Adatis

Adatis BI Blogs

PySpark DataFrame Transformation Chaining

After working with Databricks and PySpark for a while now, its clear there needs to be as much best practice defined upfront as possible when coding notebooks. While you can get away with quite a bit when writing SQL - which is all too familiar to most of us now, the transition into other languages (from a BI background) requires a bit more thought in terms of coding standards. In this short blog, I will talk about multiple DataFrame transformations and what I believe to be the best way to go about structuring your code for them. More often than not, if you have not come from a programming background or are unfamiliar with a language, you will end up writing spaghetti code. Essentially code that reads a bit like a book, with no real structure to it, causing debugging/maintenance issues. We’ve all been there, especially at the start of a project, just wanting to get some output – but its worth trying to bear in mind some coding rules while designing to save the refactoring a few weeks down the line. Jumping into the subject matter of the blog, this came about because I noticed some of our project code when it came to transformations was made up of re-assigning to a new data frame on each transformation. While functionality it was acceptable, it didn’t feel the right way to go about things. The same can be said with re-using the same data frame (although this caused other dependency issues). It also left us with huge chunks of code which was only possible to read by using the comments to see where some transformations stopped and others started. After a small bit of research I discovered the concept of monkey patching (modifying a program to extend its local execution) the DataFrame object to include a transform function. This function is missing from PySpark but does exist as part of the Scala language already. The following code can be used to achieve this, and can be stored in a generic wrapper functions notebook to separate it out from your main code. This can then be called to import the functions whenever you need them.   # Monkey patch the DataFrame object with a transform method from pyspark.sql.dataframe import DataFrame def transform(self, f): return f(self) DataFrame.transform = transform   As part of your main code, we can then wrap the transformations into functions, passing in and returning a DataFrame. A separate statement can then be called specifying transform on the original DataFrame and the list of functions (transformations) you want to pass in. By using this method, the code is almost self-documenting as its clear what transformations you’ve then applied to move a DataFrame from one context into another. The example below only includes 2 transformations, but imagine you have 20+ to implement – this makes the code much easier to read and debug should there be an issue.   # Create started/finished timestamps and int dates in UTC as new columns in the DataFrame. def append_utc_dates(df): df = df.withColumn("finishedTimestampUTC", to_utc_timestamp(col("finished"), "EST")) \ .withColumn("startedTimestampUTC", to_utc_timestamp(col("started"), "EST")) \ .withColumn("startedDateUTC", ConvertDateTimeToIntDate(col("startedTimestampUTC")))\ .withColumn("finishedDateUTC", ConvertDateTimeToIntDate(col("finishedTimestampUTC"))) return df # Adds new attribute based on hand structure in to the DataFrame def append_BB(df): df = df.join(refHandStructure, df["structure"] == refHandStructure["structure"], "left") \ .select(df["*"], refHandStructure["handStructureName"]) \ .withColumn("BB",when(col("HSName") == "Limit", col("x")).otherwise(col("y"))) df = df.drop("handStructureName") return df # Perform hand transformations dfTransformed = dfRaw.transform(append_utc_dates) \ .transform(append_BB) display(dfTransformed)   You should then use new DataFrames for changes in grain or changes in purpose (not just for each transformation). This technique probably shouldn’t be used for some of the more basic transformations, especially if you only have 1 or 2, but more so when you have 50/100+ lines of code.  Not everything needs to be wrapped into functions, but it certainly reads better for larger notebooks!

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. Here you go: Blog - Nested JSON Arrays in Databricks - Databricks window.settings = {"enableUsageDeliveryConfiguration":false,"enableNotebookNotifications":true,"enableSshKeyUI":false,"defaultInteractivePricePerDBU":0.55,"enableDynamicAutoCompleteResourceLoading":false,"enableClusterMetricsUI":false,"allowWhitelistedIframeDomains":true,"enableOnDemandClusterType":true,"enableAutoCompleteAsYouType":[],"devTierName":"Community Edition","enableJobsPrefetching":true,"workspaceFeaturedLinks":[{"linkURI":"https://docs.azuredatabricks.net/index.html","displayName":"Documentation","icon":"question"},{"linkURI":"https://docs.azuredatabricks.net/release-notes/product/index.html","displayName":"Release Notes","icon":"code"},{"linkURI":"https://docs.azuredatabricks.net/spark/latest/training/index.html","displayName":"Training & Tutorials","icon":"graduation-cap"}],"enableReservoirTableUI":true,"enableClearStateFeature":true,"dbcForumURL":"http://forums.databricks.com/","enableProtoClusterInfoDeltaPublisher":true,"enableAttachExistingCluster":true,"sandboxForSandboxFrame":"allow-scripts allow-popups allow-popups-to-escape-sandbox allow-forms","resetJobListOnConnect":true,"serverlessDefaultSparkVersion":"latest-stable-scala2.11","maxCustomTags":8,"serverlessDefaultMaxWorkers":20,"enableInstanceProfilesUIInJobs":true,"nodeInfo":{"node_types":[{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":7284,"instance_type_id":"Standard_DS3_v2","node_type_id":"Standard_DS3_v2","description":"Standard_DS3_v2","support_cluster_tags":true,"container_memory_mb":9105,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_DS3_v2","provider":"Azure","local_disk_size_gb":28,"supports_accelerated_networking":true,"compute_units":4.0,"number_of_ips":4,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":14336,"num_cores":4,"cpu_quota_type":"Standard DSv2 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":16,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"},{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":14336,"is_hidden":false,"category":"General Purpose","num_cores":4.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":18409,"instance_type_id":"Standard_DS4_v2","node_type_id":"Standard_DS4_v2","description":"Standard_DS4_v2","support_cluster_tags":true,"container_memory_mb":23011,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_DS4_v2","provider":"Azure","local_disk_size_gb":56,"supports_accelerated_networking":true,"compute_units":8.0,"number_of_ips":8,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":28672,"num_cores":8,"cpu_quota_type":"Standard DSv2 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":32,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"},{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":28672,"is_hidden":false,"category":"General Purpose","num_cores":8.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":40658,"instance_type_id":"Standard_DS5_v2","node_type_id":"Standard_DS5_v2","description":"Standard_DS5_v2","support_cluster_tags":true,"container_memory_mb":50823,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_DS5_v2","provider":"Azure","local_disk_size_gb":112,"supports_accelerated_networking":true,"compute_units":16.0,"number_of_ips":8,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":57344,"num_cores":16,"cpu_quota_type":"Standard DSv2 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":64,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"},{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":57344,"is_hidden":false,"category":"General Purpose","num_cores":16.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":21587,"instance_type_id":"Standard_D8s_v3","node_type_id":"Standard_D8s_v3","description":"Standard_D8s_v3","support_cluster_tags":true,"container_memory_mb":26984,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":348},"node_instance_type":{"instance_type_id":"Standard_D8s_v3","provider":"Azure","local_disk_size_gb":64,"supports_accelerated_networking":true,"compute_units":8.0,"number_of_ips":4,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":32768,"num_cores":8,"cpu_quota_type":"Standard DSv3 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":16,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"},{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":32768,"is_hidden":false,"category":"General Purpose","num_cores":8.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":47015,"instance_type_id":"Standard_D16s_v3","node_type_id":"Standard_D16s_v3","description":"Standard_D16s_v3","support_cluster_tags":true,"container_memory_mb":58769,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":348},"node_instance_type":{"instance_type_id":"Standard_D16s_v3","provider":"Azure","local_disk_size_gb":128,"supports_accelerated_networking":true,"compute_units":16.0,"number_of_ips":8,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":65536,"num_cores":16,"cpu_quota_type":"Standard DSv3 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":32,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"},{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":65536,"is_hidden":false,"category":"General Purpose","num_cores":16.