Telecommunications
25 columns
350 rows
8 formats

Radio Access Network (RAN) Key Performance Indicators (KPIs)

This dataset provides comprehensive cell-level and base station KPIs for 4G and 5G radio access networks, including signal quality, throughput, resource utilization, handover and RACH success rates, call drop rates, and coverage hole detection. It enables granular performance monitoring, troubleshooting, and optimization of mobile networks across regions and vendors.

opened 28 times
last updated 1 Nov 2025
by GoMask

The brief that made it

Cellular network performance monitoring and benchmarking

Sample rows

preview · 8 of 350 rows · all 25 columns

record_idstring	coverage_hole_severitystring	rach_success_ratefloat	coverage_hole_detectedboolean	regionstring	timestampdatetime	technologystring	cell_idstring	enodeb_gnodeb_idstring	site_namestring	cell_namestring	cell_sectorinteger	rsrp_avgfloat	rsrq_avgfloat	throughput_dlfloat	throughput_ulfloat	prb_utilization_dlfloat	prb_utilization_ulfloat	handover_attemptsinteger	handover_successesinteger	handover_success_ratefloat	call_drop_ratefloat	rach_attemptsinteger	rach_successesinteger	vendorstring
REC-00001	None	98.85	false	Northeast	2024-05-01T08:15:32Z	5G	CELL-3421A	GNB-8872	Downtown_Hub	Downtown_Hub_Sector1	1	-56.3	-4.8	1120.5	440.2	95.8	97.5	650	638	98.15	0.3	870	860	Ericsson
REC-00002	High	0	true	Mountain	2024-05-01T09:05:48Z	4G	CELL-1983B	ENB-3554	Rural_Node	Rural_Node_Sector4	4	-137.9	-19.7	0	0	0	0	0	0	0	89.3	0	0	Huawei
REC-00003	None	97.17	false	Pacific	2024-05-01T09:44:14Z	5G	CELL-4208C	GNB-1903	Airport_Plaza	Airport_Plaza_Sector2	2	-61.5	-5.7	978.6	376.1	92.6	93.2	485	470	96.91	0.7	600	583	Samsung
REC-00004	High	0	true	Southwest	2024-05-01T10:13:50Z	4G	CELL-5412D	ENB-7681	Edge_Station	Edge_Station_Sector5	5	-139.1	-18.6	0	0	0	0	0	0	0	72.6	0	0	ZTE
REC-00005	None	99.49	false	Southeast	2024-05-01T10:22:11Z	5G	CELL-6349E	GNB-4027	Mall_Center	Mall_Center_Sector3	3	-45.8	-3.5	1161.2	415	99.8	99.2	780	773	99.1	0.2	990	985	Ericsson
REC-00006	None	94.52	false	Midwest	2024-05-01T10:37:26Z	4G	CELL-4830F	ENB-8112	Suburban_Oak	Suburban_Oak_Sector2	2	-78.5	-9.5	66.7	17.8	37.6	30.1	63	59	93.65	2.1	73	69	Nokia
REC-00007	None	95.12	false	West	2024-05-01T11:08:43Z	5G	CELL-2501G	GNB-5621	Seaside_Park	Seaside_Park_Sector4	4	-76.2	-9.1	335.4	92.8	54.3	57.2	215	206	95.81	3	410	390	Samsung
