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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", " Agile Data Science\n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", " \n", "
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Agile Data Science

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\n", " {% block body %}{% endblock %}\n", "
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\n", " \\\n", " Agile Data Science by \\\n", " Russell Jurney, 2016\n", "

\n", "
\n", " \n", " \n", "\n", "```\n", "\n", "Our flight-specific partial template works by subclassing the layout template. Jinja2 templates perform control flow in `{% %}` tags to loop through tuples and arrays and apply conditionals. We display variables by putting bound data or arbitrary Python code inside the `{{ }}` tags. For example, our flight template looks like this:\n", "\n", "```html\n", "{% extends \"layout.html\" %}\n", "{% block body %}\n", "
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Flight {{flight.FlightNum}}

\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
AirlineOriginDestinationTail NumberDateAir TimeDistance
{{flight.Carrier}}{{flight.Origin}}{{flight.Dest}}{{flight.TailNum}}{{flight.FlightDate}}{{flight.AirTime}}{{flight.Distance}}
\n", "
\n", "{% endblock %}\n", "```\n", "\n", "Our body content block is what renders the page content for our data. We start with a raw template, plug in values from our data (via the flight variable we bound to the template), and get the page displaying a record.\n", "\n", "We can see the flight in our web page with a `Carrier`, `FlightDate`, and `FlightNum`.\n", "\n", "![ads2_0405.png](attachment:ads2_0405.png)\n", "\n", "Our Flask console shows the resources being accessed (dates and timestamps removed because of page width constraints):\n", "\n", "![flask_terminal.png](attachment:flask_terminal.png)\n", "\n", "### Our Achievement\n", "\n", "Great! We made a web page from raw data! But ... so what? What have we achieved?\n", "\n", "We’ve completed the base of the pyramid, level 1—displaying atomic records—in our standard data pipeline. This is a foundation. Whatever advanced analytics we offer, in the end, the user will often want to see the signal itself—that is, the raw data backing our inferences. There is no skipping steps here: if we can’t correctly “visualize” a single atomic record, then our platform and strategy have no base. They are weak." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Agile Checkpoint\n", "\n", "Since we now have working software, it is time to let users in to start getting their feedback. “Wait, really? This thing is embarrassing!” Get over yourself!\n", "\n", "We all want to be Steve Jobs; we all want to have a devastating product launch, and to make a huge splash with a top-secret invention. But with analytics applications, when you hesitate to ship, you let your fragile ego undermine your ability to become Steve Jobs by worrying about not looking like him in your first draft. If you don’t ship crap as step 1, you’re unlikely to get to a brilliant step 26. I strongly advise you to learn customer development and apply it to your projects. If you’re in a startup, the Startup Owner’s Manual by Steve Blank (K&S Ranch) is a great place to start.\n", "\n", "You will notice immediately when you ship this (maybe to close friends or insiders who clone the source from GitHub at this point) that users can’t find which flights to retrieve by their Carrier, FlightDate, and FlightNum. To get real utility from this data, we need list and search capabilities.\n", "\n", "You may well have anticipated this. Why ship something obviously broken or incomplete? Because although step 2 is obvious, step 13 is not. We must involve users at this step because their participation is a fundamental part of completing step 1 of the data-value pyramid. Users provide validation of our underlying assumptions, which at this stage might be stated in the form of two questions: “Does anyone care about flights?” and “What do they want to know about a given flight?” We think we have answers to these questions: “Yes” and “Airline, origin, destination, tail number, date, air time, and distance flown.” But without validation, we don’t really know anything for certain. Without user interaction and learning, we are building in the dark. Success that way is unlikely, just as a pyramid without a strong foundation will soon crumble.