Datasets:

zalizedata
/

app-review-complaint-benchmarks

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apple	961390574	CARROT Weather: Alerts & Radar	Grailr LLC	Weather	4.69921	86,440	us	50	20	en	0.94	0.4628	0.2128	3.58	50	3.58	50	0	0	0.25	0	0	0.1	0	0	billing_subscription	-0.0667	-0.0466	0.1115	0	-0.0128	0.0865	-0.0507	0	1
apple	1531063436	(Not Boring) Weather	Not Boring Software LLC	Weather	4.75422	17,369	us	50	19	en	0.94	0.4694	0.1915	3.9375	16	3.68	50	0	0	0.3684	0	0.0526	0	0.1053	0	billing_subscription	-0.0667	-0.0466	0.2299	0	0.0398	-0.0135	0.0546	0	2
apple	295646461	The Weather Channel - Radar	The Weather Channel Interactive	Weather	4.76239	5,953,998	us	150	67	en	0.9267	0.2478	0.3022	3.4133	150	3.4133	150	0.1045	0.4179	0.0448	0	0.0746	0.0149	0.0299	0	ads	0.0378	0.3713	-0.0937	0	0.0618	0.0014	-0.0208	0	2
apple	281940292	WeatherBug: Weather Forecast	WeatherBug	Weather	4.77698	2,178,277	us	150	23	en	0.9667	0.4639	0.0966	4.4933	150	4.4933	150	0.2174	0.1304	0.087	0	0.087	0	0	0.0435	crash_bug	0.1507	0.0838	-0.0515	0	0.0742	-0.0135	-0.0507	0.0435	4
apple	300048137	AccuWeather: Weather Forecast	AccuWeather International, Inc.	Weather	4.58857	1,496,306	us	150	115	en	0.98	-0.0022	0.449	2.237	135	2.2333	150	0.1304	0.2261	0.0609	0.0087	0.087	0.0087	0.0261	0.0261	ads	0.0637	0.1795	-0.0776	0.0087	0.0742	-0.0048	-0.0246	0.0261	4
apple	6473724440	NOAA Weather Radar Live Map	Lutech-DN	Weather	4.55919	11,606	us	150	99	en	0.9533	0.1442	0.3566	2.5625	32	2.4235	85	0.0404	0.0808	0.4141	0.0202	0	0.0101	0.0202	0.0202	billing_subscription	-0.0263	0.0342	0.2756	0.0202	-0.0128	-0.0034	-0.0305	0.0202	1
apple	6450370964	RainDrop - Rain Totals & Radar	Raindrop Limited Liability Company	Weather	4.71162	20,792	us	150	116	en	1	0.1678	0.36	2.5909	22	2.6222	45	0.0431	0.0172	0.25	0.0517	0.0086	0.0259	0.0345	0.0172	billing_subscription	-0.0236	-0.0294	0.1115	0.0517	-0.0042	0.0124	-0.0162	0.0172	1
apple	1161387262	Windy.com	Windyty, SE	Weather	4.82404	77,829	us	150	10	en	0.8667	0.6058	0.0769	4.6667	60	4.7533	150	0.1	0.1	0.2	0.1	0	0	0	0.1	billing_subscription	0.0333	0.0534	0.0615	0.1	-0.0128	-0.0135	-0.0507	0.1	2
apple	322439990	MyRadar Accurate Weather Radar	Aviation Data Systems, Inc	Weather	4.84707	1,076,739	us	150	28	en	0.96	0.4783	0.1389	4.3133	150	4.3133	150	0.1071	0.2143	0.25	0	0.1429	0.0357	0.1071	0	billing_subscription	0.0404	0.1677	0.1115	0	0.1301	0.0222	0.0564	0	3
apple	1175031987	My Lightning Tracker & Alerts	JRustonApps B.V.	Weather	4.75623	64,335	us	150	53	en	0.9667	0.3011	0.2345	3.7333	15	3.7812	32	0.1321	0.283	0.0189	0	0.0566	0.0377	0.0755	0.0377	ads	0.0654	0.2364	-0.1196	0	0.0438	0.0242	0.0248	0.0377	4
apple	997079492	Windy.app — Wind, Tides, Radar	Windy Weather World Inc	Weather	4.69126	72,523	us	150	78	en	0.9267	0.1606	0.3381	2.7692	13	2.2903	31	0.0385	0.0769	0.4359	0.0513	0.0128	0.0256	0.0769	0	billing_subscription	-0.0282	0.0303	0.2974	0.0513	0	0.0121	0.0262	0	2
apple	393782096	Surfline: Wave & Surf Reports	Surfline/Wavetrak	Weather	4.65947	30,273	us	150	20	en	0.9333	0.6188	0.05	4.4839	62	4.44	150	0.1	0.2	0.15	0	0	0	0.2	0.05	ads	0.0333	0.1534	0.0115	0	-0.0128	-0.0135	0.1493	0.05	3
apple	749133753	Clime: NOAA Weather Radar Live	Mosaic S.r.l.	Weather	4.46985	1,048,130	us	150	13	en	0.9267	0.5824	0.0504	4.68	150	4.68	150	0.0769	0	0.1538	0	0.0769	0	0	0	billing_subscription	0.0102	-0.0466	0.0153	0	0.0641	-0.0135	-0.0507	0	1
apple	1534130193	Paku - Air Quality & AQI Map	Pitou Technologies, LLC	Weather	4.72898	10,265	us	150	37	en	0.9733	0.5249	0.1438	5	4	3.5	8	0.1081	0	0.027	0	0	0.027	0.0811	0	crash_bug	0.0414	-0.0466	-0.1115	0	-0.0128	0.0135	0.0304	0	0
apple	486154808	Weather Underground: Local Map	Weather Underground, LLC	Weather	3.91481	31,600	us	150	122	en	0.98	0.1513	0.3605	2.0732	41	2.2233	103	0.2377	0.0574	0.1066	0.0492	0.0246	0.0328	0.0902	0	crash_bug	0.171	0.0108	-0.0319	0.0492	0.0118	0.0193	0.0395	0	2
apple	545993260	WetterOnline	WetterOnline - Meteorologische Dienstleistungen GmbH	Weather	4.52841	958,816	us	150	25	en	0.88	0.4538	0.1212	4.3333	12	4.6809	94	0.04	0.4	0.08	0	0	0.08	0.12	0	ads	-0.0267	0.3534	-0.0585	0	-0.0128	0.0665	0.0693	0	3
