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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120712	ENR	William O Marquez	1979-01-28	UHC-52616-48	—	8067 Apache Blvd, Tempe, AZ, 85239	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-116497	ENR	Priay Wright	1951-01-21	UHC-02911-90	4283327125	6085 Baseline Rd, Jacksonville, FL, 32223	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-133175	ENR	Nathan Y Patterson	1954-10-23	UHC-45106-07	9054485241	5732 Harbor Blvd, Los Angeles, CA, 90066	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-103296	ENR	Mateo Jackson	1990-04-07	UHC-48696-50	9494711696	3971 Lincoln Way # 814, Las Vegas, NV, 89146	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-105632	ENR	Helen McCoy	1999-07-23	UHC-48762-31	3759522691	858 Market St, Tampa, FL	0.50	Phone reformatted Member ID reformatted SSN last four extracted State name converted to code+3 more
ENR-138795	ENR	Jonathan Bryant	—	UHC-15588-86	2879156837	8590 Apache Blvd, San Antonio, TX	0.50	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+3 more
ENR-131549	ENR	Lori WJunk	1951-03-15	UHC-50744-71	4456517797	3221 Canyon Rd, Minneapolis, MN, 55406	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-118974	ENR	Janice K Richards	1938-06-13	UHC-36443-23	6043317216	2622 Jefferson Ave, Charlotte, NC, 28254	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-138153	ENR	Jerry Rosss	1979-06-17	UHC-06332-38	—	7056 Palm Dr, Charlotte, NC, 28271	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-111986	ENR	Sofia C Evans	1941-08-25	UHC-68436-79	9298454389	4963 Lake View Rd, Houston, TX, 77094	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-122939	ENR	Nicholas I Montgomery	1976-12-24	UHC-07349-58	2747217289	8660 Baseline Rd # 774, San Antonio, TX, 78250	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-103235	ENR	Denny Lopez	1962-10-07	UHC-83888-95	7704278758	2194 Church St, Seattle, WA, 98106	0.50	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-133226	ENR	Omar Castro	1951-12-07	UHC-27170-07	9416382938	7219 Oak St, Miami, FL, 33180	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-131939	ENR	Julia Maldonado	1985-02-06	UHC-81622-15	—	2094 Bayshore Dr, Nashville, TN, 37212	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-117590	ENR	Evelyn Y Reyes	1999-09-05	UHC-54787-27	6927560326	48 Mountain View Dr, Los Angeles, CA, 90035	0.50	Middle initial moved out of first name Name re-cased Date of birth reformatted SSN last four extracted+3 more
ENR-129239	ENR	John F Espinoza	1999-03-28	UHC-35989-44	9273232632	2404 Elm St, Denver, CO, 80280	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-141405	ENR	Melissa Dominguez	1955-10-15	UHC-07165-11	9855304738	953 Baseline Rd, Sacramento, CA, 95839	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-129456	ENR	Dorothy Wood	1950-05-01	UHC-31545-27	—	7288 Mesa Dr, Jacksonville, FL, 32293	0.50	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-116989	ENR	Nicholas Price	1942-09-03	UHC-89676-44	—	4129 Maple Ave, Fresno, CA, 93785	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-101568	ENR	Ethan Maldonado	1970-10-25	UHC-81823-63	5677378172	2378 Sunset Blvd, Phoenix, AZ, 85028	0.50	Name re-cased Phone reformatted SSN last four extracted State name converted to code+3 more
ENR-104787	ENR	Sean Clark	1973-12-09	UHC-83360-30	—	6639 Mountain View Dr, Sacramento, CA, 95813	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-104543	ENR	Betty Alvarez	1972-04-14	UHC-47990-27	—	5477 Mountain View Dr, Scottsdale, AZ, 85223	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-136550	ENR	Mason T Lawrence	1946-08-12	UHC-62902-14	6027210466	8662 Forest Ave Apt 3, Glendale, AZ, 85308	0.50	Member ID reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-108646	ENR	Emma X Meyer	1997-06-18	UHC-13185-09	2227302295	5206 Sunset Blvd, Columbus, OH, 43225	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120406	ENR	Steve I Aguilar	1938-03-08	UHC-51621-70	5473924566	8456 Baseline Rd, Gilbert, AZ, 85203	0.50	Middle initial moved out of first name Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-137593	ENR	Kathy Palmer	1986-09-15	UHC-42607-41	8633279032	2434 Sunset Blvd Apt 11, Phoenix, AZ, 85069	0.50	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street+3 more
