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New earnings release post
This commit is contained in:
Bradlee Speice
@ -105,7 +105,7 @@
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<div class="prompt input_prompt">In [1]:</div>
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<div class="inner_cell">
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<div class="input_area">
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">total_heartbeats</span> <span class="o">=</span> <span class="mi">2500000000</span>
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<div class=" highlight hl-ipython3"><pre><span class="n">total_heartbeats</span> <span class="o">=</span> <span class="mi">2500000000</span>
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</pre></div>
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</div>
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@ -137,7 +137,7 @@
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<div class="prompt input_prompt">In [2]:</div>
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<div class="inner_cell">
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<div class="input_area">
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Import all the OAuth secret information from a local file</span>
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<div class=" highlight hl-ipython3"><pre><span class="c"># Import all the OAuth secret information from a local file</span>
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<span class="kn">from</span> <span class="nn">secrets</span> <span class="k">import</span> <span class="n">CLIENT_SECRET</span><span class="p">,</span> <span class="n">CLIENT_ID</span><span class="p">,</span> <span class="n">CALLBACK_URL</span>
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</pre></div>
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@ -176,19 +176,19 @@ Application: Thank you, now give me all the data.</code></pre>
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<div class="prompt input_prompt">In [3]:</div>
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<div class="inner_cell">
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<div class="input_area">
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">urllib</span>
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<div class=" highlight hl-ipython3"><pre><span class="kn">import</span> <span class="nn">urllib</span>
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<span class="n">FITBIT_URI</span> <span class="o">=</span> <span class="s1">'https://www.fitbit.com/oauth2/authorize'</span>
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<span class="n">FITBIT_URI</span> <span class="o">=</span> <span class="s">'https://www.fitbit.com/oauth2/authorize'</span>
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<span class="n">params</span> <span class="o">=</span> <span class="p">{</span>
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<span class="c1"># If we need more than one scope, must be a CSV string</span>
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<span class="s1">'scope'</span><span class="p">:</span> <span class="s1">'heartrate'</span><span class="p">,</span>
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<span class="s1">'response_type'</span><span class="p">:</span> <span class="s1">'token'</span><span class="p">,</span>
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<span class="s1">'expires_in'</span><span class="p">:</span> <span class="mi">86400</span><span class="p">,</span> <span class="c1"># 1 day</span>
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<span class="s1">'redirect_uri'</span><span class="p">:</span> <span class="n">CALLBACK_URL</span><span class="p">,</span>
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<span class="s1">'client_id'</span><span class="p">:</span> <span class="n">CLIENT_ID</span>
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<span class="c"># If we need more than one scope, must be a CSV string</span>
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<span class="s">'scope'</span><span class="p">:</span> <span class="s">'heartrate'</span><span class="p">,</span>
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<span class="s">'response_type'</span><span class="p">:</span> <span class="s">'token'</span><span class="p">,</span>
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<span class="s">'expires_in'</span><span class="p">:</span> <span class="mi">86400</span><span class="p">,</span> <span class="c"># 1 day</span>
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<span class="s">'redirect_uri'</span><span class="p">:</span> <span class="n">CALLBACK_URL</span><span class="p">,</span>
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<span class="s">'client_id'</span><span class="p">:</span> <span class="n">CLIENT_ID</span>
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<span class="p">}</span>
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<span class="n">request_url</span> <span class="o">=</span> <span class="n">FITBIT_URI</span> <span class="o">+</span> <span class="s1">'?'</span> <span class="o">+</span> <span class="n">urllib</span><span class="o">.</span><span class="n">parse</span><span class="o">.</span><span class="n">urlencode</span><span class="p">(</span><span class="n">params</span><span class="p">)</span>
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<span class="n">request_url</span> <span class="o">=</span> <span class="n">FITBIT_URI</span> <span class="o">+</span> <span class="s">'?'</span> <span class="o">+</span> <span class="n">urllib</span><span class="o">.</span><span class="n">parse</span><span class="o">.</span><span class="n">urlencode</span><span class="p">(</span><span class="n">params</span><span class="p">)</span>
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</pre></div>
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</div>
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@ -211,10 +211,10 @@ Application: Thank you, now give me all the data.</code></pre>
