diff --git a/.doctrees/contributing.doctree b/.doctrees/contributing.doctree
index 2ab0ba2071..fa726824da 100644
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diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle
index 2dfc6648d9..ef5ee2b657 100644
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diff --git a/.doctrees/install.doctree b/.doctrees/install.doctree
index 172611fab0..d3f3dc831c 100644
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diff --git a/.doctrees/nbsphinx/notebooks/nmodl-kinetic-schemes.ipynb b/.doctrees/nbsphinx/notebooks/nmodl-kinetic-schemes.ipynb
index 07ecde7e16..b2518e6009 100644
--- a/.doctrees/nbsphinx/notebooks/nmodl-kinetic-schemes.ipynb
+++ b/.doctrees/nbsphinx/notebooks/nmodl-kinetic-schemes.ipynb
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diff --git a/.doctrees/nbsphinx/notebooks/nmodl-python-tutorial.ipynb b/.doctrees/nbsphinx/notebooks/nmodl-python-tutorial.ipynb
index 02f010fb93..d5a12b311a 100644
--- a/.doctrees/nbsphinx/notebooks/nmodl-python-tutorial.ipynb
+++ b/.doctrees/nbsphinx/notebooks/nmodl-python-tutorial.ipynb
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@@ -897,10 +897,10 @@
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diff --git a/.doctrees/nbsphinx/notebooks/nmodl-sympy-conductance.ipynb b/.doctrees/nbsphinx/notebooks/nmodl-sympy-conductance.ipynb
index eee5e87710..5fea3b4d01 100644
--- a/.doctrees/nbsphinx/notebooks/nmodl-sympy-conductance.ipynb
+++ b/.doctrees/nbsphinx/notebooks/nmodl-sympy-conductance.ipynb
@@ -86,10 +86,10 @@
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    "metadata": {
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@@ -103,10 +103,10 @@
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@@ -149,10 +149,10 @@
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@@ -196,10 +196,10 @@
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@@ -243,10 +243,10 @@
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@@ -290,10 +290,10 @@
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@@ -337,10 +337,10 @@
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@@ -400,10 +400,10 @@
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@@ -456,10 +456,10 @@
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diff --git a/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-cnexp.ipynb b/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-cnexp.ipynb
index d73b51e9a6..2de711b575 100644
--- a/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-cnexp.ipynb
+++ b/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-cnexp.ipynb
@@ -62,10 +62,10 @@
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@@ -79,10 +79,10 @@
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@@ -123,10 +123,10 @@
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@@ -165,10 +165,10 @@
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@@ -207,10 +207,10 @@
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@@ -255,10 +255,10 @@
    "execution_count": 6,
    "metadata": {
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     }
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    "outputs": [
@@ -266,7 +266,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "exact solution:\t     m = minf+(m-minf)*exp(dt/mtau)\n",
+      "exact solution:\t     m = minf+(m-minf)*exp(dt/mtau)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "pade approx:\t     m = (-dt*m+2.0*dt*minf-2.0*m*mtau)/(dt-2.0*mtau)\n"
      ]
     }
@@ -297,10 +303,10 @@
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@@ -345,10 +351,10 @@
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diff --git a/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-derivimplicit.ipynb b/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-derivimplicit.ipynb
index e8cd7a951d..e7b53686f2 100644
--- a/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-derivimplicit.ipynb
+++ b/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-derivimplicit.ipynb
@@ -39,10 +39,10 @@
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@@ -56,10 +56,10 @@
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-     "shell.execute_reply": "2024-05-14T09:13:16.321668Z"
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@@ -100,10 +100,10 @@
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@@ -165,10 +165,10 @@
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     }
    },
    "outputs": [
diff --git a/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-sparse.ipynb b/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-sparse.ipynb
index 0db59c44a2..226981d30a 100644
--- a/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-sparse.ipynb
+++ b/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-sparse.ipynb
@@ -39,10 +39,10 @@
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@@ -56,10 +56,10 @@
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@@ -100,10 +100,10 @@
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@@ -165,10 +165,10 @@
