From 90b55a67301e8a8966db881532134516c6b7fb2d Mon Sep 17 00:00:00 2001
From: Johannes Buchner <johannes.buchner.acad@gmx.com>
Date: Wed, 29 May 2024 21:53:35 +0200
Subject: [PATCH] update doc

---
 _images/debugging_11_0.svg                    |    378 +-
 _images/debugging_17_0.svg                    |    160 +-
 _images/debugging_38_0.svg                    |  11008 +-
 _images/debugging_40_0.svg                    |  12121 +-
 _images/debugging_43_0.svg                    |  42114 ++---
 _images/debugging_50_0.svg                    |   1525 +-
 _images/debugging_52_0.svg                    |   1279 +-
 .../example-intrinsic-distribution_16_0.svg   |     94 +-
 .../example-intrinsic-distribution_16_1.svg   |     94 +-
 .../example-intrinsic-distribution_17_3.svg   |     94 +-
 .../example-intrinsic-distribution_17_4.svg   |     94 +-
 .../example-intrinsic-distribution_20_0.svg   |    216 +-
 .../example-intrinsic-distribution_3_0.svg    |    138 +-
 .../example-intrinsic-distribution_6_0.svg    |     72 +-
 _images/example-outliers_11_0.svg             |    240 +-
 _images/example-outliers_14_1.svg             |     76 +-
 _images/example-outliers_3_0.svg              |     68 +-
 .../example-sine-bayesian-workflow_10_0.svg   |    478 +-
 .../example-sine-bayesian-workflow_10_1.svg   |    470 +-
 .../example-sine-bayesian-workflow_10_2.svg   |    470 +-
 .../example-sine-bayesian-workflow_10_3.svg   |    478 +-
 .../example-sine-bayesian-workflow_10_4.svg   |    466 +-
 .../example-sine-bayesian-workflow_10_5.svg   |    466 +-
 .../example-sine-bayesian-workflow_10_6.svg   |    474 +-
 .../example-sine-bayesian-workflow_10_7.svg   |    478 +-
 .../example-sine-bayesian-workflow_15_0.svg   |    178 +-
 .../example-sine-bayesian-workflow_18_0.svg   |    374 +-
 .../example-sine-bayesian-workflow_18_1.svg   |    374 +-
 .../example-sine-bayesian-workflow_6_1.svg    |    458 +-
 _images/example-sine-highd_21_0.svg           |    406 +-
 _images/example-sine-highd_21_1.svg           |    406 +-
 _images/example-sine-highd_22_0.svg           |   1140 +-
 _images/example-sine-highd_22_1.svg           |   1140 +-
 _images/example-sine-highd_26_0.svg           |    488 +-
 _images/example-sine-highd_27_0.svg           |    488 +-
 _images/example-sine-highd_6_0.svg            |    474 +-
 _images/example-sine-line_18_0.svg            |    406 +-
 _images/example-sine-line_18_1.svg            |    406 +-
 _images/example-sine-line_21_1.svg            |    244 +-
 _images/example-sine-line_24_0.svg            | 134042 +++++++--------
 _images/example-sine-line_6_0.svg             |    230 +-
 _images/example-sine-modelcomparison_16_0.svg |    390 +-
 _images/example-sine-modelcomparison_16_1.svg |    390 +-
 _images/example-sine-modelcomparison_17_0.svg |     30 +-
 _images/example-sine-modelcomparison_17_1.svg |     30 +-
 _images/example-sine-modelcomparison_22_1.svg |    488 +-
 _images/example-sine-modelcomparison_30_0.svg |    114 +-
 _images/example-sine-modelcomparison_6_0.svg  |    474 +-
 _images/priors_16_0.svg                       |     84 +-
 _images/priors_20_0.svg                       |    288 +-
 _images/priors_23_0.svg                       |    536 +-
 _images/priors_28_0.svg                       |    436 +-
 _images/priors_30_0.svg                       |    786 +-
 _images/priors_35_0.svg                       |   1144 +-
 _images/priors_3_0.svg                        |     68 +-
 _images/priors_9_0.svg                        |    867 +-
 _images/using-ultranest_15_0.svg              |   3324 +-
 _images/using-ultranest_15_1.svg              |   3324 +-
 _images/using-ultranest_4_0.svg               |   1600 +-
 _modules/ultranest/calibrator.html            |      2 +-
 _modules/ultranest/integrator.html            |    126 +-
 _modules/ultranest/netiter.html               |     16 +-
 _modules/ultranest/plot.html                  |      7 +-
 _modules/ultranest/popstepsampler.html        |      6 +-
 _modules/ultranest/samplingpath.html          |      9 +-
 _modules/ultranest/stepsampler.html           |     14 +-
 _modules/ultranest/store.html                 |     17 +-
 _modules/ultranest/utils.html                 |      2 +-
 _modules/ultranest/viz.html                   |      8 +-
 _sources/performance.rst.txt                  |     11 +-
 debugging.html                                |     10 +-
 example-intrinsic-distribution.html           |      8 +-
 example-outliers.html                         |      8 +-
 example-sine-bayesian-workflow.html           |      4 +-
 example-sine-highd.html                       |     12 +-
 example-sine-line.html                        |      6 +-
 example-sine-modelcomparison.html             |     38 +-
 performance.html                              |     13 +-
 searchindex.js                                |      2 +-
 ultranest.html                                |     93 +-
 using-ultranest.html                          |     28 +-
 81 files changed, 115024 insertions(+), 114594 deletions(-)

