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EisagwgikiStatistikiMePython_1.html
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EisagwgikiStatistikiMePython_1.html
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<!DOCTYPE html>
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<title>EisagwgikiStatistikiMePython_1</title>
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<h1 id="ΕΙΣΑΓΩΓΙΚΗ-ΣΤΑΤΙΣΤΚΗ-ΜΕ-PYTHON---Ι">ΕΙΣΑΓΩΓΙΚΗ ΣΤΑΤΙΣΤΚΗ ΜΕ PYTHON - Ι<a class="anchor-link" href="#ΕΙΣΑΓΩΓΙΚΗ-ΣΤΑΤΙΣΤΚΗ-ΜΕ-PYTHON---Ι">¶</a></h1>
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<div class=" highlight hl-ipython2"><pre><span class="kn">import</span> <span class="nn">math</span>
<span class="kn">import</span> <span class="nn">random</span>
<span class="kn">import</span> <span class="nn">csv</span>
<span class="kn">import</span> <span class="nn">urllib2</span>
<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">Counter</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
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<h2 id="Λίστες-Τυχαίων-Αριθμών">Λίστες Τυχαίων Αριθμών<a class="anchor-link" href="#Λίστες-Τυχαίων-Αριθμών">¶</a></h2>
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<h4 id="1.-Δημιουργία-λίστας-πραγματικών-αριθμών-στο-διάστημα-[0,-1)-με-random.random">1. Δημιουργία λίστας πραγματικών αριθμών στο διάστημα [0, 1) με random.random<a class="anchor-link" href="#1.-Δημιουργία-λίστας-πραγματικών-αριθμών-στο-διάστημα-[0,-1)-με-random.random">¶</a></h4>
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<div class=" highlight hl-ipython2"><pre><span class="n">rlist1</span> <span class="o">=</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">()</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">4</span><span class="p">)]</span>
<span class="k">print</span> <span class="n">rlist1</span>
<span class="n">rlist1</span> <span class="o">=</span> <span class="p">[</span><span class="nb">float</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">a</span><span class="o">*</span><span class="mf">1e3</span><span class="p">))</span><span class="o">*</span><span class="mf">1e-3</span> <span class="k">for</span> <span class="n">a</span> <span class="ow">in</span> <span class="n">rlist1</span><span class="p">]</span>
<span class="k">print</span> <span class="n">rlist1</span>
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<pre>[0.9924349352218768, 0.30540777479502224, 0.3720752608020451, 0.9894747561171273]
[0.992, 0.305, 0.372, 0.989]
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<div class=" highlight hl-ipython2"><pre><span class="k">print</span> <span class="nb">int</span><span class="p">(</span><span class="mf">1e3</span><span class="p">),</span> <span class="nb">float</span><span class="p">(</span><span class="mf">1e-3</span><span class="p">),</span> <span class="nb">type</span><span class="p">(</span><span class="mf">1e3</span><span class="p">),</span> <span class="nb">type</span><span class="p">(</span><span class="mf">1e-3</span><span class="p">)</span>
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<pre>1000 0.001 <type 'float'> <type 'float'>
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<h4 id="2.-Δημιουργία-λίστας-πραγματικών-αριθμών-στο-διάστημα-[a,-b]-με-random.uniform">2. Δημιουργία λίστας πραγματικών αριθμών στο διάστημα [a, b] με random.uniform<a class="anchor-link" href="#2.-Δημιουργία-λίστας-πραγματικών-αριθμών-στο-διάστημα-[a,-b]-με-random.uniform">¶</a></h4>
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<div class=" highlight hl-ipython2"><pre><span class="n">rlist1u</span> <span class="o">=</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="o">-</span><span class="mi">5</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">4</span><span class="p">)]</span>
<span class="k">print</span> <span class="n">rlist1u</span>
<span class="n">rlist1u</span> <span class="o">=</span> <span class="p">[</span><span class="nb">float</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">a</span><span class="o">*</span><span class="mf">1e3</span><span class="p">))</span><span class="o">*</span><span class="mf">1e-3</span> <span class="k">for</span> <span class="n">a</span> <span class="ow">in</span> <span class="n">rlist1u</span><span class="p">]</span>
<span class="k">print</span> <span class="n">rlist1u</span>
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<pre>[4.063573749862158, 2.8624793063361977, 1.746110143502773, 8.514826440259599]
[4.063, 2.862, 1.746, 8.514]