\n", "\n", "The other reason to ship something now is that the act of publishing, presenting, and sharing your work will highlight a number of problems in your platform setup that would likely otherwise go undiscovered until the moment you launch your product. In Agile Data Science, you always ship after a sprint. As a team member, you don’t control whether to ship or not. You control what to ship and how broad an audience to release it to. This release might be appropriate for five friends and family members, and you might have to hound them to get it running or to click the link. But in sharing your budding application, you will optimize your packaging and resolve dependencies. You’ll have to make it presentable. Without such work, without a clear deliverable to guide your efforts, technical issues you are blinded to by familiarity will be transparent to you.\n", "\n", "Now, let’s add listing flights and extend that to enable search, so we can start generating real clicks from real users.\n", "\n" ] }, { "attachments": { "ads2_0406.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "## Listing Flights\n", "\n", "Flights are usually presented as a price-sorted list, filtered by the origin and destination, with the cheapest flight first. We lack price data, so instead we’ll list all flights on a given day between two destinations, sorted by departure time as a primary key, and arrival time as a secondary key. A list helps group individual flights with other similar flights. Lists are the next step in building this layer of the data-value pyramid, after displaying individual records.\n", "\n", "### Listing Flights with MongoDB\n", "\n", "Before we search our flights, we need the capacity to list them in order to display our search results. We can use MongoDB’s query capabilities to return a list of flights between airports on a given day, sorted by departure and arrival time.\n", "\n", "In your terminal, run `mongo agile_data_science`.\n", "\n", "```javascript\n", "db.on_time_performance.find(\n", " {\n", " Origin: 'ATL', \n", " Dest: 'SFO', \n", " FlightDate: '2015-01-01'\n", " }).sort({ DepTime: 1, ArrTime: 1 })\n", "```\n", "\n", "You may see this error:\n", "\n", "```javascript\n", "error: {\n", " \"$err\" : \"too much data for sort() with no index. add an index or specify a\n", " smaller limit\",\n", " \"code\" : 10128\n", " }\n", "```\n", "\n", "If not, this query may still take a long time to complete, so let’s add another index for it. In general, we’ll need to add an index for each access pattern in our application, so always remember to do so up front in order to save yourself trouble with performance in the future:\n", "\n", "```javascript\n", "db.on_time_performance.ensureIndex({ Origin: 1, Dest: 1, FlightDate: 1 })\n", "```\n", "\n", "Now we can try our query and find that it is much faster!\n", "\n", "```javascript\n", "db.on_time_performance.find(\n", " {\n", " Origin: 'ATL', \n", " Dest: 'SFO', \n", " FlightDate: '2015-01-01'\n", " }).sort({ DepTime: 1, ArrTime: 1 })\n", "```\n", "\n", "Our Flask stub works the same as before—except this time it passes an array of flights instead of one flight. This time, we’re using slugs in the URL for our web controller. A slug puts arguments in between forward slashes, instead of as query parameters.\n", "\n", "Note that there is a bit more complexity here to handle pagination, but we'll hold off on explaining this for now. Suffice it to say that you can grab a slice of records - say 0-20, or 20-40, to display on a web page, enabling pagination through multiple pages of records. This helps when a list of records don't fit on a single page.\n", "\n", "```python\n", "# Controller: Fetch all flights between cities on a given day and display them\n", "@app.route(\"/flights///\")\n", "def list_flights(origin, dest, flight_date):\n", " \n", " start = request.args.get('start') or 0\n", " start = int(start)\n", " end = request.args.get('end') or config.RECORDS_PER_PAGE\n", " end = int(end)\n", " width = end - start\n", " \n", " nav_offsets = get_navigation_offsets(start, end, config.RECORDS_PER_PAGE)\n", " \n", " flights = client.agile_data_science.on_time_performance.find(\n", " {\n", " 'Origin': origin,\n", " 'Dest': dest,\n", " 'FlightDate': flight_date\n", " },\n", " sort = [\n", " ('DepTime', 1),\n", " ('ArrTime', 1)\n", " ]\n", " )\n", " flight_count = flights.count()\n", " flights = flights.skip(start).limit(width)\n", " \n", " return render_template(\n", " 'flights.html', \n", " flights=flights, \n", " flight_date=flight_date, \n", " flight_count=flight_count,\n", " nav_path=request.path,\n", " nav_offsets=nav_offsets\n", " )\n", "```\n", "\n", "Our templates are pretty simple too, owing to Bootstrap’s snazzy presentation of tables. Tables are often scoffed at by designers when used for layout, but this is tabular data, so their use is appropriate. To be extra snazzy, we’ve included the number of flights that day, and since the date is constant for all records, it is a field in the title of the page instead of a column:\n", "\n", "```html\n", "{% extends \"layout.html\" %}\n", "{% block body %}\n", "
