995/SpecTracer

2.16高分辨率光谱处理 https://github.com/hypergravity/hrs

2.16/2.4长缝光谱处理 https://github.com/rudolffu/pyfosc

2.16/E9+G10光谱处理 https://github.com/hypergravity/bfosc

        https://github.com/lidihei/pyexspec

光谱处理 https://github.com/astropy/specutils

去宇宙线 https://github.com/larrybradley/lacosmic

光谱rv计算(Broadening Function) https://github.com/mrawls/BF-rvplotter

HoRuS数据处理 https://github.com/callendeprieto/chain

光谱合成 https://github.com/callendeprieto/synple

IFU三维光谱处理 https://github.com/kasperschmidt/TDOSE

HotSAP高温恒星参数测量 https://github.com/zackdraper/HotSAP

高分辨率光谱参数测量 (HARPS, FEROS, UVES, HIRES, PFS, CORALIE) https://github.com/msotov/SPECIES

光谱分类 https://github.com/BU-hammerTeam/PyHammer

快速光谱库提取/内插 https://mfouesneau.github.io/pystellibs

大气参数测量

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大气参数测量iSpec https://github.com/marblestation/iSpec

FASMA https://github.com/DanielAndreasen/FASMA

    https://github.com/MariaTsantaki/FASMA-synthesis

SME https://github.com/JeffValenti/SME

大气参数计算zaspe https://github.com/rabrahm/zaspe

大气参数和RV测量rvspecfit https://github.com/segasai/rvspecfit

大气参数计算StePar https://github.com/hmtabernero/StePar

         https://github.com/hmtabernero/SteParSyn

大气参数测量(EW method) https://github.com/Li-Yangyang/LOTUS

大气参数估算 https://github.com/lcx366/ATMOS

双星解轨

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joker解轨 https://github.com/adrn/thejoker

视向速度拟合 https://github.com/California-Planet-Search/radvel

利用joker做双星星族推论 https://github.com/adrn/TwoFace

phoebe https://github.com/phoebe-project/phoebe2

ELC的输入输出 https://github.com/mrawls/ELCtools

WD code的python端 https://github.com/swj1442291549/pyWDc

         https://github.com/Varnani/pywd2015-qt5

多体系统光变曲线拟合 https://github.com/dfm/photodynam

拟合天测双星轨道 https://github.com/mkounkel/astrometric_binaries

天体测量解轨orvara https://github.com/t-brandt/orvara

天测解轨ExoSOFT https://github.com/kylemede/ExoSOFT

双星天测解轨(fortran) https://github.com/rebeccahoughton/FOBOS

gaia天测解轨(输入两颗星ID) https://github.com/logan-pearce/lofti_gaia

            https://github.com/dvallsgabaud/lofti_gaiaDR2

拟合轨道的一些方法 https://github.com/jacob-i-skinner/Orbit-Fitting

直接测量法解轨 https://github.com/sblunt/orbitize

双星光谱分解

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BinSpec拟合(未分辨)双星光谱 https://github.com/kareemelbadry/binspec

KOREL光谱分解工具的输入输出 https://github.com/robert-klement/KOREL_tools

FDBinary code使用(双星分解) https://github.com/mrawls/FDBinary-tools

               https://github.com/ayushmoharana/fd3_initiator

光谱分解 https://github.com/jsinkbaek/sb2sep

双星光谱分解 https://github.com/aplidinio/Spectral-Disentangling

机器学习进行光谱分解【演化的光谱】 https://github.com/kim22914351420/spectralGA

检查Apogee数据的ccf搜寻光谱双星 https://github.com/mkounkel/apogeesb2

双星SB2 rv抽取 https://github.com/kcotar/Spectroscopic-binary-decomposition

恒星双星演化模型

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Padova恒星模型轨迹使用 https://github.com/philrosenfield/padova_tracks

hoki使用BPASS模型 https://github.com/HeloiseS/hoki

等年龄线拟合 https://github.com/Johaney-s/StIFT

isochrones利用MCMC拟合恒星性质 https://github.com/timothydmorton/isochrones

读MESA数据 https://github.com/wmwolf/py_mesa_reader

恒星物理参量计算 https://github.com/rabrahm/isoAR

恒星物理参量计算 https://github.com/jlin0504/elli

恒星参量计算(交互式) https://github.com/ZihanG123/StellarParameters

巨星参量 https://github.com/StephanStock/SPOG

天体物理

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X射线双星的radio/X-ray关系 https://github.com/bersavosh/XRB-LrLx_pub