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<div class="prompt input_prompt">In [6]:</div>
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<div class="inner_cell">
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<div class="input_area">
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The `response_url` variable contains the full URL that</span>
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<span class="c1"># FitBit sent back to us, but most importantly,</span>
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<span class="c1"># contains the token we need for authorization.</span>
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<span class="n">access_token</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">urllib</span><span class="o">.</span><span class="n">parse</span><span class="o">.</span><span class="n">parse_qsl</span><span class="p">(</span><span class="n">response_url</span><span class="p">))[</span><span class="s1">'access_token'</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span class="c"># The `response_url` variable contains the full URL that</span>
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<span class="c"># FitBit sent back to us, but most importantly,</span>
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<span class="c"># contains the token we need for authorization.</span>
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<span class="n">access_token</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">urllib</span><span class="o">.</span><span class="n">parse</span><span class="o">.</span><span class="n">parse_qsl</span><span class="p">(</span><span class="n">response_url</span><span class="p">))[</span><span class="s">'access_token'</span><span class="p">]</span>
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</pre></div>
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</div>
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@ -238,46 +238,46 @@ Application: Thank you, now give me all the data.</code></pre>
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<div class="prompt input_prompt">In [7]:</div>
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<div class="inner_cell">
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<div class="input_area">
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">requests_oauthlib</span> <span class="k">import</span> <span class="n">OAuth2Session</span>
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<div class=" highlight hl-ipython3"><pre><span class="kn">from</span> <span class="nn">requests_oauthlib</span> <span class="k">import</span> <span class="n">OAuth2Session</span>
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<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
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<span class="kn">from</span> <span class="nn">datetime</span> <span class="k">import</span> <span class="n">datetime</span>
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<span class="n">session</span> <span class="o">=</span> <span class="n">OAuth2Session</span><span class="p">(</span><span class="n">token</span><span class="o">=</span><span class="p">{</span>
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<span class="s1">'access_token'</span><span class="p">:</span> <span class="n">access_token</span><span class="p">,</span>
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<span class="s1">'token_type'</span><span class="p">:</span> <span class="s1">'Bearer'</span>
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<span class="s">'access_token'</span><span class="p">:</span> <span class="n">access_token</span><span class="p">,</span>
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<span class="s">'token_type'</span><span class="p">:</span> <span class="s">'Bearer'</span>
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<span class="p">})</span>
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<span class="n">format_str</span> <span class="o">=</span> <span class="s1">'%Y-%m-</span><span class="si">%d</span><span class="s1">'</span>
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<span class="n">format_str</span> <span class="o">=</span> <span class="s">'%Y-%m-%d'</span>
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<span class="n">start_date</span> <span class="o">=</span> <span class="n">datetime</span><span class="p">(</span><span class="mi">2016</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
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<span class="n">end_date</span> <span class="o">=</span> <span class="n">datetime</span><span class="p">(</span><span class="mi">2016</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">31</span><span class="p">)</span>
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<span class="n">dr</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">date_range</span><span class="p">(</span><span class="n">start_date</span><span class="p">,</span> <span class="n">end_date</span><span class="p">)</span>
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<span class="n">url</span> <span class="o">=</span> <span class="s1">'https://api.fitbit.com/1/user/-/activities/heart/date/</span><span class="si">{0}</span><span class="s1">/1d/1min.json'</span>
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<span class="n">url</span> <span class="o">=</span> <span class="s">'https://api.fitbit.com/1/user/-/activities/heart/date/{0}/1d/1min.json'</span>
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<span class="n">hr_responses</span> <span class="o">=</span> <span class="p">[</span><span class="n">session</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">url</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">d</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="n">format_str</span><span class="p">)))</span> <span class="k">for</span> <span class="n">d</span> <span class="ow">in</span> <span class="n">dr</span><span class="p">]</span>
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<span class="k">def</span> <span class="nf">record_to_df</span><span class="p">(</span><span class="n">record</span><span class="p">):</span>
