DSA_SS24/notebooks/cluster_diagnosis.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import sys\n",
"\n",
"sys.path.append('../scripts')\n",
"import data_helper"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'JS00001': array([164889003, 59118001, 164934002]), 'JS00002': array([426177001, 164934002]), 'JS00004': array([426177001]), 'JS00005': array([164890007, 429622005, 428750005]), 'JS00006': array([426177001]), 'JS00007': array([164889003, 164934002]), 'JS00008': array([426783006]), 'JS00009': array([426177001]), 'JS00010': array([426177001]), 'JS00011': array([426177001, 55827005])}\n"
]
}
],
"source": [
"data = data_helper.load_data(only_diagnosis_ids=True)\n",
"# print first 10 items of dictionary\n",
"print({k: data[k] for k in list(data)[:10]})"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"from sklearn.cluster import KMeans\n",
"from sklearn.preprocessing import StandardScaler\n",
"\n",
"# Assuming [`data`](command:_github.copilot.openSymbolFromReferences?%5B%7B%22%24mid%22%3A1%2C%22fsPath%22%3A%22c%3A%5C%5CUsers%5C%5Cfelix%5C%5COneDrive%5C%5CStudium%5C%5CMaster%20MDS%5C%5C1%20Semester%5C%5CDSA%5C%5Ccode%5C%5CDSA_SS24%5C%5Cnotebooks%5C%5Ccluster_diagnosis.ipynb%22%2C%22_sep%22%3A1%2C%22path%22%3A%22%2Fc%3A%2FUsers%2Ffelix%2FOneDrive%2FStudium%2FMaster%20MDS%2F1%20Semester%2FDSA%2Fcode%2FDSA_SS24%2Fnotebooks%2Fcluster_diagnosis.ipynb%22%2C%22scheme%22%3A%22vscode-notebook-cell%22%2C%22fragment%22%3A%22W2sZmlsZQ%3D%3D%22%7D%2C%7B%22line%22%3A0%2C%22character%22%3A0%7D%5D \"c:\\Users\\felix\\OneDrive\\Studium\\Master MDS\\1 Semester\\DSA\\code\\DSA_SS24\\notebooks\\cluster_diagnosis.ipynb\") is your dictionary\n",
"\n",
"# Step 1 & 2: Collect all unique diagnosis IDs\n",
"all_diagnosis_ids = set(diagnosis_id for patient_diagnoses in data.values() for diagnosis_id in patient_diagnoses)\n",
"\n",
"# Create a mapping of diagnosis IDs to column indices\n",
"diagnosis_id_to_index = {diagnosis_id: index for index, diagnosis_id in enumerate(all_diagnosis_ids)}\n",
"\n",
"# Step 4: Create the binary matrix\n",
"patient_diagnosis_matrix = np.zeros((len(data), len(all_diagnosis_ids)))\n",
"\n",
"for patient_index, (patient, diagnoses) in enumerate(data.items()):\n",
" for diagnosis in diagnoses:\n",
" diagnosis_index = diagnosis_id_to_index[diagnosis]\n",
" patient_diagnosis_matrix[patient_index, diagnosis_index] = 1\n",
"\n",
"# Step 3: Preprocess the data (optional, depending on the algorithm)\n",
"scaler = StandardScaler()\n",
"patient_diagnosis_matrix_scaled = scaler.fit_transform(patient_diagnosis_matrix)\n",
"\n",
"# Step 6: Cluster the data\n",
"# Adjust `n_clusters` based on domain knowledge or experimentation\n",
"kmeans = KMeans(n_clusters=4, random_state=42)\n",
"clusters = kmeans.fit_predict(patient_diagnosis_matrix_scaled)\n",
"\n",
"# Step 7: Analyze the clusters\n",
"# This step is domain-specific and might involve looking at the characteristics of each cluster,\n",
"# such as the most common diagnosis IDs in each cluster.\n",
"# plot the clusters\n",
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"plt.hist(clusters, bins=range(6))\n",
"plt.xlabel('Cluster')\n",
"plt.ylabel('Number of Patients')\n",
"plt.title('Distribution of Patients Across Clusters')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cluster 0: {164912004, 89792004, 425856008, 251205003, 164917005, 365413008, 17338001, 55930002, 251146004, 164890007, 81898007, 251199005, 426783006, 39732003, 427172004, 106068003, 164873001, 164889003, 54329005, 426761007, 713422000, 59118001, 251198002, 164942001, 61721007, 428750005, 445118002, 733534002, 164937009, 57054005, 426995002, 164931005, 55827005, 713427006, 13640000, 67751000119106, 426648003, 426664006, 29320008, 164909002, 27885002, 61277005, 233917008, 251170000, 195042002, 10370003, 713426002, 164930006, 111975006, 251223006, 427084000, 698252002, 270492004, 251164006, 426177001, 164865005, 47665007, 427393009, 164934002, 74390002, 284470004, 429622005, 6374002, 59931005}\n",
"Cluster 1: {89792004, 164912004, 425856008, 251205003, 164917005, 365413008, 55930002, 251146004, 164890007, 49578007, 426783006, 233892002, 39732003, 427172004, 106068003, 164873001, 54329005, 5609005, 61721007, 713422000, 426761007, 445118002, 733534002, 233897008, 57054005, 426627000, 426995002, 251187003, 55827005, 713427006, 13640000, 29320008, 446813000, 27885002, 164909002, 61277005, 251170000, 233917008, 195042002, 713426002, 10370003, 418818005, 164930006, 426183003, 111975006, 251223006, 427084000, 698252002, 75532003, 270492004, 426177001, 164865005, 428417006, 47665007, 427393009, 164934002, 6374002, 284470004, 429622005, 446358003, 445211001, 59931005, 77867006}\n",
