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amlhc/analysis/predict_analysis.php
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916117771 8b2590c5b5 docs(predictV3): 添加predictV3算法优化研究文档和前端功能实现
- 完成Phase 11: predictV3算法优化研究文档,涵盖6个优化方向的技术分析
- 实现置信度评估功能,提供历史命中率、得分分布、多维度一致性置信度指标
- 扩展回测指标体系,新增NDCG@K、MRR、命中率分布等排名质量评估指标
- 优化转移概率算法,引入二阶马尔可夫链和多属性联合转移增强预测准确性
- 设计权重训练机制,支持网格搜索和遗传算法进行数据驱动的参数优化
- 集成组合特征挖掘功能,采用关联规则和序列模式发现号码间潜在关联
- 实现完整的前端交互界面,支持预测结果显示、置信度展示和回测验证功能
- 建立性能优化策略,包括预计算缓存、批量计算和降级策略保障响应速度
2026-05-01 23:17:24 +08:00

858 lines
29 KiB
PHP

<?php
/**
* 上期正码与当期特码关联规律分析脚本
*
* 分析维度:
* 1. 上期正码平均值与下期特码的差值分布
* 2. 上期正码范围[min,max]与下期特码的关系
* 3. 上期正码与下期特码的最短距离分布
* 4. 上期正码和值尾数与下期特码尾数的关系
* 5. 上期正码覆盖区间与下期特码所在区间的关系
* 6. 上期正码波色分布与下期特码波色的关系
* 7. 上期特码与下期特码的转移关系
*/
// 波色映射表
$colorMap = [
1 => '红', 2 => '红', 3 => '蓝', 4 => '蓝', 5 => '绿', 6 => '绿',
7 => '红', 8 => '红', 9 => '蓝', 10 => '蓝', 11 => '绿', 12 => '红',
13 => '红', 14 => '蓝', 15 => '蓝', 16 => '绿', 17 => '绿', 18 => '红',
19 => '红', 20 => '蓝', 21 => '绿', 22 => '绿', 23 => '红', 24 => '红',
25 => '蓝', 26 => '蓝', 27 => '绿', 28 => '绿', 29 => '红', 30 => '红',
31 => '蓝', 32 => '绿', 33 => '绿', 34 => '红', 35 => '红', 36 => '蓝',
37 => '蓝', 38 => '绿', 39 => '绿', 40 => '红', 41 => '蓝', 42 => '蓝',
43 => '绿', 44 => '绿', 45 => '红', 46 => '红', 47 => '蓝', 48 => '蓝',
49 => '绿'
];
// 区间划分(1-10小号,11-30中号,31-49大号)
function getRange($num) {
if ($num >= 1 && $num <= 10) return '小号(1-10)';
if ($num >= 11 && $num <= 30) return '中号(11-30)';
return '大号(31-49)';
}
// 获取数字的尾数
function getTail($num) {
return $num % 10;
}
// 从SQL数据提取历史记录
$history = [];
$sqlFile = 'C:\Users\91611\Desktop\fa_history.sql';
$content = file_get_contents($sqlFile);
// 解析INSERT语句
preg_match_all("/INSERT INTO `fa_history` VALUES \((\d+), (\d+), (\d+), (\d+), (\d+), (\d+), (\d+), (\d+), '([^']+)'\)/", $content, $matches);
for ($i = 0; $i < count($matches[0]); $i++) {
$history[] = [
'expect' => (int)$matches[1][$i],
'num1' => (int)$matches[2][$i],
'num2' => (int)$matches[3][$i],
'num3' => (int)$matches[4][$i],
'num4' => (int)$matches[5][$i],
'num5' => (int)$matches[6][$i],
'num6' => (int)$matches[7][$i],
'num7' => (int)$matches[8][$i],
'openTime' => $matches[9][$i]
];
}
// 按期号排序
usort($history, function($a, $b) {
return $a['expect'] - $b['expect'];
});
echo "=== 数据概览 ===\n";
echo "总期数: " . count($history) . "\n";
echo "期号范围: {$history[0]['expect']} - {$history[count($history)-1]['expect']}\n\n";
// 分析结果存储
$analysisResults = [];
// ============ 维度1: 上期正码平均值与下期特码的差值分布 ============
echo "=== 维度1: 上期正码平均值与下期特码的差值分布 ===\n";
$avgDifferences = [];
$avgDiffPredictions = []; // 基于平均值的预测命中率
for ($i = 0; $i < count($history) - 1; $i++) {
$current = $history[$i];
$next = $history[$i + 1];
// 计算上期正码平均值
$avg = ($current['num1'] + $current['num2'] + $current['num3'] +
$current['num4'] + $current['num5'] + $current['num6']) / 6;
// 与下期特码的差值
$diff = $next['num7'] - $avg;
$avgDifferences[] = round($diff);
}
// 统计差值分布
