move remainder of aggregation funcs from count pkg to datastore pkg

This commit is contained in:
Danny van Kooten 2018-04-27 16:25:01 +02:00
parent 94b5a03d8e
commit b0d16b648b
20 changed files with 354 additions and 277 deletions

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@ -3,25 +3,36 @@ package api
import (
"net/http"
"github.com/usefathom/fathom/pkg/count"
"github.com/usefathom/fathom/pkg/datastore"
)
// URL: /api/visitors/count
var GetVisitorsCountHandler = HandlerFunc(func(w http.ResponseWriter, r *http.Request) error {
before, after := getRequestedPeriods(r)
result := count.Visitors(before, after)
result, err := datastore.TotalVisitors(before, after)
if err != nil {
return err
}
return respond(w, envelope{Data: result})
})
// URL: /api/visitors/count/realtime
var GetVisitorsRealtimeCountHandler = HandlerFunc(func(w http.ResponseWriter, r *http.Request) error {
result := count.RealtimeVisitors()
result, err := datastore.RealtimeVisitors()
if err != nil {
return err
}
return respond(w, envelope{Data: result})
})
// URL: /api/visitors/count/group/:period
var GetVisitorsPeriodCountHandler = HandlerFunc(func(w http.ResponseWriter, r *http.Request) error {
before, after := getRequestedPeriods(r)
results := count.VisitorsPerDay(before, after)
results, err := datastore.TotalVisitorsPerDay(before, after)
if err != nil {
return err
}
return respond(w, envelope{Data: results})
})

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@ -1,27 +1,12 @@
package count
import (
"log"
"time"
"github.com/usefathom/fathom/pkg/datastore"
)
// TotalUniqueBrowsers returns the total # of unique browsers between two given timestamps
func TotalUniqueBrowsers(before int64, after int64) int {
var total int
stmt, err := datastore.DB.Prepare(`
SELECT
IFNULL( SUM(t.count_unique), 0 )
FROM total_browser_names t
WHERE UNIX_TIMESTAMP(t.date) <= ? AND UNIX_TIMESTAMP(t.date) >= ?`)
checkError(err)
defer stmt.Close()
err = stmt.QueryRow(before, after).Scan(&total)
checkError(err)
return total
}
// Browsers returns a point slice containing browser data per browser name
func Browsers(before int64, after int64, limit int) []Point {
stmt, err := datastore.DB.Prepare(`
@ -40,7 +25,9 @@ func Browsers(before int64, after int64, limit int) []Point {
checkError(err)
points := newPointSlice(rows)
total := TotalUniqueBrowsers(before, after)
total, err := datastore.TotalUniqueBrowsers(before, after)
checkError(err)
points = calculatePointPercentages(points, total)
return points
@ -48,16 +35,14 @@ func Browsers(before int64, after int64, limit int) []Point {
// CreateBrowserTotals aggregates screen data into daily totals
func CreateBrowserTotals(since string) {
rows := queryTotalRows(`
SELECT
v.browser_name,
COUNT(*) AS count,
COUNT(DISTINCT(pv.visitor_id)) AS count_unique,
DATE_FORMAT(pv.timestamp, "%Y-%m-%d") AS date_group
FROM pageviews pv
LEFT JOIN visitors v ON v.id = pv.visitor_id
WHERE pv.timestamp > ?
GROUP BY date_group, v.browser_name`, since)
tomorrow := time.Now().AddDate(0, 0, 1).Format("2006-01-02")
totals, err := datastore.BrowserCountPerDay(tomorrow, since)
if err != nil {
log.Fatal(err)
}
processTotalRows(rows, "total_browser_names")
err = datastore.SaveTotals("browser_names", totals)
if err != nil {
log.Fatal(err)
}
}

