From 213dfceac2c8df6593ff3ec2fb69f667701f8d5f Mon Sep 17 00:00:00 2001
From: David A Minton <daminton@purdue.edu>
Date: Tue, 13 Jul 2021 04:08:29 -0400
Subject: [PATCH] Update to 9pl_18tp initial conditions

---
 .../9pl_18tp_encounters/cb.in                 |  5 ++
 .../9pl_18tp_encounters/cb.swiftest.in        |  4 +-
 .../9pl_18tp_encounters/param.swifter.in      |  4 +-
 .../9pl_18tp_encounters/pl.in                 | 33 ++++++++++
 .../9pl_18tp_encounters/pl.swifter.in         | 48 +++++++-------
 .../9pl_18tp_encounters/pl.swiftest.in        | 32 +++++-----
 .../swiftest_rmvs_vs_swifter_rmvs.ipynb       | 18 +++---
 .../9pl_18tp_encounters/tp.in                 | 64 +++++++++----------
 8 files changed, 123 insertions(+), 85 deletions(-)
 create mode 100644 examples/rmvs_swifter_comparison/9pl_18tp_encounters/cb.in
 create mode 100644 examples/rmvs_swifter_comparison/9pl_18tp_encounters/pl.in

diff --git a/examples/rmvs_swifter_comparison/9pl_18tp_encounters/cb.in b/examples/rmvs_swifter_comparison/9pl_18tp_encounters/cb.in
new file mode 100644
index 000000000..81c636655
--- /dev/null
+++ b/examples/rmvs_swifter_comparison/9pl_18tp_encounters/cb.in
@@ -0,0 +1,5 @@
+0
+0.00029591220819207774
+0.004650467260962157
+4.7535806948127355e-12
+-2.2473967953572827e-18
diff --git a/examples/rmvs_swifter_comparison/9pl_18tp_encounters/cb.swiftest.in b/examples/rmvs_swifter_comparison/9pl_18tp_encounters/cb.swiftest.in
index 81c636655..2e8d49f62 100644
--- a/examples/rmvs_swifter_comparison/9pl_18tp_encounters/cb.swiftest.in
+++ b/examples/rmvs_swifter_comparison/9pl_18tp_encounters/cb.swiftest.in
@@ -1,5 +1,5 @@
 0
 0.00029591220819207774
 0.004650467260962157
-4.7535806948127355e-12
--2.2473967953572827e-18
+0.0
+0.0
diff --git a/examples/rmvs_swifter_comparison/9pl_18tp_encounters/param.swifter.in b/examples/rmvs_swifter_comparison/9pl_18tp_encounters/param.swifter.in
index ab8bf65ca..627edf452 100644
--- a/examples/rmvs_swifter_comparison/9pl_18tp_encounters/param.swifter.in
+++ b/examples/rmvs_swifter_comparison/9pl_18tp_encounters/param.swifter.in
@@ -21,6 +21,6 @@ CHK_QMIN_RANGE   0.004650467260962157 1000.0
 EXTRA_FORCE      NO
 BIG_DISCARD      NO
 CHK_CLOSE        YES
-J2               4.7535806948127355e-12
-J4               -2.2473967953572827e-18
+J2               0.0
+J4               0.0
 RHILL_PRESENT    YES
diff --git a/examples/rmvs_swifter_comparison/9pl_18tp_encounters/pl.in b/examples/rmvs_swifter_comparison/9pl_18tp_encounters/pl.in
new file mode 100644
index 000000000..bd980fc4b
--- /dev/null
+++ b/examples/rmvs_swifter_comparison/9pl_18tp_encounters/pl.in
@@ -0,0 +1,33 @@
+8
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+3 8.9970113821660187435e-10
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+4 9.549535102761465607e-11
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+5 2.825345908631354893e-07
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+7 1.2920249163736673626e-08
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+-0.0026158276515510360365 0.0027821364817078499815 4.40781085949555924e-05
+8 1.5243589003230834323e-08
+0.000164587904124493665
+29.55744967800954015 -4.629377558152945049 -0.58590957207831262377
+0.00046987400245862169295 0.0031274056019462009859 -7.51415892482447254e-05
diff --git a/examples/rmvs_swifter_comparison/9pl_18tp_encounters/pl.swifter.in b/examples/rmvs_swifter_comparison/9pl_18tp_encounters/pl.swifter.in
index 7961512ca..701e9a14f 100644
--- a/examples/rmvs_swifter_comparison/9pl_18tp_encounters/pl.swifter.in
+++ b/examples/rmvs_swifter_comparison/9pl_18tp_encounters/pl.swifter.in
@@ -2,35 +2,35 @@
 0 0.00029591220819207775568
 0.0 0.0 0.0
 0.0 0.0 0.0
-1 4.9125474498983623693e-11 0.0014751244996981091688
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 1.6306381826061645943e-05
-0.3424231950105547928 0.045418598038753463242 -0.027698852186471431547
