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

Third-party administrator, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50948	TPA	Stephen E Mason	1949-01-20	UHC-11372-10	—	5037 Ocean Ave, Columbus, OH, 43224	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59962	TPA	Richard Bennett	1991-07-15	—	—	7321 River Rd, Tempe, AZ, 85265	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57132	TPA	Carl Q Wang	1944-04-05	—	—	8827 River Rd, Orlando, FL, 32800	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51813	TPA	Mei Mroris	1961-01-21	UHC-84477-97	7234983223	4799 Central Ave, Sacramento, CA, 95860	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59487	TPA	Natalie Johnson	1968-10-03	—	—	3759 Forest Ave, Mesa, AZ, 85212	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61141	TPA	Russell Powell	1943-08-05	—	—	259 Union St, Miami, FL, 33168	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57433	TPA	Sophia Watkins	1947-12-21	—	—	3945 Meadow Ln, Seattle, WA, 98173	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55171	TPA	Melissa J Jordan	1981-10-21	—	—	1628 Central Ave Apt 9, Mesa, AZ, 85235	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-51869	TPA	Andrea Vazquez	1978-06-12	—	—	8128 Park Pl, Sacramento, CA, 95825	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-62759	TPA	Diane George	—	—	—	6546 Spring St, Houston, TX, 77077	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
TPA-64162	TPA	Jeff Warren	2001-02-27	—	6464297828	5097 Mountain View Dr Apt 1, Minneapolis, MN, 55464	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52734	TPA	Jennifer S Cook	1997-09-14	—	—	4635 Camelback Rd # 957, Orlando, FL, 32860	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54199	TPA	Carol Howell	1942-02-16	—	4335936242	7900 Mesa Dr, Glendale, AZ, 85340	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56103	TPA	Margaret Hut	1941-10-25	—	—	8780 Camelback Rd, Denver, CO, 80265	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61126	TPA	Lopez Jesse	1960-09-09	—	—	3141 Apache Blvd, Las Vegas, NV, 89123	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-54878	TPA	David Harvey	1944-12-03	—	—	9718 Harbor Blvd # 891, Denver, CO, 80218	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54927	TPA	Isabella Jimenez	1993-02-04	—	3736267813	6914 Mesa Dr # 405, Minneapolis, MN, 55470	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-61986	TPA	Santiago Sandoval	1958-10-12	—	—	8497 Camelback Rd, San Antonio, TX, 78213	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57130	TPA	Andrea X Collins	1994-03-03	—	—	4578 Market St, Sacramento, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57883	TPA	Andrea Hanson	1971-11-09	—	—	8510 Camelback Rd, Plano, TX, 75012	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50466	TPA	Harold Lawsoon	2007-10-22	—	—	4766 Bayshore Dr, San Antonio, TX, 78291	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62917	TPA	Sophia Mendoza	2002-02-04	—	—	2611 Lake View Rd, Gilbert, AZ, 85235	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-61405	TPA	Harold Porer	1942-05-01	—	—	2658 Grand Ave, Glendale, AZ, 85372	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56123	TPA	Mateo Berry	1954-09-13	—	4388817133	3004 Hillcrest Rd, Las Vegas, NV, 89159	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63601	TPA	Jose Owens	1982-09-22	UHC-76682-96	—	2057 Indian School Rd, Seattle, WA, 98191	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59896	TPA	Margaret Griffin	1947-10-20	UHC-40806-56	—	3342 River Rd, San Diego, CA, 92158	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57545	TPA	Alan Lane	1982-06-10	—	—	3933 Pine Dr, Plano, TX, 75096	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-61211	TPA	Wayne M Bennett	1948-01-25	—	—	4348 Maple Ave, Tampa, FL, 33602	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55427	TPA	Barbara Schultz	1997-02-25	—	7303432627	1266 Spring St, Dallas, TX, 75294	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57048	TPA	Yuki Marquez	1975-11-13	—	—	5165 Mountain View Dr, Houston, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51083	TPA	Jordan Porter	1970-07-21	—	—	214 Washington St, Los Angeles, CA, 90099	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61380	TPA	Doris Kelly	1957-03-07	—	3952726980	9827 Highland Ave, Seattle, WA, 98162	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56883	TPA	Mateo Coleman	1963-10-03	—	9149432078	7528 Lincoln Way, Glendale, AZ, 85303	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57277	TPA	Stephanie Lane	1941-06-10	—	—	7072 Baseline Rd, Atlanta, GA, 30315	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-59011	TPA	Fatima Scott	1942-06-24	—	5987958688	7415 Lake View Rd, Plano, TX, 75091	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55340	TPA	Sean Gonzales	1961-07-11	—	—	1173 Willow Ct, Los Angeles, CA, 90021	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-53936	TPA	Grace Hill	1995-03-20	—	—	8723 Harbor Blvd, Plano, TX, 75086	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55816	TPA	Kathryn Braley	1997-02-02	—	5785830736	1751 Oak St, Jacksonville, FL, 32239	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55196	TPA	Zachary Simpson	1964-12-08	—	—	5711 Church St, Miami, FL, 33183	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
TPA-60624	TPA	Roy Harvey	2005-09-04	UHC-56060-86	4112246275	2684 Mountain View Dr, Gilbert, AZ, 85265	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62054	TPA	Michelle Hart	1972-04-06	—	—	2271 Lake View Rd, Houston, TX, 77096	0.64	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-56075	TPA	Timothy Gonzalez	1941-09-16	—	—	9092 Willow Ct, Minneapolis, MN, 55494	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-63267	TPA	Roger Marquez	1964-12-22	—	—	5303 Elm St Apt 14, Minneapolis, MN, 55407	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57804	TPA	Jennifer Fisher	1960-11-02	UHC-08664-81	—	4602 Spring St, Dallas, TX, 75286	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-53354	TPA	Eric Bannks	1956-02-08	—	9595534496	776 Central Ave, Gilbert, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59648	TPA	Sean Y Chen	1972-03-10	—	—	4854 Pine Dr, Las Vegas, NV, 89165	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60219	TPA	Daniel Crawford	1971-10-07	—	—	9650 Apache Blvd, Nashville, TN, 37262	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-58036	TPA	Juan Stephens	—	—	2023853058	9366 Indian School Rd, Jacksonville, FL, 32273	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55298	TPA	Alexander J Watkins	1951-01-04	UHC-16468-60	7905065866	4141 Meadow Ln, Columbus, OH, 43214	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60587	TPA	Laura Q Jordan	1961-07-06	UHC-59863-10	—	7326 Elm St, Phoenix, AZ, 85020	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

7,767 rows, page 57 of 156Previous Next