Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
No reported malware or high/critical advisories · Details
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
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((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
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Dependencies
- adjusttext <2.0.0,>=1.0.0
- ampel-alerts <0.9,>=0.8.5
- ampel-interface <0.9,>=0.8.8
- ampel-photometry <0.9,>=0.8.3
- ampel-plot <0.9,>=0.8.3-3
- astropy >=5.0
- backoff <3,>=2
- beautifulsoup4 <5.0.0,>=4.10.0
- light-curve <0.8.0,>=0.7.3
- more-itertools <11.0.0,>=10.0.0
- numpy <2,>=1
- pandas >=2.0
- requests <3.0.0,>=2.26.0
- scikit-learn <2.0.0,>=1.1.3
- scipy >=1.4
- seaborn <0.13.0,>=0.12.0
- uncertainties <4.0.0,>=3.1.7
18 optional dependencies
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ampel-lsst<0.9,>=0.8.6[elasticc]extra == "elasticc"
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ampel-ztf<0.9,>=0.8.13[ligo]extra == "ligo" or extra == "ztf"
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astro-datalab<3,>=2[legacy-surveys]extra == "legacy-surveys"
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astro-parsnip<2.0.0,>=1.4.1[elasticc]extra == "elasticc"
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extcats<3.0.0,>=2.4.2[extcats]extra == "extcats"
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healpy<2.0.0,>=1.16.2[ligo]extra == "ligo"
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iminuit<3.0.0,>=2.8.0[ligo]extra == "ligo" or extra == "sncosmo"
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jupyter<2.0.0,>=1.0.0[notebook]extra == "notebook"
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ligo-gracedb<3.0.0,>=2.12.0[ligo]extra == "ligo"
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pymage<0.6,>=0.5[panstarrs]extra == "panstarrs"
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sfdmap2<0.3.0,>=0.2.0[ligo]extra == "ligo" or extra == "sncosmo"
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slack-sdk<4,>=3[slack]extra == "slack"
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sncosmo<3.0.0,>=2.5.0[ligo]extra == "ligo" or extra == "sncosmo"
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snpy<3.0.0,>=2.5.3[snpy]extra == "snpy"
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timeout-decorator<0.6,>=0.5[elasticc]extra == "elasticc"
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voevent-parse<2.0.0,>=1.0.3[voevent]extra == "voevent"
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xgboost<2.0.0,>=1.6.2[elasticc]extra == "elasticc"
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ztfquery<2.0.0,>=1.26.1[ztf]extra == "ztf"
Used By
- ampel-tdemocracy 461/mo
- ampel-nuclear 354/mo
- timewise-sup 260/mo