bondscell_results$e969d495-005e-44fb-8d17-f438038840c9queued¤logsrunning¦outputbodyt

MaNGA Pipe3D value added catalog

Dowloads

Datamodel

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SDSS VACs

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MaNGA Firefly value-added catalog

Dowloads

Datamodel

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HI-MaNGA value added catalog

Dowloads

Datamodel

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eBOSS Firefly Value-Added Catalog

Dowloads

Datamodel

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cell_id$452718b6-7a7c-42c4-a2f5-6a9843b95057downstream_cells_mapupstream_cells_mapreadFigureLaTeXStrings.latexstring@L_strMaNGA_data$3d2c7655-f630-4ccb-8f40-38d41771dea8theme_blackset_theme!filter_negatives$c99f09f6-e92c-4279-bec5-24afa53cb837LaTeXStrings$dd8fad00-c7ed-11ec-1cac-3f9440b58a8fscatter!Axis$8571241d-c988-4a17-839f-bfe67ce7189bprecedence_heuristic cell_id$8571241d-c988-4a17-839f-bfe67ce7189bdownstream_cells_mapupstream_cells_map@md_strgetindex$7aec17e9-99fc-4cdf-96a1-6c97c3312d55precedence_heuristic cell_id$7aec17e9-99fc-4cdf-96a1-6c97c3312d55downstream_cells_mapupstream_cells_mapreadFigureLaTeXStrings.latexstring@L_strtheme_blackset_theme!filter_negatives$c99f09f6-e92c-4279-bec5-24afa53cb837Pipe3D_data$ad14cd2e-6768-469e-8268-fefddf00c2b7LaTeXStrings$dd8fad00-c7ed-11ec-1cac-3f9440b58a8fscatter!Axiscell_execution_order$dd8fad00-c7ed-11ec-1cac-3f9440b58a8f$c99f09f6-e92c-4279-bec5-24afa53cb837$0b20ad79-bcdc-4d5b-9e13-0b630e5dff94$b9c6a0bd-10ae-4406-be37-07338d44f920$3d2c7655-f630-4ccb-8f40-38d41771dea8$452718b6-7a7c-42c4-a2f5-6a9843b95057$8571241d-c988-4a17-839f-bfe67ce7189b$9007db12-d49a-479c-97f5-d87bafbe0a91$2864f808-f423-492a-8f2f-796fcb99e713$e969d495-005e-44fb-8d17-f438038840c9$ad14cd2e-6768-469e-8268-fefddf00c2b7$7aec17e9-99fc-4cdf-96a1-6c97c3312d55$1b261741-4082-4ad8-abd9-3c2695453185$243e1c76-73c8-45ac-ac32-f9bb43725d0b$7e87d278-74ed-4646-a36d-247f8aea159flast_hot_reload_timeshortpathplots.jlprocess_statusreadypathG/home/runner/work/experimental_data/experimental_data/sdss_vac/plots.jlpluto_versionv1.0.1last_save_timeAڑ!kcell_order$dd8fad00-c7ed-11ec-1cac-3f9440b58a8f$c99f09f6-e92c-4279-bec5-24afa53cb837$0b20ad79-bcdc-4d5b-9e13-0b630e5dff94$b9c6a0bd-10ae-4406-be37-07338d44f920$3d2c7655-f630-4ccb-8f40-38d41771dea8$452718b6-7a7c-42c4-a2f5-6a9843b95057$8571241d-c988-4a17-839f-bfe67ce7189b$9007db12-d49a-479c-97f5-d87bafbe0a91$2864f808-f423-492a-8f2f-796fcb99e713$e969d495-005e-44fb-8d17-f438038840c9$ad14cd2e-6768-469e-8268-fefddf00c2b7$7aec17e9-99fc-4cdf-96a1-6c97c3312d55$1b261741-4082-4ad8-abd9-3c2695453185$243e1c76-73c8-45ac-ac32-f9bb43725d0b$7e87d278-74ed-4646-a36d-247f8aea159fjulia_versionv1.12.6published_objectsnbpkginstall_time_ns1qinstantiatedòinstalled_versionsCairoMakie0.15.6!