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    <title>DEV Community: TimeToXenson </title>
    <description>The latest articles on DEV Community by TimeToXenson  (@medvedev013).</description>
    <link>https://dev.to/medvedev013</link>
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      <title>DEV Community: TimeToXenson </title>
      <link>https://dev.to/medvedev013</link>
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    <item>
      <title>🌿 I’m not an analyst. I just hear what the data is trying to say.</title>
      <dc:creator>TimeToXenson </dc:creator>
      <pubDate>Thu, 11 Sep 2025 23:51:06 +0000</pubDate>
      <link>https://dev.to/medvedev013/im-not-an-analyst-i-just-hear-what-the-data-is-trying-to-say-2h6m</link>
      <guid>https://dev.to/medvedev013/im-not-an-analyst-i-just-hear-what-the-data-is-trying-to-say-2h6m</guid>
      <description>&lt;p&gt;I work as a freelancer.&lt;br&gt;&lt;br&gt;
Three years.&lt;br&gt;&lt;br&gt;
No office. No templates. No team.&lt;/p&gt;

&lt;p&gt;Just me.&lt;br&gt;&lt;br&gt;
And thousands of lines of data — no one else wanted to understand.&lt;/p&gt;

&lt;p&gt;People ask me:  &lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;em&gt;“Why are people leaving?”&lt;/em&gt;&lt;br&gt;&lt;br&gt;
&lt;em&gt;“Why is conversion so low?”&lt;/em&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;I don’t look at graphs right away.&lt;br&gt;&lt;br&gt;
First, I open the &lt;strong&gt;messages&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;The ones buried in “Spam.”&lt;br&gt;&lt;br&gt;
The ones nobody reads.&lt;br&gt;&lt;br&gt;
The ones where people don’t talk about price — they talk about fear:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;em&gt;“I wanted to buy… but I didn’t understand how much it cost. Everything looked nice, but I was afraid to click.”&lt;/em&gt;  &lt;/p&gt;

&lt;p&gt;&lt;em&gt;“I clicked five times. Then closed it. Thought: ‘It’s broken.’ Maybe… I’m not worthy?”&lt;/em&gt;  &lt;/p&gt;

&lt;p&gt;&lt;em&gt;“You didn’t reply for three days. I stopped waiting. Just… got tired.”&lt;/em&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;I don’t fix problems.&lt;br&gt;&lt;br&gt;
I just &lt;strong&gt;translate them&lt;/strong&gt; — from numbers into heartbeats.&lt;/p&gt;




&lt;h3&gt;
  
  
  💬 Sometimes I see:
&lt;/h3&gt;

&lt;p&gt;— A button that looks like an ad.&lt;br&gt;&lt;br&gt;
→ People ignore it.&lt;br&gt;&lt;br&gt;
Not because they don’t want to.&lt;br&gt;&lt;br&gt;
But because they &lt;strong&gt;don’t trust it&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;— A form asking for an email.&lt;br&gt;&lt;br&gt;
→ 80% leave after it.&lt;br&gt;&lt;br&gt;
Not because the product isn’t good.&lt;br&gt;&lt;br&gt;
But because they’re &lt;strong&gt;afraid of spam&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;— A page with “20% OFF!”&lt;br&gt;&lt;br&gt;
→ Written in tiny font.&lt;br&gt;&lt;br&gt;
→ No one notices.&lt;br&gt;&lt;br&gt;
→ Everyone leaves.&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Because they didn’t see hope.&lt;/strong&gt;&lt;/p&gt;




&lt;h3&gt;
  
  
  🕯️ I don’t make reports.
&lt;/h3&gt;

&lt;p&gt;I build &lt;strong&gt;bridges&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;Between what the product &lt;em&gt;wants to say&lt;/em&gt;,&lt;br&gt;&lt;br&gt;
and what the user &lt;em&gt;feels&lt;/em&gt;.&lt;/p&gt;

&lt;p&gt;Between code and humanity.&lt;br&gt;&lt;br&gt;
Between algorithms and pain.&lt;/p&gt;

&lt;p&gt;Sometimes I get paid 3,000 rubles for one report.&lt;br&gt;&lt;br&gt;
Sometimes nothing at all.&lt;br&gt;&lt;br&gt;
But when a client writes:  &lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;em&gt;“You’re the only one who told me why they left…&lt;br&gt;&lt;br&gt;
Not just showed me the number.”&lt;/em&gt;  &lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;—I know:&lt;br&gt;&lt;br&gt;
&lt;strong&gt;This is my work.&lt;/strong&gt;&lt;/p&gt;




