From 7694a02ae84774aedcc098ba04e10d170c249b47 Mon Sep 17 00:00:00 2001
From: David A Minton <daminton@purdue.edu>
Date: Wed, 28 Jul 2021 14:16:02 -0400
Subject: [PATCH 1/6] Cleaned up WHM initial conditions generator script

---
 examples/whm_swifter_comparison/init_cond.py  |  5 --
 .../whm_swifter_comparison/param.swifter.in   |  2 +-
 .../whm_swifter_comparison/param.swiftest.in  |  1 +
 examples/whm_swifter_comparison/pl.swifter.in | 48 +++++++++----------
 .../whm_swifter_comparison/pl.swiftest.in     | 48 +++++++++----------
 examples/whm_swifter_comparison/tp.swifter.in | 16 +++----
 .../whm_swifter_comparison/tp.swiftest.in     | 16 +++----
 src/whm/whm_setup.f90                         |  1 +
 8 files changed, 67 insertions(+), 70 deletions(-)

diff --git a/examples/whm_swifter_comparison/init_cond.py b/examples/whm_swifter_comparison/init_cond.py
index aac82eed9..cc86e7635 100755
--- a/examples/whm_swifter_comparison/init_cond.py
+++ b/examples/whm_swifter_comparison/init_cond.py
@@ -1,10 +1,5 @@
 #!/usr/bin/env python3
 import swiftest
-import numpy as np
-import sys
-from astroquery.jplhorizons import Horizons
-import astropy.constants as const 
-from scipy.io import FortranFile
 
 sim = swiftest.Simulation()
 
diff --git a/examples/whm_swifter_comparison/param.swifter.in b/examples/whm_swifter_comparison/param.swifter.in
index 5cf0cb8b9..417c3ab04 100644
--- a/examples/whm_swifter_comparison/param.swifter.in
+++ b/examples/whm_swifter_comparison/param.swifter.in
@@ -21,6 +21,6 @@ CHK_QMIN_RANGE   0.004650467260962157 1000.0
 EXTRA_FORCE      NO
 BIG_DISCARD      NO
 CHK_CLOSE        YES
+RHILL_PRESENT    YES
 J2               4.7535806948127355e-12
 J4               -2.2473967953572827e-18
-RHILL_PRESENT    YES
diff --git a/examples/whm_swifter_comparison/param.swiftest.in b/examples/whm_swifter_comparison/param.swiftest.in
index 73818e198..13fdad2ec 100644
--- a/examples/whm_swifter_comparison/param.swiftest.in
+++ b/examples/whm_swifter_comparison/param.swiftest.in
@@ -25,6 +25,7 @@ DU2M             149597870700.0
 EXTRA_FORCE      NO
 BIG_DISCARD      NO
 CHK_CLOSE        YES
+RHILL_PRESENT    YES
 FRAGMENTATION    NO
 ROTATION         NO
 TIDES            NO
diff --git a/examples/whm_swifter_comparison/pl.swifter.in b/examples/whm_swifter_comparison/pl.swifter.in
index e0ef4e881..141e997da 100644
--- a/examples/whm_swifter_comparison/pl.swifter.in
+++ b/examples/whm_swifter_comparison/pl.swifter.in
@@ -2,35 +2,35 @@
 0 39.476926408897625196
 0.0 0.0 0.0
 0.0 0.0 0.0
-1 6.5537098095653139645e-06 0.0014751243077781048702
+1 6.5537098095653139645e-06 0.0014751238438755500459
 1.6306381826061645943e-05
-0.33206272695596028566 0.07436707001147663254 -0.02438290851908785084
--4.2340114788918336805 10.486553514018327622 1.2453138107251555947
-2 9.663313399581537916e-05 0.006759104275397271956
+-0.065841771551149230746 0.30388831943526661838 0.030872485461978960153
+-12.104810966946379345 -1.8005812017180330847 0.9632304211885714761
+2 9.663313399581537916e-05 0.006759080797928606587
 4.0453784346544178454e-05
--0.7188115337296047125 -0.0118554711069603201795 0.041316403191083782287
-0.07826338813583945357 -7.419533988988633545 -0.10634201014368884618
-3 0.000120026935827952453094 0.010044787321379672528
+-0.65269716062695148917 -0.3065765656441301057 0.033456491497379246824
+3.0899533953493179043 -6.72112303206047562 -0.2705477431358893059
+3 0.000120026935827952453094 0.010044868190633438806
 4.25875607065040958e-05
-0.35677088372527121507 -0.95189300879814897627 4.4027442504036787155e-05
-5.7819217550992820422 2.18192814489641851 -0.00012230072278352209966
-4 1.2739802010675941456e-05 0.007246743835971885302
+0.58046286084934750615 -0.8332000042504307258 3.7646553415201541957e-05
+5.053802748240266633 3.568560918001247615 -0.0001869334511378976778
+4 1.2739802010675941456e-05 0.0072467082986392815006
 2.265740805092889601e-05
--1.5233712071242269115 0.6723825347339112968 0.051459143378398922164
--1.8728417739956807141 -4.239719661832373223 -0.042909557750301418264
-5 0.037692251088985676735 0.35527126534549128905
+-1.5891417403740180081 0.4938480736359250889 0.049330990309104823244
+-1.3261523862597792352 -4.4445327547884994806 -0.060612990482397517785
+5 0.037692251088985676735 0.3552707649709459117
 0.00046732617030490929307
-4.049944927347420176 -2.9910878677758190314 -0.078187280837353656526
-1.6060801375519682711 2.349356876761497338 -0.045690062807172619064
-6 0.011285899820091272997 0.4376527512949726007
+4.1148395833578952363 -2.8938323061728068453 -0.080043092204059404504
+1.5541304908644199467 2.386798324664287883 -0.044683660603562371893
+6 0.011285899820091272997 0.43765596788571493287
 0.00038925687730393611812
-6.298929503477405767 -7.706413024510769816 -0.11669919842191249504
-1.4661378456572359413 1.2872251175075805794 -0.08070991686100478242
-7 0.0017236589478267730203 0.4695362423191493196
+6.3589256477393849565 -7.653288021415167286 -0.12000977499446359442
+1.4556566113591374531 1.2999494788820976765 -0.08051428750367411639
+7 0.0017236589478267730203 0.46957663585116591335
 0.00016953449859497231466
-14.856082147529010129 13.007589275314199284 -0.14417795763685259391
--0.9554310497290159123 1.0161753499437922057 0.016099529164307530124
-8 0.0020336100526728302319 0.7812870996943599397
+14.816779495279050138 13.049265812461410263 -0.14351615042000470668
+-0.9586068527340353378 1.013470229424341294 0.01613039934499510156
+8 0.0020336100526728302319 0.7813355837717117843
 0.000164587904124493665
-29.55744967800954015 -4.629377558152945049 -0.58590957207831262377
-0.17162147939801157335 1.1422848961108499101 -0.027445465472921385952
+29.564459991843019537 -4.5824598513731222837 -0.5870359532621901577
+0.1697807691732287658 1.1426067858222827636 -0.027409347819614317105
diff --git a/examples/whm_swifter_comparison/pl.swiftest.in b/examples/whm_swifter_comparison/pl.swiftest.in
index 9d49cc3da..a5ed4ef1c 100644
--- a/examples/whm_swifter_comparison/pl.swiftest.in
+++ b/examples/whm_swifter_comparison/pl.swiftest.in
@@ -1,33 +1,33 @@
 8
-1 6.5537098095653139645e-06
+1 6.5537098095653139645e-06 0.0014751238438755500459
 1.6306381826061645943e-05
-0.33206272695596028566 0.07436707001147663254 -0.02438290851908785084
--4.2340114788918336805 10.486553514018327622 1.2453138107251555947
-2 9.663313399581537916e-05
+-0.065841771551149230746 0.30388831943526661838 0.030872485461978960153
+-12.104810966946379345 -1.8005812017180330847 0.9632304211885714761
+2 9.663313399581537916e-05 0.006759080797928606587
 4.0453784346544178454e-05
--0.7188115337296047125 -0.0118554711069603201795 0.041316403191083782287
-0.07826338813583945357 -7.419533988988633545 -0.10634201014368884618
-3 0.000120026935827952453094
+-0.65269716062695148917 -0.3065765656441301057 0.033456491497379246824
+3.0899533953493179043 -6.72112303206047562 -0.2705477431358893059
+3 0.000120026935827952453094 0.010044868190633438806
 4.25875607065040958e-05
-0.35677088372527121507 -0.95189300879814897627 4.4027442504036787155e-05
-5.7819217550992820422 2.18192814489641851 -0.00012230072278352209966
-4 1.2739802010675941456e-05
+0.58046286084934750615 -0.8332000042504307258 3.7646553415201541957e-05
+5.053802748240266633 3.568560918001247615 -0.0001869334511378976778
+4 1.2739802010675941456e-05 0.0072467082986392815006
 2.265740805092889601e-05
--1.5233712071242269115 0.6723825347339112968 0.051459143378398922164
--1.8728417739956807141 -4.239719661832373223 -0.042909557750301418264
-5 0.037692251088985676735
+-1.5891417403740180081 0.4938480736359250889 0.049330990309104823244
+-1.3261523862597792352 -4.4445327547884994806 -0.060612990482397517785
+5 0.037692251088985676735 0.3552707649709459117
 0.00046732617030490929307
-4.049944927347420176 -2.9910878677758190314 -0.078187280837353656526
-1.6060801375519682711 2.349356876761497338 -0.045690062807172619064
-6 0.011285899820091272997
+4.1148395833578952363 -2.8938323061728068453 -0.080043092204059404504
+1.5541304908644199467 2.386798324664287883 -0.044683660603562371893
+6 0.011285899820091272997 0.43765596788571493287
 0.00038925687730393611812
-6.298929503477405767 -7.706413024510769816 -0.11669919842191249504
-1.4661378456572359413 1.2872251175075805794 -0.08070991686100478242
-7 0.0017236589478267730203
+6.3589256477393849565 -7.653288021415167286 -0.12000977499446359442
+1.4556566113591374531 1.2999494788820976765 -0.08051428750367411639
+7 0.0017236589478267730203 0.46957663585116591335
 0.00016953449859497231466
-14.856082147529010129 13.007589275314199284 -0.14417795763685259391
--0.9554310497290159123 1.0161753499437922057 0.016099529164307530124
-8 0.0020336100526728302319
+14.816779495279050138 13.049265812461410263 -0.14351615042000470668
+-0.9586068527340353378 1.013470229424341294 0.01613039934499510156
+8 0.0020336100526728302319 0.7813355837717117843
 0.000164587904124493665
-29.55744967800954015 -4.629377558152945049 -0.58590957207831262377
-0.17162147939801157335 1.1422848961108499101 -0.027445465472921385952
+29.564459991843019537 -4.5824598513731222837 -0.5870359532621901577
+0.1697807691732287658 1.1426067858222827636 -0.027409347819614317105
diff --git a/examples/whm_swifter_comparison/tp.swifter.in b/examples/whm_swifter_comparison/tp.swifter.in
index b37f04011..d4bba791e 100644
--- a/examples/whm_swifter_comparison/tp.swifter.in
+++ b/examples/whm_swifter_comparison/tp.swifter.in
@@ -1,13 +1,13 @@
 4
 101
-2.2759060918449769417 1.6823262546111898974 -0.3661544509052930274
--2.3097811686367798667 2.7916683305060454227 0.51377483806222698173
+2.1778219831071528034 1.7945000787160070299 -0.344538568144980073
+-2.4660672364316131263 2.6696516059587804457 0.5387135399929646282
 102
-3.0206599411327550442 -1.0715345879373190385 0.4820489106686373093
-0.64736314289225124926 2.5354787229381968757 -1.8109825958052419904
+3.0442667013982411817 -0.9663926835590784803 0.40722457070173800897
+0.50161667633754136036 2.5842510880432738114 -1.8324318157740491254
 103
--0.47156753362343428737 -3.1411451968218520037 0.73253063903937232215
-3.067486522793096946 -0.061867034122113133084 -0.11064022385054755856
+-0.34517723265404320898 -3.1406497314215879868 0.72728042419722227496
+3.0867794854837949715 0.086392107735322389756 -0.14509697121440676101
 104
--2.0454358521790818592 -0.83017357434175576003 0.27369621627497042748
-1.8825682786003801814 -3.9015333153827542793 -0.112405737336568095776
+-1.9619853530057589364 -0.98771442784664698067 0.2682528168870427776
+2.180176917968356245 -3.7664581464574479557 -0.15265740558307136673
diff --git a/examples/whm_swifter_comparison/tp.swiftest.in b/examples/whm_swifter_comparison/tp.swiftest.in
index b37f04011..d4bba791e 100644
--- a/examples/whm_swifter_comparison/tp.swiftest.in
+++ b/examples/whm_swifter_comparison/tp.swiftest.in
@@ -1,13 +1,13 @@
 4
 101
-2.2759060918449769417 1.6823262546111898974 -0.3661544509052930274
--2.3097811686367798667 2.7916683305060454227 0.51377483806222698173
+2.1778219831071528034 1.7945000787160070299 -0.344538568144980073
+-2.4660672364316131263 2.6696516059587804457 0.5387135399929646282
 102
-3.0206599411327550442 -1.0715345879373190385 0.4820489106686373093
-0.64736314289225124926 2.5354787229381968757 -1.8109825958052419904
+3.0442667013982411817 -0.9663926835590784803 0.40722457070173800897
+0.50161667633754136036 2.5842510880432738114 -1.8324318157740491254
 103
--0.47156753362343428737 -3.1411451968218520037 0.73253063903937232215
-3.067486522793096946 -0.061867034122113133084 -0.11064022385054755856
+-0.34517723265404320898 -3.1406497314215879868 0.72728042419722227496
+3.0867794854837949715 0.086392107735322389756 -0.14509697121440676101
 104
--2.0454358521790818592 -0.83017357434175576003 0.27369621627497042748
-1.8825682786003801814 -3.9015333153827542793 -0.112405737336568095776
+-1.9619853530057589364 -0.98771442784664698067 0.2682528168870427776
+2.180176917968356245 -3.7664581464574479557 -0.15265740558307136673
diff --git a/src/whm/whm_setup.f90 b/src/whm/whm_setup.f90
index 733adc871..40dcd4f75 100644
--- a/src/whm/whm_setup.f90
+++ b/src/whm/whm_setup.f90
@@ -85,6 +85,7 @@ module subroutine whm_setup_initialize_system(self, param)
       ! First we need to make sure that the massive bodies are sorted by heliocentric distance before computing jacobies
       call util_set_ir3h(self%pl)
       call self%pl%sort("ir3h", ascending=.false.)
+
       ! Make sure that the discard list gets allocated initially
       call self%tp_discards%setup(self%tp%nbody)
       call self%pl%set_mu(self%cb)

From ea58038b6f7f08c27f9340e3b1d528ed31ac4ded Mon Sep 17 00:00:00 2001
From: David A Minton <daminton@purdue.edu>
Date: Wed, 28 Jul 2021 16:45:59 -0400
Subject: [PATCH 2/6] Fixed encounter check code for particles so that it
 overwrites the encounter list rather than appending

---
 src/symba/symba_encounter_check.f90 | 36 ++++++++++++++---------------
 src/symba/symba_step.f90            |  6 ++++-
 src/symba/symba_util.f90            |  2 ++
 3 files changed, 24 insertions(+), 20 deletions(-)

diff --git a/src/symba/symba_encounter_check.f90 b/src/symba/symba_encounter_check.f90
index 796df5d4a..1a202ba60 100644
--- a/src/symba/symba_encounter_check.f90
+++ b/src/symba/symba_encounter_check.f90
@@ -15,7 +15,6 @@ module function symba_encounter_check_pl(self, system, dt, irec) result(lany_enc
       ! Result
       logical                                   :: lany_encounter !! Returns true if there is at least one close encounter      
       ! Internals
-      integer(I4B)                              :: nenc_old
       integer(I8B)                              :: k
       real(DP),     dimension(NDIM)             :: xr, vr
       logical,      dimension(:),   allocatable :: lencounter, loc_lvdotr
@@ -35,15 +34,14 @@ module function symba_encounter_check_pl(self, system, dt, irec) result(lany_enc
          lany_encounter = any(lencounter(:))
          if (lany_encounter) then 
             associate(plplenc_list => system%plplenc_list, nenc => system%plplenc_list%nenc)
-               nenc_old = nenc
-               call plplenc_list%resize(nenc_old + count(lencounter(:)))
-               plplenc_list%status(nenc_old+1:nenc) = ACTIVE
-               plplenc_list%level(nenc_old+1:nenc) = irec
-               plplenc_list%lvdotr(nenc_old+1:nenc) = pack(loc_lvdotr(:), lencounter(:))
-               plplenc_list%index1(nenc_old+1:nenc) = pack(pl%k_plpl(1,:), lencounter(:))
-               plplenc_list%index2(nenc_old+1:nenc) = pack(pl%k_plpl(2,:), lencounter(:))
-               pl%lencounter(plplenc_list%index1(nenc_old+1:nenc)) = .true.
-               pl%lencounter(plplenc_list%index2(nenc_old+1:nenc)) = .true.
+               call plplenc_list%resize(count(lencounter(:)))
+               plplenc_list%status(1:nenc) = ACTIVE
+               plplenc_list%level(1:nenc) = irec
+               plplenc_list%lvdotr(1:nenc) = pack(loc_lvdotr(:), lencounter(:))
+               plplenc_list%index1(1:nenc) = pack(pl%k_plpl(1,:), lencounter(:))
+               plplenc_list%index2(1:nenc) = pack(pl%k_plpl(2,:), lencounter(:))
+               pl%lencounter(plplenc_list%index1(1:nenc)) = .true.
+               pl%lencounter(plplenc_list%index2(1:nenc)) = .true.
             end associate
          end if
       end associate
@@ -135,7 +133,7 @@ module function symba_encounter_check_tp(self, system, dt, irec) result(lany_enc
       logical                                   :: lany_encounter !! Returns true if there is at least one close encounter      
       ! Internals
       real(DP)                                  :: r2crit, vdotr, r2, v2, tmin, r2min, term2
-      integer(I4B)                              :: i, j, nenc_old
+      integer(I4B)                              :: i, j
       real(DP),     dimension(NDIM)             :: xr, vr
       logical,      dimension(:,:), allocatable :: lencounter, loc_lvdotr
    
