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"source": [
"times = onset.unique()\n",
"times = times[times <= 105]\n",
"times = sorted(times)\n",
"\n",
"for group in [0,1]:\n",
" m = (y_group == group)\n",
" o_m = onset[m]\n",
" surv_probs, stderrs = calculate_survival_curve_se(o_m, times)\n",
" CI = [\n",
" np.clip(surv_probs - 1.96 * stderrs, 0, 1), \n",
" np.clip(surv_probs + 1.96 * stderrs, 0, 1),\n",
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" plt.plot([0] + times, surv_probs)\n",
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"\n",
"plt.xlim(0,100)\n",
"plt.legend(labels=['low risk', 'high risk'])\n",
"plt.xlabel('Days post-transplant')\n",
"plt.ylabel('Grade II-IV aGVHD-free probability')\n",
"plt.savefig('fig/kaplan_meier.svg')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Clustering results\n",
"\n",
"`'Temp-slope', 'Temp-abs(A1)', 'Temp-angle(A1)', 'SBP-abs(A1)'`"
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {},
"outputs": [],
"source": [
"from sklearn import preprocessing\n",
"from sklearn.cluster import KMeans, SpectralClustering\n",
"from sklearn.decomposition import PCA"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [],
"source": [
"extracted_features = pd.read_csv('data/ts_features.csv', index_col='id')"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" }\n",
"\n",
" .dataframe thead th {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>DiaBP_dt=1_max__fft_coefficient__coeff_1__attr_\"abs\"</th>\n",
" <th>DiaBP_dt=1_max__fft_coefficient__coeff_1__attr_\"angle\"</th>\n",
" <th>DiaBP_dt=1_max__linear_trend__attr_\"slope\"</th>\n",
" <th>DiaBP_dt=1_max__mean</th>\n",
" <th>DiaBP_dt=1_max__sample_entropy</th>\n",
" <th>DiaBP_dt=1_mean__fft_coefficient__coeff_1__attr_\"abs\"</th>\n",
" <th>DiaBP_dt=1_mean__fft_coefficient__coeff_1__attr_\"angle\"</th>\n",
" <th>DiaBP_dt=1_mean__linear_trend__attr_\"slope\"</th>\n",
" <th>DiaBP_dt=1_mean__mean</th>\n",
" <th>DiaBP_dt=1_mean__sample_entropy</th>\n",
" <th>...</th>\n",
" <th>Temp_dt=1_min__fft_coefficient__coeff_1__attr_\"abs\"</th>\n",
" <th>Temp_dt=1_min__fft_coefficient__coeff_1__attr_\"angle\"</th>\n",
" <th>Temp_dt=1_min__linear_trend__attr_\"slope\"</th>\n",
" <th>Temp_dt=1_min__mean</th>\n",
" <th>Temp_dt=1_min__sample_entropy</th>\n",
" <th>Temp_dt=1_std__fft_coefficient__coeff_1__attr_\"abs\"</th>\n",
" <th>Temp_dt=1_std__fft_coefficient__coeff_1__attr_\"angle\"</th>\n",
" <th>Temp_dt=1_std__linear_trend__attr_\"slope\"</th>\n",
" <th>Temp_dt=1_std__mean</th>\n",
" <th>Temp_dt=1_std__sample_entropy</th>\n",
" </tr>\n",
" <tr>\n",
" <th>id</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>201406001</td>\n",
" <td>13.711126</td>\n",
" <td>-39.840250</td>\n",
" <td>-1.151515</td>\n",
" <td>80.8</td>\n",
" <td>1.504077</td>\n",