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<h4 id="3.-Δημιουργία-λίστας-πραγματικών-αριθμών-με-random.normalvariate(mean,-sdev)-μέσω-της-κανονικής-κατανομής-με-μέση-τιμή-mean-και-τυπική-απόκλιση-sdev">3. Δημιουργία λίστας πραγματικών αριθμών με random.normalvariate(mean, sdev) μέσω της κανονικής κατανομής με μέση τιμή mean και τυπική απόκλιση sdev<a class="anchor-link" href="#3.-Δημιουργία-λίστας-πραγματικών-αριθμών-με-random.normalvariate(mean,-sdev)-μέσω-της-κανονικής-κατανομής-με-μέση-τιμή-mean-και-τυπική-απόκλιση-sdev">¶</a></h4>
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<div class=" highlight hl-ipython2"><pre><span class="n">rlist1n</span> <span class="o">=</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">normalvariate</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="mf">0.8</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">4</span><span class="p">)]</span>
<span class="k">print</span> <span class="n">rlist1n</span>
<span class="n">rlist1n</span> <span class="o">=</span> <span class="p">[</span><span class="nb">float</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">a</span><span class="o">*</span><span class="mf">1e3</span><span class="p">))</span><span class="o">*</span><span class="mf">1e-3</span> <span class="k">for</span> <span class="n">a</span> <span class="ow">in</span> <span class="n">rlist1n</span><span class="p">]</span>
<span class="k">print</span> <span class="n">rlist1n</span>
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<pre>[0.5134112386787832, -1.5415826448636833, -1.6353722354444804, -0.7388291499589337]
[0.513, -1.541, -1.635, -0.738]
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<h4 id="4.-Δημιουργία-λίστας-ακέραιων-με-random.randrange">4. Δημιουργία λίστας ακέραιων με random.randrange<a class="anchor-link" href="#4.-Δημιουργία-λίστας-ακέραιων-με-random.randrange">¶</a></h4>
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<div class=" highlight hl-ipython2"><pre><span class="n">rlist2</span> <span class="o">=</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">randrange</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">4</span><span class="p">)]</span>
<span class="k">print</span> <span class="n">rlist2</span>
<span class="n">rlist3</span> <span class="o">=</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">randrange</span><span class="p">(</span><span class="mi">30</span><span class="p">,</span><span class="mi">50</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">8</span><span class="p">)]</span>
<span class="k">print</span> <span class="n">rlist3</span>
<span class="n">rlist4</span> <span class="o">=</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">randrange</span><span class="p">(</span><span class="mi">30</span><span class="p">,</span><span class="mi">50</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">15</span><span class="p">)]</span>
<span class="k">print</span> <span class="n">rlist4</span>
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<pre>[5, 7, 0, 7]
[48, 38, 30, 45, 34, 47, 45, 33]
[33, 39, 48, 33, 48, 42, 33, 39, 30, 30, 39, 45, 30, 33, 45]
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<h4 id="5.-Δημιουργία-λίστας-με-random.shuffle">5. Δημιουργία λίστας με random.shuffle<a class="anchor-link" href="#5.-Δημιουργία-λίστας-με-random.shuffle">¶</a></h4>
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<div class=" highlight hl-ipython2"><pre><span class="n">random</span><span class="o">.</span><span class="n">shuffle</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">))</span>
<span class="k">print</span> <span class="nb">list</span>
<span class="n">list1</span> <span class="o">=</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">()</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">)]</span>
<span class="n">random</span><span class="o">.</span><span class="n">shuffle</span><span class="p">(</span><span class="n">list1</span><span class="p">)</span>
<span class="k">print</span> <span class="n">list1</span>
<span class="n">list1</span> <span class="o">=</span> <span class="p">[</span><span class="nb">float</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">a</span><span class="o">*</span><span class="mf">1e3</span><span class="p">))</span><span class="o">*</span><span class="mf">1e-3</span> <span class="k">for</span> <span class="n">a</span> <span class="ow">in</span> <span class="n">list1</span><span class="p">]</span>
<span class="k">print</span> <span class="n">list1</span>
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<pre>[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]
[0.6803964051788468, 0.7299912763191906, 0.7112990376202057, 0.9603372211704242, 0.40614982618381457, 0.03265242675580127, 0.9218958338140952, 0.6012030896692449, 0.9051404509960913, 0.280759453682935]