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":97871,"instance_type_id":"Standard_D32s_v3","node_type_id":"Standard_D32s_v3","description":"Standard_D32s_v3","support_cluster_tags":true,"container_memory_mb":122339,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":348},"node_instance_type":{"instance_type_id":"Standard_D32s_v3","provider":"Azure","local_disk_size_gb":256,"supports_accelerated_networking":true,"compute_units":32.0,"number_of_ips":8,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":131072,"num_cores":32,"cpu_quota_type":"Standard DSv3 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":32,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"},{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":131072,"is_hidden":false,"category":"General Purpose","num_cores":32.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":199583,"instance_type_id":"Standard_D64s_v3","node_type_id":"Standard_D64s_v3","description":"Standard_D64s_v3","support_cluster_tags":true,"container_memory_mb":249479,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":348},"node_instance_type":{"instance_type_id":"Standard_D64s_v3","provider":"Azure","local_disk_size_gb":512,"supports_accelerated_networking":true,"compute_units":64.0,"number_of_ips":8,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":262144,"num_cores":64,"cpu_quota_type":"Standard DSv3 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":32,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"},{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":262144,"is_hidden":false,"category":"General Purpose","num_cores":64.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":7284,"instance_type_id":"Standard_D3_v2","node_type_id":"Standard_D3_v2","description":"Standard_D3_v2","support_cluster_tags":true,"container_memory_mb":9105,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_D3_v2","provider":"Azure","local_disk_size_gb":200,"supports_accelerated_networking":true,"compute_units":4.0,"number_of_ips":4,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":14336,"num_cores":4,"cpu_quota_type":"Standard Dv2 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":16,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"}],"reserved_memory_mb":4800},"memory_mb":14336,"is_hidden":false,"category":"General Purpose (HDD)","num_cores":4.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":21587,"instance_type_id":"Standard_D8_v3","node_type_id":"Standard_D8_v3","description":"Standard_D8_v3","support_cluster_tags":true,"container_memory_mb":26984,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_D8_v3","provider":"Azure","local_disk_size_gb":200,"supports_accelerated_networking":true,"compute_units":8.0,"number_of_ips":4,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":32768,"num_cores":8,"cpu_quota_type":"Standard Dv3 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":16,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"}],"reserved_memory_mb":4800},"memory_mb":32768,"is_hidden":false,"category":"General Purpose (HDD)","num_cores":8.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":47015,"instance_type_id":"Standard_D16_v3","node_type_id":"Standard_D16_v3","description":"Standard_D16_v3","support_cluster_tags":true,"container_memory_mb":58769,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_D16_v3","provider":"Azure","local_disk_size_gb":400,"supports_accelerated_networking":true,"compute_units":16.0,"number_of_ips":8,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":65536,"num_cores":16,"cpu_quota_type":"Standard Dv3 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":32,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"}],"reserved_memory_mb":4800},"memory_mb":65536,"is_hidden":false,"category":"General Purpose (HDD)","num_cores":16.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":97871,"instance_type_id":"Standard_D32_v3","node_type_id":"Standard_D32_v3","description":"Standard_D32_v3","support_cluster_tags":true,"container_memory_mb":122339,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_D32_v3","provider":"Azure","local_disk_size_gb":800,"supports_accelerated_networking":true,"compute_units":32.0,"number_of_ips":8,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":131072,"num_cores":32,"cpu_quota_type":"Standard Dv3 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":32,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"}],"reserved_memory_mb":4800},"memory_mb":131072,"is_hidden":false,"category":"General Purpose (HDD)","num_cores":32.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":199583,"instance_type_id":"Standard_D64_v3","node_type_id":"Standard_D64_v3","description":"Standard_D64_v3","support_cluster_tags":true,"container_memory_mb":249479,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_D64_v3","provider":"Azure","local_disk_size_gb":1600,"supports_accelerated_networking":true,"compute_units":64.0,"number_of_ips":8,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":262144,"num_cores":64,"cpu_quota_type":"Standard Dv3 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":32,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"}],"reserved_memory_mb":4800},"memory_mb":262144,"is_hidden":false,"category":"General Purpose (HDD)","num_cores":64.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":18409,"instance_type_id":"Standard_D12_v2","node_type_id":"Standard_D12_v2","description":"Standard_D12_v2","support_cluster_tags":true,"container_memory_mb":23011,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_D12_v2","provider":"Azure","local_disk_size_gb":200,"supports_accelerated_networking":true,"compute_units":4.0,"number_of_ips":4,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":28672,"num_cores":4,"cpu_quota_type":"Standard Dv2 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":16,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"}],"reserved_memory_mb":4800},"memory_mb":28672,"is_hidden":false,"category":"Memory Optimized (Remote HDD)","num_cores":4.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":40658,"instance_type_id":"Standard_D13_v2","node_type_id":"Standard_D13_v2","description":"Standard_D13_v2","support_cluster_tags":true,"container_memory_mb":50823,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_D13_v2","provider":"Azure","local_disk_size_gb":400,"supports_accelerated_networking":true,"compute_units":8.0,"number_of_ips":8,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":57344,"num_cores":8,"cpu_quota_type":"Standard Dv2 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":32,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"}],"reserved_memory_mb":4800},"memory_mb":57344,"is_hidden":false,"category":"Memory Optimized (Remote HDD)","num_cores":8.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":85157,"instance_type_id":"Standard_D14_v2","node_type_id":"Standard_D14_v2","description":"Standard_D14_v2","support_cluster_tags":true,"container_memory_mb":106447,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_D14_v2","provider":"Azure","local_disk_size_gb":800,"supports_accelerated_networking":true,"compute_units":16.0,"number_of_ips":8,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":114688,"num_cores":16,"cpu_quota_type":"Standard Dv2 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":64,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"}],"reserved_memory_mb":4800},"memory_mb":114688,"is_hidden":false,"category":"Memory Optimized (Remote HDD)","num_cores":16.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":107407,"instance_type_id":"Standard_D15_v2","node_type_id":"Standard_D15_v2","description":"Standard_D15_v2","support_cluster_tags":true,"container_memory_mb":134259,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_D15_v2","provider":"Azure","local_disk_size_gb":1000,"supports_accelerated_networking":true,"compute_units":20.0,"number_of_ips":8,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":143360,"num_cores":20,"cpu_quota_type":"Standard Dv2 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":64,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"}],"reserved_memory_mb":4800},"memory_mb":143360,"is_hidden":false,"category":"Memory Optimized (Remote HDD)","num_cores":20.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":18409,"instance_type_id":"Standard_DS12_v2","node_type_id":"Standard_DS12_v2","description":"Standard_DS12_v2","support_cluster_tags":true,"container_memory_mb":23011,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_DS12_v2","provider":"Azure","local_disk_size_gb":56,"supports_accelerated_networking":true,"compute_units":4.0,"number_of_ips":4,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":28672,"num_cores":4,"cpu_quota_type":"Standard DSv2 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":16,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"},{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":28672,"is_hidden":false,"category":"Memory Optimized","num_cores":4.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":40658,"instance_type_id":"Standard_DS13_v2","node_type_id":"Standard_DS13_v2","description":"Standard_DS13_v2","support_cluster_tags":true,"container_memory_mb":50823,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_DS13_v2","provider":"Azure","local_disk_size_gb":112,"supports_accelerated_networking":true,"compute_units":8.0,"number_of_ips":8,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":57344,"num_cores":8,"cpu_quota_type":"Standard DSv2 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":32,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"},{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":57344,"is_hidden":false,"category":"Memory Optimized","num_cores":8.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":85157,"instance_type_id":"Standard_DS14_v2","node_type_id":"Standard_DS14_v2","description":"Standard_DS14_v2","support_cluster_tags":true,"container_memory_mb":106447,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_DS14_v2","provider":"Azure","local_disk_size_gb":224,"supports_accelerated_networking":true,"compute_units":16.0,"number_of_ips":8,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":114688,"num_cores":16,"cpu_quota_type":"Standard DSv2 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":64,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"},{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":114688,"is_hidden":false,"category":"Memory Optimized","num_cores":16.