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博客, Magicland, 魔法世界"><meta desc="" name="description" content="本福特定律即首位数定律,描述自然数据集首位数字1-9出现概率遵循对数分布P(d)=log10(1+1/d),1出现概率约30.1%,9最低约4.6%。适用于跨多数量级、自然产生且样本量大的数据,不适用于人为干预、有极值限制或单一数量级数据,常用于财务审计、选举验证等欺诈检测,素数分布亦满足该定律。 - MHuiG - Magicland"><meta property="og:type" content="website"><meta property="og:title" content="Magicland"><meta property="og:url" content="https://blog.mhuig.top/notes/Zeta/20"><meta property="og:site_name" content="Magicland"><meta property="og:description" content="本福特定律即首位数定律,描述自然数据集首位数字1-9出现概率遵循对数分布P(d)=log10(1+1/d),1出现概率约30.1%,9最低约4.6%。适用于跨多数量级、自然产生且样本量大的数据,不适用于人为干预、有极值限制或单一数量级数据,常用于财务审计、选举验证等欺诈检测,素数分布亦满足该定律。"><meta property="og:locale"><meta property="og:image" content="https://blog.mhuig.top/lib/favicon/android-chrome-192x192.png"><meta property="article:published_time" content="2025-09-20T02:39:00.000Z"><meta property="article:modified_time" content="2025-11-20T10:18:00.000Z"><meta property="article:author" content="MHuiG"><meta property="article:tag" 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itemscope="" itemtype="http://schema.org/CreativeWork"><meta itemprop="name" content="本福特定律"><meta itemprop="description" content="本福特定律即首位数定律,描述自然数据集首位数字1-9出现概率遵循对数分布P(d)=log10(1+1/d),1出现概率约30.1%,9最低约4.6%。适用于跨多数量级、自然产生且样本量大的数据,不适用于人为干预、有极值限制或单一数量级数据,常用于财务审计、选举验证等欺诈检测,素数分布亦满足该定律。"></span><span hidden=""><meta itemprop="image" content="/lib/favicon/android-chrome-192x192.png"></span><div class="article-meta" id="top"><span hidden="" itemprop="name headline"></span></div><div id="layoutHelper-page-plugins"></div><div id="post-body" itemprop="articleBody"><p> <span class="p logo center large">本福特定律</span></p><br><h1 hidden="">本福特定律</h1><div class="story post-story"><h2 id="世界是对数的"><a href="#世界是对数的" class="headerlink" title="世界是对数的"></a>世界是对数的</h2><p>好奇怪啊!一秒、一天、一年的时长从来没有变过。为什么我们会觉得时间越过越快呢?</p><p>这是因为你越长大,一年在你的人生比例中变得越小。你就觉得时间越过越快了。</p><p>我们对世界的感受,其实不是感受的外界变化的绝对值,而是变化的相对比例。</p><p>人的感觉是和实际物理量的对数成正比。</p><p>为什么我们会用复杂的对数感知世界呢?</p><p>也许我们就活在一个对数的世界。</p><div style="position:relative;width:100%;height:0;padding-bottom:75%"><iframe src="https://bilibili.com/blackboard/html5mobileplayer.html?aid=114478410699738&bvid=BV1VrVSz1Eme&cid=29894248891&p=1&hideCoverInfo=1&danmaku=0" scrolling="no" border="0" frameborder="no" framespacing="0" allowfullscreen="true" style="position:absolute;width:100%;height:100%;left:0;top:0"></iframe></div></div><div class="story post-story"><h2 id="本福特定律"><a href="#本福特定律" class="headerlink" title="本福特定律"></a>本福特定律</h2><p>本福特定律(Benford's Law),又称首位数定律,描述了在许多自然产生的数据集中,数字<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:0" xmlns="http://www.w3.org/2000/svg" width="1.131ex" height="1.507ex" role="img" focusable="false" viewBox="0 -666 500 666"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="1"><g data-mml-node="mn" data-latex="1"><path data-c="31" d="M269 666C228 624 168 603 89 603L89 564C141 564 184 572 217 588L217 82C217 64 213 52 204 47 195 42 170 39 130 39L95 39 95 0C120 2 174 3 257 3 340 3 394 2 419 0L419 39 384 39C343 39 318 42 310 47 302 52 297 64 297 82L297 636C297 660 295 666 269 666Z"></path></g></g></g></svg></mjx-container> 到<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.05ex" xmlns="http://www.w3.org/2000/svg" width="1.131ex" height="1.557ex" role="img" focusable="false" viewBox="0 -666 500 688"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="9"><g data-mml-node="mn" data-latex="9"><path data-c="39" d="M116 140C83 140 67 123 67 89 67 14 128-22 207-22 287-22 351 18 398 99 437 166 457 243 457 329 457 456 434 546 388 599 349 644 304 666 253 666 194 666 145 645 106 602 63 557 42 503 42 440 42 379 60 327 96 284 134 238 183 215 242 215 294 215 334 243 361 299L361 286C361 177 342 103 303 63 272 30 239 14 206 14 166 14 137 23 118 42 149 42 165 60 165 91 165 119 144 140 116 140M243 246C204 246 175 266 155 306 144 329 138 374 138 439 138 504 145 548 158 573 180 613 212 633 253 633 294 633 324 608 343 558 354 531 361 485 361 420 361 333 322 246 243 246Z"></path></g></g></g></svg></mjx-container> 作为首位数字出现的概率并非均匀分布,而是遵循特定的对数分布规律。该定律在数据验证、欺诈检测等领域有重要应用。</p><h3 id="定律内容"><a href="#定律内容" class="headerlink" title="定律内容"></a>定律内容</h3><p>本福特定律指出,在满足条件的数据集中,数字<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.025ex" xmlns="http://www.w3.org/2000/svg" width="1.176ex" height="1.595ex" role="img" focusable="false" viewBox="0 -694 520 705"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="d"><g data-mml-node="mi" data-latex="d"><path data-c="1D451" d="M429 632 370 389C349 426 320 445 281 445 216 445 159 412 109 345 63 283 40 218 40 151 40 63 91-11 175-11 218-11 260 12 300 59 311 21 345-11 392-11 461-11 483 71 498 145 498 154 493 159 483 159 474 159 468 152 465 138 445 59 421 19 394 19 377 19 368 33 368 60 368 75 370 91 374 107L516 679 516 683C513 690 507 694 499 694 476 694 434 690 374 683 363 682 357 674 357 660 357 650 366 645 384 645 403 645 429 646 429 632M341 376C351 355 356 341 356 332 355 328 354 323 353 316L304 122C301 111 294 99 285 87 248 42 212 19 177 19 138 19 118 49 118 108 118 132 124 168 136 216 157 301 187 359 224 390 244 407 263 415 282 415 309 415 329 402 341 376Z"></path></g></g></g></svg></mjx-container>(<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.566ex" xmlns="http://www.w3.org/2000/svg" width="1.176ex" height="2.262ex" role="img" focusable="false" viewBox="0 -750 520 1000"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="d = 1, 2, \ldots, 9"><g data-mml-node="mi" data-latex="d"><path data-c="1D451" d="M429 632 370 389C349 426 320 445 281 445 216 445 159 412 109 345 63 283 40 218 40 151 40 63 91-11 175-11 218-11 260 12 300 59 311 21 345-11 392-11 461-11 483 71 498 145 498 154 493 159 483 159 474 159 468 152 465 138 445 59 421 19 394 19 377 19 368 33 368 60 368 75 370 91 374 107L516 679 516 683C513 690 507 694 499 694 476 694 434 690 374 683 363 682 357 674 357 660 357 650 366 645 384 645 403 645 429 646 429 632M341 376C351 355 356 341 356 332 355 328 354 323 353 316L304 122C301 111 294 99 285 87 248 42 212 19 177 19 138 19 118 49 118 108 118 132 124 168 136 216 157 301 187 359 224 390 244 407 263 415 282 415 309 415 329 402 341 376Z"></path></g></g></g></svg><mjx-break size="4"></mjx-break><svg style="vertical-align:-.566ex" xmlns="http://www.w3.org/2000/svg" width="11.071ex" height="2.262ex" role="img" focusable="false" viewBox="0 -750 4893.4 1000"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="d = 1, 2, \ldots, 9"><g data-mml-node="mo" data-latex="="><path data-c="3D" d="M698 367 80 367C64 367 56 359 56 344 56 329 64 321 80 321L698 321C714 321 722 329 722 344 722 356 711 367 698 367M698 179 80 179C64 179 56 171 56 156 56 141 64 133 80 133L698 133C714 133 722 141 722 156 722 169 711 179 698 179Z"></path></g><g data-mml-node="mn" data-latex="1" transform="translate(1055.8,0)"><path data-c="31" d="M269 666C228 624 168 603 89 603L89 564C141 564 184 572 217 588L217 82C217 64 213 52 204 47 195 42 170 39 130 39L95 39 95 0C120 2 174 3 257 3 340 3 394 2 419 0L419 39 384 39C343 39 318 42 310 47 302 52 297 64 297 82L297 636C297 660 295 666 269 666Z"></path></g><g data-mml-node="mo" data-latex="," transform="translate(1555.8,0)"><path data-c="2C" d="M139 106C107 106 86 82 86 50 86 20 109-5 139-5 153-5 165-1 174 8L175 0C175-63 154-117 112-160 105-168 101-174 101-178 101-188 105-193 114-193 123-193 135-181 152-158 186-110 203-57 203 0 203 53 185 106 139 106Z"></path></g><g data-mml-node="mn" data-latex="2" transform="translate(2000.4,0)"><path data-c="32" d="M237 666C186 666 143 648 106 612 69 576 50 534 50 483 50 449 75 424 106 424 136 424 161 450 161 480 161 513 137 536 105 536 102 536 100 536 98 535 117 584 161 627 224 627 306 627 352 556 352 470 352 403 318 331 250 255L62 43C49 28 50 29 50 0L421 0 450 180 417 180C409 129 402 100 396 91 391 86 361 84 306 84L139 84 236 179C304 243 390 312 419 365 439 400 449 435 449 470 449 588 357 666 237 666Z"></path></g><g data-mml-node="mo" data-latex="," transform="translate(2500.4,0)"><path data-c="2C" d="M139 106C107 106 86 82 86 50 86 20 109-5 139-5 153-5 165-1 174 8L175 0C175-63 154-117 112-160 105-168 101-174 101-178 101-188 105-193 114-193 123-193 135-181 152-158 186-110 203-57 203 0 203 53 185 106 139 106Z"></path></g><g data-mml-node="mo" data-latex="\ldots" transform="translate(2945.1,0)"><path data-c="2026" d="M751 53C751 83 725 106 695 106 664 106 638 83 638 53 638 23 664 0 695 0 725 0 751 23 751 53M475 53C475 83 449 106 419 106 388 106 363 83 363 53 363 23 388 0 419 0 449 0 475 23 475 53M200 53C200 83 174 106 143 106 113 106 87 83 87 53 87 23 113 0 143 0 173 0 200 23 200 53Z"></path></g><g data-mml-node="mo" data-latex="," transform="translate(3948.8,0)"><path data-c="2C" d="M139 106C107 106 86 82 86 50 86 20 109-5 139-5 153-5 165-1 174 8L175 0C175-63 154-117 112-160 105-168 101-174 101-178 101-188 105-193 114-193 123-193 135-181 152-158 186-110 203-57 203 0 203 53 185 106 139 106Z"></path></g><g data-mml-node="mn" data-latex="9" transform="translate(4393.4,0)"><path data-c="39" d="M116 140C83 140 67 123 67 89 67 14 128-22 207-22 287-22 351 18 398 99 437 166 457 243 457 329 457 456 434 546 388 599 349 644 304 666 253 666 194 666 145 645 106 602 63 557 42 503 42 440 42 379 60 327 96 284 134 238 183 215 242 215 294 215 334 243 361 299L361 286C361 177 342 103 303 63 272 30 239 14 206 14 166 14 137 23 118 42 149 42 165 60 165 91 165 119 144 140 116 140M243 246C204 246 175 266 155 306 144 329 138 374 138 439 138 504 145 548 158 573 180 613 212 633 253 633 294 633 324 608 343 558 354 531 361 485 361 420 361 333 322 246 243 246Z"></path></g></g></g></svg></mjx-container> )作为首位数字出现的概率为:</p><p><mjx-container class="MathJax" jax="SVG" overflow="overflow" display="true" width="full" style="min-width:31.187ex"><svg style="vertical-align:-1.853ex;min-width:31.187ex" xmlns="http://www.w3.org/2000/svg" width="100%" height="4.837ex" role="img" focusable="false"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(0.0181,-0.0181) translate(0, -1319)"><g data-mml-node="math" data-latex="
P(d) = \log_{10} \left(1 + \frac{1}{d}\right)
"><g data-mml-node="mtable" data-latex="
P(d) = \log_{10} \left(1 + \frac{1}{d}\right)
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d="M318-248C327-248 332-243 332-234 332-231 330-227 327-223 275-183 233-117 202-26 175 53 161 131 161 208L161 292C161 369 175 447 202 526 233 617 275 683 327 723 330 726 332 730 332 734 332 743 327 748 318 748 317 748 314 747 311 745 251 699 201 631 160 540 121 453 101 371 101 292L101 208C101 129 121 47 160-40 201-131 251-199 311-245 314-247 317-248 318-248Z"></path></g><g data-mml-node="mi" data-latex="d" transform="translate(1143,0)"><path data-c="1D451" d="M429 632 370 389C349 426 320 445 281 445 216 445 159 412 109 345 63 283 40 218 40 151 40 63 91-11 175-11 218-11 260 12 300 59 311 21 345-11 392-11 461-11 483 71 498 145 498 154 493 159 483 159 474 159 468 152 465 138 445 59 421 19 394 19 377 19 368 33 368 60 368 75 370 91 374 107L516 679 516 683C513 690 507 694 499 694 476 694 434 690 374 683 363 682 357 674 357 660 357 650 366 645 384 645 403 645 429 646 429 632M341 376C351 355 356 341 356 332 355 328 354 323 353 316L304 122C301 111 294 99 285 87 248 42 212 19 177 19 138 19 118 49 118 108 118 132 124 168 136 216 157 301 187 359 224 390 244 407 263 415 282 415 309 415 329 402 341 376Z"></path></g><g data-mml-node="mo" data-latex=")" transform="translate(1663,0)"><path data-c="29" d="M78-245C138-199 188-131 229-40 268 47 288 129 288 208L288 292C288 371 268 453 229 540 188 631 138 699 78 745 75 747 72 748 71 748 62 748 57 743 57 734 57 730 59 726 62 723 114 683 156 617 187 526 214 447 228 369 228 292L228 208C228 131 214 53 187-26 156-117 114-183 62-223 59-227 57-231 57-234 57-243 62-248 71-248 72-248 75-247 78-245Z"></path></g><g data-mml-node="mo" data-latex="=" transform="translate(2329.8,0)"><path data-c="3D" d="M698 367 80 367C64 367 56 359 56 344 56 329 64 321 80 321L698 321C714 321 722 329 722 344 722 356 711 367 698 367M698 179 80 179C64 179 56 171 56 156 56 141 64 133 80 133L698 133C714 133 722 141 722 156 722 169 711 179 698 179Z"></path></g><g data-mml-node="msub" data-latex="\log_{0}" transform="translate(3385.6,0)"><g data-mml-node="mi" 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113 148 117 162 126 174 154 155 186 145 223 145 309 145 386 209 386 293 386 332 373 364 347 389 372 412 399 423 428 423 423 418 420 410 420 400 420 378 431 367 453 367 474 367 485 378 485 401 485 432 461 453 431 453M223 411C277 411 304 372 304 294 304 215 277 175 223 175 168 175 141 214 141 293 141 372 168 411 223 411M164 4 222 4C274 4 316 1 348-6 391-15 412-39 412-77 412-109 392-134 352-153 321-168 287-175 250-175 214-175 180-168 148-153 107-134 87-109 87-77 87-35 123 4 164 4Z" transform="translate(778,0)"></path></g><g data-mml-node="TeXAtom" transform="translate(1311,-241.4) scale(0.707)" data-latex="{0}" data-mjx-texclass="ORD"><g data-mml-node="mn" data-latex="0"><path data-c="31" d="M269 666C228 624 168 603 89 603L89 564C141 564 184 572 217 588L217 82C217 64 213 52 204 47 195 42 170 39 130 39L95 39 95 0C120 2 174 3 257 3 340 3 394 2 419 0L419 39 384 39C343 39 318 42 310 47 302 52 297 64 297 82L297 636C297 660 295 666 269 666Z"></path><path data-c="30" d="M249-22C390-22 460 92 460 320 460 473 428 575 365 625 330 652 291 666 250 666 109 666 39 551 39 320 39 136 88-22 249-22M361 524C368 489 371 425 371 332 371 240 367 172 360 128 347 48 310 8 249 8 226 8 203 17 182 34 155 57 139 104 132 176 129 201 128 253 128 332 128 419 131 480 136 513 145 568 163 603 191 618 213 630 232 636 249 636 314 636 350 583 361 524Z" transform="translate(500,0)"></path></g></g></g><g data-mml-node="mo" transform="translate(5453.7,0)"><path data-c="2061" d=""></path></g><g data-mml-node="mrow" data-latex-item="\left(1 + \frac{1}{d}\right)" data-latex="\left(1 + \frac{1}{d}\right)" transform="translate(5620.3,0)"><g data-mml-node="mo" data-latex-item="\left(" data-latex="\left("><path data-c="28" d="M588-796C601-796 608-789 608-776 608-770 606-765 601-760 500-684 420-552 361-365 310-206 285-51 285 101L285 399C285 551 310 706 361 865 420 1052 500 1184 601 1260 606 1265 608 1270 608 1276 608 1289 601 1296 588 1296 583 1296 579 1295 576 1292 464 1207 372 1071 300 886 234 717 201 554 201 399L201 101C201-54 234-217 300-386 372-571 464-707 576-792 579-795 583-796 588-796Z"></path></g><g data-mml-node="mn" data-latex="1" transform="translate(663,0)"><path