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" <td>0.0</td>\n",
" <td>0.250000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>ALL</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 66 columns</p>\n",
"</div>"
],
"text/plain": [
" SBS1 SBS2 SBS3 SBS4 SBS5 SBS6 SBS7a SBS7b SBS7c \\\n",
"mut_tri \n",
"ALL::11 0.066667 0.0 0.0 0.0 0.066667 0.0 0.0 0.0 0.0 \n",
"ALL::2211636 0.000000 0.0 0.0 0.0 0.000000 0.0 0.0 0.0 0.0 \n",
"ALL::2211638 0.000000 0.0 0.0 0.0 0.333333 0.0 0.0 0.0 0.0 \n",
"ALL::2211640 0.000000 0.0 0.0 0.0 0.000000 0.0 0.0 0.0 0.0 \n",
"ALL::2211642 0.000000 0.0 0.0 0.0 0.250000 0.0 0.0 0.0 0.0 \n",
"\n",
" SBS7d ... SBS52 SBS53 SBS54 SBS55 SBS56 SBS57 SBS58 \\\n",
"mut_tri ... \n",
"ALL::11 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"ALL::2211636 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"ALL::2211638 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"ALL::2211640 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"ALL::2211642 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" SBS59 SBS60 tumor_types \n",
"mut_tri \n",
"ALL::11 0.000000 0.0 ALL \n",
"ALL::2211636 0.000000 0.0 ALL \n",
"ALL::2211638 0.666667 0.0 ALL \n",
"ALL::2211640 0.000000 0.0 ALL \n",
"ALL::2211642 0.000000 0.0 ALL \n",
"\n",
"[5 rows x 66 columns]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print(\"Some content from the full act set:\")\n",
"act_mut_all.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1800x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(25, 5))\n",
"sns.set_theme()\n",
"act_mut_all[\"tumor_types\"].value_counts().sort_index().plot(kind=\"bar\")\n",
"#sns.countplot(x=profile_mut_all[\"tumor_types\"], palette=sns.hls_palette(2))\n",
"plt.xticks(rotation=90);\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Multinomial Naive Bayes classifier"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/jr/miniconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1308: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
" _warn_prf(average, modifier, msg_start, len(result))\n",
"/home/jr/miniconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1308: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
" _warn_prf(average, modifier, msg_start, len(result))\n",
"/home/jr/miniconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1308: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
" _warn_prf(average, modifier, msg_start, len(result))\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" 0 0.00 0.00 0.00 73\n",
" 1 1.00 0.02 0.04 102\n",
" 2 0.00 0.00 0.00 37\n",
" 3 0.00 0.00 0.00 93\n",
" 4 0.00 0.00 0.00 27\n",
" 5 0.93 0.19 0.32 68\n",
" 6 0.00 0.00 0.00 13\n",
" 7 0.10 0.94 0.17 347\n",
" 8 0.15 0.27 0.19 319\n",
" 9 0.00 0.00 0.00 34\n",
" 10 0.00 0.00 0.00 56\n",
" 11 0.00 0.00 0.00 218\n",
" 12 0.00 0.00 0.00 5\n",
" 13 0.00 0.00 0.00 108\n",
" 14 0.00 0.00 0.00 93\n",
" 15 0.00 0.00 0.00 127\n",
" 16 0.00 0.00 0.00 63\n",
" 17 0.00 0.00 0.00 37\n",
" 18 0.00 0.00 0.00 167\n",
" 19 0.33 0.00 0.01 236\n",
" 20 0.04 0.00 0.01 297\n",
" 21 0.38 0.59 0.46 328\n",
" 22 0.75 0.01 0.03 236\n",
" 23 0.00 0.00 0.00 14\n",
