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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118378	ENR	Samuel Garcia	1939-05-05	UHC-53945-79	8707771596	8620 Meadow Ln, Seattle, WA, 98137	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124423	ENR	Eric U Bailey	1989-07-10	UHC-12608-31	6162170791	9184 Highland Ave, Tampa, FL, 33676	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
CLM-425802	CLM	Rob Guerrero	1947-06-24	UHC-60022-45	4619474350	8843 Ocean Ave, Seattle, WA, 98184	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103981	ENR	Jose M Howell	1978-11-01	UHC-12973-72	6739455433	6267 Camelback Rd, Nashville, TN, 37265	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28660	PRV	Stevens Zachary	1983-11-03	—	2497305113	6105 Park Pl, Chandler, AZ, 85270	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24662	PRV	Mary James	1951-07-02	—	8399511799	4017 Mountain View Dr, Scottsdale, AZ, 85265	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-111846	ENR	Theresa Morales	1961-04-10	UHC-68801-63	7969035923	3846 Willow Ct, Orlando, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134839	ENR	Sara Franklin	2000-09-13	UHC-72208-98	8793638687	8202 Cedar Ln, Orlando, FL, 32829	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22625	PRV	Mariana Mason	1965-12-17	UHC-25369-28	4572467847	7478 Mountain View Dr, Jacksonville, FL, 32270	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-421534	CLM	Kelly Griffin	1977-04-10	—	2832347520	172 Hillcrest Rd, Glendale, AZ, 85334	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102003	ENR	Sophia Knight	1952-06-02	UHC-81254-07	7772446323	6841 Bayshore Dr, Tampa, FL, 33637	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102004	ENR	Sophia Knight	1952-06-02	UHC-81254-07	7772446323	6841 Bayshore Dr, Tampa, FL, 33637	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58187	TPA	EircJunk	1998-07-10	—	6162170791	9184 Highland Ave, Tampa, FL, 33676	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403016	CLM	Nancy Vazquez	1967-08-27	UHC-61543-39	—	1015 Meadow Ln, Seattle, WA, 98115	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24397	PRV	Alexander D Welch	1986-01-05	—	7666300088	2046 Palm Dr, Fresno, CA	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
CLM-424442	CLM	Lawrence Ortiz	1977-03-25	—	3708535280	3355 Highland Ave, Dallas, TX, 75249	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-56334	TPA	Wei Castillo	1960-11-18	—	—	2397 Willow Ct, Eden Prairie, MN, 55392	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-53150	TPA	Brandon Murphy	1969-03-05	UHC-35997-95	—	5643 Valley View Dr, Houston, TX, 77069	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-124368	ENR	Cheryl Park	1987-10-12	UHC-30174-71	7484064542	3087 Park Pl, Dallas, TX, 75228	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101053	ENR	Sofia Chvaez	1996-12-23	UHC-70365-92	4816672397	3709 Sunset Blvd, Los Angeles, CA, 90067	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121922	ENR	Mihael W Lee	1966-11-28	UHC-18645-50	6432552719	1699 Sage Ct, Nashville, TN, 37298	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402982	CLM	Kevin Henderson	1962-05-24	—	5044439757	3850 Ocean Ave, Los Angeles, CA, 90057	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412772	CLM	Henry U Alexander	1942-11-02	—	8962300334	6897 Indian School Rd, Gilbert, AZ, 85263	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416033	CLM	Marcus J Tukker	2000-11-21	—	6069159266	6343 Palm Dr, Austin, TX, 78799	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59716	TPA	Kayla Lewis	1978-06-27	—	—	8719 Ocean Ave, Gilbert, AZ, 85269	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-401511	CLM	Anna M Sanchez	1964-01-06	UHC-55023-31	—	879 Palm Dr, Austin, TX	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
ENR-106208	ENR	Nancy Bailey	1983-09-05	UHC-79532-70	—	4842 Lincoln Way, Tampa, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129754	ENR	Scott Wong	1958-12-14	UHC-42663-34	6313213485	8897 Park Pl, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428479	CLM	Linda Boyd	1993-03-26	—	9213191642	3073 Highland Ave, Jacksonville, FL, 32282	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100566	ENR	Janet Robinson	1949-05-14	UHC-84144-35	5108846379	4133 Spring St, Tampa, FL, 33628	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417391	CLM	Matt Anderson	1982-11-25	UHC-67789-26	—	3229 Pine Dr, Scottsdale, AZ, 85215	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-406404	CLM	Marcus Munoz	1972-08-23	—	7308965219	1896 Baseline Rd, Orlando, FL, 32888	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-405526	CLM	Danielle Walsh	1984-02-04	—	9459986966	9278 River Rd, Columbus, OH, 43250	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-116738	ENR	Juan N Spencer	1975-01-13	UHC-44450-92	—	8430 Highland Ave, Miami, FL, 33136	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119793	ENR	Keith V Fox	1938-04-08	UHC-43336-64	5176711287	4939 Sage Ct, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117197	ENR	Waynne Stewart	1958-11-25	UHC-01428-01	9284096379	6154 Indian School Rd, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20914	PRV	Vncent Brooks	1946-11-09	UHC-04330-68	—	1195 Ridge Rd, Eden Prairie, MN, 55300	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-51393	TPA	Michael S Campbell	—	—	—	1057 Maple Ave, Austin, TX, 78731	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-104632	ENR	Paul P Wood	1978-05-20	UHC-52440-42	3908273666	3803 Meadow Ln, Las Vegas, NV, 89135	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405012	CLM	Eugene Romero	1966-01-01	—	7629913511	4701 Oak St # 253, Jacksonville, FL	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
TPA-53230	TPA	George Murphy	1998-10-14	—	9648052507	2791 Elm St, Fresno, CA, 93778	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123724	ENR	William Ryan	—	UHC-34641-99	2524274978	8692 Forest Ave, Nashville, TN, 37202	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-123723	ENR	William Ryan	—	UHC-34641-99	2524274978	8692 Forest Ave, Nashville, TN, 37202	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-110617	ENR	Diana Rose	1953-12-09	UHC-04067-20	3523879342	653 Harbor Blvd, Mesa, AZ, 85227	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64136	TPA	Virginia Carlson	1993-03-18	—	—	4591 Valley View Dr, Dallas, TX, 75241	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20719	PRV	Alexis Nguyen	1960-09-04	—	4247615077	9279 Forest Ave # 208, Houston, TX, 77040	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-119856	ENR	Gary L Morgan	1956-05-06	UHC-94931-37	4008953012	9136 Maple Ave, Fresno, CA, 93772	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
CLM-423830	CLM	Elijah Day	1964-05-06	UHC-27074-93	9622866486	6639 Union St # 625, San Antonio, TX, 78255	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-111356	ENR	Mark G Henderson	1988-11-06	UHC-33626-22	9643562970	3990 Grand Ave Apt 12, Minneapolis, MN, 55431	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-409071	CLM	Santiago McDonald	1991-02-20	—	5596507491	9803 Canyon Rd, Denver, CO, 80207	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more

39,996 rows, page 142 of 800Previous Next