Þ¥bonds€¬cell_results‡Ù$072bddde-dece-4d9f-990b-e374038ba7e6Š¦queued¤logs§running¦output†¤bodyÙD

Measurements

¤mime©text/html¬rootassigneeÀ²last_run_timestampËAÚŸ§~yB°persist_js_state·has_pluto_hook_features§cell_idÙ$072bddde-dece-4d9f-990b-e374038ba7e6¹depends_on_disabled_cells§runtimeÎôµpublished_object_keys¸depends_on_skipped_cells§erroredÂÙ$8bd4f390-591f-11ec-0b66-6585ca602debŠ¦queued¤logs§running¦output†¤body ¤mimeªtext/plain¬rootassigneeÀ²last_run_timestampËAÚŸªlx³°persist_js_state·has_pluto_hook_features§cell_idÙ$8bd4f390-591f-11ec-0b66-6585ca602deb¹depends_on_disabled_cells§runtimeÎèv5Œµpublished_object_keys¸depends_on_skipped_cells§erroredÂÙ$315d75e5-ef5c-48e0-9fbf-a58accf57411Š¦queued¤logs§running¦output†¤bodyÛK8¤mime©text/html¬rootassigneeÀ²last_run_timestampËAÚŸµˆö°persist_js_state·has_pluto_hook_features§cell_idÙ$315d75e5-ef5c-48e0-9fbf-a58accf57411¹depends_on_disabled_cells§runtimeÎÆ®æµpublished_object_keys¸depends_on_skipped_cells§erroredÂÙ$34ce6570-6566-4981-908a-81eabcbca7bfŠ¦queued¤logs§running¦output†¤bodyƒ¤rowsœ’™’¸"2MASXJ01331766+1319567"ªtext/plain’§9.38413ªtext/plain’¨0.113984ªtext/plain’©-0.944456ªtext/plain’©0.0615244ªtext/plain’§8.38524ªtext/plain’©0.0209442ªtext/plain’§8.35926ªtext/plain¤more’™’°"2MASXJ09065870"ªtext/plain’§11.5954ªtext/plain’¨0.123828ªtext/plain’¨0.407584ªtext/plain’©0.0611371ªtext/plain’§8.46857ªtext/plain’©0.0648919ªtext/plain’¦8.5416ªtext/plain¤more’™’°"2MASXJ09591230"ªtext/plain’§10.3914ªtext/plain’¨0.118988ªtext/plain’¨-1.03111ªtext/plain’©0.0668974ªtext/plain’£NaNªtext/plain’£NaNªtext/plain’£NaNªtext/plain¤more’™’°"2MASXJ12095669"ªtext/plain’§10.4782ªtext/plain’¨0.122102ªtext/plain’©-0.840489ªtext/plain’©0.0635157ªtext/plain’§8.53108ªtext/plain’©0.0893619ªtext/plain’§8.54722ªtext/plain¤more’™’¸"2MASXJ15024995+4847010"ªtext/plain’§10.4281ªtext/plain’©0.0987582ªtext/plain’©-0.444196ªtext/plain’©0.0538451ªtext/plain’§8.46764ªtext/plain’©0.0198667ªtext/plain’§8.45647ªtext/plain¤more’™’¸"2MASXJ15393305+3205382"ªtext/plain’§11.0831ªtext/plain’¨0.102458ªtext/plain’©-0.383469ªtext/plain’©0.0566423ªtext/plain’§8.50651ªtext/plain’©0.0346376ªtext/plain’§8.56932ªtext/plain¤more’™’¸"2MASXJ15570268+3725001"ªtext/plain’§10.1493ªtext/plain’©0.0987893ªtext/plain’¨-1.34539ªtext/plain’¨0.053743ªtext/plain’§8.50854ªtext/plain’¨0.059919ªtext/plain’§8.57928ªtext/plain¤more’™’°"2MASXJ16152860"ªtext/plain’§10.0637ªtext/plain’©0.0794943ªtext/plain’©-0.608487ªtext/plain’©0.0573682ªtext/plain’§8.49208ªtext/plain’©0.0837948ªtext/plain’§8.52937ªtext/plain¤more’ ™’¨"ARP180"ªtext/plain’§10.4182ªtext/plain’©0.0856004ªtext/plain’©-0.709516ªtext/plain’©0.0687798ªtext/plain’§8.46066ªtext/plain’¨0.028849ªtext/plain’§8.50424ªtext/plain¤more’ ™’¨"ARP220"ªtext/plain’§10.8587ªtext/plain’¨0.105893ªtext/plain’§1.86321ªtext/plain’©0.0645149ªtext/plain’§8.56014ªtext/plain’©0.0516185ªtext/plain’§8.67379ªtext/plain¤more¤more’ÍÞ™’¬"VV488NED02"ªtext/plain’§10.4453ªtext/plain’©0.0923188ªtext/plain’¨0.312001ªtext/plain’©0.0609089ªtext/plain’§8.37844ªtext/plain’©0.0716456ªtext/plain’§8.37043ªtext/plain¤more¨objectid°2ae637eab339d434¦schema‚¥names™ªcalifaname¨log_massªe_log_mass§log_sfr©e_log_sfr«oh_o3n2_m13­e_oh_o3n2_m13©oh_n2_m13¤more¥types™©SubString§Float64§Float64§Float64§Float64§Float64§Float64§Float64¤more¤mimeÙ"application/vnd.pluto.table+object¬rootassigneeÀ²last_run_timestampËAÚŸ¬tjƒ°persist_js_state·has_pluto_hook_features§cell_idÙ$34ce6570-6566-4981-908a-81eabcbca7bf¹depends_on_disabled_cells§runtimeÎJõcõpublished_object_keys¸depends_on_skipped_cells§erroredÂÙ$cf8df0da-1760-464e-9531-42ba2ef2c7aaŠ¦queued¤logs§running¦output†¤bodyÛ¸|¤mime©text/html¬rootassigneeÀ²last_run_timestampËAÚŸµ`¤{°persist_js_state·has_pluto_hook_features§cell_idÙ$cf8df0da-1760-464e-9531-42ba2ef2c7aa¹depends_on_disabled_cells§runtimeÏ…$F¦µpublished_object_keys¸depends_on_skipped_cells§erroredÂÙ$118c5e5e-9845-44f2-b37b-45b39898198aŠ¦queued¤logs§running¦output†¤bodyÛ<˜¤mime©text/html¬rootassigneeÀ²last_run_timestampËAÚŸ³pá&°persist_js_state·has_pluto_hook_features§cell_idÙ$118c5e5e-9845-44f2-b37b-45b39898198a¹depends_on_disabled_cells§runtimeÏ(8‚Nµpublished_object_keys¸depends_on_skipped_cells§erroredÂÙ$bc031ef8-6fa2-4feb-a354-000960395686Š¦queued¤logs§running¦output†¤bodyÙî

Sánchez et al. (2017)

Data

¤mime©text/html¬rootassigneeÀ²last_run_timestampËAÚŸ§~\ê°persist_js_state·has_pluto_hook_features§cell_idÙ$bc031ef8-6fa2-4feb-a354-000960395686¹depends_on_disabled_cells§runtime΄+µpublished_object_keys¸depends_on_skipped_cells§errored±cell_dependencies‡Ù$072bddde-dece-4d9f-990b-e374038ba7e6„´precedence_heuristic §cell_idÙ$072bddde-dece-4d9f-990b-e374038ba7e6´downstream_cells_map€²upstream_cells_map‚§@md_str¨getindexÙ$8bd4f390-591f-11ec-0b66-6585ca602deb„´precedence_heuristic§cell_idÙ$8bd4f390-591f-11ec-0b66-6585ca602deb´downstream_cells_map…ªCairoMakie®DelimitedFilesªDataFrames¦Colors¬LaTeXStrings“Ù$118c5e5e-9845-44f2-b37b-45b39898198aÙ$cf8df0da-1760-464e-9531-42ba2ef2c7aaÙ$315d75e5-ef5c-48e0-9fbf-a58accf57411²upstream_cells_map€Ù$315d75e5-ef5c-48e0-9fbf-a58accf57411„´precedence_heuristic §cell_idÙ$315d75e5-ef5c-48e0-9fbf-a58accf57411´downstream_cells_map€²upstream_cells_mapÞ¦Figure¶distinguishable_colors¸LaTeXStrings.latexstring¡:£RGB¡!¤data‘Ù$34ce6570-6566-4981-908a-81eabcbca7bf¦@L_str£zipªaxislegend£end¦length¡-¦header‘Ù$34ce6570-6566-4981-908a-81eabcbca7bf£vec¡*¬LaTeXStrings‘Ù$8bd4f390-591f-11ec-0b66-6585ca602deb¨scatter!