DSA_SS24/notebooks/demographic_plots.ipynb

319 lines
230 KiB
Plaintext

{
"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 plots to show the distribution of the demographic data."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"from scipy.stats import chi2_contingency\n",
"import sys\n",
"import json\n",
"\n",
"sys.path.append('../scripts')\n",
"import data_helper"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load Data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Reading GSVT\n",
"Reading AFIB\n",
"Reading SR\n",
"Reading SB\n"
]
}
],
"source": [
"data_demographic = data_helper.load_data(only_demographic=True)\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": 5,
"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('Correlationmatrix of Age and Diagnostic Groups ', fontsize=16)\n",
"plt.xlabel('Diagnostic Group')\n",
"plt.ylabel('Age Group')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Chi-Square Statistc Test\n",
"\n",
"With this test we want to check if there is a significant difference between the groups."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Chi-Square Statistic: 11503.925605129169\n",
"P-value: 0.0\n",
"Chi-Square Statistic for SB in 60-70 vs others: 401.0271328859626\n",
"P-value for SB in 60-70 vs others: 3.291102770159182e-89\n"
]
}
],
"source": [
"\n",
"# Chi-square test\n",
"chi2, p, _, _ = chi2_contingency(corr_matrix_age_diag)\n",
"\n",
"# Difference between observed and expected frequencies\n",
"print(f\"Chi-Square Statistic: {chi2}\")\n",
"print(f\"P-value: {p}\")\n",
"\n",
"# Check if SB (Sinusbradykardie) has a significantly higher frequency in the 60-70 age group\n",
"sb_60_70 = corr_matrix_age_diag.loc[pd.Interval(60, 70, closed='right'), 'SB']\n",
"sb_other = corr_matrix_age_diag.drop(pd.Interval(60, 70, closed='right')).sum()['SB']\n",
"total_60_70 = corr_matrix_age_diag.loc[pd.Interval(60, 70, closed='right')].sum()\n",
"total_other = corr_matrix_age_diag.drop(pd.Interval(60, 70, closed='right')).sum().sum()\n",
"\n",
"# Frequency table for the specific Chi-Square test\n",
"observed = [[sb_60_70, total_60_70 - sb_60_70], [sb_other, total_other - sb_other]]\n",
"chi2_sb, p_sb = chi2_contingency(observed)[:2]\n",
"\n",
"\n",
"print(f\"Chi-Square Statistic for SB in 60-70 vs others: {chi2_sb}\")\n",
"print(f\"P-value for SB in 60-70 vs others: {p_sb}\")"
]
},
{
"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": 7,
"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('Corleationmatrix of Gender and Diagnostic Group', fontsize=16)\n",
"plt.xlabel('Diagnostic Group')\n",
"plt.ylabel('Gender')\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": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"settings = json.load(open('../settings.json'))\n",
"categories_dict = settings['labels']\n",
"# 4 subplots for each diagnosis a histrgramm for the age\n",
"fig, axs = plt.subplots(2, 2)\n",
"fig.suptitle('Histogram of the Age Distribution', 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('Age')\n",
" ax.set_ylabel('Amount of Patients')\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": 11,
"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('Amount of Patients per Diagnostic Group')\n",
"plt.xlabel('Diagnostic Group')\n",
"plt.ylabel('Amount of Patients')\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": 13,
"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('Amount of Patients per Age Group and Diagnostic Group')\n",
"plt.xlabel('Age Group')\n",
"plt.ylabel('Amount of Patients')\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
}