$avgDiffStats = array_count_values($avgDifferences);
ksort($avgDiffStats);
echo "差值分布(差值=下期特码-上期正码平均值):\n";
foreach ($avgDiffStats as $diff => $count) {
$percent = round($count / (count($history) - 1) * 100, 2);
echo " 差值 $diff: $count次 ($percent%)\n";
}
// 分析差值范围预测效果
echo "\n差值范围预测效果:\n";
$diffRanges = [
'[-40,-20]' => 0,
'[-20,-10]' => 0,
'[-10,0]' => 0,
'[0,10]' => 0,
'[10,20]' => 0,
'[20,40]' => 0
];
foreach ($avgDifferences as $diff) {
if ($diff >= -40 && $diff < -20) $diffRanges['[-40,-20]']++;
elseif ($diff >= -20 && $diff < -10) $diffRanges['[-20,-10]']++;
elseif ($diff >= -10 && $diff < 0) $diffRanges['[-10,0]']++;
elseif ($diff >= 0 && $diff < 10) $diffRanges['[0,10]']++;
elseif ($diff >= 10 && $diff < 20) $diffRanges['[10,20]']++;
elseif ($diff >= 20 && $diff <= 40) $diffRanges['[20,40]']++;
}
$total = count($avgDifferences);
foreach ($diffRanges as $range => $count) {
$percent = round($count / $total * 100, 2);
echo " $range: $count次 ($percent%)\n";
}
// 基于平均值±10范围的预测命中率分析
$hitCount = 0;
$predictionRange = 10; // 预测范围
for ($i = 0; $i < count($history) - 1; $i++) {
$current = $history[$i];
$next = $history[$i + 1];
$avg = ($current['num1'] + $current['num2'] + $current['num3'] +
$current['num4'] + $current['num5'] + $current['num6']) / 6;
// 预测范围:平均值±10
$predictMin = max(1, floor($avg) - $predictionRange);
$predictMax = min(49, floor($avg) + $predictionRange);
// 检查下期特码是否在预测范围内
if ($next['num7'] >= $predictMin && $next['num7'] <= $predictMax) {
$hitCount++;
}
}
echo "\n基于平均值±$predictionRange范围的预测命中率: " . round($hitCount / (count($history) - 1) * 100, 2) . "% ($hitCount/" . (count($history)-1) . ")\n";
echo "\n";
// ============ 维度2: 上期正码范围[min,max]与下期特码的关系 ============
echo "=== 维度2: 上期正码范围[min,max]与下期特码的关系 ===\n";
$inRangeCount = 0;
$belowRangeCount = 0;
$aboveRangeCount = 0;
$rangeStats = [];
for ($i = 0; $i < count($history) - 1; $i++) {
$current = $history[$i];
$next = $history[$i + 1];
// 上期正码范围
$nums = [$current['num1'], $current['num2'], $current['num3'],
$current['num4'], $current['num5'], $current['num6']];
$min = min($nums);
$max = max($nums);
$rangeWidth = $max - $min;
// 下期特码与范围的关系
if ($next['num7'] >= $min && $next['num7'] <= $max) {
$inRangeCount++;
$relation = '在范围内';
} elseif ($next['num7'] < $min) {
$belowRangeCount++;
$relation = '低于范围';
} else {
$aboveRangeCount++;
$relation = '高于范围';
}
// 统计范围宽度与关系
$rangeKey = "范围宽度$rangeWidth";
if (!isset($rangeStats[$rangeKey])) {
$rangeStats[$rangeKey] = ['在范围内' => 0, '低于范围' => 0, '高于范围' => 0];
}
$rangeStats[$rangeKey][$relation]++;
}
$total = count($history) - 1;
echo "下期特码位置分布:\n";
echo " 在上期正码范围内: $inRangeCount次 (" . round($inRangeCount / $total * 100, 2) . "%)\n";
echo " 低于上期正码范围: $belowRangeCount次 (" . round($belowRangeCount / $total * 100, 2) . "%)\n";
echo " 高于上期正码范围: $aboveRangeCount次 (" . round($aboveRangeCount / $total * 100, 2) . "%)\n";
echo "\n范围宽度与特码位置关系:\n";
ksort($rangeStats);
foreach ($rangeStats as $width => $stats) {
$widthTotal = array_sum($stats);