--0.009135456552973951483 0.029147783460550278495 0.003219860945895814102
-2 7.243452483873646905e-10 0.006759105927487850036
+0.33206272695596028566 0.07436707001147663254 -0.02438290851908785084
+-0.0115920916602103591525 0.028710618792657981169 0.0034094833969203438596
+2 7.243452483873646905e-10 0.006759104275397271956
 4.0453784346544178454e-05
--0.7187409324847692238 0.008460121607685697903 0.041591140610292232083
--0.00035550721437125498313 -0.020314924633110978403 -0.00025828764648639637377
-3 8.9970113821660187435e-10 0.010044781409779763954
+-0.7188115337296047125 -0.0118554711069603201795 0.041316403191083782287
+0.00021427347881133320621 -0.020313576971905909774 -0.00029114855617710840843
+3 8.9970113821660187435e-10 0.010044787321379672528
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+4 9.549535102761465607e-11 0.007246743835971885302
 2.265740805092889601e-05
--1.5181949547849429294 0.68396861668094566244 0.051574975426518870902
--0.0052248882958565064094 -0.011564320429164449966 -0.0001141828894241637938
-5 2.825345908631354893e-07 0.35527129445679039879
+-1.5233712071242269115 0.6723825347339112968 0.051459143378398922164
+-0.0051275613251079554117 -0.011607719813367209372 -0.000117479966462153095864
+5 2.825345908631354893e-07 0.35527126534549128905
 0.00046732617030490929307
-4.0455430243320495975 -2.9975165850765859155 -0.07806209765007877943
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 0.00016953449859497231466
-14.8586976850394894 13.004806892491039605 -0.14422203290693380584
--0.002615247360000599007 0.0027826291421300451516 4.4072431030456472162e-05
-8 1.5243589003230834323e-08 0.78128379442879379807
+14.856082147529010129 13.007589275314199284 -0.14417795763685259391
+-0.0026158276515510360365 0.0027821364817078499815 4.40781085949555924e-05
+8 1.5243589003230834323e-08 0.7812870996943599397
 0.000164587904124493665
-29.55697963607957135 -4.6325049341728004038 -0.5858344271811812831
-0.00047020985112446482199 0.0031273464291932001093 -7.514820514613305166e-05
+29.55744967800954015 -4.629377558152945049 -0.58590957207831262377
+0.00046987400245862169295 0.0031274056019462009859 -7.51415892482447254e-05
diff --git a/examples/rmvs_swifter_comparison/9pl_18tp_encounters/pl.swiftest.in b/examples/rmvs_swifter_comparison/9pl_18tp_encounters/pl.swiftest.in
index 5e89dafc6..bd980fc4b 100644
--- a/examples/rmvs_swifter_comparison/9pl_18tp_encounters/pl.swiftest.in
+++ b/examples/rmvs_swifter_comparison/9pl_18tp_encounters/pl.swiftest.in
@@ -1,33 +1,33 @@
 8
 1 4.9125474498983623693e-11
 1.6306381826061645943e-05
-0.3424231950105547928 0.045418598038753463242 -0.027698852186471431547
--0.009135456552973951483 0.029147783460550278495 0.003219860945895814102
+0.33206272695596028566 0.07436707001147663254 -0.02438290851908785084
+-0.0115920916602103591525 0.028710618792657981169 0.0034094833969203438596
 2 7.243452483873646905e-10
 4.0453784346544178454e-05
--0.7187409324847692238 0.008460121607685697903 0.041591140610292232083
--0.00035550721437125498313 -0.020314924633110978403 -0.00025828764648639637377
+-0.7188115337296047125 -0.0118554711069603201795 0.041316403191083782287
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-0.34089134446377761245 -0.95773246142964407746 4.435598231277717939e-05
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+0.015830039028334789986 0.0059737936889703449964 -3.3484113013969089573e-07
 4 9.549535102761465607e-11
 2.265740805092889601e-05
--1.5181949547849429294 0.68396861668094566244 0.051574975426518870902
--0.0052248882958565064094 -0.011564320429164449966 -0.0001141828894241637938
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 5 2.825345908631354893e-07
 0.00046732617030490929307
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 0.00016953449859497231466
