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

All sources, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106784	ENR	Denise L Morgan	1995-12-27	UHC-49964-55	5346232496	5211 Harbor Blvd Apt 36, Houston, TX, 77085	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-138278	ENR	Sophia Stone	1985-10-25	UHC-25297-93	9769077903	7630 Mesa Dr # 889, Columbus, OH, 43240	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-431076	CLM	Robert Mason	1978-01-24	—	—	4934 Mountain View Dr Apt 25, Orlando, FL, 32839	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22666	PRV	Kenneth Carroll	—	—	2776674397	5265 Maple Ave Apt 38, Dallas, TX, 75298	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
TPA-61688	TPA	Evelyn Palmer	1997-04-03	—	6092390924	8011 Church St Apt 11, Tucson, AZ, 85758	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-416989	CLM	Douglas Howell	1959-05-10	UHC-59326-05	—	275 Apache Blvd # 389, Minneapolis, MN, 55417	0.50	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+3 more
CLM-404870	CLM	Kyle Cruz	1970-07-28	UHC-67404-33	7427326030	4360 Broadway # 696, Glendale, AZ	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
CLM-432478	CLM	Willie Bennett	1968-01-25	UHC-41101-83	—	1924 Highland Ave Apt 2, Columbus, OH	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-424769	CLM	Sophia Cole	1979-10-03	—	—	5607 Ridge Rd Apt 7, Austin, TX, 78711	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-406019	CLM	Kayla L Bell	1982-09-18	—	—	6689 Canyon Rd Apt 6, Dallas, TX, 75249	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431084	CLM	Goerge Jones	2006-12-09	UHC-24975-70	—	3287 Lincoln Way Apt 28, Atlanta, GA, 30333	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-103405	ENR	Aaron Munoz	1943-12-09	UHC-15982-66	7337486742	4673 Palm Dr # 119, Glendale, AZ	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
TPA-52805	TPA	Wei Mejia	1960-05-08	—	—	7400 Apache Blvd Apt 19, Los Angeles, CA, 90035	0.50	Unit split from street Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-123354	ENR	Wayne T Garza	1990-11-24	UHC-17167-67	—	7840 Forest Ave # 508, Jacksonville, FL, 32295	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-109075	ENR	Dorothy S Nunez	1975-01-16	UHC-27583-32	7503396160	5049 Spring St Apt 28, Minneapolis, MN	0.50	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-109076	ENR	Dorothy S Nunez	1975-01-16	UHC-27583-32	7503396160	5049 Spring St Apt 28, Minneapolis, MN	0.50	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-404397	CLM	Samantha Castillo	1972-09-18	UHC-23757-47	4294026965	398 Meadow Ln Apt 27, Atlanta, GA, 30302	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-125951	ENR	Marilyn James	1969-10-05	UHC-34608-53	4304165070	4451 Forest Ave Apt 23, Scottsdale, AZ, 85265	0.50	Two-digit birth year Phone reformatted Unit split from street City re-cased+3 more
CLM-413442	CLM	Luis Hunter	1997-11-24	UHC-49762-13	2293013474	189 Ocean Ave # 953, Plano, TX, 75022	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54920	TPA	Justin Garcia	1993-09-18	—	—	6008 Cedar Ln # 762, Scottsdale, AZ	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-119565	ENR	Nicole Padilla	—	UHC-62109-38	6594167735	6464 Highland Ave # 838, Eden Prairie, MN, 55304	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-120207	ENR	Thomas I Hamilton	2001-12-07	UHC-44880-96	—	7449 Baseline Rd Apt 12, Fresno, CA, 93741	0.50	Phone missing area code Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422276	CLM	Janet Morgan	1968-04-24	UHC-17766-52	—	2596 Sunset Blvd Apt 39, Chandler, AZ, 85228	0.50	Unit split from street Street suffix standardised Address re-cased Gender normalised+3 more
ENR-136381	ENR	Doris Stevens	1967-10-25	UHC-63515-46	4045173201	3446 Apache Blvd # 441, Nashville, TN, 37222	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-111143	ENR	Roy Jimenez	2000-04-02	—	6695175320	9219 Apache Blvd Apt 30, Glendale, AZ, 85382	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-136318	ENR	Katherine B West	2001-01-25	UHC-33223-95	6707918648	798 Central Ave Apt 4, Dallas, TX, 75213	0.50	Name re-cased Date of birth reformatted Unit split from street State name converted to code+3 more
