muutils/docs/coverage/html/z_6c5f9b70fbd6dea2_statcounter_py.html at main · mivanit/muutils · GitHub

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
<!DOCTYPE html>
<html lang="en">
<head>
    <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
    <title>Coverage for muutils/statcounter.py: 64%</title>
    <link rel="icon" sizes="32x32" href="favicon_32_cb_c827f16f.png">
    <link rel="stylesheet" href="style_cb_9ff733b0.css" type="text/css">
    <script src="coverage_html_cb_dd2e7eb5.js" defer></script>
</head>
<body class="pyfile">
<header>
    <div class="content">
        <h1>
            <span class="text">Coverage for </span><b>muutils&#8201;/&#8201;statcounter.py</b>:
            <span class="pc_cov">64%</span>
        </h1>
        <aside id="help_panel_wrapper">
            <input id="help_panel_state" type="checkbox">
            <label for="help_panel_state">
                <img id="keyboard_icon" src="keybd_closed_cb_900cfef5.png" alt="Show/hide keyboard shortcuts">
            </label>
            <div id="help_panel">
                <p class="legend">Shortcuts on this page</p>
                <div class="keyhelp">
                    <p>
                        <kbd>r</kbd>
                        <kbd>m</kbd>
                        <kbd>x</kbd>
                        &nbsp; toggle line displays
                    </p>
                    <p>
                        <kbd>j</kbd>
                        <kbd>k</kbd>
                        &nbsp; next/prev highlighted chunk
                    </p>
                    <p>
                        <kbd>0</kbd> &nbsp; (zero) top of page
                    </p>
                    <p>
                        <kbd>1</kbd> &nbsp; (one) first highlighted chunk
                    </p>
                    <p>
                        <kbd>[</kbd>
                        <kbd>]</kbd>
                        &nbsp; prev/next file
                    </p>
                    <p>
                        <kbd>u</kbd> &nbsp; up to the index
                    </p>
                    <p>
                        <kbd>?</kbd> &nbsp; show/hide this help
                    </p>
                </div>
            </div>
        </aside>
        <h2>
            <span class="text">89 statements &nbsp;</span>
            <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">57<span class="text"> run</span></button>
            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">32<span class="text"> missing</span></button>
            <button type="button" class="exc show_exc button_toggle_exc" value="exc" data-shortcut="x" title="Toggle lines excluded">0<span class="text"> excluded</span></button>
        </h2>
        <p class="text">
            <a id="prevFileLink" class="nav" href="z_6c5f9b70fbd6dea2_spinner_py.html">&#xab; prev</a> &nbsp; &nbsp;
            <a id="indexLink" class="nav" href="index.html">&Hat; index</a> &nbsp; &nbsp;
            <a id="nextFileLink" class="nav" href="z_6c5f9b70fbd6dea2_sysinfo_py.html">&#xbb; next</a>
            &nbsp; &nbsp; &nbsp;
            <a class="nav" href="https://coverage.readthedocs.io/en/7.13.5">coverage.py v7.13.5</a>,
            created at 2026-03-18 21:32 -0600
        </p>
        <aside class="hidden">
            <button type="button" class="button_next_chunk" data-shortcut="j"></button>
            <button type="button" class="button_prev_chunk" data-shortcut="k"></button>
            <button type="button" class="button_top_of_page" data-shortcut="0"></button>
            <button type="button" class="button_first_chunk" data-shortcut="1"></button>
            <button type="button" class="button_prev_file" data-shortcut="["></button>
            <button type="button" class="button_next_file" data-shortcut="]"></button>
            <button type="button" class="button_to_index" data-shortcut="u"></button>
            <button type="button" class="button_show_hide_help" data-shortcut="?"></button>
        </aside>
    </div>
</header>
<main id="source">
    <p class="pln"><span class="n"><a id="t1" href="#t1">1</a></span><span class="t"><span class="str">"""`StatCounter` class for counting and calculating statistics on numbers</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t2" href="#t2">2</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t3" href="#t3">3</a></span><span class="t"><span class="str">cleaner and more efficient than just using a `Counter` or array"""</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t4" href="#t4">4</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t5" href="#t5">5</a></span><span class="t"><span class="key">from</span> <span class="nam">__future__</span> <span class="key">import</span> <span class="nam">annotations</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t6" href="#t6">6</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t7" href="#t7">7</a></span><span class="t"><span class="key">import</span> <span class="nam">json</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t8" href="#t8">8</a></span><span class="t"><span class="key">import</span> <span class="nam">math</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t9" href="#t9">9</a></span><span class="t"><span class="key">from</span> <span class="nam">collections</span> <span class="key">import</span> <span class="nam">Counter</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t10" href="#t10">10</a></span><span class="t"><span class="key">from</span> <span class="nam">functools</span> <span class="key">import</span> <span class="nam">cached_property</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t11" href="#t11">11</a></span><span class="t"><span class="key">from</span> <span