echo " $width (共$widthTotal期):\n";
foreach ($stats as $relation => $count) {
$percent = round($count / $widthTotal * 100, 2);
echo " $relation: $count次 ($percent%)\n";
}
}
// 计算范围宽度的平均值
$avgRangeWidth = 0;
for ($i = 0; $i < count($history) - 1; $i++) {
$current = $history[$i];
$nums = [$current['num1'], $current['num2'], $current['num3'],
$current['num4'], $current['num5'], $current['num6']];
$avgRangeWidth += max($nums) - min($nums);
}
$avgRangeWidth = round($avgRangeWidth / (count($history) - 1), 2);
echo "\n平均范围宽度: $avgRangeWidth\n";
echo "\n";
// ============ 维度3: 上期正码与下期特码的最短距离分布 ============
echo "=== 维度3: 上期正码与下期特码的最短距离分布 ===\n";
$minDistances = [];
$distanceStats = [];
for ($i = 0; $i < count($history) - 1; $i++) {
$current = $history[$i];
$next = $history[$i + 1];
// 计算上期正码与下期特码的最短距离
$nums = [$current['num1'], $current['num2'], $current['num3'],
$current['num4'], $current['num5'], $current['num6']];
$minDist = PHP_INT_MAX;
foreach ($nums as $num) {
$dist = abs($next['num7'] - $num);
if ($dist < $minDist) $minDist = $dist;
}
$minDistances[] = $minDist;
if (!isset($distanceStats[$minDist])) {
$distanceStats[$minDist] = 0;
}
$distanceStats[$minDist]++;
}
ksort($distanceStats);
echo "最短距离分布:\n";
foreach ($distanceStats as $dist => $count) {
$percent = round($count / (count($history) - 1) * 100, 2);
echo " 距离 $dist: $count次 ($percent%)\n";
}
// 分析距离≤5的命中率
$closeHitCount = count(array_filter($minDistances, function($d) { return $d <= 5; }));
echo "\n最短距离≤5的比例: " . round($closeHitCount / (count($history) - 1) * 100, 2) . "% ($closeHitCount/" . (count($history)-1) . ")\n";
$veryCloseHitCount = count(array_filter($minDistances, function($d) { return $d <= 3; }));
echo "最短距离≤3的比例: " . round($veryCloseHitCount / (count($history) - 1) * 100, 2) . "% ($veryCloseHitCount/" . (count($history)-1) . ")\n";
// 基于最短距离预测(围绕上期正码±3的范围)
$predictionHit = 0;
for ($i = 0; $i < count($history) - 1; $i++) {
$current = $history[$i];
$next = $history[$i + 1];
$nums = [$current['num1'], $current['num2'], $current['num3'],
$current['num4'], $current['num5'], $current['num6']];
// 预测范围:每个正码±3
$predicted = [];
foreach ($nums as $num) {
for ($p = max(1, $num - 3); $p <= min(49, $num + 3); $p++) {
$predicted[$p] = true;
}
}
if (isset($predicted[$next['num7']])) {
$predictionHit++;
}
}
echo "基于正码±3范围预测命中率: " . round($predictionHit / (count($history) - 1) * 100, 2) . "% ($predictionHit/" . (count($history)-1) . ")\n";
echo "预测范围大小: 约" . count($predicted) . "个数字\n";
echo "\n";
// ============ 维度4: 上期正码和值尾数与下期特码尾数的关系 ============
echo "=== 维度4: 上期正码和值尾数与下期特码尾数的关系 ===\n";
$sumTailRelations = [];
$tailSameCount = 0;
$tailDiff1Count = 0;
$tailDiff2Count = 0;
for ($i = 0; $i < count($history) - 1; $i++) {
$current = $history[$i];
$next = $history[$i + 1];
// 上期正码和值
$sum = $current['num1'] + $current['num2'] + $current['num3'] +
$current['num4'] + $current['num5'] + $current['num6'];
$sumTail = getTail($sum);
// 下期特码尾数
