# Ensemble Machine Learning Model to Predict the Waterborne Syndrome
## 4 Data Extraction
### Patients Side-Effects  
The acute symptoms of diarrhea disease in patients of various ages are depicted in Table 10. The most common form of symptoms that first-time infected patients complained of was abdominal pain (37.08%), while the least was dry mouth (0.5%). The other common forms constituted vomiting (5.4%), weakness (2.10%), and nausea (3.5%). Among the patients who complained of multiple symptoms, along with abdominal pains, vomiting (11.24%) was the highest, while the least being headache (0.52%). Teenage girls between 15-20 years were found to suffer from multiple symptoms with acute watery diarrhea, vomiting, and weakness.  
If we look at the outliers, we can see that patients of diverse ages report the 3 rd symptoms, as seen in Table 11. As can be observed, the majority of patients who had the third symptoms reported abdominal discomfort, weakness, and vomiting, particularly those who were experiencing it for the third time.  
\begin{table}
\begin{tabular}{l l l l l l l l l l l l l l l l} \hline \hline \multicolumn{1}{l}{\(\downarrow\)**Diarrhea**} & \multicolumn{6}{c}{**Antibiotics**} & \multicolumn{6}{c}{**Antiemetics**} \\ \hline
**Drugs \(\rightarrow\)** & **Ages** & **ORS** & **AZI** & **MET** & **CIP** & **CEF** & **OND** & **DOM** & **TMS** & **LOP** & **PAR** & **OME** & **PAN** & **RAN** & **VIT** & **MIN** \\ \hline \multirow{4}{*}{1 st time} & Count & 242 & 218 & 156 & 102 & 48 & 112 & 20 & 63 & 112 & 39 & 57 & 38 & 200 & 38 & 1 \\ \cline{2-19}  & Mean & 31.9 & 33.5 & 31.3 & 26.9 & 28.1 & 30.9 & 27.1 & 30.1 & 31.7 & 32.1 & 30.7 & 32.8 & 31.6 & 32.7 & 49 \\ \cline{2-19}  & Min & 1.0 & 1.0 & 1.0 & 3.0 & 2.5 & 2.0 & 3 & 8.0 & 3.0 & 2.5 & 8 & 2.5 & 2 & 1 & 49 \\ \cline{2-19}  & Max & 68 & 68 & 68 & 58 & 56 & 67 & 56 & 68.0 & 68 & 65 & 65 & 55 & 68 & 68 & 49 \\ \cline{2-19}  & Var & 174.4 & 182.6 & 175.5 & 136.9 & 149.3 & 123.2 & 198 & 138.8 & 177.3 & 234.1 & 163.6 & 193.1 & 169.1 & 191.9 & 0 \\ \hline \multirow{4}{*}{2 nd time} & Count & 84 & 82 & 67 & 36 & 19 & 37 & 6 & 23.0 & 51 & 22 & 17 & 10 & 72 & 10 & 2 \\ \cline{2-19}  & Mean & 34.5 & 36.6 & 34.7 & 32.6 & 34 & 36.6 & 41.8 & 29.6 & 35.0 & 34.1 & 32.8 & 38.1 & 37 & 39.3 & 56.5 \\ \cline{2-19}  & Min & 1.0 & 1.0 & 1.0 & 1.0 & 0.5 & 1.0 & 2 & 1.0 & 1.0 & 1 & 1.5 & 21 & 0.5 & 18 & 56 \\ \cline{2-19}  & Max & 70.0 & 7.0 & 70.0 & 62.0 & 55.0 & 62 & 70 & 57 & 70 & 68 & 53 & 61 & 70 & 62 & 57 \\ \cline{2-19}  & Var & 138.1 & 156.9 & 188.8 & 223.7 & 178.3 & 200.1 & 506.8 & 125.5 & 203.8 & 189.8 & 169 & 182.5 & 213.8 & 210.6 & 0.2 \\ \hline \multirow{4}{*}{3 rd time} & Count & 32 & 36 & 20.0 & 6.0 & 5 & 16 & 4 & 8.0 & 23 & 10 & 8 & 6 & 32 & 8 & 4 \\ \cline{2-19}  & Mean & 39.7 & 40 & 37.1 & 33.3 & 36.2 & 35.3 & 58.2 & 40.2 & 37.2 & 38.9 & 39.4 & 47.3 & 40.8 & 41.1 & 38 \\ \cline{2-19}  & Min & 16 & 18 & 16.0 & 16.0 & 16 & 16 & 49 & 20.0 & 16 & 26 & 33 & 32 & 16 & 32 & 32 \\ \cline{2-19}  & Max & 64 & 64 & 59.0 & 64.0 & 67 & 64 & 67 & 68 & 59 & 64 & 46 & 67 & 75 & 62 & 45 \\ \cline{2-19}  & Var & 137.7 & 109.8 & 88.3 & 258.2 & 298.6 & 170 & 40.7 & 217.6 & 98.1 & 91.3 & 17.7 & 205.9 & 174.4 & 81.1 & 31.5 \\ \hline \multirow{4}{*}{\(>\)3 times} & Count & 52 & 52 & 39 & 16.0 & 3 & 31 & 6 & 17 & 30 & 14 & 14 & 7 & 39 & 14 & - \\ \cline{2-19}  & Mean & 49.2 & 50.5 & 50.3 & 49.5 & 48.7 & 54.3 & 56.8 & 47.2 & 51.6 & 49.9 & 49.4 & 54.7 & 51.8 & 54.5 & - \\ \cline{2-19}