From 03e76969b4d34708ce8a689cd8d290ca5407793f Mon Sep 17 00:00:00 2001
From: PopSim-bot <graham.gower+popsim-bot@gmail.com>
Date: Tue, 14 Nov 2023 21:35:47 +0000
Subject: [PATCH] Automated doc build for refs/heads/main

---
 ...og_anapla_models_mallardblackduck_2l19.png | Bin 37757 -> 37651 bytes
 ...g_homsap_models_americanadmixture_4b11.png | Bin 71937 -> 72517 bytes
 ...catalog_homsap_models_outofafrica_2t12.png | Bin 53093 -> 53059 bytes
 ...catalog_homsap_models_outofafrica_3g09.png | Bin 68418 -> 69766 bytes
 ...catalog_homsap_models_outofafrica_4j17.png | Bin 72307 -> 72560 bytes
 ...odels_outofafricaarchaicadmixture_5r19.png | Bin 74262 -> 75105 bytes
 ...aextendedneandertaladmixturepulse_3i21.png | Bin 31302 -> 31303 bytes
 ...homsap_models_papuansoutofafrica_10j19.png | Bin 63285 -> 64203 bytes
 .../sec_catalog_homsap_models_zigzag_1s14.png | Bin 39381 -> 39364 bytes
 ...orysat_models_bottleneckmigration_3c07.png | Bin 59116 -> 59352 bytes
 ...catalog_pantro_models_bonoboghost_4k19.png | Bin 40586 -> 40493 bytes
 ..._catalog_ponabe_models_twospecies_2l11.png | Bin 45514 -> 44635 bytes
 main/_sources/tutorial.rst.txt                |  51 +++++++++
 main/catalog.html                             | 100 +++++++++---------
 main/objects.inv                              | Bin 3763 -> 3899 bytes
 main/searchindex.js                           |   2 +-
 main/tutorial.html                            |  45 ++++++++
 17 files changed, 147 insertions(+), 51 deletions(-)

diff --git a/main/_images/sec_catalog_anapla_models_mallardblackduck_2l19.png b/main/_images/sec_catalog_anapla_models_mallardblackduck_2l19.png
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diff --git a/main/_sources/tutorial.rst.txt b/main/_sources/tutorial.rst.txt
index 3559d97..7a76d64 100644
--- a/main/_sources/tutorial.rst.txt
+++ b/main/_sources/tutorial.rst.txt
@@ -1379,6 +1379,57 @@ We can see that diversity is substantially reduced around the beneficial
 mutation (vertical dashed line), relative to what would be expected under
 neutrality.
 
+.. _sec_tute_moving_dfes:
+
+5.  Using a DFE from one species in another species
+---------------------------------------------------
+
+There are not very many empirically estimated DFEs in the literature
+(certainly not as many as demographic models!).
+How, then, to add selection to your simulation of a species without a published DFE?
+By diving into :ref:`the API <sec_api_dfes>` you could build one yourself.
+However, it's easier to borrow one from another species,
+and arguably biologically more plausible.
+(At least some aspects of the DFE should be shared at least by some species,
+such as the swath of deleterious mutations due to breakages in cellular machinery.)
+For some discussion of this,
+see `Kyriazis et al 2022 <https://www.biorxiv.org/content/10.1101/2022.08.12.503792v1>`_,
+which proposes a "generic" DFE for use in a variety of contexts.
+This DFE was estimated from human data, so it's under HomSap:
+
+.. code-block:: python
+
+    homsap = stdpopsim.get_species("HomSap")
+    dfe = homsap.get_dfe("Mixed_K23")
+    print(dfe.long_description)
+
+Even though the DFE is stored under HomSap in the catalogue,
+we can apply it to a contig from any species.