\n", "

{{flight_count}} Flights on {{flight_date}}

\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " {% for flight in flights %}\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " {% endfor %}\n", " \n", "
AirlineFlight NumberOriginDestinationDeparture TimeTail NumberAir TimeDistance
{{flight.Carrier}}\n", "{{flight.FlightNum}}{{flight.Origin}}{{flight.Dest}}{{flight.DepTime}}{{flight.TailNum}}{{flight.AirTime}}{{flight.Distance}}
\n", "
\n", "{% endblock %}\n", "```\n", "\n", "We can bind as many variables to a template as we want. Note that we also link from the list page to the individual record pages, constructing the links out of the airline carrier, flight number, and flight date.\n", "\n", "Visit the search page via: [http://localhost:5000/flights/ATL/SFO/2015-01-01](http://localhost:5000/flights/ATL/SFO/2015-01-01)\n", "\n", "![ads2_0406.png](attachment:ads2_0406.png)\n", "\n", "### Linking Between Entities\n", "\n", "Click on the links and in the list of flights to go to the flight's individual page, which we built previously. This linking between entities is a big part of Agile Data Science. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Paginating Data\n", "\n", "Now that we can list the flights on a given day between cities, our users say, “What if I want to see lots of flights and there are so many on one page that it crashes my browser?” Listing hundreds of records is not a good presentation, and this will happen for other types of data. Shouldn’t there be a previous/next button to scroll forward and back in time? Yes. That is what we’ll add next.\n", "\n", "So far we’ve glossed over how we’re creating these templates, subtemplates, and macros. Now we’re going to dive in by creating a macro and a subtemplate for pagination.\n", "\n", "### REINVENTING THE WHEEL?\n", "\n", "Why are we building our own pagination? Isn’t that a solved problem?\n", "\n", "#### Direct Data Connections\n", "\n", "The first answer is that it makes a good example to connect the browser with the data directly. In Agile Data Science, we try to process the data into the very state it takes on a user’s screen with minimal manipulation between the backend and an image in a browser. Why? We do this because it decreases complexity in our systems, because it unites data scientists and designers around the same vision, and because this philosophy embraces the nature of distributed systems in that it doesn’t rely on joins or other tricks that work best on “big iron,” or legacy systems.\n", "\n", "#### Model and View Consistency\n", "\n", "Keeping the model consistent with the view is critical when the model is complex, as in a predictive system. We can best create value when the interaction design around a feature is cognizant of and consistent with the underlying data model. Data scientists must bring understanding of the data to the rest of the team, or the team can’t build to a common vision. The principle of building a view to match the model ensures this from the beginning.\n", "\n", "#### Prototyping At Any Level in the Stack\n", "\n", "In practice, we cannot predict at which layer a feature will arise. It may first appear as a burst of creativity from a web developer, designer, data scientist, or platform engineer. To validate it, we must ship it in an experiment as quickly as possible, and so the implementation layer of a feature may in fact begin at any level of our stack. When this happens, we must take note and ticket the feature as containing technical debt. As the feature stabilizes, if it is to remain in the system, we move it further back in the stack as time permits.\n", "\n", "#### Django or Rails vs Flask or Sinatra\n", "\n", "A full-blown application framework like Rails or Django would likely build in this functionality. However, when we are building an application around derived data, the mechanics of interactions often vary in both subtle and dramatic ways. Most web frameworks are optimized around CRUD operations. In big data exploration and visualization, we’re only doing the read part of CRUD, and we’re doing relatively complex visualization as part of it. Frameworks offer less value in this situation, where their behavior must likely be customized. Also note that while MongoDB happens to include the ability to select and return a range of sorted records, the NoSQL store you use may or may not provide this functionality, or it may not be possible to use this feature because publishing your data in a timely manner requires a custom service. You may have to precompute the data periodically and serve the list yourself. NoSQL gives us options, and web frameworks are optimized for relational databases. We must often take matters into our own hands." ] }, { "attachments": { "ads2_0408.