diff --git a/examples/rmvs_swifter_comparison/mars_ejecta/swiftest_rmvs_vs_swifter_rmvs.ipynb b/examples/rmvs_swifter_comparison/mars_ejecta/swiftest_rmvs_vs_swifter_rmvs.ipynb
index d82127068..7f6a7e57d 100644
--- a/examples/rmvs_swifter_comparison/mars_ejecta/swiftest_rmvs_vs_swifter_rmvs.ipynb
+++ b/examples/rmvs_swifter_comparison/mars_ejecta/swiftest_rmvs_vs_swifter_rmvs.ipynb
@@ -409,311 +409,147 @@
        "  fill: currentColor;\n",
        "}\n",
        "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
-       "Dimensions:  (id: 19, time: 5)\n",
+       "Dimensions:  (id: 209, time: 3651)\n",
        "Coordinates:\n",
-       "  * id       (id) int64 0 2 3 4 5 6 ... 6000205 6000206 6000207 6000208 6000209\n",
-       "  * time     (time) float64 0.0 1.47e+05 2.94e+05 4.41e+05 5.88e+05\n",
+       "  * id       (id) int64 0 2 3 4 5 6 ... 6000395 6000396 6000397 6000398 6000399\n",
+       "  * time     (time) float64 0.0 1.0 2.0 3.0 ... 3.648e+03 3.649e+03 3.65e+03\n",
        "Data variables:\n",
        "    Mass     (time, id) float64 0.0002959 4.913e-11 7.243e-10 ... nan nan nan\n",
        "    Radius   (time, id) float64 0.00465 1.631e-05 4.045e-05 ... nan nan nan\n",
        "    J_2      (time, id) float64 0.0 nan nan nan nan nan ... nan nan nan nan nan\n",
        "    J_4      (time, id) float64 0.0 nan nan nan nan nan ... nan nan nan nan nan\n",
-       "    px       (time, id) float64 nan 0.3347 -0.4641 ... -0.9303 0.1796 1.422\n",
-       "    py       (time, id) float64 nan -0.2106 0.5473 ... -1.162 -1.411 -0.5606\n",
-       "    pz       (time, id) float64 nan -0.04792 0.03429 ... -0.02492 0.04703\n",
-       "    vx       (time, id) float64 nan 0.009457 -0.0155 ... 0.01503 0.007312\n",
-       "    vy       (time, id) float64 nan 0.02511 -0.01319 ... 0.001562 0.0129\n",
-       "    vz       (time, id) float64 nan 0.001184 0.0007137 ... 0.0005511 0.0005797</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-744f8709-70e8-4ee7-b295-ea707ff618c8' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-744f8709-70e8-4ee7-b295-ea707ff618c8' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>id</span>: 19</li><li><span class='xr-has-index'>time</span>: 5</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-36717edf-8d09-46ab-a3bb-4e93d36ec9f7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-36717edf-8d09-46ab-a3bb-4e93d36ec9f7' 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 class='xr-has-index'>id</span></div><div class='xr-var-dims'>(id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 2 3 4 ... 6000207 6000208 6000209</div><input id='attrs-0012f72b-af10-4459-8853-d5aaa0364e03' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0012f72b-af10-4459-8853-d5aaa0364e03' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb751f6a-d72c-462e-9557-03ec0817c632' class='xr-var-data-in' type='checkbox'><label for='data-cb751f6a-d72c-462e-9557-03ec0817c632' 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,       2,       3,       4,       5,       6,       7,       8,\n",
-       "             9, 6000200, 6000201, 6000202, 6000203, 6000204, 6000205, 6000206,\n",
-       "       6000207, 6000208, 6000209])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.47e+05 ... 4.41e+05 5.88e+05</div><input id='attrs-1fd471c7-1a65-4713-a8e3-c965f3cb0afa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1fd471c7-1a65-4713-a8e3-c965f3cb0afa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5ca6162-3a41-470c-9ba8-b6ca71b6401a' class='xr-var-data-in' type='checkbox'><label for='data-c5ca6162-3a41-470c-9ba8-b6ca71b6401a' 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., 147000., 294000., 441000., 588000.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4d67edc5-fb49-4fce-9995-7a02ff590254' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4d67edc5-fb49-4fce-9995-7a02ff590254' class='xr-section-summary' >Data variables: <span>(10)</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>Mass</span></div><div class='xr-var-dims'>(time, id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0002959 4.913e-11 ... nan nan</div><input id='attrs-bdefdd4c-c838-4f6d-88e0-afdec44caf37' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bdefdd4c-c838-4f6d-88e0-afdec44caf37' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-09421267-eb36-4e90-8134-38bfeefb47d7' class='xr-var-data-in' type='checkbox'><label for='data-09421267-eb36-4e90-8134-38bfeefb47d7' 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([[2.95912208e-04, 4.91257681e-11, 7.24349578e-10, 8.99706516e-10,\n",
-       "        9.54959218e-11, 2.82536280e-07, 8.45976575e-08, 1.29203264e-08,\n",
-       "        1.52436801e-08,            nan,            nan,            nan,\n",
-       "                   nan,            nan,            nan,            nan,\n",
+       "    px       (time, id) float64 nan 0.3347 -0.4641 ... 1.069 0.6187 -0.5527\n",
+       "    py       (time, id) float64 nan -0.2106 0.5473 0.6083 ... 0.4382 1.45 2.533\n",
+       "    pz       (time, id) float64 nan -0.04792 0.03429 ... -0.07312 0.06803\n",
+       "    vx       (time, id) float64 nan 0.009457 -0.0155 ... -0.01209 -0.009084\n",
+       "    vy       (time, id) float64 nan 0.02511 -0.01319 ... 0.005512 -0.0004694\n",
+       "    vz       (time, id) float64 nan 0.001184 0.0007137 ... 0.001462 0.0007843</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-df537e44-8b9b-45ed-b79c-c2f385c9e646' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-df537e44-8b9b-45ed-b79c-c2f385c9e646' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>id</span>: 209</li><li><span class='xr-has-index'>time</span>: 3651</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-3e618810-7536-4b1f-9865-174e36f418d1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3e618810-7536-4b1f-9865-174e36f418d1' 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 class='xr-has-index'>id</span></div><div class='xr-var-dims'>(id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 2 3 4 ... 6000397 6000398 6000399</div><input id='attrs-cb643bf3-2990-4278-a679-265398b51839' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cb643bf3-2990-4278-a679-265398b51839' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-63de6385-ccd3-4da2-a080-23c1fd2eb657' class='xr-var-data-in' type='checkbox'><label for='data-63de6385-ccd3-4da2-a080-23c1fd2eb657' 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,       2,       3, ..., 6000397, 6000398, 6000399])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.0 2.0 ... 3.649e+03 3.65e+03</div><input id='attrs-8c9409d2-4cfc-491a-9ab1-6f4756a06252' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8c9409d2-4cfc-491a-9ab1-6f4756a06252' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed03d2c3-6e93-47c5-8bb1-2ea31fe88668' class='xr-var-data-in' type='checkbox'><label for='data-ed03d2c3-6e93-47c5-8bb1-2ea31fe88668' 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([0.000e+00, 1.000e+00, 2.000e+00, ..., 3.648e+03, 3.649e+03, 3.650e+03])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d5b63420-e1a0-42c2-a613-2efb3ba716d6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d5b63420-e1a0-42c2-a613-2efb3ba716d6' class='xr-section-summary' >Data variables: <span>(10)</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>Mass</span></div><div class='xr-var-dims'>(time, id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0002959 4.913e-11 ... nan nan</div><input id='attrs-4c95d1bf-dba9-4c22-b03b-f59196cc31b8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4c95d1bf-dba9-4c22-b03b-f59196cc31b8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-31846157-ec08-43f9-bbb1-621fe966e4b7' class='xr-var-data-in' type='checkbox'><label for='data-31846157-ec08-43f9-bbb1-621fe966e4b7' 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([[2.95912208e-04, 4.91257681e-11, 7.24349578e-10, ...,\n",
        "                   nan,            nan,            nan],\n",
-       "       [2.95912208e-04, 4.91257681e-11, 7.24349578e-10, 8.99706516e-10,\n",
-       "        9.54959218e-11, 2.82536280e-07, 8.45976575e-08, 1.29203264e-08,\n",
-       "        1.52436801e-08,            nan,            nan,            nan,\n",
-       "                   nan,            nan,            nan,            nan,\n",
+       "       [2.95912208e-04, 4.91257681e-11, 7.24349578e-10, ...,\n",
        "                   nan,            nan,            nan],\n",
-       "       [2.95912208e-04, 4.91257681e-11, 7.24349578e-10, 8.99706516e-10,\n",
-       "        9.54959218e-11, 2.82536280e-07, 8.45976575e-08, 1.29203264e-08,\n",
-       "        1.52436801e-08,            nan,            nan,            nan,\n",
-       "                   nan,            nan,            nan,            nan,\n",
+       "       [2.95912208e-04, 4.91257681e-11, 7.24349578e-10, ...,\n",
        "                   nan,            nan,            nan],\n",
-       "       [2.95912208e-04, 4.91257681e-11, 7.24349578e-10, 8.99706516e-10,\n",
-       "        9.54959218e-11, 2.82536280e-07, 8.45976575e-08, 1.29203264e-08,\n",
-       "        1.52436801e-08,            nan,            nan,            nan,\n",
-       "                   nan,            nan,            nan,            nan,\n",
+       "       ...,\n",
+       "       [2.95912208e-04, 4.91257681e-11, 7.24349578e-10, ...,\n",
        "                   nan,            nan,            nan],\n",
-       "       [2.95912208e-04, 4.91257681e-11, 7.24349578e-10, 8.99706516e-10,\n",
-       "        9.54959218e-11, 2.82536280e-07, 8.45976575e-08, 1.29203264e-08,\n",
-       "        1.52436801e-08,            nan,            nan,            nan,\n",
-       "                   nan,            nan,            nan,            nan,\n",
-       "                   nan,            nan,            nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Radius</span></div><div class='xr-var-dims'>(time, id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.00465 1.631e-05 ... nan nan</div><input id='attrs-f750f57f-ae28-4670-8e1b-34300dc86470' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f750f57f-ae28-4670-8e1b-34300dc86470' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-496acc65-997b-48a2-95ba-752001c3a433' class='xr-var-data-in' type='checkbox'><label for='data-496acc65-997b-48a2-95ba-752001c3a433' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[4.65046726e-03, 1.63104000e-05, 4.04538000e-05, 4.25875710e-05,\n",