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@ -2,22 +2,13 @@ package count
import (
"database/sql"
log "github.com/sirupsen/logrus"
"time"
log "github.com/sirupsen/logrus"
"github.com/usefathom/fathom/pkg/datastore"
)
// Total represents a daily aggregated total for a metric
type Total struct {
ID int64
PageID int64
Value string
Count int64
CountUnique int64
Date string
}
// Point represents a data point, will always have a Label and Value
type Point struct {
Label string
@ -27,6 +18,10 @@ type Point struct {
func getLastArchivedDate() string {
value, _ := datastore.GetOption("last_archived")
if value == "" {
return time.Now().AddDate(-1, 0, 0).Format("2006-01-02")
}
return value
}
@ -47,32 +42,6 @@ func Archive() {
log.Infof("finished aggregating metrics. ran for %dms.", (end.UnixNano()-start.UnixNano())/1000000)
}
// Save the Total in the given database connection + table
func (t *Total) Save(Conn *sql.DB, table string) error {
stmt, err := datastore.DB.Prepare(`INSERT INTO ` + table + `(
value,
count,
count_unique,
date
) VALUES( ?, ?, ?, ? ) ON DUPLICATE KEY UPDATE count = ?, count_unique = ?`)
if err != nil {
return err
}
defer stmt.Close()
result, err := stmt.Exec(
t.Value,
t.Count,
t.CountUnique,
t.Date,
t.Count,
t.CountUnique,
)
t.ID, _ = result.LastInsertId()
return err
}
func checkError(err error) {
if err != nil {
log.Fatal(err)
@ -101,26 +70,3 @@ func calculatePointPercentages(points []Point, total int) []Point {
return points
}
func queryTotalRows(sql string, lastArchived string) *sql.Rows {
stmt, err := datastore.DB.Prepare(sql)
checkError(err)
defer stmt.Close()
rows, err := stmt.Query(lastArchived)
checkError(err)
return rows
}
func processTotalRows(rows *sql.Rows, table string) {
datastore.DB.Exec("START TRANSACTION")
for rows.Next() {
var t Total
err := rows.Scan(&t.Value, &t.Count, &t.CountUnique, &t.Date)
checkError(err)
t.Save(datastore.DB, table)
}
datastore.DB.Exec("COMMIT")
rows.Close()
}

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@ -1,30 +1,14 @@
package count
import (
"log"
"time"
"github.com/usefathom/fathom/pkg/datastore"
)
// TotalUniqueLanguages returns the total # of unique browser languages between two given timestamps
func TotalUniqueLanguages(before int64, after int64) int {
var total int
stmt, err := datastore.DB.Prepare(`
SELECT
IFNULL( SUM(t.count_unique), 0 )
FROM total_browser_languages t
WHERE UNIX_TIMESTAMP(t.date) <= ? AND UNIX_TIMESTAMP(t.date) >= ?`)
checkError(err)
defer stmt.Close()
err = stmt.QueryRow(before, after).Scan(&total)
checkError(err)
return total
}
// Languages returns a point slice containing language data per language
func Languages(before int64, after int64, limit int) []Point {
// TODO: Calculate total instead of requiring it as a parameter.
stmt, err := datastore.DB.Prepare(`
SELECT
t.value,
@ -41,7 +25,9 @@ func Languages(before int64, after int64, limit int) []Point {
checkError(err)
points := newPointSlice(rows)
total := TotalUniqueLanguages(before, after)
total, err := datastore.TotalUniqueLanguages(before, after)
checkError(err)
points = calculatePointPercentages(points, total)
return points
@ -49,16 +35,14 @@ func Languages(before int64, after int64, limit int) []Point {
// CreateLanguageTotals aggregates screen data into daily totals
func CreateLanguageTotals(since string) {
rows := queryTotalRows(`
SELECT
v.browser_language,
COUNT(*) AS count,
COUNT(DISTINCT(pv.visitor_id)) AS count_unique,
DATE_FORMAT(pv.timestamp, "%Y-%m-%d") AS date_group
FROM pageviews pv
LEFT JOIN visitors v ON v.id = pv.visitor_id
WHERE pv.timestamp > ?
GROUP BY date_group, v.browser_language`, since)
tomorrow := time.Now().AddDate(0, 0, 1).Format("2006-01-02")
totals, err := datastore.LanguageCountPerDay(tomorrow, since)
if err != nil {
log.Fatal(err)
}
processTotalRows(rows, "total_browser_languages")
err = datastore.SaveTotals("browser_languages", totals)
if err != nil {
log.Fatal(err)
}
}

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@ -1,14 +1,15 @@
package count
import (
"github.com/usefathom/fathom/pkg/datastore"
"log"
"time"
"github.com/usefathom/fathom/pkg/datastore"
)
// CreatePageviewTotals aggregates pageview data for each page into daily totals
func CreatePageviewTotals(since string) {
tomorrow := time.Now().AddDate(0, 0, 1).Format("2006-02-01")
tomorrow := time.Now().AddDate(0, 0, 1).Format("2006-01-02")
totals, err := datastore.PageviewCountPerPageAndDay(tomorrow, since)
if err != nil {
log.Fatal(err)

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@ -1,27 +1,12 @@
package count
import (
"log"
"time"
"github.com/usefathom/fathom/pkg/datastore"
)
// TotalReferrers returns the total # of referrers between two given timestamps
func TotalReferrers(before int64, after int64) int {
var total int
stmt, err := datastore.DB.Prepare(`
SELECT
IFNULL( SUM(t.count), 0 )
FROM total_referrers t
WHERE UNIX_TIMESTAMP(t.date) <= ? AND UNIX_TIMESTAMP(t.date) >= ?`)
checkError(err)
defer stmt.Close()
err = stmt.QueryRow(before, after).Scan(&total)
checkError(err)
return total
}
// Referrers returns a point slice containing browser data per browser name
func Referrers(before int64, after int64, limit int) []Point {
stmt, err := datastore.DB.Prepare(`
@ -40,7 +25,9 @@ func Referrers(before int64, after int64, limit int) []Point {
checkError(err)
points := newPointSlice(rows)
total := TotalReferrers(before, after)
total, err := datastore.TotalReferrers(before, after)
checkError(err)
points = calculatePointPercentages(points, total)
return points
@ -48,17 +35,14 @@ func Referrers(before int64, after int64, limit int) []Point {
// CreateReferrerTotals aggregates screen data into daily totals
func CreateReferrerTotals(since string) {
rows := queryTotalRows(`
SELECT
pv.referrer_url,
COUNT(*) AS count,
COUNT(DISTINCT(pv.visitor_id)) AS count_unique,
DATE_FORMAT(pv.timestamp, "%Y-%m-%d") AS date_group
FROM pageviews pv
WHERE pv.referrer_url IS NOT NULL
AND pv.referrer_url != ''
AND pv.timestamp > ?
GROUP BY date_group, pv.referrer_url`, since)
tomorrow := time.Now().AddDate(0, 0, 1).Format("2006-01-02")
totals, err := datastore.ReferrerCountPerDay(tomorrow, since)
if err != nil {
log.Fatal(err)
}
processTotalRows(rows, "total_referrers")
err = datastore.SaveTotals("referrers", totals)
if err != nil {
log.Fatal(err)
}
}

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@ -1,27 +1,12 @@
package count
import (
"log"
"time"
"github.com/usefathom/fathom/pkg/datastore"
)
// TotalUniqueScreens returns the total # of screens between two given timestamps
func TotalUniqueScreens(before int64, after int64) int {
var total int
stmt, err := datastore.DB.Prepare(`
SELECT
IFNULL( SUM(t.count_unique), 0 )
FROM total_screens t
WHERE UNIX_TIMESTAMP(t.date) <= ? AND UNIX_TIMESTAMP(t.date) >= ?`)
checkError(err)
defer stmt.Close()
err = stmt.QueryRow(before, after).Scan(&total)
checkError(err)
return total
}
// Screens returns a point slice containing screen data per size
func Screens(before int64, after int64, limit int) []Point {
stmt, err := datastore.DB.Prepare(`
@ -40,7 +25,9 @@ func Screens(before int64, after int64, limit int) []Point {
checkError(err)
points := newPointSlice(rows)
total := TotalUniqueScreens(before, after)
total, err := datastore.TotalUniqueScreens(before, after)
checkError(err)
points = calculatePointPercentages(points, total)
return points
@ -48,16 +35,14 @@ func Screens(before int64, after int64, limit int) []Point {
// CreateScreenTotals aggregates screen data into daily totals
func CreateScreenTotals(since string) {
rows := queryTotalRows(`
SELECT
v.screen_resolution,
COUNT(*) AS count,
COUNT(DISTINCT(pv.visitor_id)) AS count_unique,
DATE_FORMAT(pv.timestamp, "%Y-%m-%d") AS date_group
FROM pageviews pv
LEFT JOIN visitors v ON v.id = pv.visitor_id
WHERE pv.timestamp > ?
GROUP BY date_group, v.screen_resolution`, since)
tomorrow := time.Now().AddDate(0, 0, 1).Format("2006-01-02")
totals, err := datastore.ScreenCountPerDay(tomorrow, since)
if err != nil {
log.Fatal(err)
}
processTotalRows(rows, "total_screens")
err = datastore.SaveTotals("screens", totals)
if err != nil {
log.Fatal(err)
}
}

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@ -1,95 +1,23 @@
package count
import (
"log"
"time"
"github.com/usefathom/fathom/pkg/datastore"
)
// RealtimeVisitors returns the total number of visitors in the last 3 minutes
func RealtimeVisitors() int {
var result int
datastore.DB.QueryRow(`
SELECT COUNT(DISTINCT(pv.visitor_id))
FROM pageviews pv
WHERE pv.timestamp >= DATE_SUB(CURRENT_TIMESTAMP, INTERVAL 3 HOUR_MINUTE) AND pv.timestamp <= CURRENT_TIMESTAMP`).Scan(&result)
return result
}
// Visitors returns the number of total visitors between the given timestamps
func Visitors(before int64, after int64) int {
// get total
stmt, err := datastore.DB.Prepare(`
SELECT
SUM(t.count)
FROM total_visitors t
WHERE UNIX_TIMESTAMP(t.date) <= ? AND UNIX_TIMESTAMP(t.date) >= ?`)
checkError(err)
defer stmt.Close()
var total int
stmt.QueryRow(before, after).Scan(&total)
return total
}
// VisitorsPerDay returns a point slice containing visitor data per day
func VisitorsPerDay(before int64, after int64) []Point {
stmt, err := datastore.DB.Prepare(`SELECT
SUM(t.count) AS count,
DATE_FORMAT(t.date, '%Y-%m-%d') AS date_group
FROM total_visitors t
WHERE UNIX_TIMESTAMP(t.date) <= ? AND UNIX_TIMESTAMP(t.date) >= ?
GROUP BY date_group`)
checkError(err)
defer stmt.Close()
rows, err := stmt.Query(before, after)
checkError(err)
var results []Point
defer rows.Close()
for rows.Next() {
p := Point{}
err = rows.Scan(&p.Value, &p.Label)
checkError(err)
results = append(results, p)
}
return results
}
// CreateVisitorTotals aggregates visitor data into daily totals
func CreateVisitorTotals(since string) {
stmt, err := datastore.DB.Prepare(`
SELECT
COUNT(DISTINCT(pv.visitor_id)) AS count,
DATE_FORMAT(pv.timestamp, "%Y-%m-%d") AS date_group
FROM pageviews pv
WHERE pv.timestamp > ?
GROUP BY date_group`)
checkError(err)
defer stmt.Close()
rows, err := stmt.Query(since)
checkError(err)
defer rows.Close()
datastore.DB.Exec("START TRANSACTION")
for rows.Next() {
var t Total
err = rows.Scan(&t.Count, &t.Date)
checkError(err)
stmt, err := datastore.DB.Prepare(`INSERT INTO total_visitors(
count,
date
) VALUES( ?, ? ) ON DUPLICATE KEY UPDATE count = ?`)
checkError(err)
defer stmt.Close()
_, err = stmt.Exec(
t.Count,
t.Date,
t.Count,
)
checkError(err)
tomorrow := time.Now().AddDate(0, 0, 1).Format("2006-01-02")
totals, err := datastore.VisitorCountPerDay(tomorrow, since)
if err != nil {
log.Fatal(err)
}
datastore.DB.Exec("COMMIT")
err = datastore.SaveVisitorTotals(totals)
if err != nil {
log.Fatal(err)
}
}

21
pkg/datastore/browsers.go Normal file
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@ -0,0 +1,21 @@
package datastore
import "github.com/usefathom/fathom/pkg/models"
func BrowserCountPerDay(before string, after string) ([]*models.Total, error) {
var results []*models.Total
query := dbx.Rebind(`
SELECT
v.browser_name AS value,
COUNT(*) AS count,
COUNT(DISTINCT(pv.visitor_id)) AS count_unique,
DATE_FORMAT(pv.timestamp, "%Y-%m-%d") AS date_group
FROM pageviews pv
LEFT JOIN visitors v ON v.id = pv.visitor_id
WHERE pv.timestamp < ? AND pv.timestamp > ?
GROUP BY date_group, v.browser_name`)
err := dbx.Select(&results, query, before, after)
return results, err
}

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@ -0,0 +1,21 @@
package datastore
import "github.com/usefathom/fathom/pkg/models"
func LanguageCountPerDay(before string, after string) ([]*models.Total, error) {
var results []*models.Total
query := dbx.Rebind(`
SELECT
v.browser_language AS value,
COUNT(*) AS count,
COUNT(DISTINCT(pv.visitor_id)) AS count_unique,
DATE_FORMAT(pv.timestamp, "%Y-%m-%d") AS date_group
FROM pageviews pv
LEFT JOIN visitors v ON v.id = pv.visitor_id
WHERE pv.timestamp < ? AND pv.timestamp > ?
GROUP BY date_group, v.browser_language`)
err := dbx.Select(&results, query, before, after)
return results, err
}

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@ -0,0 +1,22 @@
package datastore
import "github.com/usefathom/fathom/pkg/models"
func ReferrerCountPerDay(before string, after string) ([]*models.Total, error) {
var results []*models.Total
query := dbx.Rebind(`
SELECT
pv.referrer_url AS value,
COUNT(*) AS count,
COUNT(DISTINCT(pv.visitor_id)) AS count_unique,
DATE_FORMAT(pv.timestamp, "%Y-%m-%d") AS date_group
FROM pageviews pv
WHERE pv.referrer_url IS NOT NULL
AND pv.referrer_url != ''
AND pv.timestamp < ? AND pv.timestamp > ?
GROUP BY date_group, pv.referrer_url`)
err := dbx.Select(&results, query, before, after)
return results, err
}

21
pkg/datastore/screens.go Normal file
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@ -0,0 +1,21 @@
package datastore
import "github.com/usefathom/fathom/pkg/models"
func ScreenCountPerDay(before string, after string) ([]*models.Total, error) {
var results []*models.Total
query := dbx.Rebind(`
SELECT
v.screen_resolution AS value,
COUNT(*) AS count,
COUNT(DISTINCT(pv.visitor_id)) AS count_unique,
DATE_FORMAT(pv.timestamp, "%Y-%m-%d") AS date_group
FROM pageviews pv
LEFT JOIN visitors v ON v.id = pv.visitor_id
WHERE pv.timestamp < ? AND pv.timestamp > ?
GROUP BY date_group, v.screen_resolution`)
err := dbx.Select(&results, query, before, after)
return results, err
}

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@ -133,16 +133,12 @@ func Seed(n int) {
Timestamp: timestamp,
}
DB.Exec("START TRANSACTION")
// insert between 1-6 pageviews for this visitor
for j := 0; j <= randInt(1, 6); j++ {
page := pages[randInt(0, len(pages))]
pv.PageID = page.ID
SavePageview(&pv)
}
DB.Exec("COMMIT")
}
}

37
pkg/datastore/total.go Normal file
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@ -0,0 +1,37 @@
package datastore
import (
"fmt"
"github.com/usefathom/fathom/pkg/models"
)
func SaveTotals(metric string, totals []*models.Total) error {
query := dbx.Rebind(fmt.Sprintf(`
INSERT INTO total_%s( value, count, count_unique, date)
VALUES( ?, ?, ?, ? ) ON DUPLICATE KEY UPDATE count = ?, count_unique = ?
`, metric))
tx, err := dbx.Begin()
if err != nil {
return err
}
stmt, err := tx.Prepare(query)
if err != nil {
return err
}
defer stmt.Close()
for _, t := range totals {
result, err := stmt.Exec(t.Value, t.Count, t.CountUnique, t.Date, t.Count, t.CountUnique)
if err != nil {
return err
}
t.ID, _ = result.LastInsertId()
}
err = tx.Commit()
return err
}

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@ -0,0 +1,14 @@
package datastore
// TotalUniqueBrowsers returns the total # of unique browsers between two given timestamps
func TotalUniqueBrowsers(before int64, after int64) (int, error) {
var total int
query := dbx.Rebind(`
SELECT
SUM(IFNULL(t.count_unique, 0))
FROM total_browser_names t
WHERE UNIX_TIMESTAMP(t.date) <= ? AND UNIX_TIMESTAMP(t.date) >= ?`)
err := dbx.Get(&total, query, before, after)
return total, err
}

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@ -0,0 +1,15 @@
package datastore
// TotalUniqueLanguages returns the total # of unique browser languages between two given timestamps
func TotalUniqueLanguages(before int64, after int64) (int, error) {
var total int
query := dbx.Rebind(`
SELECT
IFNULL( SUM(t.count_unique), 0 )
FROM total_browser_languages t
WHERE UNIX_TIMESTAMP(t.date) <= ? AND UNIX_TIMESTAMP(t.date) >= ?`)
err := dbx.Get(&total, query, before, after)
return total, err
}

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@ -0,0 +1,15 @@
package datastore
// TotalReferrers returns the total # of referrers between two given timestamps
func TotalReferrers(before int64, after int64) (int, error) {
var total int
query := dbx.Rebind(`
SELECT
IFNULL( SUM(t.count), 0 )
FROM total_referrers t
WHERE UNIX_TIMESTAMP(t.date) <= ? AND UNIX_TIMESTAMP(t.date) >= ?`)
err := dbx.Get(&total, query, before, after)
return total, err
}

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@ -0,0 +1,14 @@
package datastore
// TotalUniqueScreens returns the total # of screens between two given timestamps
func TotalUniqueScreens(before int64, after int64) (int, error) {
var total int
query := dbx.Rebind(`
SELECT
IFNULL( SUM(t.count_unique), 0 )
FROM total_screens t
WHERE UNIX_TIMESTAMP(t.date) <= ? AND UNIX_TIMESTAMP(t.date) >= ?`)
err := dbx.Get(&total, query, before, after)
return total, err
}

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@ -0,0 +1,50 @@
package datastore
import "github.com/usefathom/fathom/pkg/models"
// TotalVisitors returns the number of total visitors between the given timestamps
func TotalVisitors(before int64, after int64) (int, error) {
var total int
query := dbx.Rebind(`
SELECT IFNULL(SUM(t.count), 0)
FROM total_visitors t
WHERE UNIX_TIMESTAMP(t.date) <= ? AND UNIX_TIMESTAMP(t.date) >= ?`)
err := dbx.Get(&total, query, before, after)
return total, err
}
// TotalVisitorsPerDay returns a point slice containing visitor data per day
func TotalVisitorsPerDay(before int64, after int64) ([]*models.Point, error) {
var results []*models.Point
query := dbx.Rebind(`SELECT
SUM(IFNULL(t.count, 0)) AS value,
DATE_FORMAT(t.date, '%Y-%m-%d') AS label
FROM total_visitors t
WHERE UNIX_TIMESTAMP(t.date) <= ? AND UNIX_TIMESTAMP(t.date) >= ?
GROUP BY label`)
err := dbx.Select(&results, query, before, after)
return results, err
}
func SaveVisitorTotals(totals []*models.Total) error {
tx, err := dbx.Begin()
if err != nil {
return nil
}
query := dbx.Rebind(`INSERT INTO total_visitors( count, date ) VALUES( ?, ? ) ON DUPLICATE KEY UPDATE count = ?`)
stmt, err := tx.Prepare(query)
if err != nil {
return err
}
for _, t := range totals {
_, err = stmt.Exec(t.Count, t.Date, t.Count)
}
err = tx.Commit()
return err
}

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@ -34,3 +34,30 @@ func SaveVisitor(v *models.Visitor) error {
v.ID, _ = result.LastInsertId()
return nil
}
// RealtimeVisitors returns the total number of visitors in the last 3 minutes
// TODO: Query visitors table instead, using a last_seen column.
func RealtimeVisitors() (int, error) {
var result int
query := dbx.Rebind(`
SELECT COUNT(DISTINCT(pv.visitor_id))
FROM pageviews pv
WHERE pv.timestamp >= DATE_SUB(CURRENT_TIMESTAMP, INTERVAL 3 HOUR_MINUTE) AND pv.timestamp <= CURRENT_TIMESTAMP`)
err := dbx.Get(&result, query)
return result, err
}
func VisitorCountPerDay(before string, after string) ([]*models.Total, error) {
var results []*models.Total
query := dbx.Rebind(`
SELECT
COUNT(DISTINCT(pv.visitor_id)) AS count,
DATE_FORMAT(pv.timestamp, "%Y-%m-%d") AS date_group
FROM pageviews pv
WHERE pv.timestamp < ? AND pv.timestamp > ?
GROUP BY date_group`)
err := dbx.Select(&results, query, before, after)
return results, err
}