apple	1048912974	IQAir AirVisual \| Air Quality	IQAir AG	Weather	4.84133	136,734	us	150	18	en	0.9667	0.5511	0.0828	4.6094	128	4.5667	150	0.3333	0	0.0556	0	0	0	0.1111	0	crash_bug	0.2666	-0.0466	-0.0829	0	-0.0128	-0.0135	0.0604	0	2
apple	1239425102	OSHA-NIOSH Heat Safety Tool	Centers For Disease Control and Prevention	Weather	2.54487	312	us	131	116	en	0.9695	0.0976	0.2913	null	0	1	2	0.5345	0.0086	0	0	0.0431	0	0.069	0.0086	crash_bug	0.4678	-0.038	-0.1385	0	0.0303	-0.0135	0.0183	0.0086	1
apple	617045654	Weather Kitty: Weather + Radar	Weather Creative Inc.	Weather	4.83986	65,624	us	150	30	en	1	0.7404	0.06	4.3333	9	3.963	27	0	0.4	0.4667	0.0333	0	0	0.1	0	billing_subscription	-0.0667	0.3534	0.3282	0.0333	-0.0128	-0.0135	0.0493	0	3
apple	1424517685	Drive Weather with Live Radar	Concept Elements LLC	Weather	4.65223	12,540	us	150	14	en	0.9933	0.5612	0.1007	4.8	30	4.5752	113	0	0.0714	0	0	0	0.0714	0	0	ads	-0.0667	0.0248	-0.1385	0	-0.0128	0.0579	-0.0507	0	1
apple	467653238	EPA AIRNow	United States Environmental Protection Agency (USEPA)	Weather	3.14565	563	us	150	120	en	0.98	0.0491	0.4558	3.1667	6	3.25	8	0.1833	0	0	0	0.0333	0	0.0417	0.0083	crash_bug	0.1166	-0.0466	-0.1385	0	0.0205	-0.0135	-0.009	0.0083	1
apple	6471449887	Precip - Rain Totals & Gauge	Precipitation Inc.	Weather	4.79183	5,419	us	150	26	en	0.9933	0.5412	0.1275	4.4	25	4.5158	95	0.0385	0.0385	0.2692	0	0	0	0.0385	0	billing_subscription	-0.0282	-0.0081	0.1307	0	-0.0128	-0.0135	-0.0122	0	0
apple	6748070101	Indoor Thermometer	Ravibhai Ramani	Weather	4.23973	2,069	us	47	36	en	0.9149	0.004	0.4419	2.4167	12	2.5455	22	0.0278	0.1944	0.0278	0	0	0.0278	0	0.0278	ads	-0.0389	0.1478	-0.1107	0	-0.0128	0.0143	-0.0507	0.0278	2
apple	820674810	Perry Weather	Perry Weather, Inc.	Weather	3.83582	67	us	29	12	en	1	0.4901	0.2759	null	0	null	0	0.1667	0	0.5	0.25	0.0833	0	0.0833	0.0833	billing_subscription	0.1	-0.0466	0.3615	0.25	0.0705	-0.0135	0.0326	0.0833	5
apple	975709372	My Earthquake Alerts & Feed	JRustonApps B.V.	Weather	4.75122	138,674	us	150	57	es	0.42	0.314	0.2698	3.7273	33	3.6348	115	0.0175	0.0702	0.0351	0	0.0351	0.0351	0.0175	0	ads	-0.0492	0.0236	-0.1034	0	0.0223	0.0216	-0.0332	0	0
apple	6472613736	Heat Safety	Qvyshift LLC	Weather	4.6104	2,174	us	29	18	en	1	0.0426	0.4138	null	0	1.8889	9	0.2778	0.0556	0	0	0.0556	0	0.0556	0	crash_bug	0.2111	0.009	-0.1385	0	0.0428	-0.0135	0.0049	0	2
apple	6468010213	Hi Weather	EINMOB LIMITED	Weather	3.91609	727	us	27	25	en	0.8519	-0.1282	0.5652	1.1818	11	1.4615	13	0.04	0.48	0.04	0	0	0.08	0.04	0	ads	-0.0267	0.4334	-0.0985	0	-0.0128	0.0665	-0.0107	0	2
apple	589772015	MeteoSwiss	MeteoSwiss	Weather	4.7404	2,188	us	24	16	en	0.9583	0.2877	0.2609	3	1	3	1	0.1875	0.0625	0	0	0	0.125	0.0625	0	crash_bug	0.1208	0.0159	-0.1385	0	-0.0128	0.1115	0.0118	0	2
apple	6752570228	CNN Weather	CNN Interactive Group, Inc.	Weather	4.40893	291	us	50	21	en	0.96	0.4831	0.1667	4.3333	3	3.44	50	0.1905	0.0952	0	0.1429	0	0	0.1429	0	crash_bug	0.1238	0.0486	-0.1385	0.1429	-0.0128	-0.0135	0.0922	0	3
apple	6736407724	WeatherWise.app	Interactive Weather Limited	Weather	4.6193	725	us	150	41	en	0.9933	0.6287	0.1342	4.0769	13	4.381	42	0.0732	0	0.1707	0.0244	0.0488	0.1463	0	0.0244	billing_subscription	0.0065	-0.0466	0.0322	0.0244	0.036	0.1328	-0.0507	0.0244	3
apple	1666079570	NOAA Live Weather Radar	East End Technologies Ltd.	Weather	4.69053	2,417	us	73	62	en	0.9726	-0.109	0.5211	5	1	5	1	0.0161	0.2419	0.5161	0.0161	0.0323	0.0161	0.0323	0.0161	billing_subscription	-0.0506	0.1953	0.3776	0.0161	0.0195	0.0026	-0.0184	0.0161	2
apple	628677149	Yahoo Weather: Daily Forecasts	Yahoo	Weather	4.69414	191,205	us	150	93	en	0.94	0.1843	0.2979	2.5172	87	2.8267	150	0.043	0.0108	0	0.0108	0.0215	0.1828	0.043	0	ux_design	-0.0237	-0.0358	-0.1385	0.0108	0.0087	0.1693	-0.0077	0	1
apple	1559236118	FOX Weather: Daily Forecasts	Fox News Network, LLC	Weather	4.75932	365,865	us	50	20	en	1	0.1845	0.3	3.6087	46	3.52	50	0.1	0.15	0	0	0.05	0.05	0.05	0	ads	0.0333	0.1034	-0.1385	0	0.0372	0.0365	-0.0007	0	3
