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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "# Chapter 4: Collecting a Displaying Records\n", "\n", "In this chapter, our first agile sprint, we climb level 1 of the data-value pyramid (Figure 4-1). We will connect, or plumb, the parts of our data pipeline all the way through from raw data to a web application on a user’s screen. This will enable a single developer to publish raw data records on the web. In doing so, we will activate our stack against our real data, thereby connecting our application to the reality of our data and our users.\n", "\n", "![ads2_0401.png](attachment:ads2_0401.png)\n", "\n", "If you already have a popular application, this step may seem confusing in that you already have the individual (or atomic) records displaying in your application. The point of this step, then, is to pipe these records through your analytical pipeline to bulk storage and then on to a browser. Bulk storage provides access for further processing via ETL (extract, transform, load) or some other means.\n", "\n", "This first stage of the data-value pyramid can proceed relatively quickly, so we can get on to higher levels of value. Note that we will return to this step frequently as we enrich our analysis with additional datasets. We’ll make each new dataset explorable as we go. We’ll be doing this throughout the book as we work through the higher-level steps. The data-value pyramid is something you step up and down in as you do your analysis and get feedback from users. This setup and these browsable records set the stage for further advances up the data-value pyramid as our complexity and value snowball." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Putting It All Together\n", "\n", "Setting up our stack was a bit of work. The good news is, with this stack, we don’t have to repeat this work as soon as we start to see load from users on our system increase and our stack needs to scale. Instead, we’ll be free to continue to iterate and improve our product from now on.\n", "\n", "Now, let’s work with some atomic records—on-time records for each flight originating in the US in 2015—to see how the stack works for us.\n", "\n", "_Note: An atomic record is a base record, the most granular of the events you will be analyzing. We might aggregate, count, slice, and dice atomic records, but they are indivisible. As such, they represent ground truth to us, and working with atomic records is essential to plugging into the reality of our data and our application. The point of big data is to be able to analyze the most granular data using NoSQL tools to reach a deeper level of understanding than was previously possible._" ] }, { "attachments": { "ads2_0402.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "## Collecting and Serializing Flight Data\n", "\n", "You can see the process of collecting and serializing events in the image below. \n", "\n", "![ads2_0402.png](attachment:ads2_0402.png)\n", "\n", "In this case, we have downloaded the core data that we’ll use for the remainder of the book using a script, [download.sh](../download.sh):\n", "\n", "```bash\n", "# Get on-time records for all flights in 2015 - 273MB\n", "wget -P data/ \\\n", " http://s3.amazonaws.com/agile_data_science/ \\\n", " On_Time_On_Time_Performance_2015.csv.bz2\n", "\n", "# Get openflights data\n", "wget -P /tmp/ \\\n", " https://raw.githubusercontent.com/jpatokal/openflights/ \\\n", " master/data/airports.dat\n", "mv /tmp/airports.dat data/airports.csv\n", "\n", "wget -P /tmp/ \\\n", " https://raw.githubusercontent.com/jpatokal/openflights/ \\\n", " master/data/airlines.dat\n", "mv /tmp/airlines.dat data/airlines.csv\n", "\n", "wget -P /tmp/ \\\n", " https://raw.githubusercontent.com/jpatokal/openflights/ \\\n", " master/data/routes.dat\n", "mv /tmp/routes.dat data/routes.csv\n", "\n", "wget -P /tmp/ \\\n", " https://raw.githubusercontent.com/jpatokal/openflights/ \\\n", " master/data/countries.dat\n", "mv /tmp/countries.dat data/countries.csv\n", "\n", "# Get FAA data\n", "wget -P data/ http://av-info.faa.gov/data/ACRef/tab/aircraft.txt\n", "wget -P data/ http://av-info.faa.gov/data/ACRef/tab/ata.txt\n", "wget -P data/ http://av-info.faa.gov/data/ACRef/tab/compt.txt\n", "wget -P data/ http://av-info.faa.gov/data/ACRef/tab/engine.txt\n", "wget -P data/ http://av-info.faa.gov/data/ACRef/tab/prop.txt\n", "```\n", "\n", "This has been run before you in advance. You don't have to run it." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Processing On-Time Flight Records\n", "\n", "To get started, we’ll trim the unneeded fields from our on-time flight records and convert them to Parquet format. This will improve performance when loading this data, something we’ll be doing throughout the book. In practice, you would want to retain all the values that might be of interest in the future. Note that there is a bug in the inferSchema option of spark-csv, so we’ll have to cast the numeric fields manually before saving our converted data.\n", "\n", "If you want to make sense of the following query, take a look at the Bureau of Transportation Statistics description of the data, On-Time Performance records (this data was introduced in Chapter 3).\n", "\n", "### Initializing PySpark\n", "\n", "Run the following code to initialize PySpark:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PySpark initialized...\n" ] } ], "source": [ "# Initialize PySpark\n", "APP_NAME = \"Introducing PySpark\"\n", "\n", "# If there is no SparkSession, create the environment\n", "try:\n", " sc and spark\n", "except NameError as e:\n", " import findspark\n", " findspark.init()\n", " import pyspark\n", " import pyspark.sql\n", "\n", " sc = pyspark.SparkContext()\n", " spark = pyspark.sql.SparkSession(sc).builder.appName(APP_NAME).getOrCreate()\n", "\n", "print(\"PySpark initialized...\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Trimming Fields\n", "\n", "Run the following code to trim the data to just the fields we will need:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "+----+-------+-----+----------+---------+----------+-------+-------+---------+------+--------------------+-----------+----+--------------------+---------+-------+--------+---------------+-------+------+---------+--------+-------+--------+---------------+---------+--------+-----------------+-------+-------+--------+------------+------------+--------+-------------+-----------------+----------+----------+\n", "|Year|Quarter|Month|DayofMonth|DayOfWeek|FlightDate|Carrier|TailNum|FlightNum|Origin| OriginCityName|OriginState|Dest| DestCityName|DestState|DepTime|DepDelay|DepDelayMinutes|TaxiOut|TaxiIn|WheelsOff|WheelsOn|ArrTime|ArrDelay|ArrDelayMinutes|Cancelled|Diverted|ActualElapsedTime|AirTime|Flights|Distance|CarrierDelay|WeatherDelay|NASDelay|SecurityDelay|LateAircraftDelay|CRSDepTime|CRSArrTime|\n", "+----+-------+-----+----------+---------+----------+-------+-------+---------+------+--------------------+-----------+----+--------------------+---------+-------+--------+---------------+-------+------+---------+--------+-------+--------+---------------+---------+--------+-----------------+-------+-------+--------+------------+------------+--------+-------------+-----------------+----------+----------+\n", "|2015| 1| 1| 1| 4|2015-01-01| AA| N001AA| 1519| DFW|Dallas/Fort Worth...| TX| MEM| Memphis, TN| TN| 1342| -3.0| 0| 16.0| 7.0| 1358| 1457| 1504| -6.0| 0.0| 0| 0| 82.0| 59.0| 1| 432.0| null| null| null| null| null| 1345| 1510|\n", "|2015| 1| 1| 1| 4|2015-01-01| AA| N001AA| 1519| MEM| Memphis, TN| TN| DFW|Dallas/Fort Worth...| TX| 1546| -4.0| 0| 9.0| 9.0| 1555| 1712| 1721| -9.0| 0.0| 0| 0| 95.0| 77.0| 1| 432.0| null| null| null| null| null| 1550| 1730|\n", "|2015| 1| 1| 1| 4|2015-01-01| AA| N002AA| 2349| ORD| Chicago, IL| IL| DFW|Dallas/Fort Worth...