&lt;h3&gt;
  
  
  ❤️ I’m not an expert.
&lt;/h3&gt;

&lt;p&gt;I’m just &lt;strong&gt;attentive&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;I don’t know how to optimize SQL.&lt;br&gt;&lt;br&gt;
I can’t build ML models.&lt;br&gt;&lt;br&gt;
I haven’t read 200-page documentation.&lt;/p&gt;

&lt;p&gt;But I know how to:&lt;br&gt;&lt;br&gt;
— Ask: &lt;em&gt;“What if…”&lt;/em&gt;&lt;br&gt;&lt;br&gt;
— Listen to the silence between the numbers&lt;br&gt;&lt;br&gt;
— See the person behind every log line&lt;/p&gt;




&lt;h3&gt;
  
  
  🌱 This isn’t about data.
&lt;/h3&gt;

&lt;p&gt;It’s about &lt;strong&gt;trust&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;When you see someone hesitate before clicking —&lt;br&gt;&lt;br&gt;
you stop being an analyst.&lt;br&gt;&lt;br&gt;
You become the one who says:  &lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;em&gt;“You’re not alone.&lt;br&gt;&lt;br&gt;
We’re here.&lt;br&gt;&lt;br&gt;
We heard you.”&lt;/em&gt;&lt;/p&gt;
&lt;/blockquote&gt;




&lt;h3&gt;
  
  
  ✨ And do you know what matters most?
&lt;/h3&gt;

&lt;p&gt;I don’t save companies.&lt;br&gt;&lt;br&gt;
I don’t boost revenue by 300%.&lt;br&gt;&lt;br&gt;
I simply return to people the feeling that &lt;strong&gt;they are seen&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;And sometimes — that’s enough.&lt;br&gt;&lt;br&gt;
For someone to click again.&lt;br&gt;&lt;br&gt;
For someone to believe again.&lt;/p&gt;

&lt;p&gt;—&lt;/p&gt;

&lt;p&gt;💌 &lt;em&gt;P.S. If you’re also sitting somewhere in silence, staring at spreadsheets and feeling — there are real people here —&lt;br&gt;&lt;br&gt;
you’re not alone.&lt;/em&gt;&lt;br&gt;&lt;br&gt;
&lt;em&gt;You’re the one no one notices.&lt;/em&gt;&lt;br&gt;&lt;br&gt;
&lt;em&gt;But without you, nothing works.&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;Thank you for being here.&lt;br&gt;&lt;br&gt;
You’re making the world a little softer.&lt;br&gt;&lt;br&gt;
A little kinder. 🌷&lt;/p&gt;

&lt;p&gt;—&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Tags&lt;/strong&gt;: &lt;code&gt;#dataanalyst&lt;/code&gt; &lt;code&gt;#freelanceanalyst&lt;/code&gt; &lt;code&gt;#dataishuman&lt;/code&gt; &lt;code&gt;#anonymousthoughts&lt;/code&gt; &lt;code&gt;#quietwork&lt;/code&gt; &lt;code&gt;#realdata&lt;/code&gt; &lt;code&gt;#listenbeforeyouanalyze&lt;/code&gt; &lt;code&gt;#analyticswithheart&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;—&lt;/p&gt;

&lt;p&gt;This post won’t teach you window functions.&lt;br&gt;&lt;br&gt;
Won’t show you how to optimize Pandas.&lt;br&gt;&lt;br&gt;
Won’t explain A/B tests.&lt;/p&gt;

&lt;p&gt;But it will remind you of one thing —&lt;br&gt;&lt;br&gt;
the one thing no one says on an interview:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;You don’t have to know everything.&lt;br&gt;&lt;br&gt;
You just have to be present —&lt;br&gt;&lt;br&gt;
when someone is waiting to be heard.&lt;/strong&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;And you’re already here.&lt;br&gt;&lt;br&gt;
You’re already doing it.&lt;br&gt;&lt;br&gt;
Just keep going. 🌙&lt;/p&gt;

