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| 536 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[1]:·</span><span·class="kn">import</span>·<span·class="nn">numpy.random</span> | 536 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[1]:·</span><span·class="kn">import</span>·<span·class="nn">numpy.random</span> |
| 537 | <span·class="gp">In·[2]:·</span><span·class="n">rng</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">random</span><span·class="o">.</span><span·class="n">default_rng</span><span·class="p">()</span> | 537 | <span·class="gp">In·[2]:·</span><span·class="n">rng</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">random</span><span·class="o">.</span><span·class="n">default_rng</span><span·class="p">()</span> |
| 538 | <span·class="gp">In·[3]:·</span><span·class="o">%</span><span·class="k">timeit</span>·-n·1·rng.standard_normal(100000) | 538 | <span·class="gp">In·[3]:·</span><span·class="o">%</span><span·class="k">timeit</span>·-n·1·rng.standard_normal(100000) |
| 539 | <span·class="gp">···...:·</span><span·class="o">%</span><span·class="k">timeit</span>·-n·1·numpy.random.standard_normal(100000) | 539 | <span·class="gp">···...:·</span><span·class="o">%</span><span·class="k">timeit</span>·-n·1·numpy.random.standard_normal(100000) |
| 540 | <span·class="gp">···...:·</span> | 540 | <span·class="gp">···...:·</span> |
| 541 | <span·class="go"> | 541 | <span·class="go">The·slowest·run·took·5.12·times·longer·than·the·fastest.·This·could·mean·that·an·intermediate·result·is·being·cached.</span> |
| 542 | <span·class="go">2. | 542 | <span·class="go">2.18·ms·+-·1.82·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each)</span> |
| 543 | <span·class="go">5.45·ms·+-·1.84·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each)</span> | ||
| 543 | </pre></div> | 544 | </pre></div> |
| 544 | </div> | 545 | </div> |
| 545 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[4]:·</span><span·class="o">%</span><span·class="k">timeit</span>·-n·1·rng.standard_exponential(100000) | 546 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[4]:·</span><span·class="o">%</span><span·class="k">timeit</span>·-n·1·rng.standard_exponential(100000) |
| 546 | <span·class="gp">···...:·</span><span·class="o">%</span><span·class="k">timeit</span>·-n·1·numpy.random.standard_exponential(100000) | 547 | <span·class="gp">···...:·</span><span·class="o">%</span><span·class="k">timeit</span>·-n·1·numpy.random.standard_exponential(100000) |
| 547 | <span·class="gp">···...:·</span> | 548 | <span·class="gp">···...:·</span> |
| 549 | <span·class="go">The·slowest·run·took·5.10·times·longer·than·the·fastest.·This·could·mean·that·an·intermediate·result·is·being·cached.</span> | ||
| 548 | <span·class="go"> | 550 | <span·class="go">2.15·ms·+-·1.82·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each)</span> |
| 549 | <span·class="go"> | 551 | <span·class="go">3.62·ms·+-·1.99·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each)</span> |
| 550 | </pre></div> | 552 | </pre></div> |
| 551 | </div> | 553 | </div> |
| 552 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[5]:·</span><span·class="o">%</span><span·class="k">timeit</span>·-n·1·rng.standard_gamma(3.0,·100000) | 554 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[5]:·</span><span·class="o">%</span><span·class="k">timeit</span>·-n·1·rng.standard_gamma(3.0,·100000) |
| 553 | <span·class="gp">···...:·</span><span·class="o">%</span><span·class="k">timeit</span>·-n·1·numpy.random.standard_gamma(3.0,·100000) | 555 | <span·class="gp">···...:·</span><span·class="o">%</span><span·class="k">timeit</span>·-n·1·numpy.random.standard_gamma(3.0,·100000) |
| 554 | <span·class="gp">···...:·</span> | 556 | <span·class="gp">···...:·</span> |
| 555 | <span·class="go"> | 557 | <span·class="go">5.36·ms·+-·1.83·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each)</span> |
| 556 | <span·class="go"> | 558 | <span·class="go">9.12·ms·+-·1.4·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each)</span> |
| 557 | </pre></div> | 559 | </pre></div> |
| 558 | </div> | 560 | </div> |
| 559 | <ul·class="simple"> | 561 | <ul·class="simple"> |
| 560 | <li><p><a·class="reference·internal"·href="generated/numpy.random.Generator.integers.html#numpy.random.Generator.integers"·title="numpy.random.Generator.integers"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">integers</span></code></a>·is·now·the·canonical·way·to·generate·integer | 562 | <li><p><a·class="reference·internal"·href="generated/numpy.random.Generator.integers.html#numpy.random.Generator.integers"·title="numpy.random.Generator.integers"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">integers</span></code></a>·is·now·the·canonical·way·to·generate·integer |
| 561 | random·numbers·from·a·discrete·uniform·distribution.·This·replaces·both | 563 | random·numbers·from·a·discrete·uniform·distribution.·This·replaces·both |
| 562 | <a·class="reference·internal"·href="generated/numpy.random.randint.html#numpy.random.randint"·title="numpy.random.randint"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">randint</span></code></a>·and·the·deprecated·<a·class="reference·internal"·href="generated/numpy.random.random_integers.html#numpy.random.random_integers"·title="numpy.random.random_integers"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">random_integers</span></code></a>.</p></li> | 564 | <a·class="reference·internal"·href="generated/numpy.random.randint.html#numpy.random.randint"·title="numpy.random.randint"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">randint</span></code></a>·and·the·deprecated·<a·class="reference·internal"·href="generated/numpy.random.random_integers.html#numpy.random.random_integers"·title="numpy.random.random_integers"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">random_integers</span></code></a>.</p></li> |
| 563 | <li><p>The·<a·class="reference·internal"·href="generated/numpy.random.rand.html#numpy.random.rand"·title="numpy.random.rand"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">rand</span></code></a>·and·<a·class="reference·internal"·href="generated/numpy.random.randn.html#numpy.random.randn"·title="numpy.random.randn"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">randn</span></code></a>·methods·are·only·available·through·the·legacy | 565 | <li><p>The·<a·class="reference·internal"·href="generated/numpy.random.rand.html#numpy.random.rand"·title="numpy.random.rand"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">rand</span></code></a>·and·<a·class="reference·internal"·href="generated/numpy.random.randn.html#numpy.random.randn"·title="numpy.random.randn"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">randn</span></code></a>·methods·are·only·available·through·the·legacy |
