Added additional solutions to problem 31.

main
Felix Martin 2018-10-17 23:20:33 -04:00
parent c34ebd6181
commit 1444f7cc7e
2 changed files with 320 additions and 71 deletions

View File

@ -29,9 +29,7 @@
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"metadata": {},
"outputs": [
{
"name": "stdout",
@ -51,59 +49,58 @@
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from math import ceil\n",
"\n",
"r = 200\n",
"c = 0\n",
"def calculate():\n",
" r = 200\n",
" c = 0\n",
"\n",
"if r % 200 == 0:\n",
" c += 1\n",
"for p200 in range(ceil(r / 200)):\n",
" r200 = r - p200 * 200\n",
" if r200 % 100 == 0:\n",
" if r % 200 == 0:\n",
" c += 1\n",
" for p100 in range(ceil(r200 / 100)):\n",
" r100 = r200 - p100 * 100\n",
" if r100 % 50 == 0:\n",
" for p200 in range(ceil(r / 200)):\n",
" r200 = r - p200 * 200\n",
" if r200 % 100 == 0:\n",
" c += 1\n",
" for p50 in range(ceil(r100 / 50)):\n",
" r50 = r100 - p50 * 50\n",
" if r50 % 20 == 0:\n",
" for p100 in range(ceil(r200 / 100)):\n",
" r100 = r200 - p100 * 100\n",
" if r100 % 50 == 0:\n",
" c += 1\n",
" for p20 in range(ceil(r50 / 20)):\n",
" r20 = r50 - p20 * 20\n",
" if r20 <= 0:\n",
" break\n",
" if r20 % 10 == 0:\n",
" for p50 in range(ceil(r100 / 50)):\n",
" r50 = r100 - p50 * 50\n",
" if r50 % 20 == 0:\n",
" c += 1\n",
" for p10 in range(ceil(r20 / 10)):\n",
" r10 = r20 - p10 * 10\n",
" if r10 % 5 == 0:\n",
" for p20 in range(ceil(r50 / 20)):\n",
" r20 = r50 - p20 * 20\n",
" if r20 <= 0:\n",
" break\n",
" if r20 % 10 == 0:\n",
" c += 1\n",
" for p5 in range(ceil(r10 / 5)):\n",
" r5 = r10 - p5 * 5\n",
" if r5 % 2 == 0:\n",
" for p10 in range(ceil(r20 / 10)):\n",
" r10 = r20 - p10 * 10\n",
" if r10 % 5 == 0:\n",
" c += 1\n",
" for p2 in range(ceil(r5 / 2)):\n",
" r2 = r5 - p2 * 2\n",
" if r2 % 1 == 0:\n",
" for p5 in range(ceil(r10 / 5)):\n",
" r5 = r10 - p5 * 5\n",
" if r5 % 2 == 0:\n",
" c += 1\n",
" for p2 in range(ceil(r5 / 2)):\n",
" r2 = r5 - p2 * 2\n",
" if r2 % 1 == 0:\n",
" c += 1\n",
"\n",
"s = c"
" return c\n",
"\n",
"s = calculate()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
@ -117,13 +114,128 @@
"print(s)\n",
"assert(s == 73682)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I came up with a more concise solution that can be implemented in Scheme. I would like to compare the performance of the solutions."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"73682\n"
]
}
],
"source": [
"def count_change(change, coins):\n",
" if not coins:\n",
" return 0\n",
" count = 0\n",
" coin, coins = coins[0], coins[1:]\n",
" for i in range(change // coin + 1):\n",
" if change - i * coin == 0:\n",
" count += 1\n",
" continue\n",
" if change - i * coin < 0:\n",
" break\n",
" count += count_change(change - i * coin, coins)\n",
" return count\n",
"\n",
"def calculate_iterative():\n",
" return count_change(200, [200, 100, 50, 20, 10, 5, 2, 1])\n",
"\n",
"s = calculate_iterative()\n",
"print(s)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.16300111500095227\n",
"11.429953110000497\n"
]
}
],
"source": [
"import timeit\n",
"print(timeit.timeit(calculate, number=10))\n",
"print(timeit.timeit(calculate_iterative, number=10))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Turns out I was way smarter than I thought when I have developped calculate. It checks the remainder and by doing that saves a ton of iterations."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"73682\n",
"0.34602016500139143\n"
]
}
],
"source": [
"def count_change(change, coins):\n",
" count = 0\n",
" coin, coins = coins[0], coins[1:]\n",
"\n",
" if change % coin == 0:\n",
" count += 1\n",
" \n",
" if not coins:\n",
" return count\n",
" \n",
" for i in range(ceil(change / coin)):\n",
" count += count_change(change - i * coin, coins)\n",
" return count\n",
"\n",
"def calculate_iterative():\n",
" return count_change(200, [200, 100, 50, 20, 10, 5, 2, 1])\n",
"\n",
"s = calculate_iterative()\n",
"print(s)\n",
"print(timeit.timeit(calculate_iterative, number=10))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"completion_date": "Fri, 25 Aug 2017, 13:02",
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"language": "python3.6",
"name": "python3"
},
"language_info": {
@ -136,7 +248,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.4"
"version": "3.6.5"
},
"tags": [
"recursion",

View File

@ -11814,48 +11814,51 @@ div#notebook {
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In [2]:</div>
<div class="prompt input_prompt">In [8]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">math</span> <span class="k">import</span> <span class="n">ceil</span>
<span class="n">r</span> <span class="o">=</span> <span class="mi">200</span>
<span class="n">c</span> <span class="o">=</span> <span class="mi">0</span>
<span class="k">def</span> <span class="nf">calculate</span><span class="p">():</span>
<span class="n">r</span> <span class="o">=</span> <span class="mi">200</span>
<span class="n">c</span> <span class="o">=</span> <span class="mi">0</span>
<span class="k">if</span> <span class="n">r</span> <span class="o">%</span> <span class="mi">200</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="n">c</span> <span class="o">+=</span> <span class="mi">1</span>
