Make retained 2025 daily traffic visible by default

README.md

@@ -34,42 +34,90 @@ tags:
 - tabular
 - real-world-data
 configs:
-- config_name: accounts
+- config_name: http_daily
   data_files:
   - split: train
-    path: data/accounts.parquet
-- config_name: data_dictionary
+    path: data/http_daily.parquet
+- config_name: http_hourly
   data_files:
   - split: train
-    path: data/data_dictionary.parquet
+    path: data/http_hourly.parquet
+- config_name: http_dimension_groups
+  data_files:
+  - split: train
+    path: data/http_dimension_groups.parquet
+- config_name: firewall_events
+  data_files:
+  - split: train
+    path: data/firewall_events.parquet
 - config_name: dns_analytics
   data_files:
   - split: train
     path: data/dns_analytics.parquet
+- config_name: rum_web_vitals_groups
+  data_files:
+  - split: train
+    path: data/rum_web_vitals_groups.parquet
+- config_name: rum_performance_groups
+  data_files:
+  - split: train
+    path: data/rum_performance_groups.parquet
+- config_name: rum_pageload_groups
+  data_files:
+  - split: train
+    path: data/rum_pageload_groups.parquet
+- config_name: zones
+  data_files:
+  - split: train
+    path: data/zones.parquet
+- config_name: accounts
+  data_files:
+  - split: train
+    path: data/accounts.parquet
 - config_name: dns_records
   data_files:
   - split: train
     path: data/dns_records.parquet
-- config_name: email_routing_rules
+- config_name: zone_settings
   data_files:
   - split: train
-    path: data/email_routing_rules.parquet
-- config_name: firewall_events
+    path: data/zone_settings.parquet
+- config_name: rulesets
   data_files:
   - split: train
-    path: data/firewall_events.parquet
-- config_name: http_daily
+    path: data/rulesets.parquet
+- config_name: ruleset_rules
   data_files:
   - split: train
-    path: data/http_daily.parquet
-- config_name: http_dimension_groups
+    path: data/ruleset_rules.parquet
+- config_name: redirect_lists
   data_files:
   - split: train
-    path: data/http_dimension_groups.parquet
-- config_name: http_hourly
+    path: data/redirect_lists.parquet
+- config_name: redirect_list_items
   data_files:
   - split: train
-    path: data/http_hourly.parquet
+    path: data/redirect_list_items.parquet
+- config_name: web_analytics_sites
+  data_files:
+  - split: train
+    path: data/web_analytics_sites.parquet
+- config_name: web_analytics_rules
+  data_files:
+  - split: train
+    path: data/web_analytics_rules.parquet
+- config_name: metric_availability
+  data_files:
+  - split: train
+    path: data/metric_availability.parquet
+- config_name: data_dictionary
+  data_files:
+  - split: train
+    path: data/data_dictionary.parquet
+- config_name: email_routing_rules
+  data_files:
+  - split: train
+    path: data/email_routing_rules.parquet
 - config_name: http_hourly_browser_map
   data_files:
   - split: train
@@ -102,38 +150,6 @@ configs:
   data_files:
   - split: train
     path: data/http_hourly_threat_pathing_map.parquet
-- config_name: metric_availability
-  data_files:
-  - split: train
-    path: data/metric_availability.parquet
-- config_name: redirect_list_items
-  data_files:
-  - split: train
-    path: data/redirect_list_items.parquet
-- config_name: redirect_lists
-  data_files:
-  - split: train
-    path: data/redirect_lists.parquet
-- config_name: ruleset_rules
-  data_files:
-  - split: train
-    path: data/ruleset_rules.parquet
-- config_name: rulesets
-  data_files:
-  - split: train
-    path: data/rulesets.parquet
-- config_name: rum_pageload_groups
-  data_files:
-  - split: train
-    path: data/rum_pageload_groups.parquet
-- config_name: rum_performance_groups
-  data_files:
-  - split: train
-    path: data/rum_performance_groups.parquet
-- config_name: rum_web_vitals_groups
-  data_files:
-  - split: train
-    path: data/rum_web_vitals_groups.parquet
 - config_name: speed_availability
   data_files:
   - split: train
@@ -146,22 +162,6 @@ configs:
   data_files:
   - split: train
     path: data/ssl_certificate_packs.parquet
-- config_name: web_analytics_rules
-  data_files:
-  - split: train
-    path: data/web_analytics_rules.parquet
-- config_name: web_analytics_sites
-  data_files:
-  - split: train
-    path: data/web_analytics_sites.parquet
-- config_name: zone_settings
-  data_files:
-  - split: train
-    path: data/zone_settings.parquet
-- config_name: zones
-  data_files:
-  - split: train
-    path: data/zones.parquet
 ---
 
 # Multi-Domain Cloudflare Web Traffic, Performance and Security Observability Dataset
@@ -172,6 +172,9 @@ The collector does not use one global history window. Each zone and Cloudflare d
 
 Current observed coverage: `http_daily` spans `2025-05-02 to 2026-05-01`; `http_hourly` spans `2026-01-31T13:00:00Z to 2026-05-01T09:00:00Z`. Exact per-table ranges are in `metadata/collection_manifest.json`.
 