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| 586 | <li><p>Standard·Exponentials·(<a·class="reference·internal"·href="generated/numpy.random.Generator.standard_exponential.html#numpy.random.Generator.standard_exponential"·title="numpy.random.Generator.standard_exponential"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">standard_exponential</span></code></a>)</p></li> | 588 | <li><p>Standard·Exponentials·(<a·class="reference·internal"·href="generated/numpy.random.Generator.standard_exponential.html#numpy.random.Generator.standard_exponential"·title="numpy.random.Generator.standard_exponential"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">standard_exponential</span></code></a>)</p></li> |
| 587 | </ul> | 589 | </ul> |
| 588 | </li> | 590 | </li> |
| 589 | </ul> | 591 | </ul> |
| 590 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[6]:·</span><span·class="n">rng</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">random</span><span·class="o">.</span><span·class="n">default_rng</span><span·class="p">()</span> | 592 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[6]:·</span><span·class="n">rng</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">random</span><span·class="o">.</span><span·class="n">default_rng</span><span·class="p">()</span> |
| 591 | <span·class="gp">In·[7]:·</span><span·class="n">rng</span><span·class="o">.</span><span·class="n">random</span><span·class="p">(</span><span·class="mi">3</span><span·class="p">,</span>·<span·class="n">dtype</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">float64</span><span·class="p">)</span> | 593 | <span·class="gp">In·[7]:·</span><span·class="n">rng</span><span·class="o">.</span><span·class="n">random</span><span·class="p">(</span><span·class="mi">3</span><span·class="p">,</span>·<span·class="n">dtype</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">float64</span><span·class="p">)</span> |
| 592 | <span·class="gh">Out[7]:·</span><span·class="go">array([0. | 594 | <span·class="gh">Out[7]:·</span><span·class="go">array([0.76779506,·0.53043106,·0.0756383·])</span> |
| 593 | <span·class="gp">In·[8]:·</span><span·class="n">rng</span><span·class="o">.</span><span·class="n">random</span><span·class="p">(</span><span·class="mi">3</span><span·class="p">,</span>·<span·class="n">dtype</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">float32</span><span·class="p">)</span> | 595 | <span·class="gp">In·[8]:·</span><span·class="n">rng</span><span·class="o">.</span><span·class="n">random</span><span·class="p">(</span><span·class="mi">3</span><span·class="p">,</span>·<span·class="n">dtype</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">float32</span><span·class="p">)</span> |
| 594 | <span·class="gh">Out[8]:·</span><span·class="go">array([0. | 596 | <span·class="gh">Out[8]:·</span><span·class="go">array([0.6559485·,·0.40310186,·0.26239467],·dtype=float32)</span> |
| 595 | <span·class="gp">In·[9]:·</span><span·class="n">rng</span><span·class="o">.</span><span·class="n">integers</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">256</span><span·class="p">,</span>·<span·class="n">size</span><span·class="o">=</span><span·class="mi">3</span><span·class="p">,</span>·<span·class="n">dtype</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">uint8</span><span·class="p">)</span> | 597 | <span·class="gp">In·[9]:·</span><span·class="n">rng</span><span·class="o">.</span><span·class="n">integers</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">256</span><span·class="p">,</span>·<span·class="n">size</span><span·class="o">=</span><span·class="mi">3</span><span·class="p">,</span>·<span·class="n">dtype</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">uint8</span><span·class="p">)</span> |
| 596 | <span·class="gh">Out[9]:·</span><span·class="go">array([ | 598 | <span·class="gh">Out[9]:·</span><span·class="go">array([120,·228,··48],·dtype=uint8)</span> |
| 597 | </pre></div> | 599 | </pre></div> |
| 598 | </div> | 600 | </div> |
| 599 | <ul> | 601 | <ul> |
| 600 | <li><p>Optional·<code·class="docutils·literal·notranslate"><span·class="pre">out</span></code>·argument·that·allows·existing·arrays·to·be·filled·for | 602 | <li><p>Optional·<code·class="docutils·literal·notranslate"><span·class="pre">out</span></code>·argument·that·allows·existing·arrays·to·be·filled·for |
| 601 | select·distributions</p> | 603 | select·distributions</p> |
| 602 | <ul·class="simple"> | 604 | <ul·class="simple"> |
| 603 | <li><p>Uniforms·(<a·class="reference·internal"·href="generated/numpy.random.Generator.random.html#numpy.random.Generator.random"·title="numpy.random.Generator.random"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">random</span></code></a>)</p></li> | 605 | <li><p>Uniforms·(<a·class="reference·internal"·href="generated/numpy.random.Generator.random.html#numpy.random.Generator.random"·title="numpy.random.Generator.random"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">random</span></code></a>)</p></li> |
| Offset 613, 18 lines modified | Offset 615, 18 lines modified | ||
| 613 | </li> | 615 | </li> |
| 614 | </ul> | 616 | </ul> |
| 615 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[10]:·</span><span·class="n">rng</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">random</span><span·class="o">.</span><span·class="n">default_rng</span><span·class="p">()</span> | 617 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[10]:·</span><span·class="n">rng</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">random</span><span·class="o">.</span><span·class="n">default_rng</span><span·class="p">()</span> |
| 616 | <span·class="gp">In·[11]:·</span><span·class="n">existing</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">zeros</span><span·class="p">(</span><span·class="mi">4</span><span·class="p">)</span> | 618 | <span·class="gp">In·[11]:·</span><span·class="n">existing</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">zeros</span><span·class="p">(</span><span·class="mi">4</span><span·class="p">)</span> |
| 617 | <span·class="gp">In·[12]:·</span><span·class="n">rng</span><span·class="o">.</span><span·class="n">random</span><span·class="p">(</span><span·class="n">out</span><span·class="o">=</span><span·class="n">existing</span><span·class="p">[:</span><span·class="mi">2</span><span·class="p">])</span> | 619 | <span·class="gp">In·[12]:·</span><span·class="n">rng</span><span·class="o">.</span><span·class="n">random</span><span·class="p">(</span><span·class="n">out</span><span·class="o">=</span><span·class="n">existing</span><span·class="p">[:</span><span·class="mi">2</span><span·class="p">])</span> |
| 618 | <span·class="gh">Out[12]:·</span><span·class="go">array([0. | 620 | <span·class="gh">Out[12]:·</span><span·class="go">array([0.8650159,·0.4389887])</span> |
