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diff --git a/docs/sphinx/README.md b/docs/sphinx/README.md
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+The following are needed for the documentation set-up:
+
+- conda install sphinx
+- conda install sphinxcontrib-bibtex
+- conda install sphinx-book-theme
+
+(See e.g. https://sphinx-themes.org/ for other choices of themes)
+
+
+From within the sphinx directory:
+
+- sphinx-build -b html source build
+- or 'make html'
+
+
+Then 'open build/html/index.html' will open the webpage.
+
+
+Important files:
+
+- sphinx/source/conf.py configures the set-up.  The project name, authors, version as well as extensions and project theme can all be changed here.
+- sphinx/source/index.rst is the 'front page', and table of contents etc are specified here
+- sphinx/source/simunet_analysis.rst contains some first basic examples of how we can generate documentation directly from the code docstrings.
+
+
+See also https://www.sphinx-doc.org/en/master/index.html for much more info on Sphinx
diff --git a/docs/sphinx/build/doctrees/bibliography.doctree b/docs/sphinx/build/doctrees/bibliography.doctree
diff --git a/docs/sphinx/build/doctrees/datasets.doctree b/docs/sphinx/build/doctrees/datasets.doctree
diff --git a/docs/sphinx/build/doctrees/environment.pickle b/docs/sphinx/build/doctrees/environment.pickle
diff --git a/docs/sphinx/build/doctrees/features.doctree b/docs/sphinx/build/doctrees/features.doctree
diff --git a/docs/sphinx/build/doctrees/index.doctree b/docs/sphinx/build/doctrees/index.doctree
diff --git a/docs/sphinx/build/doctrees/methodology.doctree b/docs/sphinx/build/doctrees/methodology.doctree
diff --git a/docs/sphinx/build/doctrees/results/drellyan.doctree b/docs/sphinx/build/doctrees/results/drellyan.doctree
diff --git a/docs/sphinx/build/doctrees/results/overview.doctree b/docs/sphinx/build/doctrees/results/overview.doctree
diff --git a/docs/sphinx/build/doctrees/results/top.doctree b/docs/sphinx/build/doctrees/results/top.doctree
diff --git a/docs/sphinx/build/doctrees/results/top_simultaneous.doctree b/docs/sphinx/build/doctrees/results/top_simultaneous.doctree
diff --git a/docs/sphinx/build/doctrees/results/top_sm.doctree b/docs/sphinx/build/doctrees/results/top_sm.doctree
diff --git a/docs/sphinx/build/doctrees/results/top_smeft.doctree b/docs/sphinx/build/doctrees/results/top_smeft.doctree
diff --git a/docs/sphinx/build/doctrees/simunet_analysis.doctree b/docs/sphinx/build/doctrees/simunet_analysis.doctree
diff --git a/docs/sphinx/build/doctrees/tutorials/Installation.doctree b/docs/sphinx/build/doctrees/tutorials/Installation.doctree
diff --git a/docs/sphinx/build/doctrees/tutorials/contaminated_fit.doctree b/docs/sphinx/build/doctrees/tutorials/contaminated_fit.doctree
diff --git a/docs/sphinx/build/doctrees/tutorials/simu_closure_test.doctree b/docs/sphinx/build/doctrees/tutorials/simu_closure_test.doctree
diff --git a/docs/sphinx/build/doctrees/tutorials/simu_fit.doctree b/docs/sphinx/build/doctrees/tutorials/simu_fit.doctree
diff --git a/docs/sphinx/build/doctrees/tutorials/tutorials_overview.doctree b/docs/sphinx/build/doctrees/tutorials/tutorials_overview.doctree
diff --git a/docs/sphinx/build/html/.buildinfo b/docs/sphinx/build/html/.buildinfo
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+# Sphinx build info version 1
+# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
+config: fcf1f77f5b6424e731a8bde7904ff971
+tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/docs/sphinx/build/html/_images/cont_effects.png b/docs/sphinx/build/html/_images/cont_effects.png
diff --git a/docs/sphinx/build/html/_images/ctg_plot.png b/docs/sphinx/build/html/_images/ctg_plot.png
diff --git a/docs/sphinx/build/html/_images/fitH_gg_lumi.png b/docs/sphinx/build/html/_images/fitH_gg_lumi.png
diff --git a/docs/sphinx/build/html/_images/fitH_gg_lumi_unc.png b/docs/sphinx/build/html/_images/fitH_gg_lumi_unc.png
diff --git a/docs/sphinx/build/html/_images/fitH_vs_notop_vs_40_g_172.png b/docs/sphinx/build/html/_images/fitH_vs_notop_vs_40_g_172.png
diff --git a/docs/sphinx/build/html/_images/fitH_vs_notop_vs_40_g_172_unc.png b/docs/sphinx/build/html/_images/fitH_vs_notop_vs_40_g_172_unc.png
diff --git a/docs/sphinx/build/html/_images/np_values.png b/docs/sphinx/build/html/_images/np_values.png
diff --git a/docs/sphinx/build/html/_images/pdf_eft_corr.png b/docs/sphinx/build/html/_images/pdf_eft_corr.png
diff --git a/docs/sphinx/build/html/_images/pdf_shift_lumis.png b/docs/sphinx/build/html/_images/pdf_shift_lumis.png
diff --git a/docs/sphinx/build/html/_images/plot_bsm_corr_linear.png b/docs/sphinx/build/html/_images/plot_bsm_corr_linear.png
diff --git a/docs/sphinx/build/html/_images/plot_bsm_corr_quad.png b/docs/sphinx/build/html/_images/plot_bsm_corr_quad.png
diff --git a/docs/sphinx/build/html/_images/plot_fisher_information_by_sector.png b/docs/sphinx/build/html/_images/plot_fisher_information_by_sector.png
diff --git a/docs/sphinx/build/html/_images/simunet-DY-WY.png b/docs/sphinx/build/html/_images/simunet-DY-WY.png
diff --git a/docs/sphinx/build/html/_images/simunet-DY-qq.png b/docs/sphinx/build/html/_images/simunet-DY-qq.png
diff --git a/docs/sphinx/build/html/_images/simunet_figure.png b/docs/sphinx/build/html/_images/simunet_figure.png
diff --git a/docs/sphinx/build/html/_images/sm_smeft_pdf.png b/docs/sphinx/build/html/_images/sm_smeft_pdf.png
diff --git a/docs/sphinx/build/html/_images/smeft-pdf-95cl-bounds.png b/docs/sphinx/build/html/_images/smeft-pdf-95cl-bounds.png
diff --git a/docs/sphinx/build/html/_images/smeft_lin_nlo_comparison.png b/docs/sphinx/build/html/_images/smeft_lin_nlo_comparison.png
diff --git a/docs/sphinx/build/html/_images/smeft_quad_nlo_comparison.png b/docs/sphinx/build/html/_images/smeft_quad_nlo_comparison.png
diff --git a/docs/sphinx/build/html/_images/wilsons_summary.png b/docs/sphinx/build/html/_images/wilsons_summary.png
diff --git a/docs/sphinx/build/html/_sources/bibliography.rst b/docs/sphinx/build/html/_sources/bibliography.rst
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+**Bibliography**
+================
+
+.. bibliography:: simunet.bib