"Cluster 2: {54016002, 89792004, 425856008, 81898007, 49578007, 251199005, 106068003, 5609005, 63593006, 233897008, 251198002, 445118002, 55827005, 713427006, 164947007, 426664006, 233917008, 713426002, 111975006, 6374002, 365413008, 17338001, 55930002, 233892002, 427172004, 54329005, 713422000, 428750005, 251170000, 195042002, 427084000, 698252002, 75532003, 284470004, 429622005, 164896001, 164917005, 426783006, 195060002, 39732003, 164873001, 426761007, 164937009, 733534002, 426995002, 251187003, 13640000, 67751000119106, 29320008, 446813000, 61277005, 65778007, 426183003, 270492004, 251164006, 47665007, 164934002, 445211001, 59931005, 251120003, 164912004, 251205003, 164890007, 50799005, 164889003, 61721007, 59118001, 426627000, 164931005, 426648003, 164909002, 27885002, 10370003, 251223006, 426177001, 164865005, 427393009, 74390002, 446358003}\n",
"Cluster 3: {54016002, 89792004, 425856008, 11157007, 81898007, 49578007, 251199005, 106068003, 5609005, 63593006, 233897008, 251198002, 445118002, 55827005, 713427006, 164947007, 426664006, 233917008, 713426002, 111975006, 6374002, 251173003, 365413008, 17338001, 55930002, 233892002, 427172004, 54329005, 713422000, 164942001, 428750005, 111288001, 251170000, 195042002, 427084000, 698252002, 75532003, 284470004, 429622005, 164896001, 164917005, 426783006, 195060002, 39732003, 164873001, 426761007, 164937009, 733534002, 251166008, 426995002, 251187003, 13640000, 67751000119106, 67741000119109, 29320008, 446813000, 195101003, 61277005, 65778007, 426183003, 270492004, 251164006, 47665007, 164934002, 59931005, 164912004, 251205003, 164890007, 164889003, 61721007, 59118001, 426627000, 164931005, 426648003, 164909002, 27885002, 10370003, 251223006, 251180001, 426177001, 164865005, 427393009, 74390002, 446358003, 17366009}\n"
]
}
],
"source": [
"# Create a dictionary to hold diagnosis IDs for each cluster\n",
"cluster_diagnosis = {i: [] for i in range(kmeans.n_clusters)}\n",
"\n",
"# Iterate over each patient and their assigned cluster\n",
"for patient_index, cluster in enumerate(clusters):\n",
" # Retrieve the original diagnosis IDs for this patient\n",
" patient_diagnoses = data[list(data.keys())[patient_index]]\n",
" # Append these diagnosis IDs to the corresponding cluster entry in the dictionary\n",
" cluster_diagnosis[cluster].extend(patient_diagnoses)\n",
"\n",
"# Deduplicate diagnosis IDs in each cluster and print them\n",
"for cluster, diagnoses in cluster_diagnosis.items():\n",
" unique_diagnoses = set(diagnoses)\n",
" print(f\"Cluster {cluster}: {unique_diagnoses}\")"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cluster 0: 1035 patients\n",
"Cluster 1: 880 patients\n",
"Cluster 2: 9012 patients\n",
"Cluster 3: 34223 patients\n"
]
}
],
"source": [
"# Initialize a dictionary to count patients in each cluster\n",
"cluster_patient_count = {i: 0 for i in range(kmeans.n_clusters)}\n",
"\n",
"# Iterate over the assigned clusters and increment the count for each cluster\n",
"for cluster in clusters:\n",
" cluster_patient_count[cluster] += 1\n",
"\n",
"# Print the number of patients in each cluster\n",
"for cluster, count in cluster_patient_count.items():\n",
" print(f\"Cluster {cluster}: {count} patients\")"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x700 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"from sklearn.decomposition import PCA\n",
"\n",
"# Step 1: Apply PCA to reduce to 2 dimensions\n",
"pca = PCA(n_components=2)\n",
"reduced_data = pca.fit_transform(patient_diagnosis_matrix_scaled)\n",
"\n",
"# Step 2: Plot the results\n",
"plt.figure(figsize=(10, 7))\n",
"# Scatter plot for each cluster\n",
"for i in range(kmeans.n_clusters):\n",
" # Select only data points that belong to the current cluster\n",
" cluster_data = reduced_data[clusters == i]\n",
" plt.scatter(cluster_data[:, 0], cluster_data[:, 1], label=f'Cluster {i}', alpha=0.7, edgecolors='w')\n",
"\n",
"# Add legend and labels for clarity\n",
"plt.title('Patient Clusters after PCA Reduction')\n",
"plt.xlabel('PCA 1')\n",
"plt.ylabel('PCA 2')\n",
"plt.legend()\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
}