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ds4se
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  1. ---
    2. 

  2. 

  3. title: Exploration Statistics
    4. 

  4. 

  5. keywords: fastai
    6. 

  6. sidebar: home_sidebar
    7. 

  7. 

  8. summary: "This module comprises all the functions for calculating descriptive statistics."
    9. 

  9. ---
    10. 

  10. <!--
    11. 

  11. 

  12. #################################################
    13. 

  13. ### THIS FILE WAS AUTOGENERATED! DO NOT EDIT! ###
    14. 

  14. #################################################
    15. 

  15. # file to edit: nbs/6.0_desc.stats.ipynb
    16. 

  16. # command to build the docs after a change: nbdev_build_docs
    17. 

  17. 

  18. -->
    19. 

  19. 

  20. <div class="container" id="notebook-container">
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  21.     
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  29.     <div class="input_area">
    30. 

  30. <div class=" highlight hl-ipython3"><pre><span></span><span class="o">!</span>pip install dit
    31. 

  31. <span class="o">!</span>pip install sentencepiece
    32. 

  32. </pre></div>
    33. 

  33. 

  34.     </div>
    35. 

  35. </div>
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  36. </div>
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  39. <div class="output">
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  40. 

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  42. 

  43. <div class="output_subarea output_stream output_stdout output_text">
    44. 

  44. <pre>Requirement already satisfied: dit in c:\webscraper\lib\site-packages (1.2.3)
    45. 

  45. Requirement already satisfied: scipy&gt;=0.15.0 in c:\webscraper\lib\site-packages (from dit) (1.2.1)
    46. 

  46. Requirement already satisfied: networkx in c:\webscraper\lib\site-packages (from dit) (2.2)
    47. 

  47. Requirement already satisfied: boltons in c:\webscraper\lib\site-packages (from dit) (20.2.1)
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  48. Requirement already satisfied: contextlib2 in c:\webscraper\lib\site-packages (from dit) (0.5.5)
    49. 

  49. Requirement already satisfied: numpy&gt;=1.11 in c:\webscraper\lib\site-packages (from dit) (1.16.2)
    50. 

  50. Requirement already satisfied: prettytable in c:\webscraper\lib\site-packages (from dit) (0.7.2)
    51. 

  51. Requirement already satisfied: six&gt;=1.4.0 in c:\webscraper\lib\site-packages (from dit) (1.12.0)
    52. 

  52. Requirement already satisfied: debtcollector in c:\webscraper\lib\site-packages (from dit) (2.2.0)
    53. 

  53. Requirement already satisfied: decorator&gt;=4.3.0 in c:\webscraper\lib\site-packages (from networkx-&gt;dit) (4.4.0)
    54. 

  54. Requirement already satisfied: wrapt&gt;=1.7.0 in c:\webscraper\lib\site-packages (from debtcollector-&gt;dit) (1.11.1)
    55. 

  55. Requirement already satisfied: pbr!=2.1.0,&gt;=2.0.0 in c:\webscraper\lib\site-packages (from debtcollector-&gt;dit) (5.5.0)
    56. 

  56. Requirement already satisfied: sentencepiece in c:\webscraper\lib\site-packages (0.1.92)
    57. 

  57. </pre>
    58. 

  58. </div>
    59. 

  59. </div>
    60. 

  60. 

  61. </div>
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  62. </div>
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  63. 

  64. </div>
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  65. <div class="cell border-box-sizing code_cell rendered">
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  67. <div class="output_wrapper">
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    69. 

  69. 

  70. <div class="output_area">
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  71. 

  72. <div class="output_subarea output_text output_error">
    73. 

  73. <pre>
    74. 

  74. <span class="ansi-red-intense-fg ansi-bold">---------------------------------------------------------------------------</span>
    75. 

  75. <span class="ansi-red-intense-fg ansi-bold">ImportError</span>                               Traceback (most recent call last)
    76. 

  76. <span class="ansi-green-intense-fg ansi-bold">&lt;ipython-input-4-8c9165a1de6f&gt;</span> in <span class="ansi-cyan-fg">&lt;module&gt;</span>
    77. 

