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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-103942	ENR	Mason R Lawrence	1980-03-04	UHC-24473-72	—	7666 Baseline Rd, Scottsdale, AZ, 85206	0.68	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised
ENR-126596	ENR	Michael Sanders	1990-11-01	UHC-59749-51	—	8657 Mesa Dr, Scottsdale, AZ, 85200	0.68	Date of birth reformatted SSN last four extracted Email lower-cased Gender normalised
ENR-110728	ENR	Thoams Bryant	1993-01-01	UHC-72524-32	3132051846	5839 Lake View Rd, Miami, FL, 33133	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-131968	ENR	Mark Roberts	1966-05-01	UHC-52293-76	9263666913	1099 Lincoln Way, Tempe, AZ, 85208	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Email lower-cased
ENR-127000	ENR	Omar S Myers	1958-06-01	UHC-56404-63	8105323943	134 Church St, Mesa, AZ	0.68	Two-digit birth year Phone reformatted ZIP missing Email lower-cased
ENR-109732	ENR	Shirley Walsh	1970-02-11	UHC-61247-35	3778673224	4744 Lincoln Way Apt 16, Sacramento, CA, 95852	0.68	Two-digit birth year Phone reformatted Unit split from street Email lower-cased
ENR-134535	ENR	Joshua White	1941-04-09	UHC-26246-17	2104142977	7062 Elm St, Miami, FL, 33175	0.68	Name re-cased Two-digit birth year State name converted to code Email lower-cased
ENR-118674	ENR	Patricia E Silva	1953-01-22	UHC-60266-54	2823677128	9668 Harbor Blvd, San Antonio, TX, 78218	0.68	Two-digit birth year Phone reformatted Email lower-cased Gender normalised
ENR-107222	ENR	Ashley J Roberts	—	UHC-42068-49	6529182634	—	0.68	Name split from “Last, First”Date of birth unreadable Email lower-cased Placeholder values cleared
ENR-129138	ENR	Billy Morales	1997-12-01	UHC-83444-60	9632818563	342 Grand Ave, Miami, FL	0.68	Phone reformatted State name converted to code ZIP missing Email lower-cased
ENR-138118	ENR	Maria Duncan	—	UHC-64325-03	5056364548	9791 Canyon Rd, Las Vegas, NV, 89186	0.68	Name re-cased Date of birth unreadable Email lower-cased Gender normalised
ENR-135756	ENR	Harold Black	1953-02-20	UHC-08811-16	7536522416	1814 Lincoln Way, San Diego, CA, 92187	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Email lower-cased
ENR-114331	ENR	Joyce A Herrera	1942-06-21	UHC-61035-88	5757403081	2531 Ridge Rd, Dallas, TX, 75219	0.68	Name re-cased Two-digit birth year SSN last four extracted Email lower-cased
ENR-130412	ENR	Mark Q Howell	2000-10-15	UHC-59331-75	5226252989	8095 Bayshore Dr, San Diego, CA, 92135	0.68	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised
ENR-142947	ENR	Priya L Banks	2006-02-18	UHC-24758-39	8672834139	1835 Lake View Rd, Phoenix, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-134933	ENR	Jesse P Moreno	1941-07-17	UHC-10876-97	—	2244 Harbor Blvd, San Diego, CA, 92172	0.68	Name split from “Last, First”Phone missing area code Email lower-cased Whitespace trimmed
ENR-117786	ENR	Doris J Daniels	1973-07-21	UHC-54276-38	5033760705	2694 Ocean Ave, Fresno, CA, 93714	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-105581	ENR	Arjun Stephens	1978-12-06	UHC-35562-38	3999441594	7955 Mesa Dr, Austin, TX	0.68	Phone reformatted SSN last four extracted ZIP missing Email lower-cased
ENR-129105	ENR	Luis V Freeman	1999-10-21	UHC-92466-19	—	7776 Indian School Rd, Chandler, AZ	0.68	ZIP missing Email lower-cased Gender normalised Placeholder values cleared
ENR-102754	ENR	Richard Barnes	1980-12-12	UHC-54463-75	—	7756 Highland Ave, Houston, TX	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-132007	ENR	Bradley Martinez	1965-03-12	UHC-69554-89	—	1459 Broadway, Sacramento, CA, 95889	0.68	Phone missing area code Address re-cased Email lower-cased Gender normalised
ENR-101076	ENR	Brandon W Russell	1944-07-24	UHC-21934-36	8886806197	7081 Main St, Jacksonville, FL, 32262	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised
ENR-133476	ENR	Paul Yang	1955-08-02	UHC-89647-40	—	4233 Forest Ave, Houston, TX	0.68	Phone missing area code City re-cased ZIP missing Email lower-cased
ENR-132711	ENR	Vincent Evans	1983-04-07	UHC-89082-94	7048783966	7835 Church St, Eden Prairie, MN, 55357	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