+For instance, we could apply it to the first 100Kb
+of the :ref:`Vaquita <sec_catalog_PhoSin>` chromosome 1:
+
+.. code-block:: python
+
+    vaquita = stdpopsim.get_species("PhoSin")
+    contig = vaquita.get_contig("1", right=1e5)
+    contig.add_dfe(intervals=[[0, 1e5]], DFE=dfe)
+    model = vaquita.get_demographic_model("Vaquita2Epoch_1R22")
+    samples = {"Vaquita": 50}
+
+    engine = stdpopsim.get_engine("slim")
+    ts = engine.simulate(
+        model,
+        contig,
+        samples,
+        seed=159,
+        slim_scaling_factor=10,
+        slim_burn_in=10,
+    )
+
+To make the example quick, we've only simulated the first 100Kb;
+a more realistic example would apply it to the exons, available
+as a :ref:`annotation <sec_catalog_phosin_annotations>`.
+
 .. _sec_tute_analyses:
 
 *******************************
diff --git a/main/catalog.html b/main/catalog.html
index 323784d..1e363fb 100644
--- a/main/catalog.html
+++ b/main/catalog.html
@@ -377,7 +377,7 @@
 Then, if you feel ready, make an issue on our
 <a class="reference external" href="https://github.com/popgensims/stdpopsim/issues">GitHub page</a>.</p>
 <section id="sec_catalog_AedAeg">
-<span id="sec_catalog_AedAeg"></span><h2>Aedes aegypti<a class="headerlink" href="#sec_catalog_AedAeg" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_aedaeg"></span><h2>Aedes aegypti<a class="headerlink" href="#sec_catalog_AedAeg" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>AedAeg</p>
@@ -433,7 +433,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_AedAeg_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_AnaPla">
-<span id="sec_catalog_AnaPla"></span><h2>Anas platyrhynchos<a class="headerlink" href="#sec_catalog_AnaPla" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_anapla"></span><h2>Anas platyrhynchos<a class="headerlink" href="#sec_catalog_AnaPla" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>AnaPla</p>
@@ -673,7 +673,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_AnaPla_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_AnaPla_models">
-<h3>Demographic Models<a class="headerlink" href="#sec_catalog_AnaPla_models" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_anapla_models"></span><h3>Demographic Models<a class="headerlink" href="#sec_catalog_AnaPla_models" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -784,7 +784,7 @@ <h3>Demographic Models<a class="headerlink" href="#sec_catalog_AnaPla_models" ti
 </section>
 </section>
 <section id="sec_catalog_AnoCar">
-<span id="sec_catalog_AnoCar"></span><h2>Anolis carolinensis<a class="headerlink" href="#sec_catalog_AnoCar" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_anocar"></span><h2>Anolis carolinensis<a class="headerlink" href="#sec_catalog_AnoCar" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>AnoCar</p>
@@ -890,7 +890,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_AnoCar_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_AnoGam">
-<span id="sec_catalog_AnoGam"></span><h2>Anopheles gambiae<a class="headerlink" href="#sec_catalog_AnoGam" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_anogam"></span><h2>Anopheles gambiae<a class="headerlink" href="#sec_catalog_AnoGam" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>AnoGam</p>
@@ -955,7 +955,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_AnoGam_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_AnoGam_models">
-<h3>Demographic Models<a class="headerlink" href="#sec_catalog_AnoGam_models" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_anogam_models"></span><h3>Demographic Models<a class="headerlink" href="#sec_catalog_AnoGam_models" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -1042,7 +1042,7 @@ <h3>Demographic Models<a class="headerlink" href="#sec_catalog_AnoGam_models" ti
 </section>
 </section>
 <section id="sec_catalog_ApiMel">
-<span id="sec_catalog_ApiMel"></span><h2>Apis mellifera<a class="headerlink" href="#sec_catalog_ApiMel" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_apimel"></span><h2>Apis mellifera<a class="headerlink" href="#sec_catalog_ApiMel" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>ApiMel</p>
@@ -1163,7 +1163,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_ApiMel_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_AraTha">
-<span id="sec_catalog_AraTha"></span><h2>Arabidopsis thaliana<a class="headerlink" href="#sec_catalog_AraTha" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_aratha"></span><h2>Arabidopsis thaliana<a class="headerlink" href="#sec_catalog_AraTha" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>AraTha</p>