data-c="31" d="M269 666C228 624 168 603 89 603L89 564C141 564 184 572 217 588L217 82C217 64 213 52 204 47 195 42 170 39 130 39L95 39 95 0C120 2 174 3 257 3 340 3 394 2 419 0L419 39 384 39C343 39 318 42 310 47 302 52 297 64 297 82L297 636C297 660 295 666 269 666Z"></path></g><g data-mml-node="mo" data-latex="+" transform="translate(1385.2,0)"><path data-c="2B" d="M698 274 413 274 413 559C413 575 405 583 389 583 373 583 365 575 365 559L365 274 80 274C64 274 56 266 56 250 56 234 64 226 80 226L365 226 365-59C365-75 373-83 389-83 405-83 413-75 413-59L413 226 698 226C714 226 722 234 722 250 722 263 711 274 698 274Z"></path></g><g data-mml-node="mfrac" data-latex="\frac{1}{d}" transform="translate(2385.4,0)"><g data-mml-node="mn" data-latex="1" transform="translate(230,676)"><path data-c="31" d="M269 666C228 624 168 603 89 603L89 564C141 564 184 572 217 588L217 82C217 64 213 52 204 47 195 42 170 39 130 39L95 39 95 0C120 2 174 3 257 3 340 3 394 2 419 0L419 39 384 39C343 39 318 42 310 47 302 52 297 64 297 82L297 636C297 660 295 666 269 666Z"></path></g><g data-mml-node="mi" data-latex="d" transform="translate(220,-686)"><path data-c="1D451" d="M429 632 370 389C349 426 320 445 281 445 216 445 159 412 109 345 63 283 40 218 40 151 40 63 91-11 175-11 218-11 260 12 300 59 311 21 345-11 392-11 461-11 483 71 498 145 498 154 493 159 483 159 474 159 468 152 465 138 445 59 421 19 394 19 377 19 368 33 368 60 368 75 370 91 374 107L516 679 516 683C513 690 507 694 499 694 476 694 434 690 374 683 363 682 357 674 357 660 357 650 366 645 384 645 403 645 429 646 429 632M341 376C351 355 356 341 356 332 355 328 354 323 353 316L304 122C301 111 294 99 285 87 248 42 212 19 177 19 138 19 118 49 118 108 118 132 124 168 136 216 157 301 187 359 224 390 244 407 263 415 282 415 309 415 329 402 341 376Z"></path></g><rect width="720" height="60" x="120" y="220"></rect></g><g data-mml-node="mo" data-latex-item="\right)" data-latex="\right)" transform="translate(3345.4,0)"><path data-c="29" d="M86-792C198-707 290-571 363-386 429-217 462-54 462 101L462 399C462 554 429 717 363 886 290 1071 198 1207 86 1292 83 1295 80 1296 75 1296 62 1296 55 1289 55 1276 55 1269 57 1264 62 1260 163 1183 243 1052 302 865 353 707 378 552 378 399L378 101C378-51 353-206 302-365 243-552 163-684 62-760 57-764 55-769 55-776 55-789 62-796 75-796 80-796 83-795 86-792Z"></path></g></g></g></g></g></svg><svg data-labels="true" preserveAspectRatio="xMaxYMid" viewBox="1278 -1319 1 2138"><g data-labels="true" transform="matrix(1 0 0 -1 0 0)"><g data-mml-node="mtd" id="mjx-eqn:1" transform="translate(0,725)"><text data-id-align="true"></text><g data-idbox="true" transform="translate(0,-748)"><g data-mml-node="mtext" data-latex="\text{(1)}"><path data-c="28" d="M318-248C327-248 332-243 332-234 332-231 330-227 327-223 275-183 233-117 202-26 175 53 161 131 161 208L161 292C161 369 175 447 202 526 233 617 275 683 327 723 330 726 332 730 332 734 332 743 327 748 318 748 317 748 314 747 311 745 251 699 201 631 160 540 121 453 101 371 101 292L101 208C101 129 121 47 160-40 201-131 251-199 311-245 314-247 317-248 318-248Z"></path><path data-c="31" d="M269 666C228 624 168 603 89 603L89 564C141 564 184 572 217 588L217 82C217 64 213 52 204 47 195 42 170 39 130 39L95 39 95 0C120 2 174 3 257 3 340 3 394 2 419 0L419 39 384 39C343 39 318 42 310 47 302 52 297 64 297 82L297 636C297 660 295 666 269 666Z" transform="translate(389,0)"></path><path data-c="29" d="M78-245C138-199 188-131 229-40 268 47 288 129 288 208L288 292C288 371 268 453 229 540 188 631 138 699 78 745 75 747 72 748 71 748 62 748 57 743 57 734 57 730 59 726 62 723 114 683 156 617 187 526 214 447 228 369 228 292L228 208C228 131 214 53 187-26 156-117 114-183 62-223 59-227 57-231 57-234 57-243 62-248 71-248 72-248 75-247 78-245Z" transform="translate(889,0)"></path></g></g></g></g></svg></g></g></g></g></svg></mjx-container></p><p>具体概率分布如下:</p><table><thead><tr><th>数字</th><th>概率(约)</th></tr></thead><tbody><tr><td>1</td><td>30.1%</td></tr><tr><td>2</td><td>17.6%</td></tr><tr><td>3</td><td>12.5%</td></tr><tr><td>4</td><td>9.7%</td></tr><tr><td>5</td><td>7.9%</td></tr><tr><td>6</td><td>6.7%</td></tr><tr><td>7</td><td>5.8%</td></tr><tr><td>8</td><td>5.1%</td></tr><tr><td>9</td><td>4.6%</td></tr></tbody></table><h3 id="适用条件"><a href="#适用条件" class="headerlink" title="适用条件"></a>适用条件</h3><p>本福特定律适用于以下类型的数据:</p><p>跨多个数量级(如从 1 到 1,000,000),例如人口、地理数据、金融数据等。</p><p>自然产生而非人为设计(如人工编号、发票号、身份证号等通常不适用)。</p><p>样本量足够大(通常需上千条数据)。</p><p>数据分布符合 “对数尺度上的均匀分布”(如指数增长过程生成的数据)。</p><h3 id="️-局限性"><a href="#️-局限性" class="headerlink" title="️ 局限性"></a>️ 局限性</h3><p>以下情况可能不适用:</p><p>人为干预的数据(如定价策略为 $9.99)。</p><p>数据有最大值或最小值限制(如资产记录门槛)。</p><p>均匀分布或单一数量级的数据(如身高、体重)。</p><h3 id="应用场景"><a href="#应用场景" class="headerlink" title="应用场景"></a>应用场景</h3><p>本福特定律常用于检测数据异常或造假:</p><p>财务审计:识别虚假账目。</p><p>选举数据验证:分析选票数字是否人为操纵。</p><p>学术研究:检测实验数据或统计调查的真实性。</p><p>其他领域:河流长度、山脉高度、股票价格等自然数据通常符合该定律。</p><h3 id="数学基础"><a href="#数学基础" class="headerlink" title="数学基础"></a>数学基础</h3><p>定律的数学推导基于:</p><p>尺度不变性:数据单位变化不影响首位数字分布(如平方公里改为平方英里)。</p><p>遍历理论(Ergodic Theory):通过 Birkhoff 遍历定理证明,当数据生成过程满足指数增长且增长率为无理数时,定律成立。</p><p>对数变换:将首位数字问题转化为单位区间上的无理旋转系统,利用均匀分布模 1 的性质。</p><p>本福特定律揭示了数字在自然数据中的内在规律,成为数据科学和审计领域中一个强大的工具。</p></div><div class="story post-story"><h2 id="素数分布满足本福特定律"><a href="#素数分布满足本福特定律" class="headerlink" title="素数分布满足本福特定律"></a>素数分布满足本福特定律</h2><h3 id="素数定理的密度描述"><a href="#素数定理的密度描述" class="headerlink" title="素数定理的密度描述"></a>素数定理的密度描述</h3><p>素数定理表明:当<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.566ex" xmlns="http://www.w3.org/2000/svg" width="1.294ex" height="2.262ex" role="img" focusable="false" viewBox="0 -750 572 1000"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="x \to \infty"><g data-mml-node="mi" data-latex="x"><path data-c="1D465" d="M527 373C527 419 482 442 432 442 389 442 355 419 329 373 308 419 273 442 222 442 173 442 133 419 101 374 74 335 60 306 60 287 60 278 65 273 75 273 84 273 90 278 92 287 111 345 153 413 220 413 253 413 269 392 269 351 269 330 251 252 216 118 199 51 169 18 126 18 112 18 99 21 88 26 114 36 127 54 127 80 127 106 114 119 87 119 54 119 29 91 29 58 29 12 76-11 125-11 167-11 201 12 228 58 247 12 283-11 335-11 383-11 423 12 455 57 482 96 496 125 496 144 496 153 491 158 481 158 472 158 467 153 464 144 447 87 402 18 337 18 304 18 287 38 287 79 287 92 292 120 303 165L337 300C356 375 387 413 431 413 445 413 458 410 469 405 442 396 429 378 429 351 429 325 443 312 470 312 502 312 527 341 527 373Z"></path></g></g></g></svg><mjx-break size="4"></mjx-break><svg style="vertical-align:-.566ex" xmlns="http://www.w3.org/2000/svg" width="5.153ex" height="2.262ex" role="img" focusable="false" viewBox="0 -750 2277.8 1000"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="x \to \infty"><g data-mml-node="mo" data-latex="\to"><path data-c="2192" d="M932 234C939 237 943 243 943 250 943 257 939 263 932 266 884 282 839 316 797 368 769 403 750 444 741 491 738 504 730 510 717 510 701 510 693 502 693 485L694 483 694 482C711 395 755 326 828 274L82 274C66 274 58 266 58 250 58 234 66 226 82 226L828 226C755 174 711 105 694 18L694 17 693 15C693-2 701-10 717-10 730-10 738-4 741 9 750 56 769 97 797 132 839 184 884 218 932 234Z"></path></g><g data-mml-node="mi" data-latex="\infty" transform="translate(1277.8,0)"><path data-c="221E" d="M749-11C807-11 855 13 892 60 926 104 943 156 943 216 943 275 926 327 893 371 856 418 809 442 752 442 684 442 625 416 576 364 547 332 524 303 507 278 464 329 435 361 421 373 367 419 310 442 250 442 192 442 144 418 107 371 73 327 56 275 56 215 56 156 73 104 106 60 143 13 190-11 247-11 315-11 374 15 423 67 452 99 475 128 492 153 535 102 564 70 578 58 632 12 689-11 749-11M913 216C913 188 911 168 908 156 903 137 890 117 869 94 840 61 805 44 765 44 722 44 680 67 637 113 592 168 559 209 538 237 601 348 675 403 759 403 852 403 913 314 913 216M86 215C86 260 100 299 128 334 156 369 191 387 234 387 277 387 319 364 362 318 407 263 440 222 461 194 398 83 324 28 240 28 147 28 86 117 86 215Z"></path></g></g></g></svg></mjx-container> 时,不超过<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.025ex" xmlns="http://www.w3.org/2000/svg" width="1.294ex" height="1.025ex" role="img" focusable="false" viewBox="0 -442 572 453"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="x"><g data-mml-node="mi" data-latex="x"><path data-c="1D465" d="M527 373C527 419 482 442 432 442 389 442 355 419 329 373 308 419 273 442 222 442 173 442 133 419 101 374 74 335 60 306 60 287 60 278 65 273 75 273 84 273 90 278 92 287 111 345 153 413 220 413 253 413 269 392 269 351 269 330 251 252 216 118 199 51 169 18 126 18 112 18 99 21 88 26 114 36 127 54 127 80 127 106 114 119 87 119 54 119 29 91 29 58 29 12 76-11 125-11 167-11 201 12 228 58 247 12 283-11 335-11 383-11 423 12 455 57 482 96 496 125 496 144 496 153 491 158 481 158 472 158 467 153 464 144 447 87 402 18 337 18 304 18 287 38 287 79 287 92 292 120 303 165L337 300C356 375 387 413 431 413 445 413 458 410 469 405 442 396 429 378 429 351 429 325 443 312 470 312 502 312 527 341 527 373Z"></path></g></g></g></svg></mjx-container> 的素数个数<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.566ex" xmlns="http://www.w3.org/2000/svg" width="4.344ex" height="2.262ex" role="img" focusable="false" viewBox="0 -750 1920 1000"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="\pi(x) \sim \frac{x}{\ln x}"><g 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743 57 734 57 730 59 726 62 723 114 683 156 617 187 526 214 447 228 369 228 292L228 208C228 131 214 53 187-26 156-117 114-183 62-223 59-227 57-231 57-234 57-243 62-248 71-248 72-248 75-247 78-245Z"></path></g></g></g></svg><mjx-break size="4"></mjx-break><svg style="vertical-align:-.798ex" xmlns="http://www.w3.org/2000/svg" width="5.889ex" height="2.495ex" role="img" focusable="false" viewBox="0 -750 2602.8 1102.8"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="\pi(x) \sim \frac{x}{\ln x}"><g data-mml-node="mo" data-latex="\sim"><path data-c="223C" d="M597 143C674 166 714 235 717 350 717 361 712 366 701 366 691 366 686 361 685 351 684 308 675 275 657 251 637 224 592 194 548 194 518 194 486 207 453 233 434 248 418 261 406 271 335 333 274 364 222 364 207 364 192 362 177 357 92 332 59 262 56 150 56 139 61 134 72 134 82 134 87 139 88 149 89 192 98 225 116 249 135 275 182 306 225 306 255 306 287 293 320 267 339 252 355 239 367 229 438 167 499 136 551 136 566 136 582 138 597 143Z"></path></g><g data-mml-node="mfrac" data-latex="\frac{x}{\ln x}" transform="translate(1050.8,0)"><g data-mml-node="mi" transform="translate(573.8,394) scale(0.707)" data-latex="x"><path data-c="1D465" d="M527 373C527 419 482 442 432 442 389 442 355 419 329 373 308 419 273 442 222 442 173 442 133 419 101 374 74 335 60 306 60 287 60 278 65 273 75 273 84 273 90 278 92 287 111 345 153 413 220 413 253 413 269 392 269 351 269 330 251 252 216 118 199 51 169 18 126 18 112 18 99 21 88 26 114 36 127 54 127 80 127 106 114 119 87 119 54 119 29 91 29 58 29 12 76-11 125-11 167-11 201 12 228 58 247 12 283-11 335-11 383-11 423 12 455 57 482 96 496 125 496 144 496 153 491 158 481 158 472 158 467 153 464 144 447 87 402 18 337 18 304 18 287 38 287 79 287 92 292 120 303 165L337 300C356 375 387 413 431 413 445 413 458 410 469 405 442 396 429 378 429 351 429 325 443 312 470 312 502 312 527 341 527 373Z"></path></g><g data-mml-node="mrow" transform="translate(220,-345) scale(0.707)" data-latex="\ln x"><g data-mml-node="mi" data-latex="\ln"><path data-c="6C" d="M144 3 255 0 255 39C219 39 197 40 190 44 183 48 180 60 180 79L180 694 33 683 33 645C68 645 90 642 97 636 104 630 108 616 108 593L108 79C108 60 105 48 98 44 91 40 69 39 33 39L33 0Z"></path><path data-c="6E" d="M314 413C359 413 382 378 382 307L382 79C382 60 379 48 372 44 365 40 343 38 306 38L306 0 421 3 535 0 535 38C503 38 482 39 472 42 462 45 458 52 458 64L458 251C458 298 457 331 454 350 444 411 399 442 320 442 257 442 210 412 179 352L179 442 32 431 32 393C68 393 90 390 98 384 106 378 109 365 109 342L109 79C109 60 105 48 98 44 91 40 69 38 32 38L32 0 147 3 261 0 261 38C224 38 203 40 196 44 189 48 185 60 185 79L185 259C185 340 236 413 314 413Z" transform="translate(278,0)"></path></g><g data-mml-node="mo" transform="translate(834,0)"><path data-c="2061" d=""></path></g><g data-mml-node="mi" data-latex="x" transform="translate(1000.7,0)"><path data-c="1D465" d="M527 373C527 419 482 442 432 442 389 442 355 419 329 373 308 419 273 442 222 442 173 442 133 419 101 374 74 335 60 306 60 287 60 278 65 273 75 273 84 273 90 278 92 287 111 345 153 413 220 413 253 413 269 392 269 351 269 330 251 252 216 118 199 51 169 18 126 18 112 18 99 21 88 26 114 36 127 54 127 80 127 106 114 119 87 119 54 119 29 91 29 58 29 12 76-11 125-11 167-11 201 12 228 58 247 12 283-11 335-11 383-11 423 12 455 57 482 96 496 125 496 144 496 153 491 158 481 158 472 158 467 153 464 144 447 87 402 18 337 18 304 18 287 38 287 79 287 92 292 120 303 165L337 300C356 375 387 413 431 413 445 413 458 410 469 405 442 396 429 378 429 351 429 325 443 312 470 312 502 312 527 341 527 373Z"></path></g></g><rect width="1312" height="60" x="120" y="220"></rect></g></g></g></svg></mjx-container> 。</p><p>由此可得素数分布密度为:</p><p><mjx-container class="MathJax" jax="SVG" overflow="overflow" display="true" width="full" style="min-width:30.8ex"><svg style="vertical-align:-1.87ex;min-width:30.8ex" xmlns="http://www.w3.org/2000/svg" width="100%" height="4.871ex" role="img" focusable="false"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(0.0181,-0.0181) translate(0, -1326.5)"><g data-mml-node="math" data-latex="
\rho(x) = \frac{\mathrm{d}\pi(x)}{\mathrm{d}x} \approx \frac{1}{\ln x}
"><g data-mml-node="mtable" data-latex="
\rho(x) = \frac{\mathrm{d}\pi(x)}{\mathrm{d}x} \approx \frac{1}{\ln x}