" <td>12.511950</td>\n",
" <td>-60.302991</td>\n",
" <td>-0.771727</td>\n",
" <td>70.326825</td>\n",
" <td>2.420368</td>\n",
" <td>...</td>\n",
" <td>0.567878</td>\n",
" <td>73.555730</td>\n",
" <td>0.021481</td>\n",
" <td>36.518889</td>\n",
" <td>1.860752</td>\n",
" <td>0.263259</td>\n",
" <td>69.530757</td>\n",
" <td>0.018092</td>\n",
" <td>0.220617</td>\n",
" <td>2.420368</td>\n",
" </tr>\n",
" <tr>\n",
" <td>201406002</td>\n",
" <td>3.452240</td>\n",
" <td>42.925589</td>\n",
" <td>-0.066667</td>\n",
" <td>77.5</td>\n",
" <td>2.420368</td>\n",
" <td>17.946614</td>\n",
" <td>-14.951144</td>\n",
" <td>-0.530707</td>\n",
" <td>69.379524</td>\n",
" <td>2.014903</td>\n",
" <td>...</td>\n",
" <td>0.164019</td>\n",
" <td>-59.464582</td>\n",
" <td>0.009091</td>\n",
" <td>36.316667</td>\n",
" <td>2.420368</td>\n",
" <td>0.265981</td>\n",
" <td>100.908363</td>\n",
" <td>0.004882</td>\n",
" <td>0.268865</td>\n",
" <td>2.708050</td>\n",
" </tr>\n",
" <tr>\n",
" <td>201406003</td>\n",
" <td>14.437545</td>\n",
" <td>161.710499</td>\n",
" <td>-0.151515</td>\n",
" <td>86.9</td>\n",
" <td>2.708050</td>\n",
" <td>18.338949</td>\n",
" <td>-169.211341</td>\n",
" <td>0.150459</td>\n",
" <td>76.578379</td>\n",
" <td>1.860752</td>\n",
" <td>...</td>\n",
" <td>0.501112</td>\n",
" <td>-73.426276</td>\n",
" <td>-0.042088</td>\n",
" <td>36.172222</td>\n",
" <td>2.420368</td>\n",
" <td>0.431178</td>\n",
" <td>-149.344978</td>\n",
" <td>-0.000899</td>\n",
" <td>0.284152</td>\n",
" <td>2.197225</td>\n",
" </tr>\n",
" <tr>\n",
" <td>201406004</td>\n",
" <td>39.672864</td>\n",
" <td>-56.532935</td>\n",
" <td>-0.939394</td>\n",
" <td>78.7</td>\n",
" <td>2.014903</td>\n",
" <td>21.591328</td>\n",
" <td>-62.275730</td>\n",
" <td>-0.655020</td>\n",
" <td>67.781822</td>\n",
" <td>1.504077</td>\n",
" <td>...</td>\n",
" <td>1.444653</td>\n",
" <td>145.906924</td>\n",
" <td>0.045118</td>\n",
" <td>35.911111</td>\n",
" <td>2.197225</td>\n",
" <td>0.420941</td>\n",
" <td>-3.505990</td>\n",
" <td>-0.006831</td>\n",
" <td>0.225669</td>\n",
" <td>1.727221</td>\n",
" </tr>\n",
" <tr>\n",
" <td>201406005</td>\n",
" <td>46.236218</td>\n",
" <td>-83.519009</td>\n",
" <td>-2.454545</td>\n",
" <td>77.7</td>\n",
" <td>2.014903</td>\n",
" <td>45.041080</td>\n",
" <td>-100.861026</td>\n",
" <td>-1.821655</td>\n",
" <td>69.535720</td>\n",
" <td>2.708050</td>\n",
" <td>...</td>\n",
" <td>2.181057</td>\n",
" <td>78.501122</td>\n",
" <td>0.113805</td>\n",
" <td>36.288889</td>\n",
" <td>2.420368</td>\n",
" <td>0.512131</td>\n",
" <td>118.454862</td>\n",
" <td>0.030110</td>\n",
" <td>0.271239</td>\n",
" <td>2.014903</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 120 columns</p>\n",
"</div>"
],
"text/plain": [
" DiaBP_dt=1_max__fft_coefficient__coeff_1__attr_\"abs\" \\\n",
"id \n",
"201406001 13.711126 \n",