diff --git a/_images/debugging_11_0.svg b/_images/debugging_11_0.svg
index 02bc046c..55e27966 100644
--- a/_images/debugging_11_0.svg
+++ b/_images/debugging_11_0.svg
@@ -6,7 +6,7 @@
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    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2024-05-27T13:10:07.647272</dc:date>
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     <dc:creator>
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@@ -41,65 +41,65 @@ z
     <g id="xtick_1">
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       </defs>
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-       <use xlink:href="#m2df27c24a8" x="129.588242" y="24.12" style="stroke: #000000; stroke-width: 0.8"/>
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BThaGzpUqJ+3LAGzHc1hTNX/ZfOItihx66TQZQWPBvgZPAX1o8zindx71HbPt6PUYSijJoerwpaI/vSNBlEV5XM8YtIUwvBjGHJJXmiK/lY6YclsA4boLAwhpzUn7jDtS5yRE7bCG5uyOZwyuBUxo20Pqc2AvBIzdIU8dAtduSlfXZqxukhW4A+LZgy0hnFZImrV899ktMvBGJ88Vms+dB0Nbi1SraD0ZssFU+f4BzO3b2pwT9jy3Lyu0GG9op7MhT6kNz/sjwdDWIjWFdOsw1XFmSLvbbDOHHFoLwxNitkitHmoB7z7r3te5Ac90BW0Nt6SsUVrSRiNoWdjQ3NRmf2DIufe+CJJ76k7JDlHGnueygP57A51zu94P2Bul5jrbw4rOcDk2sYDhdXY20DB0yDEAH54ilLdh45JPyQ4WXg/erCF2Y193zR0pGto6G9N13pyVSq/LsYlk8nEfBag6Rlud4lgPHWMcfi1o7tJibuecvwdPbPXGdJ1PvWvQW5Rl2X65R0wh/27rx4fu1YfcH2kbe8i8Y2xGuqDtwKbrKVJXROv9DkBbemSdOjkqljf+aNKmxtim3NsBsc9TuaKiv1Re4RPbCJJnWJtC9FQWF4UOyR9dQyJphxSrwxU1HbpOCJX6+RrX4zhWB+Vc5guVavkojAdNHmqj5xqhs4i14bPHXW21YDWtz6X4DtWEaaylYQQRlDTp4w6eEYpWG8WIxmeNMXV1d9a2OiaP7Vk3G2tUa4LOPHFgGE2+JvCYxvSi1XZey7pkND6b1idt9vV+jQ0hWNNATYeCeplAB8t8w4sXlR4jhKUH8+a9dXxOKBV1TXGs7nOhsxEJxvQyCe0h+KbP1oOF9t5JdINc27Gl5kUHhkt709m7RRrwfL5XIdkYle6aAPRZKXeE5x6ST0UtYKMjrXTqZB50n0DZpeO/Y6x79z4wjgcO7h1Heqhn8DoSiswyOnXEgs4NmbcagQdGyBPeg8XfOnOYYwOF/Utv557aDUES6ZMMTzqyIfOufYKNYm3AQzXHEARoj2B7LtyWEA9jvGtTwoCF+hxawb1bmqExVEdMzqkrHdJ5SmsPoVjuBdq9sk/P48XDtx26ijF/DBQdb+fuamk67gS78nWojmjvbzUCQ/gJJWDviuvBw6sefcgTdaliCfH+TkD/du4uubgopspX24d/huqI9v5kukMex/W54bdC/c7VlfTZnMBNC/69AQu5uJysXSvzNf74o0k+Q3XEdP/sDtBZnpu3evcN3TOJ8/JTgImXmmcfovI86gE6FSF2MTt2ajlKAPa7lsk8STcDaHnZ4/xREIwaCUJavG7smbQuo+G68Cv2QzUqYj5EMrWCNQUE3ytIwdBmVxNk6DG0len7mWfpc6dswOfatnjAUBsiCZ1eTBI++dMxlnYDr+0ez6dRTRuIrvm/tw1JLoxD7nAmvXuagJH65E/bWCZlW0L06R9b8sB1vbZF8aDxXMBGUA3YphSOCpN6d8WLEg4wJp/8MY7V0jVbQfylIe7TB1mv7yMqPsfbqAnacrQ59sx95cpT4Y2PrpmB/tELXFfo9gnWEH+Ncq35ztlrJZB2aOHoUXTRI/WIx9hYpwMPdPQnnfa2QdciXcDwrtGBLcbB7baEvM1k269d67Q83KZrbU/m0KAKXTqU7Pty8gZYeMg8po+ST/H6QtUZ397eiFAPRMDjhk42KACbPB7Nu4fap4CiM2PvGPdChKPdST1NNYZRangc/ZFMzUFHH/KQZdvQGe9GEFtwniNXanltEKMMKCNf63U56NiFSraqzoSIBEl5UxVtCpBgcevdKIl+/sPegELvQAPxtV4e59TnvgIMsg1hBKl5UxVJG6mMQEa5hDCAXehl5MwfX+uN7Yy8G0GC3lRFskYaKZWsnpAzzJEsf0IhnyJNCCnvOs+5czbqk2UZGzvpKe86T3ZHuAtJtUhNr/9wHMfZa0X2epVylcqfEUoMs02TkjICdL/+o8843t9PEwjJKVfId7SmmFalZgStr//oOc4Qxaru9y00dbxEGwkhnUBy3bkohXGK1m8L38VqysUvI6S8xtKFtnljRYLkrL8HfKcrQdIfn8oVMjqNGPmMOhjLCLwJ3lbYvpTCt9ACKsGUHU0MGHWwAHAfE0pTlKO+6nkQ9bpbEDujXe+4TA4+nvaaA2LQtQWp96t7+ivBJ8LkXnrXg+V9np1NDb368r6f4U0IwfcnFjD/DdqLls+iQuMN+LlWXp/2wfKiKJ6Yvh8Tmndv6rxdcq3TkRCcD43uUIwHqB0fbB/cUUkpXVDpmULHqAsp8bcvGoWxrmhTP/NArFVkUZ4E8uENes/b4qWHQqUnmLeLqJyjZQxDaXTpDg0l1lbgvo8T9J6X5jTS68p81bEEbhvGUs4x07dBNLoYwSBiewjcK1MHzNu2jtHrJQtEUc6Rd74H0dhrxzhSqjAZXHf6Q2AMnvY9Sq22q2Z7vNYGM25LjonoOtXXCNTz7p3n3xPcZ8hIG9GfqQh+gG4O7b8+yCnS9BDjybKUn5YKgVmmiHOO6MEP0CV6Xj4k5rrTO4VOmBPyg/YZVphzmjfICHw9E5yRMSaGpkO+ngmeBObsDU24DjQPLYxXAM4gDGDftWiKXXQF+ONzc8bsaR5kBLRZ9AzCEPjtwVZQFDE2o13nm02nq4cjmA3NJvjqDnV2RDRhVVbE2B0Vp/lm1umy6vbEoHnslMuLEVgySmW68VXZoTElZQ6oICm1ckdtv8Z871CD6VNSxJERREES4/+oBjmrfYKxw2oIzJGmmLDhX2pvoBuKKGE1pmIm5rGDIwBvO3ViFm+l5k4HxN9ejtHJmH3bcET45m1nd8tLJEggZDPjEOmkqnUOmwBvBiMyDeaXZDmswyaS+kqHxj5cFbWwMjHWIKTovBkjpfCFDqUNsg5f6dCoGyoJPeGlC+Vj8CZ6ShEJQdYxq+5QG2KE9FRSnxjvj5oT5tYdakPwkJ5KJ8ewjrFT1mQxi+6QJVIJ6WPhutNvxLVJhzIyTLhOkSAjQ4tsBD0x5wfOrytmZwQRlDTvFkdCLIczOyNAeCWdfYGZULSL4nDm2CINunucShs0MFJpp0Y5CZC7QxkbkDbW1hCOchIbbK4bgnNMhzIkuKQ2fAwFwgCmVP84pU+TNYKE8tbUMSSvTqL+CfFSAHnMKdcEqeStqcM5r06o/umUtUMqVI2ZdCTo8ABevdRcI0tCJ2yHwEbWfSNeNaa2ME7lxGGs17oTvY8h/ubx2/wK+elhCD2mdCiVVCPWwzJLCAPYjTBXdKTysE9IDEndTEaQxDtpIuak1V/e8eUVE/O0OoVPQsZjgmWU9wkCIaW/0JOYQSYDllE2gkDIipc+vEWCLGz/iMXTLDsBHy3SfKrSP2LxNCnZjdWm9mEE2h7uXPvukRBrpzaJHWEJoxhlsJogF4YZfTGWnEIem0ipBTernvhcMdYxjWvRHcqRIKMN18IIYiAb2nQxygG6mRbNSXVaxsBU5TrWKdI5KkxqnZYxEFSuoYxsrOcJUiqavSChs/djIrRcgzQ4ck2QMRmEqruyEWQkh9hNhqSfLGP4zgWnWsBdI1jXFj5kueU6SGRF8l1wzbEwnxP6NBkGy3JrwCAxFcl35yV3chJGz+eiB8uyAOCUf+XNoYy5wKkwzgaQMSe4FsadqVAuPsMh89YvXI0gxHtgMuyReesRTjvGlrujXnYPp5p6hVi38qJcIBf2XhDs2ITHYwRTfRYgxLp5TIz9oNKcMIXNsqm2M0Ose6q8iIq+NVMSxyammvJkpIm+j/amEglyoZfhE70iZo4EGdceSRiBLeZoLHOkaWqo0qGJbMDMMW2aFU0T0aMG5JpgCsKYY3dkbjRNQY8aqNKhOYTlMWmYA/98YIp8qDbLXDa3EiR4zI21qW7qecUUn7VubZFa5He9Q1/gnHHM1GIyac0U8/aQ6Do20eXdXM4HBfOYY3qhiXnAHLUkVEZgSG1aldxR8LN73coE0SmDBFPdYJAL42TeIp0xPqakD0MNVq4JJpPThkbOmQFMSx8GtWUntWMcC1PyghnDI0E2Ag2uUz6ckY0gIyOZo9QZGaMhG0HGtUc2goxrj2tvBLkdmhHUCCaiYJM7+pvhF6EjwRQUbEqbQhkBELRFmvvt48EX79Vx5ijToJGg5yu2M/zCVxRWx5lCdO+Fa18Yu2IC9Y6vNE8dZ3bpY94xdkQ+X+SO1FKqHAncMTuPGBFJpVQ5EmREgez96aNkIkE2gowoSCF9NKVhOR3KiIUU0kdtGjaZSJBaMZUxPZh0KNgf6XBZTAfyGxIyBsH0Yoix0iGX7kAK4TRjhhglHcqpTUZKmExNkLGJ7Ez8IHeHpg3vm06pHgcJua5sBNNGiDopqd1cCcHWNUp3KKMdtmlOoPefpvqazGDryjVBgkhhd/U6wTodSjVXnClyOzgi+qRDo2xWXccOiG2acx15EwJ9CuOxvFOqhZo3DIiys+eNihAZibURmB6VjJAmXYfUwFWZrwNvVHg3fB/doaBp0sT+AowrnDofc+SNRYrnvUs0uDuU89IMnxijM5ZbpBnRYOMwx3CqebMsIyY6U+cxUrz/BwyH1uHtHx2RAAAAAElFTkSuQmCC" 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diff --git a/_images/example-intrinsic-distribution_16_0.svg b/_images/example-intrinsic-distribution_16_0.svg
index f3365f82..7e1260f3 100644
--- a/_images/example-intrinsic-distribution_16_0.svg
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index 3d8031bf..6189427e 100644
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diff --git a/_images/example-intrinsic-distribution_17_3.svg b/_images/example-intrinsic-distribution_17_3.svg
index b3f062c2..b52eec67 100644
--- a/_images/example-intrinsic-distribution_17_3.svg
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diff --git a/_images/example-intrinsic-distribution_6_0.svg b/_images/example-intrinsic-distribution_6_0.svg
index 52f2da36..d0962b4b 100644
--- a/_images/example-intrinsic-distribution_6_0.svg
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     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2024-05-27T13:10:06.749824</dc:date>
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 L 125.569809 230.919621 
 z
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 L 189.140203 205.491083 
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-" clip-path="url(#p2cb2ed42a5)" style="fill: #008fd5; fill-opacity: 0.3"/>
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 L 236.240367 180.011665 
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-" clip-path="url(#p2cb2ed42a5)" style="fill: #008fd5; fill-opacity: 0.3"/>
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 L 185.758005 154.623453 
 z
-" clip-path="url(#p2cb2ed42a5)" style="fill: #008fd5; fill-opacity: 0.3"/>
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 L 185.452494 129.132437 
 L 184.540679 129.155246 
 z
-" clip-path="url(#p2cb2ed42a5)" style="fill: #008fd5; fill-opacity: 0.3"/>
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 L 157.104662 103.615228 
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-" clip-path="url(#p2cb2ed42a5)" style="fill: #008fd5; fill-opacity: 0.3"/>
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 L 144.832324 78.121233 
 z
-" clip-path="url(#p2cb2ed42a5)" style="fill: #008fd5; fill-opacity: 0.3"/>
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 L 39.801477 52.653759 
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 L 139.144141 26.811151 
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diff --git a/_images/example-outliers_11_0.svg b/_images/example-outliers_11_0.svg
index 161f29e0..65286f25 100644
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+       <use xlink:href="#m7c9ce64f35" x="648.127289" y="674.23" style="stroke: #000000; stroke-width: 0.8"/>
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index eda7f4c3..d7f26a13 100644
--- a/_images/example-sine-line_6_0.svg
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-    <dc:date>2024-05-27T13:10:06.592229</dc:date>
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-       <use xlink:href="#m2aebbc582a" x="46.252525" y="275.062" style="stroke: #000000; stroke-width: 0.8"/>
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diff --git a/_modules/ultranest/calibrator.html b/_modules/ultranest/calibrator.html
index 4c774c52..9a8c9024 100644
--- a/_modules/ultranest/calibrator.html
+++ b/_modules/ultranest/calibrator.html
@@ -241,7 +241,7 @@ <h1>Source code for ultranest.calibrator</h1><div class="highlight"><pre>
                 <span class="n">nsteps</span><span class="o">=</span><span class="n">nsteps</span><span class="p">,</span> <span class="n">generate_direction</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">stepsampler</span><span class="o">.</span><span class="n">generate_direction</span><span class="p">,</span>
                 <span class="n">check_nsteps</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">stepsampler</span><span class="o">.</span><span class="n">check_nsteps</span><span class="p">,</span>
                 <span class="n">adaptive_nsteps</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">stepsampler</span><span class="o">.</span><span class="n">adaptive_nsteps</span><span class="p">,</span>
-                <span class="n">log</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="n">init_args</span><span class="p">[</span><span class="s1">&#39;log_dir&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="s1">&#39;/stepsampler.log&#39;</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">if</span> <span class="s1">&#39;log_dir&#39;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">init_args</span> <span class="k">else</span> <span class="kc">None</span><span class="p">)</span>
+                <span class="n">log</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="n">init_args</span><span class="p">[</span><span class="s1">&#39;log_dir&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="s1">&#39;/stepsampler.log&#39;</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">if</span> <span class="s1">&#39;log_dir&#39;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">init_args</span> <span class="k">else</span> <span class="kc">None</span><span class="p">)</span>  <span class="c1"># noqa: SIM115</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">sampler</span> <span class="o">=</span> <span class="n">sampler</span>
             <span class="n">result</span> <span class="o">=</span> <span class="n">sampler</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">run_args</span><span class="p">)</span>
             <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Z=</span><span class="si">%(logz).2f</span><span class="s2"> +- </span><span class="si">%(logzerr).2f</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">result</span><span class="p">)</span>
diff --git a/_modules/ultranest/integrator.html b/_modules/ultranest/integrator.html
index 0d241f42..904fe309 100644
--- a/_modules/ultranest/integrator.html
+++ b/_modules/ultranest/integrator.html
@@ -126,11 +126,10 @@ <h1>Source code for ultranest.integrator</h1><div class="highlight"><pre>
 <span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
 <span class="kn">from</span> <span class="nn">numpy</span> <span class="kn">import</span> <span class="n">exp</span><span class="p">,</span> <span class="n">log</span><span class="p">,</span> <span class="n">logaddexp</span>
 
-<span class="kn">from</span> <span class="nn">ultranest.mlfriends</span> <span class="kn">import</span> <span class="p">(</span><span class="n">AffineLayer</span><span class="p">,</span> <span class="n">LocalAffineLayer</span><span class="p">,</span> <span class="n">MLFriends</span><span class="p">,</span>
-                                 <span class="n">RobustEllipsoidRegion</span><span class="p">,</span> <span class="n">ScalingLayer</span><span class="p">,</span>
-                                 <span class="n">WrappingEllipsoid</span><span class="p">,</span> <span class="n">find_nearby</span><span class="p">)</span>
-
 <span class="kn">from</span> <span class="nn">.hotstart</span> <span class="kn">import</span> <span class="n">get_auxiliary_contbox_parameterization</span>
+<span class="kn">from</span> <span class="nn">.mlfriends</span> <span class="kn">import</span> <span class="p">(</span><span class="n">AffineLayer</span><span class="p">,</span> <span class="n">LocalAffineLayer</span><span class="p">,</span> <span class="n">MLFriends</span><span class="p">,</span>
+                        <span class="n">RobustEllipsoidRegion</span><span class="p">,</span> <span class="n">ScalingLayer</span><span class="p">,</span> <span class="n">WrappingEllipsoid</span><span class="p">,</span>
+                        <span class="n">find_nearby</span><span class="p">)</span>
 <span class="kn">from</span> <span class="nn">.netiter</span> <span class="kn">import</span> <span class="p">(</span><span class="n">BreadthFirstIterator</span><span class="p">,</span> <span class="n">MultiCounter</span><span class="p">,</span> <span class="n">PointPile</span><span class="p">,</span>
                       <span class="n">SingleCounter</span><span class="p">,</span> <span class="n">TreeNode</span><span class="p">,</span> <span class="n">combine_results</span><span class="p">,</span>
                       <span class="n">count_tree_between</span><span class="p">,</span> <span class="n">dump_tree</span><span class="p">,</span> <span class="n">find_nodes_before</span><span class="p">,</span>
@@ -382,7 +381,7 @@ <h1>Source code for ultranest.integrator</h1><div class="highlight"><pre>
             <span class="n">logls_new</span> <span class="o">=</span> <span class="p">[]</span>
 
         <span class="n">j</span> <span class="o">=</span> <span class="mi">0</span>
-        <span class="k">for</span> <span class="n">Lmin</span><span class="p">,</span> <span class="n">active_values</span><span class="p">,</span> <span class="n">children</span> <span class="ow">in</span> <span class="n">batch</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">_Lmin</span><span class="p">,</span> <span class="n">active_values</span><span class="p">,</span> <span class="n">children</span> <span class="ow">in</span> <span class="n">batch</span><span class="p">:</span>
 
             <span class="n">next_node2</span> <span class="o">=</span> <span class="n">explorer2</span><span class="o">.</span><span class="n">next_node</span><span class="p">()</span>
             <span class="n">rootid2</span><span class="p">,</span> <span class="n">node2</span><span class="p">,</span> <span class="p">(</span><span class="n">active_nodes2</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">active_values2</span><span class="p">,</span> <span class="n">_</span><span class="p">)</span> <span class="o">=</span> <span class="n">next_node2</span>
@@ -427,7 +426,7 @@ <h1>Source code for ultranest.integrator</h1><div class="highlight"><pre>
                 <span class="n">last_good_like</span> <span class="o">=</span> <span class="n">last_good_like</span> <span class="o">*</span> <span class="n">epsilon</span>
                 <span class="k">break</span>
 
-            <span class="k">for</span> <span class="n">u</span><span class="p">,</span> <span class="n">v</span><span class="p">,</span> <span class="n">logl_old</span> <span class="ow">in</span> <span class="n">children</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">u</span><span class="p">,</span> <span class="n">v</span><span class="p">,</span> <span class="n">_logl_old</span> <span class="ow">in</span> <span class="n">children</span><span class="p">:</span>
                 <span class="n">logl_new</span> <span class="o">=</span> <span class="n">logls_new</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
                 <span class="n">j</span> <span class="o">+=</span> <span class="mi">1</span>
 
@@ -520,7 +519,7 @@ <h1>Source code for ultranest.integrator</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="NestedSampler">
 <a class="viewcode-back" href="../../ultranest.html#ultranest.integrator.NestedSampler">[docs]</a>
-<span class="k">class</span> <span class="nc">NestedSampler</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="k">class</span> <span class="nc">NestedSampler</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Simple Nested sampler for reference.&quot;&quot;&quot;</span>
 