| TX| 1845| 0.0| 0| 31.0| 16.0| 1916| 2125| 2141| 26.0| 26.0| 0| 0| 176.0| 129.0| 1| 802.0| 0.0| 0.0| 26.0| 0.0| 0.0| 1845| 2115|\n", "+----+-------+-----+----------+---------+----------+-------+-------+---------+------+--------------------+-----------+----+--------------------+---------+-------+--------+---------------+-------+------+---------+--------+-------+--------+---------------+---------+--------+-----------------+-------+-------+--------+------------+------------+--------+-------------+-----------------+----------+----------+\n", "only showing top 3 rows\n", "\n" ] } ], "source": [ "# Loads CSV with header parsing and type inference, in one line!\n", "on_time_dataframe = spark.read.format('com.databricks.spark.csv')\\\n", " .options(\n", " header='true',\n", " treatEmptyValuesAsNulls='true',\n", " )\\\n", " .load('../data/On_Time_On_Time_Performance_2015.csv.bz2')\n", "on_time_dataframe.registerTempTable(\"on_time_performance\")\n", "\n", "trimmed_cast_performance = spark.sql(\"\"\"\n", "SELECT\n", " Year, Quarter, Month, DayofMonth, DayOfWeek, FlightDate,\n", " Carrier, TailNum, FlightNum,\n", " Origin, OriginCityName, OriginState,\n", " Dest, DestCityName, DestState,\n", " DepTime, cast(DepDelay as float), cast(DepDelayMinutes as int),\n", " cast(TaxiOut as float), cast(TaxiIn as float),\n", " WheelsOff, WheelsOn,\n", " ArrTime, cast(ArrDelay as float), cast(ArrDelayMinutes as float),\n", " cast(Cancelled as int), cast(Diverted as int),\n", " cast(ActualElapsedTime as float), cast(AirTime as float),\n", " cast(Flights as int), cast(Distance as float),\n", " cast(CarrierDelay as float), cast(WeatherDelay as float), \n", " cast(NASDelay as float),\n", " cast(SecurityDelay as float), \n", " cast(LateAircraftDelay as float),\n", " CRSDepTime, CRSArrTime\n", "FROM\n", " on_time_performance\n", "\"\"\")\n", "\n", "# Replace on_time_performance table# with our new, trimmed table and show its contents\n", "trimmed_cast_performance.registerTempTable(\"on_time_performance\")\n", "trimmed_cast_performance.show(3)" ] }, { "attachments": { "faa_table.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "A much abreviated version of this data table looks like the following:\n", "\n", "![faa_table.png](attachment:faa_table.png)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Running a Test Query\n", "\n", "Let’s make sure our numeric fields work as desired:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "+-----------------+-----------------+-------------+------------------+----------------------+\n", "|sum(WeatherDelay)|sum(CarrierDelay)|sum(NASDelay)|sum(SecurityDelay)|sum(LateAircraftDelay)|\n", "+-----------------+-----------------+-------------+------------------+----------------------+\n", "| 3100233.0| 2.0172956E7| 1.4335762E7| 80985.0| 2.4961931E7|\n", "+-----------------+-----------------+-------------+------------------+----------------------+\n", "\n" ] } ], "source": [ "# Verify we can sum numeric columns\n", "spark.sql(\"\"\"SELECT\n", " SUM(WeatherDelay), SUM(CarrierDelay), SUM(NASDelay),\n", " SUM(SecurityDelay), SUM(LateAircraftDelay)\n", "FROM on_time_performance\n", "\"\"\").show(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Trimming Our Data to January, 2015\n", "\n", "Because we are running in a virtual machine, we will need to trim our data down to work with limited memory (RAM). For this reason we will trim the data from all twelve months of 2015 down to just January of 2015." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "+----+-------+-----+----------+---------+----------+-------+-------+---------+------+--------------------+-----------+----+--------------------+---------+-------+--------+---------------+-------+------+---------+--------+-------+--------+---------------+---------+--------+-----------------+-------+-------+--------+------------+------------+--------+-------------+-----------------+----------+----------+\n", "|Year|Quarter|Month|DayofMonth|DayOfWeek|FlightDate|Carrier|TailNum|FlightNum|Origin| OriginCityName|OriginState|Dest| DestCityName|DestState|DepTime|DepDelay|DepDelayMinutes|TaxiOut|TaxiIn|WheelsOff|WheelsOn|ArrTime|ArrDelay|ArrDelayMinutes|Cancelled|Diverted|ActualElapsedTime|AirTime|Flights|Distance|CarrierDelay|WeatherDelay|NASDelay|SecurityDelay|LateAircraftDelay|CRSDepTime|CRSArrTime|\n", "+----+-------+-----+----------+---------+----------+-------+-------+---------+------+--------------------+-----------+----+--------------------+---------+-------+--------+---------------+-------+------+---------+--------+-------+--------+---------------+---------+--------+-----------------+-------+-------+--------+------------+------------+--------+-------------+-----------------+----------+----------+\n", "|2015| 1| 1| 1| 4|2015-01-01| AA| N001AA| 1519| DFW|Dallas/Fort Worth...| TX| MEM| Memphis, TN| TN| 1342| -3.0| 0| 16.0| 7.0| 1358| 1457| 1504| -6.0| 0.0| 0| 0| 82.0| 59.0| 1| 432.0| null| null| null| null| null| 1345| 1510|\n", "|2015| 1| 1| 1| 4|2015-01-01| AA| N001AA| 1519| MEM| Memphis, TN| TN| DFW|Dallas/Fort Worth...| TX| 1546| -4.0| 0| 9.0| 9.0| 1555| 1712| 1721| -9.0| 0.0| 0| 0| 95.0| 77.0| 1| 432.0| null| null| null| null| null| 1550| 1730|\n", "|2015| 1| 1| 1| 4|2015-01-01| AA| N002AA| 2349| ORD| Chicago, IL| IL| DFW|Dallas/Fort Worth...| TX| 1845| 0.0| 0| 31.0| 16.0| 1916| 2125| 2141| 26.0| 26.0| 0| 0| 176.0| 129.0| 1| 802.0| 0.0| 0.0| 26.0| 0.0| 0.0| 1845| 2115|\n", "+----+-------+-----+----------+---------+----------+-------+-------+---------+------+--------------------+-----------+----+--------------------+---------+-------+--------+---------------+-------+------+---------+--------+-------+--------+---------------+---------+--------+-----------------+-------+-------+--------+------------+------------+--------+-------------+-----------------+----------+----------+\n", "only showing top 3 rows\n", "\n" ] } ], "source": [ "january_data = spark.sql(\"\"\"\n", " SELECT * FROM on_time_performance WHERE FlightDate >= \"2015-01-01\" AND FlightDate <= \"2015-12-31\"\n", "\"\"\")\n", "january_data.show(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Storing Records in Parquet Format\n", "\n", "Now we will store the data as Parquet format, which is a columnar storage format. That means if we only load a few columns of the data, it will only load those few columns, so the data will load faster. \n", "\n", "Note that we also load the data back from the Parquet file, to verify that it loads correctly. Make sure this code runs without error, as the entire rest of the book uses these files:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# First lets save the data as Gzipped JSON\n", "# january_data.toJSON()\\\n", "# .saveAsTextFile(\n", "# '../data/on_time_performance.jsonl.gz',\n", "# 'org.apache.hadoop.io.compress.GzipCodec'\n", "# )\n", "\n", "# Load JSON records back\n", "# on_time_dataframe = spark.read.json('../data/on_time_performance.jsonl.gz')\n", "# on_time_dataframe.show(3)\n", "\n", "# Save records using Parquet\n", "january_data.write.mode('overwrite').parquet(\"../data/on_time_performance.parquet\")\n", "\n", "# Load the Parquet file back\n", "on_time_dataframe = spark.read.parquet('../data/on_time_performance.parquet')\n", "on_time_dataframe.show(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sizing Up Our Data\n", "\n", "Lets look at how large the datasets are: the original bzip file of CSV records, the uncompressed CSV files, and the Parquet file. We'll use `bash` to inspect the files." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "4\t../data/example.csv\n", "4\t../data/our_airlines.jsonl\n", "8\t../data/countries.csv\n", "16\t../data/our_airlines.json\n", "24\t../data/our_airlines_with_wiki.jsonl\n", "32\t../data/ata.txt\n", "76\t../data/prop.txt\n", "104\t../data/compt.txt\n", "116\t../data/tail_numbers.json\n", "220\t../data/origin_dest_distances.jsonl\n", "232\t../data/origin_dest_distances.json\n", "276\t../data/engine.txt\n", "388\t../data/airlines.csv\n", "404\t../data/tail_numbers.jsonl\n", "788\t../data/aircraft.txt\n", "952\t../data/faa_tail_number_inquiry.jsonl\n", "1044\t../data/airports.csv\n", "2324\t../data/routes.csv\n", "3616\t../data/resolved_airplanes.json\n", "3644\t../data/airplanes.json\n", "7160\t../data/resolved_airplanes.jsonl\n", "7204\t../data/airplanes.jsonl\n", "14760\t../data/simple_flight_delay_features_flight_times.json\n", "56844\t../data/simple_flight_delay_features.jsonl.bz2\n", "73084\t../data/simple_flight_delay_features_airplanes.json\n", "125724\t../data/simple_flight_delay_features.json\n", "163328\t../data/on_time_performance.parquet\n", "169336\t../data/On_Time_On_Time_Performance_2015.csv.bz2\n", "333144\t../data/on_time_performance.jsonl.gz\n", "3107428\t../data/simple_flight_delay_features.jsonl\n" ] } ], "source": [ "%%bash\n", "\n", "du -s ../data/* | sort -n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the Parquet file is only 163MB MB, compared with 331 MB for the gzip-compressed JSON. That is a 50% reduction before we even load individual columns, because the columns are compressed inidividually. Individually compressed columns of data have a lot of redundancy, so they compress well. In practice the Parquet will be much more performant, as it will only load the individual columns we actually use in our PySpark scripts." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inspecting the Data\n", "\n", "We can use `gunzip -c` to inspect the JSON records." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{\"Year\":\"2015\",\"Quarter\":\"1\",\"Month\":\"1\",\"DayofMonth\":\"1\",\"DayOfWeek\":\"4\",\"FlightDate\":\"2015-01-01\",\"Carrier\":\"AA\",\"TailNum\":\"N001AA\",\"FlightNum\":\"1519\",\"Origin\":\"DFW\",\"OriginCityName\":\"Dallas/Fort Worth, TX\",\"OriginState\":\"TX\",\"Dest\":\"MEM\",\"DestCityName\":\"Memphis, TN\",\"DestState\":\"TN\",\"DepTime\":\"1342\",\"DepDelay\":-3.0,\"DepDelayMinutes\":0,\"TaxiOut\":16.0,\"TaxiIn\":7.0,\"WheelsOff\":\"1358\",\"WheelsOn\":\"1457\",\"ArrTime\":\"1504\",\"ArrDelay\":-6.0,\"ArrDelayMinutes\":0.0,\"Cancelled\":0,\"Diverted\":0,\"ActualElapsedTime\":82.0,\"AirTime\":59.0,\"Flights\":1,\"Distance\":432.0,\"CRSDepTime\":\"1345\",\"CRSArrTime\":\"1510\"}\n", "{\"Year\":\"2015\",\"Quarter\":\"1\",\"Month\":\"1\",\"DayofMonth\":\"1\",\"DayOfWeek\":\"4\",\"FlightDate\":\"2015-01-01\",\"Carrier\":\"AA\",\"TailNum\":\"N001AA\",\"FlightNum\":\"1519\",\"Origin\":\"MEM\",\"OriginCityName\":\"Memphis, TN\",\"OriginState\":\"TN\",\"Dest\":\"DFW\",\"DestCityName\":\"Dallas/Fort Worth, TX\",\"DestState\":\"TX\",\"DepTime\":\"1546\",\"DepDelay\":-4.0,\"DepDelayMinutes\":0,\"TaxiOut\":9.0,\"TaxiIn\":9.0,\"WheelsOff\":\"1555\",\"WheelsOn\":\"1712\",\"ArrTime\":\"1721\",\"ArrDelay\":-9.0,\"ArrDelayMinutes\":0.0,\"Cancelled\":0,\"Diverted\":0,\"ActualElapsedTime\":95.0,\"AirTime\":77.0,\"Flights\":1,\"Distance\":432.0,\"CRSDepTime\":\"1550\",\"CRSArrTime\":\"1730\"}\n", "{\"Year\":\"2015\",\"Quarter\":\"1\",\"Month\":\"1\",\"DayofMonth\":\"1\",\"DayOfWeek\":\"4\",\"FlightDate\":\"2015-01-01\",\"Carrier\":\"AA\",\"TailNum\":\"N002AA\",\"FlightNum\":\"2349\",\"Origin\":\"ORD\",\"OriginCityName\":\"Chicago, IL\",\"OriginState\":\"IL\",\"Dest\":\"DFW\",\"DestCityName\":\"Dallas/Fort Worth, TX\",\"DestState\":\"TX\",\"DepTime\":\"1845\",\"DepDelay\":0.0,\"DepDelayMinutes\":0,\"TaxiOut\":31.0,\"TaxiIn\":16.0,\"WheelsOff\":\"1916\",\"WheelsOn\":\"2125\",\"ArrTime\":\"2141\",\"ArrDelay\":26.0,\"ArrDelayMinutes\":26.0,\"Cancelled\":0,\"Diverted\":0,\"ActualElapsedTime\":176.0,\"AirTime\":129.0,\"Flights\":1,\"Distance\":802.0,\"CarrierDelay\":0.0,\"WeatherDelay\":0.0,\"NASDelay\":26.0,\"SecurityDelay\":0.0,\"LateAircraftDelay\":0.0,\"CRSDepTime\":\"1845\",\"CRSArrTime\":\"2115\"}\n" ] } ], "source": [ "%%bash\n", "\n", "gunzip -c ../data/on_time_performance.jsonl.gz/part-00000.gz | head -3" ] }, { "attachments": { "ads2_0403.