@@ -1233,7 +1233,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_AraTha_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_AraTha_genetic_maps">
-<h3>Genetic Maps<a class="headerlink" href="#sec_catalog_AraTha_genetic_maps" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_aratha_genetic_maps"></span><h3>Genetic Maps<a class="headerlink" href="#sec_catalog_AraTha_genetic_maps" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -1267,7 +1267,7 @@ <h3>Genetic Maps<a class="headerlink" href="#sec_catalog_AraTha_genetic_maps" ti
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_AraTha_models">
-<h3>Demographic Models<a class="headerlink" href="#sec_catalog_AraTha_models" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_aratha_models"></span><h3>Demographic Models<a class="headerlink" href="#sec_catalog_AraTha_models" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -1678,7 +1678,7 @@ <h3>Demographic Models<a class="headerlink" href="#sec_catalog_AraTha_models" ti
 <img alt="_images/sec_catalog_aratha_models_african3epoch_1h18.png" src="_images/sec_catalog_aratha_models_african3epoch_1h18.png" />
 </section>
 <section id="sec_catalog_AraTha_annotations">
-<h3>Annotations<a class="headerlink" href="#sec_catalog_AraTha_annotations" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_aratha_annotations"></span><h3>Annotations<a class="headerlink" href="#sec_catalog_AraTha_annotations" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -1716,7 +1716,7 @@ <h3>Annotations<a class="headerlink" href="#sec_catalog_AraTha_annotations" titl
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_AraTha_dfe">
-<h3>Distribution of Fitness Effects (DFEs)<a class="headerlink" href="#sec_catalog_AraTha_dfe" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_aratha_dfe"></span><h3>Distribution of Fitness Effects (DFEs)<a class="headerlink" href="#sec_catalog_AraTha_dfe" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -1743,7 +1743,7 @@ <h3>Distribution of Fitness Effects (DFEs)<a class="headerlink" href="#sec_catal
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_BosTau">
-<span id="sec_catalog_BosTau"></span><h2>Bos taurus<a class="headerlink" href="#sec_catalog_BosTau" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_bostau"></span><h2>Bos taurus<a class="headerlink" href="#sec_catalog_BosTau" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>BosTau</p>
@@ -1933,7 +1933,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_BosTau_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_BosTau_models">
-<h3>Demographic Models<a class="headerlink" href="#sec_catalog_BosTau_models" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_bostau_models"></span><h3>Demographic Models<a class="headerlink" href="#sec_catalog_BosTau_models" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -2110,7 +2110,7 @@ <h3>Demographic Models<a class="headerlink" href="#sec_catalog_BosTau_models" ti
 </section>
 </section>
 <section id="sec_catalog_CaeEle">
-<span id="sec_catalog_CaeEle"></span><h2>Caenorhabditis elegans<a class="headerlink" href="#sec_catalog_CaeEle" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_caeele"></span><h2>Caenorhabditis elegans<a class="headerlink" href="#sec_catalog_CaeEle" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>CaeEle</p>
@@ -2180,7 +2180,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_CaeEle_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_CaeEle_genetic_maps">
-<h3>Genetic Maps<a class="headerlink" href="#sec_catalog_CaeEle_genetic_maps" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_caeele_genetic_maps"></span><h3>Genetic Maps<a class="headerlink" href="#sec_catalog_CaeEle_genetic_maps" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -2218,7 +2218,7 @@ <h3>Genetic Maps<a class="headerlink" href="#sec_catalog_CaeEle_genetic_maps" ti
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_CanFam">
-<span id="sec_catalog_CanFam"></span><h2>Canis familiaris<a class="headerlink" href="#sec_catalog_CanFam" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_canfam"></span><h2>Canis familiaris<a class="headerlink" href="#sec_catalog_CanFam" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>CanFam</p>
@@ -2453,7 +2453,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_CanFam_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_CanFam_genetic_maps">
