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<h1>Source code for dragons.meraxes.galaxy_history</h1><div class="highlight"><pre> | ||
<span></span><span class="ch">#!/usr/bin/env python</span> | ||
<span class="c1"># -*- coding: utf-8 -*-</span> | ||
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<span class="sd">"""Generate the full (first progenitor line) history of a galaxy."""</span> | ||
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<span class="kn">from</span> <span class="nn">..munge</span> <span class="kn">import</span> <span class="n">ndarray_to_dataframe</span> | ||
<span class="kn">from</span> <span class="nn">.io</span> <span class="kn">import</span> <span class="n">read_gals</span><span class="p">,</span> <span class="n">read_firstprogenitor_indices</span><span class="p">,</span> <span class="n">read_descendant_indices</span> | ||
<span class="kn">from</span> <span class="nn">tqdm</span> <span class="kn">import</span> <span class="n">tqdm</span> | ||
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<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span> | ||
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<div class="viewcode-block" id="galaxy_history"> | ||
<a class="viewcode-back" href="../../../meraxes.html#dragons.meraxes.galaxy_history.galaxy_history">[docs]</a> | ||
<span class="k">def</span> <span class="nf">galaxy_history</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="n">gal_id</span><span class="p">,</span> <span class="n">snapshot</span><span class="p">,</span> <span class="n">future_snapshot</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">pandas</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">props</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> | ||
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<span class="w"> </span><span class="sd">""" Read in the full first progenitor history of a galaxy at a given final</span> | ||
<span class="sd"> snapshot.</span> | ||
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<span class="sd"> Parameters</span> | ||
<span class="sd"> ----------</span> | ||
<span class="sd"> fname : str</span> | ||
<span class="sd"> Full path to input hdf5 master file.</span> | ||
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<span class="sd"> gal_id : int</span> | ||
<span class="sd"> Unique ID of the target galaxy.</span> | ||
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<span class="sd"> snapshot : int</span> | ||
<span class="sd"> Snapshot at which the history is to be traced from.</span> | ||
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<span class="sd"> props : list</span> | ||
<span class="sd"> A list of galaxy properties requested. (default: All properties)</span> | ||
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<span class="sd"> future_snapshot: int</span> | ||
<span class="sd"> Also read in the future of the galaxy object up to this snapshot.</span> | ||
<span class="sd"> (default: -1 [don't read in future])</span> | ||
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<span class="sd"> pandas : bool</span> | ||
<span class="sd"> Return panads dataframe. (default = False)</span> | ||
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<span class="sd"> Returns</span> | ||
<span class="sd"> -------</span> | ||
<span class="sd"> history : ndarray or DataFrame</span> | ||
<span class="sd"> The requested first progenitor history. If future=True then the</span> | ||
<span class="sd"> ndarray includes the future of this object.</span> | ||
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<span class="sd"> merged_snapshot : int</span> | ||
<span class="sd"> If `future_snapshot != -1` then the snapshot at which the galaxy</span> | ||
<span class="sd"> merged into another is also returned. If `merged_snapshot = -1`</span> | ||
<span class="sd"> then the galaxy remains until `future_snapshot.`</span> | ||
<span class="sd"> """</span> | ||
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<span class="n">gals</span> <span class="o">=</span> <span class="n">read_gals</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="n">snapshot</span><span class="o">=</span><span class="n">snapshot</span><span class="p">,</span> <span class="n">props</span><span class="o">=</span><span class="n">props</span><span class="p">,</span> <span class="n">pandas</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> | ||
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<span class="n">start_ind</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">gals</span><span class="p">[</span><span class="s2">"ID"</span><span class="p">]</span> <span class="o">==</span> <span class="n">gal_id</span><span class="p">)[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> | ||
<span class="n">merged_snapshot</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span> | ||
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<span class="k">if</span> <span class="n">future_snapshot</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span> | ||
<span class="n">future_snapshot</span> <span class="o">=</span> <span class="n">snapshot</span> | ||
<span class="n">history</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">future_snapshot</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">gals</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span> | ||
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<span class="n">history</span><span class="p">[</span><span class="n">snapshot</span><span class="p">]</span> <span class="o">=</span> <span class="n">gals</span><span class="p">[</span><span class="n">start_ind</span><span class="p">]</span> | ||
