pyspark sql
This commit is contained in:
CC
4
.gitignore
vendored
4
.gitignore
vendored
@@ -189,3 +189,7 @@ ipython_config.py
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# git rm -r .ipynb_checkpoints/
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spark-warehouse
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*.jar
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.env
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@@ -5,5 +5,7 @@ description = "Add your description here"
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readme = "README.md"
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requires-python = ">=3.13"
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dependencies = [
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"dotenv>=0.9.9",
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"pyspark>=4.2.0",
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"sqlalchemy>=2.1.5",
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]
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212
spotify.ipynb
212
spotify.ipynb
@@ -2,7 +2,7 @@
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 459,
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"execution_count": null,
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"id": "e9bf1d26",
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"metadata": {},
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"outputs": [],
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@@ -10,12 +10,14 @@
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"from pyspark.sql import SparkSession, DataFrame\n",
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"from pyspark.sql import functions as F\n",
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"from pathlib import Path\n",
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"import glob"
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"import glob\n",
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"import os\n",
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"from dotenv import load_dotenv, find_dotenv"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 460,
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"execution_count": 2,
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"id": "11bb5dc2",
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"metadata": {},
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"outputs": [],
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@@ -25,11 +27,11 @@
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"BASE = Path.cwd() / \"ingest\"\n",
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"\n",
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"def start_spark(app_name):\n",
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" spark = SparkSession.builder.appName(app_name).getOrCreate()\n",
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" spark.sparkContext.setLogLevel(\"ERROR\")\n",
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" jar_path = str(Path.cwd() / \"postgresql.jar\")\n",
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" spark = SparkSession.builder.appName(app_name).config(\"spark.jars\", jar_path).config(\"spark.driver.extraClassPath\", jar_path).getOrCreate()\n",
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" spark.sparkContext.setLogLevel(\"WARN\")\n",
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" return spark\n",
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"\n",
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"\n",
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"def music_source_paths():\n",
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" return sorted(glob.glob(str(BASE / \"*_sesh\" / \"*.json\")))\n",
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"\n",
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@@ -54,7 +56,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 461,
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"execution_count": 3,
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"id": "a898326e",
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"metadata": {},
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"outputs": [],
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@@ -121,7 +123,47 @@
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},
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{
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"cell_type": "code",
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"execution_count": 462,
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"execution_count": 4,
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"id": "817475cf",
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"metadata": {},
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"outputs": [],
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"source": [
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" ## Load ##\n",
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"def get_jdbc_config():\n",
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" \"\"\"Load env vars and return a Postgres URL\"\"\"\n",
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" load_dotenv(find_dotenv())\n",
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" \n",
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" username=os.getenv(\"DATABASE_USERNAME\")\n",
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" password=os.getenv(\"DATABASE_PASSWORD\")\n",
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" host=os.getenv(\"DATABASE_IP\")\n",
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" port=int(os.getenv(\"DATABASE_PORT\", 5432))\n",
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" database=os.getenv(\"DATABASE_NAME\")\n",
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" \n",
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" missing = [k for k, v in {\n",
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" \"DATABASE_USERNAME\": username,\n",
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" \"DATABASE_PASSWORD\": password,\n",
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" \"DATABASE_IP\": host,\n",
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" \"DATABASE_NAME\": database,}.items() if not v]\n",
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" if missing:\n",
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" raise ValueError(f\"Missing env vars: {missing}\")\n",
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"\n",
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" url = f\"jdbc:postgresql://{host}:{port}/{database}\"\n",
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" properties = {\n",
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" \"user\": username,\n",
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" \"password\": password,\n",
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" \"driver\": \"org.postgresql.Driver\"\n",
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" }\n",
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" return url, properties\n",
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"\n",
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"def load_data(df, table_name):\n",