[0.68, 0.729, 0.711, 0.96, 0.406, 0.032, 0.921, 0.601, 0.905, 0.28]
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<h4 id="6.-Δημιουργία-λίστας-με-random.choice">6. Δημιουργία λίστας με random.choice<a class="anchor-link" href="#6.-Δημιουργία-λίστας-με-random.choice">¶</a></h4>
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<div class=" highlight hl-ipython2"><pre><span class="n">rlist5</span> <span class="o">=</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">))</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">)]</span>
<span class="k">print</span> <span class="n">rlist5</span>
<span class="n">rlist6</span> <span class="o">=</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">(</span><span class="n">list1</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">)]</span>
<span class="k">print</span> <span class="n">rlist6</span>
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<pre>[5, 5, 3, 5, 2, 4, 2, 4, 9, 5]
[0.785, 0.988, 0.562, 0.595, 0.988, 0.595, 0.785, 0.625, 0.595, 0.562]
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<h4 id="7.-Δημιουργία-λίστας-με-random.sample-(χωρίς-επαναλήψεις)">7. Δημιουργία λίστας με random.sample (χωρίς επαναλήψεις)<a class="anchor-link" href="#7.-Δημιουργία-λίστας-με-random.sample-(χωρίς-επαναλήψεις)">¶</a></h4>
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<div class=" highlight hl-ipython2"><pre><span class="n">rlist7</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">60</span><span class="p">),</span><span class="mi">10</span><span class="p">)</span>
<span class="k">print</span> <span class="n">rlist7</span>
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<pre>[51, 39, 26, 18, 55, 25, 34, 29, 20, 22]
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<h2 id="Εισαγωγή-δεδομένων-από-αρχείο">Εισαγωγή δεδομένων από αρχείο<a class="anchor-link" href="#Εισαγωγή-δεδομένων-από-αρχείο">¶</a></h2>
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<h4 id="Δεδομένα-από-τοπικό-αρχεό">Δεδομένα από τοπικό αρχεό<a class="anchor-link" href="#Δεδομένα-από-τοπικό-αρχεό">¶</a></h4>
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<div class=" highlight hl-ipython2"><pre><span class="n">names</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">freqs</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s1">'names-freqs.csv'</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
<span class="n">reader</span> <span class="o">=</span> <span class="n">csv</span><span class="o">.</span><span class="n">reader</span><span class="p">(</span><span class="n">f</span><span class="p">)</span>
<span class="nb">next</span><span class="p">(</span><span class="n">reader</span><span class="p">)</span>
<span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">reader</span><span class="p">:</span>
<span class="n">names</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
<span class="n">freqs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span>
<span class="k">print</span> <span class="n">names</span>
<span class="k">print</span> <span class="n">freqs</span>
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<pre>['Baron', 'Homburg', 'Ivanovitch', 'Lovell', 'Astley', 'Alexandrovna', 'Nadia', 'Mischa', 'Nicolai', 'Martha', 'Monsieur', 'Hortense', 'Therese', 'Vassilievna', 'Marquise', 'Albert', 'Potapitch', 'Baroness', 'Gretchen', 'Lisette', 'Philipovna', 'Maria', 'Petrovitch', 'Marquis', 'Mademoiselle', 'Alexis', 'Madame', 'Burmergelm', 'Griers', 'Cominges', 'Zelma', 'Prascovia', 'Antonida', 'Grandmother', 'Grandmamma', 'Polina', 'Baden', 'Fraulein', 'Blanchard', 'Blanche', 'Theodosia', 'Paul', 'Prince']
[6, 1, 4, 1, 38, 2, 3, 2, 1, 8, 3, 1, 1, 1, 1, 2, 13, 9, 2, 1, 4, 6, 1, 7, 1, 22, 2, 2, 44, 1, 6, 1, 1, 1, 1, 81, 1, 1, 1, 27, 1, 1, 2]
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<h4 id="Δημιουργία-λεξικού-από-δυο-μεταβλητές">Δημιουργία λεξικού από δυο μεταβλητές<a class="anchor-link" href="#Δημιουργία-λεξικού-από-δυο-μεταβλητές">¶</a></h4>
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<div class=" highlight hl-ipython2"><pre><span class="n">names_freqs_d</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">((</span><span class="nb">str</span><span class="p">(</span><span class="n">k</span><span class="p">),</span> <span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">names</span><span class="p">,</span><span class="n">freqs</span><span class="p">))</span> <span class="c1">#['a', 1, 'b'], [2, 'c', 3]))</span>
<span class="k">print</span> <span class="n">names_freqs_d</span>
