DSA_SS24/notebooks/demographic_plots.ipynb

241 lines
209 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import pickle\n",
"import wfdb"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Reading SB\n",
"Length of SB: 16559\n",
"Reading AFIB\n",
"Length of AFIB: 9839\n",
"Reading GSVT\n",
"Length of GSVT: 948\n",
"Reading SR\n",
"Length of SR: 9720\n"
]
}
],
"source": [
"\n",
"path = \"C:/Studium/dsa/data\"\n",
"#path = \"C:/Users/Nils/Documents/HS-Mannheim/0000_MASTER/DSA/EKG_Prog/data\"\n",
"\n",
"categories_dict = {\n",
"'SB': [426177001],\n",
"'AFIB': [164889003, 164890007],\n",
"'GSVT': [426761007, 713422000, 233896004, 233897008, 713422000],\n",
"'SR': [426783006, 427393009]\n",
"}\n",
"\n",
"\n",
"data = {}\n",
"for cat_name in categories_dict.keys():\n",
" print(f\"Reading {cat_name}\")\n",
" with open(f'{path}/{cat_name}.pkl', 'rb') as f:\n",
" records = pickle.load(f)\n",
" data[cat_name] = records\n",
" print(f\"Length of {cat_name}: {len(records)}\")\n",
"\n",
"data_demographic = {'age':[], 'diag':[], 'gender':[]}\n",
"for cat_name, records in data.items():\n",
" for record in records:\n",
" age = record.comments[0].split(' ')[1]\n",
" sex = record.comments[1].split(' ')[1]\n",
" if age == 'NaN' or sex == 'NaN':\n",
" continue\n",
" # cut Age: from alter string \n",
" data_demographic['age'].append(int(age))\n",
" data_demographic['diag'].append(cat_name)\n",
" data_demographic['gender'].append(sex)\n",
"\n",
"df_dgc = pd.DataFrame(data_demographic)\n",
"\n",
"# Change from group to category\n",
"age_categories = [0, 10, 20, 30, 40, 50, 60, 70, 80, 90]\n",
"df_dgc['age_group'] = pd.cut(df_dgc['age'], bins=age_categories)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Correlation matrix\n",
"corr_matrix_age_diag= pd.crosstab(df_dgc['age_group'], df_dgc['diag'])\n",
"\n",
"# Plot the correlation matrix\n",
"sns.heatmap(corr_matrix_age_diag, annot=True, cmap='coolwarm', fmt='d')\n",
"plt.title('Korrelationsmatrix von Altersgruppen und Diagnosen')\n",
"plt.xlabel('Diagnose')\n",
"plt.ylabel('Altersgruppe')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# cut out sex 'unknown' (because only one occurence)\n",
"df_dgc_bineary = df_dgc[df_dgc['gender'] != 'Unknown']\n",
"# Correlation matrix\n",
"corr_matrix_sex_diag = pd.crosstab(df_dgc_bineary['gender'], df_dgc_bineary['diag'])\n",
"\n",
"# Plot the correlation matrix\n",
"sns.heatmap(corr_matrix_sex_diag, annot=True, cmap='coolwarm', fmt='d')\n",
"plt.title('Korrelationsmatrix von Geschlecht und Diagnosen')\n",
"plt.xlabel('Diagnose')\n",
"plt.ylabel('Geschlecht')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 4 subplots for each diagnosis a histrgramm for the age\n",
"fig, axs = plt.subplots(2, 2)\n",
"fig.suptitle('Histogramm der Altersverteilung')\n",
"for i, cat_name in enumerate(categories_dict.keys()):\n",
" ax = axs[i // 2, i % 2]\n",
" df_dgc[df_dgc['diag'] == cat_name]['age'].hist(ax=ax)\n",
" ax.set_title(cat_name)\n",
" ax.set_xlabel('Alter')\n",
" ax.set_ylabel('Anzahl')\n",
" # add some space between the subplots\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# a barplot for each category with the age grpuoped besides each other\n",
"fig, ax = plt.subplots()\n",
"sns.countplot(data=df_dgc_bineary, x='diag', hue='gender', ax=ax)\n",
"plt.title('Anzahl der Diagnosen nach Geschlecht')\n",
"plt.xlabel('Diagnose')\n",
"plt.ylabel('Anzahl')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# barplot how many diagnosis are in each age group\n",
"fig, ax = plt.subplots()\n",
"sns.countplot(data=df_dgc, x='age_group', hue='diag', ax=ax)\n",
"plt.title('Anzahl der Diagnosen nach Altersgruppen')\n",
"plt.xlabel('Altersgruppe')\n",
"plt.ylabel('Anzahl')\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}