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
CLM-419760	CLM	Mei Moreno	—	—	—	4287 Mountain View Dr, Denver, CO, 80286	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
PRV-26193	PRV	Omar Z Rios	1997-02-17	UHC-74123-52	6843994057	7637 Union St, Phoenix, AZ, 85033	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431436	CLM	Dennis Y Bryant	1960-10-25	—	—	9389 Central Ave, Plano, TX, 75080	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-26739	PRV	Sharon T Sims	—	—	8278218280	—	0.66	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-419536	CLM	Mariana V Porter	2006-09-19	UHC-17545-71	8693584406	6954 Pine Dr, Phoenix, AZ, 85082	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-130662	ENR	Amber T Wells	1953-04-11	UHC-80479-97	8446790447	3814 Palm Dr, Eden Prairie, MN, 55386	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-108202	ENR	Jeremy Welker	1958-05-11	UHC-68255-89	—	7404 Lincoln Way, Seattle, WA, 98133	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-411297	CLM	Santiago Gray	1979-02-26	UHC-93351-32	—	4158 Spring St, Dallas, TX, 75241	0.66	Two-digit birth year Member ID reformatted City re-cased Gender normalised+1 more
CLM-409405	CLM	Olivia Campbell	1986-10-04	—	—	5315 Indian School Rd, Glendale, AZ, 85319	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-137561	ENR	Hiroshi Tucker	1991-09-26	UHC-97146-79	7358520018	1742 Washington St, Atlanta, GA, 30300	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-100541	ENR	Yuki L Alvarez	1968-03-25	UHC-52693-23	6543006021	2679 Oak St, Phoenix, AZ, 85041	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-115501	ENR	Daniel Wood	1976-08-20	UHC-16055-58	4544507873	2271 Desert Sky Blvd, Plano, TX, 75050	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more
TPA-55320	TPA	Julia Wells	1952-11-04	—	—	1572 Jefferson Ave, Scottsdale, AZ, 85210	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-56432	TPA	Joan Gutierrez	2006-05-28	UHC-02943-57	—	3674 Harbor Blvd, Tampa, FL, 33683	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111580	ENR	Luis Vasquez	1944-10-19	UHC-02521-15	7725949889	1400 Palm Dr, Fresno, CA, 93779	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-414931	CLM	Abby Phillips	1964-04-10	UHC-38548-43	—	6592 Baseline Rd, San Antonio, TX, 78211	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-26689	PRV	Joan Castro	1993-08-20	—	4054368361	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-119676	ENR	Mychael S Wagner	1948-10-09	UHC-90968-48	8169647551	4408 Ridge Rd, Eden Prairie, MN, 55304	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-107182	ENR	Alexis P Meyer	1985-09-04	UHC-17132-60	8344140412	6460 Baseline Rd, Mesa, AZ, 85249	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-127784	ENR	Betty Daniels	1994-02-16	UHC-73612-80	9647127372	6649 Palm Dr, Nashville, TN, 37242	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-424562	CLM	Bruce Burke	1979-08-05	UHC-27034-47	—	8889 Canyon Rd Apt 27, Tucson, AZ, 85730	0.66	Name re-cased Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-126383	ENR	Gabriel Thompson	1962-10-09	UHC-12785-40	2478706650	6602 Valley View Dr, San Antonio, TX, 78273	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123554	ENR	Dorothy Ryan	1968-08-15	UHC-07579-14	3476393746	4228 River Rd, Houston, TX, 77096	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-118105	ENR	Luis N Burns	1975-06-26	UHC-19526-66	7734767092	7449 Cedar Ln, Mesa, AZ, 85295	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-100051	ENR	Alexis H Harvey	1978-08-04	UHC-80029-82	2402583762	5646 Palm Dr, San Antonio, TX, 78227	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63925	TPA	Sophia R Gonzales	1944-04-12	—	—	9811 Ocean Ave, Minneapolis, MN, 55454	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422512	CLM	Joseph Hamilton	1978-12-24	UHC-75523-93	4727693584	9649 Harbor Blvd, Los Angeles, CA, 90036	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-126166	ENR	Lucia G Jenkins	1962-08-09	UHC-17960-70	2517636966	2112 Sunset Blvd, Columbus, OH, 43253	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119718	ENR	Mason Henderson	2004-08-05	UHC-43603-66	7595147269	7776 Valley View Dr, San Diego, CA	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-417306	CLM	Jordan Meyer	1979-11-20	UHC-78701-38	—	2848 Sunset Blvd, Eden Prairie, MN, 55317	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-60288	TPA	Brandon Hall	1997-08-11	—	9214937486	1192 Union St, Chandler, AZ, 85280	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-105269	ENR	Martha Bell	1965-09-21	UHC-05322-98	5259835256	1624 Palm Dr, Mesa, AZ, 85222	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-107538	ENR	Wei Q Bailey	1955-03-16	UHC-50390-82	8977907503	7957 River Rd, Charlotte, NC, 28257	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-61139	TPA	Alexander Fowler	—	—	6175116671	—	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-131775	ENR	Barbara B Stone	1987-12-12	UHC-47557-38	6788869868	7397 Park Pl, Tampa, FL, 33627	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408987	CLM	Betty Fields	2006-08-24	—	5478738985	2940 Cedar Ln, Scottsdale, AZ, 85273	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-120478	ENR	Kathryn T Dunn	2003-01-17	UHC-91234-39	7589325966	6922 Park Pl, Denver, CO, 80261	0.66	Phone reformatted SSN last four extracted Email lower-cased Gender normalised+1 more
ENR-107540	ENR	Beverly H Hughes	1987-06-28	UHC-84048-28	7947014104	4067 Mountain View Dr, Houston, TX, 77044	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407793	CLM	Scott Long	2005-01-19	UHC-92078-40	3365227421	333 Pine Dr, San Diego, CA, 92132	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-140870	ENR	Debra Q Burton	1998-08-18	UHC-42500-84	9399357160	639 Cedar Ln, Plano, TX, 75074	0.66	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+1 more
TPA-53314	TPA	Jack Hernandez	1955-12-04	—	—	916 Indian School Rd, Columbus, OH	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-414880	CLM	Ryan M Daniels	1949-03-16	UHC-67026-83	2908682003	2759 Bayshore Dr, Glendale, AZ, 85331	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57638	TPA	Betty Garcia	1999-09-19	—	6337334891	3070 Park Pl, San Diego, CA	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-56144	TPA	Joseph Meyer	—	—	—	3996 Harbor Blvd, Atlanta, GA, 30325	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
ENR-136281	ENR	Yuki T McCoy	1963-10-22	UHC-43928-04	8652004321	4909 Union St, Denver, CO, 80226	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142361	ENR	Bryan N Vargas	1991-01-19	UHC-24573-21	4569016596	6311 Sunset Blvd, Las Vegas, NV, 89101	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-130799	ENR	Anthony J Ross	1946-11-11	UHC-68058-93	—	8723 Lake View Rd, Glendale, AZ, 85390	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Plan code upper-cased+1 more
ENR-112322	ENR	Sandra I Sandoval	1973-09-20	UHC-77343-46	3995028101	3146 Indian School Rd, Tucson, AZ, 85793	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-134911	ENR	Judy E Bell	1997-12-24	UHC-79345-70	7796305979	8251 Pine Dr, San Diego, CA, 92152	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431222	CLM	Donna Morris	2003-07-27	—	—	7992 Elm St, Nashville, TN, 37284	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more

16,828 rows, page 212 of 337Previous Next