From ba1092100ecdbed92d7abb2353f950f27614e4cf Mon Sep 17 00:00:00 2001
From: Ferran Brosa Planella <Ferran.Brosa-Planella@warwick.ac.uk>
Date: Sun, 23 Jun 2024 18:27:46 +0100
Subject: [PATCH] #3844 fix a few typos

---
 .../creating_models/1-an-ode-model.ipynb      | 28 ++++++++-----------
 1 file changed, 11 insertions(+), 17 deletions(-)

diff --git a/docs/source/examples/notebooks/creating_models/1-an-ode-model.ipynb b/docs/source/examples/notebooks/creating_models/1-an-ode-model.ipynb
index 1f39b66d37..8faf834849 100644
--- a/docs/source/examples/notebooks/creating_models/1-an-ode-model.ipynb
+++ b/docs/source/examples/notebooks/creating_models/1-an-ode-model.ipynb
@@ -25,7 +25,7 @@
     "$$\n",
     "where $x_n$ and $x_p$ are the dimensionless stochiometries of the negative and positive electrodes, $I(t)$ is the current, $Q_\\mathrm{n}$ and $Q_\\mathrm{p}$ are the capacities of the negative and positive electrodes, $U_\\mathrm{p}(x_\\mathrm{p})$ and $U_\\mathrm{n}(x_\\mathrm{n})$ are the open circuit potentials of the positive and negative electrodes, and $R$ is the internal resistance of the battery.\n",
     "\n",
-    "We begin by importing the PyBaMM library into this notebook, along with NumPy and Matplotlib, which we use for plotting:\n"
+    "We begin by importing the PyBaMM library into this notebook:\n"
    ]
   },
   {
@@ -38,23 +38,15 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.0\u001b[0m\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.1\u001b[0m\n",
       "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
       "Note: you may need to restart the kernel to use updated packages.\n"
      ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n"
-     ]
     }
    ],
    "source": [
     "%pip install \"pybamm[plot,cite]\" -q    # install PyBaMM if it is not installed\n",
-    "import pybamm\n",
-    "import numpy as np"
+    "import pybamm"
    ]
   },
   {
@@ -138,8 +130,8 @@
    "outputs": [],
    "source": [
     "i = pybamm.FunctionParameter(\"Current function [A]\", {\"Time [s]\": pybamm.t})\n",
-    "U_p = pybamm.FunctionParameter(\"Positive electrode OCV\", {\"x_p\": x_p})\n",
-    "U_n = pybamm.FunctionParameter(\"Negative electrode OCV\", {\"x_n\": x_n})"
+    "U_p = pybamm.FunctionParameter(\"Positive electrode OCP [V]\", {\"x_p\": x_p})\n",
+    "U_n = pybamm.FunctionParameter(\"Negative electrode OCP [V]\", {\"x_n\": x_n})"
    ]
   },
   {
@@ -367,6 +359,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "import numpy as np\n",
+    "\n",
     "def graphite_LGM50_ocp_Chen2020(sto):\n",
     "    u_eq = (\n",
     "        1.9793 * np.exp(-39.3631 * sto)\n",
@@ -399,8 +393,8 @@
     "        \"Negative electrode capacity [A.h]\": 1.2,\n",
     "        \"Positive electrode capacity [A.h]\": 1,\n",
     "        \"Electrode resistance [Ohm]\": 0.1,\n",
-    "        \"Positive electrode OCV\": nmc_LGM50_ocp_Chen2020,\n",
-    "        \"Negative electrode OCV\": graphite_LGM50_ocp_Chen2020,\n",
+    "        \"Positive electrode OCP [V]\": nmc_LGM50_ocp_Chen2020,\n",
+    "        \"Negative electrode OCP [V]\": graphite_LGM50_ocp_Chen2020,\n",
     "    }\n",
     ")"
    ]
@@ -439,7 +433,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "6010f8d88e4544dd973089a9bc96fb60",
+       "model_id": "1607597bd6774b51b66b0f11f7f68404",
        "version_major": 2,
        "version_minor": 0
       },
@@ -453,7 +447,7 @@
     {
      "data": {
       "text/plain": [
-       "<pybamm.plotting.quick_plot.QuickPlot at 0x7f5caa0a54d0>"
+       "<pybamm.plotting.quick_plot.QuickPlot at 0x7f86a086a510>"
       ]
      },
      "execution_count": 14,