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<div class="section" id="developing-a-program-in-joy">
<h1>Developing a Program in Joy<a class="headerlink" href="#developing-a-program-in-joy" title="Permalink to this headline"></a></h1>
<p>As an example of developing a program in Joy lets take the first problem from the Project Euler website.</p>
<div class="section" id="project-euler-first-problem-multiples-of-3-and-5">
<h2><a class="reference external" href="https://projecteuler.net/problem=1">Project Euler, first problem: “Multiples of 3 and 5”</a><a class="headerlink" href="#project-euler-first-problem-multiples-of-3-and-5" title="Permalink to this headline"></a></h2>
<blockquote>
<div><p>If we list all the natural numbers below 10 that are multiples of 3 or 5, we get 3, 5, 6 and 9. The sum of these multiples is 23.</p>
<p>Find the sum of all the multiples of 3 or 5 below 1000.</p>
</div></blockquote>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">notebook_preamble</span> <span class="k">import</span> <span class="n">J</span><span class="p">,</span> <span class="n">V</span><span class="p">,</span> <span class="n">define</span>
</pre></div>
</div>
<div class="section" id="sum-a-range-filtered-by-a-predicate">
<h3>Sum a range filtered by a predicate<a class="headerlink" href="#sum-a-range-filtered-by-a-predicate" title="Permalink to this headline"></a></h3>
<p>Lets create a predicate that returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if a number is a multiple
of 3 or 5 and <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">define</span><span class="p">(</span><span class="s1">&#39;P == [3 % not] dupdip 5 % not or&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">V</span><span class="p">(</span><span class="s1">&#39;80 P&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="o">.</span> <span class="mi">80</span> <span class="n">P</span>
<span class="mi">80</span> <span class="o">.</span> <span class="n">P</span>
<span class="mi">80</span> <span class="o">.</span> <span class="p">[</span><span class="mi">3</span> <span class="o">%</span> <span class="ow">not</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">5</span> <span class="o">%</span> <span class="ow">not</span> <span class="ow">or</span>
<span class="mi">80</span> <span class="p">[</span><span class="mi">3</span> <span class="o">%</span> <span class="ow">not</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="mi">5</span> <span class="o">%</span> <span class="ow">not</span> <span class="ow">or</span>
<span class="mi">80</span> <span class="o">.</span> <span class="mi">3</span> <span class="o">%</span> <span class="ow">not</span> <span class="mi">80</span> <span class="mi">5</span> <span class="o">%</span> <span class="ow">not</span> <span class="ow">or</span>
<span class="mi">80</span> <span class="mi">3</span> <span class="o">.</span> <span class="o">%</span> <span class="ow">not</span> <span class="mi">80</span> <span class="mi">5</span> <span class="o">%</span> <span class="ow">not</span> <span class="ow">or</span>
<span class="mi">2</span> <span class="o">.</span> <span class="ow">not</span> <span class="mi">80</span> <span class="mi">5</span> <span class="o">%</span> <span class="ow">not</span> <span class="ow">or</span>
<span class="kc">False</span> <span class="o">.</span> <span class="mi">80</span> <span class="mi">5</span> <span class="o">%</span> <span class="ow">not</span> <span class="ow">or</span>
<span class="kc">False</span> <span class="mi">80</span> <span class="o">.</span> <span class="mi">5</span> <span class="o">%</span> <span class="ow">not</span> <span class="ow">or</span>
<span class="kc">False</span> <span class="mi">80</span> <span class="mi">5</span> <span class="o">.</span> <span class="o">%</span> <span class="ow">not</span> <span class="ow">or</span>
<span class="kc">False</span> <span class="mi">0</span> <span class="o">.</span> <span class="ow">not</span> <span class="ow">or</span>
<span class="kc">False</span> <span class="kc">True</span> <span class="o">.</span> <span class="ow">or</span>
<span class="kc">True</span> <span class="o">.</span>
</pre></div>
</div>
<p>Given the predicate function <code class="docutils literal notranslate"><span class="pre">P</span></code> a suitable program is:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">PE1</span> <span class="o">==</span> <span class="mi">1000</span> <span class="nb">range</span> <span class="p">[</span><span class="n">P</span><span class="p">]</span> <span class="nb">filter</span> <span class="nb">sum</span>
</pre></div>
</div>
<p>This function generates a list of the integers from 0 to 999, filters
that list by <code class="docutils literal notranslate"><span class="pre">P</span></code>, and then sums the result.</p>
<p>Logically this is fine, but pragmatically we are doing more work than we
should be; we generate one thousand integers but actually use less than
half of them. A better solution would be to generate just the multiples
we want to sum, and to add them as we go rather than storing them and
and summing them at the end.</p>
</div>
<div class="section" id="generate-just-the-multiples">
<h3>Generate just the multiples<a class="headerlink" href="#generate-just-the-multiples" title="Permalink to this headline"></a></h3>
<p>At first I had the idea to use two counters and increase them by three
and five, respectively. This way we only generate the terms that we
actually want to sum. We have to proceed by incrementing the counter
that is lower, or if they are equal, the three counter, and we have to
take care not to double add numbers like 15 that are multiples of both
three and five.</p>
<p>This seemed a little clunky, so I tried a different approach.</p>
<p>Consider the first few terms in the series:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">3</span> <span class="mi">5</span> <span class="mi">6</span> <span class="mi">9</span> <span class="mi">10</span> <span class="mi">12</span> <span class="mi">15</span> <span class="mi">18</span> <span class="mi">20</span> <span class="mi">21</span> <span class="o">...</span>
</pre></div>
</div>
<p>Subtract each number from the one after it (subtracting 0 from 3):</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">3</span> <span class="mi">5</span> <span class="mi">6</span> <span class="mi">9</span> <span class="mi">10</span> <span class="mi">12</span> <span class="mi">15</span> <span class="mi">18</span> <span class="mi">20</span> <span class="mi">21</span> <span class="mi">24</span> <span class="mi">25</span> <span class="mi">27</span> <span class="mi">30</span> <span class="o">...</span>
<span class="mi">0</span> <span class="mi">3</span> <span class="mi">5</span> <span class="mi">6</span> <span class="mi">9</span> <span class="mi">10</span> <span class="mi">12</span> <span class="mi">15</span> <span class="mi">18</span> <span class="mi">20</span> <span class="mi">21</span> <span class="mi">24</span> <span class="mi">25</span> <span class="mi">27</span> <span class="o">...</span>
<span class="o">-------------------------------------------</span>
<span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="o">...</span>
</pre></div>
</div>
<p>You get this lovely repeating palindromic sequence:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span>
</pre></div>
</div>
<p>To make a counter that increments by factors of 3 and 5 you just add
these differences to the counter one-by-one in a loop.</p>
<p>To make use of this sequence to increment a counter and sum terms as we
go we need a function that will accept the sum, the counter, and the
next term to add, and that adds the term to the counter and a copy of
the counter to the running sum. This function will do that:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="o">==</span> <span class="o">+</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span>
</pre></div>
</div>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">define</span><span class="p">(</span><span class="s1">&#39;PE1.1 == + [+] dupdip&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">V</span><span class="p">(</span><span class="s1">&#39;0 0 3 PE1.1&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="o">.</span> <span class="mi">0</span> <span class="mi">0</span> <span class="mi">3</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span>
<span class="mi">0</span> <span class="o">.</span> <span class="mi">0</span> <span class="mi">3</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="o">.</span> <span class="mi">3</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">3</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">3</span> <span class="o">.</span> <span class="o">+</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span>