@@ -154,16 +152,16 @@ module function symba_encounter_check_tp(self, system, dt, irec) result(lany_enc
          lany_encounter = any(lencounter(:,:))
          if (lany_encounter) then 
             associate(pltpenc_list => system%pltpenc_list, nenc => system%pltpenc_list%nenc)
-               nenc_old = nenc
-               call pltpenc_list%resize(nenc_old + count(lencounter(:,:)))
-               pltpenc_list%status(nenc_old+1:nenc) = ACTIVE
-               pltpenc_list%level(nenc_old+1:nenc) = irec
-               pltpenc_list%lvdotr(nenc_old+1:nenc) = pack(loc_lvdotr(:,:), lencounter(:,:))
-               pltpenc_list%index1(nenc_old+1:nenc) = pack(spread([(i, i = 1, npl)], dim=2, ncopies=ntp), lencounter(:,:)) 
-               pltpenc_list%index2(nenc_old+1:nenc) = pack(spread([(j, j = 1, ntp)], dim=1, ncopies=npl), lencounter(:,:))
+               call pltpenc_list%resize(count(lencounter(:,:)))
+               pltpenc_list%status(1:nenc) = ACTIVE
+               pltpenc_list%level(1:nenc) = irec
+               pltpenc_list%lvdotr(1:nenc) = pack(loc_lvdotr(:,:), lencounter(:,:))
+               pltpenc_list%index1(1:nenc) = pack(spread([(i, i = 1, npl)], dim=2, ncopies=ntp), lencounter(:,:)) 
+               pltpenc_list%index2(1:nenc) = pack(spread([(j, j = 1, ntp)], dim=1, ncopies=npl), lencounter(:,:))
                select type(pl)
                class is (symba_pl)
-                  pl%lencounter(pltpenc_list%index1(nenc_old+1:nenc)) = .true.
+                  pl%lencounter(:) = .false.
+                  pl%lencounter(pltpenc_list%index1(1:nenc)) = .true.
                end select
             end associate
          end if
diff --git a/src/symba/symba_step.f90 b/src/symba/symba_step.f90
index 4e7082c4b..09102d82c 100644
--- a/src/symba/symba_step.f90
+++ b/src/symba/symba_step.f90
@@ -137,7 +137,11 @@ module recursive subroutine symba_step_recur_system(self, param, t, ireci)
 
                   call pl%drift(system, param, dtl, mask=(pl%status(:) == ACTIVE .and. pl%levelg(:) == ireci))
                   call tp%drift(system, param, dtl, mask=(tp%status(:) == ACTIVE .and. tp%levelg(:) == ireci))
-
+                  if (ireci /=0) then
+                     if (pl%levelg(2) == ireci) then
+                        write(14,*) ireci,j,pl%xh(1,2)
+                     end if
+                  end if
                   if (lencounter) call system%recursive_step(param, t+dth,irecp)
 
                   call plplenc_list%kick(system, dth, irecp, 1)
diff --git a/src/symba/symba_util.f90 b/src/symba/symba_util.f90
index 71db85cc3..a19886853 100644
--- a/src/symba/symba_util.f90
+++ b/src/symba/symba_util.f90
@@ -60,6 +60,8 @@ module subroutine symba_util_resize_pltpenc(self, nrequested)
          call self%setup(2 * nrequested)
          call self%copy(enc_temp)
          deallocate(enc_temp)
+      else
+         self%status(nrequested+1:nold) = INACTIVE
       end if
       self%nenc = nrequested
       return

From d1f6b0dea2df3d954843336b8e3c2e08a3df6625 Mon Sep 17 00:00:00 2001
From: David A Minton <daminton@purdue.edu>
Date: Wed, 28 Jul 2021 17:19:49 -0400
Subject: [PATCH 3/6] Fixed encounter list level change code using loop instead
 of where assignment, due to duplication of pl indexes when multiple particles
 are in an encounter state

---
 src/symba/symba_step.f90 | 15 ++++++++-------
 1 file changed, 8 insertions(+), 7 deletions(-)

diff --git a/src/symba/symba_step.f90 b/src/symba/symba_step.f90
index 09102d82c..876149edb 100644
--- a/src/symba/symba_step.f90
+++ b/src/symba/symba_step.f90
@@ -137,11 +137,6 @@ module recursive subroutine symba_step_recur_system(self, param, t, ireci)
 
                   call pl%drift(system, param, dtl, mask=(pl%status(:) == ACTIVE .and. pl%levelg(:) == ireci))
                   call tp%drift(system, param, dtl, mask=(tp%status(:) == ACTIVE .and. tp%levelg(:) == ireci))
-                  if (ireci /=0) then
-                     if (pl%levelg(2) == ireci) then
-                        write(14,*) ireci,j,pl%xh(1,2)
-                     end if
-                  end if
                   if (lencounter) call system%recursive_step(param, t+dth,irecp)
 
                   call plplenc_list%kick(system, dth, irecp, 1)
@@ -158,8 +153,14 @@ module recursive subroutine symba_step_recur_system(self, param, t, ireci)
                              plind2 => plplenc_list%index2(1:plplenc_list%nenc), &
                              plind3 => pltpenc_list%index1(1:pltpenc_list%nenc), &
                              tpind  => pltpenc_list%index2(1:pltpenc_list%nenc))
-                     where(pl%levelg([plind1,plind2,plind3]) == irecp) pl%levelg(:) = ireci
-                     where(tp%levelg(tpind) == irecp) tp%levelg(:) = ireci
+                     do i = 1, plplenc_list%nenc
+                        if (pl%levelg(plind1(i)) == irecp) pl%levelg(plind1(i)) = ireci
+                        if (pl%levelg(plind2(i)) == irecp) pl%levelg(plind2(i)) = ireci
+                     end do
+                     do i = 1, pltpenc_list%nenc
+                        if (pl%levelg(plind3(i)) == irecp) pl%levelg(plind3(i)) = ireci
+                        if (tp%levelg(tpind(i)) == irecp) tp%levelg(tpind(i)) = ireci
+                     end do
                   end associate
                   where(plplenc_list%level(1:plplenc_list%nenc) == irecp) plplenc_list%level(:) = ireci
                   where(pltpenc_list%level(1:pltpenc_list%nenc) == irecp) pltpenc_list%level(:) = ireci

From 0b2ed95100e470f143fbf2217df6c197505b5854 Mon Sep 17 00:00:00 2001
From: David A Minton <daminton@purdue.edu>
Date: Wed, 28 Jul 2021 17:36:15 -0400
Subject: [PATCH 4/6] Updated symba comparision notebook

---
 .../swiftest_symba_vs_swifter_symba.ipynb     | 258 +++++++++---------
 1 file changed, 129 insertions(+), 129 deletions(-)