  77. <span class="ansi-green-fg">      1</span> <span class="ansi-red-intense-fg ansi-bold"># export</span>
    78. 

  78. <span class="ansi-green-fg">      2</span> <span class="ansi-red-intense-fg ansi-bold"># Imports</span>
    79. 

  79. <span class="ansi-green-intense-fg ansi-bold">----&gt; 3</span><span class="ansi-yellow-intense-fg ansi-bold"> </span><span class="ansi-green-intense-fg ansi-bold">from</span> scipy<span class="ansi-yellow-intense-fg ansi-bold">.</span>stats <span class="ansi-green-intense-fg ansi-bold">import</span> sem<span class="ansi-yellow-intense-fg ansi-bold">,</span> t<span class="ansi-yellow-intense-fg ansi-bold">,</span> median_absolute_deviation <span class="ansi-green-intense-fg ansi-bold">as</span> mad
    80. 

  80. <span class="ansi-green-fg">      4</span> <span class="ansi-green-intense-fg ansi-bold">from</span> statistics <span class="ansi-green-intense-fg ansi-bold">import</span> mean<span class="ansi-yellow-intense-fg ansi-bold">,</span> median<span class="ansi-yellow-intense-fg ansi-bold">,</span> stdev
    81. 

  81. 

  82. <span class="ansi-red-intense-fg ansi-bold">ImportError</span>: cannot import name &#39;median_absolute_deviation&#39; from &#39;scipy.stats&#39; (C:\WebScraper\lib\site-packages\scipy\stats\__init__.py)</pre>
    83. 

  83. </div>
    84. 

  84. </div>
    85. 

  85. 

  86. </div>
    87. 

  87. </div>
    88. 

  88. 

  89. </div>
    90. 

  90. <div class="cell border-box-sizing code_cell rendered">
    91. 

  91. <div class="input">
    92. 

  92. 

  93. <div class="inner_cell">
    94. 

  94.     <div class="input_area">
    95. 

  95. <div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Testing List</span>
    96. 

  96. <span class="n">l</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mi">10</span><span class="p">]</span>
    97. 

  97. </pre></div>
    98. 

  98. 

  99.     </div>
    100. 

  100. </div>
    101. 

  101. </div>
    102. 

  102. 

  103. </div>
    104. 

  104. <div class="cell border-box-sizing text_cell rendered"><div class="inner_cell">
    105. 

  105. <div class="text_cell_render border-box-sizing rendered_html">
    106. 

  106. <h1 id="Get_desc_stats-&amp;-test">Get_desc_stats &amp; test<a class="anchor-link" href="#Get_desc_stats-&amp;-test">&#182;</a></h1>
    107. 

  107. </div>
    108. 

  108. </div>
    109. 

  109. </div>
    110. 

  110. <div class="cell border-box-sizing code_cell rendered">
    111. 

  111. 

  112. </div>
    113. 

  113. <div class="cell border-box-sizing code_cell rendered">
    114. 

  114. 

  115. <div class="output_wrapper">
    116. 

  116. <div class="output">
    117. 

  117. 

  118. <div class="output_area">
    119. 

  119. 

  120. 

  121. <div class="output_markdown rendered_html output_subarea ">
    122. 

  122. <h4 id="get_desc_stats" class="doc_header"><code>get_desc_stats</code><a href="ds4se/desc/stats.py#L18" class="source_link" style="float:right">[source]</a></h4><blockquote><p><code>get_desc_stats</code>(<strong><code>l</code></strong>)</p>
    123. 

  123. </blockquote>
    124. 

  124. 

  125. </div>
    126. 

  126. 

  127. </div>
    128. 

  128. 

  129. </div>
    130. 

  130. </div>
    131. 

  131. 

  132. </div>
    133. 

  133. <div class="cell border-box-sizing code_cell rendered">
    134. 

  134. <div class="input">
    135. 

  135. 

  136. <div class="inner_cell">
    137. 