<span class="mi">0</span> <span class="mi">3</span> <span class="o">.</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span>
<span class="mi">0</span> <span class="mi">3</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span>
<span class="mi">0</span> <span class="mi">3</span> <span class="o">.</span> <span class="o">+</span> <span class="mi">3</span>
<span class="mi">3</span> <span class="o">.</span> <span class="mi">3</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="o">.</span>
</pre></div>
</div>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">V</span><span class="p">(</span><span class="s1">&#39;0 0 [3 2 1 3 1 2 3] [PE1.1] step&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="o">.</span> <span class="mi">0</span> <span class="mi">0</span> <span class="p">[</span><span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">0</span> <span class="o">.</span> <span class="mi">0</span> <span class="p">[</span><span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="o">.</span> <span class="p">[</span><span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="p">[</span><span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="o">.</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="p">[</span><span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">step</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">3</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">i</span> <span class="p">[</span><span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">3</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="p">[</span><span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">3</span> <span class="o">.</span> <span class="o">+</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="p">[</span><span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">0</span> <span class="mi">3</span> <span class="o">.</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="p">[</span><span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">0</span> <span class="mi">3</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="p">[</span><span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">0</span> <span class="mi">3</span> <span class="o">.</span> <span class="o">+</span> <span class="mi">3</span> <span class="p">[</span><span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">3</span> <span class="o">.</span> <span class="mi">3</span> <span class="p">[</span><span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="o">.</span> <span class="p">[</span><span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="p">[</span><span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="o">.</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="p">[</span><span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">step</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">i</span> <span class="p">[</span><span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="p">[</span><span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="o">.</span> <span class="o">+</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="p">[</span><span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">3</span> <span class="mi">5</span> <span class="o">.</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="p">[</span><span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">3</span> <span class="mi">5</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="p">[</span><span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">3</span> <span class="mi">5</span> <span class="o">.</span> <span class="o">+</span> <span class="mi">5</span> <span class="p">[</span><span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">8</span> <span class="o">.</span> <span class="mi">5</span> <span class="p">[</span><span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="o">.</span> <span class="p">[</span><span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="p">[</span><span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="o">.</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="p">[</span><span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">step</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="mi">1</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">i</span> <span class="p">[</span><span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="mi">1</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="p">[</span><span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="mi">1</span> <span class="o">.</span> <span class="o">+</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="p">[</span><span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">8</span> <span class="mi">6</span> <span class="o">.</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="p">[</span><span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">8</span> <span class="mi">6</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="p">[</span><span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">8</span> <span class="mi">6</span> <span class="o">.</span> <span class="o">+</span> <span class="mi">6</span> <span class="p">[</span><span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">14</span> <span class="o">.</span> <span class="mi">6</span> <span class="p">[</span><span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">14</span> <span class="mi">6</span> <span class="o">.</span> <span class="p">[</span><span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">14</span> <span class="mi">6</span> <span class="p">[</span><span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="o">.</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">14</span> <span class="mi">6</span> <span class="p">[</span><span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">step</span>
<span class="mi">14</span> <span class="mi">6</span> <span class="mi">3</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">i</span> <span class="p">[</span><span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">14</span> <span class="mi">6</span> <span class="mi">3</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="p">[</span><span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">14</span> <span class="mi">6</span> <span class="mi">3</span> <span class="o">.</span> <span class="o">+</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="p">[</span><span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">14</span> <span class="mi">9</span> <span class="o">.</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="p">[</span><span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">14</span> <span class="mi">9</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="p">[</span><span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">14</span> <span class="mi">9</span> <span class="o">.</span> <span class="o">+</span> <span class="mi">9</span> <span class="p">[</span><span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">23</span> <span class="o">.</span> <span class="mi">9</span> <span class="p">[</span><span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">23</span> <span class="mi">9</span> <span class="o">.</span> <span class="p">[</span><span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">23</span> <span class="mi">9</span> <span class="p">[</span><span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="o">.</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">23</span> <span class="mi">9</span> <span class="p">[</span><span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">step</span>
<span class="mi">23</span> <span class="mi">9</span> <span class="mi">1</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">i</span> <span class="p">[</span><span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">23</span> <span class="mi">9</span> <span class="mi">1</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="p">[</span><span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">23</span> <span class="mi">9</span> <span class="mi">1</span> <span class="o">.</span> <span class="o">+</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="p">[</span><span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">23</span> <span class="mi">10</span> <span class="o">.</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="p">[</span><span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">23</span> <span class="mi">10</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="p">[</span><span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">23</span> <span class="mi">10</span> <span class="o">.</span> <span class="o">+</span> <span class="mi">10</span> <span class="p">[</span><span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">33</span> <span class="o">.</span> <span class="mi">10</span> <span class="p">[</span><span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">33</span> <span class="mi">10</span> <span class="o">.</span> <span class="p">[</span><span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">33</span> <span class="mi">10</span> <span class="p">[</span><span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="o">.</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">33</span> <span class="mi">10</span> <span class="p">[</span><span class="mi">2</span> <span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">step</span>