diff --git a/examples/symba_swifter_comparison/9pl_18tp_encounters/swiftest_symba_vs_swifter_symba.ipynb b/examples/symba_swifter_comparison/9pl_18tp_encounters/swiftest_symba_vs_swifter_symba.ipynb
index b3b31d703..d099a32a1 100644
--- a/examples/symba_swifter_comparison/9pl_18tp_encounters/swiftest_symba_vs_swifter_symba.ipynb
+++ b/examples/symba_swifter_comparison/9pl_18tp_encounters/swiftest_symba_vs_swifter_symba.ipynb
@@ -104,7 +104,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -130,7 +130,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -163,7 +163,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -198,7 +198,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -221,7 +221,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -579,146 +579,146 @@
        "  fill: currentColor;\n",
        "}\n",
        "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;rmag&#x27; (time (d): 333)&gt;\n",
-       "array([0.00000000e+00, 2.81661760e-10, 1.96588167e-01, 3.41033868e-01,\n",
-       "       3.66560841e-01, 3.66301948e-01, 3.66249335e-01, 3.66396298e-01,\n",
-       "       3.66718394e-01, 3.67175496e-01, 3.67715021e-01, 3.68275152e-01,\n",
-       "       3.68790522e-01, 3.69199134e-01, 3.69448202e-01, 3.69499736e-01,\n",
-       "       3.69335058e-01, 3.68957123e-01, 3.68389904e-01, 3.67675715e-01,\n",
-       "       3.66870691e-01, 3.66038894e-01, 3.65245879e-01, 3.64552504e-01,\n",
-       "       3.64009490e-01, 3.63653178e-01, 3.63502759e-01, 3.63558964e-01,\n",
-       "       3.63804172e-01, 3.64203926e-01, 3.64709715e-01, 3.65262866e-01,\n",
-       "       3.65799451e-01, 3.66256038e-01, 3.66575758e-01, 3.66714174e-01,\n",
-       "       3.66644175e-01, 3.66359092e-01, 3.65873566e-01, 3.65221944e-01,\n",
-       "       3.64454472e-01, 3.63631943e-01, 3.62819516e-01, 3.62080376e-01,\n",
-       "       3.61469889e-01, 3.61030854e-01, 3.60790163e-01, 3.60756788e-01,\n",
-       "       3.60921178e-01, 3.61256029e-01, 3.61718521e-01, 3.62253903e-01,\n",
-       "       3.62800136e-01, 3.63293324e-01, 3.63673632e-01, 3.63891182e-01,\n",
-       "       3.63911357e-01, 3.63718679e-01, 3.63318627e-01, 3.62737123e-01,\n",
-       "       3.62017697e-01, 3.61216780e-01, 3.60397813e-01, 3.59624972e-01,\n",
-       "       3.58957128e-01, 3.58442669e-01, 3.58115556e-01, 3.57992626e-01,\n",
-       "       3.58072312e-01, 3.58335003e-01, 3.58744642e-01, 3.59251395e-01,\n",
-       "       3.59795862e-01, 3.60314438e-01, 4.12957901e-01, 5.53838132e-01,\n",
-       "       6.88620712e-01, 8.15487973e-01, 8.20298524e-01, 8.52242029e-01,\n",
+       "array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       2.31299453e-05, 1.10256458e-04, 2.75094986e-04, 4.69124720e-04,\n",
+       "       6.37819916e-04, 7.27318191e-04, 7.18330839e-04, 7.05788012e-04,\n",
+       "       7.97070205e-04, 9.82447303e-04, 1.20167017e-03, 1.38568730e-03,\n",
+       "       1.45290098e-03, 1.40294485e-03, 1.38935207e-03, 1.50610105e-03,\n",
+       "       1.72636743e-03, 1.97891692e-03, 2.15521444e-03, 2.14661851e-03,\n",
+       "       2.04956741e-03, 2.06272718e-03, 2.23569416e-03, 2.51534860e-03,\n",
+       "       2.79363959e-03, 2.89613835e-03, 2.77700315e-03, 2.67482627e-03,\n",
+       "       2.75622597e-03, 3.01487525e-03, 3.35945752e-03, 3.60350706e-03,\n",
+       "       3.55128396e-03, 3.35402969e-03, 3.30174593e-03, 3.47779871e-03,\n",
+       "       3.82651300e-03, 4.18801472e-03, 4.28414157e-03, 4.06893950e-03,\n",
+       "       3.88578189e-03, 3.94894190e-03, 4.25789004e-03, 4.69085774e-03,\n",
+       "       4.96754228e-03, 4.83413401e-03, 4.54497227e-03, 4.46337913e-03,\n",
        "...\n",
-       "       1.18537517e+00, 1.18611657e+00, 1.18648245e+00, 1.18644060e+00,\n",
-       "       1.18599627e+00, 1.18519174e+00, 1.18410280e+00, 1.18283210e+00,\n",
-       "       1.18150005e+00, 1.18023365e+00, 1.17915442e+00, 1.17836658e+00,\n",
-       "       1.17794674e+00, 1.17793651e+00, 1.17833843e+00, 1.17911578e+00,\n",
-       "       1.18019630e+00, 1.18147927e+00, 1.18284532e+00, 1.18416783e+00,\n",
-       "       1.18532462e+00, 1.18620895e+00, 1.18673960e+00, 1.18686887e+00,\n",
-       "       1.18658701e+00, 1.18592279e+00, 1.18494010e+00, 1.18373170e+00,\n",
-       "       1.18241136e+00, 1.18110396e+00, 1.25299579e+00, 1.25223986e+00,\n",
-       "       1.25181471e+00, 1.25176461e+00, 1.25209741e+00, 1.25278376e+00,\n",
-       "       1.25376011e+00, 1.25493534e+00, 1.25620005e+00, 1.25743745e+00,\n",
-       "       1.25853473e+00, 1.25939339e+00, 1.25993785e+00, 1.26012176e+00,\n",
-       "       1.25993167e+00, 1.25938790e+00, 1.25854278e+00, 1.25747625e+00,\n",
-       "       1.25628915e+00, 1.25509455e+00, 1.25400756e+00, 1.25313436e+00,\n",
-       "       1.25256181e+00, 1.25234851e+00, 1.25251854e+00, 1.25305873e+00,\n",
-       "       1.25391995e+00, 1.25502210e+00, 1.25626238e+00, 1.25752571e+00,\n",
-       "       1.25869602e+00, 1.25966725e+00, 1.26035290e+00, 1.26069342e+00,\n",
-       "       1.26066111e+00, 1.26026226e+00, 1.25953643e+00, 1.25855297e+00,\n",
-       "       1.25740517e+00, 1.25620218e+00, 1.25505935e+00, 1.25408756e+00,\n",
-       "       1.25338232e+00, 1.25301396e+00, 1.25302049e+00, 1.25340406e+00,\n",
-       "       1.25413096e+00])\n",
+       "       2.27552238e-02, 2.14336750e-02, 1.99536744e-02, 1.95375781e-02,\n",
+       "       2.04244088e-02, 2.21837929e-02, 2.34223481e-02, 2.27021040e-02,\n",
+       "       2.10235992e-02, 2.00677152e-02, 2.04357446e-02, 2.19768363e-02,\n",
+       "       2.37069871e-02, 2.38363613e-02, 2.22656122e-02, 2.08398594e-02,\n",
+       "       2.06361170e-02, 2.17797283e-02, 2.36717320e-02, 2.46713026e-02,\n",
+       "       2.35870574e-02, 2.18518073e-02, 2.10654197e-02, 2.16919542e-02,\n",
+       "       2.34510849e-02, 2.51073368e-02, 2.48399705e-02, 2.30713464e-02,\n",
+       "       2.17469301e-02, 2.17840155e-02, 2.31897238e-02, 2.51636545e-02,\n",
+       "       2.58443413e-02, 2.44211632e-02, 2.26850711e-02, 2.21027725e-02,\n",
+       "       2.30035080e-02, 2.49559537e-02, 2.64520803e-02, 2.57657096e-02,\n",
+       "       2.38584911e-02, 2.26793113e-02, 2.29810558e-02, 2.46443582e-02,\n",
+       "       2.66327359e-02, 2.69250458e-02, 2.52077666e-02, 2.35270452e-02,\n",
+       "       2.31818105e-02, 2.43687433e-02, 2.64772190e-02, 2.77223877e-02,\n",
+       "       2.66190162e-02, 2.46370466e-02, 2.36453830e-02, 2.42344674e-02,\n",
+       "       2.61438944e-02, 2.80669485e-02, 2.79190320e-02, 2.59650741e-02,\n",
+       "       2.43925884e-02, 2.43144014e-02, 2.57928520e-02, 2.80043257e-02,\n",
+       "       2.89095241e-02, 2.74149807e-02, 2.54220912e-02, 2.46556068e-02,\n",
+       "       2.55482541e-02, 2.76783912e-02, 2.94435958e-02, 2.88268702e-02,\n",
+       "       2.67028523e-02, 2.52872339e-02, 2.55012432e-02, 2.72669007e-02,\n",
+       "       2.95109669e-02])\n",
        "Coordinates:\n",
-       "    id        int64 2\n",
-       "  * time (d)  (time (d)) float64 0.0 11.0 22.0 ... 3.63e+03 3.641e+03 3.652e+03</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'rmag'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time (d)</span>: 333</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-934c4bab-67f7-4643-9182-363295c7239b' class='xr-array-in' type='checkbox' checked><label for='section-934c4bab-67f7-4643-9182-363295c7239b' 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 2.817e-10 0.1966 0.341 0.3666 ... 1.253 1.253 1.253 1.253 1.254</span></div><div class='xr-array-data'><pre>array([0.00000000e+00, 2.81661760e-10, 1.96588167e-01, 3.41033868e-01,\n",
-       "       3.66560841e-01, 3.66301948e-01, 3.66249335e-01, 3.66396298e-01,\n",
-       "       3.66718394e-01, 3.67175496e-01, 3.67715021e-01, 3.68275152e-01,\n",
-       "       3.68790522e-01, 3.69199134e-01, 3.69448202e-01, 3.69499736e-01,\n",
-       "       3.69335058e-01, 3.68957123e-01, 3.68389904e-01, 3.67675715e-01,\n",
-       "       3.66870691e-01, 3.66038894e-01, 3.65245879e-01, 3.64552504e-01,\n",
-       "       3.64009490e-01, 3.63653178e-01, 3.63502759e-01, 3.63558964e-01,\n",
-       "       3.63804172e-01, 3.64203926e-01, 3.64709715e-01, 3.65262866e-01,\n",
-       "       3.65799451e-01, 3.66256038e-01, 3.66575758e-01, 3.66714174e-01,\n",
-       "       3.66644175e-01, 3.66359092e-01, 3.65873566e-01, 3.65221944e-01,\n",
-       "       3.64454472e-01, 3.63631943e-01, 3.62819516e-01, 3.62080376e-01,\n",
-       "       3.61469889e-01, 3.61030854e-01, 3.60790163e-01, 3.60756788e-01,\n",
-       "       3.60921178e-01, 3.61256029e-01, 3.61718521e-01, 3.62253903e-01,\n",
-       "       3.62800136e-01, 3.63293324e-01, 3.63673632e-01, 3.63891182e-01,\n",
-       "       3.63911357e-01, 3.63718679e-01, 3.63318627e-01, 3.62737123e-01,\n",
-       "       3.62017697e-01, 3.61216780e-01, 3.60397813e-01, 3.59624972e-01,\n",
-       "       3.58957128e-01, 3.58442669e-01, 3.58115556e-01, 3.57992626e-01,\n",
-       "       3.58072312e-01, 3.58335003e-01, 3.58744642e-01, 3.59251395e-01,\n",
-       "       3.59795862e-01, 3.60314438e-01, 4.12957901e-01, 5.53838132e-01,\n",
-       "       6.88620712e-01, 8.15487973e-01, 8.20298524e-01, 8.52242029e-01,\n",
+       "    id        int64 101\n",
+       "  * time (d)  (time (d)) float64 0.0 11.0 22.0 ... 3.63e+03 3.641e+03 3.652e+03</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'rmag'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time (d)</span>: 333</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-fc63f26f-c45f-45e8-8cc6-8c3888765415' class='xr-array-in' type='checkbox' checked><label for='section-fc63f26f-c45f-45e8-8cc6-8c3888765415' 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 ... 0.0267 0.02529 0.0255 0.02727 0.02951</span></div><div class='xr-array-data'><pre>array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       2.31299453e-05, 1.10256458e-04, 2.75094986e-04, 4.69124720e-04,\n",
+       "       6.37819916e-04, 7.27318191e-04, 7.18330839e-04, 7.05788012e-04,\n",
+       "       7.97070205e-04, 9.82447303e-04, 1.20167017e-03, 1.38568730e-03,\n",
+       "       1.45290098e-03, 1.40294485e-03, 1.38935207e-03, 1.50610105e-03,\n",
+       "       1.72636743e-03, 1.97891692e-03, 2.15521444e-03, 2.14661851e-03,\n",
+       "       2.04956741e-03, 2.06272718e-03, 2.23569416e-03, 2.51534860e-03,\n",
+       "       2.79363959e-03, 2.89613835e-03, 2.77700315e-03, 2.67482627e-03,\n",
+       "       2.75622597e-03, 3.01487525e-03, 3.35945752e-03, 3.60350706e-03,\n",
+       "       3.55128396e-03, 3.35402969e-03, 3.30174593e-03, 3.47779871e-03,\n",
+       "       3.82651300e-03, 4.18801472e-03, 4.28414157e-03, 4.06893950e-03,\n",
+       "       3.88578189e-03, 3.94894190e-03, 4.25789004e-03, 4.69085774e-03,\n",
+       "       4.96754228e-03, 4.83413401e-03, 4.54497227e-03, 4.46337913e-03,\n",
        "...\n",
-       "       1.18537517e+00, 1.18611657e+00, 1.18648245e+00, 1.18644060e+00,\n",
-       "       1.18599627e+00, 1.18519174e+00, 1.18410280e+00, 1.18283210e+00,\n",
-       "       1.18150005e+00, 1.18023365e+00, 1.17915442e+00, 1.17836658e+00,\n",
-       "       1.17794674e+00, 1.17793651e+00, 1.17833843e+00, 1.17911578e+00,\n",
-       "       1.18019630e+00, 1.18147927e+00, 1.18284532e+00, 1.18416783e+00,\n",
-       "       1.18532462e+00, 1.18620895e+00, 1.18673960e+00, 1.18686887e+00,\n",
-       "       1.18658701e+00, 1.18592279e+00, 1.18494010e+00, 1.18373170e+00,\n",
-       "       1.18241136e+00, 1.18110396e+00, 1.25299579e+00, 1.25223986e+00,\n",
-       "       1.25181471e+00, 1.25176461e+00, 1.25209741e+00, 1.25278376e+00,\n",
-       "       1.25376011e+00, 1.25493534e+00, 1.25620005e+00, 1.25743745e+00,\n",
-       "       1.25853473e+00, 1.25939339e+00, 1.25993785e+00, 1.26012176e+00,\n",
-       "       1.25993167e+00, 1.25938790e+00, 1.25854278e+00, 1.25747625e+00,\n",
-       "       1.25628915e+00, 1.25509455e+00, 1.25400756e+00, 1.25313436e+00,\n",
-       "       1.25256181e+00, 1.25234851e+00, 1.25251854e+00, 1.25305873e+00,\n",
-       "       1.25391995e+00, 1.25502210e+00, 1.25626238e+00, 1.25752571e+00,\n",
-       "       1.25869602e+00, 1.25966725e+00, 1.26035290e+00, 1.26069342e+00,\n",
-       "       1.26066111e+00, 1.26026226e+00, 1.25953643e+00, 1.25855297e+00,\n",
-       "       1.25740517e+00, 1.25620218e+00, 1.25505935e+00, 1.25408756e+00,\n",
-       "       1.25338232e+00, 1.25301396e+00, 1.25302049e+00, 1.25340406e+00,\n",
-       "       1.25413096e+00])</pre></div></div></li><li class='xr-section-item'><input id='section-8c0d58c8-a907-42a2-908d-53c85ec339a2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8c0d58c8-a907-42a2-908d-53c85ec339a2' 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'>2</div><input id='attrs-82f0be55-5674-40bd-86cc-ee0f43675535' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-82f0be55-5674-40bd-86cc-ee0f43675535' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b221e6ba-0310-46c9-88b0-d34cc6482ca6' class='xr-var-data-in' type='checkbox'><label for='data-b221e6ba-0310-46c9-88b0-d34cc6482ca6' 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(2)</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 ... 3.641e+03 3.652e+03</div><input id='attrs-58db77b4-04a6-4a79-9adf-42a7047607ed' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-58db77b4-04a6-4a79-9adf-42a7047607ed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-23b94260-97d0-463c-aa88-bb24dd635e26' class='xr-var-data-in' type='checkbox'><label for='data-23b94260-97d0-463c-aa88-bb24dd635e26' 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., ..., 3630., 3641., 3652.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ec271324-fb01-4492-a273-5faa3bacbe74' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ec271324-fb01-4492-a273-5faa3bacbe74' 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>"
+       "       2.27552238e-02, 2.14336750e-02, 1.99536744e-02, 1.95375781e-02,\n",
+       "       2.04244088e-02, 2.21837929e-02, 2.34223481e-02, 2.27021040e-02,\n",
+       "       2.10235992e-02, 2.00677152e-02, 2.04357446e-02, 2.19768363e-02,\n",
+       "       2.37069871e-02, 2.38363613e-02, 2.22656122e-02, 2.08398594e-02,\n",
+       "       2.06361170e-02, 2.17797283e-02, 2.36717320e-02, 2.46713026e-02,\n",
+       "       2.35870574e-02, 2.18518073e-02, 2.10654197e-02, 2.16919542e-02,\n",
+       "       2.34510849e-02, 2.51073368e-02, 2.48399705e-02, 2.30713464e-02,\n",
+       "       2.17469301e-02, 2.17840155e-02, 2.31897238e-02, 2.51636545e-02,\n",
+       "       2.58443413e-02, 2.44211632e-02, 2.26850711e-02, 2.21027725e-02,\n",
+       "       2.30035080e-02, 2.49559537e-02, 2.64520803e-02, 2.57657096e-02,\n",
+       "       2.38584911e-02, 2.26793113e-02, 2.29810558e-02, 2.46443582e-02,\n",
+       "       2.66327359e-02, 2.69250458e-02, 2.52077666e-02, 2.35270452e-02,\n",
+       "       2.31818105e-02, 2.43687433e-02, 2.64772190e-02, 2.77223877e-02,\n",
+       "       2.66190162e-02, 2.46370466e-02, 2.36453830e-02, 2.42344674e-02,\n",
+       "       2.61438944e-02, 2.80669485e-02, 2.79190320e-02, 2.59650741e-02,\n",
+       "       2.43925884e-02, 2.43144014e-02, 2.57928520e-02, 2.80043257e-02,\n",
+       "       2.89095241e-02, 2.74149807e-02, 2.54220912e-02, 2.46556068e-02,\n",
+       "       2.55482541e-02, 2.76783912e-02, 2.94435958e-02, 2.88268702e-02,\n",
+       "       2.67028523e-02, 2.52872339e-02, 2.55012432e-02, 2.72669007e-02,\n",
+       "       2.95109669e-02])</pre></div></div></li><li class='xr-section-item'><input id='section-f6c13beb-c25c-4517-bfe3-9a3e59dc0974' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f6c13beb-c25c-4517-bfe3-9a3e59dc0974' 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'>101</div><input id='attrs-c6888bce-fb35-4b8a-a6e4-a6c27d6f4063' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c6888bce-fb35-4b8a-a6e4-a6c27d6f4063' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-638ec232-9114-4494-a699-c55d9eff13c1' class='xr-var-data-in' type='checkbox'><label for='data-638ec232-9114-4494-a699-c55d9eff13c1' 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(101)</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 ... 3.641e+03 3.652e+03</div><input id='attrs-be36e7fe-572e-46ad-a21f-5df9f841d515' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-be36e7fe-572e-46ad-a21f-5df9f841d515' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7576a9d8-2b22-42af-a233-dbc3a8c3971a' class='xr-var-data-in' type='checkbox'><label for='data-7576a9d8-2b22-42af-a233-dbc3a8c3971a' 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., ..., 3630., 3641., 3652.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-371e7a66-544e-49da-8893-83859c7c0293' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-371e7a66-544e-49da-8893-83859c7c0293' 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 'rmag' (time (d): 333)>\n",
-       "array([0.00000000e+00, 2.81661760e-10, 1.96588167e-01, 3.41033868e-01,\n",
-       "       3.66560841e-01, 3.66301948e-01, 3.66249335e-01, 3.66396298e-01,\n",
-       "       3.66718394e-01, 3.67175496e-01, 3.67715021e-01, 3.68275152e-01,\n",
-       "       3.68790522e-01, 3.69199134e-01, 3.69448202e-01, 3.69499736e-01,\n",
-       "       3.69335058e-01, 3.68957123e-01, 3.68389904e-01, 3.67675715e-01,\n",
-       "       3.66870691e-01, 3.66038894e-01, 3.65245879e-01, 3.64552504e-01,\n",
-       "       3.64009490e-01, 3.63653178e-01, 3.63502759e-01, 3.63558964e-01,\n",
-       "       3.63804172e-01, 3.64203926e-01, 3.64709715e-01, 3.65262866e-01,\n",
-       "       3.65799451e-01, 3.66256038e-01, 3.66575758e-01, 3.66714174e-01,\n",
-       "       3.66644175e-01, 3.66359092e-01, 3.65873566e-01, 3.65221944e-01,\n",
-       "       3.64454472e-01, 3.63631943e-01, 3.62819516e-01, 3.62080376e-01,\n",
-       "       3.61469889e-01, 3.61030854e-01, 3.60790163e-01, 3.60756788e-01,\n",
-       "       3.60921178e-01, 3.61256029e-01, 3.61718521e-01, 3.62253903e-01,\n",
-       "       3.62800136e-01, 3.63293324e-01, 3.63673632e-01, 3.63891182e-01,\n",
-       "       3.63911357e-01, 3.63718679e-01, 3.63318627e-01, 3.62737123e-01,\n",
-       "       3.62017697e-01, 3.61216780e-01, 3.60397813e-01, 3.59624972e-01,\n",
-       "       3.58957128e-01, 3.58442669e-01, 3.58115556e-01, 3.57992626e-01,\n",
-       "       3.58072312e-01, 3.58335003e-01, 3.58744642e-01, 3.59251395e-01,\n",
-       "       3.59795862e-01, 3.60314438e-01, 4.12957901e-01, 5.53838132e-01,\n",
-       "       6.88620712e-01, 8.15487973e-01, 8.20298524e-01, 8.52242029e-01,\n",
+       "array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       2.31299453e-05, 1.10256458e-04, 2.75094986e-04, 4.69124720e-04,\n",
+       "       6.37819916e-04, 7.27318191e-04, 7.18330839e-04, 7.05788012e-04,\n",
+       "       7.97070205e-04, 9.82447303e-04, 1.20167017e-03, 1.38568730e-03,\n",
+       "       1.45290098e-03, 1.40294485e-03, 1.38935207e-03, 1.50610105e-03,\n",
+       "       1.72636743e-03, 1.97891692e-03, 2.15521444e-03, 2.14661851e-03,\n",
+       "       2.04956741e-03, 2.06272718e-03, 2.23569416e-03, 2.51534860e-03,\n",
+       "       2.79363959e-03, 2.89613835e-03, 2.77700315e-03, 2.67482627e-03,\n",
+       "       2.75622597e-03, 3.01487525e-03, 3.35945752e-03, 3.60350706e-03,\n",
+       "       3.55128396e-03, 3.35402969e-03, 3.30174593e-03, 3.47779871e-03,\n",
+       "       3.82651300e-03, 4.18801472e-03, 4.28414157e-03, 4.06893950e-03,\n",
+       "       3.88578189e-03, 3.94894190e-03, 4.25789004e-03, 4.69085774e-03,\n",
+       "       4.96754228e-03, 4.83413401e-03, 4.54497227e-03, 4.46337913e-03,\n",
        "...\n",
-       "       1.18537517e+00, 1.18611657e+00, 1.18648245e+00, 1.18644060e+00,\n",
-       "       1.18599627e+00, 1.18519174e+00, 1.18410280e+00, 1.18283210e+00,\n",
-       "       1.18150005e+00, 1.18023365e+00, 1.17915442e+00, 1.17836658e+00,\n",
-       "       1.17794674e+00, 1.17793651e+00, 1.17833843e+00, 1.17911578e+00,\n",
-       "       1.18019630e+00, 1.18147927e+00, 1.18284532e+00, 1.18416783e+00,\n",
-       "       1.18532462e+00, 1.18620895e+00, 1.18673960e+00, 1.18686887e+00,\n",
-       "       1.18658701e+00, 1.18592279e+00, 1.18494010e+00, 1.18373170e+00,\n",
-       "       1.18241136e+00, 1.18110396e+00, 1.25299579e+00, 1.25223986e+00,\n",
-       "       1.25181471e+00, 1.25176461e+00, 1.25209741e+00, 1.25278376e+00,\n",
-       "       1.25376011e+00, 1.25493534e+00, 1.25620005e+00, 1.25743745e+00,\n",
-       "       1.25853473e+00, 1.25939339e+00, 1.25993785e+00, 1.26012176e+00,\n",
-       "       1.25993167e+00, 1.25938790e+00, 1.25854278e+00, 1.25747625e+00,\n",
-       "       1.25628915e+00, 1.25509455e+00, 1.25400756e+00, 1.25313436e+00,\n",
-       "       1.25256181e+00, 1.25234851e+00, 1.25251854e+00, 1.25305873e+00,\n",
-       "       1.25391995e+00, 1.25502210e+00, 1.25626238e+00, 1.25752571e+00,\n",
-       "       1.25869602e+00, 1.25966725e+00, 1.26035290e+00, 1.26069342e+00,\n",
-       "       1.26066111e+00, 1.26026226e+00, 1.25953643e+00, 1.25855297e+00,\n",
-       "       1.25740517e+00, 1.25620218e+00, 1.25505935e+00, 1.25408756e+00,\n",
-       "       1.25338232e+00, 1.25301396e+00, 1.25302049e+00, 1.25340406e+00,\n",
-       "       1.25413096e+00])\n",
+       "       2.27552238e-02, 2.14336750e-02, 1.99536744e-02, 1.95375781e-02,\n",
+       "       2.04244088e-02, 2.21837929e-02, 2.34223481e-02, 2.27021040e-02,\n",
+       "       2.10235992e-02, 2.00677152e-02, 2.04357446e-02, 2.19768363e-02,\n",
+       "       2.37069871e-02, 2.38363613e-02, 2.22656122e-02, 2.08398594e-02,\n",
+       "       2.06361170e-02, 2.17797283e-02, 2.36717320e-02, 2.46713026e-02,\n",
+       "       2.35870574e-02, 2.18518073e-02, 2.10654197e-02, 2.16919542e-02,\n",
+       "       2.34510849e-02, 2.51073368e-02, 2.48399705e-02, 2.30713464e-02,\n",
+       "       2.17469301e-02, 2.17840155e-02, 2.31897238e-02, 2.51636545e-02,\n",
+       "       2.58443413e-02, 2.44211632e-02, 2.26850711e-02, 2.21027725e-02,\n",
+       "       2.30035080e-02, 2.49559537e-02, 2.64520803e-02, 2.57657096e-02,\n",
+       "       2.38584911e-02, 2.26793113e-02, 2.29810558e-02, 2.46443582e-02,\n",
+       "       2.66327359e-02, 2.69250458e-02, 2.52077666e-02, 2.35270452e-02,\n",
+       "       2.31818105e-02, 2.43687433e-02, 2.64772190e-02, 2.77223877e-02,\n",
+       "       2.66190162e-02, 2.46370466e-02, 2.36453830e-02, 2.42344674e-02,\n",
+       "       2.61438944e-02, 2.80669485e-02, 2.79190320e-02, 2.59650741e-02,\n",
+       "       2.43925884e-02, 2.43144014e-02, 2.57928520e-02, 2.80043257e-02,\n",
+       "       2.89095241e-02, 2.74149807e-02, 2.54220912e-02, 2.46556068e-02,\n",
+       "       2.55482541e-02, 2.76783912e-02, 2.94435958e-02, 2.88268702e-02,\n",
+       "       2.67028523e-02, 2.52872339e-02, 2.55012432e-02, 2.72669007e-02,\n",
+       "       2.95109669e-02])\n",
        "Coordinates:\n",
-       "    id        int64 2\n",
+       "    id        int64 101\n",
        "  * time (d)  (time (d)) float64 0.0 11.0 22.0 ... 3.63e+03 3.641e+03 3.652e+03"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "swiftdiff['rmag'].sel(id=2)"
+    "swiftdiff['rmag'].sel(id=101)"
    ]
   },
   {

From 361aad54493bbca74760716e800b67e3b9673c25 Mon Sep 17 00:00:00 2001
From: David A Minton <daminton@purdue.edu>
Date: Wed, 28 Jul 2021 17:41:14 -0400
Subject: [PATCH 5/6] Streamlined encounter check with direct assignment of
 logical flag from rms_chk_ind result

---
 .../swiftest_symba_vs_swifter_symba.ipynb     | 579 +-----------------
 src/symba/symba_encounter_check.f90           |   3 +-
 2 files changed, 11 insertions(+), 571 deletions(-)