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":107407,"instance_type_id":"Standard_DS15_v2","node_type_id":"Standard_DS15_v2","description":"Standard_DS15_v2","support_cluster_tags":true,"container_memory_mb":134259,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_DS15_v2","provider":"Azure","local_disk_size_gb":280,"supports_accelerated_networking":true,"compute_units":20.0,"number_of_ips":8,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":143360,"num_cores":20,"cpu_quota_type":"Standard DSv2 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":64,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"},{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":143360,"is_hidden":false,"category":"Memory Optimized","num_cores":20.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":47015,"instance_type_id":"Standard_E8s_v3","node_type_id":"Standard_E8s_v3","description":"Standard_E8s_v3","support_cluster_tags":true,"container_memory_mb":58769,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_E8s_v3","provider":"Azure","local_disk_size_gb":128,"supports_accelerated_networking":true,"compute_units":8.0,"number_of_ips":4,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":65536,"num_cores":8,"cpu_quota_type":"Standard ESv3 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":16,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"},{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":65536,"is_hidden":false,"category":"Memory Optimized","num_cores":8.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":97871,"instance_type_id":"Standard_E16s_v3","node_type_id":"Standard_E16s_v3","description":"Standard_E16s_v3","support_cluster_tags":true,"container_memory_mb":122339,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_E16s_v3","provider":"Azure","local_disk_size_gb":256,"supports_accelerated_networking":true,"compute_units":16.0,"number_of_ips":8,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":131072,"num_cores":16,"cpu_quota_type":"Standard ESv3 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":32,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"},{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":131072,"is_hidden":false,"category":"Memory Optimized","num_cores":16.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":199583,"instance_type_id":"Standard_E32s_v3","node_type_id":"Standard_E32s_v3","description":"Standard_E32s_v3","support_cluster_tags":true,"container_memory_mb":249479,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_E32s_v3","provider":"Azure","local_disk_size_gb":512,"supports_accelerated_networking":true,"compute_units":32.0,"number_of_ips":8,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":262144,"num_cores":32,"cpu_quota_type":"Standard ESv3 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":32,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"},{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":262144,"is_hidden":false,"category":"Memory Optimized","num_cores":32.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":21587,"instance_type_id":"Standard_L4s","node_type_id":"Standard_L4s","description":"Standard_L4s","support_cluster_tags":true,"container_memory_mb":26984,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_L4s","provider":"Azure","local_disk_size_gb":678,"supports_accelerated_networking":false,"compute_units":4.0,"number_of_ips":2,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":32768,"num_cores":4,"cpu_quota_type":"Standard LS Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":16,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"},{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":32768,"is_hidden":false,"category":"Storage Optimized","num_cores":4.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":47015,"instance_type_id":"Standard_L8s","node_type_id":"Standard_L8s","description":"Standard_L8s","support_cluster_tags":true,"container_memory_mb":58769,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_L8s","provider":"Azure","local_disk_size_gb":1388,"supports_accelerated_networking":false,"compute_units":8.0,"number_of_ips":4,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":65536,"num_cores":8,"cpu_quota_type":"Standard LS Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":32,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"},{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":65536,"is_hidden":false,"category":"Storage Optimized","num_cores":8.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":97871,"instance_type_id":"Standard_L16s","node_type_id":"Standard_L16s","description":"Standard_L16s","support_cluster_tags":true,"container_memory_mb":122339,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_L16s","provider":"Azure","local_disk_size_gb":2807,"supports_accelerated_networking":false,"compute_units":16.0,"number_of_ips":8,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":131072,"num_cores":16,"cpu_quota_type":"Standard LS Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":64,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"},{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":131072,"is_hidden":false,"category":"Storage Optimized","num_cores":16.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":199583,"instance_type_id":"Standard_L32s","node_type_id":"Standard_L32s","description":"Standard_L32s","support_cluster_tags":true,"container_memory_mb":249479,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_L32s","provider":"Azure","local_disk_size_gb":5630,"supports_accelerated_networking":false,"compute_units":32.0,"number_of_ips":8,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":262144,"num_cores":32,"cpu_quota_type":"Standard LS Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":64,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"},{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":262144,"is_hidden":false,"category":"Storage Optimized","num_cores":32.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":2516,"instance_type_id":"Standard_F4s","node_type_id":"Standard_F4s","description":"Standard_F4s","support_cluster_tags":true,"container_memory_mb":3146,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_F4s","provider":"Azure","local_disk_size_gb":16,"supports_accelerated_networking":true,"compute_units":4.0,"number_of_ips":4,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":8192,"num_cores":4,"cpu_quota_type":"Standard FS Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":16,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"},{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":8192,"is_hidden":false,"category":"Compute Optimized","num_cores":4.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":8873,"instance_type_id":"Standard_F8s","node_type_id":"Standard_F8s","description":"Standard_F8s","support_cluster_tags":true,"container_memory_mb":11092,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_F8s","provider":"Azure","local_disk_size_gb":32,"supports_accelerated_networking":true,"compute_units":8.0,"number_of_ips":8,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":16384,"num_cores":8,"cpu_quota_type":"Standard FS Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":32,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"},{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":16384,"is_hidden":false,"category":"Compute Optimized","num_cores":8.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":21587,"instance_type_id":"Standard_F16s","node_type_id":"Standard_F16s","description":"Standard_F16s","support_cluster_tags":true,"container_memory_mb":26984,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":350},"node_instance_type":{"instance_type_id":"Standard_F16s","provider":"Azure","local_disk_size_gb":64,"supports_accelerated_networking":true,"compute_units":16.0,"number_of_ips":16,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":32768,"num_cores":16,"cpu_quota_type":"Standard FS Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":64,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"},{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":32768,"is_hidden":false,"category":"Compute Optimized","num_cores":16.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":0,"spark_heap_memory":85157,"instance_type_id":"Standard_H16","node_type_id":"Standard_H16","description":"Standard_H16","support_cluster_tags":true,"container_memory_mb":106447,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":8},"node_instance_type":{"instance_type_id":"Standard_H16","provider":"Azure","local_disk_size_gb":2000,"supports_accelerated_networking":false,"compute_units":16.0,"number_of_ips":4,"local_disks":1,"reserved_compute_units":1.0,"gpus":0,"memory_mb":114688,"num_cores":16,"cpu_quota_type":"Standard H Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":64,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"}],"reserved_memory_mb":4800},"memory_mb":114688,"is_hidden":false,"category":"Compute Optimized","num_cores":16.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":2,"spark_heap_memory":85157,"instance_type_id":"Standard_NC12","node_type_id":"Standard_NC12","description":"Standard_NC12 (beta)","support_cluster_tags":true,"container_memory_mb":106447,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":48},"node_instance_type":{"instance_type_id":"Standard_NC12","provider":"Azure","local_disk_size_gb":680,"supports_accelerated_networking":false,"compute_units":12.0,"number_of_ips":2,"local_disks":1,"reserved_compute_units":1.0,"gpus":2,"memory_mb":114688,"num_cores":12,"cpu_quota_type":"Standard NC Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":48,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"}],"reserved_memory_mb":4800},"memory_mb":114688,"is_hidden":false,"category":"GPU Accelerated","num_cores":12.