-       "        2.26601000e-05, 4.67326000e-04, 3.89257000e-04, 1.69534000e-04,\n",
-       "        1.64601000e-04,            nan,            nan,            nan,\n",
-       "                   nan,            nan,            nan,            nan,\n",
+       "       [2.95912208e-04, 4.91257681e-11, 7.24349578e-10, ...,\n",
        "                   nan,            nan,            nan],\n",
-       "       [4.65046726e-03, 1.63104000e-05, 4.04538000e-05, 4.25875710e-05,\n",
-       "        2.26601000e-05, 4.67326000e-04, 3.89257000e-04, 1.69534000e-04,\n",
-       "        1.64601000e-04,            nan,            nan,            nan,\n",
-       "                   nan,            nan,            nan,            nan,\n",
+       "       [2.95912208e-04, 4.91257681e-11, 7.24349578e-10, ...,\n",
+       "                   nan,            nan,            nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Radius</span></div><div class='xr-var-dims'>(time, id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.00465 1.631e-05 ... nan nan</div><input id='attrs-1cdd079b-4f5f-4f9a-ac05-a99bdcf402d1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1cdd079b-4f5f-4f9a-ac05-a99bdcf402d1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d4e4578-cd82-42b2-ad09-669e4079bd65' class='xr-var-data-in' type='checkbox'><label for='data-0d4e4578-cd82-42b2-ad09-669e4079bd65' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[4.65046726e-03, 1.63104000e-05, 4.04538000e-05, ...,\n",
        "                   nan,            nan,            nan],\n",
-       "       [4.65046726e-03, 1.63104000e-05, 4.04538000e-05, 4.25875710e-05,\n",
-       "        2.26601000e-05, 4.67326000e-04, 3.89257000e-04, 1.69534000e-04,\n",
-       "        1.64601000e-04,            nan,            nan,            nan,\n",
-       "                   nan,            nan,            nan,            nan,\n",
+       "       [4.65046726e-03, 1.63104000e-05, 4.04538000e-05, ...,\n",
        "                   nan,            nan,            nan],\n",
-       "       [4.65046726e-03, 1.63104000e-05, 4.04538000e-05, 4.25875710e-05,\n",
-       "        2.26601000e-05, 4.67326000e-04, 3.89257000e-04, 1.69534000e-04,\n",
-       "        1.64601000e-04,            nan,            nan,            nan,\n",
-       "                   nan,            nan,            nan,            nan,\n",
+       "       [4.65046726e-03, 1.63104000e-05, 4.04538000e-05, ...,\n",
        "                   nan,            nan,            nan],\n",
-       "       [4.65046726e-03, 1.63104000e-05, 4.04538000e-05, 4.25875710e-05,\n",
-       "        2.26601000e-05, 4.67326000e-04, 3.89257000e-04, 1.69534000e-04,\n",
-       "        1.64601000e-04,            nan,            nan,            nan,\n",
-       "                   nan,            nan,            nan,            nan,\n",
-       "                   nan,            nan,            nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>J_2</span></div><div class='xr-var-dims'>(time, id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 nan nan nan ... nan nan nan nan</div><input id='attrs-71b6e1f7-28fc-42ff-8f08-5bd5b74ec966' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-71b6e1f7-28fc-42ff-8f08-5bd5b74ec966' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0f21d549-ecba-4318-98c0-bb771ed836e2' class='xr-var-data-in' type='checkbox'><label for='data-0f21d549-ecba-4318-98c0-bb771ed836e2' 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., nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
-       "        nan, nan, nan, nan, nan, nan],\n",
-       "       [ 0., nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
-       "        nan, nan, nan, nan, nan, nan],\n",
-       "       [ 0., nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
-       "        nan, nan, nan, nan, nan, nan],\n",
-       "       [ 0., nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
-       "        nan, nan, nan, nan, nan, nan],\n",
-       "       [ 0., nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
-       "        nan, nan, nan, nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>J_4</span></div><div class='xr-var-dims'>(time, id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 nan nan nan ... nan nan nan nan</div><input id='attrs-8729e0d4-7d83-4353-b8c4-7da25f561bea' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8729e0d4-7d83-4353-b8c4-7da25f561bea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a886dcc0-05e9-4d4f-aa7c-9c29dbd9e4b7' class='xr-var-data-in' type='checkbox'><label for='data-a886dcc0-05e9-4d4f-aa7c-9c29dbd9e4b7' 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., nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
-       "        nan, nan, nan, nan, nan, nan],\n",
-       "       [ 0., nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
-       "        nan, nan, nan, nan, nan, nan],\n",
-       "       [ 0., nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
-       "        nan, nan, nan, nan, nan, nan],\n",
-       "       [ 0., nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
-       "        nan, nan, nan, nan, nan, nan],\n",
-       "       [ 0., nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
-       "        nan, nan, nan, nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>px</span></div><div class='xr-var-dims'>(time, id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.3347 -0.4641 ... 0.1796 1.422</div><input id='attrs-67ab5ad4-49d3-47bc-b460-338402abfda1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-67ab5ad4-49d3-47bc-b460-338402abfda1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-46f720f4-d8cd-4494-a6e3-040fd9fb10a6' class='xr-var-data-in' type='checkbox'><label for='data-46f720f4-d8cd-4494-a6e3-040fd9fb10a6' 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([[            nan,  3.34738187e-01, -4.64116654e-01,\n",
-       "         7.84474223e-01,  3.24880830e-01,  1.87334304e+00,\n",
-       "        -8.25186548e+00,  1.99223490e+01,  2.64715894e+01,\n",
-       "         3.21794728e-01,  3.27226184e-01,  3.27531202e-01,\n",
-       "         3.22202594e-01,  3.23275102e-01,  3.25545381e-01,\n",
-       "         3.22100032e-01,  3.25337949e-01,  3.26082121e-01,\n",
-       "         3.27275685e-01],\n",
-       "       [            nan,  3.57875664e-01, -6.56905449e-01,\n",
-       "         8.91511533e-01,  1.23397120e-01,  3.72664078e+00,\n",
-       "         9.12292501e-01,  9.16146222e+00, -2.03784529e+01,\n",
-       "        -2.71889287e-01,  1.24452084e-03, -5.49634968e-01,\n",
-       "        -1.20204544e+00, -4.94069250e-01,  1.28528763e+00,\n",
-       "         1.11420572e+00, -1.55479649e+00, -4.22255299e-01,\n",
-       "        -1.76158681e+00],\n",
-       "       [            nan,  3.58811975e-01,  9.13165725e-02,\n",
-       "         9.64245946e-01, -7.95068350e-02,  4.77473168e+00,\n",
-       "         7.37070845e+00, -1.37494825e+01,  9.91069380e+00,\n",
-       "         3.55051252e-01,  5.83152221e-01, -1.79449634e+00,\n",
-       "         1.13574898e+00, -8.18755025e-01, -1.85532987e+00,\n",
-       "        -5.00006457e-01, -7.83836680e-01,  6.64553022e-02,\n",
-       "        -6.01650375e-01],\n",
-       "       [            nan,  3.34105654e-01,  7.13786045e-01,\n",
-       "         1.00039311e+00, -2.79762489e-01,  4.84291726e+00,\n",
-       "        -8.58738138e+00, -1.40857509e+01,  2.57053396e-01,\n",
-       "        -6.40822660e-01, -2.34523323e+00, -1.31971763e-01,\n",
-       "        -1.14756966e+00, -9.99994144e-01,  9.54283309e-02,\n",
-       "        -4.63898521e-01, -1.20836887e+00,  8.05131802e-02,\n",
-       "         5.22062706e-01],\n",
-       "       [            nan,  2.81848639e-01,  3.31326679e-01,\n",
-       "         9.98981139e-01, -4.73741995e-01,  3.93346192e+00,\n",
-       "         2.31830137e+00,  8.92817537e+00, -1.17935014e+01,\n",
-       "         6.17654927e-01,  1.42941977e+00, -3.51504568e-01,\n",
-       "        -5.41811641e-03, -9.55312860e-01, -1.35819547e+00,\n",
-       "         2.69196330e-01, -9.30341627e-01,  1.79593552e-01,\n",
-       "         1.42226991e+00]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>py</span></div><div class='xr-var-dims'>(time, id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan -0.2106 ... -1.411 -0.5606</div><input id='attrs-4c3eef02-250c-4dfd-8bff-6e72d9d4b4a0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4c3eef02-250c-4dfd-8bff-6e72d9d4b4a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-01cd8aac-bec7-4938-bc0c-7edc7a888e50' class='xr-var-data-in' type='checkbox'><label for='data-01cd8aac-bec7-4938-bc0c-7edc7a888e50' 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([[            nan, -2.10611054e-01,  5.47316024e-01,\n",
-       "         6.08346646e-01, -1.39204132e+00,  4.68332253e+00,\n",
-       "        -5.22500864e+00,  2.34261956e+00, -1.40965213e+01,\n",
-       "        -1.39371228e+00, -1.39016803e+00, -1.39478453e+00,\n",
-       "        -1.39306475e+00, -1.39231827e+00, -1.39090815e+00,\n",
-       "        -1.38941601e+00, -1.39379281e+00, -1.39530189e+00,\n",
-       "        -1.39441409e+00],\n",
-       "       [            nan, -1.20710788e-01, -2.97532892e-01,\n",
-       "         4.44530896e-01, -1.44304278e+00,  3.29275227e+00,\n",
-       "         8.97764434e+00, -1.74333889e+01,  2.21366928e+01,\n",
-       "         9.84871284e-01, -1.48008460e+00, -1.34118714e+00,\n",
-       "        -6.31366688e-01, -1.39432176e+00,  7.69629159e-01,\n",
-       "         1.35601026e-01, -1.53217593e-01, -1.35339429e+00,\n",
-       "         6.33318797e-01],\n",
-       "       [            nan, -2.38840245e-02, -7.21180110e-01,\n",
-       "         2.63739419e-01, -1.46687521e+00,  1.27685890e+00,\n",
-       "        -6.62851017e+00, -1.24376936e+01, -2.85315944e+01,\n",
-       "        -1.38793510e+00,  1.97808416e+00,  3.74220738e-01,\n",