  137.     <div class="input_area">
    138. 

  138. <div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Here we test get desc stats</span>
    139. 

  139. <span class="n">testGDS</span> <span class="o">=</span> <span class="n">get_desc_stats</span><span class="p">(</span><span class="n">l</span><span class="p">)</span>
    140. 

  140. 

  141. <span class="c1">#Expected results</span>
    142. 

  142. <span class="c1">#max = 10</span>
    143. 

  143. <span class="c1">#min = 1</span>
    144. 

  144. <span class="c1">#mean = 5.33</span>
    145. 

  145. <span class="c1">#median = 5.5?</span>
    146. 

  146. <span class="c1">#std = 3.559?</span>
    147. 

  147. <span class="c1">#MAD = 4.44708?</span>
    148. 

  148. 

  149. <span class="k">assert</span><span class="p">(</span><span class="n">testGDS</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="mi">10</span><span class="p">)</span>
    150. 

  150. <span class="k">assert</span><span class="p">(</span><span class="n">testGDS</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">)</span>
    151. 

  151. <span class="k">assert</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="n">testGDS</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span><span class="mi">2</span><span class="p">)</span> <span class="o">==</span> <span class="mf">5.33</span><span class="p">)</span>
    152. 

  152. <span class="k">assert</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="n">testGDS</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span><span class="mi">2</span><span class="p">)</span> <span class="o">==</span> <span class="mf">5.5</span><span class="p">)</span>
    153. 

  153. <span class="k">assert</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="n">testGDS</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span><span class="mi">2</span><span class="p">)</span> <span class="o">==</span> <span class="mf">3.56</span><span class="p">)</span>
    154. 

  154. <span class="k">assert</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="n">testGDS</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="o">==</span> <span class="mi">3</span><span class="p">)</span>
    155. 

  155. </pre></div>
    156. 

  156. 

  157.     </div>
    158. 

  158. </div>
    159. 

  159. </div>
    160. 

  160. 

  161. </div>
    162. 

  162. <div class="cell border-box-sizing text_cell rendered"><div class="inner_cell">
    163. 

  163. <div class="text_cell_render border-box-sizing rendered_html">
    164. 

  164. <h1 id="Confidence_interval-&amp;-test">Confidence_interval &amp; test<a class="anchor-link" href="#Confidence_interval-&amp;-test">&#182;</a></h1>
    165. 

  165. </div>
    166. 

  166. </div>
    167. 

  167. </div>
    168. 

  168. <div class="cell border-box-sizing code_cell rendered">
    169. 

  169. <div class="input">
    170. 

  170. 

  171. <div class="inner_cell">
    172. 

  172.     <div class="input_area">
    173. 

  173. <div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Testing List</span>
    174. 

  174. <span class="n">l</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mi">10</span><span class="p">]</span>
    175. 

  175. </pre></div>
    176. 

  176. 

  177.     </div>
    178. 

  178. </div>
    179. 

  179. </div>
    180. 

  180. 

  181. </div>
    182. 

  182. <div class="cell border-box-sizing code_cell rendered">
    183. 

  183. <div class="input">
    184. 

  184. 

  185. <div class="inner_cell">
    186. 

  186.     <div class="input_area">
    187. 

  187. <div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Here we test get desc stats</span>
    188. 

  188. <span class="n">testGDS</span> <span class="o">=</span> <span class="n">get_desc_stats</span><span class="p">(</span><span class="n">l</span><span class="p">)</span>
    189. 

  189. 

  190. <span class="c1">#Expected results</span>
    191. 

  191. <span class="c1">#max = 10</span>
    192. 

  192. <span class="c1">#min = 1</span>
    193. 

  193. <span class="c1">#mean = 5.33</span>
    194. 

  194. <span class="c1">#median = 5.5?</span>
    195. 

  195. <span class="c1">#std = 3.559?</span>
    196. 

  196. <span class="c1">#MAD = 4.44708?</span>
    197. 

  197. <span class="k">assert</span><span class="p">(</span><span class="n">testGDS</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="mi">10</span><span class="p">)</span>
    198. 

