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"output_type": "display_data"
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],
"source": [
"# plt.scatter(*pca.transform(XX).T, c=y, s=5, cmap='bwr')\n",
"X_pca = pca.transform(XX)\n",
"for i in range(k):\n",
" plt.scatter(*X_pca[pred == i].T, c=[plt.get_cmap(\"tab10\")(i)], s=5, \n",
" label='Cluster {}, negative cases: {:.1%}'.format(i+1, purities[i]))\n",
"\n",
"# plt.scatter(*X_pca.T, c=[plt.get_cmap(\"tab10\")(ci) for ci in pred], s=5)\n",
"\n",
"# Mark negative cases with lighter color\n",
"plt.scatter(*X_pca.T, c=[{0: '#ffffff88', 1: '#00000000'}[yi] for yi in y], s=5)\n",
"\n",
"plt.xlabel('First principle component')\n",
"plt.ylabel('Second principle component')\n",
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"plt.savefig('fig/cluster.svg', bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualize time series"
]
},
{
"cell_type": "code",
"execution_count": 316,
"metadata": {},
"outputs": [],
"source": [
"import pickle\n",
"ts_vitals_by_bmt = pickle.load(open(data_dir + 'features/ts_vitals_by_bmt_2014_2017_MiChart.p', 'rb'))\n",
"ts_vitals_by_bmt = {ID: ts_vitals_by_bmt[ID] for ID in list(pop.index)}\n",
"split_idx = len(ts_vitals_by_bmt)-85\n",
"\n",
"clf = load('data/model_combined.joblib')\n",
"y_prob = clf.predict_proba(Xte)[:,1]"
]
},
{
"cell_type": "code",
"execution_count": 310,
"metadata": {},
"outputs": [],
"source": [
"imax, imin = y_prob.argmax(), y_prob.argmin()"
]
},
{
"cell_type": "code",
"execution_count": 325,
"metadata": {},
"outputs": [],
"source": [
"ID_max = pop.index[split_idx+imax]\n",
"ts_imax = ts_vitals_by_bmt[ID_max]\n",
"ID_min = pop.index[split_idx+imin]\n",
"ts_imin = ts_vitals_by_bmt[ID_min]"
]
},
{
"cell_type": "code",
"execution_count": 327,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(201708006, 201711007)"
]
},
"execution_count": 327,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ID_max, ID_min"
]
},
{
"cell_type": "code",
"execution_count": 361,
"metadata": {},
"outputs": [
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