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diff --git a/.github/empty.txt b/.github/empty.txt
diff --git a/.github/repos.txt b/.github/repos.txt
diff --git a/docs/_issues/2017-11-09-dsavransky-EXOSIMS-109.md b/docs/_issues/2017-11-09-dsavransky-EXOSIMS-109.md
diff --git a/docs/_issues/2018-03-26-pandas-dev-pandas-20492.md b/docs/_issues/2018-03-26-pandas-dev-pandas-20492.md
@@ -0,0 +1,8 @@
+---
+tags: ["Docs","Groupby","Timedelta","alignment","data-analysis","data-science","flexible","pandas","python"]
+title: "issue when shifting with Timedelta in a groupby"
+html_url: "https://github.com/pandas-dev/pandas/issues/20492"
+user: "randomgambit"
+repo: "pandas-dev/pandas"
+---
+
diff --git a/docs/_issues/2018-06-29-pandas-dev-pandas-21685.md b/docs/_issues/2018-06-29-pandas-dev-pandas-21685.md
@@ -0,0 +1,8 @@
+---
+tags: ["Error-Reporting","alignment","data-analysis","data-science","flexible","pandas","python"]
+title: "ENH/API: allow different values for labels/index in DF.reindex __OR__ raise error"
+html_url: "https://github.com/pandas-dev/pandas/issues/21685"
+user: "h-vetinari"
+repo: "pandas-dev/pandas"
+---
+
diff --git a/docs/_issues/2019-03-05-pandas-dev-pandas-25548.md b/docs/_issues/2019-03-05-pandas-dev-pandas-25548.md
@@ -0,0 +1,8 @@
+---
+tags: ["Indexing","Needs-Tests","alignment","data-analysis","data-science","flexible","pandas","python"]
+title: "Inconsistent behaviour when assigning to series?"
+html_url: "https://github.com/pandas-dev/pandas/issues/25548"
+user: "mwiebusch78"
+repo: "pandas-dev/pandas"
+---
+
diff --git a/docs/_issues/2019-05-20-pandas-dev-pandas-26475.md b/docs/_issues/2019-05-20-pandas-dev-pandas-26475.md
diff --git a/docs/_issues/2019-06-16-pandas-dev-pandas-26889.md b/docs/_issues/2019-06-16-pandas-dev-pandas-26889.md
diff --git a/docs/_issues/2020-06-02-pandas-dev-pandas-34531.md b/docs/_issues/2020-06-02-pandas-dev-pandas-34531.md
diff --git a/docs/_issues/2021-05-16-matplotlib-matplotlib-20243.md b/docs/_issues/2021-05-16-matplotlib-matplotlib-20243.md
diff --git a/docs/_issues/2021-06-17-JuliaPlots-Makie.jl-1056.md b/docs/_issues/2021-06-17-JuliaPlots-Makie.jl-1056.md
diff --git a/docs/_issues/2021-07-12-JuliaPlots-Makie.jl-1112.md b/docs/_issues/2021-07-12-JuliaPlots-Makie.jl-1112.md
@@ -1,5 +1,5 @@
 ---
-tags: ["Attributes","documentation","gpu","graphics","julia","julia-language","plot","plotting","visualization"]
+tags: ["Attributes","boxplot","documentation","gpu","graphics","julia","julia-language","plotting","visualization"]
 title: "boxplot attributes aren't fully documented"
 html_url: "https://github.com/MakieOrg/Makie.jl/issues/1112"
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diff --git a/docs/_issues/2021-10-18-geopandas-geopandas-2187.md b/docs/_issues/2021-10-18-geopandas-geopandas-2187.md
diff --git a/docs/_issues/2022-02-10-HDFGroup-hdf5-1431.md b/docs/_issues/2022-02-10-HDFGroup-hdf5-1431.md
@@ -1,5 +1,5 @@
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-tags: ["Component---Documentation","Good-First-Issue","Priority---1.-High-🔼","Type---Improvement"]
+tags: ["Component---Documentation","Good-First-Issue","Priority---1.-High-🔼","Type---Improvement","c","cpp","database","fortran","hdf","hdf5","java","library","nosql"]
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diff --git a/docs/_issues/2022-10-07-mdtanker-polartoolkit-86.md b/docs/_issues/2022-10-07-mdtanker-polartoolkit-86.md
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+tags: ["antarctica","arctic","bedmachine","bedmap","cryosphere","enhancement","gmt","greenland","jupyter-notebook","plotting","polar","profiles","pygmt","python"]
+title: "Replace profile.create_profile with verde.profile_coordinates"