| 619 | <span·class="gp">In·[13]:·</span><span·class="nb">print</span><span·class="p">(</span><span·class="n">existing</span><span·class="p">)</span> | 621 | <span·class="gp">In·[13]:·</span><span·class="nb">print</span><span·class="p">(</span><span·class="n">existing</span><span·class="p">)</span> |
| 620 | <span·class="go">[0. | 622 | <span·class="go">[0.8650159·0.4389887·0.········0.·······]</span> |
| 621 | </pre></div> | 623 | </pre></div> |
| 622 | </div> | 624 | </div> |
| 623 | <ul·class="simple"> | 625 | <ul·class="simple"> |
| 624 | <li><p>Optional·<code·class="docutils·literal·notranslate"><span·class="pre">axis</span></code>·argument·for·methods·like·<a·class="reference·internal"·href="generated/numpy.random.Generator.choice.html#numpy.random.Generator.choice"·title="numpy.random.Generator.choice"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">choice</span></code></a>, | 626 | <li><p>Optional·<code·class="docutils·literal·notranslate"><span·class="pre">axis</span></code>·argument·for·methods·like·<a·class="reference·internal"·href="generated/numpy.random.Generator.choice.html#numpy.random.Generator.choice"·title="numpy.random.Generator.choice"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">choice</span></code></a>, |
| 625 | <a·class="reference·internal"·href="generated/numpy.random.Generator.permutation.html#numpy.random.Generator.permutation"·title="numpy.random.Generator.permutation"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">permutation</span></code></a>·and·<a·class="reference·internal"·href="generated/numpy.random.Generator.shuffle.html#numpy.random.Generator.shuffle"·title="numpy.random.Generator.shuffle"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">shuffle</span></code></a>·that·controls·which | 627 | <a·class="reference·internal"·href="generated/numpy.random.Generator.permutation.html#numpy.random.Generator.permutation"·title="numpy.random.Generator.permutation"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">permutation</span></code></a>·and·<a·class="reference·internal"·href="generated/numpy.random.Generator.shuffle.html#numpy.random.Generator.shuffle"·title="numpy.random.Generator.shuffle"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">shuffle</span></code></a>·that·controls·which |
| 626 | axis·an·operation·is·performed·over·for·multi-dimensional·arrays.</p></li> | 628 | axis·an·operation·is·performed·over·for·multi-dimensional·arrays.</p></li> |
| 627 | </ul> | 629 | </ul> |
| Offset 636, 25 lines modified | Offset 638, 25 lines modified | ||
| 636 | <span·class="gh">Out[16]:·</span> | 638 | <span·class="gh">Out[16]:·</span> |
| 637 | <span·class="go">array([[·0,··1,··2,··3],</span> | 639 | <span·class="go">array([[·0,··1,··2,··3],</span> |
| 638 | <span·class="go">·······[·4,··5,··6,··7],</span> | 640 | <span·class="go">·······[·4,··5,··6,··7],</span> |
| 639 | <span·class="go">·······[·8,··9,·10,·11]])</span> | 641 | <span·class="go">·······[·8,··9,·10,·11]])</span> |
| 640 | <span·class="gp">In·[17]:·</span><span·class="n">rng</span><span·class="o">.</span><span·class="n">choice</span><span·class="p">(</span><span·class="n">a</span><span·class="p">,</span>·<span·class="n">axis</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="n">size</span><span·class="o">=</span><span·class="mi">5</span><span·class="p">)</span> | 642 | <span·class="gp">In·[17]:·</span><span·class="n">rng</span><span·class="o">.</span><span·class="n">choice</span><span·class="p">(</span><span·class="n">a</span><span·class="p">,</span>·<span·class="n">axis</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="n">size</span><span·class="o">=</span><span·class="mi">5</span><span·class="p">)</span> |
| 641 | <span·class="gh">Out[17]:·</span> | 643 | <span·class="gh">Out[17]:·</span> |
| 642 | <span·class="go">array([[· | 644 | <span·class="go">array([[·3,··1,··1,··1,··3],</span> |
| 643 | <span·class="go">·······[· | 645 | <span·class="go">·······[·7,··5,··5,··5,··7],</span> |
| 644 | <span·class="go">·······[ | 646 | <span·class="go">·······[11,··9,··9,··9,·11]])</span> |
| 645 | <span·class="gp">In·[18]:·</span><span·class="n">rng</span><span·class="o">.</span><span·class="n">shuffle</span><span·class="p">(</span><span·class="n">a</span><span·class="p">,</span>·<span·class="n">axis</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span>········<span·class="c1">#·Shuffle·in-place</span> | 647 | <span·class="gp">In·[18]:·</span><span·class="n">rng</span><span·class="o">.</span><span·class="n">shuffle</span><span·class="p">(</span><span·class="n">a</span><span·class="p">,</span>·<span·class="n">axis</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span>········<span·class="c1">#·Shuffle·in-place</span> |
| 646 | <span·class="gp">In·[19]:·</span><span·class="n">a</span> | 648 | <span·class="gp">In·[19]:·</span><span·class="n">a</span> |
| 647 | <span·class="gh">Out[19]:·</span> | 649 | <span·class="gh">Out[19]:·</span> |
| 648 | <span·class="go">array([[· | 650 | <span·class="go">array([[·3,··2,··1,··0],</span> |
| 649 | <span·class="go">·······[· | 651 | <span·class="go">·······[·7,··6,··5,··4],</span> |
| 650 | <span·class="go">·······[ | 652 | <span·class="go">·······[11,·10,··9,··8]])</span> |
| 651 | </pre></div> | 653 | </pre></div> |
| 652 | </div> | 654 | </div> |
| 653 | <ul·class="simple"> | 655 | <ul·class="simple"> |
| 654 | <li><p>Added·a·method·to·sample·from·the·complex·normal·distribution | 656 | <li><p>Added·a·method·to·sample·from·the·complex·normal·distribution |
| 655 | (<em·class="xref·py·py-obj">complex_normal</em>)</p></li> | 657 | (<em·class="xref·py·py-obj">complex_normal</em>)</p></li> |
| 656 | </ul> | 658 | </ul> |
| 657 | </section> | 659 | </section> |
| Offset 102, 26 lines modified | Offset 102, 30 lines modified | ||
| 102 | In·[1]:·import·numpy.random | 102 | In·[1]:·import·numpy.random |
| 103 | In·[2]:·rng·=·np.random.default_rng() | 103 | In·[2]:·rng·=·np.random.default_rng() |
| 104 | In·[3]:·%timeit·-n·1·rng.standard_normal(100000) | 104 | In·[3]:·%timeit·-n·1·rng.standard_normal(100000) |
| 105 | ···...:·%timeit·-n·1·numpy.random.standard_normal(100000) | 105 | ···...:·%timeit·-n·1·numpy.random.standard_normal(100000) |
| 106 | ···...: | 106 | ···...: |
| 107 | 107 | The·slowest·run·took·5.12·times·longer·than·the·fastest.·This·could·mean·that | |
| 108 | an·intermediate·result·is·being·cached. | ||
| 108 | 2. | 109 | 2.18·ms·+-·1.82·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each) |
| 110 | 5.45·ms·+-·1.84·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each) | ||
| 109 | In·[4]:·%timeit·-n·1·rng.standard_exponential(100000) | 111 | In·[4]:·%timeit·-n·1·rng.standard_exponential(100000) |