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":4,"spark_heap_memory":174155,"instance_type_id":"Standard_NC24","node_type_id":"Standard_NC24","description":"Standard_NC24 (beta)","support_cluster_tags":true,"container_memory_mb":217694,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":48},"node_instance_type":{"instance_type_id":"Standard_NC24","provider":"Azure","local_disk_size_gb":1440,"supports_accelerated_networking":false,"compute_units":24.0,"number_of_ips":4,"local_disks":1,"reserved_compute_units":1.0,"gpus":4,"memory_mb":229376,"num_cores":24,"cpu_quota_type":"Standard NC Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":64,"supported_disk_types":[{"azure_disk_volume_type":"STANDARD_LRS"}],"reserved_memory_mb":4800},"memory_mb":229376,"is_hidden":false,"category":"GPU Accelerated","num_cores":24.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":1,"spark_heap_memory":85157,"instance_type_id":"Standard_NC6s_v3","node_type_id":"Standard_NC6s_v3","description":"Standard_NC6s_v3 (beta)","support_cluster_tags":true,"container_memory_mb":106447,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":0},"node_instance_type":{"instance_type_id":"Standard_NC6s_v3","provider":"Azure","local_disk_size_gb":736,"supports_accelerated_networking":false,"compute_units":6.0,"number_of_ips":4,"local_disks":1,"reserved_compute_units":1.0,"gpus":1,"memory_mb":114688,"num_cores":6,"cpu_quota_type":"Standard NCSv3 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":12,"supported_disk_types":[{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":114688,"is_hidden":false,"category":"GPU Accelerated","num_cores":6.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":2,"spark_heap_memory":174155,"instance_type_id":"Standard_NC12s_v3","node_type_id":"Standard_NC12s_v3","description":"Standard_NC12s_v3 (beta)","support_cluster_tags":true,"container_memory_mb":217694,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":0},"node_instance_type":{"instance_type_id":"Standard_NC12s_v3","provider":"Azure","local_disk_size_gb":1474,"supports_accelerated_networking":false,"compute_units":12.0,"number_of_ips":8,"local_disks":1,"reserved_compute_units":1.0,"gpus":2,"memory_mb":229376,"num_cores":12,"cpu_quota_type":"Standard NCSv3 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":24,"supported_disk_types":[{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":229376,"is_hidden":false,"category":"GPU Accelerated","num_cores":12.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false},{"display_order":0,"support_ssh":true,"num_gpus":4,"spark_heap_memory":352151,"instance_type_id":"Standard_NC24s_v3","node_type_id":"Standard_NC24s_v3","description":"Standard_NC24s_v3 (beta)","support_cluster_tags":true,"container_memory_mb":440189,"node_info":{"status":["NotEnabledOnSubscription"],"available_core_quota":0},"node_instance_type":{"instance_type_id":"Standard_NC24s_v3","provider":"Azure","local_disk_size_gb":2948,"supports_accelerated_networking":false,"compute_units":24.0,"number_of_ips":8,"local_disks":1,"reserved_compute_units":1.0,"gpus":4,"memory_mb":458752,"num_cores":24,"cpu_quota_type":"Standard NCSv3 Family vCPUs","local_disk_type":"AHCI","max_attachable_disks":32,"supported_disk_types":[{"azure_disk_volume_type":"PREMIUM_LRS"}],"reserved_memory_mb":4800},"memory_mb":458752,"is_hidden":false,"category":"GPU Accelerated","num_cores":24.0,"is_io_cache_enabled":false,"support_port_forwarding":true,"support_ebs_volumes":true,"is_deprecated":false}],"default_node_type_id":"Standard_DS3_v2"},"enableDatabaseSupportClusterChoice":true,"enableClusterAcls":true,"notebookRevisionVisibilityHorizon":0,"serverlessClusterProductName":"Serverless Pool","showS3TableImportOption":false,"redirectBrowserOnWorkspaceSelection":true,"maxEbsVolumesPerInstance":10,"enableRStudioUI":false,"isAdmin":true,"deltaProcessingBatchSize":1000,"timerUpdateQueueLength":100,"sqlAclsEnabledMap":{"spark.databricks.acl.enabled":"true","spark.databricks.acl.sqlOnly":"true"},"enableLargeResultDownload":true,"maxElasticDiskCapacityGB":5000,"serverlessDefaultMinWorkers":2,"zoneInfos":[],"enableCustomSpotPricingUIByTier":true,"serverlessClustersEnabled":true,"enableWorkspaceBrowserSorting":true,"enableSentryLogging":false,"enableFindAndReplace":true,"disallowUrlImportExceptFromDocs":false,"defaultStandardClusterModel":{"cluster_name":"","node_type_id":"Standard_DS3_v2","spark_version":"4.0.x-scala2.11","num_workers":null,"autoscale":{"min_workers":2,"max_workers":8},"autotermination_minutes":120,"default_tags":{"Vendor":"Databricks","Creator":"ivv@adatis.co.uk","ClusterName":null,"ClusterId":""}},"enableEBSVolumesUIForJobs":true,"enablePublishNotebooks":false,"enableBitbucketCloud":true,"shouldShowCommandStatus":true,"createTableInNotebookS3Link":{"url":"https://docs.azuredatabricks.net/_static/notebooks/data-import/s3.html","displayName":"S3","workspaceFileName":"S3 Example"},"sanitizeHtmlResult":true,"enableClusterPinningUI":true,"enableJobAclsConfig":false,"enableFullTextSearch":false,"enableElasticSparkUI":true,"enableNewClustersCreate":true,"clusters":true,"allowRunOnPendingClusters":true,"useAutoscalingByDefault":true,"enableAzureToolbar":true,"fileStoreBase":"FileStore","enableEmailInAzure":true,"enableRLibraries":true,"enableTableAclsConfig":false,"enableSshKeyUIInJobs":true,"enableDetachAndAttachSubMenu":true,"configurableSparkOptionsSpec":[{"keyPattern":"spark\\.kryo(\\.[^\\.]+)+","valuePattern":".*","keyPatternDisplay":"spark.kryo.*","valuePatternDisplay":"*","description":"Configuration options for Kryo serialization"},{"keyPattern":"spark\\.io\\.compression\\.codec","valuePattern":"(lzf|snappy|org\\.apache\\.spark\\.io\\.LZFCompressionCodec|org\\.apache\\.spark\\.io\\.SnappyCompressionCodec)","keyPatternDisplay":"spark.io.compression.codec","valuePatternDisplay":"snappy|lzf","description":"The codec used to compress internal data such as RDD partitions, broadcast variables and shuffle outputs."},{"keyPattern":"spark\\.serializer","valuePattern":"(org\\.apache\\.spark\\.serializer\\.JavaSerializer|org\\.apache\\.spark\\.serializer\\.KryoSerializer)","keyPatternDisplay":"spark.serializer","valuePatternDisplay":"org.apache.spark.serializer.JavaSerializer|org.apache.spark.serializer.KryoSerializer","description":"Class to use for serializing objects that will be sent over the network or need to be cached in serialized form."},{"keyPattern":"spark\\.rdd\\.compress","valuePattern":"(true|false)","keyPatternDisplay":"spark.rdd.compress","valuePatternDisplay":"true|false","description":"Whether to compress serialized RDD partitions (e.g. for StorageLevel.MEMORY_ONLY_SER). Can save substantial space at the cost of some extra CPU time."},{"keyPattern":"spark\\.speculation","valuePattern":"(true|false)","keyPatternDisplay":"spark.speculation","valuePatternDisplay":"true|false","description":"Whether to use speculation (recommended off for streaming)"},{"keyPattern":"spark\\.es(\\.[^\\.]+)+","valuePattern":".*","keyPatternDisplay":"spark.es.*","valuePatternDisplay":"*","description":"Configuration options for ElasticSearch"},{"keyPattern":"es(\\.([^\\.]+))+","valuePattern":".*","keyPatternDisplay":"es.*","valuePatternDisplay":"*","description":"Configuration options for ElasticSearch"},{"keyPattern":"spark\\.(storage|shuffle)\\.memoryFraction","valuePattern":"0?\\.0*([1-9])([0-9])*","keyPatternDisplay":"spark.(storage|shuffle).memoryFraction","valuePatternDisplay":"(0.0,1.0)","description":"Fraction of Java heap to use for Spark's shuffle or storage"},{"keyPattern":"spark\\.streaming\\.backpressure\\.enabled","valuePattern":"(true|false)","keyPatternDisplay":"spark.streaming.backpressure.enabled","valuePatternDisplay":"true|false","description":"Enables or disables Spark Streaming's internal backpressure mechanism (since 1.5). This enables the Spark Streaming to control the receiving rate based on the current batch scheduling delays and processing times so that the system receives only as fast as the system can process. Internally, this dynamically sets the maximum receiving rate of receivers. This rate is upper bounded by the values `spark.streaming.receiver.maxRate` and `spark.streaming.kafka.maxRatePerPartition` if they are set."},{"keyPattern":"spark\\.streaming\\.receiver\\.maxRate","valuePattern":"^([0-9]{1,})$","keyPatternDisplay":"spark.streaming.receiver.maxRate","valuePatternDisplay":"numeric","description":"Maximum rate (number of records per second) at which each receiver will receive data. Effectively, each stream will consume at most this number of records per second. Setting this configuration to 0 or a negative number will put no limit on the rate. See the deployment guide in the Spark Streaming programing guide for mode details."},{"keyPattern":"spark\\.streaming\\.kafka\\.maxRatePerPartition","valuePattern":"^([0-9]{1,})$","keyPatternDisplay":"spark.streaming.kafka.maxRatePerPartition","valuePatternDisplay":"numeric","description":"Maximum rate (number of records per second) at which data will be read from each Kafka partition when using the Kafka direct stream API introduced in Spark 1.3. See the Kafka Integration guide for more details."},{"keyPattern":"spark\\.streaming\\.kafka\\.maxRetries","valuePattern":"^([0-9]{1,})$","keyPatternDisplay":"spark.streaming.kafka.maxRetries","valuePatternDisplay":"numeric","description":"Maximum number of consecutive retries the driver will make in order to find the latest offsets on the leader of each partition (a default value of 1 means that the driver will make a maximum of 2 attempts). Only applies to the Kafka direct stream API introduced in Spark 1.3."