"201406002 3.452240 \n",
"201406003 14.437545 \n",
"201406004 39.672864 \n",
"201406005 46.236218 \n",
"\n",
" DiaBP_dt=1_max__fft_coefficient__coeff_1__attr_\"angle\" \\\n",
"id \n",
"201406001 -39.840250 \n",
"201406002 42.925589 \n",
"201406003 161.710499 \n",
"201406004 -56.532935 \n",
"201406005 -83.519009 \n",
"\n",
" DiaBP_dt=1_max__linear_trend__attr_\"slope\" DiaBP_dt=1_max__mean \\\n",
"id \n",
"201406001 -1.151515 80.8 \n",
"201406002 -0.066667 77.5 \n",
"201406003 -0.151515 86.9 \n",
"201406004 -0.939394 78.7 \n",
"201406005 -2.454545 77.7 \n",
"\n",
" DiaBP_dt=1_max__sample_entropy \\\n",
"id \n",
"201406001 1.504077 \n",
"201406002 2.420368 \n",
"201406003 2.708050 \n",
"201406004 2.014903 \n",
"201406005 2.014903 \n",
"\n",
" DiaBP_dt=1_mean__fft_coefficient__coeff_1__attr_\"abs\" \\\n",
"id \n",
"201406001 12.511950 \n",
"201406002 17.946614 \n",
"201406003 18.338949 \n",
"201406004 21.591328 \n",
"201406005 45.041080 \n",
"\n",
" DiaBP_dt=1_mean__fft_coefficient__coeff_1__attr_\"angle\" \\\n",
"id \n",
"201406001 -60.302991 \n",
"201406002 -14.951144 \n",
"201406003 -169.211341 \n",
"201406004 -62.275730 \n",
"201406005 -100.861026 \n",
"\n",
" DiaBP_dt=1_mean__linear_trend__attr_\"slope\" DiaBP_dt=1_mean__mean \\\n",
"id \n",
"201406001 -0.771727 70.326825 \n",
"201406002 -0.530707 69.379524 \n",
"201406003 0.150459 76.578379 \n",
"201406004 -0.655020 67.781822 \n",
"201406005 -1.821655 69.535720 \n",
"\n",
" DiaBP_dt=1_mean__sample_entropy ... \\\n",
"id ... \n",
"201406001 2.420368 ... \n",
"201406002 2.014903 ... \n",
"201406003 1.860752 ... \n",
"201406004 1.504077 ... \n",
"201406005 2.708050 ... \n",
"\n",
" Temp_dt=1_min__fft_coefficient__coeff_1__attr_\"abs\" \\\n",
"id \n",
"201406001 0.567878 \n",
"201406002 0.164019 \n",
"201406003 0.501112 \n",
"201406004 1.444653 \n",
"201406005 2.181057 \n",
"\n",
" Temp_dt=1_min__fft_coefficient__coeff_1__attr_\"angle\" \\\n",
"id \n",
"201406001 73.555730 \n",
"201406002 -59.464582 \n",
"201406003 -73.426276 \n",
"201406004 145.906924 \n",
"201406005 78.501122 \n",
"\n",
" Temp_dt=1_min__linear_trend__attr_\"slope\" Temp_dt=1_min__mean \\\n",
"id \n",
"201406001 0.021481 36.518889 \n",
"201406002 0.009091 36.316667 \n",
"201406003 -0.042088 36.172222 \n",
"201406004 0.045118 35.911111 \n",
"201406005 0.113805 36.288889 \n",
"\n",
" Temp_dt=1_min__sample_entropy \\\n",
"id \n",
"201406001 1.860752 \n",
"201406002 2.420368 \n",
"201406003 2.420368 \n",
"201406004 2.197225 \n",
"201406005 2.420368 \n",
"\n",
" Temp_dt=1_std__fft_coefficient__coeff_1__attr_\"abs\" \\\n",
"id \n",
"201406001 0.263259 \n",
"201406002 0.265981 \n",
"201406003 0.431178 \n",
"201406004 0.420941 \n",
"201406005 0.512131 \n",
"\n",
" Temp_dt=1_std__fft_coefficient__coeff_1__attr_\"angle\" \\\n",