     <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span>
@@ -697,7 +696,7 @@ <h1>Source code for ultranest.integrator</h1><div class="highlight"><pre>
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="p">:</span>
             <span class="c1"># try to resume:</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">&#39;Resuming...&#39;</span><span class="p">)</span>
-            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">num_live_points</span><span class="p">):</span>
+            <span class="k">for</span> <span class="n">_i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">num_live_points</span><span class="p">):</span>
                 <span class="n">_</span><span class="p">,</span> <span class="n">row</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">pointstore</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="o">-</span><span class="n">np</span><span class="o">.</span><span class="n">inf</span><span class="p">)</span>
                 <span class="k">if</span> <span class="n">row</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
                     <span class="n">prev_logl</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
@@ -1111,7 +1110,7 @@ <h1>Source code for ultranest.integrator</h1><div class="highlight"><pre>
             <span class="n">old_param_names</span> <span class="o">=</span> <span class="n">f</span><span class="o">.</span><span class="n">readline</span><span class="p">()</span><span class="o">.</span><span class="n">lstrip</span><span class="p">(</span><span class="s1">&#39;#&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
             <span class="n">auxiliary_usamples</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">loadtxt</span><span class="p">(</span><span class="n">f</span><span class="p">)</span>
     <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
-        <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="s1">&#39;not hot-resuming, could not load file &quot;</span><span class="si">%s</span><span class="s1">&quot;&#39;</span> <span class="o">%</span> <span class="n">usample_filename</span><span class="p">)</span>
+        <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="s1">&#39;not hot-resuming, could not load file &quot;</span><span class="si">%s</span><span class="s1">&quot;&#39;</span> <span class="o">%</span> <span class="n">usample_filename</span><span class="p">,</span> <span class="n">stacklevel</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
         <span class="k">return</span> <span class="n">param_names</span><span class="p">,</span> <span class="n">loglike</span><span class="p">,</span> <span class="n">transform</span><span class="p">,</span> <span class="n">vectorized</span>
 
     <span class="n">ulogl</span> <span class="o">=</span> <span class="n">auxiliary_usamples</span><span class="p">[:,</span><span class="mi">1</span><span class="p">]</span>
@@ -1141,7 +1140,7 @@ <h1>Source code for ultranest.integrator</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="ReactiveNestedSampler">
 <a class="viewcode-back" href="../../ultranest.html#ultranest.integrator.ReactiveNestedSampler">[docs]</a>
-<span class="k">class</span> <span class="nc">ReactiveNestedSampler</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="k">class</span> <span class="nc">ReactiveNestedSampler</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Nested sampler with reactive exploration strategy.</span>
 
 <span class="sd">    Storage &amp; resume capable, optionally MPI parallelised.</span>
@@ -1610,7 +1609,7 @@ <h1>Source code for ultranest.integrator</h1><div class="highlight"><pre>
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">log</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">use_point_stack</span><span class="p">:</span>
             <span class="c1"># try to resume:</span>
             <span class="c1"># self.logger.info(&#39;Resuming...&#39;)</span>
-            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nnewroots</span><span class="p">):</span>
+            <span class="k">for</span> <span class="n">_i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nnewroots</span><span class="p">):</span>
                 <span class="n">rowid</span><span class="p">,</span> <span class="n">row</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">pointstore</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="o">-</span><span class="n">np</span><span class="o">.</span><span class="n">inf</span><span class="p">)</span>
                 <span class="k">if</span> <span class="n">row</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
                     <span class="k">break</span>
@@ -1800,7 +1799,7 @@ <h1>Source code for ultranest.integrator</h1><div class="highlight"><pre>
 
         <span class="n">Llo_KL</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">inf</span>
         <span class="n">Lhi_KL</span> <span class="o">=</span> <span class="o">-</span><span class="n">np</span><span class="o">.</span><span class="n">inf</span>
-        <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">pi</span><span class="p">,</span> <span class="n">dKLi</span><span class="p">,</span> <span class="n">logwi</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">transpose</span><span class="p">(),</span> <span class="n">dKLtot</span><span class="p">,</span> <span class="n">other_logw</span><span class="p">)):</span>
+        <span class="k">for</span> <span class="n">pi</span><span class="p">,</span> <span class="n">dKLi</span><span class="p">,</span> <span class="n">logwi</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">transpose</span><span class="p">(),</span> <span class="n">dKLtot</span><span class="p">,</span> <span class="n">other_logw</span><span class="p">):</span>
             <span class="k">if</span> <span class="n">dKLi</span> <span class="o">&gt;</span> <span class="n">dKL</span><span class="p">:</span>
                 <span class="n">ilo</span><span class="p">,</span> <span class="n">ihi</span> <span class="o">=</span> <span class="n">_get_cumsum_range</span><span class="p">(</span><span class="n">pi</span><span class="p">,</span> <span class="mf">1.</span> <span class="o">/</span> <span class="mi">400</span><span class="p">)</span>
                 <span class="c1"># ilo and ihi are most likely missing in this iterator</span>
@@ -1830,9 +1829,8 @@ <h1>Source code for ultranest.integrator</h1><div class="highlight"><pre>
         <span class="n">logzerr_tail</span> <span class="o">=</span> <span class="n">logaddexp</span><span class="p">(</span><span class="n">log</span><span class="p">(</span><span class="n">tail_fraction</span><span class="p">)</span> <span class="o">+</span> <span class="n">main_iterator</span><span class="o">.</span><span class="n">logZ</span><span class="p">,</span> <span class="n">main_iterator</span><span class="o">.</span><span class="n">logZ</span><span class="p">)</span> <span class="o">-</span> <span class="n">main_iterator</span><span class="o">.</span><span class="n">logZ</span>
         <span class="n">maxlogzerr</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">main_iterator</span><span class="o">.</span><span class="n">logZerr</span><span class="p">,</span> <span class="n">deltalogZ</span><span class="o">.</span><span class="n">max</span><span class="p">(),</span> <span class="n">main_iterator</span><span class="o">.</span><span class="n">logZerr_bs</span><span class="p">)</span>
         <span class="k">if</span> <span class="n">maxlogzerr</span> <span class="o">&gt;</span> <span class="n">dlogz</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">logzerr_tail</span> <span class="o">&gt;</span> <span class="n">maxlogzerr</span><span class="p">:</span>
-                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="p">:</span>
-                    <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;logz error is dominated by tail. Decrease frac_remain to make progress.&quot;</span><span class="p">)</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">log</span> <span class="ow">and</span> <span class="n">logzerr_tail</span> <span class="o">&gt;</span> <span class="n">maxlogzerr</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;logz error is dominated by tail. Decrease frac_remain to make progress.&quot;</span><span class="p">)</span>
             <span class="c1"># very convervative estimation using all iterations</span>
             <span class="c1"># this punishes short intervals with many live points</span>
             <span class="n">niter_max</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">saved_logl</span><span class="p">)</span>
@@ -1934,7 +1932,7 @@ <h1>Source code for ultranest.integrator</h1><div class="highlight"><pre>
                 <span class="n">warning_message</span> <span class="o">=</span> <span class="n">warning_message1</span> <span class="o">+</span> <span class="p">(</span><span class="n">warning_message2</span> <span class="o">%</span> <span class="p">(</span><span class="s1">&#39; (stored for you in </span><span class="si">%s</span><span class="s1">.csv)&#39;</span> <span class="o">%</span> <span class="n">debug_filename</span><span class="p">))</span>
             <span class="k">else</span><span class="p">:</span>
                 <span class="n">warning_message</span> <span class="o">=</span> <span class="n">warning_message1</span> <span class="o">+</span> <span class="n">warning_message2</span> <span class="o">%</span> <span class="s1">&#39;&#39;</span>
-            <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="n">warning_message</span><span class="p">)</span>
+            <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="n">warning_message</span><span class="p">,</span> <span class="n">stacklevel</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
             <span class="n">logl_region</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">loglike</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">region</span><span class="o">.</span><span class="n">u</span><span class="p">))</span>
             <span class="k">if</span> <span class="p">(</span><span class="n">logl_region</span> <span class="o">==</span> <span class="n">Lmin</span><span class="p">)</span><span class="o">.</span><span class="n">all</span><span class="p">():</span>
                 <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
@@ -1969,12 +1967,12 @@ <h1>Source code for ultranest.integrator</h1><div class="highlight"><pre>
             <span class="k">assert</span> <span class="bp">self</span><span class="o">.</span><span class="n">region</span><span class="o">.</span><span class="n">inside</span><span class="p">(</span><span class="n">active_u</span><span class="p">)</span><span class="o">.</span><span class="n">any</span><span class="p">(),</span> \
                 <span class="p">(</span><span class="s2">&quot;None of the live points satisfies the current region!&quot;</span><span class="p">,</span>
                  <span class="bp">self</span><span class="o">.</span><span class="n">region</span><span class="o">.</span><span class="n">maxradiussq</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">region</span><span class="o">.</span><span class="n">u</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">region</span><span class="o">.</span><span class="n">unormed</span><span class="p">,</span> <span class="n">active_u</span><span class="p">,</span>
-                 <span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">region</span><span class="p">,</span> <span class="s1">&#39;bbox_lo&#39;</span><span class="p">),</span>
-                 <span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">region</span><span class="p">,</span> <span class="s1">&#39;bbox_hi&#39;</span><span class="p">),</span>
-                 <span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">region</span><span class="p">,</span> <span class="s1">&#39;ellipsoid_cov&#39;</span><span class="p">),</span>
-                 <span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">region</span><span class="p">,</span> <span class="s1">&#39;ellipsoid_center&#39;</span><span class="p">),</span>
-                 <span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">region</span><span class="p">,</span> <span class="s1">&#39;ellipsoid_invcov&#39;</span><span class="p">),</span>
-                 <span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">region</span><span class="p">,</span> <span class="s1">&#39;ellipsoid_cov&#39;</span><span class="p">),</span>
+                 <span class="bp">self</span><span class="o">.</span><span class="n">region</span><span class="o">.</span><span class="n">bbox_lo</span><span class="p">,</span>
+                 <span class="bp">self</span><span class="o">.</span><span class="n">region</span><span class="o">.</span><span class="n">bbox_hi</span><span class="p">,</span>
+                 <span class="bp">self</span><span class="o">.</span><span class="n">region</span><span class="o">.</span><span class="n">ellipsoid_cov</span><span class="p">,</span>
+                 <span class="bp">self</span><span class="o">.</span><span class="n">region</span><span class="o">.</span><span class="n">ellipsoid_center</span><span class="p">,</span>
+                 <span class="bp">self</span><span class="o">.</span><span class="n">region</span><span class="o">.</span><span class="n">ellipsoid_invcov</span><span class="p">,</span>
+                 <span class="bp">self</span><span class="o">.</span><span class="n">region</span><span class="o">.</span><span class="n">ellipsoid_cov</span><span class="p">,</span>
                  <span class="p">)</span>
 
         <span class="n">nit</span> <span class="o">=</span> <span class="mi">0</span>
@@ -2193,11 +2191,10 @@ <h1>Source code for ultranest.integrator</h1><div class="highlight"><pre>
                 <span class="n">nextregion</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">region_class</span><span class="p">(</span><span class="n">active_u</span><span class="p">,</span> <span class="n">nextTransformLayer</span><span class="p">)</span>
                 <span class="k">assert</span> <span class="n">np</span><span class="o">.</span><span class="n">isfinite</span><span class="p">(</span><span class="n">nextregion</span><span class="o">.</span><span class="n">unormed</span><span class="p">)</span><span class="o">.</span><span class="n">all</span><span class="p">()</span>
 
-                <span class="k">if</span> <span class="ow">not</span> <span class="n">nextTransformLayer</span><span class="o">.</span><span class="n">nclusters</span> <span class="o">&lt;</span> <span class="mi">20</span><span class="p">:</span>
-                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="p">:</span>
-                        <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span>
-                            <span class="s2">&quot;Found a lot of clusters: </span><span class="si">%d</span><span class="s2"> (</span><span class="si">%d</span><span class="s2"> with &gt;1 members)&quot;</span><span class="p">,</span>
-                            <span class="n">nextTransformLayer</span><span class="o">.</span><span class="n">nclusters</span><span class="p">,</span> <span class="p">(</span><span class="n">cluster_sizes</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span>
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">log</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">nextTransformLayer</span><span class="o">.</span><span class="n">nclusters</span> <span class="o">&lt;</span> <span class="mi">20</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span>
+                        <span class="s2">&quot;Found a lot of clusters: </span><span class="si">%d</span><span class="s2"> (</span><span class="si">%d</span><span class="s2"> with &gt;1 members)&quot;</span><span class="p">,</span>
+                        <span class="n">nextTransformLayer</span><span class="o">.</span><span class="n">nclusters</span><span class="p">,</span> <span class="p">(</span><span class="n">cluster_sizes</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span>
 
                 <span class="c1"># if self.log:</span>
                 <span class="c1">#     self.logger.info(&quot;computing maxradius...&quot;)</span>
@@ -2416,7 +2413,7 @@ <h1>Source code for ultranest.integrator</h1><div class="highlight"><pre>
             <span class="n">widen_before_initial_plateau_num_warn</span><span class="o">=</span><span class="mi">10000</span><span class="p">,</span>
             <span class="n">widen_before_initial_plateau_num_max</span><span class="o">=</span><span class="mi">50000</span><span class="p">,</span>
     <span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;Run until target convergence criteria are fulfilled.</span>
+<span class="w">        </span><span class="sa">r</span><span class="sd">&quot;&quot;&quot;Run until target convergence criteria are fulfilled.</span>
 
