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216 changes: 216 additions & 0 deletions sql/spark-sql-example.ipynb
Original file line number Diff line number Diff line change
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Intitializing Scala interpreter ..."
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"Spark Web UI available at http://51d2d7955110:4040\n",
"SparkContext available as 'sc' (version = 3.0.0, master = local[*], app id = local-1599854411921)\n",
"SparkSession available as 'spark'\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"root\n",
" |-- address: array (nullable = true)\n",
" | |-- element: struct (containsNull = true)\n",
" | | |-- city: string (nullable = true)\n",
" | | |-- city_aa: string (nullable = true)\n",
" | | |-- country: string (nullable = true)\n",
" | | |-- country_aa: string (nullable = true)\n",
" | | |-- extension: array (nullable = true)\n",
" | | | |-- element: struct (containsNull = true)\n",
" | | | | |-- parent: string (nullable = true)\n",
" | | | | |-- url: string (nullable = true)\n",
" | | | | |-- valueDecimal: double (nullable = true)\n",
" | | |-- line: array (nullable = true)\n",
" | | | |-- element: string (containsNull = true)\n",
" | | |-- line_aa: array (nullable = true)\n",
" | | | |-- element: string (containsNull = true)\n",
" | | |-- postalCode: string (nullable = true)\n",
" | | |-- postalCode_aa: string (nullable = true)\n",
" | | |-- state: string (nullable = true)\n",
" | | |-- state_aa: string (nullable = true)\n",
" |-- birthDate: string (nullable = true)\n",
" |-- birthDate_aa: struct (nullable = true)\n",
" | |-- end: string (nullable = true)\n",
" | |-- start: string (nullable = true)\n",
" |-- communication: array (nullable = true)\n",
" | |-- element: struct (containsNull = true)\n",
" | | |-- language: struct (nullable = true)\n",
" | | | |-- coding: array (nullable = true)\n",
" | | | | |-- element: struct (containsNull = true)\n",
" | | | | | |-- code: string (nullable = true)\n",
" | | | | | |-- display: string (nullable = true)\n",
" | | | | | |-- display_aa: string (nullable = true)\n",
" | | | | | |-- system: string (nullable = true)\n",
" | | | |-- text: string (nullable = true)\n",
" | | | |-- text_aa: string (nullable = true)\n",
" |-- deceasedDateTime: timestamp (nullable = true)\n",
" |-- deceasedDateTime_aa: struct (nullable = true)\n",
" | |-- end: string (nullable = true)\n",
" | |-- start: string (nullable = true)\n",
" |-- extension: array (nullable = true)\n",
" | |-- element: struct (containsNull = true)\n",
" | | |-- parent: string (nullable = true)\n",
" | | |-- url: string (nullable = true)\n",
" | | |-- valueAddress: struct (nullable = true)\n",
" | | | |-- city: string (nullable = true)\n",
" | | | |-- city_aa: string (nullable = true)\n",
" | | | |-- country: string (nullable = true)\n",
" | | | |-- country_aa: string (nullable = true)\n",
" | | | |-- state: string (nullable = true)\n",
" | | | |-- state_aa: string (nullable = true)\n",
" | | |-- valueCode: string (nullable = true)\n",
" | | |-- valueCoding: struct (nullable = true)\n",
" | | | |-- code: string (nullable = true)\n",
" | | | |-- display: string (nullable = true)\n",
" | | | |-- display_aa: string (nullable = true)\n",
" | | | |-- system: string (nullable = true)\n",
" | | |-- valueDecimal: double (nullable = true)\n",
" | | |-- valueString: string (nullable = true)\n",
" | | |-- valueString_aa: string (nullable = true)\n",
" |-- gender: string (nullable = true)\n",
" |-- id: string (nullable = true)\n",
" |-- id_prev_aa: string (nullable = true)\n",
" |-- identifier: array (nullable = true)\n",
" | |-- element: struct (containsNull = true)\n",
" | | |-- system: string (nullable = true)\n",
" | | |-- type: struct (nullable = true)\n",
" | | | |-- coding: array (nullable = true)\n",
" | | | | |-- element: struct (containsNull = true)\n",
" | | | | | |-- code: string (nullable = true)\n",