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<span class="k">if</span> <span class="s1">'activities-heart'</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">record</span><span class="p">:</span>
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<span class="k">return</span> <span class="kc">None</span>
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<span class="n">date_str</span> <span class="o">=</span> <span class="n">record</span><span class="p">[</span><span class="s1">'activities-heart'</span><span class="p">][</span><span class="mi">0</span><span class="p">][</span><span class="s1">'dateTime'</span><span class="p">]</span>
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<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">record</span><span class="p">[</span><span class="s1">'activities-heart-intraday'</span><span class="p">][</span><span class="s1">'dataset'</span><span class="p">])</span>
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<span class="k">if</span> <span class="s">'activities-heart'</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">record</span><span class="p">:</span>
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<span class="k">return</span> <span class="k">None</span>
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<span class="n">date_str</span> <span class="o">=</span> <span class="n">record</span><span class="p">[</span><span class="s">'activities-heart'</span><span class="p">][</span><span class="mi">0</span><span class="p">][</span><span class="s">'dateTime'</span><span class="p">]</span>
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<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">record</span><span class="p">[</span><span class="s">'activities-heart-intraday'</span><span class="p">][</span><span class="s">'dataset'</span><span class="p">])</span>
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<span class="n">df</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">'time'</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span>
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<span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">datetime</span><span class="o">.</span><span class="n">strptime</span><span class="p">(</span><span class="n">date_str</span> <span class="o">+</span> <span class="s1">' '</span> <span class="o">+</span> <span class="n">x</span><span class="p">,</span> <span class="s1">'%Y-%m-</span><span class="si">%d</span><span class="s1"> %H:%M:%S'</span><span class="p">))</span>
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<span class="n">df</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s">'time'</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span>
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<span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">datetime</span><span class="o">.</span><span class="n">strptime</span><span class="p">(</span><span class="n">date_str</span> <span class="o">+</span> <span class="s">' '</span> <span class="o">+</span> <span class="n">x</span><span class="p">,</span> <span class="s">'%Y-%m-%d %H:%M:%S'</span><span class="p">))</span>
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<span class="k">return</span> <span class="n">df</span>
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<span class="n">hr_dataframes</span> <span class="o">=</span> <span class="p">[</span><span class="n">record_to_df</span><span class="p">(</span><span class="n">record</span><span class="o">.</span><span class="n">json</span><span class="p">())</span> <span class="k">for</span> <span class="n">record</span> <span class="ow">in</span> <span class="n">hr_responses</span><span class="p">]</span>
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<span class="n">hr_df_concat</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">(</span><span class="n">hr_dataframes</span><span class="p">)</span>
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<span class="c1"># There are some minutes with missing data, so we need to correct that</span>
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<span class="c"># There are some minutes with missing data, so we need to correct that</span>
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<span class="n">full_daterange</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">date_range</span><span class="p">(</span><span class="n">hr_df_concat</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span>
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<span class="n">hr_df_concat</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span>
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<span class="n">freq</span><span class="o">=</span><span class="s1">'min'</span><span class="p">)</span>
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<span class="n">hr_df_full</span> <span class="o">=</span> <span class="n">hr_df_concat</span><span class="o">.</span><span class="n">reindex</span><span class="p">(</span><span class="n">full_daterange</span><span class="p">,</span> <span class="n">method</span><span class="o">=</span><span class="s1">'nearest'</span><span class="p">)</span>
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<span class="n">freq</span><span class="o">=</span><span class="s">'min'</span><span class="p">)</span>
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<span class="n">hr_df_full</span> <span class="o">=</span> <span class="n">hr_df_concat</span><span class="o">.</span><span class="n">reindex</span><span class="p">(</span><span class="n">full_daterange</span><span class="p">,</span> <span class="n">method</span><span class="o">=</span><span class="s">'nearest'</span><span class="p">)</span>
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<span class="nb">print</span><span class="p">(</span><span class="s2">"Heartbeats from </span><span class="si">{}</span><span class="s2"> to </span><span class="si">{}</span><span class="s2">: </span><span class="si">{}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">hr_df_full</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span>