PRV-21501	PRV	Billy Morgan	1977-10-28	UHC-03233-84	8478182485	2010 Union St # 989, Denver, CO, 80224	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
PRV-24303	PRV	Shirley Adams	1972-07-20	—	9159511274	8927 Ridge Rd # 823, Houston, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-122364	ENR	Janice Wilson	1947-01-19	UHC-63240-67	4846281626	3994 Ocean Ave # 412, Austin, TX, 78798	0.50	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-127716	ENR	Amber Reed	1938-03-05	UHC-77622-29	8459438609	4076 Canyon Rd # 248, Orlando, FL, 32825	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-117953	ENR	Laura E Mendez	—	UHC-60316-23	2995950017	5085 Bayshore Dr # 518, Phoenix, AZ, 85046	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+3 more
CLM-410180	CLM	Dylan Simpson	—	—	4672681835	4745 Lake View Rd Apt 3, Minneapolis, MN, 55475	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-407339	CLM	Mari I Estrada	1953-05-25	UHC-10803-92	6723712656	5526 Valley View Dr # 559, Jacksonville, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54523	TPA	George King	1943-04-06	—	—	3734 Grand Ave Apt 30, Denver, CO, 80218	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
CLM-407348	CLM	George Murphy	1998-10-14	UHC-12080-51	9648052507	2791 Elm St # 190, Fresno, CA, 93778	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-403778	CLM	Raymmond Vasquez	1997-10-05	UHC-16882-10	5469678576	2095 Cedar Ln Apt 12, Tampa, FL, 33669	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-114781	ENR	Kathy Q West	1968-04-18	UHC-48148-99	6683475901	3928 Camelback Rd # 253, Glendale, AZ, 85339	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-408995	CLM	Aln D Burke	1979-06-18	—	—	7703 Willow Ct Apt 11, Glendale, AZ, 85310	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120723	ENR	Gloria M Thompson	1946-03-06	UHC-34983-11	5739634179	9524 Apache Blvd # 938, Phoenix, AZ, 85080	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+3 more
ENR-112195	ENR	Vincent Griffin	1956-01-01	UHC-47620-31	7414986730	2128 River Rd # 430, Scottsdale, AZ, 85204	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58280	TPA	Ann Garrett	1977-01-19	—	4865700176	6583 Oak St # 765, Houston, TX, 77084	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-141298	ENR	Terry Z Aguilar	1967-10-18	UHC-05876-64	5812783833	5644 Camelback Rd Apt 37, Tucson, AZ, 85723	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-59224	TPA	Brittayn Hudson	1966-07-21	—	—	1462 Canyon Rd # 775, Minneapolis, MN, 55447	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-106172	ENR	Ashley Bowman	1978-06-17	UHC-45993-85	5493713290	6982 Mountain View Dr Apt 25, Glendale, AZ, 85371	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
CLM-409818	CLM	Arthur H Spencer	1942-06-07	—	8779457773	1104 Mesa Dr Apt 31, Minneapolis, MN, 55423	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-407563	CLM	Melissa Vaaldez	1954-02-10	UHC-81960-04	—	962 Valley View Dr Apt 26, Dallas, TX	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
PRV-26165	PRV	William C Castro	—	UHC-34758-35	8628238259	5084 Park Pl Apt 2, Eden Prairie, MN, 55342	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-103316	ENR	Eric W Wright	1939-06-11	UHC-72315-78	9046175509	5338 Main St Apt 14, Mesa, AZ, 85239	0.50	Unit split from street City re-cased State name converted to code Email lower-cased+3 more
CLM-430276	CLM	Eugene Cruz	1988-03-02	UHC-78205-34	—	1352 Cedar Ln # 525, Tucson, AZ, 85708	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-430277	CLM	Eugene Cruz	1988-03-02	UHC-78205-34	—	1352 Cedar Ln # 525, Tucson, AZ, 85708	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more

6,994 rows, page 25 of 140Previous Next