¤AxisÙ$34ce6570-6566-4981-908a-81eabcbca7bf„´precedence_heuristic §cell_idÙ$34ce6570-6566-4981-908a-81eabcbca7bf´downstream_cells_mapƒ¦header’Ù$cf8df0da-1760-464e-9531-42ba2ef2c7aaÙ$315d75e5-ef5c-48e0-9fbf-a58accf57411¤data“Ù$118c5e5e-9845-44f2-b37b-45b39898198aÙ$cf8df0da-1760-464e-9531-42ba2ef2c7aaÙ$315d75e5-ef5c-48e0-9fbf-a58accf57411¨raw_data²upstream_cells_map‰§readdlm£vec£Inf©DataFrame¢=>¨identity§eachcol¨replace!£NaNÙ$cf8df0da-1760-464e-9531-42ba2ef2c7aa„´precedence_heuristic §cell_idÙ$cf8df0da-1760-464e-9531-42ba2ef2c7aa´downstream_cells_map€²upstream_cells_mapÞ¦Figure¶distinguishable_colors¸LaTeXStrings.latexstring¡:£RGB¡!¦@L_str¤data‘Ù$34ce6570-6566-4981-908a-81eabcbca7bf£zipªerrorbars!ªaxislegend«theme_black£end¦lengthªset_theme!¦header‘Ù$34ce6570-6566-4981-908a-81eabcbca7bf£vec¬LaTeXStrings‘Ù$8bd4f390-591f-11ec-0b66-6585ca602deb¨scatter!¤AxisÙ$118c5e5e-9845-44f2-b37b-45b39898198a„´precedence_heuristic §cell_idÙ$118c5e5e-9845-44f2-b37b-45b39898198a´downstream_cells_map€²upstream_cells_map‹¦Figure¸LaTeXStrings.latexstring¡!¦@L_str¤data‘Ù$34ce6570-6566-4981-908a-81eabcbca7bfªerrorbars!«theme_blackªset_theme!¬LaTeXStrings‘Ù$8bd4f390-591f-11ec-0b66-6585ca602deb¨scatter!¤AxisÙ$bc031ef8-6fa2-4feb-a354-000960395686„´precedence_heuristic §cell_idÙ$bc031ef8-6fa2-4feb-a354-000960395686´downstream_cells_map€²upstream_cells_map‚§@md_str¨getindex´cell_execution_order—Ù$8bd4f390-591f-11ec-0b66-6585ca602debÙ$bc031ef8-6fa2-4feb-a354-000960395686Ù$072bddde-dece-4d9f-990b-e374038ba7e6Ù$34ce6570-6566-4981-908a-81eabcbca7bfÙ$118c5e5e-9845-44f2-b37b-45b39898198aÙ$cf8df0da-1760-464e-9531-42ba2ef2c7aaÙ$315d75e5-ef5c-48e0-9fbf-a58accf57411´last_hot_reload_timeË©shortpath¨plots.jl®process_status¥ready¤pathÙL/home/runner/work/experimental_data/experimental_data/sánchez_2017/plots.jl­pluto_version¨v0.20.25®last_save_timeËAÚŸ§}T°ªcell_order—Ù$8bd4f390-591f-11ec-0b66-6585ca602debÙ$bc031ef8-6fa2-4feb-a354-000960395686Ù$072bddde-dece-4d9f-990b-e374038ba7e6Ù$34ce6570-6566-4981-908a-81eabcbca7bfÙ$118c5e5e-9845-44f2-b37b-45b39898198aÙ$cf8df0da-1760-464e-9531-42ba2ef2c7aaÙ$315d75e5-ef5c-48e0-9fbf-a58accf57411±published_objects€¥nbpkgŠ¯install_time_nsÏ9Ãì¬instantiatedòinstalled_versions‡ªCairoMakie¦0.15.6®DelimitedFiles¦stdlibÙ!__internal_julia_manifest_version¦1.12.6ªDataFrames¥1.8.1¸__internal_julia_version¦1.12.6¦Colors¦0.13.1¬LaTeXStrings¥1.4.0°terminal_outputs†ªCairoMakieÚž Resolving... ===  Project No packages added to or removed from `~/.julia/scratchspaces/c3e4b0f8-55cb-11ea-2926-15256bba5781/pkg_envs/env_hgoffeheey/Project.toml`  Updating `~/.julia/scratchspaces/c3e4b0f8-55cb-11ea-2926-15256bba5781/pkg_envs/env_hgoffeheey/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...