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Air Quality Forecast
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<section id="streamlit-src-models-package">
<h1>streamlit_src.models package<a class="headerlink" href="#streamlit-src-models-package" title="Link to this heading">ο</a></h1>
<section id="submodules">
<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">ο</a></h2>
</section>
<section id="module-streamlit_src.models.air_quality_model">
<span id="streamlit-src-models-air-quality-model-module"></span><h2>streamlit_src.models.air_quality_model module<a class="headerlink" href="#module-streamlit_src.models.air_quality_model" title="Link to this heading">ο</a></h2>
<dl class="py class">
<dt class="sig sig-object py" id="streamlit_src.models.air_quality_model.AirQualityModel">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">streamlit_src.models.air_quality_model.</span></span><span class="sig-name descname"><span class="pre">AirQualityModel</span></span><a class="reference internal" href="_modules/streamlit_src/models/air_quality_model.html#AirQualityModel"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#streamlit_src.models.air_quality_model.AirQualityModel" title="Link to this definition">ο</a></dt>
<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
<p>A class that loads the air quality model and makes predictions.</p>
<p>The model is loaded from a pickle file located at PREDICTION_PATH.</p>
<dl class="py attribute">
<dt class="sig sig-object py" id="streamlit_src.models.air_quality_model.AirQualityModel._WHO_NO2_LEVEL">
<span class="sig-name descname"><span class="pre">_WHO_NO2_LEVEL</span></span><a class="headerlink" href="#streamlit_src.models.air_quality_model.AirQualityModel._WHO_NO2_LEVEL" title="Link to this definition">ο</a></dt>
<dd><p>The WHO air quality level for NO2 in micrograms per cubic meter.</p>
<dl class="field-list simple">
<dt class="field-odd">Type<span class="colon">:</span></dt>
<dd class="field-odd"><p>int</p>
</dd>
</dl>
</dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="streamlit_src.models.air_quality_model.AirQualityModel._WHO_O3_LEVEL">
<span class="sig-name descname"><span class="pre">_WHO_O3_LEVEL</span></span><a class="headerlink" href="#streamlit_src.models.air_quality_model.AirQualityModel._WHO_O3_LEVEL" title="Link to this definition">ο</a></dt>
<dd><p>The WHO air quality level for O3 in micrograms per cubic meter.</p>
<dl class="field-list simple">
<dt class="field-odd">Type<span class="colon">:</span></dt>
<dd class="field-odd"><p>int</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="streamlit_src.models.air_quality_model.AirQualityModel.calculate_metrics">
<span class="sig-name descname"><span class="pre">calculate_metrics</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/streamlit_src/models/air_quality_model.html#AirQualityModel.calculate_metrics"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#streamlit_src.models.air_quality_model.AirQualityModel.calculate_metrics" title="Link to this definition">ο</a></dt>
<dd><p>Calculates the root mean squared error for the predictions of the last three days.</p>
<p>The data is obtained from a CSV file located at PREDICTION_PATH.</p>
<dl class="field-list simple">
<dt class="field-odd">Returns<span class="colon">:</span></dt>
<dd class="field-odd"><p>A pandas DataFrame with the root mean squared error for the predictions of the last three days.</p>
</dd>
<dt class="field-even">Return type<span class="colon">:</span></dt>
<dd class="field-even"><p>pd.DataFrame</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="streamlit_src.models.air_quality_model.AirQualityModel.get_all_data_last_three_days">
<span class="sig-name descname"><span class="pre">get_all_data_last_three_days</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/streamlit_src/models/air_quality_model.html#AirQualityModel.get_all_data_last_three_days"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#streamlit_src.models.air_quality_model.AirQualityModel.get_all_data_last_three_days" title="Link to this definition">ο</a></dt>
<dd><p>Returns all the air quality data for the last three days from the past 3 days data.</p>
<p>The data is obtained from a CSV file located at PAST_DATA_PATH.</p>
<dl class="field-list simple">
<dt class="field-odd">Returns<span class="colon">:</span></dt>
<dd class="field-odd"><p>A pandas DataFrame with the air quality data for the last three days.</p>
</dd>
<dt class="field-even">Return type<span class="colon">:</span></dt>
<dd class="field-even"><p>pd.DataFrame</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="streamlit_src.models.air_quality_model.AirQualityModel.get_last_three_days">
<span class="sig-name descname"><span class="pre">get_last_three_days</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/streamlit_src/models/air_quality_model.html#AirQualityModel.get_last_three_days"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#streamlit_src.models.air_quality_model.AirQualityModel.get_last_three_days" title="Link to this definition">ο</a></dt>
<dd><p>Returns all the air quality data for the last three days from the past 3 days data.</p>
<p>The data is obtained from a CSV file located at PAST_DATA_PATH.</p>
<dl class="field-list simple">
<dt class="field-odd">Returns<span class="colon">:</span></dt>
<dd class="field-odd"><p>A pandas DataFrame with the air quality data for the last three days.</p>
</dd>
<dt class="field-even">Return type<span class="colon">:</span></dt>
<dd class="field-even"><p>pd.DataFrame</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="streamlit_src.models.air_quality_model.AirQualityModel.get_today_data">
<span class="sig-name descname"><span class="pre">get_today_data</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">Series</span></span></span><a class="reference internal" href="_modules/streamlit_src/models/air_quality_model.html#AirQualityModel.get_today_data"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#streamlit_src.models.air_quality_model.AirQualityModel.get_today_data" title="Link to this definition">ο</a></dt>
<dd><p>Returns the air quality data for today from the past 3 days data.</p>
<p>The data is obtained from a CSV file located at PAST_DATA_PATH.</p>
<dl class="field-list simple">
<dt class="field-odd">Returns<span class="colon">:</span></dt>
<dd class="field-odd"><p>A pandas Series with the air quality data for today.</p>
</dd>
<dt class="field-even">Return type<span class="colon">:</span></dt>
<dd class="field-even"><p>pd.Series</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="streamlit_src.models.air_quality_model.AirQualityModel.next_three_day_predictions">
<span class="sig-name descname"><span class="pre">next_three_day_predictions</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">DataFrame</span></span></span><a class="reference internal" href="_modules/streamlit_src/models/air_quality_model.html#AirQualityModel.next_three_day_predictions"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#streamlit_src.models.air_quality_model.AirQualityModel.next_three_day_predictions" title="Link to this definition">ο</a></dt>
<dd><p>Returns the predictions for the next three days.</p>
</dd></dl>
</dd></dl>
</section>
<section id="module-streamlit_src.models">
<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-streamlit_src.models" title="Link to this heading">ο</a></h2>
</section>
</section>
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