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main.go
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package main
import (
"encoding/csv"
"encoding/json"
"fmt"
"log"
"os"
"sync"
"time"
bolt "go.etcd.io/bbolt"
)
const (
// CBSA represents the CSV column number.
CBSA = 0
// MDIV represents the CSV column number.
MDIV = 1
// NAME represents the CSV column number.
NAME = 3
// LSAD represents the CSV column number.
LSAD = 4
// POPESTIMATE2014 represents the CSV column number.
POPESTIMATE2014 = 11
// POPESTIMATE2015 represents the CSV column number.
POPESTIMATE2015 = 12
)
type metroStat struct {
ZIP string `json:"zip"`
CBSA string `json:"cbsa"`
MSAName string `json:"msaName"`
PopEst2014 string `json:"popEst2014"`
PopEst2015 string `json:"popEst2015"`
}
func main() {
db, err := setupDB()
if err != nil {
fmt.Println("error opening db:", err)
}
defer db.Close()
// Load CSV files into memory.
cbsaToMSA := loadCSV("db/cbsa_to_msa.csv")
zipToCBSA := loadCSV("db/zip_to_cbsa.csv")
var wg sync.WaitGroup
// Loop through each zip.
for _, row := range zipToCBSA {
// If the CBSA is 99999, the zip code is not part of a CBSA.
if row[1] == "99999" {
continue
}
// Find each MetroStat concurrently.
wg.Add(1)
go processMetroStat(row, cbsaToMSA, db, &wg)
}
wg.Wait()
log.Print("data imported successfully")
}
// processMetroStat is the ETL process for processing population data for a
// given zip code.
func processMetroStat(
row []string,
cbsaToMSA [][]string,
db *bolt.DB,
wg *sync.WaitGroup,
) {
defer wg.Done()
// Populate struct.
ms := metroStat{
ZIP: row[0],
CBSA: row[1],
}
// Check for alternate CBSA.
altCBSA := findAlternateCBSA(cbsaToMSA, ms.CBSA)
// Update our CBSA if we've found an alternate.
if altCBSA != "" {
ms.CBSA = altCBSA
}
// Find metadata for CBSA.
metadata := findMetadata(cbsaToMSA, ms.CBSA)
if len(metadata) != 0 {
// fmt.Println("Found metadata:", metadata)
ms.MSAName = metadata[NAME]
ms.PopEst2014 = metadata[POPESTIMATE2014]
ms.PopEst2015 = metadata[POPESTIMATE2015]
}
// Persist to database.
updateMetroStat(db, ms)
}
func loadCSV(filePath string) [][]string {
in, err := os.Open(filePath)
if err != nil {
log.Fatal(err)
}
r := csv.NewReader(in)
records, err := r.ReadAll()
if err != nil {
log.Fatal(err)
}
return records
}
func findAlternateCBSA(records [][]string, cbsa string) string {
for _, row := range records {
if row[MDIV] == cbsa {
return row[0]
}
}
return ""
}
func findMetadata(records [][]string, cbsa string) []string {
for _, row := range records {
if row[CBSA] == cbsa && row[LSAD] == "Metropolitan Statistical Area" {
return row
}
}
return []string{}
}
func setupDB() (*bolt.DB, error) {
db, err := bolt.Open(
"../server/population.db",
0600,
&bolt.Options{Timeout: 1 * time.Second},
)
if err != nil {
return nil, fmt.Errorf("could not open db, %v", err)
}
log.Print("db setup done")
return db, nil
}
func updateMetroStat(db *bolt.DB, ms metroStat) {
bucketName := []byte("MetroStat")
key := []byte(ms.ZIP)
value, err := json.Marshal(ms)
if err != nil {
fmt.Println("could not marshal entry json: %v", err)
}
// Store the metadata for the given zip/key.
err = db.Batch(func(tx *bolt.Tx) error {
bucket, err := tx.CreateBucketIfNotExists(bucketName)
if err != nil {
return err
}
err = bucket.Put(key, value)
if err != nil {
return err
}
return nil
})
if err != nil {
log.Fatal(err)
}
}