<span class="mi">33</span> <span class="mi">10</span> <span class="mi">2</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">i</span> <span class="p">[</span><span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">33</span> <span class="mi">10</span> <span class="mi">2</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="p">[</span><span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">33</span> <span class="mi">10</span> <span class="mi">2</span> <span class="o">.</span> <span class="o">+</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="p">[</span><span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">33</span> <span class="mi">12</span> <span class="o">.</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="p">[</span><span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">33</span> <span class="mi">12</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="p">[</span><span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">33</span> <span class="mi">12</span> <span class="o">.</span> <span class="o">+</span> <span class="mi">12</span> <span class="p">[</span><span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">45</span> <span class="o">.</span> <span class="mi">12</span> <span class="p">[</span><span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">45</span> <span class="mi">12</span> <span class="o">.</span> <span class="p">[</span><span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">45</span> <span class="mi">12</span> <span class="p">[</span><span class="mi">3</span><span class="p">]</span> <span class="o">.</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">step</span>
<span class="mi">45</span> <span class="mi">12</span> <span class="p">[</span><span class="mi">3</span><span class="p">]</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">step</span>
<span class="mi">45</span> <span class="mi">12</span> <span class="mi">3</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">i</span>
<span class="mi">45</span> <span class="mi">12</span> <span class="mi">3</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span>
<span class="mi">45</span> <span class="mi">12</span> <span class="mi">3</span> <span class="o">.</span> <span class="o">+</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span>
<span class="mi">45</span> <span class="mi">15</span> <span class="o">.</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span>
<span class="mi">45</span> <span class="mi">15</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span>
<span class="mi">45</span> <span class="mi">15</span> <span class="o">.</span> <span class="o">+</span> <span class="mi">15</span>
<span class="mi">60</span> <span class="o">.</span> <span class="mi">15</span>
<span class="mi">60</span> <span class="mi">15</span> <span class="o">.</span>
</pre></div>
</div>
<p>So one <code class="docutils literal notranslate"><span class="pre">step</span></code> through all seven terms brings the counter to 15 and the
total to 60.</p>
</div>
<div class="section" id="how-many-multiples-to-sum">
<h3>How many multiples to sum?<a class="headerlink" href="#how-many-multiples-to-sum" title="Permalink to this headline"></a></h3>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">1000</span> <span class="o">/</span> <span class="mi">15</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">66</span>
</pre></div>
</div>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">66</span> <span class="o">*</span> <span class="mi">15</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">990</span>
</pre></div>
</div>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">1000</span> <span class="o">-</span> <span class="mi">990</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">10</span>
</pre></div>
</div>
<p>We only want the terms <em>less than</em> 1000.</p>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">999</span> <span class="o">-</span> <span class="mi">990</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">9</span>
</pre></div>
</div>
<p>That means we want to run the full list of numbers sixty-six times to
get to 990 and then the first four numbers 3 2 1 3 to get to 999.</p>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">define</span><span class="p">(</span><span class="s1">&#39;PE1 == 0 0 66 [[3 2 1 3 1 2 3] [PE1.1] step] times [3 2 1 3] [PE1.1] step pop&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">J</span><span class="p">(</span><span class="s1">&#39;PE1&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">233168</span>
</pre></div>
</div>
</div>
<div class="section" id="packing-the-terms-into-an-integer">
<h3>Packing the terms into an integer<a class="headerlink" href="#packing-the-terms-into-an-integer" title="Permalink to this headline"></a></h3>
<p>This form uses no extra storage and produces no unused summands. Its
good but theres one more trick we can apply. The list of seven terms
takes up at least seven bytes. But notice that all of the terms are less
than four, and so each can fit in just two bits. We could store all
seven terms in just fourteen bits and use masking and shifts to pick out
each term as we go. This will use less space and save time loading whole
integer terms from the list.</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span>
<span class="mi">0</span><span class="n">b</span> <span class="mi">11</span> <span class="mi">10</span> <span class="mi">01</span> <span class="mi">11</span> <span class="mi">01</span> <span class="mi">10</span> <span class="mi">11</span> <span class="o">==</span> <span class="mi">14811</span>
</pre></div>
</div>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mb">0b11100111011011</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">14811</span>
</pre></div>
</div>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">define</span><span class="p">(</span><span class="s1">&#39;PE1.2 == [3 &amp; PE1.1] dupdip 2 &gt;&gt;&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">V</span><span class="p">(</span><span class="s1">&#39;0 0 14811 PE1.2&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="o">.</span> <span class="mi">0</span> <span class="mi">0</span> <span class="mi">14811</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">2</span>
<span class="mi">0</span> <span class="o">.</span> <span class="mi">0</span> <span class="mi">14811</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">2</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="o">.</span> <span class="mi">14811</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">2</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">14811</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">2</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">14811</span> <span class="o">.</span> <span class="p">[</span><span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">14811</span> <span class="p">[</span><span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">14811</span> <span class="o">.</span> <span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">14811</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">14811</span> <span class="mi">3</span> <span class="o">.</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">14811</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">3</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">14811</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">3</span> <span class="o">.</span> <span class="o">+</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">14811</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">0</span> <span class="mi">3</span> <span class="o">.</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">14811</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">0</span> <span class="mi">3</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="mi">14811</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">0</span> <span class="mi">3</span> <span class="o">.</span> <span class="o">+</span> <span class="mi">3</span> <span class="mi">14811</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">3</span> <span class="o">.</span> <span class="mi">3</span> <span class="mi">14811</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="o">.</span> <span class="mi">14811</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">14811</span> <span class="o">.</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">14811</span> <span class="mi">2</span> <span class="o">.</span> <span class="o">&gt;&gt;</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">3702</span> <span class="o">.</span>