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+repo: "mdtanker/polartoolkit"
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+
diff --git a/docs/_issues/2023-03-25-PyTorchLightning-metrics-1653.md b/docs/_issues/2023-03-25-PyTorchLightning-metrics-1653.md
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+tags: ["analyses","bug-/-fix","data-science","deep-learning","help-wanted","machine-learning","metrics","python","pytorch","v0.11.x"]
+title: "`top_k` for `multiclassf1score` is not working correctly"
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diff --git a/docs/_issues/2023-04-20-JuliaPlots-Makie.jl-2873.md b/docs/_issues/2023-04-20-JuliaPlots-Makie.jl-2873.md
@@ -1,6 +1,6 @@
 ---
 tags: ["Attributes","Makie","gpu","graphics","julia","julia-language","plot","plotting","visualization"]
-title: "Possible bug in `volumeslices()` example"
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 html_url: "https://github.com/MakieOrg/Makie.jl/issues/2873"
 user: "tomchor"
 repo: "JuliaPlots/Makie.jl"

diff --git a/docs/_issues/2023-06-13-euroargodev-argopy-279.md b/docs/_issues/2023-06-13-euroargodev-argopy-279.md
@@ -0,0 +1,8 @@
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+tags: ["argo","argo-data","argo-floats","enhancement","help-wanted","oceanography","python","stale"]
+title: "New method to interpolate dataset on theta surface"
+html_url: "https://github.com/euroargodev/argopy/issues/279"
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+repo: "euroargodev/argopy"
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diff --git a/docs/_issues/2023-06-28-JuliaPlots-Makie.jl-3032.md b/docs/_issues/2023-06-28-JuliaPlots-Makie.jl-3032.md
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+tags: ["Widgets","bug","gpu","graphics","interaction","julia","julia-language","planning","plotting","visualization"]
+title: "Menu dropdown is not always on top in click event order"
+html_url: "https://github.com/MakieOrg/Makie.jl/issues/3032"
+user: "rafaqz"
+repo: "JuliaPlots/Makie.jl"
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diff --git a/docs/_issues/2023-08-09-JuliaPlots-Makie.jl-3140.md b/docs/_issues/2023-08-09-JuliaPlots-Makie.jl-3140.md
@@ -0,0 +1,8 @@
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+tags: ["Axis","Makie","enhancement","gpu","graphics","julia","julia-language","plotting","visualization"]
+title: "Allow to set spine stroke style"
+html_url: "https://github.com/MakieOrg/Makie.jl/issues/3140"
+user: "lassepe"
+repo: "JuliaPlots/Makie.jl"
+---
+
diff --git a/docs/_issues/2023-09-22-JuliaPlots-Makie.jl-3247.md b/docs/_issues/2023-09-22-JuliaPlots-Makie.jl-3247.md
@@ -1,5 +1,5 @@
 ---
-tags: ["bug","gpu","graphics","julia","julia-language","plotting","visualization"]
+tags: ["Makie","arrows","bug","conversions","gpu","graphics","julia","julia-language","plotting","visualization"]
 title: "`arrows(points, directions; kwargs...)` doesn't work (CairoMakie backend)"
 html_url: "https://github.com/MakieOrg/Makie.jl/issues/3247"
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diff --git a/docs/_issues/2023-10-06-PyTorchLightning-metrics-2148.md b/docs/_issues/2023-10-06-PyTorchLightning-metrics-2148.md
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+---
+tags: ["analyses","bug-/-fix","data-science","deep-learning","help-wanted","machine-learning","metrics","python","pytorch","topic-Text","v1.1.x"]
+title: "`rouge_score` with `accumulate='best'` gives mixed results"
+html_url: "https://github.com/Lightning-AI/torchmetrics/issues/2148"
+user: "volksen"
+repo: "PyTorchLightning/metrics"
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+