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" \"\"\"Load the data into the database.\"\"\"\n",
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" url, properties = get_jdbc_config()\n",
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" df.write.jdbc(url=url, table=table_name, mode=\"overwrite\", properties=properties)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "c609291c",
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"metadata": {},
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"outputs": [],
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@@ -143,71 +185,69 @@
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},
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{
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"cell_type": "code",
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"execution_count": 463,
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"execution_count": 6,
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"id": "4cc14bd0",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"WARNING: Using incubator modules: jdk.incubator.vector\n",
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"Using Spark's default log4j profile: org/apache/spark/log4j2-defaults.properties\n",
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"26/10/18 17:36:31 WARN Utils: Your hostname, MacBook-Neo-232.local, resolves to a loopback address: 127.0.0.1; using 192.168.10.130 instead (on interface en0)\n",
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"26/10/18 17:36:31 WARN Utils: Set SPARK_LOCAL_IP if you need to bind to another address\n",
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"26/10/18 17:36:32 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n",
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"Using Spark's default log4j profile: org/apache/spark/log4j2-defaults.properties\n",
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"Setting default log level to \"WARN\".\n",
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"To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"+------------+------------+-----------------+--------------+-----------------+--------------------------------+---------------------------------+--------------------------+---------+-------+-----------------+--------+--------------------+------------+-------+-------+-------------------+--------------------+--------------------+--------------------+--------+\n",
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"|conn_country|episode_name|episode_show_name|incognito_mode|ip_addr_decrypted|master_metadata_album_album_name|master_metadata_album_artist_name|master_metadata_track_name|ms_played|offline|offline_timestamp|platform| reason_end|reason_start|shuffle|skipped|spotify_episode_uri| spotify_track_uri| ts|user_agent_decrypted|username|\n",
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"+------------+------------+-----------------+--------------+-----------------+--------------------------------+---------------------------------+--------------------------+---------+-------+-----------------+--------+--------------------+------------+-------+-------+-------------------+--------------------+--------------------+--------------------+--------+\n",
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"| GB| NULL| NULL| false| 31.94.22.158| Last Day Of Summer| Summer Walker| Girls Need Love| 80505| false| 1680818230| ios|unexpected-exit-w...| trackdone| true| false| NULL|spotify:track:644...|2023-04-06T21:58:31Z| unknown| csm3-us|\n",
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"+------------+------------+-----------------+--------------+-----------------+--------------------------------+---------------------------------+--------------------------+---------+-------+-----------------+--------+--------------------+------------+-------+-------+-------------------+--------------------+--------------------+--------------------+--------+\n",
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"only showing top 1 row\n",
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"+------------------+-------------+---------------+---------+-------+-------------------+--------+--------------------+------------+-------+-------+--------------------+-------------------+--------+--------+----------+------------+------------+\n",
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"| album_name| artist_name| track_name|ms_played|offline| offline_timestamp|platform| reason_end|reason_start|shuffle|skipped| track_uri| ts|username| time| date|offline_time|offline_date|\n",
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"+------------------+-------------+---------------+---------+-------+-------------------+--------+--------------------+------------+-------+-------+--------------------+-------------------+--------+--------+----------+------------+------------+\n",
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"|Last Day Of Summer|Summer Walker|Girls Need Love| 1.34| false|2023-04-06 22:57:10| ios|unexpected-exit-w...| trackdone| true| false|spotify:track:644...|2023-04-06 22:58:31| csm3-us|22:58:31|2023-04-06| 22:57:10| 2023-04-06|\n",
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"|Last Day Of Summer|Summer Walker|Girls Need Love| 0.17| false|2023-04-07 12:39:00| ios| endplay| appload| true| true|spotify:track:644...|2023-04-07 12:39:14| csm3-us|12:39:14|2023-04-07| 12:39:00| 2023-04-07|\n",
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"+------------------+-------------+---------------+---------+-------+-------------------+--------+--------------------+------------+-------+-------+--------------------+-------------------+--------+--------+----------+------------+------------+\n",
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"only showing top 2 rows\n",
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"root\n",
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" |-- album_name: string (nullable = true)\n",
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" |-- artist_name: string (nullable = true)\n",
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" |-- track_name: string (nullable = true)\n",
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" |-- ms_played: double (nullable = true)\n",
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" |-- offline: boolean (nullable = true)\n",
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" |-- offline_timestamp: timestamp (nullable = true)\n",
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" |-- platform: string (nullable = true)\n",
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" |-- reason_end: string (nullable = true)\n",
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" |-- reason_start: string (nullable = true)\n",
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" |-- shuffle: boolean (nullable = true)\n",
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" |-- skipped: boolean (nullable = true)\n",
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" |-- track_uri: string (nullable = true)\n",
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" |-- ts: timestamp (nullable = true)\n",
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" |-- username: string (nullable = true)\n",
