diff --git a/.binder/requirements.txt b/.binder/requirements.txt index 30ef43f..3f15335 100644 --- a/.binder/requirements.txt +++ b/.binder/requirements.txt @@ -1 +1,5 @@ -.[notebook] \ No newline at end of file +rcpchgrowth +pandas>=1.5 +matplotlib>=3.7 +jupyterlab +ipykernel \ No newline at end of file diff --git a/notebooks/Quickstart.ipynb b/notebooks/Quickstart.ipynb index e91bf47..f8c0084 100644 --- a/notebooks/Quickstart.ipynb +++ b/notebooks/Quickstart.ipynb @@ -418,6 +418,182 @@ "# df.to_csv('example_results.csv', index=False)\n", "print('DataFrame ready; uncomment export line to save to CSV.')" ] + }, + { + "cell_type": "markdown", + "id": "d6f43ad4", + "metadata": {}, + "source": [ + "## Chart the results\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "5d0ce2c5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "UK-WHO data does not exist below 23 weeks gestation.\n", + "UK-WHO length data does not exist in infants below 25 weeks gestation.\n", + "UK-WHO length data does not exist in infants below 25 weeks gestation.\n", + "UK-WHO data does not exist below 23 weeks gestation.\n", + "UK-WHO length data does not exist in infants below 25 weeks gestation.\n", + "UK-WHO length data does not exist in infants below 25 weeks gestation.\n", + "UK-WHO data does not exist below 23 weeks gestation.\n", + "UK-WHO length data does not exist in infants below 25 weeks gestation.\n", + "UK-WHO length data does not exist in infants below 25 weeks gestation.\n", + "UK-WHO data does not exist below 23 weeks gestation.\n", + "UK-WHO length data does not exist in infants below 25 weeks gestation.\n", + "UK-WHO length data does not exist in infants below 25 weeks gestation.\n", + "UK-WHO data does not exist below 23 weeks gestation.\n", + "UK-WHO length data does not exist in infants below 25 weeks gestation.\n", + "UK-WHO length data does not exist in infants below 25 weeks gestation.\n", + "UK-WHO data does not exist below 23 weeks gestation.\n", + "UK-WHO length data does not exist in infants below 25 weeks gestation.\n", + "UK-WHO length data does not exist in infants below 25 weeks gestation.\n", + "UK-WHO data does not exist below 23 weeks gestation.\n", + "UK-WHO length data does not exist in infants below 25 weeks gestation.\n", + "UK-WHO length data does not exist in infants below 25 weeks gestation.\n", + "UK-WHO data does not exist below 23 weeks gestation.\n", + "UK-WHO length data does not exist in infants below 25 weeks gestation.\n", + "UK-WHO length data does not exist in infants below 25 weeks gestation.\n", + "UK-WHO data does not exist below 23 weeks gestation.\n", + "UK-WHO length data does not exist in infants below 25 weeks gestation.\n", + "UK-WHO length data does not exist in infants below 25 weeks gestation.\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# python imports\n", + "from datetime import date\n", + "# 3rd party imports\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# RCPCH imports\n", + "from rcpchgrowth import create_chart # Create growth chart\n", + "from rcpchgrowth import Measurement # Create a child measurement to plot\n", + "\n", + "# Define the child's details\n", + "sex = 'female'\n", + "dob = date(2012, 6, 15)\n", + "md = date(2020, 2, 1)\n", + "height_cm = 135.4\n", + "\n", + "# Create a measurement object for the child\n", + "measurement = Measurement(sex=sex, birth_date=dob, measurement_method='height', observation_date=md, observation_value=height_cm, reference='uk-who', gestation_weeks=40, gestation_days=0).measurement\n", + "\n", + "uk_who_chart = create_chart(reference=\"uk-who\", measurement_method=\"height\", sex=\"male\")\n", + "uk_90_preterm = uk_who_chart[0]['uk90_preterm']['male']['height']\n", + "who_infant = uk_who_chart[1]['uk_who_infant']['male']['height']\n", + "who_child = uk_who_chart[2]['uk_who_child']['male']['height']\n", + "uk90_child = uk_who_chart[3]['uk90_child']['male']['height']\n", + "\n", + "refs = {\n", + " \"uk_90_preterm\": uk_90_preterm,\n", + " \"who_infant\": who_infant,\n", + " \"who_child\": who_child,\n", + " \"uk90_child\": uk90_child,\n", + "}\n", + "\n", + "# Set a colour\n", + "base_color = \"#FF8000\"\n", + "\n", + "# set the chart size\n", + "plt.figure(figsize=(7,5))\n", + "\n", + "# loop through the references (there are 4), then each of their centiles\n", + "# in this way we end up with 9 continuous lines made up of 4 sections, one for each reference\n", + "# we have to do it this way so that where the references overlap, we can see the transitions\n", + "for ref_name, centile_list in refs.items():\n", + " for c in centile_list:\n", + " pts = c[\"data\"] # list of {x:..., y:..., l:...}\n", + " if not pts:\n", + " continue\n", + " # Ensure ordered by x\n", + " pts_sorted = sorted(pts, key=lambda p: p[\"x\"])\n", + " xs = [p[\"x\"] for p in pts_sorted]\n", + " ys = [p[\"y\"] for p in pts_sorted]\n", + " sds_val = c.get(\"sds\", 0)\n", + " plt.plot(\n", + " xs, ys,\n", + " color=base_color,\n", + " # alpha=0.35 + 0.45*(abs(sds_val) in (0,2,3)),\n", + " linewidth=0.8,\n", + " # some centiles are dashed - by convention one of these is the 50th centile\n", + " # this is to 'deemphasize' the 50th centile line\n", + " linestyle=\"--\" if c.get('centile') in [0.4, 9.0, 50.0, 91.0, 99.6] else \"-\"\n", + " )\n", + " # Label at end of uk90 reference only (last x). Use 'centile' key.\n", + " if ref_name==\"uk90_child\":\n", + " cent_label = c.get(\"centile\")\n", + " end_x, end_y = xs[-1], ys[-1]\n", + " # Slight offset to avoid covering line\n", + " plt.text(\n", + " end_x, end_y,\n", + " str(cent_label),\n", + " fontsize=7,\n", + " color=base_color,\n", + " ha=\"left\",\n", + " va=\"center\",\n", + " clip_on=True,\n", + " )\n", + "# add the measurement point - there is one for the chronological age, one for the corrected age\n", + "# standard practice is for the corrected age to be used and rendered as cross, joined to the chronological\n", + "# age which is typically represented as a filled circle\n", + "patient_x = measurement[\"plottable_data\"][\"centile_data\"][\"chronological_decimal_age_data\"][\"x\"]\n", + "patient_y = measurement[\"plottable_data\"][\"centile_data\"][\"chronological_decimal_age_data\"][\"y\"]\n", + "patient_label = f\"Chronological Age ({patient_x:.1f} y): {patient_y} cm measured on {measurement['measurement_dates']['observation_date']}\"\n", + "scatter_point = plt.scatter(patient_x, patient_y, color=\"#808080\", zorder=5)\n", + "# Add label with a box and an arrow\n", + "plt.annotate(\n", + " patient_label,\n", + " (patient_x, patient_y),\n", + " xytext=(10,10),\n", + " textcoords=\"offset points\",\n", + " bbox=dict(boxstyle=\"round\", fc=\"w\", ec=\"#666\", alpha=0.85),\n", + " arrowprops=dict(arrowstyle=\"->\", color=\"#666\"),\n", + " fontsize=8,\n", + ")\n", + "# Uncomment this if this is a premature neonate and you want to render the corrected age as a cross alongside the chronological age\n", + "# plt.scatter(\n", + "# measurement[\"plottable_data\"][\"centile_data\"][\"corrected_decimal_age_data\"][\"x\"], measurement[\"plottable_data\"][\"centile_data\"][\"corrected_decimal_age_data\"][\"y\"],\n", + "# color=\"#808080\", # Grey\n", + "# zorder=5,\n", + "# label=f\"Child Measurement on {measurement['measurement_dates']['observation_date']}\",\n", + "# marker=\"x\"\n", + "# )\n", + "\n", + "plt.xlabel(\"Age (years)\")\n", + "plt.ylabel(\"Height (cm)\")\n", + "plt.title(\"UK-WHO height centile curves\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "90c9d5a8-4697-4223-8fea-2ff64645f684", + "metadata": {}, + "outputs": [], + "source": [ + "uk_who_chart[0]" + ] } ], "metadata": {