-<h3>Genetic Maps<a class="headerlink" href="#sec_catalog_CanFam_genetic_maps" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_canfam_genetic_maps"></span><h3>Genetic Maps<a class="headerlink" href="#sec_catalog_CanFam_genetic_maps" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -2486,7 +2486,7 @@ <h3>Genetic Maps<a class="headerlink" href="#sec_catalog_CanFam_genetic_maps" ti
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_ChlRei">
-<span id="sec_catalog_ChlRei"></span><h2>Chlamydomonas reinhardtii<a class="headerlink" href="#sec_catalog_ChlRei" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_chlrei"></span><h2>Chlamydomonas reinhardtii<a class="headerlink" href="#sec_catalog_ChlRei" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>ChlRei</p>
@@ -2607,7 +2607,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_ChlRei_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_DroMel">
-<span id="sec_catalog_DroMel"></span><h2>Drosophila melanogaster<a class="headerlink" href="#sec_catalog_DroMel" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_dromel"></span><h2>Drosophila melanogaster<a class="headerlink" href="#sec_catalog_DroMel" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>DroMel</p>
@@ -2690,7 +2690,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_DroMel_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_DroMel_genetic_maps">
-<h3>Genetic Maps<a class="headerlink" href="#sec_catalog_DroMel_genetic_maps" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_dromel_genetic_maps"></span><h3>Genetic Maps<a class="headerlink" href="#sec_catalog_DroMel_genetic_maps" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -2745,7 +2745,7 @@ <h3>Genetic Maps<a class="headerlink" href="#sec_catalog_DroMel_genetic_maps" ti
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_DroMel_models">
-<h3>Demographic Models<a class="headerlink" href="#sec_catalog_DroMel_models" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_dromel_models"></span><h3>Demographic Models<a class="headerlink" href="#sec_catalog_DroMel_models" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -2947,7 +2947,7 @@ <h3>Demographic Models<a class="headerlink" href="#sec_catalog_DroMel_models" ti
 <img alt="_images/sec_catalog_dromel_models_outofafrica_2l06.png" src="_images/sec_catalog_dromel_models_outofafrica_2l06.png" />
 </section>
 <section id="sec_catalog_DroMel_annotations">
-<h3>Annotations<a class="headerlink" href="#sec_catalog_DroMel_annotations" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_dromel_annotations"></span><h3>Annotations<a class="headerlink" href="#sec_catalog_DroMel_annotations" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -2985,7 +2985,7 @@ <h3>Annotations<a class="headerlink" href="#sec_catalog_DroMel_annotations" titl
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_DroMel_dfe">
-<h3>Distribution of Fitness Effects (DFEs)<a class="headerlink" href="#sec_catalog_DroMel_dfe" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_dromel_dfe"></span><h3>Distribution of Fitness Effects (DFEs)<a class="headerlink" href="#sec_catalog_DroMel_dfe" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -3024,7 +3024,7 @@ <h3>Distribution of Fitness Effects (DFEs)<a class="headerlink" href="#sec_catal
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_DroSec">
-<span id="sec_catalog_DroSec"></span><h2>Drosophila sechellia<a class="headerlink" href="#sec_catalog_DroSec" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_drosec"></span><h2>Drosophila sechellia<a class="headerlink" href="#sec_catalog_DroSec" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>DroSec</p>
@@ -3090,7 +3090,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_DroSec_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_EscCol">
-<span id="sec_catalog_EscCol"></span><h2>Escherichia coli<a class="headerlink" href="#sec_catalog_EscCol" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_esccol"></span><h2>Escherichia coli<a class="headerlink" href="#sec_catalog_EscCol" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>EscCol</p>
@@ -3136,7 +3136,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_EscCol_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_GasAcu">
-<span id="sec_catalog_GasAcu"></span><h2>Gasterosteus aculeatus<a class="headerlink" href="#sec_catalog_GasAcu" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_gasacu"></span><h2>Gasterosteus aculeatus<a class="headerlink" href="#sec_catalog_GasAcu" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>GasAcu</p>