ENR-133032	ENR	Kyle R Allen	1975-06-13	UHC-18084-56	3518917686	1239 Sage Ct, Tempe, AZ, 85260	0.50	Two-digit birth year Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-101932	ENR	Mary B Simmons	1941-09-06	UHC-87003-66	5559499580	5610 River Rd, San Diego, CA	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-135387	ENR	Martha P Jenkins	1987-01-15	UHC-38108-73	2944769082	8650 Apache Blvd, Sacramento, CA, 95821	0.50	Name re-cased Phone reformatted SSN last four extracted State name converted to code+3 more
ENR-114182	ENR	Harold Fox	1946-07-09	UHC-10508-05	6978267472	8814 Elm St, Columbus, OH, 43242	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-129074	ENR	Marcus P Lewis	1981-05-06	UHC-53639-04	3939827389	2066 Main St, Atlanta, GA, 30343	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-140635	ENR	Kenneth H Garrett	1999-04-11	UHC-93400-76	8187002990	1710 Harbor Blvd, Minneapolis, MN, 55446	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-117222	ENR	Sophia Ferguson	1956-12-12	UHC-38535-74	6188715819	5698 Baseline Rd, San Antonio, TX, 78225	0.50	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-126239	ENR	Omar U Fields	1970-08-01	UHC-26432-52	—	7580 Ocean Ave, Dallas, TX, 75280	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-100492	ENR	Kevin Fisher	1959-11-06	UHC-47560-92	7457111959	6403 Oak St, Las Vegas, NV	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-132450	ENR	Elizabeth Meyer	1961-06-14	UHC-33794-96	—	6250 Grand Ave, Scottsdale, AZ, 85278	0.50	Name split from “Last, First”Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-108640	ENR	Victoria N Bell	1966-06-07	UHC-63670-39	—	6719 Desert Sky Blvd, Fresno, CA	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-108169	ENR	Noah Fox	1999-04-07	UHC-77666-11	—	4470 Meadow Ln, Dallas, TX, 75286	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-123345	ENR	Logan Yaang	1967-09-12	UHC-36471-89	8243758064	622 Main St, Chandler, AZ, 85220	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-142797	ENR	Maria Perry	1959-07-07	UHC-21303-62	8904423563	7211 Lake View Rd, Scottsdale, AZ, 85256	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-101748	ENR	Andrea R McDonald	1960-02-20	UHC-37874-98	7022642104	6585 Park Pl, Nashville, TN, 37270	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-126363	ENR	Edward W Elliott	1979-05-08	UHC-33180-88	9205284936	2976 Park Pl, Tempe, AZ, 85230	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-112914	ENR	Linda D Matthews	2000-05-27	UHC-60641-45	6432611762	5828 Baseline Rd, Tampa, FL, 33693	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-107122	ENR	Hannah G Garrett	1993-01-09	UHC-32176-42	6057650156	478 Sunset Blvd, Minneapolis, MN, 55493	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-123126	ENR	Gerald B Dixon	1986-01-13	UHC-04299-88	3423122740	2943 Central Ave, Las Vegas, NV, 89158	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-135745	ENR	Edward N Ellis	1979-04-10	UHC-04613-77	3896890798	4385 Broadway, Mesa, AZ, 85288	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Address re-cased+2 more
ENR-128964	ENR	Megan Park	1948-12-04	UHC-97248-72	5642837294	3187 Maple Ave, Seattle, WA, 98184	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-111030	ENR	Albert A Herrera	1979-02-01	UHC-78925-85	2672644878	5972 Baseline Rd, Charlotte, NC, 28221	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-103245	ENR	Billy X Green	1951-07-15	UHC-62141-75	6359176121	3510 Sage Ct, San Antonio, TX, 78267	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-132860	ENR	Rose F Brittany	2003-08-03	UHC-64681-45	2459038367	8817 Canyon Rd, Tucson, AZ	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more

1,767 rows, page 10 of 36Previous Next