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@@ -1823,8 +1823,8 @@ The following assumes you work with SampleStrategy, data for 5m timeframe from B
Please follow the <a href="https://www.freqtrade.io/en/stable/data-download/">documentation</a> for more details.</p>
<h2 id="setup">Setup<a class="headerlink" href="#setup" title="Permanent link">&para;</a></h2>
<h3 id="change-working-directory-to-repository-root">Change Working directory to repository root<a class="headerlink" href="#change-working-directory-to-repository-root" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><span class="kn">import</span> <span class="nn">os</span>
<span class="kn">from</span> <span class="nn">pathlib</span> <span class="kn">import</span> <span class="n">Path</span>
<div class="highlight"><pre><span></span><code><span class="kn">import</span><span class="w"> </span><span class="nn">os</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">pathlib</span><span class="w"> </span><span class="kn">import</span> <span class="n">Path</span>
<span class="c1"># Change directory</span>
@@ -1845,7 +1845,7 @@ Please follow the <a href="https://www.freqtrade.io/en/stable/data-download/">do
<span class="nb">print</span><span class="p">(</span><span class="n">Path</span><span class="o">.</span><span class="n">cwd</span><span class="p">())</span>
</code></pre></div>
<h3 id="configure-freqtrade-environment">Configure Freqtrade environment<a class="headerlink" href="#configure-freqtrade-environment" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><span class="kn">from</span> <span class="nn">freqtrade.configuration</span> <span class="kn">import</span> <span class="n">Configuration</span>
<div class="highlight"><pre><span></span><code><span class="kn">from</span><span class="w"> </span><span class="nn">freqtrade.configuration</span><span class="w"> </span><span class="kn">import</span> <span class="n">Configuration</span>
<span class="c1"># Customize these according to your needs.</span>
@@ -1865,8 +1865,8 @@ Please follow the <a href="https://www.freqtrade.io/en/stable/data-download/">do
<span class="n">pair</span> <span class="o">=</span> <span class="s2">&quot;BTC/USDT&quot;</span>
</code></pre></div>
<div class="highlight"><pre><span></span><code><span class="c1"># Load data using values set above</span>
<span class="kn">from</span> <span class="nn">freqtrade.data.history</span> <span class="kn">import</span> <span class="n">load_pair_history</span>
<span class="kn">from</span> <span class="nn">freqtrade.enums</span> <span class="kn">import</span> <span class="n">CandleType</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">freqtrade.data.history</span><span class="w"> </span><span class="kn">import</span> <span class="n">load_pair_history</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">freqtrade.enums</span><span class="w"> </span><span class="kn">import</span> <span class="n">CandleType</span>
<span class="n">candles</span> <span class="o">=</span> <span class="n">load_pair_history</span><span class="p">(</span>
@@ -1886,8 +1886,8 @@ Please follow the <a href="https://www.freqtrade.io/en/stable/data-download/">do
<li>Rerun each time the strategy file is changed</li>
</ul>
<div class="highlight"><pre><span></span><code><span class="c1"># Load strategy using values set above</span>
<span class="kn">from</span> <span class="nn">freqtrade.data.dataprovider</span> <span class="kn">import</span> <span class="n">DataProvider</span>
<span class="kn">from</span> <span class="nn">freqtrade.resolvers</span> <span class="kn">import</span> <span class="n">StrategyResolver</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">freqtrade.data.dataprovider</span><span class="w"> </span><span class="kn">import</span> <span class="n">DataProvider</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">freqtrade.resolvers</span><span class="w"> </span><span class="kn">import</span> <span class="n">StrategyResolver</span>
<span class="n">strategy</span> <span class="o">=</span> <span class="n">StrategyResolver</span><span class="o">.</span><span class="n">load_strategy</span><span class="p">(</span><span class="n">config</span><span class="p">)</span>
@@ -1918,7 +1918,7 @@ Please follow the <a href="https://www.freqtrade.io/en/stable/data-download/">do
They will allow you to drill deeper into your results, and perform analysis which otherwise would make the output very difficult to digest due to information overload.</p>
<h3 id="load-backtest-results-to-pandas-dataframe">Load backtest results to pandas dataframe<a class="headerlink" href="#load-backtest-results-to-pandas-dataframe" title="Permanent link">&para;</a></h3>
<p>Analyze a trades dataframe (also used below for plotting)</p>
<div class="highlight"><pre><span></span><code><span class="kn">from</span> <span class="nn">freqtrade.data.btanalysis</span> <span class="kn">import</span> <span class="n">load_backtest_data</span><span class="p">,</span> <span class="n">load_backtest_stats</span>
<div class="highlight"><pre><span></span><code><span class="kn">from</span><span class="w"> </span><span class="nn">freqtrade.data.btanalysis</span><span class="w"> </span><span class="kn">import</span> <span class="n">load_backtest_data</span><span class="p">,</span> <span class="n">load_backtest_stats</span>
<span class="c1"># if backtest_dir points to a directory, it&#39;ll automatically load the last backtest file.</span>
@@ -1960,11 +1960,11 @@ They will allow you to drill deeper into your results, and perform analysis whic