@@ -3287,7 +3287,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_GasAcu_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_HelAnn">
-<span id="sec_catalog_HelAnn"></span><h2>Helianthus annuus<a class="headerlink" href="#sec_catalog_HelAnn" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_helann"></span><h2>Helianthus annuus<a class="headerlink" href="#sec_catalog_HelAnn" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>HelAnn</p>
@@ -3408,7 +3408,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_HelAnn_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_HelMel">
-<span id="sec_catalog_HelMel"></span><h2>Heliconius melpomene<a class="headerlink" href="#sec_catalog_HelMel" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_helmel"></span><h2>Heliconius melpomene<a class="headerlink" href="#sec_catalog_HelMel" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>HelMel</p>
@@ -3549,7 +3549,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_HelMel_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_HomSap">
-<span id="sec_catalog_HomSap"></span><h2>Homo sapiens<a class="headerlink" href="#sec_catalog_HomSap" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_homsap"></span><h2>Homo sapiens<a class="headerlink" href="#sec_catalog_HomSap" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>HomSap</p>
@@ -3709,7 +3709,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_HomSap_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_HomSap_genetic_maps">
-<h3>Genetic Maps<a class="headerlink" href="#sec_catalog_HomSap_genetic_maps" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_homsap_genetic_maps"></span><h3>Genetic Maps<a class="headerlink" href="#sec_catalog_HomSap_genetic_maps" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -4340,7 +4340,7 @@ <h3>Genetic Maps<a class="headerlink" href="#sec_catalog_HomSap_genetic_maps" ti
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_HomSap_models">
-<h3>Demographic Models<a class="headerlink" href="#sec_catalog_HomSap_models" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_homsap_models"></span><h3>Demographic Models<a class="headerlink" href="#sec_catalog_HomSap_models" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -6469,7 +6469,7 @@ <h3>Demographic Models<a class="headerlink" href="#sec_catalog_HomSap_models" ti
 <img alt="_images/sec_catalog_homsap_models_ancienteurope_4a21.png" src="_images/sec_catalog_homsap_models_ancienteurope_4a21.png" />
 </section>
 <section id="sec_catalog_HomSap_annotations">
-<h3>Annotations<a class="headerlink" href="#sec_catalog_HomSap_annotations" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_homsap_annotations"></span><h3>Annotations<a class="headerlink" href="#sec_catalog_HomSap_annotations" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -6507,7 +6507,7 @@ <h3>Annotations<a class="headerlink" href="#sec_catalog_HomSap_annotations" titl
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_HomSap_dfe">
-<h3>Distribution of Fitness Effects (DFEs)<a class="headerlink" href="#sec_catalog_HomSap_dfe" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_homsap_dfe"></span><h3>Distribution of Fitness Effects (DFEs)<a class="headerlink" href="#sec_catalog_HomSap_dfe" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -6570,7 +6570,7 @@ <h3>Distribution of Fitness Effects (DFEs)<a class="headerlink" href="#sec_catal
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_MusMus">
-<span id="sec_catalog_MusMus"></span><h2>Mus musculus<a class="headerlink" href="#sec_catalog_MusMus" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_musmus"></span><h2>Mus musculus<a class="headerlink" href="#sec_catalog_MusMus" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>MusMus</p>
@@ -6715,7 +6715,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_MusMus_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_MusMus_models">
-<h3>Demographic Models<a class="headerlink" href="#sec_catalog_MusMus_models" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_musmus_models"></span><h3>Demographic Models<a class="headerlink" href="#sec_catalog_MusMus_models" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -8299,7 +8299,7 @@ <h3>Demographic Models<a class="headerlink" href="#sec_catalog_MusMus_models" ti
 </section>
 </section>
 <section id="sec_catalog_OrySat">
-<span id="sec_catalog_OrySat"></span><h2>Oryza sativa<a class="headerlink" href="#sec_catalog_OrySat" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_orysat"></span><h2>Oryza sativa<a class="headerlink" href="#sec_catalog_OrySat" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>OrySat</p>
