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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130575	ENR	Laura V Alvarado	1967-03-02	UHC-14487-86	4777190704	8940 Church St, Houston, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-124446	ENR	Kelly Bishop	—	UHC-23217-24	9615919930	3102 Highland Ave, Chandler, AZ, 85249	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
TPA-54513	TPA	Dylan Bailey	1962-07-08	UHC-11302-77	5308859968	8382 Jefferson Ave, Las Vegas, NV, 89144	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62939	TPA	Harold Butler	1939-08-28	UHC-48098-73	—	151 Valley View Dr, Seattle, WA, 98145	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-63379	TPA	Pamela Wallace	1988-03-20	—	—	8337 Bayshore Dr, Tempe, AZ, 85298	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-105359	ENR	Pamela K Williamson	2007-12-19	UHC-74703-04	2715898509	472 Maple Ave, Chandler, AZ, 85223	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-20787	PRV	Jeff Rice	1986-06-14	UHC-50934-22	2398195243	788 Washington St, Mesa, AZ, 85261	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107711	ENR	James W Barnes	1989-12-07	UHC-76680-76	4695387610	5095 Meadow Ln, Eden Prairie, MN, 55362	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120925	ENR	Megan L Le	1971-02-10	UHC-32794-78	7942773498	6796 Ridge Rd, Tampa, FL, 33685	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101446	ENR	Jeff Garrett	1942-07-10	UHC-20583-29	8367469073	9155 Bayshore Dr, Seattle, WA, 98141	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125537	ENR	Pat Q Andrews	2001-03-04	UHC-59973-87	6435693627	4763 Church St, Plano, TX, 75068	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61834	TPA	Ssan Wadr	1976-10-13	UHC-82540-45	—	1262 Canyon Rd # 492, Columbus, OH, 43220	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-109885	ENR	Evelyn O Woods	1980-12-02	UHC-04940-63	8195389686	7917 Central Ave Apt 35, Tampa, FL, 33653	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-106945	ENR	Roger V Jensan	1977-04-21	UHC-86142-77	—	8290 Indian School Rd, Jacksonville, FL, 32293	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-405410	CLM	Diego J Bradley	1981-06-15	—	9405948889	4128 Sunset Blvd, Sacramento, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-109086	ENR	Fatima X Holmes	1970-05-01	UHC-66550-61	6189837832	2343 Camelback Rd, Fresno, CA, 93758	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409391	CLM	Abigail Holmes	1993-03-16	UHC-14169-27	4083596951	6461 Main St, Denver, CO, 80200	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130266	ENR	Emily T Stephens	1954-10-28	UHC-30148-26	3617039726	5045 Valley View Dr, Houston, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101002	ENR	Vitcoria B Greene	1976-07-22	UHC-12466-94	—	7520 Church St, Seattle, WA, 98185	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-118521	ENR	Deborah R Burke	1985-12-12	UHC-62683-57	6935816501	2403 Maple Ave, Columbus, OH, 43209	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-27313	PRV	Philip Lawson	1987-09-26	—	9528017086	5269 Hillcrest Rd, Plano, TX, 75056	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126265	ENR	Mateo S Diaz	1952-06-25	UHC-92907-25	5253721839	2968 Apache Blvd # 166, Houston, TX, 77085	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-53817	TPA	Carlos Li	1979-07-08	—	—	8294 Grand Ave # 401, Jacksonville, FL, 32266	0.62	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-429749	CLM	Bradley Santiago	1976-02-23	UHC-26632-77	9279246403	9398 Spring St, Fresno, CA, 93776	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429750	CLM	Bradley Santiago	1976-02-23	UHC-26632-77	9279246403	9398 Spring St, Fresno, CA, 93776	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-402572	CLM	Kayla Soto	1948-08-02	UHC-34616-97	—	5011 Harbor Blvd Apt 25, Fresno, CA, 93700	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-121681	ENR	Joan J Price	—	—	2766218860	390 Park Pl, Columbus, OH, 43262	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400777	CLM	Melissa Alexander	—	UHC-11511-21	—	8745 Ocean Ave, Charlotte, NC, 28210	0.62	Name re-cased Date of birth unreadable Member ID reformatted City re-cased+3 more
CLM-416742	CLM	Ahmed V Gibson	1976-03-13	UHC-32423-18	2598842017	8166 Desert Sky Blvd, Orlando, FL, 32817	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-108107	ENR	Dylan Q Williamson	1965-06-23	UHC-81007-03	2568993960	3643 Desert Sky Blvd, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133622	ENR	Emily S Knight	1985-04-13	UHC-61707-51	4877676188	7278 Harbor Blvd, Jacksonville, FL, 32251	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426765	CLM	Katherine Bryant	1946-11-11	—	—	7987 Apache Blvd, Phoenix, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426764	CLM	Katherine Bryant	1946-11-11	—	—	7987 Apache Blvd, Phoenix, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-115343	ENR	Valentina K Ramos	1980-08-17	UHC-69832-38	6447470118	2735 Bayshore Dr, Mesa, AZ, 85279	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127260	ENR	Raymond Cole	1993-06-08	UHC-49275-83	5529928065	2312 Ocean Ave, Tempe, AZ, 85299	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109820	ENR	Alex Diaz	1989-10-04	UHC-67481-57	4158570050	5065 Church St, Scottsdale, AZ, 85235	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-28905	PRV	Diane Castillo	1968-06-08	UHC-29993-99	4447381256	8444 Camelback Rd, Miami, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50138	TPA	Laura Henderson	1939-09-02	UHC-08977-16	5684303972	6222 Union St, Tampa, FL	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-129279	ENR	Mei Murray	1983-11-06	UHC-55877-03	6398467297	8337 Central Ave, Columbus, OH, 43232	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-132590	ENR	Noah P Allen	1981-06-27	UHC-20780-46	3715458593	2225 Market St, San Diego, CA, 92187	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404184	CLM	Brenda G Perkins	1948-01-03	UHC-78467-81	—	1719 Spring St, Austin, TX, 78704	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-141704	ENR	Paul B Spencer	1995-07-01	UHC-67711-94	4652853630	2559 Desert Sky Blvd, Tempe, AZ, 85244	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-127473	ENR	Marcus Rojas	1979-09-12	UHC-13207-05	9517343345	6350 Sunset Blvd Apt 29, Miami, FL, 33195	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-119913	ENR	Natalie Henry	1944-08-18	UHC-47059-01	—	7338 Jefferson Ave, Fresno, CA, 93723	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-121984	ENR	Charles J Watson	1952-06-16	UHC-58095-79	7102090425	2196 Spring St # 310, Tempe, AZ, 85221	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105077	ENR	Ralph Martin	1998-03-07	UHC-12107-12	8033433261	6955 Harbor Blvd, Glendale, AZ, 85356	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428763	CLM	Elizabeth Roose	2006-10-22	UHC-27150-81	—	4365 Baseline Rd, San Antonio, TX, 78235	0.62	Name re-cased Phone missing area code City re-cased State code upper-cased+3 more
ENR-117853	ENR	Robert B Contreras	2005-08-26	UHC-93870-33	8327674829	5931 Central Ave, Dallas, TX, 75265	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-414902	CLM	Gloia A Nguyen	1948-12-13	UHC-36381-18	—	242 Desert Sky Blvd, Denver, CO, 80223	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-138662	ENR	Steven C Tucker	1981-11-25	UHC-06585-82	8319356904	8277 Highland Ave, Phoenix, AZ, 85056	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

17,850 rows, page 86 of 357Previous Next