$nextTail = getTail($next['num7']);
// 统计尾数关系
$tailDiff = abs($sumTail - $nextTail);
if ($tailDiff > 5) $tailDiff = 10 - $tailDiff; // 考虑环形差异
if (!isset($sumTailRelations[$sumTail])) {
$sumTailRelations[$sumTail] = [];
}
if (!isset($sumTailRelations[$sumTail][$nextTail])) {
$sumTailRelations[$sumTail][$nextTail] = 0;
}
$sumTailRelations[$sumTail][$nextTail]++;
if ($tailDiff == 0) $tailSameCount++;
elseif ($tailDiff == 1) $tailDiff1Count++;
elseif ($tailDiff == 2) $tailDiff2Count++;
}
$total = count($history) - 1;
echo "尾数关系分布:\n";
echo " 尾数相同: $tailSameCount次 (" . round($tailSameCount / $total * 100, 2) . "%)\n";
echo " 尾数相差1: $tailDiff1Count次 (" . round($tailDiff1Count / $total * 100, 2) . "%)\n";
echo " 尾数相差2: $tailDiff2Count次 (" . round($tailDiff2Count / $total * 100, 2) . "%)\n";
echo "\n上期和值尾数→下期特码尾数转移矩阵:\n";
for ($sumTail = 0; $sumTail <= 9; $sumTail++) {
echo " 和值尾数$sumTail";
if (isset($sumTailRelations[$sumTail])) {
$maxTail = -1;
$maxCount = 0;
foreach ($sumTailRelations[$sumTail] as $nextTail => $count) {
if ($count > $maxCount) {
$maxCount = $count;
$maxTail = $nextTail;
}
}
$totalCount = array_sum($sumTailRelations[$sumTail]);
$percent = round($maxCount / $totalCount * 100, 2);
echo "最可能尾数$maxTail ($maxCount次, $percent%), 其他: ";
$others = [];
foreach ($sumTailRelations[$sumTail] as $nextTail => $count) {
if ($nextTail != $maxTail) {
$others[] = "$nextTail($count)";
}
}
echo implode(', ', $others) . "\n";
} else {
echo "无数据\n";
}
}
// 基于尾数预测命中率
$tailPredictionHit = 0;
for ($i = 0; $i < count($history) - 1; $i++) {
$current = $history[$i];
$next = $history[$i + 1];
$sum = $current['num1'] + $current['num2'] + $current['num3'] +
$current['num4'] + $current['num5'] + $current['num6'];
$sumTail = getTail($sum);
// 预测:和值尾数±2范围内的尾数
$predictTails = [
$sumTail,
($sumTail + 1) % 10,
($sumTail - 1 + 10) % 10,
($sumTail + 2) % 10,
($sumTail - 2 + 10) % 10
];
$nextTail = getTail($next['num7']);
if (in_array($nextTail, $predictTails)) {
$tailPredictionHit++;
}
}
echo "\n基于和值尾数±2范围的尾数预测命中率: " . round($tailPredictionHit / (count($history) - 1) * 100, 2) . "% ($tailPredictionHit/" . (count($history)-1) . ")\n";
echo "预测范围: 5个尾数,每个尾数对应约5个数字,共约25个数字\n";
echo "\n";
// ============ 维度5: 上期正码覆盖区间与下期特码所在区间的关系 ============
echo "=== 维度5: 上期正码覆盖区间与下期特码所在区间的关系 ===\n";
$rangeCoverStats = [];
$rangeTransferStats = [];
for ($i = 0; $i < count($history) - 1; $i++) {
$current = $history[$i];
$next = $history[$i + 1];
$nums = [$current['num1'], $current['num2'], $current['num3'],
$current['num4'], $current['num5'], $current['num6']];
// 上期正码覆盖的区间
$covers = [];
foreach ($nums as $num) {
$covers[getRange($num)] = true;
}
$coverStr = implode('+', array_keys($covers));
// 下期特码所在区间
$nextRange = getRange($next['num7']);
if (!isset($rangeCoverStats[$coverStr])) {
$rangeCoverStats[$coverStr] = [];
}
if (!isset($rangeCoverStats[$coverStr][$nextRange])) {
$rangeCoverStats[$coverStr][$nextRange] = 0;
}
$rangeCoverStats[$coverStr][$nextRange]++;