  198. <span class="k">assert</span><span class="p">(</span><span class="n">testGDS</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">)</span>
    199. 

  199. <span class="k">assert</span><span class="p">(</span><span class="n">testGDS</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">==</span> <span class="mf">5.33</span><span class="p">)</span>
    200. 

  200. <span class="k">assert</span><span class="p">(</span><span class="n">testGDS</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span> <span class="o">==</span> <span class="mf">5.5</span><span class="p">)</span>
    201. 

  201. <span class="k">assert</span><span class="p">(</span><span class="n">testGDS</span><span class="p">[</span><span class="mi">4</span><span class="p">]</span> <span class="o">==</span> <span class="mf">3.559</span><span class="p">)</span>
    202. 

  202. <span class="k">assert</span><span class="p">(</span><span class="n">testGDS</span><span class="p">[</span><span class="mi">5</span><span class="p">]</span> <span class="o">==</span> <span class="mf">4.44708</span><span class="p">)</span>
    203. 

  203. </pre></div>
    204. 

  204. 

  205.     </div>
    206. 

  206. </div>
    207. 

  207. </div>
    208. 

  208. 

  209. </div>
    210. 

  210. <div class="cell border-box-sizing code_cell rendered">
    211. 

  211. 

  212. </div>
    213. 

  213. <div class="cell border-box-sizing code_cell rendered">
    214. 

  214. 

  215. <div class="output_wrapper">
    216. 

  216. <div class="output">
    217. 

  217. 

  218. <div class="output_area">
    219. 

  219. 

  220. 

  221. <div class="output_markdown rendered_html output_subarea ">
    222. 

  222. <h4 id="confidence_interval" class="doc_header"><code>confidence_interval</code><a href="ds4se/desc/stats.py#L29" class="source_link" style="float:right">[source]</a></h4><blockquote><p><code>confidence_interval</code>(<strong><code>l</code></strong>, <strong><code>c</code></strong>=<em><code>0.95</code></em>)</p>
    223. 

  223. </blockquote>
    224. 

  224. 

  225. </div>
    226. 

  226. 

  227. </div>
    228. 

  228. 

  229. </div>
    230. 

  230. </div>
    231. 

  231. 

  232. </div>
    233. 

  233. <div class="cell border-box-sizing code_cell rendered">
    234. 

  234. <div class="input">
    235. 

  235. 

  236. <div class="inner_cell">
    237. 

  237.     <div class="input_area">
    238. 

  238. <div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#TestStats</span>
    239. 

  239. <span class="c1">#Test confidence Interval</span>
    240. 

  240. <span class="n">testCI</span> <span class="o">=</span> <span class="n">confidence_interval</span><span class="p">(</span><span class="n">l</span><span class="p">)</span>
    241. 

  241. 

  242. <span class="k">assert</span><span class="p">(</span><span class="n">testCI</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="mf">1.598364516031722</span><span class="p">)</span>
    243. 

  243. </pre></div>
    244. 

  244. 

  245.     </div>
    246. 

  246. </div>
    247. 

  247. </div>
    248. 

  248. 

  249. </div>
    250. 

  250. <div class="cell border-box-sizing text_cell rendered"><div class="inner_cell">
    251. 

  251. <div class="text_cell_render border-box-sizing rendered_html">
    252. 

  252. <h1 id="Report_stats-&amp;-test">Report_stats &amp; test<a class="anchor-link" href="#Report_stats-&amp;-test">&#182;</a></h1>
    253. 

  253. </div>
    254. 

  254. </div>
    255. 

  255. </div>
    256. 

  256. <div class="cell border-box-sizing code_cell rendered">
    257. 

  257. <div class="input">
    258. 

  258. 

  259. <div class="inner_cell">
    260. 

  260.     <div class="input_area">
    261. 

  261. <div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#TestStats</span>
    262. 

  262. <span class="c1">#Test confidence Interval</span>
    263. 

