Update README.md

README.md

@@ -23,54 +23,54 @@ The dataset has not been provided since the authors do not have permission for i
 
 ### List of Selected Features
 #### Individual Factors
-* Age -> Age at which the patient started the first treatment.
-* Sex -> Male or Female.
-* Num_Children.
-* Smoking ->  Whether patient is a tobacco smoker (with abuse or dependence) at the time of starting treatment.
-* Bio_Vulner ->  If the patient presents biological vulnerability, identified by the presence of 2 or more diagnoses of addictive disorders (substance use or behavioral).
-* X_DXCIE ->  Evaluates the presence of diagnoses (abuse or dependence) of addictive disorders, assessed according to the ICD (International Classification of Diseases).
-    * Opiods_DXCIE.
-    * Cannabis_DXCIE.
-    * BZD_DXCIE.
-    * Cocaine_DXCIE.
-    * Hallucin_DXCIE.
-    * Tobacco_DXCIE.
-* Frequency ->  Frequency with which patients have used their primary drug during the 30 days prior to starting treatment. One-hot encoded into:
-    * Freq_1dpw.
-    * Freq_2-3dpw.
-    * Freq_4-6dpw.
-    * Freq_l1dpw.
-    * Freq_None.
-    * Freq_Everyday.
-* Years_Drug_Use -> Number of years the patient has been using their primary drug.
-* Other_Psychiatric_DX -> Patients who are diagnosed with other psychiatric disorders.
-* Previous_Treatments -> Whether patients have undergone treatments prior to the one currently being analyzed.
-* Treatment_Adherence -> Ratio of the number of attended appointments to the number of scheduled appointments associated with the patient's treatment.
-
+* **Age** -> Age at which the patient started the first treatment.
+* **Sex** -> Male or Female.
+* **Num_Children**.
+* **Smoking** ->  Whether patient is a tobacco smoker (with abuse or dependence) at the time of starting treatment.
+* **Bio_Vulner** ->  If the patient presents biological vulnerability, identified by the presence of 2 or more diagnoses of addictive disorders (substance use or behavioral).
+* **X_DXCIE** ->  Evaluates the presence of diagnoses (abuse or dependence) of addictive disorders, assessed according to the ICD (International Classification of Diseases).
+    * **Opiods_DXCIE**.
+    * **Cannabis_DXCIE**.
+    * **BZD_DXCIE**.
+    * **Cocaine_DXCIE**.
+    * **Hallucin_DXCIE**.
+    * **Tobacco_DXCIE**.
+* **Frequency** ->  Frequency with which patients have used their primary drug during the 30 days prior to starting treatment. One-hot encoded into:
+    * **Freq_1dpw**.
+    * **Freq_2-3dpw**.
+    * **Freq_4-6dpw**.
+    * **Freq_l1dpw**.
+    * **Freq_None**.
+    * **Freq_Everyday**.
+* **Years_Drug_Use** -> Number of years the patient has been using their primary drug.
+* **Other_Psychiatric_DX** -> Patients who are diagnosed with other psychiatric disorders.
+* **Previous_Treatments** -> Whether patients have undergone treatments prior to the one currently being analyzed.
+* **Treatment_Adherence** -> Ratio of the number of attended appointments to the number of scheduled appointments associated with the patient's treatment.
 
 #### Social Factors
-* Education -> Maximum education level achieved by the patient. One-hot encoded into:
-    * Ed_Not_Complete_Primary
-    * Ed_Primary
-    * Ed_Secondary
-    * Ed_Secondary_Technical
-    * Ed_Tertiary
-* Social_Protection -> Whether patients need or currently have social benefits.
-* Job Stability -> Employment status. One-hot encoded into:
-    * JobIn_Unstable
-    * JobIn_Stable
-    * JobIn_Unemployed
-* Housing -> Housing situation. One-hot encoded into:
-    * Hous_Institutional
-    * Hous_Stable
-    * Hous_Unstable
-* Early_Alterations -> Whether patients have used drugs before the age of 11.
-* Social Inclusion -> Living Situation. One-hot encoded into:
-    * SocInc_Family_Friends
-    * SocInc_Alone
-    * SocInc_Instit
-* Risk_Stigma -> Whether patients have potentially suffered social discrimination based on their status of having AIDS, hepatitis C, being injection drug users, or being women.
-* Structural_Conflict -> Household income in the area where the outpatient treatment center is located.
+* **Education** -> Maximum education level achieved by the patient. One-hot encoded into:
+    * **Ed_Not_Complete_Primary**
+    * **Ed_Primary**
+    * **Ed_Secondary**
+    * **Ed_Secondary_Technical**
+    * **Ed_Tertiary**
+* **Social_Protection** -> Whether patients need or currently have social benefits.
+* **Job Stability** -> Employment status. One-hot encoded into:
+    * **JobIn_Unstable**
+    * **JobIn_Stable**
+    * **JobIn_Unemployed**
+* **Housing** -> Housing situation. One-hot encoded into:
+    * **Hous_Institutional**
+    * **Hous_Stable**
+    * **Hous_Unstable**
+* **Early_Alterations** -> Whether patients have used drugs before the age of 11.
+* **Social Inclusion** -> Living Situation. One-hot encoded into:
+    * **SocInc_Family_Friends**
+    * **SocInc_Alone**
+    * **SocInc_Instit**
+* **Risk_Stigma** -> Whether patients have potentially suffered social discrimination based on their status of having AIDS, hepatitis C, being injection drug users, or being women.
+* **Structural_Conflict** -> Household income in the area where the outpatient treatment center is located.
+
 
 ## Dealing with Class Imbalance