+
+The `http_daily` table includes `46,108` rows from 2025 and `23,598` rows from 2026. Hugging Face's first/default dataset config is intentionally `http_daily` so the retained 2025 traffic is visible immediately.
+
 Curated by Faruk Alpay. Contact: `alpay@lightcap.ai`.
 
 The shape is intentionally relational: domains live in `zones`, redirects live in `redirect_list_items`, hourly and daily traffic live in `http_hourly` and `http_daily`, and high-cardinality request slices live in `http_dimension_groups`. That makes the data easy to query with DuckDB, Polars, Pandas, Spark, or `datasets.load_dataset()` without unpacking nested API responses.
@@ -180,15 +183,27 @@ Cloudflare GraphQL field availability is discovered per zone before querying. Un
 
 ## Table Overview
 
-- `accounts`: 1 rows
-- `data_dictionary`: 42 rows
+- `http_daily`: 69,706 rows
+- `http_hourly`: 12,112 rows
+- `http_dimension_groups`: 310,912 rows
+- `firewall_events`: 70,322 rows
 - `dns_analytics`: 87,482 rows
+- `rum_web_vitals_groups`: 165 rows
+- `rum_performance_groups`: 278 rows
+- `rum_pageload_groups`: 303 rows
+- `zones`: 200 rows
+- `accounts`: 1 rows
 - `dns_records`: 288 rows
+- `zone_settings`: 11,200 rows
+- `rulesets`: 783 rows
+- `ruleset_rules`: 36,664 rows
+- `redirect_lists`: 1 rows
+- `redirect_list_items`: 50 rows
+- `web_analytics_sites`: 12 rows
+- `web_analytics_rules`: 12 rows
+- `metric_availability`: 6 rows
+- `data_dictionary`: 42 rows
 - `email_routing_rules`: 201 rows
-- `firewall_events`: 70,322 rows
-- `http_daily`: 69,706 rows
-- `http_dimension_groups`: 310,912 rows
-- `http_hourly`: 12,112 rows
 - `http_hourly_browser_map`: 10,259 rows
 - `http_hourly_content_type_map`: 25,178 rows
 - `http_hourly_country_map`: 37,120 rows
@@ -197,21 +212,9 @@ Cloudflare GraphQL field availability is discovered per zone before querying. Un
 - `http_hourly_ssl_map`: 23,821 rows
 - `http_hourly_status_map`: 25,825 rows
 - `http_hourly_threat_pathing_map`: 145 rows
-- `metric_availability`: 6 rows
-- `redirect_list_items`: 50 rows
-- `redirect_lists`: 1 rows
-- `ruleset_rules`: 36,664 rows
-- `rulesets`: 783 rows
-- `rum_pageload_groups`: 303 rows
-- `rum_performance_groups`: 278 rows
-- `rum_web_vitals_groups`: 165 rows
 - `speed_availability`: 200 rows
 - `speed_pages`: 1 rows
 - `ssl_certificate_packs`: 200 rows
-- `web_analytics_rules`: 12 rows
-- `web_analytics_sites`: 12 rows
-- `zone_settings`: 11,200 rows
-- `zones`: 200 rows
 
 `schema/data_dictionary.json` mirrors the table descriptions and important column notes. `metadata/collection_manifest.json` records the collection window, Cloudflare API surfaces, limits, and redaction boundary.
 