| 110 | ···...:·%timeit·-n·1·numpy.random.standard_exponential(100000) | 112 | ···...:·%timeit·-n·1·numpy.random.standard_exponential(100000) |
| 111 | ···...: | 113 | ···...: |
| 114 | The·slowest·run·took·5.10·times·longer·than·the·fastest.·This·could·mean·that | ||
| 115 | an·intermediate·result·is·being·cached. | ||
| 112 | 116 | 2.15·ms·+-·1.82·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each) | |
| 113 | 117 | 3.62·ms·+-·1.99·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each) | |
| 114 | In·[5]:·%timeit·-n·1·rng.standard_gamma(3.0,·100000) | 118 | In·[5]:·%timeit·-n·1·rng.standard_gamma(3.0,·100000) |
| 115 | ···...:·%timeit·-n·1·numpy.random.standard_gamma(3.0,·100000) | 119 | ···...:·%timeit·-n·1·numpy.random.standard_gamma(3.0,·100000) |
| 116 | ···...: | 120 | ···...: |
| 117 | 121 | 5.36·ms·+-·1.83·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each) | |
| 118 | 122 | 9.12·ms·+-·1.4·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each) | |
| 119 | ····*·_\x8i_\x8n_\x8t_\x8e_\x8g_\x8e_\x8r_\x8s·is·now·the·canonical·way·to·generate·integer·random·numbers·from | 123 | ····*·_\x8i_\x8n_\x8t_\x8e_\x8g_\x8e_\x8r_\x8s·is·now·the·canonical·way·to·generate·integer·random·numbers·from |
| 120 | ······a·discrete·uniform·distribution.·This·replaces·both·_\x8r_\x8a_\x8n_\x8d_\x8i_\x8n_\x8t·and·the | 124 | ······a·discrete·uniform·distribution.·This·replaces·both·_\x8r_\x8a_\x8n_\x8d_\x8i_\x8n_\x8t·and·the |
| 121 | ······deprecated·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8i_\x8n_\x8t_\x8e_\x8g_\x8e_\x8r_\x8s. | 125 | ······deprecated·_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8i_\x8n_\x8t_\x8e_\x8g_\x8e_\x8r_\x8s. |
| 122 | ····*·The·_\x8r_\x8a_\x8n_\x8d·and·_\x8r_\x8a_\x8n_\x8d_\x8n·methods·are·only·available·through·the·legacy | 126 | ····*·The·_\x8r_\x8a_\x8n_\x8d·and·_\x8r_\x8a_\x8n_\x8d_\x8n·methods·are·only·available·through·the·legacy |
| 123 | ······_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8S_\x8t_\x8a_\x8t_\x8e. | 127 | ······_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8S_\x8t_\x8a_\x8t_\x8e. |
| 124 | ····*·_\x8G_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8o_\x8r_\x8._\x8r_\x8a_\x8n_\x8d_\x8o_\x8m·is·now·the·canonical·way·to·generate·floating-point | 128 | ····*·_\x8G_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8o_\x8r_\x8._\x8r_\x8a_\x8n_\x8d_\x8o_\x8m·is·now·the·canonical·way·to·generate·floating-point |
| 125 | ······random·numbers,·which·replaces·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8S_\x8t_\x8a_\x8t_\x8e_\x8._\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8e,·_\x8s_\x8a_\x8m_\x8p_\x8l_\x8e,·and | 129 | ······random·numbers,·which·replaces·_\x8R_\x8a_\x8n_\x8d_\x8o_\x8m_\x8S_\x8t_\x8a_\x8t_\x8e_\x8._\x8r_\x8a_\x8n_\x8d_\x8o_\x8m_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8e,·_\x8s_\x8a_\x8m_\x8p_\x8l_\x8e,·and |
| Offset 140, 38 lines modified | Offset 144, 38 lines modified | ||
| 140 | ··········o·Uniforms·(_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m·and·_\x8i_\x8n_\x8t_\x8e_\x8g_\x8e_\x8r_\x8s) | 144 | ··········o·Uniforms·(_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m·and·_\x8i_\x8n_\x8t_\x8e_\x8g_\x8e_\x8r_\x8s) |
| 141 | ··········o·Normals·(_\x8s_\x8t_\x8a_\x8n_\x8d_\x8a_\x8r_\x8d_\x8__\x8n_\x8o_\x8r_\x8m_\x8a_\x8l) | 145 | ··········o·Normals·(_\x8s_\x8t_\x8a_\x8n_\x8d_\x8a_\x8r_\x8d_\x8__\x8n_\x8o_\x8r_\x8m_\x8a_\x8l) |
| 142 | ··········o·Standard·Gammas·(_\x8s_\x8t_\x8a_\x8n_\x8d_\x8a_\x8r_\x8d_\x8__\x8g_\x8a_\x8m_\x8m_\x8a) | 146 | ··········o·Standard·Gammas·(_\x8s_\x8t_\x8a_\x8n_\x8d_\x8a_\x8r_\x8d_\x8__\x8g_\x8a_\x8m_\x8m_\x8a) |
| 143 | ··········o·Standard·Exponentials·(_\x8s_\x8t_\x8a_\x8n_\x8d_\x8a_\x8r_\x8d_\x8__\x8e_\x8x_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8i_\x8a_\x8l) | 147 | ··········o·Standard·Exponentials·(_\x8s_\x8t_\x8a_\x8n_\x8d_\x8a_\x8r_\x8d_\x8__\x8e_\x8x_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8i_\x8a_\x8l) |
| 144 | In·[6]:·rng·=·np.random.default_rng() | 148 | In·[6]:·rng·=·np.random.default_rng() |
| 145 | In·[7]:·rng.random(3,·dtype=np.float64) | 149 | In·[7]:·rng.random(3,·dtype=np.float64) |
| 146 | Out[7]:·array([0. | 150 | Out[7]:·array([0.76779506,·0.53043106,·0.0756383·]) |
| 147 | In·[8]:·rng.random(3,·dtype=np.float32) | 151 | In·[8]:·rng.random(3,·dtype=np.float32) |
| 148 | Out[8]:·array([0. | 152 | Out[8]:·array([0.6559485·,·0.40310186,·0.26239467],·dtype=float32) |
| 149 | In·[9]:·rng.integers(0,·256,·size=3,·dtype=np.uint8) | 153 | In·[9]:·rng.integers(0,·256,·size=3,·dtype=np.uint8) |
| 150 | Out[9]:·array([ | 154 | Out[9]:·array([120,·228,··48],·dtype=uint8) |
| 151 | ····*·Optional·out·argument·that·allows·existing·arrays·to·be·filled·for·select | 155 | ····*·Optional·out·argument·that·allows·existing·arrays·to·be·filled·for·select |
| 152 | ······distributions | 156 | ······distributions |
| 153 | ··········o·Uniforms·(_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m) | 157 | ··········o·Uniforms·(_\x8r_\x8a_\x8n_\x8d_\x8o_\x8m) |
| 154 | ··········o·Normals·(_\x8s_\x8t_\x8a_\x8n_\x8d_\x8a_\x8r_\x8d_\x8__\x8n_\x8o_\x8r_\x8m_\x8a_\x8l) | 158 | ··········o·Normals·(_\x8s_\x8t_\x8a_\x8n_\x8d_\x8a_\x8r_\x8d_\x8__\x8n_\x8o_\x8r_\x8m_\x8a_\x8l) |
| 155 | ··········o·Standard·Gammas·(_\x8s_\x8t_\x8a_\x8n_\x8d_\x8a_\x8r_\x8d_\x8__\x8g_\x8a_\x8m_\x8m_\x8a) | 159 | ··········o·Standard·Gammas·(_\x8s_\x8t_\x8a_\x8n_\x8d_\x8a_\x8r_\x8d_\x8__\x8g_\x8a_\x8m_\x8m_\x8a) |
| 156 | ··········o·Standard·Exponentials·(_\x8s_\x8t_\x8a_\x8n_\x8d_\x8a_\x8r_\x8d_\x8__\x8e_\x8x_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8i_\x8a_\x8l) | 160 | ··········o·Standard·Exponentials·(_\x8s_\x8t_\x8a_\x8n_\x8d_\x8a_\x8r_\x8d_\x8__\x8e_\x8x_\x8p_\x8o_\x8n_\x8e_\x8n_\x8t_\x8i_\x8a_\x8l) |
| 157 | ······This·allows·multithreading·to·fill·large·arrays·in·chunks·using·suitable | 161 | ······This·allows·multithreading·to·fill·large·arrays·in·chunks·using·suitable |
| 158 | ······BitGenerators·in·parallel. | 162 | ······BitGenerators·in·parallel. |
| 159 | In·[10]:·rng·=·np.random.default_rng() | 163 | In·[10]:·rng·=·np.random.default_rng() |
| 160 | In·[11]:·existing·=·np.zeros(4) | 164 | In·[11]:·existing·=·np.zeros(4) |
| 161 | In·[12]:·rng.random(out=existing[:2]) | 165 | In·[12]:·rng.random(out=existing[:2]) |
| 162 | Out[12]:·array([0. | 166 | Out[12]:·array([0.8650159,·0.4389887]) |
| 163 | In·[13]:·print(existing) | 167 | In·[13]:·print(existing) |
| 164 | [0. | 168 | [0.8650159·0.4389887·0.········0.·······] |
| 165 | ····*·Optional·axis·argument·for·methods·like·_\x8c_\x8h_\x8o_\x8i_\x8c_\x8e,·_\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n·and·_\x8s_\x8h_\x8u_\x8f_\x8f_\x8l_\x8e | 169 | ····*·Optional·axis·argument·for·methods·like·_\x8c_\x8h_\x8o_\x8i_\x8c_\x8e,·_\x8p_\x8e_\x8r_\x8m_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n·and·_\x8s_\x8h_\x8u_\x8f_\x8f_\x8l_\x8e |
