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

Enrollment, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109755	ENR	Christopher X Adams	1956-06-26	UHC-88794-67	—	4764 Spring St, Atlanta, GA, 30333	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-113130	ENR	Heather T Cox	1991-04-26	UHC-00078-47	5762936904	5992 Apache Blvd, Las Vegas, NV, 89143	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-110942	ENR	Julia Jensen	1958-06-21	UHC-89834-38	3894618707	6824 Broadway, Phoenix, AZ, 85014	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted ZIP+4 trimmed+3 more
ENR-118077	ENR	Vincent H Mills	1977-06-11	UHC-69802-96	4602437886	2548 Market St, Glendale, AZ, 85309	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104885	ENR	Alexander J Marshall	1969-09-02	UHC-93972-26	9455477468	9664 Highland Ave, Dallas, TX, 75230	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-100770	ENR	Virginia K Hill	1962-09-15	UHC-08541-98	—	5020 Ridge Rd # 349, Tampa, FL, 33666	0.50	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-128104	ENR	Bruce Jensen	1965-06-05	UHC-93320-87	—	1824 Park Pl, Scottsdale, AZ, 85243	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-119701	ENR	Anthony Ross	1940-11-24	UHC-19608-19	4488891620	9648 Highland Ave # 746, Las Vegas, NV, 89142	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-142417	ENR	Ann L Reid	1952-10-15	UHC-19399-44	3273429297	5406 Jefferson Ave, Tucson, AZ, 85748	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-112254	ENR	Dennis J Medina	1967-07-25	UHC-69245-14	3388039639	7642 Mesa Dr # 472, Jacksonville, FL, 32238	0.50	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+3 more
ENR-102242	ENR	Michael Clark	2006-12-17	UHC-54207-07	6495472215	4197 Washington St # 167, Nashville, TN, 37262	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-139110	ENR	Scott Martin	2006-07-10	UHC-42759-81	7247411792	3618 Cedar Ln, Dallas, TX, 75214	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100085	ENR	Sara R Moore	1951-12-04	UHC-46190-75	3209663925	2308 Park Pl # 539, Phoenix, AZ, 85023	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109216	ENR	Denise Santos	1938-08-19	UHC-94172-06	5652734992	8780 Indian School Rd, Tampa, FL, 33662	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112080	ENR	Nancy N Rios	1945-11-03	UHC-06953-52	3529819484	7547 Highland Ave, Columbus, OH, 43286	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137514	ENR	Ana F Jimenez	1958-09-01	UHC-89148-48	—	3228 Mountain View Dr, Charlotte, NC, 28278	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-114045	ENR	Justin Y Wright	1949-03-15	UHC-64046-67	9878617076	1629 Main St, Nashville, TN, 37204	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106766	ENR	Cynthia Wheeler	1967-04-23	UHC-95456-05	4642145610	5995 Jefferson Ave, San Antonio, TX, 78256	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130962	ENR	Allen Q Breenda	1952-03-07	UHC-73574-97	9175885664	2354 Apache Blvd Apt 22, Atlanta, GA, 30345	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-104024	ENR	Christina U Meyer	1955-03-22	UHC-19804-16	7786279588	2100 Meadow Ln # 291, Los Angeles, CA, 90039	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-136838	ENR	William M Hughes	1978-01-02	UHC-08089-69	8224563791	9230 Canyon Rd, Minneapolis, MN, 55426	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-115882	ENR	Randy Graham	1965-11-03	UHC-32783-43	3702437308	4838 Highland Ave, Fresno, CA, 93785	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115883	ENR	Randy Graham	1965-11-03	UHC-32783-43	3702437308	4838 Highland Ave, Fresno, CA, 93785	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105336	ENR	Jonathan Reed	—	UHC-35512-91	9467384338	1324 Camelback Rd Apt 1, Tucson, AZ, 85799	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-103048	ENR	Karen C Silva	1950-07-12	