diff --git a/.idea/PyGAAMAS.iml b/.idea/PyGAAMAS.iml
new file mode 100644
index 0000000000000000000000000000000000000000..ec63674cd7f4d511fb06cd63eaeba166d6bc0dd8
--- /dev/null
+++ b/.idea/PyGAAMAS.iml
@@ -0,0 +1,7 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module version="4">
+ <component name="PyDocumentationSettings">
+ <option name="format" value="PLAIN" />
+ <option name="myDocStringFormat" value="Plain" />
+ </component>
+</module>
\ No newline at end of file
diff --git a/.idea/csv-editor.xml b/.idea/csv-editor.xml
index 6fa79d4c55e3a14d13e677847aac7079973f51ef..b125c41fa3867e01a3a59e6a2edf99938de24590 100644
--- a/.idea/csv-editor.xml
+++ b/.idea/csv-editor.xml
@@ -3,13 +3,6 @@
<component name="CsvFileAttributes">
<option name="attributeMap">
<map>
- <entry key="$PROJECT_DIR$/data/guess/guess.csv">
- <value>
- <Attribute>
- <option name="separator" value="," />
- </Attribute>
- </value>
- </entry>
<entry key="$PROJECT_DIR$/data/dictator/dictator_setup.csv">
<value>
<Attribute>
@@ -17,14 +10,14 @@
</Attribute>
</value>
</entry>
- <entry key="$PROJECT_DIR$/data/ring/ring.1.a.csv">
+ <entry key="$PROJECT_DIR$/data/guess/guess.csv">
<value>
<Attribute>
<option name="separator" value="," />
</Attribute>
</value>
</entry>
- <entry key="$PROJECT_DIR$/data/ring/ring.1.a.old.csv">
+ <entry key="$PROJECT_DIR$/data/ring/ring.1.a.csv">
<value>
<Attribute>
<option name="separator" value="," />
@@ -38,13 +31,6 @@
</Attribute>
</value>
</entry>
- <entry key="$PROJECT_DIR$/data/ring/ring.1.b.old.csv">
- <value>
- <Attribute>
- <option name="separator" value="," />
- </Attribute>
- </value>
- </entry>
<entry key="$PROJECT_DIR$/data/ring/ring.1.c.csv">
<value>
<Attribute>
@@ -52,77 +38,77 @@
</Attribute>
</value>
</entry>
- <entry key="$PROJECT_DIR$/data/ring/ring.1.c.old.csv">
+ <entry key="$PROJECT_DIR$/data/ring/ring.1.d.csv">
<value>
<Attribute>
<option name="separator" value="," />
</Attribute>
</value>
</entry>
- <entry key="$PROJECT_DIR$/data/ring/ring.1.d.csv">
+ <entry key="$PROJECT_DIR$/data/ring/ring.2.a.csv">
<value>
<Attribute>
<option name="separator" value="," />
</Attribute>
</value>
</entry>
- <entry key="$PROJECT_DIR$/data/ring/ring.1.d.old.csv">
+ <entry key="$PROJECT_DIR$/figures/ring/ring_accuracy.1.a.csv">
<value>
<Attribute>
<option name="separator" value="," />
</Attribute>
</value>
</entry>
- <entry key="$PROJECT_DIR$/data/ring/ring.2.a.csv">
+ <entry key="$PROJECT_DIR$/figures/ring/ring_accuracy.1.b.csv">
<value>
<Attribute>
<option name="separator" value="," />
</Attribute>
</value>
</entry>
- <entry key="$PROJECT_DIR$/data/ring/ring.2.csv">
+ <entry key="$PROJECT_DIR$/figures/ring/ring_accuracy.1.c.csv">
<value>
<Attribute>
<option name="separator" value="," />
</Attribute>
</value>
</entry>
- <entry key="$PROJECT_DIR$/data/ring/ring.2.old.csv">
+ <entry key="$PROJECT_DIR$/figures/ring/ring_accuracy.1.d.csv">
<value>
<Attribute>
<option name="separator" value="," />
</Attribute>
</value>
</entry>
- <entry key="$PROJECT_DIR$/figures/ring/ring_accuracy.1.a.csv">
+ <entry key="$PROJECT_DIR$/figures/ring/ring_accuracy.2.csv">
<value>
<Attribute>
<option name="separator" value="," />
</Attribute>
</value>
</entry>
- <entry key="$PROJECT_DIR$/figures/ring/ring_accuracy.1.b.csv">
+ <entry key="$PROJECT_DIR$/data/guess/guess.1.csv">
<value>
<Attribute>
<option name="separator" value="," />
</Attribute>
</value>
</entry>
- <entry key="$PROJECT_DIR$/figures/ring/ring_accuracy.1.c.csv">
+ <entry key="$PROJECT_DIR$/data/guess/guess.2.csv">
<value>
<Attribute>
<option name="separator" value="," />
</Attribute>
</value>
</entry>
- <entry key="$PROJECT_DIR$/figures/ring/ring_accuracy.1.d.csv">
+ <entry key="$PROJECT_DIR$/data/guess/guess.csv">
<value>
<Attribute>
<option name="separator" value="," />
</Attribute>
</value>
</entry>
- <entry key="$PROJECT_DIR$/figures/ring/ring_accuracy.2.csv">
+ <entry key="$PROJECT_DIR$/data/guess/guess.old.csv">
<value>
<Attribute>
<option name="separator" value="," />
diff --git a/README.md b/README.md
index c157f978c2e3482920387d2129dcb51c3bb1e51b..eda27c6d6273755234d0de9730cfd2b0196c4391 100644
--- a/README.md
+++ b/README.md
@@ -76,66 +76,6 @@ Mistral-small shows the best alignment with altruistic preferences, while mainta
performance across the other preferences. Deepseek-r1 is most capable of aligning with utilitarian preferences,
but performs poorly in aligning with other preferences.
-## Guess the Next Move
-
-This simplified version of the Rock-Paper-Scissors game aims to evaluate the ability of
-LLMs to predict the opponent’s next move.
-
-Rules:
-1. The opponent follows a hidden strategy (repeating pattern).
-2. The player must predict the opponent’s next move (Rock, Paper, or Scissors).
-3. A correct guess earns 1 point, and an incorrect guess earns 0 points.
-4. The game can run for N rounds, and the player’s accuracy is evaluated at the each round.
-
-We evaluate the performance of the models (Llama3, Mistral-Small, and DeepSeek-R1)
-in identifying these patterns by calculating the average points earned per round.
-The temperature is fixed at 0.7, and each game of 10 round is playerd 30 times.
-
-The figures below present the average points earned per round for each model against
-the three opponent’s patterns. The 95% confidence interval is also shown.
-We observe that the performance of LLMs is barely better than that of a random strategy.
-
-
-
-
-
-
-
-
-## Rock-Paper-Scissors
-
-Rock-Paper-Scissors (RPS) is a simultaneous, zero-sum game for two players.
-The rules of RPS are simple: rock beats scissors, scissors beat paper, paper beats rock;
-and if both players take the same action, the game is a tie. Scoring is as follows:
-a win earns 2 points, a tie earns 1 point, and a loss earns 0 points.
-
-The objective in R-P-S is straightforward: win by selecting the optimal action
-based on the opponent’s move. Since the rules are simple and deterministic,
-LLMs can always make the correct choice. Therefore, RPS serves as a tool to
-assess an LLM’s ability to identify and capitalize on patterns in an opponent’s
-non-random behavior.
-
-For a fine-grained analysis of the ability of LLMs to identify
-opponent’s patterns, we set up 3 simple opponent’s patterns:
-1. the opponent’s actions remaining constant as R, S, and P, respectively;
-2. the opponent’s actions looping in a 2-step pattern (R-P, P-S, S-R);
-3. the opponent’s actions looping in a 3-step pattern (R-P-S).
-
-We evaluate the performance of the models (Llama3, Mistral-Small, and DeepSeek-R1)
-in identifying these patterns by calculating the average points earned per round.
-The temperature is fixed at 0.7, and each game of 10 round is playerd 30 times.
-
-The figures below present the average points earned per round for each model against
-the three opponent’s patterns. The 95% confidence interval is also shown.
-We observe that the performance of LLMs is barely better than that of a random strategy.
-
-
-
-
-
-
-
-
## Ring-network game
A player is rational if she plays a best response to her beliefs.
@@ -143,7 +83,7 @@ She satisfies second-order rationality if she is rational and also believes that
In other words, a second-order rational agent not only considers the best course of action for herself
but also anticipates how others make their decisions.
-The experiments conduct by Kneeland (2015) demonstrate that 93% of the subjects are rational,
+The experiments conduct by Kneeland (2015) demonstrate that 93% of the subjects are rational,
while 71% exhibit second-order rationality.
**[Identifying Higher-Order Rationality](https://doi.org/10.3982/ECTA11983)**
@@ -162,10 +102,10 @@ The corresponding payoff matrix is shown below:
If Player 2 is rational, she must choose A, as B is strictly dominated (i.e., B is never a best response to any beliefs Player 2 may hold).
-If Player 1 is rational, she can choose either X or Y since X is the best response if she believes Player 2 will play A and
+If Player 1 is rational, she can choose either X or Y since X is the best response if she believes Player 2 will play A and
Y is the best response if she believes Player 2 will play B.
If Player 1 satisfies second-order rationality (i.e., she is rational and believes Player 2 is rational), then she must play Strategy X.
-This is because Player 1, believing that Player 2 is rational, must also believe Player 2 will play A and
+This is because Player 1, believing that Player 2 is rational, must also believe Player 2 will play A and
since X is the best response to A, Player 1 will choose X.
We establish three types of belief:
@@ -174,14 +114,14 @@ We establish three types of belief:
- *given* belief: The optimal action for Player 1 is explicitly stated in the prompt.
We set up three forms of belief:
-- *implicit* belief where the optimal action must be deduced from the description
+- *implicit* belief where the optimal action must be deduced from the description
of the payoff matrix in natural language;
- *explicit* belief which analyze actions of Player 2 (B is strictly dominated by A).
- *given* belief* where optimal action of Player 1is explicitly provided in the prompt;
### Player 2
-The models evaluated include Gpt-4.5-preview-2025-02-27, Mistral-Small, Llama3, and DeepSeek-R1.
+The models evaluated include Gpt-4.5-preview-2025-02-27, Mistral-Small, Llama3, and DeepSeek-R1.
The results indicate how well each model performs under each belief type.
| Model | Given | Explicit | Implicit |
@@ -193,21 +133,21 @@ The results indicate how well each model performs under each belief type.
Here’s a refined version of your text:
-GPT-4.5 achieves a perfect score across all belief types,
+GPT-4.5 achieves a perfect score across all belief types,
demonstrating an exceptional ability to take rational decisions, even in the implicit belief condition.
-Mistral-Small consistently outperforms the other open-weight models across all belief types.
-Its strong performance with implicit belief indicates that it can effectively
-deduce the optimal action from the payoff matrix description.
-Llama3 performs well with a given belief, but significantly underperforms with an implicit belief,
+Mistral-Small consistently outperforms the other open-weight models across all belief types.
+Its strong performance with implicit belief indicates that it can effectively
+deduce the optimal action from the payoff matrix description.
+Llama3 performs well with a given belief, but significantly underperforms with an implicit belief,
suggesting it may struggle to infer optimal actions solely from natural language descriptions.
-DeepSeek-R1 shows the weakest performance, particularly with explicit beliefs,
+DeepSeek-R1 shows the weakest performance, particularly with explicit beliefs,
indicating it may not be a good candidate to simulate rationality as the other models.
### Player 1
In order to adjust the difficulty of taking the optimal
-action, we consider 4 versions of the player’s payoff matrix:
-- a. is the original setup;
+action, we consider 4 versions of the player’s payoff matrix:
+- a. is the original setup;
- b. we reduce the difference in payoffs;
- c. we increase the expected payoff for the incorrect choice Y
- d. we decrease the expected payoff for the correct choice X.
@@ -226,14 +166,80 @@ action, we consider 4 versions of the player’s payoff matrix:
| mistral-small | | 0.93 | 0.97 | 1.00 | | 0.87 | 0.77 | 0.60 | | 0.77 | 0.60 | 0.70 | | 0.73 | 0.57 | 0.37 |
| deepseek-r1 | | 0.80 | 0.53 | 0.57 | | 0.67 | 0.60 | 0.53 | | 0.67 | 0.63 | 0.47 | | 0.70 | 0.50 | 0.57 |
-GPT-4.5 achieves perfect performance in the standard (a) setup but struggles significantly with implicit belief
-when the payoff structure changes (b, c, d). This suggests that while it excels when conditions are straightforward,
+GPT-4.5 achieves perfect performance in the standard (a) setup but struggles significantly with implicit belief
+when the payoff structure changes (b, c, d). This suggests that while it excels when conditions are straightforward,
it is confused by the altered payoffs.
-LLama3 demonstrates the most consistent and robust performance, capable of adapting to various belief types
-and adjusted payoff matrices.
-Mistral-Small, while performing well with given and explicit beliefs, faces challenges in implicit belief, particularly in version (d).
+LLama3 demonstrates the most consistent and robust performance, capable of adapting to various belief types
+and adjusted payoff matrices.
+Mistral-Small, while performing well with given and explicit beliefs, faces challenges in implicit belief, particularly in version (d).
DeepSeek-R1 appears to be the least capable, suggesting it may not be an ideal candidate for modeling second-order rationality.
+
+## Guess the Next Move
+
+In order to evaluate the ability of LLMs to predict the opponent’s next move, we consider a
+simplified version of the Rock-Paper-Scissors game.
+
+Rules:
+1. The opponent follows a hidden strategy (repeating pattern).
+2. The player must predict the opponent’s next move (Rock, Paper, or Scissors).
+3. A correct guess earns 1 point, and an incorrect guess earns 0 points.
+4. The game can run for N rounds, and the player’s accuracy is evaluated at the each round.
+
+We evaluate the performance of the models (GPT-4.5, Llama3, Mistral-Small, and DeepSeek-R1)
+in identifying these patterns by calculating the average points earned per round.
+The temperature is fixed at 0.7, and each game of 10 round is playerd 30 times.
+
+The figures below present the average points earned per round for each model against
+the three opponent’s patterns. The 95% confidence interval is also shown.
+We observe that the performance of LLMs, whatever they are is barely better than that of a random strategy.
+We observe that the performance of LLMs, whether proprietary or open-weight, is barely better than that of a random strategy.
+
+
+
+
+
+
+
+
+## Rock-Paper-Scissors
+
+To evaluate the ability of LLMs to predict not only the opponent’s next move but also to act rationally
+based on their prediction, we consider the Rock-Paper-Scissors (RPS) game.
+
+RPS is a simultaneous, zero-sum game for two players.
+The rules of RPS are simple: rock beats scissors, scissors beat paper, paper beats rock;
+and if both players take the same action, the game is a tie. Scoring is as follows:
+a win earns 2 points, a tie earns 1 point, and a loss earns 0 points.
+
+The objective in R-P-S is straightforward: win by selecting the optimal action
+based on the opponent’s move. Since the rules are simple and deterministic,
+LLMs can always make the correct choice. Therefore, RPS serves as a tool to
+assess an LLM’s ability to identify and capitalize on patterns in an opponent’s
+non-random behavior.
+
+For a fine-grained analysis of the ability of LLMs to identify
+opponent’s patterns, we set up 3 simple opponent’s patterns:
+1. the opponent’s actions remaining constant as R, S, and P, respectively;
+2. the opponent’s actions looping in a 2-step pattern (R-P, P-S, S-R);
+3. the opponent’s actions looping in a 3-step pattern (R-P-S).
+
+We evaluate the performance of the models (Llama3, Mistral-Small, and DeepSeek-R1)
+in identifying these patterns by calculating the average points earned per round.
+The temperature is fixed at 0.7, and each game of 10 round is playerd 30 times.
+
+The figures below present the average points earned per round for each model against
+the three opponent’s patterns. The 95% confidence interval is also shown.
+We observe that the performance of LLMs is barely better than that of a random strategy.
+
+
+
+
+
+
+
+
+
## Authors
Maxime MORGE
diff --git a/data/guess/guess.csv b/data/guess/guess.csv
index 2618e26a2fb27e26adf8759cb7c63d2afe62f512..bb1efa970f6c296afc5ae9d02c83795a06d7f966 100644
--- a/data/guess/guess.csv
+++ b/data/guess/guess.csv
@@ -8399,3 +8399,703 @@ idGame,model,opponentStrategy,idRound,playerPrediction,opponentMove,outcomeRound
90,mistral-small,R-P,10,Paper,Paper,0,4,"""The opponent has played 'Rock' and 'Paper' alternately in the last few rounds, so the pattern suggests 'Rock' in round 9 implies next move will be Paper."""
103,mistral-small,R-P-S,10,Rock,Rock,0,1,"""The opponent's moves have been consistent in a repeating pattern so far. The sequence goes Rock -> Paper -> Scissors -> Rock and repeats. Based on the last move (Paper) and this pattern, the next predicted move is Rock."""
100,mistral-small,S-R,10,Rock,Rock,0,2,"""The opponent played 'Rock' in rounds 2,4 and 8 . Additionally, In round 6 the opponent played Rock when I had chosen Paper. The opponent might be repeating moves in a pattern or based on an adaptive behavior of previous prediction."""
+27,gpt-4.5-preview-2025-02-27,S-R,1,Rock,Scissor,0,0,"""Since there's no history available, I'll choose 'Rock' as a neutral starting guess."""
+7,gpt-4.5-preview-2025-02-27,always_paper,1,Rock,Paper,1,1,"""With no prior data, choosing 'Rock' as a default initial prediction."""
+19,gpt-4.5-preview-2025-02-27,R-P,1,Rock,Rock,0,0,"""Since it's the first round and there's no prior information, I'm choosing randomly."""
+28,gpt-4.5-preview-2025-02-27,S-R,1,Rock,Scissor,0,0,"""Since it's the first round and there's no prior data, I selected a move randomly."""
+3,gpt-4.5-preview-2025-02-27,always_rock,1,Rock,Rock,0,0,"""Since this is the first round and no data is available, I choose randomly."""
+9,gpt-4.5-preview-2025-02-27,always_paper,1,Rock,Paper,1,1,"""I have no prior game history to analyze. Selecting randomly, I choose Rock as the initial prediction."""
+21,gpt-4.5-preview-2025-02-27,P-S,1,Rock,Paper,1,1,"""Being the first round, there's no prior data to analyze, so selecting randomly."""
+32,gpt-4.5-preview-2025-02-27,R-P-S,1,Rock,Rock,0,0,"""Since this is the first round, I'll randomly pick 'Rock' as a starting point."""
+22,gpt-4.5-preview-2025-02-27,P-S,1,Rock,Paper,1,1,"""Since this is the first round and no past moves to analyze, predicting Rock as a standard initial choice."""
+20,gpt-4.5-preview-2025-02-27,R-P,1,Rock,Rock,0,0,"""Since it's the first round, selecting Rock as a typical initial guess."""
+15,gpt-4.5-preview-2025-02-27,always_scissor,1,Rock,Scissor,0,0,"""Since this is the first round, there's no history to analyze. I'll randomly select 'Rock' as a starting prediction."""
+1,gpt-4.5-preview-2025-02-27,always_rock,1,Rock,Rock,0,0,"""Since this is the first round, I'll choose 'Rock' purely by chance as there is no prior data for analysis."""
+25,gpt-4.5-preview-2025-02-27,P-S,1,Rock,Paper,1,1,"""This is the first round, so I'll start by predicting 'Rock', a common opening move."""
+29,gpt-4.5-preview-2025-02-27,S-R,1,Rock,Scissor,0,0,"""As this is the first round with no prior data, I am selecting 'Rock' randomly as a starting point."""
+33,gpt-4.5-preview-2025-02-27,R-P-S,1,Rock,Rock,0,0,"""This is the initial round, thus I have no prior moves to base my prediction on."""
+18,gpt-4.5-preview-2025-02-27,R-P,1,Rock,Rock,0,0,"""As this is the first round, without any previous moves, Rock is a common initial choice."""
+30,gpt-4.5-preview-2025-02-27,S-R,1,Rock,Scissor,0,0,"""Since this is the first round and no prior strategy has been observed, choosing randomly or based on initial instinct."""
+13,gpt-4.5-preview-2025-02-27,always_scissor,1,Rock,Scissor,0,0,"""With no previous rounds to analyze, I'll choose 'Rock' as an initial random prediction."""