" 24 0.00 0.00 0.00 22\n",
" 25 0.00 0.00 0.00 15\n",
" 26 0.00 0.00 0.00 83\n",
" 27 0.00 0.00 0.00 24\n",
" 28 0.00 0.00 0.00 110\n",
" 29 0.00 0.00 0.00 239\n",
" 30 0.00 0.00 0.00 1\n",
" 31 0.00 0.00 0.00 2\n",
" 32 0.00 0.00 0.00 36\n",
" 33 0.00 0.00 0.00 2\n",
" 34 0.00 0.00 0.00 209\n",
" 35 0.00 0.00 0.00 9\n",
" 36 0.00 0.00 0.00 61\n",
" 37 0.00 0.00 0.00 40\n",
" 38 0.00 0.00 0.00 28\n",
" 39 0.76 0.68 0.72 241\n",
" 40 0.00 0.00 0.00 11\n",
" 41 0.00 0.00 0.00 11\n",
" 43 0.00 0.00 0.00 4\n",
" 44 0.00 0.00 0.00 130\n",
" 45 0.00 0.00 0.00 47\n",
" 46 0.00 0.00 0.00 114\n",
" 47 0.00 0.00 0.00 20\n",
" 48 0.00 0.00 0.00 97\n",
" 49 0.00 0.00 0.00 16\n",
" 50 0.00 0.00 0.00 96\n",
"\n",
" accuracy 0.17 4766\n",
" macro avg 0.09 0.05 0.04 4766\n",
"weighted avg 0.17 0.17 0.10 4766\n",
"\n",
" All Train Test Pred\n",
"0 308 73.0 73.0 NaN\n",
"1 556 102.0 102.0 2.0\n",
"2 247 37.0 37.0 NaN\n",
"3 487 93.0 93.0 NaN\n",
"4 168 27.0 27.0 NaN\n",
"5 357 68.0 68.0 14.0\n",
"6 67 13.0 13.0 NaN\n",
"7 1858 347.0 347.0 3395.0\n",
"8 1595 319.0 319.0 564.0\n",
"9 128 34.0 34.0 NaN\n",
"10 291 56.0 56.0 NaN\n",
"11 1185 218.0 218.0 19.0\n",
"12 29 5.0 5.0 NaN\n",
"13 512 108.0 108.0 NaN\n",
"14 486 93.0 93.0 2.0\n",
"15 599 127.0 127.0 NaN\n",
"16 275 63.0 63.0 NaN\n",
"17 165 37.0 37.0 NaN\n",
"18 798 167.0 167.0 NaN\n",
"19 1269 236.0 236.0 3.0\n",
"20 1358 297.0 297.0 24.0\n",
"21 1668 328.0 328.0 518.0\n",
"22 1192 236.0 236.0 4.0\n",
"23 65 14.0 14.0 NaN\n",
"24 112 22.0 22.0 NaN\n",
"25 71 15.0 15.0 NaN\n",
"26 379 83.0 83.0 NaN\n",
"27 126 24.0 24.0 NaN\n",
"28 549 110.0 110.0 NaN\n",
"29 1157 239.0 239.0 2.0\n",
"30 9 1.0 1.0 NaN\n",
"31 15 2.0 2.0 NaN\n",
"32 182 36.0 36.0 NaN\n",
"33 15 2.0 2.0 NaN\n",
"34 1091 209.0 209.0 NaN\n",
"35 63 9.0 9.0 NaN\n",
"36 346 61.0 61.0 NaN\n",
"37 203 40.0 40.0 NaN\n",
"38 129 28.0 28.0 NaN\n",
"39 1070 241.0 241.0 218.0\n",
"40 46 11.0 11.0 NaN\n",
"41 34 11.0 11.0 NaN\n",
"42 15 NaN NaN NaN\n",
"43 19 4.0 4.0 NaN\n",
"44 667 130.0 130.0 1.0\n",
"45 191 47.0 47.0 NaN\n",
"46 560 114.0 114.0 NaN\n",
"47 123 20.0 20.0 NaN\n",
"48 389 97.0 97.0 NaN\n",
"49 57 16.0 16.0 NaN\n",
"50 548 96.0 96.0 NaN\n"
]
},
{
"data": {
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"text/plain": [
"<Figure size 1080x576 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
"<Figure size 2160x2160 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.naive_bayes import MultinomialNB\n",
"\n",
"label_encoder = LabelEncoder()\n",
"\n",
"y_prf = profile_mut_all[\"tumor_types\"].values\n",
"y_prfm = label_encoder.fit_transform(y_prf)\n",
"\n",
"integer_mapping = {l: i for i, l in enumerate(label_encoder.classes_)}\n",
"labs = list(integer_mapping.keys())\n",
"\n",
"X_prfm_train, X_prfm_test, y_prfm_train, y_prfm_test = train_test_split(X_prf, y_prfm, test_size = 0.2)\n",
"\n",
"model_nbm = MultinomialNB()\n",
"model_nbm.fit(X_prfm_train, y_prfm_train)\n",
"\n",
"y_prfm_pred = model_nbm.predict(X_prfm_test)\n",
"\n",
"print(classification_report(y_prfm_test, y_prfm_pred))\n",
"\n",
"plot_trn_tst_dist(y_prfm, y_prfm_test, y_prfm_test, y_prfm_pred, in_cols=False)\n",