diff --git a/examples/symba_swifter_comparison/9pl_18tp_encounters/swiftest_symba_vs_swifter_symba.ipynb b/examples/symba_swifter_comparison/9pl_18tp_encounters/swiftest_symba_vs_swifter_symba.ipynb
index d099a32a1..c7d58f38a 100644
--- a/examples/symba_swifter_comparison/9pl_18tp_encounters/swiftest_symba_vs_swifter_symba.ipynb
+++ b/examples/symba_swifter_comparison/9pl_18tp_encounters/swiftest_symba_vs_swifter_symba.ipynb
@@ -99,22 +99,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, ax = plt.subplots()\n",
     "swiftdiff['rmag'].sel(id=plidx).plot.line(ax=ax, x=\"time (d)\")\n",
@@ -125,22 +112,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, ax = plt.subplots()\n",
     "swiftdiff['vmag'].sel(id=plidx).plot.line(ax=ax, x=\"time (d)\")\n",
@@ -151,29 +125,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "No handles with labels found to put in legend.\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, ax = plt.subplots()\n",
     "swiftdiff['rmag'].sel(id=tpidx).plot.line(ax=ax, x=\"time (d)\")\n",
@@ -186,29 +140,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "No handles with labels found to put in legend.\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, ax = plt.subplots()\n",
     "swiftdiff['vmag'].sel(id=tpidx).plot.line(ax=ax, x=\"time (d)\")\n",
@@ -221,502 +155,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       ".xr-section-inline-details {\n",
-       "  padding-top: 4px;\n",
-       "  padding-bottom: 4px;\n",
-       "}\n",
-       "\n",
-       ".xr-section-inline-details {\n",
-       "  grid-column: 2 / -1;\n",
-       "}\n",
-       "\n",
-       ".xr-section-details {\n",
-       "  display: none;\n",
-       "  grid-column: 1 / -1;\n",
-       "  margin-bottom: 5px;\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
-       "  display: contents;\n",
-       "}\n",
-       "\n",
-       ".xr-array-wrap {\n",
-       "  grid-column: 1 / -1;\n",
-       "  display: grid;\n",
-       "  grid-template-columns: 20px auto;\n",
-       "}\n",
-       "\n",
-       ".xr-array-wrap > label {\n",
-       "  grid-column: 1;\n",
-       "  vertical-align: top;\n",
-       "}\n",
-       "\n",
-       ".xr-preview {\n",
-       "  color: var(--xr-font-color3);\n",
-       "}\n",
-       "\n",
-       ".xr-array-preview,\n",
-       ".xr-array-data {\n",
-       "  padding: 0 5px !important;\n",
-       "  grid-column: 2;\n",
-       "}\n",
-       "\n",
-       ".xr-array-data,\n",
-       ".xr-array-in:checked ~ .xr-array-preview {\n",
-       "  display: none;\n",
-       "}\n",
-       "\n",
-       ".xr-array-in:checked ~ .xr-array-data,\n",
-       ".xr-array-preview {\n",
-       "  display: inline-block;\n",
-       "}\n",
-       "\n",
-       ".xr-dim-list {\n",
-       "  display: inline-block !important;\n",
-       "  list-style: none;\n",
-       "  padding: 0 !important;\n",
-       "  margin: 0;\n",
-       "}\n",
-       "\n",
-       ".xr-dim-list li {\n",
-       "  display: inline-block;\n",
-       "  padding: 0;\n",
-       "  margin: 0;\n",
-       "}\n",
-       "\n",
-       ".xr-dim-list:before {\n",
-       "  content: '(';\n",
-       "}\n",
-       "\n",
-       ".xr-dim-list:after {\n",
-       "  content: ')';\n",
-       "}\n",
-       "\n",
-       ".xr-dim-list li:not(:last-child):after {\n",
-       "  content: ',';\n",
-       "  padding-right: 5px;\n",
-       "}\n",
-       "\n",
-       ".xr-has-index {\n",
-       "  font-weight: bold;\n",
-       "}\n",
-       "\n",
-       ".xr-var-list,\n",
-       ".xr-var-item {\n",
-       "  display: contents;\n",
-       "}\n",
-       "\n",
-       ".xr-var-item > div,\n",
-       ".xr-var-item label,\n",
-       ".xr-var-item > .xr-var-name span {\n",
-       "  background-color: var(--xr-background-color-row-even);\n",
-       "  margin-bottom: 0;\n",
-       "}\n",
-       "\n",
-       ".xr-var-item > .xr-var-name:hover span {\n",
-       "  padding-right: 5px;\n",
-       "}\n",
-       "\n",
-       ".xr-var-list > li:nth-child(odd) > div,\n",
-       ".xr-var-list > li:nth-child(odd) > label,\n",
-       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
-       "  background-color: var(--xr-background-color-row-odd);\n",
-       "}\n",
-       "\n",
-       ".xr-var-name {\n",
-       "  grid-column: 1;\n",
-       "}\n",
-       "\n",
-       ".xr-var-dims {\n",
-       "  grid-column: 2;\n",
-       "}\n",
-       "\n",
-       ".xr-var-dtype {\n",
-       "  grid-column: 3;\n",
-       "  text-align: right;\n",
-       "  color: var(--xr-font-color2);\n",
-       "}\n",
-       "\n",
-       ".xr-var-preview {\n",
-       "  grid-column: 4;\n",
-       "}\n",
-       "\n",
-       ".xr-var-name,\n",
-       ".xr-var-dims,\n",
-       ".xr-var-dtype,\n",
-       ".xr-preview,\n",
-       ".xr-attrs dt {\n",
-       "  white-space: nowrap;\n",
-       "  overflow: hidden;\n",
-       "  text-overflow: ellipsis;\n",
-       "  padding-right: 10px;\n",
-       "}\n",
-       "\n",
-       ".xr-var-name:hover,\n",
-       ".xr-var-dims:hover,\n",
-       ".xr-var-dtype:hover,\n",
-       ".xr-attrs dt:hover {\n",
-       "  overflow: visible;\n",
-       "  width: auto;\n",
-       "  z-index: 1;\n",
-       "}\n",
-       "\n",
-       ".xr-var-attrs,\n",
-       ".xr-var-data {\n",
-       "  display: none;\n",
-       "  background-color: var(--xr-background-color) !important;\n",
-       "  padding-bottom: 5px !important;\n",
-       "}\n",
-       "\n",
-       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
-       ".xr-var-data-in:checked ~ .xr-var-data {\n",
-       "  display: block;\n",
-       "}\n",
-       "\n",
-       ".xr-var-data > table {\n",
-       "  float: right;\n",
-       "}\n",
-       "\n",
-       ".xr-var-name span,\n",
-       ".xr-var-data,\n",
-       ".xr-attrs {\n",
-       "  padding-left: 25px !important;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs,\n",
-       ".xr-var-attrs,\n",
-       ".xr-var-data {\n",
-       "  grid-column: 1 / -1;\n",
-       "}\n",
-       "\n",
-       "dl.xr-attrs {\n",
-       "  padding: 0;\n",
-       "  margin: 0;\n",
-       "  display: grid;\n",
-       "  grid-template-columns: 125px auto;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dt,\n",
-       ".xr-attrs dd {\n",
-       "  padding: 0;\n",
-       "  margin: 0;\n",
-       "  float: left;\n",
-       "  padding-right: 10px;\n",
-       "  width: auto;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dt {\n",
-       "  font-weight: normal;\n",
-       "  grid-column: 1;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dt:hover span {\n",
-       "  display: inline-block;\n",
-       "  background: var(--xr-background-color);\n",
-       "  padding-right: 10px;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dd {\n",
-       "  grid-column: 2;\n",
-       "  white-space: pre-wrap;\n",
-       "  word-break: break-all;\n",
-       "}\n",
-       "\n",
-       ".xr-icon-database,\n",
-       ".xr-icon-file-text2 {\n",
-       "  display: inline-block;\n",
-       "  vertical-align: middle;\n",
-       "  width: 1em;\n",
-       "  height: 1.5em !important;\n",
-       "  stroke-width: 0;\n",
-       "  stroke: currentColor;\n",
-       "  fill: currentColor;\n",
-       "}\n",
-       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;rmag&#x27; (time (d): 333)&gt;\n",
-       "array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       2.31299453e-05, 1.10256458e-04, 2.75094986e-04, 4.69124720e-04,\n",
-       "       6.37819916e-04, 7.27318191e-04, 7.18330839e-04, 7.05788012e-04,\n",
-       "       7.97070205e-04, 9.82447303e-04, 1.20167017e-03, 1.38568730e-03,\n",
-       "       1.45290098e-03, 1.40294485e-03, 1.38935207e-03, 1.50610105e-03,\n",
-       "       1.72636743e-03, 1.97891692e-03, 2.15521444e-03, 2.14661851e-03,\n",
-       "       2.04956741e-03, 2.06272718e-03, 2.23569416e-03, 2.51534860e-03,\n",
-       "       2.79363959e-03, 2.89613835e-03, 2.77700315e-03, 2.67482627e-03,\n",
-       "       2.75622597e-03, 3.01487525e-03, 3.35945752e-03, 3.60350706e-03,\n",
-       "       3.55128396e-03, 3.35402969e-03, 3.30174593e-03, 3.47779871e-03,\n",
-       "       3.82651300e-03, 4.18801472e-03, 4.28414157e-03, 4.06893950e-03,\n",
-       "       3.88578189e-03, 3.94894190e-03, 4.25789004e-03, 4.69085774e-03,\n",
-       "       4.96754228e-03, 4.83413401e-03, 4.54497227e-03, 4.46337913e-03,\n",
-       "...\n",
-       "       2.27552238e-02, 2.14336750e-02, 1.99536744e-02, 1.95375781e-02,\n",
-       "       2.04244088e-02, 2.21837929e-02, 2.34223481e-02, 2.27021040e-02,\n",
-       "       2.10235992e-02, 2.00677152e-02, 2.04357446e-02, 2.19768363e-02,\n",
-       "       2.37069871e-02, 2.38363613e-02, 2.22656122e-02, 2.08398594e-02,\n",
-       "       2.06361170e-02, 2.17797283e-02, 2.36717320e-02, 2.46713026e-02,\n",
-       "       2.35870574e-02, 2.18518073e-02, 2.10654197e-02, 2.16919542e-02,\n",
-       "       2.34510849e-02, 2.51073368e-02, 2.48399705e-02, 2.30713464e-02,\n",
-       "       2.17469301e-02, 2.17840155e-02, 2.31897238e-02, 2.51636545e-02,\n",
-       "       2.58443413e-02, 2.44211632e-02, 2.26850711e-02, 2.21027725e-02,\n",
-       "       2.30035080e-02, 2.49559537e-02, 2.64520803e-02, 2.57657096e-02,\n",
-       "       2.38584911e-02, 2.26793113e-02, 2.29810558e-02, 2.46443582e-02,\n",
-       "       2.66327359e-02, 2.69250458e-02, 2.52077666e-02, 2.35270452e-02,\n",
-       "       2.31818105e-02, 2.43687433e-02, 2.64772190e-02, 2.77223877e-02,\n",
-       "       2.66190162e-02, 2.46370466e-02, 2.36453830e-02, 2.42344674e-02,\n",
-       "       2.61438944e-02, 2.80669485e-02, 2.79190320e-02, 2.59650741e-02,\n",
-       "       2.43925884e-02, 2.43144014e-02, 2.57928520e-02, 2.80043257e-02,\n",
-       "       2.89095241e-02, 2.74149807e-02, 2.54220912e-02, 2.46556068e-02,\n",
-       "       2.55482541e-02, 2.76783912e-02, 2.94435958e-02, 2.88268702e-02,\n",
-       "       2.67028523e-02, 2.52872339e-02, 2.55012432e-02, 2.72669007e-02,\n",
-       "       2.95109669e-02])\n",
-       "Coordinates:\n",
-       "    id        int64 101\n",
-       "  * time (d)  (time (d)) float64 0.0 11.0 22.0 ... 3.63e+03 3.641e+03 3.652e+03</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'rmag'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time (d)</span>: 333</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-fc63f26f-c45f-45e8-8cc6-8c3888765415' class='xr-array-in' type='checkbox' checked><label for='section-fc63f26f-c45f-45e8-8cc6-8c3888765415' 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 ... 0.0267 0.02529 0.0255 0.02727 0.02951</span></div><div class='xr-array-data'><pre>array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       2.31299453e-05, 1.10256458e-04, 2.75094986e-04, 4.69124720e-04,\n",
-       "       6.37819916e-04, 7.27318191e-04, 7.18330839e-04, 7.05788012e-04,\n",
-       "       7.97070205e-04, 9.82447303e-04, 1.20167017e-03, 1.38568730e-03,\n",
-       "       1.45290098e-03, 1.40294485e-03, 1.38935207e-03, 1.50610105e-03,\n",
-       "       1.72636743e-03, 1.97891692e-03, 2.15521444e-03, 2.14661851e-03,\n",
-       "       2.04956741e-03, 2.06272718e-03, 2.23569416e-03, 2.51534860e-03,\n",
-       "       2.79363959e-03, 2.89613835e-03, 2.77700315e-03, 2.67482627e-03,\n",
-       "       2.75622597e-03, 3.01487525e-03, 3.35945752e-03, 3.60350706e-03,\n",
-       "       3.55128396e-03, 3.35402969e-03, 3.30174593e-03, 3.47779871e-03,\n",
-       "       3.82651300e-03, 4.18801472e-03, 4.28414157e-03, 4.06893950e-03,\n",
-       "       3.88578189e-03, 3.94894190e-03, 4.25789004e-03, 4.69085774e-03,\n",
-       "       4.96754228e-03, 4.83413401e-03, 4.54497227e-03, 4.46337913e-03,\n",
-       "...\n",
-       "       2.27552238e-02, 2.14336750e-02, 1.99536744e-02, 1.95375781e-02,\n",
-       "       2.04244088e-02, 2.21837929e-02, 2.34223481e-02, 2.27021040e-02,\n",
-       "       2.10235992e-02, 2.00677152e-02, 2.04357446e-02, 2.19768363e-02,\n",
-       "       2.37069871e-02, 2.38363613e-02, 2.22656122e-02, 2.08398594e-02,\n",
-       "       2.06361170e-02, 2.17797283e-02, 2.36717320e-02, 2.46713026e-02,\n",
-       "       2.35870574e-02, 2.18518073e-02, 2.10654197e-02, 2.16919542e-02,\n",
-       "       2.34510849e-02, 2.51073368e-02, 2.48399705e-02, 2.30713464e-02,\n",
-       "       2.17469301e-02, 2.17840155e-02, 2.31897238e-02, 2.51636545e-02,\n",
-       "       2.58443413e-02, 2.44211632e-02, 2.26850711e-02, 2.21027725e-02,\n",
-       "       2.30035080e-02, 2.49559537e-02, 2.64520803e-02, 2.57657096e-02,\n",
-       "       2.38584911e-02, 2.26793113e-02, 2.29810558e-02, 2.46443582e-02,\n",
-       "       2.66327359e-02, 2.69250458e-02, 2.52077666e-02, 2.35270452e-02,\n",
-       "       2.31818105e-02, 2.43687433e-02, 2.64772190e-02, 2.77223877e-02,\n",
-       "       2.66190162e-02, 2.46370466e-02, 2.36453830e-02, 2.42344674e-02,\n",
-       "       2.61438944e-02, 2.80669485e-02, 2.79190320e-02, 2.59650741e-02,\n",
-       "       2.43925884e-02, 2.43144014e-02, 2.57928520e-02, 2.80043257e-02,\n",
-       "       2.89095241e-02, 2.74149807e-02, 2.54220912e-02, 2.46556068e-02,\n",
-       "       2.55482541e-02, 2.76783912e-02, 2.94435958e-02, 2.88268702e-02,\n",
-       "       2.67028523e-02, 2.52872339e-02, 2.55012432e-02, 2.72669007e-02,\n",
-       "       2.95109669e-02])</pre></div></div></li><li class='xr-section-item'><input id='section-f6c13beb-c25c-4517-bfe3-9a3e59dc0974' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f6c13beb-c25c-4517-bfe3-9a3e59dc0974' 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'>101</div><input id='attrs-c6888bce-fb35-4b8a-a6e4-a6c27d6f4063' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c6888bce-fb35-4b8a-a6e4-a6c27d6f4063' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-638ec232-9114-4494-a699-c55d9eff13c1' class='xr-var-data-in' type='checkbox'><label for='data-638ec232-9114-4494-a699-c55d9eff13c1' 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(101)</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 ... 3.641e+03 3.652e+03</div><input id='attrs-be36e7fe-572e-46ad-a21f-5df9f841d515' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-be36e7fe-572e-46ad-a21f-5df9f841d515' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7576a9d8-2b22-42af-a233-dbc3a8c3971a' class='xr-var-data-in' type='checkbox'><label for='data-7576a9d8-2b22-42af-a233-dbc3a8c3971a' 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., ..., 3630., 3641., 3652.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-371e7a66-544e-49da-8893-83859c7c0293' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-371e7a66-544e-49da-8893-83859c7c0293' 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 'rmag' (time (d): 333)>\n",
-       "array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
-       "       2.31299453e-05, 1.10256458e-04, 2.75094986e-04, 4.69124720e-04,\n",
-       "       6.37819916e-04, 7.27318191e-04, 7.18330839e-04, 7.05788012e-04,\n",
-       "       7.97070205e-04, 9.82447303e-04, 1.20167017e-03, 1.38568730e-03,\n",
-       "       1.45290098e-03, 1.40294485e-03, 1.38935207e-03, 1.50610105e-03,\n",
-       "       1.72636743e-03, 1.97891692e-03, 2.15521444e-03, 2.14661851e-03,\n",
-       "       2.04956741e-03, 2.06272718e-03, 2.23569416e-03, 2.51534860e-03,\n",
-       "       2.79363959e-03, 2.89613835e-03, 2.77700315e-03, 2.67482627e-03,\n",
-       "       2.75622597e-03, 3.01487525e-03, 3.35945752e-03, 3.60350706e-03,\n",
-       "       3.55128396e-03, 3.35402969e-03, 3.30174593e-03, 3.47779871e-03,\n",
-       "       3.82651300e-03, 4.18801472e-03, 4.28414157e-03, 4.06893950e-03,\n",
-       "       3.88578189e-03, 3.94894190e-03, 4.25789004e-03, 4.69085774e-03,\n",
-       "       4.96754228e-03, 4.83413401e-03, 4.54497227e-03, 4.46337913e-03,\n",
-       "...\n",
-       "       2.27552238e-02, 2.14336750e-02, 1.99536744e-02, 1.95375781e-02,\n",
-       "       2.04244088e-02, 2.21837929e-02, 2.34223481e-02, 2.27021040e-02,\n",
-       "       2.10235992e-02, 2.00677152e-02, 2.04357446e-02, 2.19768363e-02,\n",
-       "       2.37069871e-02, 2.38363613e-02, 2.22656122e-02, 2.08398594e-02,\n",
-       "       2.06361170e-02, 2.17797283e-02, 2.36717320e-02, 2.46713026e-02,\n",
-       "       2.35870574e-02, 2.18518073e-02, 2.10654197e-02, 2.16919542e-02,\n",
-       "       2.34510849e-02, 2.51073368e-02, 2.48399705e-02, 2.30713464e-02,\n",
-       "       2.17469301e-02, 2.17840155e-02, 2.31897238e-02, 2.51636545e-02,\n",
-       "       2.58443413e-02, 2.44211632e-02, 2.26850711e-02, 2.21027725e-02,\n",
-       "       2.30035080e-02, 2.49559537e-02, 2.64520803e-02, 2.57657096e-02,\n",
-       "       2.38584911e-02, 2.26793113e-02, 2.29810558e-02, 2.46443582e-02,\n",
-       "       2.66327359e-02, 2.69250458e-02, 2.52077666e-02, 2.35270452e-02,\n",
-       "       2.31818105e-02, 2.43687433e-02, 2.64772190e-02, 2.77223877e-02,\n",
-       "       2.66190162e-02, 2.46370466e-02, 2.36453830e-02, 2.42344674e-02,\n",
-       "       2.61438944e-02, 2.80669485e-02, 2.79190320e-02, 2.59650741e-02,\n",
-       "       2.43925884e-02, 2.43144014e-02, 2.57928520e-02, 2.80043257e-02,\n",
-       "       2.89095241e-02, 2.74149807e-02, 2.54220912e-02, 2.46556068e-02,\n",
-       "       2.55482541e-02, 2.76783912e-02, 2.94435958e-02, 2.88268702e-02,\n",
-       "       2.67028523e-02, 2.52872339e-02, 2.55012432e-02, 2.72669007e-02,\n",
-       "       2.95109669e-02])\n",
-       "Coordinates:\n",
-       "    id        int64 101\n",
-       "  * time (d)  (time (d)) float64 0.0 11.0 22.0 ... 3.63e+03 3.641e+03 3.652e+03"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "swiftdiff['rmag'].sel(id=101)"
    ]
diff --git a/src/symba/symba_encounter_check.f90 b/src/symba/symba_encounter_check.f90
index 1a202ba60..163a107f1 100644
--- a/src/symba/symba_encounter_check.f90
+++ b/src/symba/symba_encounter_check.f90
@@ -186,14 +186,13 @@ module pure elemental subroutine symba_encounter_check_one(xr, yr, zr, vxr, vyr,
       integer(I4B) :: iflag
       real(DP)     :: r2, v2, rcrit, r2crit, vdotr
 
-      lencounter = .false.
       rcrit = (rhill1 + rhill2)*RHSCALE*(RSHELL**(irec))
       r2crit = rcrit**2
       r2 = xr**2 + yr**2 + zr**2
       v2 = vxr**2 + vyr**2 + vzr**2
       vdotr = xr * vxr + yr * vyr + zr * vzr
       iflag = rmvs_chk_ind(r2, v2, vdotr, dt, r2crit)
-      if (iflag /= 0) lencounter = .true.
+      lencounter = (iflag /= 0)
       lvdotr = (vdotr < 0.0_DP)
 
       return

From 2c102c212908227e8482fe506b367c2f146b4f52 Mon Sep 17 00:00:00 2001
From: David A Minton <daminton@purdue.edu>
Date: Wed, 28 Jul 2021 17:47:37 -0400
Subject: [PATCH 6/6] Renamed the symba/swifter example with the correct
 numbers of bodies