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" |-- time: string (nullable = true)\n",
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" |-- date: string (nullable = true)\n",
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" |-- offline_time: string (nullable = true)\n",
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" |-- offline_date: string (nullable = true)\n",
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"\n",
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" Raw DF Rows: 105477\n",
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" Transformed DF Rows: 102626\n",
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" Row difference is 2851\n"
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"/Users/carlacastillo/Documents/Gitea/media_ml/postgresql.jar\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"26/10/18 17:36:36 WARN SparkStringUtils: Truncated the string representation of a plan since it was too large. This behavior can be adjusted by setting 'spark.sql.debug.maxToStringFields'.\n",
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" \r"
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]
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}
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],
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"source": [
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" ## MAIN ## \n",
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"\n",
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"# app_name = \"ml_media\"\n",
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"# spark = start_spark(app_name)\n",
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"\n",
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"# raw_df = read_json(spark, music_source_paths())\n",
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"# raw_df.show(1)\n",
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"\n",
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"# transformed_df = clean_track_df(raw_df)\n",
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"# # print(transformed_df.tail(5))\n",
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"# # transformed_df.printSchema()\n",
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"\n",
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"# print(f\" Raw DF Rows: {raw_df.count()}\")\n",
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"# print(f\" Transformed DF Rows: {transformed_df.count()}\")\n",
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"# print(f\" Row difference is {raw_df.count() - transformed_df.count()}\") \n",
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"\n",
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"\n",
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"def main():\n",
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" app_name = \"ml_media\"\n",
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" spark = start_spark(app_name)\n",
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"\n",
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" print(spark.conf.get(\"spark.jars\", \"NOT SET\"))\n",
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" table_name = \"spotify_data\"\n",
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" raw_df = read_json(spark, music_source_paths())\n",
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"raw_df.show(1)\n",
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"\n",
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" transformed_df = clean_track_df(raw_df)\n",
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"transformed_df.show(2)\n",
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"transformed_df.printSchema()\n",
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"\n",
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"print(f\" Raw DF Rows: {raw_df.count()}\")\n",
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"print(f\" Transformed DF Rows: {transformed_df.count()}\")\n",
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"print(f\" Row difference is {raw_df.count() - transformed_df.count()}\") \n",
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"\n",
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"spark.stop()\n",
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" load_data(transformed_df, table_name)\n",
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" spark.stop\n",
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"if __name__ == \"__main__\":\n",
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" main()\n",
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"\n",
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"\n",
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"# transformed_df.groupBy(\"username\").count().show()"
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@@ -215,61 +255,19 @@
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},
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{
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"cell_type": "code",
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"execution_count": 215,
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"execution_count": 7,
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"id": "faa6a8cb",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7\n",
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"21\n",
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"-RECORD 0----------------------\n",
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" conn_country | 0 \n",
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" episode_name | 105093 \n",
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" episode_show_name | 105093 \n",
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" incognito_mode | 0 \n",
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" ip_addr_decrypted | 4492 \n",
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" album_name | 2851 \n",
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" artist_name | 2851 \n",
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" track_name | 2851 \n",
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" ms_played | 0 \n",
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" offline | 279 \n",
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" offline_timestamp | 2 \n",
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" platform | 0 \n",
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" reason_end | 4490 \n",
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" reason_start | 0 \n",
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" shuffle | 0 \n",
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" skipped | 44457 \n",
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" spotify_episode_uri | 105093 \n",
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" spotify_track_uri | 2851 \n",
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" ts | 0 \n",
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" user_agent_decrypted | 24700 \n",
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" username | 0 \n",
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"\n",