-       "        -6.69782599e-01, -1.24089832e+00, -2.18796182e-01,\n",
-       "        -1.49578936e+00, -1.24781272e+00, -1.42036498e+00,\n",
-       "        -1.34026878e+00],\n",
-       "       [            nan,  7.41198430e-02, -1.30544911e-01,\n",
-       "         7.32154464e-02, -1.46447914e+00, -1.11535798e+00,\n",
-       "        -4.43746465e+00,  1.18989290e+01,  2.98560119e+01,\n",
-       "         8.23970533e-01,  4.55750308e-01,  2.16806595e+00,\n",
-       "         3.85268025e-01, -1.09763362e+00, -1.46825652e+00,\n",
-       "         1.12280310e+00, -9.04050387e-01, -1.41936441e+00,\n",
-       "        -1.33285425e+00],\n",
-       "       [            nan,  1.65408227e-01,  6.41126670e-01,\n",
-       "        -1.20044562e-01, -1.43741644e+00, -3.16199060e+00,\n",
-       "         8.81085877e+00,  1.73710833e+01, -2.79594873e+01,\n",
-       "        -1.28439518e+00, -1.12703104e-01,  2.14079417e+00,\n",
-       "        -1.44829287e+00, -1.13788684e+00,  1.39337631e+00,\n",
-       "        -1.45258082e+00, -1.16198049e+00, -1.41083418e+00,\n",
-       "        -5.60593654e-01]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pz</span></div><div class='xr-var-dims'>(time, id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan -0.04792 ... -0.02492 0.04703</div><input id='attrs-b6537844-7582-4780-9153-8d064101994a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b6537844-7582-4780-9153-8d064101994a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-11c36a0a-0bc4-470b-8fa3-97de710621ab' class='xr-var-data-in' type='checkbox'><label for='data-11c36a0a-0bc4-470b-8fa3-97de710621ab' 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([[            nan, -4.79214612e-02,  3.42851833e-02,\n",
-       "        -1.99691208e-05, -3.71422420e-02, -6.13707894e-02,\n",
-       "         4.19393522e-01, -2.49354756e-01, -3.19644418e-01,\n",
-       "        -3.55537222e-02, -3.47277786e-02, -3.76805924e-02,\n",
-       "        -3.45694670e-02, -4.06328663e-02, -3.35209414e-02,\n",
-       "        -3.76053273e-02, -3.37418225e-02, -3.54793870e-02,\n",
-       "        -3.52783338e-02],\n",
-       "       [            nan, -4.23898071e-02,  3.32742001e-02,\n",
-       "        -5.15674337e-04, -3.33350639e-02, -9.70696923e-02,\n",
-       "        -1.87167489e-01, -1.81246066e-01,  1.47320675e-02,\n",
-       "         2.01835097e-02, -4.77300483e-02, -6.45098031e-03,\n",
-       "        -1.05891109e-01,  7.07462545e-02,  1.47788553e-01,\n",
-       "        -4.72623606e-02, -1.44456667e-01, -5.41972039e-02,\n",
-       "        -4.59807252e-02],\n",
-       "       [            nan, -3.41494982e-02, -1.66836905e-02,\n",
-       "        -7.23051518e-04, -2.92466984e-02, -1.11136336e-01,\n",
-       "        -1.93196056e-01,  1.31898955e-01,  3.57572569e-01,\n",
-       "        -2.46918563e-02,  8.45582802e-02,  6.79175985e-02,\n",
-       "         5.95778455e-02,  1.11707739e-01, -1.78578140e-01,\n",
-       "        -9.53730718e-03, -1.14073570e-01, -3.65209814e-02,\n",
-       "        -5.99406748e-02],\n",
-       "       [            nan, -2.34355966e-02, -4.25813557e-02,\n",
-       "        -6.10018912e-04, -2.49819275e-02, -1.00275686e-01,\n",
-       "         4.21584358e-01,  2.19270528e-01, -6.18674757e-01,\n",
-       "        -2.59096427e-03, -1.10318438e-01,  5.25322418e-02,\n",
-       "        -7.34854491e-02,  1.32797474e-01, -3.35002946e-02,\n",
-       "         4.63461343e-02, -1.37112389e-01, -3.21890572e-02,\n",
-       "        -1.17089043e-02],\n",
-       "       [            nan, -1.08241531e-02, -6.97618885e-03,\n",
-       "        -1.66102068e-04, -2.06436725e-02, -6.90119931e-02,\n",
-       "        -2.25373855e-01, -5.57369430e-02,  8.46099863e-01,\n",
-       "        -3.37649559e-03,  7.19290713e-02,  6.15365711e-02,\n",
-       "        -3.36571834e-02,  1.20002393e-01, -9.44751998e-02,\n",
-       "        -4.86868366e-02, -1.14942920e-01, -2.49176526e-02,\n",
-       "         4.70278188e-02]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vx</span></div><div class='xr-var-dims'>(time, id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.009457 ... 0.01503 0.007312</div><input id='attrs-64d52b93-c6fc-4f97-bf45-0a31ebc90876' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-64d52b93-c6fc-4f97-bf45-0a31ebc90876' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-131726ca-7715-40e1-9ca3-0f02bc6108dd' class='xr-var-data-in' type='checkbox'><label for='data-131726ca-7715-40e1-9ca3-0f02bc6108dd' 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([[            nan,  9.45723944e-03, -1.54975319e-02,\n",
-       "        -1.08182801e-02,  1.41567838e-02, -7.10402885e-03,\n",
-       "         2.67737442e-03, -4.93642070e-04,  1.44911785e-03,\n",
-       "         1.26307481e-02,  1.53165299e-02,  1.54673570e-02,\n",
-       "         1.28324327e-02,  1.33627733e-02,  1.44853952e-02,\n",
-       "         1.27817170e-02,  1.43828233e-02,  1.47508061e-02,\n",
-       "         1.53410074e-02],\n",
-       "       [            nan,  3.50501924e-03,  8.20823389e-03,\n",
-       "        -7.94614850e-03,  1.44361941e-02, -5.09651385e-03,\n",
-       "        -5.86116343e-03,  3.45080745e-03, -2.33310884e-03,\n",
-       "        -1.78981962e-02,  1.55228250e-02,  1.48294300e-02,\n",
-       "         5.03528788e-03,  1.28318924e-02, -5.61644680e-03,\n",
-       "        -3.76197480e-03,  2.27765016e-03,  1.44878389e-02,\n",
-       "        -1.90993819e-03],\n",
-       "       [            nan, -3.60033849e-03,  1.99370660e-02,\n",
-       "        -4.80223439e-03,  1.44304796e-02, -2.05295318e-03,\n",
-       "         3.43909641e-03,  2.61692263e-03,  2.94258161e-03,\n",
-       "         1.25458513e-02, -9.74055769e-03,  3.24186442e-05,\n",
-       "         5.63748029e-03,  1.12092819e-02,  2.87668198e-03,\n",
-       "         1.22475942e-02,  1.25852734e-02,  1.51030524e-02,\n",
-       "         1.45313015e-02],\n",
-       "       [            nan, -1.15889231e-02,  3.55160281e-03,\n",
-       "        -1.51195658e-03,  1.41663618e-02,  1.58194042e-03,\n",
-       "         2.27252230e-03, -2.54830428e-03, -3.15820396e-03,\n",
-       "        -1.51439672e-02,  1.91342666e-05, -1.03739848e-02,\n",
-       "        -6.91907831e-03,  9.78808385e-03,  1.46364036e-02,\n",
-       "        -1.59663706e-02,  9.14042908e-03,  1.51027518e-02,\n",
-       "         1.47599361e-02],\n",
-       "       [            nan, -1.98140069e-02, -1.80255904e-02,\n",
-       "         1.80247046e-03,  1.36755349e-02,  4.61520947e-03,\n",
-       "        -5.66099533e-03, -3.50402734e-03,  2.87063848e-03,\n",
-       "         1.14751068e-02,  3.32574088e-03, -1.02550048e-02,\n",
-       "         1.32503227e-02,  1.01629890e-02, -8.50452796e-03,\n",
-       "         1.26312286e-02,  1.16311050e-02,  1.50259475e-02,\n",
-       "         7.31211420e-03]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vy</span></div><div class='xr-var-dims'>(time, id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.02511 ... 0.001562 0.0129</div><input id='attrs-063b1c77-a451-4cfa-be9a-8e2d187b2b19' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-063b1c77-a451-4cfa-be9a-8e2d187b2b19' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eb599b13-ada0-40ae-9d1f-48acb2219ce8' class='xr-var-data-in' type='checkbox'><label for='data-eb599b13-ada0-40ae-9d1f-48acb2219ce8' 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([[            nan,  2.51061258e-02, -1.31908153e-02,\n",
-       "         1.35267508e-02,  4.38099250e-03,  3.16419307e-03,\n",
-       "        -4.72396147e-03,  3.72486817e-03,  2.79163028e-03,\n",
-       "         3.55472633e-03,  5.30730692e-03,  3.02450992e-03,\n",
-       "         3.87492079e-03,  4.24404278e-03,  4.94133006e-03,\n",
-       "         5.67917134e-03,  3.51490533e-03,  2.76868347e-03,\n",
-       "         3.20769014e-03],\n",
-       "       [            nan,  2.78672348e-02, -1.85142106e-02,\n",
-       "         1.53226550e-02,  2.41336716e-03,  6.01501275e-03,\n",
-       "         5.51076691e-04,  1.64616902e-03, -2.09766782e-03,\n",
-       "        -4.20614965e-03,  2.53425874e-03, -4.82862770e-03,\n",
-       "        -1.32865647e-02, -4.09761721e-03,  1.35738133e-02,\n",
-       "         1.71491651e-02, -1.33980548e-02, -4.41229835e-03,\n",
-       "        -1.20572320e-02],\n",
-       "       [            nan,  2.92143440e-02,  2.47590510e-03,\n",
-       "         1.65167971e-02,  4.83789477e-04,  7.65986065e-03,\n",
-       "         4.11376124e-03, -3.09926301e-03,  1.05831091e-03,\n",
-       "         3.79197606e-03,  6.34946630e-03, -1.25769479e-02,\n",
-       "         1.35438230e-02, -7.32496432e-03, -1.13969576e-02,\n",
-       "        -2.61728830e-03, -6.99376818e-03,  3.70851947e-04,\n",
-       "        -4.95567708e-03],\n",
-       "       [            nan,  2.85475358e-02,  1.98112005e-02,\n",
-       "         1.70753686e-02, -1.36609333e-03,  7.72864131e-03,\n",
-       "        -4.99624171e-03, -3.18552877e-03,  5.53056004e-05,\n",
-       "        -9.81189894e-03, -9.79535315e-03, -4.43683816e-04,\n",
-       "        -1.44029107e-02, -9.16741669e-03,  2.94794482e-03,\n",
-       "        -3.66285872e-03, -1.06913445e-02,  5.53581094e-04,\n",
-       "         5.33230068e-03],\n",
-       "       [            nan,  2.52608782e-02,  9.19891034e-03,\n",
-       "         1.69936966e-02, -3.10426488e-03,  6.25391255e-03,\n",
-       "         1.36069200e-03,  1.62064733e-03, -1.19475843e-03,\n",
-       "         6.53028688e-03,  1.57950449e-02, -1.65532688e-03,\n",
-       "        -2.14391754e-05, -8.74197009e-03, -7.29751923e-03,\n",
-       "         4.77988348e-03, -8.24070547e-03,  1.56182668e-03,\n",
-       "         1.29043472e-02]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vz</span></div><div class='xr-var-dims'>(time, id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.001184 ... 0.0005797</div><input id='attrs-804cf647-4d05-4337-8c40-f77f4b245526' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-804cf647-4d05-4337-8c40-f77f4b245526' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e940324f-52c5-4762-9fe0-0d72aa6ae28f' class='xr-var-data-in' type='checkbox'><label for='data-e940324f-52c5-4762-9fe0-0d72aa6ae28f' 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([[            nan,  1.18359341e-03,  7.13668572e-04,\n",
-       "         2.33016275e-07, -2.55801387e-04,  1.45821121e-04,\n",
-       "        -2.45864335e-05,  2.02743979e-05, -9.06308865e-05,\n",
-       "         5.29700111e-04,  9.38118064e-04, -5.22008356e-04,\n",
-       "         1.01640099e-03, -1.98186783e-03,  1.53488271e-03,\n",
-       "        -4.84790824e-04,  1.42565999e-03,  5.66457869e-04,\n",
-       "         6.65875957e-04],\n",
-       "       [            nan,  1.97356263e-03, -7.45140646e-04,\n",
-       "        -1.30021492e-05, -2.90939190e-04,  8.65370793e-05,\n",
-       "         2.27198551e-04, -3.84474376e-05,  9.69345568e-05,\n",
-       "        -7.17983736e-04,  8.62550569e-04, -6.32439482e-04,\n",
-       "        -1.30137590e-04, -1.86288551e-03,  2.70552962e-05,\n",
-       "         4.98524132e-04, -3.31658978e-04,  3.36160171e-04,\n",
-       "        -4.39371503e-04],\n",
-       "       [            nan,  2.74020350e-03, -1.09645578e-03,\n",
-       "        -2.87462091e-05, -3.18601305e-04,  9.52963078e-06,\n",
-       "        -2.06043219e-04, -4.45554730e-05, -8.94487625e-05,\n",
-       "         5.20410213e-04, -3.18365345e-04, -2.70473139e-04,\n",
-       "         8.30766967e-04, -1.66359958e-03, -1.26336443e-04,\n",
-       "        -5.92043181e-04,  8.86136487e-04,  5.06692534e-04,\n",
-       "         4.22399424e-04],\n",
-       "       [            nan,  3.40367474e-03,  1.36281583e-04,\n",
-       "        -4.56026903e-05, -3.39088452e-04, -7.28208874e-05,\n",
-       "        -1.67785149e-05,  2.14115856e-05,  7.18178746e-05,\n",
-       "        -7.50421366e-04, -2.27072267e-04,  3.22159692e-04,\n",
-       "        -9.01537003e-04, -1.51181830e-03,  1.44308987e-03,\n",
-       "         6.00902636e-04,  5.07287959e-04,  5.19733768e-04,\n",
-       "         7.21422911e-04],\n",
-       "       [            nan,  3.85066525e-03,  1.17731819e-03,\n",
-       "        -6.20501934e-05, -3.52937348e-04, -1.32864686e-04,\n",
-       "         2.14817202e-04,  4.94064770e-05, -4.16512639e-05,\n",
-       "         5.43623325e-04,  4.65157476e-04,  2.70358569e-04,\n",
-       "         9.76901782e-04, -1.60006025e-03, -9.66522651e-04,\n",
-       "        -4.07385292e-04,  8.57354242e-04,  5.51078944e-04,\n",
-       "         5.79744220e-04]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-144734a9-e1d0-4fd0-8df4-fe09447c997f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-144734a9-e1d0-4fd0-8df4-fe09447c997f' 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>"
+       "       ...,\n",
+       "       [4.65046726e-03, 1.63104000e-05, 4.04538000e-05, ...,\n",
+       "                   nan,            nan,            nan],\n",
+       "       [4.65046726e-03, 1.63104000e-05, 4.04538000e-05, ...,\n",
+       "                   nan,            nan,            nan],\n",
+       "       [4.65046726e-03, 1.63104000e-05, 4.04538000e-05, ...,\n",
+       "                   nan,            nan,            nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>J_2</span></div><div class='xr-var-dims'>(time, id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 nan nan nan ... nan nan nan nan</div><input id='attrs-68c70b64-5fe2-40a8-b79f-56ac1cca978e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-68c70b64-5fe2-40a8-b79f-56ac1cca978e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8b8c8164-a207-4c86-ad3b-a3b94d23d80c' class='xr-var-data-in' type='checkbox'><label for='data-8b8c8164-a207-4c86-ad3b-a3b94d23d80c' 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., nan, nan, ..., nan, nan, nan],\n",
+       "       [ 0., nan, nan, ..., nan, nan, nan],\n",
+       "       [ 0., nan, nan, ..., nan, nan, nan],\n",
+       "       ...,\n",
+       "       [ 0., nan, nan, ..., nan, nan, nan],\n",
+       "       [ 0., nan, nan, ..., nan, nan, nan],\n",
+       "       [ 0., nan, nan, ..., nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>J_4</span></div><div class='xr-var-dims'>(time, id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 nan nan nan ... nan nan nan nan</div><input id='attrs-c9bb6833-6856-47ef-a68a-65fbc122723f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c9bb6833-6856-47ef-a68a-65fbc122723f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9402d05d-2023-438c-9d7e-54fe3ac23ef2' class='xr-var-data-in' type='checkbox'><label for='data-9402d05d-2023-438c-9d7e-54fe3ac23ef2' 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., nan, nan, ..., nan, nan, nan],\n",
+       "       [ 0., nan, nan, ..., nan, nan, nan],\n",
+       "       [ 0., nan, nan, ..., nan, nan, nan],\n",
+       "       ...,\n",
+       "       [ 0., nan, nan, ..., nan, nan, nan],\n",
+       "       [ 0., nan, nan, ..., nan, nan, nan],\n",
+       "       [ 0., nan, nan, ..., nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>px</span></div><div class='xr-var-dims'>(time, id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.3347 ... 0.6187 -0.5527</div><input id='attrs-124b17d3-9699-48df-9c81-931dfbbe046f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-124b17d3-9699-48df-9c81-931dfbbe046f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-59632f2a-8e04-417d-a8e3-dfafd744cffd' class='xr-var-data-in' type='checkbox'><label for='data-59632f2a-8e04-417d-a8e3-dfafd744cffd' 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([[        nan,  0.33473819, -0.46411665, ...,  0.32206544,\n",
+       "         0.32512397,  0.32766661],\n",
+       "       [        nan,  0.34339389, -0.47942695, ...,  0.33481538,\n",
+       "         0.33938423,  0.34318227],\n",
+       "       [        nan,  0.35037348, -0.49435466, ...,  0.34753378,\n",
+       "         0.35361014,  0.35866083],\n",
+       "       ...,\n",
+       "       [        nan, -0.39059043, -0.58611575, ...,  1.08530289,\n",
+       "         0.64283183, -0.53453978],\n",
+       "       [        nan, -0.39375063, -0.57421084, ...,  1.07711018,\n",
+       "         0.63081259, -0.54363777],\n",
+       "       [        nan, -0.3950677 , -0.56185629, ...,  1.068712  ,\n",
+       "         0.61874587, -0.55272652]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>py</span></div><div class='xr-var-dims'>(time, id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan -0.2106 0.5473 ... 1.45 2.533</div><input id='attrs-e46691b8-d722-42e4-8f03-eede5178b9ee' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e46691b8-d722-42e4-8f03-eede5178b9ee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-55f8af4a-b8a2-4405-aad0-fbbae5eb1cd2' class='xr-var-data-in' type='checkbox'><label for='data-55f8af4a-b8a2-4405-aad0-fbbae5eb1cd2' 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([[        nan, -0.21061105,  0.54731602, ..., -1.39461506,\n",
+       "        -1.3944856 , -1.39046307],\n",
+       "       [        nan, -0.18502535,  0.53390859, ..., -1.39143486,\n",
+       "        -1.3912416 , -1.38523218],\n",
+       "       [        nan, -0.15853758,  0.52007511, ..., -1.3881123 ,\n",
+       "        -1.38785565, -1.3798617 ],\n",
+       "       ...,\n",
+       "       [        nan, -0.02433474, -0.42207999, ...,  0.40977229,\n",
+       "         1.439195  ,  2.53395077],\n",
+       "       [        nan, -0.05112612, -0.43842062, ...,  0.42401654,\n",
+       "         1.44487073,  2.53354593],\n",
+       "       [        nan, -0.07767903, -0.45441793, ...,  0.43817991,\n",
+       "         1.45043772,  2.53309803]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pz</span></div><div class='xr-var-dims'>(time, id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan -0.04792 ... -0.07312 0.06803</div><input id='attrs-cd8a6f97-3084-4097-af99-5fa0b899562d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cd8a6f97-3084-4097-af99-5fa0b899562d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c9e364a8-f77f-42d6-bfe4-9093f50112ee' class='xr-var-data-in' type='checkbox'><label for='data-c9e364a8-f77f-42d6-bfe4-9093f50112ee' 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([[        nan, -0.04792146,  0.03428518, ..., -0.03660471,\n",
+       "        -0.04010971, -0.03928422],\n",
+       "       [        nan, -0.04662514,  0.03498508, ..., -0.0365932 ,\n",
+       "        -0.04182896, -0.04059582],\n",
+       "       [        nan, -0.04510133,  0.03565705, ..., -0.03657843,\n",
+       "        -0.04354165, -0.0419016 ],\n",
+       "       ...,\n",
+       "       [        nan,  0.0338388 ,  0.02802525, ...,  0.00434995,\n",
+       "        -0.07603698,  0.06646327],\n",
+       "       [        nan,  0.03193928,  0.02711397, ...,  0.00475011,\n",
+       "        -0.07458298,  0.06724934],\n",
+       "       [        nan,  0.02989019,  0.02618147, ...,  0.00514936,\n",
+       "        -0.07312338,  0.06803426]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vx</span></div><div class='xr-var-dims'>(time, id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.009457 ... -0.01209 -0.009084</div><input id='attrs-0ba29d2e-51c2-490b-adcb-5d81a9f0e6a9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0ba29d2e-51c2-490b-adcb-5d81a9f0e6a9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83ae1617-26c1-49eb-a4c9-3087a32f22d1' class='xr-var-data-in' type='checkbox'><label for='data-83ae1617-26c1-49eb-a4c9-3087a32f22d1' 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([[        nan,  0.00945724, -0.01549753, ...,  0.01276461,\n",
+       "         0.01427701,  0.01553432],\n",
+       "       [        nan,  0.00783593, -0.01512102, ...,  0.01273464,\n",
+       "         0.0142433 ,  0.01549714],\n",
+       "       [        nan,  0.00610494, -0.01473243, ...,  0.0127018 ,\n",
+       "         0.0142083 ,  0.01545983],\n",
+       "       ...,\n",
+       "       [        nan, -0.00410328,  0.01167686, ..., -0.00808989,\n",
+       "        -0.0119952 , -0.00910255],\n",
+       "       [        nan, -0.00222773,  0.01213135, ..., -0.00829548,\n",
+       "        -0.01204314, -0.00909339],\n",
+       "       [        nan, -0.00041759,  0.01257609, ..., -0.00850083,\n",
+       "        -0.01209014, -0.00908409]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vy</span></div><div class='xr-var-dims'>(time, id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.02511 ... 0.005512 -0.0004694</div><input id='attrs-bec6ddf2-90d6-406d-9e38-0c25e7cb8d97' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bec6ddf2-90d6-406d-9e38-0c25e7cb8d97' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-15b4cee6-26b8-43f4-bcde-dedf263a6483' class='xr-var-data-in' type='checkbox'><label for='data-15b4cee6-26b8-43f4-bcde-dedf263a6483' 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([[        nan,  0.02510613, -0.01319082, ...,  0.00310831,\n",
+       "         0.00317233,  0.00516142],\n",
+       "       [        nan,  0.02605152, -0.01362227, ...,  0.00325165,\n",
+       "         0.00331526,  0.00530057],\n",
+       "       [        nan,  0.02690819, -0.01404286, ...,  0.00339328,\n",
+       "         0.00345643,  0.00544046],\n",
+       "       ...,\n",
+       "       [        nan, -0.02687133, -0.0165081 , ...,  0.01428362,\n",
+       "         0.00572998, -0.00038329],\n",
+       "       [        nan, -0.02669133, -0.01617105, ...,  0.01420435,\n",
+       "         0.00562142, -0.00042638],\n",
+       "       [        nan, -0.02639617, -0.01582153, ...,  0.01412184,\n",
+       "         0.00551249, -0.00046939]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vz</span></div><div class='xr-var-dims'>(time, id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.001184 ... 0.001462 0.0007843</div><input id='attrs-120296d1-7fc6-4040-988d-576ff415cf52' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-120296d1-7fc6-4040-988d-576ff415cf52' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ba9fd76-6d32-47d6-8165-3fc2eafaff4c' class='xr-var-data-in' type='checkbox'><label for='data-5ba9fd76-6d32-47d6-8165-3fc2eafaff4c' 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([[            nan,  1.18359341e-03,  7.13668572e-04, ...,\n",
+       "         1.00009413e-05, -1.72317518e-03, -1.31497825e-03],\n",
+       "       [            nan,  1.40959765e-03,  6.86026623e-04, ...,\n",
+       "         1.30904245e-05, -1.71573339e-03, -1.30852765e-03],\n",
+       "       [            nan,  1.63841657e-03,  6.57837301e-04, ...,\n",
+       "         1.64784832e-05, -1.70976868e-03, -1.30312131e-03],\n",
+       "       ...,\n",
+       "       [            nan, -1.81954445e-03, -9.00413478e-04, ...,\n",
+       "         4.00586428e-04,  1.45114841e-03,  7.86634770e-04],\n",
+       "       [            nan, -1.97687182e-03, -9.22011316e-04, ...,\n",
+       "         3.99720688e-04,  1.45681808e-03,  7.85497755e-04],\n",
+       "       [            nan, -2.11878836e-03, -9.42875120e-04, ...,\n",
+       "         3.98772788e-04,  1.46237530e-03,  7.84349395e-04]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9f7c8c5a-dbd5-482a-8308-e13cc225633d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9f7c8c5a-dbd5-482a-8308-e13cc225633d' 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.Dataset>\n",
-       "Dimensions:  (id: 19, time: 5)\n",
+       "Dimensions:  (id: 209, time: 3651)\n",
        "Coordinates:\n",
-       "  * id       (id) int64 0 2 3 4 5 6 ... 6000205 6000206 6000207 6000208 6000209\n",
-       "  * time     (time) float64 0.0 1.47e+05 2.94e+05 4.41e+05 5.88e+05\n",
+       "  * id       (id) int64 0 2 3 4 5 6 ... 6000395 6000396 6000397 6000398 6000399\n",
+       "  * time     (time) float64 0.0 1.0 2.0 3.0 ... 3.648e+03 3.649e+03 3.65e+03\n",
        "Data variables:\n",
        "    Mass     (time, id) float64 0.0002959 4.913e-11 7.243e-10 ... nan nan nan\n",
        "    Radius   (time, id) float64 0.00465 1.631e-05 4.045e-05 ... nan nan nan\n",
        "    J_2      (time, id) float64 0.0 nan nan nan nan nan ... nan nan nan nan nan\n",
        "    J_4      (time, id) float64 0.0 nan nan nan nan nan ... nan nan nan nan nan\n",
-       "    px       (time, id) float64 nan 0.3347 -0.4641 ... -0.9303 0.1796 1.422\n",
-       "    py       (time, id) float64 nan -0.2106 0.5473 ... -1.162 -1.411 -0.5606\n",
-       "    pz       (time, id) float64 nan -0.04792 0.03429 ... -0.02492 0.04703\n",
-       "    vx       (time, id) float64 nan 0.009457 -0.0155 ... 0.01503 0.007312\n",
-       "    vy       (time, id) float64 nan 0.02511 -0.01319 ... 0.001562 0.0129\n",
-       "    vz       (time, id) float64 nan 0.001184 0.0007137 ... 0.0005511 0.0005797"
+       "    px       (time, id) float64 nan 0.3347 -0.4641 ... 1.069 0.6187 -0.5527\n",
+       "    py       (time, id) float64 nan -0.2106 0.5473 0.6083 ... 0.4382 1.45 2.533\n",
+       "    pz       (time, id) float64 nan -0.04792 0.03429 ... -0.07312 0.06803\n",
+       "    vx       (time, id) float64 nan 0.009457 -0.0155 ... -0.01209 -0.009084\n",
+       "    vy       (time, id) float64 nan 0.02511 -0.01319 ... 0.005512 -0.0004694\n",
+       "    vz       (time, id) float64 nan 0.001184 0.0007137 ... 0.001462 0.0007843"
       ]
      },
      "execution_count": 4,
@@ -740,44 +576,54 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "swiftdiff = swiftdiff.rename({'time' : 'time (y)'})"
+    "swiftdiff = swiftdiff.rename({'time' : 'time (d)'})"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 7,
    "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": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plidx = swiftdiff.id.values[swiftdiff.id.values < 10]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fe5e839fe50>,\n",
-       " <matplotlib.lines.Line2D at 0x7fe5e83b9e80>,\n",
-       " <matplotlib.lines.Line2D at 0x7fe5e83b9c40>,\n",
-       " <matplotlib.lines.Line2D at 0x7fe5e83aa640>,\n",
-       " <matplotlib.lines.Line2D at 0x7fe5e83aa670>,\n",
-       " <matplotlib.lines.Line2D at 0x7fe5e83aae20>,\n",
-       " <matplotlib.lines.Line2D at 0x7fe5e83aadc0>,\n",
-       " <matplotlib.lines.Line2D at 0x7fe5e83aac70>,\n",
-       " <matplotlib.lines.Line2D at 0x7fe5e83aa7c0>,\n",
-       " <matplotlib.lines.Line2D at 0x7fe5e83aac40>,\n",
-       " <matplotlib.lines.Line2D at 0x7fe5e83c8520>,\n",
-       " <matplotlib.lines.Line2D at 0x7fe5e83aa2b0>,\n",
-       " <matplotlib.lines.Line2D at 0x7fe5e83aa310>,\n",
-       " <matplotlib.lines.Line2D at 0x7fe5e83aa190>,\n",
-       " <matplotlib.lines.Line2D at 0x7fe5e83aab20>,\n",
-       " <matplotlib.lines.Line2D at 0x7fe5e83aa730>,\n",
-       " <matplotlib.lines.Line2D at 0x7fe5e83aaaf0>,\n",
-       " <matplotlib.lines.Line2D at 0x7fe5e83aa8e0>]"
+       "array([2, 3, 4, 5, 6, 7, 8, 9])"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
-    },
+    }
+   ],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -789,606 +635,76 @@
     }
    ],
    "source": [
-    "swiftdiff['px'].plot.line(x=\"time (y)\")"
+    "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",
+    "#legend = ax.legend()\n",
+    "#legend.remove()\n",
+    "fig.savefig(\"rmvs_swifter_comparison-mars_ejecta-rmag.png\", facecolor='white', transparent=False, dpi=300)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
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-       "\n",
-       ".xr-section-summary > span {\n",
-       "  display: inline-block;\n",
-       "  padding-left: 0.5em;\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary-in:disabled + label {\n",
-       "  color: var(--xr-font-color2);\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary-in + label:before {\n",
-       "  display: inline-block;\n",
-       "  content: '►';\n",
-       "  font-size: 11px;\n",
-       "  width: 15px;\n",
-       "  text-align: center;\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary-in:disabled + label:before {\n",
-       "  color: var(--xr-disabled-color);\n",
-       "}\n",
-       "\n",
-       ".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.Dataset&gt;\n",
-       "Dimensions:   (id: 18, time (y): 5)\n",
-       "Coordinates:\n",
-       "  * id        (id) int64 2 3 4 5 6 7 ... 6000205 6000206 6000207 6000208 6000209\n",
-       "  * time (y)  (time (y)) float64 0.0 1.47e+05 2.94e+05 4.41e+05 5.88e+05\n",
-       "Data variables:\n",
-       "    Mass      (time (y), id) float64 0.0 0.0 0.0 0.0 0.0 ... nan nan nan nan nan\n",
-       "    Radius    (time (y), id) float64 0.0 0.0 0.0 0.0 0.0 ... nan nan nan nan nan\n",
-       "    px        (time (y), id) float64 0.0 0.0 0.0 0.0 ... -0.8965 0.0579 2.692\n",
-       "    py        (time (y), id) float64 0.0 0.0 0.0 0.0 ... -2.79 0.004403 -2.209\n",
-       "    pz        (time (y), id) float64 0.0 0.0 0.0 ... -0.1535 0.002265 0.06436\n",
-       "    vx        (time (y), id) float64 0.0 0.0 0.0 ... 0.02465 -6.413e-05 0.01524\n",
-       "    vy        (time (y), id) float64 0.0 0.0 0.0 0.0 ... -0.00847 0.00055 0.0203\n",
-       "    vz        (time (y), id) float64 0.0 0.0 0.0 ... -1.248e-06 0.001067</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-621907f8-dfba-4686-bd02-66471c62e823' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-621907f8-dfba-4686-bd02-66471c62e823' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>id</span>: 18</li><li><span class='xr-has-index'>time (y)</span>: 5</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-5a8d6df6-19d2-4848-ad15-6cf5217fa05b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5a8d6df6-19d2-4848-ad15-6cf5217fa05b' 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 class='xr-has-index'>id</span></div><div class='xr-var-dims'>(id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>2 3 4 5 ... 6000207 6000208 6000209</div><input id='attrs-67827dee-2818-4bb2-9766-8461413e18e4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-67827dee-2818-4bb2-9766-8461413e18e4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9e522f92-2d99-4305-b6fb-65ea69a1d942' class='xr-var-data-in' type='checkbox'><label for='data-9e522f92-2d99-4305-b6fb-65ea69a1d942' 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,       3,       4,       5,       6,       7,       8,       9,\n",
-       "       6000200, 6000201, 6000202, 6000203, 6000204, 6000205, 6000206, 6000207,\n",