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<span class="nb">print</span><span class="p">(</span><span class="s">"Heartbeats from {} to {}: {}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">hr_df_full</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span>
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<span class="n">hr_df_full</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span>
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<span class="n">hr_df_full</span><span class="p">[</span><span class="s1">'value'</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()))</span>
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<span class="n">hr_df_full</span><span class="p">[</span><span class="s">'value'</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()))</span>
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</pre></div>
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</div>
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@ -325,9 +325,9 @@ hr_q \cdot n - hr_d \cdot (n-m)
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<div class="prompt input_prompt">In [8]:</div>
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<div class="inner_cell">
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<div class="input_area">
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">quarterly_count</span> <span class="o">=</span> <span class="n">hr_df_full</span><span class="p">[</span><span class="s1">'value'</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span class="n">quarterly_count</span> <span class="o">=</span> <span class="n">hr_df_full</span><span class="p">[</span><span class="s">'value'</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<span class="n">leap_day_count</span> <span class="o">=</span> <span class="n">hr_df_full</span><span class="p">[(</span><span class="n">hr_df_full</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">month</span> <span class="o">==</span> <span class="mi">2</span><span class="p">)</span> <span class="o">&</span>
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<span class="p">(</span><span class="n">hr_df_full</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">day</span> <span class="o">==</span> <span class="mi">29</span><span class="p">)][</span><span class="s1">'value'</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<span class="p">(</span><span class="n">hr_df_full</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">day</span> <span class="o">==</span> <span class="mi">29</span><span class="p">)][</span><span class="s">'value'</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<span class="n">num_quarters</span> <span class="o">=</span> <span class="mi">96</span>
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<span class="n">leap_days</span> <span class="o">=</span> <span class="mi">6</span>
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@ -372,17 +372,17 @@ hr_q \cdot n - hr_d \cdot (n-m)
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<div class="prompt input_prompt">In [9]:</div>
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<div class="inner_cell">
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<div class="input_area">
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">minute_mean</span> <span class="o">=</span> <span class="n">hr_df_full</span><span class="p">[</span><span class="s1">'value'</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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<span class="c1"># Don't you wish you knew?</span>
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<span class="c1"># birthday_minutes = ???</span>
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<div class=" highlight hl-ipython3"><pre><span class="n">minute_mean</span> <span class="o">=</span> <span class="n">hr_df_full</span><span class="p">[</span><span class="s">'value'</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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<span class="c"># Don't you wish you knew?</span>
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<span class="c"># birthday_minutes = ???</span>
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<span class="n">birthday_heartbeats</span> <span class="o">=</span> <span class="n">birthday_minutes</span> <span class="o">*</span> <span class="n">minute_mean</span>
|
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|
||||
<span class="n">heartbeats_until_2016</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">birthday_heartbeats</span> <span class="o">+</span> <span class="n">jan_92_jan_16</span><span class="p">)</span>
|
||||
<span class="n">remaining_2016</span> <span class="o">=</span> <span class="n">total_heartbeats</span> <span class="o">-</span> <span class="n">heartbeats_until_2016</span>
|
||||
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s2">"Heartbeats so far: </span><span class="si">{}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">heartbeats_until_2016</span><span class="p">))</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s2">"Remaining heartbeats: </span><span class="si">{}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">remaining_2016</span><span class="p">))</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s">"Heartbeats so far: {}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">heartbeats_until_2016</span><span class="p">))</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s">"Remaining heartbeats: {}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">remaining_2016</span><span class="p">))</span>
|
||||
</pre></div>
|
||||
|
||||
</div>
|
||||
@ -430,7 +430,7 @@ hr_q \cdot n - hr_d \cdot (n - m)
|
||||
<div class="prompt input_prompt">In [10]:</div>
|
||||
<div class="inner_cell">
|
||||
<div class="input_area">
|
||||
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">heartbeats_4year</span> <span class="o">=</span> <span class="n">quarterly_count</span> <span class="o">*</span> <span class="mi">16</span> <span class="o">-</span> <span class="n">leap_day_count</span> <span class="o">*</span> <span class="p">(</span><span class="mi">16</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span>