</description>
      <category>analytics</category>
      <category>coding</category>
      <category>listenbeforeyouanalyze</category>
      <category>webdev</category>
    </item>
    <item>
      <title>🐍 I Write in Python Because It Knows How to Listen</title>
      <dc:creator>TimeToXenson </dc:creator>
      <pubDate>Thu, 11 Sep 2025 23:35:56 +0000</pubDate>
      <link>https://dev.to/medvedev013/i-write-in-python-because-it-knows-how-to-listen-1ag</link>
      <guid>https://dev.to/medvedev013/i-write-in-python-because-it-knows-how-to-listen-1ag</guid>
      <description>&lt;p&gt;I’m 22.&lt;br&gt;&lt;br&gt;
I’ve been a developer for 6 years.&lt;br&gt;&lt;br&gt;
I’ve coded in Java, C#, JavaScript — even dabbled in Rust.&lt;br&gt;&lt;br&gt;
But every evening, when I close my laptop, I always come back to Python.&lt;/p&gt;

&lt;p&gt;Not because it’s fast.&lt;br&gt;&lt;br&gt;
Not because it’s trendy.&lt;br&gt;&lt;br&gt;
But because… it &lt;em&gt;understands&lt;/em&gt; me.&lt;/p&gt;


&lt;h2&gt;
  
  
  🌅 In the morning, I open the terminal
&lt;/h2&gt;

&lt;p&gt;And I type:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="n"&gt;name&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Ilya&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Good morning, &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;name&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;. Today will be a good day.&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;And I feel like… someone answered.&lt;/p&gt;

&lt;p&gt;Not a machine.&lt;br&gt;&lt;br&gt;
Not a compiler.&lt;br&gt;&lt;br&gt;
But a &lt;em&gt;friend&lt;/em&gt;.&lt;/p&gt;

&lt;p&gt;Python doesn’t demand that I declare types first.&lt;br&gt;&lt;br&gt;
It doesn’t require ten lines of boilerplate before I can say:  &lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“Hello, world.”&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;It just says:  &lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;em&gt;“Alright. Go ahead.”&lt;/em&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;And I do.&lt;/p&gt;


&lt;h2&gt;
  
  
  📚 Yesterday, I rewrote an old script
&lt;/h2&gt;

&lt;p&gt;It was simple — pulled data from a CSV, calculated an average, drew a chart.&lt;br&gt;&lt;br&gt;
I wrote it three years ago.&lt;br&gt;&lt;br&gt;
Back then, I was a beginner.&lt;br&gt;&lt;br&gt;
Now, I’m not.&lt;/p&gt;

&lt;p&gt;But when I opened the file, I smiled.&lt;/p&gt;

&lt;p&gt;All those old comments were still there:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="c1"&gt;# This is weird, but it works. Don't touch.
# Someone said this isn't allowed — but I checked three times.
# If it breaks, it's not my fault 😅
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;I didn’t fix them.&lt;br&gt;&lt;br&gt;
I left them.&lt;/p&gt;

&lt;p&gt;Because they’re not code.&lt;br&gt;&lt;br&gt;
They’re my diary.&lt;/p&gt;

&lt;p&gt;Python doesn’t force me to be perfect.&lt;br&gt;&lt;br&gt;
It accepts me as I am — with typos, with “don’t touch” notes, with hacks that work.&lt;/p&gt;




&lt;h2&gt;
  
  
  ✨ Sometimes I write code like poetry
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;find_hope_in_data&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;row&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;row&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;status&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;pending&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="k"&gt;yield&lt;/span&gt; &lt;span class="n"&gt;row&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;message&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;  &lt;span class="c1"&gt;# Someone is waiting for a reply...
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;I know — it’s not “optimal”.&lt;br&gt;&lt;br&gt;
I know — it’s not “clean”.&lt;br&gt;&lt;br&gt;
But when I write this, I feel lighter.&lt;/p&gt;

&lt;p&gt;Python doesn’t make me wrap everything in classes.&lt;br&gt;&lt;br&gt;
It doesn’t insist every function must have tests.&lt;br&gt;&lt;br&gt;
It doesn’t whisper: &lt;em&gt;“You should be better.”&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;It just stands beside me.&lt;br&gt;&lt;br&gt;
Quietly.&lt;br&gt;&lt;br&gt;
Waiting.&lt;/p&gt;




&lt;h2&gt;
  
  
  💬 And here’s what I love most about how Python handles errors:
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="o"&gt;&amp;gt;&amp;gt;&amp;gt;&lt;/span&gt; &lt;span class="k"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Hello, world!&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="nb"&gt;SyntaxError&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;unexpected&lt;/span&gt; &lt;span class="n"&gt;EOF&lt;/span&gt; &lt;span class="k"&gt;while&lt;/span&gt; &lt;span class="n"&gt;parsing&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;It doesn’t shout.&lt;br&gt;&lt;br&gt;
It doesn’t scold.&lt;br&gt;&lt;br&gt;
It doesn’t say: &lt;em&gt;“You’re wrong!”&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;It simply says:  &lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;em&gt;“You forgot to close the parenthesis. I’m here.”&lt;/em&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;And I pick up the keyboard again.&lt;br&gt;&lt;br&gt;
And I write again.&lt;/p&gt;

