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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110443	ENR	Henry Black	1987-05-04	UHC-90450-59	7694067145	4006 Broadway, Los Angeles, CA, 90032	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
CLM-432327	CLM	AustinJunk	1990-12-19	UHC-66555-53	—	7141 Willow Ct, Houston, TX, 77086	0.68	City re-cased Gender normalised Placeholder values cleared No usable name (quarantined)
CLM-423724	CLM	Mei F Armstrong	1992-06-21	UHC-83413-64	—	6233 Canyon Rd, Plano, TX, 75071	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-125420	ENR	Jordaan H Watson	1999-10-05	UHC-22725-60	8255465233	9846 Sunset Blvd # 975, Fresno, CA, 93708	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised
ENR-104059	ENR	Mei S Brooks	1986-10-23	UHC-98539-12	9869731343	2240 Lake View Rd, Scottsdale, AZ	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
CLM-428937	CLM	Camila Walker	1964-02-22	—	—	5646 Jefferson Ave, San Antonio, TX, 78295	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-102431	ENR	Henry F Boyd	1938-05-16	UHC-56800-60	3495480588	861 Elm St, Scottsdale, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-102430	ENR	Henry F Boyd	1938-05-16	UHC-56800-60	3495480588	861 Elm St, Scottsdale, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-100142	ENR	Dennis V Berry	1965-03-22	UHC-82134-43	7207646563	384 Bayshore Dr, Eden Prairie, MN	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
TPA-55700	TPA	Janice Hunt	—	—	8569003404	5192 Lincoln Way, Charlotte, NC, 28268	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
ENR-102945	ENR	Abigail T Snyder	1997-05-24	UHC-30299-02	8204382498	6519 Oak St, Miami, FL, 33171	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
CLM-407847	CLM	Bobby Dixon	1958-01-25	UHC-60044-90	6504333180	2777 Washington St, Dallas, TX, 75278	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
CLM-432543	CLM	Paul P Kelly	1989-01-13	UHC-35201-48	—	7184 Apache Blvd, Seattle, WA, 98118	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412742	CLM	Eric C Nunez	1974-11-03	UHC-04177-63	—	1621 Valley View Dr, Chandler, AZ, 85201	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-107550	ENR	Jacob M Obrien	1949-07-03	UHC-92455-51	6794331722	9669 Mountain View Dr, Jacksonville, FL, 32281	0.68	Name split from “Last, First”Name re-cased Date of birth reformatted Gender normalised
ENR-107340	ENR	George P Sanchez	1978-02-18	UHC-41321-44	—	2945 Elm St, Miami, FL, 33182	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-401765	CLM	Walter Wang	1947-09-13	—	—	5093 Grand Ave # 799, Plano, TX, 75090	0.68	Date of birth reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-115503	ENR	Jacqueline D Soto	1959-08-05	UHC-59864-67	—	5178 Camelback Rd, Sacramento, CA, 95869	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-106589	ENR	Kenneth Adams	1943-09-23	UHC-45510-69	6489455730	4246 Central Ave, Glendale, AZ, 85396	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-113765	ENR	Luis Martin	1991-12-04	UHC-72576-75	6358005856	8396 Valley View Dr, Los Angeles, CA, 90032	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-413851	CLM	Karen Wong	2001-09-25	UHC-75927-48	—	6744 Union St, Tempe, AZ, 85263	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
CLM-413852	CLM	Karen Wong	2001-09-25	UHC-75927-48	—	6744 Union St, Tempe, AZ, 85263	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-100095	ENR	Eddie C Harrison	1952-02-27	UHC-39886-31	5915060791	2915 Market St, Charlotte, NC, 28225	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