diff --git a/docs/_issues/2023-10-13-JuliaPlots-Makie.jl-3292.md b/docs/_issues/2023-10-13-JuliaPlots-Makie.jl-3292.md
@@ -1,5 +1,5 @@
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-tags: ["documentation","enhancement","gpu","graphics","julia","julia-language","plotting","visualization"]
+tags: ["Axis","documentation","enhancement","gpu","graphics","julia","julia-language","plotting","visualization"]
 title: "[Docs FR] Add inset example"
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diff --git a/docs/_issues/2023-10-27-JuliaPlots-Makie.jl-3320.md b/docs/_issues/2023-10-27-JuliaPlots-Makie.jl-3320.md
@@ -1,5 +1,5 @@
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-tags: ["enhancement","gpu","graphics","julia","julia-language","plotting","visualization"]
+tags: ["DataInspector","Makie","enhancement","gpu","graphics","julia","julia-language","plotting","visualization"]
 title: "DataInspector shall show Gray(val) for gray images"
 html_url: "https://github.com/MakieOrg/Makie.jl/issues/3320"
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diff --git a/docs/_issues/2023-10-31-PyTorchLightning-metrics-2195.md b/docs/_issues/2023-10-31-PyTorchLightning-metrics-2195.md
@@ -0,0 +1,8 @@
+---
+tags: ["analyses","bug-/-fix","data-science","deep-learning","help-wanted","machine-learning","metrics","python","pytorch","v1.0.x"]
+title: "Conversion from logits to probabilities happens on a batch by batch basis"
+html_url: "https://github.com/Lightning-AI/torchmetrics/issues/2195"
+user: "GabrielBianconi"
+repo: "PyTorchLightning/metrics"
+---
+
diff --git a/docs/_issues/2023-11-06-JuliaPlots-Makie.jl-3356.md b/docs/_issues/2023-11-06-JuliaPlots-Makie.jl-3356.md
diff --git a/docs/_issues/2023-11-17-cogent3-cogent3-1628.md b/docs/_issues/2023-11-17-cogent3-cogent3-1628.md
diff --git a/docs/_issues/2023-11-28-thomaspinder-GPJax-421.md b/docs/_issues/2023-11-28-thomaspinder-GPJax-421.md
@@ -1,5 +1,5 @@
 ---
-tags: ["bayesian-inference","enhancement","gaussian-processes","help-wanted","jax","machine-learning","probabilistic-programming"]
+tags: ["bayesian-inference","enhancement","gaussian-processes","help-wanted","jax","machine-learning","probabilistic-programming","stale"]
 title: "dev: Use kwargs only in dataclasses"
 html_url: "https://github.com/JaxGaussianProcesses/GPJax/issues/421"
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diff --git a/docs/_issues/2023-12-05-PyTorchLightning-metrics-2262.md b/docs/_issues/2023-12-05-PyTorchLightning-metrics-2262.md
@@ -0,0 +1,8 @@
+---
+tags: ["analyses","bug-/-fix","data-science","deep-learning","help-wanted","machine-learning","metrics","python","pytorch","v1.2.x"]
+title: "Cannot use average method 'none' in Dice meter"
+html_url: "https://github.com/Lightning-AI/torchmetrics/issues/2262"
+user: "CielAl"
+repo: "PyTorchLightning/metrics"
+---
+
diff --git a/docs/_issues/2023-12-22-astropy-astropy-15782.md b/docs/_issues/2023-12-22-astropy-astropy-15782.md
diff --git a/docs/_issues/2024-01-22-PyTorchLightning-metrics-2320.md b/docs/_issues/2024-01-22-PyTorchLightning-metrics-2320.md
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+---
+tags: ["analyses","bug-/-fix","data-science","deep-learning","help-wanted","machine-learning","metrics","python","pytorch","question","v1.3.x"]
+title: "Inconsistent default values for `average` argument in classification metrics"
+html_url: "https://github.com/Lightning-AI/torchmetrics/issues/2320"
+user: "StefanoWoerner"
+repo: "PyTorchLightning/metrics"
+---
+
diff --git a/docs/_issues/2024-01-25-JuliaPlots-Makie.jl-3567.md b/docs/_issues/2024-01-25-JuliaPlots-Makie.jl-3567.md
@@ -1,5 +1,5 @@
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-tags: ["bug","gpu","graphics","julia","julia-language","plotting","visualization"]
