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	<p class="pln"><span class="n"><a id="t1" href="#t1">1</a></span><span class="t"><span class="str">"""</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t2" href="#t2">2</a></span><span class="t"><span class="str">Live Dashboard Tab - Real-time cryptocurrency price monitoring</span> </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">Refactored from app.py with improved type hints and structure</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t4" href="#t4">4</a></span><span class="t"><span class="str">"""</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t5" href="#t5">5</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t6" href="#t6">6</a></span><span class="t"><span class="key">import</span> <span class="nam">pandas</span> <span class="key">as</span> <span class="nam">pd</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t7" href="#t7">7</a></span><span class="t"><span class="key">import</span> <span class="nam">logging</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t8" href="#t8">8</a></span><span class="t"><span class="key">import</span> <span class="nam">traceback</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t9" href="#t9">9</a></span><span class="t"><span class="key">from</span> <span class="nam">typing</span> <span class="key">import</span> <span class="nam">Tuple</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t10" href="#t10">10</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t11" href="#t11">11</a></span><span class="t"><span class="key">import</span> <span class="nam">database</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t12" href="#t12">12</a></span><span class="t"><span class="key">import</span> <span class="nam">collectors</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t13" href="#t13">13</a></span><span class="t"><span class="key">import</span> <span class="nam">utils</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t14" href="#t14">14</a></span><span class="t"> </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"># Setup logging with error handling</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t16" href="#t16">16</a></span><span class="t"><span class="key">try</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t17" href="#t17">17</a></span><span class="t"> <span class="nam">logger</span> <span class="op">=</span> <span class="nam">utils</span><span class="op">.</span><span class="nam">setup_logging</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t18" href="#t18">18</a></span><span class="t"><span class="key">except</span> <span class="op">(</span><span class="nam">AttributeError</span><span class="op">,</span> <span class="nam">ImportError</span><span class="op">)</span> <span class="key">as</span> <span class="nam">e</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t19" href="#t19">19</a></span><span class="t"> <span class="com"># Fallback logging setup if utils.setup_logging() is not available</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t20" href="#t20">20</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="fst">f"</span><span class="fst">Warning: Could not import utils.setup_logging(): </span><span class="op">{</span><span class="nam">e</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t21" href="#t21">21</a></span><span class="t"> <span class="key">import</span> <span class="nam">logging</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t22" href="#t22">22</a></span><span class="t"> <span class="nam">logging</span><span class="op">.</span><span class="nam">basicConfig</span><span class="op">(</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t23" href="#t23">23</a></span><span class="t"> <span class="nam">level</span><span class="op">=</span><span class="nam">logging</span><span class="op">.</span><span class="nam">INFO</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t24" href="#t24">24</a></span><span class="t"> <span class="nam">format</span><span class="op">=</span><span class="str">'%(asctime)s - %(name)s - %(levelname)s - %(message)s'</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t25" href="#t25">25</a></span><span class="t"> <span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t26" href="#t26">26</a></span><span class="t"> <span class="nam">logger</span> <span class="op">=</span> <span class="nam">logging</span><span class="op">.</span><span class="nam">getLogger</span><span class="op">(</span><span class="str">'dashboard_live'</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t27" href="#t27">27</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t28" href="#t28">28</a></span><span class="t"><span class="com"># Initialize database</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t"><span class="nam">db</span> <span class="op">=</span> <span class="nam">database</span><span class="op">.</span><span class="nam">get_database</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t31" href="#t31">31</a></span><span class="t"> </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">def</span> <span class="nam">get_live_dashboard</span><span class="op">(</span><span class="nam">search_filter</span><span class="op">:</span> <span class="nam">str</span> <span class="op">=</span> <span class="str">""</span><span class="op">)</span> <span class="op">-></span> <span class="nam">pd</span><span class="op">.</span><span class="nam">DataFrame</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t33" href="#t33">33</a></span><span class="t"> <span class="str">"""</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t"><span class="str"> Get live dashboard data with top 100 cryptocurrencies</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t"><span class="str"> Args:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t37" href="#t37">37</a></span><span class="t"><span class="str"> search_filter: Search/filter text for cryptocurrencies (searches name and symbol)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t39" href="#t39">39</a></span><span class="t"><span class="str"> Returns:</span> </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="str"> DataFrame with formatted cryptocurrency data including:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t"><span class="str"> - Rank, Name, Symbol</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t"><span class="str"> - Price (USD), 24h Change (%)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t"><span class="str"> - Volume, Market Cap</span> </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="str"> """</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t"> <span class="key">try</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">info</span><span class="op">(</span><span class="str">"Fetching live dashboard data..."