},{"keyPattern":"spark\\.streaming\\.ui\\.retainedBatches","valuePattern":"^([0-9]{1,})$","keyPatternDisplay":"spark.streaming.ui.retainedBatches","valuePatternDisplay":"numeric","description":"How many batches the Spark Streaming UI and status APIs remember before garbage collecting."}],"enableReactNotebookComments":true,"enableAdminPasswordReset":false,"checkBeforeAddingAadUser":true,"enableResetPassword":true,"maxClusterTagValueLength":256,"enableJobsSparkUpgrade":true,"createTableInNotebookDBFSLink":{"url":"https://docs.azuredatabricks.net/_static/notebooks/data-import/dbfs.html","displayName":"DBFS","workspaceFileName":"DBFS Example"},"perClusterAutoterminationEnabled":true,"enableNotebookCommandNumbers":true,"measureRoundTripTimes":true,"allowStyleInSanitizedHtml":false,"sparkVersions":[{"key":"3.3.x-scala2.10","displayName":"3.3 (includes Apache Spark 2.2.0, Scala 2.10)","packageLabel":"spark-image-86a9b375074f5afad339e70230ec0ec265c4cefbd280844785fab3bcde5869f9","upgradable":true,"deprecated":true,"customerVisible":false,"capabilities":[]},{"key":"4.1.x-scala2.11","displayName":"4.1 (includes Apache Spark 2.3.0, Scala 2.11)","packageLabel":"spark-image-e69ab61f9eb55b59a5df3b9d9ca1605268022efa7b699e11b408049038d8ea8c","upgradable":true,"deprecated":false,"customerVisible":true,"capabilities":["SUPPORTS_END_TO_END_ENCRYPTION","SUPPORTS_TABLE_ACLS","SUPPORTS_RSTUDIO"]},{"key":"4.1.x-ml-gpu-scala2.11","displayName":"4.1 ML Beta (includes Apache Spark 2.3.0, GPU, Scala 2.11)","packageLabel":"spark-image-5907529b625e97ac8feb0a069002b4fdb861a16740752b5df568fe4efb1c004e","upgradable":true,"deprecated":false,"customerVisible":true,"capabilities":[]},{"key":"4.0.x-scala2.11","displayName":"4.0 (includes Apache Spark 2.3.0, Scala 2.11)","packageLabel":"spark-image-958dfd1fcde8070c85e13f869b8d816b71d63cac31357210d4858c3ff3be83ce","upgradable":true,"deprecated":false,"customerVisible":true,"capabilities":["SUPPORTS_END_TO_END_ENCRYPTION","SUPPORTS_TABLE_ACLS"]},{"key":"3.4.x-scala2.11","displayName":"3.4 (includes Apache Spark 2.2.0, Scala 2.11)","packageLabel":"spark-image-35a5008cd4a7aac70818911317758515b85d0fcab6ead08fa3f66157119fa6ce","upgradable":true,"deprecated":false,"customerVisible":true,"capabilities":["SUPPORTS_END_TO_END_ENCRYPTION"]},{"key":"3.2.x-scala2.10","displayName":"3.2 (includes Apache Spark 2.2.0, Scala 2.10)","packageLabel":"spark-image-557788bea0eea16bbf7a8ba13ace07e64dd7fc86270bd5cea086097fe886431f","upgradable":true,"deprecated":true,"customerVisible":false,"capabilities":[]},{"key":"4.1.x-ml-scala2.11","displayName":"4.1 ML Beta (includes Apache Spark 2.3.0, Scala 2.11)","packageLabel":"spark-image-ad599fbbca53898d7531a4b94c73f3e68b3c2e49e3502c09f6bf01468d801882","upgradable":true,"deprecated":false,"customerVisible":true,"capabilities":[]},{"key":"latest-experimental-scala2.10","displayName":"[DO NOT USE] Latest experimental (3.5 snapshot, Scala 2.10)","packageLabel":"spark-image-5e4f1f2feb631875a6036dffb069ec14b436939b5efe0ecb3ff8220c835298d6","upgradable":true,"deprecated":true,"customerVisible":false,"capabilities":["SUPPORTS_END_TO_END_ENCRYPTION","SUPPORTS_TABLE_ACLS"]},{"key":"latest-rc-scala2.11","displayName":"Latest RC (4.2 snapshot, Scala 2.11)","packageLabel":"spark-image-eb6b629259e901623758e884730de4a93e6babcb8995b191e759e09a596490fd","upgradable":true,"deprecated":false,"customerVisible":false,"capabilities":["SUPPORTS_END_TO_END_ENCRYPTION","SUPPORTS_TABLE_ACLS","SUPPORTS_RSTUDIO"]},{"key":"latest-stable-scala2.11","displayName":"Latest stable (Scala 2.11)","packageLabel":"spark-image-e69ab61f9eb55b59a5df3b9d9ca1605268022efa7b699e11b408049038d8ea8c","upgradable":true,"deprecated":false,"customerVisible":false,"capabilities":["SUPPORTS_END_TO_END_ENCRYPTION","SUPPORTS_TABLE_ACLS","SUPPORTS_RSTUDIO"]},{"key":"4.1.x-gpu-scala2.11","displayName":"4.1 (includes Apache Spark 2.3.0, GPU, Scala 2.11)","packageLabel":"spark-image-79462cd30eaa7c6e877243f75bd986e68290424e3856fad0fbd47a3b6353032e","upgradable":true,"deprecated":false,"customerVisible":true,"capabilities":["SUPPORTS_RSTUDIO"]},{"key":"3.5.x-scala2.10","displayName":"3.5 LTS (includes Apache Spark 2.2.1, Scala 2.10)","packageLabel":"spark-image-2c23eb0f5a3d83904705cf416a815421bdca898db8835c0dcf9084c01509594e","upgradable":true,"deprecated":false,"customerVisible":true,"capabilities":["SUPPORTS_END_TO_END_ENCRYPTION","SUPPORTS_TABLE_ACLS"]},{"key":"latest-rc-scala2.10","displayName":"[DO NOT USE] Latest RC (3.5 snapshot, Scala 2.10)","packageLabel":"spark-image-5e4f1f2feb631875a6036dffb069ec14b436939b5efe0ecb3ff8220c835298d6","upgradable":true,"deprecated":true,"customerVisible":false,"capabilities":["SUPPORTS_END_TO_END_ENCRYPTION","SUPPORTS_TABLE_ACLS"]},{"key":"latest-stable-scala2.10","displayName":"[DEPRECATED] Latest stable (Scala 2.10)","packageLabel":"spark-image-5e4f1f2feb631875a6036dffb069ec14b436939b5efe0ecb3ff8220c835298d6","upgradable":true,"deprecated":true,"customerVisible":false,"capabilities":["SUPPORTS_END_TO_END_ENCRYPTION","SUPPORTS_TABLE_ACLS"]},{"key":"3.1.x-scala2.11","displayName":"3.1 (includes Apache Spark 2.2.0, Scala 2.11)","packageLabel":"spark-image-241fa8b78ee6343242b1756b18076270894385ff40a81172a6fb5eadf66155d3","upgradable":true,"deprecated":true,"customerVisible":false,"capabilities":[]},{"key":"3.1.x-scala2.10","displayName":"3.1 (includes Apache Spark 2.2.0, Scala 2.10)","packageLabel":"spark-image-7efac6b9a8f2da59cb4f6d0caac46cfcb3f1ebf64c8073498c42d0360f846714","upgradable":true,"deprecated":true,"customerVisible":false,"capabilities":[]},{"key":"3.3.x-scala2.11","displayName":"3.3 (includes Apache Spark 2.2.0, Scala 2.11)","packageLabel":"spark-image-46cc39a9afa43fbd7bfa9f4f5ed8d23f658cd0b0d74208627243222ae0d22f8d","upgradable":true,"deprecated":true,"customerVisible":false,"capabilities":[]},{"key":"3.5.x-scala2.11","displayName":"3.5 LTS (includes Apache Spark 2.2.1, Scala 2.11)","packageLabel":"spark-image-ddab4ca82a96df57f2dd2d5acfecd2373ac2db360d9559cd59e632dee270f05b","upgradable":true,"deprecated":false,"customerVisible":true,"capabilities":["SUPPORTS_END_TO_END_ENCRYPTION","SUPPORTS_TABLE_ACLS"]},{"key":"latest-experimental-scala2.11","displayName":"Latest experimental (4.2 snapshot, Scala 2.11)","packageLabel":"spark-image-eb6b629259e901623758e884730de4a93e6babcb8995b191e759e09a596490fd","upgradable":true,"deprecated":false,"customerVisible":false,"capabilities":["SUPPORTS_END_TO_END_ENCRYPTION","SUPPORTS_TABLE_ACLS","SUPPORTS_RSTUDIO"]},{"key":"3.2.x-scala2.11","displayName":"3.2 (includes Apache Spark 2.2.0, Scala 2.11)","packageLabel":"spark-image-5537926238bc55cb6cd76ee0f0789511349abead3781c4780721a845f34b5d4e","upgradable":true,"deprecated":true,"customerVisible":false,"capabilities":[]},{"key":"latest-rc-gpu-scala2.11","displayName":"Latest RC (4.2 snapshot, GPU, Scala 2.11)","packageLabel":"spark-image-8fe44f4a94defa1f3e13ffcbe83d5fe86c26e651f20c9250f5f09930295a9e66","upgradable":true,"deprecated":false,"customerVisible":false,"capabilities":["SUPPORTS_RSTUDIO"]},{"key":"3.4.x-scala2.10","displayName":"3.4 (includes Apache Spark 2.2.0, Scala 2.10)","packageLabel":"spark-image-3e68b33974ebcf196fd048476d71c8747b8e3596456ec9e6621d73388e5484f9","upgradable":true,"deprecated":false,"customerVisible":true,"capabilities":["SUPPORTS_END_TO_END_ENCRYPTION"]}],"enablePresentationMode":false,"enableClearStateAndRunAll":true,"enableTableAclsByTier":true,"enableRestrictedClusterCreation":false,"enableFeedback":false,"enableClusterAutoScaling":true,"enableUserVisibleDefaultTags":true,"defaultNumWorkers":8,"serverContinuationTimeoutMillis":10000,"jobsUnreachableThresholdMillis":60000,"driverStderrFilePrefix":"stderr","roundTripReportTimeoutMs":5000,"enableNotebookRefresh":true,"createTableInNotebookImportedFileLink":{"url":"https://docs.azuredatabricks.net/_static/notebooks/data-import/imported-file.html","displayName":"Imported File","workspaceFileName":"Imported File Example"},"accountsOwnerUrl":"https://portal.azure.com/?feature.customportal=false&microsoft_azure_marketplace_ItemHideKey=DatabricksExtensionHidden&Microsoft_Azure_Databricks=true#resource/subscriptions/76dd74d5-e8e7-493d-91dc-d8113ee1f20c/resourceGroups/RGABI/providers/Microsoft.Databricks/workspaces/abiweuadlsdev","driverStdoutFilePrefix":"stdout","showDbuPricing":true,"databricksDocsBaseHostname":"docs.azuredatabricks.net","defaultNodeTypeToPricingUnitsMap":{"Standard_E64s_v3":16,"r3.2xlarge":2,"i3.4xlarge":4,"Standard_NC12s_v2":6.75,"class-node":1,"m4.2xlarge":1.5,"Standard_D11_v2":0.5,"r4.xlarge":1,"m4.4xlarge":3,"p3.2xlarge":4.15,"Standard_DS5_v2":3,"Standard_D2s_v3":0.5,"Standard_DS4_v2_Promo":1.5,"Standard_DS14":4,"Standard_DS11_v2_Promo":0.5,"r4.16xlarge":16,"Standard_NC6":1.5,"Standard_DS11":0.5,"Standard_D2_v3":0.5,"Standard_DS14_v2_Promo":4,"Standard_D64s_v3":12,"p2.8xlarge":9.76,"m4.10xlarge":8,"Standard_D8s_v3":1.5,"Standard_E32s_v3":8,"Standard_DS3":0.75,"Standard_DS2_v2":0.5,"r3.8xlarge":8,"r4.4xlarge":4,"dev-tier-node":1,"Standard_L8s":2,"Standard_D13_v2":2,"p3.16xlarge":33.2,"Standard_NC24rs_v3":20,"Standard_DS13_v2_Promo":2,"Standard_E4s_v3":1,"Standard_D3_v2":0.75,"Standard_NC24":6,"Standard_NC24r":6,"Standard_DS15_v2":5,"Standard_D16s_v3":3,"Standard_D5_v2":3,"Standard_E8s_v3":2,"Standard_DS2_v2_Promo":0.5,"c3.8xlarge":4,"Standard_D4_v3":0.75,"Standard_E2s_v3":0.5,"Standard_D32_v3":6,"Standard_DS3_v2":0.75,"Standard_NC6s_v3":5,"r3.4xlarge":4,"Standard_DS4":1.5,"i2.4xlarge":6,"Standard_DS3_v2_Promo":0.75,"m4.xlarge":0.75,"r4.8xlarge":8,"Standard_D14_v2":4,"Standard_H16":4,"Standard_NC12":3,"Standard_DS14_v2":4,"r4.large":0.5,"Standard_D15_v2":5,"Standard_DS12":1,"development-node":1,"i2.2xlarge":3,"Standard