__internal_julia_manifest_version1.12.6FITSIO0.17.5__internal_julia_version1.12.6LaTeXStrings1.4.0terminal_outputsCairoMakie Resolving... ===  Project No packages added to or removed from `~/.julia/scratchspaces/c3e4b0f8-55cb-11ea-2926-15256bba5781/pkg_envs/env_vbxjiogcjq/Project.toml`  Updating `~/.julia/scratchspaces/c3e4b0f8-55cb-11ea-2926-15256bba5781/pkg_envs/env_vbxjiogcjq/Manifest.toml` [f43a241f] ↑ Downloads v1.6.0 ⇒ v1.7.0 [44cfe95a] ↑ Pkg v1.12.0 ⇒ v1.12.1 [deac9b47] ↑ LibCURL_jll v8.11.1+1 ⇒ v8.15.0+0 [14a3606d] ↑ MozillaCACerts_jll v2025.5.20 ⇒ v2025.11.4 [458c3c95] ↑ OpenSSL_jll v3.5.1+0 ⇒ v3.5.4+0 [3f19e933] ↑ p7zip_jll v17.5.0+2 ⇒ v17.7.0+0 Instantiating... === Precompiling... === Waiting for notebook process to start... Done. Starting precompilation...nbpkg_sync Resolving... ===  Project No packages added to or removed from `~/.julia/scratchspaces/c3e4b0f8-55cb-11ea-2926-15256bba5781/pkg_envs/env_vbxjiogcjq/Project.toml`  Updating `~/.julia/scratchspaces/c3e4b0f8-55cb-11ea-2926-15256bba5781/pkg_envs/env_vbxjiogcjq/Manifest.toml` [f43a241f] ↑ Downloads v1.6.0 ⇒ v1.7.0 [44cfe95a] ↑ Pkg v1.12.0 ⇒ v1.12.1 [deac9b47] ↑ LibCURL_jll v8.11.1+1 ⇒ v8.15.0+0 [14a3606d] ↑ MozillaCACerts_jll v2025.5.20 ⇒ v2025.11.4 [458c3c95] ↑ OpenSSL_jll v3.5.1+0 ⇒ v3.5.4+0 [3f19e933] ↑ p7zip_jll v17.5.0+2 ⇒ v17.7.0+0 Instantiating... === Precompiling... === Waiting for notebook process to start... Done. Starting precompilation...FITSIO Resolving... ===  Project No packages added to or removed from `~/.julia/scratchspaces/c3e4b0f8-55cb-11ea-2926-15256bba5781/pkg_envs/env_vbxjiogcjq/Project.toml`  Updating `~/.julia/scratchspaces/c3e4b0f8-55cb-11ea-2926-15256bba5781/pkg_envs/env_vbxjiogcjq/Manifest.toml` [f43a241f] ↑ Downloads v1.6.0 ⇒ v1.7.0 [44cfe95a] ↑ Pkg v1.12.0 ⇒ v1.12.1 [deac9b47] ↑ LibCURL_jll v8.11.1+1 ⇒ v8.15.0+0 [14a3606d] ↑ MozillaCACerts_jll v2025.5.20 ⇒ v2025.11.4 [458c3c95] ↑ OpenSSL_jll v3.5.1+0 ⇒ v3.5.4+0 [3f19e933] ↑ p7zip_jll v17.5.0+2 ⇒ v17.7.0+0 Instantiating... === Precompiling... === Waiting for notebook process to start... Done. Starting precompilation...LaTeXStrings Resolving... ===  Project No packages added to or removed from `~/.julia/scratchspaces/c3e4b0f8-55cb-11ea-2926-15256bba5781/pkg_envs/env_vbxjiogcjq/Project.toml`  Updating `~/.julia/scratchspaces/c3e4b0f8-55cb-11ea-2926-15256bba5781/pkg_envs/env_vbxjiogcjq/Manifest.toml` [f43a241f] ↑ Downloads v1.6.0 ⇒ v1.7.0 [44cfe95a] ↑ Pkg v1.12.0 ⇒ v1.12.1 [deac9b47] ↑ LibCURL_jll v8.11.1+1 ⇒ v8.15.0+0 [14a3606d] ↑ MozillaCACerts_jll v2025.5.20 ⇒ v2025.11.4 [458c3c95] ↑ OpenSSL_jll v3.5.1+0 ⇒ v3.5.4+0 [3f19e933] ↑ p7zip_jll v17.5.0+2 ⇒ v17.7.0+0 Instantiating... === Precompiling... === Waiting for notebook process to start... Done. Starting precompilation...enabled÷restart_recommended_msgrestart_required_msgbusy_packageswaiting_for_permission,waiting_for_permission_but_probably_disabled«cell_inputs$e969d495-005e-44fb-8d17-f438038840c9cell_id$e969d495-005e-44fb-8d17-f438038840c9codemd""" ## MaNGA Pipe3D value added catalog #### [Dowloads](https://www.sdss.org/dr17/manga/manga-data/manga-pipe3d-value-added-catalog/) #### [Datamodel](https://data.sdss.org/datamodel/files/MANGA_PIPE3D/MANGADRP_VER/PIPE3D_VER/SDSS17Pipe3D.html) """metadatashow_logsèdisabled®skip_as_script«code_folded$7e87d278-74ed-4646-a36d-247f8aea159fcell_id$7e87d278-74ed-4646-a36d-247f8aea159fcodelet HI_masses = read(HI_MaNGA_data, "LOGMHI") masses = read(HI_MaNGA_data, "LOGMSTARS") set_theme!