377 lines
14 KiB
Python
377 lines
14 KiB
Python
#!/usr/bin/env python3
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"""
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Script to read and parse Powerball numbers from a CSV file.
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"""
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import csv
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from datetime import datetime
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from pathlib import Path
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from typing import List, Dict, Tuple, Optional
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from collections import Counter
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def read_powerball_csv(filepath: str) -> List[Dict]:
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"""
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Read a CSV file containing Powerball numbers.
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Expected CSV format:
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Draw Date,Winning Numbers,Multiplier
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09/26/2020,11 21 27 36 62 24,3
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Args:
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filepath: Path to the CSV file
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Returns:
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List of dictionaries containing parsed powerball data
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"""
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powerball_data = []
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try:
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with open(filepath, 'r', encoding='utf-8') as csvfile:
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reader = csv.DictReader(csvfile)
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for row_num, row in enumerate(reader, start=2): # start=2 because row 1 is header
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try:
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# Skip empty rows
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if not any(row.values()):
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continue
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# Parse the row
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draw_date = datetime.strptime(row['Draw Date'].strip(), '%m/%d/%Y')
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# Parse winning numbers - filter out empty strings
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numbers_str = row['Winning Numbers'].strip()
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winning_numbers = [int(n) for n in numbers_str.split() if n.strip()]
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multiplier = int(row['Multiplier'].strip())
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powerball_data.append({
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'draw_date': draw_date,
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'date_str': draw_date.strftime('%Y-%m-%d'),
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'winning_numbers': winning_numbers,
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'multiplier': multiplier
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})
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except ValueError as e:
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print(f"Warning: Skipping row {row_num} due to error: {e}")
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print(f" Row data: {row}")
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continue
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except FileNotFoundError:
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print(f"Error: File '{filepath}' not found.")
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return []
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except Exception as e:
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print(f"Error: Failed to read CSV file - {e}")
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return []
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return powerball_data
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def display_powerball_data(data: List[Dict]) -> None:
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"""
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Display powerball data in a formatted table.
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Args:
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data: List of powerball data dictionaries
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"""
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if not data:
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print("No data to display.")
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return
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print(f"{'Draw Date':<12} {'Winning Numbers':<30} {'Multiplier':<10}")
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print("-" * 52)
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for entry in data:
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numbers_str = ' '.join(map(str, entry['winning_numbers']))
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print(f"{entry['date_str']:<12} {numbers_str:<30} {entry['multiplier']:<10}")
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def _get_unweighted_top_numbers(draws: List[Dict]) -> Tuple[List[int], Optional[int]]:
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"""Return top 5 white balls and top Powerball from a draw list."""
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if not draws:
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return [], None
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white_counter = Counter()
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powerball_counter = Counter()
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for entry in draws:
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numbers = entry['winning_numbers']
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for number in numbers[:5]:
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white_counter[number] += 1
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if len(numbers) >= 6:
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powerball_counter[numbers[5]] += 1
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top_white = [number for number, _ in white_counter.most_common(5)]
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top_powerball = powerball_counter.most_common(1)[0][0] if powerball_counter else None
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return top_white, top_powerball
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def _get_recency_weighted_top_numbers(draws: List[Dict]) -> Tuple[List[int], Optional[int]]:
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"""Return top numbers weighted so newer draws contribute more."""
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if not draws:
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return [], None
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sorted_draws = sorted(draws, key=lambda x: x['draw_date'])
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total_draws = len(sorted_draws)
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white_scores = Counter()
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powerball_scores = Counter()
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for index, entry in enumerate(sorted_draws, start=1):
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weight = index / total_draws
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numbers = entry['winning_numbers']
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for number in numbers[:5]:
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white_scores[number] += weight
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if len(numbers) >= 6:
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powerball_scores[numbers[5]] += weight
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top_white = [number for number, _ in white_scores.most_common(5)]
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top_powerball = powerball_scores.most_common(1)[0][0] if powerball_scores else None
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return top_white, top_powerball
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def _get_aggressive_recency_weighted_top_numbers(draws: List[Dict]) -> Tuple[List[int], Optional[int]]:
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"""Return top numbers with an aggressive recency curve (cubic weighting)."""
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if not draws:
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return [], None
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sorted_draws = sorted(draws, key=lambda x: x['draw_date'])
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total_draws = len(sorted_draws)
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white_scores = Counter()
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powerball_scores = Counter()
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for index, entry in enumerate(sorted_draws, start=1):
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normalized_position = index / total_draws
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weight = normalized_position ** 3
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numbers = entry['winning_numbers']
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for number in numbers[:5]:
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white_scores[number] += weight
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if len(numbers) >= 6:
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powerball_scores[numbers[5]] += weight
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top_white = [number for number, _ in white_scores.most_common(5)]
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top_powerball = powerball_scores.most_common(1)[0][0] if powerball_scores else None
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return top_white, top_powerball
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def analyze_most_frequent_numbers(data: List[Dict]) -> Dict:
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"""
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Analyze and display the most frequent number in each slot position.
