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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>title</th>
      <th>score</th>
      <th>comments</th>
      <th>author</th>
      <th>url</th>
      <th>time</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Stephen Hawking has died</td>
      <td>6015</td>
      <td>436</td>
      <td>Cogito</td>
      <td>http://www.bbc.com/news/uk-43396008</td>
      <td>2018-03-14 03:50:30</td>
    </tr>
    <tr>
      <th>1</th>
      <td>A Message to Our Customers</td>
      <td>5771</td>
      <td>967</td>
      <td>epaga</td>
      <td>http://www.apple.com/customer-letter/</td>
      <td>2016-02-17 08:38:37</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Steve Jobs has passed away.</td>
      <td>4338</td>
      <td>363</td>
      <td>patricktomas</td>
      <td>http://www.apple.com/stevejobs/</td>
      <td>2011-10-05 23:42:23</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Mechanical Watch</td>
      <td>4298</td>
      <td>413</td>
      <td>todsacerdoti</td>
      <td>https://ciechanow.ski/mechanical-watch/</td>
      <td>2022-05-04 15:06:41</td>
    </tr>
    <tr>
      <th>4</th>
      <td>YouTube-dl has received a DMCA takedown from RIAA</td>
      <td>4240</td>
      <td>1443</td>
      <td>phantop</td>
      <td>https://github.com/github/dmca/blob/master/202...</td>
      <td>2020-10-23 19:26:35</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Reflecting on one very, very strange year at Uber</td>
      <td>4107</td>
      <td>1013</td>
      <td>grey-area</td>
      <td>https://www.susanjfowler.com/blog/2017/2/19/re...</td>
      <td>2017-02-19 21:16:33</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Google’s copying of the Java SE API was fair u...</td>
      <td>4103</td>
      <td>932</td>
      <td>pdoconnell</td>
      <td>https://www.supremecourt.gov/opinions/20pdf/18...</td>
      <td>2021-04-05 14:04:22</td>
    </tr>
    <tr>
      <th>7</th>
      <td>GPT-4</td>
      <td>4091</td>
      <td>2507</td>
      <td>e0m</td>
      <td>https://openai.com/research/gpt-4</td>
      <td>2023-03-14 16:55:34</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Replit used legal threats to kill my open-sour...</td>
      <td>4022</td>
      <td>1274</td>
      <td>raxod502</td>
      <td>https://intuitiveexplanations.com/tech/replit/</td>
      <td>2021-06-07 16:08:04</td>
    </tr>
    <tr>
      <th>9</th>
      <td>How I cut GTA Online loading times by 70%</td>
      <td>3883</td>
      <td>699</td>
      <td>kuroguro</td>
      <td>https://nee.lv/2021/02/28/How-I-cut-GTA-Online...</td>
      <td>2021-02-28 19:38:26</td>
    </tr>
  </tbody>
</table>
</div>

                                               title  score  comments  \
0                           Stephen Hawking has died   6015       436   
1                         A Message to Our Customers   5771       967   
2                        Steve Jobs has passed away.   4338       363   
3                                   Mechanical Watch   4298       413   
4  YouTube-dl has received a DMCA takedown from RIAA   4240      1443   
5  Reflecting on one very, very strange year at Uber   4107      1013   
6  Google’s copying of the Java SE API was fair u...   4103       932   
7                                              GPT-4   4091      2507   
8  Replit used legal threats to kill my open-sour...   4022      1274   
9          How I cut GTA Online loading times by 70%   3883       699   

         author                                                url  \
0        Cogito                http://www.bbc.com/news/uk-43396008   
1         epaga              http://www.apple.com/customer-letter/   
2  patricktomas                    http://www.apple.com/stevejobs/   
3  todsacerdoti            https://ciechanow.ski/mechanical-watch/   
4       phantop  https://github.com/github/dmca/blob/master/202...   
5     grey-area  https://www.susanjfowler.com/blog/2017/2/19/re...   
6    pdoconnell  https://www.supremecourt.gov/opinions/20pdf/18...   
7           e0m                  https://openai.com/research/gpt-4   
8      raxod502     https://intuitiveexplanations.com/tech/replit/   
9      kuroguro  https://nee.lv/2021/02/28/How-I-cut-GTA-Online...   

                 time  
0 2018-03-14 03:50:30  
1 2016-02-17 08:38:37  
2 2011-10-05 23:42:23  
3 2022-05-04 15:06:41  
4 2020-10-23 19:26:35  
5 2017-02-19 21:16:33  
6 2021-04-05 14:04:22  
7 2023-03-14 16:55:34  
8 2021-06-07 16:08:04  
9 2021-02-28 19:38:26  

stderr

/tmp/ipykernel_1096/1050965757.py:12: FutureWarning:

In a future version of pandas all arguments of DataFrame.pivot will be keyword-only.



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[nltk_data] Downloading package stopwords to /home/borat/nltk_data...
[nltk_data]   Package stopwords is already up-to-date!


/tmp/ipykernel_1096/1646591731.py:5: SettingWithCopyWarning:


A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy



/tmp/ipykernel_1096/1098760093.py:1: SettingWithCopyWarning:


A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy



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                        })                };                });            </script>        </div>

What is the best time to post on HackerNews?

Number of Hacker News posts over time

What do the best performing links on HackerNews have in common?

Words that score the best titles

Domains that score the best

Authors that score the best

How often are the top authors posting on HackerNews?

Do posts with a positive or negative sentiment score better?