ªnbpkg_syncÚž Resolving... ===  Project No packages added to or removed from `~/.julia/scratchspaces/c3e4b0f8-55cb-11ea-2926-15256bba5781/pkg_envs/env_hgoffeheey/Project.toml`  Updating `~/.julia/scratchspaces/c3e4b0f8-55cb-11ea-2926-15256bba5781/pkg_envs/env_hgoffeheey/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...®DelimitedFilesÚž Resolving... ===  Project No packages added to or removed from `~/.julia/scratchspaces/c3e4b0f8-55cb-11ea-2926-15256bba5781/pkg_envs/env_hgoffeheey/Project.toml`  Updating `~/.julia/scratchspaces/c3e4b0f8-55cb-11ea-2926-15256bba5781/pkg_envs/env_hgoffeheey/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...ªDataFramesÚž Resolving... ===  Project No packages added to or removed from `~/.julia/scratchspaces/c3e4b0f8-55cb-11ea-2926-15256bba5781/pkg_envs/env_hgoffeheey/Project.toml`  Updating `~/.julia/scratchspaces/c3e4b0f8-55cb-11ea-2926-15256bba5781/pkg_envs/env_hgoffeheey/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...¦ColorsÚž Resolving... ===  Project No packages added to or removed from `~/.julia/scratchspaces/c3e4b0f8-55cb-11ea-2926-15256bba5781/pkg_envs/env_hgoffeheey/Project.toml`  Updating `~/.julia/scratchspaces/c3e4b0f8-55cb-11ea-2926-15256bba5781/pkg_envs/env_hgoffeheey/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...¬LaTeXStringsÚž Resolving... ===  Project No packages added to or removed from `~/.julia/scratchspaces/c3e4b0f8-55cb-11ea-2926-15256bba5781/pkg_envs/env_hgoffeheey/Project.toml`  Updating `~/.julia/scratchspaces/c3e4b0f8-55cb-11ea-2926-15256bba5781/pkg_envs/env_hgoffeheey/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_msgÀ´restart_required_msgÀ­busy_packages¶waiting_for_permissionÂÙ,waiting_for_permission_but_probably_disabled«cell_inputs‡Ù$072bddde-dece-4d9f-990b-e374038ba7e6„§cell_idÙ$072bddde-dece-4d9f-990b-e374038ba7e6¤code³md"## Measurements"¨metadataƒ©show_logsèdisabled®skip_as_script«code_foldedÃÙ$8bd4f390-591f-11ec-0b66-6585ca602deb„§cell_idÙ$8bd4f390-591f-11ec-0b66-6585ca602deb¤codeÙBusing DelimitedFiles, CairoMakie, LaTeXStrings, DataFrames, Colors¨metadataƒ©show_logsèdisabled®skip_as_script«code_foldedÂÙ$315d75e5-ef5c-48e0-9fbf-a58accf57411„§cell_idÙ$315d75e5-ef5c-48e0-9fbf-a58accf57411¤codeÚàlet μ = data[!, "log_mass"] .- 0.32 .* data[!, "log_sfr"] f = Figure() ax = Axis( f[1,1], xlabel=L"\mu = \log(\mathrm{M_\star / M_\odot}) - 0.32 \, \log(\mathrm{SFR / M_\odot \, yr^{-1}})", ylabel=L"12 + \log(\mathrm{O / H})", title=L"\mathrm{Metallicity \,\, vs.} \,\, \mu", titlesize=30, xlabelsize=28, ylabelsize=28, xticklabelsize=20, yticklabelsize=20, ) calibrators = vec(header)[6:2:end] colors = distinguishable_colors( length(calibrators), [RGB(1,1,1), RGB(0,0,0)], dropseed=true, ) for (cal, color) in zip(calibrators, colors) oh = data[!, cal] scatter!