// 统计覆盖度与特码位置
$coverCount = count($covers);
if (!isset($rangeTransferStats[$coverCount])) {
$rangeTransferStats[$coverCount] = [
'小号(1-10)' => 0,
'中号(11-30)' => 0,
'大号(31-49)' => 0
];
}
$rangeTransferStats[$coverCount][$nextRange]++;
}
echo "上期正码覆盖区间→下期特码区间转移:\n";
foreach ($rangeCoverStats as $cover => $nextStats) {
$totalCover = array_sum($nextStats);
echo " $cover (共$totalCover期):\n";
foreach ($nextStats as $nextRange => $count) {
$percent = round($count / $totalCover * 100, 2);
echo "$nextRange: $count次 ($percent%)\n";
}
}
echo "\n上期正码覆盖区间数量与下期特码分布:\n";
foreach ($rangeTransferStats as $coverCount => $stats) {
$totalCover = array_sum($stats);
echo " 覆盖$coverCount个区间 (共$totalCover期):\n";
foreach ($stats as $range => $count) {
$percent = round($count / $totalCover * 100, 2);
echo " $range: $count次 ($percent%)\n";
}
}
// 分析特码是否在上期正码覆盖的区间内
$hitInCoveredRange = 0;
for ($i = 0; $i < count($history) - 1; $i++) {
$current = $history[$i];
$next = $history[$i + 1];
$nums = [$current['num1'], $current['num2'], $current['num3'],
$current['num4'], $current['num5'], $current['num6']];
$covers = [];
foreach ($nums as $num) {
$covers[getRange($num)] = true;
}
$nextRange = getRange($next['num7']);
if (isset($covers[$nextRange])) {
$hitInCoveredRange++;
}
}
echo "\n下期特码在上期正码覆盖区间内的比例: " . round($hitInCoveredRange / (count($history) - 1) * 100, 2) . "% ($hitInCoveredRange/" . (count($history)-1) . ")\n";
echo "\n";
// ============ 维度6: 上期正码波色分布与下期特码波色的关系 ============
echo "=== 维度6: 上期正码波色分布与下期特码波色的关系 ===\n";
$colorDistributionStats = [];
$colorTransferStats = [];
$dominantColorStats = [];
for ($i = 0; $i < count($history) - 1; $i++) {
$current = $history[$i];
$next = $history[$i + 1];
// 上期正码波色分布
$colors = [];
$nums = [$current['num1'], $current['num2'], $current['num3'],
$current['num4'], $current['num5'], $current['num6']];
foreach ($nums as $num) {
$color = $colorMap[$num];
if (!isset($colors[$color])) {
$colors[$color] = 0;
}
$colors[$color]++;
}
// 波色分布字符串
$colorStr = "{$colors['红']}{$colors['蓝']}绿{$colors['绿']}";
// 下期特码波色
$nextColor = $colorMap[$next['num7']];
// 统计波色分布→特码波色
if (!isset($colorDistributionStats[$colorStr])) {
$colorDistributionStats[$colorStr] = [];
}
if (!isset($colorDistributionStats[$colorStr][$nextColor])) {
$colorDistributionStats[$colorStr][$nextColor] = 0;
}
$colorDistributionStats[$colorStr][$nextColor]++;
// 统计主导波色→特码波色
$dominantColor = array_keys($colors, max($colors))[0];
if (!isset($dominantColorStats[$dominantColor])) {
$dominantColorStats[$dominantColor] = [];
}
if (!isset($dominantColorStats[$dominantColor][$nextColor])) {
$dominantColorStats[$dominantColor][$nextColor] = 0;
}
$dominantColorStats[$dominantColor][$nextColor]++;
}
echo "上期正码波色分布→下期特码波色转移:\n";
// 按出现次数排序
$sortedColorDist = $colorDistributionStats;
uasort($sortedColorDist, function($a, $b) {
return array_sum($b) - array_sum($a);
});
foreach ($sortedColorDist as $dist => $nextStats) {
$totalDist = array_sum($nextStats);