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--0.002615247360000599007 0.0027826291421300451516 4.4072431030456472162e-05
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 8 1.5243589003230834323e-08
 0.000164587904124493665
-29.55697963607957135 -4.6325049341728004038 -0.5858344271811812831
-0.00047020985112446482199 0.0031273464291932001093 -7.514820514613305166e-05
+29.55744967800954015 -4.629377558152945049 -0.58590957207831262377
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diff --git a/examples/rmvs_swifter_comparison/9pl_18tp_encounters/swiftest_rmvs_vs_swifter_rmvs.ipynb b/examples/rmvs_swifter_comparison/9pl_18tp_encounters/swiftest_rmvs_vs_swifter_rmvs.ipynb
index 3d3ffb629..69f51f7d5 100644
--- a/examples/rmvs_swifter_comparison/9pl_18tp_encounters/swiftest_rmvs_vs_swifter_rmvs.ipynb
+++ b/examples/rmvs_swifter_comparison/9pl_18tp_encounters/swiftest_rmvs_vs_swifter_rmvs.ipynb
@@ -461,9 +461,9 @@
        "array([  1,   2,   3,   4,   5,   6,   7,   8, 101, 102, 103, 104, 105, 106,\n",
        "       107, 108, 109, 110, 111, 112, 113, 114, 115, 116])\n",
        "Coordinates:\n",
-       "  * id       (id) int64 1 2 3 4 5 6 7 8 101 ... 109 110 111 112 113 114 115 116</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'id'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>id</span>: 24</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-816fc1a6-1db4-4990-ac0a-b27271024535' class='xr-array-in' type='checkbox' checked><label for='section-816fc1a6-1db4-4990-ac0a-b27271024535' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>1 2 3 4 5 6 7 8 101 102 ... 107 108 109 110 111 112 113 114 115 116</span></div><div class='xr-array-data'><pre>array([  1,   2,   3,   4,   5,   6,   7,   8, 101, 102, 103, 104, 105, 106,\n",
-       "       107, 108, 109, 110, 111, 112, 113, 114, 115, 116])</pre></div></div></li><li class='xr-section-item'><input id='section-2b18fc3b-fd1e-4a3c-88b7-a39016022ec9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2b18fc3b-fd1e-4a3c-88b7-a39016022ec9' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>id</span></div><div class='xr-var-dims'>(id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 ... 112 113 114 115 116</div><input id='attrs-e1cf1d0e-79eb-4c3a-98b4-79f3b46abf01' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e1cf1d0e-79eb-4c3a-98b4-79f3b46abf01' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-01920101-26df-45d3-a801-9104ac697ad7' class='xr-var-data-in' type='checkbox'><label for='data-01920101-26df-45d3-a801-9104ac697ad7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  1,   2,   3,   4,   5,   6,   7,   8, 101, 102, 103, 104, 105, 106,\n",
-       "       107, 108, 109, 110, 111, 112, 113, 114, 115, 116])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c071f68c-bc6e-45bc-9bd0-6c6c74da2ad9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c071f68c-bc6e-45bc-9bd0-6c6c74da2ad9' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+       "  * id       (id) int64 1 2 3 4 5 6 7 8 101 ... 109 110 111 112 113 114 115 116</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'id'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>id</span>: 24</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-153cdb84-38ec-4f78-b9ae-c2cbd70dfb2f' class='xr-array-in' type='checkbox' checked><label for='section-153cdb84-38ec-4f78-b9ae-c2cbd70dfb2f' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>1 2 3 4 5 6 7 8 101 102 ... 107 108 109 110 111 112 113 114 115 116</span></div><div class='xr-array-data'><pre>array([  1,   2,   3,   4,   5,   6,   7,   8, 101, 102, 103, 104, 105, 106,\n",