@@ -8404,7 +8404,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_OrySat_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_OrySat_models">
-<h3>Demographic Models<a class="headerlink" href="#sec_catalog_OrySat_models" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_orysat_models"></span><h3>Demographic Models<a class="headerlink" href="#sec_catalog_OrySat_models" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -8536,7 +8536,7 @@ <h3>Demographic Models<a class="headerlink" href="#sec_catalog_OrySat_models" ti
 </section>
 </section>
 <section id="sec_catalog_PanTro">
-<span id="sec_catalog_PanTro"></span><h2>Pan troglodytes<a class="headerlink" href="#sec_catalog_PanTro" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_pantro"></span><h2>Pan troglodytes<a class="headerlink" href="#sec_catalog_PanTro" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>PanTro</p>
@@ -8696,7 +8696,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_PanTro_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_PanTro_models">
-<h3>Demographic Models<a class="headerlink" href="#sec_catalog_PanTro_models" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_pantro_models"></span><h3>Demographic Models<a class="headerlink" href="#sec_catalog_PanTro_models" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -8902,7 +8902,7 @@ <h3>Demographic Models<a class="headerlink" href="#sec_catalog_PanTro_models" ti
 </section>
 </section>
 <section id="sec_catalog_PapAnu">
-<span id="sec_catalog_PapAnu"></span><h2>Papio anubis<a class="headerlink" href="#sec_catalog_PapAnu" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_papanu"></span><h2>Papio anubis<a class="headerlink" href="#sec_catalog_PapAnu" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>PapAnu</p>
@@ -9047,7 +9047,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_PapAnu_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_PapAnu_genetic_maps">
-<h3>Genetic Maps<a class="headerlink" href="#sec_catalog_PapAnu_genetic_maps" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_papanu_genetic_maps"></span><h3>Genetic Maps<a class="headerlink" href="#sec_catalog_PapAnu_genetic_maps" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -9077,7 +9077,7 @@ <h3>Genetic Maps<a class="headerlink" href="#sec_catalog_PapAnu_genetic_maps" ti
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_PapAnu_models">
-<h3>Demographic Models<a class="headerlink" href="#sec_catalog_PapAnu_models" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_papanu_models"></span><h3>Demographic Models<a class="headerlink" href="#sec_catalog_PapAnu_models" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -9215,7 +9215,7 @@ <h3>Demographic Models<a class="headerlink" href="#sec_catalog_PapAnu_models" ti
 </section>
 </section>
 <section id="sec_catalog_PhoSin">
-<span id="sec_catalog_PhoSin"></span><h2>Phocoena sinus<a class="headerlink" href="#sec_catalog_PhoSin" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_phosin"></span><h2>Phocoena sinus<a class="headerlink" href="#sec_catalog_PhoSin" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>PhoSin</p>
@@ -9360,7 +9360,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_PhoSin_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_PhoSin_models">
-<h3>Demographic Models<a class="headerlink" href="#sec_catalog_PhoSin_models" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_phosin_models"></span><h3>Demographic Models<a class="headerlink" href="#sec_catalog_PhoSin_models" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -9455,7 +9455,7 @@ <h3>Demographic Models<a class="headerlink" href="#sec_catalog_PhoSin_models" ti
 <img alt="_images/sec_catalog_phosin_models_vaquita2epoch_1r22.png" src="_images/sec_catalog_phosin_models_vaquita2epoch_1r22.png" />
 </section>
 <section id="sec_catalog_PhoSin_annotations">
-<h3>Annotations<a class="headerlink" href="#sec_catalog_PhoSin_annotations" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_phosin_annotations"></span><h3>Annotations<a class="headerlink" href="#sec_catalog_PhoSin_annotations" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -9494,7 +9494,7 @@ <h3>Annotations<a class="headerlink" href="#sec_catalog_PhoSin_annotations" titl
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_PonAbe">