_NC6s_v2":3.38,"g2.8xlarge":6,"Standard_D12_v2":1,"i3.large":0.75,"Standard_NC12s_v3":10,"memory-optimized":1,"m4.large":0.4,"Standard_D16_v3":3,"Standard_F4s":0.5,"p2.16xlarge":19.52,"Standard_NC24rs_v2":13.5,"i3.8xlarge":8,"Standard_D32s_v3":6,"i3.16xlarge":16,"Standard_DS12_v2":1,"Standard_L32s":8,"Standard_D4s_v3":0.75,"Standard_DS13":2,"Standard_DS11_v2":0.5,"Standard_DS12_v2_Promo":1,"Standard_DS13_v2":2,"c3.2xlarge":1,"Standard_L4s":1,"Standard_F16s":2,"c4.2xlarge":1,"Standard_L16s":4,"i2.xlarge":1.5,"Standard_DS2":0.5,"compute-optimized":1,"c4.4xlarge":2,"Standard_DS5_v2_Promo":3,"Standard_D64_v3":12,"Standard_D2_v2":0.5,"Standard_D8_v3":1.5,"i3.2xlarge":2,"Standard_E16s_v3":4,"Standard_F8s":1,"c3.4xlarge":2,"Standard_NC24s_v2":13.5,"Standard_NC24s_v3":20,"Standard_D4_v2":1.5,"g2.2xlarge":1.5,"p3.8xlarge":16.6,"p2.xlarge":1.22,"m4.16xlarge":12,"Standard_DS4_v2":1.5,"c4.8xlarge":4,"i3.xlarge":1,"r3.xlarge":1,"r4.2xlarge":2,"i2.8xlarge":12},"tableFilesBaseFolder":"/tables","enableSparkDocsSearch":true,"sparkHistoryServerEnabled":true,"enableClusterAppsUIOnServerless":false,"enableEBSVolumesUI":true,"homePageWelcomeMessage":"","metastoreServiceRowLimit":1000000,"enableIPythonImportExport":true,"enableClusterTagsUIForJobs":true,"enableClusterTagsUI":true,"enableNotebookHistoryDiffing":true,"branch":"2.72.251","accountsLimit":-1,"enableSparkEnvironmentVariables":true,"enableX509Authentication":false,"useAADLogin":true,"enableStructuredStreamingNbOptimizations":true,"enableNotebookGitBranching":true,"terminatedClustersWindow":2592000000,"local":false,"enableNotebookLazyRenderWrapper":false,"enableClusterAutoScalingForJobs":true,"enableStrongPassword":false,"showReleaseNote":false,"displayDefaultContainerMemoryGB":30,"broadenedEditPermission":false,"enableWorkspacePurgeDryRun":false,"disableS3TableImport":true,"enableArrayParamsEdit":true,"deploymentMode":"production","useSpotForWorkers":true,"removePasswordInAccountSettings":true,"preferStartTerminatedCluster":false,"enableUserInviteWorkflow":true,"createTableConnectorOptionLinks":[{"url":"https://docs.databricks.com/_static/notebooks/data-import/azure-blob-store.html","displayName":"Azure Blob Storage","workspaceFileName":"Azure Blob Storage Import Example Notebook"},{"url":"https://docs.azuredatabricks.net/_static/notebooks/data-import/jdbc.html","displayName":"JDBC","workspaceFileName":"JDBC Example"},{"url":"https://docs.azuredatabricks.net/_static/notebooks/cassandra.html","displayName":"Cassandra","workspaceFileName":"Cassandra Example"},{"url":"https://docs.azuredatabricks.net/_static/notebooks/structured-streaming-etl-kafka.html","displayName":"Kafka","workspaceFileName":"Kafka Example"},{"url":"https://docs.azuredatabricks.net/_static/notebooks/redis.html","displayName":"Redis","workspaceFileName":"Redis Example"},{"url":"https://docs.azuredatabricks.net/_static/notebooks/elasticsearch.html","displayName":"Elasticsearch","workspaceFileName":"Elasticsearch Example"}],"enableStaticNotebooks":true,"enableNewLineChart":true,"shouldReportUnhandledPromiseRejectionsToSentry":false,"sandboxForUrlSandboxFrame":"allow-scripts allow-popups allow-popups-to-escape-sandbox allow-forms","enableCssTransitions":true,"serverlessEnableElasticDisk":true,"minClusterTagKeyLength":1,"showHomepageFeaturedLinks":true,"pricingURL":"https://databricks.com/product/pricing","enableClusterEdit":true,"enableClusterAclsConfig":false,"useTempS3UrlForTableUpload":false,"notifyLastLogin":false,"enableFilePurge":true,"enableSshKeyUIByTier":true,"enableCreateClusterOnAttach":false,"defaultAutomatedPricePerDBU":0.35,"enableNotebookGitVersioning":true,"defaultMinWorkers":2,"commandStatusDebounceMaxWait":1000,"files":"files/","feedbackEmail":"feedback@databricks.com","enableDriverLogsUI":true,"enableExperimentalCharts":false,"defaultMaxWorkers":8,"enableWorkspaceAclsConfig":false,"serverlessRunPythonAsLowPrivilegeUser":false,"dropzoneMaxFileSize":2047,"enableNewClustersList":true,"enableNewDashboardViews":true,"enableJobListPermissionFilter":true,"terminatedInteractiveClustersMax":70,"driverLog4jFilePrefix":"log4j","enableSingleSignOn":false,"enableMavenLibraries":true,"updateTreeTableToV2Schema":false,"displayRowLimit":1000,"deltaProcessingAsyncEnabled":true,"enableSparkEnvironmentVariablesUI":false,"defaultSparkVersion":{"key":"4.0.x-scala2.11","displayName":"4.0 (includes Apache Spark 2.3.0, Scala 2.11)","packageLabel":"spark-image-958dfd1fcde8070c85e13f869b8d816b71d63cac31357210d4858c3ff3be83ce","upgradable":true,"deprecated":false,"customerVisible":true,"capabilities":["SUPPORTS_END_TO_END_ENCRYPTION","SUPPORTS_TABLE_ACLS"]},"enableNewLineChartParams":false,"deprecatedEnableStructuredDataAcls":false,"enableCustomSpotPricing":true,"enableRStudioFreeUI":false,"enableMountAclsConfig":false,"defaultAutoterminationMin":120,"useDevTierHomePage":false,"disableExportNotebook":false,"enableClusterClone":true,"enableNotebookLineNumbers":true,"enablePublishHub":false,"notebookHubUrl":"http://hub.dev.databricks.com/","commandStatusDebounceInterval":100,"showSqlEndpoints":true,"enableNotebookDatasetInfoView":true,"defaultTagKeys":{"CLUSTER_NAME":"ClusterName","VENDOR":"Vendor","CLUSTER_TYPE":"ResourceClass","CREATOR":"Creator","CLUSTER_ID":"ClusterId"},"enableClusterAclsByTier":true,"databricksDocsBaseUrl":"https://docs.azuredatabricks.net/","azurePortalLink":"https://portal.azure.com","cloud":"Azure","customSparkVersionPrefix":"custom:","disallowAddingAdmins":false,"enableSparkConfUI":true,"enableClusterEventsUI":true,"featureTier":"STANDARD_W_SEC_TIER","mavenCentralSearchEndpoint":"http://search.maven.org/solrsearch/select","defaultServerlessClusterModel":{"cluster_name":"","node_type_id":"Standard_DS13_v2","spark_version":"latest-stable-scala2.11","num_workers":null,"enable_jdbc_auto_start":true,"custom_tags":{"ResourceClass":"Serverless"},"autoscale":{"min_workers":2,"max_workers":20},"spark_conf":{"spark.databricks.cluster.profile":"serverless","spark.databricks.repl.allowedLanguages":"sql,python,r"},"autotermination_minutes":0,"enable_elastic_disk":true,"default_tags":{"Vendor":"Databricks","Creator":"ivv@adatis.co.uk","ClusterName":null,"ClusterId":""}},"enableClearRevisionHistoryForNotebook":true,"enableOrgSwitcherUI":true,"bitbucketCloudBaseApiV2Url":"https://api.bitbucket.org/2.0","clustersLimit":-1,"enableJdbcImport":true,"enableClusterAppsUIOnNormalClusters":false,"enableElasticDisk":true,"logfiles":"logfiles/","enableRelativeNotebookLinks":true,"enableMultiSelect":true,"homePageLogo":"login/DB_Azure_Lockup_2x.png","enableWebappSharding":true,"enableNotebookParamsEdit":true,"enableClusterDeltaUpdates":true,"enableSingleSignOnLogin":false,"separateTableForJobClusters":true,"ebsVolumeSizeLimitGB":{"GENERAL_PURPOSE_SSD":[100,4096],"THROUGHPUT_OPTIMIZED_HDD":[500,4096]},"enableClusterDeleteUI":true,"enableMountAcls":false,"requireEmailUserName":true,"enableRServerless":true,"frameRateReportIntervalMs":10000,"dbcFeedbackURL":"http://feedback.databricks.com/forums/263785-product-feedback","enableMountAclService":true,"showVersion":false,"serverlessClustersByDefault":false,"collectDetailedFrameRateStats":true,"enableWorkspaceAcls":true,"maxClusterTagKeyLength":512,"gitHash":"","clusterTagReservedPrefixes":["azure","microsoft","windows"],"tableAclsEnabledMap":{"spark.databricks.acl.dfAclsEnabled":"true","spark.databricks.repl.allowedLanguages":"python,sql"},"showWorkspaceFeaturedLinks":true,"signupUrl":"","databricksDocsNotebookPathPrefix":"^https://docs\\.azuredatabricks\\.net/_static/notebooks/.+$","serverlessAttachEbsVolumesByDefault":false,"enableTokensConfig":true,"allowFeedbackForumAccess":true,"frameDurationReportThresholdMs":1000,"enablePythonVersionUI":true,"enableImportFromUrl":true,"allowDisplayHtmlByUrl":true,"enableTokens":true,"enableMiniClusters":false,"enableNewJobList":true,"maxPinnedClustersPerOrg":20,"enableDebugUI":false,"enableStreamingMetricsDashboard":true,"allowNonAdminUsers":true,"enableSingleSignOnByTier":true,"enableJobsRetryOnTimeout":true,"loginLogo":"/login/DB_Azure_Lockup_2x.png","useStandardTierUpgradeTooltips":true,"staticNotebookResourceUrl":"https://databricks-prod-cloudfront.cloud.databricks.com/static/c0a57b890925d4a38b701f56755414e0d7e15ba065243871740ecb804faf39d5/","enableSpotClusterType":true,"enableSparkPackages":true,"checkAadUserInWorkspaceTenant":false,"dynamicSparkVersions":false,"useIframeForHtmlResult":false,"enableClusterTagsUIByTier":true,"enableUserPromptForPendingRpc":true,"enableNotebookHistoryUI":true,"addWhitespaceAfterLastNotebookCell":true,"enableClusterLoggingUI":true,"setDeletedAtForDeletedColumnsOnWebappStart":false,"enableDatabaseDropdownInTableUI":true,"showDebugCounters":false,"enableInstanceProfilesUI":true,"enableFolderHtmlExport":true,"homepageFeaturedLinks":[{"linkURI":"https://docs.azuredatabricks.net/_static/notebooks/azure/gentle-introduction-to-apache-spark-azure.html","displayName":"Introduction to Apache Spark on Databricks","icon":"img/home/Python_icon.svg"},{"linkURI":"https://docs.azuredatabricks.net/_static/notebooks/azure/databricks-for-data-scientists-azure.html","displayName":"Databricks for Data Scientists","icon":"img/home/Scala_icon.svg"},{"linkURI":"https://docs.azuredatabricks.net/_static/notebooks/structured-streaming-python.html","displayName":"Introduction to Structured Streaming","icon":"img/home/Python_icon.svg"}],"enableClusterStart":true,"maxImportFileVersion":5,"enableEBSVolumesUIByTier":true,"enableTableAclService":true,"removeSubCommandCodeWhenExport":true,"upgradeURL":"","maxAutoterminationMinutes":10000,"showResultsFromExternalSearchEngine":true,"autoterminateClustersByDefault":false,"notebookLoadingBackground":"#fff","sshContainerForwardedPort":2200,"enableStaticHtmlImport":true,"enableInstanceProfilesByTier":true,"showForgotPasswordLink":true,"defaultMemoryPerContainerMB":28000,"enablePresenceUI":true,"minAutoterminationMinutes":10,"accounts":true,"useOnDemandClustersByDefault":false,"enableAutoCreateUserUI":true,"defaultCoresPerContainer":4,"showTerminationReason":true,"enableNewClustersGet":true,"showPricePerDBU":true,"showSqlProxyUI":true,"enableNotebookErrorHighlighting":true}; var __DATABRICKS_NOTEBOOK_MODEL = '%7B%22version%22%3A%22NotebookV1%22%2C%22origId%22%3A1379691019282556%2C%22name%22%3A%22Blog%20-%20Nested%20JSON%20Arrays%20in%20Databricks%22%2C%22language%22%3A%22python%22%2C%22commands%22%3A%5B%7B%22version%22%3A%22CommandV1%22%2C%22origId%22%3A1379691019282561%2C%22guid%22%3A%22154497a0-3d19-49fc-8a45-caa1059662e7%22%2C%22subtype%22%3A%22command%22%2C%22commandType%22%3A%22auto%22%2C%22position%22%3A0.5%2C%22command%22%3A%22from%20pyspark.sql.functions%20import%20explode%2C%20col%22%2C%22commandVersion%22%3A0%2C%22state%22%3A%22finished%22%2C%22results%22%3A%7B%22type%22%3A%22html%22%2C%22data%22%3A%22%3Cdiv%20class%3D%5C%22ansiout%5C%22%3E%3C%2Fdiv%3E%22%2C%22arguments%22%3A%7B%7D%2C%22addedWidgets%22%3A%7B%7D%2C%22removedWidgets%22%3A%5B%5D%2C%22datasetInfos%22%3A%5B%5D%7D%2C%22errorSummary%22%3Anull%2C%22error%22%3Anull%2C%22workflows%22%3A%5B%5D%2C%22startTime%22%3A1528377834320%2C%22submitTime%22%3A1528377834203%2C%22finishTime%22%3A1528377834368%2C%22collapsed%22%3Afalse%2C%22bindings%22%3A%7B%7D%2C%22inputWidgets%22%3A%7B%7D%2C%22displayType%22%3A%22table%22%2C%22width%22%3A%22auto%22%2C%22height%22%3A%22auto%22%2C%22xColumns%22%3Anull%2C%22yColumns%22%3Anull%2C%22pivotColumns%22%3Anull%2C%22pivotAggregation%22%3Anull%2C%22customPlotOptions%22%3A%7B%7D%2C%22commentThread%22%3A%5B%5D%2C%22commentsVisible%22%3Afalse%2C%22parentHierarchy%22%3A%5B%5D%2C%22diffInserts%22%3A%5B%5D%2C%22diffDeletes%22%3A%5B%5D%2C%22globalVars%22%3A%7B%7D%2C%22latestUser%22%3A%22a%20user%22%2C%22latestUserId%22%3Anull%2C%22commandTitle%22%3A%22Import%20only%20the%20pyspark%20functions%20that%20we%20need%22%2C%22showCommandTitle%22%3Atrue%2C%22hideCommandCode%22%3Afalse%2C%22hideCommandResult%22%3Afalse%2C%22iPythonMetadata%22%3Anull%2C%22streamStates%22%3A%7B%7D%2C%22nuid%22%3A%223da1c634-7500-4872-9372-4d33707e2fc3%22%7D%2C%7B%22version%22%3A%22CommandV1%22%2C%22origId%22%3A1379691019282562%2C%22guid%22%3A%22456ffc2f-7673-4daf-911e-1dbf060d3eda%22%2C%22subtype%22%3A%22command%22%2C%22commandType%22%3A%22auto%22%2C%22position%22%3A0.75%2C%22command%22%3A%22source_json%20%3D%20%5C%22%5C%22%5C%22%5Cn%7B%5Cn%20%20%20%20%5C%22persons%5C%22%3A%20%5B%5Cn%20%20%20%20%20%20%20%20%7B%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%5C%22name%5C%22%3A%20%5C%22John%5C%22%2C%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%5C%22age%5C%22%3A%2030%2C%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%5C%22cars%5C%22%3A%20%5B%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5C%22name%5C%22%3A%20%5C%22Ford%5C%22%2C%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5C%22models%5C%22%3A%20%5B%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5C%22Fiesta%5C%22%2C%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5C%22Focus%5C%22%2C%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5C%22Mustang%5C%22%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5D%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7D%2C%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5C%22name%5C%22%3A%20%5C%22BMW%5C%22%2C%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5C%22models%5C%22%3A%20%5B%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5C%22320%5C%22%2C%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5C%22X3%5C%22%2C%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5C%22X5%5C%22%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5D%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7D%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%5D%5Cn%20%20%20%20%20%20%20%20%7D%2C%5Cn%20%20%20%20%20%20%20%20%7B%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%5C%22name%5C%22%3A%20%5C%22Peter%5C%22%2C%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%5C%22age%5C%22%3A%2046%2C%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%5C%22cars%5C%22%3A%20%5B%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5C%22name%5C%22%3A%20%5C%22Huyndai%5C%22%2C%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5C%22models%5C%22%3A%20%5B%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5C%22i10%5C%22%2C%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5C%22i30%5C%22%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5D%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7D%2C%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7B%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5C%22name%5C%22%3A%20%5C%22Mercedes%5C%22%2C%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5C%22models%5C%22%3A%20%5B%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5C%22E320%5C%22%2C%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5C%22E63%20AMG%5C%22%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%5D%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%7D%5Cn%20%20%20%20%20%20%20%20%20%20%20%20%5D%5Cn%20%20%20%20%20%20%20%20%7D%5Cn%20%20%20%20%5D%5Cn%7D%5Cn%5C%22%5C%22%5C%22%22%2C%22commandVersion%22%3A0%2C%22state%22%3A%22finished%22%2C%22results%22%3A%7B%22type%22%3A%22html%22%2C%22data%22%3A%22%3Cdiv%20class%3D%5C%22ansiout%5C%22%3E%3C%2Fdiv%3E%22%2C%22arguments%22%3A%7B%7D%2C%22addedWidgets%22%3A%7B%7D%2C%22removedWidgets%22%3A%5B%5D%2C%22datasetInfos%22%3A%5B%5D%7D%2C%22errorSummary%22%3Anull%2C%22error%22%3Anull%2C%22workflows%22%3A%5B%5D%2C%22startTime%22%3A1528377834395%2C%22submitTime%22%3A1528377834204%2C%22finishTime%22%3A1528377834414%2C%22collapsed%22%3Afalse%2C%22bindings%22%3A%7B%7D%2C%22inputWidgets%22%3A%7B%7D%2C%22displayType%22%3A%22table%22%2C%22width%22%3A%22auto%22%2C%22height%22%3A%22auto%22%2C%22xColumns%22%3Anull%2C%22yColumns%22%3Anull%2C%22pivotColumns%22%3Anull%2C%22pivotAggregation%22%3Anull%2C%22customPlotOptions%22%3A%7B%7D%2C%22commentThread%22%3A%5B%5D%2C%22commentsVisible%22%3Afalse%2C%22parentHierarchy%22%3A%5B%5D%2C%22diffInserts%22%3A%5B%5D%2C%22diffDeletes%22%3A%5B%5D%2C%22globalVars%22%3A%7B%7D%2C%22latestUser%22%3A%22a%20user%22%2C%22latestUserId%22%3Anull%2C%22commandTitle%22%3A%22Create%20a%20sample%20JSON%22%2C%22showCommandTitle%22%3Atrue%2C%22hideCommandCode%22%3Afalse%2C%22hideCommandResult%22%3Afalse%2C%22iPythonMetadata%22%3Anull%2C%22streamStates%22%3A%7B%7D%2C%22nuid%22%3A%22fcf920a1-1762-4c1d-b3a8-021e31f4fa04%22%7D%2C%7B%22version%22%3A%22CommandV1%22%2C%22origId%22%3A1379691019282563%2C%22guid%22%3A%22ebed0478-d445-4085-9b4b-6aef41f4974f%22%2C%22subtype%22%3A%22command%22%2C%22commandType%22%3A%22auto%22%2C%22position%22%3A0.875%2C%22command%22%3A%22dbutils.fs.put(%5C%22%2Ftmp%2Fsource.json%5C%22%2C%20source_json%2C%20True)%22%2C%22commandVersion%22%3A0%2C%22state%22%3A%22finished%22%2C%22results%22%3A%7B%22type%22%3A%22html%22%2C%22data%22%3A%22%3Cdiv%20class%3D%5C%22ansiout%5C%22%3EWrote%201074%20bytes.%5Cn%3Cspan%20class%3D%5C%22ansired%5C%22%3EOut%5B%3C%2Fspan%3E%3Cspan%20class%3D%5C%22ansired%5C%22%3E3%3C%2Fspan%3E%3Cspan%20class%3D%5C%22ansired%5C%22%3E%5D%3A%20%3C%2Fspan%3ETrue%5Cn%3C%2Fdiv%3E%22%2C%22arguments%22%3A%7B%7D%2C%22addedWidgets%22%3A%7B%7D%2C%22removedWidgets%22%3A%5B%5D%2C%22datasetInfos%22%3A%5B%5D%7D%2C%22errorSummary%22%3Anull%2C%22error%22%3Anull%2C%22workflows%22%3A%5B%5D%2C%22startTime%22%3A1528377834421%2C%22submitTime%22%3A1528377834224%2C%22finishTime%22%3A1528377834678%2C%22collapsed%22%3Afalse%2C%22bindings%22%3A%7B%7D%2C%22inputWidgets%22%3A%7B%7D%2C%22displayType%22%3A%22table%22%2C%22width%22%3A%22auto%22%2C%22height%22%3A%22auto%22%2C%22xColumns%22%3Anull%2C%22yColumns%22%3Anull%2C%22pivotColumns%22%3Anull%2C%22pivotAggregation%22%3Anull%2C%22customPlotOptions%22%3A%7B%7D%2C%22commentThread%22%3A%5B%5D%2C%22commentsVisible%22%3Afalse%2C%22parentHierarchy%22%3A%5B%5D%2C%22diffInserts%22%3A%5B%5D%2C%22diffDeletes%22%3A%5B%5D%2C%22globalVars%22%3A%7B%7D%2C%22latestUser%22%3A%22a%20user%22%2C%22latestUserId%22%3Anull%2C%22commandTitle%22%3A%22Write%20the%20JSON%20sample%20into%20the%20file%20system%22%2C%22showCommandTitle%22%3Atrue%2C%22hideCommandCode%22%3Afalse%2C%22hideCommandResult%22%3Afalse%2C%22iPythonMetadata%22%3Anull%2C%22streamStates%22%3A%7B%7D%2C%22nuid%22%3A%226e3b4b30-8dc3-4dc7-a599-3022ea70d59a%22%7D%2C%7B%22version%22%3A%22CommandV1%22%2C%22origId%22%3A1379691019282564%2C%22guid%22%3A%22d207f10d-cca2-4f04-aefb-c37acf9e6864%22%2C%22subtype%22%3A%22command%22%2C%22commandType%22%3A%22auto%22%2C%22position%22%3A0.9375%2C%22command%22%3A%22source_df%20%3D%20spark.read.option(%5C%22multiline%5C%22%2C%20%5C%22true%5C%22).json(%5C%22%2Ftmp%2Fsource.json%5C%22)%22%2C%22commandVersion%22%3A0%2C%22state%22%3A%22finished%22%2C%22results%22%3A%7B%22type%22%3A%22html%22%2C%22data%22%3A%22%3Cdiv%20class%3D%5C%22ansiout%5C%22%3E%3C%2Fdiv%3E%22%2C%22arguments%22%3A%7B%7D%2C%22addedWidgets%22%3A%7B%7D%2C%22removedWidgets%22%3A%5B%5D%2C%22datasetInfos%22%3A%5B%7B%22name%22%3A%22source_df%22%2C%22typeStr%22%3A%22pyspark.sql.dataframe.DataFrame%22%2C%22schema%22%3A%7B%22fields%22%3A%5B%7B%22metadata%22%3A%7B%7D%2C%22name%22%3A%22persons%22%2C%22nullable%22%3Atrue%2C%22type%22%3A%7B%22containsNull%22%3Atrue%2C%22elementType%22%3A%7B%22fields%22%3A%5B%7B%22metadata%22%3A%7B%7D%2C%22name%22%3A%22age%22%2C%22nullable%22%3Atrue%2C%22type%22%3A%22long%22%7D%2C%7B%22metadata%22%3A%7B%7D%2C%22name%22%3A%22cars%22%2C%22nullable%22%3Atrue%2C%22type%22%3A%7B%22containsNull%22%3Atrue%2C%22elementType%22%3A%7B%22fields%22%3A%5B%7B%22metadata%22%3A%7B%7D%2C%22name%22%3A%22models%22%2C%22nullable%22%3Atrue%2C%22type%22%3A%7B%22containsNull%22%3Atrue%2C%22elementType%22%3A%22string%22%2C%22type%22%3A%22array%22%7D%7D%2C%7B%22metadata%