if ($totalDist >= 5) { // 只显示出现5次以上的分布
echo " $dist (共$totalDist期):\n";
foreach ($nextStats as $nextColor => $count) {
$percent = round($count / $totalDist * 100, 2);
echo "$nextColor: $count次 ($percent%)\n";
}
}
}
echo "\n上期主导波色→下期特码波色转移:\n";
foreach ($dominantColorStats as $dominant => $nextStats) {
$totalDom = array_sum($nextStats);
echo " 主导$dominant (共$totalDom期):\n";
foreach ($nextStats as $nextColor => $count) {
$percent = round($count / $totalDom * 100, 2);
echo "$nextColor: $count次 ($percent%)\n";
}
}
// 基于主导波色预测命中率
$dominantPredictionHit = 0;
for ($i = 0; $i < count($history) - 1; $i++) {
$current = $history[$i];
$next = $history[$i + 1];
$nums = [$current['num1'], $current['num2'], $current['num3'],
$current['num4'], $current['num5'], $current['num6']];
$colors = [];
foreach ($nums as $num) {
$color = $colorMap[$num];
if (!isset($colors[$color])) $colors[$color] = 0;
$colors[$color]++;
}
$dominantColor = array_keys($colors, max($colors))[0];
$nextColor = $colorMap[$next['num7']];
if ($dominantColor == $nextColor) {
$dominantPredictionHit++;
}
}
echo "\n主导波色预测命中率: " . round($dominantPredictionHit / (count($history) - 1) * 100, 2) . "% ($dominantPredictionHit/" . (count($history)-1) . ")\n";
// 基于上期正码波色预测(扩展到两种最可能波色)
$expandedColorPredictionHit = 0;
for ($i = 0; $i < count($history) - 1; $i++) {
$current = $history[$i];
$next = $history[$i + 1];
$nums = [$current['num1'], $current['num2'], $current['num3'],
$current['num4'], $current['num5'], $current['num6']];
$colors = ['红' => 0, '蓝' => 0, '绿' => 0];
foreach ($nums as $num) {
$colors[$colorMap[$num]]++;
}
// 选择出现次数最多的两种波色
arsort($colors);
$topColors = array_keys(array_slice($colors, 0, 2, true));
$nextColor = $colorMap[$next['num7']];
if (in_array($nextColor, $topColors)) {
$expandedColorPredictionHit++;
}
}
echo "扩展到两种主导波色预测命中率: " . round($expandedColorPredictionHit / (count($history) - 1) * 100, 2) . "% ($expandedColorPredictionHit/" . (count($history)-1) . ")\n";
echo "\n";
// ============ 维度7: 上期特码与下期特码的转移关系(马尔可夫分析) ============
echo "=== 维度7: 上期特码与下期特码的转移关系(马尔可夫分析) ===\n";
$specialTransfer = [];
$specialRangeTransfer = [];
for ($i = 0; $i < count($history) - 1; $i++) {
$current = $history[$i];
$next = $history[$i + 1];
$currentSpecial = $current['num7'];
$nextSpecial = $next['num7'];
// 精确转移统计
if (!isset($specialTransfer[$currentSpecial])) {
$specialTransfer[$currentSpecial] = [];
}
if (!isset($specialTransfer[$currentSpecial][$nextSpecial])) {
$specialTransfer[$currentSpecial][$nextSpecial] = 0;
}
$specialTransfer[$currentSpecial][$nextSpecial]++;
// 区间转移统计
$currentRange = getRange($currentSpecial);
$nextRange = getRange($nextSpecial);
if (!isset($specialRangeTransfer[$currentRange])) {
$specialRangeTransfer[$currentRange] = [];
}
if (!isset($specialRangeTransfer[$currentRange][$nextRange])) {
$specialRangeTransfer[$currentRange][$nextRange] = 0;
}
$specialRangeTransfer[$currentRange][$nextRange]++;
}
echo "特码区间转移矩阵:\n";