class="nam">itertools</span> <span class="key">import</span> <span class="nam">chain</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t12" href="#t12">12</a></span><span class="t"><span class="key">from</span> <span class="nam">typing</span> <span class="key">import</span> <span class="nam">Any</span><span class="op">,</span> <span class="nam">Callable</span><span class="op">,</span> <span class="nam">Optional</span><span class="op">,</span> <span class="nam">Sequence</span><span class="op">,</span> <span class="nam">Union</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t13" href="#t13">13</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t14" href="#t14">14</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t15" href="#t15">15</a></span><span class="t"><span class="com"># _GeneralArray = Union[np.ndarray, "torch.Tensor"]</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t16" href="#t16">16</a></span><span class="t"><span class="nam">NumericSequence</span> <span class="op">=</span> <span class="nam">Sequence</span><span class="op">[</span><span class="nam">Union</span><span class="op">[</span><span class="nam">float</span><span class="op">,</span> <span class="nam">int</span><span class="op">,</span> <span class="str">"NumericSequence"</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t17" href="#t17">17</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t18" href="#t18">18</a></span><span class="t"><span class="com"># pylint: disable=abstract-method</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t19" href="#t19">19</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t20" href="#t20">20</a></span><span class="t"><span class="com"># misc</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t21" href="#t21">21</a></span><span class="t"><span class="com"># ==================================================</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t22" href="#t22">22</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t23" href="#t23">23</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t24" href="#t24">24</a></span><span class="t"><span class="key">def</span> <span class="nam">universal_flatten</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t25" href="#t25">25</a></span><span class="t">    <span class="nam">arr</span><span class="op">:</span> <span class="nam">Union</span><span class="op">[</span><span class="nam">NumericSequence</span><span class="op">,</span> <span class="nam">float</span><span class="op">,</span> <span class="nam">int</span><span class="op">]</span><span class="op">,</span> <span class="nam">require_rectangular</span><span class="op">:</span> <span class="nam">bool</span> <span class="op">=</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t26" href="#t26">26</a></span><span class="t"><span class="op">)</span> <span class="op">-></span> <span class="nam">NumericSequence</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t27" href="#t27">27</a></span><span class="t">    <span class="str">"""flattens any iterable"""</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t28" href="#t28">28</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t">    <span class="com"># mypy complains that the sequence has no attribute "flatten"</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t">    <span class="key">if</span> <span class="nam">hasattr</span><span class="op">(</span><span class="nam">arr</span><span class="op">,</span> <span class="str">"flatten"</span><span class="op">)</span> <span class="key">and</span> <span class="nam">callable</span><span class="op">(</span><span class="nam">arr</span><span class="op">.</span><span class="nam">flatten</span><span class="op">)</span><span class="op">:</span>  <span class="com"># type: ignore</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t31" href="#t31">31</a></span><span class="t">        <span class="key">return</span> <span class="nam">arr</span><span class="op">.</span><span class="nam">flatten</span><span class="op">(</span><span class="op">)</span>  <span class="com"># type: ignore</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t32" href="#t32">32</a></span><span class="t">    <span class="key">elif</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">arr</span><span class="op">,</span> <span class="nam">Sequence</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t33" href="#t33">33</a></span><span class="t">        <span class="nam">elements_iterable</span><span class="op">:</span> <span class="nam">list</span><span class="op">[</span><span class="nam">bool</span><span class="op">]</span> <span class="op">=</span> <span class="op">[</span><span class="nam">isinstance</span><span class="op">(</span><span class="nam">x</span><span class="op">,</span> <span class="nam">Sequence</span><span class="op">)</span> <span class="key">for</span> <span class="nam">x</span> <span class="key">in</span> <span class="nam">arr</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t">        <span class="key">if</span> <span class="nam">require_rectangular</span> <span class="key">and</span> <span class="op">(</span><span class="nam">all</span><span class="op">(</span><span class="nam">elements_iterable</span><span class="op">)</span> <span class="op">!=</span> <span class="nam">any</span><span class="op">(</span><span class="nam">elements_iterable</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t">            <span class="key">raise</span> <span class="nam">ValueError</span><span class="op">(</span><span class="str">"arr contains mixed iterable and non-iterable elements"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t">        <span class="key">if</span> <span class="nam">any</span><span class="op">(</span><span class="nam">elements_iterable</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t37" href="#t37">37</a></span><span class="t">            <span class="key">return</span> <span class="nam">list</span><span class="op">(</span><span class="nam">chain</span><span class="op">.