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "## Serving Paginated Data\n", "\n", "To start, we’ll need to change our controller for flights to use pagination via MongoDB. There is a little math to do, since MongoDB pagination uses skip and limit instead of start and end. We need to compute the __width__ of the query by subtracting the __start__ from the __end__, then applying this width in a limit call:\n", "\n", "```python\n", "# Controller: Fetch all flights between cities on a given day and display them\n", "@app.route(\"/flights///\")\n", "def list_flights(origin, dest, flight_date):\n", " \n", " start = request.args.get('start') or 0\n", " start = int(start)\n", " end = request.args.get('end') or config.RECORDS_PER_PAGE\n", " end = int(end)\n", " width = end - start\n", " \n", " nav_offsets = get_navigation_offsets(start, end, config.RECORDS_PER_PAGE)\n", " \n", " flights = client.agile_data_science.on_time_performance.find(\n", " {\n", " 'Origin': origin,\n", " 'Dest': dest,\n", " 'FlightDate': flight_date\n", " },\n", " sort = [\n", " ('DepTime', 1),\n", " ('ArrTime', 1)\n", " ]\n", " )\n", " flight_count = flights.count()\n", " flights = flights.skip(start).limit(width)\n", " \n", " return render_template(\n", " 'flights.html', \n", " flights=flights, \n", " flight_date=flight_date, \n", " flight_count=flight_count,\n", " nav_path=request.path,\n", " nav_offsets=nav_offsets\n", " )\n", "```\n", "\n", "### Prototyping Back from HTML\n", "\n", "In order to implement pagination in our templates, we need to prototype back from HTML. We’re all familiar with next/previous buttons from browsing flights on airline websites. We’ll need to set up the same thing for listing flights. We need links at the bottom of the flight list page below that allow you to paginate forward and back.\n", "\n", "More specifically, we need a link to an incremented/decremented offset range for the path `/flights///?start=N&end=N`. Below we have prototyped the feature based on these requirements by appending static forward and back links against our flight list API.\n", "\n", "![ads2_0408.png](attachment:ads2_0408.png)\n", "\n", "For example, we want to dynamically render this HTML, corresponding to the URL `/flights/JFK/LAX/2015-01-01?start=20&end=40`:\n", "\n", "```html\n", "
\n", " Previous\n", " Next\n", "
\n", "```\n", "\n", "Pasting and navigating to the links, such as [http://localhost:5000/flights/JFK/LAX/2015-01-01?start=20&end=40](http://localhost:5000/flights/JFK/LAX/2015-01-01?start=20&end=40), demonstrates that the feature works with our data.\n", "\n", "Now let’s generalize it. Macros are convenient, but we don’t want to make our template too complicated, so we compute the increments in a Python helper (we might consider a model class) and make a macro to render the offsets.\n", "\n", "For starters, let’s use this opportunity to set up a simple config file to set variables like the number of records to display per page (embedding these in code will cause headaches later). Check out [ch04/web/config.py](web/config.py).\n", "\n", "```python\n", "# config.py, a configuration file for index.py\n", "RECORDS_PER_PAGE=15\n", "ELASTIC_URL='http://localhost:9200/agile_data_science'\n", "```\n", "\n", "Let’s also create a simple helper to calculate record offsets. In time this will become a full-blown class model, but for now, we’ll just create a couple of helper methods in [ch04/web/on_time_flask_template.py](web/on_time_flask_template.py):\n", "\n", "```python\n", "# Calculate offsets for fetching lists of flights from MongoDB\n", "def get_navigation_offsets(offset1, offset2, increment):\n", " offsets = {}\n", " offsets['Next'] = {'top_offset': offset2 + increment, 'bottom_offset': \n", " offset1 + increment}\n", " offsets['Previous'] = {'top_offset': max(offset2 - increment, 0), \n", " 'bottom_offset': max(offset1 - increment, 0)} # Don't go < 0\n", " return offsets\n", "\n", "# Strip the existing start and end parameters from the query string\n", "def strip_place(url):\n", " try:\n", " p = re.match('(.+)&start=.+&end=.+', url).group(1)\n", " except AttributeError as e:\n", " return url\n", " return p\n", "```\n", "\n", "Our flight list template, [ch04/web/templates/flights.html](ch04/web/templates/flights.html), calls a macro to render our data. Note the use of `|safe` to ensure our HTML isn’t escaped:\n", "\n", "```python\n", " {% import \"macros.jnj\" as common %}\n", " {% if nav_offsets and nav_path -%}\n", " {{ common.display_nav(nav_offsets, nav_path, flight_count, query)|safe }}\n", " {% endif -%}\n", "```\n", "\n", "We place this in our Jinja2 macros file, further breaking up the task as the drawing of two links inside a div:\n", "\n", "```html\n", ";\n", "{% macro display_nav(offsets, path, count, query) -%}\n", "
