Player Stats Access: Win-Loss Analysis

Introduction

Player statistics are not just numbers, but a source of objective data about your behavior. Without analyzing the amounts won and lost, you will not be able to identify weaknesses, adjust limits in time and reduce risks. Below is a technical algorithm for accessing reports and their detailed breakdown.

1. Receiving casino reports

1. Account statements
- In your personal account, select the "Transaction History" or "Banking History" section.
- Download CSV/PDF for the required period (at least 30 days, preferably 3-6 months).
2. Activity Reports
- My Activity → Rates and Results section → data export (often available in CSV).
- Make sure that there are columns in the upload: 'Date', 'Game', 'Bet', 'Win', 'Net result'.

2. Data structuring

1. Import to Table
- Google Sheets/Excel → import CSV → check encoding and delimiters.
2. Field normalization
- Rename the columns to understandable: 'date', 'game', 'stake', 'win', 'net'.
- Convert all amounts to the same currency and number format.
3. Additional fields
- Weekday: '= TEXT (date; "dddd")`
- Start hour: '= HOUR (date)'
- Game category: manual or VLOOKUP by dictionary (slots, poker, bets).

3. Calculating Key Metrics

MetricFormula/MethodWhy
Total Bet Amount'SUM (stake)'Total Risk Assessment
Total winnings'SUM (win)'Success rate detection
Net Result'SUM (net)'Final Period Total
Average rate'AVERAGE (stake)'Rate control
Percentage of winning sessions'COUNTIF (net; "> 0" )/COUNTA (net) 'Success score
RTP (Return to Player)'SUM (win )/SUM (stake) * 100%'Game Performance
Volatility net\''STDEV. P (net) 'Fluctuating results

4. Analysis by time slice

1. Day of the week
- Pivot Table by 'weekday': average 'net' and 'stake'.
- Identify the days with the highest losses.
2. Hourly profile
- Grouping by 'hour': where are the peaks in rates and losses.
3. Net result trend
- Plot the cumulative'SUM (net) 'linearly by date: determine the risk overclocking points.

5. Visualization and reports

1. Net Result vs Bid Chart
- Scatter plot: X = rate, Y = net.
2. Distribution histogram net
- Allows you to see how often you go into big losses or winnings.
3. Cumulative plot
- Line 'running total': quickly captures the overall trend.

6. Strategy adjustment

1. Limit reduction
- Set hard deposit and loss limits by day/hour with the highest losses.
2. Timeouts at 'dangerous' time
- Automatic pauses or reality checks when entering the hours of maximum loss.
3. Alternative activities
- Alarm plan (e.g. walk or call "responsible person").

Conclusion

Access to complete betting and winning statistics is the foundation of mindful play. Download reports, structure data neatly, calculate key metrics, and visualize trends. Based on the numbers, adjust the limits and session mode - and the excitement will remain under control.