<span class="k">for</span> <span class="n">p200</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ceil</span><span class="p">(</span><span class="n">r</span> <span class="o">/</span> <span class="mi">200</span><span class="p">)):</span>
<span class="n">r200</span> <span class="o">=</span> <span class="n">r</span> <span class="o">-</span> <span class="n">p200</span> <span class="o">*</span> <span class="mi">200</span>
<span class="k">if</span> <span class="n">r200</span> <span class="o">%</span> <span class="mi">100</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="k">if</span> <span class="n">r</span> <span class="o">%</span> <span class="mi">200</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="n">c</span> <span class="o">+=</span> <span class="mi">1</span>
<span class="k">for</span> <span class="n">p100</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ceil</span><span class="p">(</span><span class="n">r200</span> <span class="o">/</span> <span class="mi">100</span><span class="p">)):</span>
<span class="n">r100</span> <span class="o">=</span> <span class="n">r200</span> <span class="o">-</span> <span class="n">p100</span> <span class="o">*</span> <span class="mi">100</span>
<span class="k">if</span> <span class="n">r100</span> <span class="o">%</span> <span class="mi">50</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="k">for</span> <span class="n">p200</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ceil</span><span class="p">(</span><span class="n">r</span> <span class="o">/</span> <span class="mi">200</span><span class="p">)):</span>
<span class="n">r200</span> <span class="o">=</span> <span class="n">r</span> <span class="o">-</span> <span class="n">p200</span> <span class="o">*</span> <span class="mi">200</span>
<span class="k">if</span> <span class="n">r200</span> <span class="o">%</span> <span class="mi">100</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="n">c</span> <span class="o">+=</span> <span class="mi">1</span>
<span class="k">for</span> <span class="n">p50</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ceil</span><span class="p">(</span><span class="n">r100</span> <span class="o">/</span> <span class="mi">50</span><span class="p">)):</span>
<span class="n">r50</span> <span class="o">=</span> <span class="n">r100</span> <span class="o">-</span> <span class="n">p50</span> <span class="o">*</span> <span class="mi">50</span>
<span class="k">if</span> <span class="n">r50</span> <span class="o">%</span> <span class="mi">20</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="k">for</span> <span class="n">p100</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ceil</span><span class="p">(</span><span class="n">r200</span> <span class="o">/</span> <span class="mi">100</span><span class="p">)):</span>
<span class="n">r100</span> <span class="o">=</span> <span class="n">r200</span> <span class="o">-</span> <span class="n">p100</span> <span class="o">*</span> <span class="mi">100</span>
<span class="k">if</span> <span class="n">r100</span> <span class="o">%</span> <span class="mi">50</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="n">c</span> <span class="o">+=</span> <span class="mi">1</span>
<span class="k">for</span> <span class="n">p20</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ceil</span><span class="p">(</span><span class="n">r50</span> <span class="o">/</span> <span class="mi">20</span><span class="p">)):</span>
<span class="n">r20</span> <span class="o">=</span> <span class="n">r50</span> <span class="o">-</span> <span class="n">p20</span> <span class="o">*</span> <span class="mi">20</span>
<span class="k">if</span> <span class="n">r20</span> <span class="o">&lt;=</span> <span class="mi">0</span><span class="p">:</span>
<span class="k">break</span>
<span class="k">if</span> <span class="n">r20</span> <span class="o">%</span> <span class="mi">10</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="k">for</span> <span class="n">p50</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ceil</span><span class="p">(</span><span class="n">r100</span> <span class="o">/</span> <span class="mi">50</span><span class="p">)):</span>
<span class="n">r50</span> <span class="o">=</span> <span class="n">r100</span> <span class="o">-</span> <span class="n">p50</span> <span class="o">*</span> <span class="mi">50</span>
<span class="k">if</span> <span class="n">r50</span> <span class="o">%</span> <span class="mi">20</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="n">c</span> <span class="o">+=</span> <span class="mi">1</span>
<span class="k">for</span> <span class="n">p10</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ceil</span><span class="p">(</span><span class="n">r20</span> <span class="o">/</span> <span class="mi">10</span><span class="p">)):</span>
<span class="n">r10</span> <span class="o">=</span> <span class="n">r20</span> <span class="o">-</span> <span class="n">p10</span> <span class="o">*</span> <span class="mi">10</span>