" | | | | | |-- display: string (nullable = true)\n",
" | | | | | |-- display_aa: string (nullable = true)\n",
" | | | | | |-- system: string (nullable = true)\n",
" | | | |-- text: string (nullable = true)\n",
" | | | |-- text_aa: string (nullable = true)\n",
" | | |-- value: string (nullable = true)\n",
" | | |-- value_aa: string (nullable = true)\n",
" |-- maritalStatus: struct (nullable = true)\n",
" | |-- coding: array (nullable = true)\n",
" | | |-- element: struct (containsNull = true)\n",
" | | | |-- code: string (nullable = true)\n",
" | | | |-- display: string (nullable = true)\n",
" | | | |-- display_aa: string (nullable = true)\n",
" | | | |-- system: string (nullable = true)\n",
" | |-- text: string (nullable = true)\n",
" | |-- text_aa: string (nullable = true)\n",
" |-- multipleBirthBoolean: boolean (nullable = true)\n",
" |-- multipleBirthInteger: long (nullable = true)\n",
" |-- name: array (nullable = true)\n",
" | |-- element: struct (containsNull = true)\n",
" | | |-- family: string (nullable = true)\n",
" | | |-- family_aa: string (nullable = true)\n",
" | | |-- given: array (nullable = true)\n",
" | | | |-- element: string (containsNull = true)\n",
" | | |-- given_aa: array (nullable = true)\n",
" | | | |-- element: string (containsNull = true)\n",
" | | |-- prefix: array (nullable = true)\n",
" | | | |-- element: string (containsNull = true)\n",
" | | |-- prefix_aa: array (nullable = true)\n",
" | | | |-- element: string (containsNull = true)\n",
" | | |-- suffix: array (nullable = true)\n",
" | | | |-- element: string (containsNull = true)\n",
" | | |-- suffix_aa: array (nullable = true)\n",
" | | | |-- element: string (containsNull = true)\n",
" | | |-- use: string (nullable = true)\n",
" |-- resourceType: string (nullable = true)\n",
" |-- telecom: array (nullable = true)\n",
" | |-- element: struct (containsNull = true)\n",
" | | |-- system: string (nullable = true)\n",
" | | |-- use: string (nullable = true)\n",
" | | |-- value: string (nullable = true)\n",
" | | |-- value_aa: string (nullable = true)\n",
"\n"
]
},
{
"data": {
"text/plain": [
"import spark.implicits._\n",
"path: String = /home/jovyan/work/etl/output/annotated/Patient.ndjson\n",
"Patient: org.apache.spark.sql.DataFrame = [address: array<struct<city:string,city_aa:string,country:string,country_aa:string,extension:array<struct<parent:string,url:string,valueDecimal:double>>,line:array<string>,line_aa:array<string>,postalCode:string,postalCode_aa:string,state:string,state_aa:string>>, birthDate: string ... 15 more fields]\n"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"// git clone https://github.com/sync-for-science/a3 \n",
"// docker run --rm -p 8888:8888 -v $(pwd):/home/jovyan/work jupyter/all-spark-notebook\n",
Comment on lines +160 to +161
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This bit is the actual "how do I run it" instructions. Maybe worth pulling out into a README ;-)

"\n",
"import spark.implicits._\n",
"val path = \"/home/jovyan/work/etl/output/annotated/Patient.ndjson\"\n",
"val Patient = spark.read.json(path)\n",
"Patient.printSchema()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"res1: org.apache.spark.sql.DataFrame = [count(1): bigint]\n"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Patient.createOrReplaceTempView(\"Patient\")\n",
"\n",
"spark.sql(\"create or replace temporary view pv as (SELECT count(*) FROM Patient)\")\n",
"spark.sql(\"SELECT * FROM pv\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "spylon-kernel",
"language": "scala",
"name": "spylon-kernel"
},
"language_info": {
"codemirror_mode": "text/x-scala",
"file_extension": ".scala",
"help_links": [
{
"text": "MetaKernel Magics",
"url": "https://metakernel.readthedocs.io/en/latest/source/README.html"
}
],
"mimetype": "text/x-scala",
"name": "scala",
"pygments_lexer": "scala",
"version": "0.4.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}