---
 .../8pl_16tp_encounters/cb.in                 |   5 +
 .../8pl_16tp_encounters/cb.swiftest.in        |   5 +
 .../8pl_16tp_encounters/init_cond.py          | 134 ++++
 .../8pl_16tp_encounters/param.swifter.in      |  26 +
 .../8pl_16tp_encounters/param.swiftest.in     |  36 +
 .../8pl_16tp_encounters/pl.in                 |  33 +
 .../8pl_16tp_encounters/pl.swifter.in         |  36 +
 .../8pl_16tp_encounters/pl.swiftest.in        |  33 +
 .../swiftest_symba_vs_swifter_symba.ipynb     | 753 ++++++++++++++++++
 .../8pl_16tp_encounters/tp.in                 |  49 ++
 10 files changed, 1110 insertions(+)
 create mode 100644 examples/symba_swifter_comparison/8pl_16tp_encounters/cb.in
 create mode 100644 examples/symba_swifter_comparison/8pl_16tp_encounters/cb.swiftest.in
 create mode 100755 examples/symba_swifter_comparison/8pl_16tp_encounters/init_cond.py
 create mode 100644 examples/symba_swifter_comparison/8pl_16tp_encounters/param.swifter.in
 create mode 100644 examples/symba_swifter_comparison/8pl_16tp_encounters/param.swiftest.in
 create mode 100644 examples/symba_swifter_comparison/8pl_16tp_encounters/pl.in
 create mode 100644 examples/symba_swifter_comparison/8pl_16tp_encounters/pl.swifter.in
 create mode 100644 examples/symba_swifter_comparison/8pl_16tp_encounters/pl.swiftest.in
 create mode 100644 examples/symba_swifter_comparison/8pl_16tp_encounters/swiftest_symba_vs_swifter_symba.ipynb
 create mode 100644 examples/symba_swifter_comparison/8pl_16tp_encounters/tp.in