</pre></div>
</div>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">V</span><span class="p">(</span><span class="s1">&#39;3 3 3702 PE1.2&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="o">.</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">3702</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">2</span>
<span class="mi">3</span> <span class="o">.</span> <span class="mi">3</span> <span class="mi">3702</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">2</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="o">.</span> <span class="mi">3702</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">2</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">3702</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">2</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">3702</span> <span class="o">.</span> <span class="p">[</span><span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">3702</span> <span class="p">[</span><span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">3702</span> <span class="o">.</span> <span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">3702</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">3702</span> <span class="mi">3</span> <span class="o">.</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">3702</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">3702</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="o">.</span> <span class="o">+</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">3702</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">3</span> <span class="mi">5</span> <span class="o">.</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">3702</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">3</span> <span class="mi">5</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="mi">3702</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">3</span> <span class="mi">5</span> <span class="o">.</span> <span class="o">+</span> <span class="mi">5</span> <span class="mi">3702</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">8</span> <span class="o">.</span> <span class="mi">5</span> <span class="mi">3702</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="o">.</span> <span class="mi">3702</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="mi">3702</span> <span class="o">.</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="mi">3702</span> <span class="mi">2</span> <span class="o">.</span> <span class="o">&gt;&gt;</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="mi">925</span> <span class="o">.</span>
</pre></div>
</div>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">V</span><span class="p">(</span><span class="s1">&#39;0 0 14811 7 [PE1.2] times pop&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="o">.</span> <span class="mi">0</span> <span class="mi">0</span> <span class="mi">14811</span> <span class="mi">7</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">0</span> <span class="o">.</span> <span class="mi">0</span> <span class="mi">14811</span> <span class="mi">7</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="o">.</span> <span class="mi">14811</span> <span class="mi">7</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">14811</span> <span class="o">.</span> <span class="mi">7</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">14811</span> <span class="mi">7</span> <span class="o">.</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">14811</span> <span class="mi">7</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="o">.</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">14811</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="o">.</span> <span class="n">i</span> <span class="mi">6</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">14811</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">2</span> <span class="mi">6</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">14811</span> <span class="o">.</span> <span class="p">[</span><span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">6</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">14811</span> <span class="p">[</span><span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">6</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">14811</span> <span class="o">.</span> <span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">14811</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">6</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">14811</span> <span class="mi">3</span> <span class="o">.</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">14811</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">6</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">3</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">14811</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">6</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">0</span> <span class="mi">0</span> <span class="mi">3</span> <span class="o">.</span> <span class="o">+</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">14811</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">6</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">0</span> <span class="mi">3</span> <span class="o">.</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">14811</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">6</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">0</span> <span class="mi">3</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="mi">14811</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">6</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">0</span> <span class="mi">3</span> <span class="o">.</span> <span class="o">+</span> <span class="mi">3</span> <span class="mi">14811</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">6</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">3</span> <span class="o">.</span> <span class="mi">3</span> <span class="mi">14811</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">6</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="o">.</span> <span class="mi">14811</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">6</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">14811</span> <span class="o">.</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">6</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">14811</span> <span class="mi">2</span> <span class="o">.</span> <span class="o">&gt;&gt;</span> <span class="mi">6</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">3702</span> <span class="o">.</span> <span class="mi">6</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">3702</span> <span class="mi">6</span> <span class="o">.</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">3702</span> <span class="mi">6</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="o">.</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">3702</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="o">.</span> <span class="n">i</span> <span class="mi">5</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">3702</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">2</span> <span class="mi">5</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">3702</span> <span class="o">.</span> <span class="p">[</span><span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">5</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">3702</span> <span class="p">[</span><span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">5</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">3702</span> <span class="o">.</span> <span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">3702</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">5</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">3702</span> <span class="mi">3</span> <span class="o">.</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">3702</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">5</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">3702</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">5</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="o">.</span> <span class="o">+</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">3702</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">5</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">3</span> <span class="mi">5</span> <span class="o">.