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Args:
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data: List of powerball data dictionaries
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"""
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if not data:
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print("No data to analyze.")
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return
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# Initialize lists to hold numbers for each position
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num_positions = len(data[0]['winning_numbers'])
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position_numbers = [[] for _ in range(num_positions)]
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# Collect all numbers for each position
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for entry in data:
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for position, number in enumerate(entry['winning_numbers']):
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position_numbers[position].append(number)
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# Find most common number in each position
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print("\n" + "=" * 60)
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print("Most Frequent Numbers by Slot Position")
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print("=" * 60)
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most_frequent = []
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for position, numbers in enumerate(position_numbers, start=1):
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counter = Counter(numbers)
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most_common_num, frequency = counter.most_common(1)[0]
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most_frequent.append(most_common_num)
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percentage = (frequency / len(numbers)) * 100
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print(f"Position {position}: {most_common_num:<3} (appears {frequency} times, {percentage:.1f}%)")
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print("-" * 60)
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print(f"Most frequent numbers combined: {' '.join(map(str, most_frequent))}")
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# Analyze most frequent number across first 5 positions combined
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print("\n" + "=" * 60)
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print("Additional Analysis")
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print("=" * 60)
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# Combine all numbers from positions 1-5
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first_five_combined = []
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for i in range(min(5, num_positions)):
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first_five_combined.extend(position_numbers[i])
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top_five_numbers = []
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top_ten_numbers = []
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if first_five_combined:
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counter_first_five = Counter(first_five_combined)
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top_five_numbers = counter_first_five.most_common(5)
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top_ten_numbers = counter_first_five.most_common(10)
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print("Top 5 most drawn numbers in first 5 positions combined:")
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for rank, (number, frequency) in enumerate(top_five_numbers, start=1):
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percentage = (frequency / len(first_five_combined)) * 100
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print(f" {rank}. {number:<3} (appears {frequency} times, {percentage:.1f}%)")
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# Analyze the sixth position (Powerball)
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powerball_ranked = []
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most_common_sixth = None
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if num_positions >= 6:
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sixth_position_numbers = position_numbers[5]
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counter_sixth = Counter(sixth_position_numbers)
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powerball_ranked = counter_sixth.most_common(5)
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most_common_sixth, freq_sixth = counter_sixth.most_common(1)[0]
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percentage_sixth = (freq_sixth / len(sixth_position_numbers)) * 100
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print(f"\nMost drawn number in position 6 (Powerball): {most_common_sixth} (appears {freq_sixth} times, {percentage_sixth:.1f}%)")
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# Third strategy: most frequent numbers from the most recent 104 draws
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sorted_by_date = sorted(data, key=lambda x: x['draw_date'])
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recent_104_draws = sorted_by_date[-104:]
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recent_104_top_five, recent_104_powerball = _get_unweighted_top_numbers(recent_104_draws)
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# Fourth strategy: weighted-by-recency across all draws
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weighted_top_five, weighted_powerball = _get_recency_weighted_top_numbers(data)
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# Fifth strategy: aggressive weighted-by-recency across all draws
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aggressive_weighted_top_five, aggressive_weighted_powerball = _get_aggressive_recency_weighted_top_numbers(data)
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# Return statistics for prediction
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return {
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'top_five_combined': [num for num, freq in top_five_numbers] if first_five_combined else [],
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'top_ten_combined': [num for num, freq in top_ten_numbers],
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'most_common_powerball': most_common_sixth,
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'powerball_ranked': [num for num, freq in powerball_ranked],
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'recent_104_top_five': recent_104_top_five,
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'recent_104_powerball': recent_104_powerball,
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'weighted_top_five': weighted_top_five,
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'weighted_powerball': weighted_powerball,
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'aggressive_weighted_top_five': aggressive_weighted_top_five,
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'aggressive_weighted_powerball': aggressive_weighted_powerball
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}
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def generate_suggested_combination(stats: dict) -> None:
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"""
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Generate a suggested combination based on statistical analysis.
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Args:
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stats: Dictionary containing statistical analysis results
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"""
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print("\n" + "=" * 60)
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print("Suggested Combination Based on Statistical Analysis")
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print("=" * 60)
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print("\n⚠️ DISCLAIMER: This is purely statistical analysis.")
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print("Past results do NOT predict future outcomes.")
