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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107545	ENR	Brenda Alexander	2002-05-17	UHC-27642-09	4867209850	3685 Harbor Blvd Apt 34, Denver, CO, 80289	0.26	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116130	ENR	Karen C Young	2008-03-15	UHC-48759-81	2904451047	7441 Bayshore Dr, Glendale, AZ, 85324	0.26	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-108404	ENR	Marcus D Turner	1974-12-07	UHC-96083-64	—	5655 Bayshore Dr, Columbus, OH, 43262	0.26	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-120582	ENR	Linda E Green	1970-08-10	UHC-04889-62	6077826178	8032 Valley View Dr, Los Angeles, CA, 90038	0.26	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122867	ENR	Paul I Woods	—	UHC-41066-57	—	8824 Spring St, Scottsdale, AZ, 85296	0.26	Name split from “Last, First”Middle initial moved out of first name Date of birth missing State name converted to code+3 more
TPA-57465	TPA	Doris Richards	—	—	—	9764 Cedar Ln, Houston, TX	0.26	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+3 more
PRV-23295	PRV	Linda R Rose	1990-06-15	UHC-92399-93	5769917260	9242 Mesa Dr # 670, Eden Prairie, MN, 55314	0.28	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+8 more
ENR-139415	ENR	Brandon E Hamilton	1967-06-16	UHC-55103-74	7869250713	2917 Main St, San Antonio, TX, 78219	0.28	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+2 more
ENR-136876	ENR	Roy U Alexander	1975-11-15	UHC-29043-03	—	2232 Harbor Blvd Apt 32, Plano, TX, 75060	0.28	Phone missing area code Unit split from street State name converted to code ZIP+4 trimmed+2 more
CLM-421112	CLM	Douglas Warren	—	UHC-53814-57	—	9292 Broadway, Orlando, FL, 32808	0.28	Name split from “Last, First”Date of birth unreadable Phone missing area code ZIP+4 trimmed+2 more
ENR-127991	ENR	Judith Brown	1945-03-10	UHC-02588-79	5013301512	5143 Union St, Tucson, AZ	0.30	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+7 more
CLM-422449	CLM	Jerry Morrison	2001-04-26	UHC-26911-50	5767986753	4585 Ridge Rd, Sacramento, CA	0.30	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+7 more
ENR-129047	ENR	Patricia E Sanchez	1942-07-20	UHC-39394-07	8386555550	8616 Bayshore Dr, Chandler, AZ, 85240	0.30	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+7 more
CLM-408727	CLM	Sean Watson	1977-07-12	UHC-13516-97	7157317625	2932 Mesa Dr, Orlando, FL, 32846	0.30	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+7 more
ENR-100183	ENR	Paul Russell	1988-05-04	UHC-55726-01	8299850964	6403 Mountain View Dr, Chandler, AZ, 85264	0.30	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+7 more
CLM-413538	CLM	Walter Howard	1989-11-06	UHC-62014-90	4646130211	9868 Cedar Ln Apt 6, Dallas, TX, 75216	0.30	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+7 more
ENR-136501	ENR	Samuel K Jenkins	1969-12-10	UHC-51229-75	2569759612	7360 Jefferson Ave, Minneapolis, MN, 55418	0.30	Name split from “Last, First”SSN last four extracted State name converted to code ZIP+4 trimmed+1 more
PRV-26478	PRV	Wheeler Thomas	1951-03-02	—	6272382541	5073 Market St # 626, Chandler, AZ, 85280	0.30	Name re-cased Two-digit birth year Phone reformatted Unit split from street+7 more
TPA-56290	TPA	Brittany Romero	1960-07-06	—	3003642246	1712 Ridge Rd Apt 28, Dallas, TX, 75267	0.30	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+7 more
ENR-138858	ENR	Patricia Murray	1950-05-27	UHC-35124-01	8066114608	9786 Ridge Rd # 211, San Diego, CA, 92152	0.30	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+7 more
CLM-416822	CLM	Nancy Hnsen	1975-08-24	—	5874052485	8671 Harbor Blvd # 965, Charlotte, NC, 28282	0.30	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+7 more
CLM-426649	CLM	Fatima James	1959-08-22	UHC-15235-61	8116194760	751 Ridge Rd # 666, Atlanta, GA	0.32	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-110070	ENR	Amanda F Boyd	1939-06-26	UHC-26349-32	3964094126	1139 Church St, Scottsdale, AZ, 85236	0.32	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+6 more
PRV-20330	PRV	Jesse F Hunt	2006-12-05	—	9695293747	2087 Camelback Rd # 802, Tampa, FL, 33636	0.32	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