</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">3702</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">5</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">3</span> <span class="mi">5</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="mi">3702</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">5</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">3</span> <span class="mi">5</span> <span class="o">.</span> <span class="o">+</span> <span class="mi">5</span> <span class="mi">3702</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">5</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">8</span> <span class="o">.</span> <span class="mi">5</span> <span class="mi">3702</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">5</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="o">.</span> <span class="mi">3702</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">5</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="mi">3702</span> <span class="o">.</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">5</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="mi">3702</span> <span class="mi">2</span> <span class="o">.</span> <span class="o">&gt;&gt;</span> <span class="mi">5</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="mi">925</span> <span class="o">.</span> <span class="mi">5</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="mi">925</span> <span class="mi">5</span> <span class="o">.</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="mi">925</span> <span class="mi">5</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="o">.</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="mi">925</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="o">.</span> <span class="n">i</span> <span class="mi">4</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="mi">925</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">2</span> <span class="mi">4</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="mi">925</span> <span class="o">.</span> <span class="p">[</span><span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">4</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="mi">925</span> <span class="p">[</span><span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">4</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="mi">925</span> <span class="o">.</span> <span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">925</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">4</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="mi">925</span> <span class="mi">3</span> <span class="o">.</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">925</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">4</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="mi">1</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">925</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">4</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">8</span> <span class="mi">5</span> <span class="mi">1</span> <span class="o">.</span> <span class="o">+</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">925</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">4</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">8</span> <span class="mi">6</span> <span class="o">.</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">925</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">4</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">8</span> <span class="mi">6</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="mi">925</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">4</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">8</span> <span class="mi">6</span> <span class="o">.</span> <span class="o">+</span> <span class="mi">6</span> <span class="mi">925</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">4</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">14</span> <span class="o">.</span> <span class="mi">6</span> <span class="mi">925</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">4</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">14</span> <span class="mi">6</span> <span class="o">.</span> <span class="mi">925</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">4</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">14</span> <span class="mi">6</span> <span class="mi">925</span> <span class="o">.</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">4</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">14</span> <span class="mi">6</span> <span class="mi">925</span> <span class="mi">2</span> <span class="o">.</span> <span class="o">&gt;&gt;</span> <span class="mi">4</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">14</span> <span class="mi">6</span> <span class="mi">231</span> <span class="o">.</span> <span class="mi">4</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">14</span> <span class="mi">6</span> <span class="mi">231</span> <span class="mi">4</span> <span class="o">.</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">14</span> <span class="mi">6</span> <span class="mi">231</span> <span class="mi">4</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="o">.</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">14</span> <span class="mi">6</span> <span class="mi">231</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="o">.</span> <span class="n">i</span> <span class="mi">3</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">14</span> <span class="mi">6</span> <span class="mi">231</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">2</span> <span class="mi">3</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">14</span> <span class="mi">6</span> <span class="mi">231</span> <span class="o">.</span> <span class="p">[</span><span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">3</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">14</span> <span class="mi">6</span> <span class="mi">231</span> <span class="p">[</span><span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">3</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">14</span> <span class="mi">6</span> <span class="mi">231</span> <span class="o">.</span> <span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">231</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">3</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">14</span> <span class="mi">6</span> <span class="mi">231</span> <span class="mi">3</span> <span class="o">.</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">231</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">3</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">14</span> <span class="mi">6</span> <span class="mi">3</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">231</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">3</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">14</span> <span class="mi">6</span> <span class="mi">3</span> <span class="o">.</span> <span class="o">+</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">231</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">3</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">14</span> <span class="mi">9</span> <span class="o">.</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">231</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">3</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">14</span> <span class="mi">9</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="mi">231</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">3</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">14</span> <span class="mi">9</span> <span class="o">.</span> <span class="o">+</span> <span class="mi">9</span> <span class="mi">231</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">3</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">23</span> <span class="o">.</span> <span class="mi">9</span> <span class="mi">231</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">3</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">23</span> <span class="mi">9</span> <span class="o">.</span> <span class="mi">231</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">3</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">23</span> <span class="mi">9</span> <span class="mi">231</span> <span class="o">.</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">3</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">23</span> <span class="mi">9</span> <span class="mi">231</span> <span class="mi">2</span> <span class="o">.</span> <span class="o">&gt;&gt;</span> <span class="mi">3</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">23</span> <span class="mi">9</span> <span class="mi">57</span> <span class="o">.</span> <span class="mi">3</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">23</span> <span class="mi">9</span> <span class="mi">57</span> <span class="mi">3</span> <span class="o">.