diff --git a/doc/notebooks/09_tutorial_shanchen_twocomponent.ipynb b/doc/notebooks/09_tutorial_shanchen_twocomponent.ipynb
index f3b70640179a8ca7161d3f2701a09be4a7e49ea9..526db1ebfa4268bddb45c2df44b95f0de8c20df0 100644
--- a/doc/notebooks/09_tutorial_shanchen_twocomponent.ipynb
+++ b/doc/notebooks/09_tutorial_shanchen_twocomponent.ipynb
@@ -141,7 +141,7 @@
     "    force_b += sum((psi(ρ[d]) * w_d * sp.Matrix(d)\n",
     "                    for d, w_d in zip(stencil, weights)), \n",
     "                   zero_vec) * psi(ρ_b.center) * -1 * factor\n",
-    "\n",
+    "    \n",
     "f_expressions = ps.AssignmentCollection([\n",
     "    ps.Assignment(f_a.center_vector, force_a),\n",
     "    ps.Assignment(f_b.center_vector, force_b)\n",
@@ -153,7 +153,7 @@
    "metadata": {},
    "source": [
     "The barycentric velocity, which is used in place of the individual components' velocities in the equilibrium distribution and Guo force term, is\n",
-    "$\\vec{u}=\\frac{1}{\\rho_a+\\rho_b}\\left(\\rho_a\\vec{u}_a+\\frac{1}{2}\\vec{F}_a+\\rho_b\\vec{u}_b+\\frac{1}{2}\\vec{F}_b\\right)$. The force corrections to the velocities are automatically applied when using the Guo force model."
+    "$\\vec{u}=\\frac{1}{\\rho_a+\\rho_b}\\left(\\rho_a\\vec{u}_a+\\frac{1}{2}\\vec{F}_a+\\rho_b\\vec{u}_b+\\frac{1}{2}\\vec{F}_b\\right)$."
    ]
   },
   {
@@ -162,9 +162,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "u_full = ps.Assignment(\n",
-    "    u_bary.center_vector,\n",
-    "    (ρ_a.center * u_a.center_vector + ρ_b.center * u_b.center_vector) / (ρ_a.center + ρ_b.center))"
+    "u_full = ps.Assignment(u_bary.center_vector,\n",
+    "                       (ρ_a.center * u_a.center_vector + ρ_b.center * u_b.center_vector) / (ρ_a.center + ρ_b.center))"
    ]
   },
   {
@@ -261,11 +260,7 @@
     "    dh.run_kernel(init_b_kernel)\n",
     "    \n",
     "    dh.fill(u_a.name, 0.0)\n",
-    "    dh.fill(u_b.name, 0.0)\n",
-    "    dh.run_kernel(u_kernel)\n",
-    "    \n",
-    "    dh.fill(f_a.name, 0.0)\n",
-    "    dh.fill(f_b.name, 0.0)"
+    "    dh.fill(u_b.name, 0.0)"
    ]
   },
   {
@@ -287,7 +282,7 @@
     "def time_loop(steps):\n",
     "    dh.all_to_gpu()\n",
     "    for i in range(steps):\n",
-    "        sync_ρs()\n",
+    "        sync_ρs()  # force values depend on neighboring ρ's\n",
     "        dh.run_kernel(force_kernel)\n",
     "        dh.run_kernel(u_kernel)\n",
     "        dh.run_kernel(collision_a_kernel)\n",
@@ -335,7 +330,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 3200x1200 with 4 Axes>"
       ]
@@ -360,12 +355,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 3200x1200 with 4 Axes>"
       ]
@@ -377,6 +372,8 @@
     }
    ],
    "source": [
+    "init()\n",
+    "time_loop(10000)\n",
     "plot_ρs()"
    ]
   },