Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Enrollment, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101177	ENR	Kenneth Valdez	2007-03-07	UHC-31713-51	8025418269	8917 Apache Blvd, Fresno, CA, 93719	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-112933	ENR	Justin Warren	1970-02-02	UHC-50704-53	6902588402	6843 Mountain View Dr Apt 30, Glendale, AZ, 85350	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-134131	ENR	Alexander N Marquez	1978-08-01	UHC-84217-49	6996762498	8121 Park Pl, Denver, CO, 80215	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-130849	ENR	Ryan Howard	1976-12-22	UHC-33587-02	4484202585	6625 Market St, Dallas, TX, 75230	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-142576	ENR	Zachary X Maldonado	1967-10-02	UHC-32396-94	3883900597	1940 Desert Sky Blvd Apt 7, Fresno, CA, 93714	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-107499	ENR	Anna Q Carpenter	1952-02-03	UHC-11448-93	9069622013	5759 River Rd, Jacksonville, FL	0.46	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+5 more
ENR-117122	ENR	Brian Peterson	1984-01-16	UHC-97293-31	6976198015	1670 Market St, Plano, TX, 75009	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-102855	ENR	Bradley HJunk	1987-08-15	UHC-35169-53	8616957227	3152 Harbor Blvd, Atlanta, GA, 30325	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-102854	ENR	Bradley HJunk	1987-08-15	UHC-35169-53	8616957227	3152 Harbor Blvd, Atlanta, GA, 30325	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-114988	ENR	Joshua Walsh	—	UHC-13971-36	5252764697	3202 Pine Dr, Denver, CO, 80286	0.46	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-139138	ENR	Keith T Herrera	1956-03-18	UHC-35510-37	2102088165	1213 Palm Dr, Plano, TX, 75043	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-132165	ENR	Heather Q Moreno	1963-08-07	UHC-49093-34	8734612717	2841 Lake View Rd, San Diego, CA, 92191	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-109432	ENR	Richard R Medina	1988-06-20	UHC-01593-38	5669552739	9218 Highland Ave, Eden Prairie, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-113870	ENR	Juustin D Wevaer	1975-01-26	UHC-21503-23	2036835867	7373 Palm Dr, Sacramento, CA, 95870	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-118080	ENR	Karen Gibson	1976-02-21	UHC-49708-56	5348288152	6786 Grand Ave Apt 2, Denver, CO, 80299	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-101924	ENR	Amanda E Walsh	1965-11-10	UHC-09751-10	7003584369	9882 Cedar Ln Apt 13, Orlando, FL	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-142550	ENR	Jeffrey J Edwards	1993-02-09	UHC-98325-80	9718937258	4979 Bayshore Dr, Plano, TX, 75032	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-127749	ENR	Jose Brooks	1985-11-20	UHC-69339-04	5608342817	9210 Main St, Nashville, TN	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-126585	ENR	Logan Park	1943-12-09	UHC-39537-44	5322791353	8579 Highland Ave, Sacramento, CA, 95884	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-140451	ENR	Lucia Tucker	1984-08-18	UHC-39477-43	4314122677	174 Mountain View Dr Apt 17, Austin, TX, 78781	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-137943	ENR	Elijah Stewart	1948-05-18	UHC-91439-06	6226728947	7215 Mesa Dr # 809, Atlanta, GA, 30367	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-139027	ENR	Richard Olson	1957-09-12	UHC-22683-75	—	9564 Pine Dr Apt 8, Austin, TX, 78723	0.46	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+5 more