diff --git a/examples/symba_swifter_comparison/8pl_16tp_encounters/cb.in b/examples/symba_swifter_comparison/8pl_16tp_encounters/cb.in
new file mode 100644
index 000000000..81c636655
--- /dev/null
+++ b/examples/symba_swifter_comparison/8pl_16tp_encounters/cb.in
@@ -0,0 +1,5 @@
+0
+0.00029591220819207774
+0.004650467260962157
+4.7535806948127355e-12
+-2.2473967953572827e-18
diff --git a/examples/symba_swifter_comparison/8pl_16tp_encounters/cb.swiftest.in b/examples/symba_swifter_comparison/8pl_16tp_encounters/cb.swiftest.in
new file mode 100644
index 000000000..81c636655
--- /dev/null
+++ b/examples/symba_swifter_comparison/8pl_16tp_encounters/cb.swiftest.in
@@ -0,0 +1,5 @@
+0
+0.00029591220819207774
+0.004650467260962157
+4.7535806948127355e-12
+-2.2473967953572827e-18
diff --git a/examples/symba_swifter_comparison/8pl_16tp_encounters/init_cond.py b/examples/symba_swifter_comparison/8pl_16tp_encounters/init_cond.py
new file mode 100755
index 000000000..18ef4ce48
--- /dev/null
+++ b/examples/symba_swifter_comparison/8pl_16tp_encounters/init_cond.py
@@ -0,0 +1,134 @@
+#!/usr/bin/env python3
+import numpy as np
+import swiftest
+import swiftest.io as swio
+import astropy.constants as const
+import sys
+import xarray as xr
+
+# Both codes use the same tp input file
+tpin = "tp.in"
+
+swifter_input  = "param.swifter.in"
+swifter_pl     = "pl.swifter.in"
+swifter_bin    = "bin.swifter.dat"
+swifter_enc    = "enc.swifter.dat"
+
+swiftest_input = "param.swiftest.in"
+swiftest_pl    = "pl.swiftest.in"
+swiftest_cb    = "cb.swiftest.in"
+swiftest_bin   = "bin.swiftest.dat"
+swiftest_enc   = "enc.swiftest.dat"
+
+sim = swiftest.Simulation()
+
+sim.param['T0'] = 0.0
+sim.param['DT'] = 1.0 
+sim.param['TSTOP'] = 365.25e1
+sim.param['ISTEP_OUT']  = 11
+sim.param['ISTEP_DUMP'] = 1
+sim.param['CHK_QMIN_COORD'] = "HELIO"
+sim.param['CHK_QMIN'] = swiftest.RSun / swiftest.AU2M
+sim.param['CHK_QMIN_RANGE'] = f"{swiftest.RSun / swiftest.AU2M} 1000.0"
+sim.param['CHK_RMIN'] = swiftest.RSun / swiftest.AU2M
+sim.param['CHK_RMAX'] = 1000.0
+sim.param['CHK_EJECT'] = 1000.0
+sim.param['OUT_FORM'] = "XV"
+sim.param['OUT_STAT'] = "UNKNOWN"
+sim.param['GR'] = 'NO'
+sim.param['CHK_CLOSE'] = 'YES'
+sim.param['RHILL_PRESENT'] = 'YES'
+sim.param['MTINY'] = 1.0e-12
+
+sim.param['MU2KG'] = swiftest.MSun
+sim.param['TU2S'] = swiftest.JD2S
+sim.param['DU2M'] = swiftest.AU2M
+
+bodyid = {
+   "Sun": 0,
+   "Mercury": 1,
+   "Venus": 2,
+   "Earth": 3,
+   "Mars": 4,
+   "Jupiter": 5,
+   "Saturn": 6,
+   "Uranus": 7,
+   "Neptune": 8,
+}
+
+for name, id in bodyid.items():
+   sim.add(name, idval=id)
+
+ds = sim.ds
+cb = ds.sel(id=0)
+pl = ds.where(ds.id > 0, drop=True)
+npl = pl.id.size
+
+ntp = 16
+dims = ['time', 'id', 'vec']
+tp = []
+t = np.array([0.0])
+clab, plab, tlab = swio.make_swiftest_labels(sim.param)
+
+# For each planet, we will initialize a pair of test particles. One on its way in, and one on its way out. We will also initialize two additional particles that don't encounter anything
+tpnames = np.arange(101, 101 + ntp)
+tpxv1 = np.empty((6))
+tpxv2 = np.empty((6))
+
+p1 = []
+p2 = []
+p3 = []
+p4 = []
+p5 = []
+p6 = []
+
+for i in pl.id:
+    pli = pl.sel(id=i)
+    rstart = 2 * np.double(pli['Radius'])  # Start the test particles at a multiple of the planet radius away
+    vstart = 1.5 * np.sqrt(2 * np.double(pli['Mass'])  / rstart)  # Start the test particle velocities at a multiple of the escape speed
+    xvstart = np.array([rstart / np.sqrt(2.0), rstart / np.sqrt(2.0), 0.0, vstart, 0.0, 0.0])
+    # The positions and velocities of each pair of test particles will be in reference to a planet
+    plvec = np.array([np.double(pli['px']),
+                      np.double(pli['py']),
+                      np.double(pli['pz']),
+                      np.double(pli['vx']),
+                      np.double(pli['vy']),
+                      np.double(pli['vz'])])
+    tpxv1 = plvec + xvstart
+    tpxv2 = plvec - xvstart
+    p1.append(tpxv1[0])
+    p1.append(tpxv2[0])
+    p2.append(tpxv1[1])
+    p2.append(tpxv2[1])
+    p3.append(tpxv1[2])
+    p3.append(tpxv2[2])
+    p4.append(tpxv1[3])
+    p4.append(tpxv2[3])
+    p5.append(tpxv1[4])
+    p5.append(tpxv2[4])
+    p6.append(tpxv1[5])
+    p6.append(tpxv2[5])
+
+tvec = np.vstack([p1, p2, p3, p4, p5, p6])
+tpframe = np.expand_dims(tvec.T, axis=0)
+tpxr = xr.DataArray(tpframe, dims = dims, coords = {'time' : t, 'id' : tpnames, 'vec' : tlab})
+
+tp = [tpxr]
+tpda = xr.concat(tp,dim='time')
+tpds = tpda.to_dataset(dim = 'vec')
+
+sim.ds = xr.combine_by_coords([sim.ds, tpds])
+swio.swiftest_xr2infile(sim.ds, sim.param)
+
+sim.param['PL_IN'] = swiftest_pl
+sim.param['TP_IN'] = tpin
+sim.param['CB_IN'] = swiftest_cb
+sim.param['BIN_OUT'] = swiftest_bin
+sim.param['ENC_OUT'] = swiftest_enc
+sim.save(swiftest_input)
+
+sim.param['PL_IN'] = swifter_pl
+sim.param['TP_IN'] = tpin
+sim.param['BIN_OUT'] = swifter_bin
+sim.param['ENC_OUT'] = swifter_enc
+sim.save(swifter_input, codename="Swifter")
diff --git a/examples/symba_swifter_comparison/8pl_16tp_encounters/param.swifter.in b/examples/symba_swifter_comparison/8pl_16tp_encounters/param.swifter.in
new file mode 100644
index 000000000..d87472e35
--- /dev/null
+++ b/examples/symba_swifter_comparison/8pl_16tp_encounters/param.swifter.in
@@ -0,0 +1,26 @@
+! VERSION        Swifter parameter file converted from Swiftest
+T0               0.0
+TSTOP            3652.5
+DT               1.0
+ISTEP_OUT        11
+ISTEP_DUMP       1
+OUT_FORM         XV
+OUT_TYPE         REAL8
+OUT_STAT         UNKNOWN
+IN_TYPE          ASCII
+PL_IN            pl.swifter.in
+TP_IN            tp.in
+BIN_OUT          bin.swifter.dat
+ENC_OUT          enc.swifter.dat
+CHK_QMIN         0.004650467260962157
+CHK_RMIN         0.004650467260962157
+CHK_RMAX         1000.0
+CHK_EJECT        1000.0
+CHK_QMIN_COORD   HELIO
+CHK_QMIN_RANGE   0.004650467260962157 1000.0
+EXTRA_FORCE      NO
+BIG_DISCARD      NO
+CHK_CLOSE        YES
+RHILL_PRESENT    YES
+J2               4.7535806948127355e-12
+J4               -2.2473967953572827e-18
diff --git a/examples/symba_swifter_comparison/8pl_16tp_encounters/param.swiftest.in b/examples/symba_swifter_comparison/8pl_16tp_encounters/param.swiftest.in
new file mode 100644
index 000000000..e9ed6376c
--- /dev/null
+++ b/examples/symba_swifter_comparison/8pl_16tp_encounters/param.swiftest.in
@@ -0,0 +1,36 @@
+! VERSION        Swiftest parameter input
+T0               0.0
+TSTOP            3652.5
+DT               1.0
+ISTEP_OUT        11
+ISTEP_DUMP       1
+OUT_FORM         XV
+OUT_TYPE         REAL8
+OUT_STAT         UNKNOWN
+IN_TYPE          ASCII
+PL_IN            pl.swiftest.in
+TP_IN            tp.in
+CB_IN            cb.swiftest.in
+BIN_OUT          bin.swiftest.dat
+ENC_OUT          enc.swiftest.dat
+CHK_QMIN         0.004650467260962157
+CHK_RMIN         0.004650467260962157
+CHK_RMAX         1000.0
+CHK_EJECT        1000.0
+CHK_QMIN_COORD   HELIO
+CHK_QMIN_RANGE   0.004650467260962157 1000.0
+MU2KG            1.988409870698051e+30
+TU2S             86400
+DU2M             149597870700.0
+EXTRA_FORCE      NO
+BIG_DISCARD      NO
+CHK_CLOSE        YES
+RHILL_PRESENT    YES
+FRAGMENTATION    NO
+ROTATION         NO
+TIDES            NO
+ENERGY           NO
+GR               NO
+YARKOVSKY        NO
+YORP             NO
+MTINY            1e-12
diff --git a/examples/symba_swifter_comparison/8pl_16tp_encounters/pl.in b/examples/symba_swifter_comparison/8pl_16tp_encounters/pl.in
new file mode 100644
index 000000000..fea43297f
--- /dev/null
+++ b/examples/symba_swifter_comparison/8pl_16tp_encounters/pl.in
@@ -0,0 +1,33 @@
+8
+1 4.9125474498983623693e-11 0.0014751238438755500459
+1.6306381826061645943e-05
+-0.065841771551149230746 0.30388831943526661838 0.030872485461978960153
+-0.033141166233939436947 -0.0049297226604189817514 0.0026371811668407158825
+2 7.243452483873646905e-10 0.006759080797928606587
+4.0453784346544178454e-05
+-0.65269716062695148917 -0.3065765656441301057 0.033456491497379246824
+0.008459831335658639026 -0.0184014319837384685 -0.0007407193515014080928
+3 8.9970113821660187435e-10 0.010044868190633438806
+4.25875607065040958e-05
+0.58046286084934750615 -0.8332000042504307258 3.7646553415201541957e-05
+0.013836557832279990782 0.009770187318278569788 -5.1179589633921335467e-07
+4 9.549535102761465607e-11 0.0072467082986392815006
+2.265740805092889601e-05
+-1.5891417403740180081 0.4938480736359250889 0.049330990309104823244
+-0.0036308073545784510204 -0.012168467501132099878 -0.00016594932370266260858
+5 2.825345908631354893e-07 0.3552707649709459117
+0.00046732617030490929307
+4.1148395833578952363 -2.8938323061728068453 -0.080043092204059404504
+0.0042549773877191511204 0.006534697671907701254 -0.00012233719535540690457
+6 8.459715183006415395e-08 0.43765596788571493287
+0.00038925687730393611812
+6.3589256477393849565 -7.653288021415167286 -0.12000977499446359442
+0.003985370599203661747 0.0035590677039893160206 -0.00022043610541731448703
+7 1.2920249163736673626e-08 0.46957663585116591335
+0.00016953449859497231466
+14.816779495279050138 13.049265812461410263 -0.14351615042000470668
+-0.0026245225263081049631 0.002774730265364384104 4.416262654344997005e-05
+8 1.5243589003230834323e-08 0.7813355837717117843
+0.000164587904124493665
+29.564459991843019537 -4.5824598513731222837 -0.5870359532621901577
+0.0004648344125208179762 0.0031282868879460171488 -7.5042704502708602616e-05
diff --git a/examples/symba_swifter_comparison/8pl_16tp_encounters/pl.swifter.in b/examples/symba_swifter_comparison/8pl_16tp_encounters/pl.swifter.in
new file mode 100644
index 000000000..79614abb4
--- /dev/null
+++ b/examples/symba_swifter_comparison/8pl_16tp_encounters/pl.swifter.in
@@ -0,0 +1,36 @@
+9
+0 0.00029591220819207775568
+0.0 0.0 0.0
+0.0 0.0 0.0
+1 4.9125474498983623693e-11 0.0014751238438755500459
+1.6306381826061645943e-05
+-0.065841771551149230746 0.30388831943526661838 0.030872485461978960153
+-0.033141166233939436947 -0.0049297226604189817514 0.0026371811668407158825
+2 7.243452483873646905e-10 0.006759080797928606587
+4.0453784346544178454e-05
+-0.65269716062695148917 -0.3065765656441301057 0.033456491497379246824
+0.008459831335658639026 -0.0184014319837384685 -0.0007407193515014080928
+3 8.9970113821660187435e-10 0.010044868190633438806
+4.25875607065040958e-05
+0.58046286084934750615 -0.8332000042504307258 3.7646553415201541957e-05
+0.013836557832279990782 0.009770187318278569788 -5.1179589633921335467e-07
+4 9.549535102761465607e-11 0.0072467082986392815006
+2.265740805092889601e-05
+-1.5891417403740180081 0.4938480736359250889 0.049330990309104823244
+-0.0036308073545784510204 -0.012168467501132099878 -0.00016594932370266260858
+5 2.825345908631354893e-07 0.3552707649709459117
+0.00046732617030490929307
+4.1148395833578952363 -2.8938323061728068453 -0.080043092204059404504
+0.0042549773877191511204 0.006534697671907701254 -0.00012233719535540690457
+6 8.459715183006415395e-08 0.43765596788571493287
+0.00038925687730393611812
+6.3589256477393849565 -7.653288021415167286 -0.12000977499446359442
+0.003985370599203661747 0.0035590677039893160206 -0.00022043610541731448703
+7 1.2920249163736673626e-08 0.46957663585116591335
+0.00016953449859497231466
+14.816779495279050138 13.049265812461410263 -0.14351615042000470668
+-0.0026245225263081049631 0.002774730265364384104 4.416262654344997005e-05
+8 1.5243589003230834323e-08 0.7813355837717117843
+0.000164587904124493665
+29.564459991843019537 -4.5824598513731222837 -0.5870359532621901577
+0.0004648344125208179762 0.0031282868879460171488 -7.5042704502708602616e-05
diff --git a/examples/symba_swifter_comparison/8pl_16tp_encounters/pl.swiftest.in b/examples/symba_swifter_comparison/8pl_16tp_encounters/pl.swiftest.in
new file mode 100644
index 000000000..fea43297f
--- /dev/null
+++ b/examples/symba_swifter_comparison/8pl_16tp_encounters/pl.swiftest.in
@@ -0,0 +1,33 @@
+8
+1 4.9125474498983623693e-11 0.0014751238438755500459
+1.6306381826061645943e-05
+-0.065841771551149230746 0.30388831943526661838 0.030872485461978960153
+-0.033141166233939436947 -0.0049297226604189817514 0.0026371811668407158825
+2 7.243452483873646905e-10 0.006759080797928606587
+4.0453784346544178454e-05
+-0.65269716062695148917 -0.3065765656441301057 0.033456491497379246824
+0.008459831335658639026 -0.0184014319837384685 -0.0007407193515014080928
+3 8.9970113821660187435e-10 0.010044868190633438806
+4.25875607065040958e-05
+0.58046286084934750615 -0.8332000042504307258 3.7646553415201541957e-05
+0.013836557832279990782 0.009770187318278569788 -5.1179589633921335467e-07
+4 9.549535102761465607e-11 0.0072467082986392815006
+2.265740805092889601e-05
+-1.5891417403740180081 0.4938480736359250889 0.049330990309104823244
+-0.0036308073545784510204 -0.012168467501132099878 -0.00016594932370266260858
+5 2.825345908631354893e-07 0.3552707649709459117
+0.00046732617030490929307
+4.1148395833578952363 -2.8938323061728068453 -0.080043092204059404504
+0.0042549773877191511204 0.006534697671907701254 -0.00012233719535540690457
+6 8.459715183006415395e-08 0.43765596788571493287
+0.00038925687730393611812
+6.3589256477393849565 -7.653288021415167286 -0.12000977499446359442
+0.003985370599203661747 0.0035590677039893160206 -0.00022043610541731448703
+7 1.2920249163736673626e-08 0.46957663585116591335
+0.00016953449859497231466
+14.816779495279050138 13.049265812461410263 -0.14351615042000470668
+-0.0026245225263081049631 0.002774730265364384104 4.416262654344997005e-05
+8 1.5243589003230834323e-08 0.7813355837717117843
+0.000164587904124493665
+29.564459991843019537 -4.5824598513731222837 -0.5870359532621901577
+0.0004648344125208179762 0.0031282868879460171488 -7.5042704502708602616e-05
diff --git a/examples/symba_swifter_comparison/8pl_16tp_encounters/swiftest_symba_vs_swifter_symba.ipynb b/examples/symba_swifter_comparison/8pl_16tp_encounters/swiftest_symba_vs_swifter_symba.ipynb
new file mode 100644
index 000000000..f41a4eb16
--- /dev/null
+++ b/examples/symba_swifter_comparison/8pl_16tp_encounters/swiftest_symba_vs_swifter_symba.ipynb
@@ -0,0 +1,753 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import swiftest\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Reading Swifter file param.swifter.in\n",
+      "Reading in time 3.652e+03\n",
+      "Creating Dataset\n",
+      "Successfully converted 333 output frames.\n",
+      "Swifter simulation data stored as xarray DataSet .ds\n"
+     ]
+    }
+   ],
+   "source": [
+    "inparfile = 'param.swifter.in'\n",
+    "swiftersim = swiftest.Simulation(param_file=inparfile, codename=\"Swifter\")\n",
+    "swiftersim.bin2xr()\n",
+    "swifterdat = swiftersim.ds"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Reading Swiftest file param.swiftest.in\n",
+      "Reading in time 3.652e+03\n",
+      "Creating Dataset\n",
+      "Successfully converted 333 output frames.\n",
+      "Swiftest simulation data stored as xarray DataSet .ds\n"
+     ]
+    }
+   ],
+   "source": [
+    "inparfile = 'param.swiftest.in'\n",
+    "swiftestsim = swiftest.Simulation(param_file=inparfile)\n",
+    "swiftestsim.bin2xr()\n",
+    "swiftestdat = swiftestsim.ds"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "swiftdiff = swiftestdat - swifterdat"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "swiftdiff = swiftdiff.rename({'time' : 'time (d)'})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "swiftdiff['rmag'] = np.sqrt(swiftdiff['px']**2 + swiftdiff['py']**2 + swiftdiff['pz']**2)\n",
+    "swiftdiff['vmag'] = np.sqrt(swiftdiff['vx']**2 + swiftdiff['vy']**2 + swiftdiff['vz']**2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plidx = swiftdiff.id.values[swiftdiff.id.values < 10]\n",
+    "tpidx = swiftdiff.id.values[swiftdiff.id.values > 10]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots()\n",
+    "swiftdiff['rmag'].sel(id=plidx).plot.line(ax=ax, x=\"time (d)\")\n",
+    "ax.set_ylabel(\"$|\\mathbf{r}_{swiftest} - \\mathbf{r}_{swifter}|$\")\n",
+    "ax.set_title(\"Heliocentric position differences \\n Planets only\")\n",