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<pre>{'Baron': 6, 'Homburg': 1, 'Ivanovitch': 4, 'Lovell': 1, 'Astley': 38, 'Alexandrovna': 2, 'Nadia': 3, 'Mischa': 2, 'Nicolai': 1, 'Martha': 8, 'Monsieur': 3, 'Hortense': 1, 'Therese': 1, 'Vassilievna': 1, 'Marquise': 1, 'Albert': 2, 'Potapitch': 13, 'Baroness': 9, 'Gretchen': 2, 'Lisette': 1, 'Philipovna': 4, 'Maria': 6, 'Petrovitch': 1, 'Marquis': 7, 'Alexis': 22, 'Madame': 2, 'Burmergelm': 2, 'Griers': 44, 'Cominges': 1, 'Zelma': 6, 'Grandmamma': 1, 'Antonida': 1, 'Mademoiselle': 1, 'Prascovia': 1, 'Polina': 81, 'Baden': 1, 'Grandmother': 1, 'Blanchard': 1, 'Prince': 2, 'Blanche': 27, 'Theodosia': 1, 'Paul': 1, 'Fraulein': 1}
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<h4 id="Αναζήτηση-κλειδιών-από-τιμές-σε-λεξικό">Αναζήτηση κλειδιών από τιμές σε λεξικό<a class="anchor-link" href="#Αναζήτηση-κλειδιών-από-τιμές-σε-λεξικό">¶</a></h4>
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<div class=" highlight hl-ipython2"><pre><span class="n">search_freqs</span> <span class="o">=</span> <span class="mi">2</span>
<span class="n">search_names</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">names_freqs_d</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
<span class="k">if</span> <span class="n">names_freqs_d</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">==</span> <span class="n">search_freqs</span><span class="p">:</span>
<span class="n">search_names</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>
<span class="k">print</span> <span class="n">search_names</span>
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<pre>['Alexandrovna', 'Mischa', 'Albert', 'Gretchen', 'Madame', 'Burmergelm', 'Prince']
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<h4 id="Δεδομένα-από-το-Internet">Δεδομένα από το Internet<a class="anchor-link" href="#Δεδομένα-από-το-Internet">¶</a></h4>
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<div class=" highlight hl-ipython2"><pre><span class="n">url</span> <span class="o">=</span> <span class="s1">'https://vincentarelbundock.github.io/Rdatasets/csv/datasets/mtcars.csv'</span>
<span class="n">response</span> <span class="o">=</span> <span class="n">urllib2</span><span class="o">.</span><span class="n">urlopen</span><span class="p">(</span><span class="n">url</span><span class="p">)</span>
<span class="n">cars</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">mpg</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">cyl</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">disp</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">hp</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">drat</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">wt</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">qsec</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">vs</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">am</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">gear</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">carb</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">reader</span> <span class="o">=</span> <span class="n">csv</span><span class="o">.</span><span class="n">reader</span><span class="p">(</span><span class="n">response</span><span class="p">)</span>
<span class="nb">next</span><span class="p">(</span><span class="n">reader</span><span class="p">)</span>
<span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">reader</span><span class="p">:</span>
<span class="n">cars</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
<span class="n">mpg</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span>
<span class="n">cyl</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="mi">2</span><span class="p">]))</span>
<span class="n">disp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="mi">3</span><span class="p">]))</span>
<span class="n">hp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="mi">4</span><span class="p">]))</span>
<span class="n">drat</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="mi">5</span><span class="p">]))</span>
<span class="n">wt</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="mi">6</span><span class="p">]))</span>
<span class="n">qsec</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="mi">7</span><span class="p">]))</span>
<span class="n">vs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="mi">8</span><span class="p">]))</span>
<span class="n">am</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="mi">9</span><span class="p">]))</span>
<span class="n">gear</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="mi">10</span><span class="p">]))</span>