"plot_confusion_mat(y_prfm_test, y_prfm_pred, labs=labs, size=(30, 30))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That didn't go very well."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### XGBoost"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: xgboost in /home/jr/miniconda3/lib/python3.9/site-packages (1.5.2)\n",
"Requirement already satisfied: numpy in /home/jr/miniconda3/lib/python3.9/site-packages (from xgboost) (1.19.2)\n",
"Requirement already satisfied: scipy in /home/jr/miniconda3/lib/python3.9/site-packages (from xgboost) (1.6.2)\n"
]
}
],
"source": [
"# You need to install imbalanced-learn for the following cells to work.\n",
"# Install a pip package in the current Jupyter kernel\n",
"import sys\n",
"!{sys.executable} -m pip install xgboost"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/jr/miniconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
" warnings.warn(label_encoder_deprecation_msg, UserWarning)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[08:36:12] WARNING: ../src/learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'multi:softprob' was changed from 'merror' to 'mlogloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/jr/miniconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1308: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
" _warn_prf(average, modifier, msg_start, len(result))\n",
"/home/jr/miniconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1308: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n",
" _warn_prf(average, modifier, msg_start, len(result))\n",
"/home/jr/miniconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1308: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
" _warn_prf(average, modifier, msg_start, len(result))\n",
"/home/jr/miniconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1308: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n",
" _warn_prf(average, modifier, msg_start, len(result))\n",
"/home/jr/miniconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1308: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
" _warn_prf(average, modifier, msg_start, len(result))\n",
"/home/jr/miniconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1308: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n",
" _warn_prf(average, modifier, msg_start, len(result))\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" 0 0.21 0.11 0.14 73\n",
" 1 0.37 0.36 0.37 102\n",
" 2 0.17 0.11 0.13 37\n",
" 3 0.25 0.15 0.19 93\n",
" 4 0.33 0.30 0.31 27\n",
" 5 0.47 0.46 0.46 68\n",
" 6 0.43 0.46 0.44 13\n",
" 7 0.39 0.53 0.45 347\n",
" 8 0.42 0.50 0.46 319\n",
" 9 0.05 0.03 0.04 34\n",
" 10 0.38 0.34 0.36 56\n",
" 11 0.48 0.64 0.55 218\n",
" 12 0.00 0.00 0.00 5\n",
" 13 0.35 0.33 0.34 108\n",
" 14 0.51 0.40 0.45 93\n",
" 15 0.34 0.30 0.32 127\n",
" 16 0.13 0.08 0.10 63\n",
" 17 0.32 0.35 0.33 37\n",
" 18 0.27 0.20 0.23 167\n",
" 19 0.48 0.63 0.55 236\n",
" 20 0.70 0.70 0.70 297\n",
" 21 0.67 0.72 0.70 328\n",
" 22 0.51 0.57 0.54 236\n",
" 23 0.08 0.07 0.08 14\n",
" 24 0.17 0.05 0.07 22\n",
" 25 0.87 0.87 0.87 15\n",
" 26 0.37 0.40 0.38 83\n",
" 27 0.70 0.58 0.64 24\n",