foreach ($specialRangeTransfer as $fromRange => $toStats) {
$totalFrom = array_sum($toStats);
echo " $fromRange → :\n";
foreach ($toStats as $toRange => $count) {
$percent = round($count / $totalFrom * 100, 2);
echo " $toRange: $count次 ($percent%)\n";
}
}
// 找出高频转移
echo "\n高频特码转移(出现2次以上):\n";
foreach ($specialTransfer as $from => $toStats) {
foreach ($toStats as $to => $count) {
if ($count >= 2) {
echo " 特码$from → 特码$to: $count次\n";
}
}
}
// 基于特码区间预测
$specialRangePredictionHit = 0;
for ($i = 0; $i < count($history) - 1; $i++) {
$current = $history[$i];
$next = $history[$i + 1];
$currentRange = getRange($current['num7']);
// 找出该区间最可能转移到的两个区间
$transferStats = $specialRangeTransfer[$currentRange];
arsort($transferStats);
$topRanges = array_keys(array_slice($transferStats, 0, 2, true));
$nextRange = getRange($next['num7']);
if (in_array($nextRange, $topRanges)) {
$specialRangePredictionHit++;
}
}
echo "\n基于特码区间转移预测(前2区间)命中率: " . round($specialRangePredictionHit / (count($history) - 1) * 100, 2) . "% ($specialRangePredictionHit/" . (count($history)-1) . ")\n";
echo "\n";
// ============ 综合分析:寻找40%以上命中率的规律 ============
echo "=== 综合分析:寻找40%以上命中率的规律 ===\n\n";
// 综合预测模型
echo "【综合预测模型测试】\n\n";
$combinedHits = [
'平均值±10范围' => $hitCount,
'正码±3范围' => $predictionHit,
'和值尾数±2尾数范围' => $tailPredictionHit,
'覆盖区间预测' => $hitInCoveredRange,
'主导波色预测' => $dominantPredictionHit,
'双波色预测' => $expandedColorPredictionHit,
'特码区间转移' => $specialRangePredictionHit
];
echo "各维度预测命中率汇总:\n";
$totalPredictions = count($history) - 1;
foreach ($combinedHits as $name => $hit) {
$percent = round($hit / $totalPredictions * 100, 2);
$status = $percent >= 40 ? '【达标】' : '';
echo " $name: $percent% ($hit/$totalPredictions) $status\n";
}
// 组合预测测试
echo "\n组合预测测试:\n";
$comboHits = 0;
$comboPlusHits = 0;
for ($i = 0; $i < count($history) - 1; $i++) {
$current = $history[$i];
$next = $history[$i + 1];
$nums = [$current['num1'], $current['num2'], $current['num3'],
$current['num4'], $current['num5'], $current['num6']];
// 方法1:平均值±15范围
$avg = array_sum($nums) / 6;
$avgRange = range(max(1, floor($avg) - 15), min(49, floor($avg) + 15));
// 方法2:正码±5范围
$numRange = [];
foreach ($nums as $num) {
for ($p = max(1, $num - 5); $p <= min(49, $num + 5); $p++) {
$numRange[$p] = true;
}
}
// 方法3:和值尾数±3范围的所有数字
$sum = array_sum($nums);
$sumTail = getTail($sum);
$tailRange = [];
for ($t = $sumTail - 3; $t <= $sumTail + 3; $t++) {
$actualTail = ($t + 10) % 10;
for ($n = 1; $n <= 49; $n++) {
if (getTail($n) == $actualTail) {
$tailRange[$n] = true;
}
}
}
// 组合1:平均值范围 OR 正码范围
if (in_array($next['num7'], $avgRange) || isset($numRange[$next['num7']])) {
$comboHits++;
}
// 组合2:平均值范围 OR 正码范围 OR 尾数范围
if (in_array($next['num7'], $avgRange) || isset($numRange[$next['num7']]) || isset($tailRange[$next['num7']])) {
$comboPlusHits++;
}
}
echo "组合1(平均值±15 OR 正码±5)命中率: " . round($comboHits / $totalPredictions * 100, 2) . "% ($comboHits/$totalPredictions)\n";