apple	957143504	Tide Charts	7th Gear	Weather	4.77651	111,092	us	150	78	en	0.94	0.1769	0.3262	5	2	4.1111	9	0.0897	0.6154	0.0513	0	0.0128	0.0256	0	0.0128	ads	0.023	0.5688	-0.0872	0	0	0.0121	-0.0507	0.0128	1
apple	1531561063	Zoom Earth - Weather Forecast	Neave Interactive	Weather	4.84896	37,268	us	150	21	en	0.8533	0.6093	0.0703	3.6667	6	3.8333	12	0	0.0476	0.0476	0.0476	0.0476	0	0.1429	0	support	-0.0667	0.001	-0.0909	0.0476	0.0348	-0.0135	0.0922	0	3
apple	6747973004	Thermometer - Indoor & Outdoor	Vaibhavi Bhingradiya	Weather	4.17054	2,580	us	50	40	en	0.92	0.0514	0.3043	1.8	10	1.8421	19	0	0.1	0	0	0	0	0	0	ads	-0.0667	0.0534	-0.1385	0	-0.0128	-0.0135	-0.0507	0	0
apple	1471394318	Weather on the Way	Piotr Knapczyk	Weather	4.7501	19,440	us	150	59	en	0.9733	0.3971	0.1849	3.5625	16	3.3939	33	0.0339	0	0.2542	0.0169	0	0.0169	0.0847	0.0169	billing_subscription	-0.0328	-0.0466	0.1157	0.0169	-0.0128	0.0034	0.034	0.0169	0
apple	1467058529	MyShake Earthquake Alerts	University of California, Berkeley	Weather	3.29258	1,914	us	150	78	en	0.98	0.1957	0.3333	null	0	1.8333	6	0.0513	0.0256	0	0	0.0513	0.0256	0.0385	0.0385	crash_bug	-0.0154	-0.021	-0.1385	0	0.0385	0.0121	-0.0122	0.0385	2
apple	585223877	Tides Near Me	Shelter Island Mapping Company, LLC	Weather	4.7977	159,944	us	150	13	en	0.96	0.5145	0.1042	5	7	4.6786	28	0.1538	0.0769	0.0769	0	0	0	0	0.0769	crash_bug	0.0871	0.0303	-0.0616	0	-0.0128	-0.0135	-0.0507	0.0769	2
apple	1126370589	Moon Phases and Lunar Calendar	Kinetic Stars	Weather	4.87184	36,861	us	150	16	en	0.88	0.6625	0.053	4.25	4	4.6667	12	0	0.375	0.5	0	0	0	0.1875	0.0625	billing_subscription	-0.0667	0.3284	0.3615	0	-0.0128	-0.0135	0.1368	0.0625	4
apple	336829635	Windfinder: Wind & Weather map	Windfinder	Weather	4.80262	60,518	us	150	21	en	0.9267	0.4698	0.1007	null	0	2.5	4	0.0476	0.1905	0	0	0	0	0.0476	0.0476	ads	-0.0191	0.1439	-0.1385	0	-0.0128	-0.0135	-0.0031	0.0476	2
apple	6739154126	WeatherFront - Radar & Models	WeatherFront LLC	Weather	4.82108	408	us	100	12	en	0.99	0.7368	0.0505	4.3333	9	4.506	83	0	0	0.0833	0.0833	0.0833	0	0.0833	0	billing_subscription	-0.0667	-0.0466	-0.0552	0.0833	0.0705	-0.0135	0.0326	0	2
apple	1454249438	Moon Calendar by MoonX	Vibes LLC	Weather	4.78172	21,936	us	150	46	en	0.9733	0.593	0.1096	4.7647	17	4.2653	49	0.0652	0.0435	0.413	0.0435	0.0217	0	0.1739	0.0217	billing_subscription	-0.0015	-0.0031	0.2745	0.0435	0.0089	-0.0135	0.1232	0.0217	4
apple	686664992	Buoyweather - Marine Forecasts	Surfline/Wavetrak	Weather	4.61191	755	us	150	39	en	0.98	0.4225	0.1905	3.6667	6	3.2857	7	0.1282	0	0.3333	0.1282	0.0256	0.0256	0.0513	0	billing_subscription	0.0615	-0.0466	0.1948	0.1282	0.0128	0.0121	0.0006	0	3
apple	333252638	ForeFlight Mobile EFB	ForeFlight	Weather	4.40901	3,220	us	150	44	en	0.9933	0.5274	0.1477	3	2	2.7857	14	0.0682	0.0455	0.2727	0.0455	0.0455	0.0455	0.2273	0	billing_subscription	0.0015	-0.0011	0.1342	0.0455	0.0327	0.032	0.1766	0	3
apple	1210410671	BoatUS - Boat Weather & Tides	BoatUS	Weather	4.78742	57,574	us	150	78	en	0.9667	0.145	0.3586	1.5667	30	1.878	41	0.3205	0.0128	0.0513	0.141	0.0128	0	0.1026	0	crash_bug	0.2538	-0.0338	-0.0872	0.141	0	-0.0135	0.0519	0	2
apple	1605250081	Zelus WBGT	Zelusports LLC	Weather	3.07143	42	us	25	16	en	1	0.3569	0.2	1.75	4	1.9	10	0	0	0.25	0.125	0	0	0	0	billing_subscription	-0.0667	-0.0466	0.1115	0.125	-0.0128	-0.0135	-0.0507	0	1
apple	1530672708	Firespot: Wildfire app	Rayner Software LLC	Weather	4.66224	5,498	us	48	26	en	0.9792	0.1285	0.3617	1	1	1	2	0.1538	0	0.1923	0	0.1154	0	0.0385	0	billing_subscription	0.0871	-0.0466	0.0538	0	0.1026	-0.0135	-0.0122	0	2
apple	1406371071	Tide Guide: Charts & Tables	Condor Digital	Weather	4.74942	9,526	us	150	48	en	0.98	0.4398	0.1973	3.8571	7	3.8889	18	0.1458	0	0.2083	0	0.1458	0.0208	0.125	0	billing_subscription	0.0791	-0.0466	0.0698	0	0.133	0.0073	0.0743	0	3
apple	6757721929	Game Weather IRL	Firat Tekin	Weather	3.98246	114	us	23	16	en	0.9565	0.2696	0.3636	2.375	8	2.1304	23	0	0.0625	0.3125	0	0	0	0	0	billing_subscription	-0.0667	0.0159	0.174	0	-0.0128	-0.0135	-0.0507	0	1