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "## Processing and Publishing Flight Records\n", "\n", "![ads2_0403.png](attachment:ads2_0403.png)\n", "\n", "Having collected our flight data, let’s process it. In the interest of plumbing our stack all the way through with real data to give us a base state to build from, let’s publish the on-time flight records right away to MongoDB and Elasticsearch, so we can access them from the web with Mongo, Elasticsearch, and Flask.\n", "\n", "### Publishing Flight Records to MongoDB\n", "\n", "MongoDB’s Spark integration makes this easy. We simply need to import and activate pymongo_spark, convert our DataFrame to an RDD, and call saveToMongoDB." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data saved to MongoDB!\n" ] } ], "source": [ "import pymongo\n", "import pymongo_spark\n", "# Important: activate pymongo_spark\n", "pymongo_spark.activate()\n", "\n", "on_time_dataframe = spark.read.parquet('../data/on_time_performance.parquet')\n", "\n", "# Note we have to convert the row to a dict \n", "# to avoid https://jira.mongodb.org/browse/HADOOP-276 and https://issues.apache.org/jira/browse/SPARK-14229\n", "as_dict = on_time_dataframe.rdd.map(lambda row: row.asDict())\n", "as_dict.saveToMongoDB('mongodb://localhost:27017/agile_data_science.on_time_performance')\n", "\n", "print(\"Data saved to MongoDB!\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Starting Over\n", "\n", "If something goes wrong so that the data is only partially stored, you can remove the entire collection from MongoDB with the Mongo shell. In this case we won't test it out, because storing all the on-time flight records for January to MongoDB takes a while.\n", "\n", "In `bash`, run:\n", "\n", "```bash\n", "mongo agile_data_science\n", "```\n", "\n", "Now run:\n", "\n", "```javascript\n", "db.on_time_performance.drop()\n", "```\n", "\n", "The beauty of our infrastructure is that everything is reproducible from the original data, so there is little worrying to be done about our database becoming corrupted or crashing (although we do employ a fault-tolerant cluster). In addition, because we’re using our database as a document store, where we simply fetch documents by some ID or field, we don’t have to worry much about performance, either." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Verifying our Record in MongoDB\n", "\n", "Let’s use the Terminal we used earlier to verify that our flight records are in MongoDB. Run:\n", "\n", "```bash\n", "mongo agile_data_science\n", "```\n", "\n", "Now in the Mongo console, run:\n", "\n", "```javascript\n", "db.on_time_performance.findOne()\n", "```\n", "\n", "You should see something like the following:\n", "\n", "```json\n", "{\n", "\t\"_id\" : ObjectId(\"5ae55c95ca56c66be1d69c30\"),\n", "\t\"Origin\" : \"SMF\",\n", "\t\"FlightNum\" : \"269\",\n", "\t\"Quarter\" : \"3\",\n", "\t\"LateAircraftDelay\" : null,\n", "\t\"NASDelay\" : null,\n", "\t\"ArrTime\" : \"1046\",\n", "\t\"DestState\" : \"TX\",\n", "\t\"AirTime\" : 175,\n", "\t\"DepTime\" : \"0521\",\n", "\t\"Month\" : \"7\",\n", "\t\"Flights\" : 1,\n", "\t\"Carrier\" : \"AA\",\n", "\t\"DayofMonth\" : \"14\",\n", "\t\"Distance\" : 1431,\n", "\t\"CRSDepTime\" : \"0520\",\n", "\t\"SecurityDelay\" : null,\n", "\t\"DayOfWeek\" : \"2\",\n", "\t\"Dest\" : \"DFW\",\n", "\t\"DepDelayMinutes\" : 1,\n", "\t\"WheelsOff\" : \"0531\",\n", "\t\"TaxiIn\" : 20,\n", "\t\"DepDelay\" : 1,\n", "\t\"Diverted\" : 0,\n", "\t\"Cancelled\" : 0,\n", "\t\"ArrDelay\" : 2,\n", "\t\"TaxiOut\" : 10,\n", "\t\"ActualElapsedTime\" : 