UHC-48582-84	9803326567	1395 Maple Ave, Glendale, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105819	ENR	Rian Rojas	1967-03-17	UHC-73873-93	9157674523	3825 Apache Blvd, San Diego, CA, 92125	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131867	ENR	Steven U Campbell	1987-11-27	UHC-83825-17	7257192835	4595 Union St, Plano, TX, 75099	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113795	ENR	Philip C Rodriuez	1953-05-16	UHC-24881-73	—	473 Washington St, Tempe, AZ, 85247	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-121053	ENR	Jason W Vasquez	2007-07-06	UHC-22579-46	8824809667	4450 Sage Ct # 631, Los Angeles, CA, 90040	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-116324	ENR	Andrew Foster	1955-10-12	UHC-85895-32	6394265330	6503 Cedar Ln, Las Vegas, NV, 89173	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100424	ENR	Douglas W George	1985-12-18	UHC-91044-29	2146480532	9884 River Rd, Tempe, AZ, 85217	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113206	ENR	Joseph Fowler	1950-08-18	UHC-38879-72	2353037996	7897 Elm St Apt 34, Miami, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-139060	ENR	Jeremy K Moore	1995-09-27	UHC-26263-45	9455731222	7041 Willow Ct, Mesa, AZ, 85262	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123573	ENR	Edwadr Spencer	1970-05-03	UHC-01211-73	7868662574	6489 Elm St, Seattle, WA	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-111638	ENR	Sarah Henderson	1972-04-16	UHC-24133-93	5716900431	8426 Cedar Ln # 716, Mesa, AZ	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-132288	ENR	Daniel U Jordan	1970-02-07	UHC-15360-01	5556959470	2166 Mountain View Dr # 335, Plano, TX, 75015	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-117653	ENR	Carl Z Allen	1998-09-06	UHC-59779-26	8453133494	6680 Meadow Ln, Nashville, TN, 37208	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127384	ENR	Jacqueline N Vargas	1983-07-26	UHC-67158-75	2274980011	9060 Mesa Dr, Houston, TX	0.50	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
ENR-123756	ENR	Anna Z Hudson	1938-04-27	UHC-12146-86	2702910097	1281 Market St, Tucson, AZ	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131155	ENR	Yuki T Johnson	1960-07-06	UHC-34539-08	2568028066	8287 Apache Blvd Apt 11, Columbus, OH, 43255	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-118717	ENR	Wei Moore	1956-01-25	UHC-46942-23	4715982538	5844 Baseline Rd, Los Angeles, CA	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120813	ENR	Omar F Dunn	1981-11-14	UHC-59784-86	9478014741	5238 Union St, Chandler, AZ, 85230	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108463	ENR	Judith Olsoon	1966-04-11	UHC-31184-68	3516861068	4157 Hillcrest Rd # 811, Phoenix, AZ, 85023	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-118387	ENR	Michelle Fileds	1963-05-19	UHC-78616-92	5967565808	981 Main St, Gilbert, AZ	0.50	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code+3 more
ENR-108001	ENR	Linda V Fields	1968-10-11	UHC-49146-78	9097073704	1120 Pine Dr, Phoenix, AZ, 85081	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142624	ENR	Brenda Medina	1975-11-01	UHC-58038-13	—	3908 Sage Ct, Sacramento, CA, 95862	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-122070	ENR	Anthony Jackson	1996-11-11	UHC-47435-53	7084971104	7175 Mesa Dr Apt 24, Dallas, TX, 75263	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-129692	ENR	Dennis Collins	2001-07-15	UHC-50198-73	2689359813	4690 Ocean Ave, Dallas, TX, 75280	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140213	ENR	Ruth V Snyder	2002-08-13	UHC-67308-56	9714512261	8202 Highland Ave, Nashville, TN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122311	ENR	Jacob J Smith	—	UHC-64359-98	—	4760 Canyon Rd, Atlanta, GA, 30361	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more

13,989 rows, page 19 of 280Previous Next