+       "       107, 108, 109, 110, 111, 112, 113, 114, 115, 116])</pre></div></div></li><li class='xr-section-item'><input id='section-806c114a-55bd-4513-abb6-09e56cf04bdb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-806c114a-55bd-4513-abb6-09e56cf04bdb' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>id</span></div><div class='xr-var-dims'>(id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 ... 112 113 114 115 116</div><input id='attrs-c2dc3e59-895b-40ac-933a-c449954a1be2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c2dc3e59-895b-40ac-933a-c449954a1be2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-76ae06ea-168f-473e-af8e-4d487c1ebbdf' class='xr-var-data-in' type='checkbox'><label for='data-76ae06ea-168f-473e-af8e-4d487c1ebbdf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  1,   2,   3,   4,   5,   6,   7,   8, 101, 102, 103, 104, 105, 106,\n",
+       "       107, 108, 109, 110, 111, 112, 113, 114, 115, 116])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8460f347-a031-40b0-a477-d6e6cf3d4bbe' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8460f347-a031-40b0-a477-d6e6cf3d4bbe' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.DataArray 'id' (id: 24)>\n",
@@ -846,10 +846,10 @@
        "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])\n",
        "Coordinates:\n",
        "    id        int64 4\n",
-       "  * time (d)  (time (d)) float64 0.0 11.0 22.0 33.0 ... 330.0 341.0 352.0 363.0</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'px'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time (d)</span>: 34</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-5188c628-6557-4dd6-b657-43ec130aef07' class='xr-array-in' type='checkbox' checked><label for='section-5188c628-6557-4dd6-b657-43ec130aef07' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0</span></div><div class='xr-array-data'><pre>array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
-       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])</pre></div></div></li><li class='xr-section-item'><input id='section-b881060d-bee6-4e63-a111-917a07085f38' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b881060d-bee6-4e63-a111-917a07085f38' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>4</div><input id='attrs-1dd63b02-b115-485e-a9c6-a10944adf84f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1dd63b02-b115-485e-a9c6-a10944adf84f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-341a8b1c-567a-4a8a-aca0-dc7f1da023cc' class='xr-var-data-in' type='checkbox'><label for='data-341a8b1c-567a-4a8a-aca0-dc7f1da023cc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(4)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time (d)</span></div><div class='xr-var-dims'>(time (d))</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 11.0 22.0 ... 341.0 352.0 363.0</div><input id='attrs-979867fc-2261-4ed2-9f91-1dc2e7b83039' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-979867fc-2261-4ed2-9f91-1dc2e7b83039' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b1ae4486-2941-499c-9168-215f682696a7' class='xr-var-data-in' type='checkbox'><label for='data-b1ae4486-2941-499c-9168-215f682696a7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0.,  11.,  22.,  33.,  44.,  55.,  66.,  77.,  88.,  99., 110., 121.,\n",
+       "  * time (d)  (time (d)) float64 0.0 11.0 22.0 33.0 ... 330.0 341.0 352.0 363.0</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'px'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time (d)</span>: 34</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-3369259b-bb0a-4340-b534-7870828b2e0b' class='xr-array-in' type='checkbox' checked><label for='section-3369259b-bb0a-4340-b534-7870828b2e0b' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0</span></div><div class='xr-array-data'><pre>array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