<span class="n">carb</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="mi">11</span><span class="p">]))</span>
<span class="k">print</span> <span class="n">cars</span>
<span class="k">print</span> <span class="n">mpg</span>
<span class="k">print</span> <span class="n">hp</span>
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<pre>['Mazda RX4', 'Mazda RX4 Wag', 'Datsun 710', 'Hornet 4 Drive', 'Hornet Sportabout', 'Valiant', 'Duster 360', 'Merc 240D', 'Merc 230', 'Merc 280', 'Merc 280C', 'Merc 450SE', 'Merc 450SL', 'Merc 450SLC', 'Cadillac Fleetwood', 'Lincoln Continental', 'Chrysler Imperial', 'Fiat 128', 'Honda Civic', 'Toyota Corolla', 'Toyota Corona', 'Dodge Challenger', 'AMC Javelin', 'Camaro Z28', 'Pontiac Firebird', 'Fiat X1-9', 'Porsche 914-2', 'Lotus Europa', 'Ford Pantera L', 'Ferrari Dino', 'Maserati Bora', 'Volvo 142E']
[21.0, 21.0, 22.8, 21.4, 18.7, 18.1, 14.3, 24.4, 22.8, 19.2, 17.8, 16.4, 17.3, 15.2, 10.4, 10.4, 14.7, 32.4, 30.4, 33.9, 21.5, 15.5, 15.2, 13.3, 19.2, 27.3, 26.0, 30.4, 15.8, 19.7, 15.0, 21.4]
[110, 110, 93, 110, 175, 105, 245, 62, 95, 123, 123, 180, 180, 180, 205, 215, 230, 66, 52, 65, 97, 150, 150, 245, 175, 66, 91, 113, 264, 175, 335, 109]
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<h2 id="ΜΕΣΗ-ΤΙΜΗ">ΜΕΣΗ ΤΙΜΗ<a class="anchor-link" href="#ΜΕΣΗ-ΤΙΜΗ">¶</a></h2>
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<p>Η <strong>μέση τιμή</strong> μιας λίστας αριθμών ορίζεται ώς το άθροισμα των αριθμών διαιρούμενο με το πλήθος τους.</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">var1</span> <span class="o">=</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">1500</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">20</span><span class="p">)]</span>
<span class="k">print</span> <span class="n">ourData1</span>
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<pre>[80, 90, 110, 190, 210, 240, 360, 360, 370, 460, 490, 530, 570, 590, 710, 890, 1130, 1320, 1350, 1420]
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<div class=" highlight hl-ipython2"><pre><span class="n">name</span> <span class="o">=</span> <span class="s2">"var1"</span>
<span class="n">s</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">var1</span><span class="p">)</span>
<span class="n">N</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">var1</span><span class="p">)</span>
<span class="n">mean</span> <span class="o">=</span> <span class="n">s</span><span class="o">/</span><span class="nb">float</span><span class="p">(</span><span class="n">N</span><span class="p">)</span>
<span class="k">print</span> <span class="n">s</span>
<span class="k">print</span> <span class="n">N</span>
<span class="k">print</span> <span class="s1">'Η μέση τιμή της μεταβλητής </span><span class="si">%s</span><span class="s1"> είναι </span><span class="si">%.2f</span><span class="s1">'</span> <span class="o">%</span><span class="p">(</span><span class="n">name</span><span class="p">,</span><span class="n">mean</span><span class="p">)</span>
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<pre>15700
20
Η μέση τιμή της μεταβλητής var1 είναι 785.00
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<div class=" highlight hl-ipython2"><pre><span class="k">def</span> <span class="nf">mean</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
<span class="n">mean</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">/</span><span class="nb">float</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
<span class="k">return</span> <span class="n">mean</span>
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<div class=" highlight hl-ipython2"><pre><span class="n">mean</span><span class="p">(</span><span class="n">var1</span><span class="p">)</span>
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<pre>785.0</pre>
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<h2 id="ΕΝΔΙΑΜΕΣΗ-ΤΙΜΗ">ΕΝΔΙΑΜΕΣΗ ΤΙΜΗ<a class="anchor-link" href="#ΕΝΔΙΑΜΕΣΗ-ΤΙΜΗ">¶</a></h2>
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<p>Η <strong>ενδιάμεση τιμή</strong> μιας λίστας αριθμών ορίζεται ως ο αριθμός εκείνος εντός ή εκτός της λίστας, που είναι τέτοιος ώστε το πλήθος των αριθμών της λίστας που είναι μικρότεροί του να είναι το ίδιο με το πλήθος των αριθμών της λίστας που είναι μεγαλύτεροί του.</p>
<p>Επομένως, όταν η λίστα έχει περιττό πλήθος αριθμών, τότε η ενδιάμεση τιμή της είναι ένας από τους αριθμούς της λίστας, ενώ όταν η λίστα έχει άρτιο αριθμό, τότε η ενδιάμεση τιμής της είναι ένας αριθμός εκτός λίστας, που ορίζεται ως η μέση τιμή του κάτω ενδιάμεσου και του πάνω ενδιάμεσου της λίστας. Στην περίπτωση αυτή, ο κάτω και ο πάνω ενδιάμεσοςτης λίστας ορίζονται ως οι δυο διαδοχικοί αριθμοί μέσα στη λίστα, που είναι τέτοιοι ώστε το πλήθος των αριθμών της λίστας που είναι μικρότεροι του κάτω ενδιάμεσου να είναι το ίδιο με το πλήθος των αριθμών της λίστας που είναι μεγαλύτεροι του πάνω ενδιάμεσου.</p>