" 28 0.39 0.35 0.37 110\n",
" 29 0.48 0.44 0.46 239\n",
" 30 0.00 0.00 0.00 1\n",
" 31 0.00 0.00 0.00 2\n",
" 32 0.18 0.17 0.17 36\n",
" 33 0.00 0.00 0.00 2\n",
" 34 0.43 0.46 0.45 209\n",
" 35 0.00 0.00 0.00 9\n",
" 36 0.19 0.10 0.13 61\n",
" 37 0.00 0.00 0.00 40\n",
" 38 0.69 0.64 0.67 28\n",
" 39 0.88 0.84 0.86 241\n",
" 40 0.83 0.45 0.59 11\n",
" 41 0.50 0.09 0.15 11\n",
" 42 0.00 0.00 0.00 0\n",
" 43 0.33 0.25 0.29 4\n",
" 44 0.36 0.32 0.33 130\n",
" 45 0.26 0.19 0.22 47\n",
" 46 0.55 0.52 0.53 114\n",
" 47 0.09 0.05 0.06 20\n",
" 48 0.62 0.43 0.51 97\n",
" 49 0.00 0.00 0.00 16\n",
" 50 0.44 0.54 0.49 96\n",
"\n",
" accuracy 0.47 4766\n",
" macro avg 0.35 0.32 0.32 4766\n",
"weighted avg 0.46 0.47 0.46 4766\n",
"\n",
" All Train Test Pred\n",
"0 308 73.0 73.0 39.0\n",
"1 556 102.0 102.0 99.0\n",
"2 247 37.0 37.0 24.0\n",
"3 487 93.0 93.0 57.0\n",
"4 168 27.0 27.0 24.0\n",
"5 357 68.0 68.0 66.0\n",
"6 67 13.0 13.0 14.0\n",
"7 1858 347.0 347.0 472.0\n",
"8 1595 319.0 319.0 384.0\n",
"9 128 34.0 34.0 19.0\n",
"10 291 56.0 56.0 50.0\n",
"11 1185 218.0 218.0 287.0\n",
"12 29 5.0 5.0 NaN\n",
"13 512 108.0 108.0 102.0\n",
"14 486 93.0 93.0 73.0\n",
"15 599 127.0 127.0 112.0\n",
"16 275 63.0 63.0 39.0\n",
"17 165 37.0 37.0 41.0\n",
"18 798 167.0 167.0 125.0\n",
"19 1269 236.0 236.0 307.0\n",
"20 1358 297.0 297.0 300.0\n",
"21 1668 328.0 328.0 351.0\n",
"22 1192 236.0 236.0 261.0\n",
"23 65 14.0 14.0 12.0\n",
"24 112 22.0 22.0 6.0\n",
"25 71 15.0 15.0 15.0\n",
"26 379 83.0 83.0 89.0\n",
"27 126 24.0 24.0 20.0\n",
"28 549 110.0 110.0 98.0\n",
"29 1157 239.0 239.0 221.0\n",
"30 9 1.0 1.0 2.0\n",
"31 15 2.0 2.0 1.0\n",
"32 182 36.0 36.0 33.0\n",
"33 15 2.0 2.0 NaN\n",
"34 1091 209.0 209.0 226.0\n",
"35 63 9.0 9.0 3.0\n",
"36 346 61.0 61.0 31.0\n",
"37 203 40.0 40.0 33.0\n",
"38 129 28.0 28.0 26.0\n",
"39 1070 241.0 241.0 232.0\n",
"40 46 11.0 11.0 6.0\n",
"41 34 11.0 11.0 2.0\n",
"42 15 NaN NaN 2.0\n",
"43 19 4.0 4.0 3.0\n",
"44 667 130.0 130.0 115.0\n",
"45 191 47.0 47.0 35.0\n",
"46 560 114.0 114.0 108.0\n",
"47 123 20.0 20.0 11.0\n",
"48 389 97.0 97.0 68.0\n",
"49 57 16.0 16.0 4.0\n",
"50 548 96.0 96.0 118.0\n"
]
},
{
"data": {
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"text/plain": [
"<Figure size 1080x576 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 2160x2160 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from xgboost import XGBClassifier\n",
"\n",
"model_mxgb = XGBClassifier(n_estimators=200, max_depth=32, use_label_encoder=False)\n",
"model_mxgb.fit(X_prfm_train, y_prfm_train)\n",
"y_prfm_pred = model_mxgb.predict(X_prfm_test)\n",
"\n",
"#model_nbm.fit(X_prfm_train, y_prfm_train)\n",
"#y_prfm_pred = model_nbm.predict(X_prfm_test)\n",
"\n",
"print(classification_report(y_prfm_test, y_prfm_pred))\n",
"\n",
"plot_trn_tst_dist(y_prfm, y_prfm_test, y_prfm_test, y_prfm_pred, in_cols=False)\n",
"plot_confusion_mat(y_prfm_test, y_prfm_pred, labs=labs, size=(30, 30))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That went better."
]
}
],
"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": "3.9.5"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}