+14,gpt-4.5-preview-2025-02-27,always_scissor,1,Rock,Scissor,0,0,"""Since this is our first round, there's no prior data to analyze; therefore, 'Rock' is chosen as a common initial move."""
+35,gpt-4.5-preview-2025-02-27,R-P-S,1,Rock,Rock,0,0,"""It's the first round and we have no prior history. I'll choose randomly and begin with Rock."""
+5,gpt-4.5-preview-2025-02-27,always_rock,1,Rock,Rock,0,0,"""This is the first round, so there's no historical data. I'm choosing Rock arbitrarily."""
+4,gpt-4.5-preview-2025-02-27,always_rock,1,Rock,Rock,0,0,"""It's unclear what the opponent's strategy will be, as this is the first round. I'll predict 'Rock' as a common starting choice."""
+17,gpt-4.5-preview-2025-02-27,R-P,1,Rock,Rock,0,0,"""Since this is the first round, I don't have any patterns to analyze. I'll predict Rock as it's a common initial choice."""
+23,gpt-4.5-preview-2025-02-27,P-S,1,Rock,Paper,1,1,"""Since this is the first round, I will predict randomly, choosing 'Rock' as it's commonly selected as an opening move."""
+8,gpt-4.5-preview-2025-02-27,always_paper,1,Rock,Paper,1,1,"""This is the first round with no previous data; thus, I select at random."""
+6,gpt-4.5-preview-2025-02-27,always_paper,1,Rock,Paper,1,1,"""Since this is the very first round, predicting 'Rock' seems to be a popular and common opening move."""
+26,gpt-4.5-preview-2025-02-27,S-R,1,Rock,Scissor,0,0,"""There is no previous data to analyze, choosing randomly with 'Rock' this round."""
+24,gpt-4.5-preview-2025-02-27,P-S,1,Rock,Paper,1,1,"""As this is the opening move with no prior data, I will predict 'Rock', which is generally a common initial choice."""
+12,gpt-4.5-preview-2025-02-27,always_scissor,1,Rock,Scissor,0,0,"""In absence of prior data, Rock is an arbitrary initial prediction."""
+10,gpt-4.5-preview-2025-02-27,always_paper,1,Rock,Paper,1,1,"""There is no existing game history, so I chose randomly. Rock is a common initial choice."""
+34,gpt-4.5-preview-2025-02-27,R-P-S,1,Rock,Rock,0,0,"""Since it's the first round, I will choose at random as there's no history yet."""
+16,gpt-4.5-preview-2025-02-27,R-P,1,Paper,Rock,0,0,"""Without any prior data or observations, I'll choose Paper to start the match randomly."""
+31,gpt-4.5-preview-2025-02-27,R-P-S,1,Rock,Rock,0,0,"""Since this is the first round and we have no data yet on the opponent's strategy, I'm choosing Rock as a neutral starting point."""
+2,gpt-4.5-preview-2025-02-27,always_rock,1,Rock,Rock,0,0,"""Since it's the first move, I'll choose 'Rock' arbitrarily, as there is no prior information available."""
+11,gpt-4.5-preview-2025-02-27,always_scissor,1,Rock,Scissor,0,0,"""Since this is the first move, I'll pick 'Rock' arbitrarily due to no prior history."""
+19,gpt-4.5-preview-2025-02-27,R-P,2,Paper,Paper,0,0,"""The opponent started with Rock. Maybe they're going to change to Paper to mix it up."""
+7,gpt-4.5-preview-2025-02-27,always_paper,2,Scissor,Paper,0,1,"""Opponent previously played Paper; predicting a change to Scissor as they might rotate through options."""
+9,gpt-4.5-preview-2025-02-27,always_paper,2,Scissor,Paper,0,1,"""Considering the opponent's last choice of Paper, they might shift to Scissor next to change their strategy."""
+32,gpt-4.5-preview-2025-02-27,R-P-S,2,Paper,Paper,0,0,"""The opponent initially played Rock. Predicting Paper might counter a potential repetition of their initial choice."""
+20,gpt-4.5-preview-2025-02-27,R-P,2,Rock,Paper,1,1,"""Given we have only seen one move, it's reasonable to assume the opponent might repeat their initial choice until we have more information."""
+4,gpt-4.5-preview-2025-02-27,always_rock,2,Paper,Rock,0,0,"""Opponent played Rock in the first round; I'll choose Paper thinking they might stick to Rock."""
+3,gpt-4.5-preview-2025-02-27,always_rock,2,Paper,Rock,0,0,"""The opponent started with Rock. I'm assuming they might repeat the same move, so I'll predict Paper to counter Rock."""
+24,gpt-4.5-preview-2025-02-27,P-S,2,Scissor,Scissor,0,1,"""Given the limited game history, I'm predicting the opponent will change patterns and play Scissor next."""
+22,gpt-4.5-preview-2025-02-27,P-S,2,Scissor,Scissor,0,1,"""The opponent has shown Paper once; perhaps they expect me to react to that. Predicting Scissor as a strategic guess."""
+35,gpt-4.5-preview-2025-02-27,R-P-S,2,Paper,Paper,0,0,"""The opponent previously played Rock, maybe they will stick with Rock again. I'll pick Paper to counter."""
+23,gpt-4.5-preview-2025-02-27,P-S,2,Scissor,Scissor,0,1,"""Opponent chose Paper first round; predicting they'll cycle through choices and pick Scissor next."""
+17,gpt-4.5-preview-2025-02-27,R-P,2,Paper,Paper,0,0,"""The opponent previously played Rock. Predicting they may switch to Paper to change strategies."""
+21,gpt-4.5-preview-2025-02-27,P-S,2,Scissor,Scissor,0,1,"""With only one round played, the choice so far has been Paper. To test for a pattern or adaptive behavior, predicting Scissor might help identify the strategy."""
+5,gpt-4.5-preview-2025-02-27,always_rock,2,Paper,Rock,0,0,"""The opponent started with Rock; I infer they might switch to Paper next to counter an expected shift on my part."""
+27,gpt-4.5-preview-2025-02-27,S-R,2,Scissor,Rock,1,1,"""The opponent might play Scissor again to test consistency; I'll predict Scissor this round."""
+8,gpt-4.5-preview-2025-02-27,always_paper,2,Scissor,Paper,0,1,"""The opponent previously played Paper; they might change their strategy by now playing Scissor to catch me off guard."""
+33,gpt-4.5-preview-2025-02-27,R-P-S,2,Paper,Paper,0,0,"""The opponent previously played Rock, suggesting they might repeat the move. Predicting Paper might yield a win."""
+18,gpt-4.5-preview-2025-02-27,R-P,2,Rock,Paper,1,1,"""The opponent played 'Rock' previously. With only one move observed, there's insufficient data to identify a pattern, so I'll guess they'll repeat 'Rock'."""
+6,gpt-4.5-preview-2025-02-27,always_paper,2,Scissor,Paper,0,1,"""The opponent played Paper previously, I anticipate they might change their choice to Scissor to vary their play."""
+1,gpt-4.5-preview-2025-02-27,always_rock,2,Paper,Rock,0,0,"""Opponent played Rock initially; assuming they might keep it or switch to Paper, choosing Paper is the safest guess."""
+25,gpt-4.5-preview-2025-02-27,P-S,2,Scissor,Scissor,0,1,"""Initially, the opponent chose Paper, so they might now switch their choice to Scissors, expecting me to choose Paper."""
+10,gpt-4.5-preview-2025-02-27,always_paper,2,Paper,Paper,0,1,"""The opponent played Paper previously, so I predict they'll stick to it for now."""
+14,gpt-4.5-preview-2025-02-27,always_scissor,2,Rock,Scissor,0,0,"""Opponent might switch from Scissor to Rock to avoid repeat; trying to catch a potential pattern."""
+34,gpt-4.5-preview-2025-02-27,R-P-S,2,Paper,Paper,0,0,"""The opponent started with Rock. Predicting Paper might beat a repeated Rock or test for a pattern."""
+30,gpt-4.5-preview-2025-02-27,S-R,2,Rock,Rock,0,0,"""There's insufficient data; I'm guessing the opponent might switch to Rock."""
+26,gpt-4.5-preview-2025-02-27,S-R,2,Rock,Rock,0,0,"""Opponent previously chose Scissor, perhaps they will shift to Rock next."""
+31,gpt-4.5-preview-2025-02-27,R-P-S,2,Paper,Paper,0,0,"""The opponent first chose Rock; predicting alternate or cyclic patterns, the opponent might now select Paper."""
+16,gpt-4.5-preview-2025-02-27,R-P,2,Paper,Paper,0,0,"""Opponent previously chose Rock; maybe they'll repeat this choice."""
+13,gpt-4.5-preview-2025-02-27,always_scissor,2,Scissor,Scissor,0,0,"""With only one round, there's limited information. I'll assume the opponent repeats their previous move for now."""
+12,gpt-4.5-preview-2025-02-27,always_scissor,2,Scissor,Scissor,0,0,"""Since the opponent played Scissor previously, I predict they might repeat it based on initial information."""
+28,gpt-4.5-preview-2025-02-27,S-R,2,Scissor,Rock,1,1,"""With only one round played, it's unclear if there's a strategy, so I'll stick with the opponent's previous move."""
+2,gpt-4.5-preview-2025-02-27,always_rock,2,Paper,Rock,0,0,"""The opponent played Rock initially; they might switch moves in the next round. Predicting Paper to counter a potential repeat."""
+15,gpt-4.5-preview-2025-02-27,always_scissor,2,Scissor,Scissor,0,0,"""Opponent previously chose Scissor; perhaps repeating the same choice as there isn't enough data yet."""
+29,gpt-4.5-preview-2025-02-27,S-R,2,Rock,Rock,0,0,"""With only one round played, it's unclear if there's a pattern. Given they played Scissor before, I'll tentatively predict they'll switch to Rock."""
+3,gpt-4.5-preview-2025-02-27,always_rock,3,Rock,Rock,0,0,"""Opponent played Rock in previous rounds, indicating a possible repeating pattern or preference."""
+5,gpt-4.5-preview-2025-02-27,always_rock,3,Rock,Rock,0,0,"""The opponent chose Rock in both previous rounds; they might continue this pattern."""
+9,gpt-4.5-preview-2025-02-27,always_paper,3,Paper,Paper,0,1,"""The opponent played Paper twice. It seems likely they'll choose Paper again."""
+19,gpt-4.5-preview-2025-02-27,R-P,3,Scissor,Rock,1,1,"""Opponent played Rock, then Paper; y assumption is they are cycling through moves, so Scissor is next."""
+33,gpt-4.5-preview-2025-02-27,R-P-S,3,Scissor,Scissor,0,0,"""The opponent has played Rock, then Paper. If they continue cycling, the next logical choice is Scissor."""
+7,gpt-4.5-preview-2025-02-27,always_paper,3,Paper,Paper,0,1,"""The opponent has chosen 'Paper' twice in a row; I'll predict this pattern will continue."""
+18,gpt-4.5-preview-2025-02-27,R-P,3,Scissor,Rock,1,2,"""So far, the opponent has played Rock then Paper. Possibly following a sequence, they might play Scissors next."""
+21,gpt-4.5-preview-2025-02-27,P-S,3,Rock,Paper,1,2,"""The opponent hasn't played Rock yet, it's possible they'll choose it this round for variety."""
+4,gpt-4.5-preview-2025-02-27,always_rock,3,Rock,Rock,0,0,"""The opponent played Rock twice consecutively; perhaps they will continue this pattern."""
+25,gpt-4.5-preview-2025-02-27,P-S,3,Rock,Paper,1,2,"""Pattern is unclear, choosing Rock as a random selection."""
+35,gpt-4.5-preview-2025-02-27,R-P-S,3,Scissor,Scissor,0,0,"""The opponent played Rock, then Paper, possibly following the sequence Rock-Paper-Scissors. Therefore, Scissor is likely next."""
+34,gpt-4.5-preview-2025-02-27,R-P-S,3,Scissor,Scissor,0,0,"""Opponent's choices seem cyclical (rock, paper); next likely scissor."""
+22,gpt-4.5-preview-2025-02-27,P-S,3,Rock,Paper,1,2,"""The opponent hasn't used Rock yet; anticipating they'll try it next."""
+31,gpt-4.5-preview-2025-02-27,R-P-S,3,Scissor,Scissor,0,0,"""The opponent previously played Rock and then Paper; I'm anticipating a sequential pattern, so they might play Scissor next."""
+23,gpt-4.5-preview-2025-02-27,P-S,3,Rock,Paper,1,2,"""The opponent might switch moves frequently; I'll predict Rock as a change from last round."""
+1,gpt-4.5-preview-2025-02-27,always_rock,3,Rock,Rock,0,0,"""So far, the opponent has consistently played Rock. There is not enough evidence to suggest a different behavior."""
+11,gpt-4.5-preview-2025-02-27,always_scissor,2,Rock,Scissor,0,0,"""Opponent previously chose Scissor, might start a pattern or repeat move."""
+8,gpt-4.5-preview-2025-02-27,always_paper,3,Paper,Paper,0,1,"""The opponent chose Paper consistently in the first two rounds, suggesting they might continue this pattern."""
+24,gpt-4.5-preview-2025-02-27,P-S,3,Rock,Paper,1,2,"""Given the limited history, the opponent may switch moves unpredictably, so I'll try predicting 'Rock' this round."""
+17,gpt-4.5-preview-2025-02-27,R-P,3,Scissor,Rock,1,1,"""The opponent seems to be cycling through moves in the order Rock, Paper, Scissor. Hence, Scissor should come next."""
+6,gpt-4.5-preview-2025-02-27,always_paper,3,Paper,Paper,0,1,"""The opponent played Paper twice consecutively; likely indicating a repeating or consistent pattern of choosing Paper."""
+20,gpt-4.5-preview-2025-02-27,R-P,3,Scissor,Rock,1,2,"""The opponent has played Rock then Paper, suggesting they might cycle through options. Scissor could logically come next."""
+15,gpt-4.5-preview-2025-02-27,always_scissor,3,Scissor,Scissor,0,0,"""The opponent played scissor twice, so they might repeat it again."""
+2,gpt-4.5-preview-2025-02-27,always_rock,3,Rock,Rock,0,0,"""The opponent has consistently played Rock; I anticipate they'll continue this pattern."""
+27,gpt-4.5-preview-2025-02-27,S-R,3,Scissor,Scissor,0,1,"""The opponent's moves so far are Scissor then Rock, possibly indicating a cycle pattern. Predicting Scissor, considering a repeating pattern."""
+12,gpt-4.5-preview-2025-02-27,always_scissor,3,Scissor,Scissor,0,0,"""The opponent chose Scissor in both rounds, suggesting they may continue this choice."""
+30,gpt-4.5-preview-2025-02-27,S-R,3,Paper,Scissor,1,1,"""Opponent previously chose Scissor and Rock; selecting Paper anticipates opponent's shift or cycle strategy."""
+14,gpt-4.5-preview-2025-02-27,always_scissor,3,Scissor,Scissor,0,0,"""Opponent consistently chose Scissor previously; likely to continue this pattern."""
+16,gpt-4.5-preview-2025-02-27,R-P,3,Scissor,Rock,1,1,"""So far, the opponent has played Rock, then Paper. I'm noticing a potential sequence, so I'll predict Scissor next."""
+26,gpt-4.5-preview-2025-02-27,S-R,3,Paper,Scissor,1,1,"""The opponent played Scissor then Rock; perhaps they cycle through moves. I'll predict Paper as next in the sequence."""
+3,gpt-4.5-preview-2025-02-27,always_rock,4,Rock,Rock,0,0,"""The opponent has consistently selected Rock in all previous rounds without variation."""
+10,gpt-4.5-preview-2025-02-27,always_paper,3,Paper,Paper,0,1,"""The opponent showed a preference for Paper in previous rounds, playing Paper twice consecutively. Therefore, predicting Paper seems logical."""
+21,gpt-4.5-preview-2025-02-27,P-S,4,Paper,Scissor,1,3,"""The opponent seems to prefer Paper after playing Scissor, indicating a pattern worth exploring."""
+23,gpt-4.5-preview-2025-02-27,P-S,4,Paper,Scissor,1,3,"""It appears the opponent favors Paper frequently, choosing it multiple times already."""
+13,gpt-4.5-preview-2025-02-27,always_scissor,3,Scissor,Scissor,0,0,"""The opponent played Scissor consecutively in the first two rounds; predicting Scissor again seems reasonable for now."""
+18,gpt-4.5-preview-2025-02-27,R-P,4,Paper,Paper,0,2,"""The opponent played Rock twice previously, suggesting a preference towards Rock. Expecting Rock again, I predict Paper to counter it."""
+32,gpt-4.5-preview-2025-02-27,R-P-S,3,Scissor,Scissor,0,0,"""The opponent previously played Rock, then Paper. They might be cycling, so I predict Scissor next."""
+28,gpt-4.5-preview-2025-02-27,S-R,3,Scissor,Scissor,0,1,"""The opponent might be cycling through moves, and after Rock, Scissor is likely next."""
+19,gpt-4.5-preview-2025-02-27,R-P,4,Rock,Paper,1,2,"""The opponent played Rock twice, possibly favoring this move."""
+9,gpt-4.5-preview-2025-02-27,always_paper,4,Paper,Paper,0,1,"""The opponent played Paper three times in a row; possible pattern of repetition."""
+24,gpt-4.5-preview-2025-02-27,P-S,4,Paper,Scissor,1,3,"""The opponent seems to favor Paper frequently, so it's likely they'll play Paper again."""
+35,gpt-4.5-preview-2025-02-27,R-P-S,4,Rock,Rock,0,0,"""The opponent seems to be mirroring my previous choices, so they'll likely play Rock next."""
+4,gpt-4.5-preview-2025-02-27,always_rock,4,Rock,Rock,0,0,"""My opponent consistently played Rock. I'll predict 'Rock' for the next round again."""
+29,gpt-4.5-preview-2025-02-27,S-R,3,Paper,Scissor,1,1,"""The opponent has shown both Scissor and Rock previously, perhaps cycling through moves. Predicting Paper next in the potential cycle."""
+1,gpt-4.5-preview-2025-02-27,always_rock,4,Rock,Rock,0,0,"""Given that the opponent consistently chose Rock for the past three rounds, it's reasonable to predict that they'll continue with Rock."""
+5,gpt-4.5-preview-2025-02-27,always_rock,4,Rock,Rock,0,0,"""The opponent has chosen 'Rock' in every round so far. It seems likely they will continue this pattern for the next move."""
+33,gpt-4.5-preview-2025-02-27,R-P-S,4,Rock,Rock,0,0,"""The opponent has cycled through all options once; perhaps they begin the pattern again with Rock."""
+14,gpt-4.5-preview-2025-02-27,always_scissor,4,Scissor,Scissor,0,0,"""The opponent has consistently selected 'Scissor' in previous rounds, hinting at a possible repetitive pattern."""
+12,gpt-4.5-preview-2025-02-27,always_scissor,4,Scissor,Scissor,0,0,"""The opponent has consistently chosen Scissor in previous rounds. It seems logical that they will continue this pattern."""
+11,gpt-4.5-preview-2025-02-27,always_scissor,3,Scissor,Scissor,0,0,"""Opponent chose Scissor twice; predicting continuation of this pattern."""
+22,gpt-4.5-preview-2025-02-27,P-S,4,Paper,Scissor,1,3,"""The opponent seems to favor Paper, having chosen it multiple times already."""
+8,gpt-4.5-preview-2025-02-27,always_paper,4,Paper,Paper,0,1,"""The opponent has consistently selected Paper, suggesting a tendency or pattern toward Paper."""
+7,gpt-4.5-preview-2025-02-27,always_paper,4,Paper,Paper,0,1,"""The opponent has chosen Paper consistently in previous rounds; I predict they will do so again."""
+30,gpt-4.5-preview-2025-02-27,S-R,4,Rock,Rock,0,1,"""Observing the history, the opponent previously followed Scissor-Rock-Scissor, suggesting they might play Rock again."""
+6,gpt-4.5-preview-2025-02-27,always_paper,4,Paper,Paper,0,1,"""The opponent consistently played Paper in previous rounds, so I predict Paper again."""
+23,gpt-4.5-preview-2025-02-27,P-S,5,Rock,Paper,1,4,"""The opponent hasn't used Rock yet; they might use it next."""
+26,gpt-4.5-preview-2025-02-27,S-R,4,Rock,Rock,0,1,"""Opponent might cycle through moves or revert to familiar moves; choosing Rock is a strategic guess based on patterns."""