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"+------------+------------+-----------------+--------------+-----------------+--------------------------------+---------------------------------+--------------------------+---------+-------+-----------------+--------+--------------------+------------+-------+-------+-------------------+--------------------+--------------------+--------------------+--------+\n",
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"|conn_country|episode_name|episode_show_name|incognito_mode|ip_addr_decrypted|master_metadata_album_album_name|master_metadata_album_artist_name|master_metadata_track_name|ms_played|offline|offline_timestamp|platform| reason_end|reason_start|shuffle|skipped|spotify_episode_uri| spotify_track_uri| ts|user_agent_decrypted|username|\n",
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"+------------+------------+-----------------+--------------+-----------------+--------------------------------+---------------------------------+--------------------------+---------+-------+-----------------+--------+--------------------+------------+-------+-------+-------------------+--------------------+--------------------+--------------------+--------+\n",
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"| GB| NULL| NULL| false| 31.94.22.158| Last Day Of Summer| Summer Walker| Girls Need Love| 80505| false| 1680818230| ios|unexpected-exit-w...| trackdone| true| false| NULL|spotify:track:644...|2023-04-06T21:58:31Z| unknown| csm3-us|\n",
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"| GB| NULL| NULL| false| 31.94.22.158| Last Day Of Summer| Summer Walker| Girls Need Love| 10100| false| 1680867540| ios| endplay| appload| true| true| NULL|spotify:track:644...|2023-04-07T11:39:14Z| unknown| csm3-us|\n",
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"| GB| NULL| NULL| false| 31.94.22.158| Famouz| JHAYCO| No Me Conoce - Remix| 309120| false| 1680867555| ios| trackdone| clickrow| true| false| NULL|spotify:track:2be...|2023-04-07T11:45:50Z| unknown| csm3-us|\n",
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"| GB| NULL| NULL| false| 31.94.22.158| 4K| El Alfa| 4K| 201500| false| 1680867951| ios| trackdone| trackdone| true| false| NULL|spotify:track:4xI...|2023-04-07T11:49:12Z| unknown| csm3-us|\n",
|
||||
"| GB| NULL| NULL| false| 31.94.22.158| Sauce Boyz 2| Eladio Carrion| No Te Deseo el Mal| 18282| false| 1680868153| ios| fwdbtn| trackdone| true| true| NULL|spotify:track:3HQ...|2023-04-07T11:49:32Z| unknown| csm3-us|\n",
|
||||
"+------------+------------+-----------------+--------------+-----------------+--------------------------------+---------------------------------+--------------------------+---------+-------+-----------------+--------+--------------------+------------+-------+-------+-------------------+--------------------+--------------------+--------------------+--------+\n",
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||||
"only showing top 5 rows\n",
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||||
"Original Rows 105477\n",
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||||
"+------------+------------+-----------------+--------------+------------------+--------------+--------------------+---------+-------+-----------------+--------+--------------------+------------+-------+-------+-----------+--------------------+--------------------+--------+\n",
|
||||
"|conn_country|episode_name|episode_show_name|incognito_mode| album_name| artist_name| track_name|ms_played|offline|offline_timestamp|platform| reason_end|reason_start|shuffle|skipped|episode_uri| spotify_track_uri| ts|username|\n",
|
||||
"+------------+------------+-----------------+--------------+------------------+--------------+--------------------+---------+-------+-----------------+--------+--------------------+------------+-------+-------+-----------+--------------------+--------------------+--------+\n",
|
||||
"| GB| NULL| NULL| false|Last Day Of Summer| Summer Walker| Girls Need Love| 80505| false| 1680818230| ios|unexpected-exit-w...| trackdone| true| false| NULL|spotify:track:644...|2023-04-06T21:58:31Z| csm3-us|\n",
|
||||
"| GB| NULL| NULL| false|Last Day Of Summer| Summer Walker| Girls Need Love| 10100| false| 1680867540| ios| endplay| appload| true| true| NULL|spotify:track:644...|2023-04-07T11:39:14Z| csm3-us|\n",
|
||||
"| GB| NULL| NULL| false| Famouz| JHAYCO|No Me Conoce - Remix| 309120| false| 1680867555| ios| trackdone| clickrow| true| false| NULL|spotify:track:2be...|2023-04-07T11:45:50Z| csm3-us|\n",
|
||||
"| GB| NULL| NULL| false| 4K| El Alfa| 4K| 201500| false| 1680867951| ios| trackdone| trackdone| true| false| NULL|spotify:track:4xI...|2023-04-07T11:49:12Z| csm3-us|\n",
|
||||
"| GB| NULL| NULL| false| Sauce Boyz 2|Eladio Carrion| No Te Deseo el Mal| 18282| false| 1680868153| ios| fwdbtn| trackdone| true| true| NULL|spotify:track:3HQ...|2023-04-07T11:49:32Z| csm3-us|\n",
|
||||
"+------------+------------+-----------------+--------------+------------------+--------------+--------------------+---------+-------+-----------------+--------+--------------------+------------+-------+-------+-----------+--------------------+--------------------+--------+\n",
|
||||
"only showing top 5 rows\n",
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||||
"Track Rows 102626\n"
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||||
"ename": "NameError",
|
||||
"evalue": "name 'music_df' is not defined",
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||||
"output_type": "error",
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"traceback": [
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||||
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
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||||
"\u001b[31mNameError\u001b[39m Traceback (most recent call last)",
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||||
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[7]\u001b[39m\u001b[32m, line 2\u001b[39m\n\u001b[32m 1\u001b[39m \u001b[38;5;66;03m## Potential Test Help\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m2\u001b[39m print(metadata_df(music_df).rdd.getNumPartitions()) \u001b[38;5;66;03m# Partitions for Pyspark\u001b[39;00m\n\u001b[32m 3\u001b[39m print(len(metadata_df(music_df).columns)) \u001b[38;5;66;03m# # of columns in JSON\u001b[39;00m\n\u001b[32m 4\u001b[39m null_counts = null_counts_by_column(metadata_df(music_df)) \u001b[38;5;66;03m# Null counts by column\u001b[39;00m\n\u001b[32m 5\u001b[39m null_counts.show(vertical=\u001b[38;5;28;01mTrue\u001b[39;00m) \u001b[38;5;66;03m# Print Null counts by column_df\u001b[39;00m\n",
|
||||
"\u001b[31mNameError\u001b[39m: name 'music_df' is not defined"
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||||
]
|
||||
}
|
||||
],
|
||||
|
||||
99
uv.lock
generated
99
uv.lock
generated
@@ -2,16 +2,33 @@ version = 1
|
||||
revision = 3
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||||
requires-python = ">=3.13"
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||||
|
||||
[[package]]
|
||||
name = "dotenv"
|
||||
version = "0.9.9"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
dependencies = [
|
||||
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Reference in New Issue
Block a user