+tags: ["Collection","Makie","bug","conversions","gpu","graphics","julia","julia-language","plotting","visualization"]
 title: "Some recipes fail when plotting empty vectors"
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diff --git a/docs/_issues/2024-02-06-JuliaPlots-Makie.jl-3604.md b/docs/_issues/2024-02-06-JuliaPlots-Makie.jl-3604.md
@@ -1,5 +1,5 @@
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-tags: ["Makie","MakieLayout","bug","gpu","graphics","julia","julia-language","plotting","visualization"]
+tags: ["Legend-&-Colorbar","Makie","bug","gpu","graphics","julia","julia-language","plotting","visualization"]
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diff --git a/docs/_issues/2024-02-08-JuliaPlots-Makie.jl-3616.md b/docs/_issues/2024-02-08-JuliaPlots-Makie.jl-3616.md
diff --git a/docs/_issues/2024-03-08-PyTorchLightning-metrics-2441.md b/docs/_issues/2024-03-08-PyTorchLightning-metrics-2441.md
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+tags: ["analyses","bug-/-fix","data-science","deep-learning","machine-learning","metrics","python","pytorch","v0.10.x","v0.11.x","v0.9.x","v1.0.x","v1.1.x","v1.2.x","v1.3.x","v1.4.x"]
+title: "Incorrect result in computing `MulticlassRecall` macro average when `ignore_index` is specified"
+html_url: "https://github.com/Lightning-AI/torchmetrics/issues/2441"
+user: "JeroenMandersloot"
+repo: "PyTorchLightning/metrics"
+---
+
diff --git a/docs/_issues/2024-03-13-mackelab-sbi-991.md b/docs/_issues/2024-03-13-mackelab-sbi-991.md
diff --git a/docs/_issues/2024-03-13-sbi-dev-sbi-991.md b/docs/_issues/2024-03-13-sbi-dev-sbi-991.md
diff --git a/docs/_issues/2024-03-28-JuliaPlots-Makie.jl-3741.md b/docs/_issues/2024-03-28-JuliaPlots-Makie.jl-3741.md
@@ -1,5 +1,5 @@
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-tags: ["enhancement","gpu","graphics","julia","julia-language","plotting","visualization"]
+tags: ["Makie","enhancement","gpu","graphics","julia","julia-language","plot","plotting","visualization"]
 title: "Add optional `origin` parameter to `pie`"
 html_url: "https://github.com/MakieOrg/Makie.jl/issues/3741"
 user: "JohannesNE"

diff --git a/docs/_issues/2024-04-01-JuliaPlots-Makie.jl-3755.md b/docs/_issues/2024-04-01-JuliaPlots-Makie.jl-3755.md
diff --git a/docs/_issues/2024-04-18-JuliaPlots-Makie.jl-3795.md b/docs/_issues/2024-04-18-JuliaPlots-Makie.jl-3795.md
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+tags: ["documentation","enhancement","gpu","graphics","julia","julia-language","plotting","visualization"]
+title: "Show `; attributes...` in plot function docstrings"
+html_url: "https://github.com/MakieOrg/Makie.jl/issues/3795"
+user: "jariji"
+repo: "JuliaPlots/Makie.jl"
+---
+
diff --git a/docs/_issues/2024-04-18-JuliaPlots-Makie.jl-3796.md b/docs/_issues/2024-04-18-JuliaPlots-Makie.jl-3796.md
@@ -0,0 +1,8 @@
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+tags: ["documentation","enhancement","gpu","graphics","julia","julia-language","plotting","visualization"]
+title: "Document `Makie.spaces()` values"
+html_url: "https://github.com/MakieOrg/Makie.jl/issues/3796"
+user: "jariji"
+repo: "JuliaPlots/Makie.jl"
+---
+
diff --git a/docs/_issues/2024-04-19-PennyLaneAI-catalyst-665.md b/docs/_issues/2024-04-19-PennyLaneAI-catalyst-665.md
diff --git a/docs/_issues/2024-04-25-JuliaPlots-Makie.jl-3804.md b/docs/_issues/2024-04-25-JuliaPlots-Makie.jl-3804.md
@@ -1,5 +1,5 @@
 ---
-tags: ["WGLMakie","bug","gpu","graphics","julia","julia-language","plotting","visualization"]
+tags: ["Makie","WGLMakie","bug","conversions","gpu","graphics","julia","julia-language","plotting","visualization"]
 title: "WGLMakie cannot draw Mesh with Float64 normals."