| 166 | ······that·controls·which·axis·an·operation·is·performed·over·for·multi- | 170 | ······that·controls·which·axis·an·operation·is·performed·over·for·multi- |
| 167 | ······dimensional·arrays. | 171 | ······dimensional·arrays. |
| 168 | In·[14]:·rng·=·np.random.default_rng() | 172 | In·[14]:·rng·=·np.random.default_rng() |
| 169 | In·[15]:·a·=·np.arange(12).reshape((3,·4)) | 173 | In·[15]:·a·=·np.arange(12).reshape((3,·4)) |
| Offset 179, 25 lines modified | Offset 183, 25 lines modified | ||
| 179 | Out[16]: | 183 | Out[16]: |
| 180 | array([[·0,··1,··2,··3], | 184 | array([[·0,··1,··2,··3], |
| 181 | ·······[·4,··5,··6,··7], | 185 | ·······[·4,··5,··6,··7], |
| 182 | ·······[·8,··9,·10,·11]]) | 186 | ·······[·8,··9,·10,·11]]) |
| 183 | In·[17]:·rng.choice(a,·axis=1,·size=5) | 187 | In·[17]:·rng.choice(a,·axis=1,·size=5) |
| 184 | Out[17]: | 188 | Out[17]: |
| 185 | array([[· | 189 | array([[·3,··1,··1,··1,··3], |
| 186 | ·······[· | 190 | ·······[·7,··5,··5,··5,··7], |
| 187 | ·······[ | 191 | ·······[11,··9,··9,··9,·11]]) |
| 188 | In·[18]:·rng.shuffle(a,·axis=1)········#·Shuffle·in-place | 192 | In·[18]:·rng.shuffle(a,·axis=1)········#·Shuffle·in-place |
| 189 | In·[19]:·a | 193 | In·[19]:·a |
| 190 | Out[19]: | 194 | Out[19]: |
| 191 | array([[· | 195 | array([[·3,··2,··1,··0], |
| 192 | ·······[· | 196 | ·······[·7,··6,··5,··4], |
| 193 | ·······[ | 197 | ·······[11,·10,··9,··8]]) |
| 194 | ····*·Added·a·method·to·sample·from·the·complex·normal·distribution | 198 | ····*·Added·a·method·to·sample·from·the·complex·normal·distribution |
| 195 | ······(c\x8co\x8om\x8mp\x8pl\x8le\x8ex\x8x_\x8_n\x8no\x8or\x8rm\x8ma\x8al\x8l) | 199 | ······(c\x8co\x8om\x8mp\x8pl\x8le\x8ex\x8x_\x8_n\x8no\x8or\x8rm\x8ma\x8al\x8l) |
| 196 | _\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s | 200 | _\x8p_\x8r_\x8e_\x8v_\x8i_\x8o_\x8u_\x8s |
| 197 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8t_\x8h_\x8r_\x8e_\x8a_\x8d_\x8e_\x8d_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n | 201 | _\x8M_\x8u_\x8l_\x8t_\x8i_\x8t_\x8h_\x8r_\x8e_\x8a_\x8d_\x8e_\x8d_\x8·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8a_\x8t_\x8i_\x8o_\x8n |
| 198 | _\x8n_\x8e_\x8x_\x8t | 202 | _\x8n_\x8e_\x8x_\x8t |
| 199 | _\x8P_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e | 203 | _\x8P_\x8e_\x8r_\x8f_\x8o_\x8r_\x8m_\x8a_\x8n_\x8c_\x8e |
| 200 | ©·Copyright·2008-2025,·NumPy·Developers. | 204 | ©·Copyright·2008-2025,·NumPy·Developers. |
| Offset 609, 31 lines modified | Offset 609, 31 lines modified | ||
| 609 | <span·class="gp">In·[3]:·</span><span·class="n">y</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">arange</span><span·class="p">(</span><span·class="mi">10</span><span·class="p">)</span>·<span·class="o">+</span>·<span·class="n">rng</span><span·class="o">.</span><span·class="n">standard_normal</span><span·class="p">(</span><span·class="mi">10</span><span·class="p">)</span> | 609 | <span·class="gp">In·[3]:·</span><span·class="n">y</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">arange</span><span·class="p">(</span><span·class="mi">10</span><span·class="p">)</span>·<span·class="o">+</span>·<span·class="n">rng</span><span·class="o">.</span><span·class="n">standard_normal</span><span·class="p">(</span><span·class="mi">10</span><span·class="p">)</span> |
| 610 | </pre></div> | 610 | </pre></div> |
| 611 | </div> | 611 | </div> |
| 612 | <p>With·the·legacy·polynomial·module,·a·linear·fit·(i.e.·polynomial·of·degree·1) | 612 | <p>With·the·legacy·polynomial·module,·a·linear·fit·(i.e.·polynomial·of·degree·1) |
| 613 | could·be·applied·to·these·data·with·<a·class="reference·internal"·href="generated/numpy.polyfit.html#numpy.polyfit"·title="numpy.polyfit"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">polyfit</span></code></a>:</p> | 613 | could·be·applied·to·these·data·with·<a·class="reference·internal"·href="generated/numpy.polyfit.html#numpy.polyfit"·title="numpy.polyfit"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">polyfit</span></code></a>:</p> |
| 614 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[4]:·</span><span·class="n">np</span><span·class="o">.</span><span·class="n">polyfit</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">y</span><span·class="p">,</span>·<span·class="n">deg</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span> | 614 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[4]:·</span><span·class="n">np</span><span·class="o">.</span><span·class="n">polyfit</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">y</span><span·class="p">,</span>·<span·class="n">deg</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span> |
| 615 | <span·class="gh">Out[4]:·</span><span·class="go">array([·1. | 615 | <span·class="gh">Out[4]:·</span><span·class="go">array([·1.11246423,·-0.73917887])</span> |
| 616 | </pre></div> | 616 | </pre></div> |
| 617 | </div> | 617 | </div> |
| 618 | <p>With·the·new·polynomial·API,·the·<a·class="reference·internal"·href="generated/numpy.polynomial.polynomial.Polynomial.fit.html#numpy.polynomial.polynomial.Polynomial.fit"·title="numpy.polynomial.polynomial.Polynomial.fit"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">fit</span></code></a> | 618 | <p>With·the·new·polynomial·API,·the·<a·class="reference·internal"·href="generated/numpy.polynomial.polynomial.Polynomial.fit.html#numpy.polynomial.polynomial.Polynomial.fit"·title="numpy.polynomial.polynomial.Polynomial.fit"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">fit</span></code></a> |
| 619 | class·method·is·preferred:</p> | 619 | class·method·is·preferred:</p> |
| 620 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[5]:·</span><span·class="n">p_fitted</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">polynomial</span><span·class="o">.</span><span·class="n">Polynomial</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">y</span><span·class="p">,</span>·<span·class="n">deg</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span> | 620 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[5]:·</span><span·class="n">p_fitted</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">polynomial</span><span·class="o">.</span><span·class="n">Polynomial</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">(</span><span·class="n">x</span><span·class="p">,</span>·<span·class="n">y</span><span·class="p">,</span>·<span·class="n">deg</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span> |
| 621 | <span·class="gp">In·[6]:·</span><span·class="n">p_fitted</span> | 621 | <span·class="gp">In·[6]:·</span><span·class="n">p_fitted</span> |