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diff --git a/.doctrees/readme.doctree b/.doctrees/readme.doctree
index 6cc0dcb6b3..5280b9687f 100644
Binary files a/.doctrees/readme.doctree and b/.doctrees/readme.doctree differ
diff --git a/notebooks/nmodl-kinetic-schemes.ipynb b/notebooks/nmodl-kinetic-schemes.ipynb
index 07ecde7e16..b2518e6009 100644
--- a/notebooks/nmodl-kinetic-schemes.ipynb
+++ b/notebooks/nmodl-kinetic-schemes.ipynb
@@ -152,10 +152,10 @@
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@@ -169,10 +169,10 @@
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@@ -323,10 +323,10 @@
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@@ -367,10 +367,10 @@
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@@ -412,10 +412,10 @@
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diff --git a/notebooks/nmodl-python-tutorial.ipynb b/notebooks/nmodl-python-tutorial.ipynb
index 02f010fb93..d5a12b311a 100644
--- a/notebooks/nmodl-python-tutorial.ipynb
+++ b/notebooks/nmodl-python-tutorial.ipynb
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@@ -235,10 +235,10 @@
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@@ -260,10 +260,10 @@
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@@ -365,10 +365,10 @@
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@@ -584,10 +584,10 @@
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@@ -622,10 +622,10 @@
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@@ -733,10 +733,10 @@
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+     "shell.execute_reply": "2024-05-14T14:37:00.188146Z"
     }
    },
    "outputs": [],
@@ -857,10 +857,10 @@
    "execution_count": 19,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-05-14T09:13:02.089605Z",
-     "iopub.status.busy": "2024-05-14T09:13:02.089128Z",
-     "iopub.status.idle": "2024-05-14T09:13:02.092624Z",
-     "shell.execute_reply": "2024-05-14T09:13:02.091978Z"
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+     "shell.execute_reply": "2024-05-14T14:37:00.193667Z"
     }
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    "outputs": [
@@ -897,10 +897,10 @@
    "execution_count": 20,
    "metadata": {
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-     "shell.execute_reply": "2024-05-14T09:13:02.099945Z"
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+     "shell.execute_reply": "2024-05-14T14:37:00.201250Z"
     }
    },
    "outputs": [
diff --git a/notebooks/nmodl-sympy-conductance.ipynb b/notebooks/nmodl-sympy-conductance.ipynb
index eee5e87710..5fea3b4d01 100644
--- a/notebooks/nmodl-sympy-conductance.ipynb
+++ b/notebooks/nmodl-sympy-conductance.ipynb
@@ -86,10 +86,10 @@
    "execution_count": 1,
    "metadata": {
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-     "iopub.status.busy": "2024-05-14T09:13:04.250378Z",
-     "iopub.status.idle": "2024-05-14T09:13:05.547336Z",
-     "shell.execute_reply": "2024-05-14T09:13:05.546523Z"
+     "iopub.execute_input": "2024-05-14T14:37:02.468474Z",
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    "outputs": [],
@@ -103,10 +103,10 @@
    "execution_count": 2,
    "metadata": {
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-     "iopub.execute_input": "2024-05-14T09:13:05.550754Z",
-     "iopub.status.busy": "2024-05-14T09:13:05.550342Z",
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-     "shell.execute_reply": "2024-05-14T09:13:05.575906Z"
+     "iopub.execute_input": "2024-05-14T14:37:03.781695Z",
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+     "shell.execute_reply": "2024-05-14T14:37:03.815318Z"
     }
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    "outputs": [],
@@ -149,10 +149,10 @@
    "execution_count": 3,
    "metadata": {
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-     "iopub.execute_input": "2024-05-14T09:13:05.579902Z",
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-     "iopub.status.idle": "2024-05-14T09:13:05.832889Z",
-     "shell.execute_reply": "2024-05-14T09:13:05.832160Z"
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+     "shell.execute_reply": "2024-05-14T14:37:04.070063Z"
     }
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    "outputs": [
@@ -196,10 +196,10 @@
    "execution_count": 4,
    "metadata": {
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-     "shell.execute_reply": "2024-05-14T09:13:05.979361Z"
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     }
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    "outputs": [
@@ -243,10 +243,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-05-14T09:13:05.982749Z",
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-     "shell.execute_reply": "2024-05-14T09:13:05.987617Z"
+     "iopub.execute_input": "2024-05-14T14:37:04.217626Z",
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+     "shell.execute_reply": "2024-05-14T14:37:04.222286Z"
     }
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    "outputs": [