\n", " {% for key, values in offsets.items() -%}\n", " {%- if values['bottom_offset'] >= 0 and values['top_offset'] > 0 and count > values['bottom_offset'] -%}\n", " {{ key }}\n", " {% else -%}\n", " {{ key }}\n", " {% endif %}\n", " {% endfor -%}\n", "
\n", "{% endmacro %}\n", "```\n", "\n", "And we’re done. We can now paginate through our list of flights as we would in any other flight website. We’re one step closer to providing the kind of user experience that will enable real user sessions, and we’ve extended a graph connecting flights over the top of our individual records. This additional structure will enable even more structure later on, as we climb the data-value pyramid.\n", "\n", "Check out the page again at [http://localhost:5000/flights/LAX/JFK/2015-01-10](http://localhost:5000/flights/LAX/JFK/2015-01-10)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Searching for Flights\n", "\n", "Browsing through a list of flights certainly beats manually looking up message_ids, but it’s hardly as efficient as searching for flights of interest. Let’s use our data platform to add search.\n", "\n", "### Creating Our Index\n", "\n", "Before we can store our documents in Elasticsearch, we need to create a search index for them to reside in. Check out [elastic_scripts/create.sh](../elastic_scripts/create.sh). Note that we create only a single shard with a single replica. In production, you would want to distribute the workload around a cluster of multiple machines with multiple shards, and to achieve redundancy and high availability with multiple replicas of each shard. For our purposes, one of each is fine!\n", "\n", "```bash\n", "#!/usr/bin/env bash\n", "\n", "curl -XPUT 'http://localhost:9200/agile_data_science/' -d '{\n", " \"settings\" : {\n", " \"index\" : {\n", " \"number_of_shards\" : 1,\n", " \"number_of_replicas\" : 1\n", " }\n", " }\n", "}'\n", "```\n", "\n", "Go ahead and run the script, before we move on to publishing our on-time performance records to Elasticsearch:\n", "\n", "```bash\n", "elastic_scripts/create.sh\n", "```\n", "\n", "Note that if you want to start over, you can blow away the agile_data_science index with:\n", "\n", "```bash\n", "elastic_scripts/drop.sh\n", "```\n", "\n", "And just like the create script, it calls curl:\n", "\n", "```bash\n", "#!/usr/bin/env bash\n", "\n", "curl -XDELETE 'http://localhost:9200/agile_data_science/'\n", "```\n", "\n", "## Publishing Flights from PySpark to Elasticsearch\n", "\n", "Using the recipe we created in Chapter 2, it is easy to publish our on-time performance flight data to Elasticsearch. Check out [pyspark_to_elasticsearch.py](pyspark_to_elasticsearch.py):" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Load the Parquet file\n", "on_time_dataframe = spark.read.parquet('../data/on_time_performance.parquet')\n", "\n", "# Save the DataFrame to Elasticsearch\n", "on_time_dataframe.write.format(\"org.elasticsearch.spark.sql\")\\\n", " .option(\"es.resource\",\"agile_data_science/on_time_performance\")\\\n", " .option(\"es.batch.size.entries\",\"100\")\\\n", " .mode(\"overwrite\")\\\n", " .save()\n", "\n", "print(\"Records written to Elasticsearch!\")" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "_Note that we need to set es.batch.size.entries to 100, down from the default of 1000. This keeps Elasticsearch from being overwhelmed by Spark. You can find other settings to adjust in the configuration guide._\n", "\n", "This query might take some time, as there are several million records to index. You might want to leave this alone to run for a while. You can interrupt it midway and move on; so long as some records are indexed you should be okay. Similarly, if there is an error, you should check the results of the following query; it might be possible to disregard the error and just move on, if enough records have been indexed for the rest of the examples.\n", "\n", "Querying our data with curl is easy. This time, let’s look for flights originating in Atlanta (airport code ATL), the world’s busiest airport:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%bash\n", "\n", "curl 'http://localhost:9200/agile_data_science/on_time_performance/_search?q=Origin:ATL&pretty'" ] }, { "attachments": { "ads2_0409.