DSA_SS24/notebooks/demographic_plots.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Demographic Plots\n",
"This Notebook is used to read the data from the pickle files and to create a dataframe with the demographic data.\n",
"With this data we can create a plots to show the distribution of the demographic data."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import pickle"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Set path to data\n",
"path = \"C:/Studium/dsa/data\"\n",
"#path = \"C:/Users/Nils/Documents/HS-Mannheim/0000_MASTER/DSA/EKG_Prog/data\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load Data"
]
},
{
"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": [
"categories_dict = {\n",
"'SB': [426177001],\n",
"'AFIB': [164889003, 164890007],\n",
"'GSVT': [426761007, 713422000, 233896004, 233897008, 713422000],\n",
"'SR': [426783006, 427393009]\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": "markdown",
"metadata": {},
"source": [
"## Plot Data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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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', fontsize=16)\n",
"plt.xlabel('Diagnose')\n",
"plt.ylabel('Altersgruppe')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Correlation matrix of age groups and diagnoses.This matrix describes the four diagnosis groupings on the horizontal axis and the age groupings in decades steps on the vertical axis. The color scale blue (low) to red (high) describes the correlation of the two categorization types."
]
},
{
"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', fontsize=16)\n",
"plt.xlabel('Diagnose')\n",
"plt.ylabel('Geschlecht')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Correlation matrix of genders and diagnoses. This matrix describes the four diagnosis groupings on the horizontal axis and the gender in decades steps on the vertical axis. The color scale blue (low) to red (high) describes the correlation of the two categorization types."
]
},
{
"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', fontsize=16)\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": "markdown",
"metadata": {},
"source": [
"Histogram of the age distribution. Breakdown of grouped diagnoses by age group and absolute incidence of diagnoses."
]
},
{
"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": "markdown",
"metadata": {},
"source": [
"Barplot to visualize the distribution of diagnoses by gender. Where blue is female and orange is male."
]
},
{
"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()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Barplot to show the distribution of diagnoses based on the age groupings. The difference in the incidence of the various diseases can be clearly seen here."
]
}
],
"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
}