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429 351 429 325 443 312 470 312 502 312 527 341 527 373Z"></path></g><g data-mml-node="mo" data-latex=")" transform="translate(1478,0)"><path data-c="29" d="M78-245C138-199 188-131 229-40 268 47 288 129 288 208L288 292C288 371 268 453 229 540 188 631 138 699 78 745 75 747 72 748 71 748 62 748 57 743 57 734 57 730 59 726 62 723 114 683 156 617 187 526 214 447 228 369 228 292L228 208C228 131 214 53 187-26 156-117 114-183 62-223 59-227 57-231 57-234 57-243 62-248 71-248 72-248 75-247 78-245Z"></path></g><g data-mml-node="mo" data-latex="=" transform="translate(2144.8,0)"><path data-c="3D" d="M698 367 80 367C64 367 56 359 56 344 56 329 64 321 80 321L698 321C714 321 722 329 722 344 722 356 711 367 698 367M698 179 80 179C64 179 56 171 56 156 56 141 64 133 80 133L698 133C714 133 722 141 722 156 722 169 711 179 698 179Z"></path></g><g data-mml-node="mfrac" data-latex="\frac{\mathrm{d}\pi(x)}{\mathrm{d}x}" transform="translate(3200.6,0)"><g data-mml-node="mrow" data-latex="\mathrm{d}\pi(x)" transform="translate(220,708)"><g data-mml-node="TeXAtom" data-latex="\mathrm{d}" data-mjx-texclass="ORD"><g data-mml-node="mi" data-latex="d"><path data-c="64" d="M374-11 527 0 527 38C491 38 470 40 462 46 454 52 450 67 450 90L450 694 301 683 301 645C336 645 358 642 366 636 374 630 377 616 377 593L377 390C345 427 305 445 257 445 195 445 142 423 99 378 56 333 34 279 34 216 34 155 54 102 95 57 136 12 186-11 247-11 298-11 341 8 374 47M261 415C304 415 339 396 364 358 371 347 374 336 374 323L374 121C374 108 371 97 364 86 336 41 298 19 251 19 210 19 177 39 151 80 133 110 124 155 124 215 124 324 161 415 261 415Z"></path></g></g><g data-mml-node="mi" data-latex="\pi" transform="translate(556,0)"><path data-c="1D70B" d="M524 431 194 431C153 431 117 415 88 384 74 369 27 305 27 292 31 285 31 279 43 279 50 279 56 283 62 292 94 341 135 366 184 366L235 366C212 279 170 172 110 45 105 33 102 24 102 19 102-1 113-11 134-11 153-11 167 0 176 21 194 78 207 122 214 152L269 366 372 366C345 247 331 164 331 117 331 68 342-11 379-11 400-11 423 9 423 30 423 35 421 43 417 53 398 100 389 153 389 214 389 261 395 312 406 366L515 366C550 366 567 378 567 403 567 426 549 431 524 431Z"></path></g><g data-mml-node="mo" data-latex="(" transform="translate(1126,0)"><path data-c="28" d="M318-248C327-248 332-243 332-234 332-231 330-227 327-223 275-183 233-117 202-26 175 53 161 131 161 208L161 292C161 369 175 447 202 526 233 617 275 683 327 723 330 726 332 730 332 734 332 743 327 748 318 748 317 748 314 747 311 745 251 699 201 631 160 540 121 453 101 371 101 292L101 208C101 129 121 47 160-40 201-131 251-199 311-245 314-247 317-248 318-248Z"></path></g><g data-mml-node="mi" data-latex="x" transform="translate(1515,0)"><path data-c="1D465" d="M527 373C527 419 482 442 432 442 389 442 355 419 329 373 308 419 273 442 222 442 173 442 133 419 101 374 74 335 60 306 60 287 60 278 65 273 75 273 84 273 90 278 92 287 111 345 153 413 220 413 253 413 269 392 269 351 269 330 251 252 216 118 199 51 169 18 126 18 112 18 99 21 88 26 114 36 127 54 127 80 127 106 114 119 87 119 54 119 29 91 29 58 29 12 76-11 125-11 167-11 201 12 228 58 247 12 283-11 335-11 383-11 423 12 455 57 482 96 496 125 496 144 496 153 491 158 481 158 472 158 467 153 464 144 447 87 402 18 337 18 304 18 287 38 287 79 287 92 292 120 303 165L337 300C356 375 387 413 431 413 445 413 458 410 469 405 442 396 429 378 429 351 429 325 443 312 470 312 502 312 527 341 527 373Z"></path></g><g data-mml-node="mo" data-latex=")" transform="translate(2087,0)"><path data-c="29" d="M78-245C138-199 188-131 229-40 268 47 288 129 288 208L288 292C288 371 268 453 229 540 188 631 138 699 78 745 75 747 72 748 71 748 62 748 57 743 57 734 57 730 59 726 62 723 114 683 156 617 187 526 214 447 228 369 228 292L228 208C228 131 214 53 187-26 156-117 114-183 62-223 59-227 57-231 57-234 57-243 62-248 71-248 72-248 75-247 78-245Z"></path></g></g><g data-mml-node="mrow" data-latex="\mathrm{d}x" transform="translate(894,-686)"><g data-mml-node="TeXAtom" data-latex="\mathrm{d}" data-mjx-texclass="ORD"><g data-mml-node="mi" data-latex="d"><path data-c="64" d="M374-11 527 0 527 38C491 38 470 40 462 46 454 52 450 67 450 90L450 694 301 683 301 645C336 645 358 642 366 636 374 630 377 616 377 593L377 390C345 427 305 445 257 445 195 445 142 423 99 378 56 333 34 279 34 216 34 155 54 102 95 57 136 12 186-11 247-11 298-11 341 8 374 47M261 415C304 415 339 396 364 358 371 347 374 336 374 323L374 121C374 108 371 97 364 86 336 41 298 19 251 19 210 19 177 39 151 80 133 110 124 155 124 215 124 324 161 415 261 415Z"></path></g></g><g data-mml-node="mi" data-latex="x" transform="translate(556,0)"><path data-c="1D465" d="M527 373C527 419 482 442 432 442 389 442 355 419 329 373 308 419 273 442 222 442 173 442 133 419 101 374 74 335 60 306 60 287 60 278 65 273 75 273 84 273 90 278 92 287 111 345 153 413 220 413 253 413 269 392 269 351 269 330 251 252 216 118 199 51 169 18 126 18 112 18 99 21 88 26 114 36 127 54 127 80 127 106 114 119 87 119 54 119 29 91 29 58 29 12 76-11 125-11 167-11 201 12 228 58 247 12 283-11 335-11 383-11 423 12 455 57 482 96 496 125 496 144 496 153 491 158 481 158 472 158 467 153 464 144 447 87 402 18 337 18 304 18 287 38 287 79 287 92 292 120 303 165L337 300C356 375 387 413 431 413 445 413 458 410 469 405 442 396 429 378 429 351 429 325 443 312 470 312 502 312 527 341 527 373Z"></path></g></g><rect width="2676" height="60" x="120" y="220"></rect></g><g data-mml-node="mo" data-latex="\approx" transform="translate(6394.3,0)"><path data-c="2248" d="M717 432 717 434C717 445 712 450 701 450 694 450 689 446 686 439 679 404 665 377 645 360 612 331 577 317 539 317 510 317 480 328 449 349 392 390 358 413 347 420 304 445 266 457 232 457 125 457 77 382 56 284L56 281C56 271 61 266 72 266 81 266 86 270 88 278 95 313 108 339 128 356 161 385 196 399 235 399 264 399 293 388 324 366 381 326 415 303 426 296 469 271 507 259 541 259 648 259 696 334 717 432M717 216 717 219C717 229 712 234 701 234 694 234 689 230 686 223 679 188 665 162 645 144 612 115 577 101 539 101 510 101 480 112 449 134 392 174 358 197 347 204 304 229 266 241 232 241 125 241 77 166 56 68L56 66C56 55 61 50 72 50 81 50 86 54 88 62 95 97 108 123 128 140 161 169 196 183 235 183 264 183 293 172 324 151 381 110 415 87 426 80 469 55 507 43 541 43 648 43 696 118 717 216Z"></path></g><g data-mml-node="mfrac" data-latex="\frac{1}{\ln x}" transform="translate(7445.1,0)"><g data-mml-node="mn" data-latex="1" transform="translate(756.3,676)"><path data-c="31" d="M269 666C228 624 168 603 89 603L89 564C141 564 184 572 217 588L217 82C217 64 213 52 204 47 195 42 170 39 130 39L95 39 95 0C120 2 174 3 257 3 340 3 394 2 419 0L419 39 384 39C343 39 318 42 310 47 302 52 297 64 297 82L297 636C297 660 295 666 269 666Z"></path></g><g data-mml-node="mrow" data-latex="\ln x" transform="translate(220,-686)"><g data-mml-node="mi" data-latex="\ln"><path data-c="6C" d="M144 3 255 0 255 39C219 39 197 40 190 44 183 48 180 60 180 79L180 694 33 683 33 645C68 645 90 642 97 636 104 630 108 616 108 593L108 79C108 60 105 48 98 44 91 40 69 39 33 39L33 0Z"></path><path data-c="6E" d="M314 413C359 413 382 378 382 307L382 79C382 60 379 48 372 44 365 40 343 38 306 38L306 0 421 3 535 0 535 38C503 38 482 39 472 42 462 45 458 52 458 64L458 251C458 298 457 331 454 350 444 411 399 442 320 442 257 442 210 412 179 352L179 442 32 431 32 393C68 393 90 390 98 384 106 378 109 365 109 342L109 79C109 60 105 48 98 44 91 40 69 38 32 38L32 0 147 3 261 0 261 38C224 38 203 40 196 44 189 48 185 60 185 79L185 259C185 340 236 413 314 413Z" transform="translate(278,0)"></path></g><g data-mml-node="mo" transform="translate(834,0)"><path data-c="2061" d=""></path></g><g data-mml-node="mi" data-latex="x" transform="translate(1000.7,0)"><path data-c="1D465" d="M527 373C527 419 482 442 432 442 389 442 355 419 329 373 308 419 273 442 222 442 173 442 133 419 101 374 74 335 60 306 60 287 60 278 65 273 75 273 84 273 90 278 92 287 111 345 153 413 220 413 253 413 269 392 269 351 269 330 251 252 216 118 199 51 169 18 126 18 112 18 99 21 88 26 114 36 127 54 127 80 127 106 114 119 87 119 54 119 29 91 29 58 29 12 76-11 125-11 167-11 201 12 228 58 247 12 283-11 335-11 383-11 423 12 455 57 482 96 496 125 496 144 496 153 491 158 481 158 472 158 467 153 464 144 447 87 402 18 337 18 304 18 287 38 287 79 287 92 292 120 303 165L337 300C356 375 387 413 431 413 445 413 458 410 469 405 442 396 429 378 429 351 429 325 443 312 470 312 502 312 527 341 527 373Z"></path></g></g><rect width="1772.7" height="60" x="120" y="220"></rect></g></g></g></g></svg><svg data-labels="true" preserveAspectRatio="xMaxYMid" viewBox="1278 -1326.5 1 2153"><g data-labels="true" transform="matrix(1 0 0 -1 0 0)"><g data-mml-node="mtd" id="mjx-eqn:2" transform="translate(0,618.5)"><text data-id-align="true"></text><g data-idbox="true" transform="translate(0,-748)"><g data-mml-node="mtext" data-latex="\text{(2)}"><path data-c="28" d="M318-248C327-248 332-243 332-234 332-231 330-227 327-223 275-183 233-117 202-26 175 53 161 131 161 208L161 292C161 369 175 447 202 526 233 617 275 683 327 723 330 726 332 730 332 734 332 743 327 748 318 748 317 748 314 747 311 745 251 699 201 631 160 540 121 453 101 371 101 292L101 208C101 129 121 47 160-40 201-131 251-199 311-245 314-247 317-248 318-248Z"></path><path data-c="32" d="M237 666C186 666 143 648 106 612 69 576 50 534 50 483 50 449 75 424 106 424 136 424 161 450 161 480 161 513 137 536 105 536 102 536 100 536 98 535 117 584 161 627 224 627 306 627 352 556 352 470 352 403 318 331 250 255L62 43C49 28 50 29 50 0L421 0 450 180 417 180C409 129 402 100 396 91 391 86 361 84 306 84L139 84 236 179C304 243 390 312 419 365 439 400 449 435 449 470 449 588 357 666 237 666Z" transform="translate(389,0)"></path><path data-c="29" d="M78-245C138-199 188-131 229-40 268 47 288 129 288 208L288 292C288 371 268 453 229 540 188 631 138 699 78 745 75 747 72 748 71 748 62 748 57 743 57 734 57 730 59 726 62 723 114 683 156 617 187 526 214 447 228 369 228 292L228 208C228 131 214 53 187-26 156-117 114-183 62-223 59-227 57-231 57-234 57-243 62-248 71-248 72-248 75-247 78-245Z" transform="translate(889,0)"></path></g></g></g></g></svg></g></g></g></g></svg></mjx-container></p><p>该密度函数表明:素数在较大范围内的分布与<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.798ex" xmlns="http://www.w3.org/2000/svg" width="3.511ex" height="2.755ex" role="img" focusable="false" viewBox="0 -864.9 1552 1217.7"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="\frac{1}{\ln x}"><g data-mml-node="mfrac" data-latex="\frac{1}{\ln x}"><g data-mml-node="mn" transform="translate(599.2,394) scale(0.707)" data-latex="1"><path data-c="31" d="M269 666C228 624 168 603 89 603L89 564C141 564 184 572 217 588L217 82C217 64 213 52 204 47 195 42 170 39 130 39L95 39 95 0C120 2 174 3 257 3 340 3 394 2 419 0L419 39 384 39C343 39 318 42 310 47 302 52 297 64 297 82L297 636C297 660 295 666 269 666Z"></path></g><g data-mml-node="mrow" transform="translate(220,-345) scale(0.707)" data-latex="\ln x"><g data-mml-node="mi" data-latex="\ln"><path data-c="6C" d="M144 3 255 0 255 39C219 39 197 40 190 44 183 48 180 60 180 79L180 694 33 683 33 645C68 645 90 642 97 636 104 630 108 616 108 593L108 79C108 60 105 48 98 44 91 40 69 39 33 39L33 0Z"></path><path data-c="6E" d="M314 413C359 413 382 378 382 307L382 79C382 60 379 48 372 44 365 40 343 38 306 38L306 0 421 3 535 0 535 38C503 38 482 39 472 42 462 45 458 52 458 64L458 251C458 298 457 331 454 350 444 411 399 442 320 442 257 442 210 412 179 352L179 442 32 431 32 393C68 393 90 390 98 384 106 378 109 365 109 342L109 79C109 60 105 48 98 44 91 40 69 38 32 38L32 0 147 3 261 0 261 38C224 38 203 40 196 44 189 48 185 60 185 79L185 259C185 340 236 413 314 413Z" transform="translate(278,0)"></path></g><g data-mml-node="mo" transform="translate(834,0)"><path data-c="2061" d=""></path></g><g data-mml-node="mi" data-latex="x" transform="translate(1000.7,0)"><path data-c="1D465" d="M527 373C527 419 482 442 432 442 389 442 355 419 329 373 308 419 273 442 222 442 173 442 133 419 101 374 74 335 60 306 60 287 60 278 65 273 75 273 84 273 90 278 92 287 111 345 153 413 220 413 253 413 269 392 269 351 269 330 251 252 216 118 199 51 169 18 126 18 112 18 99 21 88 26 114 36 127 54 127 80 127 106 114 119 87 119 54 119 29 91 29 58 29 12 76-11 125-11 167-11 201 12 228 58 247 12 283-11 335-11 383-11 423 12 455 57 482 96 496 125 496 144 496 153 491 158 481 158 472 158 467 153 464 144 447 87 402 18 337 18 304 18 287 38 287 79 287 92 292 120 303 165L337 300C356 375 387 413 431 413 445 413 458 410 469 405 442 396 429 378 429 351 429 325 443 312 470 312 502 312 527 341 527 373Z"></path></g></g><rect width="1312" height="60" x="120" y="220"></rect></g></g></g></svg></mjx-container> 成正比。</p><h3 id="对数尺度下的均匀性"><a href="#对数尺度下的均匀性" class="headerlink" title="对数尺度下的均匀性"></a>对数尺度下的均匀性</h3><p>将<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.025ex" xmlns="http://www.w3.org/2000/svg" width="1.294ex" height="1.025ex" role="img" focusable="false" viewBox="0 -442 572 453"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="x"><g data-mml-node="mi" data-latex="x"><path data-c="1D465" d="M527 373C527 419 482 442 432 442 389 442 355 419 329 373 308 419 273 442 222 442 173 442 133 419 101 374 74 335 60 306 60 287 60 278 65 273 75 273 84 273 90 278 92 287 111 345 153 413 220 413 253 413 269 392 269 351 269 330 251 252 216 118 199 51 169 18 126 18 112 18 99 21 88 26 114 36 127 54 127 80 127 106 114 119 87 119 54 119 29 91 29 58 29 12 76-11 125-11 167-11 201 12 228 58 247 12 283-11 335-11 383-11 423 12 455 57 482 96 496 125 496 144 496 153 491 158 481 158 472 158 467 153 464 144 447 87 402 18 337 18 304 18 287 38 287 79 287 92 292 120 303 165L337 300C356 375 387 413 431 413 445 413 458 410 469 405 442 396 429 378 429 351 429 325 443 312 470 312 502 312 527 341 527 373Z"></path></g></g></g></svg></mjx-container> 换为对数坐标。