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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429794	CLM	Walter Carlon	1963-02-09	—	3907059886	8108 Ridge Rd, Los Angeles, CA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-138678	ENR	Victoria K Silva	1992-09-04	UHC-51469-71	4564277489	6605 Meadow Ln, Houston, TX	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
TPA-53438	TPA	Sofia Bishop	2008-10-21	—	9628563788	7068 Mountain View Dr, Plano, TX	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53140	TPA	Christina Garza	1981-02-15	—	2033280584	305 Church St, Tampa, FL	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52489	TPA	Stephen Chavez	1993-06-01	—	—	3236 Jefferson Ave, San Antonio, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-127430	ENR	Doris Lawon	1967-11-15	UHC-81710-14	9162404050	669 Willow Ct, Plano, TX	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
CLM-412609	CLM	Sandra Nelson	1965-05-01	—	—	699 Desert Sky Blvd, Fresno, CA	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
ENR-129689	ENR	Sara Duncan	1971-07-11	UHC-26231-77	2686028171	2909 Pine Dr, Gilbert, AZ	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
TPA-59280	TPA	Scott Hansen	1943-04-11	—	3289783314	212 Meadow Ln, Minneapolis, MN	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
CLM-400463	CLM	David R Coleman	1950-03-23	UHC-62709-80	—	2925 Main St, Scottsdale, AZ	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-412992	CLM	Justin W Walker	1991-05-28	UHC-88686-62	—	6167 Baseline Rd, Minneapolis, MN	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
ENR-111981	ENR	Logan T Daniels	1942-01-23	UHC-42295-25	9429674440	1651 Desert Sky Blvd, Houston, TX	0.80	Phone reformatted City re-cased ZIP missing Whitespace trimmed
ENR-118584	ENR	Dorothy Boyd	1945-09-27	UHC-51915-20	9676789974	7813 Lincoln Way, Sacramento, CA	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-22034	PRV	Justni Greene	1999-05-08	—	2496667165	198 Harbor Blvd, Nashville, TN	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-139306	ENR	Ethan Wang	1987-08-11	UHC-68627-99	5187432844	3060 Willow Ct, Denver, CO	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-106781	ENR	Janice Q Robertson	2007-08-28	UHC-69570-52	5358439513	8290 Broadway, Charlotte, NC	0.80	Phone reformatted Address re-cased ZIP missing Placeholder values cleared
ENR-134227	ENR	Joseph C Hayes	1968-08-14	UHC-46881-36	5839072877	4112 Hillcrest Rd, San Antonio, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-400597	CLM	Anna Kelley	2002-01-02	UHC-40324-73	8749851574	3926 Harbor Blvd, San Diego, CA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-124299	ENR	Lawrence P Russell	1987-08-05	UHC-94134-10	2872850074	1418 River Rd, Dallas, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-131181	ENR	Alan D Schmidt	1992-10-27	UHC-55876-27	3933005475	5248 Canyon Rd, Minneapolis, MN	0.80	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed
CLM-427718	CLM	David Griffin	1958-07-13	—	5072899222	9704 Forest Ave, Scottsdale, AZ	0.80	Phone reformatted State code upper-cased ZIP missing Placeholder values cleared
CLM-417416	CLM	Maria Bakar	1972-02-28	UHC-25029-78	6509038382	5242 Hillcrest Rd, Nashville, TN	0.80	Phone reformatted City re-cased ZIP missing Placeholder values cleared
CLM-425058	CLM	Debra Schmidt	1941-08-21	UHC-39182-52	6785129037	1984 Jefferson Ave, Tempe, AZ	0.80	Name re-cased Member ID reformatted ZIP missing Whitespace trimmed
CLM-425059	CLM	Debra Schmidt	1941-08-21	UHC-39182-52	6785129037	1984 Jefferson Ave, Tempe, AZ	0.80	Name re-cased Member ID reformatted ZIP missing Whitespace trimmed