REC-00008	None	80	false	Northeast	2024-05-01T11:19:05Z	4G	CELL-9992H	ENB-4328	Tech_Campus	Tech_Campus_Sector3	3	-90.5	-11.1	47.2	12.5	26.9	23.4	24	19	79.17	7.6	35	28	Samsung
REC-00009	None	72.73	false	Midwest	2024-05-01T11:22:18Z	4G	CELL-7253I	ENB-6650	Suburban_Oak	Suburban_Oak_Sector1	1	-101.2	-15.2	20.3	4.1	22	19.1	13	11	84.62	5.5	22	16	Nokia
REC-00010	None	96.43	false	Southwest	2024-05-01T11:44:28Z	5G	CELL-8620J	GNB-3402	Industrial_Park	Industrial_Park_Sector2	2	-70.4	-7.1	760.3	198.2	80.4	84.2	322	308	95.65	1.2	420	405	ZTE
REC-00011	High	0	true	Mountain	2024-05-01T12:03:39Z	4G	CELL-3147K	ENB-9991	Edge_Station	Edge_Station_Sector6	6	-138.3	-19.2	0	0	0	0	0	0	0	94.9	0	0	ZTE
REC-00012	None	98.79	false	West	2024-05-01T12:36:02Z	5G	CELL-5018L	GNB-6723	Airport_Plaza	Airport_Plaza_Sector3	3	-53.9	-3.4	1058.7	400.1	98.6	96.2	720	702	97.5	0.5	990	978	Ericsson
REC-00013	None	89.8	false	Midwest	2024-05-01T13:04:15Z	4G	CELL-6203M	ENB-4732	Suburban_Oak	Suburban_Oak_Sector4	4	-99.8	-14.2	29	7.9	35.2	31.2	32	29	90.62	3.7	49	44	Nokia
REC-00014	None	98.43	false	Pacific	2024-05-01T13:35:28Z	5G	CELL-8710N	GNB-5081	Downtown_Hub	Downtown_Hub_Sector2	2	-50.6	-3.8	1098.6	430.3	97.1	96.7	755	742	98.28	0.5	955	940	Ericsson
REC-00015	None	95.83	false	Northeast	2024-05-01T13:58:22Z	4G	CELL-7720O	ENB-7823	Tech_Campus	Tech_Campus_Sector1	1	-72.1	-8.3	108.2	17.3	78.3	74.2	80	77	96.25	1.4	120	115	Samsung
REC-00016	None	99.5	false	Southeast	2024-05-01T14:17:47Z	5G	CELL-5940P	GNB-2304	Mall_Center	Mall_Center_Sector1	1	-48.7	-3.2	1197.9	441.7	99.9	99.6	800	796	99.5	0.1	1000	995	Ericsson
REC-00017	High	0	true	Mountain	2024-05-01T14:28:35Z	4G	CELL-8501Q	ENB-3492	Rural_Node	Rural_Node_Sector6	6	-140	-19.9	0	0	0	0	0	0	0	91.8	0	0	Huawei
REC-00018	High	0	true	Southwest	2024-05-01T14:40:11Z	4G	CELL-7416R	ENB-5531	Edge_Station	Edge_Station_Sector4	4	-135.4	-18.2	0	0	0	0	0	0	0	80.1	0	0	ZTE
REC-00019	None	99.5	false	Northeast	2024-05-01T15:03:02Z	5G	CELL-6243S	GNB-7623	Downtown_Hub	Downtown_Hub_Sector3	3	-47.1	-3.3	1200.1	445.3	99.7	98.8	790	784	99.24	0.3	995	990	Ericsson
REC-00020	None	92.86	false	Midwest	2024-05-01T15:16:43Z	4G	CELL-1603T	ENB-8962	Tech_Campus	Tech_Campus_Sector2	2	-85.2	-10.8	61.9	15.4	40.8	37.7	50	46	92	3.2	70	65	Nokia

