Alcohol Consumption Relation to Panic Attack and Agrophobia

Is alcohol consumption increases  panic disorders?



I would like to observe whether they are related to alcohol consumption. People generally drinks alcohol for enjoyment, being socialized or even relieving their daily stress. It sounds like alcohol has temporarily positive effect on one's mood, but I am curious how it is affected in the long term in terms of panic disorder. 




NESARC CODE BOOK

IDNUM UNIQUE ID NUMBER WITH NO ALPHABETICS
 ------------------------------------
 43093 1-43093. Unique Identification number

 CONSUMER DRINKING STATUS
 1. Current drinker
 2. Ex-drinker
 3. Lifetime Abstainer

PANIC ATTACK DATA 
They have all 1. Yes and 2. No and 9. Unknown replies.

  • S6Q2 WAS SURPRISED BY PANIC ATTACK THAT HAPPENED OUT OF THE BLUE, FOR NO REAL REASON OR IN A SITUATION WHERE DIDN'T EXPECT TO BE FRIGHTENED/NERVOUS
  • S6Q3 THOUGHT WAS HAVING HEART ATTACK, BUT DOCTOR SAID JUST NERVES OR PANIC ATTACK 
  • S6Q61: HAD TROUBLE CATCHING BREATH, FELT SHORT OF BREATH, FELT LIKE SMOTHERING
  • S6Q62: FELT HEART RACING, POUNDING, OR SKIPPING
  • S6Q63: TREMBLED OR SHOOK
  • S6Q64 PERSPIRED OR SWEATED
  • S6Q65 FELT AS IF CHOKING
  • S6Q66 FELT DIZZY, LIGHTHEADED, AS IF MIGHT FAINT
  • S6Q67: FELT THINGS AROUND SEEMED UNREAL/FELT DETACHED FROM THINGS AROUND 
 
AGROPHOBIA DATA

  • S6Q10 MADE CHANGES IN EVERYDAY LIFE/USUAL ACTIVITIES/FUTURE PLANS AFTER EPISODES
  • S6Q111 WAS UNCOMFORTABLE OR UPSET BY EPISODES
  • S6Q112 HAD SERIOUS PROBLEMS GETTING ALONG WITH OTHER PEOPLE
  • S6Q113 HAD SERIOUS PROBLEMS WITH THINGS SUPPOSED TO DO--WORK, SCHOOLWORK, CARING FOR HOME/FAMILY 
  • S6Q114 RESTRICTED USUAL ACTIVITIES IN ANY WAY BECAUSE OF EPISODES 
  • S6Q115 WAS UNABLE TO DO SOMETHING BECAUSE OF EPISODES  


Preparing Data

New Variable Names

CurrentDrinker : The people are currently consume alcohol.
PossiblyPanicAttack: The people who has panic attack symptoms.
PossiblyAgrophobia: The people who has agrophobia symptoms.

New Datasets


df_PanicAttack : The people who are currently consumes alhocol and have panic attack symtoms.
df_PanicAgrophobia : The people who are currently consumes alhocol and have agrophobia symtoms.

Diagrams


This is a left-skewed diagram. The people who are between 35 - 40 has the highes panic attack experience. People have more panic attack problems than agrophobia, it is almost ten times more than agrophobia.



This is also a left-skewed diagram. Between 35 - 40 has the highes panic attack experience. 



This diagram shows that older ages (pink color) has less panic attack and agrophobia where as in middle ages (green ones) indicates that they have more of these problems.

Comments

Post a Comment

Popular posts from this blog

Logistic Regresion in Nicotine Dependence and Alcohol Dependence

Image
 Logistic Regresion in Nicotine Dependence and Alcohol Dependence Introduction In nesarc data, logisstic regression is analysed with Nicotine Dependence and Alcohol Conumption. People generally tend to smoke cigarettes while consuming alcohol so there might be a relation between the two features. Getting and Preparing Data Both current alcohol consumers (1) and ex-alcohol consumers (2) are filtered. Data Analysis The p-value of CONUMER is less than 0.05, so it is significantly associated with Nicotine Dependence. When the odd ratio is checked, %60 of alcohol consumers are more likely to have nicotine dependency.. Another explanatory variables "Major depression" has been added to mode. It has also low p-value, and it looks like "Major depression" has more association with Nicotine Dependence. Because the odd raition shows that the people have depression has 3.87 times nicotine dependency. Codes "" import numpy import pandas import statsmodels.api as sm ...
Read more

Lasso Regression in Income per Person

Image
  andom Forest in Income per Person Introduction In gap minder data, Income per person is analyzed with the relation of oil consumption, Co2 emission, internet user rate an so on. Because these features are related social welfare, there might be some correlation with income per person. Getting and Preparing Data incomeperperson : Gross Domestic Product per capita oilperperson: O il Consumption per capita co2emissions:  CO2 consumtion internetuserate :  Internet users (per 100 people) lifeexpectancy :  life expectancy at birth (years) polityscore :  subtracting an autocracy score from a democracy score. relectricperperson:  residential electricity consumption per person urbanrate :  urban population employrate :  Percentage of total population, age above 15, that has been employed   The target data is converted to 12 category and change its data type to string for tree classification.  Data Modelling Target data is income per pers...
Read more

CO2 Emissions Corelations

Image
 CO2 Emissions Corelations Introduction I am trying to find out correlation between cumulative CO2 emission (metric tons) and oil Consumption per capita and also cumulative CO2 emission (metric tons) and residential electricity consumption, per person (kWh). Getting Data I have used Gapminder dataset to get the data. Correlations Diagrams Correlation Result In Pearson calculation, there is a slight association between cumulative CO2 emission (metric tons) and residential electricity consumption. That is 0,138. But there is no association  Oil Person which the result is close to 0 which is 0,04.
Read more