CLM-418883	CLM	Amanda Campbell	1968-08-28	UHC-76091-62	2934874031	5649 Camelback Rd # 792, Mesa, AZ, 85295	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-117832	ENR	Cynthia Parker	1946-10-14	UHC-94118-51	6839453748	9722 Baseline Rd, Las Vegas, NV, 89133	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-137098	ENR	Rebecca Luna	1949-06-01	UHC-65111-39	6804066795	1388 Church St, Jacksonville, FL, 32290	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-424591	CLM	Paul Estrada	1983-07-26	—	—	5930 Ridge Rd, Seattle, WA, 98113	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-432797	CLM	Stephen Murray	1962-05-26	UHC-92761-01	—	4148 Main St, Seattle, WA, 98101	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-423983	CLM	Margaret Robinson	1938-03-15	UHC-05602-98	—	3266 Elm St, Tucson, AZ, 85782	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-428916	CLM	Kathryn Cooper	2000-07-27	UHC-35430-35	—	2987 Spring St, San Antonio, TX, 78236	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
PRV-26684	PRV	Judith Simmons	1980-07-16	—	—	8104 Maple Ave, Fresno, CA, 93728	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-108170	ENR	Judith Arnold	1961-05-18	UHC-06641-50	9508834403	5777 Palm Dr, Las Vegas, NV, 89187	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-127196	ENR	Emma Hunt	1984-02-17	UHC-70237-17	8986135660	3835 Central Ave, Miami, FL, 33161	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
CLM-419545	CLM	Zachary Evans	1988-09-27	—	—	724 Forest Ave, Scottsdale, AZ	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57609	TPA	Andrea Anderson	1945-09-25	—	—	1436 Cedar Ln, San Antonio, TX, 78250	0.68	Date of birth reformatted State name converted to code Gender normalised Placeholder values cleared
TPA-57368	TPA	Sandra Vega	1949-12-23	UHC-13934-86	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-429666	CLM	Jack Robertson	1976-04-13	—	—	1846 Main St, Glendale, AZ, 85303	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-56208	TPA	Ruszell Le	1946-09-18	—	—	509 Central Ave, Dallas, TX, 75275	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-51931	TPA	Hannah Pierce	1997-06-26	—	—	340 Indian School Rd, Orlando, FL, 32857	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-50657	TPA	Amanda Lee	1944-07-18	—	—	114 Mesa Dr, Atlanta, GA, 30338	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-50656	TPA	Amanda Lee	1944-07-18	—	—	114 Mesa Dr, Atlanta, GA, 30338	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-139030	ENR	Keith Espinoza	1963-02-24	UHC-27101-51	4139361853	6826 Hillcrest Rd, Minneapolis, MN, 55407	0.68	Name split from “Last, First”Email lower-cased Gender normalised Whitespace trimmed
CLM-425182	CLM	Henry Ruiz	1973-01-02	UHC-65473-87	8145226501	662 Willow Ct, Las Vegas, NV, 89154	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-141217	ENR	Michelle Bryant	1945-12-02	UHC-17996-45	8424310690	8020 Jefferson Ave, Seattle, WA, 98190	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-142838	ENR	Mark Walsh	1980-06-15	UHC-70851-53	6462303878	9283 Bayshore Dr, Atlanta, GA, 30320	0.68	Date of birth reformatted Phone reformatted State name converted to code Gender normalised
ENR-128548	ENR	Larry C Morales	1941-06-09	UHC-93326-04	6054619166	3047 Main St, Nashville, TN, 37222	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
TPA-53774	TPA	Susan Murphy	1996-06-03	—	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-142781	ENR	Christine Q Sims	1992-06-03	UHC-77833-63	8088724520	5333 Bayshore Dr, Los Angeles, CA, 90025	0.68	Name re-cased Phone reformatted State name converted to code Gender normalised
ENR-124445	ENR	Danielle P Day	2005-07-09	UHC-21529-84	5927859778	6548 Washington St, Houston, TX, 77088	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
TPA-58005	TPA	Robert Franklin	1956-02-12	—	7522231700	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared

16,828 rows, page 240 of 337Previous Next