 <span class="sd">        Parameters</span>
 <span class="sd">        ----------</span>
@@ -2500,8 +2497,73 @@ <h1>Source code for ultranest.integrator</h1><div class="highlight"><pre>
 <span class="sd">            of initial live points so that once the plateau is traversed,</span>
 <span class="sd">            *min_num_live_points* live points remain, but not more than</span>
 <span class="sd">            *widen_before_initial_plateau_num_warn*.</span>
+
+
+<span class="sd">        Returns</span>
+<span class="sd">        ------</span>
+<span class="sd">        results (dict): Results dictionary, with the following entries:</span>
+
+<span class="sd">            - samples (ndarray): re-weighted posterior samples: distributed according</span>
+<span class="sd">            to :math:`p(\theta | d)` - these points are not sorted, and can be assumed</span>
+<span class="sd">            to have been randomly shuffled.</span>
+<span class="sd">            See :py:func:`ultranest.utils.resample_equal` for more details.</span>
+<span class="sd">            - logz (float64): natural logarithm of the evidence</span>
+<span class="sd">            :math:`\log Z = \log \int p(d|\theta) p(\theta) \text{d}\theta`</span>
+<span class="sd">            - logzerr (float64): global estimate of the :math:`1\sigma` error on</span>
+<span class="sd">            :math:`\log Z`</span>
+<span class="sd">            (`can be safely assumed to be Gaussian &lt;https://github.com/JohannesBuchner/UltraNest/issues/63&gt;`_);</span>
+<span class="sd">            obtained as the quadratic sum of ``logz_bs`` and ``logz_tail``.</span>
+<span class="sd">            Users are advised to use ``logz`` :math:`\pm` ``logzerr``</span>
+<span class="sd">            as the best estimate for the evidence and its error.</span>
+<span class="sd">            - niter (int): number of sampler iterations</span>
+<span class="sd">            - ncall (int): total number of likelihood evaluations (accepted and not)</span>
+<span class="sd">            - logz_bs (float64): estimate of :math:`\log Z` from bootstrapping -</span>
+<span class="sd">            for details, see the</span>
+<span class="sd">            `ultranest paper &lt;https://joss.theoj.org/papers/10.21105/joss.03001&gt;`_</span>
+<span class="sd">            - logzerr_bs (float64): estimate of the error on the  of :math:`\log Z`</span>
+<span class="sd">            from bootstrapping</span>
+<span class="sd">            - logz_single (float64): estimate of :math:`\log Z` from a single sampler</span>
+<span class="sd">            - logzerr_single (float64): estimate of the error :math:`\log Z` from a</span>
+<span class="sd">            single sampler, obtained as :math:`\sqrt{H / n_{\text{live}}}`</span>
+<span class="sd">            - logzerr_tail (float64): contribution of the tail (i.e. the terminal</span>
+<span class="sd">            leaves of the tree) to the error on :math:`\log Z` (?)</span>
+<span class="sd">            - ess (float64): effective sample size, i.e. number of samples divided by</span>
+<span class="sd">            the estimated correlation length, estimated as</span>
+<span class="sd">            :math:`N / (1 + N^{-1} \sum_i (N w_i - 1)^2)` where :math:`w_i` are</span>
+<span class="sd">            the sample weights while :math:`N` is the number of samples</span>
+<span class="sd">            - H (float64): `information gained &lt;https://arxiv.org/abs/2205.00009&gt;`_</span>
+<span class="sd">            - Herr (float64): (Gaussian) :math:`1\sigma` error on :math:`H`</span>
+<span class="sd">            - posterior (dict): summary information on the posterior marginal distributions for each parameter -</span>
+<span class="sd">            a dictionary of lists each with as many items as the fit parameters,</span>
+<span class="sd">            indexed as :math:`\theta_i` in the following:</span>
+<span class="sd">                - mean (list): expectation value of :math:`\theta_i`</span>
+<span class="sd">                - stdev (list): standard deviation of :math:`\theta_i`</span>
+<span class="sd">                - median (list): median of :math:`\theta_i`</span>
+<span class="sd">                - errlo (list): one-sigma lower quantile of the marginal for :math:`\theta_i`, i.e. 15.8655% quantile</span>
+<span class="sd">                - errup (list): one-sigma upper quantile of the marginal for :math:`\theta_i`, i.e. 84.1345% quantile</span>
+<span class="sd">                - information_gain_bits (list): information gain from the marginal prior on :math:`\theta_i` to the posterior</span>
+<span class="sd">            - weighted_samples (dict): weighted samples from the posterior, as computed during sampling,</span>
+<span class="sd">            sorted by their log-likelihood value</span>
+<span class="sd">                - upoints (ndarray): sample locations in the unit cube :math:`[0, 1]^{d}`,</span>
+<span class="sd">                where :math:`d` is the number of parameters - the shape is ``n_iter`` by :math:`d`</span>
+<span class="sd">                - points (ndarray): sample locations in the physical, user-provided space (same shape as ``upoints``)</span>
+<span class="sd">                - weights (ndarray): sample weights - shape ``n_iter``, they sum to 1</span>
+<span class="sd">                - logw (ndarray): logs of the sample weights (?)</span>
+<span class="sd">                - bootstrapped_weights (ndarray): bootstrapped estimate of the sample weights</span>
+<span class="sd">                - logl (ndarray): log-likelihood values at the sample points</span>
+<span class="sd">            - maximum_likelihood (dict): summary information on the maximum likelihood value</span>
+<span class="sd">            :math:`\theta_{ML}` found by the posterior exploration</span>
+<span class="sd">                - logl (float64): value of the log-likelihood at this point: :math:`\log p(d | \theta_{ML})`</span>
+<span class="sd">                - point (list): coordinates of :math:`\theta_{ML}` in the physical space</span>
+<span class="sd">                - point_untransformed (list): coordinates of :math:`\theta_{ML}` in the unit cube :math:`[0, 1]^{d}`</span>
+<span class="sd">            - paramnames (list): input parameter names</span>
+<span class="sd">            - insertion_order_MWW_test (dict): results for the Mann-Whitney U-test;</span>
+<span class="sd">            for more information, see the :py:class:`ultranest.netiter.MultiCounter` class</span>
+<span class="sd">            or `section 4.5.2 of Buchner 2023 &lt;http://arxiv.org/abs/2101.09675&gt;`_</span>
+<span class="sd">                - independent_iterations (float): shortest insertion order test run length</span>
+<span class="sd">                - converged (bool): whether the run is converged according to the MWW test, at the given threshold</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">for</span> <span class="n">result</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">run_iter</span><span class="p">(</span>
+        <span class="k">for</span> <span class="n">_result</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">run_iter</span><span class="p">(</span>
             <span class="n">update_interval_volume_fraction</span><span class="o">=</span><span class="n">update_interval_volume_fraction</span><span class="p">,</span>
             <span class="n">update_interval_ncall</span><span class="o">=</span><span class="n">update_interval_ncall</span><span class="p">,</span>
             <span class="n">log_interval</span><span class="o">=</span><span class="n">log_interval</span><span class="p">,</span>
@@ -2553,7 +2615,7 @@ <h1>Source code for ultranest.integrator</h1><div class="highlight"><pre>
             <span class="n">widen_before_initial_plateau_num_warn</span><span class="o">=</span><span class="mi">10000</span><span class="p">,</span>
             <span class="n">widen_before_initial_plateau_num_max</span><span class="o">=</span><span class="mi">50000</span><span class="p">,</span>
     <span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;Iterate towards convergence.</span>
+<span class="w">        </span><span class="sa">r</span><span class="sd">&quot;&quot;&quot;Iterate towards convergence.</span>
 
 <span class="sd">        Use as an iterator like so::</span>
 
@@ -2564,7 +2626,9 @@ <h1>Source code for ultranest.integrator</h1><div class="highlight"><pre>
 
 <span class="sd">        Yields</span>
 <span class="sd">        ------</span>
-<span class="sd">        results: dict</span>
+<span class="sd">        results (dict):</span>
+<span class="sd">            Results dictionary computed at the current iteration, with the same</span>
+<span class="sd">            keys as discussed in the :py:meth:`run` method.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="c1"># frac_remain=1  means 1:1 -&gt; dlogz=log(0.5)</span>
         <span class="c1"># frac_remain=0.1 means 1:10 -&gt; dlogz=log(0.1)</span>
diff --git a/_modules/ultranest/netiter.html b/_modules/ultranest/netiter.html
index 5495899b..71d52581 100644
--- a/_modules/ultranest/netiter.html
+++ b/_modules/ultranest/netiter.html
@@ -135,7 +135,7 @@ <h1>Source code for ultranest.netiter</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="TreeNode">
 <a class="viewcode-back" href="../../ultranest.html#ultranest.netiter.TreeNode">[docs]</a>
-<span class="k">class</span> <span class="nc">TreeNode</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="k">class</span> <span class="nc">TreeNode</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Simple tree node.&quot;&quot;&quot;</span>
 
     <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="nb">id</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">children</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
@@ -167,7 +167,7 @@ <h1>Source code for ultranest.netiter</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="BreadthFirstIterator">
 <a class="viewcode-back" href="../../ultranest.html#ultranest.netiter.BreadthFirstIterator">[docs]</a>
-<span class="k">class</span> <span class="nc">BreadthFirstIterator</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="k">class</span> <span class="nc">BreadthFirstIterator</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Generator exploring the tree.</span>
 
 <span class="sd">    Nodes are ordered by value and expanded in order.</span>
@@ -326,14 +326,14 @@ <h1>Source code for ultranest.netiter</h1><div class="highlight"><pre>
             <span class="n">lanes</span><span class="p">[</span><span class="n">laneid</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span><span class="o">.</span><span class="n">children</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="c1"># expand width:</span>
-            <span class="k">for</span> <span class="n">j</span><span class="p">,</span> <span class="n">child</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">node</span><span class="o">.</span><span class="n">children</span><span class="p">):</span>
+            <span class="k">for</span> <span class="n">j</span><span class="p">,</span> <span class="n">_child</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">node</span><span class="o">.</span><span class="n">children</span><span class="p">):</span>
                 <span class="n">rightstr2</span> <span class="o">=</span> <span class="n">_stringify_lanes</span><span class="p">(</span><span class="n">lanes</span><span class="p">[</span><span class="n">laneid</span> <span class="o">+</span> <span class="mi">1</span><span class="p">:],</span> <span class="n">char</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\\</span><span class="s1">&#39;</span><span class="p">)</span>
                 <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">rightstr2</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
                     <span class="n">sys</span><span class="o">.</span><span class="n">stdout</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">leftstr</span> <span class="o">+</span> <span class="s1">&#39;║&#39;</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span> <span class="o">*</span> <span class="n">j</span> <span class="o">+</span> <span class="n">rightstr2</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
             <span class="n">sys</span><span class="o">.</span><span class="n">stdout</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">leftstr</span> <span class="o">+</span> <span class="s1">&#39;╠&#39;</span> <span class="o">+</span> <span class="s1">&#39;╦&#39;</span> <span class="o">*</span> <span class="p">(</span><span class="n">nchildren</span> <span class="o">-</span> <span class="mi">2</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;╗&#39;</span> <span class="o">+</span> <span class="n">rightstr</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
 
             <span class="n">lanes</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="n">laneid</span><span class="p">)</span>
-            <span class="k">for</span> <span class="n">j</span><span class="p">,</span> <span class="n">child</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">node</span><span class="o">.</span><span class="n">children</span><span class="p">):</span>
+            <span class="k">for</span> <span class="n">child</span> <span class="ow">in</span> <span class="n">node</span><span class="o">.</span><span class="n">children</span><span class="p">:</span>
                 <span class="n">lanes</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">laneid</span><span class="p">,</span> <span class="n">child</span><span class="p">)</span>
         <span class="n">explorer</span><span class="o">.</span><span class="n">expand_children_of</span><span class="p">(</span><span class="n">rootid</span><span class="p">,</span> <span class="n">node</span><span class="p">)</span>
         <span class="n">lastlane</span> <span class="o">=</span> <span class="n">laneid</span></div>
@@ -520,7 +520,7 @@ <h1>Source code for ultranest.netiter</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="PointPile">
 <a class="viewcode-back" href="../../ultranest.html#ultranest.netiter.PointPile">[docs]</a>
-<span class="k">class</span> <span class="nc">PointPile</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="k">class</span> <span class="nc">PointPile</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;A in-memory linearized storage of point coordinates.</span>
 
 <span class="sd">    :py:class:`TreeNode` objects only store the logL value and id,</span>
@@ -617,7 +617,7 @@ <h1>Source code for ultranest.netiter</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="SingleCounter">
 <a class="viewcode-back" href="../../ultranest.html#ultranest.netiter.SingleCounter">[docs]</a>
-<span class="k">class</span> <span class="nc">SingleCounter</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="k">class</span> <span class="nc">SingleCounter</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Evidence log(Z) and posterior weight summation for a Nested Sampling tree.&quot;&quot;&quot;</span>
 
     <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">random</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
@@ -729,7 +729,7 @@ <h1>Source code for ultranest.netiter</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="MultiCounter">
 <a class="viewcode-back" href="../../ultranest.html#ultranest.netiter.MultiCounter">[docs]</a>
-<span class="k">class</span> <span class="nc">MultiCounter</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="k">class</span> <span class="nc">MultiCounter</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Like :py:class:`SingleCounter`, but bootstrap capable.</span>
 