</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">23</span> <span class="mi">9</span> <span class="mi">57</span> <span class="mi">3</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="o">.</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">23</span> <span class="mi">9</span> <span class="mi">57</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="o">.</span> <span class="n">i</span> <span class="mi">2</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">23</span> <span class="mi">9</span> <span class="mi">57</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">2</span> <span class="mi">2</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">23</span> <span class="mi">9</span> <span class="mi">57</span> <span class="o">.</span> <span class="p">[</span><span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">2</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">23</span> <span class="mi">9</span> <span class="mi">57</span> <span class="p">[</span><span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">2</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">23</span> <span class="mi">9</span> <span class="mi">57</span> <span class="o">.</span> <span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">57</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">2</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">23</span> <span class="mi">9</span> <span class="mi">57</span> <span class="mi">3</span> <span class="o">.</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">57</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">2</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">23</span> <span class="mi">9</span> <span class="mi">1</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">57</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">2</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">23</span> <span class="mi">9</span> <span class="mi">1</span> <span class="o">.</span> <span class="o">+</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">57</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">2</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">23</span> <span class="mi">10</span> <span class="o">.</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">57</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">2</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">23</span> <span class="mi">10</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="mi">57</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">2</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">23</span> <span class="mi">10</span> <span class="o">.</span> <span class="o">+</span> <span class="mi">10</span> <span class="mi">57</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">2</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">33</span> <span class="o">.</span> <span class="mi">10</span> <span class="mi">57</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">2</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">33</span> <span class="mi">10</span> <span class="o">.</span> <span class="mi">57</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">2</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">33</span> <span class="mi">10</span> <span class="mi">57</span> <span class="o">.</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">2</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">33</span> <span class="mi">10</span> <span class="mi">57</span> <span class="mi">2</span> <span class="o">.</span> <span class="o">&gt;&gt;</span> <span class="mi">2</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">33</span> <span class="mi">10</span> <span class="mi">14</span> <span class="o">.</span> <span class="mi">2</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">33</span> <span class="mi">10</span> <span class="mi">14</span> <span class="mi">2</span> <span class="o">.</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">33</span> <span class="mi">10</span> <span class="mi">14</span> <span class="mi">2</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="o">.</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">33</span> <span class="mi">10</span> <span class="mi">14</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="o">.</span> <span class="n">i</span> <span class="mi">1</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">33</span> <span class="mi">10</span> <span class="mi">14</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">2</span> <span class="mi">1</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">33</span> <span class="mi">10</span> <span class="mi">14</span> <span class="o">.</span> <span class="p">[</span><span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">33</span> <span class="mi">10</span> <span class="mi">14</span> <span class="p">[</span><span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">33</span> <span class="mi">10</span> <span class="mi">14</span> <span class="o">.</span> <span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">14</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">33</span> <span class="mi">10</span> <span class="mi">14</span> <span class="mi">3</span> <span class="o">.</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">14</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">33</span> <span class="mi">10</span> <span class="mi">2</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">14</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">33</span> <span class="mi">10</span> <span class="mi">2</span> <span class="o">.</span> <span class="o">+</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">14</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">33</span> <span class="mi">12</span> <span class="o">.</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">14</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">33</span> <span class="mi">12</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="mi">14</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">33</span> <span class="mi">12</span> <span class="o">.</span> <span class="o">+</span> <span class="mi">12</span> <span class="mi">14</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">45</span> <span class="o">.</span> <span class="mi">12</span> <span class="mi">14</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">45</span> <span class="mi">12</span> <span class="o">.</span> <span class="mi">14</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">45</span> <span class="mi">12</span> <span class="mi">14</span> <span class="o">.</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">45</span> <span class="mi">12</span> <span class="mi">14</span> <span class="mi">2</span> <span class="o">.</span> <span class="o">&gt;&gt;</span> <span class="mi">1</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">45</span> <span class="mi">12</span> <span class="mi">3</span> <span class="o">.</span> <span class="mi">1</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">45</span> <span class="mi">12</span> <span class="mi">3</span> <span class="mi">1</span> <span class="o">.</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">45</span> <span class="mi">12</span> <span class="mi">3</span> <span class="mi">1</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="o">.</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">45</span> <span class="mi">12</span> <span class="mi">3</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="o">.</span> <span class="n">i</span> <span class="n">pop</span>
<span class="mi">45</span> <span class="mi">12</span> <span class="mi">3</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">2</span> <span class="n">pop</span>
<span class="mi">45</span> <span class="mi">12</span> <span class="mi">3</span> <span class="o">.</span> <span class="p">[</span><span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="n">pop</span>
<span class="mi">45</span> <span class="mi">12</span> <span class="mi">3</span> <span class="p">[</span><span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="n">pop</span>
<span class="mi">45</span> <span class="mi">12</span> <span class="mi">3</span> <span class="o">.</span> <span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">3</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="n">pop</span>
<span class="mi">45</span> <span class="mi">12</span> <span class="mi">3</span> <span class="mi">3</span> <span class="o">.</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">3</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="n">pop</span>
<span class="mi">45</span> <span class="mi">12</span> <span class="mi">3</span> <span class="o">.</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="mi">3</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="n">pop</span>