  263. <span class="n">testCI</span> <span class="o">=</span> <span class="n">confidence_interval</span><span class="p">(</span><span class="n">l</span><span class="p">)</span>
    264. 

  264. 

  265. <span class="k">assert</span><span class="p">(</span><span class="n">testCI</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="mf">1.598364516031722</span><span class="p">)</span>
    266. 

  266. </pre></div>
    267. 

  267. 

  268.     </div>
    269. 

  269. </div>
    270. 

  270. </div>
    271. 

  271. 

  272. <div class="output_wrapper">
    273. 

  273. <div class="output">
    274. 

  274. 

  275. <div class="output_area">
    276. 

  276. 

  277. <div class="output_subarea output_text output_error">
    278. 

  278. <pre>
    279. 

  279. <span class="ansi-red-intense-fg ansi-bold">---------------------------------------------------------------------------</span>
    280. 

  280. <span class="ansi-red-intense-fg ansi-bold">NameError</span>                                 Traceback (most recent call last)
    281. 

  281. <span class="ansi-green-intense-fg ansi-bold">&lt;ipython-input-6-35fa242402e6&gt;</span> in <span class="ansi-cyan-fg">&lt;module&gt;</span>
    282. 

  282. <span class="ansi-green-fg">      1</span> <span class="ansi-red-intense-fg ansi-bold">#TestStats</span>
    283. 

  283. <span class="ansi-green-fg">      2</span> <span class="ansi-red-intense-fg ansi-bold">#Test confidence Interval</span>
    284. 

  284. <span class="ansi-green-intense-fg ansi-bold">----&gt; 3</span><span class="ansi-yellow-intense-fg ansi-bold"> </span>testCI <span class="ansi-yellow-intense-fg ansi-bold">=</span> confidence_interval<span class="ansi-yellow-intense-fg ansi-bold">(</span>l<span class="ansi-yellow-intense-fg ansi-bold">)</span>
    285. 

  285. <span class="ansi-green-fg">      4</span> 
    286. 

  286. <span class="ansi-green-fg">      5</span> <span class="ansi-green-intense-fg ansi-bold">assert</span><span class="ansi-yellow-intense-fg ansi-bold">(</span>testCI<span class="ansi-yellow-intense-fg ansi-bold">[</span><span class="ansi-cyan-intense-fg ansi-bold">0</span><span class="ansi-yellow-intense-fg ansi-bold">]</span> <span class="ansi-yellow-intense-fg ansi-bold">==</span> <span class="ansi-cyan-intense-fg ansi-bold">1.598364516031722</span><span class="ansi-yellow-intense-fg ansi-bold">)</span>
    287. 

  287. 

  288. <span class="ansi-red-intense-fg ansi-bold">NameError</span>: name &#39;l&#39; is not defined</pre>
    289. 

  289. </div>
    290. 

  290. </div>
    291. 

  291. 

  292. </div>
    293. 

  293. </div>
    294. 

  294. 

  295. </div>
    296. 

  296. <div class="cell border-box-sizing code_cell rendered">
    297. 

  297. 

  298. </div>
    299. 

  299. <div class="cell border-box-sizing code_cell rendered">
    300. 

  300. 

  301. <div class="output_wrapper">
    302. 

  302. <div class="output">
    303. 

  303. 

  304. <div class="output_area">
    305. 

  305. 

  306. 

  307. <div class="output_markdown rendered_html output_subarea ">
    308. 

  308. <h4 id="report_stats" class="doc_header"><code>report_stats</code><a href="ds4se/desc/stats.py#L48" class="source_link" style="float:right">[source]</a></h4><blockquote><p><code>report_stats</code>(<strong><code>l</code></strong>, <strong><code>c</code></strong>=<em><code>0.95</code></em>)</p>
    309. 

  309. </blockquote>
    310. 

  310. 

  311. </div>
    312. 

  312. 

  313. </div>
    314. 

  314. 

  315. </div>
    316. 

  316. </div>
    317. 

  317. 

  318. </div>
    319. 

  319. </div>
    320. 

  320.  
    321. 

  321.
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