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<div class=" highlight hl-ipython2"><pre><span class="k">print</span> <span class="n">var1</span>
<span class="k">print</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">var1</span><span class="p">)</span>
<span class="k">print</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">var1</span><span class="p">,</span> <span class="n">reverse</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
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<pre>[680, 660, 840, 1090, 910, 410, 900, 520, 1380, 100, 290, 60, 1300, 610, 1210, 450, 310, 1230, 1490, 1260]
[60, 100, 290, 310, 410, 450, 520, 610, 660, 680, 840, 900, 910, 1090, 1210, 1230, 1260, 1300, 1380, 1490]
[1490, 1380, 1300, 1260, 1230, 1210, 1090, 910, 900, 840, 680, 660, 610, 520, 450, 410, 310, 290, 100, 60]
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<div class=" highlight hl-ipython2"><pre><span class="k">print</span> <span class="nb">len</span><span class="p">(</span><span class="n">var1</span><span class="p">)</span> <span class="o">%</span> <span class="mi">2</span> <span class="o">==</span> <span class="mi">0</span>
<span class="n">midpoint</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">var1</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
<span class="n">lowermidpoint</span> <span class="o">=</span> <span class="n">midpoint</span> <span class="o">-</span> <span class="mi">1</span>
<span class="n">uppermidpoint</span> <span class="o">=</span> <span class="n">midpoint</span>
<span class="n">median</span> <span class="o">=</span> <span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="n">var1</span><span class="p">)[</span><span class="n">lowermidpoint</span><span class="p">]</span> <span class="o">+</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">var1</span><span class="p">)[</span><span class="n">uppermidpoint</span><span class="p">])</span><span class="o">/</span><span class="mf">2.</span>
<span class="k">print</span> <span class="n">midpoint</span>
<span class="k">print</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">var1</span><span class="p">)[</span><span class="n">lowermidpoint</span><span class="p">],</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">var1</span><span class="p">)[</span><span class="n">uppermidpoint</span><span class="p">]</span>
<span class="k">print</span> <span class="s1">'Η ενδιάμεση τιμή της μεταβλητής </span><span class="si">%s</span><span class="s1"> είναι </span><span class="si">%.2f</span><span class="s1">'</span> <span class="o">%</span><span class="p">(</span><span class="n">name</span><span class="p">,</span><span class="n">median</span><span class="p">)</span>
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<pre>True
10
680 840
Η ενδιάμεση τιμή της μεταβλητής var1 είναι 760.00
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<div class=" highlight hl-ipython2"><pre><span class="n">name</span> <span class="o">=</span> <span class="s2">"var1o"</span>
<span class="n">var1o</span> <span class="o">=</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">1500</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">19</span><span class="p">)]</span>
<span class="k">print</span> <span class="nb">len</span><span class="p">(</span><span class="n">var1o</span><span class="p">)</span> <span class="o">%</span> <span class="mi">2</span> <span class="o">==</span> <span class="mi">0</span>
<span class="n">midpoint</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">var1o</span><span class="p">)</span><span class="o">//</span><span class="mi">2</span>
<span class="n">median</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">var1o</span><span class="p">)[</span><span class="n">midpoint</span><span class="p">]</span>
<span class="k">print</span> <span class="n">midpoint</span>
<span class="k">print</span> <span class="s1">'Η ενδιάμεση τιμή της μεταβλητής </span><span class="si">%s</span><span class="s1"> είναι </span><span class="si">%.2f</span><span class="s1">'</span> <span class="o">%</span><span class="p">(</span><span class="n">name</span><span class="p">,</span><span class="n">median</span><span class="p">)</span>
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<pre>False
9
Η ενδιάμεση τιμή της μεταβλητής var1o είναι 730.00
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