Schoolar GPT- Advanced Academic Assistant

Good evening, fellow poker enthusiasts,

I'm excited to share a discovery that's been a game-changer in my approach to poker: a remarkable tool powered by the latest in AI technology, known as Scholar GPT. This advanced academic assistant, leveraging the capabilities of GPT-4, is a treasure trove for poker players seeking to elevate their game, regardless of their experience level.

Key Features of Scholar GPT:

Data Analysis: Scholar GPT excels in dissecting complex datasets, making it an invaluable asset for players looking to deep-dive into their performance metrics. It utilizes sophisticated Python libraries to interpret data, offering visual representations that clarify intricate patterns and trends.

Customized Insights: Although direct file uploads aren't supported, the tool simplifies the process by allowing you to input data directly, such as pasting the contents of a CSV report. This feature enables a seamless analysis of your poker data, covering critical aspects like position, hands, win rates, and various pre-flop and post-flop statistics.

Real-World Application:

Imagine utilizing Scholar GPT to scrutinize a comprehensive dataset from your poker sessions, encompassing metrics like BB/100, VPIP, PFR, and 3Bet PF, among others. The AI doesn't just regurgitate data; it provides actionable insights, pinpointing areas of strength and highlighting opportunities for improvement.

For instance, it might suggest tightening your starting hand selection, particularly from early positions, to mitigate losses and enhance your win rates. It could also advise on strategic aggression in late positions and offer tailored strategies for blind defense, ensuring you're making the most of every hand played.

Engaging with Scholar GPT:

The best approach is to ask specific, pointed questions. This method encourages the AI to generate detailed, precise responses, followed by concise summaries that distill complex information into digestible, actionable advice.

Example Interaction:

In a detailed analysis, Scholar GPT might illustrate how to refine your pre-flop strategy, adjust your aggression levels post-flop, and optimize your play in various positions. It translates statistical data into practical strategies, helping you to identify leaks in your game and make informed decisions that boost your overall performance.

Conclusion:

Scholar GPT is not just a tool; it's a comprehensive poker coach tailored to your unique data. It empowers you to make data-driven improvements to your strategy, ensuring continuous growth and development in your poker journey.

I encourage everyone to give Scholar GPT a try and see how it can transform your approach to the game. Here's to making more informed, strategic decisions at the table!

Position Hands BB/100 All-In Adj BB/100 VPIP PFR 3Bet PF 2Bet PF & Fold PF Squeeze Raise & 4Bet+ PF 3Bet PF & Fold WWSF W$SD Raise First Stole Steal PF & Fold STL & 4Bet PF 4Bet PF Win STL Fold to PF 5Bet+ Raise Limpers Call PF 2Bet Fold to PF Squeeze as Caller 3Bet vs CO Open Call vs CO Open 3Bet vs BTN Open Call vs BTN Open 3Bet BB v SB Call BB v SB Fold 4b after Resteal 5Bet+ PF CBet F (non-3B) Cbet F Success HU CBet F & Fold (non-3B) XR Flop Del T CBet Fold to F Float Fold to T Probe CBet F (3B) Fold to F CBet (non-3B) Raise F CBet (non-3B) 2BF_&_FOLD Float F Probe T (non-3b) CBet T (non-3B) CBet T Suc CBet T & Fold (non-3B) XR Turn Fold to T Float Fold to R Probe Fold T CBet (non-3B) Raise T CBet (non-3B) Float T Probe R (non-3b) CBet R (non-3B) CBet R Suc Bet R WSDWBR WSDWMBR WSDWBR OverBet Bet R & Fold Fold R Bet Fold R OverBet Fold R OverBet Call R Eff Float R
SB 23,150 -22.83 -30.7 24.88 19.92 11.63 39.29 7.42 10.21 31.62 49.03 50.14 44.98 45.42 39.53 9.82 47.37 19.7 15.58 6.5 36 12.26 5.35 15.74 4.68 - - 28.85 14.07 49.6 31.44 36.92 11.6 38.58 32.79 - 72.45 48.17 9.82 45.16 - 26.65 41.92 37.18 60 6.55 53.55 - 48.35 5.49 - 44.74 49.4 48.

Based on the data you've provided, it looks like a comprehensive breakdown of your poker play across different positions (SB, BB, EP, MP, CO, BTN). The metrics you've shared, such as BB/100, All-In Adj BB/100, VPIP, PFR, and many others, are crucial for analyzing your game.

To make this analysis understandable and actionable, let's focus on key areas that often reveal leaks in a player's game:

1. Win Rates (BB/100 & All-In Adj BB/100):
SB and BB: Negative win rates are expected due to being out of position, but the size of the losses, especially in the BB, can be a concern. It suggests there might be room to tighten up your defense ranges or improve post-flop play.
BTN: The highest win rate, which is expected as it's the most advantageous position. Ensuring you're maximizing this positional advantage is key.
2. Pre-Flop Play (VPIP, PFR, 3Bet PF):
High VPIP: A high Voluntarily Put Money in Pot (VPIP) could indicate playing too many hands, especially from early positions (EP, MP).
PFR vs. VPIP Gap: The gap between Pre-Flop Raise (PFR) and VPIP should not be too wide; a large gap might suggest a lot of limping, which is generally unfavorable.
3Bet PF: Your 3Bet percentages seem reasonable, but ensure they are balanced across positions and not overly aggressive or passive.
3. Post-Flop Aggressiveness (WWSF, W$SD, CBet F):
WWSF (Won When Saw Flop): This indicates how often you win when you see the flop. Values around 45-50% are typical, but much higher or lower can indicate either too much or too little aggression.
W$SD (Won Money at Showdown): A very high or low W$SD could indicate that you're going to showdown too often or not enough.
C-Bet F: Your continuation betting frequency should be balanced; too high can be exploitable, and too low might miss value opportunities.
4. Defensive Play (Fold to 3Bet, Fold to PF Squeeze):
High Fold to 3Bet: If this is too high, it might indicate that you're opening too wide and unable to defend properly against 3Bets.
Fold to PF Squeeze: Similar to Fold to 3Bet, a high number here can suggest that your opening ranges need tightening, especially in earlier positions.
Actionable Steps:
Positional Awareness: Be more selective with your starting hands, especially from early positions. Positional advantage is key in poker.
Pre-Flop Discipline: Ensure your VPIP and PFR are balanced. Avoid limping and be more aggressive in late positions.
Aggression Balance: Your post-flop aggression needs to be calculated. Don't over-bluff but also don't miss value bets.
Defensive Adjustments: Work on your 3Bet and squeeze defense. This could involve both tightening your opening range and being more willing to play back against aggressive opponents, depending on the context.
To dive deeper, you could analyze specific hands or situations where you're losing the most. Look at the hand ranges you're playing from each position, how you're playing draws, and how you're responding to aggression. Adjusting these aspects of your game can significantly reduce leaks and improve your win rate.

2024-03-03 00:33:55

Copy
Break this down into more specific and simple ways to get better

2024-03-03 00:35:39
Schoolar GPT
To simplify the analysis and focus on straightforward ways to improve your poker game, let's concentrate on a few key areas based on the data you provided:

1. Tighten Up Your Starting Hands
Especially from Early Positions (EP, MP): Be more selective with the hands you play. This means folding more hands preflop, especially in early positions where you're more likely to be out of position post-flop.
In the Blinds (SB, BB): Your loss rates are high, which is normal to some extent, but tightening up can reduce losses. Defend with hands that play well post-flop and are likely to be ahead of your opponents' opening ranges.
2. Increase Aggression in Late Positions
On the Button (BTN) and Cut-Off (CO): These are your most advantageous positions. Increase your raise-first-in, especially on the button, to take control of the pot and leverage your positional advantage.
3-Betting More Pre-Flop: Consider 3-betting more often when in late positions or when in the blinds against late position opens. This puts pressure on your opponents and can win you pots pre-flop.
3. Improve Post-Flop Play
Continuation Betting (CBet): If you're the pre-flop aggressor, continue your aggression on the flop with a bet more often, especially in heads-up pots. But be mindful not to overdo it; your c-bet frequency should be balanced.
Fold to 3-Bet When Out of Position: If you're facing a 3-bet and are out of position, be more inclined to fold unless you have a strong hand. Playing out of position is challenging, and it's often better to be conservative in these spots.
4. Work on Your Blind Defense
Big Blind (BB): You're losing a lot here, which is expected to some degree, but improving your defense can reduce losses. Be strategic about the hands you choose to defend with and be ready to fold more often to avoid difficult post-flop situations.
5. Review and Learn from Your Hands
Hand Analysis: Regularly review hands where you lost significant pots, especially those that went to showdown. Look for patterns or mistakes in your play, such as playing too passively, calling down too lightly, or overcommitting with mediocre hands.
By focusing on these areas, you can start plugging leaks in your game. Poker improvement is a continuous process, so constantly reviewing your play and adapting your strategies is key to becoming a better player.

2024-03-03 00:35:39

Copy
Instead of explaining the stats, tell me in relavance to other winning players what mine are and what adjustments i should make to achieve higher ev or winrate

2024-03-03 00:37:38
Schoolar GPT
To make your poker stats more comparable to winning players and identify areas for improvement, let's highlight a few key stats from your data and suggest adjustments:

1. VPIP (Voluntarily Put Money in the Pot) & PFR (Pre-Flop Raise):
Your Stats: VPIP and PFR vary significantly across positions, with a generally higher VPIP than desirable in early positions (EP, MP) and the blinds (SB, BB).
Winning Players: Typically maintain a tighter VPIP, especially in EP and MP, with a VPIP/PFR gap much smaller, indicating more aggression.
Adjustments: Tighten your starting hand range in early positions and increase your aggression when in late positions (CO, BTN) to more closely match your VPIP with your PFR, aiming for a VPIP in the 22-28% range and a PFR around 18-22% in late positions.
2. 3Bet Pre-Flop & Fold to 3Bet:
Your Stats: Your 3Bet PF rates seem within a reasonable range, but your Fold to 3Bet could suggest either over-folding or entering pots with marginal hands too often.
Winning Players: Maintain a 3Bet rate of around 6-10% and are selective in their battles, knowing when to fold against 3Bets but also when to stand their ground with strong ranges.
Adjustments: Be more selective with your opening hands and 3Bet ranges. Work on defending against 3Bets more effectively by either 4-betting with a strong range or calling with hands that play well post-flop.
3. CBet Flop & Fold to Flop CBet:
Your Stats: Your CBet frequencies might be on the higher side, suggesting possible over-aggression on the flop.
Winning Players: Tend to have a balanced CBet strategy, around 50-70% on the flop, adjusting based on board texture and opponent tendencies.
Adjustments: Aim to balance your continuation betting on the flop. Consider the board texture and your opponent's range more carefully. Avoid auto-CBetting and be more strategic about when you apply pressure.
4. Aggression Factor & Post-Flop Play:
Your Stats: Indicators like WWSF (Won When Saw Flop) and W$SD (Won Money at Showdown) suggest your post-flop aggression and decision-making might be areas for improvement.
Winning Players: Display a balanced aggression post-flop, with a WWSF around 45-50% and a healthy W$SD rate indicating they're not going too often or too infrequently to showdown.
Adjustments: Work on your post-flop strategy by being more selective with your aggression. Ensure your bets and raises are for value or with a clear plan, and don't be afraid to fold when the situation calls for it.
5. Blind Play:
Your Stats: Your loss rates in the SB and BB are notably high, which could be from defending too loosely or not playing aggressively enough in the blinds.
Winning Players: Have refined strategies for blind defense, including a tighter range from the SB and a more calculated defense from the BB. They aim to minimize losses in these positions while still capitalizing on opportunities.
Adjustments: Tighten up your defense ranges in the blinds, especially the SB. In the BB, defend more selectively against steals but ensure you're contesting with hands that can realize their equity post-flop.
By focusing on these adjustments and aligning your play more closely with the patterns of winning players, you should be able to increase your EV and overall win rate. Remember, poker is a game of constant learning and adaptation, so continually reviewing your play and adjusting your strategies is key.

Absolutely! Here's a more streamlined presentation of the analysis and advice, focusing on clarity and actionability:

Key Areas for Improvement

To improve your poker results, focus on these aspects of your game:

Pre-Flop Play:

Tighten starting hands in early positions (EP/MP): Aim for lower VPIP, closer to 22-28%.
Increase aggression in late positions (CO/BTN): Your VPIP and PFR should be closer in this spot, with a PFR around 18-22%.
3-Betting and Defense:

Be more selective with 3-bets: Target a 3Bet rate of 6-10%.
Improve defense against 3-bets: Defend more effectively with a balanced mix of 4-bets (with strong hands) and calls (with hands that play well post-flop).
Continuation Betting:

Reduce CBetting frequency: Don't auto-CBet. Consider board texture and opponent tendencies. Aim for a balanced 50-70% CBet frequency.
Post-Flop Aggression:

Balance your aggression: Improve post-flop decision-making. Bet and raise with a plan, but be willing to fold when necessary.
Blind Defense:

Defend tighter in the SB: Play a narrower range of hands.
Calculated defense in the BB: Defend selectively while capitalizing on steal attempts.

import pandas as pd

# Load your data
df = pd.read_csv('path_to_your_file.csv')

# Basic statistics
print(df.describe())

# Win rate
print("Overall Win Rate:", df['win_amount'].sum() / len(df))

# Win rate by position
print(df.groupby('position')['win_amount'].mean())

# Most profitable hands
print(df.groupby('starting_hand')['win_amount'].mean().sort_values(ascending=False))

# Pre-flop raise success
preflop_raised = df[df['preflop_action'] == 'raise']
print("Win Rate after Preflop Raise:", preflop_raised['win_amount'].sum() / len(preflop_raised))

# Analyze losses
losses = df[df['win_amount'] < 0]
print(losses.describe())

# Specific leaks could be more complex and require detailed analysis