令<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.566ex" xmlns="http://www.w3.org/2000/svg" width="1.294ex" height="2.262ex" role="img" focusable="false" viewBox="0 -750 572 1000"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="u = \log_{10} x"><g data-mml-node="mi" data-latex="u"><path data-c="1D462" d="M543 144C543 153 538 158 527 158 518 158 513 151 510 137 505 118 500 99 493 80 480 39 462 18 440 18 422 18 413 32 413 60 413 77 420 111 433 161L460 267C469 303 477 328 483 359L489 386C491 393 492 398 492 401 492 421 481 431 459 431 437 431 423 419 417 394L343 98C342 95 338 88 330 76 314 50 275 18 235 18 197 18 178 44 178 95 178 136 196 202 231 294 242 324 248 345 248 357 248 407 213 442 163 442 118 442 83 417 58 367 39 328 29 301 29 287 29 278 34 273 45 273 58 273 60 279 64 293 87 373 119 413 160 413 174 413 181 403 181 384 181 369 175 348 164 319 126 218 107 148 107 111 107 34 155-11 232-11 275-11 314 9 347 50 361 9 391-11 437-11 506-11 527 70 543 144Z"></path></g></g></g></svg><mjx-break size="4"></mjx-break><svg style="vertical-align:-.581ex" xmlns="http://www.w3.org/2000/svg" width="8.739ex" height="2.278ex" role="img" focusable="false" viewBox="0 -750 3862.6 1006.9"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="u = \log_{10} x"><g data-mml-node="mo" data-latex="="><path data-c="3D" d="M698 367 80 367C64 367 56 359 56 344 56 329 64 321 80 321L698 321C714 321 722 329 722 344 722 356 711 367 698 367M698 179 80 179C64 179 56 171 56 156 56 141 64 133 80 133L698 133C714 133 722 141 722 156 722 169 711 179 698 179Z"></path></g><g data-mml-node="msub" data-latex="\log_{0}" transform="translate(1055.8,0)"><g data-mml-node="mi" data-latex="\log"><path data-c="6C" d="M144 3 255 0 255 39C219 39 197 40 190 44 183 48 180 60 180 79L180 694 33 683 33 645C68 645 90 642 97 636 104 630 108 616 108 593L108 79C108 60 105 48 98 44 91 40 69 39 33 39L33 0Z"></path><path data-c="6F" d="M249-11C311-11 363 11 406 55 449 99 471 152 471 214 471 277 450 332 408 378 366 424 313 448 250 448 187 448 135 424 92 378 49 332 28 277 28 214 28 152 49 99 92 55 135 11 188-11 249-11M250 21C202 21 166 42 141 85 125 113 117 159 117 222 117 283 125 327 140 355 164 398 200 419 249 419 296 419 332 398 357 357 374 329 382 284 382 222 382 106 348 21 250 21Z" transform="translate(278,0)"></path><path data-c="67" d="M431 453C393 453 358 438 326 408 296 431 262 442 223 442 137 442 59 378 59 294 59 252 74 218 104 192 85 168 75 141 75 110 75 72 88 43 113 24 71 10 28-26 28-77 28-120 56-154 111-178 153-197 199-206 249-206 300-206 347-197 389-178 444-154 471-120 471-75 471-22 449 17 405 42 359 67 308 70 234 70 190 70 166 70 161 71 133 75 113 102 113 133 113 148 117 162 126 174 154 155 186 145 223 145 309 145 386 209 386 293 386 332 373 364 347 389 372 412 399 423 428 423 423 418 420 410 420 400 420 378 431 367 453 367 474 367 485 378 485 401 485 432 461 453 431 453M223 411C277 411 304 372 304 294 304 215 277 175 223 175 168 175 141 214 141 293 141 372 168 411 223 411M164 4 222 4C274 4 316 1 348-6 391-15 412-39 412-77 412-109 392-134 352-153 321-168 287-175 250-175 214-175 180-168 148-153 107-134 87-109 87-77 87-35 123 4 164 4Z" transform="translate(778,0)"></path></g><g data-mml-node="TeXAtom" transform="translate(1311,-241.4) scale(0.707)" data-latex="{0}" data-mjx-texclass="ORD"><g data-mml-node="mn" data-latex="0"><path data-c="31" d="M269 666C228 624 168 603 89 603L89 564C141 564 184 572 217 588L217 82C217 64 213 52 204 47 195 42 170 39 130 39L95 39 95 0C120 2 174 3 257 3 340 3 394 2 419 0L419 39 384 39C343 39 318 42 310 47 302 52 297 64 297 82L297 636C297 660 295 666 269 666Z"></path><path data-c="30" d="M249-22C390-22 460 92 460 320 460 473 428 575 365 625 330 652 291 666 250 666 109 666 39 551 39 320 39 136 88-22 249-22M361 524C368 489 371 425 371 332 371 240 367 172 360 128 347 48 310 8 249 8 226 8 203 17 182 34 155 57 139 104 132 176 129 201 128 253 128 332 128 419 131 480 136 513 145 568 163 603 191 618 213 630 232 636 249 636 314 636 350 583 361 524Z" transform="translate(500,0)"></path></g></g></g><g data-mml-node="mo" transform="translate(3123.9,0)"><path data-c="2061" d=""></path></g><g data-mml-node="mi" data-latex="x" transform="translate(3290.6,0)"><path data-c="1D465" d="M527 373C527 419 482 442 432 442 389 442 355 419 329 373 308 419 273 442 222 442 173 442 133 419 101 374 74 335 60 306 60 287 60 278 65 273 75 273 84 273 90 278 92 287 111 345 153 413 220 413 253 413 269 392 269 351 269 330 251 252 216 118 199 51 169 18 126 18 112 18 99 21 88 26 114 36 127 54 127 80 127 106 114 119 87 119 54 119 29 91 29 58 29 12 76-11 125-11 167-11 201 12 228 58 247 12 283-11 335-11 383-11 423 12 455 57 482 96 496 125 496 144 496 153 491 158 481 158 472 158 467 153 464 144 447 87 402 18 337 18 304 18 287 38 287 79 287 92 292 120 303 165L337 300C356 375 387 413 431 413 445 413 458 410 469 405 442 396 429 378 429 351 429 325 443 312 470 312 502 312 527 341 527 373Z"></path></g></g></g></svg></mjx-container> ,则<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.566ex" xmlns="http://www.w3.org/2000/svg" width="1.294ex" height="2.262ex" role="img" focusable="false" viewBox="0 -750 572 1000"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="x = 10^u"><g data-mml-node="mi" data-latex="x"><path data-c="1D465" d="M527 373C527 419 482 442 432 442 389 442 355 419 329 373 308 419 273 442 222 442 173 442 133 419 101 374 74 335 60 306 60 287 60 278 65 273 75 273 84 273 90 278 92 287 111 345 153 413 220 413 253 413 269 392 269 351 269 330 251 252 216 118 199 51 169 18 126 18 112 18 99 21 88 26 114 36 127 54 127 80 127 106 114 119 87 119 54 119 29 91 29 58 29 12 76-11 125-11 167-11 201 12 228 58 247 12 283-11 335-11 383-11 423 12 455 57 482 96 496 125 496 144 496 153 491 158 481 158 472 158 467 153 464 144 447 87 402 18 337 18 304 18 287 38 287 79 287 92 292 120 303 165L337 300C356 375 387 413 431 413 445 413 458 410 469 405 442 396 429 378 429 351 429 325 443 312 470 312 502 312 527 341 527 373Z"></path></g></g></g></svg><mjx-break size="4"></mjx-break><svg style="vertical-align:-.566ex" xmlns="http://www.w3.org/2000/svg" width="5.754ex" height="2.262ex" role="img" focusable="false" viewBox="0 -750 2543.2 1000"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="x = 10^u"><g data-mml-node="mo" data-latex="="><path data-c="3D" d="M698 367 80 367C64 367 56 359 56 344 56 329 64 321 80 321L698 321C714 321 722 329 722 344 722 356 711 367 698 367M698 179 80 179C64 179 56 171 56 156 56 141 64 133 80 133L698 133C714 133 722 141 722 156 722 169 711 179 698 179Z"></path></g><g data-mml-node="msup" data-latex="0^u" transform="translate(1055.8,0)"><g data-mml-node="mn" data-latex="0"><path data-c="31" d="M269 666C228 624 168 603 89 603L89 564C141 564 184 572 217 588L217 82C217 64 213 52 204 47 195 42 170 39 130 39L95 39 95 0C120 2 174 3 257 3 340 3 394 2 419 0L419 39 384 39C343 39 318 42 310 47 302 52 297 64 297 82L297 636C297 660 295 666 269 666Z"></path><path data-c="30" d="M249-22C390-22 460 92 460 320 460 473 428 575 365 625 330 652 291 666 250 666 109 666 39 551 39 320 39 136 88-22 249-22M361 524C368 489 371 425 371 332 371 240 367 172 360 128 347 48 310 8 249 8 226 8 203 17 182 34 155 57 139 104 132 176 129 201 128 253 128 332 128 419 131 480 136 513 145 568 163 603 191 618 213 630 232 636 249 636 314 636 350 583 361 524Z" transform="translate(500,0)"></path></g><g data-mml-node="mi" transform="translate(1033,393.1) scale(0.707)" data-latex="u"><path data-c="1D462" d="M543 144C543 153 538 158 527 158 518 158 513 151 510 137 505 118 500 99 493 80 480 39 462 18 440 18 422 18 413 32 413 60 413 77 420 111 433 161L460 267C469 303 477 328 483 359L489 386C491 393 492 398 492 401 492 421 481 431 459 431 437 431 423 419 417 394L343 98C342 95 338 88 330 76 314 50 275 18 235 18 197 18 178 44 178 95 178 136 196 202 231 294 242 324 248 345 248 357 248 407 213 442 163 442 118 442 83 417 58 367 39 328 29 301 29 287 29 278 34 273 45 273 58 273 60 279 64 293 87 373 119 413 160 413 174 413 181 403 181 384 181 369 175 348 164 319 126 218 107 148 107 111 107 34 155-11 232-11 275-11 314 9 347 50 361 9 391-11 437-11 506-11 527 70 543 144Z"></path></g></g></g></g></svg></mjx-container> ,且<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.566ex" xmlns="http://www.w3.org/2000/svg" width="2.552ex" height="2.262ex" role="img" focusable="false" viewBox="0 -750 1128 1000"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="\mathrm{d}x = 10^u \ln 10 \mathrm{d}u"><g data-mml-node="TeXAtom" data-latex="\mathrm{d}" data-mjx-texclass="ORD"><g data-mml-node="mi" data-latex="d"><path data-c="64" d="M374-11 527 0 527 38C491 38 470 40 462 46 454 52 450 67 450 90L450 694 301 683 301 645C336 645 358 642 366 636 374 630 377 616 377 593L377 390C345 427 305 445 257 445 195 445 142 423 99 378 56 333 34 279 34 216 34 155 54 102 95 57 136 12 186-11 247-11 298-11 341 8 374 47M261 415C304 415 339 396 364 358 371 347 374 336 374 323L374 121C374 108 371 97 364 86 336 41 298 19 251 19 210 19 177 39 151 80 133 110 124 155 124 215 124 324 161 415 261 415Z"></path></g></g><g data-mml-node="mi" data-latex="x" transform="translate(556,0)"><path data-c="1D465" d="M527 373C527 419 482 442 432 442 389 442 355 419 329 373 308 419 273 442 222 442 173 442 133 419 101 374 74 335 60 306 60 287 60 278 65 273 75 273 84 273 90 278 92 287 111 345 153 413 220 413 253 413 269 392 269 351 269 330 251 252 216 118 199 51 169 18 126 18 112 18 99 21 88 26 114 36 127 54 127 80 127 106 114 119 87 119 54 119 29 91 29 58 29 12 76-11 125-11 167-11 201 12 228 58 247 12 283-11 335-11 383-11 423 12 455 57 482 96 496 125 496 144 496 153 491 158 481 158 472 158 467 153 464 144 447 87 402 18 337 18 304 18 287 38 287 79 287 92 292 120 303 165L337 300C356 375 387 413 431 413 445 413 458 410 469 405 442 396 429 378 429 351 429 325 443 312 470 312 502 312 527 341 527 373Z"></path></g></g></g></svg><mjx-break size="4"></mjx-break><svg style="vertical-align:-.566ex" xmlns="http://www.w3.org/2000/svg" width="13.209ex" height="2.262ex" role="img" focusable="false" viewBox="0 -750 5838.6 1000"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="\mathrm{d}x = 10^u \ln 10 \mathrm{d}u"><g data-mml-node="mo" data-latex="="><path data-c="3D" d="M698 367 80 367C64 367 56 359 56 344 56 329 64 321 80 321L698 321C714 321 722 329 722 344 722 356 711 367 698 367M698 179 80 179C64 179 56 171 56 156 56 141 64 133 80 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144C543 153 538 158 527 158 518 158 513 151 510 137 505 118 500 99 493 80 480 39 462 18 440 18 422 18 413 32 413 60 413 77 420 111 433 161L460 267C469 303 477 328 483 359L489 386C491 393 492 398 492 401 492 421 481 431 459 431 437 431 423 419 417 394L343 98C342 95 338 88 330 76 314 50 275 18 235 18 197 18 178 44 178 95 178 136 196 202 231 294 242 324 248 345 248 357 248 407 213 442 163 442 118 442 83 417 58 367 39 328 29 301 29 287 29 278 34 273 45 273 58 273 60 279 64 293 87 373 119 413 160 413 174 413 181 403 181 384 181 369 175 348 164 319 126 218 107 148 107 111 107 34 155-11 232-11 275-11 314 9 347 50 361 9 391-11 437-11 506-11 527 70 543 144Z"></path></g></g><g data-mml-node="mi" data-latex="\ln" transform="translate(2709.9,0)"><path data-c="6C" d="M144 3 255 0 255 39C219 39 197 40 190 44 183 48 180 60 180 79L180 694 33 683 33 645C68 645 90 642 97 636 104 630 108 616 108 593L108 79C108 60 105 48 98 44 91 40 69 39 33 39L33 0Z"></path><path data-c="6E" d="M314 413C359 413 382 378 382 307L382 79C382 60 379 48 372 44 365 40 343 38 306 38L306 0 421 3 535 0 535 38C503 38 482 39 472 42 462 45 458 52 458 64L458 251C458 298 457 331 454 350 444 411 399 442 320 442 257 442 210 412 179 352L179 442 32 431 32 393C68 393 90 390 98 384 106 378 109 365 109 342L109 79C109 60 105 48 98 44 91 40 69 38 32 38L32 0 147 3 261 0 261 38C224 38 203 40 196 44 189 48 185 60 185 79L185 259C185 340 236 413 314 413Z" transform="translate(278,0)"></path></g><g data-mml-node="mo" transform="translate(3543.9,0)"><path data-c="2061" d=""></path></g><g data-mml-node="mn" data-latex="0" transform="translate(3710.6,0)"><path data-c="31" d="M269 666C228 624 168 603 89 603L89 564C141 564 184 572 217 588L217 82C217 64 213 52 204 47 195 42 170 39 130 39L95 39 95 0C120 2 174 3 257 3 340 3 394 2 419 0L419 39 384 39C343 39 318 42 310 47 302 52 297 64 297 82L297 636C297 660 295 666 269 666Z"></path><path data-c="30" d="M249-22C390-22 460 92 460 320 460 473 428 575 365 625 330 652 291 666 250 666 109 666 39 551 39 320 39 136 88-22 249-22M361 524C368 489 371 425 371 332 371 240 367 172 360 128 347 48 310 8 249 8 226 8 203 17 182 34 155 57 139 104 132 176 129 201 128 253 128 332 128 419 131 480 136 513 145 568 163 603 191 618 213 630 232 636 249 636 314 636 350 583 361 524Z" transform="translate(500,0)"></path></g><g data-mml-node="TeXAtom" data-latex="\mathrm{d}" data-mjx-texclass="ORD" transform="translate(4710.6,0)"><g data-mml-node="mi" data-latex="d"><path data-c="64" d="M374-11 527 0 527 38C491 38 470 40 462 46 454 52 450 67 450 90L450 694 301 683 301 645C336 645 358 642 366 636 374 630 377 616 377 593L377 390C345 427 305 445 257 445 195 445 142 423 99 378 56 333 34 279 34 216 34 155 54 102 95 57 136 12 186-11 247-11 298-11 341 8 374 47M261 415C304 415 339 396 364 358 371 347 374 336 374 323L374 121C374 108 371 97 364 86 336 41 298 19 251 19 210 19 177 39 151 80 133 110 124 155 124 215 124 324 161 415 261 415Z"></path></g></g><g data-mml-node="mi" data-latex="u" transform="translate(5266.6,0)"><path data-c="1D462" d="M543 144C543 153 538 158 527 158 518 158 513 151 510 137 505 118 500 99 493 80 480 39 462 18 440 18 422 18 413 32 413 60 413 77 420 111 433 161L460 267C469 303 477 328 483 359L489 386C491 393 492 398 492 401 492 421 481 431 459 431 437 431 423 419 417 394L343 98C342 95 338 88 330 76 314 50 275 18 235 18 197 18 178 44 178 95 178 136 196 202 231 294 242 324 248 345 248 357 248 407 213 442 163 442 118 442 83 417 58 367 39 328 29 301 29 287 29 278 34 273 45 273 58 273 60 279 64 293 87 373 119 413 160 413 174 413 181 403 181 384 181 369 175 348 164 319 126 218 107 148 107 111 107 34 155-11 232-11 275-11 314 9 347 50 361 9 391-11 437-11 506-11 527 70 543 144Z"></path></g></g></g></svg></mjx-container> 。