-<span id="sec_catalog_PonAbe"></span><h2>Pongo abelii<a class="headerlink" href="#sec_catalog_PonAbe" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_ponabe"></span><h2>Pongo abelii<a class="headerlink" href="#sec_catalog_PonAbe" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>PonAbe</p>
@@ -9654,7 +9654,7 @@ <h3>Genome<a class="headerlink" href="#sec_catalog_PonAbe_genome" title="Permali
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_PonAbe_genetic_maps">
-<h3>Genetic Maps<a class="headerlink" href="#sec_catalog_PonAbe_genetic_maps" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_ponabe_genetic_maps"></span><h3>Genetic Maps<a class="headerlink" href="#sec_catalog_PonAbe_genetic_maps" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -9702,7 +9702,7 @@ <h3>Genetic Maps<a class="headerlink" href="#sec_catalog_PonAbe_genetic_maps" ti
 </section>
 <hr class="docutils" />
 <section id="sec_catalog_PonAbe_models">
-<h3>Demographic Models<a class="headerlink" href="#sec_catalog_PonAbe_models" title="Permalink to this heading"></a></h3>
+<span id="sec_catalog_ponabe_models"></span><h3>Demographic Models<a class="headerlink" href="#sec_catalog_PonAbe_models" title="Permalink to this heading"></a></h3>
 <table class="docutils align-default">
 <thead>
 <tr class="row-odd"><th class="head"><p>ID</p></th>
@@ -9819,7 +9819,7 @@ <h3>Demographic Models<a class="headerlink" href="#sec_catalog_PonAbe_models" ti
 </section>
 </section>
 <section id="sec_catalog_StrAga">
-<span id="sec_catalog_StrAga"></span><h2>Streptococcus agalactiae<a class="headerlink" href="#sec_catalog_StrAga" title="Permalink to this heading"></a></h2>
+<span id="sec_catalog_straga"></span><h2>Streptococcus agalactiae<a class="headerlink" href="#sec_catalog_StrAga" title="Permalink to this heading"></a></h2>
 <dl class="field-list simple">
 <dt class="field-odd">ID<span class="colon">:</span></dt>
 <dd class="field-odd"><p>StrAga</p>
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diff --git a/main/searchindex.js b/main/searchindex.js
index 21c9a74..e9e23f2 100644
--- a/main/searchindex.js
+++ b/main/searchindex.js
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"anogam": 3, "apimel": 3, "aratha": 3, "bostau": 3, "caeel": 3, "canfam": 3, "chlrei": 3, "dromel": 3, "drosec": 3, "esccol": 3, "gasacu": 3, "helann": 3, "helmel": 3, "homsap": 3, "musmu": 3, "orysat": 3, "pantro": 3, "papanu": 3, "phosin": 3, "ponab": 3, "straga": 3, "download": 3, "develop": 4, "instal": [4, 6], "us": [4, 8], "virtual": 4, "environ": 4, "github": 4, "workflow": 4, "pre": 4, "commit": 4, "check": [4, 8], "rebas": 4, "when": 4, "goe": 4, "wrong": 4, "ad": 4, "new": 4, "which": 4, "inform": 4, "do": 4, "i": 4, "need": 4, "have": 4, "my": 4, "get": [4, 7], "set": [4, 8], "up": [4, 8], "add": 4, "code": 4, "test": 4, "your": 4, "submit": 4, "pr": 4, "overview": 4, "stdpopsim": [4, 5, 8], "review": 4, "process": 4, "implement": 4, "what": 4, "ar": 4, "appropri": 4, "tabl": [4, 5], "doc": 4, "lift": 4, "over": 4, "standard": 4, "convent": 4, "unit": 4, "coverag": 4, "document": [4, 5], "make": 4, "releas": 4, "welcom": 5, "s": 5, "content": 5, "indic": 5, "requir": 6, 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\ No newline at end of file
diff --git a/main/tutorial.html b/main/tutorial.html
index b319f50..5f76e35 100644
--- a/main/tutorial.html
+++ b/main/tutorial.html
@@ -94,6 +94,7 @@
 <li class="toctree-l4"><a class="reference internal" href="#simulating-selection-in-a-single-gene">2. Simulating selection in a single gene</a></li>
 <li class="toctree-l4"><a class="reference internal" href="#simulating-selection-on-exons">3. Simulating selection on exons</a></li>
 <li class="toctree-l4"><a class="reference internal" href="#selective-sweeps">4.  Selective sweeps</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#using-a-dfe-from-one-species-in-another-species">5.  Using a DFE from one species in another species</a></li>
 </ul>
 </li>
 </ul>
@@ -1428,6 +1429,50 @@ <h5>Outputting the <code class="docutils literal notranslate"><span class="pre">
 mutation (vertical dashed line), relative to what would be expected under
 neutrality.</p>
 </section>
+<section id="using-a-dfe-from-one-species-in-another-species">
+<span id="sec-tute-moving-dfes"></span><h4>5.  Using a DFE from one species in another species<a class="headerlink" href="#using-a-dfe-from-one-species-in-another-species" title="Permalink to this heading"></a></h4>
+<p>There are not very many empirically estimated DFEs in the literature
+(certainly not as many as demographic models!).
