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Parsing nested JSON lists in Databricks using Python

Parsing complex JSON structures is usually not a trivial task. When your destination is a database, what you expect naturally is a flattened result set. Things get more complicated when your JSON source is a web service and the result consists of multiple nested objects including lists in lists and so on. Things get even more complicated if the JSON schema changes over time, which is often a real-life scenario. We have these wonderful Azure Logic Apps, which help us consistently get the JSON results from various sources. However, Logic Apps are not so good at parsing more complex nested structures. And they definitely don’t like even subtle source schema changes. Enter Databricks! With Databricks you get: An easy way to infer the JSON schema and avoid creating it manually Subtle changes in the JSON schema won’t break things The ability to explode nested lists into rows in a very easy way (see the Notebook below) Speed! Following is an example Databricks Notebook (Python) demonstrating the above claims. The JSON sample consists of an imaginary JSON result set, which contains a list of car models within a list of car vendors within a list of people. We want to flatten this result into a dataframe. 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if (window.mainJsLoadError) { var u = 'https://databricks-prod-cloudfront.cloud.databricks.com/static/c0a57b890925d4a38b701f56755414e0d7e15ba065243871740ecb804faf39d5/js/notebook-main.js'; var b = document.getElementsByTagName('body')[0]; var c = document.createElement('div'); c.innerHTML = ('Network Error' + 'Please check your network connection and try again.' + 'Could not load a required resource: ' + u + ''); c.style.margin = '30px'; c.style.padding = '20px 50px'; c.style.backgroundColor = '#f5f5f5'; c.style.borderRadius = '5px'; b.appendChild(c); } "> We've seen here how we can use Databricks to flatten JSON with just a few lines of code. Keep your eyes open for future Databricks related blogs, which will demonstrate more of the versatility of this great platform. More on some of the used functions (PySpark 2.3.0 documentation): DataFrameReader.json explode (function(root, factory) { // `root` does not resolve to the global window object in a Browserified // bundle, so a direct reference to that object is used instead. var _srcDoc = window.srcDoc; if (typeof define === "function" && define.amd) { define(['exports'], function(exports) { factory(exports, _srcDoc); root.srcDoc = exports; }); } else if (typeof exports === "object") { factory(exports, _srcDoc); } else { root.srcDoc = {}; factory(root.srcDoc, _srcDoc); } })(this, function(exports, _srcDoc) { var idx, iframes; var isCompliant = !!("srcdoc" in document.createElement("iframe")); var sandboxMsg = "Polyfill may not function in the presence of the " + "`sandbox` attribute. Consider using the `force` option."; var sandboxAllow = /\ballow-same-origin\b/; /** * Determine if the operation may be blocked by the `sandbox` attribute in * some environments, and optionally issue a warning or remove the * attribute. */ var validate = function( iframe, options ) { var sandbox = iframe.getAttribute("sandbox"); if (typeof sandbox === "string" && !sandboxAllow.test(sandbox)) { if (options && options.force) { iframe.removeAttribute("sandbox"); } else if (!options || options.force !== false) { logError(sandboxMsg); iframe.setAttribute("data-srcdoc-polyfill", sandboxMsg); } } }; var implementations = { compliant: function( iframe, content, options ) { if (content) { validate(iframe, options); iframe.setAttribute("srcdoc", content); } }, legacy: function( iframe, content, options ) { var jsUrl; if (!iframe || !iframe.getAttribute) { return; } if (!content) { content = iframe.getAttribute("srcdoc"); } else { iframe.setAttribute("srcdoc", content); } if (content) { validate(iframe, options); // The value returned by a script-targeted URL will be used as // the iFrame's content. Create such a URL which returns the // iFrame element's `srcdoc` attribute. jsUrl = "javascript: window.frameElement.getAttribute('srcdoc');"; // Explicitly set the iFrame's window.location for // compatability with IE9, which does not react to changes in // the `src` attribute when it is a `javascript:` URL, for // some reason if (iframe.contentWindow) { iframe.contentWindow.location = jsUrl; } iframe.setAttribute("src", jsUrl); } } }; var srcDoc = exports; var logError; if (window.console && window.console.error) { logError = function(msg) { window.console.error("[srcdoc-polyfill] " + msg); }; } else { logError = function() {}; } // Assume the best srcDoc.set = implementations.compliant; srcDoc.noConflict = function() { window.srcDoc = _srcDoc; return srcDoc; }; // If the browser supports srcdoc, no shimming is necessary if (isCompliant) { return; } srcDoc.set = implementations.legacy; // Automatically shim any iframes already present in the document iframes = document.getElementsByTagName("iframe"); idx = iframes.length; while (idx--) { srcDoc.set( iframes[idx] ); } });