</p><p>素数在区间<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.566ex" xmlns="http://www.w3.org/2000/svg" width="8.697ex" height="2.565ex" role="img" focusable="false" viewBox="0 -883.8 3844.1 1133.8"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="[10^a, 10^b]"><g data-mml-node="mo" data-latex="["><path data-c="5B" d="M233-202 159-202 159 702 233 702C248 702 256 710 256 726 256 742 248 750 233 750L114 750 114-250 233-250C248-250 256-242 256-226 256-214 245-202 233-202Z"></path></g><g data-mml-node="msup" data-latex="0^a" transform="translate(278,0)"><g data-mml-node="mn" data-latex="0"><path data-c="31" d="M269 666C228 624 168 603 89 603L89 564C141 564 184 572 217 588L217 82C217 64 213 52 204 47 195 42 170 39 130 39L95 39 95 0C120 2 174 3 257 3 340 3 394 2 419 0L419 39 384 39C343 39 318 42 310 47 302 52 297 64 297 82L297 636C297 660 295 666 269 666Z"></path><path data-c="30" d="M249-22C390-22 460 92 460 320 460 473 428 575 365 625 330 652 291 666 250 666 109 666 39 551 39 320 39 136 88-22 249-22M361 524C368 489 371 425 371 332 371 240 367 172 360 128 347 48 310 8 249 8 226 8 203 17 182 34 155 57 139 104 132 176 129 201 128 253 128 332 128 419 131 480 136 513 145 568 163 603 191 618 213 630 232 636 249 636 314 636 350 583 361 524Z" transform="translate(500,0)"></path></g><g data-mml-node="mi" transform="translate(1033,393.1) scale(0.707)" data-latex="a"><path data-c="1D44E" d="M498 144C498 153 493 158 482 158 474 158 468 151 465 137 445 58 421 18 394 18 377 18 368 32 368 60 368 73 372 97 381 132L438 357C443 376 445 387 445 392 445 412 434 422 412 422 391 422 377 410 370 387 349 424 319 442 281 442 216 442 159 409 109 343 63 281 40 217 40 150 40 63 91-11 175-11 218-11 260 12 300 58 311 20 345-11 392-11 461-11 482 70 498 144M341 374C350 353 355 339 355 330 355 326 354 321 353 314L304 122C301 111 294 99 285 87 248 41 212 18 177 18 138 18 118 48 118 107 118 131 124 167 136 215 157 300 187 357 224 388 244 405 263 413 282 413 309 413 329 400 341 374Z"></path></g></g><g data-mml-node="mo" data-latex="," transform="translate(1735.1,0)"><path data-c="2C" d="M139 106C107 106 86 82 86 50 86 20 109-5 139-5 153-5 165-1 174 8L175 0C175-63 154-117 112-160 105-168 101-174 101-178 101-188 105-193 114-193 123-193 135-181 152-158 186-110 203-57 203 0 203 53 185 106 139 106Z"></path></g><g data-mml-node="msup" data-latex="0^b" transform="translate(2179.7,0)"><g data-mml-node="mn" data-latex="0"><path data-c="31" d="M269 666C228 624 168 603 89 603L89 564C141 564 184 572 217 588L217 82C217 64 213 52 204 47 195 42 170 39 130 39L95 39 95 0C120 2 174 3 257 3 340 3 394 2 419 0L419 39 384 39C343 39 318 42 310 47 302 52 297 64 297 82L297 636C297 660 295 666 269 666Z"></path><path data-c="30" d="M249-22C390-22 460 92 460 320 460 473 428 575 365 625 330 652 291 666 250 666 109 666 39 551 39 320 39 136 88-22 249-22M361 524C368 489 371 425 371 332 371 240 367 172 360 128 347 48 310 8 249 8 226 8 203 17 182 34 155 57 139 104 132 176 129 201 128 253 128 332 128 419 131 480 136 513 145 568 163 603 191 618 213 630 232 636 249 636 314 636 350 583 361 524Z" transform="translate(500,0)"></path></g><g data-mml-node="mi" transform="translate(1033,393.1) scale(0.707)" data-latex="b"><path data-c="1D44F" d="M281 445C245 445 209 428 174 394L243 679C241 688 238 694 226 694 193 694 120 685 107 684 92 682 84 675 84 660 84 650 93 645 112 645 131 645 157 646 157 632 157 628 152 608 143 571L63 249C52 207 47 173 47 148 47 62 93-11 175-11 240-11 297 22 347 89 392 151 415 216 415 283 415 370 364 445 281 445M279 415C318 415 337 385 337 326 337 299 331 263 319 218 297 133 268 75 233 44 213 27 194 19 175 19 134 19 114 51 114 115 114 137 119 170 129 214L151 304C154 319 159 330 165 338 204 389 242 415 279 415Z"></path></g></g><g data-mml-node="mo" data-latex="]" transform="translate(3566.1,0)"><path data-c="5D" d="M45-250 164-250 164 750 45 750C30 750 22 742 22 726 22 710 30 702 45 702L119 702 119-202 45-202C30-202 22-210 22-226 22-242 30-250 45-250Z"></path></g></g></g></svg></mjx-container> 的数量可表示为:</p><p><mjx-container class="MathJax" jax="SVG" overflow="overflow" display="true" width="full" style="min-width:75.153ex"><svg style="vertical-align:-2.454ex;min-width:75.153ex" xmlns="http://www.w3.org/2000/svg" width="100%" height="6.038ex" role="img" focusable="false"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(0.0181,-0.0181) translate(0, -1584.5)"><g data-mml-node="math" data-latex="
\int_{10^a}^{10^b} \rho(x) \mathrm{d}x \approx \int_a^b \frac{1}{\ln (10^u)} \cdot 10^u \ln 10 \mathrm{d}u = \int_a^b \frac{\ln 10}{u \ln 10} \mathrm{d}u = \int_a^b \frac{\mathrm{d}u}{u}
"><g data-mml-node="mtable" data-latex="
\int_{10^a}^{10^b} \rho(x) \mathrm{d}x \approx \int_a^b \frac{1}{\ln (10^u)} \cdot 10^u \ln 10 \mathrm{d}u = \int_a^b \frac{\ln 10}{u \ln 10} \mathrm{d}u = \int_a^b \frac{\mathrm{d}u}{u}
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transform="translate(889,0)"></path></g></g></g></g></svg></g></g></g></g></svg></mjx-container></p><p>这表明:在对数坐标<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.025ex" xmlns="http://www.w3.org/2000/svg" width="1.294ex" height="1.025ex" role="img" focusable="false" viewBox="0 -442 572 453"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="u"><g data-mml-node="mi" data-latex="u"><path data-c="1D462" d="M543 144C543 153 538 158 527 158 518 158 513 151 510 137 505 118 500 99 493 80 480 39 462 18 440 18 422 18 413 32 413 60 413 77 420 111 433 161L460 267C469 303 477 328 483 359L489 386C491 393 492 398 492 401 492 421 481 431 459 431 437 431 423 419 417 394L343 98C342 95 338 88 330 76 314 50 275 18 235 18 197 18 178 44 178 95 178 136 196 202 231 294 242 324 248 345 248 357 248 407 213 442 163 442 118 442 83 417 58 367 39 328 29 301 29 287 29 278 34 273 45 273 58 273 60 279 64 293 87 373 119 413 160 413 174 413 181 403 181 384 181 369 175 348 164 319 126 218 107 148 107 111 107 34 155-11 232-11 275-11 314 9 347 50 361 9 391-11 437-11 506-11 527 70 543 144Z"></path></g></g></g></svg></mjx-container> 下,素数分布密度为常数<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.798ex" xmlns="http://www.w3.org/2000/svg" width="1.911ex" height="2.755ex" role="img" focusable="false" viewBox="0 -864.9 844.5 1217.7"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="\frac{1}{u}"><g data-mml-node="mfrac" data-latex="\frac{1}{u}"><g data-mml-node="mn" transform="translate(245.5,394) scale(0.707)" data-latex="1"><path data-c="31" d="M269 666C228 624 168 603 89 603L89 564C141 564 184 572 217 588L217 82C217 64 213 52 204 47 195 42 170 39 130 39L95 39 95 0C120 2 174 3 257 3 340 3 394 2 419 0L419 39 384 39C343 39 318 42 310 47 302 52 297 64 297 82L297 636C297 660 295 666 269 666Z"></path></g><g data-mml-node="mi" transform="translate(220,-345) scale(0.707)" data-latex="u"><path data-c="1D462" d="M543 144C543 153 538 158 527 158 518 158 513 151 510 137 505 118 500 99 493 80 480 39 462 18 440 18 422 18 413 32 413 60 413 77 420 111 433 161L460 267C469 303 477 328 483 359L489 386C491 393 492 398 492 401 492 421 481 431 459 431 437 431 423 419 417 394L343 98C342 95 338 88 330 76 314 50 275 18 235 18 197 18 178 44 178 95 178 136 196 202 231 294 242 324 248 345 248 357 248 407 213 442 163 442 118 442 83 417 58 367 39 328 29 301 29 287 29 278 34 273 45 273 58 273 60 279 64 293 87 373 119 413 160 413 174 413 181 403 181 384 181 369 175 348 164 319 126 218 107 148 107 111 107 34 155-11 232-11 275-11 314 9 347 50 361 9 391-11 437-11 506-11 527 70 543 144Z"></path></g><rect width="604.5" height="60" x="120" y="220"></rect></g></g></g></svg></mjx-container> ,即在<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.025ex" xmlns="http://www.w3.org/2000/svg" width="1.294ex" height="1.025ex" role="img" focusable="false" viewBox="0 -442 572 453"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="u"><g data-mml-node="mi" data-latex="u"><path data-c="1D462" d="M543 144C543 153 538 158 527 158 518 158 513 151 510 137 505 118 500 99 493 80 480 39 462 18 440 18 422 18 413 32 413 60 413 77 420 111 433 161L460 267C469 303 477 328 483 359L489 386C491 393 492 398 492 401 492 421 481 431 459 431 437 431 423 419 417 394L343 98C342 95 338 88 330 76 314 50 275 18 235 18 197 18 178 44 178 95 178 136 196 202 231 294 242 324 248 345 248 357 248 407 213 442 163 442 118 442 83 417 58 367 39 328 29 301 29 287 29 278 34 273 45 273 58 273 60 279 64 293 87 373 119 413 160 413 174 413 181 403 181 384 181 369 175 348 164 319 126 218 107 148 107 111 107 34 155-11 232-11 275-11 314 9 347 50 361 9 391-11 437-11 506-11 527 70 543 144Z"></path></g></g></g></svg></mjx-container> 轴上均匀分布 。</p><h3 id="首位数字的概率转换"><a href="#首位数字的概率转换" class="headerlink" title="首位数字的概率转换"></a>首位数字的概率转换</h3><p>一个数<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.025ex" xmlns="http://www.w3.org/2000/svg" width="1.294ex" height="1.025ex" role="img" focusable="false" viewBox="0 -442 572 453"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="x"><g data-mml-node="mi" data-latex="x"><path data-c="1D465" d="M527 373C527 419 482 442 432 442 389 442 355 419 329 373 308 419 273 442 222 442 173 442 133 419 101 374 74 335 60 306 60 287 60 278 65 273 75 273 84 273 90 278 92 287 111 345 153 413 220 413 253 413 269 392 269 351 269 330 251 252 216 118 199 51 169 18 126 18 112 18 99 21 88 26 114 36 127 54 127 80 127 106 114 119 87 119 54 119 29 91 29 58 29 12 76-11 125-11 167-11 201 12 228 58 247 12 283-11 335-11 383-11 423 12 455 57 482 96 496 125 496 144 496 153 491 158 481 158 472 158 467 153 464 144 447 87 402 18 337 18 304 18 287 38 287 79 287 92 292 120 303 165L337 300C356 375 387 413 431 413 445 413 458 410 469 405 442 396 429 378 429 351 429 325 443 312 470 312 502 312 527 341 527 373Z"></path></g></g></g></svg></mjx-container> 的首位数字为<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.025ex" xmlns="http://www.w3.org/2000/svg" width="1.176ex" height="1.595ex" role="img" focusable="false" viewBox="0 -694 520 705"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="d"><g data-mml-node="mi" data-latex="d"><path data-c="1D451" d="M429 632 370 389C349 426 320 445 281 445 216 445 159 412 109 345 63 283 40 218 40 151 40 63 91-11 175-11 218-11 260 12 300 59 311 21 345-11 392-11 461-11 483 71 498 145 498 154 493 159 483 159 474 159 468 152 465 138 445 59 421 19 394 19 377 19 368 33 368 60 368 75 370 91 374 107L516 679 516 683C513 690 507 694 499 694 476 694 434 690 374 683 363 682 357 674 357 660 357 650 366 645 384 645 403 645 429 646 429 632M341 376C351 355 356 341 356 332 355 328 354 323 353 316L304 122C301 111 294 99 285 87 248 42 212 19 177 19 138 19 118 49 118 108 118 132 124 168 136 216 157 301 187 359 224 390 244 407 263 415 282 415 309 415 329 402 341 376Z"></path></g></g></g></svg></mjx-container> 的条件等价于:</p><p><mjx-container class="MathJax" jax="SVG" overflow="overflow" display="true" width="full" style="min-width:53.096ex"><svg style="vertical-align:-.74ex;min-width:53.096ex" xmlns="http://www.w3.org/2000/svg" width="100%" height="2.61ex" role="img" focusable="false"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(0.0181,-0.0181) translate(0, -826.9)"><g data-mml-node="math" data-latex="
d \times 10^k \leq x < (d+1) \times 10^k \quad \text{( $k$ 为整数)}
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transform="translate(9675.6,0)"><path data-c="D7" d="M630 32C630 39 628 44 623 49L422 250 623 451C628 456 630 461 630 468 630 481 620 491 607 491 600 491 595 489 590 484L389 283 188 484C183 489 178 491 171 491 158 491 148 481 148 468 148 461 150 456 155 451L356 250 155 49C150 44 148 39 148 32 148 19 158 9 171 9 178 9 183 11 188 16L389 217 590 16C595 11 600 9 607 9 620 9 630 19 630 32Z"></path></g><g data-mml-node="msup" data-latex="0^k" transform="translate(10675.8,0)"><g data-mml-node="mn" data-latex="0"><path data-c="31" d="M269 666C228 624 168 603 89 603L89 564C141 564 184 572 217 588L217 82C217 64 213 52 204 47 195 42 170 39 130 39L95 39 95 0C120 2 174 3 257 3 340 3 394 2 419 0L419 39 384 39C343 39 318 42 310 47 302 52 297 64 297 82L297 636C297 660 295 666 269 666Z"></path><path data-c="30" d="M249-22C390-22 460 92 460 320 460 473 428 575 365 625 330 652 291 666 250 666 109 666 39 551 39 320 39 136 88-22 249-22M361 524C368 489 371 425 371 332 371 240 367 172 360 128 347 48 310 8 249 8 226 8 203 17 182 34 155 57 139 104 132 176 129 201 128 253 128 332 128 419 131 480 136 513 145 568 163 603 191 618 213 630 232 636 249 636 314 636 350 583 361 524Z" transform="translate(500,0)"></path></g><g data-mml-node="mi" transform="translate(1033,413) scale(0.707)" data-latex="k"><path data-c="1D458" d="M409 353C409 327 423 314 450 314 485 314 508 345 508 379 508 418 476 445 437 445 392 445 344 415 291 356 250 311 217 282 190 269L291 679C289 688 287 694 274 694 242 694 166 685 154 684 139 682 132 675 132 660 132 650 141 645 159 645 178 645 204 646 204 632L59 43C56 32 55 25 55 21 55 0 66-11 87-11 104-11 117-3 124 12 129 21 147 92 179 226 231 221 286 196 286 146 286 131 279 101 279 91 279 34 316-11 373-11 431-11 470 41 490 145 490 154 485 159 475 159 466 159 460 152 457 138 435 59 408 19 375 19 357 19 348 33 348 61 348 77 360 131 360 147 360 204 314 239 221 253 244 269 270 292 298 322 326 352 346 371 359 382 386 404 412 415 435 415 445 415 453 413 459 409 432 404 409 379 409 353Z"></path></g></g><g data-mml-node="mspace" data-latex="\quad" transform="translate(12127.2,0)"></g><g data-mml-node="mrow" data-latex="\text{( $k$ 为整数)}" transform="translate(13127.2,0)"><g data-mml-node="mtext"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">(</text><path data-c="A0" d="" transform="translate(1000,0)"></path></g><g data-mml-node="TeXAtom" data-mjx-texclass="ORD" transform="translate(1332,0)"><g data-mml-node="mi" data-latex="k"><path data-c="1D458" d="M409 353C409 327 423 314 450 314 485 314 508 345 508 379 508 418 476 445 437 445 392 445 344 415 291 356 250 311 217 282 190 269L291 679C289 688 287 694 274 694 242 694 166 685 154 684 139 682 132 675 132 660 132 650 141 645 159 645 178 645 204 646 204 632L59 43C56 32 55 25 55 21 55 0 66-11 87-11 104-11 117-3 124 12 129 21 147 92 179 226 231 221 286 196 286 146 286 131 279 101 279 91 279 34 316-11 373-11 431-11 470 41 490 145 490 154 485 159 475 159 466 159 460 152 457 138 435 59 408 19 375 19 357 19 348 33 348 61 348 77 360 131 360 147 360 204 314 239 221 253 244 269 270 292 298 322 326 352 346 371 359 382 386 404 412 415 435 415 445 415 453 413 459 409 432 404 409 379 409 353Z"></path></g></g><g data-mml-node="mtext" transform="translate(1853,0)"><path data-c="A0" d=""></path><text data-variant="normal" transform="translate(332,0) scale(1,-1)" font-size="884px" font-family="serif">为整数)</text></g></g></g></g></g></svg><svg data-labels="true" preserveAspectRatio="xMaxYMid" viewBox="1278 -826.9 1 1153.7"><g data-labels="true" transform="matrix(1 0 0 -1 0 0)"><g data-mml-node="mtd" id="mjx-eqn:4" transform="translate(0,671.1)"><text data-id-align="true"></text><g data-idbox="true" transform="translate(0,-748)"><g data-mml-node="mtext" data-latex="\text{(4)}"><path data-c="28" d="M318-248C327-248 332-243 332-234 332-231 330-227 327-223 275-183 233-117 202-26 175 53 161 131 161 208L161 292C161 369 175 447 202 526 233 617 275 683 327 723 330 726 332 730 332 734 332 743 327 748 318 748 317 748 314 747 311 745 251 699 201 631 160 540 121 453 101 371 101 292L101 208C101 129 121 47 160-40 201-131 251-199 311-245 314-247 317-248 318-248Z"></path><path data-c="34" d="M353 677C344 677 336 672 330 663L28 199 28 163 289 163 289 81C289 63 285 51 278 46 271 41 252 39 219 39L194 39 194 0C223 2 269 3 331 3 393 3 439 2 468 0L468 39 443 39C410 39 391 41 384 46 377 51 373 63 373 81L373 163 471 163 471 202 373 202 373 660C373 670 366 677 353 677M295 553 295 202 67 202Z" transform="translate(389,0)"></path><path data-c="29" d="M78-245C138-199 188-131 229-40 268 47 288 129 288 208L288 292C288 371 268 453 229 540 188 631 138 699 78 745 75 747 72 748 71 748 62 748 57 743 57 734 57 730 59 726 62 723 114 683 156 617 187 526 214 447 228 369 228 292L228 208C228 131 214 53 187-26 156-117 114-183 62-223 59-227 57-231 57-234 57-243 62-248 71-248 72-248 75-247 78-245Z" transform="translate(889,0)"></path></g></g></g></g></svg></g></g></g></g></svg></mjx-container></p><p>在对数尺度下,该条件转化为:</p><p><mjx-container class="MathJax" jax="SVG" overflow="overflow" display="true" width="full" style="min-width:36.739ex"><svg style="vertical-align:-.573ex;min-width:36.739ex" xmlns="http://www.w3.org/2000/svg" width="100%" height="2.278ex" role="img" focusable="false"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(0.0181,-0.0181) translate(0, -753.5)"><g data-mml-node="math" data-latex="
