diff --git a/_sql/actions_and_analytics/generic_inference/jobs_by_ip_address.sql b/_sql/actions_and_analytics/generic_inference/jobs_by_ip_address.sql
index fd392a8404..d4d64e798a 100644
--- a/_sql/actions_and_analytics/generic_inference/jobs_by_ip_address.sql
+++ b/_sql/actions_and_analytics/generic_inference/jobs_by_ip_address.sql
@@ -12,7 +12,7 @@ SELECT
     maybe_creator_user_token,
     users.username as maybe_creator_username,
     creator_ip_address,
-    count(*) as attempts
+    count(*) as total_job_count
 FROM (
     SELECT
         maybe_creator_user_token,
@@ -22,15 +22,16 @@ FROM (
             creator_ip_address,
             created_at
         FROM generic_inference_jobs
+        where status = 'pending'
         ORDER BY id DESC
-        LIMIT 10000
+        LIMIT 50000
     ) as j
     WHERE j.created_at > NOW() - INTERVAL 30 MINUTE
 ) as jobs
 LEFT OUTER JOIN users
 ON users.token = jobs.maybe_creator_user_token
 group by maybe_creator_user_token, maybe_creator_username, creator_ip_address
-order by attempts desc;
+order by total_job_count desc;
 
 
 -- Bin histogram by creator user (including logged out)
@@ -38,7 +39,7 @@ order by attempts desc;
 SELECT
     users.username as maybe_creator_username,
     maybe_creator_user_token,
-    count(*) as attempts
+    count(*) as total_job_count
 FROM (
     SELECT
         maybe_creator_user_token,
@@ -56,7 +57,7 @@ FROM (
 LEFT OUTER JOIN users
 ON users.token = jobs.maybe_creator_user_token
 group by maybe_creator_user_token, maybe_creator_username
-order by attempts desc;
+order by total_job_count desc;
 
 
 -- Bin histogram by IP (logged in and non-logged in)
diff --git a/_sql/actions_and_analytics/generic_inference/jobs_by_type.sql b/_sql/actions_and_analytics/generic_inference/jobs_by_type.sql
index 57871991c4..475b8763bc 100644
--- a/_sql/actions_and_analytics/generic_inference/jobs_by_type.sql
+++ b/_sql/actions_and_analytics/generic_inference/jobs_by_type.sql
@@ -2,7 +2,19 @@
 -- noinspection SqlNoDataSourceInspectionForFile
 -- noinspection SqlResolveForFile
 
--- Histogram by type
+-- Pending jobs
+select
+    count(*),
+    job_type
+from generic_inference_jobs
+where status in ('pending', 'started', 'attempt_failed')
+group by job_type;
+
+update generic_inference_jobs
+set status = 'dead'
+where status in ('pending', 'started', 'attempt_failed')
+
+-- Histogram by type over last 50,000 jobs
 -- NB: no index on ip, hence subquery
 select
     job_type,
@@ -20,7 +32,7 @@ FROM (
     ) as j
 group by job_type, inference_category, maybe_model_type;
 
--- Histogram by type (still processing)
+-- Histogram by type over last 50,000 jobs that are "still processing"
 -- NB: no index on ip, hence subquery
 select
     job_type,
diff --git a/_sql/actions_and_analytics/model_weights/model_weights.sql b/_sql/actions_and_analytics/model_weights/model_weights.sql
index 1eb3453c56..ba8d550357 100644
--- a/_sql/actions_and_analytics/model_weights/model_weights.sql
+++ b/_sql/actions_and_analytics/model_weights/model_weights.sql
@@ -35,7 +35,7 @@ from (
     select maybe_model_token, count(*) as use_count
     from generic_inference_jobs
     where maybe_model_token IS NOT NULL
-        and created_at > NOW() - INTERVAL 1 DAY
+        and created_at > NOW() - INTERVAL 7 DAY
         and id > 40000000
     group by maybe_model_token
 ) as r