205,\n", "\t\"CarrierDelay\" : null,\n", "\t\"FlightDate\" : \"2015-07-14\",\n", "\t\"OriginCityName\" : \"Sacramento, CA\",\n", "\t\"Year\" : \"2015\",\n", "\t\"OriginState\" : \"CA\",\n", "\t\"WeatherDelay\" : null,\n", "\t\"CRSArrTime\" : \"1044\",\n", "\t\"ArrDelayMinutes\" : 2,\n", "\t\"TailNum\" : \"N488AA\",\n", "\t\"WheelsOn\" : \"1026\",\n", "\t\"DestCityName\" : \"Dallas/Fort Worth, TX\"\n", "}\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fetching Records By Field\n", "\n", "Now let’s fetch one flight record, using its minimum unique identifiers—the airline carrier, the flight date, and the flight number:\n", "\n", "```javascript\n", "db.on_time_performance.findOne({Carrier: 'DL', FlightDate: '2015-01-01', FlightNum: '478'})\n", "```\n", "\n", "```json\n", "{\n", "\t\"_id\" : ObjectId(\"5ae55c9dca56c66be1d78c03\"),\n", "\t\"Origin\" : \"ATL\",\n", "\t\"FlightNum\" : \"478\",\n", "\t\"Quarter\" : \"1\",\n", "\t\"LateAircraftDelay\" : null,\n", "\t\"NASDelay\" : null,\n", "\t\"ArrTime\" : \"1842\",\n", "\t\"DestState\" : \"NY\",\n", "\t\"AirTime\" : 106,\n", "\t\"DepTime\" : \"1623\",\n", "\t\"Month\" : \"1\",\n", "\t\"Flights\" : 1,\n", "\t\"Carrier\" : \"DL\",\n", "\t\"DayofMonth\" : \"1\",\n", "\t\"Distance\" : 760,\n", "\t\"CRSDepTime\" : \"1615\",\n", "\t\"SecurityDelay\" : null,\n", "\t\"DayOfWeek\" : \"4\",\n", "\t\"Dest\" : \"JFK\",\n", "\t\"DepDelayMinutes\" : 8,\n", "\t\"WheelsOff\" : \"1641\",\n", "\t\"TaxiIn\" : 15,\n", "\t\"DepDelay\" : 8,\n", "\t\"Diverted\" : 0,\n", "\t\"Cancelled\" : 0,\n", "\t\"ArrDelay\" : 7,\n", "\t\"TaxiOut\" : 18,\n", "\t\"ActualElapsedTime\" : 139,\n", "\t\"CarrierDelay\" : null,\n", "\t\"FlightDate\" : \"2015-01-01\",\n", "\t\"OriginCityName\" : \"Atlanta, GA\",\n", "\t\"Year\" : \"2015\",\n", "\t\"OriginState\" : \"GA\",\n", "\t\"WeatherDelay\" : null,\n", "\t\"CRSArrTime\" : \"1835\",\n", "\t\"ArrDelayMinutes\" : 7,\n", "\t\"TailNum\" : \"N723TW\",\n", "\t\"WheelsOn\" : \"1827\",\n", "\t\"DestCityName\" : \"New York, NY\"\n", "}\n", "```\n", "\n", "You might notice that this query does not return quickly. Mongo lets us query our data by any combination of its fields, but there is a cost to this feature. We have to think about and maintain indexes for our queries. In this case, the access pattern is static, so the index is easy to define:\n", "\n", "```javascript\n", "db.on_time_performance.ensureIndex({Carrier: 1, FlightDate: 1, FlightNum: 1})\n", "```\n", "\n", "This may take a few moments to run, but our queries will be fast thereafter. This is a small price to pay for the features Mongo gives us. In general, the more features of a database we use, the more we have to pay in terms of operational overhead. So, always try to use database features sparingly, unless you enjoy tuning databases in production." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Presenting Flight Records in a Browser\n", "\n", "Now that we’ve published on-time flight records to a document store and queried them, we’re ready to present our data in a browser via a simple web application. \n", "\n", "### Serving Flights with Flask and `pymongo`\n", "\n", "Flask and `pymongo` make querying and returning flights easy. The controller below returns JSON about a flight on the web. This code might serve as an API, and we’ll create and use JSON APIs later in the book. Note that we can’t use `json.dumps()`, because we are JSON-izing pymongo records, which json doesn’t know how to serialize. Instead we must use `bson.json_util.dumps()`:\n", "\n", "```python\n", "from flask import Flask, render_template, request\n", "from pymongo import MongoClient\n", "from bson import json_util\n", "\n", "# Set up Flask and Mongo\n", "app = Flask(__name__)\n", "client = MongoClient()\n", "\n", "# Controller: Fetch a flight and display it\n", "@app.route(\"/on_time_performance\")\n", "def on_time_performance():\n", " \n", " carrier = request.args.get('Carrier')\n", " flight_date = request.args.get('FlightDate')\n", " flight_num = request.args.get('FlightNum')\n", "\n", " flight = client.agile_data_science.on_time_performance.find_one({\n", " 'Carrier': carrier,\n", " 'FlightDate': flight_date,\n", " 'FlightNum': flight_num\n", " })\n", " \n", " return json_util.dumps(flight)\n", "\n", "if __name__ == \"__main__\":\n", " app.run(\n", " debug=True,\n", " host='0.0.0.0'\n", " )\n", "```\n", "\n", "In your terminal, change directory to `ch04/web` and run `python ./on_time_flask.py`. Then visit [http://localhost:5000/on_time_performance?Carrier=DL&FlightDate=2015-01-10&FlightNum=478](http://localhost:5000/on_time_performance?Carrier=DL&FlightDate=2015-01-10&FlightNum=478).\n", "\n", "## Rendering HTML5 with Jinja2\n", "\n", "As we did in Chapter 3, let’s turn this raw JSON into a web page with a Jinja2 template. Jinja2 makes it easy to transform raw flight records into web pages.\n", "\n", "```python\n", "from flask import Flask, render_template, request\n", "from pymongo import MongoClient\n", "from bson import json_util\n", "\n", "# Set up Flask and Mongo\n", "app = Flask(__name__)\n", "client = MongoClient()\n", "\n", "# Controller: Fetch a flight and display it\n", "@app.route(\"/on_time_performance\")\n", "def on_time_performance():\n", " \n", " carrier = request.args.get('Carrier')\n", " flight_date = request.args.get('FlightDate')\n", " flight_num = request.args.get('FlightNum')\n", " \n", " flight = client.agile_data_science.on_time_performance.find_one({\n", " 'Carrier': carrier,\n", " 'FlightDate': flight_date,\n", " 'FlightNum': int(flight_num)\n", " })\n", " \n", " return render_template('flight.html', flight=flight)\n", "\n", "if __name__ == \"__main__\":\n", " app.run(\n", " debug=True,\n", " host='0.0.0.0'\n", " )\n", "```\n", "\n", "In your terminal, change directory to `ch04/web` and run `python ./on_time_flask_template.py`. Then visit http://localhost:5000/on_time_performance?Carrier=DL&FlightDate=2015-01-10&FlightNum=478." ] }, { "attachments": { "ads2_0405.png": { "image/png": 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" }, "flask_terminal.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "## Layouts and Partial Templates\n", "\n", "Note that render_template in our example points at the file [web/templates/flight.html](web/templates/flight.html). This is a partial template that fills in the dynamic content area of our layout page. The layout page that it subclasses, [web/templates/layout.html](web/templates/layout.html), imports Bootstrap and handles the global design for each page, such as the header, overall styling, and footer. This saves us from repeating ourselves in each page to create a consistent layout for the application.\n", "\n", "The layout template contains an empty content block, `{% block content %}{% endblock %}`, into which our partial template containing our application data is rendered:\n", "\n", "```html\n", "\n", "\n", "
\n", " \n", "Flight {{flight.FlightNum}}
\n", "Airline | \n", "Origin | \n", "Destination | \n", "Tail Number | \n", "Date | \n", "Air Time | \n", "Distance | \n", " \n", " \n", "
---|---|---|---|---|---|---|
{{flight.Carrier}} | \n", "{{flight.Origin}} | \n", "{{flight.Dest}} | \n", "{{flight.TailNum}} | \n", "{{flight.FlightDate}} | \n", "{{flight.AirTime}} | \n", "{{flight.Distance}} | \n", "
{{flight_count}} Flights on {{flight_date}}
\n", "Airline | \n", "Flight Number | \n", "Origin | \n", "Destination | \n", "Departure Time | \n", "Tail Number | \n", "Air Time | \n", "Distance | \n", " \n", " \n", " {% for flight in flights %}\n", "
---|---|---|---|---|---|---|---|
{{flight.Carrier}} | \n", "\n", "{{flight.FlightNum}} | \n", "{{flight.Origin}} | \n", "{{flight.Dest}} | \n", "{{flight.DepTime}} | \n", "{{flight.TailNum}} | \n", "{{flight.AirTime}} | \n", "{{flight.Distance}} | \n", "