@@ -290,10 +290,10 @@
    "execution_count": 6,
    "metadata": {
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-     "iopub.execute_input": "2024-05-14T09:13:05.990684Z",
-     "iopub.status.busy": "2024-05-14T09:13:05.990484Z",
-     "iopub.status.idle": "2024-05-14T09:13:06.005578Z",
-     "shell.execute_reply": "2024-05-14T09:13:06.004911Z"
+     "iopub.execute_input": "2024-05-14T14:37:04.225471Z",
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+     "shell.execute_reply": "2024-05-14T14:37:04.239379Z"
     }
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    "outputs": [
@@ -337,10 +337,10 @@
    "execution_count": 7,
    "metadata": {
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-     "iopub.execute_input": "2024-05-14T09:13:06.007852Z",
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-     "shell.execute_reply": "2024-05-14T09:13:06.127066Z"
+     "iopub.execute_input": "2024-05-14T14:37:04.242548Z",
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     }
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    "outputs": [
@@ -400,10 +400,10 @@
    "execution_count": 8,
    "metadata": {
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-     "shell.execute_reply": "2024-05-14T09:13:06.226060Z"
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+     "shell.execute_reply": "2024-05-14T14:37:04.458230Z"
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    "outputs": [
@@ -456,10 +456,10 @@
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-     "shell.execute_reply": "2024-05-14T09:13:06.299902Z"
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+     "shell.execute_reply": "2024-05-14T14:37:04.529652Z"
     }
    },
    "outputs": [
diff --git a/notebooks/nmodl-sympy-solver-cnexp.ipynb b/notebooks/nmodl-sympy-solver-cnexp.ipynb
index d73b51e9a6..2de711b575 100644
--- a/notebooks/nmodl-sympy-solver-cnexp.ipynb
+++ b/notebooks/nmodl-sympy-solver-cnexp.ipynb
@@ -62,10 +62,10 @@
    "execution_count": 1,
    "metadata": {
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-     "iopub.execute_input": "2024-05-14T09:13:07.895036Z",
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-     "shell.execute_reply": "2024-05-14T09:13:09.209778Z"
+     "iopub.execute_input": "2024-05-14T14:37:06.177509Z",
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     }
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    "outputs": [],
@@ -79,10 +79,10 @@
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    "metadata": {
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-     "shell.execute_reply": "2024-05-14T09:13:09.239315Z"
+     "iopub.execute_input": "2024-05-14T14:37:07.487768Z",
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+     "shell.execute_reply": "2024-05-14T14:37:07.513859Z"
     }
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    "outputs": [],
@@ -123,10 +123,10 @@
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-     "shell.execute_reply": "2024-05-14T09:13:09.655904Z"
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     }
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    "outputs": [
@@ -165,10 +165,10 @@
    "execution_count": 4,
    "metadata": {
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-     "iopub.execute_input": "2024-05-14T09:13:09.659350Z",
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-     "shell.execute_reply": "2024-05-14T09:13:09.788839Z"
+     "iopub.execute_input": "2024-05-14T14:37:07.945327Z",
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+     "shell.execute_reply": "2024-05-14T14:37:08.077689Z"
     }
    },
    "outputs": [
@@ -207,10 +207,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-05-14T09:13:09.791956Z",
-     "iopub.status.busy": "2024-05-14T09:13:09.791758Z",
-     "iopub.status.idle": "2024-05-14T09:13:10.016929Z",
-     "shell.execute_reply": "2024-05-14T09:13:10.016239Z"
+     "iopub.execute_input": "2024-05-14T14:37:08.081111Z",
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     }
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    "outputs": [
@@ -255,10 +255,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-05-14T09:13:10.019705Z",
-     "iopub.status.busy": "2024-05-14T09:13:10.019211Z",
-     "iopub.status.idle": "2024-05-14T09:13:10.204619Z",
-     "shell.execute_reply": "2024-05-14T09:13:10.203928Z"
+     "iopub.execute_input": "2024-05-14T14:37:08.308615Z",
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     }
    },
    "outputs": [
@@ -266,7 +266,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "exact solution:\t     m = minf+(m-minf)*exp(dt/mtau)\n",
+      "exact solution:\t     m = minf+(m-minf)*exp(dt/mtau)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "pade approx:\t     m = (-dt*m+2.0*dt*minf-2.0*m*mtau)/(dt-2.0*mtau)\n"
      ]
     }
@@ -297,10 +303,10 @@
    "execution_count": 7,
    "metadata": {
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-     "shell.execute_reply": "2024-05-14T09:13:11.579077Z"
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     }
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    "outputs": [
@@ -345,10 +351,10 @@
    "execution_count": 8,
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-     "shell.execute_reply": "2024-05-14T09:13:13.348911Z"
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+     "shell.execute_reply": "2024-05-14T14:37:11.756697Z"
     }
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    "outputs": [
diff --git a/notebooks/nmodl-sympy-solver-derivimplicit.ipynb b/notebooks/nmodl-sympy-solver-derivimplicit.ipynb
index e8cd7a951d..e7b53686f2 100644
--- a/notebooks/nmodl-sympy-solver-derivimplicit.ipynb
+++ b/notebooks/nmodl-sympy-solver-derivimplicit.ipynb
@@ -39,10 +39,10 @@
    "execution_count": 1,
    "metadata": {
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-     "iopub.status.idle": "2024-05-14T09:13:16.293320Z",
-     "shell.execute_reply": "2024-05-14T09:13:16.292499Z"
+     "iopub.execute_input": "2024-05-14T14:37:13.372900Z",
+     "iopub.status.busy": "2024-05-14T14:37:13.372702Z",
+     "iopub.status.idle": "2024-05-14T14:37:14.689733Z",
+     "shell.execute_reply": "2024-05-14T14:37:14.688895Z"
     }
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    "outputs": [],
@@ -56,10 +56,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-05-14T09:13:16.296564Z",
-     "iopub.status.busy": "2024-05-14T09:13:16.296039Z",
-     "iopub.status.idle": "2024-05-14T09:13:16.322262Z",
-     "shell.execute_reply": "2024-05-14T09:13:16.321668Z"
+     "iopub.execute_input": "2024-05-14T14:37:14.693063Z",
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+     "shell.execute_reply": "2024-05-14T14:37:14.719270Z"
     }
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    "outputs": [],
@@ -100,10 +100,10 @@
    "execution_count": 3,
    "metadata": {
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-     "iopub.status.idle": "2024-05-14T09:13:16.781695Z",
-     "shell.execute_reply": "2024-05-14T09:13:16.780937Z"
+     "iopub.execute_input": "2024-05-14T14:37:14.723113Z",
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+     "shell.execute_reply": "2024-05-14T14:37:15.180821Z"
     }
    },
    "outputs": [
@@ -165,10 +165,10 @@
    "execution_count": 4,
    "metadata": {
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-     "shell.execute_reply": "2024-05-14T09:13:16.992629Z"
+     "iopub.execute_input": "2024-05-14T14:37:15.184505Z",
+     "iopub.status.busy": "2024-05-14T14:37:15.183886Z",
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+     "shell.execute_reply": "2024-05-14T14:37:15.393605Z"
     }
    },
    "outputs": [
diff --git a/notebooks/nmodl-sympy-solver-sparse.ipynb b/notebooks/nmodl-sympy-solver-sparse.ipynb
index 0db59c44a2..226981d30a 100644
--- a/notebooks/nmodl-sympy-solver-sparse.ipynb
+++ b/notebooks/nmodl-sympy-solver-sparse.ipynb
@@ -39,10 +39,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-05-14T09:13:18.258721Z",
-     "iopub.status.busy": "2024-05-14T09:13:18.258519Z",
-     "iopub.status.idle": "2024-05-14T09:13:19.552730Z",
-     "shell.execute_reply": "2024-05-14T09:13:19.551864Z"
+     "iopub.execute_input": "2024-05-14T14:37:16.662710Z",
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+     "shell.execute_reply": "2024-05-14T14:37:17.967468Z"
     }
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    "outputs": [],
@@ -56,10 +56,10 @@
    "execution_count": 2,
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-     "shell.execute_reply": "2024-05-14T09:13:19.581109Z"
+     "iopub.execute_input": "2024-05-14T14:37:17.971364Z",
+     "iopub.status.busy": "2024-05-14T14:37:17.971144Z",
+     "iopub.status.idle": "2024-05-14T14:37:17.998322Z",
+     "shell.execute_reply": "2024-05-14T14:37:17.997618Z"
     }
    },
    "outputs": [],
@@ -100,10 +100,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-05-14T09:13:19.584346Z",
-     "iopub.status.busy": "2024-05-14T09:13:19.584140Z",
-     "iopub.status.idle": "2024-05-14T09:13:20.031601Z",
-     "shell.execute_reply": "2024-05-14T09:13:20.030884Z"
+     "iopub.execute_input": "2024-05-14T14:37:18.001065Z",
+     "iopub.status.busy": "2024-05-14T14:37:18.000697Z",
+     "iopub.status.idle": "2024-05-14T14:37:18.456121Z",
+     "shell.execute_reply": "2024-05-14T14:37:18.455397Z"
     }
    },
    "outputs": [
@@ -165,10 +165,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-05-14T09:13:20.034461Z",
-     "iopub.status.busy": "2024-05-14T09:13:20.033935Z",
-     "iopub.status.idle": "2024-05-14T09:13:20.243803Z",
-     "shell.execute_reply": "2024-05-14T09:13:20.243126Z"
+     "iopub.execute_input": "2024-05-14T14:37:18.458930Z",
+     "iopub.status.busy": "2024-05-14T14:37:18.458670Z",
+     "iopub.status.idle": "2024-05-14T14:37:18.671019Z",
+     "shell.execute_reply": "2024-05-14T14:37:18.670326Z"
     }
    },
    "outputs": [