(theme_black()) f = Figure() ax = Axis( f[1,1], xlabel=L"\log(\mathrm{M_\star / M_\odot})", ylabel=L"\log(\mathrm{M_\mathrm{HI} / M_\odot})", title=L"\mathrm{HI \,\, mass \,\, vs. \,\, Stellar \,\, mass}", titlesize=30, xlabelsize=28, ylabelsize=28, xticklabelsize=20, yticklabelsize=20, ) x, y = filter_negatives(masses, HI_masses) scatter!(ax, x, y, markersize=2) f endmetadatashow_logsèdisabled®skip_as_script«code_folded$0b20ad79-bcdc-4d5b-9e13-0b630e5dff94cell_id$0b20ad79-bcdc-4d5b-9e13-0b630e5dff94code(md"# [SDSS VACs](https://www.sdss.org/)"metadatashow_logsèdisabled®skip_as_script«code_folded$9007db12-d49a-479c-97f5-d87bafbe0a91cell_id$9007db12-d49a-479c-97f5-d87bafbe0a91coderif isfile("./data/sdss_eboss_firefly-dr16.fits") eBOSS_data = FITS("./data/sdss_eboss_firefly-dr16.fits")[2] end;metadatashow_logsèdisabled®skip_as_script«code_folded$b9c6a0bd-10ae-4406-be37-07338d44f920cell_id$b9c6a0bd-10ae-4406-be37-07338d44f920codemd""" ## MaNGA Firefly value-added catalog #### [Dowloads](https://www.sdss.org/dr17/manga/manga-data/manga-firefly-value-added-catalog/) #### [Datamodel](https://data.sdss.org/datamodel/files/MANGA_FIREFLY/FIREFLY_VER/manga_firefly.html) """metadatashow_logsèdisabled®skip_as_script«code_folded$2864f808-f423-492a-8f2f-796fcb99e713cell_id$2864f808-f423-492a-8f2f-796fcb99e713codeNlet if isfile("./data/sdss_eboss_firefly-dr16.fits") IMF = "Chabrier" # Options: Chabrier LIBRARY = "MILES" # Options: MILES or ELODIE masses = read(eBOSS_data, "$(IMF)_$(LIBRARY)_total_mass") ages = read(eBOSS_data, "$(IMF)_$(LIBRARY)_age_lightW") set_theme!(theme_black()) f = Figure() ax = Axis( f[1,1], xlabel=L"\mathrm{M_\star / M_\odot}", ylabel=L"\mathrm{age / yr}", title=L"\mathrm{Light \,\, weighted \,\, age \,\, vs. \,\, Total \,\, mass}", titlesize=30, xlabelsize=28, ylabelsize=28, xticklabelsize=20, yticklabelsize=20, xscale=log10, ) x, y = filter_negatives(masses, ages) scatter!(ax, x, y, markersize=2) f else println("sdss_eboss_firefly-dr16.fits is not included in the repository because is too heavy. See the README for a link to download it.") end endmetadatashow_logsèdisabled®skip_as_script«code_folded$1b261741-4082-4ad8-abd9-3c2695453185cell_id$1b261741-4082-4ad8-abd9-3c2695453185codeٙmd""" ## HI-MaNGA value added catalog #### [Dowloads](https://www.sdss.org/dr17/manga/hi-manga/) #### [Datamodel](https://arxiv.org/abs/2101.12680) """metadatashow_logsèdisabled®skip_as_script«code_folded$ad14cd2e-6768-469e-8268-fefddf00c2b7cell_id$ad14cd2e-6768-469e-8268-fefddf00c2b7code9Pipe3D_data = FITS("./data/SDSS17Pipe3D_v3_1_1.fits")[2];metadatashow_logsèdisabled®skip_as_script«code_folded$3d2c7655-f630-4ccb-8f40-38d41771dea8cell_id$3d2c7655-f630-4ccb-8f40-38d41771dea8codeJMaNGA_data = FITS("./data/manga-firefly-globalprop-v3_1_1-miles.fits")[2];metadatashow_logsèdisabled®skip_as_script«code_folded$243e1c76-73c8-45ac-ac32-f9bb43725d0bcell_id$243e1c76-73c8-45ac-ac32-f9bb43725d0bcode3HI_MaNGA_data = FITS("./data/himanga_dr2.fits")[2];metadatashow_logsèdisabled®skip_as_script«code_folded$dd8fad00-c7ed-11ec-1cac-3f9440b58a8fcell_id$dd8fad00-c7ed-11ec-1cac-3f9440b58a8fcode&using CairoMakie, LaTeXStrings, FITSIOmetadatashow_logsèdisabled®skip_as_script«code_folded$c99f09f6-e92c-4279-bec5-24afa53cb837cell_id$c99f09f6-e92c-4279-bec5-24afa53cb837codefunction filter_negatives(data_1::Vector, data_2::Vector)::NTuple{2,Vector} data_a = copy(data_1) data_b = copy(data_2) # Filters out NaNs deleteat!(data_b, collect(isnan.(data_a))) filter!(!isnan, data_a) deleteat!(data_a, collect(isnan.(data_b))) filter!(!isnan, data_b) # Filters out negative values (0 is allowed) deleteat!(data_b, collect(data_a .< 0)) filter!(x -> x >= 0, data_a) deleteat!(data_a, collect(data_b .< 0)) filter!(x -> x >= 0, data_b) return data_a, data_b end;metadatashow_logsèdisabled®skip_as_script«code_folded$452718b6-7a7c-42c4-a2f5-6a9843b95057cell_id$452718b6-7a7c-42c4-a2f5-6a9843b95057codelet masses = read(MaNGA_data, "PHOTOMETRIC_MASS") redshifts = read(MaNGA_data, "REDSHIFT") set_theme!(theme_black()) f = Figure() ax = Axis( f[1,1], xlabel=L"z", ylabel=L"\log(\mathrm{M_\star / M_\odot})", title=L"\mathrm{Mass \,\, vs. \,\, redshift}", titlesize=30, xlabelsize=28, ylabelsize=28, xticklabelsize=20, yticklabelsize=20, ) x, y = filter_negatives(redshifts, masses) scatter!(ax, x, y, markersize=2) f endmetadatashow_logsèdisabled®skip_as_script«code_folded$8571241d-c988-4a17-839f-bfe67ce7189bcell_id$8571241d-c988-4a17-839f-bfe67ce7189bcodemd""" ## eBOSS Firefly Value-Added Catalog #### [Dowloads](https://www.sdss.org/dr17/spectro/eboss-firefly-value-added-catalog) #### [Datamodel](https://data.sdss.org/datamodel/files/EBOSS_FIREFLY/FIREFLY_VER/sdss_eboss_firefly-DR16.html) """metadatashow_logsèdisabled®skip_as_script«code_folded$7aec17e9-99fc-4cdf-96a1-6c97c3312d55cell_id$7aec17e9-99fc-4cdf-96a1-6c97c3312d55codelet WEIGHT = "M" # Options: M (mass) or L (light) SFR = "Ha" # Options: Ha, ssp, SF or D_C sfr = read(Pipe3D_data, "log_SFR_$SFR") masses = read(Pipe3D_data, "log_Mass") metallicity = read(Pipe3D_data, "ZH_$(WEIGHT)W_Re_fit") ages = read(Pipe3D_data, "Age_$(WEIGHT)W_Re_fit") redshifts = read(Pipe3D_data, "nsa_redshift") set_theme!(theme_black()) f = Figure() ax = Axis( f[1,1], xlabel=L"z", ylabel=L"\log(\mathrm{M_\star / M_\odot})", title=L"\mathrm{Mass \,\, vs. \,\, redshift}", titlesize=30, xlabelsize=28, ylabelsize=28, xticklabelsize=20, yticklabelsize=20, ) x, y = filter_negatives(redshifts, masses) scatter!(ax, x, y, markersize=2) f endmetadatashow_logsèdisabled®skip_as_script«code_foldedënotebook_id$ccca7b9a-74f9-11f1-9ebb-5dcc2431ec58in_temp_dir¨metadata