<span class="k">if</span> <span class="n">r10</span> <span class="o">%</span> <span class="mi">5</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="k">for</span> <span class="n">p20</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ceil</span><span class="p">(</span><span class="n">r50</span> <span class="o">/</span> <span class="mi">20</span><span class="p">)):</span>
<span class="n">r20</span> <span class="o">=</span> <span class="n">r50</span> <span class="o">-</span> <span class="n">p20</span> <span class="o">*</span> <span class="mi">20</span>
<span class="k">if</span> <span class="n">r20</span> <span class="o">&lt;=</span> <span class="mi">0</span><span class="p">:</span>
<span class="k">break</span>
<span class="k">if</span> <span class="n">r20</span> <span class="o">%</span> <span class="mi">10</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="n">c</span> <span class="o">+=</span> <span class="mi">1</span>
<span class="k">for</span> <span class="n">p5</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ceil</span><span class="p">(</span><span class="n">r10</span> <span class="o">/</span> <span class="mi">5</span><span class="p">)):</span>
<span class="n">r5</span> <span class="o">=</span> <span class="n">r10</span> <span class="o">-</span> <span class="n">p5</span> <span class="o">*</span> <span class="mi">5</span>
<span class="k">if</span> <span class="n">r5</span> <span class="o">%</span> <span class="mi">2</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="k">for</span> <span class="n">p10</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ceil</span><span class="p">(</span><span class="n">r20</span> <span class="o">/</span> <span class="mi">10</span><span class="p">)):</span>
<span class="n">r10</span> <span class="o">=</span> <span class="n">r20</span> <span class="o">-</span> <span class="n">p10</span> <span class="o">*</span> <span class="mi">10</span>
<span class="k">if</span> <span class="n">r10</span> <span class="o">%</span> <span class="mi">5</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="n">c</span> <span class="o">+=</span> <span class="mi">1</span>
<span class="k">for</span> <span class="n">p2</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ceil</span><span class="p">(</span><span class="n">r5</span> <span class="o">/</span> <span class="mi">2</span><span class="p">)):</span>
<span class="n">r2</span> <span class="o">=</span> <span class="n">r5</span> <span class="o">-</span> <span class="n">p2</span> <span class="o">*</span> <span class="mi">2</span>
<span class="k">if</span> <span class="n">r2</span> <span class="o">%</span> <span class="mi">1</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="k">for</span> <span class="n">p5</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ceil</span><span class="p">(</span><span class="n">r10</span> <span class="o">/</span> <span class="mi">5</span><span class="p">)):</span>
<span class="n">r5</span> <span class="o">=</span> <span class="n">r10</span> <span class="o">-</span> <span class="n">p5</span> <span class="o">*</span> <span class="mi">5</span>
<span class="k">if</span> <span class="n">r5</span> <span class="o">%</span> <span class="mi">2</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="n">c</span> <span class="o">+=</span> <span class="mi">1</span>
<span class="k">for</span> <span class="n">p2</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ceil</span><span class="p">(</span><span class="n">r5</span> <span class="o">/</span> <span class="mi">2</span><span class="p">)):</span>
<span class="n">r2</span> <span class="o">=</span> <span class="n">r5</span> <span class="o">-</span> <span class="n">p2</span> <span class="o">*</span> <span class="mi">2</span>
<span class="k">if</span> <span class="n">r2</span> <span class="o">%</span> <span class="mi">1</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="n">c</span> <span class="o">+=</span> <span class="mi">1</span>
<span class="n">s</span> <span class="o">=</span> <span class="n">c</span>
<span class="k">return</span> <span class="n">c</span>
<span class="n">s</span> <span class="o">=</span> <span class="n">calculate</span><span class="p">()</span>
</pre></div>
</div>
</div>
@ -11863,7 +11866,7 @@ div#notebook {
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In [3]:</div>
<div class="prompt input_prompt">In [9]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
@ -11884,6 +11887,140 @@ div#notebook {
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>I came up with a more concise solution that can be implemented in Scheme. I would like to compare the performance of the solutions.</p>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In [34]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">count_change</span><span class="p">(</span><span class="n">change</span><span class="p">,</span> <span class="n">coins</span><span class="p">):</span>
<span class="k">if</span> <span class="ow">not</span> <span class="n">coins</span><span class="p">:</span>
<span class="k">return</span> <span class="mi">0</span>
<span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">coin</span><span class="p">,</span> <span class="n">coins</span> <span class="o">=</span> <span class="n">coins</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">coins</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">change</span> <span class="o">//</span> <span class="n">coin</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