+       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])</pre></div></div></li><li class='xr-section-item'><input id='section-ead7dafe-a531-4fae-96ef-7e07c2218487' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ead7dafe-a531-4fae-96ef-7e07c2218487' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>4</div><input id='attrs-95784e50-97c4-4436-b7f7-bd2915a13295' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-95784e50-97c4-4436-b7f7-bd2915a13295' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b6eaa2de-7dd0-4025-9abe-87ea383e4f29' class='xr-var-data-in' type='checkbox'><label for='data-b6eaa2de-7dd0-4025-9abe-87ea383e4f29' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(4)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time (d)</span></div><div class='xr-var-dims'>(time (d))</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 11.0 22.0 ... 341.0 352.0 363.0</div><input id='attrs-2e744a3c-a82d-4c63-8489-dd695399b6fc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2e744a3c-a82d-4c63-8489-dd695399b6fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3e28ebac-19e6-4fb5-a434-874a1abfb385' class='xr-var-data-in' type='checkbox'><label for='data-3e28ebac-19e6-4fb5-a434-874a1abfb385' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0.,  11.,  22.,  33.,  44.,  55.,  66.,  77.,  88.,  99., 110., 121.,\n",
        "       132., 143., 154., 165., 176., 187., 198., 209., 220., 231., 242., 253.,\n",
-       "       264., 275., 286., 297., 308., 319., 330., 341., 352., 363.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-76e7ac60-fe43-4c54-9812-c00c72b61e4c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-76e7ac60-fe43-4c54-9812-c00c72b61e4c' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+       "       264., 275., 286., 297., 308., 319., 330., 341., 352., 363.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-93660dd3-2a00-41aa-91e5-422ae02bb51d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-93660dd3-2a00-41aa-91e5-422ae02bb51d' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.DataArray 'px' (time (d): 34)>\n",
@@ -876,7 +876,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -935,7 +935,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -970,7 +970,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
diff --git a/examples/rmvs_swifter_comparison/9pl_18tp_encounters/tp.in b/examples/rmvs_swifter_comparison/9pl_18tp_encounters/tp.in
index eeccf8904..c7cf002d6 100644
--- a/examples/rmvs_swifter_comparison/9pl_18tp_encounters/tp.in
+++ b/examples/rmvs_swifter_comparison/9pl_18tp_encounters/tp.in
@@ -1,49 +1,49 @@
 16
 101
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 102
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--0.0117390060249831038736 0.029147783460550278495 0.003219860945895814102
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 103
--0.7186837221942969922 0.0085173318981578965275 0.041591140610292232083
-0.0059917264909741391188 -0.020314924633110978403 -0.00025828764648639637377
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 104
--0.7187981427752414554 0.008402911317213499279 0.041591140610292232083
--0.0067027409197166487598 -0.020314924633110978403 -0.00025828764648639637377
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 105
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 106
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 107
--1.518162912371189055 0.68400065909469953684 0.051574975426518870902
--0.0021454091976326134308 -0.011564320429164449966 -0.0001141828894241637938
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 108
--1.5182269971986968038 0.68393657426719178805 0.051574975426518870902
--0.008304367394080400255 -0.011564320429164449966 -0.0001141828894241637938
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 109
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 110
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--0.03247562090880566632 0.006425243736188544774 -0.00012527374697365590813
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 111
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 112
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