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\log_{10} d \leq \{u\} < \log_{10} (d+1)
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114 130 114 155 137 155 167 155 198 130 219 100 219 65 219 50 200 50 163 50 63 131-22 231-22 292-22 344 0 386 44 428 88 449 141 449 202 449 260 432 310 398 353 361 400 315 423 259 423 212 423 171 408 138 378L138 556C165 548 191 544 218 544 264 544 304 555 338 578 369 597 390 616 402 634 408 642 411 648 411 651 411 661 406 666 396 666 341 645 294 634 256 634 211 634 168 643 127 662 122 664 118 665 114 665 105 665 100 656 100 637L100 345C100 324 100 315 118 315Z" transform="translate(389,0)"></path><path data-c="29" d="M78-245C138-199 188-131 229-40 268 47 288 129 288 208L288 292C288 371 268 453 229 540 188 631 138 699 78 745 75 747 72 748 71 748 62 748 57 743 57 734 57 730 59 726 62 723 114 683 156 617 187 526 214 447 228 369 228 292L228 208C228 131 214 53 187-26 156-117 114-183 62-223 59-227 57-231 57-234 57-243 62-248 71-248 72-248 75-247 78-245Z" transform="translate(889,0)"></path></g></g></g></g></svg></g></g></g></g></svg></mjx-container></p><p>其中<mjx-container class="MathJax" 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422 18 413 32 413 60 413 77 420 111 433 161L460 267C469 303 477 328 483 359L489 386C491 393 492 398 492 401 492 421 481 431 459 431 437 431 423 419 417 394L343 98C342 95 338 88 330 76 314 50 275 18 235 18 197 18 178 44 178 95 178 136 196 202 231 294 242 324 248 345 248 357 248 407 213 442 163 442 118 442 83 417 58 367 39 328 29 301 29 287 29 278 34 273 45 273 58 273 60 279 64 293 87 373 119 413 160 413 174 413 181 403 181 384 181 369 175 348 164 319 126 218 107 148 107 111 107 34 155-11 232-11 275-11 314 9 347 50 361 9 391-11 437-11 506-11 527 70 543 144Z"></path></g></g></g></svg><mjx-break size="3"></mjx-break><svg style="vertical-align:-.566ex" xmlns="http://www.w3.org/2000/svg" width="5.566ex" height="2.262ex" role="img" focusable="false" viewBox="0 -750 2460.2 1000"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="{u} = u - \lfloor u \rfloor"><g data-mml-node="mo" data-latex="-"><path data-c="2212" d="M698 270 80 270C64 270 56 263 56 250 56 237 64 230 80 230L698 230C714 230 722 237 722 250 722 262 710 270 698 270Z"></path></g><g data-mml-node="mo" data-latex="\lfloor" transform="translate(1000.2,0)"><path data-c="230A" d="M393-202 220-202 220 726C220 742 212 750 197 750 182 750 174 742 174 726L174-250 393-250C408-250 416-242 416-226 416-214 405-202 393-202Z"></path></g><g data-mml-node="mi" data-latex="u" transform="translate(1444.2,0)"><path data-c="1D462" d="M543 144C543 153 538 158 527 158 518 158 513 151 510 137 505 118 500 99 493 80 480 39 462 18 440 18 422 18 413 32 413 60 413 77 420 111 433 161L460 267C469 303 477 328 483 359L489 386C491 393 492 398 492 401 492 421 481 431 459 431 437 431 423 419 417 394L343 98C342 95 338 88 330 76 314 50 275 18 235 18 197 18 178 44 178 95 178 136 196 202 231 294 242 324 248 345 248 357 248 407 213 442 163 442 118 442 83 417 58 367 39 328 29 301 29 287 29 278 34 273 45 273 58 273 60 279 64 293 87 373 119 413 160 413 174 413 181 403 181 384 181 369 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660 307L660 79C660 60 656 48 649 44 642 40 619 38 582 38L582 0 698 3 813 0 813 38C781 38 760 39 750 42 740 45 736 52 736 64L736 251C736 298 734 331 731 350 721 411 676 442 597 442 534 442 487 413 455 354 441 413 397 442 322 442 259 442 211 412 179 352L179 442 32 431 32 393C68 393 90 390 98 384 106 378 109 365 109 342L109 79C109 60 105 48 98 44 91 40 69 38 32 38L32 0 148 3 263 0 263 38C226 38 203 40 196 44 189 48 185 60 185 79L185 259C185 340 238 413 315 413Z"></path><path data-c="6F" d="M249-11C311-11 363 11 406 55 449 99 471 152 471 214 471 277 450 332 408 378 366 424 313 448 250 448 187 448 135 424 92 378 49 332 28 277 28 214 28 152 49 99 92 55 135 11 188-11 249-11M250 21C202 21 166 42 141 85 125 113 117 159 117 222 117 283 125 327 140 355 164 398 200 419 249 419 296 419 332 398 357 357 374 329 382 284 382 222 382 106 348 21 250 21Z" transform="translate(833,0)"></path><path data-c="64" d="M374-11 527 0 527 38C491 38 470 40 462 46 454 52 450 67 450 90L450 694 301 683 301 645C336 645 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style="vertical-align:-.566ex" xmlns="http://www.w3.org/2000/svg" width="1.886ex" height="2.262ex" role="img" focusable="false" viewBox="0 -750 833.7 1000"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="u \mod 1"><g data-mml-node="mspace" data-latex="\,"></g><g data-mml-node="mn" data-latex="1" transform="translate(333.7,0)"><path data-c="31" d="M269 666C228 624 168 603 89 603L89 564C141 564 184 572 217 588L217 82C217 64 213 52 204 47 195 42 170 39 130 39L95 39 95 0C120 2 174 3 257 3 340 3 394 2 419 0L419 39 384 39C343 39 318 42 310 47 302 52 297 64 297 82L297 636C297 660 295 666 269 666Z"></path></g></g></g></svg></mjx-container> )。</p><p>由于<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.025ex" xmlns="http://www.w3.org/2000/svg" width="1.294ex" height="1.025ex" role="img" focusable="false" viewBox="0 -442 572 453"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="u"><g data-mml-node="mi" data-latex="u"><path data-c="1D462" d="M543 144C543 153 538 158 527 158 518 158 513 151 510 137 505 118 500 99 493 80 480 39 462 18 440 18 422 18 413 32 413 60 413 77 420 111 433 161L460 267C469 303 477 328 483 359L489 386C491 393 492 398 492 401 492 421 481 431 459 431 437 431 423 419 417 394L343 98C342 95 338 88 330 76 314 50 275 18 235 18 197 18 178 44 178 95 178 136 196 202 231 294 242 324 248 345 248 357 248 407 213 442 163 442 118 442 83 417 58 367 39 328 29 301 29 287 29 278 34 273 45 273 58 273 60 279 64 293 87 373 119 413 160 413 174 413 181 403 181 384 181 369 175 348 164 319 126 218 107 148 107 111 107 34 155-11 232-11 275-11 314 9 347 50 361 9 391-11 437-11 506-11 527 70 543 144Z"></path></g></g></g></svg></mjx-container> 均匀分布于<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.566ex" xmlns="http://www.w3.org/2000/svg" width="4.431ex" height="2.262ex" role="img" focusable="false" viewBox="0 -750 1958.7 1000"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="[a, b]"><g data-mml-node="mo" data-latex="["><path data-c="5B" d="M233-202 159-202 159 702 233 702C248 702 256 710 256 726 256 742 248 750 233 750L114 750 114-250 233-250C248-250 256-242 256-226 256-214 245-202 233-202Z"></path></g><g data-mml-node="mi" data-latex="a" transform="translate(278,0)"><path data-c="1D44E" d="M498 144C498 153 493 158 482 158 474 158 468 151 465 137 445 58 421 18 394 18 377 18 368 32 368 60 368 73 372 97 381 132L438 357C443 376 445 387 445 392 445 412 434 422 412 422 391 422 377 410 370 387 349 424 319 442 281 442 216 442 159 409 109 343 63 281 40 217 40 150 40 63 91-11 175-11 218-11 260 12 300 58 311 20 345-11 392-11 461-11 482 70 498 144M341 374C350 353 355 339 355 330 355 326 354 321 353 314L304 122C301 111 294 99 285 87 248 41 212 18 177 18 138 18 118 48 118 107 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126L214-122C214-164 237-197 284-221 321-240 363-250 409-250 420-250 425-245 425-234 425-223 420-218 409-218 348-218 286-180 286-122Z"></path></g><g data-mml-node="mi" data-latex="u" transform="translate(500,0)"><path data-c="1D462" d="M543 144C543 153 538 158 527 158 518 158 513 151 510 137 505 118 500 99 493 80 480 39 462 18 440 18 422 18 413 32 413 60 413 77 420 111 433 161L460 267C469 303 477 328 483 359L489 386C491 393 492 398 492 401 492 421 481 431 459 431 437 431 423 419 417 394L343 98C342 95 338 88 330 76 314 50 275 18 235 18 197 18 178 44 178 95 178 136 196 202 231 294 242 324 248 345 248 357 248 407 213 442 163 442 118 442 83 417 58 367 39 328 29 301 29 287 29 278 34 273 45 273 58 273 60 279 64 293 87 373 119 413 160 413 174 413 181 403 181 384 181 369 175 348 164 319 126 218 107 148 107 111 107 34 155-11 232-11 275-11 314 9 347 50 361 9 391-11 437-11 506-11 527 70 543 144Z"></path></g><g data-mml-node="mo" data-latex="\}" transform="translate(1072,0)"><path data-c="7D" d="M286 374 286 622C286 664 263 697 216 721 179 740 137 750 91 750 80 750 75 745 75 734 75 723 80 718 91 718 152 718 214 680 214 622L214 374C214 317 249 275 318 250 249 225 214 183 214 126L214-122C214-180 152-218 91-218 80-218 75-223 75-234 75-245 80-250 91-250 137-250 179-240 216-221 263-197 286-164 286-122L286 126C286 188 345 234 409 234 420 234 425 239 425 250 425 261 420 266 409 266 345 266 286 312 286 374Z"></path></g></g></g></svg></mjx-container> 在<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.566ex" xmlns="http://www.w3.org/2000/svg" width="4.778ex" height="2.262ex" role="img" focusable="false" viewBox="0 -750 2111.7 1000"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="[0,1)"><g data-mml-node="mo" data-latex="["><path data-c="5B" d="M233-202 159-202 159 702 233 702C248 702 256 710 256 726 256 742 248 750 233 750L114 750 114-250 233-250C248-250 256-242 256-226 256-214 245-202 233-202Z"></path></g><g data-mml-node="mn" data-latex="0" transform="translate(278,0)"><path data-c="30" d="M249-22C390-22 460 92 460 320 460 473 428 575 365 625 330 652 291 666 250 666 109 666 39 551 39 320 39 136 88-22 249-22M361 524C368 489 371 425 371 332 371 240 367 172 360 128 347 48 310 8 249 8 226 8 203 17 182 34 155 57 139 104 132 176 129 201 128 253 128 332 128 419 131 480 136 513 145 568 163 603 191 618 213 630 232 636 249 636 314 636 350 583 361 524Z"></path></g><g data-mml-node="mo" data-latex="," transform="translate(778,0)"><path data-c="2C" d="M139 106C107 106 86 82 86 50 86 20 109-5 139-5 153-5 165-1 174 8L175 0C175-63 154-117 112-160 105-168 101-174 101-178 101-188 105-193 114-193 123-193 135-181 152-158 186-110 203-57 203 0 203 53 185 106 139 106Z"></path></g><g data-mml-node="mn" data-latex="1" transform="translate(1222.7,0)"><path data-c="31" d="M269 666C228 624 168 603 89 603L89 564C141 564 184 572 217 588L217 82C217 64 213 52 204 47 195 42 170 39 130 39L95 39 95 0C120 2 174 3 257 3 340 3 394 2 419 0L419 39 384 39C343 39 318 42 310 47 302 52 297 64 297 82L297 636C297 660 295 666 269 666Z"></path></g><g data-mml-node="mo" data-latex=")" transform="translate(1722.7,0)"><path data-c="29" d="M78-245C138-199 188-131 229-40 268 47 288 129 288 208L288 292C288 371 268 453 229 540 188 631 138 699 78 745 75 747 72 748 71 748 62 748 57 743 57 734 57 730 59 726 62 723 114 683 156 617 187 526 214 447 228 369 228 292L228 208C228 131 214 53 187-26 156-117 114-183 62-223 59-227 57-231 57-234 57-243 62-248 71-248 72-248 75-247 78-245Z"></path></g></g></g></svg></mjx-container> 上均匀分布(当区间足够大时)。</p><h3 id="概率积分"><a href="#概率积分" class="headerlink" title="概率积分"></a>概率积分</h3><p>首位数字为<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.025ex" xmlns="http://www.w3.org/2000/svg" width="1.176ex" height="1.595ex" role="img" focusable="false" viewBox="0 -694 520 705"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="d"><g data-mml-node="mi" data-latex="d"><path data-c="1D451" d="M429 632 370 389C349 426 320 445 281 445 216 445 159 412 109 345 63 283 40 218 40 151 40 63 91-11 175-11 218-11 260 12 300 59 311 21 345-11 392-11 461-11 483 71 498 145 498 154 493 159 483 159 474 159 468 152 465 138 445 59 421 19 394 19 377 19 368 33 368 60 368 75 370 91 374 107L516 679 516 683C513 690 507 694 499 694 476 694 434 690 374 683 363 682 357 674 357 660 357 650 366 645 384 645 403 645 429 646 429 632M341 376C351 355 356 341 356 332 355 328 354 323 353 316L304 122C301 111 294 99 285 87 248 42 212 19 177 19 138 19 118 49 118 108 118 132 124 168 136 216 157 301 187 359 224 390 244 407 263 415 282 415 309 415 329 402 341 376Z"></path></g></g></g></svg></mjx-container> 的概率即<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.566ex" xmlns="http://www.w3.org/2000/svg" width="3.557ex" height="2.262ex" role="img" focusable="false" viewBox="0 -750 1572 1000"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="\{u\}"><g data-mml-node="mo" data-latex="\{"><path data-c="7B" d="M286-122 286 126C286 183 251 225 182 250 251 275 286 317 286 374L286 622C286 680 348 718 409 718 420 718 425 723 425 734 425 745 420 750 409 750 363 750 321 740 284 721 237 697 214 664 214 622L214 374C214 311 154 266 91 266 80 266 75 261 75 250 75 239 80 234 91 234 155 234 214 188 214 126L214-122C214-164 237-197 284-221 321-240 363-250 409-250 420-250 425-245 425-234 425-223 420-218 409-218 348-218 286-180 286-122Z"></path></g><g data-mml-node="mi" data-latex="u" transform="translate(500,0)"><path data-c="1D462" d="M543 144C543 153 538 158 527 158 518 158 513 151 510 137 505 118 500 99 493 80 480 39 462 18 440 18 422 18 413 32 413 60 413 77 420 111 433 161L460 267C469 303 477 328 483 359L489 386C491 393 492 398 492 401 492 421 481 431 459 431 437 431 423 419 417 394L343 98C342 95 338 88 330 76 314 50 275 18 235 18 197 18 178 44 178 95 178 136 196 202 231 294 242 324 248 345 248 357 248 407 213 442 163 442 118 442 83 417 58 367 39 328 29 301 29 287 29 278 34 273 45 273 58 273 60 279 64 293 87 373 119 413 160 413 174 413 181 403 181 384 181 369 175 348 164 319 126 218 107 148 107 111 107 34 155-11 232-11 275-11 314 9 347 50 361 9 391-11 437-11 506-11 527 70 543 144Z"></path></g><g data-mml-node="mo" data-latex="\}" transform="translate(1072,0)"><path data-c="7D" d="M286 374 286 622C286 664 263 697 216 721 179 740 137 750 91 750 80 750 75 745 75 734 75 723 80 718 91 718 152 718 214 680 214 622L214 374C214 317 249 275 318 250 249 225 214 183 214 126L214-122C214-180 152-218 91-218 80-218 75-223 75-234 75-245 80-250 91-250 137-250 179-240 216-221 263-197 286-164 286-122L286 126C286 188 345 234 409 234 420 234 425 239 425 250 425 261 420 266 409 266 345 266 286 312 286 374Z"></path></g></g></g></svg></mjx-container> 落在区间<mjx-container 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P(d) = \int_{\log_{10} d}^{\log_{10} (d+1)} 1 \mathrm{d}u = \log_{10} (d+1) - \log_{10} d = \log_{10} \left(1 + \frac{1}{d}\right)