</span><span class="nam">from_iterable</span><span class="op">(</span><span class="nam">universal_flatten</span><span class="op">(</span><span class="nam">x</span><span class="op">)</span> <span class="key">for</span> <span class="nam">x</span> <span class="key">in</span> <span class="nam">arr</span><span class="op">)</span><span class="op">)</span>  <span class="com"># type: ignore[misc]</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t39" href="#t39">39</a></span><span class="t">            <span class="key">return</span> <span class="nam">arr</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t40" href="#t40">40</a></span><span class="t">    <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t">        <span class="key">return</span> <span class="op">[</span><span class="nam">arr</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t"><span class="com"># StatCounter</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t"><span class="com"># ==================================================</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t48" href="#t48">48</a></span><span class="t"><span class="key">class</span> <span class="nam">StatCounter</span><span class="op">(</span><span class="nam">Counter</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t">    <span class="str">"""`Counter`, but with some stat calculation methods which assume the keys are numerical</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t50" href="#t50">50</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t"><span class="str">    works best when the keys are `int`s</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t53" href="#t53">53</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t">    <span class="key">def</span> <span class="nam">validate</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span> <span class="op">-></span> <span class="nam">bool</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t55" href="#t55">55</a></span><span class="t">        <span class="str">"""validate the counter as being all floats or ints"""</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t56" href="#t56">56</a></span><span class="t">        <span class="key">return</span> <span class="nam">all</span><span class="op">(</span><span class="nam">isinstance</span><span class="op">(</span><span class="nam">k</span><span class="op">,</span> <span class="op">(</span><span class="nam">bool</span><span class="op">,</span> <span class="nam">int</span><span class="op">,</span> <span class="nam">float</span><span class="op">,</span> <span class="nam">type</span><span class="op">(</span><span class="key">None</span><span class="op">)</span><span class="op">)</span><span class="op">)</span> <span class="key">for</span> <span class="nam">k</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t">    <span class="key">def</span> <span class="nam">min</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t">        <span class="str">"minimum value"</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t">        <span class="key">return</span> <span class="nam">min</span><span class="op">(</span><span class="nam">x</span> <span class="key">for</span> <span class="nam">x</span><span class="op">,</span> <span class="nam">v</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span> <span class="key">if</span> <span class="nam">v</span> <span class="op">></span> <span class="num">0</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t61" href="#t61">61</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t62" href="#t62">62</a></span><span class="t">    <span class="key">def</span> <span class="nam">max</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t63" href="#t63">63</a></span><span class="t">        <span class="str">"maximum value"</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t64" href="#t64">64</a></span><span class="t">        <span class="key">return</span> <span class="nam">max</span><span class="op">(</span><span class="nam">x</span> <span class="key">for</span> <span class="nam">x</span><span class="op">,</span> <span class="nam">v</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span> <span class="key">if</span> <span class="nam">v</span> <span class="op">></span> <span class="num">0</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t65" href="#t65">65</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t">    <span class="key">def</span> <span class="nam">total</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t">        <span class="str">"""Sum of the counts"""</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t68" href="#t68">68</a></span><span class="t">        <span class="key">return</span> <span class="nam">sum</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">values</span><span class="op">(</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t">    <span class="op">@</span><span class="nam">cached_property</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t71" href="#t71">71</a></span><span class="t">    <span class="key">def</span> <span class="nam">keys_sorted</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t">        <span class="str">"""return the keys"""</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t73" href="#t73">73</a></span><span class="t">        <span class="key">return</span> <span class="nam">sorted</span><span class="op">(</span><span