</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t48" href="#t48">48</a></span><span class="t"> <span class="com"># Get latest prices from database</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t"> <span class="nam">prices</span> <span class="op">=</span> <span class="nam">db</span><span class="op">.</span><span class="nam">get_latest_prices</span><span class="op">(</span><span class="num">100</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t50" href="#t50">50</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t"> <span class="key">if</span> <span class="key">not</span> <span class="nam">prices</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">warning</span><span class="op">(</span><span class="str">"No price data available"</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t53" href="#t53">53</a></span><span class="t"> <span class="key">return</span> <span class="nam">_empty_dashboard_dataframe</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t"> </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="com"># Convert to DataFrame with filtering</span> </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="nam">df_data</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t"> <span class="key">for</span> <span class="nam">price</span> <span class="key">in</span> <span class="nam">prices</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t"> <span class="com"># Apply search filter if provided</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t"> <span class="key">if</span> <span class="nam">search_filter</span> <span class="key">and</span> <span class="key">not</span> <span class="nam">_matches_filter</span><span class="op">(</span><span class="nam">price</span><span class="op">,</span> <span class="nam">search_filter</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t"> <span class="key">continue</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t61" href="#t61">61</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t62" href="#t62">62</a></span><span class="t"> <span class="nam">df_data</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">_format_price_row</span><span class="op">(</span><span class="nam">price</span><span class="op">)</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t63" href="#t63">63</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t64" href="#t64">64</a></span><span class="t"> <span class="nam">df</span> <span class="op">=</span> <span class="nam">pd</span><span class="op">.</span><span class="nam">DataFrame</span><span class="op">(</span><span class="nam">df_data</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t65" href="#t65">65</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t"> <span class="key">if</span> <span class="nam">df</span><span class="op">.</span><span class="nam">empty</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">warning</span><span class="op">(</span><span class="str">"No data matches filter criteria"</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t68" href="#t68">68</a></span><span class="t"> <span class="key">return</span> <span class="nam">_empty_dashboard_dataframe</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t"> <span class="com"># Sort by rank</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t71" href="#t71">71</a></span><span class="t"> <span class="nam">df</span> <span class="op">=</span> <span class="nam">df</span><span class="op">.</span><span class="nam">sort_values</span><span class="op">(</span><span class="str">'Rank'</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t73" href="#t73">73</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">info</span><span class="op">(</span><span class="fst">f"</span><span class="fst">Dashboard loaded with </span><span class="op">{</span><span class="nam">len</span><span class="op">(</span><span class="nam">df</span><span class="op">)</span><span class="op">}</span><span class="fst"> cryptocurrencies</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t74" href="#t74">74</a></span><span class="t"> <span class="key">return</span> <span class="nam">df</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t76" href="#t76">76</a></span><span class="t"> <span class="key">except</span> <span class="nam">Exception</span> <span class="key">as</span> <span class="nam">e</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">error</span><span class="op">(</span><span class="fst">f"</span><span class="fst">Error in get_live_dashboard: </span><span class="op">{</span><span class="nam">e</span><span class="op">}</span><span class="fst">\n</span><span class="op">{</span><span class="nam">traceback</span><span class="op">.</span><span class="nam">format_exc</span><span class="op">(</span><span class="op">)</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t78" href="#t78">78</a></span><span class="t"> <span class="key">return</span> <span class="nam">pd</span><span class="op">.</span><span class="nam">DataFrame</span><span class="op">(</span><span class="op">{</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t79" href="#t79">79</a></span><span class="t"> <span class="str">"Error"</span><span class="op">:</span> <span class="op">[</span><span class="fst">f"</span><span class="fst">Failed to load dashboard: </span><span class="op">{</span><span class="nam">str</span><span class="op">(</span><span class="nam">e</span><span class="op">)</span><span class="op">}</span><span class="fst">"</span><span class="op">]</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t80" href="#t80">80</a></span><span class="t"> <span class="op">}</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t"><span class="key">def</span> <span class="nam">refresh_price_data</span><span class="op">(</span><span class="op">)</span> <span class="op">-></span> <span class="nam">Tuple</span><span class="op">[</span><span class="nam">pd</span><span class="op">.