echo "组合2(平均值±15 OR 正码±5 OR 尾数±3)命中率: " . round($comboPlusHits / $totalPredictions * 100, 2) . "% ($comboPlusHits/$totalPredictions)\n";
// 波色+区间组合
echo "\n波色+区间组合预测:\n";
$colorRangeComboHit = 0;
for ($i = 0; $i < count($history) - 1; $i++) {
$current = $history[$i];
$next = $history[$i + 1];
$nums = [$current['num1'], $current['num2'], $current['num3'],
$current['num4'], $current['num5'], $current['num6']];
// 获取上期正码覆盖的波色和区间
$colors = ['红' => 0, '蓝' => 0, '绿' => 0];
$ranges = ['小号(1-10)' => 0, '中号(11-30)' => 0, '大号(31-49)' => 0];
foreach ($nums as $num) {
$colors[$colorMap[$num]]++;
$ranges[getRange($num)]++;
}
// 选择最可能的波色和区间
arsort($colors);
arsort($ranges);
$topColor = array_keys($colors)[0];
$topRange = array_keys($ranges)[0];
// 预测:该波色+该区间的交集
$predictNums = [];
foreach (range(1, 49) as $n) {
if ($colorMap[$n] == $topColor && getRange($n) == $topRange) {
$predictNums[$n] = true;
}
}
if (isset($predictNums[$next['num7']])) {
$colorRangeComboHit++;
}
}
echo "波色+区间交集预测命中率: " . round($colorRangeComboHit / $totalPredictions * 100, 2) . "% ($colorRangeComboHit/$totalPredictions)\n";
echo "预测范围大小: " . count($predictNums) . "个数字\n";
// 扩展波色+区间(前2波色+前2区间)
$colorRangeCombo2Hit = 0;
for ($i = 0; $i < count($history) - 1; $i++) {
$current = $history[$i];
$next = $history[$i + 1];
$nums = [$current['num1'], $current['num2'], $current['num3'],
$current['num4'], $current['num5'], $current['num6']];
$colors = ['红' => 0, '蓝' => 0, '绿' => 0];
$ranges = ['小号(1-10)' => 0, '中号(11-30)' => 0, '大号(31-49)' => 0];
foreach ($nums as $num) {
$colors[$colorMap[$num]]++;
$ranges[getRange($num)]++;
}
arsort($colors);
arsort($ranges);
$top2Colors = array_keys(array_slice($colors, 0, 2, true));
$top2Ranges = array_keys(array_slice($ranges, 0, 2, true));
$predictNums2 = [];
foreach (range(1, 49) as $n) {
if (in_array($colorMap[$n], $top2Colors) && in_array(getRange($n), $top2Ranges)) {
$predictNums2[$n] = true;
}
}
if (isset($predictNums2[$next['num7']])) {
$colorRangeCombo2Hit++;
}
}
echo "前2波色+前2区间交集预测命中率: " . round($colorRangeCombo2Hit / $totalPredictions * 100, 2) . "% ($colorRangeCombo2Hit/$totalPredictions)\n";
echo "\n";
// ============ 总结:40%以上命中率的规律 ============
echo "=== 总结:达到40%以上命中率的规律 ===\n\n";
$highHitRules = [];
foreach ($combinedHits as $name => $hit) {
$percent = round($hit / $totalPredictions * 100, 2);
if ($percent >= 40) {
$highHitRules[] = [
'name' => $name,
'percent' => $percent,
'hit' => $hit,
'total' => $totalPredictions
];
}
}
if (count($highHitRules) > 0) {
foreach ($highHitRules as $rule) {
echo "{$rule['name']}】命中率: {$rule['percent']}% ({$rule['hit']}/{$rule['total']})\n";
}
} else {
echo "单维度分析中没有达到40%以上命中率的规律\n";
}
// 组合规律
echo "\n组合规律命中率:\n";
echo "组合1(平均值±15 OR 正码±5): " . round($comboHits / $totalPredictions * 100, 2) . "%\n";
echo "组合2(平均值±15 OR 正码±5 OR 尾数±3): " . round($comboPlusHits / $totalPredictions * 100, 2) . "%\n";
echo "前2波色+前2区间交集: " . round($colorRangeCombo2Hit / $totalPredictions * 100, 2) . "%\n";
echo "\n分析完成!\n";