DAT_Projekt/notebooks/sectio.ipynb

183 lines
197 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"id": "b3043fed",
"metadata": {},
"source": [
"Notebook for Sectio Data Exploration for now"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "8bd3a795",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2f494928",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_147454/1144322908.py:1: DtypeWarning: Columns (19,20) have mixed types. Specify dtype option on import or set low_memory=False.\n",
" df = pd.read_csv(\"../data/sectio_cesarea/cesarean_section.csv\", delimiter=\";\")\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = pd.read_csv(\"../data/sectio_cesarea/cesarean_section.csv\", delimiter=\";\")\n",
"df[\"ANO_MES_EVENTO\"] = pd.to_datetime(df[\"ANO_MES_EVENTO\"])\n",
"\n",
"events_per_month = df.groupby(\"ANO_MES_EVENTO\")[\"ID_EVENTO_ATENCAO_SAUDE\"].nunique()\n",
"\n",
"plt.figure(figsize=(10,4))\n",
"sns.lineplot(x=events_per_month.index, y=events_per_month.values)\n",
"plt.title(\"Anzahl Ereignisse pro Monat\")\n",
"plt.xlabel(\"Monat\")\n",
"plt.ylabel(\"Anzahl Ereignisse\")\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "dd5d2ac9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,4))\n",
"sns.histplot(data=df[df[\"TEMPO_DE_PERMANENCIA\"] >= 0], \n",
" x=\"TEMPO_DE_PERMANENCIA\", bins=50)\n",
"plt.xlim(0, 30) # z.B. auf 30 Tage begrenzen, um den \"Kern\" zu sehen\n",
"plt.title(\"Verteilung der Aufenthaltsdauer (in Tagen, gekappt auf 30)\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "d680e91f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"plt.figure(figsize=(10,4))\n",
"sns.countplot(data=df, x=\"FAIXA_ETARIA\",\n",
" order=df[\"FAIXA_ETARIA\"].value_counts().index)\n",
"plt.xticks(rotation=45)\n",
"plt.title(\"Verteilung der Altersgruppen\")\n",
"plt.show()\n",
"\n",
"plt.figure(figsize=(5,4))\n",
"sns.countplot(data=df, x=\"SEXO_BENEFICIARIO\")\n",
"plt.title(\"Verteilung nach Geschlecht\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "ed4f6311",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"plt.figure(figsize=(10,4))\n",
"sns.boxplot(data=df[df[\"TEMPO_DE_PERMANENCIA\"] >= 0],\n",
" x=\"FAIXA_ETARIA\", y=\"TEMPO_DE_PERMANENCIA\")\n",
"plt.xticks(rotation=45)\n",
"plt.title(\"Aufenthaltsdauer nach Altersgruppe\")\n",
"plt.ylim(0, 20) # für Übersicht evtl. begrenzen\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "project",
"language": "python",
"name": "project"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}