apple	1073082439	My Aurora Forecast & Alerts	JRustonApps B.V.	Weather	4.74429	68,656	us	150	51	en	0.9533	0.4152	0.2098	3.5	6	4.2143	14	0	0.2353	0.0588	0.0196	0	0.0588	0	0.0196	ads	-0.0667	0.1887	-0.0797	0.0196	-0.0128	0.0453	-0.0507	0.0196	2
apple	6448301535	SKAI - NOAA Weather Radar	Tightrope Interactive, Inc.	Weather	4.6439	30,039	us	150	114	en	0.9267	0.0613	0.4245	2.25	4	2	13	0.0263	0.0439	0.4298	0.0175	0.0351	0.0175	0.0789	0.0526	billing_subscription	-0.0404	-0.0027	0.2913	0.0175	0.0223	0.004	0.0282	0.0526	2
apple	667012473	RiverApp - River levels	Florian Bessiere	Weather	4.80213	4,766	us	50	8	en	1	0.675	0.02	null	0	4.2222	18	0.125	0	0.25	0.125	0	0	0	0	billing_subscription	0.0583	-0.0466	0.1115	0.125	-0.0128	-0.0135	-0.0507	0	1
apple	6532628267	Beam Tanning - Get Tan Fast	Titano Digital Teknoloji Limited Şirketi	Weather	4.73475	16,170	us	150	69	en	0.9333	0.4152	0.2286	3.1538	13	3.4274	117	0.0435	0.058	0.4348	0.0145	0	0	0.1739	0.0145	billing_subscription	-0.0232	0.0114	0.2963	0.0145	-0.0128	-0.0135	0.1232	0.0145	2
apple	6461573146	SunSafe: UV Index & Tanning	Brilliant Apps Sweden AB	Weather	4.7661	10,697	us	150	48	en	0.9733	0.6067	0.1164	3.7143	7	3.7955	44	0.0625	0.0208	0.3958	0.0208	0.0208	0	0.1667	0.0208	billing_subscription	-0.0042	-0.0258	0.2573	0.0208	0.008	-0.0135	0.116	0.0208	2
apple	474807486	FEMA	Federal Emergency Management Agency (FEMA)	Weather	3.66862	1,026	us	150	34	en	0.98	0.4143	0.1701	5	1	2.75	8	0.1471	0	0	0.0294	0.0294	0	0.0588	0.0294	crash_bug	0.0804	-0.0466	-0.1385	0.0294	0.0166	-0.0135	0.0081	0.0294	2
apple	6462927563	Flash Weather AI: Future Radar	Flash Scientific Technology	Weather	4.44	100	us	43	14	en	1	0.468	0.1395	2.75	4	3.5	6	0.2143	0.0714	0.1429	0.0714	0	0.0714	0	0	crash_bug	0.1476	0.0248	0.0044	0.0714	-0.0128	0.0579	-0.0507	0	3
apple	6503937276	NOAA: Weather Radar & Forecast	LeoStudio Global	Weather	4.60576	1,943	us	33	28	en	1	-0.0967	0.4848	1.25	4	1.25	4	0.0357	0.1071	0.6429	0.0357	0	0	0	0	billing_subscription	-0.031	0.0605	0.5044	0.0357	-0.0128	-0.0135	-0.0507	0	2
apple	1077455978	The Moon: Calendar Moon Phases	Vitalii Gryniuk	Weather	4.82301	117,648	us	150	82	en	1	0.2699	0.2467	5	1	5	6	0.6585	0.0122	0.1341	0	0.0122	0	0.1098	0	crash_bug	0.5918	-0.0344	-0.0044	0	-0.0006	-0.0135	0.0591	0	2
apple	477048487	PredictWind — Marine Forecasts	PredictWind Limited	Weather	4.79757	32,545	us	150	27	en	1	0.5028	0.1133	5	2	3.4	10	0.0741	0.037	0.3333	0.1852	0	0.0741	0.1852	0.1111	billing_subscription	0.0074	-0.0096	0.1948	0.1852	-0.0128	0.0606	0.1345	0.1111	5
apple	1280984498	Ventusky: Weather Forecast	Ventusky s.r.o.	Weather	4.81233	35,259	us	150	33	en	0.9533	0.5439	0.1259	4	6	3.9333	15	0.0909	0.0303	0.1212	0.0303	0	0.0606	0.1515	0	support	0.0242	-0.0163	-0.0173	0.0303	-0.0128	0.0471	0.1008	0	2
apple	1352211125	Tide Alert (NOAA) - Tide Chart	Rivolu LLC	Weather	4.79734	44,252	us	150	44	en	0.9667	0.5387	0.1241	5	3	3.8571	7	0.0682	0.0227	0.3864	0	0	0	0.1136	0	billing_subscription	0.0015	-0.0239	0.2479	0	-0.0128	-0.0135	0.0629	0	2
apple	1031653653	What The Forecast?!!	Byzantine Apps	Weather	4.54067	8,937	us	150	48	en	0.9867	0.5523	0.1689	2.5	6	3.8889	18	0.1667	0	0.0417	0	0.0208	0.0208	0.0417	0.125	crash_bug	0.1	-0.0466	-0.0968	0	0.008	0.0073	-0.009	0.125	2
apple	6446204098	Mountain-Forecast.com	Meteo365 Ltd.	Weather	4.92766	705	us	22	6	en	1	0.6299	0.0909	null	0	5	1	0	0	0.1667	0.1667	0	0	0.1667	0	billing_subscription	-0.0667	-0.0466	0.0282	0.1667	-0.0128	-0.0135	0.116	0	2
apple	660036257	MOON - Current Moon Phase	MOON CALENDAR	Weather	4.82437	28,864	us	150	27	en	0.9533	0.5972	0.0979	3.25	4	4.4762	21	0.037	0	0.3333	0.037	0	0.0741	0.1481	0.037	billing_subscription	-0.0297	-0.0466	0.1948	0.037	-0.0128	0.0606	0.0974	0.037	5
apple	1520179063	NOAA Radar & Weather Forecast	Position Mobile Ltd SEZC	Weather	4.38746	75,809	us	150	127	en	0.96	-0.0322	0.4375	1.5	4	2.1	10	0.0787	0.1417	0.378	0.0079	0.0079	0.0079	0.0315	0	billing_subscription	0.012	0.0951	0.2395	0.0079	-0.0049	-0.0056	-0.0192	0	2