<span class="n">ind</span> <span class="o">=</span> <span class="n">read_firstprogenitor_indices</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="n">snapshot</span><span class="p">)[</span><span class="n">start_ind</span><span class="p">]</span> | ||
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<span class="k">if</span> <span class="n">ind</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span> | ||
<span class="k">raise</span> <span class="ne">Warning</span><span class="p">(</span><span class="s2">"This galaxy has no progenitors!"</span><span class="p">)</span> | ||
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<span class="k">for</span> <span class="n">snap</span> <span class="ow">in</span> <span class="n">tqdm</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">snapshot</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">))):</span> | ||
<span class="n">history</span><span class="p">[</span><span class="n">snap</span><span class="p">]</span> <span class="o">=</span> <span class="n">read_gals</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="n">snapshot</span><span class="o">=</span><span class="n">snap</span><span class="p">,</span> <span class="n">pandas</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">props</span><span class="o">=</span><span class="n">props</span><span class="p">,</span> <span class="n">indices</span><span class="o">=</span><span class="p">[</span><span class="n">ind</span><span class="p">])</span> | ||
<span class="k">if</span> <span class="n">snap</span><span class="o">></span><span class="mi">0</span><span class="p">:</span> | ||
<span class="n">ind</span> <span class="o">=</span> <span class="n">read_firstprogenitor_indices</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="n">snap</span><span class="p">)[</span><span class="n">ind</span><span class="p">]</span> | ||
<span class="k">if</span> <span class="n">ind</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span> | ||
<span class="k">break</span> | ||
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<span class="k">if</span> <span class="n">future_snapshot</span> <span class="o">!=</span> <span class="n">snapshot</span><span class="p">:</span> | ||
<span class="n">ind</span> <span class="o">=</span> <span class="n">start_ind</span> | ||
<span class="k">for</span> <span class="n">snap</span> <span class="ow">in</span> <span class="n">tqdm</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">snapshot</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">future_snapshot</span> <span class="o">+</span> <span class="mi">1</span><span class="p">))):</span> | ||
<span class="n">last_ind</span> <span class="o">=</span> <span class="n">ind</span> | ||
<span class="n">ind</span> <span class="o">=</span> <span class="n">read_descendant_indices</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="n">snap</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)[</span><span class="n">ind</span><span class="p">]</span> | ||
<span class="k">if</span> <span class="n">ind</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span> | ||
<span class="k">break</span> | ||
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<span class="k">if</span> <span class="n">snap</span> <span class="o"><</span> <span class="n">future_snapshot</span><span class="p">:</span> | ||
<span class="n">fp</span> <span class="o">=</span> <span class="n">read_firstprogenitor_indices</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="n">snap</span><span class="p">)[</span><span class="n">ind</span><span class="p">]</span> | ||
<span class="k">if</span> <span class="n">fp</span> <span class="o">!=</span> <span class="n">last_ind</span> <span class="ow">and</span> <span class="n">merged_snapshot</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span> | ||
<span class="n">merged_snapshot</span> <span class="o">=</span> <span class="n">snap</span> | ||
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<span class="n">history</span><span class="p">[</span><span class="n">snap</span><span class="p">]</span> <span class="o">=</span> <span class="n">read_gals</span><span class="p">(</span><span class="n">fname</span><span class="p">,</span> <span class="n">snapshot</span><span class="o">=</span><span class="n">snap</span><span class="p">,</span> <span class="n">pandas</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">props</span><span class="o">=</span><span class="n">props</span><span class="p">,</span> <span class="n">indices</span><span class="o">=</span><span class="p">[</span><span class="n">ind</span><span class="p">])</span> | ||
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<span class="k">if</span> <span class="n">pandas</span><span class="p">:</span> | ||
<span class="n">history</span> <span class="o">=</span> <span class="n">ndarray_to_dataframe</span><span class="p">(</span><span class="n">history</span><span class="p">)</span> | ||
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<span class="k">if</span> <span class="n">future_snapshot</span> <span class="o">==</span> <span class="n">snapshot</span><span class="p">:</span> | ||
<span class="k">return</span> <span class="n">history</span> | ||
<span class="k">else</span><span class="p">:</span> | ||
<span class="k">return</span> <span class="n">history</span><span class="p">,</span> <span class="n">merged_snapshot</span></div> | ||
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