| 622 | <span·class="gh">Out[6]:·</span><span·class="go">Polynomial([4. | 622 | <span·class="gh">Out[6]:·</span><span·class="go">Polynomial([4.26691017,·5.00608903],·domain=[0.,·9.],·window=[-1.,··1.],·symbol='x')</span> |
| 623 | </pre></div> | 623 | </pre></div> |
| 624 | </div> | 624 | </div> |
| 625 | <p>Note·that·the·coefficients·are·given·<em>in·the·scaled·domain</em>·defined·by·the | 625 | <p>Note·that·the·coefficients·are·given·<em>in·the·scaled·domain</em>·defined·by·the |
| 626 | linear·mapping·between·the·<code·class="docutils·literal·notranslate"><span·class="pre">window</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">domain</span></code>. | 626 | linear·mapping·between·the·<code·class="docutils·literal·notranslate"><span·class="pre">window</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">domain</span></code>. |
| 627 | <a·class="reference·internal"·href="generated/numpy.polynomial.polynomial.Polynomial.convert.html#numpy.polynomial.polynomial.Polynomial.convert"·title="numpy.polynomial.polynomial.Polynomial.convert"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">convert</span></code></a>·can·be·used·to·get·the | 627 | <a·class="reference·internal"·href="generated/numpy.polynomial.polynomial.Polynomial.convert.html#numpy.polynomial.polynomial.Polynomial.convert"·title="numpy.polynomial.polynomial.Polynomial.convert"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">convert</span></code></a>·can·be·used·to·get·the |
| 628 | coefficients·in·the·unscaled·data·domain.</p> | 628 | coefficients·in·the·unscaled·data·domain.</p> |
| 629 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[7]:·</span><span·class="n">p_fitted</span><span·class="o">.</span><span·class="n">convert</span><span·class="p">()</span> | 629 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[7]:·</span><span·class="n">p_fitted</span><span·class="o">.</span><span·class="n">convert</span><span·class="p">()</span> |
| 630 | <span·class="gh">Out[7]:·</span><span·class="go">Polynomial([-0. | 630 | <span·class="gh">Out[7]:·</span><span·class="go">Polynomial([-0.73917887,··1.11246423],·domain=[-1.,··1.],·window=[-1.,··1.],·symbol='x')</span> |
| 631 | </pre></div> | 631 | </pre></div> |
| 632 | </div> | 632 | </div> |
| 633 | </section> | 633 | </section> |
| 634 | </section> | 634 | </section> |
| 635 | <section·id="documentation-for-the-polynomial-package"> | 635 | <section·id="documentation-for-the-polynomial-package"> |
| 636 | <h2>Documentation·for·the·<a·class="reference·internal"·href="routines.polynomials-package.html#module-numpy.polynomial"·title="numpy.polynomial"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">polynomial</span></code></a>·package<a·class="headerlink"·href="#documentation-for-the-polynomial-package"·title="Link·to·this·heading">#</a></h2> | 636 | <h2>Documentation·for·the·<a·class="reference·internal"·href="routines.polynomials-package.html#module-numpy.polynomial"·title="numpy.polynomial"><code·class="xref·py·py-obj·docutils·literal·notranslate"><span·class="pre">polynomial</span></code></a>·package<a·class="headerlink"·href="#documentation-for-the-polynomial-package"·title="Link·to·this·heading">#</a></h2> |
| 637 | <p>In·addition·to·standard·power·series·polynomials,·the·polynomial·package | 637 | <p>In·addition·to·standard·power·series·polynomials,·the·polynomial·package |
| Offset 150, 26 lines modified | Offset 150, 26 lines modified | ||
| 150 | In·[2]:·x·=·np.arange(10) | 150 | In·[2]:·x·=·np.arange(10) |
| 151 | In·[3]:·y·=·np.arange(10)·+·rng.standard_normal(10) | 151 | In·[3]:·y·=·np.arange(10)·+·rng.standard_normal(10) |
| 152 | With·the·legacy·polynomial·module,·a·linear·fit·(i.e.·polynomial·of·degree·1) | 152 | With·the·legacy·polynomial·module,·a·linear·fit·(i.e.·polynomial·of·degree·1) |
| 153 | could·be·applied·to·these·data·with·_\x8p_\x8o_\x8l_\x8y_\x8f_\x8i_\x8t: | 153 | could·be·applied·to·these·data·with·_\x8p_\x8o_\x8l_\x8y_\x8f_\x8i_\x8t: |
| 154 | In·[4]:·np.polyfit(x,·y,·deg=1) | 154 | In·[4]:·np.polyfit(x,·y,·deg=1) |
| 155 | Out[4]:·array([·1. | 155 | Out[4]:·array([·1.11246423,·-0.73917887]) |
| 156 | With·the·new·polynomial·API,·the·_\x8f_\x8i_\x8t·class·method·is·preferred: | 156 | With·the·new·polynomial·API,·the·_\x8f_\x8i_\x8t·class·method·is·preferred: |
| 157 | In·[5]:·p_fitted·=·np.polynomial.Polynomial.fit(x,·y,·deg=1) | 157 | In·[5]:·p_fitted·=·np.polynomial.Polynomial.fit(x,·y,·deg=1) |
| 158 | In·[6]:·p_fitted | 158 | In·[6]:·p_fitted |
| 159 | Out[6]:·Polynomial([4. | 159 | Out[6]:·Polynomial([4.26691017,·5.00608903],·domain=[0.,·9.],·window=[-1., |
| 160 | 1.],·symbol='x') | 160 | 1.],·symbol='x') |
| 161 | Note·that·the·coefficients·are·given·i\x8in\x8n·t\x8th\x8he\x8e·s\x8sc\x8ca\x8al\x8le\x8ed\x8d·d\x8do\x8om\x8ma\x8ai\x8in\x8n·defined·by·the·linear | 161 | Note·that·the·coefficients·are·given·i\x8in\x8n·t\x8th\x8he\x8e·s\x8sc\x8ca\x8al\x8le\x8ed\x8d·d\x8do\x8om\x8ma\x8ai\x8in\x8n·defined·by·the·linear |
| 162 | mapping·between·the·window·and·domain.·_\x8c_\x8o_\x8n_\x8v_\x8e_\x8r_\x8t·can·be·used·to·get·the | 162 | mapping·between·the·window·and·domain.·_\x8c_\x8o_\x8n_\x8v_\x8e_\x8r_\x8t·can·be·used·to·get·the |
| 163 | coefficients·in·the·unscaled·data·domain. | 163 | coefficients·in·the·unscaled·data·domain. |
| 164 | In·[7]:·p_fitted.convert() | 164 | In·[7]:·p_fitted.convert() |
| 165 | Out[7]:·Polynomial([-0. | 165 | Out[7]:·Polynomial([-0.73917887,··1.11246423],·domain=[-1.,··1.],·window=[-1., |
| 166 | 1.],·symbol='x') | 166 | 1.],·symbol='x') |
| 167 | *\x8**\x8**\x8**\x8**\x8*·D\x8Do\x8oc\x8cu\x8um\x8me\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·f\x8fo\x8or\x8r·t\x8th\x8he\x8e·_\x8p\x8p_\x8o\x8o_\x8l\x8l_\x8y\x8y_\x8n\x8n_\x8o\x8o_\x8m\x8m_\x8i\x8i_\x8a\x8a_\x8l\x8l·p\x8pa\x8ac\x8ck\x8ka\x8ag\x8ge\x8e_\x8#\x8#·*\x8**\x8**\x8**\x8**\x8* | 167 | *\x8**\x8**\x8**\x8**\x8*·D\x8Do\x8oc\x8cu\x8um\x8me\x8en\x8nt\x8ta\x8at\x8ti\x8io\x8on\x8n·f\x8fo\x8or\x8r·t\x8th\x8he\x8e·_\x8p\x8p_\x8o\x8o_\x8l\x8l_\x8y\x8y_\x8n\x8n_\x8o\x8o_\x8m\x8m_\x8i\x8i_\x8a\x8a_\x8l\x8l·p\x8pa\x8ac\x8ck\x8ka\x8ag\x8ge\x8e_\x8#\x8#·*\x8**\x8**\x8**\x8**\x8* |
| 168 | In·addition·to·standard·power·series·polynomials,·the·polynomial·package | 168 | In·addition·to·standard·power·series·polynomials,·the·polynomial·package |
| 169 | provides·several·additional·kinds·of·polynomials·including·Chebyshev,·Hermite | 169 | provides·several·additional·kinds·of·polynomials·including·Chebyshev,·Hermite |
| 170 | (two·subtypes),·Laguerre,·and·Legendre·polynomials.·Each·of·these·has·an | 170 | (two·subtypes),·Laguerre,·and·Legendre·polynomials.·Each·of·these·has·an |
