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

Metrics	Formula/Method	What for
Total bet amount	`SUM(stake)`	Total Risk Assessment
Total winnings	`SUM(win)`	Identify success rate
Net result	`SUM(net)`	Final total for the period
Average rate	`AVERAGE(stake)`	Rate control
Percentage of winning sessions	`COUNTIF(net; ">0")/COUNTA(net)`	Assessment of success
RTP (Return to Player)	`SUM(win)/SUM(stake)*100%`	Game efficiency
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.