<h2 id="plotting-daily-profit-equity-line">Plotting daily profit / equity line<a class="headerlink" href="#plotting-daily-profit-equity-line" title="Permanent link">&para;</a></h2>
<div class="highlight"><pre><span></span><code><span class="c1"># Plotting equity line (starting with 0 on day 1 and adding daily profit for each backtested day)</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">plotly.express</span> <span class="k">as</span> <span class="nn">px</span>
<span class="kn">import</span><span class="w"> </span><span class="nn">pandas</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">pd</span>
<span class="kn">import</span><span class="w"> </span><span class="nn">plotly.express</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">px</span>
<span class="kn">from</span> <span class="nn">freqtrade.configuration</span> <span class="kn">import</span> <span class="n">Configuration</span>
<span class="kn">from</span> <span class="nn">freqtrade.data.btanalysis</span> <span class="kn">import</span> <span class="n">load_backtest_stats</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">freqtrade.configuration</span><span class="w"> </span><span class="kn">import</span> <span class="n">Configuration</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">freqtrade.data.btanalysis</span><span class="w"> </span><span class="kn">import</span> <span class="n">load_backtest_stats</span>
<span class="c1"># strategy = &#39;SampleStrategy&#39;</span>
@@ -1982,7 +1982,7 @@ They will allow you to drill deeper into your results, and perform analysis whic
</code></pre></div>
<h3 id="load-live-trading-results-into-a-pandas-dataframe">Load live trading results into a pandas dataframe<a class="headerlink" href="#load-live-trading-results-into-a-pandas-dataframe" title="Permanent link">&para;</a></h3>
<p>In case you did already some trading and want to analyze your performance</p>
<div class="highlight"><pre><span></span><code><span class="kn">from</span> <span class="nn">freqtrade.data.btanalysis</span> <span class="kn">import</span> <span class="n">load_trades_from_db</span>
<div class="highlight"><pre><span></span><code><span class="kn">from</span><span class="w"> </span><span class="nn">freqtrade.data.btanalysis</span><span class="w"> </span><span class="kn">import</span> <span class="n">load_trades_from_db</span>
<span class="c1"># Fetch trades from database</span>
@@ -1994,7 +1994,7 @@ They will allow you to drill deeper into your results, and perform analysis whic
<h2 id="analyze-the-loaded-trades-for-trade-parallelism">Analyze the loaded trades for trade parallelism<a class="headerlink" href="#analyze-the-loaded-trades-for-trade-parallelism" title="Permanent link">&para;</a></h2>
<p>This can be useful to find the best <code>max_open_trades</code> parameter, when used with backtesting in conjunction with a very high <code>max_open_trades</code> setting.</p>
<p><code>analyze_trade_parallelism()</code> returns a timeseries dataframe with an "open_trades" column, specifying the number of open trades for each candle.</p>
<div class="highlight"><pre><span></span><code><span class="kn">from</span> <span class="nn">freqtrade.data.btanalysis</span> <span class="kn">import</span> <span class="n">analyze_trade_parallelism</span>
<div class="highlight"><pre><span></span><code><span class="kn">from</span><span class="w"> </span><span class="nn">freqtrade.data.btanalysis</span><span class="w"> </span><span class="kn">import</span> <span class="n">analyze_trade_parallelism</span>
<span class="c1"># Analyze the above</span>
@@ -2004,7 +2004,7 @@ They will allow you to drill deeper into your results, and perform analysis whic
</code></pre></div>
<h2 id="plot-results">Plot results<a class="headerlink" href="#plot-results" title="Permanent link">&para;</a></h2>
<p>Freqtrade offers interactive plotting capabilities based on plotly.</p>
<div class="highlight"><pre><span></span><code><span class="kn">from</span> <span class="nn">freqtrade.plot.plotting</span> <span class="kn">import</span> <span class="n">generate_candlestick_graph</span>
<div class="highlight"><pre><span></span><code><span class="kn">from</span><span class="w"> </span><span class="nn">freqtrade.plot.plotting</span><span class="w"> </span><span class="kn">import</span> <span class="n">generate_candlestick_graph</span>
<span class="c1"># Limit graph period to keep plotly quick and reactive</span>
@@ -2029,7 +2029,7 @@ They will allow you to drill deeper into your results, and perform analysis whic
<span class="n">graph</span><span class="o">.</span><span class="n">show</span><span class="p">(</span><span class="n">renderer</span><span class="o">=</span><span class="s2">&quot;browser&quot;</span><span class="p">)</span>
</code></pre></div>
<h2 id="plot-average-profit-per-trade-as-distribution-graph">Plot average profit per trade as distribution graph<a class="headerlink" href="#plot-average-profit-per-trade-as-distribution-graph" title="Permanent link">&para;</a></h2>
<div class="highlight"><pre><span></span><code><span class="kn">import</span> <span class="nn">plotly.figure_factory</span> <span class="k">as</span> <span class="nn">ff</span>
<div class="highlight"><pre><span></span><code><span class="kn">import</span><span class="w"> </span><span class="nn">plotly.figure_factory</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">ff</span>
<span class="n">hist_data</span> <span class="o">=</span> <span class="p">[</span><span class="n">trades</span><span class="o">.</span><span class="n">profit_ratio</span><span class="p">]</span>