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-430576	CLM	Arthur Robertson	1989-05-18	UHC-01568-37	—	1090 River Rd, Glendale, AZ, 85315	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-103363	ENR	Austin Y Mitcchell	1972-06-27	UHC-66264-69	3212254436	8995 Ocean Ave Apt 28, Sacramento, CA, 95880	0.66	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+1 more
ENR-138940	ENR	Arjun D Lane	1947-09-01	UHC-48199-69	3506141099	4271 Lake View Rd, Jacksonville, FL, 32284	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-56912	TPA	Isabella K Morris	2006-07-20	—	—	—	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
TPA-63384	TPA	Kayla X Holmes	1952-10-16	—	—	7289 Canyon Rd, San Diego, CA, 92136	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416585	CLM	Stephen Meyer	1994-05-10	UHC-06552-81	—	3258 Ridge Rd, San Diego, CA	0.66	State code upper-cased ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-134191	ENR	Beverly P Morales	1955-05-12	UHC-59503-45	7326658315	1235 Cedar Ln, San Diego, CA, 92176	0.66	Phone reformatted Member ID reformatted State name converted to code Gender normalised+1 more
ENR-137535	ENR	Stephen Guzman	1973-01-13	UHC-30269-10	—	9781 Palm Dr, Chandler, AZ, 85205	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-126104	ENR	Randy J Guzman	1967-11-04	UHC-25385-67	5368285274	5574 Elm St # 116, Houston, TX, 77011	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
CLM-404344	CLM	Amy Hanson	1938-10-03	UHC-42412-56	—	8796 Bayshore Dr, Columbus, OH, 43240	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-119435	ENR	Caarol Peters	1985-03-27	UHC-96890-16	3553566629	9826 Baseline Rd, San Antonio, TX, 78215	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-130153	ENR	Joyce Q Collins	1973-06-07	UHC-23203-66	2269497998	6504 Mesa Dr, Orlando, FL, 32802	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-133900	ENR	Richard Z Heernandez	1978-04-25	UHC-02619-10	2294946300	4938 Palm Dr, Glendale, AZ, 85332	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133899	ENR	Richard Z Heernandez	1978-04-25	UHC-02619-10	2294946300	4938 Palm Dr, Glendale, AZ, 85332	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100350	ENR	Rachel D Jimenez	1940-03-14	UHC-99298-02	5458891774	8153 Oak St, Nashville, TN, 37235	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-412871	CLM	Nancy L Tran	1967-05-04	UHC-46507-42	—	3686 Union St, Phoenix, AZ, 85010	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60249	TPA	Mark Hunt	1997-06-20	—	—	1061 Market St, Houston, TX, 77034	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-25196	PRV	Albert Cruz	1991-04-19	—	—	8046 Camelback Rd, Seattle, WA, 98137	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-28682	PRV	Aisha McCoy	2004-08-22	UHC-89978-22	5824146818	354 Market St, San Diego, CA, 92198	0.66	Name split from “Last, First”Phone reformatted Gender normalised Plan code upper-cased+1 more
CLM-431187	CLM	Jason Kelley	1949-01-20	UHC-48760-69	—	3706 Valley View Dr, Houston, TX	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
TPA-51527	TPA	Melissa Garza	1988-03-28	—	—	7408 Washington St, Fresno, CA, 93749	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-138876	ENR	Ruth Carpenter	1944-07-27	UHC-43306-46	9015545220	7473 Meadow Ln, Dallas, TX, 75295	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119481	ENR	Harold Tuker	1979-09-07	UHC-07451-42	8788124483	5148 Lincoln Way, Minneapolis, MN, 55465	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-102060	ENR	Terry Hansen	1956-10-09	UHC-59896-66	4798898424	9836 Camelback Rd, Gilbert, AZ, 85294	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-24093	PRV	Christian Hghes	1942-03-18	UHC-52016-67	6074728764	2182 Desert Sky Blvd, Chandler, AZ, 85237	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-20828	PRV	Dennis Gutierrez	1984-04-08	UHC-41524-39	9526327283	9635 Mountain View Dr, Seattle, WA, 98132	0.66	Date of birth reformatted Member ID reformatted State name converted to code Gender normalised+1 more