<span class="mi">45</span> <span class="mi">12</span> <span class="mi">3</span> <span class="o">.</span> <span class="o">+</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">3</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="n">pop</span>
<span class="mi">45</span> <span class="mi">15</span> <span class="o">.</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">3</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="n">pop</span>
<span class="mi">45</span> <span class="mi">15</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="o">.</span> <span class="n">dupdip</span> <span class="mi">3</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="n">pop</span>
<span class="mi">45</span> <span class="mi">15</span> <span class="o">.</span> <span class="o">+</span> <span class="mi">15</span> <span class="mi">3</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="n">pop</span>
<span class="mi">60</span> <span class="o">.</span> <span class="mi">15</span> <span class="mi">3</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="n">pop</span>
<span class="mi">60</span> <span class="mi">15</span> <span class="o">.</span> <span class="mi">3</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="n">pop</span>
<span class="mi">60</span> <span class="mi">15</span> <span class="mi">3</span> <span class="o">.</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span> <span class="n">pop</span>
<span class="mi">60</span> <span class="mi">15</span> <span class="mi">3</span> <span class="mi">2</span> <span class="o">.</span> <span class="o">&gt;&gt;</span> <span class="n">pop</span>
<span class="mi">60</span> <span class="mi">15</span> <span class="mi">0</span> <span class="o">.</span> <span class="n">pop</span>
<span class="mi">60</span> <span class="mi">15</span> <span class="o">.</span>
</pre></div>
</div>
<p>And so we have at last:</p>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">define</span><span class="p">(</span><span class="s1">&#39;PE1 == 0 0 66 [14811 7 [PE1.2] times pop] times 14811 4 [PE1.2] times popop&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">J</span><span class="p">(</span><span class="s1">&#39;PE1&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">233168</span>
</pre></div>
</div>
</div>
<div class="section" id="let-s-refactor">
<h3>Lets refactor<a class="headerlink" href="#let-s-refactor" title="Permalink to this headline"></a></h3>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="mi">14811</span> <span class="mi">7</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">14811</span> <span class="mi">4</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="mi">14811</span> <span class="n">n</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="n">n</span> <span class="mi">14811</span> <span class="n">swap</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
</pre></div>
</div>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">define</span><span class="p">(</span><span class="s1">&#39;PE1.3 == 14811 swap [PE1.2] times pop&#39;</span><span class="p">)</span>
</pre></div>
</div>
<p>Now we can simplify the definition above:</p>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">define</span><span class="p">(</span><span class="s1">&#39;PE1 == 0 0 66 [7 PE1.3] times 4 PE1.3 pop&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">J</span><span class="p">(</span><span class="s1">&#39;PE1&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">233168</span>
</pre></div>
</div>
<p>Heres our joy program all in one place. It doesnt make so much sense,
but if you have read through the above description of how it was derived
I hope its clear.</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">PE1</span><span class="o">.</span><span class="mi">1</span> <span class="o">==</span> <span class="o">+</span> <span class="p">[</span><span class="o">+</span><span class="p">]</span> <span class="n">dupdip</span>
<span class="n">PE1</span><span class="o">.</span><span class="mi">2</span> <span class="o">==</span> <span class="p">[</span><span class="mi">3</span> <span class="o">&amp;</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">1</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span>
<span class="n">PE1</span><span class="o">.</span><span class="mi">3</span> <span class="o">==</span> <span class="mi">14811</span> <span class="n">swap</span> <span class="p">[</span><span class="n">PE1</span><span class="o">.</span><span class="mi">2</span><span class="p">]</span> <span class="n">times</span> <span class="n">pop</span>
<span class="n">PE1</span> <span class="o">==</span> <span class="mi">0</span> <span class="mi">0</span> <span class="mi">66</span> <span class="p">[</span><span class="mi">7</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">3</span><span class="p">]</span> <span class="n">times</span> <span class="mi">4</span> <span class="n">PE1</span><span class="o">.</span><span class="mi">3</span> <span class="n">pop</span>
</pre></div>
</div>
</div>
</div>
<div class="section" id="generator-version">
<h2>Generator Version<a class="headerlink" href="#generator-version" title="Permalink to this headline"></a></h2>
<p>Its a little clunky iterating sixty-six times though the seven numbers
then four more. In the <em>Generator Programs</em> notebook we derive a
generator that can be repeatedly driven by the <code class="docutils literal notranslate"><span class="pre">x</span></code> combinator to
produce a stream of the seven numbers repeating over and over again.</p>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">define</span><span class="p">(</span><span class="s1">&#39;PE1.terms == [0 swap [dup [pop 14811] [] branch [3 &amp;] dupdip 2 &gt;&gt;] dip rest cons]&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">J</span><span class="p">(</span><span class="s1">&#39;PE1.terms 21 [x] times&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="p">[</span><span class="mi">0</span> <span class="n">swap</span> <span class="p">[</span><span class="n">dup</span> <span class="p">[</span><span class="n">pop</span> <span class="mi">14811</span><span class="p">]</span> <span class="p">[]</span> <span class="n">branch</span> <span class="p">[</span><span class="mi">3</span> <span class="o">&amp;</span><span class="p">]</span> <span class="n">dupdip</span> <span class="mi">2</span> <span class="o">&gt;&gt;</span><span class="p">]</span> <span class="n">dip</span> <span class="n">rest</span> <span class="n">cons</span><span class="p">]</span>
</pre></div>
</div>
<p>We know from above that we need sixty-six times seven then four more
terms to reach up to but not over one thousand.</p>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">J</span><span class="p">(</span><span class="s1">&#39;7 66 * 4 +&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">466</span>
</pre></div>
</div>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">J</span><span class="p">(</span><span class="s1">&#39;PE1.terms 466 [x] times pop&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">3</span> <span class="mi">2</span> <span class="mi">1</span> <span class="mi">3</span>
</pre></div>
</div>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">J</span><span class="p">(</span><span class="s1">&#39;[PE1.terms 466 [x] times pop] run sum&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">999</span>
</pre></div>
</div>
<p>Now we can use <code class="docutils literal notranslate"><span class="pre">PE1.1</span></code> to accumulate the terms as we go, and then
<code class="docutils literal notranslate"><span class="pre">pop</span></code> the generator and the counter from the stack when were done,
leaving just the sum.</p>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">J</span><span class="p">(</span><span class="s1">&#39;0 0 PE1.terms 466 [x [PE1.1] dip] times popop&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">233168</span>
</pre></div>
</div>
</div>
<div class="section" id="a-little-further-analysis-renders-iteration-unnecessary">
<h2>A little further analysis renders iteration unnecessary.<a class="headerlink" href="#a-little-further-analysis-renders-iteration-unnecessary" title="Permalink to this headline"></a></h2>
<p>Consider finding the sum of the positive integers less than or equal to
ten.</p>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">J</span><span class="p">(</span><span class="s1">&#39;[10 9 8 7 6 5 4 3 2 1] sum&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">55</span>
</pre></div>
</div>
<p>Instead of summing them,
<a class="reference external" href="https://en.wikipedia.org/wiki/File:Animated_proof_for_the_formula_giving_the_sum_of_the_first_integers_1%2B2%2B...%2Bn.gif">observe</a>:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="mi">10</span> <span class="mi">9</span> <span class="mi">8</span> <span class="mi">7</span> <span class="mi">6</span>
