"In this project we decided to analyze anxiety in Gamers. We picked the dataset from kaggle because it intersected our personal interests. The data can be found [here](https://www.kaggle.com/datasets/divyansh22/online-gaming-anxiety-data)\n",
"In this project we decided to analyze anxiety in Gamers. We picked the dataset from kaggle because it intersected our personal interests. The data and survey can be found [here](https://www.kaggle.com/datasets/divyansh22/online-gaming-anxiety-data)\n",
"\n",
"The data was acquired by a survey published and shared online. This way everyone could participate. For us that also means analyzing and di\n",
"The data was acquired by a survey published and shared online. This way everyone could participate. For us that also means taking into account that the distribution and answers can be scewed. \n",
"\n",
"## Motivation - Why "
"## Motivation - "
]
},
{
"cell_type": "code",
"execution_count": 17,
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<src.Dataset.Dataset object at 0x000001906063BDC0>\n"
"Because the data was accumulated in a semi-professional way for a pre-study we had to clean it up and make some changes. \n",
"\n",
"Some columns could be answered with an open text field. Naturally the answeres in those columns are very diversified and hard to analyze. \n",
"+ Example\n",
"+ Example\n",
"+ Example\n",
"\n",
"#### Affected Columns\n",
"+ Whyplay\n",
"+ Earnings \n",
"+ League\n",
"\n",
"In the following we will explain if and how we used these columns. \n",
"\n",
...
...
@@ -63,7 +62,7 @@
},
{
"cell_type": "code",
"execution_count": 7,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
...
...
@@ -139,8 +138,7 @@
"A more detailed interpretation can be found [here](http://labs.psychology.illinois.edu/~ediener/Documents/Understanding%20SWLS%20Scores.pdf).\n",
"\n",
"Residents of developed nations (e.g. DE) usually score 20-24.\n",
"### Take it yourself\n",
"\n",
"#### Questions \n",
"____ In most ways my life is close to my ideal.<br>\n",
"____ The conditions of my life are excellent.<br>\n",
"____ I am satisfied with my life.<br>\n",
...
...
@@ -157,7 +155,7 @@
"# Analysis\n",
"\n",
"## Preprocessing \n",
"Explained new columns and why we did that (\"Is_narcissist, \"Anxiety_score\")\n",
"* Explained new columns and why we did that *\n",
"\n",
"Some columns gave the options to write individual responses. Naturally those are not useful in data analysis. In some cases we cleaned the columns and changes the unusual cases to \"Other\"/\"NA\"\n",
# Anxiety in Computer-Gamers: differences, similiratires and learnings
# Overview
In this project we decided to analyze anxiety in Gamers. We picked the dataset from kaggle because it intersected our personal interests. The data can be found [here](https://www.kaggle.com/datasets/divyansh22/online-gaming-anxiety-data)
In this project we decided to analyze anxiety in Gamers. We picked the dataset from kaggle because it intersected our personal interests. The data and survey can be found [here](https://www.kaggle.com/datasets/divyansh22/online-gaming-anxiety-data)
The data was acquired by a survey published and shared online. This way everyone could participate. For us that also means analyzing and di
The data was acquired by a survey published and shared online. This way everyone could participate. For us that also means taking into account that the distribution and answers can be scewed.
## Motivation - Why
## Motivation -
%% Cell type:code id: tags:
``` python
fromsrc.DatasetimportDataset
dataset=Dataset("data\GamingStudy_data.csv")
print(dataset)
```
%% Output
<src.Dataset.Dataset object at 0x000001906063BDC0>
ModuleNotFoundError: No module named 'src.Dataset'
%% Cell type:markdown id: tags:
# Data Exploration
Because the data was accumulated in a semi-professional way for a pre-study we had to clean it up and make some changes.
Some columns could be answered with an open text field. Naturally the answeres in those columns are very diversified and hard to analyze.
+ Example
+ Example
+ Example
#### Affected Columns
+ Whyplay
+ Earnings
+ League
In the following we will explain if and how we used these columns.
Stuff like deleted columns, general overview of the distribution (men women, games, platform) and problems with it
%% Cell type:code id: tags:
``` python
# BAR PLOTS for Gender distribution
# BAR PLOTS FOR Plattform
# BAR PLOTS for GAMES
# DIFFERENT Colored Bars
```
%% Cell type:markdown id: tags:
## Explanation of technical terms
### SPIN
SPIN stands for Social Phobia Inventory
The SPIN is a standardized set of 17 question. After answering the questionnaire a “SPIN” value is calculated which is effective for screening for and measuring the severity of social anxiety disorder
1. I am afraid of people in authority.
2. I am bothered by blushing in front of people.
3. Parties and social events scare me.
4. I avoid talking to people I don’t know.
5. Being criticized scares me a lot.
6. I avoid doing things or speaking to people for fear of embarrassment.
7. Sweating in front of people causes me distress.
8. I avoid going to parties.
9. I avoid activities in which I am the center of attention.
10. Talking to strangers scares me.
11. I avoid having to give speeches.
12. I would do anything to avoid being criticized.
13. Heart palpitations bother me when I am around people.
14. I am afraid of doing things when people might be watching.
15. Being embarrassed or looking stupid are among my worst fears.
16. I avoid speaking to anyone in authority.
17. Trembling or shaking in front of others is distressing to me.
### GAD
is a mental and behavioral, disorder, specifally an anxiety disorder characterized by excessive, uncontrollable and often irrational worry about events or activities. There are specific questionaires you can use to evaluate the disorder. In the questionnaire the minimum is 0 and maximum is 21
#### Worries of concern
- Health
- Finances
- Death
- Family
- Relationships
- Work
#### Symptoms
- Excessive worry
- Restlessness,
- Low Concentration
- Trouble sleeping
- Exhaustion / Fatigablity
- Irritability
- Sweating
- Trembling (Muscle contraction)
In the questionnaire the question target these symptoms and worries and summarize them into a score between 0 and 21.
### SWL
#### Explanation
The survey has 5 questions. You fill it in yourself (not a psychiatrist).
For each question, you choose any integer between 1 (highly disagree) to 7 (highly agree).
In general, lower numbers mean you are less satisfied with life in a certain way.
This means you can score between 5 (least satisfied) to 35 (most satisfied).
#### Interpretation
The (total) SWL score can be interpreted as:
- 31 - 35 Extremely satisfied
- 26 - 30 Satisfied
- 21 - 25 Slightly satisfied
- 20 Neutral
- 15 - 19 Slightly dissatisfied
- 10 - 14 Dissatisfied
- 5 - 9 Extremely dissatisfied
A more detailed interpretation can be found [here](http://labs.psychology.illinois.edu/~ediener/Documents/Understanding%20SWLS%20Scores.pdf).
Residents of developed nations (e.g. DE) usually score 20-24.
### Take it yourself
#### Questions
____ In most ways my life is close to my ideal.<br>
____ The conditions of my life are excellent.<br>
____ I am satisfied with my life.<br>
____ So far I have gotten the important things I want in life.<br>
____ If I could live my life over, I would change almost nothing.<br>
---
%% Cell type:markdown id: tags:
# Analysis
## Preprocessing
Explained new columns and why we did that ("Is_narcissist, "Anxiety_score")
*Explained new columns and why we did that *
Some columns gave the options to write individual responses. Naturally those are not useful in data analysis. In some cases we cleaned the columns and changes the unusual cases to "Other"/"NA"