 <span class="sd">    **Attributes**:</span>
@@ -773,7 +773,7 @@ <h1>Source code for ultranest.netiter</h1><div class="highlight"><pre>
         <span class="bp">self</span><span class="o">.</span><span class="n">rootids</span> <span class="o">=</span> <span class="p">[</span><span class="n">allyes</span><span class="p">]</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">insertion_order_sample</span> <span class="o">=</span> <span class="p">[]</span>
         <span class="c1"># np.random.seed(1)</span>
-        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nbootstraps</span><span class="p">):</span>
+        <span class="k">for</span> <span class="n">_i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nbootstraps</span><span class="p">):</span>
             <span class="n">mask</span> <span class="o">=</span> <span class="o">~</span><span class="n">allyes</span>
             <span class="n">rootids</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">unique</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="n">nroots</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="n">nroots</span><span class="p">))</span>
             <span class="n">mask</span><span class="p">[</span><span class="n">rootids</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span>
diff --git a/_modules/ultranest/plot.html b/_modules/ultranest/plot.html
index 729c969f..75ffc108 100644
--- a/_modules/ultranest/plot.html
+++ b/_modules/ultranest/plot.html
@@ -322,7 +322,7 @@ <h1>Source code for ultranest.plot</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="PredictionBand">
 <a class="viewcode-back" href="../../ultranest.html#ultranest.plot.PredictionBand">[docs]</a>
-<span class="k">class</span> <span class="nc">PredictionBand</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="k">class</span> <span class="nc">PredictionBand</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Plot bands of model predictions as calculated from a chain.</span>
 
 <span class="sd">    call add(y) to add predictions from each chain point</span>
@@ -546,7 +546,8 @@ <h1>Source code for ultranest.plot</h1><div class="highlight"><pre>
         <span class="k">else</span><span class="p">:</span>
             <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="s2">&quot;The number of iterations and samples differ &quot;</span>
                           <span class="s2">&quot;by an amount that isn&#39;t the number of final &quot;</span>
-                          <span class="s2">&quot;live points. `mark_final_live` has been disabled.&quot;</span><span class="p">)</span>
+                          <span class="s2">&quot;live points. `mark_final_live` has been disabled.&quot;</span><span class="p">,</span>
+                          <span class="n">stacklevel</span><span class="o">=</span><span class="mi">3</span><span class="p">)</span>
             <span class="n">mark_final_live</span> <span class="o">=</span> <span class="kc">False</span>
 
     <span class="c1"># Determine plotting bounds for each subplot.</span>
@@ -917,7 +918,7 @@ <h1>Source code for ultranest.plot</h1><div class="highlight"><pre>
         <span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="sa">r</span><span class="s2">&quot;$x_{</span><span class="si">%d</span><span class="s2">}$&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ndim</span><span class="p">)]</span>
 
     <span class="c1"># Setting up smoothing.</span>
-    <span class="k">if</span> <span class="p">(</span><span class="nb">isinstance</span><span class="p">(</span><span class="n">smooth</span><span class="p">,</span> <span class="n">int_type</span><span class="p">)</span> <span class="ow">or</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">smooth</span><span class="p">,</span> <span class="n">float_type</span><span class="p">)):</span>
+    <span class="k">if</span> <span class="p">(</span><span class="nb">isinstance</span><span class="p">(</span><span class="n">smooth</span><span class="p">,</span> <span class="n">int_type</span><span class="p">)</span> <span class="ow">or</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">smooth</span><span class="p">,</span> <span class="n">float_type</span><span class="p">)):</span>  <span class="c1"># noqa: SIM101</span>
         <span class="n">smooth</span> <span class="o">=</span> <span class="p">[</span><span class="n">smooth</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ndim</span><span class="p">)]</span>
 
     <span class="c1"># Setting up default plot layout.</span>
diff --git a/_modules/ultranest/popstepsampler.html b/_modules/ultranest/popstepsampler.html
index d83a4c71..3b4c3cf0 100644
--- a/_modules/ultranest/popstepsampler.html
+++ b/_modules/ultranest/popstepsampler.html
@@ -417,7 +417,7 @@ <h1>Source code for ultranest.popstepsampler</h1><div class="highlight"><pre>
             <span class="n">nc</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">nsteps</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">popsize</span>
             <span class="n">nrejects_expected</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">nrejects</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">nsteps</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">popsize</span> <span class="o">*</span> <span class="p">(</span><span class="mi">1</span> <span class="o">-</span> <span class="mf">0.234</span><span class="p">)</span>
 
-            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">nsteps</span><span class="p">):</span>
+            <span class="k">for</span> <span class="n">_i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">nsteps</span><span class="p">):</span>
                 <span class="c1"># perturb walker population</span>
                 <span class="n">v</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">generate_direction</span><span class="p">(</span><span class="n">allu</span><span class="p">,</span> <span class="n">region</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">scale</span><span class="p">)</span>
                 <span class="c1"># compute intersection of u + t * v with unit cube</span>
@@ -1043,7 +1043,7 @@ <h1>Source code for ultranest.popstepsampler</h1><div class="highlight"><pre>
 
             <span class="n">interval_final</span> <span class="o">=</span> <span class="mf">0.</span>
 
-            <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">nsteps</span><span class="p">):</span>
+            <span class="k">for</span> <span class="n">_k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">nsteps</span><span class="p">):</span>
                 <span class="c1"># Defining scale jitter</span>
                 <span class="n">factor_scale</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">scale_jitter_func</span><span class="p">()</span>
                 <span class="c1"># Defining slice direction</span>
@@ -1066,7 +1066,7 @@ <h1>Source code for ultranest.popstepsampler</h1><div class="highlight"><pre>
                 <span class="n">status</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">popsize</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">int_t</span><span class="p">)</span>  <span class="c1"># one for success, zero for running</span>
 
                 <span class="c1"># Loop until each points has found its next position or we reached 100 iterations</span>
-                <span class="k">for</span> <span class="n">it</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">max_it</span><span class="p">):</span>
+                <span class="k">for</span> <span class="n">_it</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">max_it</span><span class="p">):</span>
                     <span class="c1"># Sampling points on the slices</span>
                     <span class="n">slice_position</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="n">size</span><span class="o">=</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">popsize</span><span class="p">,))</span>
                     <span class="n">t</span> <span class="o">=</span> <span class="n">tleft_worker</span> <span class="o">+</span> <span class="p">(</span><span class="n">tright_worker</span> <span class="o">-</span> <span class="n">tleft_worker</span><span class="p">)</span> <span class="o">*</span> <span class="n">slice_position</span>
diff --git a/_modules/ultranest/samplingpath.html b/_modules/ultranest/samplingpath.html
index 27ae5cb7..f6bf0b83 100644
--- a/_modules/ultranest/samplingpath.html
+++ b/_modules/ultranest/samplingpath.html
@@ -197,8 +197,7 @@ <h1>Source code for ultranest.samplingpath</h1><div class="highlight"><pre>
 <span class="sd">    &quot;&quot;&quot;</span>
     <span class="n">pF</span><span class="p">,</span> <span class="n">tF</span><span class="p">,</span> <span class="n">iF</span> <span class="o">=</span> <span class="n">nearest_box_intersection_line</span><span class="p">(</span><span class="n">ray_origin</span><span class="p">,</span> <span class="n">ray_direction</span><span class="p">,</span> <span class="n">fwd</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
     <span class="n">pN</span><span class="p">,</span> <span class="n">tN</span><span class="p">,</span> <span class="n">iN</span> <span class="o">=</span> <span class="n">nearest_box_intersection_line</span><span class="p">(</span><span class="n">ray_origin</span><span class="p">,</span> <span class="n">ray_direction</span><span class="p">,</span> <span class="n">fwd</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">tN</span> <span class="o">&gt;</span> <span class="n">tF</span> <span class="ow">or</span> <span class="n">tF</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">assert</span> <span class="kc">False</span><span class="p">,</span> <span class="s2">&quot;no intersection&quot;</span>
+    <span class="k">assert</span> <span class="ow">not</span> <span class="p">(</span><span class="n">tN</span> <span class="o">&gt;</span> <span class="n">tF</span> <span class="ow">or</span> <span class="n">tF</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">),</span> <span class="s2">&quot;no intersection&quot;</span>
     <span class="k">return</span> <span class="p">(</span><span class="n">pN</span><span class="p">,</span> <span class="n">tN</span><span class="p">,</span> <span class="n">iN</span><span class="p">),</span> <span class="p">(</span><span class="n">pF</span><span class="p">,</span> <span class="n">tF</span><span class="p">,</span> <span class="n">iF</span><span class="p">)</span></div>
 
 
@@ -499,7 +498,7 @@ <h1>Source code for ultranest.samplingpath</h1><div class="highlight"><pre>
     <span class="k">if</span> <span class="n">j</span> <span class="o">==</span> <span class="n">i</span><span class="p">:</span>  <span class="c1"># we have this exact point in the chain</span>
         <span class="k">return</span> <span class="n">xj</span><span class="p">,</span> <span class="n">vj</span><span class="p">,</span> <span class="n">Lj</span><span class="p">,</span> <span class="kc">True</span>
 
-    <span class="k">assert</span> <span class="ow">not</span> <span class="n">k</span> <span class="o">==</span> <span class="n">i</span>  <span class="c1"># otherwise the above would be true too</span>
+    <span class="k">assert</span> <span class="n">k</span> <span class="o">!=</span> <span class="n">i</span>  <span class="c1"># otherwise the above would be true too</span>
 
     <span class="c1"># expand_to_step explores each reflection in detail, so</span>
     <span class="c1"># any points with change in v should have j == i</span>
@@ -526,7 +525,7 @@ <h1>Source code for ultranest.samplingpath</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="SamplingPath">
 <a class="viewcode-back" href="../../ultranest.html#ultranest.samplingpath.SamplingPath">[docs]</a>
-<span class="k">class</span> <span class="nc">SamplingPath</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="k">class</span> <span class="nc">SamplingPath</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Path described by a (potentially sparse) sequence of points.</span>
 
 <span class="sd">    Convention of the stored point tuple ``(i, x, v, L)``:</span>
@@ -621,7 +620,7 @@ <h1>Source code for ultranest.samplingpath</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="ContourSamplingPath">
 <a class="viewcode-back" href="../../ultranest.html#ultranest.samplingpath.ContourSamplingPath">[docs]</a>
-<span class="k">class</span> <span class="nc">ContourSamplingPath</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="k">class</span> <span class="nc">ContourSamplingPath</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Region-aware form of the sampling path.</span>
 
 <span class="sd">    Uses region points to guess a likelihood contour gradient.</span>
diff --git a/_modules/ultranest/stepsampler.html b/_modules/ultranest/stepsampler.html
index 154a163c..969ce007 100644
--- a/_modules/ultranest/stepsampler.html
+++ b/_modules/ultranest/stepsampler.html
@@ -623,7 +623,7 @@ <h1>Source code for ultranest.stepsampler</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="IslandPopulationRandomLivepointSelector">
 <a class="viewcode-back" href="../../ultranest.html#ultranest.stepsampler.IslandPopulationRandomLivepointSelector">[docs]</a>
-<span class="k">class</span> <span class="nc">IslandPopulationRandomLivepointSelector</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="k">class</span> <span class="nc">IslandPopulationRandomLivepointSelector</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Mutually isolated live point subsets.</span>
 
 <span class="sd">    To replace dead points, chains are only started from the same</span>
@@ -703,7 +703,7 @@ <h1>Source code for ultranest.stepsampler</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="StepSampler">
 <a class="viewcode-back" href="../../ultranest.html#ultranest.stepsampler.StepSampler">[docs]</a>
-<span class="k">class</span> <span class="nc">StepSampler</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="k">class</span> <span class="nc">StepSampler</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Base class for a simple step sampler, staggering around.</span>
 
 <span class="sd">    Scales proposal towards a 50% acceptance rate.</span>
@@ -1201,7 +1201,7 @@ <h1>Source code for ultranest.stepsampler</h1><div class="highlight"><pre>
 
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="c1"># find most recent point in history conforming to current Lmin</span>
-        <span class="k">for</span> <span class="n">j</span><span class="p">,</span> <span class="p">(</span><span class="n">uj</span><span class="p">,</span> <span class="n">Lj</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">history</span><span class="p">):</span>
+        <span class="k">for</span> <span class="n">j</span><span class="p">,</span> <span class="p">(</span><span class="n">_uj</span><span class="p">,</span> <span class="n">Lj</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">history</span><span class="p">):</span>
             <span class="k">if</span> <span class="ow">not</span> <span class="n">Lj</span> <span class="o">&gt;</span> <span class="n">Lmin</span><span class="p">:</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">history</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">history</span><span class="p">[:</span><span class="n">j</span><span class="p">]</span>
                 <span class="c1"># print(&quot;wandered out of L constraint; reverting&quot;, ui[0])</span>
@@ -1489,7 +1489,7 @@ <h1>Source code for ultranest.stepsampler</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="SequentialDirectionGenerator">
 <a class="viewcode-back" href="../../ultranest.html#ultranest.stepsampler.SequentialDirectionGenerator">[docs]</a>
-<span class="k">class</span> <span class="nc">SequentialDirectionGenerator</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="k">class</span> <span class="nc">SequentialDirectionGenerator</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Sequentially proposes one parameter after the next.&quot;&quot;&quot;</span>
 