</span><span class="nam">DataFrame</span><span class="op">,</span> <span class="nam">str</span><span class="op">]</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t"> <span class="str">"""</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t"><span class="str"> Manually trigger price data collection and refresh dashboard</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t86" href="#t86">86</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t"><span class="str"> Returns:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t88" href="#t88">88</a></span><span class="t"><span class="str"> Tuple of (updated DataFrame, status message string)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t89" href="#t89">89</a></span><span class="t"><span class="str"> """</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t"> <span class="key">try</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t91" href="#t91">91</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">info</span><span class="op">(</span><span class="str">"Manual refresh triggered..."</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t"> <span class="com"># Collect fresh price data</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t"> <span class="nam">success</span><span class="op">,</span> <span class="nam">count</span> <span class="op">=</span> <span class="nam">collectors</span><span class="op">.</span><span class="nam">collect_price_data</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t"> <span class="key">if</span> <span class="nam">success</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t"> <span class="nam">message</span> <span class="op">=</span> <span class="fst">f"</span><span class="fst">✅ Successfully refreshed! Collected </span><span class="op">{</span><span class="nam">count</span><span class="op">}</span><span class="fst"> price records.</span><span class="fst">"</span> </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="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t"> <span class="nam">message</span> <span class="op">=</span> <span class="fst">f"</span><span class="fst">⚠️ Refresh completed with warnings. Collected </span><span class="op">{</span><span class="nam">count</span><span class="op">}</span><span class="fst"> records.</span><span class="fst">"</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t"> <span class="com"># Return updated dashboard</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t"> <span class="nam">df</span> <span class="op">=</span> <span class="nam">get_live_dashboard</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t"> <span class="key">return</span> <span class="nam">df</span><span class="op">,</span> <span class="nam">message</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t"> <span class="key">except</span> <span class="nam">Exception</span> <span class="key">as</span> <span class="nam">e</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">error</span><span class="op">(</span><span class="fst">f"</span><span class="fst">Error in refresh_price_data: </span><span class="op">{</span><span class="nam">e</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t"> <span class="key">return</span> <span class="nam">get_live_dashboard</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="fst">f"</span><span class="fst">❌ Refresh failed: </span><span class="op">{</span><span class="nam">str</span><span class="op">(</span><span class="nam">e</span><span class="op">)</span><span class="op">}</span><span class="fst">"</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t"> </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="com"># ==================== PRIVATE HELPER FUNCTIONS ====================</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t"><span class="key">def</span> <span class="nam">_empty_dashboard_dataframe</span><span class="op">(</span><span class="op">)</span> <span class="op">-></span> <span class="nam">pd</span><span class="op">.</span><span class="nam">DataFrame</span><span class="op">:</span> </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="str">"""Create empty DataFrame with proper column structure"""</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t"> <span class="key">return</span> <span class="nam">pd</span><span class="op">.</span><span class="nam">DataFrame</span><span class="op">(</span><span class="op">{</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t"> <span class="str">"Rank"</span><span class="op">:</span> <span class="op">[</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t118" href="#t118">118</a></span><span class="t"> <span class="str">"Name"</span><span class="op">:</span> <span class="op">[</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t"> <span class="str">"Symbol"</span><span class="op">:</span> <span class="op">[</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t120" href="#t120">120</a></span><span class="t"> <span class="str">"Price (USD)"</span><span class="op">:</span> <span class="op">[</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t"> <span class="str">"24h Change (%)"</span><span class="op">:</span> <span class="op">[</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t"> <span class="str">"Volume"</span><span class="op">:</span> <span class="op">[</span><span class="op">]</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t"> <span class="str">"Market Cap"</span><span class="op">:</span> <span class="op">[</span><span class="op">]</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t"> <span class="op">}</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t"><span class="key">def</span> <span class="nam">_matches_filter</span><span class="op">(</span><span class="nam">price</span><span class="op">:</span> <span class="nam">dict</span><span class="op">,</span> <span class="nam">search_filter</span><span class="op">:</span> <span class="nam">str</span><span class="op">)</span> <span class="op">-></span> <span class="nam">bool</span><span class="op">:</span> </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">"""</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t"><span class="str"> Check if price record matches search filter</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t"><span class="str"> Args:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t"><span class="str"> price: Price data dictionary</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t"><span class="str"> search_filter: Search text</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t"> </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"> Returns:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t"><span class="str"> True if matches, False otherwise</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t"><span class="str"> """</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t"> <span class="nam">search_lower</span> <span class="op">=</span> <span class="nam">search_filter</span><span class="op">.