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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126782	ENR	Santiago Johnston	1947-06-08	UHC-07734-93	6914980202	8790 Palm Dr, Gilbert, AZ, 85246	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-114363	ENR	Thomas L Ramirez	1992-12-20	UHC-60213-84	7026555725	103 Union St, Miami, FL	0.68	Two-digit birth year City re-cased ZIP missing Email lower-cased
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
ENR-142144	ENR	Diana Crawford	1940-11-10	UHC-07279-30	4252348989	540 Meadow Ln, Sacramento, CA, 95847	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
TPA-57033	TPA	Cynthia Webb	1953-08-22	—	—	4802 Hillcrest Rd, Scottsdale, AZ	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
ENR-101815	ENR	Priya Z Hughes	1998-09-22	UHC-84393-22	9629412867	63 Sunset Blvd, Atlanta, GA, 30389	0.68	Name split from “Last, First”SSN last four extracted City re-cased Placeholder values cleared
CLM-427442	CLM	Phiip Valdez	2002-07-04	UHC-98601-37	6855070551	2007 Mountain View Dr Apt 38, Eden Prairie, MN, 55320	0.68	Date of birth reformatted Unit split from street City re-cased Gender normalised
PRV-27182	PRV	Valentina King	1989-03-28	—	—	8497 Palm Dr, Orlando, FL, 32882	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
CLM-424644	CLM	Vincent Sullivan	1973-06-20	—	—	8234 Jefferson Ave, San Antonio, TX, 78246	0.68	Two-digit birth year City re-cased State name converted to code Placeholder values cleared
ENR-133141	ENR	Pamela U Wilson	1970-02-07	UHC-86455-03	4312669135	1186 Church St, Orlando, FL	0.68	Two-digit birth year City re-cased ZIP missing Whitespace trimmed
ENR-132246	ENR	Alexander Aguilar	2007-05-18	UHC-12791-12	6739604675	6809 Church St, Scottsdale, AZ	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP missing
CLM-418898	CLM	Wei Willys	1967-01-27	UHC-15137-52	—	4703 Indian School Rd, Eden Prairie, MN	0.68	Two-digit birth year City re-cased ZIP missing Whitespace trimmed
ENR-110659	ENR	Jonathan H Ferguson	1989-10-14	UHC-53355-99	—	7819 Cedar Ln, Seattle, WA	0.68	Phone missing area code City re-cased ZIP missing Placeholder values cleared
ENR-134207	ENR	Anna Vega	1982-11-17	UHC-73708-80	4439452931	3495 Mountain View Dr, Phoenix, AZ, 85097	0.68	Name split from “Last, First”Two-digit birth year City re-cased Placeholder values cleared
ENR-141161	ENR	Richard Medina	1972-05-09	UHC-46415-43	—	3811 Mesa Dr, Chandler, AZ, 85214	0.68	City re-cased State name converted to code Gender normalised Placeholder values cleared
CLM-407753	CLM	Kayla Wheeler	1938-11-09	UHC-62250-44	—	5670 Valley View Dr, Las Vegas, NV, 89169	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
ENR-142300	ENR	Kelly Y Chavez	1970-08-17	UHC-65250-73	7263469738	9898 Sunset Blvd, Tampa, FL	0.68	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed
CLM-400260	CLM	Jonathan Edwards	1969-10-03	UHC-24676-54	9329393204	2491 Palm Dr Apt 15, Denver, CO, 80261	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
ENR-134931	ENR	Barbara Cooper	1993-09-17	UHC-62320-38	4927428526	1440 Forest Ave Apt 5, Tempe, AZ, 85245	0.68	Unit split from street Street suffix standardised Address re-cased City re-cased
ENR-110926	ENR	Kevin Weebr	1963-10-24	UHC-17714-93	—	2909 Broadway, Plano, TX, 75012	0.70	City re-cased State name converted to code ZIP+4 trimmed
ENR-128116	ENR	Anna V Crawford	1943-11-06	UHC-20462-56	5918207984	2440 Main St # 544, Houston, TX, 77042	0.70	Unit split from street City re-cased 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-125432	ENR	Marcus Boyd	1980-03-05	UHC-45116-04	8852331451	8120 Central Ave, Las Vegas, NV, 89144	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105515	ENR	Janet B Ross	2007-08-11	UHC-36044-21	5112243354	4119 Bayshore Dr, Charlotte, NC, 28251	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-128122	ENR	Lauren Contreras	1939-12-12	UHC-26709-23	8176600218	1656 Sage Ct, Eden Prairie, MN, 55363	0.70	Name split from “Last, First”City re-cased ZIP+4 trimmed