+How, then, to add selection to your simulation of a species without a published DFE?
+By diving into <a class="reference internal" href="api.html#sec-api-dfes"><span class="std std-ref">the API</span></a> you could build one yourself.
+However, it’s easier to borrow one from another species,
+and arguably biologically more plausible.
+(At least some aspects of the DFE should be shared at least by some species,
+such as the swath of deleterious mutations due to breakages in cellular machinery.)
+For some discussion of this,
+see <a class="reference external" href="https://www.biorxiv.org/content/10.1101/2022.08.12.503792v1">Kyriazis et al 2022</a>,
+which proposes a “generic” DFE for use in a variety of contexts.
+This DFE was estimated from human data, so it’s under HomSap:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">homsap</span> <span class="o">=</span> <span class="n">stdpopsim</span><span class="o">.</span><span class="n">get_species</span><span class="p">(</span><span class="s2">&quot;HomSap&quot;</span><span class="p">)</span>
+<span class="n">dfe</span> <span class="o">=</span> <span class="n">homsap</span><span class="o">.</span><span class="n">get_dfe</span><span class="p">(</span><span class="s2">&quot;Mixed_K23&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">dfe</span><span class="o">.</span><span class="n">long_description</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>Even though the DFE is stored under HomSap in the catalogue,
+we can apply it to a contig from any species.
+For instance, we could apply it to the first 100Kb
+of the <a class="reference internal" href="catalog.html#sec_catalog_phosin"><span class="std std-ref">Vaquita</span></a> chromosome 1:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">vaquita</span> <span class="o">=</span> <span class="n">stdpopsim</span><span class="o">.</span><span class="n">get_species</span><span class="p">(</span><span class="s2">&quot;PhoSin&quot;</span><span class="p">)</span>
+<span class="n">contig</span> <span class="o">=</span> <span class="n">vaquita</span><span class="o">.</span><span class="n">get_contig</span><span class="p">(</span><span class="s2">&quot;1&quot;</span><span class="p">,</span> <span class="n">right</span><span class="o">=</span><span class="mf">1e5</span><span class="p">)</span>
+<span class="n">contig</span><span class="o">.</span><span class="n">add_dfe</span><span class="p">(</span><span class="n">intervals</span><span class="o">=</span><span class="p">[[</span><span class="mi">0</span><span class="p">,</span> <span class="mf">1e5</span><span class="p">]],</span> <span class="n">DFE</span><span class="o">=</span><span class="n">dfe</span><span class="p">)</span>
+<span class="n">model</span> <span class="o">=</span> <span class="n">vaquita</span><span class="o">.</span><span class="n">get_demographic_model</span><span class="p">(</span><span class="s2">&quot;Vaquita2Epoch_1R22&quot;</span><span class="p">)</span>
+<span class="n">samples</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;Vaquita&quot;</span><span class="p">:</span> <span class="mi">50</span><span class="p">}</span>
+
+<span class="n">engine</span> <span class="o">=</span> <span class="n">stdpopsim</span><span class="o">.</span><span class="n">get_engine</span><span class="p">(</span><span class="s2">&quot;slim&quot;</span><span class="p">)</span>
+<span class="n">ts</span> <span class="o">=</span> <span class="n">engine</span><span class="o">.</span><span class="n">simulate</span><span class="p">(</span>
+    <span class="n">model</span><span class="p">,</span>
+    <span class="n">contig</span><span class="p">,</span>
+    <span class="n">samples</span><span class="p">,</span>
+    <span class="n">seed</span><span class="o">=</span><span class="mi">159</span><span class="p">,</span>
+    <span class="n">slim_scaling_factor</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span>
+    <span class="n">slim_burn_in</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span>
+<span class="p">)</span>
+</pre></div>
+</div>
+<p>To make the example quick, we’ve only simulated the first 100Kb;
+a more realistic example would apply it to the exons, available
+as a <a class="reference internal" href="catalog.html#sec_catalog_phosin_annotations"><span class="std std-ref">annotation</span></a>.</p>
+</section>
 </section>
 </section>
 <section id="example-analyses-with-stdpopsim">