-       "       6000208, 6000209])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time (y)</span></div><div class='xr-var-dims'>(time (y))</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.47e+05 ... 4.41e+05 5.88e+05</div><input id='attrs-de302fd0-2f97-4909-b1c3-ccdab00e2327' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-de302fd0-2f97-4909-b1c3-ccdab00e2327' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-abca6c6e-a39b-4f1b-aa23-8ca1b1bed164' class='xr-var-data-in' type='checkbox'><label for='data-abca6c6e-a39b-4f1b-aa23-8ca1b1bed164' 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., 147000., 294000., 441000., 588000.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1686aff2-604a-4d88-b1d0-f380644ee49f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1686aff2-604a-4d88-b1d0-f380644ee49f' class='xr-section-summary' >Data variables: <span>(8)</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>Mass</span></div><div class='xr-var-dims'>(time (y), id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... nan nan nan nan</div><input id='attrs-06d0bf77-09d5-4a39-9d58-ed7759bc290a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-06d0bf77-09d5-4a39-9d58-ed7759bc290a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-77870ebd-6ab4-486f-9e05-9476b2436d9a' class='xr-var-data-in' type='checkbox'><label for='data-77870ebd-6ab4-486f-9e05-9476b2436d9a' 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.,  0.,  0.,  0.,  0.,  0.,  0.,  0., nan, nan, nan, nan, nan,\n",
-       "        nan, nan, nan, nan, nan],\n",
-       "       [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0., nan, nan, nan, nan, nan,\n",
-       "        nan, nan, nan, nan, nan],\n",
-       "       [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0., nan, nan, nan, nan, nan,\n",
-       "        nan, nan, nan, nan, nan],\n",
-       "       [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0., nan, nan, nan, nan, nan,\n",
-       "        nan, nan, nan, nan, nan],\n",
-       "       [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0., nan, nan, nan, nan, nan,\n",
-       "        nan, nan, nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Radius</span></div><div class='xr-var-dims'>(time (y), id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... nan nan nan nan</div><input id='attrs-d7542006-98b8-4506-ad69-f8675fce1195' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d7542006-98b8-4506-ad69-f8675fce1195' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-426a95c6-95db-4870-bc28-9baafa343b6d' class='xr-var-data-in' type='checkbox'><label for='data-426a95c6-95db-4870-bc28-9baafa343b6d' 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.,  0.,  0.,  0.,  0.,  0.,  0.,  0., nan, nan, nan, nan, nan,\n",
-       "        nan, nan, nan, nan, nan],\n",
-       "       [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0., nan, nan, nan, nan, nan,\n",
-       "        nan, nan, nan, nan, nan],\n",
-       "       [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0., nan, nan, nan, nan, nan,\n",
-       "        nan, nan, nan, nan, nan],\n",
-       "       [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0., nan, nan, nan, nan, nan,\n",
-       "        nan, nan, nan, nan, nan],\n",
-       "       [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0., nan, nan, nan, nan, nan,\n",
-       "        nan, nan, nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>px</span></div><div class='xr-var-dims'>(time (y), id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 0.0579 2.692</div><input id='attrs-f65f5409-af13-4ccf-bb39-c42a8651beeb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f65f5409-af13-4ccf-bb39-c42a8651beeb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d96fe829-d32b-435f-914f-75f3f9b1d8aa' class='xr-var-data-in' type='checkbox'><label for='data-d96fe829-d32b-435f-914f-75f3f9b1d8aa' 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([[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
-       "       [ 1.20981003e-12, -2.19724239e-12, -2.57838195e-12,\n",
-       "        -1.56280128e-11,  3.78008735e-12, -3.63042929e-13,\n",
-       "        -1.55431223e-12, -9.23705556e-14,  7.07309283e-09,\n",
-       "        -3.17947419e-04,  1.64290995e-04,  2.78796608e-07,\n",
-       "         1.63238727e-03, -4.52870130e-06, -2.68425776e-04,\n",
-       "         1.33715605e-04,  1.63817044e-04, -2.85173281e-04],\n",
-       "       [ 3.55295238e-11,  1.00328232e-10, -2.48101539e-11,\n",
-       "        -3.94061964e-10, -1.14841470e-12,  1.00035535e-11,\n",
-       "        -4.14726031e-11, -2.91500157e-11, -5.01222758e-09,\n",
-       "        -6.02934348e-02, -2.47265857e+00, -3.25802728e-07,\n",
-       "        -5.69403192e-02,  2.14930080e-02,  2.56873207e-01,\n",
-       "        -1.13179708e+00, -1.75975118e-02, -7.56262562e-01],\n",
-       "       [ 7.48897111e-10,  5.52320412e-11,  3.32718297e-11,\n",
-       "        -4.79427664e-10,  1.81668014e-11,  2.45989895e-11,\n",
-       "         1.20799371e-10,  6.45708487e-11,  1.41219044e-08,\n",
-       "        -3.51750289e-01, -5.14698461e-01, -6.55584702e-03,\n",
-       "        -1.56701781e+00,  8.39369697e-01,  1.02037355e+00,\n",
-       "        -2.65703234e+00, -5.67092220e-02, -7.75601532e-01],\n",
-       "       [ 2.51506227e-09, -3.02795178e-10, -7.72260034e-11,\n",
-       "        -2.67827149e-10,  8.97415475e-11, -1.64592784e-11,\n",
-       "         2.45551135e-10, -4.44497772e-11,  4.51840986e-08,\n",
-       "         2.69149678e+00,  7.18641486e-01, -7.04137552e-02,\n",
-       "        -1.74869116e+00,  2.85811911e-01,  6.27852279e-01,\n",
-       "        -8.96458226e-01,  5.78973784e-02,  2.69223112e+00]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>py</span></div><div class='xr-var-dims'>(time (y), id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 0.004403 -2.209</div><input id='attrs-a79b449a-c5b9-4c0a-8ec3-e8fbf62e4da0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a79b449a-c5b9-4c0a-8ec3-e8fbf62e4da0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6f92dbd4-a0ba-4ef3-8892-833287106b70' class='xr-var-data-in' type='checkbox'><label for='data-6f92dbd4-a0ba-4ef3-8892-833287106b70' 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([[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
-       "       [ 9.63940039e-12,  4.91556795e-12,  4.92417218e-12,\n",
-       "        -2.68673972e-12, -4.24460467e-12, -3.81916720e-13,\n",
-       "        -1.15107923e-12, -1.17594823e-12,  1.05863673e-09,\n",
-       "        -5.28231257e-05, -5.30719552e-05, -7.53058864e-07,\n",
-       "        -5.19890631e-04,  1.04599996e-05,  1.22920354e-03,\n",
-       "        -7.34787229e-04, -5.18567727e-05, -2.00024265e-03],\n",
-       "       [-2.88178627e-10,  1.24448229e-11,  8.56311688e-11,\n",
-       "        -1.33753009e-11,  4.33653113e-12,  1.31175071e-11,\n",
-       "         4.45634640e-11, -1.11448628e-11, -2.13415086e-09,\n",
-       "         4.09416846e-02, -1.65044217e+00, -1.36019301e-06,\n",
-       "         3.51633417e-02, -7.30967655e-01, -8.13572819e-02,\n",
-       "         1.41374909e-01, -9.21572298e-04,  8.02591037e-02],\n",
-       "       [-1.84464453e-09,  3.08942150e-10, -3.73880385e-10,\n",
-       "         4.63609151e-11,  9.10176379e-11, -5.48139312e-11,\n",
-       "         1.53692170e-10, -6.60804744e-13,  8.31582880e-09,\n",
-       "        -1.08847477e+00,  5.06633153e-02, -1.29252620e-02,\n",
-       "         1.99131670e-01, -3.21226591e+00,  1.00790186e+00,\n",
-       "        -1.28007918e+00, -3.58805821e-03, -2.75042193e+00],\n",
-       "       [-3.20639479e-09,  1.54297131e-10, -7.27342700e-10,\n",
-       "         6.12478956e-11,  1.22082344e-10,  2.77111667e-12,\n",
-       "        -1.12393650e-10,  2.37108111e-11,  2.41493086e-08,\n",
-       "         1.21820464e+00,  2.75172430e-01, -1.94622779e-03,\n",
-       "         8.67059714e-03,  2.15212551e+00,  7.71029519e-02,\n",
-       "        -2.78952561e+00,  4.40313978e-03, -2.20894443e+00]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pz</span></div><div class='xr-var-dims'>(time (y), id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 0.002265 0.06436</div><input id='attrs-ed8a21af-0b74-4b84-90d7-2c786d096068' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ed8a21af-0b74-4b84-90d7-2c786d096068' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4dacab18-04e3-4612-8c49-1032bb1c16da' class='xr-var-data-in' type='checkbox'><label for='data-4dacab18-04e3-4612-8c49-1032bb1c16da' 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([[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
-       "       [ 6.83064716e-13,  1.98736860e-13, -4.22806321e-15,\n",
-       "         3.14318016e-13, -6.20475893e-14,  1.91513472e-14,\n",
-       "         1.42941214e-14,  2.40363285e-14,  3.17602562e-10,\n",
-       "        -1.78021572e-05, -7.14118105e-06, -8.16351285e-09,\n",
-       "        -2.37406566e-04,  4.48393817e-08,  3.61753001e-05,\n",
-       "        -1.75834852e-05, -3.42596589e-06, -6.44058174e-05],\n",
-       "       [-2.70302183e-11, -5.51940091e-12, -1.49106313e-13,\n",
-       "         8.69543673e-12,  2.90045765e-15, -6.13786799e-13,\n",
-       "         6.71102063e-13,  8.87123708e-13, -5.13445470e-10,\n",
-       "        -1.85646800e-03,  4.87103904e-02,  1.19685384e-09,\n",
-       "         8.48620759e-03, -2.32867623e-02, -1.19438365e-02,\n",
-       "        -9.63880086e-02, -4.34448644e-04, -2.67381810e-02],\n",
-       "       [-2.19936725e-10,  2.13713075e-12,  9.96318154e-13,\n",
-       "         1.14747378e-11, -8.57827698e-13, -1.89348537e-13,\n",
-       "        -1.01671449e-12, -1.44340095e-12,  1.17894377e-09,\n",
-       "        -4.39550471e-02,  1.77595325e-02, -9.32357632e-04,\n",
-       "         2.28611097e-01, -1.49156305e-02, -1.88764933e-02,\n",
-       "        -2.80595457e-01, -1.72704733e-03, -9.83244836e-02],\n",
-       "       [-4.88767660e-10,  1.97786822e-11,  2.65695086e-12,\n",
-       "         6.91746313e-12, -2.59607613e-12,  6.42985665e-13,\n",
-       "        -3.44538287e-12,  5.12589970e-13,  2.08105244e-09,\n",
-       "         1.61486612e-01, -1.43057654e-02, -5.19488416e-03,\n",
-       "         2.52222916e-01,  7.68062481e-02, -2.36834931e-02,\n",