@@ -232,6 +235,7 @@ Cloudflare GraphQL field availability is discovered per zone before querying. Un
 ```python
 from datasets import load_dataset
 
+daily = load_dataset("Lightcap/multi-domain-cloudflare-observability", "http_daily", split="train")
 hourly = load_dataset("Lightcap/multi-domain-cloudflare-observability", "http_hourly", split="train")
 paths = load_dataset("Lightcap/multi-domain-cloudflare-observability", "http_dimension_groups", split="train")
 zones = load_dataset("Lightcap/multi-domain-cloudflare-observability", "zones", split="train")
@@ -243,10 +247,11 @@ LOAD httpfs;
 
 SELECT
   zone_name,
-  date_trunc('day', CAST(datetime_hour AS TIMESTAMP)) AS day,
+  CAST(date AS DATE) AS day,
   sum(requests) AS requests,
-  max(unique_visitors) AS hourly_unique_peak
-FROM read_parquet('hf://datasets/Lightcap/multi-domain-cloudflare-observability/data/http_hourly.parquet')
+  max(unique_visitors) AS daily_unique_visitors
+FROM read_parquet('hf://datasets/Lightcap/multi-domain-cloudflare-observability/data/http_daily.parquet')
+WHERE CAST(date AS DATE) < DATE '2026-01-01'
 GROUP BY 1, 2
 ORDER BY requests DESC;
 ```

examples/duckdb_quickstart.sql

@@ -3,8 +3,9 @@ LOAD httpfs;
 
 SELECT
   zone_name,
-  date_trunc('day', CAST(datetime_hour AS TIMESTAMP)) AS day,
+  CAST(date AS DATE) AS day,
   sum(requests) AS requests
-FROM read_parquet('hf://datasets/Lightcap/multi-domain-cloudflare-observability/data/http_hourly.parquet')
+FROM read_parquet('hf://datasets/Lightcap/multi-domain-cloudflare-observability/data/http_daily.parquet')
+WHERE CAST(date AS DATE) < DATE '2026-01-01'
 GROUP BY 1, 2
 ORDER BY day DESC, requests DESC;

examples/pandas_quickstart.py

@@ -1,12 +1,13 @@
 import pandas as pd
 
-hourly = pd.read_parquet("hf://datasets/Lightcap/multi-domain-cloudflare-observability/data/http_hourly.parquet")
-hourly["day"] = pd.to_datetime(hourly["datetime_hour"]).dt.date
+daily = pd.read_parquet("hf://datasets/Lightcap/multi-domain-cloudflare-observability/data/http_daily.parquet")
+daily["day"] = pd.to_datetime(daily["date"]).dt.date
 
-daily = (
-    hourly.groupby(["zone_name", "day"], as_index=False)["requests"]
+top_2025_days = (
+    daily[daily["date"].str.startswith("2025")]
+    .groupby(["zone_name", "day"], as_index=False)["requests"]
     .sum()
     .sort_values("requests", ascending=False)
 )
 
-print(daily.head())
+print(top_2025_days.head())

metadata/collection_manifest.json

@@ -20705,5 +20705,92 @@
         "min": "2025-03-05T11:21:03.695653Z"
       }
     }
-  }
+  },
+  "year_coverage": [
+    {
+      "rows": 87482,
+      "table_name": "dns_analytics",
+      "year": "2026"
+    },
+    {
+      "rows": 70322,
+      "table_name": "firewall_events",
+      "year": "2026"
+    },
+    {
+      "rows": 46108,
+      "table_name": "http_daily",
+      "year": "2025"
+    },
+    {
+      "rows": 23598,
+      "table_name": "http_daily",
+      "year": "2026"
+    },
+    {
+      "rows": 310912,
+      "table_name": "http_dimension_groups",
+      "year": "2026"
+    },
+    {
+      "rows": 12112,
+      "table_name": "http_hourly",
+      "year": "2026"
+    },
+    {
+      "rows": 10259,
+      "table_name": "http_hourly_browser_map",
+      "year": "2026"
+    },
+    {
+      "rows": 25178,
+      "table_name": "http_hourly_content_type_map",
+      "year": "2026"
+    },
+    {
+      "rows": 37120,
+      "table_name": "http_hourly_country_map",
+      "year": "2026"
+    },
+    {
+      "rows": 16621,
+      "table_name": "http_hourly_http_version_map",
+      "year": "2026"
+    },
+    {
+      "rows": 18125,
+      "table_name": "http_hourly_ip_class_map",
+      "year": "2026"
+    },
+    {
+      "rows": 23821,
+      "table_name": "http_hourly_ssl_map",
+      "year": "2026"
+    },
+    {
+      "rows": 25825,
+      "table_name": "http_hourly_status_map",
+      "year": "2026"
+    },
+    {
+      "rows": 145,
+      "table_name": "http_hourly_threat_pathing_map",
+      "year": "2026"
+    },
+    {
+      "rows": 303,
+      "table_name": "rum_pageload_groups",
+      "year": "2026"
+    },
+    {
+      "rows": 278,
+      "table_name": "rum_performance_groups",
+      "year": "2026"
+    },
+    {
+      "rows": 165,
+      "table_name": "rum_web_vitals_groups",
+      "year": "2026"
+    }
+  ]
 }