apple	6736664582	EverythingWeather	Cory Mottice	Weather	4.84532	1,209	us	148	11	en	1	0.7468	0.0405	4.8	10	4.6765	34	0	0.1818	0.1818	0	0.2727	0.0909	0.1818	0	performance	-0.0667	0.1352	0.0433	0	0.2599	0.0774	0.1311	0	4
apple	6720731790	MojiWeather: Weather Radar	MOJI WEATHER PTE.LTD.	Weather	4.78324	549	us	47	10	en	0.4255	0.4239	0.15	5	4	4.5556	9	0	0	0	0	0	0	0.1	0	support	-0.0667	-0.0466	-0.1385	0	-0.0128	-0.0135	0.0493	0	0
apple	1104649246	My Moon Phase - Lunar Calendar	JRustonApps B.V.	Weather	4.85173	59,798	us	150	7	en	0.9	0.6431	0.0519	5	4	4.7333	15	0	0	0	0	0	0	0	0	null	-0.0667	-0.0466	-0.1385	0	-0.0128	-0.0135	-0.0507	0	0
apple	595482076	HD Thermometer ⊎	Christophe Pereira	Weather	4.34572	12,970	us	150	115	en	0.9133	0.0056	0.3504	2.3333	3	2	6	0.0696	0.113	0.113	0	0	0	0.0087	0	ads	0.0029	0.0664	-0.0255	0	-0.0128	-0.0135	-0.042	0	0
apple	6756027933	Tornado Tracker by TornadoPath	Ridge Labs LLC	Weather	4.87188	1,288	us	111	5	en	0.982	0.6581	0.0917	4.9286	14	4.9636	55	0	0	0.4	0	0	0	0	0	billing_subscription	-0.0667	-0.0466	0.2615	0	-0.0128	-0.0135	-0.0507	0	1
apple	749083919	Weather Live° - Local Forecast	Mosaic S.r.l.	Weather	4.61674	398,345	us	150	14	en	0.8333	0.5367	0.096	4.6944	144	4.6333	150	0	0.0714	0.1429	0	0.0714	0	0.1429	0	billing_subscription	-0.0667	0.0248	0.0044	0	0.0586	-0.0135	0.0922	0	2
apple	490989206	Yr	NRK	Weather	2.88382	723	us	92	48	en	0.9022	0.3392	0.2289	null	0	3.5	2	0.125	0.0208	0	0	0.0625	0.0208	0.0625	0	crash_bug	0.0583	-0.0258	-0.1385	0	0.0497	0.0073	0.0118	0	1
apple	1426025887	Ambient Weather Network	Ambient,LLC	Weather	4.59842	13,250	us	100	47	en	0.95	0.2564	0.3158	2.8571	7	2.6	20	0.0426	0.0213	0.1489	0.0851	0.0213	0.0426	0.1064	0.0213	billing_subscription	-0.0241	-0.0253	0.0104	0.0851	0.0085	0.0291	0.0557	0.0213	4
apple	1673731295	Weather Navigation for Car!	byss mobile	Weather	4.45415	5,780	us	150	126	en	0.98	0.0961	0.415	2.8	5	2.2857	21	0.0556	0.0556	0.3175	0.0079	0.0873	0.1508	0.1032	0.0159	billing_subscription	-0.0111	0.009	0.179	0.0079	0.0745	0.1373	0.0525	0.0159	3
apple	6670517733	TeamSnap ONE	TeamSnap, Inc.	Sports	3.91503	153	us	30	24	en	1	-0.1083	0.6333	1.5	8	1.9444	18	0	0.0417	0	0.0417	0	0.0417	0.25	0	support	-0.1009	0.0193	-0.143	-0.0476	-0.0341	0.0154	0.1457	0	1
apple	954783878	Emergency: Severe Weather App	American Red Cross	Weather	4.83873	7,230	us	150	69	en	0.96	0.0773	0.4167	4	8	3.6154	26	0.0725	0	0	0.0145	0.0145	0	0.0435	0.029	crash_bug	0.0058	-0.0466	-0.1385	0.0145	0.0017	-0.0135	-0.0072	0.029	1
apple	704237014	温度計++	Viachaslau Tysianchuk	Weather	4.20359	41,657	us	143	33	en	0.9231	0.427	0.0985	1.25	4	1.7143	7	0.0303	0.1515	0.0606	0	0	0	0	0	ads	-0.0364	0.1049	-0.0779	0	-0.0128	-0.0135	-0.0507	0	1
apple	1304504954	WeatherLink	Davis Instruments Corp.	Weather	2.68349	218	us	150	125	en	1	0.0739	0.3933	3	3	2.5	4	0.2	0.008	0.072	0.08	0.016	0.04	0.16	0	crash_bug	0.1333	-0.0386	-0.0665	0.08	0.0032	0.0265	0.1093	0	4
apple	897521658	FOX 13: Tampa SkyTower Weather	Fox Television Stations, Inc.	Weather	3.14167	240	us	103	84	en	0.9806	0.0213	0.4554	2.5	2	2.5	2	0.0595	0.119	0.0238	0.0119	0.0952	0.0238	0.0595	0	ads	-0.0072	0.0724	-0.1147	0.0119	0.0824	0.0103	0.0088	0	1
apple	1191010451	Marine Weather Forecast Pro	LW Brands, LLC	Weather	4.70479	16,118	us	150	39	en	0.9933	0.5199	0.1477	null	0	null	0	0.2308	0	0.0769	0	0.0513	0.0513	0.1026	0	crash_bug	0.1641	-0.0466	-0.0616	0	0.0385	0.0378	0.0519	0	3
apple	980123924	RainViewer: Live Weather Radar	MeteoLab Inc.	Weather	4.51603	158,571	us	150	100	en	0.72	0.1525	0.3333	1.8333	6	1.9091	11	0.12	0.12	0.2	0	0.03	0.03	0.02	0.04	billing_subscription	0.0533	0.0734	0.0615	0	0.0172	0.0165	-0.0307	0.04	2
apple	632040358	Earthquake - alerts and map	Nico Tranquilli	Weather	4.7325	49,566	us	150	49	en	0.6667	0.3382	0.22	4.0588	17	3.6471	68	0.0408	0.0204	0.0408	0.0204	0	0.0408	0	0	crash_bug	-0.0259	-0.0262	-0.0977	0.0204	-0.0128	0.0273	-0.0507	0	1
apple	1100568288	UV Index Widget - Worldwide	Bjorn Jenssen	Weather	4.76006	14,416	us	150	48	en	0.9733	0.5326	0.1301	4	1	3.6	10	0.125	0.0208	0.2292	0	0.0417	0.0625	0.0417	0.0208	billing_subscription	0.0583	-0.0258	0.0907	0	0.0289	0.049	-0.009	0.0208	1