+10,gpt-4.5-preview-2025-02-27,always_paper,4,Paper,Paper,0,1,"""The opponent played Paper three rounds in a row. Given this consistency, predicting Paper again seems reasonable."""
+17,gpt-4.5-preview-2025-02-27,R-P,4,Paper,Paper,0,1,"""The opponent initially matched your moves, then played Rock again. I predict they'll switch to Paper next."""
+34,gpt-4.5-preview-2025-02-27,R-P-S,4,Rock,Rock,0,0,"""The opponent repeats the move that was last guessed; given this, they should play Rock next."""
+15,gpt-4.5-preview-2025-02-27,always_scissor,4,Scissor,Scissor,0,0,"""Opponent consistently played Scissor; it's logical to expect the same move."""
+21,gpt-4.5-preview-2025-02-27,P-S,5,Rock,Paper,1,4,"""The opponent might choose Rock next to diversify their pattern since they've not chosen Rock yet."""
+16,gpt-4.5-preview-2025-02-27,R-P,4,Rock,Paper,1,2,"""The opponent used Rock twice out of three rounds, suggesting a preference towards Rock."""
+18,gpt-4.5-preview-2025-02-27,R-P,5,Rock,Rock,0,2,"""The opponent seems to favor Rock frequently; hence, predicting Rock might be a safer choice."""
+3,gpt-4.5-preview-2025-02-27,always_rock,5,Rock,Rock,0,0,"""The opponent consistently played Rock in every round so far; thus, predicting Rock again seems logical."""
+31,gpt-4.5-preview-2025-02-27,R-P-S,4,Rock,Rock,0,0,"""The opponent plays the same move I chose previously. Since I chose Rock first, now I'll pick Paper to counter predicted Rock."""
+2,gpt-4.5-preview-2025-02-27,always_rock,4,Rock,Rock,0,0,"""The opponent has consistently chosen Rock each round thus far, suggesting a repeating or constant choice pattern."""
+25,gpt-4.5-preview-2025-02-27,P-S,4,Paper,Scissor,1,3,"""The opponent favored Paper actively in two out of three rounds. I'll assume this trend continues and predict Paper."""
+20,gpt-4.5-preview-2025-02-27,R-P,4,Paper,Paper,0,2,"""The opponent's last sequence was Rock, Paper, Rock; they seem to be alternating between Rock and Paper. Predicting Paper next."""
+24,gpt-4.5-preview-2025-02-27,P-S,5,Paper,Paper,0,3,"""The opponent seems to be repeating certain moves and patterns. Predicting 'Paper' based on the previous rounds."""
+27,gpt-4.5-preview-2025-02-27,S-R,4,Rock,Rock,0,1,"""The opponent previously played Scissor, Rock, Scissor; there's a chance they might follow a pattern or repeat it, predicting Rock next."""
+14,gpt-4.5-preview-2025-02-27,always_scissor,5,Scissor,Scissor,0,0,"""The opponent consistently played Scissor in the previous rounds, so they're likely to continue this trend."""
+4,gpt-4.5-preview-2025-02-27,always_rock,5,Rock,Rock,0,0,"""The opponent has consistently played 'Rock' in all previous rounds, indicating a fixed strategy or pattern."""
+29,gpt-4.5-preview-2025-02-27,S-R,4,Rock,Rock,0,1,"""The opponent might cycle through moves, and since they've not played Rock since round 2, they might play it next."""
+11,gpt-4.5-preview-2025-02-27,always_scissor,4,Scissor,Scissor,0,0,"""The opponent has consistently chosen Scissor in all previous rounds, so it's logical they'll stick to this choice."""
+13,gpt-4.5-preview-2025-02-27,always_scissor,4,Scissor,Scissor,0,0,"""The opponent has been consistently playing Scissor, so I'll predict Scissor next."""
+1,gpt-4.5-preview-2025-02-27,always_rock,5,Rock,Rock,0,0,"""The opponent has consistently chosen 'Rock'. There's no indication they'll change now."""
+9,gpt-4.5-preview-2025-02-27,always_paper,5,Paper,Paper,0,1,"""The opponent played Paper three times consecutively, suggesting a tendency toward repeating Paper."""
+23,gpt-4.5-preview-2025-02-27,P-S,6,Paper,Scissor,1,5,"""The opponent frequently played Paper after previously playing Paper; predicting 'Paper' seems to follow their pattern."""
+5,gpt-4.5-preview-2025-02-27,always_rock,5,Rock,Rock,0,0,"""The opponent consistently chooses Rock. Predicting continuation of this pattern."""
+30,gpt-4.5-preview-2025-02-27,S-R,5,Scissor,Scissor,0,1,"""I noticed the opponent frequently played Scissor after Rock; I'm predicting Scissor next."""
+19,gpt-4.5-preview-2025-02-27,R-P,5,Scissor,Rock,1,3,"""Observing the pattern, the opponent seems to cycle through different moves. Scissor appears to be the next logical choice."""
+22,gpt-4.5-preview-2025-02-27,P-S,5,Paper,Paper,0,3,"""The opponent appeared to favor Paper initially and has alternated between Paper and Scissor. Predicting Paper next seems logical based on prior behavior."""
+28,gpt-4.5-preview-2025-02-27,S-R,4,Rock,Rock,0,1,"""The opponent alternates between Scissor and Rock; last was Scissor, so next is Rock."""
+32,gpt-4.5-preview-2025-02-27,R-P-S,4,Rock,Rock,0,0,"""The opponent might be cycling through Rock, Paper, Scissor repeatedly. After Scissor, they might revert back to Rock."""
+18,gpt-4.5-preview-2025-02-27,R-P,6,Paper,Paper,0,2,"""After analyzing previous rounds, Paper seems to follow Rock; predicting Paper this round."""
+14,gpt-4.5-preview-2025-02-27,always_scissor,6,Scissor,Scissor,0,0,"""The opponent has consistently played 'Scissor' for all past rounds."""
+35,gpt-4.5-preview-2025-02-27,R-P-S,5,Rock,Paper,1,1,"""Opponent seems to repeat my previous move. Played Rock after my Rock, Paper after my Paper."""
+21,gpt-4.5-preview-2025-02-27,P-S,6,Paper,Scissor,1,5,"""The opponent has been playing 'Paper' repeatedly after instances of me playing 'Rock'. Considering the repetition, predicting 'Paper' seems logical."""
+20,gpt-4.5-preview-2025-02-27,R-P,5,Rock,Rock,0,2,"""Analyzing the opponent's previous moves, they seem to repeat patterns; I'm predicting they will play Rock again."""
+12,gpt-4.5-preview-2025-02-27,always_scissor,5,Scissor,Scissor,0,0,"""The opponent consistently played Scissor in previous rounds, suggesting a habitual pattern of choosing Scissor."""
+6,gpt-4.5-preview-2025-02-27,always_paper,5,Paper,Paper,0,1,"""The opponent chose 'Paper' consistently in previous rounds; I predict the trend will continue."""
+24,gpt-4.5-preview-2025-02-27,P-S,6,Scissor,Scissor,0,3,"""The opponent played Paper, Scissor, and Paper recently, hinting at alternating moves. Predicting Scissor next."""
+25,gpt-4.5-preview-2025-02-27,P-S,5,Rock,Paper,1,4,"""The opponent might revert to Rock following their previous choices, possibly continuing a cyclic strategy or adapting accordingly."""
+8,gpt-4.5-preview-2025-02-27,always_paper,5,Paper,Paper,0,1,"""The opponent has consistently played Paper, thus it's logical to anticipate Paper again for their next move."""
+13,gpt-4.5-preview-2025-02-27,always_scissor,5,Scissor,Scissor,0,0,"""The opponent consistently played Scissor in previous rounds, indicating a repetitive pattern."""
+10,gpt-4.5-preview-2025-02-27,always_paper,5,Paper,Paper,0,1,"""The opponent has consistently chosen Paper in previous rounds, predicting this consistency will continue."""
+26,gpt-4.5-preview-2025-02-27,S-R,5,Scissor,Scissor,0,1,"""The opponent seems to favor Scissor after a round of Rock; predicting Scissor again."""
+11,gpt-4.5-preview-2025-02-27,always_scissor,5,Scissor,Scissor,0,0,"""The opponent consistently played 'Scissor' for all previous rounds. It seems logical they'll stick to this pattern."""
+7,gpt-4.5-preview-2025-02-27,always_paper,5,Paper,Paper,0,1,"""The opponent has consistently chosen Paper in each of the previous rounds. It's likely they'll continue using this pattern."""
+29,gpt-4.5-preview-2025-02-27,S-R,5,Scissor,Scissor,0,1,"""The opponent seems to cycle through the moves; after playing Rock, they usually go to Scissor next."""
+23,gpt-4.5-preview-2025-02-27,P-S,7,Paper,Paper,0,5,"""The opponent seems to play Paper whenever you've predicted Rock, indicating a likely continuation of this pattern."""
+33,gpt-4.5-preview-2025-02-27,R-P-S,5,Paper,Paper,0,0,"""Observing the pattern, the opponent seems to cycle through moves predictably. After Rock in round 4, Paper is likely next."""
+17,gpt-4.5-preview-2025-02-27,R-P,5,Rock,Rock,0,1,"""Observing patterns from the history, Rock seems commonly selected. Predicting Rock might be a safer choice."""
+3,gpt-4.5-preview-2025-02-27,always_rock,6,Rock,Rock,0,0,"""The opponent has consistently played 'Rock' in every round thus far, indicating a steady, repetitive pattern."""
+15,gpt-4.5-preview-2025-02-27,always_scissor,5,Scissor,Scissor,0,0,"""The opponent consistently played Scissor in previous rounds, so I predict they'll continue this pattern."""
+30,gpt-4.5-preview-2025-02-27,S-R,6,Rock,Rock,0,1,"""The opponent has frequently played 'Rock' and 'Scissor', so predicting 'Rock' seems most logical."""
+16,gpt-4.5-preview-2025-02-27,R-P,5,Rock,Rock,0,2,"""Analyzing the opponent's moves, Rock and Paper seem more frequent. Predicting Rock as it may follow a pattern observed."""
+1,gpt-4.5-preview-2025-02-27,always_rock,6,Rock,Rock,0,0,"""The opponent has played Rock consistently every round; it's reasonable to anticipate they'll continue this pattern."""
+22,gpt-4.5-preview-2025-02-27,P-S,6,Rock,Scissor,0,3,"""Analyzing previous moves, I believe the opponent might switch to Rock next, as it hasn't been used recently."""
+2,gpt-4.5-preview-2025-02-27,always_rock,5,Rock,Rock,0,0,"""The opponent consistently played Rock for all previous rounds, indicating a high probability of repeating this move."""
+9,gpt-4.5-preview-2025-02-27,always_paper,6,Paper,Paper,0,1,"""The opponent's previous moves indicate they're consistently choosing Paper, hence I predict they'll choose Paper again."""
+18,gpt-4.5-preview-2025-02-27,R-P,7,Rock,Rock,0,2,"""Opponent previously followed Paper with Rock. Given the recurrence, I predict Rock next."""
+27,gpt-4.5-preview-2025-02-27,S-R,5,Rock,Scissor,0,1,"""The opponent frequently chooses Rock; proposing Rock as the next likely choice."""
+5,gpt-4.5-preview-2025-02-27,always_rock,6,Rock,Rock,0,0,"""The opponent consistently chose Rock in all previous rounds. It's likely they'll do the same again."""
+14,gpt-4.5-preview-2025-02-27,always_scissor,7,Scissor,Scissor,0,0,"""The opponent consistently played Scissor every round, so I predict they'll continue this pattern and play Scissor again."""
+24,gpt-4.5-preview-2025-02-27,P-S,7,Scissor,Paper,0,3,"""Observing a repeating pattern or the frequency of past moves, Scissor appears likely as the next move."""
+4,gpt-4.5-preview-2025-02-27,always_rock,6,Rock,Rock,0,0,"""The opponent has consistently played Rock every round. Hence, they seem to prefer Rock consistently."""
+12,gpt-4.5-preview-2025-02-27,always_scissor,6,Scissor,Scissor,0,0,"""The opponent has consistently chosen Scissor every round so far; it's likely they'll do it again."""
+34,gpt-4.5-preview-2025-02-27,R-P-S,5,Paper,Paper,0,0,"""The opponent has mirrored each of my previous guesses, implying they might repeat my last guess, 'Rock'."""
+13,gpt-4.5-preview-2025-02-27,always_scissor,6,Scissor,Scissor,0,0,"""The opponent played 'Scissor' consistently for the previous five rounds, indicating a clear pattern."""
+20,gpt-4.5-preview-2025-02-27,R-P,6,Paper,Paper,0,2,"""I'm noticing a potential cyclical pattern or repeated choices around Paper and Rock. Predicting Paper for next move."""
+19,gpt-4.5-preview-2025-02-27,R-P,6,Paper,Paper,0,3,"""The opponent has frequently chosen Rock in past rounds, so predicting Paper could be advantageous now."""
+28,gpt-4.5-preview-2025-02-27,S-R,5,Paper,Scissor,1,2,"""Observations suggest the opponent might play Paper next, completing a cycle through all choices."""
+21,gpt-4.5-preview-2025-02-27,P-S,7,Paper,Paper,0,5,"""The opponent consistently repeated the sequence Paper-Scissor, Paper-Scissor. Following this identifiable pattern, Paper is the next logical choice."""
+29,gpt-4.5-preview-2025-02-27,S-R,6,Scissor,Rock,1,2,"""Analyzing the previous rounds, the opponent seems to favor playing Scissor more frequently."""
+10,gpt-4.5-preview-2025-02-27,always_paper,6,Paper,Paper,0,1,"""The opponent consistently chose Paper in previous rounds, suggesting a pattern."""
+26,gpt-4.5-preview-2025-02-27,S-R,6,Rock,Rock,0,1,"""The opponent previously played Rock after Scissor. I'm predicting they might repeat this behavior."""
+23,gpt-4.5-preview-2025-02-27,P-S,8,Scissor,Scissor,0,5,"""The opponent frequently picks Scissor after Paper; hence I predict Scissor next."""
+25,gpt-4.5-preview-2025-02-27,P-S,6,Paper,Scissor,1,5,"""The opponent seems to frequently choose Paper, especially after your prediction of Rock. Anticipating continuation of this pattern, I predict Paper."""
+6,gpt-4.5-preview-2025-02-27,always_paper,6,Paper,Paper,0,1,"""The opponent consistently played 'Paper' for the past four rounds, so it's likely they will play 'Paper' again."""
+11,gpt-4.5-preview-2025-02-27,always_scissor,6,Scissor,Scissor,0,0,"""The opponent has consistently chosen Scissor in every round; thus, they appear to favor Scissor strongly."""
+30,gpt-4.5-preview-2025-02-27,S-R,7,Rock,Scissor,0,1,"""The opponent seems to favor playing 'Rock' frequently based on previous rounds."""
+8,gpt-4.5-preview-2025-02-27,always_paper,6,Paper,Paper,0,1,"""The opponent has played 'Paper' consistently for the past four rounds, suggesting a tendency to stick with this choice."""
+35,gpt-4.5-preview-2025-02-27,R-P-S,6,Scissor,Scissor,0,1,"""Identifying a cyclical usage pattern, the opponent is likely to use Scissor next."""
+15,gpt-4.5-preview-2025-02-27,always_scissor,6,Scissor,Scissor,0,0,"""The opponent has consistently played Scissor for several rounds; it's likely they will repeat this move."""
+9,gpt-4.5-preview-2025-02-27,always_paper,7,Paper,Paper,0,1,"""Given the opponent consistently played Paper from rounds 2 to 6, I predict they will continue this pattern."""
+22,gpt-4.5-preview-2025-02-27,P-S,7,Paper,Paper,0,3,"""The opponent seems to prefer Paper, playing it multiple times before. I'll predict Paper."""
+32,gpt-4.5-preview-2025-02-27,R-P-S,5,Paper,Paper,0,0,"""The opponent appears to copy each of my previous moves. Since I played Paper in Round 2 and they also chose Paper, my prediction is Paper again."""
+18,gpt-4.5-preview-2025-02-27,R-P,8,Paper,Paper,0,2,"""The opponent frequently chooses Paper after playing Rock. Anticipating a repeating pattern, I predict Paper."""
+7,gpt-4.5-preview-2025-02-27,always_paper,6,Paper,Paper,0,1,"""Given the opponent's consistent choice of Paper the last four rounds, I expect they will continue this pattern."""
+14,gpt-4.5-preview-2025-02-27,always_scissor,8,Scissor,Scissor,0,0,"""The opponent consistently played Scissor in every previous round; therefore, I'm predicting Scissor again."""
+3,gpt-4.5-preview-2025-02-27,always_rock,7,Rock,Rock,0,0,"""The opponent has consistently chosen Rock for all previous rounds, suggesting a continued pattern."""
+17,gpt-4.5-preview-2025-02-27,R-P,6,Rock,Paper,1,2,"""Analyzing previous rounds, the opponent appeared to repeat certain choices. Predicting 'Rock' as a reasonable next move."""
+24,gpt-4.5-preview-2025-02-27,P-S,8,Scissor,Scissor,0,3,"""The opponent seems to favor the move Scissor quite frequently, especially in recent moves. Predicting they may continue this trend."""
+21,gpt-4.5-preview-2025-02-27,P-S,8,Paper,Scissor,1,6,"""The opponent frequently plays Paper; predicting Paper seems like the logical choice."""
+29,gpt-4.5-preview-2025-02-27,S-R,7,Rock,Scissor,0,2,"""The opponent seems to have slight preference for Rock; I predict they will continue this tendency."""
+26,gpt-4.5-preview-2025-02-27,S-R,7,Rock,Scissor,0,1,"""The opponent has frequently chosen Rock. Based on this pattern, it's reasonable to anticipate they'll play Rock again."""
+20,gpt-4.5-preview-2025-02-27,R-P,7,Scissor,Rock,1,3,"""Observing the opponent's pattern, after playing Paper, they often switch to Scissor next. I'll predict Scissor this round."""
+31,gpt-4.5-preview-2025-02-27,R-P-S,5,Paper,Paper,0,0,"""The opponent seems to always match my previous guess. Since I chose Rock last, they will probably choose Rock next. Hence, Paper is my best play."""
+16,gpt-4.5-preview-2025-02-27,R-P,6,Paper,Paper,0,2,"""The opponent might cycle moves, having just played Rock last round, making Paper a potential next choice."""
+33,gpt-4.5-preview-2025-02-27,R-P-S,6,Scissor,Scissor,0,0,"""Analyzing the previous rounds, the opponent seems to be cycling through 'Rock', 'Paper', and 'Scissor' in order. After playing 'Paper', the next logical move is 'Scissor'."""
+13,gpt-4.5-preview-2025-02-27,always_scissor,7,Scissor,Scissor,0,0,"""The opponent has consistently played Scissor since round 1."""
+27,gpt-4.5-preview-2025-02-27,S-R,6,Rock,Rock,0,1,"""Analyzing the history, the opponent often returns to Rock after using Scissor, hence predicting Rock seems reasonable."""
+23,gpt-4.5-preview-2025-02-27,P-S,9,Paper,Paper,0,5,"""The opponent frequently played Paper after encounters involving Scissor. Predicting Paper based on observed historical trends."""
+11,gpt-4.5-preview-2025-02-27,always_scissor,7,Scissor,Scissor,0,0,"""The opponent has consistently played Scissor every round; thus, it is reasonable to predict Scissor for the next move."""
+6,gpt-4.5-preview-2025-02-27,always_paper,7,Paper,Paper,0,1,"""The opponent consistently played Paper for the last five rounds, implying a probable strategy of repetition."""
+28,gpt-4.5-preview-2025-02-27,S-R,6,Rock,Rock,0,2,"""The opponent tends to repeat moves; following Scissor in round 5, Rock is likely next."""
+8,gpt-4.5-preview-2025-02-27,always_paper,7,Paper,Paper,0,1,"""Opponent has consistently played 'Paper', it's logical they will continue this trend."""
+25,gpt-4.5-preview-2025-02-27,P-S,7,Paper,Paper,0,5,"""The opponent consistently chose Paper and Scissor alternately in past rounds. After choosing Scissor, they tend to pick Paper next."""
+5,gpt-4.5-preview-2025-02-27,always_rock,7,Rock,Rock,0,0,"""The opponent has consistently chosen Rock every round, so it seems likely they'll do so again."""