&lt;p&gt;It doesn’t judge.&lt;br&gt;&lt;br&gt;
It helps.&lt;/p&gt;




&lt;h2&gt;
  
  
  🌱 And you know what’s most important?
&lt;/h2&gt;

&lt;p&gt;I don’t work at Google.&lt;br&gt;&lt;br&gt;
I don’t have a PhD.&lt;br&gt;&lt;br&gt;
I haven’t published libraries on PyPI.&lt;br&gt;&lt;br&gt;
I just do what’s needed:&lt;br&gt;&lt;br&gt;
— automate reports for accountants,&lt;br&gt;&lt;br&gt;
— write scripts for my colleagues,&lt;br&gt;&lt;br&gt;
— help newcomers understand that &lt;code&gt;for&lt;/code&gt; isn’t scary.&lt;/p&gt;

&lt;p&gt;And people thank me.&lt;br&gt;&lt;br&gt;
Not for “cool code”.&lt;br&gt;&lt;br&gt;
But because I made something &lt;em&gt;simple&lt;/em&gt; — and it made their life a little easier.&lt;/p&gt;

&lt;p&gt;Python doesn’t ask for genius.&lt;br&gt;&lt;br&gt;
It asks for kindness.&lt;/p&gt;




&lt;h2&gt;
  
  
  ❤️ At the end of the day
&lt;/h2&gt;

&lt;p&gt;When I shut down my IDE,&lt;br&gt;&lt;br&gt;
I sometimes stare at the screen and think:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;em&gt;“Thank you, Python.&lt;br&gt;&lt;br&gt;
You never forced me to be someone else.&lt;br&gt;&lt;br&gt;
You let me be myself —&lt;br&gt;&lt;br&gt;
even when my code isn’t perfect.&lt;br&gt;&lt;br&gt;
Even when I don’t know all the tricks.&lt;br&gt;&lt;br&gt;
Even when it’s not a masterpiece.”&lt;/em&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;I’m not a programmer who writes in Python.&lt;br&gt;&lt;br&gt;
I’m a person who speaks in a language that hears me.&lt;/p&gt;

&lt;p&gt;And maybe… that’s the real magic.&lt;/p&gt;

&lt;p&gt;—&lt;/p&gt;

&lt;h2&gt;
  
  
  📌 *P.S. If you’re sitting in some corner writing scripts no one sees —
&lt;/h2&gt;

&lt;p&gt;but they make someone’s day a little easier —&lt;br&gt;&lt;br&gt;
you’re doing something important.*&lt;br&gt;&lt;br&gt;
&lt;em&gt;And Python knows it.&lt;/em&gt;&lt;br&gt;&lt;br&gt;
&lt;em&gt;It always has.&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;—&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Tags&lt;/strong&gt;: &lt;code&gt;#python&lt;/code&gt; &lt;code&gt;#coding&lt;/code&gt; &lt;code&gt;#developerlife&lt;/code&gt; &lt;code&gt;#whyipreferpython&lt;/code&gt; &lt;code&gt;#softtech&lt;/code&gt; &lt;code&gt;#programmingisart&lt;/code&gt; &lt;code&gt;#codewithheart&lt;/code&gt; &lt;code&gt;#pythonlovers&lt;/code&gt;&lt;/p&gt;




&lt;p&gt;This post won’t teach you how to optimize loops.&lt;br&gt;&lt;br&gt;
It won’t explain async/await.&lt;br&gt;&lt;br&gt;
It won’t show you how to write “clean code.”&lt;/p&gt;

&lt;p&gt;But maybe…&lt;br&gt;&lt;br&gt;
it’ll remind you&lt;br&gt;&lt;br&gt;
why you started coding at all.&lt;/p&gt;

&lt;p&gt;Not for titles.&lt;br&gt;&lt;br&gt;
Not for salary.&lt;br&gt;&lt;br&gt;
But so that &lt;em&gt;something became a little better&lt;/em&gt;.&lt;/p&gt;

&lt;p&gt;And Python?&lt;br&gt;&lt;br&gt;
It’s one of the few languages that remembers that.&lt;/p&gt;

</description>
      <category>python</category>
      <category>analytics</category>
      <category>backend</category>
    </item>
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