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P(d) = \int_{\log_{10} d}^{\log_{10} (d+1)} 1 \mathrm{d}u = \log_{10} (d+1) - \log_{10} d = \log_{10} \left(1 + \frac{1}{d}\right)
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transform="translate(389,0)"></path><path data-c="29" d="M78-245C138-199 188-131 229-40 268 47 288 129 288 208L288 292C288 371 268 453 229 540 188 631 138 699 78 745 75 747 72 748 71 748 62 748 57 743 57 734 57 730 59 726 62 723 114 683 156 617 187 526 214 447 228 369 228 292L228 208C228 131 214 53 187-26 156-117 114-183 62-223 59-227 57-231 57-234 57-243 62-248 71-248 72-248 75-247 78-245Z" transform="translate(889,0)"></path></g></g></g></g></svg></g></g></g></g></svg></mjx-container></p><p>这正是本福特定律的公式。</p><h3 id="一般化本福特定律"><a href="#一般化本福特定律" class="headerlink" title="一般化本福特定律"></a>一般化本福特定律</h3><p>2009 年西班牙马德里理工大学的巴托洛・卢克(Bartolo Luque)和卢卡斯・拉卡萨(Lucas Lacasa)发现,若素数分布的修正密度为<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.798ex" xmlns="http://www.w3.org/2000/svg" width="2.642ex" height="2.755ex" role="img" focusable="false" viewBox="0 -864.9 1167.7 1217.7"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="\frac{1}{u^a}"><g data-mml-node="mfrac" data-latex="\frac{1}{u^a}"><g data-mml-node="mn" transform="translate(407.1,394) scale(0.707)" data-latex="1"><path data-c="31" d="M269 666C228 624 168 603 89 603L89 564C141 564 184 572 217 588L217 82C217 64 213 52 204 47 195 42 170 39 130 39L95 39 95 0C120 2 174 3 257 3 340 3 394 2 419 0L419 39 384 39C343 39 318 42 310 47 302 52 297 64 297 82L297 636C297 660 295 666 269 666Z"></path></g><g data-mml-node="msup" transform="translate(220,-345) scale(0.707)" data-latex="u^a"><g data-mml-node="mi" data-latex="u"><path data-c="1D462" d="M543 144C543 153 538 158 527 158 518 158 513 151 510 137 505 118 500 99 493 80 480 39 462 18 440 18 422 18 413 32 413 60 413 77 420 111 433 161L460 267C469 303 477 328 483 359L489 386C491 393 492 398 492 401 492 421 481 431 459 431 437 431 423 419 417 394L343 98C342 95 338 88 330 76 314 50 275 18 235 18 197 18 178 44 178 95 178 136 196 202 231 294 242 324 248 345 248 357 248 407 213 442 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width="927.7" height="60" x="120" y="220"></rect></g></g></g></svg></mjx-container>(<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.566ex" xmlns="http://www.w3.org/2000/svg" width="1.197ex" height="2.262ex" role="img" focusable="false" viewBox="0 -750 529 1000"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="a > 0"><g data-mml-node="mi" data-latex="a"><path data-c="1D44E" d="M498 144C498 153 493 158 482 158 474 158 468 151 465 137 445 58 421 18 394 18 377 18 368 32 368 60 368 73 372 97 381 132L438 357C443 376 445 387 445 392 445 412 434 422 412 422 391 422 377 410 370 387 349 424 319 442 281 442 216 442 159 409 109 343 63 281 40 217 40 150 40 63 91-11 175-11 218-11 260 12 300 58 311 20 345-11 392-11 461-11 482 70 498 144M341 374C350 353 355 339 355 330 355 326 354 321 353 314L304 122C301 111 294 99 285 87 248 41 212 18 177 18 138 18 118 48 118 107 118 131 124 167 136 215 157 300 187 357 224 388 244 405 263 413 282 413 309 413 329 400 341 374Z"></path></g></g></g></svg><mjx-break size="4"></mjx-break><svg style="vertical-align:-.566ex" xmlns="http://www.w3.org/2000/svg" width="3.52ex" height="2.262ex" role="img" focusable="false" viewBox="0 -750 1555.8 1000"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="a > 0"><g data-mml-node="mo" data-latex=">"><path data-c="3E" d="M686 227C696 232 701 239 701 250 701 261 696 268 686 273L112 545C109 546 105 547 101 547 85 547 77 539 77 522 77 513 82 506 91 502L625 250 91-2C82-6 77-13 77-22 77-39 85-47 101-47 105-47 109-46 112-45Z"></path></g><g data-mml-node="mn" data-latex="0" transform="translate(1055.8,0)"><path data-c="30" d="M249-22C390-22 460 92 460 320 460 473 428 575 365 625 330 652 291 666 250 666 109 666 39 551 39 320 39 136 88-22 249-22M361 524C368 489 371 425 371 332 371 240 367 172 360 128 347 48 310 8 249 8 226 8 203 17 182 34 155 57 139 104 132 176 129 201 128 253 128 332 128 419 131 480 136 513 145 568 163 603 191 618 213 630 232 636 249 636 314 636 350 583 361 524Z"></path></g></g></g></svg></mjx-container> ),则对应广义公式<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.566ex" xmlns="http://www.w3.org/2000/svg" width="4.643ex" height="2.262ex" role="img" focusable="false" viewBox="0 -750 2052 1000"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="P(d) \propto \log_{10}(1 + \frac{1}{d})"><g data-mml-node="mi" data-latex="P"><path data-c="1D443" d="M555 683 235 683C212 683 201 682 201 660 201 649 212 644 234 644 254 644 294 647 294 631 294 629 293 623 290 613L158 82C152 60 142 47 128 42 121 40 103 39 72 39 50 39 40 37 40 16 40 5 46 0 59 0L184 3 248 2C259 2 299 0 312 0 328 0 336 8 336 24 336 34 325 39 304 39 264 39 244 43 244 52 244 52 245 55 247 68L307 312 472 312C537 312 599 332 657 371 722 414 754 467 754 530 754 629 660 683 555 683M524 644C611 644 654 614 654 554 654 498 626 423 597 397 559 363 509 346 447 346L313 346 379 610C387 644 387 644 429 644Z"></path></g><g data-mml-node="mo" data-latex="(" transform="translate(754,0)"><path data-c="28" d="M318-248C327-248 332-243 332-234 332-231 330-227 327-223 275-183 233-117 202-26 175 53 161 131 161 208L161 292C161 369 175 447 202 526 233 617 275 683 327 723 330 726 332 730 332 734 332 743 327 748 318 748 317 748 314 747 311 745 251 699 201 631 160 540 121 453 101 371 101 292L101 208C101 129 121 47 160-40 201-131 251-199 311-245 314-247 317-248 318-248Z"></path></g><g data-mml-node="mi" data-latex="d" transform="translate(1143,0)"><path data-c="1D451" d="M429 632 370 389C349 426 320 445 281 445 216 445 159 412 109 345 63 283 40 218 40 151 40 63 91-11 175-11 218-11 260 12 300 59 311 21 345-11 392-11 461-11 483 71 498 145 498 154 493 159 483 159 474 159 468 152 465 138 445 59 421 19 394 19 377 19 368 33 368 60 368 75 370 91 374 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stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="a \to 0"><g data-mml-node="mi" data-latex="a"><path data-c="1D44E" d="M498 144C498 153 493 158 482 158 474 158 468 151 465 137 445 58 421 18 394 18 377 18 368 32 368 60 368 73 372 97 381 132L438 357C443 376 445 387 445 392 445 412 434 422 412 422 391 422 377 410 370 387 349 424 319 442 281 442 216 442 159 409 109 343 63 281 40 217 40 150 40 63 91-11 175-11 218-11 260 12 300 58 311 20 345-11 392-11 461-11 482 70 498 144M341 374C350 353 355 339 355 330 355 326 354 321 353 314L304 122C301 111 294 99 285 87 248 41 212 18 177 18 138 18 118 48 118 107 118 131 124 167 136 215 157 300 187 357 224 388 244 405 263 413 282 413 309 413 329 400 341 374Z"></path></g></g></g></svg><mjx-break size="4"></mjx-break><svg style="vertical-align:-.566ex" xmlns="http://www.w3.org/2000/svg" width="4.022ex" height="2.262ex" role="img" focusable="false" viewBox="0 -750 1777.8 1000"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="a \to 0"><g data-mml-node="mo" data-latex="\to"><path data-c="2192" d="M932 234C939 237 943 243 943 250 943 257 939 263 932 266 884 282 839 316 797 368 769 403 750 444 741 491 738 504 730 510 717 510 701 510 693 502 693 485L694 483 694 482C711 395 755 326 828 274L82 274C66 274 58 266 58 250 58 234 66 226 82 226L828 226C755 174 711 105 694 18L694 17 693 15C693-2 701-10 717-10 730-10 738-4 741 9 750 56 769 97 797 132 839 184 884 218 932 234Z"></path></g><g data-mml-node="mn" data-latex="0" transform="translate(1277.8,0)"><path data-c="30" d="M249-22C390-22 460 92 460 320 460 473 428 575 365 625 330 652 291 666 250 666 109 666 39 551 39 320 39 136 88-22 249-22M361 524C368 489 371 425 371 332 371 240 367 172 360 128 347 48 310 8 249 8 226 8 203 17 182 34 155 57 139 104 132 176 129 201 128 253 128 332 128 419 131 480 136 513 145 568 163 603 191 618 213 630 232 636 249 636 314 636 350 583 361 524Z"></path></g></g></g></svg></mjx-container> 时逼近经典本福特定律。</p><hr><h3 id="深层意义"><a href="#深层意义" class="headerlink" title="深层意义"></a>深层意义</h3><p>素数定理 → 对数均匀性 → 本福特定律 的链条揭示了:</p><p>素数的伪随机性本质是尺度不变性(即不同数量级素数分布的相似性)。</p><blockquote><p>或许在未来某天,质数的秘密真的会变得像 “地球是圆的” 一样,成为我们知识体系中一个既深刻又基础的通识。</p></blockquote></div></div><div class="footer"></div><div class="article-meta" id="bottom"><div class="new-meta-box"></div></div><div class="prev-next"><a class="prev" href="/notes/Zeta/19"><p class="title"><i class="fa-solid fa-chevron-left" aria-hidden="true"></i>对数运算法则</p><p class="content">对数运算法则包括积法则(两数对数等于各自对数和)、商法则(两数商的对数等于对数差)和幂法则(数的对数乘指数等于指数乘数的对数)。换底公式可转换对数底数,衍生倒数关系、指数转移和链式法则,揭示加法与乘法的深刻联系,体现数学运算层级间的统一性。</p></a><a class="next" href="/notes/Zeta/21"><p class="title">狄利克雷Eta函数<i class="fa-solid fa-chevron-right" aria-hidden="true"></i></p><p class="content">狄利克雷Eta函数是与黎曼ζ函数密切相关的数学函数,通过交错幂次和级数定义,适用于实部大于0的复数s。它可经与ζ函数的关系式实现解析延拓,在复平面除s=1外具有亚纯性质,s=1处值为自然对数2,负整数点与伯努利数相关。其函数方程、积分表达式及欧拉变换加速收敛特性,使其成为研究ζ函数尤其是临界带内性质的重要工具。</p></a></div><div class="recommended-article"><div class="recommended-article-header"><i class="fa-solid fa-bookmark fa-fw" aria-hidden="true"></i> <span>推荐阅读</span></div><div class="recommended-article-group"> <a class="recommended-article-item" href="/notes/Zeta/77.html" title="蒙哥马利-奥德利兹科定律" rel="bookmark"><img src="https://static.mhuig.top/npm/imbox@0.0.15/c/43.webp" class="lazyload" data-srcset="https://static.mhuig.top/npm/imbox@0.0.15/c/43.webp" srcset="data:image/gif;base64,R0lGODlhAQABAIAAAP///////yH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" alt="蒙哥马利-奥德利兹科定律"> <span class="title">蒙哥马利-奥德利兹科定律</span></a> <a class="recommended-article-item" href="/notes/Zeta/18.html" title="素数定理" rel="bookmark"><img src="https://static.mhuig.top/npm/imbox@0.0.15/c/56.webp" class="lazyload" 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itemprop="discussionUrl" content="/notes/Zeta/20#comments"></span><p ct=""><i class="fa-duotone fa-comments"></i> 留言区</p><div id="layoutHelper-comments"></div></article></div><aside id="l_side" itemscope="" itemtype="http://schema.org/WPSideBar"><section class="widget text desktop mobile pjax"><header><a href="/notes/"><i class="fa-duotone fa-book fa-fw" aria-hidden="true"></i> <span class="name">Notes</span></a></header><div class="content"></div></section><section class="widget list group desktop mobile pjax"><header><i class="fa-duotone fa-square-z fa-fw" aria-hidden="true"></i> <span class="name">Zeta Archive</span></header><div class="content"><ul class="list entry navigation"><li><a class="flat-box" title="/notes/Zeta/" href="/notes/Zeta/" active-action="action-notesZeta"><div class="name"> Welcome</div></a></li><li><a class="flat-box" title="/notes/Zeta/1" href="/notes/Zeta/1" active-action="action-notesZeta1"><div class="name"> Leibniz</div></a></li><li><a class="flat-box" title="/notes/Zeta/2" href="/notes/Zeta/2" active-action="action-notesZeta2"><div class="name"> On the Number of Primes Less Than a Given Magnitude</div></a></li><li><a class="flat-box" title="/notes/Zeta/3" href="/notes/Zeta/3" active-action="action-notesZeta3"><div class="name"> Clebsch's fair copy of Riemann's publication</div></a></li><li><a class="flat-box" title="/notes/Zeta/4" href="/notes/Zeta/4" active-action="action-notesZeta4"><div class="name"> Clebsch's fair copy of Riemann's publication</div></a></li><li><a class="flat-box" title="/notes/Zeta/5" href="/notes/Zeta/5" active-action="action-notesZeta5"><div class="name"> Riemann’s 1859 Manuscript</div></a></li><li><a class="flat-box" title="/notes/Zeta/6" href="/notes/Zeta/6" active-action="action-notesZeta6"><div class="name"> Ueber die Anzahl der Primzahlen unter einer gegebenen Grösse</div></a></li><li><a class="flat-box" title="/notes/Zeta/7" href="/notes/Zeta/7" active-action="action-notesZeta7"><div class="name"> On the Number of Primes Less Than a Given Quantity</div></a></li><li><a class="flat-box" title="/notes/Zeta/8" href="/notes/Zeta/8" active-action="action-notesZeta8"><div class="name"> Riemann’s Zeta Function</div></a></li><li><a class="flat-box" title="/notes/Zeta/9" href="/notes/Zeta/9" active-action="action-notesZeta9"><div class="name"> Euclid素数无限定理</div></a></li><li><a class="flat-box" title="/notes/Zeta/10" href="/notes/Zeta/10" active-action="action-notesZeta10"><div class="name"> 埃拉托斯特尼筛法</div></a></li><li><a class="flat-box" title="/notes/Zeta/11" href="/notes/Zeta/11" active-action="action-notesZeta11"><div class="name"> Euler对无穷级数的若干观察</div></a></li><li><a class="flat-box" title="/notes/Zeta/12" href="/notes/Zeta/12" active-action="action-notesZeta12"><div class="name"> 欧拉乘积公式</div></a></li><li><a class="flat-box" title="/notes/Zeta/13" href="/notes/Zeta/13" active-action="action-notesZeta13"><div class="name"> 牛顿广义二项式定理</div></a></li><li><a class="flat-box" title="/notes/Zeta/14" href="/notes/Zeta/14" active-action="action-notesZeta14"><div class="name"> 二年级之梦</div></a></li><li><a class="flat-box" title="/notes/Zeta/15" href="/notes/Zeta/15" active-action="action-notesZeta15"><div class="name"> 罗素悖论</div></a></li><li><a class="flat-box" title="/notes/Zeta/16" href="/notes/Zeta/16" active-action="action-notesZeta16"><div class="name"> 哥德尔不完备性定理</div></a></li><li><a class="flat-box" title="/notes/Zeta/17" href="/notes/Zeta/17" active-action="action-notesZeta17"><div class="name"> 停机问题</div></a></li><li><a class="flat-box" title="/notes/Zeta/18" href="/notes/Zeta/18" active-action="action-notesZeta18"><div class="name"> 素数定理</div></a></li><li><a class="flat-box" title="/notes/Zeta/19" href="/notes/Zeta/19" active-action="action-notesZeta19"><div class="name"> 对数运算法则</div></a></li><li><a class="flat-box" title="/notes/Zeta/20" href="/notes/Zeta/20" active-action="action-notesZeta20"><div class="name"> 本福特定律</div></a></li><li><a class="flat-box" title="/notes/Zeta/21" href="/notes/Zeta/21" active-action="action-notesZeta21"><div class="name"> 狄利克雷Eta函数</div></a></li><li><a class="flat-box" title="/notes/Zeta/22" href="/notes/Zeta/22" active-action="action-notesZeta22"><div class="name"> 留数定理</div></a></li><li><a class="flat-box" title="/notes/Zeta/23" href="/notes/Zeta/23" active-action="action-notesZeta23"><div class="name"> 多项式分式前n项和变换为积分</div></a></li><li><a