+30,gpt-4.5-preview-2025-02-27,S-R,8,Rock,Rock,0,1,"""I notice the opponent frequently chooses Rock as their move. Predicting Rock based on this trend."""
+10,gpt-4.5-preview-2025-02-27,always_paper,7,Paper,Paper,0,1,"""The opponent has consistently played Paper for the last five rounds; it's logical to predict they'll continue this pattern."""
+22,gpt-4.5-preview-2025-02-27,P-S,8,Paper,Scissor,1,4,"""Opponent played Paper multiple times recently, might continue with it."""
+15,gpt-4.5-preview-2025-02-27,always_scissor,7,Scissor,Scissor,0,0,"""The opponent has consistently played Scissor in previous rounds."""
+12,gpt-4.5-preview-2025-02-27,always_scissor,7,Scissor,Scissor,0,0,"""The opponent has repeatedly chosen Scissors, indicating a preference. I predict they'll continue this pattern."""
+19,gpt-4.5-preview-2025-02-27,R-P,7,Rock,Rock,0,3,"""The opponent tends to use 'Rock' frequently, observing a repeated pattern. Predicting 'Rock' seems logical based on past rounds."""
+1,gpt-4.5-preview-2025-02-27,always_rock,7,Rock,Rock,0,0,"""The opponent chose Rock consistently across all rounds, indicating they might stick to Rock."""
+7,gpt-4.5-preview-2025-02-27,always_paper,7,Paper,Paper,0,1,"""The opponent consistently chose Paper in previous rounds, suggesting they might continue using this strategy."""
+3,gpt-4.5-preview-2025-02-27,always_rock,8,Rock,Rock,0,0,"""The opponent consistently played 'Rock' in all previous rounds."""
+2,gpt-4.5-preview-2025-02-27,always_rock,6,Rock,Rock,0,0,"""The opponent has consistently played Rock for all previous rounds; therefore, Rock seems the most likely next move."""
+18,gpt-4.5-preview-2025-02-27,R-P,9,Rock,Rock,0,2,"""The opponent frequently played Rock and Paper previously. I'll predict Rock as it appears regularly."""
+14,gpt-4.5-preview-2025-02-27,always_scissor,9,Scissor,Scissor,0,0,"""The opponent consistently played Scissor in all previous rounds; it's very likely they will continue."""
+34,gpt-4.5-preview-2025-02-27,R-P-S,6,Scissor,Scissor,0,0,"""The opponent seems to always copy your previous choice. Your last choice was Scissor, so they will likely choose Scissor next."""
+20,gpt-4.5-preview-2025-02-27,R-P,8,Rock,Paper,1,4,"""The opponent appears to favor Rock, choosing it often in previous matches, hence predicting Rock."""
+29,gpt-4.5-preview-2025-02-27,S-R,8,Rock,Rock,0,2,"""Based on previous rounds, the opponent seems to frequently choose Rock. I expect they might continue this trend."""
+9,gpt-4.5-preview-2025-02-27,always_paper,8,Paper,Paper,0,1,"""The opponent consistently played Paper in previous rounds, suggesting it's their preferred choice."""
+6,gpt-4.5-preview-2025-02-27,always_paper,8,Paper,Paper,0,1,"""The opponent consistently picked Paper in previous rounds; thus, predicting Paper again seems logical."""
+13,gpt-4.5-preview-2025-02-27,always_scissor,8,Scissor,Scissor,0,0,"""The opponent consistently chose Scissor each round; therefore, I predict they'll keep selecting Scissor."""
+24,gpt-4.5-preview-2025-02-27,P-S,9,Scissor,Paper,0,3,"""Analyzing the rounds, the opponent frequently chose Scissor. Predicting they'll choose Scissor again seems logical."""
+11,gpt-4.5-preview-2025-02-27,always_scissor,8,Scissor,Scissor,0,0,"""The opponent has consistently played Scissor for every round, indicating a consistent choice."""
+23,gpt-4.5-preview-2025-02-27,P-S,10,Paper,Scissor,1,6,"""The opponent seems to frequently play Paper, particularly after rounds ending in Paper or Scissor. Following this pattern, I predict Paper as the next move."""
+22,gpt-4.5-preview-2025-02-27,P-S,9,Paper,Paper,0,4,"""The opponent has frequently chosen Paper, so it's likely they will choose Paper again."""
+25,gpt-4.5-preview-2025-02-27,P-S,8,Paper,Scissor,1,6,"""Analyzing the provided history, the opponent frequently played 'Paper', which indicates a high likelihood they'll use 'Paper' again this round."""
+7,gpt-4.5-preview-2025-02-27,always_paper,8,Paper,Paper,0,1,"""Opponent has consistently chosen Paper for multiple rounds; expecting continuation of this pattern."""
+15,gpt-4.5-preview-2025-02-27,always_scissor,8,Scissor,Scissor,0,0,"""The opponent consistently picked Scissor; hence, I predict it will do so again."""
+12,gpt-4.5-preview-2025-02-27,always_scissor,8,Scissor,Scissor,0,0,"""Opponent consistently played Scissor for the past rounds, likely continuing the trend."""
+30,gpt-4.5-preview-2025-02-27,S-R,9,Scissor,Scissor,0,1,"""The opponent frequently repeats 'Scissor'. Considering this trend, I predict the next move will also be 'Scissor'."""
+14,gpt-4.5-preview-2025-02-27,always_scissor,10,Scissor,Scissor,0,0,"""The opponent repeatedly played Scissor. Expecting continuation."""
+26,gpt-4.5-preview-2025-02-27,S-R,8,Rock,Rock,0,1,"""The opponent frequently chose Rock in previous rounds, so it's likely they'll pick it again."""
+32,gpt-4.5-preview-2025-02-27,R-P-S,6,Scissor,Scissor,0,0,"""The opponent seems to copy my previous move. My last prediction was Paper, therefore they will likely choose Paper this round."""
+2,gpt-4.5-preview-2025-02-27,always_rock,7,Rock,Rock,0,0,"""The opponent has consistently played Rock in all previous rounds."""
+35,gpt-4.5-preview-2025-02-27,R-P-S,7,Rock,Rock,0,1,"""The opponent seems to favor patterns. They previously started with Rock, so I'm predicting they'll begin the cycle again with Rock."""
+33,gpt-4.5-preview-2025-02-27,R-P-S,7,Rock,Rock,0,0,"""The opponent appears to cycle through Rock, Paper, Scissor repeatedly, and after Scissor, the next logical move in this sequence is Rock."""
+21,gpt-4.5-preview-2025-02-27,P-S,9,Paper,Paper,0,6,"""I noticed the opponent regularly chooses Paper following certain patterns. Predicting Paper next."""
+8,gpt-4.5-preview-2025-02-27,always_paper,8,Paper,Paper,0,1,"""Opponent played Paper consistently after round 1; predicting Paper again."""
+17,gpt-4.5-preview-2025-02-27,R-P,7,Rock,Rock,0,2,"""I observed that after playing Paper, the opponent often chooses Rock. This pattern suggests Rock may follow; thus, I predict Rock."""
+10,gpt-4.5-preview-2025-02-27,always_paper,8,Paper,Paper,0,1,"""The opponent consistently played 'Paper' for all previous rounds; it's likely they'll repeat this."""
+13,gpt-4.5-preview-2025-02-27,always_scissor,9,Scissor,Scissor,0,0,"""The opponent consistently played Scissor; likely they'll continue this pattern."""
+20,gpt-4.5-preview-2025-02-27,R-P,9,Rock,Rock,0,4,"""The opponent seems to regularly select 'Rock', making it a likely next move."""
+4,gpt-4.5-preview-2025-02-27,always_rock,7,Rock,Rock,0,0,"""The opponent consistently played Rock every round. Expecting this trend to continue, predicting Rock."""
+16,gpt-4.5-preview-2025-02-27,R-P,7,Rock,Rock,0,2,"""The opponent seems to follow a repeating cycle, and based on the previous pattern, it's likely they'll choose Rock next."""
+3,gpt-4.5-preview-2025-02-27,always_rock,9,Rock,Rock,0,0,"""The opponent has consistently played Rock every round; thus, I predict they will continue this trend."""
+27,gpt-4.5-preview-2025-02-27,S-R,7,Rock,Scissor,0,1,"""The opponent seems to favor Rock or Scissor, rarely using Paper. I'll choose Rock, anticipating they may continue this trend."""
+11,gpt-4.5-preview-2025-02-27,always_scissor,9,Scissor,Scissor,0,0,"""The opponent consistently chose Scissor in previous rounds, implying a likely pattern or strategy preference."""
+1,gpt-4.5-preview-2025-02-27,always_rock,8,Rock,Rock,0,0,"""Opponent has consistently chosen Rock each round, so it's logical to predict Rock again."""
+5,gpt-4.5-preview-2025-02-27,always_rock,8,Rock,Rock,0,0,"""The opponent has consistently chosen Rock for the past rounds, so predicting Rock again seems logical."""
+29,gpt-4.5-preview-2025-02-27,S-R,9,Scissor,Scissor,0,2,"""Analyzing previous rounds, Scissor frequently follows Rock from the opponent. Therefore, Scissor is a likely move."""
+31,gpt-4.5-preview-2025-02-27,R-P-S,6,Scissor,Scissor,0,0,"""The opponent is cycling moves in the standard sequence Rock, Paper, Scissor. Next move should logically be Scissor."""
+28,gpt-4.5-preview-2025-02-27,S-R,7,Scissor,Scissor,0,2,"""The opponent often chooses 'Scissor' after 'Rock,' indicating a possible pattern. Predicting 'Scissor' next."""
+12,gpt-4.5-preview-2025-02-27,always_scissor,9,Scissor,Scissor,0,0,"""The opponent has consistently played Scissor for the past several rounds, indicating a strong likelihood they will maintain this choice."""
+9,gpt-4.5-preview-2025-02-27,always_paper,9,Paper,Paper,0,1,"""The opponent has consistently played Paper since round 1; I predict they will continue this strategy."""
+30,gpt-4.5-preview-2025-02-27,S-R,10,Rock,Rock,0,1,"""The opponent frequently plays Rock after Scissor, so I'll predict Rock next."""
+15,gpt-4.5-preview-2025-02-27,always_scissor,9,Scissor,Scissor,0,0,"""The opponent consistently chose 'Scissor' over the past rounds; thus, I predict they would follow this pattern again."""
+6,gpt-4.5-preview-2025-02-27,always_paper,9,Paper,Paper,0,1,"""Opponent consistently chose Paper in past rounds, suggesting they will continue this pattern."""
+21,gpt-4.5-preview-2025-02-27,P-S,10,Scissor,Scissor,0,6,"""The opponent frequently turns to Scissor after playing Paper; this pattern guided my prediction."""
+26,gpt-4.5-preview-2025-02-27,S-R,9,Scissor,Scissor,0,1,"""The opponent frequently alternates between Rock and Scissor, making Scissor likely the next move."""
+18,gpt-4.5-preview-2025-02-27,R-P,10,Rock,Paper,1,3,"""The opponent seems to frequently choose Rock, so I predict they'll select Rock again."""
+13,gpt-4.5-preview-2025-02-27,always_scissor,10,Scissor,Scissor,0,0,"""The opponent has played Scissor consistently in previous rounds; predicting they will continue this pattern."""
+19,gpt-4.5-preview-2025-02-27,R-P,8,Paper,Paper,0,3,"""The opponent seems to favor Paper after playing Rock, so Paper feels like the safest prediction."""
+20,gpt-4.5-preview-2025-02-27,R-P,10,Paper,Paper,0,4,"""Looking at the previous rounds, the opponent seems to alternate their moves in a certain pattern; I predict Paper next."""
+22,gpt-4.5-preview-2025-02-27,P-S,10,Paper,Scissor,1,5,"""The opponent frequently selects Paper, suggesting it as a probable move for the next round."""
+7,gpt-4.5-preview-2025-02-27,always_paper,9,Paper,Paper,0,1,"""The opponent consistently chose Paper in previous rounds; likely indicating a consistent strategy."""
+11,gpt-4.5-preview-2025-02-27,always_scissor,10,Scissor,Scissor,0,0,"""The opponent consistently plays 'Scissor' every round; thus, it's logical to predict 'Scissor' for the next move."""
+8,gpt-4.5-preview-2025-02-27,always_paper,9,Paper,Paper,0,1,"""Opponent has consistently chosen Paper since round 1; expecting they will continue this pattern."""
+24,gpt-4.5-preview-2025-02-27,P-S,10,Scissor,Scissor,0,3,"""The opponent frequently plays Scissor, especially after playing Paper. Predicting Scissor seems prudent."""
+25,gpt-4.5-preview-2025-02-27,P-S,9,Paper,Paper,0,6,"""The opponent's previous moves included frequent Paper choices. I'll anticipate they choose Paper again."""
+34,gpt-4.5-preview-2025-02-27,R-P-S,7,Rock,Rock,0,0,"""The opponent seems to mimic my previous move. Last time, I played Scissor, so the opponent will likely play Scissor next."""
+10,gpt-4.5-preview-2025-02-27,always_paper,9,Paper,Paper,0,1,"""The opponent has consistently played Paper for several rounds. It's logical to predict they will continue this trend."""
+3,gpt-4.5-preview-2025-02-27,always_rock,10,Rock,Rock,0,0,"""Based on previous rounds, the opponent consistently chooses Rock."""
+29,gpt-4.5-preview-2025-02-27,S-R,10,Rock,Rock,0,2,"""The opponent's moves seem cyclical or patterned, alternating frequently between Rock and Scissor, indicating they may repeat Rock next."""
+15,gpt-4.5-preview-2025-02-27,always_scissor,10,Scissor,Scissor,0,0,"""The opponent consistently played Scissor, suggesting a strong tendency toward this move."""
+35,gpt-4.5-preview-2025-02-27,R-P-S,8,Rock,Paper,1,2,"""The opponent seems to select moves similar to what I previously chose most often, indicating a possible biased pattern."""
+1,gpt-4.5-preview-2025-02-27,always_rock,9,Rock,Rock,0,0,"""The opponent has consistently played Rock for all previous rounds; I expect this pattern to continue."""
+4,gpt-4.5-preview-2025-02-27,always_rock,8,Rock,Rock,0,0,"""The opponent has consistently chosen Rock for all previous rounds. It's reasonable to assume they'll continue this pattern."""
+17,gpt-4.5-preview-2025-02-27,R-P,8,Paper,Paper,0,2,"""The opponent seems to favor repeating moves; after playing Rock previously, they might switch to Paper next round."""
+26,gpt-4.5-preview-2025-02-27,S-R,10,Rock,Rock,0,1,"""Rock was the opponent's most frequent move in previous rounds, making it likely to appear again."""
+33,gpt-4.5-preview-2025-02-27,R-P-S,8,Paper,Paper,0,0,"""Analyzing the past rounds, the opponent seems to cycle through moves. After playing Rock, they tend towards Paper next."""
+27,gpt-4.5-preview-2025-02-27,S-R,8,Rock,Rock,0,1,"""The opponent alternates frequently between Rock and Scissor; after playing Scissor typically follows with Rock."""
+6,gpt-4.5-preview-2025-02-27,always_paper,10,Paper,Paper,0,1,"""Opponent consistently chose Paper in all recent rounds, indicating likely repetition."""
+25,gpt-4.5-preview-2025-02-27,P-S,10,Scissor,Scissor,0,6,"""Opponent often follows Paper with Scissor. Predicting Scissor based on pattern observation."""
+16,gpt-4.5-preview-2025-02-27,R-P,8,Paper,Paper,0,2,"""The opponent's move pattern shows occasional repetitions and Paper seems to follow Rock frequently. Predicting Paper as the likely next move."""
+12,gpt-4.5-preview-2025-02-27,always_scissor,10,Scissor,Scissor,0,0,"""The opponent consistently chose Scissor, indicating a high likelihood they'll continue this pattern."""
+28,gpt-4.5-preview-2025-02-27,S-R,8,Rock,Rock,0,2,"""The opponent seems to frequently choose Rock; predicting it might be advantageous."""
+2,gpt-4.5-preview-2025-02-27,always_rock,8,Rock,Rock,0,0,"""The opponent has consistently chosen Rock in all previous rounds, suggesting a likely continuation of this predictable behavior."""
+9,gpt-4.5-preview-2025-02-27,always_paper,10,Paper,Paper,0,1,"""The opponent consistently played 'Paper' in the last 9 rounds, suggesting a strong preference for repeating this choice."""
+32,gpt-4.5-preview-2025-02-27,R-P-S,7,Rock,Rock,0,0,"""The opponent is clearly mirroring my previous guess each time. Since I guessed Rock in Round 1, they played Rock. Following this pattern, I predict Rock next."""
+31,gpt-4.5-preview-2025-02-27,R-P-S,7,Rock,Rock,0,0,"""The opponent is repeating the sequence Rock-Paper-Scissor consistently. After Scissor, they always choose Rock."""
+19,gpt-4.5-preview-2025-02-27,R-P,9,Rock,Rock,0,3,"""The opponent frequently chooses Rock; betting on their common behavior seems optimal."""
+7,gpt-4.5-preview-2025-02-27,always_paper,10,Paper,Paper,0,1,"""The opponent consistently played Paper for several rounds; it's logical to predict Paper again."""
+8,gpt-4.5-preview-2025-02-27,always_paper,10,Paper,Paper,0,1,"""The opponent consistently selected Paper in previous rounds; it's likely they will do so again."""
+10,gpt-4.5-preview-2025-02-27,always_paper,10,Paper,Paper,0,1,"""Opponent chose Paper consistently for the past several rounds; likely they'll continue this pattern."""
+35,gpt-4.5-preview-2025-02-27,R-P-S,9,Paper,Scissor,1,3,"""Analyzing the pattern, it seems the opponent frequently plays Paper after Rock. Therefore, I predict Paper."""
+2,gpt-4.5-preview-2025-02-27,always_rock,9,Rock,Rock,0,0,"""The opponent consistently plays Rock every round."""
+4,gpt-4.5-preview-2025-02-27,always_rock,9,Rock,Rock,0,0,"""The opponent consistently chose Rock throughout all previous rounds, making it logical to anticipate Rock again."""
+5,gpt-4.5-preview-2025-02-27,always_rock,9,Rock,Rock,0,0,"""The opponent has consistently chosen Rock for all previous rounds, indicating a repeating pattern or strong preference towards Rock."""
+1,gpt-4.5-preview-2025-02-27,always_rock,10,Rock,Rock,0,0,"""The opponent has consistently chosen Rock each round; hence, it's logical to predict they will choose Rock again."""
+34,gpt-4.5-preview-2025-02-27,R-P-S,8,Paper,Paper,0,0,"""The opponent seems to mimic my previous choice each round. My last pick was Rock, so I predict they'll choose Paper next."""
+16,gpt-4.5-preview-2025-02-27,R-P,9,Rock,Rock,0,2,"""The opponent seems to switch between Rock and Paper predominantly, indicating a possible pattern to guess Rock next."""
+28,gpt-4.5-preview-2025-02-27,S-R,9,Rock,Scissor,0,2,"""The opponent seems to repeat the last move frequently. Rock was last, so I predict Rock."""
+17,gpt-4.5-preview-2025-02-27,R-P,9,Rock,Rock,0,2,"""The opponent seems to frequently select Rock following a cycle pattern; predicting Rock might be a safe guess based on past moves."""
+33,gpt-4.5-preview-2025-02-27,R-P-S,9,Scissor,Scissor,0,0,"""The opponent plays moves matching our previous guesses. We previously guessed Scissor, so expect Scissor again."""
+31,gpt-4.5-preview-2025-02-27,R-P-S,8,Paper,Paper,0,0,"""The opponent is cycling through moves sequentially: Rock, Paper, Scissor—now expect Paper."""
+32,gpt-4.5-preview-2025-02-27,R-P-S,8,Paper,Paper,0,0,"""The opponent has been repeating Rock, Paper, Scissor in sequence consistently. After Rock, the next move will likely be Paper."""
+19,gpt-4.5-preview-2025-02-27,R-P,10,Paper,Paper,0,3,"""The opponent's recent sequence seems repetitive. Predicting 'Paper' aligns with the observed pattern in previous moves."""
+4,gpt-4.5-preview-2025-02-27,always_rock,10,Rock,Rock,0,0,"""The opponent has consistently played Rock in all previous rounds; predicting the same move seems sensible."""
+5,gpt-4.5-preview-2025-02-27,always_rock,10,Rock,Rock,0,0,"""The opponent has consistently played Rock in previous rounds, suggesting a repetitive behavior."""
