Dataming testing Essay Example | Topics and Well Written Essays - 4000 words

Dataming testing - Essay Example Additionally, the preponderance of individuals with type 1 diabetes greatly outweighs those with type 2. Fig. 7.1 Gender Figure 7.2 is the histogram that examines patients with both hypertension and diabetes. Of the total sample population the chart indicates that 176 patients had hypertension and a form of diabetes. Conversely, there were 185 patients who had diabetes with no sign of hypertension. Ultimately, close to half of the patients sampled had both diabetes and hypertension. Fig. 7.2 Patients with Hypertension Figure 7.3 is the Fasting Blood Sugar test (FBS). The majority of the patients tested fell between the 100-280 mg/dl range. Still, a number of patients had fell above the 300 mg/dl range, so this is not uncommon. Fig. 7.3 Fasting Blood Sugar Test for the Patient Figure 7.4 depicts the results for the Blood Sugar tests (HbA1c) that were administered. Of the approximately 140 patients that were administered this test, the average HbA1c score for individuals having diabete s was 5-9%. Additionally, the chart indicates that for patients with type 1 diabetes there was a significantly higher propensity of HbA1c, with an average rate of 10-13%. Fig. 7.4 Average Blood Sugar Test for the Patient The chart depicted in Figure 7.5 demonstrates the tests with patients taking metformin. As demonstrated, the test consists of 188 patients who took this medicine and 167 patients who did not take it. The results demonstrate that of the patients that took metformin most are diabetic type 2 patients. Only a small number of diabetic type 1 patients take metformin. Fig. 7.5 Patients Taking Metformin Medication Figure 7.6 considers the patients with diabetes in relation to their age. A notable division occurs here. Namely, patients between 30-70 years old have the highest rate of type 2 diabetes. This shifts with individuals age 5-18, as type 1 diabetes dominates this age bracket. Fig. 7.6 Age of the Patients Figure 7.7 is a diagram depiction of patients with hyperlipide mia. The results indicate that 183 patients have hyperlipidemia, the majority of them also having type 2 diabetes. For type 1 diabetes patients, the majority do not have hyperlipidemia. Fig. 7.7 Patients With Hyperlipidemia Figure 7.8 examines the relation between the patients’ with diabetes and their weight. The chart seems to demonstrate a correlation between the two inputs, as patients between the 70-112 kg range experience the highest levels of type 2 diabetes. Fig. 7.8 Weight of the Patients in Kg Figure 7.9 considers patients with diabetes who also are taking insulin medication. Of the 100 patients taking insulin medication the majority of individuals with type 1 diabetes take it. Conversely, most individuals with type 2 diabetes do not take it. Fig. 7.9 Patients Taking Insulin Medication Figure 7.10 considers patients with an abnormal heart condition because of vascular problems unrelated to diabetes. The diagram demonstrates that most of the patients with diabetes hav e a normal heart condition, but there is a small number of patients suffering from heart disease. Fig. 7.10 Patient Heart Condition Figure 7.11 examines the patients who took glidazide as medication. 92 patients out of the 257 took glidazide. All of these patients had type 2 diabetes. Fig. 7.11 Patients Taking Glidazide After the above histograms were established and analyzed, a comparative analysis implementing