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<h6 class="modal-title" id="ge-walkthrough-modal-title">Great Expectations Walkthrough</h6>
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<div class="card walkthrough-card bg-dark text-white walkthrough-1">
<div class="card-header"><h4>How to work with Great Expectations</h4></div>
<div class="card-body">
<div class="image-sizer text-center">
<img src="./static/images/iterative-dev-loop.png" class="img-fluid rounded-sm mx-auto dev-loop">
</div>
<p>
Welcome! Now that you have initialized your project, the best way to work with Great Expectations is in this iterative dev loop:
</p>
<ol>
<li>Let Great Expectations create a (terrible) first draft suite, by running <code class="inline-code bg-light">great_expectations suite new</code>.</li>
<li>View the suite here in Data Docs.</li>
<li>Edit the suite in a Jupyter notebook by running <code class="inline-code bg-light">great_expectations suite edit</code></li>
<li>Repeat Steps 2-3 until you are happy with your suite.</li>
<li>Commit this suite to your source control repository.</li>
</ol>
</div>
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<div class="card-header"><h4>What are Expectations?</h4></div>
<div class="card-body">
<ul class="code-snippet bg-light text-muted rounded-sm">
<li>expect_column_to_exist</li>
<li>expect_table_row_count_to_be_between</li>
<li>expect_column_values_to_be_unique</li>
<li>expect_column_values_to_not_be_null</li>
<li>expect_column_values_to_be_between</li>
<li>expect_column_values_to_match_regex</li>
<li>expect_column_mean_to_be_between</li>
<li>expect_column_kl_divergence_to_be_less_than</li>
<li>... <a href="https://docs.greatexpectations.io/en/latest/reference/glossary_of_expectations.html?utm_source=walkthrough&utm_medium=glossary">and many more</a></li>
</ul>
<p>An expectation is a falsifiable, verifiable statement about data.</p>
<p>Expectations provide a language to talk about data characteristics and data quality - humans to humans, humans to machines and machines to machines.</p>
<p>Expectations are both data tests and docs!</p>
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<div class="card-header"><h4>Expectations can be presented in a machine-friendly JSON</h4></div>
<div class="card-body">
<p class="code-snippet bg-light text-muted rounded-sm">
{<br />
<span class="json-key">"expectation_type"</span>: <span class="json-str">"expect_column_values_to_not_be_null",</span><br />
<span class="json-key">"kwargs"</span>: {<br />
<span class="json-key">"column"</span>: <span class="json-str">"user_id"</span><br />
}<br />
}<br />
</p>
<p>A machine can test if a dataset conforms to the expectation.</p>
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<div class="card-header"><h4>Validation produces a validation result object</h4></div>
<div class="card-body">
<p class="code-snippet bg-light text-muted rounded-sm">
{<br />
<span class="json-key">"success"</span>: <span class="json-bool">false</span>,<br />
<span class="json-key">"result":</span> {<br />
<span class="json-key">"element_count"</span>: <span class="json-number">253405,</span><br />
<span class="json-key">"unexpected_count"</span>: <span class="json-number">7602,</span><br />
<span class="json-key">"unexpected_percent"</span>: <span class="json-number">2.999</span><br />
},<br />
<span class="json-key">"expectation_config"</span>: {<br />
<span class="json-key">"expectation_type"</span>: <span class="json-str">"expect_column_values_to_not_be_null"</span>,<br />
<span class="json-key">"kwargs"</span>: {<br />
<span class="json-key">"column"</span>: <span class="json-str">"user_id"</span><br />
}<br />
}<br />
</p>
<p>Here's an example Validation Result (not from your data) in JSON format. This object has rich context about the test failure.</p>
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<div class="card-header"><h4>Validation results save you time.</h4></div>
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<img src="./static/images/validation_failed_unexpected_values.gif" class="img-fluid rounded-sm mx-auto">
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<p>This is an example of what a single failed Expectation looks like in Data Docs. Note the failure includes unexpected values from your data. This helps you debug pipelines faster.</p>
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<div class="card-header"><h4>Great Expectations provides a large library of expectations.</h4></div>
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<p><a href="https://docs.greatexpectations.io/en/latest/reference/glossary_of_expectations.html?utm_source=walkthrough&utm_medium=glossary">Nearly 50 built in expectations</a> allow you to express how you understand your data, and you can add custom
expectations if you need a new one.
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<div class="card-header"><h4>Now explore and edit the sample suite!</h4></div>
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<p>This sample suite shows you a few examples of expectations.</p>
<p>Note this is <strong>not a production suite</strong> and was generated using only a small sample of your data.</p>
<p>When you are ready, press the <strong>How to Edit</strong> button to kick off the iterative dev loop.</p>
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<div
class="tab-pane fade"
id="Expectation-Suites"
role="tabpanel"
aria-labelledby="Expectation-Suites-tab">
<div id="section-1-content-block-2-3-body-table-toolbar" class="ml-1">
<button class="btn btn-sm btn-secondary ml-1" onclick="clearTableFilters('section-1-content-block-2-3-body-table')">Clear Filters</button>
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<table
id="section-1-content-block-2-3-body-table"
class="table-sm ge-index-page-expectation_suites-table"
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$("#section-1-content-block-2-3-body-table").on('click-row.bs.table', function(e, row, $element) {
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})
}
);
</script>
</div>
</div>
</div>
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