Mobile Data Session Records (PGW-CDR/SGW-CDR)

This dataset provides granular records of mobile data sessions from 4G LTE and 5G networks, including session timing, data volume, subscriber identifiers, network quality, and detected application/service types. It is ideal for telecom analytics, network optimization, billing, and user behavior studies, offering deep insights into mobile data usage patterns and service performance.

  • last updated 1 Nov 2025
  • by GoMask
The brief that made it

Network usage and traffic analysis

Sample rows

preview · 8 of 800 rows · all 15 columns
session_idstringnetwork_typestringdownlink_bytesintegerroamingbooleanapplication_typestringsubscriber_idstringsession_start_timedatetimesession_end_timedatetimesession_duration_secondsintegerapnstringqciintegerip_addressstringuplink_bytesintegerservice_typestringcharging_idstring
A1B2C3D4-24-batch1-0014G LTE32768falsewebsub-1000012024-01-03T08:00:00Z2024-01-03T08:30:00Z1800internet.mnc001.mcc310.gprs110.0.0.58192browsingcharge-0001
F5G6H7J8-24-batch1-0024G LTE0blankblanksub-1000022024-01-03T09:00:00Z2024-01-03T09:00:01Z1edge.mnc005.mcc311.gprs90.0.0.00blankblank
K2L3M4N5-24-batch1-0034G LTE24576falsewebsub-1000032024-01-05T12:15:00Z2024-01-05T12:45:00Z1800internet.mnc002.mcc310.gprs4172.16.0.14096browsingcharge-0002
Q8W9E0R1-24-batch1-0045G2147483647falsevideosub-1000042024-01-05T15:00:00Z2024-01-05T16:00:00Z3600video.mnc003.mcc312.gprs92001:db8:abcd:0012::11048576streamingcharge-0003
T2Y3U4I5-24-batch1-0054G LTE2048falseiotsub-1000052024-01-07T23:59:00Z2024-01-08T00:00:00Z60iot.mnc007.mcc310.gprs8fe80::1ff:fe23:4567:890a128device commblank
O6P7A8S9-24-batch1-0064G LTE1024falsemmssub-1000062024-01-09T04:00:00Z2024-01-09T04:01:00Z60mms.mnc008.mcc311.gprs3fc00::64messagingblank
I4U5Y6T7-24-batch1-0074G LTE81920falsewebsub-1000072024-01-10T19:00:00Z2024-01-10T21:00:00Z7200internet.mnc009.mcc310.gprs1192.168.1.1020480browsingcharge-0004
Z7X8C9V0-24-batch1-0085G1048576truevpnsub-1000082024-01-12T16:30:00Z2024-01-12T18:00:00Z5400work.mnc010.mcc313.gprs22001:db8:abcd:0012::865536businesscharge-u001

What the 800 rows show

from the 800-row sample

4G LTE (network type) stands out: mean downlink_bytes is 35,900,620, against 1,615,478,678 for the rest.

  • 21%roaming = true
  • 65,536median downlink_bytes
  • 13service types
  • 128subscribers
  • 3,600median session_duration_seconds
  • 4median qci
Mean downlink_bytes by network_type800 rows
01B2B35.9M4G LTE567 rows1.6B5G233 rows
downlink_bytes800 rows, in bands of 500M
03206406399757933512202.5B4.5Bdownlink_bytes →

Median 65,536, from 0 to 4,294,967,295.

application_type676 rows with a value · 124 left blank
  1. web209
  2. vpn122
  3. iot89
  4. video75
  5. streaming75
  6. mms61
  7. upload18
  8. voip11
  9. chat10
  10. hotspot6
15 columns by typefrom the column list below
  • string 8
  • integer 4
  • datetime 2
  • boolean 1

Columns

15 columns in four groups
blueprint · 15 columns
columntypedescriptionexample
Text 8 columns
session_idstringUnique identifier for the mobile data session recorduniqueA1B2C3D4-24-batch1-001
subscriber_idstringUnique identifier for the mobile subscriber (e.g., IMSI or anonymized user ID)sub-100001
apnstringAccess Point Name used for the sessionedge.mnc005.mcc311.gprs
ip_addressstringIP address assigned to the subscriber during the session10.0.0.5
network_typestringType of mobile network (e.g., 4G LTE, 5G)4G LTE · 5G4G LTE
application_typestringDetected application or service type used during the session (e.g., web, video, VoIP)10 types · optionalweb
service_typestringDetected service category for the session (e.g., streaming, social media, gaming)optionalbrowsing
charging_idstringIdentifier used for charging and billing purposesoptionalcharge-0001
Numbers 4 columns
session_duration_secondsintegerTotal duration of the session in seconds0 or more1800
qciintegerQuality of Service Class Identifier for the session1 to 91
uplink_bytesintegerTotal number of bytes sent from subscriber to network (uplink)0 or more8192
downlink_bytesintegerTotal number of bytes received by subscriber from network (downlink)0 or more32768
Dates and times 2 columns
session_start_timedatetimeTimestamp when the data session started2024-01-03T08:00:00Z
session_end_timedatetimeTimestamp when the data session ended2024-01-03T08:30:00Z
True or false 1 column
roamingbooleanIndicates if the session occurred while the subscriber was roamingoptionalfalse

Use it for

  • roaming21%146 of 708 rowsmean downlink bytes b…35.9M4G LTE1.6B5G

    A telecommunications dashboard

    The roaming rate, downlink_bytes by network_type and a breakdown of application_type. Excel, Power BI or Tableau.

  • Why do the 567 4G LTE rows have a mean downlink_bytes of 35,900,620?

    A root-cause class exercise

    Hand out the rows and one question. The answer is in the data, not in the brief.

  • A software demo

    Believable sessions with subscriber_id, session_start_time and session_end_time to fill a screen in front of a buyer.

Not quite right?

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This dataset800 rows15 columns
Yours1,000 rows15 columnsip_address: UK only

blueprint · mobile-data-session-records-pgw-cdrsgw-cdr

Behind this dataset

Same schema. As many rows as you need.

These 800 rows came out of a blueprint — 15 columns with generation rules behind each one. Open it in Data Factory to retune a column, add your own, wire in foreign keys, and run it at the size you actually need.

Rules it was built with
  • CDR ID and charging ID for correlation with PCRF policies
  • IMSI, MSISDN, and IMEI for subscriber identification
  • Session start and end timestamps with time zone
  • Data volume: uplink bytes, downlink bytes, total bytes
  • APN (Access Point Name): internet, MMS, IMS, enterprise VPN
  • QCI (QoS Class Identifier): 1-9, with priority and packet delay budget
  • Allocated IP address (IPv4 or IPv6) and serving gateway
  • RAT type: LTE, 5G NR, 3G UMTS fallback
Rows
Open the blueprint in Data Factory

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Exports
CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence
yours to use, including commercially
API slug
mobile-data-session-records-pgw-cdrsgw-cdr

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