(ax, μ, oh; color, markersize=5, label=cal[4:end]) end axislegend(ax, position=:lt, nbanks=3, orientation=:horizontal) f end¨metadataƒ©show_logsèdisabled®skip_as_script«code_foldedÃÙ$34ce6570-6566-4981-908a-81eabcbca7bf„§cell_idÙ$34ce6570-6566-4981-908a-81eabcbca7bf¤codeÙÅbegin raw_data, header = readdlm("./data/raw_table_B1.txt", header=true) data = identity.(DataFrame(raw_data, vec(header))) for col in eachcol(data) replace!(col, Inf => NaN) end data end¨metadataƒ©show_logsèdisabled®skip_as_script«code_foldedÃÙ$cf8df0da-1760-464e-9531-42ba2ef2c7aa„§cell_idÙ$cf8df0da-1760-464e-9531-42ba2ef2c7aa¤codeÚëlet log_mass = data[!, "log_mass"] log_mass_err = data[!, "e_log_mass"] set_theme!(theme_black()) f = Figure() ax = Axis( f[1,1], xlabel=L"\log(\mathrm{M_\star / M_\odot})", ylabel=L"12 + \log(\mathrm{O / H})", title=L"\mathrm{Metallicity \,\, vs. \,\, Mass}", titlesize=30, xlabelsize=28, ylabelsize=28, xticklabelsize=20, yticklabelsize=20, ) calibrators = vec(header)[6:2:end] errors = vec(header)[7:2:end] colors = distinguishable_colors( length(calibrators), [RGB(1,1,1), RGB(0,0,0)], dropseed=true, ) for (cal, err, color) in zip(calibrators, errors, colors) oh = data[!, cal] oh_err = data[!, err] scatter!(ax, log_mass, oh; color, markersize=5, label=cal[4:end]) errorbars!( ax, log_mass, oh, oh_err; color, whiskerwidth=8, ) errorbars!( ax, log_mass, oh, log_mass_err; color, whiskerwidth=8, direction=:x, ) end axislegend(ax, position=:lt, nbanks=3, orientation=:horizontal) f end¨metadataƒ©show_logsèdisabled®skip_as_script«code_foldedÃÙ$118c5e5e-9845-44f2-b37b-45b39898198a„§cell_idÙ$118c5e5e-9845-44f2-b37b-45b39898198a¤codeÚÕlet log_mass = data[!, "log_mass"] log_sfr = data[!, "log_sfr"] log_mass_err = data[!, "e_log_mass"] log_sfr_err = data[!, "e_log_sfr"] set_theme!(theme_black()) f = Figure() ax = Axis( f[1,1], xlabel=L"\log(\mathrm{M_\star / M_\odot})", ylabel=L"\log(\mathrm{SFR / M_\odot \, yr^{-1}})", title=L"\mathrm{SFR \,\, vs. \,\, Mass}", titlesize=30, xlabelsize=28, ylabelsize=28, xticklabelsize=20, yticklabelsize=20, ) scatter!(ax, log_mass, log_sfr, color=:blue, markersize=5) errorbars!( ax, log_mass, log_sfr, log_sfr_err, whiskerwidth=8, color=:blue, ) errorbars!( ax, log_mass, log_sfr, log_mass_err, whiskerwidth=8, color=:blue, direction=:x, ) f end¨metadataƒ©show_logsèdisabled®skip_as_script«code_foldedÃÙ$bc031ef8-6fa2-4feb-a354-000960395686„§cell_idÙ$bc031ef8-6fa2-4feb-a354-000960395686¤codeÙ„md""" # [Sánchez et al. (2017)](https://doi.org/10.1093/mnras/stx808) ### [Data](https://academic.oup.com/view-large/87568130) """¨metadataƒ©show_logsèdisabled®skip_as_script«code_foldedënotebook_idÙ$5eb854d2-4b3d-11f1-b889-ff2bdd49f432«in_temp_dir¨metadata€