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diff --git a/docs/_issues/2024-06-04-JuliaPlots-Makie.jl-3928.md b/docs/_issues/2024-06-04-JuliaPlots-Makie.jl-3928.md
@@ -1,5 +1,5 @@
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-tags: ["bug","gpu","graphics","julia","julia-language","plotting","visualization"]
+tags: ["Attributes","PolarAxis","bug","gpu","graphics","julia","julia-language","plotting","visualization"]
 title: "fontsize does not propagate into PolarAxis"
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diff --git a/docs/_issues/2024-06-09-JuliaPlots-Makie.jl-3950.md b/docs/_issues/2024-06-09-JuliaPlots-Makie.jl-3950.md
@@ -0,0 +1,8 @@
+---
+tags: ["Axis","Makie","enhancement","gpu","graphics","interaction","julia","julia-language","plotting","visualization"]
+title: "FR: Add ability to change the \"reset zoom\" binding"
+html_url: "https://github.com/MakieOrg/Makie.jl/issues/3950"
+user: "david-macmahon"
+repo: "JuliaPlots/Makie.jl"
+---
+
diff --git a/docs/_issues/2024-07-04-JuliaPlots-Makie.jl-4006.md b/docs/_issues/2024-07-04-JuliaPlots-Makie.jl-4006.md
@@ -0,0 +1,8 @@
+---
+tags: ["Attributes","Makie","bug","gpu","graphics","julia","julia-language","plotting","text","visualization"]
+title: "Bars in fraction and square root (LaTeX string) visible even if set to false"
+html_url: "https://github.com/MakieOrg/Makie.jl/issues/4006"
+user: "cyanescent"
+repo: "JuliaPlots/Makie.jl"
+---
+
diff --git a/docs/_issues/2024-07-10-JuliaPlots-Makie.jl-4016.md b/docs/_issues/2024-07-10-JuliaPlots-Makie.jl-4016.md
@@ -1,5 +1,5 @@
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-tags: ["Makie","bug","gpu","graphics","julia","julia-language","plotting","visualization"]
+tags: ["(tri)contour(f)","Attributes","Makie","bug","colors","gpu","graphics","julia","julia-language","plotting","visualization"]
 title: "`colorrange` is an invalid attribute for `contourf`"
 html_url: "https://github.com/MakieOrg/Makie.jl/issues/4016"
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diff --git a/...24-07-29-PyTorchLightning-metrics-2659.md → ...24-07-29-PyTorchLightning-metrics-2658.md b/...24-07-29-PyTorchLightning-metrics-2659.md → ...24-07-29-PyTorchLightning-metrics-2658.md
@@ -1,8 +1,8 @@
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 tags: ["analyses","bug-/-fix","data-science","deep-learning","help-wanted","machine-learning","metrics","python","pytorch","v1.4.x"]
-title: "`higher_is_better` for `InfoLM` should change depending on `information_measure`"
-html_url: "https://github.com/Lightning-AI/torchmetrics/issues/2659"
-user: "grahamannett"
+title: "`zero_division` does not work for binary IoU (Jaccard index) calculation and returns NaN"
+html_url: "https://github.com/Lightning-AI/torchmetrics/issues/2658"
+user: "jinggqu"
 repo: "PyTorchLightning/metrics"
 ---