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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135568	ENR	Lisa K Graham	1956-08-06	UHC-69384-55	2669411647	6089 Apache Blvd, Eden Prairie, MN, 55377	0.68	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed
ENR-140254	ENR	Katherine Weaver	1985-09-04	UHC-05678-51	2443742250	2249 Lake View Rd, Charlotte, NC, 28253	0.68	Name split from “Last, First”Phone reformatted Member ID reformatted State name converted to code
ENR-120685	ENR	Amy Bell	1952-11-17	UHC-13517-15	8357067795	588 Church St, Plano, TX, 75054	0.68	Two-digit birth year Phone reformatted Member ID reformatted ZIP+4 trimmed
ENR-102038	ENR	Edward Bakker	1952-07-13	UHC-41097-25	—	5237 Jefferson Ave, Denver, CO, 80253	0.68	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-409926	CLM	Brittany Crawford	1950-05-27	UHC-52699-22	—	9286 Highland Ave, Charlotte, NC, 28201	0.68	Phone missing area code Member ID reformatted Gender normalised Placeholder values cleared
ENR-129728	ENR	Luis S Hoffman	1975-12-13	UHC-08461-37	—	1769 Main St, Nashville, TN, 37258	0.68	Member ID reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared
ENR-117411	ENR	Martha Johnston	1998-12-04	UHC-85943-94	—	6408 Lake View Rd, Fresno, CA	0.68	Name split from “Last, First”Member ID reformatted ZIP missing Placeholder values cleared
ENR-107129	ENR	Roger Carroll	1972-03-04	UHC-21603-47	3613523313	1194 Elm St, Fresno, CA, 93764	0.68	Member ID reformatted Street suffix standardised Address re-cased Gender normalised
ENR-132772	ENR	Eric Walker	1939-07-14	UHC-52069-26	9173522588	59 Willow Ct, Phoenix, AZ, 85086	0.68	Two-digit birth year Member ID reformatted State name converted to code Placeholder values cleared
CLM-403805	CLM	Austin H Mendoza	1939-04-11	UHC-24980-13	9407987779	4656 Baseline Rd, Chandler, AZ, 85245	0.68	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-109137	ENR	Christain Walker	1970-03-18	UHC-39095-79	—	2675 Pine Dr, Tampa, FL	0.68	Member ID reformatted Street suffix standardised Address re-cased ZIP missing
ENR-115355	ENR	Rachel J Rivera	1985-11-07	UHC-18771-42	6879940000	9013 Maple Ave, Dallas, TX, 75202	0.68	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+6 more
CLM-415402	CLM	Scott G Guzan	1989-02-04	UHC-03230-14	3716428266	—	0.68	Name split from “Last, First”Member ID reformatted Gender normalised Placeholder values cleared
ENR-113510	ENR	Becky G Elliott	1951-07-04	UHC-15131-53	4794127303	1001 Lincoln Way, Columbus, OH, 43213	0.68	Name split from “Last, First”Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-410193	CLM	Christina Burton	—	UHC-38322-16	—	—	0.68	Date of birth unreadable Member ID reformatted Gender normalised Placeholder values cleared
ENR-139969	ENR	Mariana T Cook	1990-12-09	UHC-97803-20	5075454453	7964 Bayshore Dr, Columbus, OH	0.68	Phone reformatted Member ID reformatted ZIP missing Gender normalised
CLM-415531	CLM	Laura Q Ramos	1995-07-22	UHC-35531-48	4758625474	9515 Jefferson Ave # 156, Tucson, AZ, 85754	0.68	Member ID reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-108785	ENR	Christian Z Santiago	1987-03-15	UHC-53310-24	3947703248	3993 Jefferson Ave Apt 11, San Antonio, TX	0.68	Member ID reformatted Unit split from street State code upper-cased ZIP missing
ENR-137690	ENR	Joan Waber	1956-02-06	UHC-81180-90	8395974612	1837 Sunset Blvd, Atlanta, GA, 30394	0.68	Member ID reformatted Street suffix standardised Address re-cased Gender normalised
CLM-402755	CLM	Lucia Bryant	1975-06-09	UHC-06528-43	—	7161 Canyon Rd, Houston, TX, 77078	0.68	Member ID reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-137003	ENR	Dorothy L Bennett	1974-05-27	UHC-39271-92	—	7575 Broadway, Gilbert, AZ	0.68	Phone missing area code Member ID reformatted ZIP missing Whitespace trimmed
ENR-100300	ENR	Gerald Knight	1963-02-06	UHC-94266-68	4744859616	2508 Highland Ave # 178, Phoenix, AZ, 85026	0.68	Member ID reformatted SSN last four extracted Unit split from street Whitespace trimmed
ENR-127083	ENR	Juan Lewis	1964-04-09	UHC-51931-21	—	4772 Jefferson Ave, Scottsdale, AZ, 85207	0.68	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased
ENR-122622	ENR	Philip Johnston	2005-01-27	UHC-42040-89	8838963783	8651 Highland Ave, Nashville, TN	0.68	Member ID reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-117297	ENR	Mason X Rice	1993-10-07	UHC-17524-08	2962046244	7281 Hillcrest Rd Apt 28, Scottsdale, AZ, 85237	0.68	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street