<span class="o">+</span> <span class="mi">1</span> <span class="mi">2</span> <span class="mi">3</span> <span class="mi">4</span> <span class="mi">5</span>
<span class="o">----</span> <span class="o">--</span> <span class="o">--</span> <span class="o">--</span> <span class="o">--</span>
<span class="mi">11</span> <span class="mi">11</span> <span class="mi">11</span> <span class="mi">11</span> <span class="mi">11</span>
<span class="mi">11</span> <span class="o">*</span> <span class="mi">5</span> <span class="o">=</span> <span class="mi">55</span>
</pre></div>
</div>
<p>From the above example we can deduce that the sum of the first N
positive integers is:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">(</span><span class="n">N</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="n">N</span> <span class="o">/</span> <span class="mi">2</span>
</pre></div>
</div>
<p>(The formula also works for odd values of N, Ill leave that to you if
you want to work it out or you can take my word for it.)</p>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">define</span><span class="p">(</span><span class="s1">&#39;F == dup ++ * 2 floordiv&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">V</span><span class="p">(</span><span class="s1">&#39;10 F&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="o">.</span> <span class="mi">10</span> <span class="n">F</span>
<span class="mi">10</span> <span class="o">.</span> <span class="n">F</span>
<span class="mi">10</span> <span class="o">.</span> <span class="n">dup</span> <span class="o">++</span> <span class="o">*</span> <span class="mi">2</span> <span class="n">floordiv</span>
<span class="mi">10</span> <span class="mi">10</span> <span class="o">.</span> <span class="o">++</span> <span class="o">*</span> <span class="mi">2</span> <span class="n">floordiv</span>
<span class="mi">10</span> <span class="mi">11</span> <span class="o">.</span> <span class="o">*</span> <span class="mi">2</span> <span class="n">floordiv</span>
<span class="mi">110</span> <span class="o">.</span> <span class="mi">2</span> <span class="n">floordiv</span>
<span class="mi">110</span> <span class="mi">2</span> <span class="o">.</span> <span class="n">floordiv</span>
<span class="mi">55</span> <span class="o">.</span>
</pre></div>
</div>
<p>We can apply the same reasoning to the PE1 problem.</p>
<p>Between 0 and 990 inclusive there are sixty-six “blocks” of seven terms
each, starting with:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[</span><span class="mi">3</span> <span class="mi">5</span> <span class="mi">6</span> <span class="mi">9</span> <span class="mi">10</span> <span class="mi">12</span> <span class="mi">15</span><span class="p">]</span>
</pre></div>
</div>
<p>And ending with:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[</span><span class="mi">978</span> <span class="mi">980</span> <span class="mi">981</span> <span class="mi">984</span> <span class="mi">985</span> <span class="mi">987</span> <span class="mi">990</span><span class="p">]</span>
</pre></div>
</div>
<p>If we reverse one of these two blocks and sum pairs…</p>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">J</span><span class="p">(</span><span class="s1">&#39;[3 5 6 9 10 12 15] reverse [978 980 981 984 985 987 990] zip&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[[</span><span class="mi">978</span> <span class="mi">15</span><span class="p">]</span> <span class="p">[</span><span class="mi">980</span> <span class="mi">12</span><span class="p">]</span> <span class="p">[</span><span class="mi">981</span> <span class="mi">10</span><span class="p">]</span> <span class="p">[</span><span class="mi">984</span> <span class="mi">9</span><span class="p">]</span> <span class="p">[</span><span class="mi">985</span> <span class="mi">6</span><span class="p">]</span> <span class="p">[</span><span class="mi">987</span> <span class="mi">5</span><span class="p">]</span> <span class="p">[</span><span class="mi">990</span> <span class="mi">3</span><span class="p">]]</span>
</pre></div>
</div>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">J</span><span class="p">(</span><span class="s1">&#39;[3 5 6 9 10 12 15] reverse [978 980 981 984 985 987 990] zip [sum] map&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[</span><span class="mi">993</span> <span class="mi">992</span> <span class="mi">991</span> <span class="mi">993</span> <span class="mi">991</span> <span class="mi">992</span> <span class="mi">993</span><span class="p">]</span>
</pre></div>
</div>
<p>(Interesting that the sequence of seven numbers appears again in the
rightmost digit of each term.)</p>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">J</span><span class="p">(</span><span class="s1">&#39;[ 3 5 6 9 10 12 15] reverse [978 980 981 984 985 987 990] zip [sum] map sum&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">6945</span>
</pre></div>
</div>
<p>Since there are sixty-six blocks and we are pairing them up, there must
be thirty-three pairs, each of which sums to 6945. We also have these
additional unpaired terms between 990 and 1000:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">993</span> <span class="mi">995</span> <span class="mi">996</span> <span class="mi">999</span>
</pre></div>
</div>
<p>So we can give the “sum of all the multiples of 3 or 5 below 1000” like
so:</p>
<div class="code ipython2 highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">J</span><span class="p">(</span><span class="s1">&#39;6945 33 * [993 995 996 999] cons sum&#39;</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">233168</span>
</pre></div>
</div>
<p>Its worth noting, I think, that this same reasoning holds for any two
numbers <span class="math notranslate nohighlight">\(n\)</span> and <span class="math notranslate nohighlight">\(m\)</span> the multiples of which we hope to sum.
The multiples would have a cycle of differences of length <span class="math notranslate nohighlight">\(k\)</span> and
so we could compute the sum of <span class="math notranslate nohighlight">\(Nk\)</span> multiples as above.</p>
<p>The sequence of differences will always be a palidrome. Consider an
interval spanning the least common multiple of <span class="math notranslate nohighlight">\(n\)</span> and <span class="math notranslate nohighlight">\(m\)</span>:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="o">|</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span>
<span class="o">|</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span>
</pre></div>
</div>
<p>Here we have 4 and 7, and you can read off the sequence of differences
directly from the diagram: 4 3 1 4 2 2 4 1 3 4.</p>
<p>Geometrically, the actual values of <span class="math notranslate nohighlight">\(n\)</span> and <span class="math notranslate nohighlight">\(m\)</span> and their
<em>lcm</em> dont matter, the pattern they make will always be symmetrical
around its midpoint. The same reasoning holds for multiples of more than
two numbers.</p>
</div>
<div class="section" id="the-simplest-program">
<h2>The Simplest Program<a class="headerlink" href="#the-simplest-program" title="Permalink to this headline"></a></h2>
<p>Of course, the simplest joy program for the first Project Euler problem
is just:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">PE1</span> <span class="o">==</span> <span class="mi">233168</span>
</pre></div>
</div>
<p>Fin.</p>
</div>
</div>
</div>
</div>
</div>
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<h3><a href="../index.html">Table Of Contents</a></h3>
<ul>
<li><a class="reference internal" href="#">Developing a Program in Joy</a><ul>
<li><a class="reference internal" href="#project-euler-first-problem-multiples-of-3-and-5">Project Euler, first problem: “Multiples of 3 and 5”</a><ul>
<li><a class="reference internal" href="#sum-a-range-filtered-by-a-predicate">Sum a range filtered by a predicate</a></li>
<li><a class="reference internal" href="#generate-just-the-multiples">Generate just the multiples</a></li>
<li><a class="reference internal" href="#how-many-multiples-to-sum">How many multiples to sum?</a></li>
<li><a class="reference internal" href="#packing-the-terms-into-an-integer">Packing the terms into an integer</a></li>
<li><a class="reference internal" href="#let-s-refactor">Lets refactor</a></li>
</ul>
</li>
<li><a class="reference internal" href="#generator-version">Generator Version</a></li>
<li><a class="reference internal" href="#a-little-further-analysis-renders-iteration-unnecessary">A little further analysis renders iteration unnecessary.</a></li>
<li><a class="reference internal" href="#the-simplest-program">The Simplest Program</a></li>
</ul>
</li>
</ul>
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