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<link rel="icon" href="../images/logo.png">
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</ul>
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</li>
<li class="md-nav__item">
<a href="#catboost-models-in-freqai" class="md-nav__link">
<span class="md-ellipsis">
Catboost models in freqAI
</span>
</a>
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</ul>
</nav>
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<a href="#catboost-models-in-freqai" class="md-nav__link">
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Catboost models in freqAI
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@@ -2459,13 +2437,13 @@ The same is true for <code>dp.get_pair_dataframe(metadata["pair"], "8h", candle_
<p>freqtrade will auto-adjust the timeframe and return <code>funding_rates</code> despite the wrongly given timeframe. It'll issue a warning - and may still break your strategy.</p>
<h3 id="selective-data-re-download">Selective data re-download<a class="headerlink" href="#selective-data-re-download" title="Permanent link">&para;</a></h3>
<p>The script below should serve as an example - you may need to adjust the timeframe and exchange to your needs!</p>
<div class="highlight"><pre><span></span><code><span class="c1"># Cleanup no longer needed data</span>
rm<span class="w"> </span>user_data/data/&lt;exchange&gt;/futures/*-mark*
rm<span class="w"> </span>user_data/data/&lt;exchange&gt;/futures/*-funding_rate*
<span class="c1"># download new data (only required once to fix the mark and funding fee data)</span>
freqtrade<span class="w"> </span>download-data<span class="w"> </span>-t<span class="w"> </span>1h<span class="w"> </span>--trading-mode<span class="w"> </span>futures<span class="w"> </span>--candle-types<span class="w"> </span>funding_rate<span class="w"> </span>mark<span class="w"> </span><span class="o">[</span>...<span class="o">]</span><span class="w"> </span>--timerange<span class="w"> </span>&lt;full<span class="w"> </span>timerange<span class="w"> </span>you<span class="err">&#39;</span>ve<span class="w"> </span>got<span class="w"> </span>other<span class="w"> </span>data<span class="w"> </span><span class="k">for</span>&gt;
</code></pre></div>
<p>``` bash</p>
<h1 id="cleanup-no-longer-needed-data">Cleanup no longer needed data<a class="headerlink" href="#cleanup-no-longer-needed-data" title="Permanent link">&para;</a></h1>
<p>rm user_data/data/<exchange>/futures/<em>-mark</em>
rm user_data/data/<exchange>/futures/<em>-funding_rate</em></p>
<h1 id="download-new-data-only-required-once-to-fix-the-mark-and-funding-fee-data">download new data (only required once to fix the mark and funding fee data)<a class="headerlink" href="#download-new-data-only-required-once-to-fix-the-mark-and-funding-fee-data" title="Permanent link">&para;</a></h1>
<p>freqtrade download-data -t 1h --trading-mode futures --candle-types funding_rate mark [...] --timerange <full timerange you've got other data for></p>
<p>```</p>
<p>The result of the above will be that your funding_rates and mark data will have the 1h timeframe.
you can verify this with <code>freqtrade list-data --exchange &lt;yourexchange&gt; --show</code>.</p>
<div class="admonition note">