| 171 | associated·c\x8co\x8on\x8nv\x8ve\x8en\x8ni\x8ie\x8en\x8nc\x8ce\x8e·c\x8cl\x8la\x8as\x8ss\x8s·available·from·the·_\x8n_\x8u_\x8m_\x8p_\x8y_\x8._\x8p_\x8o_\x8l_\x8y_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l·namespace·that | 171 | associated·c\x8co\x8on\x8nv\x8ve\x8en\x8ni\x8ie\x8en\x8nc\x8ce\x8e·c\x8cl\x8la\x8as\x8ss\x8s·available·from·the·_\x8n_\x8u_\x8m_\x8p_\x8y_\x8._\x8p_\x8o_\x8l_\x8y_\x8n_\x8o_\x8m_\x8i_\x8a_\x8l·namespace·that |
| 172 | provides·a·consistent·interface·for·working·with·polynomials·regardless·of | 172 | provides·a·consistent·interface·for·working·with·polynomials·regardless·of |
| Offset 32331, 42 lines modified | Offset 32331, 41 lines modified | ||
| 32331 | ········"002":·[1335,·1602,·1659,·1716,·1773,·1830,·1886], | 32331 | ········"002":·[1335,·1602,·1659,·1716,·1773,·1830,·1886], |
| 32332 | ········"0024":·477, | 32332 | ········"0024":·477, |
| 32333 | ········"003":·[2327,·2372,·2419], | 32333 | ········"003":·[2327,·2372,·2419], |
| 32334 | ········"005":·2188, | 32334 | ········"005":·2188, |
| 32335 | ········"0050000029":·[357,·359], | 32335 | ········"0050000029":·[357,·359], |
| 32336 | ········"0050045159":·[357,·359], | 32336 | ········"0050045159":·[357,·359], |
| 32337 | ········"00578369":·1754, | 32337 | ········"00578369":·1754, |
| 32338 | ········"00608903":·2488, | ||
| 32338 | ········"00625":·1585, | 32339 | ········"00625":·1585, |
| 32339 | ········"007000999997857":·1541, | 32340 | ········"007000999997857":·1541, |
| 32340 | ········"00867716":·[2319,·2363,·2410], | 32341 | ········"00867716":·[2319,·2363,·2410], |
| 32341 | ········"00950034":·[2339,·2352,·2382,·2389,·2399,·2429,·2436,·2449], | 32342 | ········"00950034":·[2339,·2352,·2382,·2389,·2399,·2429,·2436,·2449], |
| 32342 | ········"009a87ff44bf":·42, | 32343 | ········"009a87ff44bf":·42, |
| 32343 | ········"00j":·[514,·642,·2167], | 32344 | ········"00j":·[514,·642,·2167], |
| 32344 | ········"01":·[41,·42,·45,·54,·55,·62,·147,·162,·163,·164,·335,·361,·410,·514,·547,·557,·566,·669,·897,·1088,·1094,·1586,·1594,·1601,·1658,·1715,·1772,·1829,·1885,·2104,·2160,·2252,·2323,·2329,·2367,·2373,·2414,·2420,·2525,·2658], | 32345 | ········"01":·[41,·42,·45,·54,·55,·62,·147,·162,·163,·164,·335,·361,·410,·514,·547,·557,·566,·669,·897,·1088,·1094,·1586,·1594,·1601,·1658,·1715,·1772,·1829,·1885,·2104,·2160,·2252,·2323,·2329,·2367,·2373,·2414,·2420,·2525,·2658], |
| 32345 | ········"010":·[653,·1602,·1659,·1716,·1773,·1830,·1886], | 32346 | ········"010":·[653,·1602,·1659,·1716,·1773,·1830,·1886], |
| 32346 | ········"0100":·1519, | 32347 | ········"0100":·1519, |
| 32347 | ········"01041667":·1585, | 32348 | ········"01041667":·1585, |
| 32348 | ········"011":·[1602,·1659,·1716,·1773,·1830,·1886], | 32349 | ········"011":·[1602,·1659,·1716,·1773,·1830,·1886], |
| 32349 | ········"01141452":·2461, | ||
| 32350 | ········"012":·[1602,·1659,·1716,·1773,·1830,·1886], | 32350 | ········"012":·[1602,·1659,·1716,·1773,·1830,·1886], |
| 32351 | ········"0123456789":·[303,·2132], | 32351 | ········"0123456789":·[303,·2132], |
| 32352 | ········"01280782":·[2335,·2378,·2425], | 32352 | ········"01280782":·[2335,·2378,·2425], |
| 32353 | ········"016":·[648,·653], | 32353 | ········"016":·[648,·653], |
| 32354 | ········"01652764":·2635, | 32354 | ········"01652764":·2635, |
| 32355 | ········"01666667":·1544, | 32355 | ········"01666667":·1544, |
| 32356 | ········"016j":·2105, | 32356 | ········"016j":·2105, |
| 32357 | ········"01831564":·1660, | 32357 | ········"01831564":·1660, |
| 32358 | ········"018318":·[2353,·2400,·2450], | 32358 | ········"018318":·[2353,·2400,·2450], |
| 32359 | ········"01j":·514, | 32359 | ········"01j":·514, |
| 32360 | ········"01t00":·[55,·62,·361,·2525], | 32360 | ········"01t00":·[55,·62,·361,·2525], |
| 32361 | ········"01t08":·2525, | 32361 | ········"01t08":·2525, |
| 32362 | ········"01t12":·55, | 32362 | ········"01t12":·55, |
| 32363 | ········"02":·[54,·55,·147,·162,·163,·410,·547,·566,·669,·1335,·1586,·1601,·1658,·1715,·1772,·1816,·1829,·1885,·2104 | 32363 | ········"02":·[54,·55,·147,·162,·163,·410,·547,·566,·669,·1335,·1586,·1601,·1658,·1715,·1772,·1816,·1829,·1885,·2104], |
| 32364 | ········"020995":·57, | 32364 | ········"020995":·57, |
| 32365 | ········"02265809":·2488, | ||
| 32366 | ········"02284196":·1697, | 32365 | ········"02284196":·1697, |
| 32367 | ········"02294967":·1640, | 32366 | ········"02294967":·1640, |
| 32368 | ········"023":·2644, | 32367 | ········"023":·2644, |
| 32369 | ········"02332573e":·54, | 32368 | ········"02332573e":·54, |
| 32370 | ········"0253":·2652, | 32369 | ········"0253":·2652, |
| 32371 | ········"02654825":·1891, | 32370 | ········"02654825":·1891, |
| 32372 | ········"02658058e":·2666, | 32371 | ········"02658058e":·2666, |
| Offset 32401, 18 lines modified | Offset 32400, 18 lines modified | ||
| 32401 | ········"06":·[55,·566,·2083,·2508], | 32400 | ········"06":·[55,·566,·2083,·2508], |
| 32402 | ········"0614962j":·[439,·453], | 32401 | ········"0614962j":·[439,·453], |
| 32403 | ········"0625":·[418,·624,·1645], | 32402 | ········"0625":·[418,·624,·1645], |
| 32404 | ········"06369197489564249":·2458, | 32403 | ········"06369197489564249":·2458, |
| 32405 | ········"06381726":·349, | 32404 | ········"06381726":·349, |
| 32406 | ········"0660":·[302,·2131], | 32405 | ········"0660":·[302,·2131], |
| 32407 | ········"06959433e":·[420,·947], | 32406 | ········"06959433e":·[420,·947], |
| 32408 | ········"06960778":·2461, | ||
| 32409 | ········"07":·[55,·164,·547,·896,·897,·1335,·2170,·2508], | 32407 | ········"07":·[55,·164,·547,·896,·897,·1335,·2170,·2508], |
| 32410 | ········"07106781e":·514, | 32408 | ········"07106781e":·514, |
| 32411 | ········"07407407":·1809, | 32409 | ········"07407407":·1809, |
| 32410 | ········"0756383":·2461, | ||
| 32412 | ········"07779185":·2458, | 32411 | ········"07779185":·2458, |
| 32413 | ········"07937323":·524, | 32412 | ········"07937323":·524, |
| 32414 | ········"07944154":·[657,·2655], | 32413 | ········"07944154":·[657,·2655], |
| 32415 | ········"08":·[55,·91,·147,·410,·523,·548,·896,·1095,·2322,·2366,·2413,·2525,·2659], | 32414 | ········"08":·[55,·91,·147,·410,·523,·548,·896,·1095,·2322,·2366,·2413,·2525,·2659], |
| 32416 | ········"0800":·2525, | 32415 | ········"0800":·2525, |
| 32417 | ········"08187135":·54, | 32416 | ········"08187135":·54, |
| 32418 | ········"08333333":·[1645,·1871], | 32417 | ········"08333333":·[1645,·1871], |
| Offset 32422, 15 lines modified | Offset 32421, 14 lines modified | ||
| 32422 | ········"085537":·2642, | 32421 | ········"085537":·2642, |
| 32423 | ········"0856306":·1154, | 32422 | ········"0856306":·1154, |
| 32424 | ········"08618131":·1526, | 32423 | ········"08618131":·1526, |
| 32425 | ········"08703704":·[1113,·1543], | 32424 | ········"08703704":·[1113,·1543], |
| 32426 | ········"087300000000000003":·[2346,·2392,·2441], | 32425 | ········"087300000000000003":·[2346,·2392,·2441], |