apple	987367543	Sleeper Sports	Blitz Studios	Sports	4.72649	250,227	us	150	128	en	0.96	0.093	0.4097	1.9268	41	1.7744	133	0.0781	0.0312	0.5234	0.1328	0.0547	0.0156	0.2578	0	billing_subscription	-0.0228	0.0088	0.3804	0.0435	0.0206	-0.0107	0.1535	0	3
apple	649264704	Weather Radar - NOAA Channel	Impala Studios	Weather	4.57627	250,632	us	150	82	en	0.96	0.1861	0.3194	1.5	8	2.5789	19	0.0854	0.1463	0.4146	0.0122	0	0.0122	0.0488	0	billing_subscription	0.0187	0.0997	0.2761	0.0122	-0.0128	-0.0013	-0.0019	0	2
apple	1289108781	National Hurricane Center Data	LW Brands, LLC	Weather	4.79305	75,066	us	150	22	en	0.98	0.5333	0.1156	4.25	4	3.1667	6	0.0455	0.0909	0.0909	0	0.0455	0.0455	0	0.0909	ads	-0.0212	0.0443	-0.0476	0	0.0327	0.032	-0.0507	0.0909	2
apple	1186906455	sportsYou	sportsYou	Sports	4.81731	32,538	us	150	101	en	0.9933	0.1875	0.2886	2.3333	6	2.5263	19	0.1287	0.0099	0.0396	0.3267	0.0495	0.0099	0.0891	0.0099	login_account	0.0278	-0.0125	-0.1034	0.2374	0.0154	-0.0164	-0.0152	0.0099	1
apple	555376968	ESPN Fantasy Sports & More	Disney	Sports	4.77564	1,948,376	us	150	77	en	0.9267	0.1865	0.3094	3.0676	74	3.1732	127	0.2208	0.026	0	0.0649	0.1688	0.039	0.0519	0	crash_bug	0.1199	0.0036	-0.143	-0.0244	0.1347	0.0127	-0.0524	0	2
apple	493619333	MLB	MLB	Sports	4.69972	884,527	us	150	86	en	0.9333	0.1354	0.4	2.9133	150	2.9133	150	0.1163	0.1163	0.2326	0.0349	0.0233	0	0.093	0.0116	billing_subscription	0.0154	0.0939	0.0896	-0.0544	-0.0108	-0.0263	-0.0113	0.0116	1
apple	6475806539	Fans First Tickets	Fans First Entertainment, LLC	Sports	2.86076	79	us	27	21	en	1	-0.1253	0.5556	1	1	3.6667	6	0.2381	0	0	0.6667	0	0	0.0476	0	login_account	0.1372	-0.0224	-0.143	0.5774	-0.0341	-0.0263	-0.0567	0	2
apple	1375031369	DraftKings: Sports & Casino	DraftKings	Sports	4.81892	1,138,918	us	150	58	en	0.86	0.3584	0.2558	3.52	150	3.52	150	0.0862	0.0172	0.431	0.1552	0.0172	0.0345	0.1207	0	billing_subscription	-0.0147	-0.0052	0.288	0.0659	-0.0169	0.0082	0.0164	0	1
apple	1450640824	PlayMetrics	ReverbNation	Sports	4.08253	1,139	us	150	121	en	0.9867	0.0009	0.5	1	1	1.4	5	0.2231	0.0083	0.0496	0.157	0.0661	0.1157	0.1074	0.0165	crash_bug	0.1222	-0.0141	-0.0934	0.0677	0.032	0.0894	0.0031	0.0165	4
apple	1579070294	Rank One	AllPlayers Network, Inc.	Sports	3.70848	566	us	57	47	en	0.9825	-0.0907	0.5	1	1	1	2	0.0851	0.0426	0.1064	0.1064	0.0213	0.0426	0.0851	0	billing_subscription	-0.0158	0.0202	-0.0366	0.0171	-0.0128	0.0163	-0.0192	0	0
apple	477967747	Fishbrain - Fishing App	FishBrain	Sports	4.65073	68,223	us	150	88	en	0.98	0.3189	0.2517	2.9787	94	2.8933	150	0.0341	0.0682	0.3977	0.0114	0.0227	0	0.0682	0	billing_subscription	-0.0668	0.0458	0.2547	-0.0779	-0.0114	-0.0263	-0.0361	0	2
apple	1308415878	GameChanger	GameChanger Media, Inc.	Sports	4.88105	870,748	us	150	51	en	0.9667	0.4201	0.2	3.7216	97	3.7867	150	0.1569	0.2549	0.2745	0.0392	0.0392	0.0196	0.098	0.0196	billing_subscription	0.056	0.2325	0.1315	-0.0501	0.0051	-0.0067	-0.0063	0.0196	2
apple	712661687	Fanatics: Shop NFL, NBA & MLB	Fanatics, Inc.	Sports	4.87749	175,339	us	150	32	en	0.92	0.5607	0.1159	4.2917	48	4.22	150	0.0938	0.0312	0.2812	0.0625	0.0625	0	0.1562	0	billing_subscription	-0.0071	0.0088	0.1382	-0.0268	0.0284	-0.0263	0.0519	0	1
apple	1437843273	PrizePicks - Sports Picks	SidePrize, LLC	Sports	4.7182	481,593	us	150	119	en	0.96	-0.0539	0.5208	1.9133	150	1.9133	150	0.0672	0.0252	0.5798	0.1933	0.0252	0.0084	0.2269	0.0084	billing_subscription	-0.0337	0.0028	0.4368	0.104	-0.0089	-0.0179	0.1226	0.0084	3
apple	328415391	Yahoo Fantasy Sports: NFL, MLB	Yahoo	Sports	4.79216	864,839	us	150	86	en	0.9667	0.0947	0.3931	2.5577	52	3.0593	118	0.093	0.0465	0.0349	0.0814	0.0349	0.093	0.0581	0	crash_bug	-0.0079	0.0241	-0.1081	-0.0079	0.0008	0.0667	-0.0462	0	1
apple	317469184	ESPN: Live Sports & Scores	Disney	Sports	4.64877	4,110,683	us	150	93	en	0.9333	0.0883	0.3857	2.76	150	2.76	150	0.1935	0.1613	0.1183	0.1075	0.0323	0.0323	0.0215	0.0108	crash_bug	0.0926	0.1389	-0.0247	0.0182	-0.0018	0.006	-0.0828	0.0108	2