+    "fig.savefig(\"symba_swifter_comparison-8pl-16tp-planets-rmag.png\", facecolor='white', transparent=False, dpi=300)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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Xkf8E3gco8CTwHlWteQ2CnTt3evbw3e9+t9bdG4aRQII0/KRl9tVM0hGRacBHgMWqOh9IA++sVf+GYRhDIcjhe5k7SaHWGn4G6BCRDDAKWFfj/g3DMCqi4PDFF+GjiYrya+bwVfVF4P8Ba4D1wDZV/VNxOxG5SESWi8jyTZs21co8wzCMkgzKw3fdp2IOfxAi8irgrcBsYCowWkTeVdxOVa9S1cWqunjy5MCF1w3DMGpOX74PGCjpAImSdWop6bwReEFVN6lqH/Bb4Kga9m8YhlEx2XyWlKQKjt77aZJOMGuAI0RklDiznd4APFPD/g3DMComm8+SlnThszdpM0mpmbXU8P8K/Ab4G05KZgq4qlb9V5P3vve97LnnnsyfP7/ephiGUSNy+VxBzgEKzt8cfgiq+gVVnauq81X13araU8v+q8X555/PHXfcUW8zDMOoIVnNDnD4nqRjDr/JOfbYY5k4cWK9zTAMo4Zk81laUi2Fz0kctE10aYVL/vA0f1+3varnPHDqOL7wloOqek7DMJJPsYZvg7aGYRhNSl++b4CkI7iDtglaBCXREb5F4oZh1Iqc2qCtYRjGiCCbHzhoa2mZI4Szzz6bI488kpUrVzJ9+nR+8pOf1NskwzCGmTANP0kOP9GSTr248cYb622CYRg1pjhLxyQdwzCMJqU4D98kHcMwjCalWMP3InxLyzQMw2gywmrpJGnilTl8wzCMCBRH+F49/CTl4ZvDNwzDiEBx8bRUynX4eXP4hmEYTcWg4mkW4Tc/a9eu5fjjj2fevHkcdNBBXHnllfU2yTCMGpDNZwvr2UIya+lYHn5MMpkM3/zmN1m4cCE7duxg0aJFnHjiiRx44IH1Ns0wjGFkkIafwGqZFuHHZMqUKSxcuBCAsWPHMm/ePF588cU6W2UYxnAT5vAtwq8Vt38GXnqyuufc+zVwymWRmq5atYrHHnuMww8/vLo2GIbRcNgCKCOYnTt3cuaZZ3LFFVcwbty4eptjGMYwE1ZLJ0mSTrIj/IiReLXp6+vjzDPP5Nxzz+WMM86oiw2GYdSWsDx8JTmSjkX4MVFVLrjgAubNm8fHP/7xeptjGEaNyOVzA5c4dPPwc/nkRPjm8GNy//33c91117Fs2TIWLFjAggULuO222+ptlmEYw0xYHn6SIvxkSzp14JhjjknUqLxhGNWhL98XWEvHBm0NwzCaCFUNrZaZpEFbc/iGYRhl8KL4pOfhm8M3DMMoQ1azQLDDN0nHMAyjicjmXYcfUEvHHL5hGEYTUXD4tsShYRhGcxPk8AuLmFt55Oalu7ubww47jEMOOYSDDjqIL3zhC/U2yTCMYSYwwid5Eb7l4cekra2NZcuWMWbMGPr6+jjmmGM45ZRTOOKII+ptmmEYw4Q3aBtUSydJDt8i/JiICGPGjAGcmjp9fX0FLc8wjOakpKSTIIef6Aj/aw9/jX+88o+qnnPuxLl8+rBPl2yTy+VYtGgRzz77LB/60IesPLJhxKA7283Ovp20plsZ11qdSrO9uV62926nJdXC+LbxVTmnH69ejr+Wjg3ajhDS6TQrVqygs7OThx9+mKeeeqreJhlGIshrnpP/52SO/9XxHHPjMazYuKIq5z3rD2c551x6DPesuSe03Qfu/ABXPHpF7PP35fsAi/DrSrlIfLiZMGECxx13HHfccQfz58+vqy2GkQR6c71s7t7MwZMO5omXn2DD7g1VOW/nzk4W7bWIRzc8ypoda0Lbrdq+ilEto2KfP0jDtwh/BLBp0ya2bt0KQFdXF3fddRdz586tr1GGkRA8LXz/ifsP+DwU8pqnJ9fDwj2dpUd39+0u2X8lfQZp+EkctE10hF8P1q9fz3nnnUculyOfz3PWWWdx2mmn1dssw0gEXqGx9nT7gM9DoSfXA8DoltG0p9vZnQ13+DnNVdSnp+EHSTpWHrmJOfjgg3nsscfqbYZhJBJPC+/IdADVifC7s90AtGfaGdUyil19u0LbVjPC9/LwrVqmYRhGAJ7jbEu3Dfg8FLwIvz3dzqhM7Ry+Vcssg4hMEJHfiMg/ROQZETmylv0bhlFfPMfZnnEkHS/iHwpd2a7COUe3jC4p6VTs8DW8eFqSIvxaSzpXAneo6hIRaQXiD5cbhpFYBmn4VVgPdkCE3zKq9KCtZgvOOw42aBsTERkHHAucD6CqvUBvrfo3DKP+FEf4lTjfYoo1/G3d2wLbeatWmaRTG/YFNgHXiMhjInK1iIwubiQiF4nIchFZvmnTphqaZxjGcFPQ8DPV0/C7c47Db0u3MTozml3ZYA3fe7oYisNPpwbX0kmSpFPW4YvIjIivcnOkM8BC4AeqeiiwC/hMcSNVvUpVF6vq4smTJ1f0pQzDaEwKDj9VRYfvRvgdmY6SWTpeX0PR8Fukv7RCEiP8KJLOzwAFSlUIU+Ba4Ocl2nQCnar6V/fzbwhw+Ekhl8uxePFipk2bxi233FJvcwwjERQcZ7qFtKSrH+G3jKarryuwnReJVysPv6DhJ6geflmHr6rHF28Tkb1V9aU4HanqSyKyVkQOUNWVwBuAv8c5RyNx5ZVXMm/ePLZv315vUwwjMfi18EwqU30NPzOKXdldqOqgKrZDifCDaukkcdC2Ug3/3yo87sPADSLyBLAA+GqF56krnZ2d3Hrrrbzvfe+rtymGkSgKWrikqxbh92TdLB130Dav+ULU78dz2pWkggZq+CTP4VeapfNWEdkN3OlG65FQ1RXA4gr7HMRLX/0qPc9Utzxy27y57P1f/1Wyzcc+9jG+/vWvs2PHjqr2bRjNjuc4W1ItToRfRUmnPe3k4YNTT8ebzVvc90iupVNphH8G8CxwuohcXUV7Gp5bbrmFPffck0WLFtXbFMNIHIMknSoO2rZl2gY4/GKGpOG7xwRNvEqSw68owlfVDcAd7qtulIvEh4P777+fm2++mdtuu43u7m62b9/Ou971Lq6//vqa22IYSaMwY9V1+NVIaezOdZORDC2pFkZnHIcflJpZjQi/eAEUQRLl8CuK8EXkeyJyrfv+pKpa1OBceumldHZ2smrVKpYuXcoJJ5xgzt4wIuLX8DNSvQjfy+vvaHFknKAIvxoO36/hgxPlN73Dx5kh+7z7/oQq2WIYRpNTLOlUo5ZOd667UKrBk3SCcvGHmqWTklRBxvEQSVaEX+mg7W5gvIi0ADOqaE+iOO644zjuuOPqbYZhJIbh0PB7sj2FUg2vansVAJu7Nw/u25WTcpoLTNssRVazA/R7j7SkmysPP4RXgC7ge8D91TPHMIxmxtPsvSydahRP80f4U8ZMISMZ1mwfvMyh/+aS1eyAWbPlyOVzAzJ0PFKSIp9PjsOPJem45Y2vAc50N/2cKqZZGobR3AzKw6/SxCtPw29JtTB97HRWbV8V2nfx+yhk89lB+j04i6A0bYSvqltF5DJgFvAycDDw22GwyzCMJsQ/Y7Ul1VK1PHwvwgeYOW4mq7evHtRuqA7fn6HjkZZ009XSKeYC4AVV/SPwaJXtMQyjiRkuDX9M65jC55njZvLX9X8lr/kBg6x++SiulBSm4YtIc1XLDGAL8AERuUJE3iMih1bbKMMwmpPCBKYqOvyuXNegCL87183G3RsHtPPLR3GlpGw+G6jhpyWdqCyd2A5fVS8FLgS+CLyAs6iJYRhGWQoRvmSqpuH3ZHsKGj7A9DHTAXhx54sD2vlTQKum4Td7WqaIfAlIAyuAFar65yrb1PDMmjWLsWPHkk6nyWQyLF++vN4mGUYiGK7SCv66OaNaRhW2B/UN8QuohUX4SZt4Fdvhq+rnReTzOE8HZ4rIHFW9sPqmNTb33HMPkyZNqrcZhpEosvksaUkjIlUtntaW7o/wvZz84oqZQ9LwSzh8JTmDtpXOtP0pMA/YA/h+9cwxDKOZyWq/46xaHn62u+DkgYLzHxTha+VZOjnNBQ7apiRVle9QKyqdePURnPIKGeBK6qTj3/erf/Ly2p1VPeekfcbwurP2L9lGRDjppJMQEd7//vdz0UUXVdUGw2hWvAgfHB1/qBp+XvP05nsHDNp68k5PrmdQ34X3VRq0TZGsCL9Sh/8c8Grg96r6n1W0JxHcf//9TJ06lY0bN3LiiScyd+5cjj3Wxq4Noxx+x1kNSce/2pWHF+F3ZQcudTjUPPwRqeG7PA2sBS4QkW+o6muraFNkykXiw8XUqVMB2HPPPTn99NN5+OGHzeEbRgSKHf5Qi6d5UXyQhl8ywo/p8PvyfaEOv9nz8AHm4NwsrgLeUz1zGp9du3YVVrratWsXf/rTn5g/f36drTKMZJDTXFU1fC/C92fphGr4Q3D4pTT8Zp9pC7BWVZeJyBRgY9nWTcSGDRs4/fTTAchms5xzzjmcfPLJdbbKMJJBNt8/Y7UaefheJo4/wk9JirZ026AsnaFOvArKwx8pks7JIvJPnGqZq3EGcUcE++67L48//ni9zTCMROKXRoZLwwfnBlDNCL9ZNPxKJZ0JwKeBTwE9pZsahmE4+B1nNYqneTq9P0sHnBtAsYY/1Dz8oOJpSXP4lUb4XwLmqupKEUnOiIVhGHXFX1e+Ghq+l4lTHOG3p9sHZekMpbRCKQ0/SQ4/coQvIod471W1U1Xvct9/ZjgMMwyj+chqfx5+OuVo+EMZ9CwZ4WeLsnR8un2fxssO6sv3NUU9/DiSzmMi8oSIfEpE9hk2iwzDaFr80ogXMQ9l4DZMw29Ptw8etPVF9dUqrdDM1TK/CYwGLgNeEJF7ROS9w2OWYRjNSHEevretUoKydMC5ARQP2vqdvA3alkFVP6mqc3CWNLwap5zCVcNlmGEYzUeQwx+Kjl8yS6dEhG8afhlEZA8ReR/wVZzJVoIz23bEsXXrVpYsWcLcuXOZN28eDz74YL1NMoxE4NfwqxHhx9Xwvb6rGeE368Srl3BuEFuAa4DrVfUvw2JVg/PRj36Uk08+md/85jf09vaye/fueptkGIlgQIRfBQ3fy8TxL4AC4Rp+e6adXX27qlY8LWlLHMZx+DcB1wO3q8Yc4m4itm/fzr333su1114LQGtrK62trfU1yjASQrU1/J5cDxnJDMqRD9Lws/ksbek2x+FXKcJPS7oqNf1rRWSHr6pnDachlXDPtVexcfXzVT3nnjP35fjzw8sdP//880yePJn3vOc9PP744yxatIgrr7yS0aNHV9UOw2hGivPwYYiDtkW18D3CNHxP+onTp6oOqOPvJ2lLHFY603bEks1m+dvf/sYHP/hBHnvsMUaPHs1ll11Wb7MMIxFk1VdLJ1WZnu6neLUrj45Mx2AN35V04vbpSTae/u8nRSpRefiVrGn7FlX9w3AYE5dSkfhwMX36dKZPn87hhx8OwJIlS8zhG0ZEqp6WWSLCz2qWvnxfQe7JarZwc4iju/vX4S0mlUrWoG0lEf5Xqm5Fgth7773ZZ599WLlyJQB33303Bx54YJ2tMoxk4C+e1iL9jrhSenI9gzJ0wFcT3xfl5/I5WlItzkpbMW4yXtvAWjokqx5+JbV0pOpWJIzvfOc7nHvuufT29rLvvvtyzTXX1Nskw0gEQRr+UPLwu7JdgRG+dxPoznUzhjFAf4njdCreQKvn0MMGbZMU4Vfi8JPz7YaJBQsWsHz58nqbYRgNwdVPXs3fN/8dcKSUTyz+BJM6Jg1qt/QfS9ncvXlALR2ASx68hBvefENgBB3GIy89wo3/uJG/b/47s8bNGrTfuwn4M3W8p4tMKsPda+6mc2dn6PmPnno0Z+5/ZuE4CNbwSw3abti1gcv/djm9ud7A/e8+8N0cuuehoTYMB5VWyzQMwwAch59JZZjQNoHV21fzummv49R9Tx3U7pqnnCfhI6YeAcB+E/YD4JlXnmH1ttXs96r9Ivd56/O3smzNMmaPn80JM04YtN/Ly/c7/KxmaZM23jTrTTyx6Qle2PZC4Llf2vUSz259tuDwvSeQoOJppZZpfGTDI9z6/K3MGDuD1vTA1O3ntz3PxPaJ5vANw0gW2XyWs/Y/i/MOOo/jfnUcW3u2BrbryfWwZP8lvGHGGwDYe/TefOeE7/DhZR8eVLu+HHnNM6ljEje99abA/R3pjkKfHp6cdMlRl5Q89+f+8jmWv9T/BK+uqBEU4XdkOkJt92SjH534I6aPnT5g33G/PK4u+fuVDNpuGEqHIpIWkcdE5JahnMcwjMbAc6Tj28YDsK1nW2C77lx3YAkEb18c8ponJeHuy4vw/TXxw5YpHHRsUQ6/J9lIwPBlW7ptUN19D+/JIEj7z6QydRnsje3wVfXEIfb5UeCZIZ7DMIwGwD8pKZPKMLZlbHiEn+0ZsNg4+AZXs9V1+N55/dF32KpVg44tWi3Lc8xB/QWtrOXvD8IdflIi/IoRkenAm3GqbRqGkXC8lErPqY1vGx/o8PvyfQPy4D0qjvAp4/ADBm39k75K0Z4eWJbBy8IJdPjpwSUc/P1BcDpnNZZ3rIRaz7S9Amcd3ORMTTMMIxTPaXn69oS2CYGSjpcPH1TGGCqI8PPRInz/jSSsHs6gYzPt5DRXGIwtF+H72/opvjZ+6lWDpyKHLyIf970/IOIxpwEbVfXRMu0uEpHlIrJ806ZNlZg3rKxcuZIFCxYUXuPGjeOKK66ot1mGUReKderx7cERvud4izV8T+KJPWhbSYQfQ8P3H1sqwi91wyor6QxhwlmlxMrSEZEJwOXAXBHpBp4ALsCpj1+Oo4H/IyKnAu3AOBG5XlXf5W+kqlfhLqyyePHihsv5P+CAA1ixYgUAuVyOadOmcfrpp9fXKMOoE8VObULbBFZtWzWoXamFSoDQgc8w8ponVSJeLTjiCiJ8/01oLGMLg7ZBDr+4rZ/Ea/iqulVV3wN8Efgr8GrgtxGP/ayqTlfVWcA7gWXFzj5p3H333cyZM4eZM2fW2xTDqAvFOnWYpOM5/EF16zODB1ejkNc8qdTwaPjFN6FSkk6pG5Z3bYIknXo5/Erz8PtU9VERWQdsrKZBcdj6h+foXberqudsnTqaCW+ZE6nt0qVLOfvss6vav2EkiWKdenzbeHb27RxQtAz6HbqXH+9RsYYfMcIPysMvR3EdHi8PP0zDh3BJJyMZRAancyZKwwdOdjNufogj8cRCVf+sqqdV2HdD0Nvby80338zb3/72eptiGHUjSNKBwbn4YStTpSQVWLu+HKpaUsMvnDdbwaBt0YBvQdIJcJdB6Z9R+mtJtdQlD7/SCH8C8GmcjJv3Vc2auEZEjMSHg9tvv52FCxey11571c0Gw6g3YQ5/2ZplnHVA/5pJYWvPAoMccxRymivp8AvnrTBLB/qj9lIavtc2UNIp0V8mlWF3tvZLo1Ya4X8J+J2qrgSSUxu0itx4440m5xgjnmKHP23MNAC+/NCXWbdzXaFd2KCtt63aWTreef2ZNmGrVhVTPOBbyuEHSUce5Rx+kiSdzwLvdt/fUyVbEsPu3bu58847OeOMM+ptimHUlcLEK3cw9ODJB/PJxZ8EYEv3lkK7sLRMb1vsLJ18PlAbLz6v12+pVasGHVek4UfJ0gnU8DUb2l9a0qFF14aTSh1+L+AtJnt8lWxJDKNGjWLz5s2MHz++3qYYRl0JSj2cO3EuwADJomyEn40f4Zdz3v4Iv1SK5KDj3JtSV865CRVq6QTcYILSPz3KRfiJqKXjshsYLyItwIwq2mMYRoIIcqSjW0YDsKuvP4OuXIRfyaBtUDGz4vN6UkupVasGHRcS4QfdYEpl6ZTKCkqapPMF4Dnge8AN1TPHMIwkUUjL9M1g7WhxZA6/w/ccb3GWjretkkHbcrNmhxrhR9HwK83SSVoe/kdU9VsQvbSCYRjNR7GGDzA640T4QZJOcfE0cJzm5r7Nsfotl5bp9bWzb+cAO6No+MWLp+SpMEunxESvRDh8t7TCD4CZbmmFx3HSMqOUVjAMo8koJens7vM5/Fw3bem28BLDcTV8jTBoW2GEX60sHf+C7cVkpD4afiyHr6pbRaQTuBentMIhRCytYBhG8+EVT/Nr417mygANP9sdOGALlWn4eY0waBug4Udx+N6krWINP2jMQERCSySX0/DrkaVTiaSzGfgAcABOhB++ErBhGE1NkIafTqXpyHQM0vCD5ByoTMOPGuF7Uksch198bKlBWwi3v1R1zsQM2qrqZcCFOAXUXgBeV2WbGp7LL7+cgw46iPnz53P22WfT3R3vj9UwmoU+daLUYq16VGbUAA2/K9s1aLUrj0oi/Kgzbb0I35NPohRPKz62VHlkCLe/lIafTqULT0e1JLbDF5EvAW8FTgReVNVvV92qBubFF1/k29/+NsuXL+epp54il8uxdOnSeptlGHUhLHIe1TJqYISfDY/wK9HwlfKDth2Zjoo0/OJjvZtF2BNFmP2lllTMSH3q4VcS4X8e+DawAzhTRH5cdasanGw2S1dXF9lslt27dzN16tR6m2QYdSFsoe7RLaMHDdqW0vCzmo2laZerlglOlO6tRhXX4fvr8HgRfpik055uL0zS8lNKw29JtZDXfEEuqhWVpmW+H/iRqt5RTWPicvvtt/PSSy9V9Zx77703p5xySuj+adOmcfHFFzNjxgw6Ojo46aSTOOmkk6pqg2EkhdAIv0jS6c52B066gv5B3iN/cSSC8MaZb+TS111ast+85iPl4Xt9ezeTOBp+1Ag/TMPvy/eV1PDBuX6t6dZINlWDSide/RT4oIh8Q0QWVNGehmfLli38/ve/54UXXmDdunXs2rWL66+/vt5mGUZdiCrplJI3Tp59Mhe+5kLOmXsOs8fP5sF1D5btN6/5SDNtwRkwjlNLxzvW0/ALefgh7rI93U5vrnfQ9nIaPlDzgduKJ17h1NPJ4Mg7x1bNohiUisSHi7vuuovZs2czefJkAM444wweeOAB3vWuRC/eZRgVETTxChxJp3NHfwJfqZz0PUftyUcWfgSAHz7+Q7634nsls3rAlXQiVMsEZ8C4kiydTbudNbULg7YhK2y1pFsGyFceJWfauter1jp+pRH+czjr0v5eVevi7OvFjBkzeOihh9i9ezeqyt133828efPqbZZh1IUwR1qs4UctTTx1jDMe9tKu0lJtFIfvzZjtyfbEqqUDwRk+YRF+W6qN3vzgCL9cHj7UPsKv1OE/DSwDLhCRR6poT8Nz+OGHs2TJEhYuXMhrXvMa8vk8F110Ub3NMoy6EJSHD46Gvys7UNKJ4vCnjJ4CwPpd60u2i+LwveUUu3PdQ8rSKTdo25puDZZ0ytTS8drUkkolnTnAFuAq9+eI4pJLLuGSSy6ptxmGUXdKafi7+5ynYBEhl89F0s8LDn/n0B2+vyZOnFo6MDBLp1R5ZHAcfiXF04Ca5+JX6vDXquoyEZlCHRcxNwyjvpTS8BWlK9vFqJZRkSP8vUbthSDlI/woK175ql5WouFHWeIQSkT4ZYqnQXIknSEtYm4YRnOQy+fISGZQ9OsNuHqOsFSWjp+WdAuTOyZXRdLx17WP7fDdLB1VLevw29Jt8SUd90bgzVSuFZU6/An0L2Ieb4pcFfA0tUal0e0zjGoRVi+mOAsl6qAtwN5j9q6Ow/etXFVJhJ/THNl8tmR5ZHAj/IBB23K1dLw2tSSywxeRQ3wfv4SToVPzRczb29vZvHlzwzpVVWXz5s20twdPMjGMZiIs3dJzdJ5Gnc2Hr+9azB7te/BK9ysl20SZaeuP8CuppQOOHJTPl3H4qdbC04CfUhF+8fWpFXE0/MdE5CngeuBGVb0LQFU/MyyWhTB9+nQ6OzvZtGlTLbuNRXt7O9OnT6+3GYYx7IQ5Nc+5FyL8iBo+wMT2iTz58pMl23iDwaXwa/ienBQnSwecAd9yEb53c+jL9w2YNVtKw/fsaeQsnW8CZwCXAV8VkfuA61T1p8NiWQgtLS3Mnj27ll0ahhFCTnOBTq04CyWuw9/SvaWkbJPT8lk/A1auygy0qxwDInwtPdPWc/K9ud7Ce69OTqniadDAE69U9ZOqOgdYDFyNM7v2quEyzDCMxidUw08N1vCjSjoT2yeS0xzbe7aHtom6xCFUnqUDboTvOfyQmbaek/enZno3ukbT8CNH+CKyB3A6sAQ4HhBgzTDZZRhGAgjLvvGcey6fKxvtFjOxfSIAr/S8woT2CYFtcporK+n4V67yJJo4tXTAceLlIny/pONRrlhbvWrpxMnSeQn4EU6Efw1wrKqatmIYI5hQDd8blNRcaAnlMCZ2uA6/K3zgVtFIzttbuSpuaQV/HZ5yaZneOf0Rftj8BI+Gj/CBm3AGbG9XrXHyqGEYDUnYwGRBo85nY5cmLkT4JTJ1oixxCP01cSqphw9FEX6ZQdsgSSdxpRVEZIb79mL355SQC71VVcNFN8Mwmo6yGn4+G7usgefwt3SHV22JMmgL/TVxvLTQKDcJ7zhwNHyl9BKHnobfl+uPg8vdYOo1aBvldvczwEswDbtaClwL/LwKNhmGkRCGQ9KZ0DYBKB3hq2rZevjQXxMnzqCxdxw4A76e/aVq6UCRpFPO4TdqLR1VPb4WhhiGkTzK5eHn8rnYckomlWFC2wQ2d28ObRNlpi246826kk7U/r3jYGAeftgNo1BGwjfbNqrDj7OsYzWotLSCYRhG2Tz8rGZjD5gCTOqYxMbdwXUZVTX6oG26vSDpxHL4AVk6YU8Uran+PHyPRh20NYdvGEbFlJ1pm+93+OXWoPUzY+wM1mwPzvouV67YT3umvSDLVBLhe1k6glQk6YTm4bs3Aq/kQ60wh28YRsWEOXy/Rl0u2g1i5viZrNmxJlDjLpc146ct3Vaohx+nf3/mjWrppwn/TFuPcpJOEvLwDcMwBhBaPE36B23javgAs8bNoi/fF1g1s1xtGz8dmY6KNHwRKchB5SZ5FZeCBsrKWPWqpWMO3zCMiomj4cdxuDPHzQRg9fbVg/bFjfC7sl0lF1EPPTbjPB1UEuGXq87ZsHn4hmGMbFSVpzc/TVe2iz069mDf8fsCTtrkP7f8s+Cc/QRp+JU4/L+8+Bda0620pduYP2k+KUkVHH7UmbY9uZ7YGj70L4LSlm4rGeEHafhe9k3ZWjoNmIdfFURkH5w8/b2BPHCVql5Zq/4Nw6iMxzc9zrtvfzfgOKoHzn6AjkwHn73vswCMax036Bi/hh+3Fj04NfEntk/k+meu5/pnrgfgRyf+iKOmHlU2a8aPP0snzqAx9C9zOLpldMmniUrSMv03xFpSS0knC3xCVecBRwAfEpEDa9i/YRgV4OXDHzv9WLL5LF3ZLgC29WxjbOtYLl588aBjCg5fc7FLK4Cjof/izb/gp2/6KV8++ssAbO91JvLHkXQyqUzBhjg3HHBuUFnNopSuzOnp8X5Jx4v2vWyfYurl8GsW4avqemC9+36HiDwDTAP+XisbDMOIT0/WcV6ezOJlzuQ0x6K9FjGmdcygY4Yq6QBMGzONaWOmMXnb5AH9xnX44DjgOPMAvGOz+WzZSV4pSdGSahkg6XgLoHv5/MWISOH8taQug7YiMgs4FPhrwL6LRGS5iCxv5FWtDGOk4DmyMS2OY/ecVDYfnuroL61QSR6+n+IBzjgO37vxdOe6Y99w0ql0v8Mv4yqLFzLvzrkOPyTCB+fJoOnz8EVkDPA/wMeCiq2p6lWqulhVF0+ePLnW5hmGUYQn4YxuGQ0UOfwI1SArjfCDzgUVRvjZntg3nKgRPrgLmfsdvhvhe/p+EGlJN3eELyItOM7+BlX9bS37NgyjMooj/D63OnqpVMfCTNIKB20HnKsKDr87112xhh/Z4ecHO3yv6maYbU1bS0ecvKafAM+o6rdq1a9hGEPDc16jWwdG+KVKFBdmklaYh++nuJRwuXLFfjzdvivbFbv/llRL9Ag/1TpQw8+Vj/CbXcM/Gng3cIKIrHBfp9awf8MwKqA7101rqrVQJCzKwuT+apmVZOn4KY7wvSeGOBp+T66nIg3fW6KxEkknk8qU7NPLIKoltczS+Qvh9fQNw2hQurPdtGXaBjneSA6/wtIKfqql4cft35NcKnH4Pbme0Awdj6bX8A3DSB49uR460h2DpJWwBczBTTsUR7IYqoZfXGhM1ZF0oky8qoqGT3mHX5yl05XtKpmhA/2SUS0xh28YRkm6sl2BEX65ZQbTqfQADb/itMyiUsLezyilFfxRfSURfqwsnfzACL+Ufu8/fy0xh28YRkl6cj20Z9oHOfxyBcnSkh6w4lXciU8e/qcF6I/wI0k6UrnD92v45Z4mBg3aZrtLZuh49tS6lo45fMMwStKd7aY9PdDhq2rZksPpVLoqGr53bPGgbZQFUPx9xn3C8GfplHuaCJp4VS7CNw3fMIyGozvXTXumfYCWXtDlSzhxz2EWFkAZgsNPp9KFbJ841TIHSDpxNXz3JqOqZW8uLemWQVk65TR8k3QMw2g4urNOtOoftI3i8L0ItqDhR3DQYfhTGL08/LgRfmwN3x20zWku0qCtX9KJkqVjDt8wjIajJ9dDR6ajoMH7dflSUXOxpDMkhy+DJZ0o5/O3iTuG4NXSKbcACjgO3z9rNkqWTj3y8M3hG4ZRkq5sF23ptoKk05fvi6TL+wdtM6lMpIg89FypdGWDtkPQ8L0IvNwSh8CgapmRsnTEInzDMBqMoCydKLNnvSyUnOYqztDx8Oesx1kAxd9vxWmZRBu0rShLxxy+YRiNRCFLx6/hu+UVSkXNXgSbzWeHJOfAwBTGmg3aegugRBi0bU23FjJ6IFqWTlMXTzMMI5l4WToDSh5rRA3fraUzlAwdr59BEX4Eich/U6gkws9rnlw+V7YefvFC5lGzdEzDNwyjYfAi9LZ0/0zbAYO25TR87dfwh4Jfw49TPG2oM23BWas2SpaO19a7yVktHcMwEoWnS3dkOgIXNSmlzfs1/KpIOkMctK3Y4efKO3yvkmhvrrfserb+85vDNwyjYfBWu/JH+FHr42RSmQFZOkPBL3/kiV8tEyrT8CFahO9JOj25nki18MFd4jDfpOWRDcNIHv5o1XOAffm+aBq+b+LVULN0Bmj4+QoHbSuopQPQl+uL7PB7c72F7KFGrKVjDt8wjFB6sq7DT7cXnF5kDT+VpjfXW7UIv+DwiT5o678hVVJLB6JJOl40f8MzNxQyb6LU0ql1lo45fMMwQtnVtwuAUS2jnKqVqcwADb9cWmZXvqs6WTqpTGGpxcICKBEU6Wpo+D25nkhpmQC/XPlLMqkME9omMGfCnLLnr7WGbw7fMIxQtvZsBWB823igfwKUpz2Xkmq8evjdue6yGSvlCMrDT6Vql6VTTj7yHD7A5w7/HEv2XxLp/LXW8G3Q1jCMUDyHP6FtAtA/GSmKpJMRx6FFyUkvR1AefpQI3/8E0iIxa+mIT8Mv05dfvvGuVTmsHr5hGA3Ftp5tQL8T8/Lho068yuazkSpHlsOfhx9rTdshaPhx8vC9tEzofxqKYlte84XvUwvM4RuGEcrWnq2kJMXY1rFAv+7sDTaW0/BzWqUIPxUQ4Udw+N5qWd454vbp9Rc1SwfiRfhATXV8c/iGYYSytWcr41rHFRxeoYJkPkI9fDcqj1JXphwtqZaK8vD9NsZ1+P7xiaiDtmAO3zCMhLKtZ9sABxZLw09VN8IvrHiVj+fwvaeQuBOv/AO1UaplesR2+DXU8c3hG4YRytaerYxrG1f4XJg96zqpUgOhXj38qmj4vroztYrw/e3jRPgt6WiDw95NxCJ8wzAagkERfpw8fDcqj7L6UzkCa+lEdF9D1fCh/M3FP2gb9/zm8A3DaAi29mwt6fDLVcv0avFUw+F7Gn6hWmaEPHy/jUNx+HEknaj4l4ysFebwDcMIZWvP1gFphhnJ0KfRljjMpDKFQmJVmXhVaYTvOfwKi6dB+dW1KplJbBG+YRgNQ2+ul65s14AIv5CHH7GWjkdbZmhZOkGLmEddI9ezsdI8/CjHVrJeb2Fil9auno45fMMwAnml+xWAQZKOf9C2VNTs31eNCD+nOVQ11hKHfjuGNGgbYf1cgH3H7xv7/LWM8K2WjmEYgazdsRaAfcbuU9iWSWXoyfZEysMf19qf3VMNDR8orDEL8SP8uCWa4wzaAtx2+m1MaJ8Q+/y11PDN4RuGEciq7asAmDVuVmFbJpVhV35XJEnHr/1XI8IHJxr2JJ3IEX4VBm2jOPx9xu1Ttk3Q+U3DNwyj7qzetpq2dBt7jd6rsM2beNWX70OQko7QLwUNNcL356wr0Zc4hH79Pe4yi/72UfuKgyc12cQrwzDqzurtq5kxbsYAZ1coraC5shGzX96oVoSfy+cKGn5kSacGefiVYBG+YRgNw6rtqwbIOTAwD7+cA/VLOkPN0vH096xmYw/aescOpZaOOXxjxHLubefyq5W/qrcZxjCSzWfp3NHJzHEzB2yP4/D9kk5HuvT6ruXwO8dChB8xc6YqGv4wuEpz+EbDs7V7K09seoKH1j9Ub1OMYWTdznVkNTvI4aclXSieVm4ikz9LZ6gRfiFnPd/XP9O2hsXThiPC9+wyh280LKt3rAb6MziM5iQoQwfcMsX5XCQN37+/WmmZuXyukJYZJw8/LenYk6OGXcN3b0DeDawWmMM3YrF6u+Pw12xfU9OVeoza4v2ewySduAuTVzMtM/agbSpTUemD4Y7wC+MSzRrhi8jJIrJSRJ4Vkc/Usm+jOqzatgqAnlwPG3ZtqK8xxrCxevtqxrWOG1TbPY6G7yfupKdi/BOvYs+0rdDhi0jhuOEctPXq/NeCmjl8EUkD3wNOAQ4EzhaRA2vVv1EdvMgPTNZpZrwMneIo2q/hx8lrr6TWjJ9Czno+W6iHHyfCj5uDX9xvs2j44ulhw96RyJHAF1X1Te7nzwKo6qVhxyxevFiXL18eu68ff+rrdMcvT20YhtEQtPfChV//VEXHisijqro4aF8tJZ1pwFrf50532wBE5CIRWS4iyzdt2lQz4wzDMJqdWtbSCXr+GvR4oapXAVeBE+FX0lGld0bDMIxmppYRfifgry40HVhXw/4NwzBGNLV0+I8ArxaR2SLSCrwTuLmG/RuGYYxoaibpqGpWRP4D+COQBn6qqk/Xqn/DMIyRTk3r4avqbcBttezTMAzDcLCZtoZhGCMEc/iGYRgjBHP4hmEYIwRz+IZhGCOEmpVWqAQR2QSsLtswmEnAy1U0ZzhIgo1gdlaTJNgIZmc1qbWNM1V1ctCOhnb4Q0FElofVk2gUkmAjmJ3VJAk2gtlZTRrJRpN0DMMwRgjm8A3DMEYIzezwr6q3ARFIgo1gdlaTJNgIZmc1aRgbm1bDNwzDMAbSzBG+YRiG4cMcvmEYxgih6Rx+oy2ULiKrRORJEVkhIsvdbRNF5E4R+Zf781W+9p91bV8pIm8aRrt+KiIbReQp37bYdonIIvf7PSsi35ahLl5a3sYvisiL7vVcISKn1tnGfUTkHhF5RkSeFpGPutsb7VqG2dlo17NdRB4WkcddOy9xtzfM9SxhY0Ndy0BUtWleOGWXnwP2BVqBx4ED62zTKmBS0bavA59x338G+Jr7/kDX5jZgtvtd0sNk17HAQuCpodgFPAwcibOi2e3AKcNs4xeBiwPa1svGKcBC9/1Y4J+uLY12LcPsbLTrKcAY930L8FfgiEa6niVsbKhrGfRqtgj/MOBZVX1eVXuBpcBb62xTEG8Ffua+/xnwNt/2parao6ovAM/ifKeqo6r3Aq8MxS4RmQKMU9UH1fnr/bnvmOGyMYx62bheVf/mvt8BPIOzVnOjXcswO8Ool52qqjvdjy3uS2mg61nCxjDqci2DaDaHH2mh9BqjwJ9E5FERucjdtpeqrgfnHxHY091eb/vj2jXNfV+8fbj5DxF5wpV8vEf7utsoIrOAQ3Eivoa9lkV2QoNdTxFJi8gKYCNwp6o23PUMsREa7FoW02wOP9JC6TXmaFVdCJwCfEhEji3RthHth3C76mHvD4A5wAJgPfBNd3tdbRSRMcD/AB9T1e2lmobYUy87G+56qmpOVRfgrHt9mIjML9G8LnaG2Nhw17KYZnP4DbdQuqquc39uBG7CkWg2uI9zuD83us3rbX9cuzrd98Xbhw1V3eD+s+WBH9MvedXNRhFpwXGiN6jqb93NDXctg+xsxOvpoapbgT8DJ9OA17PYxka+lh7N5vAbaqF0ERktImO998BJwFOuTee5zc4Dfu++vxl4p4i0ichs4NU4gzq1IpZd7qP1DhE5ws0u+DffMcOC90/vcjrO9aybje45fwI8o6rf8u1qqGsZZmcDXs/JIjLBfd8BvBH4Bw10PcNsbLRrGchwjgjX4wWcipOB8BzwuTrbsi/O6PzjwNOePcAewN3Av9yfE33HfM61fSXDOGIP3Ijz2NmHE2lcUIldwGKcP+zngO/izt4eRhuvA54EnsD5R5pSZxuPwXkMfwJY4b5ObcBrGWZno13Pg4HHXHueAj5f6f/McNlZwsaGupZBLyutYBiGMUJoNknHMAzDCMEcvmEYxgjBHL5hGMYIwRy+YRjGCMEcvmEYxgjBHL4xIhCRCSLy777PU0XkN8PU19tE5PMh+3a6PyeLyB3D0b9hhGEO3xgpTAAKDl9V16nqkmHq61PA90s1UNVNwHoROXqYbDCMQZjDN0YKlwFz3Drl3xCRWeLW2ReR80XkdyLyBxF5QUT+Q0Q+LiKPichDIjLRbTdHRO5wC+HdJyJzizsRkf2BHlV92f08W0QeFJFHROTLRc1/B5w7rN/aMHyYwzdGCp8BnlPVBar6yYD984FzcOqffAXYraqHAg/iTHkHZzHqD6vqIuBigqP4o4G/+T5fCfxAVV8LvFTUdjnwugq/j2HEJlNvAwyjQbhHnTrxO0RkG/AHd/uTwMFulcmjgF/7FiVqCzjPFGCT7/PRwJnu++uAr/n2bQSmVsd8wyiPOXzDcOjxvc/7Pudx/k9SwFZ1SuKWogsYX7QtrH5Ju9veMGqCSTrGSGEHztJ+FaFO7fgXROTt4FSfFJFDApo+A+zn+3w/TtVWGKzX709/RUXDGHbM4RsjAlXdDNwvIk+JyDcqPM25wAUi4lU/DVo+817gUOnXfT6Ks/DNIwyO/I8Hbq3QFsOIjVXLNIwqIyJXAn9Q1bvKtLsXeKuqbqmNZcZIxyJ8w6g+XwVGlWogIpOBb5mzN2qJRfiGYRgjBIvwDcMwRgjm8A3DMEYI5vANwzBGCObwDcMwRgjm8A3DMEYI/x+JB0wMdqxDQAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots()\n",