<span class="k">if</span> <span class="n">change</span> <span class="o">-</span> <span class="n">i</span> <span class="o">*</span> <span class="n">coin</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
<span class="k">continue</span>
<span class="k">if</span> <span class="n">change</span> <span class="o">-</span> <span class="n">i</span> <span class="o">*</span> <span class="n">coin</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
<span class="k">break</span>
<span class="n">count</span> <span class="o">+=</span> <span class="n">count_change</span><span class="p">(</span><span class="n">change</span> <span class="o">-</span> <span class="n">i</span> <span class="o">*</span> <span class="n">coin</span><span class="p">,</span> <span class="n">coins</span><span class="p">)</span>
<span class="k">return</span> <span class="n">count</span>
<span class="k">def</span> <span class="nf">calculate_iterative</span><span class="p">():</span>
<span class="k">return</span> <span class="n">count_change</span><span class="p">(</span><span class="mi">200</span><span class="p">,</span> <span class="p">[</span><span class="mi">200</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">50</span><span class="p">,</span> <span class="mi">20</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
<span class="n">s</span> <span class="o">=</span> <span class="n">calculate_iterative</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
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<pre>73682
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">timeit</span>
<span class="nb">print</span><span class="p">(</span><span class="n">timeit</span><span class="o">.</span><span class="n">timeit</span><span class="p">(</span><span class="n">calculate</span><span class="p">,</span> <span class="n">number</span><span class="o">=</span><span class="mi">10</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">timeit</span><span class="o">.</span><span class="n">timeit</span><span class="p">(</span><span class="n">calculate_iterative</span><span class="p">,</span> <span class="n">number</span><span class="o">=</span><span class="mi">10</span><span class="p">))</span>
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<pre>0.16300111500095227
11.429953110000497
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<p>Turns out I was way smarter than I thought when I have developped calculate. It checks the remainder and by doing that saves a ton of iterations.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">count_change</span><span class="p">(</span><span class="n">change</span><span class="p">,</span> <span class="n">coins</span><span class="p">):</span>
<span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">coin</span><span class="p">,</span> <span class="n">coins</span> <span class="o">=</span> <span class="n">coins</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">coins</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
<span class="k">if</span> <span class="n">change</span> <span class="o">%</span> <span class="n">coin</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
<span class="k">if</span> <span class="ow">not</span> <span class="n">coins</span><span class="p">:</span>
<span class="k">return</span> <span class="n">count</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ceil</span><span class="p">(</span><span class="n">change</span> <span class="o">/</span> <span class="n">coin</span><span class="p">)):</span>
<span class="n">count</span> <span class="o">+=</span> <span class="n">count_change</span><span class="p">(</span><span class="n">change</span> <span class="o">-</span> <span class="n">i</span> <span class="o">*</span> <span class="n">coin</span><span class="p">,</span> <span class="n">coins</span><span class="p">)</span>
<span class="k">return</span> <span class="n">count</span>
<span class="k">def</span> <span class="nf">calculate_iterative</span><span class="p">():</span>
<span class="k">return</span> <span class="n">count_change</span><span class="p">(</span><span class="mi">200</span><span class="p">,</span> <span class="p">[</span><span class="mi">200</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">50</span><span class="p">,</span> <span class="mi">20</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
<span class="n">s</span> <span class="o">=</span> <span class="n">calculate_iterative</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">timeit</span><span class="o">.</span><span class="n">timeit</span><span class="p">(</span><span class="n">calculate_iterative</span><span class="p">,</span> <span class="n">number</span><span class="o">=</span><span class="mi">10</span><span class="p">))</span>
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<pre>73682
0.34602016500139143
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<div class=" highlight hl-ipython3"><pre><span></span>
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