class="flat-box" title="/notes/Zeta/24" href="/notes/Zeta/24" active-action="action-notesZeta24"><div class="name"> 梅林变换</div></a></li><li><a class="flat-box" title="/notes/Zeta/25" href="/notes/Zeta/25" active-action="action-notesZeta25"><div class="name"> 佩龙公式</div></a></li><li><a class="flat-box" title="/notes/Zeta/26" href="/notes/Zeta/26" active-action="action-notesZeta26"><div class="name"> 曼戈尔特函数</div></a></li><li><a class="flat-box" title="/notes/Zeta/27" href="/notes/Zeta/27" active-action="action-notesZeta27"><div class="name"> 黎曼素数计数函数J(x)</div></a></li><li><a class="flat-box" title="/notes/Zeta/28" href="/notes/Zeta/28" active-action="action-notesZeta28"><div class="name"> 莫比乌斯反演</div></a></li><li><a class="flat-box" title="/notes/Zeta/29" href="/notes/Zeta/29" active-action="action-notesZeta29"><div class="name"> 斯蒂尔杰斯积分</div></a></li><li><a class="flat-box" title="/notes/Zeta/30" href="/notes/Zeta/30" active-action="action-notesZeta30"><div class="name"> 威尔斯特拉斯无穷乘积展开</div></a></li><li><a class="flat-box" title="/notes/Zeta/31" href="/notes/Zeta/31" active-action="action-notesZeta31"><div class="name"> 不知名的碎片1</div></a></li><li><a class="flat-box" title="/notes/Zeta/32" href="/notes/Zeta/32" active-action="action-notesZeta32"><div class="name"> 不知名的碎片2</div></a></li><li><a class="flat-box" title="/notes/Zeta/33" href="/notes/Zeta/33" active-action="action-notesZeta33"><div class="name"> 不知名的碎片3</div></a></li><li><a class="flat-box" title="/notes/Zeta/34" href="/notes/Zeta/34" active-action="action-notesZeta34"><div class="name"> 根号2的无理性证明</div></a></li><li><a class="flat-box" title="/notes/Zeta/35" href="/notes/Zeta/35" active-action="action-notesZeta35"><div class="name"> e的无理性证明</div></a></li><li><a class="flat-box" title="/notes/Zeta/36" href="/notes/Zeta/36" active-action="action-notesZeta36"><div class="name"> π的无理性证明</div></a></li><li><a class="flat-box" title="/notes/Zeta/37" href="/notes/Zeta/37" active-action="action-notesZeta37"><div class="name"> Zeta的无理性之谜</div></a></li><li><a class="flat-box" title="/notes/Zeta/38" href="/notes/Zeta/38" active-action="action-notesZeta38"><div class="name"> Niven的无理数</div></a></li><li><a class="flat-box" title="/notes/Zeta/39" href="/notes/Zeta/39" active-action="action-notesZeta39"><div class="name"> 柯西方法</div></a></li><li><a class="flat-box" title="/notes/Zeta/40" href="/notes/Zeta/40" active-action="action-notesZeta40"><div class="name"> 积性函数蕴含迭代结构</div></a></li><li><a class="flat-box" title="/notes/Zeta/41" href="/notes/Zeta/41" active-action="action-notesZeta41"><div class="name"> 黎曼 Zeta 函数是分形</div></a></li><li><a class="flat-box" title="/notes/Zeta/42" href="/notes/Zeta/42" active-action="action-notesZeta42"><div class="name"> 沃罗宁定理</div></a></li><li><a class="flat-box" title="/notes/Zeta/43" href="/notes/Zeta/43" active-action="action-notesZeta43"><div class="name"> 迭代积分</div></a></li><li><a class="flat-box" title="/notes/Zeta/44" href="/notes/Zeta/44" active-action="action-notesZeta44"><div class="name"> 高阶导数</div></a></li><li><a class="flat-box" title="/notes/Zeta/45" href="/notes/Zeta/45" active-action="action-notesZeta45"><div class="name"> 阿贝尔变换</div></a></li><li><a class="flat-box" title="/notes/Zeta/46" href="/notes/Zeta/46" active-action="action-notesZeta46"><div class="name"> 泊松求和公式</div></a></li><li><a class="flat-box" title="/notes/Zeta/47" href="/notes/Zeta/47" active-action="action-notesZeta47"><div class="name"> Theta函数</div></a></li><li><a class="flat-box" title="/notes/Zeta/48" href="/notes/Zeta/48" active-action="action-notesZeta48"><div class="name"> 魔群</div></a></li><li><a class="flat-box" title="/notes/Zeta/49" href="/notes/Zeta/49" active-action="action-notesZeta49"><div class="name"> 朗兰兹纲领</div></a></li><li><a class="flat-box" title="/notes/Zeta/50" href="/notes/Zeta/50" active-action="action-notesZeta50"><div class="name"> 黎曼Zeta函数的解析延拓</div></a></li><li><a class="flat-box" title="/notes/Zeta/51" href="/notes/Zeta/51" active-action="action-notesZeta51"><div class="name"> 积分与求和交换顺序</div></a></li><li><a class="flat-box" title="/notes/Zeta/52" href="/notes/Zeta/52" active-action="action-notesZeta52"><div class="name"> 魏尔斯特拉斯判别法</div></a></li><li><a class="flat-box" title="/notes/Zeta/53" href="/notes/Zeta/53" active-action="action-notesZeta53"><div class="name"> Zeta函数的函数方程</div></a></li><li><a class="flat-box" title="/notes/Zeta/54" href="/notes/Zeta/54" active-action="action-notesZeta54"><div class="name"> Zeta函数解析延拓的经典方法</div></a></li><li><a class="flat-box" title="/notes/Zeta/55" href="/notes/Zeta/55" active-action="action-notesZeta55"><div class="name"> 黎曼Xi函数</div></a></li><li><a class="flat-box" title="/notes/Zeta/56" href="/notes/Zeta/56" active-action="action-notesZeta56"><div class="name"> 黎曼关于Zeta函数零点分布的三个核心论断</div></a></li><li><a class="flat-box" title="/notes/Zeta/57" href="/notes/Zeta/57" active-action="action-notesZeta57"><div class="name"> 黎曼的整体思路</div></a></li><li><a class="flat-box" title="/notes/Zeta/58" href="/notes/Zeta/58" active-action="action-notesZeta58"><div class="name"> 筛法的奇偶障碍</div></a></li><li><a class="flat-box" title="/notes/Zeta/59" href="/notes/Zeta/59" active-action="action-notesZeta59"><div class="name"> 黎曼非平凡零点计数渐近公式</div></a></li><li><a class="flat-box" title="/notes/Zeta/60" href="/notes/Zeta/60" active-action="action-notesZeta60"><div class="name"> Zeta非平凡零点虚部渐近公式</div></a></li><li><a class="flat-box" title="/notes/Zeta/61" href="/notes/Zeta/61" active-action="action-notesZeta61"><div class="name"> 黎曼Zeta函数非平凡零点虚部研究的历史脉络</div></a></li><li><a class="flat-box" title="/notes/Zeta/62" href="/notes/Zeta/62" active-action="action-notesZeta62"><div class="name"> 黎曼Zeta函数非平凡零点虚部的表达式</div></a></li><li><a class="flat-box" title="/notes/Zeta/63" href="/notes/Zeta/63" active-action="action-notesZeta63"><div class="name"> 黎曼-西格尔公式</div></a></li><li><a class="flat-box" title="/notes/Zeta/64" href="/notes/Zeta/64" active-action="action-notesZeta64"><div class="name"> On Riemann’s Nachlass for Analytic Number Theory Siegel(1932)</div></a></li><li><a class="flat-box" title="/notes/Zeta/65" href="/notes/Zeta/65" active-action="action-notesZeta65"><div class="name"> 论黎曼解析数论遗稿 西格尔(1932)[中文]</div></a></li><li><a class="flat-box" title="/notes/Zeta/66" href="/notes/Zeta/66" active-action="action-notesZeta66"><div class="name"> 不知名的碎片4</div></a></li><li><a class="flat-box" title="/notes/Zeta/67" href="/notes/Zeta/67" active-action="action-notesZeta67"><div class="name"> 不知名的碎片5</div></a></li><li><a class="flat-box" title="/notes/Zeta/68" href="/notes/Zeta/68" active-action="action-notesZeta68"><div class="name"> 不知名的碎片6</div></a></li><li><a class="flat-box" title="/notes/Zeta/69" href="/notes/Zeta/69" active-action="action-notesZeta69"><div class="name"> 不知名的碎片7</div></a></li><li><a class="flat-box" title="/notes/Zeta/70" href="/notes/Zeta/70" active-action="action-notesZeta70"><div class="name"> Zeta(3)</div></a></li><li><a class="flat-box" title="/notes/Zeta/71" href="/notes/Zeta/71" active-action="action-notesZeta71"><div class="name"> 与RH等价的命题</div></a></li><li><a class="flat-box" title="/notes/Zeta/72" href="/notes/Zeta/72" active-action="action-notesZeta72"><div class="name"> 黎曼ξ函数的对数表示与其零点乘积形式</div></a></li><li><a class="flat-box" title="/notes/Zeta/73" href="/notes/Zeta/73" active-action="action-notesZeta73"><div class="name"> 黎曼ξ函数对数展开的历史</div></a></li><li><a class="flat-box" title="/notes/Zeta/74" href="/notes/Zeta/74" active-action="action-notesZeta74"><div class="name"> 阿达马因子分解定理</div></a></li><li><a class="flat-box" title="/notes/Zeta/75" href="/notes/Zeta/75" active-action="action-notesZeta75"><div class="name"> 戴森与蒙哥马利的跨学科邂逅</div></a></li><li><a class="flat-box" title="/notes/Zeta/76" href="/notes/Zeta/76" active-action="action-notesZeta76"><div class="name"> 希尔伯特-波利亚猜想</div></a></li><li><a class="flat-box" title="/notes/Zeta/77" href="/notes/Zeta/77" active-action="action-notesZeta77"><div class="name"> 蒙哥马利-奥德利兹科定律</div></a></li><li><a class="flat-box" title="/notes/Zeta/78" href="/notes/Zeta/78" active-action="action-notesZeta78"><div class="name"> 黎曼Zeta函数的表示方法</div></a></li><li><a class="flat-box" title="/notes/Zeta/79" href="/notes/Zeta/79" active-action="action-notesZeta79"><div class="name"> 拉马努金主定理</div></a></li><li><a class="flat-box" title="/notes/Zeta/80" href="/notes/Zeta/80" active-action="action-notesZeta80"><div class="name"> 不知名的碎片8</div></a></li><li><a class="flat-box" title="/notes/Zeta/81" href="/notes/Zeta/81" active-action="action-notesZeta81"><div class="name"> 不知名的碎片9</div></a></li><li><a class="flat-box" title="/notes/Zeta/82" href="/notes/Zeta/82" active-action="action-notesZeta82"><div class="name"> 不知名的碎片10</div></a></li><li><a class="flat-box" title="/notes/Zeta/83" href="/notes/Zeta/83" active-action="action-notesZeta83"><div class="name"> 不知名的碎片11</div></a></li><li><a class="flat-box" title="/notes/Zeta/84" href="/notes/Zeta/84" active-action="action-notesZeta84"><div class="name"> 哈代定理</div></a></li><li><a class="flat-box" title="/notes/Zeta/85" href="/notes/Zeta/85" active-action="action-notesZeta85"><div class="name"> 解析延拓的局限性</div></a></li><li><a class="flat-box" title="/notes/Zeta/86" href="/notes/Zeta/86" active-action="action-notesZeta86"><div class="name"> P对NP问题:计算复杂性的终极谜题</div></a></li><li><a class="flat-box" title="/notes/Zeta/87" href="/notes/Zeta/87" 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class="flat-box" title="/notes/Zeta/94" href="/notes/Zeta/94" active-action="action-notesZeta94"><div class="name"> 莫比乌斯函数与黎曼 Zeta 函数的深刻联系</div></a></li><li><a class="flat-box" title="/notes/Zeta/95" href="/notes/Zeta/95" active-action="action-notesZeta95"><div class="name"> 特殊函数倍乘公式的统一性</div></a></li><li><a class="flat-box" title="/notes/Zeta/96" href="/notes/Zeta/96" active-action="action-notesZeta96"><div class="name"> 塞尔伯格渐近公式</div></a></li><li><a class="flat-box" title="/notes/Zeta/97" href="/notes/Zeta/97" active-action="action-notesZeta97"><div class="name"> 塞尔伯格Zeta函数非平凡零点的正密率</div></a></li><li><a class="flat-box" title="/notes/Zeta/98" href="/notes/Zeta/98" active-action="action-notesZeta98"><div class="name"> 塞尔伯格磨光函数</div></a></li><li><a class="flat-box" title="/notes/Zeta/99" href="/notes/Zeta/99" active-action="action-notesZeta99"><div class="name"> 磨光技术</div></a></li><li><a class="flat-box" title="/notes/Zeta/100" href="/notes/Zeta/100" active-action="action-notesZeta100"><div class="name"> 黎曼Zeta函数临界线幅角函数</div></a></li><li><a class="flat-box" title="/notes/Zeta/101" href="/notes/Zeta/101" active-action="action-notesZeta101"><div class="name"> 玻尔-兰道定理</div></a></li><li><a class="flat-box" title="/notes/Zeta/102" href="/notes/Zeta/102" active-action="action-notesZeta102"><div class="name"> 哈代-利特尔伍德临界线定理</div></a></li><li><a class="flat-box" title="/notes/Zeta/103" href="/notes/Zeta/103" active-action="action-notesZeta103"><div class="name"> 塞尔伯格临界线定理</div></a></li><li><a class="flat-box" title="/notes/Zeta/104" href="/notes/Zeta/104" active-action="action-notesZeta104"><div class="name"> 莱文森临界线定理</div></a></li><li><a class="flat-box" title="/notes/Zeta/105" href="/notes/Zeta/105" active-action="action-notesZeta105"><div class="name"> 康瑞临界线定理</div></a></li><li><a class="flat-box" title="/notes/Zeta/106" href="/notes/Zeta/106" active-action="action-notesZeta106"><div class="name"> Zeta函数非平凡零点虚部的无理性与超越性之谜</div></a></li><li><a class="flat-box" title="/notes/Zeta/107" href="/notes/Zeta/107" active-action="action-notesZeta107"><div class="name"> 塞尔伯格迹公式</div></a></li><li><a class="flat-box" title="/notes/Zeta/108" href="/notes/Zeta/108" active-action="action-notesZeta108"><div class="name"> 复制函数</div></a></li><li><a class="flat-box" title="/notes/Zeta/109" href="/notes/Zeta/109" active-action="action-notesZeta109"><div class="name"> 塞尔伯格筛法</div></a></li><li><a class="flat-box" title="/notes/Zeta/110" href="/notes/Zeta/110" active-action="action-notesZeta110"><div class="name"> 庞加莱猜想与奇点手术</div></a></li><li><a class="flat-box" title="/notes/Zeta/111" href="/notes/Zeta/111" active-action="action-notesZeta111"><div class="name"> 先磨光再解析延拓</div></a></li><li><a class="flat-box" title="/notes/Zeta/112" href="/notes/Zeta/112" active-action="action-notesZeta112"><div class="name"> 朗道-西格尔零点猜想</div></a></li><li><a class="flat-box" title="/notes/Zeta/113" href="/notes/Zeta/113" active-action="action-notesZeta113"><div class="name"> 等差数列上的素数分布</div></a></li><li><a class="flat-box" title="/notes/Zeta/114" href="/notes/Zeta/114" active-action="action-notesZeta114"><div class="name"> 大筛法</div></a></li><li><a class="flat-box" title="/notes/Zeta/115" href="/notes/Zeta/115" active-action="action-notesZeta115"><div class="name"> 模性定理</div></a></li><li><a class="flat-box" title="/notes/Zeta/116" href="/notes/Zeta/116" active-action="action-notesZeta116"><div class="name"> 相邻素数间的有界间隔</div></a></li><li><a class="flat-box" title="/notes/Zeta/117" href="/notes/Zeta/117" active-action="action-notesZeta117"><div class="name"> 克拉梅尔模型与孪生素数猜想</div></a></li><li><a class="flat-box" title="/notes/Zeta/118" href="/notes/Zeta/118" active-action="action-notesZeta118"><div class="name"> Zeta函数的洛朗展开</div></a></li><li><a class="flat-box" title="/notes/Zeta/119" href="/notes/Zeta/119" active-action="action-notesZeta119"><div class="name"> Zeta函数与欧拉常数的关系</div></a></li><li><a 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class="flat-box" title="/notes/Zeta/146" href="/notes/Zeta/146" active-action="action-notesZeta146"><div class="name"> 计算不可约性</div></a></li><li><a class="flat-box" title="/notes/Zeta/147" href="/notes/Zeta/147" active-action="action-notesZeta147"><div class="name"> TREE(3)</div></a></li><li><a class="flat-box" title="/notes/Zeta/148" href="/notes/Zeta/148" active-action="action-notesZeta148"><div class="name"> 数学自循环演化系统 [胡说八道]</div></a></li><li><a class="flat-box" title="/notes/Zeta/149" href="/notes/Zeta/149" active-action="action-notesZeta149"><div class="name"> 不知名的碎片14</div></a></li><li><a class="flat-box" title="/notes/Zeta/150" href="/notes/Zeta/150" active-action="action-notesZeta150"><div class="name"> L-函数的分析构造与自守形式的联系</div></a></li></ul></div></section><div class="widget-sticky pjax"></div><div class="pjax"></div><div class="pjax"></div><div class="pjax"></div><div class="pjax"></div><div class="pjax"></div><div class="pjax"></div><div class="pjax"></div><div 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