fix(warmup): typo

Author: TomMonks

content/13_warm_up.ipynb

@@ -9,7 +9,7 @@
     "\n",
     "## Why do you need a warm-up period?\n",
     "\n",
-    "Typically when you are modelling a non-terminating system, you will need to deal with **initialisation bias**. That is the real system always has work-in-progress (e.g. patients in queues and in service), but the model starts from empty. One way to do this is to split the model's run length into warm-up and data collection periods. We discard all results in the warm-up period.\n",
+    "Typically when you are modelling a non-terminating system, you will need to deal with **initialisation bias**. That is the real system always has work-in-progress (e.g. patients in queues and in service), but the model starts from empty. One way to deal with this is to split the model's run length into warm-up and data collection periods. We discard all results in the warm-up period.\n",
     "\n",
     "> In this tutorial we will focus on coding a warm-up period in Python and SimPy rather than analysis to determine its length\n",
     "\n",
@@ -37,7 +37,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "id": "c1cee9f9-8696-4b13-94ff-bee2a2a2e5f8",
    "metadata": {},
    "outputs": [],
@@ -49,7 +49,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "ea3d507f-9e6d-4ff0-8b90-f9c63c8a8bdf",
    "metadata": {},
    "outputs": [],
@@ -71,7 +71,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "id": "1ecf0429-f03f-4ad2-abb4-46692a74e559",
    "metadata": {},
    "outputs": [],
@@ -96,7 +96,7 @@
     "\n",
     "# run variables (units = days)\n",
     "WU_PERIOD = 0.0\n",
-    "RC_PERIOD = 100"
+    "RC_PERIOD = 100.0"
    ]
   },
   {
@@ -109,7 +109,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "id": "52c9271f-1d05-454d-a199-8768bdf5b6e8",
    "metadata": {},
    "outputs": [],
@@ -137,7 +137,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "id": "576ae9b4-b21b-4ed0-9b13-e5898d423173",
    "metadata": {},
    "outputs": [],
@@ -236,7 +236,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "id": "dff74a08-37fd-4b18-8bcd-97994f38369a",
    "metadata": {},
    "outputs": [],
@@ -248,7 +248,7 @@
     "    Parameters:\n",
     "    ----------\n",
     "    warm_up_period: float\n",
-    "        Duration of warm-up period in simultion time units\n",
+    "        Duration of warm-up period in simulation time units\n",
     "\n",
     "    env: simpy.Environment\n",
     "        The simpy environment\n",
@@ -276,7 +276,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "id": "911528e1-e4eb-4307-bb26-632faf7769d1",
    "metadata": {},
    "outputs": [],
@@ -328,7 +328,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "id": "b3e686ce-5371-4471-a052-b9d43309bc85",
    "metadata": {},
    "outputs": [],
@@ -371,7 +371,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "id": "0d0ea6cf-7d95-4d2c-9690-fcdbdae35d84",
    "metadata": {},
    "outputs": [],
@@ -438,67 +438,28 @@
    "id": "c13f5e57-723c-409b-a1ce-cdb831b4e166",
    "metadata": {},
    "source": [
-    "## Quick check 1: No warm-up"
+    "## No warm-up"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "id": "caf52390-5455-4fa1-bb22-60b5b91ad8d0",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0.00: 🥵 Warm up complete.\n",
-      "3.29: Stroke arrival.\n",
-      "3.29: Patient 1 admitted to acute ward.(waited 0.00 days)\n",
-      "4.06: Stroke arrival.\n",
-      "4.06: Patient 2 admitted to acute ward.(waited 0.00 days)\n",
-      "5.31: Stroke arrival.\n",
-      "5.31: Patient 3 admitted to acute ward.(waited 0.00 days)\n",
-      "5.53: Stroke arrival.\n",
-      "5.53: Patient 4 admitted to acute ward.(waited 0.00 days)\n",
-      "5.76: Stroke arrival.\n",
-      "5.76: Patient 5 admitted to acute ward.(waited 0.00 days)\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{'mean_acute_wait': 0.0}"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "TRACE = True\n",
     "experiment = Experiment()\n",
-    "results = single_run(experiment, rep=0, wu_period=0.0, rc_period=6.0)\n",
+    "results = single_run(experiment, rep=2, wu_period=10.0, rc_period=6.0)\n",
     "results"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "id": "ddedb4f1-207d-4295-9ae4-c49b2c7cdcaf",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'n_arrivals': 5, 'waiting_acute': [0.0, 0.0, 0.0, 0.0, 0.0]}"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# check how many patient waiting times recorded.\n",
     "experiment.results"
@@ -509,43 +470,15 @@
    "id": "660ea2e1-d9c2-4355-876c-43dfd9dab0fe",
    "metadata": {},
    "source": [
-    "## Quick check 2: Include a warm-up"
+    "## Include a warm-up"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "id": "72b5284a-1fcb-4126-b663-c0ef0002e4bf",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "3.29: Stroke arrival.\n",
-      "3.29: Patient 1 admitted to acute ward.(waited 0.00 days)\n",
-      "4.06: Stroke arrival.\n",
-      "4.06: Patient 2 admitted to acute ward.(waited 0.00 days)\n",
-      "5.00: 🥵 Warm up complete.\n",
-      "5.31: Stroke arrival.\n",
-      "5.31: Patient 3 admitted to acute ward.(waited 0.00 days)\n",
-      "5.53: Stroke arrival.\n",
-      "5.53: Patient 4 admitted to acute ward.(waited 0.00 days)\n",
-      "5.76: Stroke arrival.\n",
-      "5.76: Patient 5 admitted to acute ward.(waited 0.00 days)\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{'mean_acute_wait': 0.0}"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "TRACE = True\n",
     "experiment = Experiment()\n",
@@ -555,21 +488,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "id": "7f5e282b-0f41-41df-bdca-f128e7d418c1",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'n_arrivals': 3, 'waiting_acute': [0.0, 0.0, 0.0]}"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# check how many patient waiting times recorded.\n",
     "experiment.results"