     <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@@ -1537,7 +1537,7 @@ <h1>Source code for ultranest.stepsampler</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="SequentialRegionDirectionGenerator">
 <a class="viewcode-back" href="../../ultranest.html#ultranest.stepsampler.SequentialRegionDirectionGenerator">[docs]</a>
-<span class="k">class</span> <span class="nc">SequentialRegionDirectionGenerator</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="k">class</span> <span class="nc">SequentialRegionDirectionGenerator</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Sequentially proposes one region axes after the next.&quot;&quot;&quot;</span>
 
     <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@@ -1591,7 +1591,7 @@ <h1>Source code for ultranest.stepsampler</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="OrthogonalDirectionGenerator">
 <a class="viewcode-back" href="../../ultranest.html#ultranest.stepsampler.OrthogonalDirectionGenerator">[docs]</a>
-<span class="k">class</span> <span class="nc">OrthogonalDirectionGenerator</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="k">class</span> <span class="nc">OrthogonalDirectionGenerator</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Orthogonalizes proposal vectors.</span>
 
 <span class="sd">    Samples N proposed vectors by a provided method, then orthogonalizes</span>
@@ -1648,7 +1648,7 @@ <h1>Source code for ultranest.stepsampler</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="SpeedVariableGenerator">
 <a class="viewcode-back" href="../../ultranest.html#ultranest.stepsampler.SpeedVariableGenerator">[docs]</a>
-<span class="k">class</span> <span class="nc">SpeedVariableGenerator</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="k">class</span> <span class="nc">SpeedVariableGenerator</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Propose directions with only some parameters variable.</span>
 
 <span class="sd">    Propose in region direction, but only include some dimensions at a time.</span>
diff --git a/_modules/ultranest/store.html b/_modules/ultranest/store.html
index 5bdf22cf..3764b8d8 100644
--- a/_modules/ultranest/store.html
+++ b/_modules/ultranest/store.html
@@ -114,6 +114,7 @@ <h1>Source code for ultranest.store</h1><div class="highlight"><pre>
 
 <span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">division</span><span class="p">,</span> <span class="n">print_function</span>
 
+<span class="kn">import</span> <span class="nn">contextlib</span>
 <span class="kn">import</span> <span class="nn">os</span>
 <span class="kn">import</span> <span class="nn">warnings</span>
 
@@ -122,7 +123,7 @@ <h1>Source code for ultranest.store</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="NullPointStore">
 <a class="viewcode-back" href="../../ultranest.html#ultranest.store.NullPointStore">[docs]</a>
-<span class="k">class</span> <span class="nc">NullPointStore</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="k">class</span> <span class="nc">NullPointStore</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;No storage.&quot;&quot;&quot;</span>
 
     <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ncols</span><span class="p">):</span>
@@ -173,7 +174,7 @@ <h1>Source code for ultranest.store</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="FilePointStore">
 <a class="viewcode-back" href="../../ultranest.html#ultranest.store.FilePointStore">[docs]</a>
-<span class="k">class</span> <span class="nc">FilePointStore</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="k">class</span> <span class="nc">FilePointStore</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Base class for storing points in a file.&quot;&quot;&quot;</span>
 
 <div class="viewcode-block" id="FilePointStore.reset">
@@ -256,7 +257,7 @@ <h1>Source code for ultranest.store</h1><div class="highlight"><pre>
         <span class="bp">self</span><span class="o">.</span><span class="n">nrows</span> <span class="o">=</span> <span class="mi">0</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">stack_empty</span> <span class="o">=</span> <span class="kc">True</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_load</span><span class="p">(</span><span class="n">filepath</span><span class="p">)</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">fileobj</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">filepath</span><span class="p">,</span> <span class="s1">&#39;ab&#39;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">fileobj</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">filepath</span><span class="p">,</span> <span class="s1">&#39;ab&#39;</span><span class="p">)</span>  <span class="c1"># noqa: SIM115</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">fmt</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="si">%.18e</span><span class="s1">&#39;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">delimiter</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span>
 
@@ -264,18 +265,16 @@ <h1>Source code for ultranest.store</h1><div class="highlight"><pre>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Load from data file *filepath*.&quot;&quot;&quot;</span>
         <span class="n">stack</span> <span class="o">=</span> <span class="p">[]</span>
         <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="n">filepath</span><span class="p">):</span>
-            <span class="k">try</span><span class="p">:</span>
-                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">open</span><span class="p">(</span><span class="n">filepath</span><span class="p">):</span>
+            <span class="k">with</span> <span class="n">contextlib</span><span class="o">.</span><span class="n">suppress</span><span class="p">(</span><span class="ne">IOError</span><span class="p">),</span> <span class="nb">open</span><span class="p">(</span><span class="n">filepath</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
                     <span class="k">try</span><span class="p">:</span>
                         <span class="n">parts</span> <span class="o">=</span> <span class="p">[</span><span class="nb">float</span><span class="p">(</span><span class="n">p</span><span class="p">)</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">()]</span>
                         <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">parts</span><span class="p">)</span> <span class="o">!=</span> <span class="bp">self</span><span class="o">.</span><span class="n">ncols</span><span class="p">:</span>
-                            <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="s2">&quot;skipping lines in &#39;</span><span class="si">%s</span><span class="s2">&#39; with different number of columns&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">filepath</span><span class="p">))</span>
+                            <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="s2">&quot;skipping lines in &#39;</span><span class="si">%s</span><span class="s2">&#39; with different number of columns&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">filepath</span><span class="p">),</span> <span class="n">stacklevel</span><span class="o">=</span><span class="mi">3</span><span class="p">)</span>
                             <span class="k">continue</span>
                         <span class="n">stack</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">parts</span><span class="p">)</span>
                     <span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-                        <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="s2">&quot;skipping unparsable line in &#39;</span><span class="si">%s</span><span class="s2">&#39;&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">filepath</span><span class="p">))</span>
-            <span class="k">except</span> <span class="ne">IOError</span><span class="p">:</span>
-                <span class="k">pass</span>
+                        <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="s2">&quot;skipping unparsable line in &#39;</span><span class="si">%s</span><span class="s2">&#39;&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">filepath</span><span class="p">),</span> <span class="n">stacklevel</span><span class="o">=</span><span class="mi">3</span><span class="p">)</span>
 
         <span class="bp">self</span><span class="o">.</span><span class="n">stack</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">enumerate</span><span class="p">(</span><span class="n">stack</span><span class="p">))</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">ncalls</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">stack</span><span class="p">)</span>
diff --git a/_modules/ultranest/utils.html b/_modules/ultranest/utils.html
index c2c8a6df..15903928 100644
--- a/_modules/ultranest/utils.html
+++ b/_modules/ultranest/utils.html
@@ -552,7 +552,7 @@ <h1>Source code for ultranest.utils</h1><div class="highlight"><pre>
 
     <span class="n">eps</span> <span class="o">=</span> <span class="mf">1e-6</span>
     <span class="n">N</span> <span class="o">=</span> <span class="mi">10</span>
-    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">N</span><span class="p">):</span>
+    <span class="k">for</span> <span class="n">_i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">N</span><span class="p">):</span>
         <span class="n">u</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="mi">2</span> <span class="o">*</span> <span class="n">eps</span><span class="p">,</span> <span class="mi">1</span> <span class="o">-</span> <span class="mi">2</span> <span class="o">*</span> <span class="n">eps</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">ndim</span><span class="p">))</span>
         <span class="n">theta</span> <span class="o">=</span> <span class="n">transform</span><span class="p">(</span><span class="n">u</span><span class="p">)</span>
         <span class="k">if</span> <span class="n">verbose</span><span class="p">:</span>
diff --git a/_modules/ultranest/viz.html b/_modules/ultranest/viz.html
index 5d6b3c53..78f5cf88 100644
--- a/_modules/ultranest/viz.html
+++ b/_modules/ultranest/viz.html
@@ -325,9 +325,9 @@ <h1>Source code for ultranest.viz</h1><div class="highlight"><pre>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Check if running in a Jupyter notebook.&quot;&quot;&quot;</span>
     <span class="k">try</span><span class="p">:</span>
         <span class="n">shell</span> <span class="o">=</span> <span class="n">get_ipython</span><span class="p">()</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span>
-        <span class="k">if</span> <span class="n">shell</span> <span class="o">==</span> <span class="s1">&#39;ZMQInteractiveShell&#39;</span><span class="p">:</span>
+        <span class="k">if</span> <span class="n">shell</span> <span class="o">==</span> <span class="s1">&#39;ZMQInteractiveShell&#39;</span><span class="p">:</span>  <span class="c1"># noqa: SIM103</span>
             <span class="k">return</span> <span class="kc">True</span>   <span class="c1"># Jupyter notebook or qtconsole</span>
-        <span class="k">elif</span> <span class="n">shell</span> <span class="o">==</span> <span class="s1">&#39;TerminalInteractiveShell&#39;</span><span class="p">:</span>
+        <span class="k">elif</span> <span class="n">shell</span> <span class="o">==</span> <span class="s1">&#39;TerminalInteractiveShell&#39;</span><span class="p">:</span>  <span class="c1"># noqa: SIM103</span>
             <span class="k">return</span> <span class="kc">False</span>  <span class="c1"># Terminal running IPython</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="k">return</span> <span class="kc">False</span>  <span class="c1"># Other type (?)</span>
@@ -338,7 +338,7 @@ <h1>Source code for ultranest.viz</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="LivePointsWidget">
 <a class="viewcode-back" href="../../ultranest.html#ultranest.viz.LivePointsWidget">[docs]</a>
-<span class="k">class</span> <span class="nc">LivePointsWidget</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
+<span class="k">class</span> <span class="nc">LivePointsWidget</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Widget for ipython and jupyter notebooks.</span>
 
@@ -473,7 +473,7 @@ <h1>Source code for ultranest.viz</h1><div class="highlight"><pre>
                             <span class="s1">&#39;positive degeneracy&#39;</span> <span class="k">if</span> <span class="n">rho</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="s1">&#39;negative degeneracy&#39;</span><span class="p">,</span>
                             <span class="n">param2</span><span class="p">,</span> <span class="n">param</span><span class="p">,</span> <span class="n">rho</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]))</span>
 
-        <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">param</span><span class="p">,</span> <span class="n">fmt</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">paramnames</span><span class="p">,</span> <span class="n">paramformats</span><span class="p">)):</span>
+        <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">_param</span><span class="p">,</span> <span class="n">fmt</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">paramnames</span><span class="p">,</span> <span class="n">paramformats</span><span class="p">)):</span>
             <span class="k">if</span> <span class="n">nmodes</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
                 <span class="n">line</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39; &#39;</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">width</span><span class="p">)]</span>
                 <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">unique</span><span class="p">(</span><span class="n">indices</span><span class="p">[:,</span><span class="n">i</span><span class="p">]):</span>
diff --git a/_sources/performance.rst.txt b/_sources/performance.rst.txt
index e3ee853a..4e075531 100644
--- a/_sources/performance.rst.txt
+++ b/_sources/performance.rst.txt
@@ -98,16 +98,7 @@ If a `log_dir` directory was specified, you will find these files:
 * info folder: machine-readable summaries of the posterior
 
   * **post_summary.csv**: for each parameter: mean, std, median, upper and lower 1 sigma error. Can be read with `pandas.read_csv <https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_csv.html>`_.
-  * **results.json**: Contains detailed output of the nested sampling run. Can be read with `json.load <https://docs.python.org/3/library/json.html>`_.
-
-    * paramnames: parameter names
-    * ncall, niter: Number of likelihood calls, nested sampling iterations
-    * maximum_likelihood: highest loglikelihood point found so far
-    * H, Herr: (global) information gain
-    * ess: effective sample size
-    * logz, logzerr: ln(Z) and its uncertainty. logzerr_tail is the remainder integral contribution, logzerr_bs is from bootstrapping
-    * posterior: for each parameter: mean, std, median, upper and lower 1 sigma error, and `information gain <https://arxiv.org/abs/2205.00009>`_.
-    * insertion_order_MWW_test: MWW test results (see Buchner+21 in prep)
+  * **results.json**: Contains detailed output of the nested sampling run, with all the same keys as the result dictionary in :py:meth:`ultranest.integrator.ReactiveNestedSampler.run`, except for ``samples`` and ``weighted_samples`` (as the sample information is saved in separate files - see the following entries in this list). Can be read with `json.load <https://docs.python.org/3/library/json.html>`_.
 
