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-143054	ENR	Dorothy M Murray	1977-09-16	UHC-85837-03	3042893314	3760 Union St, Miami, FL, 33195	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-60912	TPA	Joseph Olson	1951-01-23	UHC-17116-81	4554462453	8346 Desert Sky Blvd, San Diego, CA, 92115	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-56646	TPA	Daniel Jacckson	1951-11-21	—	8817343579	9136 Baseline Rd, Denver, CO, 80242	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63299	TPA	Jennifer George	1999-11-04	—	—	2137 Sage Ct, Seattle, WA, 98192	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-407812	CLM	Keith Alvarez	2001-08-18	—	6609361558	6453 Indian School Rd, Charlotte, NC, 28299	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112532	ENR	Harold Burns	1998-04-20	UHC-89167-11	8775993044	6484 Central Ave, Denver, CO	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28166	PRV	Jacqueline Young	1991-01-01	—	4195696266	5721 Valley View Dr, Gilbert, AZ, 85223	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418155	CLM	Alan Dean	1992-09-12	UHC-33697-11	—	5224 Camelback Rd, Fresno, CA, 93707	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-141541	ENR	Sofia H Scott	1969-07-19	UHC-21371-17	4706346089	6149 Cedar Ln, Eden Prairie, MN	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-403324	CLM	Helen Snyder	1982-06-03	UHC-87519-98	—	455 Grand Ave, Jacksonville, FL, 32276	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-50676	TPA	Samuel Z Mejia	2003-07-13	—	—	8131 Broadway, Tucson, AZ, 85768	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
CLM-413398	CLM	Samuel Obrien	2000-10-08	UHC-78534-34	6003705917	8778 Oak St, Tampa, FL, 33693	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108094	ENR	Noah T Bryant	1967-08-07	UHC-17519-92	3669318406	5278 Mountain View Dr Apt 18, Columbus, OH, 43256	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-141548	ENR	Samuel Ryan	1967-11-16	UHC-75916-95	8534392817	2090 Mountain View Dr, Tucson, AZ, 85701	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140167	ENR	Jackie Carr	1995-07-08	UHC-08909-54	6994778213	7361 Baseline Rd, Phoenix, AZ, 85053	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-425004	CLM	Lucia Daniels	1982-11-22	UHC-83430-16	2228456416	6113 Market St, Las Vegas, NV, 89147	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-109226	ENR	Benjamin Yang	1939-10-25	UHC-59355-41	8908982585	855 Church St, Scottsdale, AZ, 85260	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425667	CLM	Lisa Williamson	1956-04-04	—	8855537555	6819 Park Pl, San Antonio, TX, 78253	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54152	TPA	Nicole Hayes	1981-12-01	—	—	8810 Cedar Ln, Columbus, OH, 43209	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128895	ENR	Cook Judith	1998-11-25	UHC-69843-96	3862873035	6012 Park Pl, Jacksonville, FL, 32259	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137965	ENR	Sofia W Ellis	1986-11-24	UHC-04054-91	—	2636 Church St, Orlando, FL, 32888	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54882	TPA	Austin Park	1987-07-24	—	—	8843 Forest Ave, Seattle, WA, 98131	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-414150	CLM	Ralph Cole	1964-06-11	—	—	9782 Valley View Dr, Tucson, AZ, 85778	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135372	ENR	Mei Gray	1971-05-05	UHC-72787-19	2759208590	8548 Jefferson Ave, Phoenix, AZ, 85051	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135371	ENR	Mei Gray	1971-05-05	UHC-72787-19	2759208590	8548 Jefferson Ave, Phoenix, AZ, 85051	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402716	CLM	Kayla Wells	1985-07-02	UHC-51813-94	—	16 Forest Ave, Glendale, AZ, 85362	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52216	TPA	Mark Palmer	—	—	5308339497	1818 Main St Apt 10, Jacksonville, FL, 32208	0.62	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
CLM-411184	CLM	Kelly Obrien	1988-04-21	—	—	3449 Camelback Rd, Columbus, OH, 43266	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415921	CLM	Donna Weber	1951-08-05	—	9283791570	3086 Sunset Blvd, Scottsdale, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113855	ENR	Christopher Patterson	2005-03-24	UHC-57617-54	7755465106	6861 Grand Ave, Jacksonville, FL, 32221	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
TPA-53066	TPA	Amanda Simmons	1964-04-10	—	—	9164 Camelback Rd, Mesa, AZ, 85207	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-418619	CLM	Mariana Matthews	1941-02-12	—	—	241 Jefferson Ave # 948, Tempe, AZ, 85277	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56649	TPA	Stephanie Morgan	1958-01-03	UHC-25527-15	7282108827	338 Valley View Dr, Tempe, AZ, 85252	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118919	ENR	Ashley Rios	1975-01-01	UHC-74612-63	3532447064	4034 Ridge Rd, San Diego, CA, 92144	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126169	ENR	Wei Jackson	2004-09-16	UHC-16036-11	4383109963	218 Ridge Rd, Charlotte, NC, 28222	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133306	ENR	Teresa T Powell	1981-09-23	UHC-08732-87	8253675625	6134 Cedar Ln # 753, Orlando, FL, 32863	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-59678	TPA	Ryan Edwards	2000-05-08	—	—	638 Church St # 701, Gilbert, AZ, 85260	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-129466	ENR	Stephen Weber	1945-09-02	UHC-21855-17	6067060381	4201 Highland Ave, Glendale, AZ, 85316	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134857	ENR	Stephen Mason	1987-06-13	UHC-18767-53	3994205165	2322 Valley View Dr, San Antonio, TX, 78237	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411443	CLM	Ashley Sandoval	1970-05-09	—	—	1920 Canyon Rd, Denver, CO	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-123133	ENR	Benjamin I Lynch	1943-11-01	UHC-17466-76	3987507374	3104 Bayshore Dr, Chandler, AZ, 85236	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-61702	TPA	Teresa Elliott	1939-11-27	—	—	621 Grand Ave, Gilbert, AZ, 85259	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119373	ENR	Luis Cruz	1954-04-05	UHC-82624-56	6664583930	1564 Grand Ave Apt 18, Nashville, TN, 37283	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
TPA-55849	TPA	Brian Ford	1998-09-28	—	—	3178 Harbor Blvd, Houston, TX, 77071	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-139349	ENR	Julia Z Nelson	1997-06-11	UHC-55618-44	8142135020	6787 Maple Ave, Tucson, AZ, 85792	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138341	ENR	Arthur R Lopez	1980-02-23	UHC-09569-22	2397444409	9565 Sunset Blvd, Orlando, FL, 32888	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138342	ENR	Arthur R Lopez	1980-02-23	UHC-09569-22	2397444409	9565 Sunset Blvd, Orlando, FL, 32888	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108641	ENR	Virginia Roddriguez	2000-05-16	UHC-68168-91	6272628665	3976 Cedar Ln, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106302	ENR	Stephen Li	—	UHC-49292-64	4776314236	9593 Harbor Blvd, Atlanta, GA, 30321	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-121151	ENR	Dbeorah Butler	1972-01-07	UHC-03429-27	8004221829	6650 Indian School Rd, Dallas, TX, 75239	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

39,996 rows, page 157 of 800Previous Next