End of preview. Expand in Data Studio

App Review Complaint Benchmarks — Category Baselines + App Complaint Profiles

Complaint-topic benchmarks for 5,592 apps across 47 app-store categories, computed from real Apple App Store and Google Play review data: complaint rates by topic (crashes, ads, billing, UX…) per app vs. category baseline, plus per-topic worst-offender leaderboards.

Part of the DataForge Open Data program — full production packages, free for academic and personal use. Canonical dataset page: https://data.zalize.com/datasets/app-review-complaint-benchmarks

Packages in this repo

Package	Tier	Rows	Size	SHA-256
`complaint-benchmarks-tier1-S-2026-08-02.zip`	S	5,368	0.9 MB	`859ffedbf32497ba0fb0638f218dfc9d4ad7b117ef025b2fe0c5d60c910676be`
`complaint-benchmarks-tier1-M-2026-08-02.zip`	M	5,639	1.0 MB	`c6e3f1caa574ab8ff16acfb83fe5606c2076921fae82848cf8e287d3756c4a28`
`complaint-benchmarks-tier1-L-2026-08-02.zip`	L	6,039	1.0 MB	`03170871445eab12c7818aae8c21ec9817641d97c5f933a04fc0e405a0a3cb2a`

All files are also served from the machine-readable open-data index: https://dl.zalize.com/open-data (per-package URL: https://dl.zalize.com/open-data/<package_id>).