class="nam">list</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t74" href="#t74">74</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t">    <span class="key">def</span> <span class="nam">percentile</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">p</span><span class="op">:</span> <span class="nam">float</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t76" href="#t76">76</a></span><span class="t">        <span class="str">"""return the value at the given percentile</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t78" href="#t78">78</a></span><span class="t"><span class="str">        this could be log time if we did binary search, but that would be a lot of added complexity</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t79" href="#t79">79</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t80" href="#t80">80</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t">        <span class="key">if</span> <span class="nam">p</span> <span class="op">&lt;</span> <span class="num">0</span> <span class="key">or</span> <span class="nam">p</span> <span class="op">></span> <span class="num">1</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t">            <span class="key">raise</span> <span class="nam">ValueError</span><span class="op">(</span><span class="fst">f"</span><span class="fst">percentile must be between 0 and 1: </span><span class="op">{</span><span class="nam">p</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t">        <span class="com"># flip for speed</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t">        <span class="nam">sorted_keys</span><span class="op">:</span> <span class="nam">list</span><span class="op">[</span><span class="nam">float</span><span class="op">]</span> <span class="op">=</span> <span class="op">[</span><span class="nam">float</span><span class="op">(</span><span class="nam">x</span><span class="op">)</span> <span class="key">for</span> <span class="nam">x</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">keys_sorted</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t">        <span class="nam">sort</span><span class="op">:</span> <span class="nam">int</span> <span class="op">=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t86" href="#t86">86</a></span><span class="t">        <span class="key">if</span> <span class="nam">p</span> <span class="op">></span> <span class="num">0.51</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t">            <span class="nam">sort</span> <span class="op">=</span> <span class="op">-</span><span class="num">1</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t88" href="#t88">88</a></span><span class="t">            <span class="nam">p</span> <span class="op">=</span> <span class="num">1</span> <span class="op">-</span> <span class="nam">p</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t89" href="#t89">89</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t">        <span class="nam">sorted_keys</span> <span class="op">=</span> <span class="nam">sorted_keys</span><span class="op">[</span><span class="op">:</span><span class="op">:</span><span class="nam">sort</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t91" href="#t91">91</a></span><span class="t">        <span class="nam">real_target</span><span class="op">:</span> <span class="nam">float</span> <span class="op">=</span> <span class="nam">p</span> <span class="op">*</span> <span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">total</span><span class="op">(</span><span class="op">)</span> <span class="op">-</span> <span class="num">1</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t">        <span class="nam">n_target_f</span><span class="op">:</span> <span class="nam">int</span> <span class="op">=</span> <span class="nam">math</span><span class="op">.</span><span class="nam">floor</span><span class="op">(</span><span class="nam">real_target</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t">        <span class="nam">n_target_c</span><span class="op">:</span> <span class="nam">int</span> <span class="op">=</span> <span class="nam">math</span><span class="op">.</span><span class="nam">ceil</span><span class="op">(</span><span class="nam">real_target</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t">        <span class="nam">n_sofar</span><span class="op">:</span> <span class="nam">float</span> <span class="op">=</span> <span class="op">-</span><span class="num">1</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t">        <span class="com"># print(f'{p = } {real_target = } {n_target_f = } {n_target_c = }')</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t">        <span class="key">for</span> <span class="nam">i</span><span class="op">,</span> <span class="nam">k</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">sorted_keys</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t">            <span class="nam">n_sofar</span> <span class="op">+=</span> <span class="nam">self</span><span class="op">[</span><span class="nam">k</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t">            <span class="com"># print(f'{k = } {n_sofar = }')</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t">            <span class="key">if</span> <span class="nam">n_sofar</span> <span class="op">></span> <span class="nam">n_target_f</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t">                <span class="key">return</span> <span class="nam">k</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t">            <span class="key">elif</span> <span class="nam">n_sofar</span> <span class="op">==</span> <span class="nam">n_target_f</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t">                <span class="key">if</span> <span class="nam">n_sofar</span> <span class="op">==</span> <span class="nam">n_target_c</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t">                    <span class="key">return</span> <span class="nam">k</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t">                <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t">                    <span class="com"># print(</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t">                    <span class="com">#     sorted_keys[i], (n_sofar + 1 - real_target),</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t">                    <span class="com">#     sorted_keys[i + 1], (real_target - n_sofar),</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t">                    <span class="com"># )</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t">                    <span class="key">return</span> <span class="nam">sorted_keys</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">*</span> <span class="op">(</span><span class="nam">n_sofar</span> <span class="op">+</span> <span class="num">1</span> <span class="op">-</span> <span class="nam">real_target</span><span class="op">)</span> <span class="op">+</span> <span class="nam">sorted_keys</span><span class="op">[</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t">                        <span class="nam">i</span> <span class="op">+</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t118" href="#t118">118</a></span><span class="t">                    <span class="op">]</span> <span class="op">*</span> <span class="op">(</span><span class="nam">real_target</span> <span class="op">-</span> <span class="nam">n_sofar</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t120" href="#t120">120</a></span><span class="t">                <span class="key">continue</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t">        <span class="key">raise</span> <span class="nam">ValueError</span><span class="op">(</span><span class="fst">f"</span><span class="fst">percentile </span><span class="op">{</span><span class="nam">p</span><span class="op">}</span><span class="fst"> not found???</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t">    <span class="key">def</span> <span class="nam">median</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span> <span class="op">-></span> <span class="nam">float</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t">        <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">percentile</span><span class="op">(</span><span class="num">0.5</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t">    <span class="key">def</span> <span class="nam">mean</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span> <span class="op">-></span> <span class="nam">float</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t">        <span class="str">"""return the mean of the values"""</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t">        <span class="key">return</span> <span class="nam">float</span><span class="op">(</span><span class="nam">sum</span><span class="op">(</span><span class="nam">k</span> <span class="op">*</span> <span class="nam">c</span> <span class="key">for</span> <span class="nam">k</span><span class="op">,</span> <span class="nam">c</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">/</span> <span class="nam">self</span><span class="op">.</span><span class="nam">total</span><span class="op">(</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t">    <span class="key">def</span> <span class="nam">mode</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span> <span class="op">-></span> <span class="nam">float</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t">        <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">most_common</span><span class="op">(</span><span class="op">)</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">[</span><span class="num">0</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t">    <span class="key">def</span> <span class="nam">std</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span> <span class="op">-></span> <span class="nam">float</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t">        <span class="str">"""return the standard deviation of the values"""</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t">        <span class="nam">mean</span><span class="op">:</span> <span class="nam">float</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t">        <span class="nam">deviations</span><span class="op">:</span> <span class="nam">float</span> <span class="op">=</span> <span class="nam">sum</span><span class="op">(</span><span class="nam">c</span> <span class="op">*</span> <span class="op">(</span><span class="nam">k</span> <span class="op">-</span> <span class="nam">mean</span><span class="op">)</span> <span class="op">**</span> <span class="num">2</span> <span class="key">for</span> <span class="nam">k</span><span class="op">,</span> <span class="nam">c</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t">        <span class="key">return</span> <span class="op">(</span><span class="nam">deviations</span> <span class="op">/</span> <span class="nam">self</span><span class="op">.