</span><span class="nam">lower</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t"> <span class="nam">name_lower</span> <span class="op">=</span> <span class="op">(</span><span class="nam">price</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'name'</span><span class="op">)</span> <span class="key">or</span> <span class="str">''</span><span class="op">)</span><span class="op">.</span><span class="nam">lower</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t"> <span class="nam">symbol_lower</span> <span class="op">=</span> <span class="op">(</span><span class="nam">price</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'symbol'</span><span class="op">)</span> <span class="key">or</span> <span class="str">''</span><span class="op">)</span><span class="op">.</span><span class="nam">lower</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t"> <span class="key">return</span> <span class="nam">search_lower</span> <span class="key">in</span> <span class="nam">name_lower</span> <span class="key">or</span> <span class="nam">search_lower</span> <span class="key">in</span> <span class="nam">symbol_lower</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t"><span class="key">def</span> <span class="nam">_format_price_row</span><span class="op">(</span><span class="nam">price</span><span class="op">:</span> <span class="nam">dict</span><span class="op">)</span> <span class="op">-></span> <span class="nam">dict</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t"> <span class="str">"""</span> </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"> Format price data for dashboard display</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t"><span class="str"> Args:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t"><span class="str"> price: Raw price data dictionary</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t"><span class="str"> Returns:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t"><span class="str"> Formatted dictionary with display-friendly values</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t"><span class="str"> """</span> </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">return</span> <span class="op">{</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t"> <span class="str">"Rank"</span><span class="op">:</span> <span class="nam">price</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'rank'</span><span class="op">,</span> <span class="num">999</span><span class="op">)</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t"> <span class="str">"Name"</span><span class="op">:</span> <span class="nam">price</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'name'</span><span class="op">,</span> <span class="str">'Unknown'</span><span class="op">)</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t"> <span class="str">"Symbol"</span><span class="op">:</span> <span class="nam">price</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'symbol'</span><span class="op">,</span> <span class="str">'N/A'</span><span class="op">)</span><span class="op">.</span><span class="nam">upper</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> </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="str">"Price (USD)"</span><span class="op">:</span> <span class="fst">f"</span><span class="fst">$</span><span class="op">{</span><span class="nam">price</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'price_usd'</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span><span class="op">:</span><span class="fst">,.2f</span><span class="op">}</span><span class="fst">"</span> <span class="key">if</span> <span class="nam">price</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'price_usd'</span><span class="op">)</span> <span class="key">else</span> <span class="str">"N/A"</span><span class="op">,</span> </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="str">"24h Change (%)"</span><span class="op">:</span> <span class="fst">f"</span><span class="op">{</span><span class="nam">price</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'percent_change_24h'</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span><span class="op">:</span><span class="fst">+.2f</span><span class="op">}</span><span class="fst">%</span><span class="fst">"</span> <span class="key">if</span> <span class="nam">price</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'percent_change_24h'</span><span class="op">)</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span> <span class="key">else</span> <span class="str">"N/A"</span><span class="op">,</span> </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="str">"Volume"</span><span class="op">:</span> <span class="nam">utils</span><span class="op">.</span><span class="nam">format_number</span><span class="op">(</span><span class="nam">price</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'volume_24h'</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span><span class="op">)</span><span class="op">,</span> </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="str">"Market Cap"</span><span class="op">:</span> <span class="nam">utils</span><span class="op">.</span><span class="nam">format_number</span><span class="op">(</span><span class="nam">price</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">'market_cap'</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span><span class="op">)</span> </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="op">}</span> </span><span class="r"></span></p>
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