-       "        -1.53542165e-01,  2.26526250e-03,  6.43632419e-02]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vx</span></div><div class='xr-var-dims'>(time (y), id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... -6.413e-05 0.01524</div><input id='attrs-31adc2f6-0531-4459-b8d6-c47d12667131' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-31adc2f6-0531-4459-b8d6-c47d12667131' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9ed3d430-8c0f-408d-be22-2049c146b804' class='xr-var-data-in' type='checkbox'><label for='data-9ed3d430-8c0f-408d-be22-2049c146b804' 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([[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
-       "       [-6.67824736e-13, -1.37105605e-13, -8.60891219e-14,\n",
-       "         1.28144023e-14,  6.45664078e-15, -2.06432094e-16,\n",
-       "         9.71445147e-17,  3.72965547e-17, -4.35675281e-11,\n",
-       "         5.77372358e-09,  5.93926700e-07,  7.95366545e-09,\n",
-       "         5.66732202e-06, -8.86094774e-08, -1.68014594e-05,\n",
-       "         6.45596359e-06,  4.56216813e-07,  1.30005974e-05],\n",
-       "       [ 2.22235802e-11, -3.54615642e-13, -1.48082241e-12,\n",
-       "        -2.03346021e-13, -6.68128747e-15, -6.97358837e-15,\n",
-       "        -9.90180160e-15,  1.04126777e-15,  2.08934259e-12,\n",
-       "        -1.30571030e-04,  9.69961689e-03,  1.32490450e-08,\n",
-       "        -3.51986682e-04,  5.08518843e-03,  1.01832060e-03,\n",
-       "        -1.70127630e-03,  4.99537910e-06, -1.06977159e-03],\n",
-       "       [ 1.58270017e-10, -8.57752498e-12,  6.42284164e-12,\n",
-       "        -8.43679293e-13, -1.37746151e-13,  2.96698430e-14,\n",
-       "        -3.21292472e-14, -4.55364912e-17, -1.73709378e-10,\n",
-       "         5.42115873e-03, -2.10633341e-04,  1.75608752e-04,\n",
-       "        -2.61323212e-03,  2.57691745e-02, -1.26840802e-02,\n",
-       "         1.18037023e-02,  3.80600714e-05,  2.19588897e-02],\n",
-       "       [ 3.02822229e-10, -4.38334438e-12,  1.24249404e-11,\n",
-       "        -7.89319998e-13, -1.76331172e-13, -3.65939917e-15,\n",
-       "         2.46538900e-14, -1.84704682e-15, -2.60294819e-10,\n",
-       "        -8.32992961e-03, -1.61268309e-03,  1.65043707e-05,\n",
-       "        -8.46582792e-04, -1.53185662e-02,  1.59886680e-04,\n",
-       "         2.46502047e-02, -6.41322699e-05,  1.52350167e-02]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vy</span></div><div class='xr-var-dims'>(time (y), id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 0.00055 0.0203</div><input id='attrs-7945e4f5-824b-46cc-aeeb-b75a1495eb3d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7945e4f5-824b-46cc-aeeb-b75a1495eb3d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-20dfe2e8-3014-435d-baed-b1fe2cad66e9' class='xr-var-data-in' type='checkbox'><label for='data-20dfe2e8-3014-435d-baed-b1fe2cad66e9' 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([[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
-       "       [ 2.25455071e-13, -6.14161499e-14, -4.26759322e-14,\n",
-       "        -1.51832106e-13,  5.63698394e-15, -1.22298005e-16,\n",
-       "        -3.09214460e-16, -1.44849410e-16,  1.26828392e-10,\n",
-       "        -2.74425607e-06,  1.44946393e-06,  4.23709613e-09,\n",
-       "         1.60912682e-05, -5.19404870e-08, -2.10120413e-06,\n",
-       "         5.82355188e-07,  1.63637376e-06, -4.86849364e-06],\n",
-       "       [-1.47801910e-12,  2.79549951e-12, -4.06397138e-13,\n",
-       "        -3.73669536e-12, -1.78329573e-15,  6.73679862e-15,\n",
-       "        -8.42641928e-15, -3.14787259e-15, -3.85848636e-11,\n",
-       "        -4.18190674e-04, -1.70063009e-02, -9.94143388e-09,\n",
-       "        -5.61291645e-04, -3.89710666e-04,  2.34396391e-03,\n",
-       "        -1.07890271e-02, -1.76295909e-04, -6.80872790e-03],\n",
-       "       [ 3.51111813e-11,  1.57339419e-12,  4.68066558e-13,\n",
-       "        -4.42367215e-12,  3.22511115e-14,  1.57018495e-14,\n",
-       "         2.72256176e-14,  6.54756468e-15,  2.07484425e-10,\n",
-       "        -2.46066151e-03, -3.15888891e-03, -5.72175383e-05,\n",
-       "        -1.59222279e-02,  6.14823052e-03,  9.30604104e-03,\n",
-       "        -2.46194050e-02, -5.56930765e-04, -4.10341977e-03],\n",
-       "       [ 1.77716609e-10, -8.47029218e-12, -1.49114054e-12,\n",
-       "        -2.40477690e-12,  1.42444216e-13, -9.85344618e-15,\n",
-       "         4.87251298e-14, -4.94157666e-15,  5.02361997e-10,\n",
-       "         2.16942821e-02,  4.36714316e-03, -7.49450363e-04,\n",
-       "        -1.79394427e-02,  2.82034093e-03,  6.25108616e-03,\n",
-       "        -8.46991969e-03,  5.49979486e-04,  2.02967410e-02]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vz</span></div><div class='xr-var-dims'>(time (y), id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... -1.248e-06 0.001067</div><input id='attrs-f26a4aba-a87e-4f9e-9963-abf8d495804a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f26a4aba-a87e-4f9e-9963-abf8d495804a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3a2f631b-cbfa-4088-9cc1-a770d9f0e96c' class='xr-var-data-in' type='checkbox'><label for='data-3a2f631b-cbfa-4088-9cc1-a770d9f0e96c' 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([[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n",
-       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
-       "       [ 7.91302787e-14,  6.95407273e-15,  4.94701123e-17,\n",
-       "        -3.49720253e-15, -1.66316613e-16,  9.37834879e-18,\n",
-       "        -2.55465137e-18,  2.56142763e-18, -1.43478003e-13,\n",
-       "        -1.02752684e-07,  6.20693268e-09,  7.03689410e-10,\n",
-       "        -7.86202031e-07, -1.02179381e-08,  6.82919898e-07,\n",
-       "         6.01393653e-07,  1.90571699e-07,  3.53612881e-07],\n",
-       "       [-2.11502864e-12,  6.47056193e-14,  1.11034500e-15,\n",
-       "        -7.44869119e-14,  1.60997246e-16,  1.81224393e-16,\n",
-       "         9.69683318e-17,  3.96004844e-17, -1.00572574e-11,\n",
-       "        -1.92100387e-05, -6.93500918e-04,  1.03535825e-09,\n",
-       "         4.77752741e-05,  4.54866537e-04,  4.15114478e-07,\n",
-       "        -5.35822059e-04, -1.12747247e-05, -2.34123120e-04],\n",
-       "       [-1.11018720e-11,  5.11844338e-13, -3.90574346e-15,\n",
-       "        -7.55011830e-14,  2.85191250e-15, -1.46391010e-15,\n",
-       "         4.97503108e-16, -1.34888303e-16,  1.03230179e-11,\n",
-       "         2.20531093e-04, -6.55788048e-05,  1.05478423e-05,\n",
-       "         2.09549338e-04,  2.57058126e-03,  7.70855708e-04,\n",
-       "         3.25499477e-04, -2.41337178e-05,  7.78131732e-04],\n",
-       "       [-1.16300515e-11,  9.24781085e-14, -2.13335751e-15,\n",
-       "        -3.46334289e-14,  3.09566825e-15,  2.68692403e-16,\n",
-       "        -1.50277197e-16,  1.49443717e-16,  7.19757153e-13,\n",
-       "        -2.60824648e-05,  1.44978669e-04, -1.83458441e-05,\n",
-       "        -1.56236496e-04, -1.36653010e-03,  1.42572784e-04,\n",
-       "         2.04859107e-03, -1.24836379e-06,  1.06653840e-03]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c583a4cb-0043-47d7-b500-c73e2c104f26' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c583a4cb-0043-47d7-b500-c73e2c104f26' 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>"
-      ],
+      "image/png": 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\n",
       "text/plain": [
-       "<xarray.Dataset>\n",
-       "Dimensions:   (id: 18, time (y): 5)\n",
-       "Coordinates:\n",
-       "  * id        (id) int64 2 3 4 5 6 7 ... 6000205 6000206 6000207 6000208 6000209\n",
-       "  * time (y)  (time (y)) float64 0.0 1.47e+05 2.94e+05 4.41e+05 5.88e+05\n",
-       "Data variables:\n",
-       "    Mass      (time (y), id) float64 0.0 0.0 0.0 0.0 0.0 ... nan nan nan nan nan\n",
-       "    Radius    (time (y), id) float64 0.0 0.0 0.0 0.0 0.0 ... nan nan nan nan nan\n",
-       "    px        (time (y), id) float64 0.0 0.0 0.0 0.0 ... -0.8965 0.0579 2.692\n",
-       "    py        (time (y), id) float64 0.0 0.0 0.0 0.0 ... -2.79 0.004403 -2.209\n",
-       "    pz        (time (y), id) float64 0.0 0.0 0.0 ... -0.1535 0.002265 0.06436\n",
-       "    vx        (time (y), id) float64 0.0 0.0 0.0 ... 0.02465 -6.413e-05 0.01524\n",
-       "    vy        (time (y), id) float64 0.0 0.0 0.0 0.0 ... -0.00847 0.00055 0.0203\n",
-       "    vz        (time (y), id) float64 0.0 0.0 0.0 ... -1.248e-06 0.001067"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "execution_count": 8,
+     "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",
+    "#legend = ax.legend()\n",
+    "#legend.remove\n",
+    "fig.savefig(\"rmvs_swifter_comparison-mars_ejecta-vmag.png\", facecolor='white', transparent=False, dpi=300)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7ff7d5595d00>]"
+      ]
+     },
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
+    },
+    {
+     "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": [
-    "swiftdiff"
+    "swiftdiff['vz'].sel(id=4).plot.line(x=\"time (d)\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -1745,35 +1061,35 @@
        "  stroke: currentColor;\n",
        "  fill: currentColor;\n",
        "}\n",
-       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;vx&#x27; (time (y): 5)&gt;\n",
-       "array([ 0.00000000e+00, -4.35675281e-11,  2.08934259e-12, -1.73709378e-10,\n",
-       "       -2.60294819e-10])\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;vz&#x27; (time (d): 3651)&gt;\n",
+       "array([ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
+       "       -2.48154184e-22, -2.60768688e-22, -2.74623963e-22])\n",
        "Coordinates:\n",
-       "    id        int64 6000200\n",
-       "  * time (y)  (time (y)) float64 0.0 1.47e+05 2.94e+05 4.41e+05 5.88e+05</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'vx'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time (y)</span>: 5</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-c12b6d0b-5a6f-44a9-a88a-6bd518420c56' class='xr-array-in' type='checkbox' checked><label for='section-c12b6d0b-5a6f-44a9-a88a-6bd518420c56' 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 -4.357e-11 2.089e-12 -1.737e-10 -2.603e-10</span></div><div class='xr-array-data'><pre>array([ 0.00000000e+00, -4.35675281e-11,  2.08934259e-12, -1.73709378e-10,\n",
-       "       -2.60294819e-10])</pre></div></div></li><li class='xr-section-item'><input id='section-43238cc3-7816-42fc-9814-7f8978e07cb8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-43238cc3-7816-42fc-9814-7f8978e07cb8' 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'>6000200</div><input id='attrs-13f454a4-5c5b-49de-ad93-a382887b8b87' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-13f454a4-5c5b-49de-ad93-a382887b8b87' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa0eeec8-b31f-427f-9102-9aa48dec1083' class='xr-var-data-in' type='checkbox'><label for='data-aa0eeec8-b31f-427f-9102-9aa48dec1083' 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(6000200)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time (y)</span></div><div class='xr-var-dims'>(time (y))</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.47e+05 ... 4.41e+05 5.88e+05</div><input id='attrs-c8e851c2-d404-458e-92fa-bb5302a6896e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c8e851c2-d404-458e-92fa-bb5302a6896e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0919deaa-6dde-40c3-bf9c-72182fe26001' class='xr-var-data-in' type='checkbox'><label for='data-0919deaa-6dde-40c3-bf9c-72182fe26001' 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., 147000., 294000., 441000., 588000.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ba260f60-4567-4abf-bc4d-46cefb03f161' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ba260f60-4567-4abf-bc4d-46cefb03f161' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+       "    id        int64 4\n",
+       "  * time (d)  (time (d)) float64 0.0 1.0 2.0 ... 3.648e+03 3.649e+03 3.65e+03</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'vz'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time (d)</span>: 3651</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-e73f387a-53c5-40d4-bd8b-fda90817c72d' class='xr-array-in' type='checkbox' checked><label for='section-e73f387a-53c5-40d4-bd8b-fda90817c72d' 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 ... -2.349e-22 -2.482e-22 -2.608e-22 -2.746e-22</span></div><div class='xr-array-data'><pre>array([ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
+       "       -2.48154184e-22, -2.60768688e-22, -2.74623963e-22])</pre></div></div></li><li class='xr-section-item'><input id='section-cad59d7b-eb75-4087-9441-170047e8c3c6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cad59d7b-eb75-4087-9441-170047e8c3c6' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>4</div><input id='attrs-91959736-7fb9-453c-9c22-8b39e4849588' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-91959736-7fb9-453c-9c22-8b39e4849588' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e0b94028-d10d-426d-9e1b-3185ee7c40ea' class='xr-var-data-in' type='checkbox'><label for='data-e0b94028-d10d-426d-9e1b-3185ee7c40ea' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(4)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time (d)</span></div><div class='xr-var-dims'>(time (d))</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.0 2.0 ... 3.649e+03 3.65e+03</div><input id='attrs-1b7760c1-d53c-4384-b33a-ef66636d1092' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1b7760c1-d53c-4384-b33a-ef66636d1092' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-37876bad-2c0d-4b62-9966-a353746532f5' class='xr-var-data-in' type='checkbox'><label for='data-37876bad-2c0d-4b62-9966-a353746532f5' 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([0.000e+00, 1.000e+00, 2.000e+00, ..., 3.648e+03, 3.649e+03, 3.650e+03])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-bd9232eb-1130-4bd9-9433-fc7a309888c9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-bd9232eb-1130-4bd9-9433-fc7a309888c9' 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 'vx' (time (y): 5)>\n",
-       "array([ 0.00000000e+00, -4.35675281e-11,  2.08934259e-12, -1.73709378e-10,\n",
-       "       -2.60294819e-10])\n",
+       "<xarray.DataArray 'vz' (time (d): 3651)>\n",
+       "array([ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
+       "       -2.48154184e-22, -2.60768688e-22, -2.74623963e-22])\n",
        "Coordinates:\n",
-       "    id        int64 6000200\n",
-       "  * time (y)  (time (y)) float64 0.0 1.47e+05 2.94e+05 4.41e+05 5.88e+05"
+       "    id        int64 4\n",
+       "  * time (d)  (time (d)) float64 0.0 1.0 2.0 ... 3.648e+03 3.649e+03 3.65e+03"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "swiftdiff['vx'].sel(id=6000200)"
+    "swiftdiff['vz'].sel(id=4)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -2130,30 +1446,27 @@
        "  stroke: currentColor;\n",
        "  fill: currentColor;\n",
        "}\n",
-       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;px&#x27; (time (y): 5)&gt;\n",
-       "array([ 0.00000000e+00,  7.07309283e-09, -5.01222758e-09,  1.41219044e-08,\n",
-       "        4.51840986e-08])\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;pz&#x27; (time (d): 3651)&gt;\n",
+       "array([0., 0., 0., ..., 0., 0., 0.])\n",
        "Coordinates:\n",
-       "    id        int64 6000200\n",
-       "  * time (y)  (time (y)) float64 0.0 1.47e+05 2.94e+05 4.41e+05 5.88e+05</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'px'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time (y)</span>: 5</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-5e3c76b1-f2a9-4f0b-aae8-94399c9c753d' class='xr-array-in' type='checkbox' checked><label for='section-5e3c76b1-f2a9-4f0b-aae8-94399c9c753d' 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 7.073e-09 -5.012e-09 1.412e-08 4.518e-08</span></div><div class='xr-array-data'><pre>array([ 0.00000000e+00,  7.07309283e-09, -5.01222758e-09,  1.41219044e-08,\n",
-       "        4.51840986e-08])</pre></div></div></li><li class='xr-section-item'><input id='section-291441c3-3e8f-4e90-af2a-f1a70c998bc9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-291441c3-3e8f-4e90-af2a-f1a70c998bc9' 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'>6000200</div><input id='attrs-54b11e88-9e34-4f0b-9832-aef092f813a9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-54b11e88-9e34-4f0b-9832-aef092f813a9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f3dbedb0-17a4-4856-96df-912b5455e878' class='xr-var-data-in' type='checkbox'><label for='data-f3dbedb0-17a4-4856-96df-912b5455e878' 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(6000200)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time (y)</span></div><div class='xr-var-dims'>(time (y))</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.47e+05 ... 4.41e+05 5.88e+05</div><input id='attrs-2922d357-cebc-4a3a-80f0-5529ff347e1e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2922d357-cebc-4a3a-80f0-5529ff347e1e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c649b96a-4f36-40e7-a642-51e84bb52aae' class='xr-var-data-in' type='checkbox'><label for='data-c649b96a-4f36-40e7-a642-51e84bb52aae' 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., 147000., 294000., 441000., 588000.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3ca7e450-527f-4943-87f7-00f3e9d1a47e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3ca7e450-527f-4943-87f7-00f3e9d1a47e' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+       "    id        int64 6000204\n",
+       "  * time (d)  (time (d)) float64 0.0 1.0 2.0 ... 3.648e+03 3.649e+03 3.65e+03</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'pz'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time (d)</span>: 3651</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-6661a079-1531-401e-a79d-e733478b9077' class='xr-array-in' type='checkbox' checked><label for='section-6661a079-1531-401e-a79d-e733478b9077' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0</span></div><div class='xr-array-data'><pre>array([0., 0., 0., ..., 0., 0., 0.])</pre></div></div></li><li class='xr-section-item'><input id='section-66e563fb-999a-4283-ab58-a1d6b8a9cb34' class='xr-section-summary-in' type='checkbox'  checked><label for='section-66e563fb-999a-4283-ab58-a1d6b8a9cb34' 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'>6000204</div><input id='attrs-4e48a8ee-fecd-4899-901e-b26d4458a901' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4e48a8ee-fecd-4899-901e-b26d4458a901' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b5eea53a-cc8a-47a9-a725-4726e2d1fa6f' class='xr-var-data-in' type='checkbox'><label for='data-b5eea53a-cc8a-47a9-a725-4726e2d1fa6f' 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(6000204)</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 1.0 2.0 ... 3.649e+03 3.65e+03</div><input id='attrs-370cb9d2-d0e9-440a-94d5-827e4bab00b1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-370cb9d2-d0e9-440a-94d5-827e4bab00b1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-546a32ee-fe60-43be-9767-e6deff7c47cb' class='xr-var-data-in' type='checkbox'><label for='data-546a32ee-fe60-43be-9767-e6deff7c47cb' 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([0.000e+00, 1.000e+00, 2.000e+00, ..., 3.648e+03, 3.649e+03, 3.650e+03])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-acdc1d85-ea95-4f7c-9110-a47bef265bb0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-acdc1d85-ea95-4f7c-9110-a47bef265bb0' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
-       "<xarray.DataArray 'px' (time (y): 5)>\n",
-       "array([ 0.00000000e+00,  7.07309283e-09, -5.01222758e-09,  1.41219044e-08,\n",
-       "        4.51840986e-08])\n",
+       "<xarray.DataArray 'pz' (time (d): 3651)>\n",
+       "array([0., 0., 0., ..., 0., 0., 0.])\n",
        "Coordinates:\n",
-       "    id        int64 6000200\n",
-       "  * time (y)  (time (y)) float64 0.0 1.47e+05 2.94e+05 4.41e+05 5.88e+05"
+       "    id        int64 6000204\n",
+       "  * time (d)  (time (d)) float64 0.0 1.0 2.0 ... 3.648e+03 3.649e+03 3.65e+03"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "swiftdiff['px'].sel(id=6000200)"
+    "swiftdiff['pz'].sel(id=6000204)"
    ]
   },
   {