</span><span class="nam">total</span><span class="op">(</span><span class="op">)</span><span class="op">)</span> <span class="op">**</span> <span class="num">0.5</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t">    <span class="key">def</span> <span class="nam">summary</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t">        <span class="nam">self</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t">        <span class="nam">typecast</span><span class="op">:</span> <span class="nam">Callable</span> <span class="op">=</span> <span class="key">lambda</span> <span class="nam">x</span><span class="op">:</span> <span class="nam">x</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t">        <span class="op">*</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t">        <span class="nam">extra_percentiles</span><span class="op">:</span> <span class="nam">Optional</span><span class="op">[</span><span class="nam">list</span><span class="op">[</span><span class="nam">float</span><span class="op">]</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t">    <span class="op">)</span> <span class="op">-></span> <span class="nam">dict</span><span class="op">[</span><span class="nam">str</span><span class="op">,</span> <span class="nam">Union</span><span class="op">[</span><span class="nam">float</span><span class="op">,</span> <span class="nam">int</span><span class="op">]</span><span class="op">]</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t">        <span class="str">"""return a summary of the stats, without the raw data. human readable and small"""</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t">        <span class="com"># common stats that always work</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t">        <span class="nam">output</span><span class="op">:</span> <span class="nam">dict</span> <span class="op">=</span> <span class="nam">dict</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t">            <span class="nam">total_items</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">total</span><span class="op">(</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t">            <span class="nam">n_keys</span><span class="op">=</span><span class="nam">len</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t">            <span class="nam">mode</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">mode</span><span class="op">(</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t">        <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">total</span><span class="op">(</span><span class="op">)</span> <span class="op">></span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t">            <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">validate</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t">                <span class="com"># if its a numeric counter, we can do some stats</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t">                <span class="nam">output</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t">                    <span class="op">**</span><span class="nam">output</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t">                    <span class="op">**</span><span class="nam">dict</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t">                        <span class="nam">mean</span><span class="op">=</span><span class="nam">float</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t">                        <span class="nam">std</span><span class="op">=</span><span class="nam">float</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">std</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t">                        <span class="nam">min</span><span class="op">=</span><span class="nam">typecast</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">min</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t">                        <span class="nam">q1</span><span class="op">=</span><span class="nam">typecast</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">percentile</span><span class="op">(</span><span class="num">0.25</span><span class="op">)</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t">                        <span class="nam">median</span><span class="op">=</span><span class="nam">typecast</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">median</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t">                        <span class="nam">q3</span><span class="op">=</span><span class="nam">typecast</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">percentile</span><span class="op">(</span><span class="num">0.75</span><span class="op">)</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t">                        <span class="nam">max</span><span class="op">=</span><span class="nam">typecast</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">max</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t">                    <span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t">                <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t">                <span class="key">if</span> <span class="nam">extra_percentiles</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t">                    <span class="key">for</span> <span class="nam">p</span> <span class="key">in</span> <span class="nam">extra_percentiles</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t173" href="#t173">173</a></span><span class="t">                        <span class="nam">output</span><span class="op">[</span><span class="fst">f"</span><span class="fst">percentile_</span><span class="op">{</span><span class="nam">p</span><span class="op">}</span><span class="fst">"</span><span class="op">]</span> <span class="op">=</span> <span class="nam">typecast</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">percentile</span><span class="op">(</span><span class="nam">p</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t">                <span class="com"># if its not, we can only do the simpler things</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t">                <span class="com"># mean mode and total are done in the initial declaration of `output`</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t177" href="#t177">177</a></span><span class="t">                <span class="key">pass</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t179" href="#t179">179</a></span><span class="t">        <span class="key">return</span> <span class="nam">output</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t">    <span class="key">def</span> <span class="nam">serialize</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t182" href="#t182">182</a></span><span class="t">        <span class="nam">self</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t">        <span class="nam">typecast</span><span class="op">:</span> <span class="nam">Callable</span> <span class="op">=</span> <span class="key">lambda</span> <span class="nam">x</span><span class="op">:</span> <span class="nam">x</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t184" href="#t184">184</a></span><span class="t">        <span class="op">*</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t185" href="#t185">185</a></span><span class="t">        <span class="nam">extra_percentiles</span><span class="op">:</span> <span class="nam">Optional</span><span class="op">[</span><span class="nam">list</span><span class="op">[</span><span class="nam">float</span><span class="op">]</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t">    <span class="op">)</span> <span class="op">-></span> <span class="nam">dict</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t187" href="#t187">187</a></span><span class="t">        <span class="str">"""return a json-serializable version of the counter</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t189" href="#t189">189</a></span><span class="t"><span class="str">        includes both the output of `summary` and the raw data:</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t190" href="#t190">190</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t191" href="#t191">191</a></span><span class="t"><span class="str">        ```json</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t192" href="#t192">192</a></span><span class="t"><span class="str">        {</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t193" href="#t193">193</a></span><span class="t"><span class="str">            "StatCounter": { &lt;keys, values from raw data> },</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t194" href="#t194">194</a></span><span class="t"><span class="str">            "summary": self.summary(typecast, extra_percentiles=extra_percentiles),</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t195" href="#t195">195</a></span><span class="t"><span class="str">        }</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t196" href="#t196">196</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t197" href="#t197">197</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t198" href="#t198">198</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t199" href="#t199">199</a></span><span class="t">        <span class="key">return</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t200" href="#t200">200</a></span><span class="t">            <span class="str">"StatCounter"</span><span class="op">:</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t201" href="#t201">201</a></span><span class="t">                <span class="nam">typecast</span><span class="op">(</span><span class="nam">k</span><span class="op">)</span><span class="op">:</span> <span class="nam">v</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t202" href="#t202">202</a></span><span class="t">                <span class="key">for</span> <span class="nam">k</span><span class="op">,</span> <span class="nam">v</span> <span class="key">in</span> <span class="nam">sorted</span><span class="op">(</span><span class="nam">dict</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">key</span><span class="op">=</span><span class="key">lambda</span> <span class="nam">x</span><span class="op">:</span> <span class="nam">x</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t203" href="#t203">203</a></span><span class="t">            <span class="op">}</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t204" href="#t204">204</a></span><span class="t">            <span class="str">"summary"</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">summary</span><span class="op">(</span><span class="nam">typecast</span><span class="op">,</span> <span class="nam">extra_percentiles</span><span class="op">=</span><span class="nam">extra_percentiles</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis mis2 show_mis"><span class="n"><a id="t205" href="#t205">205</a></span><span class="t">        <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t206" href="#t206">206</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t207" href="#t207">207</a></span><span class="t">    <span class="key">def</span> <span class="nam">__str__</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span> <span class="op">-></span> <span class="nam">str</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t208" href="#t208">208</a></span><span class="t">        <span class="str">"summary as json with 2 space indent, good for printing"</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t209" href="#t209">209</a></span><span class="t">        <span class="key">return</span> <span class="nam">json</span><span class="op">.