22%3A%7B%7D%2C%22name%22%3A%22name%22%2C%22nullable%22%3Atrue%2C%22type%22%3A%22string%22%7D%5D%2C%22type%22%3A%22struct%22%7D%2C%22type%22%3A%22array%22%7D%7D%2C%7B%22metadata%22%3A%7B%7D%2C%22name%22%3A%22name%22%2C%22nullable%22%3Atrue%2C%22type%22%3A%22string%22%7D%5D%2C%22type%22%3A%22struct%22%7D%2C%22type%22%3A%22array%22%7D%7D%5D%2C%22type%22%3A%22struct%22%7D%2C%22tableIdentifier%22%3Anull%7D%5D%7D%2C%22errorSummary%22%3Anull%2C%22error%22%3Anull%2C%22workflows%22%3A%5B%5D%2C%22startTime%22%3A1528377834691%2C%22submitTime%22%3A1528377834240%2C%22finishTime%22%3A1528377838859%2C%22collapsed%22%3Afalse%2C%22bindings%22%3A%7B%7D%2C%22inputWidgets%22%3A%7B%7D%2C%22displayType%22%3A%22table%22%2C%22width%22%3A%22auto%22%2C%22height%22%3A%22auto%22%2C%22xColumns%22%3Anull%2C%22yColumns%22%3Anull%2C%22pivotColumns%22%3Anull%2C%22pivotAggregation%22%3Anull%2C%22customPlotOptions%22%3A%7B%7D%2C%22commentThread%22%3A%5B%5D%2C%22commentsVisible%22%3Afalse%2C%22parentHierarchy%22%3A%5B%5D%2C%22diffInserts%22%3A%5B%5D%2C%22diffDeletes%22%3A%5B%5D%2C%22globalVars%22%3A%7B%7D%2C%22latestUser%22%3A%22a%20user%22%2C%22latestUserId%22%3Anull%2C%22commandTitle%22%3A%22Load%20the%20JSON%20file%20into%20a%20dataframe%22%2C%22showCommandTitle%22%3Atrue%2C%22hideCommandCode%22%3Afalse%2C%22hideCommandResult%22%3Afalse%2C%22iPythonMetadata%22%3Anull%2C%22streamStates%22%3A%7B%7D%2C%22nuid%22%3A%22e7492795-5330-47df-9eaf-eeb62e3aa6d4%22%7D%2C%7B%22version%22%3A%22CommandV1%22%2C%22origId%22%3A1379691019282557%2C%22guid%22%3A%22c212a1a1-1e7a-48d2-966d-9f7c6f011f5c%22%2C%22subtype%22%3A%22command%22%2C%22commandType%22%3A%22auto%22%2C%22position%22%3A1.0%2C%22command%22%3A%22%23%20Explode%20all%20persons%20into%20different%20rows%5Cnpersons%20%3D%20source_df.select(explode(%5C%22persons%5C%22).alias(%5C%22persons%5C%22))%5Cn%5Cn%23%20Explode%20all%20car%20brands%20into%20different%20rows%5Cnpersons_cars%20%3D%20persons.select(%5Cn%20%20%20col(%5C%22persons.name%5C%22).alias(%5C%22persons_name%5C%22)%5Cn%20%2C%20col(%5C%22persons.age%5C%22).alias(%5C%22persons_age%5C%22)%5Cn%20%2C%20explode(%5C%22persons.cars%5C%22).alias(%5C%22persons_cars_brands%5C%22)%5Cn%20%2C%20col(%5C%22persons_cars_brands.name%5C%22).alias(%5C%22persons_cars_brand%5C%22)%5Cn)%5Cn%5Cn%23%20Explode%20all%20car%20models%20into%20different%20rows%5Cnpersons_cars_models%20%3D%20persons_cars.select(%5Cn%20%20%20col(%5C%22persons_name%5C%22)%5Cn%20%2C%20col(%5C%22persons_age%5C%22)%5Cn%20%2C%20col(%5C%22persons_cars_brand%5C%22)%5Cn%20%2C%20explode(%5C%22persons_cars_brands.models%5C%22).alias(%5C%22persons_cars_model%5C%22)%5Cn)%22%2C%22commandVersion%22%3A0%2C%22state%22%3A%22finished%22%2C%22results%22%3A%7B%22type%22%3A%22html%22%2C%22data%22%3A%22%3Cdiv%20class%3D%5C%22ansiout%5C%22%3E%3C%2Fdiv%3E%22%2C%22arguments%22%3A%7B%7D%2C%22addedWidgets%22%3A%7B%7D%2C%22removedWidgets%22%3A%5B%5D%2C%22datasetInfos%22%3A%5B%7B%22name%22%3A%22persons%22%2C%22typeStr%22%3A%22pyspark.sql.dataframe.DataFrame%22%2C%22schema%22%3A%7B%22fields%22%3A%5B%7B%22metadata%22%3A%7B%7D%2C%22name%22%3A%22persons%22%2C%22nullable%22%3Atrue%2C%22type%22%3A%7B%22fields%22%3A%5B%7B%22metadata%22%3A%7B%7D%2C%22name%22%3A%22age%22%2C%22nullable%22%3Atrue%2C%22type%22%3A%22long%22%7D%2C%7B%22metadata%22%3A%7B%7D%2C%22name%22%3A%22cars%22%2C%22nullable%22%3Atrue%2C%22type%22%3A%7B%22containsNull%22%3Atrue%2C%22elementType%22%3A%7B%22fields%22%3A%5B%7B%22metadata%22%3A%7B%7D%2C%22name%22%3A%22models%22%2C%22nullable%22%3Atrue%2C%22type%22%3A%7B%22containsNull%22%3Atrue%2C%22elementType%22%3A%22string%22%2C%22type%22%3A%22array%22%7D%7D%2C%7B%22metadata%22%3A%7B%7D%2C%22name%22%3A%22name%22%2C%22nullable%22%3Atrue%2C%22type%22%3A%22string%22%7D%5D%2C%22type%22%3A%22struct%22%7D%2C%22type%22%3A%22array%22%7D%7D%2C%7B%22metadata%22%3A%7B%7D%2C%22name%22%3A%22name%22%2C%22nullable%22%3Atrue%2C%22type%22%3A%22string%22%7D%5D%2C%22type%22%3A%22struct%22%7D%7D%5D%2C%22type%22%3A%22struct%22%7D%2C%22tableIdentifier%22%3Anull%7D%2C%7B%22name%22%3A%22persons_cars%22%2C%22typeStr%22%3A%22pyspark.sql.dataframe.DataFrame%22%2C%22schema%22%3A%7B%22fields%22%3A%5B%7B%22metadata%22%3A%7B%7D%2C%22name%22%3A%22persons_name%22%2C%22nullable%22%3Atrue%2C%22type%22%3A%22string%22%7D%2C%7B%22metadata%22%3A%7B%7D%2C%22name%22%3A%22persons_age%22%2C%22nullable%22%3Atrue%2C%22type%22%3A%22long%22%7D%2C%7B%22metadata%22%3A%7B%7D%2C%22name%22%3A%22persons_cars_brands%22%2C%22nullable%22%3Atrue%2C%22type%22%3A%7B%22fields%22%3A%5B%7B%22metadata%22%3A%7B%7D%2C%22name%22%3A%22models%22%2C%22nullable%22%3Atrue%2C%22type%22%3A%7B%22containsNull%22%3Atrue%2C%22elementType%22%3A%22string%22%2C%22type%22%3A%22array%22%7D%7D%2C%7B%22metadata%22%3A%7B%7D%2C%22name%22%3A%22name%22%2C%22nullable%22%3Atrue%2C%22type%22%3A%22string%22%7D%5D%2C%22type%22%3A%22struct%22%7D%7D%2C%7B%22metadata%22%3A%7B%7D%2C%22name%22%3A%22persons_cars_brand%22%2C%22nullable%22%3Atrue%2C%22type%22%3A%22string%22%7D%5D%2C%22type%22%3A%22struct%22%7D%2C%22tableIdentifier%22%3Anull%7D%2C%7B%22name%22%3A%22persons_cars_models%22%2C%22typeStr%22%3A%22pyspark.sql.dataframe.DataFrame%22%2C%22schema%22%3A%7B%22fields%22%3A%5B%7B%22metadata%22%3A%7B%7D%2C%22name%22%3A%22persons_name%22%2C%22nullable%22%3Atrue%2C%22type%22%3A%22string%22%7D%2C%7B%22metadata%22%3A%7B%7D%2C%22name%22%3A%22persons_age%22%2C%22nullable%22%3Atrue%2C%22type%22%3A%22long%22%7D%2C%7B%22metadata%22%3A%7B%7D%2C%22name%22%3A%22persons_cars_brand%22%2C%22nullable%22%3Atrue%2C%22type%22%3A%22string%22%7D%2C%7B%22metadata%22%3A%7B%7D%2C%22name%22%3A%22persons_cars_model%22%2C%22nullable%22%3Atrue%2C%22type%22%3A%22string%22%7D%5D%2C%22type%22%3A%22struct%22%7D%2C%22tableIdentifier%22%3Anull%7D%5D%7D%2C%22errorSummary%22%3Anull%2C%22error%22%3Anull%2C%22workflows%22%3A%5B%5D%2C%22startTime%22%3A1528377838885%2C%22submitTime%22%3A1528377834256%2C%22finishTime%22%3A1528377839087%2C%22collapsed%22%3Afalse%2C%22bindings%22%3A%7B%7D%2C%22inputWidgets%22%3A%7B%7D%2C%22displayType%22%3A%22table%22%2C%22width%22%3A%22auto%22%2C%22height%22%3A%22auto%22%2C%22xColumns%22%3Anull%2C%22yColumns%22%3Anull%2C%22pivotColumns%22%3Anull%2C%22pivotAggregation%22%3Anull%2C%22customPlotOptions%22%3A%7B%7D%2C%22commentThread%22%3A%5B%5D%2C%22commentsVisible%22%3Afalse%2C%22parentHierarchy%22%3A%5B%5D%2C%22diffInserts%22%3A%5B%5D%2C%22diffDeletes%22%3A%5B%5D%2C%22globalVars%22%3A%7B%7D%2C%22latestUser%22%3A%22a%20user%22%2C%22latestUserId%22%3Anull%2C%22commandTitle%22%3A%22Explode%20all%20nested%20lists%20into%20rows%22%2C%22showCommandTitle%22%3Atrue%2C%22hideCommandCode%22%3Afalse%2C%22hideCommandResult%22%3Afalse%2C%22iPythonMetadata%22%3Anull%2C%22streamStates%22%3A%7B%7D%2C%22nuid%22%3A%2211d78aa5-7c55-4119-9ba3-0e9901c26f3a%22%7D%2C%7B%22version%22%3A%22CommandV1%22%2C%22origId%22%3A1379691019282560%2C%22guid%22%3A%220101cb78-3132-4206-a358-b731a3537248%22%2C%22subtype%22%3A%22command%22%2C%22commandType%22%3A%22auto%22%2C%22position%22%3A3.0%2C%22command%22%3A%22display(persons_cars_models)%22%2C%22commandVersion%22%3A0%2C%22state%22%3A%22finished%22%2C%22results%22%3A%7B%22type%22%3A%22table%22%2C%22data%22%3A%5B%5B%22John%22%2C30%2C%22Ford%22%2C%22Fiesta%22%5D%2C%5B%22John%22%2C30%2C%22Ford%22%2C%22Focus%22%5D%2C%5B%22John%22%2C30%2C%22Ford%22%2C%22Mustang%22%5D%2C%5B%22John%22%2C30%2C%22BMW%22%2C%22320%22%5D%2C%5B%22John%22%2C30%2C%22BMW%22%2C%22X3%22%5D%2C%5B%22John%22%2C30%2C%22BMW%22%2C%22X5%22%5D%2C%5B%22Peter%22%2C46%2C%22Huyndai%22%2C%22i10%22%5D%2C%5B%22Peter%22%2C46%2C%22Huyndai%22%2C%22i30%22%5D%2C%5B%22Peter%22%2C46%2C%22Mercedes%22%2C%22E320%22%5D%2C%5B%22Peter%22%2C46%2C%22Mercedes%22%2C%22E63%20AMG%22%5D%5D%2C%22arguments%22%3A%7B%7D%2C%22addedWidgets%22%3A%7B%7D%2C%22removedWidgets%22%3A%5B%5D%2C%22schema%22%3A%5B%7B%22name%22%3A%22persons_name%22%2C%22type%22%3A%22%5C%22string%5C%22%22%2C%22metadata%22%3A%22%7B%7D%22%7D%2C%7B%22name%22%3A%22persons_age%22%2C%22type%22%3A%22%5C%22long%5C%22%22%2C%22metadata%22%3A%22%7B%7D%22%7D%2C%7B%22name%22%3A%22persons_cars_brand%22%2C%22type%22%3A%22%5C%22string%5C%22%22%2C%22metadata%22%3A%22%7B%7D%22%7D%2C%7B%22name%22%3A%22persons_cars_model%22%2C%22type%22%3A%22%5C%22string%5C%22%22%2C%22metadata%22%3A%22%7B%7D%22%7D%5D%2C%22overflow%22%3Afalse%2C%22aggData%22%3A%5B%5D%2C%22aggSchema%22%3A%5B%5D%2C%22aggOverflow%22%3Afalse%2C%22aggSeriesLimitReached%22%3Afalse%2C%22aggError%22%3A%22%22%2C%22aggType%22%3A%22%22%2C%22plotOptions%22%3Anull%2C%22isJsonSchema%22%3Atrue%2C%22dbfsResultPath%22%3Anull%2C%22datasetInfos%22%3A%5B%5D%2C%22columnCustomDisplayInfos%22%3A%7B%7D%7D%2C%22errorSummary%22%3Anull%2C%22error%22%3Anull%2C%22workflows%22%3A%5B%5D%2C%22startTime%22%3A1528377839096%2C%22submitTime%22%3A1528377834273%2C%22finishTime%22%3A1528377841654%2C%22collapsed%22%3Afalse%2C%22bindings%22%3A%7B%7D%2C%22inputWidgets%22%3A%7B%7D%2C%22displayType%22%3A%22table%22%2C%22width%22%3A%221773%22%2C%22height%22%3A%22344%22%2C%22xColumns%22%3Anull%2C%22yColumns%22%3Anull%2C%22pivotColumns%22%3Anull%2C%22pivotAggregation%22%3Anull%2C%22customPlotOptions%22%3A%7B%7D%2C%22commentThread%22%3A%5B%5D%2C%22commentsVisible%22%3Afalse%2C%22parentHierarchy%22%3A%5B%5D%2C%22diffInserts%22%3A%5B%5D%2C%22diffDeletes%22%3A%5B%5D%2C%22globalVars%22%3A%7B%7D%2C%22latestUser%22%3A%22a%20user%22%2C%22latestUserId%22%3Anull%2C%22commandTitle%22%3A%22Display%20the%20flattened%20data%22%2C%22showCommandTitle%22%3Atrue%2C%22hideCommandCode%22%3Afalse%2C%22hideCommandResult%22%3Afalse%2C%22iPythonMetadata%22%3Anull%2C%22streamStates%22%3A%7B%7D%2C%22nuid%22%3A%226bd284df-6c41-454d-b241-55a356b0bfdf%22%7D%5D%2C%22dashboards%22%3A%5B%5D%2C%22guid%22%3A%22c54c9e3f-f940-4b32-8bd6-41fbcd1dd131%22%2C%22globalVars%22%3A%7B%7D%2C%22iPythonMetadata%22%3Anull%2C%22inputWidgets%22%3A%7B%7D%7D'; 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] ); } });