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print("Each draw is random and independent.\n")
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top_five = stats['top_five_combined']
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top_ten = stats.get('top_ten_combined', [])
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powerball = stats['most_common_powerball']
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ranked_powerballs = stats.get('powerball_ranked', [])
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recent_104_top_five = stats.get('recent_104_top_five', [])
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recent_104_powerball = stats.get('recent_104_powerball')
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weighted_top_five = stats.get('weighted_top_five', [])
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weighted_powerball = stats.get('weighted_powerball')
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aggressive_weighted_top_five = stats.get('aggressive_weighted_top_five', [])
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aggressive_weighted_powerball = stats.get('aggressive_weighted_powerball')
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if len(top_five) >= 5 and powerball:
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# Use the top 5 most frequent numbers from positions 1-5
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primary_numbers = sorted(top_five[:5])
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primary_powerball = powerball
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# Build a secondary set from the next-most-frequent historical numbers.
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secondary_pool = top_ten[5:10]
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if len(secondary_pool) < 5:
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secondary_pool = top_ten[:5]
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secondary_numbers = sorted(secondary_pool[:5])
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secondary_powerball = ranked_powerballs[1] if len(ranked_powerballs) > 1 else primary_powerball
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third_numbers = sorted(recent_104_top_five[:5]) if len(recent_104_top_five) >= 5 else []
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third_powerball = recent_104_powerball
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fourth_numbers = sorted(weighted_top_five[:5]) if len(weighted_top_five) >= 5 else []
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fourth_powerball = weighted_powerball
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fifth_numbers = sorted(aggressive_weighted_top_five[:5]) if len(aggressive_weighted_top_five) >= 5 else []
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fifth_powerball = aggressive_weighted_powerball
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print("Primary set (most frequent):")
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print(f" White balls: {' '.join(map(str, primary_numbers))}")
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print(f" Powerball: {primary_powerball}")
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print("\nSecondary set (next-most frequent):")
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print(f" White balls: {' '.join(map(str, secondary_numbers))}")
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print(f" Powerball: {secondary_powerball}")
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if third_numbers and third_powerball:
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print("\nThird set (most frequent in recent 104 draws):")
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print(f" White balls: {' '.join(map(str, third_numbers))}")
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print(f" Powerball: {third_powerball}")
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if fourth_numbers and fourth_powerball:
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print("\nFourth set (weighted by recency):")
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print(f" White balls: {' '.join(map(str, fourth_numbers))}")
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print(f" Powerball: {fourth_powerball}")
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if fifth_numbers and fifth_powerball:
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print("\nFifth set (aggressive recency weighting):")
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print(f" White balls: {' '.join(map(str, fifth_numbers))}")
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print(f" Powerball: {fifth_powerball}")
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print()
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print(f"Primary combination: {' '.join(map(str, primary_numbers))} + {primary_powerball}")
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print(f"Secondary combination: {' '.join(map(str, secondary_numbers))} + {secondary_powerball}")
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if third_numbers and third_powerball:
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print(f"Third combination: {' '.join(map(str, third_numbers))} + {third_powerball}")
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if fourth_numbers and fourth_powerball:
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print(f"Fourth combination: {' '.join(map(str, fourth_numbers))} + {fourth_powerball}")
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if fifth_numbers and fifth_powerball:
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print(f"Fifth combination: {' '.join(map(str, fifth_numbers))} + {fifth_powerball}")
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print()
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print("These combinations are based on:")
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print(" • The 5 most frequently drawn numbers across all white ball positions")
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print(f" • The most frequently drawn Powerball number ({primary_powerball})")
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print(" • A secondary set from the next-most-frequent white ball and Powerball values")
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print(" • Recent-window frequency (last 104 draws)")
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print(" • Recency-weighted scoring where newer draws count more")
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print(" • Aggressive recency weighting using a cubic curve")
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else:
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print("Insufficient data to generate a suggestion.")
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def main():
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"""Main function."""
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# Default to 'powerball_numbers.csv' in the same directory as the script
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script_dir = Path(__file__).parent
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csv_file = script_dir / 'powerball_numbers.csv'
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# You can also specify a different file path here
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# csv_file = Path('path/to/your/file.csv')
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print(f"Reading Powerball numbers from: {csv_file}\n")
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powerball_data = read_powerball_csv(str(csv_file))
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if powerball_data:
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print(f"Successfully loaded {len(powerball_data)} records.\n")
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display_powerball_data(powerball_data)
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stats = analyze_most_frequent_numbers(powerball_data)
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generate_suggested_combination(stats)
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else:
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print("Failed to load powerball data.")
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if __name__ == '__main__':
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main()
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