| 32427 | ········"09":·[55,·2171,·2323,·2367,·2414], | 32426 | ········"09":·[55,·2171,·2323,·2367,·2414], |
| 32428 | ········"090097550553843":·2642, | 32427 | ········"090097550553843":·2642, |
| 32429 | ········"09295368":·2461, | ||
| 32430 | ········"09417735":·[349,·2457,·2639], | 32428 | ········"09417735":·[349,·2457,·2639], |
| 32431 | ········"0943951":·1911, | 32429 | ········"0943951":·1911, |
| 32432 | ········"09640474436813":·675, | 32430 | ········"09640474436813":·675, |
| 32433 | ········"09861229":·[657,·2655], | 32431 | ········"09861229":·[657,·2655], |
| 32434 | ········"0999755859375":·62, | 32432 | ········"0999755859375":·62, |
| 32435 | ········"099975586":·62, | 32433 | ········"099975586":·62, |
| 32436 | ········"0a1":·577, | 32434 | ········"0a1":·577, |
| Offset 32613, 14 lines modified | Offset 32611, 15 lines modified | ||
| 32613 | ········"11199":·2539, | 32611 | ········"11199":·2539, |
| 32614 | ········"112":·[333,·2158,·2463,·2666], | 32612 | ········"112":·[333,·2158,·2463,·2666], |
| 32615 | ········"11203":·2539, | 32613 | ········"11203":·2539, |
| 32616 | ········"11210":·2542, | 32614 | ········"11210":·2542, |
| 32617 | ········"11211":·2539, | 32615 | ········"11211":·2539, |
| 32618 | ········"11218":·2542, | 32616 | ········"11218":·2542, |
| 32619 | ········"11219":·2539, | 32617 | ········"11219":·2539, |
| 32618 | ········"11246423":·2488, | ||
| 32620 | ········"11251":·2539, | 32619 | ········"11251":·2539, |
| 32621 | ········"11274":·2540, | 32620 | ········"11274":·2540, |
| 32622 | ········"11294":·2540, | 32621 | ········"11294":·2540, |
| 32623 | ········"113":·[674,·2463,·2666], | 32622 | ········"113":·[674,·2463,·2666], |
| 32624 | ········"11308":·2542, | 32623 | ········"11308":·2542, |
| 32625 | ········"1138":·2612, | 32624 | ········"1138":·2612, |
| 32626 | ········"114":·2463, | 32625 | ········"114":·2463, |
| Offset 32674, 15 lines modified | Offset 32673, 15 lines modified | ||
| 32674 | ········"11987":·2541, | 32673 | ········"11987":·2541, |
| 32675 | ········"11992":·2544, | 32674 | ········"11992":·2544, |
| 32676 | ········"11995":·2541, | 32675 | ········"11995":·2541, |
| 32677 | ········"11e":·457, | 32676 | ········"11e":·457, |
| 32678 | ········"11ee694744f2552d":·13, | 32677 | ········"11ee694744f2552d":·13, |
| 32679 | ········"11x":·1527, | 32678 | ········"11x":·1527, |
| 32680 | ········"12":·[8,·25,·28,·29,·40,·47,·52,·54,·55,·58,·59,·61,·67,·78,·79,·98,·107,·108,·134,·136,·140,·141,·147,·153,·215,·270,·336,·354,·355,·363,·364,·366,·367,·371,·374,·375,·403,·409,·435,·439,·441,·453,·489,·520,·523,·524,·530,·538,·566,·568,·628,·661,·669,·680,·863,·880,·881,·905,·916,·941,·963,·1027,·1048,·1069,·1070,·1107,·1116,·1135,·1159,·1160,·1161,·1164,·1166,·1167,·1193,·1194,·1195,·1198,·1204,·1205,·1206,·1212,·1213,·1228,·1229,·1236,·1240,·1247,·1249,·1281,·1312,·1435,·1466,·1510,·1527,·1574,·1577,·1588,·1591,·1601,·1637,·1644,·1650,·1656,·1658,·1707,·1715,·1752,·1765,·1772,·1829,·1864,·1871,·1876,·1885,·1890,·1902,·1904,·1911,·1912,·1913,·1919,·1955,·1986,·2089,·2168,·2204,·2205,·2206,·2208,·2209,·2210,·2223,·2224,·2225,·2237,·2246,·2248,·2299,·2313,·2327,·2328,·2332,·2341,·2342,·2372,·2376,·2384,·2388,·2419,·2423,·2431,·2435,·2457,·2461,·2463,·2477,·2491,·2513,·2514,·2519,·2525,·2531,·2532,·2533,·2534,·2535,·2545,·2547,·2549,·2554,·2557,·2560,·2569,·2570,·2572,·2573,·2575,·2583,·2587,·2588,·2595,·2597,·2599,·2601,·2603,·2604,·2605,·2606,·2622,·2623,·2624,·2625,·2628,·2629,·2630,·2635,·2637,·2638,·2641,·2642,·2645,·2649,·2657,·2659,·2666,·2668], | 32679 | ········"12":·[8,·25,·28,·29,·40,·47,·52,·54,·55,·58,·59,·61,·67,·78,·79,·98,·107,·108,·134,·136,·140,·141,·147,·153,·215,·270,·336,·354,·355,·363,·364,·366,·367,·371,·374,·375,·403,·409,·435,·439,·441,·453,·489,·520,·523,·524,·530,·538,·566,·568,·628,·661,·669,·680,·863,·880,·881,·905,·916,·941,·963,·1027,·1048,·1069,·1070,·1107,·1116,·1135,·1159,·1160,·1161,·1164,·1166,·1167,·1193,·1194,·1195,·1198,·1204,·1205,·1206,·1212,·1213,·1228,·1229,·1236,·1240,·1247,·1249,·1281,·1312,·1435,·1466,·1510,·1527,·1574,·1577,·1588,·1591,·1601,·1637,·1644,·1650,·1656,·1658,·1707,·1715,·1752,·1765,·1772,·1829,·1864,·1871,·1876,·1885,·1890,·1902,·1904,·1911,·1912,·1913,·1919,·1955,·1986,·2089,·2168,·2204,·2205,·2206,·2208,·2209,·2210,·2223,·2224,·2225,·2237,·2246,·2248,·2299,·2313,·2327,·2328,·2332,·2341,·2342,·2372,·2376,·2384,·2388,·2419,·2423,·2431,·2435,·2457,·2461,·2463,·2477,·2491,·2513,·2514,·2519,·2525,·2531,·2532,·2533,·2534,·2535,·2545,·2547,·2549,·2554,·2557,·2560,·2569,·2570,·2572,·2573,·2575,·2583,·2587,·2588,·2595,·2597,·2599,·2601,·2603,·2604,·2605,·2606,·2622,·2623,·2624,·2625,·2628,·2629,·2630,·2635,·2637,·2638,·2641,·2642,·2645,·2649,·2657,·2659,·2666,·2668], |
| 32681 | ········"120":·[32,·356,·358,·363,·568,·1212,·2225,·2606], | 32680 | ········"120":·[32,·356,·358,·363,·568,·1212,·2225,·2461,·2606], |
| 32682 | ········"120131":·[1644,·1656], | 32681 | ········"120131":·[1644,·1656], |
| 32683 | ········"12065":·2594, | 32682 | ········"12065":·2594, |
| 32684 | ········"12080":·2545, | 32683 | ········"12080":·2545, |
| 32685 | ········"12083":·2545, | 32684 | ········"12083":·2545, |
| 32686 | ········"12084":·2545, | 32685 | ········"12084":·2545, |
| 32687 | ········"12085":·2545, | 32686 | ········"12085":·2545, |
| 32688 | ········"121":·[431,·2463], | 32687 | ········"121":·[431,·2463], |
| Offset 32762, 15 lines modified | Offset 32761, 14 lines modified | ||
| 32762 | ········"132":·[527,·2330,·2374,·2421,·2463,·2637], | 32761 | ········"132":·[527,·2330,·2374,·2421,·2463,·2637], |
| 32763 | ········"1324274851176597e":·1867, | 32762 | ········"1324274851176597e":·1867, |
| 32764 | ········"133":·[527,·2330,·2374,·2421], | 32763 | ········"133":·[527,·2330,·2374,·2421], |
| 32765 | ········"13392":·2551, | 32764 | ········"13392":·2551, |
| 32766 | ········"13394":·2551, | 32765 | ········"13394":·2551, |
| 32767 | ········"13396":·2551, | 32766 | ········"13396":·2551, |
| 32768 | ········"134":·[542,·968,·969], | 32767 | ········"134":·[542,·968,·969], |
| 32769 | ········"13400131":·2488, | ||
| 32770 | ········"13406828":·2458, | 32768 | ········"13406828":·2458, |
| 32771 | ········"13421":·2566, | 32769 | ········"13421":·2566, |
| 32772 | ········"1344":·[270,·880,·1069,·1229,·1312,·1466,·1986], | 32770 | ········"1344":·[270,·880,·1069,·1229,·1312,·1466,·1986], |
| 32773 | ········"13450292":·54, | 32771 | ········"13450292":·54, |
| 32774 | ········"135":·[105,·130], | 32772 | ········"135":·[105,·130], |
| 32775 | ········"13516":·2572, | 32773 | ········"13516":·2572, |
| 32776 | ········"13523":·2551, | 32774 | ········"13523":·2551, |
| Max diff block lines reached; 49638/55254 bytes (89.84%) of diff not shown. | |||