ENR-127246	ENR	Jean L Scott	1974-06-25	UHC-25460-52	5583857707	4107 Park Pl, Los Angeles, CA, 90029	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-119106	ENR	Jonathan P Sullivan	1969-06-09	UHC-02849-76	6668885855	2307 Forest Ave Apt 6, Charlotte, NC	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-104263	ENR	Hiroshi D Cunningham	1950-08-06	UHC-06723-47	2743143055	590 Spring St, Glendale, AZ	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-133017	ENR	Megan M Butler	1953-12-25	UHC-88806-59	7994156664	8973 Church St, Atlanta, GA, 30351	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-109842	ENR	Evelyn Aguilar	1950-07-13	UHC-87143-55	7835865413	2316 Ridge Rd, Tampa, FL, 33637	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-101756	ENR	Arjun Gardner	1987-08-28	UHC-24635-15	4878303467	7270 Bayshore Dr, Denver, CO	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-109958	ENR	Judith O Boyd	—	UHC-46308-61	—	9713 Desert Sky Blvd, Charlotte, NC, 28258	0.46	Name re-cased Date of birth unreadable Phone missing area code Member ID reformatted+5 more
ENR-132490	ENR	Hiroshi Brooks	1990-08-15	UHC-65032-33	4385737130	2677 Washington St, Mesa, AZ	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-134884	ENR	Dylan Padila	1974-09-27	UHC-64991-66	6059307896	8669 Meadow Ln Apt 38, Plano, TX, 75018	0.46	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-140522	ENR	Terry Arnold	1941-04-23	UHC-90021-63	—	6184 Pine Dr, San Antonio, TX	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-112276	ENR	Bradley W Jones	1980-07-11	UHC-91461-93	8189072740	2163 Baseline Rd, Las Vegas, NV, 89162	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-128292	ENR	Hnery Chen	—	UHC-33237-14	3595577703	7603 Sunset Blvd, Dallas, TX, 75297	0.46	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+5 more
ENR-127559	ENR	Kathleen UJunk	1981-08-17	UHC-96127-46	4137038990	3451 Sunset Blvd, Orlando, FL, 32860	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-136623	ENR	Valentina Payne	1974-01-26	UHC-22618-46	8846579959	4929 Church St, Jacksonville, FL, 32288	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-110806	ENR	Jonathan Sanndoval	1962-03-06	UHC-01777-85	8107213077	2173 Mesa Dr Apt 33, Nashville, TN, 37299	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-104456	ENR	Aisha N Cole	1975-04-01	UHC-86878-50	4593416989	4922 Cedar Ln, Minneapolis, MN	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-105781	ENR	Gerald Powell	1948-10-22	UHC-96423-73	2937337385	730 Camelback Rd, San Antonio, TX	0.46	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-128863	ENR	Walter Q Porter	1954-07-21	UHC-68877-75	4745678988	8571 Lincoln Way, Tempe, AZ, 85253	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-128862	ENR	Walter Q Porter	1954-07-21	UHC-68877-75	4745678988	8571 Lincoln Way, Tempe, AZ, 85253	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-124231	ENR	Sharon V Greene	1982-12-09	UHC-72907-79	4024881705	6821 Grand Ave # 981, Miami, FL, 33132	0.46	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-112473	ENR	Ruth U Larsun	1960-08-11	UHC-12479-78	5659225745	1086 Forest Ave, Denver, CO, 80224	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-127157	ENR	Schmidt Sarah	1965-01-28	UHC-67055-10	4608207029	8051 Willow Ct # 958, San Diego, CA, 92166	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-134370	ENR	Burce G Moore	1964-11-19	UHC-28109-74	3156653892	1620 Willow Ct, Mesa, AZ, 85236	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-117844	ENR	Gerald H Silva	1976-09-23	UHC-54444-80	2935575873	3638 Valley View Dr, San Antonio, TX, 78284	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-141739	ENR	Lucia I Robertson	1985-09-01	UHC-90498-98	5993145405	4263 Cedar Ln, Tempe, AZ, 85289	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-122826	ENR	Kelly T Day	1983-01-19	UHC-30774-01	9776229722	8106 Forest Ave, Gilbert, AZ, 85277	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-102312	ENR	Mariana Shaw	1991-10-19	UHC-03384-46	5577106620	1773 Park Pl Apt 29, Nashville, TN	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-140594	ENR	Singh Katherine	1989-10-16	UHC-36821-73	7246348022	9696 Mountain View Dr, Denver, CO, 80209	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more

17,310 rows, page 8 of 347Previous Next