高斯过程分析恒星耀发 https://github.com/dhuppenkothen/SolarFlareGPs

PRESTO脉冲星搜寻和分析 https://github.com/scottransom/presto

机器学习辨认射电源和宿主星系 https://github.com/chengsoonong/crowdastro

X射线耀发探测模拟(Bayesian Blocks ) https://github.com/Elie23/X-ray-flare-simulator

机器学习识别yso https://github.com/riwajpokhrel/predictive-modeling-yso

UPSILoN机器学习进行变星分类 https://github.com/dwkim78/upsilon

如何获得starhorse数据 https://github.com/arm2arm/starhorse_db

X射线数据周期搜寻(存在Pdot) https://github.com/stingraysoftware/hendrics

X射线时域光谱分析工具 https://github.com/StingraySoftware/stingray

天文时序数据分析 https://github.com/astroML/gatspy

TDE光变拟合(fortran) https://github.com/guillochon/tdefit

TDE恒星性质 https://github.com/jamielaw-smith/STARS_library

TDE光变抽取及拟合 https://github.com/gmzsebastian/AT2018hyz

瞬变源光变曲线拟合 https://github.com/guillochon/MOSFiT

黑子构造和演化 https://github.com/samarth-kashyap/starspots

行星大气性质推测 https://github.com/tomasstolker/species

行星天测轨道拟合 https://github.com/vortex-exoplanet/PyAstrOFit

行星轨道拟合 https://github.com/LucaMalavolta/PyORBIT

多普勒成像Doppler tomography https://github.com/trmrsh/trm-doppler

               https://github.com/Alymantara/pydoppler

计算roche lobe https://github.com/janvanroestel/pyroche

白矮星年龄测量 https://github.com/rkiman/wdwarfdate

白矮星质量半径计算 https://github.com/Freebird179/WD_mass_radius_relation

造父变星 https://github.com/saagar-parikh/cepheids-demo

    https://github.com/ceb8/CepheidVariables

    https://github.com/earlbellinger/Cepheid-neural-network

    https://github.com/astroswego/cepheid-visualization

    https://github.com/ckleinastro/period_luminosity_relation_fitting

AGN时序光变分析 https://github.com/ywx649999311/EzTao

机器学习及在天文中应用

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astroML及其示例 https://github.com/astroML/astroML

        https://github.com/YastroML/YastroML

Andrew Ng的机器学习课程 https://github.com/kaleko/CourseraML

机器学习讲解 https://github.com/ljpzzz/machinelearning

机器学习练习 https://github.com/nsoojin/coursera-ml-py

astropy一些机器学习方法的使用例子 https://github.com/astropy/astropy-model-ideas

贝叶斯方法 https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers

BEAST:贝叶斯方法拟合SED和消光 https://github.com/BEAST-Fitting/beast

MCMC和mpfit举例 https://github.com/AnitaPetzler/FittingExamples

分析光变搜寻变星 https://github.com/waqasbhatti/astrobase

Auriga神经网络预测星族年龄、消光、距离 https://github.com/mkounkel/Auriga

特殊望远镜的数据处理

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GALEX光子抽取 https://github.com/cmillion/gPhoton

APO 1m望远镜观测安排/数据处理/较差测光 https://github.com/mrawls/APO-1m-phot

Kepler, K2 & TESS数据分析 https://github.com/KeplerGO/pyke

Kepler/TESS时间序列分析 https://github.com/KeplerGO/lightkurve

Kepler光变曲线生成 https://github.com/mrawls/kepler-makelc

k2光变曲线De-trending https://github.com/rodluger/everest

检查天体是否在k2天区内 https://github.com/KeplerGO/K2fov

k2天区 https://github.com/KeplerGO/K2FootprintFiles

画k2天区 https://github.com/KeplerGO/k2-footprint-plots

TESS光变和SB9光谱双星交叉 https://github.com/SimonJMurphy/TESSSB9

TESS光变处理 https://github.com/msotov/get_TESS_lightcurves

TESS光变提取 https://github.com/afeinstein20/eleanor

Gaia数据利用 https://github.com/adrn/pyia

APOGEE数据处理 https://github.com/jobovy/apogee

wise及neowise光变曲线 https://github.com/HC-Hwang/wise_light_curves

ZTF报警 https://github.com/ZwickyTransientFacility/alert_tools

    https://github.com/ZwickyTransientFacility/ztf-avro-alert

ZTF源分类 https://github.com/ZwickyTransientFacility/scope

GALEX——flare表 https://github.com/MillionConcepts/gfcat

Gaia & Hipparcos https://github.com/gmbrandt/HTOF

Lamost相关

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大气参数/质量/年龄拟合 https://github.com/annayqho/TheCannon

astroNN https://github.com/henrysky/astroNN

lamost光谱处理workshop https://github.com/hypergravity/spectroscopy

lamost光谱操作工具 https://github.com/hypergravity/laspec

lamost寻找pn https://github.com/sevenlin123/lamost_pn

lamost光谱证认hotsubdwarf https://github.com/astronomical-data-processing/cnn_spectra_classification

LAMOST光谱分类的一些程序 https://github.com/WangTX1128/LAMOST-

射电工具

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处理光谱cube https://github.com/radio-astro-tools/spectral-cube

射电波束 https://github.com/radio-astro-tools/radio-beam

画PV图 https://github.com/radio-astro-tools/pvextractor

用来三维找源 https://gitlab.com/SoFiA-Admin/SoFiA-2

干涉仪数据处理软件 CASA相关 https://github.com/casangi

干涉仪基础 https://github.com/ratt-ru/fundamentals_of_interferometry

FAST的HI数据处理 https://hifast.readthedocs.io/en/v1.3/

自动标记RFI https://gitlab.com/aroffringa/aoflagger

普通工具

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机器学习 https://github.com/trevorstephens/gplearn

快速画图 https://github.com/mfouesneau/asciiplot

MCMC讲解 https://github.com/chi-feng/mcmc-demo

新浪博客批量备份工具 https://github.com/junyiz/dature

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