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-106962	ENR	Sofia X Ortiz	1942-11-24	UHC-21428-86	9444603185	8551 Market St # 716, Fresno, CA, 93776	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-120683	ENR	Amy Bell	1952-11-17	UHC-13517-15	8357067795	588 Church St, Plano, TX, 75054	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108483	ENR	Marcus J Delgado	1990-12-17	UHC-19436-23	9009239963	2234 Camelback Rd, Glendale, AZ, 85375	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108265	ENR	Isabella Carr	1960-06-13	UHC-32279-06	6887517986	1829 Mountain View Dr, Phoenix, AZ, 85008	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123606	ENR	Andrrew O Matthews	1977-04-05	UHC-70642-50	7812181951	9858 Baseline Rd Apt 31, Orlando, FL, 32895	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-140871	ENR	Debra Q Burton	1998-08-18	UHC-42500-84	9399357160	639 Cedar Ln, Plano, TX, 75074	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112421	ENR	Emily Stewart	2005-11-05	UHC-09336-70	7276010399	4286 Forest Ave # 201, Atlanta, GA, 30366	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-128915	ENR	Anthony James	—	UHC-64793-65	9794147274	2390 Church St, Glendale, AZ, 85385	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-126999	ENR	Jake M Foster	1988-11-23	UHC-38844-77	9465108237	3819 Lake View Rd, Tucson, AZ, 85725	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106832	ENR	Barbara G Howard	2002-07-14	UHC-62387-23	2102620539	6324 Mountain View Dr, Jacksonville, FL, 32235	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106644	ENR	Stephen Q Ortiz	1988-12-03	UHC-98013-72	7395713430	4836 Lake View Rd, Las Vegas, NV, 89160	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104009	ENR	George F Fields	1964-08-07	UHC-41024-19	8092568073	6238 Desert Sky Blvd, Seattle, WA, 98175	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120237	ENR	Patricia Spencer	1947-04-21	UHC-85753-71	9207712357	450 Apache Blvd, Plano, TX, 75064	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130234	ENR	Megan Rios	1951-04-03	UHC-47867-27	—	9068 Central Ave, Atlanta, GA, 30361	0.62	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+3 more
ENR-135814	ENR	Emily R Reynolds	1962-04-06	—	8903392682	5254 Mountain View Dr # 199, Austin, TX, 78712	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-135815	ENR	Emily R Reynolds	1962-04-06	—	8903392682	5254 Mountain View Dr # 199, Austin, TX, 78712	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-127203	ENR	Anthony Marttinez	1979-08-19	UHC-21138-28	3895403934	5560 Forest Ave, Denver, CO, 80259	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-112589	ENR	Brandon Jacobs	1962-07-15	UHC-72775-55	7329392553	6182 Lincoln Way, Houston, TX, 77019	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111439	ENR	Douglas Boyd	2008-01-05	UHC-31244-35	2359283386	4939 Grand Ave, Tempe, AZ, 85228	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-128526	ENR	Christine E Ortega	1942-02-14	UHC-20181-23	8234727392	2376 Jefferson Ave # 672, Tampa, FL, 33697	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-107753	ENR	Patricia Hanson	2006-01-25	UHC-26195-41	4478472521	142 Mesa Dr, Seattle, WA, 98179	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121127	ENR	Raymond O Morales	1963-01-08	UHC-83339-38	8602309791	8567 Highland Ave, Gilbert, AZ, 85255	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129798	ENR	Omar F Freeman	1968-07-21	UHC-21072-58	7112739404	6603 Highland Ave, Seattle, WA, 98178	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136779	ENR	Susan Braadley	1982-11-11	UHC-96595-29	9597875567	3310 Camelback Rd, Denver, CO, 80201	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106489	ENR	Bryan Elliott	1966-07-01	UHC-17957-06	6223581893	8813 Grand Ave, San Antonio, TX, 78260	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121985	ENR	Charles J Watson	1952-06-16	UHC-58095-79	7102090425	2196 Spring St Apt 37, Tempe, AZ, 85221	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-131218	ENR	Heather Fuller	1938-09-04	UHC-97671-82	9303423348	5849 Mesa Dr, Minneapolis, MN, 55478	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111692	ENR	Mariana Mason	1965-12-17	UHC-25369-28	4572467847	7478 Mountain View Dr, Jacksonville, FL, 32270	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111693	ENR	Mariana Mason	1965-12-17	UHC-25369-28	4572467847	7478 Mountain View Dr, Jacksonville, FL, 32270	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110552	ENR	Steven Bradley	1945-04-08	UHC-73547-55	5435971253	3819 Canyon Rd, Denver, CO, 80271	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116406	ENR	Brandon Bans	1955-04-16	UHC-97066-54	5904177591	9580 Mesa Dr, San Antonio, TX, 78214	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138531	ENR	Melissa Palmer	1968-09-20	UHC-45257-07	6479739874	4242 Camelback Rd, Columbus, OH, 43206	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138470	ENR	Frank N Duncan	1992-10-19	UHC-13504-43	9028585600	8825 Baseline Rd, Jacksonville, FL, 32264	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139389	ENR	Wei R Ramirez	1956-12-24	UHC-24389-28	2663056008	9644 Willow Ct, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132867	ENR	Sara Hoffman	1944-11-21	UHC-72647-57	4095091371	4871 Forest Ave, Fresno, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120188	ENR	Bradley Lopez	2005-02-24	UHC-46200-39	4502381175	5000 Central Ave, Denver, CO, 80235	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122283	ENR	Olivia J Padilla	2001-03-03	UHC-79554-60	5407022348	847 Market St, Tempe, AZ, 85266	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102331	ENR	Maria Castro	1997-07-28	UHC-91369-52	—	3820 Mountain View Dr, Eden Prairie, MN, 55386	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-131415	ENR	Scott Bryant	1964-06-07	UHC-34466-60	5566545472	7703 Spring St, Fresno, CA, 93731	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121009	ENR	Priya S Morales	1938-05-26	UHC-40542-36	4034626164	7223 Sunset Blvd, Chandler, AZ, 85233	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140611	ENR	Justin Le	1977-05-22	UHC-43468-04	4799229662	1662 Market St, Phoenix, AZ, 85049	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125582	ENR	Shirley A Shaw	1981-11-18	UHC-36002-70	7184181521	2333 Apache Blvd, Jacksonville, FL, 32269	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-120505	ENR	Richaard I Stone	1951-11-11	UHC-97487-13	5483300684	5628 Grand Ave, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142535	ENR	Stephen Valdez	1975-03-18	UHC-30831-40	7747303736	3115 Park Pl Apt 17, Denver, CO, 80251	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-114600	ENR	Michael R Davis	1954-08-05	UHC-14997-20	9064631628	9821 Hillcrest Rd, Tampa, FL	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103398	ENR	Helen Allen	1961-06-07	UHC-39252-84	9865520656	1340 Main St, Tucson, AZ, 85732	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116845	ENR	Judy X Ryan	2006-04-20	UHC-02874-79	8629133049	4017 Ocean Ave # 262, Plano, TX, 75088	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-140535	ENR	Boyd Sara	1989-11-16	UHC-00830-94	8828356136	3848 Bayshore Dr, Las Vegas, NV, 89101	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120107	ENR	RebeccaJunk	1958-11-12	UHC-46812-67	8822371742	7931 Washington St, Atlanta, GA, 30312	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115583	ENR	Jordan Perkins	1951-03-03	UHC-84504-72	9474822634	9661 Mesa Dr, Charlotte, NC, 28231	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more

13,989 rows, page 44 of 280Previous Next