 * chains: machine-readable chains
 
diff --git a/debugging.html b/debugging.html
index 4875cbdd..ead5fb9c 100644
--- a/debugging.html
+++ b/debugging.html
@@ -307,7 +307,7 @@ <h3>Measuring implementation speed<a class="headerlink" href="#Measuring-impleme
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-1.7 µs ± 622 ns per loop (mean ± std. dev. of 7 runs, 1,000,000 loops each)
+1.86 µs ± 96.3 ns per loop (mean ± std. dev. of 7 runs, 1,000,000 loops each)
 </pre></div></div>
 </div>
 <div class="nbinput docutils container">
@@ -324,7 +324,7 @@ <h3>Measuring implementation speed<a class="headerlink" href="#Measuring-impleme
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-490 µs ± 9.63 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)
+713 µs ± 17.7 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)
 </pre></div></div>
 </div>
 <p>Here we see that the prior transform is very quick: one evaluation per microsecond. But the likelihood is much slower, with one evaluation per ms. That means for a million samples, we already have to wait 15 minutes.</p>
@@ -382,7 +382,7 @@ <h2>Looking inside a interrupted run<a class="headerlink" href="#Looking-inside-
 <div class="prompt empty docutils container">
 </div>
 <div class="output_area docutils container">
-<script type="application/vnd.jupyter.widget-view+json">{"version_major": 2, "version_minor": 0, "model_id": "7a8dcc4116d144ac9f27c5ecb233bc65"}</script></div>
+<script type="application/vnd.jupyter.widget-view+json">{"version_major": 2, "version_minor": 0, "model_id": "6fb0fdf208b84cdd99b49689e9b2a456"}</script></div>
 </div>
 <div class="nboutput nblast docutils container">
 <div class="prompt empty docutils container">
@@ -409,7 +409,7 @@ <h3>Looking inside the current parameter space<a class="headerlink" href="#Looki
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
--241.7206788772587
+-257.2310492360742
 </pre></div></div>
 </div>
 <p>Lets see the distribution of live points in the parameter space:</p>
@@ -556,7 +556,7 @@ <h2>Parallelisation issues<a class="headerlink" href="#Parallelisation-issues" t
 <h2>Debugging step sampler quality<a class="headerlink" href="#Debugging-step-sampler-quality" title="Link to this heading"></a></h2>
 <p>Run with nsteps=1, 2, 4, 8, 16, 32, 64 … steps and look where the log(Z) value stabilizes.</p>
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diff --git a/example-intrinsic-distribution.html b/example-intrinsic-distribution.html
index 54d550be..8ad27738 100644
--- a/example-intrinsic-distribution.html
+++ b/example-intrinsic-distribution.html
@@ -310,7 +310,7 @@ <h2>Solving the problem<a class="headerlink" href="#Solving-the-problem" title="
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@@ -383,7 +383,7 @@ <h2>Solving the problem<a class="headerlink" href="#Solving-the-problem" title="
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@@ -453,7 +453,7 @@ <h2>Solving the problem<a class="headerlink" href="#Solving-the-problem" title="
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 <div class="output_area stderr docutils container">
 <div class="highlight"><pre>
-/tmp/ipykernel_378343/3744159922.py:7: DeprecationWarning: Conversion of an array with ndim &gt; 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)
+/tmp/ipykernel_831625/3744159922.py:7: DeprecationWarning: Conversion of an array with ndim &gt; 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)
   print(&#39;scatter is &lt; %.4f km/s at 3 sigma (%.3f%% quantile)&#39; % (scipy.stats.mstats.mquantiles(scatter_samples, quantile), quantile*100))
 </pre></div></div>
 </div>
@@ -501,7 +501,7 @@ <h3>Next<a class="headerlink" href="#Next" title="Link to this heading"></a><
 <li><p>Continue with the other tutorials and explore other UltraNest features</p></li>
 </ol>
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diff --git a/example-outliers.html b/example-outliers.html
index 21f52988..560fed8d 100644
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+++ b/example-outliers.html
@@ -229,7 +229,7 @@ <h3>Gaussian<a class="headerlink" href="#Gaussian" title="Link to this heading">
 <div class="prompt empty docutils container">
 </div>
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@@ -308,7 +308,7 @@ <h3>Gaussian + Outliers<a class="headerlink" href="#Gaussian-+-Outliers" title="
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 </div>
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@@ -380,7 +380,7 @@ <h3>Heavy-tailed distribution<a class="headerlink" href="#Heavy-tailed-distribut
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@@ -524,7 +524,7 @@ <h3>Next<a class="headerlink" href="#Next" title="Link to this heading"></a><
 <li><p>Continue with the other tutorials and explore other UltraNest features</p></li>
 </ol>
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diff --git a/example-sine-bayesian-workflow.html b/example-sine-bayesian-workflow.html
index 9b51e34a..8d6d8aa7 100644
--- a/example-sine-bayesian-workflow.html
+++ b/example-sine-bayesian-workflow.html
@@ -334,7 +334,7 @@ <h2>Make posteriors<a class="headerlink" href="#Make-posteriors" title="Link to
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 <li><p><a class="reference external" href="https://arxiv.org/abs/1709.01449">https://arxiv.org/abs/1709.01449</a></p></li>
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diff --git a/example-sine-highd.html b/example-sine-highd.html
index de165a94..4bca7458 100644
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@@ -333,7 +333,7 @@ <h2>Visualise the data<a class="headerlink" href="#Visualise-the-data" title="Li
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-/home/user/Downloads/UltraNest/ultranest/integrator.py:1818: UserWarning: Sampling from region seems inefficient (0/40 accepted in iteration 2500). To improve efficiency, modify the transformation so that the current live points are ellipsoidal, or use a stepsampler, or set frac_remain to a lower number (e.g., 0.5) to terminate earlier.
-  warnings.warn(warning_message)
+/home/user/Downloads/UltraNest/ultranest/integrator.py:1896: UserWarning: Sampling from region seems inefficient (0/40 accepted in iteration 2500). To improve efficiency, modify the transformation so that the current live points are ellipsoidal, or use a stepsampler, or set frac_remain to a lower number (e.g., 0.5) to terminate earlier.
+  u, v, logl, nc, quality = self._refill_samples(Lmin, ndraw, nit)
 </pre></div></div>
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@@ -472,7 +472,7 @@ <h2>Step samplers in UltraNest<a class="headerlink" href="#Step-samplers-in-Ultr
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@@ -697,7 +697,7 @@ <h2>Bayesian model comparison<a class="headerlink" href="#Bayesian-model-compari
 <p>N.B.: Bayes factors are influenced by parameter and model priors. It is a good idea to vary them and see how sensitive the result is. Here, the factor is extremely large, so we can be fairly confident that the 2-sine model is correct.</p>
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diff --git a/example-sine-line.html b/example-sine-line.html
index 87819087..804e970e 100644
--- a/example-sine-line.html
+++ b/example-sine-line.html
@@ -276,7 +276,7 @@ <h2>Visualise the data<a class="headerlink" href="#Visualise-the-data" title="Li
 <div class="prompt empty docutils container">
 </div>
 <div class="output_area docutils container">
-<script type="application/vnd.jupyter.widget-view+json">{"version_major": 2, "version_minor": 0, "model_id": "6900e7e651e84abeb574a38622182cd5"}</script></div>
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 </div>
 <div class="nboutput nblast docutils container">
 <div class="prompt empty docutils container">
@@ -386,7 +386,7 @@ <h2>Plot the fit:<a class="headerlink" href="#Plot-the-fit:" title="Link to this
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-&lt;matplotlib.collections.PolyCollection at 0x7fb7f90b1040&gt;
+&lt;matplotlib.collections.PolyCollection at 0x79ff33268a10&gt;
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -423,7 +423,7 @@ <h2>Trace plot<a class="headerlink" href="#Trace-plot" title="Link to this headi
 </div>
 </div>
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diff --git a/example-sine-modelcomparison.html b/example-sine-modelcomparison.html
index 64a79d05..149de118 100644
--- a/example-sine-modelcomparison.html
+++ b/example-sine-modelcomparison.html
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 <div class="prompt empty docutils container">
@@ -347,7 +347,7 @@ <h2>Visualise the data<a class="headerlink" href="#Visualise-the-data" title="Li
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@@ -561,7 +561,7 @@ <h2>Plot the fit:<a class="headerlink" href="#Plot-the-fit:" title="Link to this
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 <div class="output_area docutils container">
 <div class="highlight"><pre>
-&lt;matplotlib.collections.PolyCollection at 0x7a57ab37b9b0&gt;
+&lt;matplotlib.collections.PolyCollection at 0x74ac34f8bf20&gt;
 </pre></div></div>
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@@ -656,7 +656,7 @@ <h2>Calibrating Bayes factor thresholds<a class="headerlink" href="#Calibrating-
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 <div class="output_area docutils container">
 <div class="highlight"><pre>
-Z=-35.1(90.70%) | Like=-29.61..-28.10 [-29.6107..-29.6104]*| it/evals=3247/216393 eff=1.5033% N=400
+Z=-35.1(90.67%) | Like=-29.61..-28.10 [-29.6114..-29.6110]*| it/evals=3245/215621 eff=1.5078% N=400
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@@ -664,8 +664,8 @@ <h2>Calibrating Bayes factor thresholds<a class="headerlink" href="#Calibrating-
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 <div class="output_area stderr docutils container">
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-/home/user/Downloads/UltraNest/ultranest/integrator.py:1818: UserWarning: Sampling from region seems inefficient (0/40 accepted in iteration 2500). To improve efficiency, modify the transformation so that the current live points are ellipsoidal, or use a stepsampler, or set frac_remain to a lower number (e.g., 0.5) to terminate earlier.
-  warnings.warn(warning_message)
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+  u, v, logl, nc, quality = self._refill_samples(Lmin, ndraw, nit)
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@@ -681,7 +681,7 @@ <h2>Calibrating Bayes factor thresholds<a class="headerlink" href="#Calibrating-
 Bayes factor: 0.25
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 Bayes factor: 0.26
-Z=-35.2(84.65%) | Like=-27.78..-26.61 [-27.7768..-27.7763]*| it/evals=3829/154810 eff=2.4798% N=400
+Z=-35.2(84.63%) | Like=-27.78..-26.61 [-27.7774..-27.7768]*| it/evals=3828/153481 eff=2.5006% N=400
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-/home/user/Downloads/UltraNest/ultranest/integrator.py:1818: UserWarning: Sampling from region seems inefficient (0/40 accepted in iteration 2500). To improve efficiency, modify the transformation so that the current live points are ellipsoidal, or use a stepsampler, or set frac_remain to a lower number (e.g., 0.5) to terminate earlier.
-  warnings.warn(warning_message)
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+  u, v, logl, nc, quality = self._refill_samples(Lmin, ndraw, nit)
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@@ -700,7 +700,7 @@ <h2>Calibrating Bayes factor thresholds<a class="headerlink" href="#Calibrating-
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 Bayes factor: 0.44
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+Z=-26.1(91.43%) | Like=-19.74..-19.42 [-19.7385..-19.7376]*| it/evals=3547/161172 eff=2.2062% N=400
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@@ -708,8 +708,8 @@ <h2>Calibrating Bayes factor thresholds<a class="headerlink" href="#Calibrating-
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-/home/user/Downloads/UltraNest/ultranest/integrator.py:1818: UserWarning: Sampling from region seems inefficient (0/40 accepted in iteration 2500). To improve efficiency, modify the transformation so that the current live points are ellipsoidal, or use a stepsampler, or set frac_remain to a lower number (e.g., 0.5) to terminate earlier.
-  warnings.warn(warning_message)
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+  u, v, logl, nc, quality = self._refill_samples(Lmin, ndraw, nit)
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@@ -729,8 +729,8 @@ <h2>Calibrating Bayes factor thresholds<a class="headerlink" href="#Calibrating-
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-/home/user/Downloads/UltraNest/ultranest/integrator.py:1818: UserWarning: Sampling from region seems inefficient (0/40 accepted in iteration 2500). To improve efficiency, modify the transformation so that the current live points are ellipsoidal, or use a stepsampler, or set frac_remain to a lower number (e.g., 0.5) to terminate earlier.
-  warnings.warn(warning_message)
+/home/user/Downloads/UltraNest/ultranest/integrator.py:1896: UserWarning: Sampling from region seems inefficient (0/40 accepted in iteration 2500). To improve efficiency, modify the transformation so that the current live points are ellipsoidal, or use a stepsampler, or set frac_remain to a lower number (e.g., 0.5) to terminate earlier.
+  u, v, logl, nc, quality = self._refill_samples(Lmin, ndraw, nit)
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-  warnings.warn(warning_message)
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+  u, v, logl, nc, quality = self._refill_samples(Lmin, ndraw, nit)
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-  warnings.warn(warning_message)
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diff --git a/performance.html b/performance.html
index ba9edb8e..de81182d 100644
--- a/performance.html
+++ b/performance.html
@@ -231,18 +231,7 @@ <h2>Output files<a class="headerlink" href="#output-files" title="Link to this h
 <li><p>info folder: machine-readable summaries of the posterior</p>
 <ul>
 <li><p><strong>post_summary.csv</strong>: for each parameter: mean, std, median, upper and lower 1 sigma error. Can be read with <a class="reference external" href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_csv.html">pandas.read_csv</a>.</p></li>
-<li><p><strong>results.json</strong>: Contains detailed output of the nested sampling run. Can be read with <a class="reference external" href="https://docs.python.org/3/library/json.html">json.load</a>.</p>
-<ul>
-<li><p>paramnames: parameter names</p></li>
-<li><p>ncall, niter: Number of likelihood calls, nested sampling iterations</p></li>
-<li><p>maximum_likelihood: highest loglikelihood point found so far</p></li>
-<li><p>H, Herr: (global) information gain</p></li>
-<li><p>ess: effective sample size</p></li>
-<li><p>logz, logzerr: ln(Z) and its uncertainty. logzerr_tail is the remainder integral contribution, logzerr_bs is from bootstrapping</p></li>
-<li><p>posterior: for each parameter: mean, std, median, upper and lower 1 sigma error, and <a class="reference external" href="https://arxiv.org/abs/2205.00009">information gain</a>.</p></li>
-<li><p>insertion_order_MWW_test: MWW test results (see Buchner+21 in prep)</p></li>
-</ul>
-</li>
+<li><p><strong>results.json</strong>: Contains detailed output of the nested sampling run, with all the same keys as the result dictionary in <a class="reference internal" href="ultranest.html#ultranest.integrator.ReactiveNestedSampler.run" title="ultranest.integrator.ReactiveNestedSampler.run"><code class="xref py py-meth docutils literal notranslate"><span class="pre">ultranest.integrator.ReactiveNestedSampler.run()</span></code></a>, except for <code class="docutils literal notranslate"><span class="pre">samples</span></code> and <code class="docutils literal notranslate"><span class="pre">weighted_samples</span></code> (as the sample information is saved in separate files - see the following entries in this list). Can be read with <a class="reference external" href="https://docs.python.org/3/library/json.html">json.load</a>.</p></li>
 </ul>
 </li>
 <li><p>chains: machine-readable chains</p>
diff --git a/searchindex.js b/searchindex.js
index c3c2e0f3..ae5b6ff7 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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\ No newline at end of file
diff --git a/ultranest.html b/ultranest.html
index cc08fd9c..9b237b48 100644
--- a/ultranest.html
+++ b/ultranest.html
@@ -1299,6 +1299,96 @@ <h3>Nested sampling integrators<a class="headerlink" href="#nested-sampling-inte
 <em>widen_before_initial_plateau_num_warn</em>.</p></li>
 </ul>
 </dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p><p><strong>results (dict)</strong> –</p>
+<ul class="simple">
+<li><p>samples (ndarray): re-weighted posterior samples: distributed according</p></li>
+</ul>
+<p>to <span class="math notranslate nohighlight">\(p(\theta | d)\)</span> - these points are not sorted, and can be assumed
+to have been randomly shuffled.
+See <a class="reference internal" href="#ultranest.utils.resample_equal" title="ultranest.utils.resample_equal"><code class="xref py py-func docutils literal notranslate"><span class="pre">ultranest.utils.resample_equal()</span></code></a> for more details.
+- logz (float64): natural logarithm of the evidence
+<span class="math notranslate nohighlight">\(\log Z = \log \int p(d|\theta) p(\theta) \text{d}\theta\)</span>
+- logzerr (float64): global estimate of the <span class="math notranslate nohighlight">\(1\sigma\)</span> error on
+<span class="math notranslate nohighlight">\(\log Z\)</span>
+(<a class="reference external" href="https://github.com/JohannesBuchner/UltraNest/issues/63">can be safely assumed to be Gaussian</a>);
+obtained as the quadratic sum of <code class="docutils literal notranslate"><span class="pre">logz_bs</span></code> and <code class="docutils literal notranslate"><span class="pre">logz_tail</span></code>.
+Users are advised to use <code class="docutils literal notranslate"><span class="pre">logz</span></code> <span class="math notranslate nohighlight">\(\pm\)</span> <code class="docutils literal notranslate"><span class="pre">logzerr</span></code>
+as the best estimate for the evidence and its error.
+- niter (int): number of sampler iterations
+- ncall (int): total number of likelihood evaluations (accepted and not)
+- logz_bs (float64): estimate of <span class="math notranslate nohighlight">\(\log Z\)</span> from bootstrapping -
+for details, see the
+<a class="reference external" href="https://joss.theoj.org/papers/10.21105/joss.03001">ultranest paper</a>
+- logzerr_bs (float64): estimate of the error on the  of <span class="math notranslate nohighlight">\(\log Z\)</span>
+from bootstrapping
+- logz_single (float64): estimate of <span class="math notranslate nohighlight">\(\log Z\)</span> from a single sampler
+- logzerr_single (float64): estimate of the error <span class="math notranslate nohighlight">\(\log Z\)</span> from a
+single sampler, obtained as <span class="math notranslate nohighlight">\(\sqrt{H / n_{\text{live}}}\)</span>
+- logzerr_tail (float64): contribution of the tail (i.e. the terminal
+leaves of the tree) to the error on <span class="math notranslate nohighlight">\(\log Z\)</span> (?)
+- ess (float64): effective sample size, i.e. number of samples divided by
+the estimated correlation length, estimated as
+<span class="math notranslate nohighlight">\(N / (1 + N^{-1} \sum_i (N w_i - 1)^2)\)</span> where <span class="math notranslate nohighlight">\(w_i\)</span> are
+the sample weights while <span class="math notranslate nohighlight">\(N\)</span> is the number of samples
+- H (float64): <a class="reference external" href="https://arxiv.org/abs/2205.00009">information gained</a>
+- Herr (float64): (Gaussian) <span class="math notranslate nohighlight">\(1\sigma\)</span> error on <span class="math notranslate nohighlight">\(H\)</span>
+- posterior (dict): summary information on the posterior marginal distributions for each parameter -
+a dictionary of lists each with as many items as the fit parameters,
+indexed as <span class="math notranslate nohighlight">\(\theta_i\)</span> in the following:</p>
+<blockquote>
+<div><ul class="simple">
+<li><p>mean (list): expectation value of <span class="math notranslate nohighlight">\(\theta_i\)</span></p></li>
+<li><p>stdev (list): standard deviation of <span class="math notranslate nohighlight">\(\theta_i\)</span></p></li>
+<li><p>median (list): median of <span class="math notranslate nohighlight">\(\theta_i\)</span></p></li>
+<li><p>errlo (list): one-sigma lower quantile of the marginal for <span class="math notranslate nohighlight">\(\theta_i\)</span>, i.e. 15.8655% quantile</p></li>
+<li><p>errup (list): one-sigma upper quantile of the marginal for <span class="math notranslate nohighlight">\(\theta_i\)</span>, i.e. 84.1345% quantile</p></li>
+<li><p>information_gain_bits (list): information gain from the marginal prior on <span class="math notranslate nohighlight">\(\theta_i\)</span> to the posterior</p></li>
+</ul>
+</div></blockquote>
+<ul class="simple">
+<li><p>weighted_samples (dict): weighted samples from the posterior, as computed during sampling,</p></li>
+</ul>
+<dl>
+<dt>sorted by their log-likelihood value</dt><dd><ul class="simple">
+<li><p>upoints (ndarray): sample locations in the unit cube <span class="math notranslate nohighlight">\([0, 1]^{d}\)</span>,</p></li>
+</ul>
+<p>where <span class="math notranslate nohighlight">\(d\)</span> is the number of parameters - the shape is <code class="docutils literal notranslate"><span class="pre">n_iter</span></code> by <span class="math notranslate nohighlight">\(d\)</span>
+- points (ndarray): sample locations in the physical, user-provided space (same shape as <code class="docutils literal notranslate"><span class="pre">upoints</span></code>)
+- weights (ndarray): sample weights - shape <code class="docutils literal notranslate"><span class="pre">n_iter</span></code>, they sum to 1
+- logw (ndarray): logs of the sample weights (?)
+- bootstrapped_weights (ndarray): bootstrapped estimate of the sample weights
+- logl (ndarray): log-likelihood values at the sample points</p>
+</dd>
+</dl>
+<ul class="simple">
+<li><p>maximum_likelihood (dict): summary information on the maximum likelihood value</p></li>
+</ul>
+<dl class="simple">
+<dt><span class="math notranslate nohighlight">\(\theta_{ML}\)</span> found by the posterior exploration</dt><dd><ul class="simple">
+<li><p>logl (float64): value of the log-likelihood at this point: <span class="math notranslate nohighlight">\(\log p(d | \theta_{ML})\)</span></p></li>
+<li><p>point (list): coordinates of <span class="math notranslate nohighlight">\(\theta_{ML}\)</span> in the physical space</p></li>
+<li><p>point_untransformed (list): coordinates of <span class="math notranslate nohighlight">\(\theta_{ML}\)</span> in the unit cube <span class="math notranslate nohighlight">\([0, 1]^{d}\)</span></p></li>
+</ul>
+</dd>
+</dl>
+<ul class="simple">
+<li><p>paramnames (list): input parameter names</p></li>
+<li><p>insertion_order_MWW_test (dict): results for the Mann-Whitney U-test;</p></li>
+</ul>
+<p>for more information, see the <a class="reference internal" href="#ultranest.netiter.MultiCounter" title="ultranest.netiter.MultiCounter"><code class="xref py py-class docutils literal notranslate"><span class="pre">ultranest.netiter.MultiCounter</span></code></a> class
+or <a class="reference external" href="http://arxiv.org/abs/2101.09675">section 4.5.2 of Buchner 2023</a></p>
+<blockquote>
+<div><ul class="simple">
+<li><p>independent_iterations (float): shortest insertion order test run length</p></li>
+<li><p>converged (bool): whether the run is converged according to the MWW test, at the given threshold</p></li>
+</ul>
+</div></blockquote>
+</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Results dictionary, with the following entries:</p>
+</dd>
 </dl>
 </dd></dl>
 