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "Note the useful information our query returned along with the records found: how long the query took (7 ms) and the total number of records that matched our query ().\n", "\n", "## Searching Flights on the Web\n", "\n", "Next, let’s connect our search engine to the web. First, configure `pyelastic` to point at our Elasticsearch server:\n", "\n", "```python\n", "# ch04/web/config.py\n", "ELASTIC_URL = 'http://localhost:9200/agile_data_science'\n", "```\n", "\n", "Then import, set up, and query Elasticsearch via the `/flights/search` path in [ch04/web/on_time_flask_template.py](web/on_time_flask_template.py):\n", "\n", "```python\n", "@app.route(\"/flights/search\")\n", "@app.route(\"/flights/search/\")\n", "def search_flights():\n", " \n", " # Search parameters\n", " carrier = request.args.get('Carrier')\n", " flight_date = request.args.get('FlightDate')\n", " origin = request.args.get('Origin')\n", " dest = request.args.get('Dest')\n", " tail_number = request.args.get('TailNum')\n", " flight_number = request.args.get('FlightNum')\n", " \n", " # Pagination parameters\n", " start = request.args.get('start') or 0\n", " start = int(start)\n", " end = request.args.get('end') or config.RECORDS_PER_PAGE\n", " end = int(end)\n", " \n", " print(request.args)\n", " # Navigation path and offset setup\n", " nav_path = strip_place(request.url)\n", " nav_offsets = get_navigation_offsets(start, end, config.RECORDS_PER_PAGE)\n", " \n", " # Build the base of our elasticsearch query\n", " query = {\n", " 'query': {\n", " 'bool': {\n", " 'must': []}\n", " },\n", " 'sort': [\n", " {'FlightDate': {'order': 'asc'} },\n", " '_score'\n", " ],\n", " 'from': start,\n", " 'size': config.RECORDS_PER_PAGE\n", " }\n", " \n", " # Add any search parameters present\n", " if carrier:\n", " query['query']['bool']['must'].append({'match': {'Carrier': carrier}})\n", " if flight_date:\n", " query['query']['bool']['must'].append({'match': {'FlightDate': flight_date}})\n", " if origin: \n", " query['query']['bool']['must'].append({'match': {'Origin': origin}})\n", " if dest: \n", " query['query']['bool']['must'].append({'match': {'Dest': dest}})\n", " if tail_number: \n", " query['query']['bool']['must'].append({'match': {'TailNum': tail_number}})\n", " if flight_number: \n", " query['query']['bool']['must'].append({'match': {'FlightNum': flight_number}})\n", " \n", " # Query elasticsearch, process to get records and count\n", " results = elastic.search(query)\n", " flights, flight_count = process_search(results)\n", " \n", " # Persist search parameters in the form template\n", " return render_template(\n", " 'search.html', \n", " flights=flights, \n", " flight_date=flight_date, \n", " flight_count=flight_count,\n", " nav_path=nav_path,\n", " nav_offsets=nav_offsets,\n", " carrier=carrier,\n", " origin=origin,\n", " dest=dest,\n", " tail_number=tail_number,\n", " flight_number=flight_number\n", " )\n", " ```\n", " \n", " \n", "Generalizing the navigation links, we are able to use a similar template for searching flights as we did for listing them. We’ll need a form to search for flights against specific fields, so we create one at the top of the page. We have parameterized the template with all of our search arguments, to persist them through multiple submissions of the form. Check out [ch04/web/templates/search.html](web/templates/search.html):\n", "\n", "```html\n", "
\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
\n", "```\n", "\n", "![ads2_0409.png](attachment:ads2_0409.png)\n", "\n", "### Visiting Our Search Page\n", "\n", "You can view the results at [http://localhost:5000/flights/search](http://localhost:5000/flights/search). Fill in the form with an airline code - `DL` for Delta, `AA` for American, etc and a date in ISO format - `2015-01-01` for example, submit the form and see the resulting flights that come up." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "\n", "We have now collected, published, indexed, displayed, listed, and searched flight records. They are no longer abstract. We can search for flights, click on individual flights, and explore as we might any other dataset. More importantly, we have piped our raw data through our platform and transformed it into an interactive application.\n", "\n", "This application forms the base of our value stack. We will use it as the way to develop, present, and iterate on more advanced features throughout the book as we build value while walking up the data-value pyramid. With the base of the pyramid in place, we can move on to building charts." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }