2024-09-12 02:28:52 +00:00
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package demographic
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import (
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"errors"
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"sync"
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"time"
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"code.nonshy.com/nonshy/website/pkg/config"
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"code.nonshy.com/nonshy/website/pkg/log"
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"code.nonshy.com/nonshy/website/pkg/models"
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)
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// Cached statistics (in case the queries are heavy to hit too often).
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var (
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cachedDemographic Demographic
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cacheMu sync.Mutex
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)
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// Get the current cached demographics result.
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func Get() (Demographic, error) {
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// Do we have the results cached?
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var result = cachedDemographic
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if !result.Computed || time.Since(result.LastUpdated) > config.DemographicsCacheTTL {
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cacheMu.Lock()
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defer cacheMu.Unlock()
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// If we have a race of threads: e.g. one request is pulling the stats and the second is locked.
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// Check if we have an updated result from the first thread.
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if time.Since(cachedDemographic.LastUpdated) < config.DemographicsCacheTTL {
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return cachedDemographic, nil
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}
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// Get the latest.
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res, err := Generate()
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if err != nil {
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return result, err
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}
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cachedDemographic = res
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}
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return cachedDemographic, nil
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}
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// Refresh the demographics cache, pulling fresh results from the database every time.
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func Refresh() (Demographic, error) {
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cacheMu.Lock()
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cachedDemographic = Demographic{}
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cacheMu.Unlock()
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return Get()
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}
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// Generate the demographics result.
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func Generate() (Demographic, error) {
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if !config.Current.Database.IsPostgres {
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return cachedDemographic, errors.New("this feature requires a PostgreSQL database")
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}
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result := Demographic{
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Computed: true,
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LastUpdated: time.Now(),
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Photo: PhotoStatistics(),
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People: PeopleStatistics(),
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}
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return result, nil
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}
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// PeopleStatistics pulls various metrics about users of the website.
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func PeopleStatistics() People {
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var result = People{
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ByAgeRange: map[string]int64{},
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2024-09-28 00:37:45 +00:00
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ByGender: map[string]int64{"": 0},
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ByOrientation: map[string]int64{"": 0},
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2024-09-12 02:28:52 +00:00
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}
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type record struct {
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MetricType string
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MetricValue string
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MetricCount int64
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}
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var records []record
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res := models.DB.Raw(`
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-- Users who opt in/out of explicit content
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WITH subquery_explicit AS (
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SELECT
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SUM(CASE WHEN explicit IS TRUE THEN 1 ELSE 0 END) AS explicit_count,
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SUM(CASE WHEN explicit IS NOT TRUE THEN 1 ELSE 0 END) AS non_explicit_count
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FROM users
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WHERE users.status = 'active'
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AND users.certified IS TRUE
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),
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-- Users who share at least one explicit photo on public
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subquery_explicit_photo AS (
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SELECT
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COUNT(*) AS user_count
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FROM users
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WHERE users.status = 'active'
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AND users.certified IS TRUE
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AND EXISTS (
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SELECT 1
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FROM photos
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WHERE photos.user_id = users.id
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AND photos.explicit IS TRUE
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AND photos.visibility = 'public'
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)
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),
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-- User counts by age
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subquery_ages AS (
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SELECT
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CASE
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WHEN DATE_PART('year', AGE(birthdate)) BETWEEN 0 AND 25 THEN '18-25'
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WHEN DATE_PART('year', AGE(birthdate)) BETWEEN 26 and 35 THEN '26-35'
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WHEN DATE_PART('year', AGE(birthdate)) BETWEEN 36 and 45 THEN '36-45'
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WHEN DATE_PART('year', AGE(birthdate)) BETWEEN 46 and 55 THEN '46-55'
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WHEN DATE_PART('year', AGE(birthdate)) BETWEEN 56 and 65 THEN '56-65'
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WHEN DATE_PART('year', AGE(birthdate)) BETWEEN 66 and 75 THEN '66-75'
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WHEN DATE_PART('year', AGE(birthdate)) BETWEEN 76 and 85 THEN '76-85'
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ELSE '86+'
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END AS age_range,
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COUNT(*) AS user_count
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FROM
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users
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2024-09-12 02:49:17 +00:00
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WHERE users.status = 'active'
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AND users.certified IS TRUE
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2024-09-12 02:28:52 +00:00
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GROUP BY
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CASE
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WHEN DATE_PART('year', AGE(birthdate)) BETWEEN 0 AND 25 THEN '18-25'
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WHEN DATE_PART('year', AGE(birthdate)) BETWEEN 26 and 35 THEN '26-35'
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WHEN DATE_PART('year', AGE(birthdate)) BETWEEN 36 and 45 THEN '36-45'
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WHEN DATE_PART('year', AGE(birthdate)) BETWEEN 46 and 55 THEN '46-55'
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WHEN DATE_PART('year', AGE(birthdate)) BETWEEN 56 and 65 THEN '56-65'
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WHEN DATE_PART('year', AGE(birthdate)) BETWEEN 66 and 75 THEN '66-75'
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WHEN DATE_PART('year', AGE(birthdate)) BETWEEN 76 and 85 THEN '76-85'
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ELSE '86+'
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END
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),
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-- User counts by gender
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subquery_gender AS (
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SELECT
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profile_fields.value AS gender,
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COUNT(*) AS user_count
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FROM users
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JOIN profile_fields ON profile_fields.user_id = users.id
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WHERE users.status = 'active'
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AND users.certified IS TRUE
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AND profile_fields.name = 'gender'
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GROUP BY profile_fields.value
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),
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-- User counts by orientation
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subquery_orientation AS (
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SELECT
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profile_fields.value AS orientation,
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COUNT(*) AS user_count
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FROM users
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JOIN profile_fields ON profile_fields.user_id = users.id
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WHERE users.status = 'active'
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AND users.certified IS TRUE
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AND profile_fields.name = 'orientation'
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GROUP BY profile_fields.value
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)
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SELECT
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'ExplicitCount' AS metric_type,
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'explicit' AS metric_value,
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explicit_count AS metric_count
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FROM subquery_explicit
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UNION ALL
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SELECT
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'ExplicitPhotoCount' AS metric_type,
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'count' AS metric_value,
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user_count AS metric_count
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FROM subquery_explicit_photo
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UNION ALL
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SELECT
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'ExplicitCount' AS metric_type,
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'non_explicit' AS metric_value,
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non_explicit_count AS metric_count
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FROM subquery_explicit
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UNION ALL
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SELECT
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'AgeCounts' AS metric_type,
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age_range AS metric_value,
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user_count AS metric_count
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FROM subquery_ages
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UNION ALL
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SELECT
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'GenderCount' AS metric_type,
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gender AS metric_value,
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user_count AS metric_count
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FROM subquery_gender
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UNION ALL
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SELECT
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'OrientationCount' AS metric_type,
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orientation AS metric_value,
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user_count AS metric_count
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FROM subquery_orientation
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`).Scan(&records)
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if res.Error != nil {
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log.Error("PeopleStatistics: %s", res.Error)
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return result
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}
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// Ingest the records.
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2024-09-28 00:37:45 +00:00
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var (
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totalWithAge int64 // will be the total count of users since age is required
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totalWithGender int64
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totalWithOrientation int64
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)
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2024-09-12 02:28:52 +00:00
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for _, row := range records {
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switch row.MetricType {
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case "ExplicitCount":
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result.Total += row.MetricCount
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if row.MetricValue == "explicit" {
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result.ExplicitOptIn = row.MetricCount
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}
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case "ExplicitPhotoCount":
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result.ExplicitPhoto = row.MetricCount
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case "AgeCounts":
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if _, ok := result.ByAgeRange[row.MetricValue]; !ok {
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result.ByAgeRange[row.MetricValue] = 0
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}
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result.ByAgeRange[row.MetricValue] += row.MetricCount
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2024-09-28 00:37:45 +00:00
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totalWithAge += row.MetricCount
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2024-09-12 02:28:52 +00:00
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case "GenderCount":
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if _, ok := result.ByGender[row.MetricValue]; !ok {
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result.ByGender[row.MetricValue] = 0
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}
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result.ByGender[row.MetricValue] += row.MetricCount
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2024-09-28 00:37:45 +00:00
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totalWithGender += row.MetricCount
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2024-09-12 02:28:52 +00:00
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case "OrientationCount":
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if _, ok := result.ByOrientation[row.MetricValue]; !ok {
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result.ByOrientation[row.MetricValue] = 0
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}
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result.ByOrientation[row.MetricValue] += row.MetricCount
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2024-09-28 00:37:45 +00:00
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totalWithOrientation += row.MetricCount
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2024-09-12 02:28:52 +00:00
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}
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}
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2024-09-28 00:37:45 +00:00
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// Gender and Orientation: pad out the "no answer" selection with the count of users
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// who had no profile_fields stored in the DB at all.
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result.ByOrientation[""] += (totalWithAge - totalWithOrientation)
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result.ByGender[""] += (totalWithAge - totalWithGender)
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2024-09-12 02:28:52 +00:00
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return result
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}
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// PhotoStatistics gets info about photo usage on the website.
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//
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// Counts of Explicit vs. Non-Explicit photos.
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func PhotoStatistics() Photo {
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var result Photo
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type record struct {
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Explicit bool
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C int64
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}
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var records []record
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res := models.DB.Raw(`
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SELECT
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photos.explicit,
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count(photos.id) AS c
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FROM
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photos
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2024-09-28 00:37:45 +00:00
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JOIN users ON (photos.user_id = users.id)
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WHERE photos.visibility = 'public'
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2024-09-28 20:10:56 +00:00
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AND photos.gallery IS TRUE
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2024-09-28 00:37:45 +00:00
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AND users.certified IS TRUE
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AND users.status = 'active'
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2024-09-12 02:28:52 +00:00
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GROUP BY photos.explicit
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ORDER BY c DESC
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`).Scan(&records)
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if res.Error != nil {
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log.Error("PhotoStatistics: %s", res.Error)
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return result
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}
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for _, row := range records {
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result.Total += row.C
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if row.Explicit {
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result.Explicit += row.C
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} else {
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result.NonExplicit += row.C
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}
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}
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return result
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}
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