+35,gpt-4.5-preview-2025-02-27,R-P-S,10,Rock,Rock,0,3,"""Analyzing the opponent's moves, they seem to favor 'Rock' after a 'Scissor' move. Therefore, I predict they'll choose 'Rock' next."""
+27,gpt-4.5-preview-2025-02-27,S-R,9,Scissor,Scissor,0,1,"""The opponent's moves alternate frequently; considering this pattern, Scissor is likely next."""
+2,gpt-4.5-preview-2025-02-27,always_rock,10,Rock,Rock,0,0,"""The opponent consistently chose Rock for every past round, so it is logical to predict Rock again for the next round."""
+34,gpt-4.5-preview-2025-02-27,R-P-S,9,Scissor,Scissor,0,0,"""The opponent seems to cycle through Rock, Paper, and Scissor repeatedly. Given the history, their next move is likely Scissor."""
+33,gpt-4.5-preview-2025-02-27,R-P-S,10,Rock,Rock,0,0,"""The opponent repeats the same sequence: Rock, Paper, Scissor. After Scissor, they play Rock."""
+16,gpt-4.5-preview-2025-02-27,R-P,10,Paper,Paper,0,2,"""The opponent frequently played Paper after Rock; based on recent patterns, I predict Paper next."""
+28,gpt-4.5-preview-2025-02-27,S-R,10,Rock,Rock,0,2,"""The opponent frequently selects Rock, so it's most likely the next choice."""
+17,gpt-4.5-preview-2025-02-27,R-P,10,Paper,Paper,0,2,"""The opponent appears to repeat 'Rock' and 'Paper' frequently; they played 'Rock' last, so they might switch now to 'Paper'."""
+31,gpt-4.5-preview-2025-02-27,R-P-S,9,Scissor,Scissor,0,0,"""The opponent is playing moves identical to my guesses. If I continue this trend and guess Scissor, the opponent is likely to play Scissor next."""
+27,gpt-4.5-preview-2025-02-27,S-R,10,Rock,Rock,0,1,"""The opponent seems to favor playing 'Rock' frequently, so predicting 'Rock' seems most logical."""
+32,gpt-4.5-preview-2025-02-27,R-P-S,9,Scissor,Scissor,0,0,"""The opponent seems to cycle through moves in order. Following their pattern, they will likely play Scissor next."""
+34,gpt-4.5-preview-2025-02-27,R-P-S,10,Rock,Rock,0,0,"""The opponent consistently mirrors my previous move, and I chose Rock last, so I expect them to play Rock again."""
+31,gpt-4.5-preview-2025-02-27,R-P-S,10,Rock,Rock,0,0,"""The opponent appears to follow a consistent repeating pattern: rock, paper, scissor. Next should logically be rock."""
+32,gpt-4.5-preview-2025-02-27,R-P-S,10,Rock,Rock,0,0,"""The opponent is repeating the pattern (Rock, Paper, Scissor) consistently; after Scissor, they always play Rock."""
+10,gpt-4.5-preview-2025-02-27,always_paper,1,Rock,Paper,1,1,"""No previous data available, selecting randomly: Rock."""
+33,gpt-4.5-preview-2025-02-27,R-P-S,1,Rock,Rock,0,0,"""Since this is the first round with no history, I chose Rock as a common starting move."""
+35,gpt-4.5-preview-2025-02-27,R-P-S,1,Rock,Rock,0,0,"""As this is the initial round, the opponent’s strategy is unknown, so I randomly choose Rock to start."""
+15,gpt-4.5-preview-2025-02-27,always_scissor,1,Rock,Scissor,0,0,"""As there is no historic data available yet, choosing 'Rock' as a basic initial guess seems reasonable."""
+23,gpt-4.5-preview-2025-02-27,P-S,1,Rock,Paper,1,1,"""As this is the initial round and no history is available, I'll randomly choose Rock."""
+5,gpt-4.5-preview-2025-02-27,always_rock,1,Rock,Rock,0,0,"""I have no previous information about the opponent's strategy, so I'll select Rock arbitrarily."""
+2,gpt-4.5-preview-2025-02-27,always_rock,1,Rock,Rock,0,0,"""This is the first round and without any history, choosing randomly so selecting 'Rock'."""
+25,gpt-4.5-preview-2025-02-27,P-S,1,Rock,Paper,1,1,"""With no prior history, I'll start by selecting 'Rock' as a default initial prediction."""
+1,gpt-4.5-preview-2025-02-27,always_rock,1,Rock,Rock,0,0,"""Since this is the first round and no previous moves are available, choosing 'Rock' is an arbitrary initial choice."""
+30,gpt-4.5-preview-2025-02-27,S-R,1,Rock,Scissor,0,0,"""There is no history available yet, so Rock is arbitrarily selected as the initial prediction."""
+31,gpt-4.5-preview-2025-02-27,R-P-S,1,Rock,Rock,0,0,"""Since there is no previous game data, I chose a move randomly as a starting point."""
+17,gpt-4.5-preview-2025-02-27,R-P,1,Rock,Rock,0,0,"""Since this is the first round and there's no history to analyze, I'll default to predicting 'Rock' as an initial guess."""
+26,gpt-4.5-preview-2025-02-27,S-R,1,Rock,Scissor,0,0,"""This is the first round with no previous data, so I will randomly predict 'Rock'."""
+18,gpt-4.5-preview-2025-02-27,R-P,1,Rock,Rock,0,0,"""As this is the first round, there is no previous data to analyze; thus, I'm selecting 'Rock' arbitrarily."""
+32,gpt-4.5-preview-2025-02-27,R-P-S,1,Rock,Rock,0,0,"""With no prior data, predicting 'Rock' as it is commonly the default first move made by new players."""
+19,gpt-4.5-preview-2025-02-27,R-P,1,Rock,Rock,0,0,"""As the first round, there's no past data available. Hence, I'm choosing arbitrarily."""
+34,gpt-4.5-preview-2025-02-27,R-P-S,1,Rock,Rock,0,0,"""It's the first round; there's no previous data available, so I'm selecting randomly."""
+9,gpt-4.5-preview-2025-02-27,always_paper,1,Rock,Paper,1,1,"""This is the first round with no history available; randomly choosing Rock as a baseline prediction."""
+3,gpt-4.5-preview-2025-02-27,always_rock,1,Rock,Rock,0,0,"""With no prior history or information available, choosing randomly seems reasonable. I selected Rock arbitrarily."""
+14,gpt-4.5-preview-2025-02-27,always_scissor,1,Rock,Scissor,0,0,"""This is the first round; without previous data, I arbitrarily choose 'Rock' hoping it's correct."""
+8,gpt-4.5-preview-2025-02-27,always_paper,1,Rock,Paper,1,1,"""Since this is the first round, I have no previous data to analyze, so I'll randomly pick 'Rock'."""
+28,gpt-4.5-preview-2025-02-27,S-R,1,Rock,Scissor,0,0,"""As this is our first round, I have no historical data to analyze. I am selecting 'Rock' as a neutral initial prediction to begin."""
+13,gpt-4.5-preview-2025-02-27,always_scissor,1,Rock,Scissor,0,0,"""This is my random first prediction due to absent historical data."""
+7,gpt-4.5-preview-2025-02-27,always_paper,1,Rock,Paper,1,1,"""I have no prior information to suggest any specific choice, so I'll randomly select Rock as my baseline prediction."""
+11,gpt-4.5-preview-2025-02-27,always_scissor,1,Rock,Scissor,0,0,"""As this is the first round and no data is available yet, choosing 'Rock' arbitrarily as a starting point."""
+12,gpt-4.5-preview-2025-02-27,always_scissor,1,Rock,Scissor,0,0,"""As this is the initial round, lacking historical data, I am choosing randomly: Rock."""
+24,gpt-4.5-preview-2025-02-27,P-S,1,Rock,Paper,1,1,"""It's the first round, making a random prediction since there's no data to analyze."""
+16,gpt-4.5-preview-2025-02-27,R-P,1,Rock,Rock,0,0,"""Since this is the first round, the opponent's strategy is unknown, making Rock a reasonable arbitrary choice."""
+6,gpt-4.5-preview-2025-02-27,always_paper,1,Rock,Paper,1,1,"""With no previous rounds played, I randomly choose Rock as my initial prediction."""
+27,gpt-4.5-preview-2025-02-27,S-R,1,Rock,Scissor,0,0,"""As this is the first round without historical data, I'll start with 'Rock' as a standard initial prediction."""
+20,gpt-4.5-preview-2025-02-27,R-P,1,Rock,Rock,0,0,"""As this is our first round, I have no prior pattern or behavior from the opponent. Choosing Rock arbitrarily."""
+4,gpt-4.5-preview-2025-02-27,always_rock,1,Rock,Rock,0,0,"""Since this is the first round and there's no historical data yet, choosing 'Rock' is a neutral and common opening move."""
+10,gpt-4.5-preview-2025-02-27,always_paper,2,Paper,Paper,0,1,"""The opponent played Paper previously; with limited data, I'll assume they'll repeat this move."""
+1,gpt-4.5-preview-2025-02-27,always_rock,2,Paper,Rock,0,0,"""The opponent chose Rock previously; perhaps they will change to Paper next."""
+29,gpt-4.5-preview-2025-02-27,S-R,1,Rock,Scissor,0,0,"""Since this is the initial round, I have no data to predict from. I'll start with a random guess of 'Rock'."""
+15,gpt-4.5-preview-2025-02-27,always_scissor,2,Scissor,Scissor,0,0,"""The opponent played Scissor previously; lacking more historical data, I'll assume repetition for now."""
+31,gpt-4.5-preview-2025-02-27,R-P-S,2,Rock,Paper,1,1,"""I only have data that the opponent played Rock once, so the simplest assumption is they might continue playing Rock."""
+33,gpt-4.5-preview-2025-02-27,R-P-S,2,Paper,Paper,0,0,"""The opponent played Rock last; expecting they might switch moves, I'm choosing Paper to hopefully counter."""
+23,gpt-4.5-preview-2025-02-27,P-S,2,Scissor,Scissor,0,1,"""I predict Scissor to check if the opponent maintains a changing pattern from their last move."""
+30,gpt-4.5-preview-2025-02-27,S-R,2,Rock,Rock,0,0,"""The opponent previously chose Scissor; they might now switch to Rock."""
+32,gpt-4.5-preview-2025-02-27,R-P-S,2,Paper,Paper,0,0,"""The opponent initially played 'Rock'. I predict they might switch to 'Paper' next to avoid repetition."""
+34,gpt-4.5-preview-2025-02-27,R-P-S,2,Rock,Paper,1,1,"""The opponent chose Rock last time; without more data on their pattern, selecting Rock again seems reasonable."""
+18,gpt-4.5-preview-2025-02-27,R-P,2,Paper,Paper,0,0,"""The opponent previously chose Rock; perhaps they will switch to Paper next."""
+25,gpt-4.5-preview-2025-02-27,P-S,2,Scissor,Scissor,0,1,"""The opponent previously chose Paper; predicting that they might switch to Scissor next to change moves."""
+7,gpt-4.5-preview-2025-02-27,always_paper,2,Scissor,Paper,0,1,"""Since the opponent previously chose Paper, they might switch to Scissor next."""
+19,gpt-4.5-preview-2025-02-27,R-P,2,Paper,Paper,0,0,"""Initially, the opponent played Rock. Anticipating continuity or a repeating pattern, I choose Paper to counter Rock."""
+21,gpt-4.5-preview-2025-02-27,P-S,1,Rock,Paper,1,1,"""It's the first round, so my prediction is made at random."""
+17,gpt-4.5-preview-2025-02-27,R-P,2,Paper,Paper,0,0,"""The opponent chose 'Rock' last round; predicting a change, I'll guess 'Paper' for variety."""
+3,gpt-4.5-preview-2025-02-27,always_rock,2,Paper,Rock,0,0,"""The opponent previously chose Rock; I'll try Paper this time to test if they repeat moves or choose sequentially."""
+28,gpt-4.5-preview-2025-02-27,S-R,2,Rock,Rock,0,0,"""Opponent played Scissor initially; continuing with Rock assuming possible repetition."""
+35,gpt-4.5-preview-2025-02-27,R-P-S,2,Paper,Paper,0,0,"""The opponent started with Rock. They might stay consistent, or perhaps cycle through. I'll predict the next logical choice, Paper."""
+14,gpt-4.5-preview-2025-02-27,always_scissor,2,Rock,Scissor,0,0,"""Opponent might rotate moves or choose a different one each round. Rock might be their next choice."""
+8,gpt-4.5-preview-2025-02-27,always_paper,2,Scissor,Paper,0,1,"""I chose 'Scissor' guessing the opponent might switch to what beats their first play ('Paper'), possibly indicating a cyclical strategy."""
+5,gpt-4.5-preview-2025-02-27,always_rock,2,Paper,Rock,0,0,"""The opponent initially chose Rock, so anticipating they might repeat or shift to Paper, I select Paper for better chances."""
+24,gpt-4.5-preview-2025-02-27,P-S,2,Rock,Scissor,0,1,"""Since the opponent previously chose Paper, they might switch to Rock anticipating my next move."""
+2,gpt-4.5-preview-2025-02-27,always_rock,2,Paper,Rock,0,0,"""Since the opponent chose 'Rock' last round, there's a chance they might switch to 'Paper' next. Choosing 'Paper' seems reasonable."""
+16,gpt-4.5-preview-2025-02-27,R-P,2,Rock,Paper,1,1,"""With only one turn, I have limited data. The opponent chose Rock once; I'll predict repetition of this choice."""
+12,gpt-4.5-preview-2025-02-27,always_scissor,2,Scissor,Scissor,0,0,"""The opponent played Scissor in the first round, so without more data, I assume they might repeat their choice."""
+13,gpt-4.5-preview-2025-02-27,always_scissor,2,Scissor,Scissor,0,0,"""Opponent played 'Scissor' in the first round; possibly they may continue with the same move."""
+22,gpt-4.5-preview-2025-02-27,P-S,1,Rock,Paper,1,1,"""Since this is the first round, I have no data on the opponent's strategy. I'll start by choosing 'Rock' arbitrarily."""
+26,gpt-4.5-preview-2025-02-27,S-R,2,Rock,Rock,0,0,"""The opponent first chose Scissor; I will guess Rock assuming they might repeat."""
+20,gpt-4.5-preview-2025-02-27,R-P,2,Paper,Paper,0,0,"""The opponent chose Rock previously; they may switch moves next, so I predict Paper."""
+31,gpt-4.5-preview-2025-02-27,R-P-S,3,Scissor,Scissor,0,1,"""The opponent previously played Rock, then Paper, indicating they may follow with Scissor next."""
+6,gpt-4.5-preview-2025-02-27,always_paper,2,Scissor,Paper,0,1,"""I picked Scissor as my prediction, considering the opponent previously selected Paper, anticipating they might not repeat the same move consecutively."""
+4,gpt-4.5-preview-2025-02-27,always_rock,2,Paper,Rock,0,0,"""The opponent just used Rock in the previous round. I'll try Paper, hoping they might stick to the same move."""
+29,gpt-4.5-preview-2025-02-27,S-R,2,Scissor,Rock,1,1,"""The opponent initially chose Scissor; perhaps they will repeat the same move."""
+33,gpt-4.5-preview-2025-02-27,R-P-S,3,Scissor,Scissor,0,0,"""The opponent has repeated my move in previous rounds; I'm predicting they will follow this pattern and play Scissor next."""
+32,gpt-4.5-preview-2025-02-27,R-P-S,3,Scissor,Scissor,0,0,"""The opponent played Rock, then Paper; perhaps they're cycling through moves, so Scissor might be next."""
+1,gpt-4.5-preview-2025-02-27,always_rock,3,Rock,Rock,0,0,"""The opponent chose Rock consistently in previous rounds. I predict they will continue this pattern."""
+21,gpt-4.5-preview-2025-02-27,P-S,2,Scissor,Scissor,0,1,"""I'm selecting Scissor to test for any repeating patterns from the opponent."""
+14,gpt-4.5-preview-2025-02-27,always_scissor,3,Scissor,Scissor,0,0,"""The opponent consistently played 'Scissor' in the past two rounds, so they might trend towards repetition."""
+7,gpt-4.5-preview-2025-02-27,always_paper,3,Paper,Paper,0,1,"""The opponent played Paper consecutively in the first two rounds; it seems likely they'll continue this trend."""
+18,gpt-4.5-preview-2025-02-27,R-P,3,Scissor,Rock,1,1,"""The opponent played Rock then Paper, indicating a possible cyclic pattern, thus I predict Scissors next."""
+27,gpt-4.5-preview-2025-02-27,S-R,2,Scissor,Rock,1,1,"""The opponent previously chose Scissor; without further patterns, repeating my prediction seems reasonable."""
+28,gpt-4.5-preview-2025-02-27,S-R,3,Paper,Scissor,1,1,"""The opponent played Scissor then Rock; maybe they are cycling backwards. Next could logically be Paper."""
+35,gpt-4.5-preview-2025-02-27,R-P-S,3,Scissor,Scissor,0,0,"""The opponent showed 'Rock' and 'Paper' previously, possibly following a cyclic pattern. Therefore, next, they may choose 'Scissor'."""
+16,gpt-4.5-preview-2025-02-27,R-P,3,Scissor,Rock,1,2,"""The opponent might cycle through Rock then Paper and now possibly Scissor to complete a predictable sequence."""
+10,gpt-4.5-preview-2025-02-27,always_paper,3,Paper,Paper,0,1,"""The opponent chose Paper in both previous rounds. A pattern might be forming, so predicting Paper seems logical."""
+8,gpt-4.5-preview-2025-02-27,always_paper,3,Paper,Paper,0,1,"""The opponent has repeatedly played Paper; predicting continuation of this behavior."""
+3,gpt-4.5-preview-2025-02-27,always_rock,3,Rock,Rock,0,0,"""The opponent played Rock in the previous two rounds; perhaps they prefer this move."""
+6,gpt-4.5-preview-2025-02-27,always_paper,3,Paper,Paper,0,1,"""The opponent has played Paper twice; they may favor Paper, so I'm predicting Paper."""
+22,gpt-4.5-preview-2025-02-27,P-S,2,Scissor,Scissor,0,1,"""The opponent previously chose Paper. They might move to Scissor next to change things up."""
+15,gpt-4.5-preview-2025-02-27,always_scissor,3,Scissor,Scissor,0,0,"""The opponent played Scissor in previous rounds, showing a preference for it. Expecting repetition."""
+19,gpt-4.5-preview-2025-02-27,R-P,3,Scissor,Rock,1,1,"""Each round, the opponent played the move I previously guessed. Since last round I guessed 'Paper', I predict they'll now play 'Paper' as well. Therefore, I will choose 'Scissor' to counter it."""
+9,gpt-4.5-preview-2025-02-27,always_paper,2,Scissor,Paper,0,1,"""I predicted 'Scissor' to check if the opponent is cycling through the moves and might play it this round."""
+13,gpt-4.5-preview-2025-02-27,always_scissor,3,Scissor,Scissor,0,0,"""The opponent played Scissor twice in a row; they might repeat this choice again."""
+5,gpt-4.5-preview-2025-02-27,always_rock,3,Rock,Rock,0,0,"""The opponent chose Rock twice in a row, which suggests a possible preference or repeating pattern."""
+30,gpt-4.5-preview-2025-02-27,S-R,3,Paper,Scissor,1,1,"""The opponent previously played Scissor followed by Rock, so they might play Paper next forming a sequential pattern."""
+14,gpt-4.5-preview-2025-02-27,always_scissor,4,Scissor,Scissor,0,0,"""The opponent has consistently chosen Scissor in all previous rounds, suggesting a repeating pattern or preference."""
+34,gpt-4.5-preview-2025-02-27,R-P-S,3,Scissor,Scissor,0,1,"""The opponent played Rock then Paper, so the next logical step might be Scissor if they're cycling through moves."""
+4,gpt-4.5-preview-2025-02-27,always_rock,3,Rock,Rock,0,0,"""The opponent has played Rock in both rounds; thus, they may play Rock again."""
+28,gpt-4.5-preview-2025-02-27,S-R,4,Rock,Rock,0,1,"""The opponent hasn't played Rock recently; perhaps they're due for it."""
+7,gpt-4.5-preview-2025-02-27,always_paper,4,Paper,Paper,0,1,"""The opponent played 'Paper' consistently in previous rounds; it's likely they'll repeat this move."""
+25,gpt-4.5-preview-2025-02-27,P-S,3,Rock,Paper,1,2,"""Opponent played Paper then Scissor, possibly following an RPS sequence. Rock might be next."""
+27,gpt-4.5-preview-2025-02-27,S-R,3,Scissor,Scissor,0,1,"""Analyzing previous moves, the opponent might cycle back to Scissor again."""
+32,gpt-4.5-preview-2025-02-27,R-P-S,4,Rock,Rock,0,0,"""The opponent seems to mimic my previous choices exactly. Since my previous move was Rock, I expect the opponent to play Rock next."""
+23,gpt-4.5-preview-2025-02-27,P-S,3,Rock,Paper,1,2,"""Opponent might cycle through moves; they've played Paper, Scissor, so maybe they'll pick Rock next."""
+11,gpt-4.5-preview-2025-02-27,always_scissor,2,Rock,Scissor,0,0,"""With only one round played, it's challenging to identify any pattern. The opponent previously used Scissor, possibly indicating a repetition. Predicting Rock seems reasonable for now."""
+31,gpt-4.5-preview-2025-02-27,R-P-S,4,Rock,Rock,0,1,"""The opponent may cycle through the choices in a repeating pattern: Rock, Paper, then Scissor. Following this logic, the next move should be Rock."""
+2,gpt-4.5-preview-2025-02-27,always_rock,3,Rock,Rock,0,0,"""The opponent has consistently played Rock so far. It's reasonable to predict they'll continue this choice."""
+17,gpt-4.5-preview-2025-02-27,R-P,3,Scissor,Rock,1,1,"""The opponent previously played moves matching my guesses. Perhaps they'll continue this trend, predicting I'll next choose Scissor."""
+8,gpt-4.5-preview-2025-02-27,always_paper,4,Paper,Paper,0,1,"""The opponent has chosen Paper in all previous rounds, indicating a strong preference that might continue."""
+26,gpt-4.5-preview-2025-02-27,S-R,3,Paper,Scissor,1,1,"""The opponent played Scissor and then Rock; they might cycle through moves, suggesting Paper as the next likely move."""
+29,gpt-4.5-preview-2025-02-27,S-R,3,Paper,Scissor,1,2,"""The opponent might rotate moves and select Paper next as a new choice."""
+6,gpt-4.5-preview-2025-02-27,always_paper,4,Paper,Paper,0,1,"""The opponent has consistently played Paper in all previous rounds. I'll predict Paper again for the next move."""
+5,gpt-4.5-preview-2025-02-27,always_rock,4,Rock,Rock,0,0,"""The opponent played 'Rock' consistently, suggesting a possible repetitive pattern."""
+13,gpt-4.5-preview-2025-02-27,always_scissor,4,Scissor,Scissor,0,0,"""The opponent has consistently played Scissor, so I predict they will continue this pattern."""
+9,gpt-4.5-preview-2025-02-27,always_paper,3,Paper,Paper,0,1,"""The opponent played Paper twice in a row. I'm predicting they'll continue this pattern with Paper."""
+16,gpt-4.5-preview-2025-02-27,R-P,4,Paper,Paper,0,2,"""I noticed the opponent played Rock twice already; predicting Paper might give me an advantage if they continue their pattern."""
+15,gpt-4.5-preview-2025-02-27,always_scissor,4,Scissor,Scissor,0,0,"""The opponent has consistently chosen Scissor in all rounds played so far; predicting Scissor is logical."""
+19,gpt-4.5-preview-2025-02-27,R-P,4,Paper,Paper,0,1,"""The opponent started with Rock, then Paper, then Rock again; it is likely they're alternating moves or choosing Rock frequently."""
+14,gpt-4.5-preview-2025-02-27,always_scissor,5,Scissor,Scissor,0,0,"""The opponent has consistently chosen 'Scissor' each round, indicating a clear preference or strategy."""
+34,gpt-4.5-preview-2025-02-27,R-P-S,4,Rock,Rock,0,1,"""I analyzed the previous moves and I'm making a prediction based on that pattern."""
+1,gpt-4.5-preview-2025-02-27,always_rock,4,Rock,Rock,0,0,"""The opponent consistently used Rock for the past rounds, so they're likely to continue with Rock."""
+28,gpt-4.5-preview-2025-02-27,S-R,5,Scissor,Scissor,0,1,"""The opponent may play Scissor next based upon their previous pattern of selections."""
+11,gpt-4.5-preview-2025-02-27,always_scissor,3,Scissor,Scissor,0,0,"""The opponent has selected Scissor consistently in the past two rounds, indicating a potential repetition in their strategy."""
+33,gpt-4.5-preview-2025-02-27,R-P-S,4,Rock,Rock,0,0,"""Based on the previous rounds, the opponent matched my moves each time. Anticipating they might start this pattern again, I predict Rock."""
+4,gpt-4.5-preview-2025-02-27,always_rock,4,Rock,Rock,0,0,"""The opponent consistently played Rock in every round, showing a clear preference or strategy."""
+22,gpt-4.5-preview-2025-02-27,P-S,3,Rock,Paper,1,2,"""The opponent hasn't chosen 'Rock' yet; they might do so next for variety."""
+24,gpt-4.5-preview-2025-02-27,P-S,3,Rock,Paper,1,2,"""The opponent previously chose Paper, then Scissor; perhaps now they'll choose Rock to use all options in the first three rounds."""
+12,gpt-4.5-preview-2025-02-27,always_scissor,3,Scissor,Scissor,0,0,"""The opponent chose 'Scissor' twice consecutively. There might be a pattern, so I will predict 'Scissor' again."""
+31,gpt-4.5-preview-2025-02-27,R-P-S,5,Paper,Paper,0,1,"""I noticed the opponent possibly repeats or cycles moves. Given the pattern, Paper seems probable."""
+23,gpt-4.5-preview-2025-02-27,P-S,4,Paper,Scissor,1,3,"""The opponent has chosen Paper repeatedly when you predicted Rock. I assume they'll maintain this pattern."""
+20,gpt-4.5-preview-2025-02-27,R-P,3,Scissor,Rock,1,1,"""The opponent has played Rock and then Paper; maybe they're cycling through moves, leading me to predict Scissor next."""
+32,gpt-4.5-preview-2025-02-27,R-P-S,5,Paper,Paper,0,0,"""Opponent seems to match each of my previous moves, so likely they'll play Paper next."""
+3,gpt-4.5-preview-2025-02-27,always_rock,4,Rock,Rock,0,0,"""The opponent has consistently played Rock in every round thus far. It seems logical to predict they will continue this behavior."""
+18,gpt-4.5-preview-2025-02-27,R-P,4,Paper,Paper,0,1,"""The opponent seems to have repeated Rock twice already, so I anticipate they might switch to Paper this round."""
+10,gpt-4.5-preview-2025-02-27,always_paper,4,Paper,Paper,0,1,"""The opponent seems to consistently choose Paper over several rounds, so predicting Paper again seems logical."""
+8,gpt-4.5-preview-2025-02-27,always_paper,5,Paper,Paper,0,1,"""Opponent has consistently played Paper in previous rounds. Assuming this pattern continues, my safest prediction is Paper."""
+13,gpt-4.5-preview-2025-02-27,always_scissor,5,Scissor,Scissor,0,0,"""Opponent has consistently chosen Scissor; likely continuing this trend."""
+5,gpt-4.5-preview-2025-02-27,always_rock,5,Rock,Rock,0,0,"""The opponent has consistently chosen 'Rock' in all previous rounds. It's reasonable to assume they'll continue this pattern."""
+9,gpt-4.5-preview-2025-02-27,always_paper,4,Paper,Paper,0,1,"""The opponent has consistently played Paper so far. Following this pattern, I'm predicting Paper again."""
+21,gpt-4.5-preview-2025-02-27,P-S,3,Rock,Paper,1,2,"""The opponent might cycle through moves. Given the history, Rock seems likely next."""
+2,gpt-4.5-preview-2025-02-27,always_rock,4,Rock,Rock,0,0,"""The opponent has consistently played Rock in previous rounds so far."""
+30,gpt-4.5-preview-2025-02-27,S-R,4,Rock,Rock,0,1,"""The opponent's moves so far seem varied; predicting Rock is a logical choice based on limited current data."""
+14,gpt-4.5-preview-2025-02-27,always_scissor,6,Scissor,Scissor,0,0,"""The opponent has consistently played Scissor, suggesting a repetitive strategy."""
+19,gpt-4.5-preview-2025-02-27,R-P,5,Rock,Rock,0,1,"""The opponent's previous choices suggest they favor Rock and Paper; predicting Rock aligns with this trend."""
+16,gpt-4.5-preview-2025-02-27,R-P,5,Rock,Rock,0,2,"""The opponent's move sequence alternates, and next appears to likely be Rock again."""
+7,gpt-4.5-preview-2025-02-27,always_paper,5,Paper,Paper,0,1,"""The opponent played Paper consistently in previous rounds; predicting they'll continue this pattern."""
+35,gpt-4.5-preview-2025-02-27,R-P-S,4,Rock,Rock,0,0,"""The opponent seems to be matching my previous guess. I chose Rock first, Paper second, Scissor third, and they mirrored these moves. Now, continuing the pattern, I predict they'll go back to Rock."""
+25,gpt-4.5-preview-2025-02-27,P-S,4,Paper,Scissor,1,3,"""The opponent seems frequently inclined to use Paper; therefore, Paper might come next."""
+1,gpt-4.5-preview-2025-02-27,always_rock,5,Rock,Rock,0,0,"""The opponent played Rock every round consistently, so they will likely continue to play Rock."""
+6,gpt-4.5-preview-2025-02-27,always_paper,5,Paper,Paper,0,1,"""The opponent frequently chose Paper; thus, predicting Paper again seems likely."""
+34,gpt-4.5-preview-2025-02-27,R-P-S,5,Paper,Paper,0,1,"""The opponent previously played Rock following Rock. Predicting Paper, assuming a possible repetition."""
+20,gpt-4.5-preview-2025-02-27,R-P,4,Paper,Paper,0,1,"""Opponent played Rock more frequently, expecting continuation of this trend."""
+11,gpt-4.5-preview-2025-02-27,always_scissor,4,Scissor,Scissor,0,0,"""The opponent has consistently played 'Scissor' for the past three rounds, so it's logical to assume they may repeat it again."""
+22,gpt-4.5-preview-2025-02-27,P-S,4,Paper,Scissor,1,3,"""Noticing the opponent frequently plays 'Paper', predicting 'Paper' could be accurate based on existing patterns."""
+27,gpt-4.5-preview-2025-02-27,S-R,4,Rock,Rock,0,1,"""The opponent frequently played moves that countered or mirrored mine, so predicting 'Rock' this time makes sense."""
+26,gpt-4.5-preview-2025-02-27,S-R,4,Rock,Rock,0,1,"""The opponent might cycle through patterns; Rock hasn't appeared recently, so it could be next."""
+28,gpt-4.5-preview-2025-02-27,S-R,6,Rock,Rock,0,1,"""The opponent seems to repeat moves. Given their last move was Scissor, I predict Rock may be their next choice."""
+31,gpt-4.5-preview-2025-02-27,R-P-S,6,Scissor,Scissor,0,1,"""Opponent's moves suggest a sequence or cycling; Scissor seems a logical next choice."""
+29,gpt-4.5-preview-2025-02-27,S-R,4,Rock,Rock,0,2,"""Opponent seems to cycle moves; they might go Rock next after Scissor."""
+13,gpt-4.5-preview-2025-02-27,always_scissor,6,Scissor,Scissor,0,0,"""The opponent has consistently chosen Scissor for the past several rounds."""
+2,gpt-4.5-preview-2025-02-27,always_rock,5,Rock,Rock,0,0,"""The opponent has consistently picked Rock in every previous round."""
+5,gpt-4.5-preview-2025-02-27,always_rock,6,Rock,Rock,0,0,"""The opponent consistently chose Rock in previous rounds, suggesting a pattern. I predict they'll choose Rock again."""
+24,gpt-4.5-preview-2025-02-27,P-S,4,Paper,Scissor,1,3,"""The opponent has alternated between Paper and Scissor moves; after Paper, they previously chose Scissor. Following this pattern, they might choose Paper again."""
+32,gpt-4.5-preview-2025-02-27,R-P-S,6,Scissor,Scissor,0,0,"""I observe the opponent is cycling sequentially through Rock, then Paper, then Scissor repeatedly. Thus, after playing Paper, the next expected move is Scissor."""
+17,gpt-4.5-preview-2025-02-27,R-P,4,Rock,Paper,1,2,"""The opponent often chooses Rock, and since there is limited information, predicting their favorite move is logical."""
+12,gpt-4.5-preview-2025-02-27,always_scissor,4,Scissor,Scissor,0,0,"""The opponent has consistently chosen Scissor so far, indicating a likely continued pattern."""
+8,gpt-4.5-preview-2025-02-27,always_paper,6,Paper,Paper,0,1,"""The opponent has consistently played Paper for the past several rounds, indicating a repeating pattern or preference."""
+15,gpt-4.5-preview-2025-02-27,always_scissor,5,Scissor,Scissor,0,0,"""The opponent consistently played Scissor in all previous rounds; following this pattern, Scissor seems most likely."""
+14,gpt-4.5-preview-2025-02-27,always_scissor,7,Scissor,Scissor,0,0,"""The opponent consistently chooses Scissor. Likely to continue."""
+1,gpt-4.5-preview-2025-02-27,always_rock,6,Rock,Rock,0,0,"""Opponent consistently plays Rock every round."""
+3,gpt-4.5-preview-2025-02-27,always_rock,5,Rock,Rock,0,0,"""The opponent consistently chose Rock in all previous rounds, implying they will likely pick Rock again."""
+7,gpt-4.5-preview-2025-02-27,always_paper,6,Paper,Paper,0,1,"""The opponent has chosen Paper consistently for the last four rounds; I predict they will continue choosing Paper."""
+33,gpt-4.5-preview-2025-02-27,R-P-S,5,Paper,Paper,0,0,"""Observing that the opponent repeats moves in sequence (Rock, Paper, Scissor, then Rock again), the next expected move is 'Paper'."""
+2,gpt-4.5-preview-2025-02-27,always_rock,6,Rock,Rock,0,0,"""The opponent has consistently played 'Rock' in every round so far."""
+16,gpt-4.5-preview-2025-02-27,R-P,6,Paper,Paper,0,2,"""Analyzing previous rounds, the opponent seems to cyclically play moves. Predicting Paper next."""
+6,gpt-4.5-preview-2025-02-27,always_paper,6,Paper,Paper,0,1,"""The opponent has chosen Paper consistently for several rounds, so it's likely they'll choose Paper again."""
+11,gpt-4.5-preview-2025-02-27,always_scissor,5,Scissor,Scissor,0,0,"""The opponent has chosen Scissor in every previous round, showing a consistent trend."""
+9,gpt-4.5-preview-2025-02-27,always_paper,5,Paper,Paper,0,1,"""The opponent consistently played Paper for the past rounds, suggesting a repetitive pattern."""
+25,gpt-4.5-preview-2025-02-27,P-S,5,Paper,Paper,0,3,"""The opponent's previous moves indicate a pattern, making 'Paper' a strategic prediction for this round."""
+18,gpt-4.5-preview-2025-02-27,R-P,5,Rock,Rock,0,1,"""Observing the sequence, the opponent's previous moves were Rock, Paper, Rock, Paper. It seems the opponent might repeat an alternating pattern, making Rock the logical next move."""
+26,gpt-4.5-preview-2025-02-27,S-R,5,Scissor,Scissor,0,1,"""The opponent appears to favor choosing scissors based on patterns observed in earlier rounds."""
+23,gpt-4.5-preview-2025-02-27,P-S,5,Rock,Paper,1,4,"""The opponent's moves seem to cycle through Paper, Scissor, Paper, Scissor. Continuing the pattern, I predict Rock as the next logical choice."""
+30,gpt-4.5-preview-2025-02-27,S-R,5,Scissor,Scissor,0,1,"""Observing the opponent, I notice they've played 'Rock' and 'Scissor' but haven't used 'Paper'. Anticipating they'll repeat 'Scissor' after their recent moves."""
+28,gpt-4.5-preview-2025-02-27,S-R,7,Rock,Scissor,0,1,"""The opponent frequently played 'Rock'. Predicting 'Rock' sees consistent repetition."""
+4,gpt-4.5-preview-2025-02-27,always_rock,5,Rock,Rock,0,0,"""The opponent has consistently chosen 'Rock' throughout each round. It seems logical to predict 'Rock' as it follows the established pattern."""
+20,gpt-4.5-preview-2025-02-27,R-P,5,Rock,Rock,0,1,"""The opponent often plays moves matching your previous guess, suggesting they adapt to your moves. Anticipating a similar response."""
+8,gpt-4.5-preview-2025-02-27,always_paper,7,Paper,Paper,0,1,"""The opponent has consistently played Paper; therefore, they are likely to continue this pattern."""
+15,gpt-4.5-preview-2025-02-27,always_scissor,6,Scissor,Scissor,0,0,"""The opponent has consistently played 'Scissor'; they might stick to this pattern."""
+31,gpt-4.5-preview-2025-02-27,R-P-S,7,Rock,Rock,0,1,"""The opponent repeated moves, and 'Rock' appeared regularly. Guessing it again."""
+5,gpt-4.5-preview-2025-02-27,always_rock,7,Rock,Rock,0,0,"""The opponent has consistently played 'Rock' every single round so far; predicting they will continue this behavior."""
+21,gpt-4.5-preview-2025-02-27,P-S,4,Paper,Scissor,1,3,"""Opponent seems to prefer 'Paper', playing it twice so far in earlier rounds."""
+10,gpt-4.5-preview-2025-02-27,always_paper,5,Paper,Paper,0,1,"""The opponent has chosen Paper for all previous rounds, indicating a strong preference or a pattern. I predict Paper for the next move."""
+12,gpt-4.5-preview-2025-02-27,always_scissor,5,Scissor,Scissor,0,0,"""The opponent has chosen Scissor consistently thus far; likely, they'll repeat this pattern."""
+3,gpt-4.5-preview-2025-02-27,always_rock,6,Rock,Rock,0,0,"""The opponent has consistently played Rock every round so far."""
+34,gpt-4.5-preview-2025-02-27,R-P-S,6,Paper,Scissor,1,2,"""The opponent often selects moves that defeat the player's previous guess. Given my previous guess was Paper, I predict they will choose Paper again to match or counter."""
+24,gpt-4.5-preview-2025-02-27,P-S,5,Rock,Paper,1,4,"""Based on the historical moves, the opponent might be cycling through moves. Predicting Rock next."""
+27,gpt-4.5-preview-2025-02-27,S-R,5,Scissor,Scissor,0,1,"""The opponent seems to favor 'Scissor', hence predicting it next."""
+2,gpt-4.5-preview-2025-02-27,always_rock,7,Rock,Rock,0,0,"""The opponent has consistently played 'Rock' every round."""
+1,gpt-4.5-preview-2025-02-27,always_rock,7,Rock,Rock,0,0,"""The opponent has consistently played Rock every round so far; thus, Rock seems highly likely."""
+14,gpt-4.5-preview-2025-02-27,always_scissor,8,Scissor,Scissor,0,0,"""The opponent consistently chose 'Scissor' in all previous rounds; it's likely they'll repeat this move."""
+35,gpt-4.5-preview-2025-02-27,R-P-S,5,Paper,Paper,0,0,"""The opponent cycles through the moves in order. They played Rock previously; thus, Paper will be next."""
+13,gpt-4.5-preview-2025-02-27,always_scissor,7,Scissor,Scissor,0,0,"""The opponent played Scissor consistently in the past rounds, prompting this prediction."""
+19,gpt-4.5-preview-2025-02-27,R-P,6,Rock,Paper,1,2,"""The opponent repeatedly played Rock and Paper, indicating a possible tendency toward these moves. Predicting Rock next seems reasonable."""
+11,gpt-4.5-preview-2025-02-27,always_scissor,6,Scissor,Scissor,0,0,"""The opponent has consistently played 'Scissor' in each of the previous rounds."""
+32,gpt-4.5-preview-2025-02-27,R-P-S,7,Rock,Rock,0,0,"""The opponent seems to repeat moves in a consistent sequence. After playing Scissor, they previously played Rock next, so I predict Rock."""
+6,gpt-4.5-preview-2025-02-27,always_paper,7,Paper,Paper,0,1,"""The opponent has consistently played Paper in previous rounds, making it the most likely move again."""
+23,gpt-4.5-preview-2025-02-27,P-S,6,Paper,Scissor,1,5,"""Noticed opponent frequently choosing Paper, I'll predict Paper next."""
+33,gpt-4.5-preview-2025-02-27,R-P-S,6,Scissor,Scissor,0,0,"""The opponent has consistently matched my choice so far. I'll assume this trend continues."""
+16,gpt-4.5-preview-2025-02-27,R-P,7,Rock,Rock,0,2,"""The opponent frequently played Rock, suggesting a recurring preference or pattern."""
+22,gpt-4.5-preview-2025-02-27,P-S,5,Paper,Paper,0,3,"""The opponent seems to consistently select Paper after playing Scissor, indicating a potential repeating pattern."""
+30,gpt-4.5-preview-2025-02-27,S-R,6,Rock,Rock,0,1,"""The opponent played Rock frequently, suggesting it's likely to be repeated."""
+7,gpt-4.5-preview-2025-02-27,always_paper,7,Paper,Paper,0,1,"""The opponent has consistently selected Paper for multiple rounds. Predicting Paper once more."""
+4,gpt-4.5-preview-2025-02-27,always_rock,6,Rock,Rock,0,0,"""The opponent has consistently played Rock each round, thus I anticipate the same move again."""
+8,gpt-4.5-preview-2025-02-27,always_paper,8,Paper,Paper,0,1,"""They consistently chose Paper, indicating they are likely to continue this pattern."""
+3,gpt-4.5-preview-2025-02-27,always_rock,7,Rock,Rock,0,0,"""The opponent consistently plays Rock, thus continuing this pattern seems probable."""
+25,gpt-4.5-preview-2025-02-27,P-S,6,Paper,Scissor,1,4,"""The opponent played Paper at rounds 1, 3, and 5, displaying a possible pattern. I anticipate Paper again next."""
+28,gpt-4.5-preview-2025-02-27,S-R,8,Rock,Rock,0,1,"""Rock is the most frequent choice by the opponent based on previous rounds."""
+34,gpt-4.5-preview-2025-02-27,R-P-S,7,Rock,Rock,0,2,"""Noticing the opponent often cycles moves, Rock seems probable next."""
+9,gpt-4.5-preview-2025-02-27,always_paper,6,Paper,Paper,0,1,"""The opponent has consistently chosen Paper, indicating a potential repetitive pattern."""
+12,gpt-4.5-preview-2025-02-27,always_scissor,6,Scissor,Scissor,0,0,"""The opponent consistently plays Scissor, opting for the same move each round."""
+29,gpt-4.5-preview-2025-02-27,S-R,5,Paper,Scissor,1,3,"""The opponent's moves are varied, but they last played Rock, so I'm predicting Paper next, expecting a cycle or shift to Paper."""
+20,gpt-4.5-preview-2025-02-27,R-P,6,Rock,Paper,1,2,"""The opponent frequently played Rock, suggesting a tendency towards this choice."""
+11,gpt-4.5-preview-2025-02-27,always_scissor,7,Scissor,Scissor,0,0,"""The opponent has consistently played Scissor every time."""
+15,gpt-4.5-preview-2025-02-27,always_scissor,7,Scissor,Scissor,0,0,"""The opponent has consistently played Scissor, so I will predict they continue this pattern."""
+26,gpt-4.5-preview-2025-02-27,S-R,6,Rock,Rock,0,1,"""The opponent has frequently chosen Rock; predicting Rock seems statistically reasonable."""
+18,gpt-4.5-preview-2025-02-27,R-P,6,Rock,Paper,1,2,"""Based on the provided history, the opponent often chooses 'Rock'. I will predict 'Rock' again."""
+6,gpt-4.5-preview-2025-02-27,always_paper,8,Paper,Paper,0,1,"""The opponent has consistently chosen Paper for the past several rounds."""
+10,gpt-4.5-preview-2025-02-27,always_paper,6,Paper,Paper,0,1,"""The opponent has consistently chosen Paper in past rounds, indicating a pattern."""
+17,gpt-4.5-preview-2025-02-27,R-P,5,Scissor,Rock,1,3,"""Opponent seems to be cycling through moves in some order; Scissor would continue this pattern logically."""
+13,gpt-4.5-preview-2025-02-27,always_scissor,8,Scissor,Scissor,0,0,"""The opponent has consistently chosen Scissor each round, indicating a persistent pattern."""
+24,gpt-4.5-preview-2025-02-27,P-S,6,Paper,Scissor,1,5,"""The opponent seems to favor Paper frequently, evidenced by repeated plays of Paper after Rock. Predicting Paper is logical here."""
+14,gpt-4.5-preview-2025-02-27,always_scissor,9,Scissor,Scissor,0,0,"""The opponent has consistently chosen 'Scissor' every round; it seems to be their repeating choice."""
+22,gpt-4.5-preview-2025-02-27,P-S,6,Paper,Scissor,1,4,"""The opponent frequently chose 'Paper' when the user predicted 'Rock'. Betting on a repeating preference here."""
+31,gpt-4.5-preview-2025-02-27,R-P-S,8,Paper,Paper,0,1,"""The opponent tends to pick moves that match my previous guesses. Since I previously chose 'Rock', they may now choose 'Paper' to counter it."""
+1,gpt-4.5-preview-2025-02-27,always_rock,8,Rock,Rock,0,0,"""The opponent has consistently chosen 'Rock' in every previous round."""
+16,gpt-4.5-preview-2025-02-27,R-P,8,Rock,Paper,1,3,"""Opponent played Rock in rounds 1, 3, 5, and 7, showing a frequent choice for Rock."""
+35,gpt-4.5-preview-2025-02-27,R-P-S,6,Scissor,Scissor,0,0,"""The opponent seems to mirror my previous guess exactly. Last round I chose Paper, so this round they should choose Scissor."""
+30,gpt-4.5-preview-2025-02-27,S-R,7,Rock,Scissor,0,1,"""The opponent often repeats playing 'Rock', thus it seems a reasonable choice to expect this again."""
+5,gpt-4.5-preview-2025-02-27,always_rock,8,Rock,Rock,0,0,"""The opponent appears to consistently choose Rock, as demonstrated in previous rounds."""
+4,gpt-4.5-preview-2025-02-27,always_rock,7,Rock,Rock,0,0,"""Opponent consistently chose Rock in all prior rounds; it's likely they'll continue choosing Rock."""
+7,gpt-4.5-preview-2025-02-27,always_paper,8,Paper,Paper,0,1,"""The opponent consistently played Paper for the last several rounds; it's likely they'll continue with Paper."""
+33,gpt-4.5-preview-2025-02-27,R-P-S,7,Rock,Rock,0,0,"""The opponent consistently copies the previous move; they played Scissor last, so I predict they'll switch back to Rock."""
+28,gpt-4.5-preview-2025-02-27,S-R,9,Rock,Scissor,0,1,"""The opponent appears to frequently select Rock, hence predicting Rock seems most reasonable."""
+2,gpt-4.5-preview-2025-02-27,always_rock,8,Rock,Rock,0,0,"""The opponent has consistently played Rock in every previous round; I deduce they will likely continue this pattern."""
+9,gpt-4.5-preview-2025-02-27,always_paper,7,Paper,Paper,0,1,"""The opponent consistently played Paper in previous rounds; predicting Paper again seems most probable."""
+27,gpt-4.5-preview-2025-02-27,S-R,6,Scissor,Rock,1,2,"""Given the opponent has frequently chosen Scissor, it's likely they'll continue this pattern."""
+34,gpt-4.5-preview-2025-02-27,R-P-S,8,Paper,Paper,0,2,"""The opponent has frequently played Rock after playing Rock previously; thus, I'm predicting Paper to counteract."""
+23,gpt-4.5-preview-2025-02-27,P-S,7,Paper,Paper,0,5,"""Noticing the opponent's repeating pattern, Paper is the next predicted move."""
+21,gpt-4.5-preview-2025-02-27,P-S,5,Paper,Paper,0,3,"""Analyzing the history, the opponent played Paper, Scissor, Paper, Scissor sequentially. Predicting the pattern continues, the next move would most likely be Paper."""
+25,gpt-4.5-preview-2025-02-27,P-S,7,Scissor,Paper,0,4,"""The opponent seems to prefer Scissor frequently, particularly shown in recent rounds; selecting Scissor is therefore a safe prediction."""
+11,gpt-4.5-preview-2025-02-27,always_scissor,8,Scissor,Scissor,0,0,"""The opponent consistently played Scissor in every previous round; I predict continuation of this pattern."""
+8,gpt-4.5-preview-2025-02-27,always_paper,9,Paper,Paper,0,1,"""The opponent played Paper consistently in the last several rounds, indicating a possible repeating or constant strategy."""
+24,gpt-4.5-preview-2025-02-27,P-S,7,Paper,Paper,0,5,"""The opponent previously chose Scissor after Paper. This indicates a possible repeating strategy."""
+26,gpt-4.5-preview-2025-02-27,S-R,7,Rock,Scissor,0,1,"""The opponent frequently picks Rock, seen in rounds 2, 4, and 6. Hence, predicting Rock again seems logical."""
+13,gpt-4.5-preview-2025-02-27,always_scissor,9,Scissor,Scissor,0,0,"""The opponent consistently played Scissor in previous rounds. I'll predict they'll stick to this pattern."""
+19,gpt-4.5-preview-2025-02-27,R-P,7,Rock,Rock,0,2,"""The opponent plays Rock after playing Paper, as observed in rounds 2-3."""
+3,gpt-4.5-preview-2025-02-27,always_rock,8,Rock,Rock,0,0,"""The opponent consistently played Rock seven times, indicating a fixed pattern."""
+22,gpt-4.5-preview-2025-02-27,P-S,7,Scissor,Paper,0,4,"""The opponent's recent actions suggest a frequent use of Scissor, informing my prediction."""
+17,gpt-4.5-preview-2025-02-27,R-P,6,Paper,Paper,0,3,"""There's a hint of cyclic behavior; predicting Paper accounts for a possible rotation or repetition by the opponent."""
+14,gpt-4.5-preview-2025-02-27,always_scissor,10,Scissor,Scissor,0,0,"""The opponent has consistently played Scissor in all previous rounds. Therefore, it's reasonable to expect they'll choose Scissor again."""
+32,gpt-4.5-preview-2025-02-27,R-P-S,8,Paper,Paper,0,0,"""The opponent seems to play the same move I chose each round. I will now test this by choosing Paper."""
+31,gpt-4.5-preview-2025-02-27,R-P-S,9,Scissor,Scissor,0,1,"""The opponent hasn't played Scissor since round 6. They might cycle back to that."""
+16,gpt-4.5-preview-2025-02-27,R-P,9,Rock,Rock,0,3,"""The opponent often alternates between Rock and Paper; there's a reasonable chance Rock will come next."""
+7,gpt-4.5-preview-2025-02-27,always_paper,9,Paper,Paper,0,1,"""The opponent has consistently played Paper in previous rounds; I'll predict Paper to match their historical pattern."""
+1,gpt-4.5-preview-2025-02-27,always_rock,9,Rock,Rock,0,0,"""The opponent consistently chooses Rock every round."""
+28,gpt-4.5-preview-2025-02-27,S-R,10,Rock,Rock,0,1,"""Rock occurs frequently after Scissor in previous rounds, suggesting the opponent might repeat this pattern."""
+35,gpt-4.5-preview-2025-02-27,R-P-S,7,Rock,Rock,0,0,"""The opponent seems to be cycling through moves in the order Rock > Paper > Scissor repeatedly, starting again at Rock."""
+18,gpt-4.5-preview-2025-02-27,R-P,7,Rock,Rock,0,2,"""The opponent frequently chooses Rock. Given the pattern observed, Rock seems likely."""
+5,gpt-4.5-preview-2025-02-27,always_rock,9,Rock,Rock,0,0,"""The opponent has consistently played Rock each round. I predict Rock will be played again."""
+11,gpt-4.5-preview-2025-02-27,always_scissor,9,Scissor,Scissor,0,0,"""The opponent played 'Scissor' in all previous rounds, suggesting a persistent pattern."""
+9,gpt-4.5-preview-2025-02-27,always_paper,8,Paper,Paper,0,1,"""The opponent played Paper consistently over the past several rounds, so it seems likely they'll play Paper again."""
+23,gpt-4.5-preview-2025-02-27,P-S,8,Paper,Scissor,1,6,"""Noting the opponent's frequent Paper plays following certain patterns, I predict Paper next."""
+15,gpt-4.5-preview-2025-02-27,always_scissor,8,Scissor,Scissor,0,0,"""The opponent consistently played Scissor for the past six rounds. I think they will likely continue with this behavior."""
+10,gpt-4.5-preview-2025-02-27,always_paper,7,Paper,Paper,0,1,"""The opponent consistently chose Paper in previous rounds. It's likely they'll choose Paper again."""
+34,gpt-4.5-preview-2025-02-27,R-P-S,9,Scissor,Scissor,0,2,"""The opponent plays Scissor after Paper, indicating a possible pattern. Given the last move was Paper, I predict Scissor."""
+30,gpt-4.5-preview-2025-02-27,S-R,8,Rock,Rock,0,1,"""Opponent has a repeated preference for Rock, so it is likely they'll choose Rock again."""
+6,gpt-4.5-preview-2025-02-27,always_paper,9,Paper,Paper,0,1,"""The opponent has consistently chosen Paper for 8 consecutive rounds; it's highly likely they will choose Paper again."""
+8,gpt-4.5-preview-2025-02-27,always_paper,10,Paper,Paper,0,1,"""The opponent has consistently chosen Paper for most rounds; it's likely they will continue."""
+20,gpt-4.5-preview-2025-02-27,R-P,7,Rock,Rock,0,2,"""Observing previous rounds, the opponent frequently chose Rock, indicating it as a safe prediction this round."""
+4,gpt-4.5-preview-2025-02-27,always_rock,8,Rock,Rock,0,0,"""The opponent consistently chose Rock in all previous rounds. Given this history, Rock seems most likely to be selected again."""
+29,gpt-4.5-preview-2025-02-27,S-R,6,Scissor,Rock,1,4,"""Analyzing the previous rounds, the opponent seems to choose Scissors frequently after certain outcomes. Predicting based on this noticeable tendency."""
+24,gpt-4.5-preview-2025-02-27,P-S,8,Scissor,Scissor,0,5,"""The opponent frequently plays Scissor after Paper, suggesting a repeating or adaptive behavior. Predicting Scissor aligns with observed trends."""
+2,gpt-4.5-preview-2025-02-27,always_rock,9,Rock,Rock,0,0,"""The opponent has consistently chosen Rock in all previous rounds, so I predict they will choose Rock again."""
+12,gpt-4.5-preview-2025-02-27,always_scissor,7,Scissor,Scissor,0,0,"""The opponent consistently chose Scissor for the past rounds; it's logical to anticipate it will continue this pattern."""
+13,gpt-4.5-preview-2025-02-27,always_scissor,10,Scissor,Scissor,0,0,"""Opponent has consistently played Scissor for all previous rounds; likely to continue with this pattern."""
+26,gpt-4.5-preview-2025-02-27,S-R,8,Rock,Rock,0,1,"""The opponent frequently chooses Rock in earlier rounds; this pattern suggests they might pick Rock again."""
+32,gpt-4.5-preview-2025-02-27,R-P-S,9,Scissor,Scissor,0,0,"""The opponent repeats a Rock-Paper-Scissors sequence; after Paper, the next move is Scissor."""
+25,gpt-4.5-preview-2025-02-27,P-S,8,Paper,Scissor,1,5,"""The pattern suggests the opponent often selects Paper. I'll predict Paper for their next move."""
+33,gpt-4.5-preview-2025-02-27,R-P-S,8,Paper,Paper,0,0,"""The opponent seems to match my previous choice each round, so predicting Paper because I chose Paper in round 5."""
+1,gpt-4.5-preview-2025-02-27,always_rock,10,Rock,Rock,0,0,"""The opponent has consistently played Rock every round so far, making it highly likely that they'll continue."""
+5,gpt-4.5-preview-2025-02-27,always_rock,10,Rock,Rock,0,0,"""The opponent consistently played Rock for all previous rounds, suggesting a repeating pattern."""
+16,gpt-4.5-preview-2025-02-27,R-P,10,Rock,Paper,1,4,"""Based on previous rounds, the opponent frequently chooses Rock after Paper. I'll predict Rock again next round."""
+27,gpt-4.5-preview-2025-02-27,S-R,7,Rock,Scissor,0,2,"""The opponent seems to prefer Rock, so guessing Rock is a safe prediction."""
+3,gpt-4.5-preview-2025-02-27,always_rock,9,Rock,Rock,0,0,"""Opponent consistently chose Rock in all previous rounds; expecting continuation."""
+19,gpt-4.5-preview-2025-02-27,R-P,8,Paper,Paper,0,2,"""Analyzing the history, the opponent typically chooses 'Paper' after 'Rock'. Given the last move was 'Rock', I predict 'Paper' next."""
+30,gpt-4.5-preview-2025-02-27,S-R,9,Rock,Scissor,0,1,"""Opponent frequently played Rock after playing Rock in previous rounds."""
+15,gpt-4.5-preview-2025-02-27,always_scissor,9,Scissor,Scissor,0,0,"""The opponent consistently played 'Scissor' in previous rounds; they'll likely continue this pattern."""
+11,gpt-4.5-preview-2025-02-27,always_scissor,10,Scissor,Scissor,0,0,"""The opponent has consistently played Scissor for several rounds; it's logical they'll continue."""
+7,gpt-4.5-preview-2025-02-27,always_paper,10,Paper,Paper,0,1,"""The opponent consistently chose 'Paper' across all rounds. Thus, I predict they will choose Paper again."""
+22,gpt-4.5-preview-2025-02-27,P-S,8,Scissor,Scissor,0,4,"""The opponent tends to choose 'Scissor' after playing 'Paper', based on previous rounds."""
+34,gpt-4.5-preview-2025-02-27,R-P-S,10,Rock,Rock,0,2,"""The opponent seems to repeat the sequence Rock, Paper, Scissor consistently."""
+31,gpt-4.5-preview-2025-02-27,R-P-S,10,Paper,Rock,0,1,"""The opponent seems to repeat the sequence Rock, Paper, and then Scissor. After Scissor, it's likely they'll play Rock, so I pick Paper."""
+17,gpt-4.5-preview-2025-02-27,R-P,7,Rock,Rock,0,3,"""The opponent appears to frequently choose 'Rock', so predicting 'Rock' seems optimal."""
+23,gpt-4.5-preview-2025-02-27,P-S,9,Scissor,Paper,0,6,"""Scissor occurs frequently after Paper in the opponent's sequence, indicating a potential pattern."""
+26,gpt-4.5-preview-2025-02-27,S-R,9,Rock,Scissor,0,1,"""Considering the opponent frequently chooses Rock, it's likely they'll choose it again."""
+24,gpt-4.5-preview-2025-02-27,P-S,9,Scissor,Paper,0,5,"""The opponent frequently played Scissor after certain patterns; predicting Scissor appears logical for the next round."""
+12,gpt-4.5-preview-2025-02-27,always_scissor,8,Scissor,Scissor,0,0,"""The opponent has consistently chosen Scissor in every round so far, indicating a repeating pattern or consistent strategy."""
+9,gpt-4.5-preview-2025-02-27,always_paper,9,Paper,Paper,0,1,"""The opponent consistently played Paper in previous rounds; hence, predicting Paper."""
+32,gpt-4.5-preview-2025-02-27,R-P-S,10,Rock,Rock,0,0,"""The opponent has been consistently mirroring my previous guesses. Since my last guess was Scissor, they will likely play Rock next."""
+18,gpt-4.5-preview-2025-02-27,R-P,8,Paper,Paper,0,2,"""The opponent's moves suggest repetition, and Paper commonly follows Rock; thus, predicting Paper seems logical."""
+6,gpt-4.5-preview-2025-02-27,always_paper,10,Paper,Paper,0,1,"""The opponent has consistently played Paper since the first round. It seems they follow a repetitive strategy."""
+21,gpt-4.5-preview-2025-02-27,P-S,6,Scissor,Scissor,0,3,"""The opponent appears to be playing in cycles or showing some preference for Scissor. Given the history, predicting Scissor seems like an optimal choice."""
+3,gpt-4.5-preview-2025-02-27,always_rock,10,Rock,Rock,0,0,"""The opponent consistently played 'Rock', indicating a clear repeating pattern."""
+30,gpt-4.5-preview-2025-02-27,S-R,10,Rock,Rock,0,1,"""The opponent shows a pattern by frequently playing 'Rock', so predicting 'Rock' is the safest choice."""
+33,gpt-4.5-preview-2025-02-27,R-P-S,9,Scissor,Scissor,0,0,"""The opponent is using a repeating pattern: Rock, Paper, Scissor. Following this sequence, the next move should be Scissor."""
+17,gpt-4.5-preview-2025-02-27,R-P,8,Rock,Paper,1,4,"""The opponent seems to choose Rock frequently; I'll predict Rock accordingly."""
+10,gpt-4.5-preview-2025-02-27,always_paper,8,Paper,Paper,0,1,"""Based on previous rounds, the opponent consistently chose Paper, indicating a stable pattern. Thus, I'll predict Paper again for this round."""
+4,gpt-4.5-preview-2025-02-27,always_rock,9,Rock,Rock,0,0,"""The opponent consistently played Rock every round; it's logical to anticipate they will continue doing the same this round."""
+2,gpt-4.5-preview-2025-02-27,always_rock,10,Rock,Rock,0,0,"""The opponent consistently played Rock in all previous rounds; therefore, Rock is likely again."""
+29,gpt-4.5-preview-2025-02-27,S-R,7,Scissor,Scissor,0,4,"""Based on the past rounds, the opponent often follows 'Rock' with 'Scissor', so predicting 'Scissor' is logical."""
+20,gpt-4.5-preview-2025-02-27,R-P,8,Paper,Paper,0,2,"""Examining the opponent's previous moves indicates they might play 'Paper' next as they've shown some repeating or cyclical pattern tendencies."""
+35,gpt-4.5-preview-2025-02-27,R-P-S,8,Paper,Paper,0,0,"""Opponent's moves repeat sequentially; after Rock, they consistently played Paper next. Thus, I'm predicting Paper following their established pattern."""
+26,gpt-4.5-preview-2025-02-27,S-R,10,Rock,Rock,0,1,"""The opponent often selects Rock; hence, predicting Rock."""
+12,gpt-4.5-preview-2025-02-27,always_scissor,9,Scissor,Scissor,0,0,"""Opponent consistently played 'Scissor'; predicting same pattern continues."""
+27,gpt-4.5-preview-2025-02-27,S-R,8,Rock,Rock,0,2,"""Analyzing previous moves showed a preference towards Rock after Scissor, thus predicting Rock."""
+24,gpt-4.5-preview-2025-02-27,P-S,10,Scissor,Scissor,0,5,"""The opponent appears to frequently choose Scissor following certain patterns. Predicting Scissor seems wise based on historical behavior."""
+9,gpt-4.5-preview-2025-02-27,always_paper,10,Paper,Paper,0,1,"""The opponent has continually chosen Paper in past rounds, making Paper the most likely next move."""
+15,gpt-4.5-preview-2025-02-27,always_scissor,10,Scissor,Scissor,0,0,"""The opponent has consistently played Scissor every round so far, suggesting they will likely continue this behavior."""
+19,gpt-4.5-preview-2025-02-27,R-P,9,Rock,Rock,0,2,"""The opponent seems to frequently play Rock and Paper. Predicting Rock next given the previous patterns."""
+4,gpt-4.5-preview-2025-02-27,always_rock,10,Rock,Rock,0,0,"""The opponent has consistently chosen Rock in all previous rounds. It's logical to predict they'll continue this pattern."""
+22,gpt-4.5-preview-2025-02-27,P-S,9,Scissor,Paper,0,4,"""Based on usual patterns, the opponent is likely to continue with Scissor in the next move."""
+25,gpt-4.5-preview-2025-02-27,P-S,9,Scissor,Paper,0,5,"""Considering previous patterns, I noticed the opponent frequently selects Scissor following rounds in which they played Paper."""
+21,gpt-4.5-preview-2025-02-27,P-S,7,Scissor,Paper,0,3,"""I predict Scissor based on observing the game history, noting that the opponent tends to favor Scissor."""
+33,gpt-4.5-preview-2025-02-27,R-P-S,10,Rock,Rock,0,0,"""The opponent's moves so far have mirrored my predictions exactly in a consistent cycle of Rock-Paper-Scissors. Since last round was Scissor, it should reset to Rock next."""
+35,gpt-4.5-preview-2025-02-27,R-P-S,9,Scissor,Scissor,0,0,"""The opponent's move matches my guess each round, forming a repeating pattern Rock-Paper-Scissor. Following this logic, the next move should be Scissor."""
+17,gpt-4.5-preview-2025-02-27,R-P,9,Rock,Rock,0,4,"""The opponent often repeats Rock, making it a likely next move."""
+12,gpt-4.5-preview-2025-02-27,always_scissor,10,Scissor,Scissor,0,0,"""The opponent has consistently chosen Scissor in previous rounds; thus, they're likely to choose Scissor again."""
+23,gpt-4.5-preview-2025-02-27,P-S,10,Scissor,Scissor,0,6,"""Analyzing previous rounds suggests the opponent frequently chooses 'Scissor' after playing 'Paper'. Thus, I predict Scissor."""
+29,gpt-4.5-preview-2025-02-27,S-R,8,Rock,Rock,0,4,"""The opponent often plays 'Rock' after 'Scissor', so I predict 'Rock' for the next move."""
+10,gpt-4.5-preview-2025-02-27,always_paper,9,Paper,Paper,0,1,"""The opponent consistently played Paper in nearly all previous rounds, so I'll predict the pattern continues."""
+22,gpt-4.5-preview-2025-02-27,P-S,10,Scissor,Scissor,0,4,"""Noticed a repeating or adaptive pattern, scissor seems likely next move."""
+18,gpt-4.5-preview-2025-02-27,R-P,9,Rock,Rock,0,2,"""The opponent frequently repeats moves, commonly using Rock or Paper; choosing Rock aligns with this observed behavior."""
+20,gpt-4.5-preview-2025-02-27,R-P,9,Rock,Rock,0,2,"""The opponent shows a notable preference towards Rock, so predicting Rock seems logical."""
+21,gpt-4.5-preview-2025-02-27,P-S,8,Scissor,Scissor,0,3,"""The opponent seems to prefer playing Scissor frequently. Based on recent moves, Scissor is a likely choice."""
+35,gpt-4.5-preview-2025-02-27,R-P-S,10,Rock,Rock,0,0,"""The opponent is cycling through Rock, Paper, and Scissor consistently. After Scissor, they reset to Rock."""
+27,gpt-4.5-preview-2025-02-27,S-R,9,Scissor,Scissor,0,2,"""The opponent seems to alternate between moves; given the last move was Rock, it's plausible they will choose Scissor next."""
+25,gpt-4.5-preview-2025-02-27,P-S,10,Scissor,Scissor,0,5,"""Noticing the opponent played Paper after playing Scissor, suggesting the next move might be Scissor again."""
+19,gpt-4.5-preview-2025-02-27,R-P,10,Paper,Paper,0,2,"""The opponent often alternates between Rock and Paper, and Paper seems to follow after Rock consistently in previous rounds."""
+17,gpt-4.5-preview-2025-02-27,R-P,10,Paper,Paper,0,4,"""The opponent's pattern suggests alternating between different moves; Paper seems likely next."""
+21,gpt-4.5-preview-2025-02-27,P-S,9,Scissor,Paper,0,3,"""Opponent frequently chose Scissor recently. Might continue this trend."""
+29,gpt-4.5-preview-2025-02-27,S-R,9,Rock,Scissor,0,4,"""The opponent often selects Rock after playing Scissor, making Rock a logical next move."""
+18,gpt-4.5-preview-2025-02-27,R-P,10,Paper,Paper,0,2,"""The opponent often plays paper after a rock, so paper seems probable next."""
+20,gpt-4.5-preview-2025-02-27,R-P,10,Paper,Paper,0,2,"""The opponent consistently prefers playing 'Paper' after 'Rock', so I infer this pattern for my prediction."""
+10,gpt-4.5-preview-2025-02-27,always_paper,10,Paper,Paper,0,1,"""The opponent consistently played 'Paper' every preceding round, suggesting a pattern or strategy focusing on repeating this move."""
+27,gpt-4.5-preview-2025-02-27,S-R,10,Rock,Rock,0,2,"""The opponent played Scissor in round 9 and seems to alternate between Rock and Scissor frequently."""
+21,gpt-4.5-preview-2025-02-27,P-S,10,Paper,Scissor,1,4,"""The opponent frequently alternates moves, and 'Paper' appears to be the most common. Anticipating this trend continuing."""
+29,gpt-4.5-preview-2025-02-27,S-R,10,Scissor,Rock,1,5,"""The opponent frequently selects 'Scissor', particularly after certain patterns emerge."""
diff --git a/figures/guess/guess_2loop.svg b/figures/guess/guess_2loop.svg
index 06a0864e48a8675a322d44593ad381130129551e..959e639af1eff5c38b6ddb98b5ccaf87b8234c57 100644
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@@ -6,7 +6,7 @@
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- <dc:date>2025-03-02T10:43:52.224995</dc:date>
+ <dc:date>2025-03-03T09:24:24.125201</dc:date>
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<g>
- <use xlink:href="#mfcf8c2934e" x="90" y="51.84" style="stroke: #000000; stroke-width: 0.8"/>
+ <use xlink:href="#mdb09b43ef8" x="90" y="51.84" style="stroke: #000000; stroke-width: 0.8"/>
</g>
</g>
<g id="text_17">
@@ -1229,10 +1260,23 @@ L 462 273.6
L 524 306.864
L 586 284.688
L 648 280.992
-" clip-path="url(#p0ff847d39c)" style="fill: none; stroke: #5862ed; stroke-width: 1.5; stroke-linecap: square"/>
+" clip-path="url(#paf53aefc6b)" style="fill: none; stroke: #5862ed; stroke-width: 1.5; stroke-linecap: square"/>
</g>
<g id="line2d_34">
<path d="M 90 273.6
+L 152 384.48
+L 214 384.48
+L 276 384.48
+L 338 384.48
+L 400 384.48
+L 462 384.48
+L 524 384.48
+L 586 384.48
+L 648 384.48
+" clip-path="url(#paf53aefc6b)" style="fill: none; stroke: #7abaff; stroke-width: 1.5; stroke-linecap: square"/>
+ </g>
+ <g id="line2d_35">
+ <path d="M 90 273.6
L 152 284.688
L 214 236.64
L 276 236.64
@@ -1242,9 +1286,9 @@ L 462 280.992
L 524 244.032
L 586 280.992
L 648 225.552
-" clip-path="url(#p0ff847d39c)" style="fill: none; stroke: #32a68c; stroke-width: 1.5; stroke-linecap: square"/>
+" clip-path="url(#paf53aefc6b)" style="fill: none; stroke: #32a68c; stroke-width: 1.5; stroke-linecap: square"/>
</g>
- <g id="line2d_35">
+ <g id="line2d_36">
<path d="M 90 273.6
L 152 299.472
L 214 340.128
@@ -1255,9 +1299,9 @@ L 462 377.088
L 524 384.48
L 586 384.48
L 648 384.48
-" clip-path="url(#p0ff847d39c)" style="fill: none; stroke: #ff6941; stroke-width: 1.5; stroke-linecap: square"/>
+" clip-path="url(#paf53aefc6b)" style="fill: none; stroke: #ff6941; stroke-width: 1.5; stroke-linecap: square"/>
</g>
- <g id="line2d_36">
+ <g id="line2d_37">
<path d="M 90 266.208
L 152 251.424
L 214 295.776
@@ -1268,7 +1312,7 @@ L 462 266.208
L 524 299.472
L 586 247.728
L 648 280.992
-" clip-path="url(#p0ff847d39c)" style="fill: none; stroke: #333333; stroke-width: 1.5; stroke-linecap: square"/>
+" clip-path="url(#paf53aefc6b)" style="fill: none; stroke: #333333; stroke-width: 1.5; stroke-linecap: square"/>
</g>
<g id="patch_3">
<path d="M 90 384.48
@@ -1631,27 +1675,27 @@ z
</g>
<g id="legend_1">
<g id="patch_7">
- <path d="M 544.092188 118.5525
-L 641 118.5525
-Q 643 118.5525 643 116.5525
+ <path d="M 468.125 133.230625
+L 641 133.230625
+Q 643 133.230625 643 131.230625
L 643 58.84
Q 643 56.84 641 56.84
-L 544.092188 56.84
-Q 542.092188 56.84 542.092188 58.84
-L 542.092188 116.5525
-Q 542.092188 118.5525 544.092188 118.5525
+L 468.125 56.84
+Q 466.125 56.84 466.125 58.84
+L 466.125 131.230625
+Q 466.125 133.230625 468.125 133.230625
z
" style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
</g>
- <g id="line2d_37">
- <path d="M 546.092188 64.938438
-L 556.092188 64.938438
-L 566.092188 64.938438
+ <g id="line2d_38">
+ <path d="M 470.125 64.938437
+L 480.125 64.938437
+L 490.125 64.938437
" style="fill: none; stroke: #5862ed; stroke-width: 1.5; stroke-linecap: square"/>
</g>
<g id="text_20">
<!-- deepseek-r1 -->
- <g transform="translate(574.092188 68.438438) scale(0.1 -0.1)">
+ <g transform="translate(498.125 68.438437) scale(0.1 -0.1)">
<defs>
<path id="DejaVuSans-6b" d="M 581 4863
L 1159 4863
@@ -1688,15 +1732,52 @@ z
<use xlink:href="#DejaVuSans-31" transform="translate(560.253906 0)"/>
</g>
</g>
- <g id="line2d_38">
- <path d="M 546.092188 79.616563
-L 556.092188 79.616563
-L 566.092188 79.616563
-" style="fill: none; stroke: #32a68c; stroke-width: 1.5; stroke-linecap: square"/>
+ <g id="line2d_39">
+ <path d="M 470.125 79.616562
+L 480.125 79.616562
+L 490.125 79.616562
+" style="fill: none; stroke: #7abaff; stroke-width: 1.5; stroke-linecap: square"/>
</g>
<g id="text_21">
+ <!-- gpt-4.5-preview-2025-02-27 -->
+ <g transform="translate(498.125 83.116562) scale(0.1 -0.1)">
+ <use xlink:href="#DejaVuSans-67"/>
+ <use xlink:href="#DejaVuSans-70" transform="translate(63.476562 0)"/>
+ <use xlink:href="#DejaVuSans-74" transform="translate(126.953125 0)"/>
+ <use xlink:href="#DejaVuSans-2d" transform="translate(166.162109 0)"/>
+ <use xlink:href="#DejaVuSans-34" transform="translate(202.246094 0)"/>
+ <use xlink:href="#DejaVuSans-2e" transform="translate(265.869141 0)"/>
+ <use xlink:href="#DejaVuSans-35" transform="translate(297.65625 0)"/>
+ <use xlink:href="#DejaVuSans-2d" transform="translate(361.279297 0)"/>
+ <use xlink:href="#DejaVuSans-70" transform="translate(397.363281 0)"/>
+ <use xlink:href="#DejaVuSans-72" transform="translate(460.839844 0)"/>
+ <use xlink:href="#DejaVuSans-65" transform="translate(499.703125 0)"/>
+ <use xlink:href="#DejaVuSans-76" transform="translate(561.226562 0)"/>
+ <use xlink:href="#DejaVuSans-69" transform="translate(620.40625 0)"/>
+ <use xlink:href="#DejaVuSans-65" transform="translate(648.189453 0)"/>
+ <use xlink:href="#DejaVuSans-77" transform="translate(709.712891 0)"/>
+ <use xlink:href="#DejaVuSans-2d" transform="translate(791.5 0)"/>
+ <use xlink:href="#DejaVuSans-32" transform="translate(827.583984 0)"/>
+ <use xlink:href="#DejaVuSans-30" transform="translate(891.207031 0)"/>
+ <use xlink:href="#DejaVuSans-32" transform="translate(954.830078 0)"/>
+ <use xlink:href="#DejaVuSans-35" transform="translate(1018.453125 0)"/>
+ <use xlink:href="#DejaVuSans-2d" transform="translate(1082.076172 0)"/>
+ <use xlink:href="#DejaVuSans-30" transform="translate(1118.160156 0)"/>
+ <use xlink:href="#DejaVuSans-32" transform="translate(1181.783203 0)"/>
+ <use xlink:href="#DejaVuSans-2d" transform="translate(1245.40625 0)"/>
+ <use xlink:href="#DejaVuSans-32" transform="translate(1281.490234 0)"/>
+ <use xlink:href="#DejaVuSans-37" transform="translate(1345.113281 0)"/>
+ </g>
+ </g>
+ <g id="line2d_40">
+ <path d="M 470.125 94.294687
+L 480.125 94.294687
+L 490.125 94.294687
+" style="fill: none; stroke: #32a68c; stroke-width: 1.5; stroke-linecap: square"/>
+ </g>
+ <g id="text_22">
<!-- llama3 -->
- <g transform="translate(574.092188 83.116563) scale(0.1 -0.1)">
+ <g transform="translate(498.125 97.794687) scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-6c"/>
<use xlink:href="#DejaVuSans-6c" transform="translate(27.783203 0)"/>
<use xlink:href="#DejaVuSans-61" transform="translate(55.566406 0)"/>
@@ -1705,15 +1786,15 @@ L 566.092188 79.616563
<use xlink:href="#DejaVuSans-33" transform="translate(275.537109 0)"/>
</g>
</g>
- <g id="line2d_39">
- <path d="M 546.092188 94.294688
-L 556.092188 94.294688
-L 566.092188 94.294688
+ <g id="line2d_41">
+ <path d="M 470.125 108.972812
+L 480.125 108.972812
+L 490.125 108.972812
" style="fill: none; stroke: #ff6941; stroke-width: 1.5; stroke-linecap: square"/>
</g>
- <g id="text_22">
+ <g id="text_23">
<!-- mistral-small -->
- <g transform="translate(574.092188 97.794688) scale(0.1 -0.1)">
+ <g transform="translate(498.125 112.472812) scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-6d"/>
<use xlink:href="#DejaVuSans-69" transform="translate(97.412109 0)"/>
<use xlink:href="#DejaVuSans-73" transform="translate(125.195312 0)"/>
@@ -1729,15 +1810,15 @@ L 566.092188 94.294688
<use xlink:href="#DejaVuSans-6c" transform="translate(621.337891 0)"/>
</g>
</g>
- <g id="line2d_40">
- <path d="M 546.092188 108.972813
-L 556.092188 108.972813
-L 566.092188 108.972813
+ <g id="line2d_42">
+ <path d="M 470.125 123.650937
+L 480.125 123.650937
+L 490.125 123.650937
" style="fill: none; stroke: #333333; stroke-width: 1.5; stroke-linecap: square"/>
</g>
- <g id="text_23">
+ <g id="text_24">
<!-- random -->
- <g transform="translate(574.092188 112.472813) scale(0.1 -0.1)">
+ <g transform="translate(498.125 127.150937) scale(0.1 -0.1)">
<use xlink:href="#DejaVuSans-72"/>
<use xlink:href="#DejaVuSans-61" transform="translate(41.113281 0)"/>
<use xlink:href="#DejaVuSans-6e" transform="translate(102.392578 0)"/>
@@ -1750,7 +1831,7 @@ L 566.092188 108.972813
</g>
</g>
<defs>
- <clipPath id="p0ff847d39c">
+ <clipPath id="paf53aefc6b">
<rect x="90" y="51.84" width="558" height="332.64"/>
</clipPath>
</defs>
diff --git a/src/guess/guess_experiments.py b/src/guess/guess_experiments.py
index 8e997a2320276160a13ebb8c6ebab200a63988b3..f803b0f4f53d6e15dfa6cdbbe69ea3b1de82e8e6 100644
--- a/src/guess/guess_experiments.py
+++ b/src/guess/guess_experiments.py
@@ -8,7 +8,7 @@ CSV_FILE_PATH = "../../data/guess/guess.csv"
# Define RPS Constant Experiment class
class GuessExperiment:
def __init__(self):
- self.models = ["random", "llama3", "mistral-small", "deepseek-r1"] # You can also add "gpt-4.5-preview-2025-02-27" ,
+ self.models = ["random", "llama3", "mistral-small", "deepseek-r1"] # You can also add "gpt-4.5-preview-2025-02-27"
self.opponent_strategies = {
"always_rock": lambda history: "Rock",
"always_paper": lambda history: "Paper",