TPA-55731	TPA	Judy I Stevens	1962-08-11	—	—	3652 Palm Dr, Los Angeles, CA	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-132727	ENR	Barbara R Tran	1968-10-22	UHC-40168-78	3062620856	7626 Sunset Blvd, Tampa, FL	0.80	Date of birth reformatted Phone reformatted City re-cased ZIP missing
CLM-417753	CLM	Pierce S Heather	1966-05-21	UHC-91470-77	5685013498	3017 Ocean Ave, Minneapolis, MN	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
ENR-142205	ENR	Jessica Y Evans	1992-05-05	UHC-18410-68	6829072676	4955 Broadway, Las Vegas, NV	0.80	Phone reformatted ZIP missing Email lower-cased Whitespace trimmed
ENR-139009	ENR	Steven B Walsh	1970-10-13	UHC-26249-94	—	9161 Main St, Orlando, FL	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-420959	CLM	Camila O Reyes	1981-06-18	UHC-66882-65	—	488 Grand Ave, Los Angeles, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-411639	CLM	Anna Dominguez	1988-01-08	—	7637036214	1499 Indian School Rd, Seattle, WA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-408204	CLM	Sarah Barnes	1992-05-16	—	4673681744	8806 Sage Ct, Las Vegas, NV	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-108134	ENR	Nancy D Menddoza	1988-03-18	UHC-66651-92	6149331084	994 Lincoln Way, Tucson, AZ	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
CLM-417819	CLM	Sharon Cox	1949-11-02	—	—	4839 Ridge Rd, San Antonio, TX	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-125996	ENR	Judy R Cox	1986-12-06	UHC-67971-10	—	6375 Baseline Rd, San Diego, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-126063	ENR	Kvein K Jordan	1973-02-04	UHC-50265-96	8796659103	4956 Spring St, Scottsdale, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
TPA-53855	TPA	Bryan S Smith	2003-10-02	—	—	8664 Ridge Rd, Nashville, TN	0.80	ZIP missing Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-409501	CLM	Tim Santos	1980-07-26	—	—	5827 Camelback Rd, Seattle, WA	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
CLM-427084	CLM	Sarah Garcia	1948-11-24	—	—	4211 Market St, Eden Prairie, MN	0.80	State code upper-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-61338	TPA	Alexander Mason	1941-06-17	—	8495998562	1686 Oak St, Mesa, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-63100	TPA	Eugene Mason	1940-07-01	—	—	7057 Market St, Los Angeles, CA	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-409195	CLM	Sandra B Gibson	1955-12-24	UHC-13846-52	8628386025	8415 Union St, San Antonio, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-107821	ENR	Zachary Harris	1972-03-02	UHC-04428-62	7524419031	6872 Sage Ct, Miami, FL	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-28908	PRV	Ralph Garcia	1945-04-22	UHC-55034-74	3735784347	2592 Forest Ave, Miami, FL	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
TPA-52567	TPA	Emily Bredley	2005-11-03	—	—	1546 Bayshore Dr, Chandler, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-420747	CLM	Susan Q Vazquez	2005-09-06	UHC-65517-83	7918100949	4082 Camelback Rd, Minneapolis, MN	0.80	Name re-cased Phone reformatted City re-cased ZIP missing
CLM-416251	CLM	Christian Y Csatillo	1973-10-17	UHC-97898-44	—	5226 Mountain View Dr, San Diego, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-137050	ENR	Sophia Morgan	1989-01-15	UHC-42056-24	3636774936	504 River Rd, Houston, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-135043	ENR	Melissa Butler	1987-07-14	UHC-21038-92	6922808759	2905 Broadway, Charlotte, NC	0.80	Name re-cased Phone reformatted ZIP missing Email lower-cased
ENR-128886	ENR	Harold Clark	1959-08-23	UHC-35350-52	9417323829	803 Union St, Dallas, TX	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed

7,146 rows, page 131 of 143Previous Next