Original packaged zips (with DATASHEET, DATA-DICTIONARY, LICENSE and per-tier slices) are kept under archive/complaint-benchmarks-tier1-L-2026-08-02.zip, archive/complaint-benchmarks-tier1-M-2026-08-02.zip, archive/complaint-benchmarks-tier1-S-2026-08-02.zip.

Data files & schema (Dataset Viewer)

Every table ships as native Parquet under data/<table>/ so the HF Dataset Viewer renders rows and columns directly — pick the table in the config dropdown above.

`app_complaint_profiles` — 5,592 rows

Column	Type	Description
`store`	large_string	Store enum: apple / gplay
`appId`	large_string	Store-native app identifier
`name`	large_string
`developer`	large_string
`primaryGenre`	large_string	Primary store category (benchmark group)
`rating`	double
`ratingCount`	double
`country`	large_string
`reviewsAnalyzed`	int64	Reviews sampled for this app's metrics
`negativeReviewCount`	int64	1–2 star reviews in sample (complaint denominator)
`primaryLang`	large_string
`englishShare`	double
`sentimentMean`	double	Mean VADER compound over English reviews (−1..1)
`sentimentNegShare`	double
`avgRating30D`	double
`reviewCount30D`	int64
`avgRating90D`	double
`reviewCount90D`	int64
`complaintShare_crash_bug`	double	Share of negative reviews mentioning crashes/bugs
`complaintShare_ads`	double
`complaintShare_billing_subscription`	double	Share of negative reviews about billing/subscriptions
`complaintShare_login_account`	double
`complaintShare_performance`	double
`complaintShare_ux_design`	double
`complaintShare_support`	double
`complaintShare_privacy_permissions`	double
`topComplaint`	large_string	Complaint topic with the highest share for this app
`delta_crash_bug`	double
`delta_ads`	double
`delta_billing_subscription`	double	App share minus category p50 (positive = worse than category median)
`delta_login_account`	double
`delta_performance`	double
`delta_ux_design`	double
`delta_support`	double
`delta_privacy_permissions`	double
`topicsAboveBenchmark`	int64	Number of topics where this app exceeds the category p75

`category_benchmarks` — 47 rows

Column	Type	Description
`store`	large_string	Store enum: apple / gplay
`primaryGenre`	large_string	Store category
`appsCovered`	int64	Apps contributing to this benchmark
`reviewsAnalyzed`	int64	Total reviews behind this benchmark row
`negativeReviews`	int64
`medianRating`	double
`sentimentMean_p50`	double	Category median sentiment of English reviews
`sentimentNegShare_p50`	double
`crash_bug_p25`	double
`crash_bug_p50`	double
`crash_bug_p75`	double
`crash_bug_p90`	double
`ads_p25`	double
`ads_p50`	double
`ads_p75`	double
`ads_p90`	double
`billing_subscription_p25`	double
`billing_subscription_p50`	double	Category median share of negative reviews about billing
`billing_subscription_p75`	double	Category p75 — the 'alarm line' used for topicsAboveBenchmark
`billing_subscription_p90`	double
`login_account_p25`	double
`login_account_p50`	double
`login_account_p75`	double
`login_account_p90`	double
`performance_p25`	double
`performance_p50`	double
`performance_p75`	double
`performance_p90`	double
`ux_design_p25`	double
`ux_design_p50`	double
`ux_design_p75`	double
`ux_design_p90`	double
`support_p25`	double
`support_p50`	double
`support_p75`	double
`support_p90`	double
`privacy_permissions_p25`	double
`privacy_permissions_p50`	double
`privacy_permissions_p75`	double
`privacy_permissions_p90`	double

`topic_leaderboards` — 400 rows

Column	Type	Description
`topic`	large_string	Complaint topic (8 canonical topics)
`rank`	int64	Rank within topic by complaint share (1 = worst offender)
`store`	large_string
`appId`	large_string
`name`	large_string
`developer`	large_string
`primaryGenre`	large_string
`rating`	double
`ratingCount`	double
`reviewsAnalyzed`	int64
`negativeReviewCount`	int64
`share`	double	Share of negative reviews mentioning this topic
`deltaVsCategoryMedian`	double	Share minus category p50 for this topic

What you get

S — Google Play only: category complaint baselines + app profiles (5,368 rows)
M — Both stores: all category baselines + app complaint profiles (5,639 rows)
L — Full library incl. per-topic top-50 worst-offender leaderboards (6,039 rows)
Data dictionary, datasheet and license in every package

Use cases

Competitor weakness scouting for app developers
Product roadmap prioritization from complaint gaps
App marketing angle discovery
M&A / investment diligence on app portfolios

Source & methodology

DataForge derived aggregate metrics (app review complaint benchmarks)

Coverage, update cadence and the full field-level data dictionary are on the dataset page: https://data.zalize.com/datasets/app-review-complaint-benchmarks (DATA-DICTIONARY.md and DATASHEET.md are inside each package zip).

License

CC BY-NC 4.0 (DataForge curated layer; academic/personal use, attribution + backlink required) — commercial use requires a DataForge commercial license

Academic / personal use: CC BY-NC 4.0 on the DataForge curated layer — attribution and a backlink to https://data.zalize.com are required.
Commercial use: requires a DataForge commercial license — contact us via the portal.
Upstream license terms continue to apply to the underlying data.

Citation

DataForge (data.zalize.com) — https://data.zalize.com/datasets/app-review-complaint-benchmarks

DOI (Zenodo mirror): 10.5281/zenodo.21813362 · GitHub Release mirror: https://github.com/wookat/dataforge-pipelines/releases/tag/open-data-app-complaint-benchmarks

Usage

from datasets import load_dataset

ds = load_dataset("zalizedata/app-review-complaint-benchmarks", "app_complaint_profiles", split="train")
print(ds[0])

Available configs: app_complaint_profiles, category_benchmarks, topic_leaderboards.