</span><span class="nam">dumps</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">summary</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">indent</span><span class="op">=</span><span class="num">2</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t210" href="#t210">210</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t211" href="#t211">211</a></span><span class="t">    <span class="key">def</span> <span class="nam">__repr__</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span> <span class="op">-></span> <span class="nam">str</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t212" href="#t212">212</a></span><span class="t">        <span class="key">return</span> <span class="nam">json</span><span class="op">.</span><span class="nam">dumps</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">serialize</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">indent</span><span class="op">=</span><span class="num">2</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t213" href="#t213">213</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t214" href="#t214">214</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t215" href="#t215">215</a></span><span class="t">    <span class="key">def</span> <span class="nam">load</span><span class="op">(</span><span class="nam">cls</span><span class="op">,</span> <span class="nam">data</span><span class="op">:</span> <span class="nam">dict</span><span class="op">)</span> <span class="op">-></span> <span class="str">"StatCounter"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t216" href="#t216">216</a></span><span class="t">        <span class="str">"load from a the output of `StatCounter.serialize`"</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t217" href="#t217">217</a></span><span class="t">        <span class="key">if</span> <span class="str">"StatCounter"</span> <span class="key">in</span> <span class="nam">data</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t218" href="#t218">218</a></span><span class="t">            <span class="nam">loadme</span> <span class="op">=</span> <span class="nam">data</span><span class="op">[</span><span class="str">"StatCounter"</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t219" href="#t219">219</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t220" href="#t220">220</a></span><span class="t">            <span class="nam">loadme</span> <span class="op">=</span> <span class="nam">data</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t221" href="#t221">221</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t222" href="#t222">222</a></span><span class="t">        <span class="key">return</span> <span class="nam">cls</span><span class="op">(</span><span class="op">{</span><span class="nam">float</span><span class="op">(</span><span class="nam">k</span><span class="op">)</span><span class="op">:</span> <span class="nam">v</span> <span class="key">for</span> <span class="nam">k</span><span class="op">,</span> <span class="nam">v</span> <span class="key">in</span> <span class="nam">loadme</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span><span class="op">}</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t223" href="#t223">223</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t224" href="#t224">224</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
    <p class="run"><span class="n"><a id="t225" href="#t225">225</a></span><span class="t">    <span class="key">def</span> <span class="nam">from_list_arrays</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t226" href="#t226">226</a></span><span class="t">        <span class="nam">cls</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t227" href="#t227">227</a></span><span class="t">        <span class="nam">arr</span><span class="op">:</span> <span class="nam">Any</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t228" href="#t228">228</a></span><span class="t">        <span class="nam">map_func</span><span class="op">:</span> <span class="nam">Callable</span><span class="op">[</span><span class="op">[</span><span class="nam">Any</span><span class="op">]</span><span class="op">,</span> <span class="nam">float</span><span class="op">]</span> <span class="op">=</span> <span class="nam">float</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
    <p class="run run2"><span class="n"><a id="t229" href="#t229">229</a></span><span class="t">    <span class="op">)</span> <span class="op">-></span> <span class="str">"StatCounter"</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p class="pln"><span class="n"><a id="t230" href="#t230">230</a></span><span class="t">        <span class="str">"""calls `map_func` on each element of `universal_flatten(arr)`"""</span>&nbsp;</span><span class="r"></span></p>
    <p class="mis show_mis"><span class="n"><a id="t231" href="#t231">231</a></span><span class="t">        <span class="key">return</span> <span class="nam">cls</span><span class="op">(</span><span class="op">[</span><span class="nam">map_func</span><span class="op">(</span><span class="nam">x</span><span class="op">)</span> <span class="key">for</span> <span class="nam">x</span> <span class="key">in</span> <span class="nam">universal_flatten</span><span class="op">(</span><span class="nam">arr</span><span class="op">)</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
</main>
<footer>
    <div class="content">
        <p>
            <a class="nav" href="z_6c5f9b70fbd6dea2_spinner_py.html">&#xab; prev</a> &nbsp; &nbsp;
            <a class="nav" href="index.html">&Hat; index</a> &nbsp; &nbsp;
            <a class="nav" href="z_6c5f9b70fbd6dea2_sysinfo_py.html">&#xbb; next</a>
            &nbsp; &nbsp; &nbsp;
            <a class="nav" href="https://coverage.readthedocs.io/en/7.13.5">coverage.py v7.13.5</a>,
            created at 2026-03-18 21:32 -0600
        </p>
    </div>
</footer>
</body>
</html>