What the 350 rows show

from the 350-row sample

High (coverage hole severity) stands out: mean rach_success_rate is 0.0, against 93.6 for the rest.

26%coverage_hole_detected = true
95.6median rach_success_rate
2technologies
5vendors
3median cell_sector
-76.2median rsrp_avg

Mean rach_success_rate by coverage_hole_severity350 rows

rach_success_rate350 rows, in bands of 10

Median 95.6, from 0.0 to 100.0.

region350 rows · 7 values

Pacific94
Midwest64
West49
Northeast43
Mountain39
Southeast32
Southwest29

25 columns by typefrom the column list below

string 9
integer 5
float 9
datetime 1
boolean 1

Columns

25 columns in four groups

blueprint · 25 columns
column	type	description	example
Text 9 columns
`record_id`	string	Unique identifier for each KPI recordunique	REC-00001
`technology`	string	Radio access technology type (e.g., 4G, 5G)4G · 5G	5G
`cell_id`	string	Unique identifier for the cell	CELL-3421A
`enodeb_gnodeb_id`	string	Unique identifier for the eNodeB (4G) or gNodeB (5G) base station	GNB-8872
`site_name`	string	Name of the physical site where the base station is locatedoptional	Downtown_Hub
`cell_name`	string	Descriptive name for the celloptional	Downtown_Hub_Sector1
`coverage_hole_severity`	string	Severity level of the detected coverage hole (if any)None · Low · Medium · High · optional	None
`region`	string	Geographical region or market where the cell is deployed7 regions · optional	Northeast
`vendor`	string	Equipment vendor for the cell/base station5 vendors · optional	Ericsson
Numbers 14 columns
`cell_sector`	integer	Sector number of the cell within the site1 to 6 · optional	1
`rsrp_avg`	float	Average Reference Signal Received Power (RSRP) in dBm-140 to -44 · optional	-56.3
`rsrq_avg`	float	Average Reference Signal Received Quality (RSRQ) in dB-19.5 to -3 · optional	-4.8
`throughput_dl`	float	Average downlink throughput in Mbps0 or more · optional	1120.5
`throughput_ul`	float	Average uplink throughput in Mbps0 or more · optional	440.2
`prb_utilization_dl`	float	Percentage of downlink Physical Resource Block (PRB) utilization0 to 100 · optional	95.8
`prb_utilization_ul`	float	Percentage of uplink Physical Resource Block (PRB) utilization0 to 100 · optional	97.5
`handover_attempts`	integer	Total number of handover attempts during the measurement period0 or more · optional	650
`handover_successes`	integer	Total number of successful handovers during the measurement period0 or more · optional	638
`handover_success_rate`	float	Percentage of successful handovers (successes/attempts * 100)0 to 100 · optional	98.15
`call_drop_rate`	float	Percentage of calls dropped in the cell during the measurement period0 to 100 · optional	0.3
`rach_attempts`	integer	Total number of Random Access Channel (RACH) attempts0 or more · optional	870
`rach_successes`	integer	Total number of successful RACH attempts0 or more · optional	860
`rach_success_rate`	float	Percentage of successful RACH attempts (successes/attempts * 100)0 to 100 · optional	98.85
Dates and times 1 column
`timestamp`	datetime	Date and time when the KPI measurement was taken	2024-05-01T08:15:32Z
True or false 1 column
`coverage_hole_detected`	boolean	Indicates whether a coverage hole was detected in the cell during the measurement periodoptional	false

Use it for

A telecommunications dashboard
The coverage_hole_detected rate, rach_success_rate by coverage_hole_severity and a breakdown of region. Excel, Power BI or Tableau.
Why do the 88 High rows have a mean rach_success_rate of 0.0?
A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
Records350
REC-0000198.85None
REC-000020High
REC-000040High
A software demo
Believable records with timestamp, technology and cell_id to fill a screen in front of a buyer.

This dataset350 rows25 columns

Yours10,000 rows25 columnssite_name: UK only

blueprint · radio-access-network-ran-key-performance-indicators-kpis

Behind this dataset

Same schema. As many rows as you need.

These 350 rows came out of a blueprint — 25 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

Cell ID (eNodeB ID + cell index) and sector information
Timestamp: hourly or 15-minute granularity for performance monitoring
RSRP (Reference Signal Received Power) in dBm: -80 to -120 dBm typical
RSRQ (Reference Signal Received Quality) in dB: -10 to -20 dB typical
Downlink/uplink throughput (Mbps) average and peak
PRB (Physical Resource Block) utilization percentage
Handover success rate percentage and handover failure causes
Call drop rate (CDR) and RRC connection establishment success rate

Rows1,000 rows10,000 rows100,000 rows1,000,000 rows

Open the blueprint in Data Factory

1 credit per row. New accounts start with 25 free credits.

Exports: CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence: yours to use, including commercially
API slug: radio-access-network-ran-key-performance-indicators-kpis

What should your data show?

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Sample rows

What the 350 rows show

Columns

Use it for

A telecommunications dashboard

A root-cause class exercise

A software demo

Make it yours.

Same schema. As many rows as you need.

More in Telecommunications

What should your data show?