@@ -1314,7 +1404,8 @@ <h3>Nested sampling integrators<a class="headerlink" href="#nested-sampling-inte
 <p>Parameters as described in run() method.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Yields<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>results</strong> (<em>dict</em>)</p>
+<dd class="field-odd"><p><em>results (dict)</em> – Results dictionary computed at the current iteration, with the same
+keys as discussed in the <a class="reference internal" href="#ultranest.integrator.ReactiveNestedSampler.run" title="ultranest.integrator.ReactiveNestedSampler.run"><code class="xref py py-meth docutils literal notranslate"><span class="pre">run()</span></code></a> method.</p>
 </dd>
 </dl>
 </dd></dl>
diff --git a/using-ultranest.html b/using-ultranest.html
index 1a197411..e1661f6e 100644
--- a/using-ultranest.html
+++ b/using-ultranest.html
@@ -250,7 +250,7 @@ <h2>Simple example<a class="headerlink" href="#Simple-example" title="Link to th
 <div class="prompt empty docutils container">
 </div>
 <div class="output_area docutils container">
-<script type="application/vnd.jupyter.widget-view+json">{"version_major": 2, "version_minor": 0, "model_id": "cdbe793dfe4d444d849a0d9a3133f60b"}</script></div>
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 <div class="nboutput nblast docutils container">
 <div class="prompt empty docutils container">
@@ -258,23 +258,23 @@ <h2>Simple example<a class="headerlink" href="#Simple-example" title="Link to th
 <div class="output_area docutils container">
 <div class="highlight"><pre>
 [ultranest] Explored until L=-5e+01
-[ultranest] Likelihood function evaluations: 17437
-[ultranest]   logZ = -68.55 +- 0.1918
-[ultranest] Effective samples strategy satisfied (ESS = 1082.2, need &gt;400)
-[ultranest] Posterior uncertainty strategy is satisfied (KL: 0.46+-0.08 nat, need &lt;0.50 nat)
-[ultranest] Evidency uncertainty strategy wants 232 minimum live points (dlogz from 0.14 to 0.61, need &lt;0.5)
-[ultranest]   logZ error budget: single: 0.24 bs:0.19 tail:0.01 total:0.19 required:&lt;0.50
+[ultranest] Likelihood function evaluations: 19277
+[ultranest]   logZ = -63.92 +- 0.1519
+[ultranest] Effective samples strategy satisfied (ESS = 1173.1, need &gt;400)
+[ultranest] Posterior uncertainty strategy is satisfied (KL: 0.46+-0.07 nat, need &lt;0.50 nat)
+[ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.15, need &lt;0.5)
+[ultranest]   logZ error budget: single: 0.23 bs:0.15 tail:0.01 total:0.15 required:&lt;0.50
 [ultranest] done iterating.
 
-logZ = -68.558 +- 0.607
-  single instance: logZ = -68.558 +- 0.183
-  bootstrapped   : logZ = -68.548 +- 0.607
+logZ = -63.856 +- 0.299
+  single instance: logZ = -63.856 +- 0.183
+  bootstrapped   : logZ = -63.922 +- 0.299
   tail           : logZ = +- 0.010
 insert order U test : converged: True correlation: inf iterations
 
-    location            : 499.28│ ▁ ▁▁▁▁▁▁▁▁▂▂▄▃▅▅▆▇▇▇▇▅▅▄▃▂▁▂▁▁▁▁▁   ▁ │501.05    500.16 +- 0.20
-    amplitude           : 17.16 │ ▁  ▁▁▁▁▁▁▁▁▁▂▃▅▄▆▆▇▇▇▇▆▅▄▃▂▃▁▁▁▁▁▁▁▁▁ │24.51     21.07 +- 0.85
-    width               : 3.51  │ ▁ ▁▁▁▁▁▁▁▂▂▂▃▄▆▆▇▇▇▆▆▄▄▃▂▃▁▁▁▁▁▁▁▁ ▁▁ │5.33      4.39 +- 0.20
+    location            : 498.47│ ▁ ▁ ▁▁▁▁▁▁▂▂▁▂▄▃▄▆▆▇▇▆▇▇▆▆▄▄▂▂▁▁▁▁▁▁▁ │500.49    499.61 +- 0.24
+    amplitude           : 15.37 │ ▁▁▁▁▁▁▁▁▁▂▃▂▅▅▅▆▅▇▇▇▇▆▆▄▃▃▂▂▂▁▁▁▁▁▁▁▁ │22.27     18.82 +- 0.91
+    width               : 3.40  │ ▁▁▁▁▁▁▁▁▂▃▃▄▅▆▇▆▇▇▆▆▅▄▄▃▂▂▂▁▁▁▁▁▁▁▁▁▁ │5.34      4.31 +- 0.25
 
 </pre></div></div>
 </div>
@@ -337,7 +337,7 @@ <h2>Further topics<a class="headerlink" href="#Further-topics" title="Link to th
 <li><p>…</p></li>
 </ul>
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