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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107335	ENR	Aaron Cruz	1996-11-03	UHC-79801-51	6938838610	4625 Spring St, Las Vegas, NV, 89151	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135970	ENR	Gary Carpenter	2001-05-20	UHC-56195-73	5612859176	9370 Main St, Sacramento, CA, 95842	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135971	ENR	Gary Carpenter	2001-05-20	UHC-56195-73	5612859176	9370 Main St, Sacramento, CA, 95842	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137240	ENR	Raymond Hill	1979-07-20	UHC-45778-72	—	9453 Mountain View Dr, Charlotte, NC, 28263	0.74	Name re-cased SSN last four extracted City re-cased Email lower-cased+3 more
ENR-128602	ENR	Eric Perkins	1970-07-17	UHC-30832-44	7378873712	3134 Mountain View Dr, Fresno, CA, 93767	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127392	ENR	Hayes G Danielle	2006-05-04	UHC-22143-51	3479819218	2434 Spring St, Las Vegas, NV, 89166	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130060	ENR	Elizabeth G Matthews	1945-02-02	UHC-57771-37	6698393011	2757 Ridge Rd, Chandler, AZ, 85272	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117966	ENR	Jonathan Marquez	1967-09-02	UHC-77267-25	2716147183	6239 Canyon Rd, Dallas, TX, 75217	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126218	ENR	Jacob Rios	2001-09-28	UHC-21344-09	8774382191	1761 Pine Dr, Houston, TX, 77059	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141720	ENR	Judy Y Banks	1995-10-25	UHC-08571-74	9795987629	6291 Canyon Rd, Tempe, AZ, 85204	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129673	ENR	Russell Barnes	1983-08-21	UHC-92581-69	8248185713	4979 Hillcrest Rd, Nashville, TN, 37226	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-117838	ENR	Beverly Gardner	2000-03-01	UHC-49158-04	5062425051	8561 Desert Sky Blvd, Phoenix, AZ, 85002	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-114405	ENR	Janet Q Hart	1986-09-08	UHC-57586-06	4077391511	7979 Forest Ave, Nashville, TN, 37229	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129713	ENR	Charlotte Oliver	1975-02-24	UHC-36496-49	9538699888	5885 Highland Ave, Phoenix, AZ, 85036	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119586	ENR	Fatima S Soto	1992-08-20	UHC-71122-66	9602023455	8728 Sage Ct, Columbus, OH, 43230	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101237	ENR	Sarra T Gardner	2001-06-07	UHC-60628-62	2685497540	3480 Sage Ct, Fresno, CA, 93717	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-105414	ENR	Willie V Schmidt	1942-05-12	UHC-28576-15	2516074968	446 Maple Ave, Houston, TX, 77030	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101074	ENR	Grace O Little	1972-02-06	UHC-70114-35	7943580354	4309 Spring St, Scottsdale, AZ, 85229	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-104301	ENR	Arthur Bailey	1961-04-15	UHC-42737-39	4364073249	5113 Valley View Dr, Dallas, TX, 75283	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-122088	ENR	Catherine U Andrews	1946-06-08	UHC-95338-32	3709900809	8340 Lincoln Way, Atlanta, GA, 30383	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122995	ENR	Danielle Mejia	1972-12-12	UHC-64924-50	3934232667	5814 Indian School Rd, Charlotte, NC, 28287	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-122996	ENR	Danielle Mejia	1972-12-12	UHC-64924-50	3934232667	5814 Indian School Rd, Charlotte, NC, 28287	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115172	ENR	Mariana C Alvarez	1951-04-01	UHC-81390-02	8235937971	8423 Desert Sky Blvd, Eden Prairie, MN, 55335	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130017	ENR	Kathryn U Cooper	1979-09-21	UHC-84332-55	6334853736	2370 Ridge Rd, Mesa, AZ, 85215	0.74	Phone reformatted City re-cased State code upper-cased Email lower-cased+3 more