+    "swiftdiff['vmag'].sel(id=plidx).plot.line(ax=ax, x=\"time (d)\")\n",
+    "ax.set_ylabel(\"$|\\mathbf{v}_{swiftest} - \\mathbf{v}_{swifter}|$\")\n",
+    "ax.set_title(\"Heliocentric velocity differences \\n Planets only\")\n",
+    "fig.savefig(\"symba_swifter_comparison-8pl-16tp-planets-vmag.png\", facecolor='white', transparent=False, dpi=300)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots()\n",
+    "swiftdiff['rmag'].sel(id=tpidx).plot.line(ax=ax, x=\"time (d)\")\n",
+    "ax.set_ylabel(\"$|\\mathbf{r}_{swiftest} - \\mathbf{r}_{swifter}|$\")\n",
+    "ax.set_title(\"Heliocentric position differences \\n Test Particles only\")\n",
+    "legend = ax.legend()\n",
+    "legend.remove()\n",
+    "fig.savefig(\"symba_swifter_comparison-8pl-16tp-testparticles-rmag.png\", facecolor='white', transparent=False, dpi=300)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots()\n",
+    "swiftdiff['vmag'].sel(id=tpidx).plot.line(ax=ax, x=\"time (d)\")\n",
+    "ax.set_ylabel(\"$|\\mathbf{v}_{swiftest} - \\mathbf{v}_{swifter}|$\")\n",
+    "ax.set_title(\"Heliocentric velocity differences \\n Test Particles only\")\n",
+    "legend = ax.legend()\n",
+    "legend.remove()\n",
+    "fig.savefig(\"symba_swifter_comparison-8pl-16tp-testparticles-vmag.png\", facecolor='white', transparent=False, dpi=300)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: '▼';\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary,\n",
+       ".xr-section-inline-details {\n",
+       "  padding-top: 4px;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  display: none;\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap {\n",
+       "  grid-column: 1 / -1;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 20px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap > label {\n",
+       "  grid-column: 1;\n",
+       "  vertical-align: top;\n",
+       "}\n",
+       "\n",
+       ".xr-preview {\n",
+       "  color: var(--xr-font-color3);\n",
+       "}\n",
+       "\n",
+       ".xr-array-preview,\n",
+       ".xr-array-data {\n",
+       "  padding: 0 5px !important;\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-array-data,\n",
+       ".xr-array-in:checked ~ .xr-array-preview {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-array-in:checked ~ .xr-array-data,\n",
+       ".xr-array-preview {\n",
+       "  display: inline-block;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list {\n",
+       "  display: inline-block !important;\n",
+       "  list-style: none;\n",
+       "  padding: 0 !important;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li {\n",
+       "  display: inline-block;\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:before {\n",
+       "  content: '(';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:after {\n",
+       "  content: ')';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li:not(:last-child):after {\n",
+       "  content: ',';\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-has-index {\n",
+       "  font-weight: bold;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list,\n",
+       ".xr-var-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > div,\n",
+       ".xr-var-item label,\n",
+       ".xr-var-item > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-even);\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > .xr-var-name:hover span {\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list > li:nth-child(odd) > div,\n",
+       ".xr-var-list > li:nth-child(odd) > label,\n",
+       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-odd);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name {\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dims {\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dtype {\n",
+       "  grid-column: 3;\n",
+       "  text-align: right;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-preview {\n",
+       "  grid-column: 4;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name,\n",
+       ".xr-var-dims,\n",
+       ".xr-var-dtype,\n",
+       ".xr-preview,\n",
+       ".xr-attrs dt {\n",
+       "  white-space: nowrap;\n",
+       "  overflow: hidden;\n",
+       "  text-overflow: ellipsis;\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name:hover,\n",
+       ".xr-var-dims:hover,\n",
+       ".xr-var-dtype:hover,\n",
+       ".xr-attrs dt:hover {\n",
+       "  overflow: visible;\n",
+       "  width: auto;\n",
+       "  z-index: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data {\n",
+       "  display: none;\n",
+       "  background-color: var(--xr-background-color) !important;\n",
+       "  padding-bottom: 5px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2 {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;rmag&#x27; (time (d): 333)&gt;\n",
+       "array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       2.31299453e-05, 1.10256458e-04, 2.75094986e-04, 4.69124720e-04,\n",
+       "       6.37819916e-04, 7.27318191e-04, 7.18330839e-04, 7.05788012e-04,\n",
+       "       7.97070205e-04, 9.82447303e-04, 1.20167017e-03, 1.38568730e-03,\n",
+       "       1.45290098e-03, 1.40294485e-03, 1.38935207e-03, 1.50610105e-03,\n",
+       "       1.72636743e-03, 1.97891692e-03, 2.15521444e-03, 2.14661851e-03,\n",
+       "       2.04956741e-03, 2.06272718e-03, 2.23569416e-03, 2.51534860e-03,\n",
+       "       2.79363959e-03, 2.89613835e-03, 2.77700315e-03, 2.67482627e-03,\n",
+       "       2.75622597e-03, 3.01487525e-03, 3.35945752e-03, 3.60350706e-03,\n",
+       "       3.55128396e-03, 3.35402969e-03, 3.30174593e-03, 3.47779871e-03,\n",
+       "       3.82651300e-03, 4.18801472e-03, 4.28414157e-03, 4.06893950e-03,\n",
+       "       3.88578189e-03, 3.94894190e-03, 4.25789004e-03, 4.69085774e-03,\n",
+       "       4.96754228e-03, 4.83413401e-03, 4.54497227e-03, 4.46337913e-03,\n",
+       "...\n",
+       "       2.27552238e-02, 2.14336750e-02, 1.99536744e-02, 1.95375781e-02,\n",
+       "       2.04244088e-02, 2.21837929e-02, 2.34223481e-02, 2.27021040e-02,\n",
+       "       2.10235992e-02, 2.00677152e-02, 2.04357446e-02, 2.19768363e-02,\n",
+       "       2.37069871e-02, 2.38363613e-02, 2.22656122e-02, 2.08398594e-02,\n",
+       "       2.06361170e-02, 2.17797283e-02, 2.36717320e-02, 2.46713026e-02,\n",
+       "       2.35870574e-02, 2.18518073e-02, 2.10654197e-02, 2.16919542e-02,\n",
+       "       2.34510849e-02, 2.51073368e-02, 2.48399705e-02, 2.30713464e-02,\n",
+       "       2.17469301e-02, 2.17840155e-02, 2.31897238e-02, 2.51636545e-02,\n",
+       "       2.58443413e-02, 2.44211632e-02, 2.26850711e-02, 2.21027725e-02,\n",
+       "       2.30035080e-02, 2.49559537e-02, 2.64520803e-02, 2.57657096e-02,\n",
+       "       2.38584911e-02, 2.26793113e-02, 2.29810558e-02, 2.46443582e-02,\n",
+       "       2.66327359e-02, 2.69250458e-02, 2.52077666e-02, 2.35270452e-02,\n",
+       "       2.31818105e-02, 2.43687433e-02, 2.64772190e-02, 2.77223877e-02,\n",
+       "       2.66190162e-02, 2.46370466e-02, 2.36453830e-02, 2.42344674e-02,\n",
+       "       2.61438944e-02, 2.80669485e-02, 2.79190320e-02, 2.59650741e-02,\n",
+       "       2.43925884e-02, 2.43144014e-02, 2.57928520e-02, 2.80043257e-02,\n",
+       "       2.89095241e-02, 2.74149807e-02, 2.54220912e-02, 2.46556068e-02,\n",
+       "       2.55482541e-02, 2.76783912e-02, 2.94435958e-02, 2.88268702e-02,\n",
+       "       2.67028523e-02, 2.52872339e-02, 2.55012432e-02, 2.72669007e-02,\n",
+       "       2.95109669e-02])\n",
+       "Coordinates:\n",
+       "    id        int64 101\n",
+       "  * time (d)  (time (d)) float64 0.0 11.0 22.0 ... 3.63e+03 3.641e+03 3.652e+03</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'rmag'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time (d)</span>: 333</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-56e2d768-4f5b-447e-bbf4-8139e6c97dfa' class='xr-array-in' type='checkbox' checked><label for='section-56e2d768-4f5b-447e-bbf4-8139e6c97dfa' 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 ... 0.0267 0.02529 0.0255 0.02727 0.02951</span></div><div class='xr-array-data'><pre>array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       2.31299453e-05, 1.10256458e-04, 2.75094986e-04, 4.69124720e-04,\n",
+       "       6.37819916e-04, 7.27318191e-04, 7.18330839e-04, 7.05788012e-04,\n",
+       "       7.97070205e-04, 9.82447303e-04, 1.20167017e-03, 1.38568730e-03,\n",
+       "       1.45290098e-03, 1.40294485e-03, 1.38935207e-03, 1.50610105e-03,\n",
+       "       1.72636743e-03, 1.97891692e-03, 2.15521444e-03, 2.14661851e-03,\n",
+       "       2.04956741e-03, 2.06272718e-03, 2.23569416e-03, 2.51534860e-03,\n",
+       "       2.79363959e-03, 2.89613835e-03, 2.77700315e-03, 2.67482627e-03,\n",
+       "       2.75622597e-03, 3.01487525e-03, 3.35945752e-03, 3.60350706e-03,\n",
+       "       3.55128396e-03, 3.35402969e-03, 3.30174593e-03, 3.47779871e-03,\n",
+       "       3.82651300e-03, 4.18801472e-03, 4.28414157e-03, 4.06893950e-03,\n",
+       "       3.88578189e-03, 3.94894190e-03, 4.25789004e-03, 4.69085774e-03,\n",
+       "       4.96754228e-03, 4.83413401e-03, 4.54497227e-03, 4.46337913e-03,\n",
+       "...\n",
+       "       2.27552238e-02, 2.14336750e-02, 1.99536744e-02, 1.95375781e-02,\n",
+       "       2.04244088e-02, 2.21837929e-02, 2.34223481e-02, 2.27021040e-02,\n",
+       "       2.10235992e-02, 2.00677152e-02, 2.04357446e-02, 2.19768363e-02,\n",
+       "       2.37069871e-02, 2.38363613e-02, 2.22656122e-02, 2.08398594e-02,\n",
+       "       2.06361170e-02, 2.17797283e-02, 2.36717320e-02, 2.46713026e-02,\n",
+       "       2.35870574e-02, 2.18518073e-02, 2.10654197e-02, 2.16919542e-02,\n",
+       "       2.34510849e-02, 2.51073368e-02, 2.48399705e-02, 2.30713464e-02,\n",
+       "       2.17469301e-02, 2.17840155e-02, 2.31897238e-02, 2.51636545e-02,\n",
+       "       2.58443413e-02, 2.44211632e-02, 2.26850711e-02, 2.21027725e-02,\n",
+       "       2.30035080e-02, 2.49559537e-02, 2.64520803e-02, 2.57657096e-02,\n",
+       "       2.38584911e-02, 2.26793113e-02, 2.29810558e-02, 2.46443582e-02,\n",
+       "       2.66327359e-02, 2.69250458e-02, 2.52077666e-02, 2.35270452e-02,\n",
+       "       2.31818105e-02, 2.43687433e-02, 2.64772190e-02, 2.77223877e-02,\n",
+       "       2.66190162e-02, 2.46370466e-02, 2.36453830e-02, 2.42344674e-02,\n",
+       "       2.61438944e-02, 2.80669485e-02, 2.79190320e-02, 2.59650741e-02,\n",
+       "       2.43925884e-02, 2.43144014e-02, 2.57928520e-02, 2.80043257e-02,\n",
+       "       2.89095241e-02, 2.74149807e-02, 2.54220912e-02, 2.46556068e-02,\n",
+       "       2.55482541e-02, 2.76783912e-02, 2.94435958e-02, 2.88268702e-02,\n",
+       "       2.67028523e-02, 2.52872339e-02, 2.55012432e-02, 2.72669007e-02,\n",
+       "       2.95109669e-02])</pre></div></div></li><li class='xr-section-item'><input id='section-00af02b5-7522-4b98-963a-4ed8ab42666b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-00af02b5-7522-4b98-963a-4ed8ab42666b' 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'>101</div><input id='attrs-60191c2d-9452-4483-8562-4265053245e3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-60191c2d-9452-4483-8562-4265053245e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f2ace08-3342-4fba-99c4-706a560d35b4' class='xr-var-data-in' type='checkbox'><label for='data-5f2ace08-3342-4fba-99c4-706a560d35b4' 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(101)</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 ... 3.641e+03 3.652e+03</div><input id='attrs-0122f34d-9f1d-40e6-bac2-564b16a6e50b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0122f34d-9f1d-40e6-bac2-564b16a6e50b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ee3df635-0259-4ce7-ba7f-2be7e6c29f72' class='xr-var-data-in' type='checkbox'><label for='data-ee3df635-0259-4ce7-ba7f-2be7e6c29f72' 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., ..., 3630., 3641., 3652.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-411270d6-235c-4a57-8e31-f9ee6f9c9774' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-411270d6-235c-4a57-8e31-f9ee6f9c9774' 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 'rmag' (time (d): 333)>\n",
+       "array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
+       "       2.31299453e-05, 1.10256458e-04, 2.75094986e-04, 4.69124720e-04,\n",
+       "       6.37819916e-04, 7.27318191e-04, 7.18330839e-04, 7.05788012e-04,\n",
+       "       7.97070205e-04, 9.82447303e-04, 1.20167017e-03, 1.38568730e-03,\n",
+       "       1.45290098e-03, 1.40294485e-03, 1.38935207e-03, 1.50610105e-03,\n",
+       "       1.72636743e-03, 1.97891692e-03, 2.15521444e-03, 2.14661851e-03,\n",
+       "       2.04956741e-03, 2.06272718e-03, 2.23569416e-03, 2.51534860e-03,\n",
+       "       2.79363959e-03, 2.89613835e-03, 2.77700315e-03, 2.67482627e-03,\n",
+       "       2.75622597e-03, 3.01487525e-03, 3.35945752e-03, 3.60350706e-03,\n",
+       "       3.55128396e-03, 3.35402969e-03, 3.30174593e-03, 3.47779871e-03,\n",
+       "       3.82651300e-03, 4.18801472e-03, 4.28414157e-03, 4.06893950e-03,\n",
+       "       3.88578189e-03, 3.94894190e-03, 4.25789004e-03, 4.69085774e-03,\n",
+       "       4.96754228e-03, 4.83413401e-03, 4.54497227e-03, 4.46337913e-03,\n",
+       "...\n",
+       "       2.27552238e-02, 2.14336750e-02, 1.99536744e-02, 1.95375781e-02,\n",
+       "       2.04244088e-02, 2.21837929e-02, 2.34223481e-02, 2.27021040e-02,\n",
+       "       2.10235992e-02, 2.00677152e-02, 2.04357446e-02, 2.19768363e-02,\n",
+       "       2.37069871e-02, 2.38363613e-02, 2.22656122e-02, 2.08398594e-02,\n",
+       "       2.06361170e-02, 2.17797283e-02, 2.36717320e-02, 2.46713026e-02,\n",
+       "       2.35870574e-02, 2.18518073e-02, 2.10654197e-02, 2.16919542e-02,\n",
+       "       2.34510849e-02, 2.51073368e-02, 2.48399705e-02, 2.30713464e-02,\n",
+       "       2.17469301e-02, 2.17840155e-02, 2.31897238e-02, 2.51636545e-02,\n",
+       "       2.58443413e-02, 2.44211632e-02, 2.26850711e-02, 2.21027725e-02,\n",
+       "       2.30035080e-02, 2.49559537e-02, 2.64520803e-02, 2.57657096e-02,\n",
+       "       2.38584911e-02, 2.26793113e-02, 2.29810558e-02, 2.46443582e-02,\n",
+       "       2.66327359e-02, 2.69250458e-02, 2.52077666e-02, 2.35270452e-02,\n",
+       "       2.31818105e-02, 2.43687433e-02, 2.64772190e-02, 2.77223877e-02,\n",
+       "       2.66190162e-02, 2.46370466e-02, 2.36453830e-02, 2.42344674e-02,\n",
+       "       2.61438944e-02, 2.80669485e-02, 2.79190320e-02, 2.59650741e-02,\n",
+       "       2.43925884e-02, 2.43144014e-02, 2.57928520e-02, 2.80043257e-02,\n",
+       "       2.89095241e-02, 2.74149807e-02, 2.54220912e-02, 2.46556068e-02,\n",
+       "       2.55482541e-02, 2.76783912e-02, 2.94435958e-02, 2.88268702e-02,\n",
+       "       2.67028523e-02, 2.52872339e-02, 2.55012432e-02, 2.72669007e-02,\n",
+       "       2.95109669e-02])\n",
+       "Coordinates:\n",
+       "    id        int64 101\n",
+       "  * time (d)  (time (d)) float64 0.0 11.0 22.0 ... 3.63e+03 3.641e+03 3.652e+03"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "swiftdiff['rmag'].sel(id=101)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "swiftestOOF",
+   "language": "python",
+   "name": "swiftestoof"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/examples/symba_swifter_comparison/8pl_16tp_encounters/tp.in b/examples/symba_swifter_comparison/8pl_16tp_encounters/tp.in
new file mode 100644
index 000000000..7c1b15bd6
--- /dev/null
+++ b/examples/symba_swifter_comparison/8pl_16tp_encounters/tp.in
@@ -0,0 +1,49 @@
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