ENR-106799	ENR	Jeremy Garrett	1996-11-08	UHC-85404-26	—	2455 Pine Dr, Nashville, TN	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-113927	ENR	Ronald Sanders	1978-08-24	UHC-31632-29	4994778591	7520 Church St, Minneapolis, MN, 55414	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-126988	ENR	White Arjuun	1970-11-06	UHC-80101-02	—	2820 Washington St, Gilbert, AZ, 85238	0.68	Phone missing area code Street suffix standardised Address re-cased Email lower-cased
ENR-117555	ENR	Luis O Peters	2000-12-01	UHC-99143-52	—	4568 Cedar Ln, Austin, TX, 78737	0.68	Date of birth reformatted Phone missing area code Email lower-cased Gender normalised
ENR-105111	ENR	Ann Alvarado	1972-09-25	UHC-37164-97	—	511 Oak St, Los Angeles, CA, 90028	0.68	Phone missing area code Street suffix standardised Address re-cased Email lower-cased
ENR-131868	ENR	Tricia F Mitchell	1952-07-05	UHC-13997-68	2745877970	7302 Palm Dr Apt 20, Fresno, CA, 93723	0.68	Unit split from street Street suffix standardised Address re-cased Email lower-cased
ENR-117517	ENR	Dennis Boyd	1990-02-09	UHC-62213-03	3976135821	614 Hillcrest Rd, Plano, TX	0.68	Phone reformatted ZIP missing Email lower-cased Gender normalised
ENR-109545	ENR	Kim White	1944-07-03	UHC-64583-03	3988542727	6560 Camelback Rd Apt 10, San Antonio, TX, 78255	0.68	Two-digit birth year Phone reformatted Unit split from street Email lower-cased
ENR-106700	ENR	RJunk	2007-10-14	UHC-62604-42	7694062116	4464 Ridge Rd, Seattle, WA, 98162	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased No usable name (quarantined)
ENR-123080	ENR	Eric V Freeman	1979-11-06	UHC-06917-70	8084558536	2593 Canyon Rd, San Antonio, TX, 78284	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Email lower-cased
ENR-114101	ENR	Kevin Cunningham	1942-10-27	UHC-96334-53	7536705354	4976 Cedar Ln, Orlando, FL, 32813	0.68	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased
ENR-123751	ENR	Marc S Stephens	2007-12-18	UHC-61030-24	2804886964	5019 Mesa Dr, Columbus, OH, 43295	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-130029	ENR	Denise West	1995-03-01	UHC-72342-76	5527912775	6930 Park Pl, Austin, TX, 78782	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased
ENR-134846	ENR	Ahmed Fisher	1970-04-26	UHC-88024-63	7932106193	3622 Church St, San Diego, CA, 92106	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
ENR-136819	ENR	Alan H Payne	1996-01-14	UHC-33921-53	9495867131	9269 Apache Blvd, Chandler, AZ, 85290	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-127236	ENR	Gregory Pena	1998-08-02	UHC-97760-95	6476280949	8328 Bayshore Dr, Dallas, TX	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-108207	ENR	Austin X Ramos	1950-08-23	UHC-37493-06	4864837567	9574 Mesa Dr, Seattle, WA, 98161	0.68	Two-digit birth year Phone reformatted State name converted to code Email lower-cased
ENR-106506	ENR	Harold B Wilson	—	UHC-79831-18	5393133057	184 Indian School Rd, Miami, FL, 33137	0.68	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased
ENR-103765	ENR	Benjamin Eans	1975-07-16	UHC-28667-26	3767703570	2265 Cedar Ln, San Diego, CA, 92180	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-126736	ENR	Lawrence T Nichhols	1979-03-14	UHC-93718-40	9437191549	5355 Forest Ave Apt 13, Atlanta, GA, 30350	0.68	Unit split from street Street suffix standardised Address re-cased Email lower-cased
ENR-140576	ENR	Noah A Ferguson	1964-06-17	UHC-63143-64	—	—	0.68	Name split from “Last, First”Phone missing area code Email lower-cased Whitespace trimmed
ENR-112932	ENR	Thomas Walsh	1959-02-19	UHC-48786-09	8986629979	6258 Mountain View Dr, Charlotte, NC, 28264	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-141933	ENR	Douglas D Castillo	—	UHC-86309-17	—	81 Mesa Dr, Phoenix, AZ, 85050	0.68	Name re-cased Date of birth unreadable Phone missing area code Email lower-cased
ENR-140814	ENR	Mei Vega	2008-01-22	UHC-96916-94	4669632303	641 Highland Ave, Gilbert, AZ, 85208	0.68	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased
ENR-140575	ENR	Sofia C Owens	1972-08-15	UHC-02113-98	3235522546	3376 Central Ave # 749, Denver, CO, 80219	0.68	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased
ENR-110764	ENR	Owens O Donna	—	UHC-85375-59	4068516946	8046 Oak St, Glendale, AZ, 85349	0.68	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased

8,934 rows, page 75 of 179Previous Next