ENR-141969	ENR	Matthew Greene	1950-01-01	UHC-91766-10	5744343927	2954 Willow Ct, Seattle, WA, 98128	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-137896	ENR	Janice Rose	1962-07-21	UHC-67004-45	8523032895	4623 Highland Ave, Chandler, AZ, 85234	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110786	ENR	Lucia Cox	1983-07-14	UHC-14104-68	4206251798	7864 Harbor Blvd, Fresno, CA, 93710	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102637	ENR	Barbara R Jacbos	1984-08-03	UHC-84370-28	5343695383	2168 Harbor Blvd, Scottsdale, AZ, 85245	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106133	ENR	Dennis Stevens	1979-04-03	UHC-46768-91	2822774767	365 Forest Ave, Phoenix, AZ, 85033	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133576	ENR	Jose C Hamilton	1980-12-03	UHC-48681-98	2724111994	77 Baseline Rd, Austin, TX, 78756	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112709	ENR	Wei Jenkins	1985-01-01	UHC-07937-89	6257616400	2854 Elm St, Nashville, TN, 37253	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114273	ENR	Julie B Perry	1941-11-10	UHC-61280-68	6024678671	7330 Canyon Rd, San Diego, CA, 92139	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128047	ENR	Aisha Hughes	2000-08-26	UHC-26837-69	8806385741	5338 Cedar Ln, Denver, CO, 80284	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110338	ENR	Kenneth F Park	1949-07-22	UHC-68608-54	2286759322	9438 Pine Dr, Los Angeles, CA, 90038	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126705	ENR	Nicholas Walker	1962-03-16	UHC-31286-65	9705731101	9465 Park Pl, Eden Prairie, MN, 55341	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126704	ENR	Nicholas Walker	1962-03-16	UHC-31286-65	9705731101	9465 Park Pl, Eden Prairie, MN, 55341	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-124156	ENR	Aaron Stewart	1952-11-11	UHC-08730-63	4546577754	5965 Market St, Fresno, CA, 93782	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137356	ENR	Matthew P Rodriguez	1955-09-11	UHC-64971-35	6838754255	9408 Bayshore Dr, Minneapolis, MN, 55447	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115825	ENR	Albert G Moreno	1987-05-04	UHC-41861-66	—	7861 Harbor Blvd, Austin, TX, 78708	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110252	ENR	Hiroshi V Valdez	1969-10-19	UHC-16176-62	8056105283	3890 Lincoln Way, Houston, TX, 77066	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-111291	ENR	Patty Mills	1995-01-07	UHC-35380-75	9463685496	7958 Mountain View Dr, Tampa, FL, 33654	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137274	ENR	Nicholas Santos	1973-05-25	UHC-65934-13	6419171258	6211 Main St, Mesa, AZ, 85237	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128588	ENR	Ethan L Turner	1980-04-18	UHC-41616-89	7226669340	2619 Highland Ave, Sacramento, CA, 95874	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137088	ENR	Carol Q Stephens	2001-03-25	UHC-58061-49	4895472072	959 Market St, San Diego, CA, 92158	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120590	ENR	Donna N Weaevr	1955-03-14	UHC-45899-75	6488785248	9791 Park Pl, Austin, TX, 78756	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120751	ENR	Eric A Bell	1943-10-03	UHC-12366-37	7349738013	6105 Bayshore Dr Apt 9, Denver, CO, 80258	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-106643	ENR	Timothy Lopez	1946-01-15	UHC-58975-81	5136726619	9308 Meadow Ln, Nashville, TN, 37271	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120481	ENR	Charles Y Kelly	2006-07-14	UHC-86006-63	7155902967	25 Jefferson Ave, Scottsdale, AZ, 85226	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131010	ENR	Linda V Barnes	1984-10-21	UHC-93776-99	4523407863	1023 Palm Dr, Chandler, AZ, 85252	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122041	ENR	Mateo J Berry	1966-10-27	UHC-45461-01	5842189556	2042 Lincoln Way, Tampa, FL, 33668	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

8,423 rows, page 79 of 169Previous Next