CLM-431315	CLM	Edward Bruton	2004-01-20	UHC-96686-35	8339089193	1763 Palm Dr, Mesa, AZ, 85244	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-140877	ENR	Sarah J Hamilton	1963-02-16	UHC-22904-19	9303641898	4998 Sage Ct, Scottsdale, AZ, 85252	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130371	ENR	Joyce Ray	1942-09-04	UHC-03509-93	9162914096	4023 Central Ave, Mesa, AZ, 85232	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-407967	CLM	Evelyn Perry	1955-01-16	—	7919756841	4210 Ridge Rd, Fresno, CA, 93734	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-129923	ENR	Jonathan Kelly	1985-10-27	UHC-10931-15	—	5606 Washington St, Phoenix, AZ, 85082	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410871	CLM	Gerald Bennett	1978-08-07	UHC-84632-41	5108065193	4382 Canyon Rd, Columbus, OH, 43234	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-411276	CLM	Frank Lawrence	1979-09-09	UHC-94025-69	—	8715 Grand Ave, Atlanta, GA, 30364	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-122946	ENR	Jeremy X Palmer	1947-11-07	UHC-42860-23	6774553925	3539 Hillcrest Rd, Gilbert, AZ, 85232	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417625	CLM	Keith Bell	1989-12-22	—	3155023429	9563 Willow Ct, Tempe, AZ, 85268	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-118699	ENR	Helen Mitchell	1956-12-03	UHC-66688-12	2765796551	7898 Mountain View Dr, Orlando, FL, 32892	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-131560	ENR	Joseph Wallace	1976-07-05	UHC-18297-39	—	916 Canyon Rd, Atlanta, GA, 30355	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-120041	ENR	Brittany Morris	2001-01-10	UHC-21353-51	4673404072	205 Sunset Blvd, Houston, TX, 77032	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59404	TPA	Mason L Miller	1955-12-23	—	5818967848	825 Mountain View Dr, Houston, TX, 77005	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-107992	ENR	Bradley G Carroll	1968-11-05	UHC-64547-12	7646502640	2490 Market St, Glendale, AZ, 85383	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-21173	PRV	Pter Li	1990-06-04	—	—	4194 Washington St, Minneapolis, MN, 55440	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-115204	ENR	Jessica U Henry	1983-05-03	UHC-28409-11	4709972109	5648 Hillcrest Rd, Nashville, TN, 37288	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-426296	CLM	Dorothy Smith	2003-10-07	UHC-01581-36	—	4335 Baseline Rd, Denver, CO, 80299	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-58910	TPA	Joe Oslon	1986-02-15	—	—	8847 Market St, Scottsdale, AZ, 85245	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
PRV-22860	PRV	Albert O Williams	1960-08-14	UHC-50412-25	6602675424	5057 Forest Ave, Austin, TX, 78727	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422151	CLM	Jason Espinoza	1941-09-04	—	4345411814	764 Indian School Rd, Dallas, TX, 75202	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109896	ENR	John Ray	1943-10-02	UHC-32122-35	8863400298	4554 Meadow Ln, Phoenix, AZ, 85017	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-116332	ENR	Vincent Padilla	1957-12-03	UHC-90199-64	7928674055	1335 Broadway, Glendale, AZ, 85320	0.66	Phone reformatted Member ID reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-405618	CLM	Willie L Schmidt	1978-04-21	UHC-26025-53	—	5446 Forest Ave, Charlotte, NC, 28201	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-418720	CLM	Ralph Bell	1976-11-03	—	—	8457 Apache Blvd, Tempe, AZ, 85201	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more

16,828 rows, page 215 of 337Previous Next