ENR-115199	ENR	Gary Green	1981-07-19	UHC-39021-35	3559138172	—	0.68	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted
CLM-405361	CLM	Santiago Day	1998-05-03	UHC-69311-39	—	9850 Church St, Las Vegas, NV, 89131	0.68	Two-digit birth year Member ID reformatted SSN last four extracted Placeholder values cleared
ENR-140066	ENR	Gregory Wood	1962-01-15	UHC-37459-04	4453529584	6039 Canyon Rd # 364, Minneapolis, MN, 55499	0.68	Member ID reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-430071	CLM	Lawrence Hoffman	1971-02-10	UHC-12016-65	—	—	0.68	Two-digit birth year Member ID reformatted Gender normalised Placeholder values cleared
ENR-102095	ENR	Michelle M Greene	1957-03-15	UHC-20395-46	6157187595	3486 Camelback Rd, Eden Prairie, MN	0.68	Member ID reformatted Street suffix standardised Address re-cased ZIP missing
TPA-57724	TPA	Joyce Snyder	1961-01-07	UHC-38342-05	—	7991 Meadow Ln, Glendale, AZ, 85350	0.68	Member ID reformatted Street suffix standardised Address re-cased State name converted to code
ENR-129943	ENR	Ann Lewis	1958-11-20	UHC-13986-22	5766694339	9751 Mesa Dr, Chandler, AZ, 85296	0.68	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased
ENR-131405	ENR	Logan Robertson	1952-01-10	UHC-96524-80	2852066174	4433 Desert Sky Blvd # 476, Chandler, AZ, 85276	0.68	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street
CLM-430679	CLM	Camila A Castillo	2000-07-24	UHC-26142-58	—	7096 Central Ave Apt 10, Tampa, FL, 33614	0.68	Member ID reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-110826	ENR	Billy Olson	—	UHC-87272-66	—	8096 River Rd, Mesa, AZ, 85259	0.68	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased
ENR-110576	ENR	Ethan Williamson	1953-08-28	UHC-74604-79	—	7067 Ocean Ave, Tempe, AZ, 85286	0.68	Member ID reformatted State name converted to code Gender normalised Placeholder values cleared
TPA-53312	TPA	Bruce Sanchez	1966-12-13	UHC-67947-39	—	9891 Highland Ave # 771, Tempe, AZ, 85216	0.68	Member ID reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-412403	CLM	Eric Jones	1944-01-24	UHC-34203-06	—	8255 Apache Blvd Apt 6, Minneapolis, MN, 55493	0.68	Member ID reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
PRV-26014	PRV	Sarah K Adams	2006-06-09	UHC-57106-30	3343701715	2699 Canyon Rd, Fresno, CA, 93784	0.68	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-407686	CLM	Timothy N Dunn	2001-10-15	UHC-00270-77	—	5933 Mountain View Dr, Sacramento, CA, 95855	0.68	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted Placeholder values cleared
ENR-121518	ENR	Stephen Young	1978-11-14	UHC-87644-17	—	9170 Spring St, Mesa, AZ, 85211	0.68	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased
ENR-134594	ENR	Richard G Garza	1942-08-15	UHC-54641-27	—	4181 Main St, Dallas, TX	0.68	Member ID reformatted Street suffix standardised Address re-cased ZIP missing
ENR-117101	ENR	Teresa Richardson	1963-10-21	UHC-92136-25	9434253605	4238 Highland Ave, Fresno, CA, 93770	0.68	Member ID reformatted Street suffix standardised Address re-cased Gender normalised
ENR-103864	ENR	Carolyn S Ward	2004-03-16	UHC-59025-32	5162297629	9472 Desert Sky Blvd, Chandler, AZ	0.68	Phone reformatted Member ID reformatted ZIP missing Gender normalised
ENR-123610	ENR	Benjamin Chen	2006-10-09	UHC-03850-87	6885730437	6943 Apache Blvd, Gilbert, AZ, 85214	0.68	Member ID reformatted Street suffix standardised Address re-cased Gender normalised
CLM-410618	CLM	Ronald Sanders	1978-08-24	UHC-31632-29	—	7520 Church St, Minneapolis, MN, 55414	0.68	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed
ENR-134842	ENR	Alan P Holmes	—	UHC-32035-80	5982509524	4324 Baseline Rd, Mesa, AZ, 85275	0.68	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased
ENR-140885	ENR	Nathan Thompson	1947-04-04	UHC-57408-91	9046490973	8222 Jefferson Ave, Denver, CO, 80244	0.70	Name split from “Last, First”Member ID reformatted Gender normalised
PRV-29534	PRV	Jordan Rivera	1972-02-16	UHC-42809-73	2118980110	9207 Park Pl, Fresno, CA, 93752	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-120183	ENR	Jackie Harvey	1973-05-08	UHC-19463-16	—	8113 Washington St, Plano, TX, 75002	0.70	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more

7,723 rows, page 62 of 155Previous Next