|
||||
<div class=" highlight hl-ipython3"><pre><span class="n">heartbeats_4year</span> <span class="o">=</span> <span class="n">quarterly_count</span> <span class="o">*</span> <span class="mi">16</span> <span class="o">-</span> <span class="n">leap_day_count</span> <span class="o">*</span> <span class="p">(</span><span class="mi">16</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span>
|
||||
<span class="n">heartbeats_4year</span>
|
||||
</pre></div>
|
||||
|
||||
@ -470,11 +470,11 @@ hr_q \cdot n - hr_d \cdot (n - m)
|
||||
<div class="prompt input_prompt">In [11]:</div>
|
||||
<div class="inner_cell">
|
||||
<div class="input_area">
|
||||
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">four_year_periods</span> <span class="o">=</span> <span class="n">remaining_2016</span> <span class="o">//</span> <span class="n">heartbeats_4year</span>
|
||||
<div class=" highlight hl-ipython3"><pre><span class="n">four_year_periods</span> <span class="o">=</span> <span class="n">remaining_2016</span> <span class="o">//</span> <span class="n">heartbeats_4year</span>
|
||||
<span class="n">remaining_4y</span> <span class="o">=</span> <span class="n">remaining_2016</span> <span class="o">-</span> <span class="n">four_year_periods</span> <span class="o">*</span> <span class="n">heartbeats_4year</span>
|
||||
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s2">"Four year periods remaining: </span><span class="si">{}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">four_year_periods</span><span class="p">))</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s2">"Remaining heartbeats after 4 year periods: </span><span class="si">{}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">remaining_4y</span><span class="p">))</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s">"Four year periods remaining: {}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">four_year_periods</span><span class="p">))</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s">"Remaining heartbeats after 4 year periods: {}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">remaining_4y</span><span class="p">))</span>
|
||||
</pre></div>
|
||||
|
||||
</div>
|
||||
@ -512,15 +512,15 @@ Remaining heartbeats after 4 year periods: 48041640
|
||||
<div class="prompt input_prompt">In [12]:</div>
|
||||
<div class="inner_cell">
|
||||
<div class="input_area">
|
||||
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">remaining_leap</span> <span class="o">=</span> <span class="n">remaining_4y</span> <span class="o">-</span> <span class="n">leap_day_count</span>
|
||||
<span class="c1"># Ignore leap day in the data set</span>
|
||||
<div class=" highlight hl-ipython3"><pre><span class="n">remaining_leap</span> <span class="o">=</span> <span class="n">remaining_4y</span> <span class="o">-</span> <span class="n">leap_day_count</span>
|
||||
<span class="c"># Ignore leap day in the data set</span>
|
||||
<span class="n">heartbeats_quarter</span> <span class="o">=</span> <span class="n">hr_df_full</span><span class="p">[(</span><span class="n">hr_df_full</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">month</span> <span class="o">!=</span> <span class="mi">2</span><span class="p">)</span> <span class="o">&</span>
|
||||
<span class="p">(</span><span class="n">hr_df_full</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">day</span> <span class="o">!=</span> <span class="mi">29</span><span class="p">)][</span><span class="s1">'value'</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
|
||||
<span class="p">(</span><span class="n">hr_df_full</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">day</span> <span class="o">!=</span> <span class="mi">29</span><span class="p">)][</span><span class="s">'value'</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
|
||||
<span class="n">quarters_left</span> <span class="o">=</span> <span class="n">remaining_leap</span> <span class="o">//</span> <span class="n">heartbeats_quarter</span>
|
||||
<span class="n">remaining_year</span> <span class="o">=</span> <span class="n">remaining_leap</span> <span class="o">-</span> <span class="n">quarters_left</span> <span class="o">*</span> <span class="n">heartbeats_quarter</span>
|
||||
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s2">"Quarters left starting 2068: </span><span class="si">{}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">quarters_left</span><span class="p">))</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s2">"Remaining heartbeats after that: </span><span class="si">{}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">remaining_year</span><span class="p">))</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s">"Quarters left starting 2068: {}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">quarters_left</span><span class="p">))</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="s">"Remaining heartbeats after that: {}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">remaining_year</span><span class="p">))</span>
|
||||
</pre></div>
|
||||
|
||||
</div>
|
||||
@ -558,7 +558,7 @@ Remaining heartbeats after that: 4760716
|
||||
<div class="prompt input_prompt">In [13]:</div>
|
||||
<div class="inner_cell">
|
||||
<div class="input_area">
|
||||
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">datetime</span> <span class="k">import</span> <span class="n">timedelta</span>
|
||||
<div class=" highlight hl-ipython3"><pre><span class="kn">from</span> <span class="nn">datetime</span> <span class="k">import</span> <span class="n">timedelta</span>
|
||||
|
||||
<span class="n">base</span> <span class="o">=</span> <span class="n">datetime</span><span class="p">(</span><span class="mi">2070</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
|
||||
<span class="n">minutes_left</span> <span class="o">=</span> <span class="n">remaining_year</span> <span class="o">//</span> <span class="n">minute_mean</span>
|
||||
|
||||
Reference in New Issue
Block a user