ENR-106077	ENR	Susan Z Kennedy	1955-06-28	UHC-76091-41	9065409347	9397 Canyon Rd Apt 7, Atlanta, GA, 30329	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-29078	PRV	Nancy C Contreras	2005-09-10	UHC-96093-36	3607879742	7476 Cedar Ln, San Antonio, TX	0.32	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-137440	ENR	Richard Tran	1938-07-21	UHC-09404-57	8859134278	7877 Oak St, Plano, TX	0.32	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-121222	ENR	Ryan V Weaver	—	UHC-71697-38	8933865925	4467 Mesa Dr # 496, Phoenix, AZ, 85039	0.32	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+6 more
ENR-139694	ENR	James Z Flores	1980-04-23	UHC-02712-54	4692469029	9767 Sage Ct, Tucson, AZ, 85743	0.32	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+6 more
ENR-121720	ENR	Joan P Allen	—	UHC-43523-68	6904581662	6847 Main St, Scottsdale, AZ, 85231	0.32	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+6 more
CLM-430410	CLM	Betty Berry	1990-10-16	UHC-56376-68	4073115295	9242 Desert Sky Blvd Apt 9, Scottsdale, AZ, 85296	0.32	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
TPA-59215	TPA	Camila Reyes	1981-06-18	UHC-66882-65	5427601646	488 Grand Ave, Los Angeles, CA, 90081	0.32	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-407242	CLM	Kyle Lopez	1956-05-05	UHC-73389-11	9442025083	5858 Sage Ct Apt 23, Chandler, AZ, 85219	0.32	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+6 more
ENR-103833	ENR	Lauren Q Padilla	1997-12-27	UHC-93920-37	2656214212	1287 Sage Ct, Austin, TX, 78704	0.32	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-62084	TPA	Wayne Brown	—	—	5959486877	4147 Market St, Sacramento, CA, 95885	0.32	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+6 more
ENR-103227	ENR	Catherne P Nelson	1954-10-12	UHC-61771-81	4817875132	7047 Oak St, Los Angeles, CA, 90001	0.32	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+6 more
PRV-27835	PRV	Isabella Lopez	1942-02-10	—	6059015188	2688 Maple Ave, Nashville, TN, 37280	0.32	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+6 more
ENR-103498	ENR	ElizabethJunk	1949-02-13	UHC-51524-84	9452067176	3180 River Rd, Gilbert, AZ, 85221	0.32	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+6 more
ENR-133065	ENR	Roger Myers	2003-10-14	UHC-73410-29	4393178958	4575 Cedar Ln, Charlotte, NC	0.32	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+6 more
PRV-25463	PRV	Billy Dunn	1938-08-19	UHC-94642-31	—	8982 Mountain View Dr, Chandler, AZ, 85225	0.32	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+6 more
ENR-100589	ENR	Bradley U Carroll	2004-12-02	UHC-60033-71	—	1790 Highland Ave, Columbus, OH, 43233	0.32	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+6 more
CLM-419847	CLM	Amy Gonzales	1969-01-15	—	4382593046	7108 Willow Ct, San Antonio, TX, 78236	0.32	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+6 more
ENR-101116	ENR	Joan Lee	1953-12-07	UHC-09101-25	4428955182	7927 Market St Apt 10, Plano, TX, 75051	0.32	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-134955	ENR	Gloria H Austin	1954-08-22	UHC-94923-09	8006598478	5801 Harbor Blvd, Fresno, CA, 93702	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-22104	PRV	Mateo R Kelly	1947-07-10	UHC-38908-32	4894443862	9270 Elm St, San Diego, CA	0.32	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+6 more
ENR-138528	ENR	Isabella Shaw	1942-11-09	UHC-35404-84	3122976770	1072 Maple Ave Apt 3, Tampa, FL	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-26200	PRV	Amber B Fields	1977-01-14	UHC-04870-75	7876613893	2847 Palm Dr Apt 40, San Antonio, TX, 78277	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-402942	CLM	Ralph Little	1971-04-28	—	3704230420	8807 Jefferson Ave, Plano, TX	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-108829	ENR	Zachary H Palmer	1947-02-28	UHC-29115-60	9367893997	5230 Apache Blvd, Dallas, TX, 75225	0.32	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
CLM-402364	CLM	Peter L Vazquez	2002-04-11	—	8228597955	8624 Cedar Ln # 159, Tempe, AZ, 85219	0.32	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more

16,828 rows, page 4 of 337Previous Next