PRV-22530	PRV	Rachel Ford	2006-09-06	—	2424692124	9233 Pine Dr, Minneapolis, MN, 55486	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129947	ENR	Benjamin A Fuller	1980-12-22	UHC-02333-75	—	3846 Sunset Blvd, Las Vegas, NV, 89113	0.70	Phone missing area code City re-cased State name converted to code
PRV-29397	PRV	Elizabeth P Owens	1949-09-17	UHC-81340-30	8548711123	163 Oak St, Houston, TX, 77026	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-408025	CLM	Sophia Petesr	1943-03-13	UHC-41273-98	5542457781	1565 Bayshore Dr, Scottsdale, AZ, 85283	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-60048	TPA	Gabriel Price	1959-11-11	—	7559818132	9889 Washington St, Minneapolis, MN, 55445	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-429431	CLM	Dorothy Collins	2002-11-16	UHC-40897-12	7483866583	7220 Forest Ave, Mesa, AZ	0.70	Name split from “Last, First”City re-cased ZIP missing
CLM-415720	CLM	Richard Riley	1989-01-11	UHC-00852-67	7702920735	4315 Pine Dr, Columbus, OH, 43292	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-119527	ENR	George M Bell	2008-02-09	UHC-61073-83	2425028549	3580 Spring St, Seattle, WA, 98150	0.70	City re-cased ZIP+4 trimmed Gender normalised
ENR-141159	ENR	Henry Jensen	1975-05-09	UHC-86555-86	8372836491	8650 Sunset Blvd, Las Vegas, NV, 89193	0.70	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-123815	ENR	Steven Henry	2005-04-14	UHC-49734-04	9624875932	2583 Elm St, Tempe, AZ, 85209	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
TPA-63988	TPA	Jacqueline V Richards	2004-09-10	—	3352060718	2754 Main St, Dallas, TX, 75298	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-64062	TPA	Charles Stevens	2004-01-25	—	3586152962	9425 Jefferson Ave, Atlanta, GA, 30382	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-139818	ENR	Charles X Butler	1963-10-19	UHC-33196-93	8462801030	7058 Central Ave, Miami, FL	0.70	City re-cased ZIP missing Gender normalised
ENR-138296	ENR	Eric Williamson	1998-05-13	UHC-85185-79	4115165851	6793 Hillcrest Rd, Tampa, FL, 33651	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-59794	TPA	Jacob C Anderson	1939-07-06	—	5025547768	2590 Maple Ave, Seattle, WA, 98194	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129063	ENR	Lori Robinson	1955-05-14	UHC-28139-43	9885457599	1793 Mountain View Dr, Tampa, FL, 33627	0.70	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-115896	ENR	Kevin Z Mejia	1989-03-13	UHC-05080-57	8749023962	6452 Ridge Rd, Minneapolis, MN, 55486	0.70	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-101564	ENR	Gregory W Lawson	1983-02-02	UHC-71079-08	7327798790	3957 Grand Ave Apt 7, Denver, CO, 80261	0.70	Unit split from street City re-cased State name converted to code
ENR-126552	ENR	Jose Griffin	1973-12-16	UHC-35738-01	9404860601	4251 Mountain View Dr, Atlanta, GA, 30303	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-130931	ENR	Kathleen Z Sanchez	1970-02-17	UHC-39770-60	9827322068	2706 Bayshore Dr, Seattle, WA, 98162	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-134075	ENR	Danielle K Palmer	2001-07-22	UHC-01567-87	—	9568 Maple Ave, San Diego, CA	0.70	Phone missing area code City re-cased ZIP missing
CLM-432690	CLM	Susan U Hart	1938-10-02	UHC-24309-19	3556006318	3896 Baseline Rd, Charlotte, NC, 28296	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-23440	PRV	Samantha Welch	1970-08-20	—	4308865183	3081 Jefferson Ave, San Antonio, TX, 78234	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-126644	ENR	Sam E Beiley	1979-06-20	UHC-79455-80	3525582651	1831 Spring St, Mesa, AZ, 85284	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-25379	PRV	Patrikk C Ortega	1990-09-09	—	8315654725	3527 Canyon Rd, Atlanta, GA, 30306	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more

17,850 rows, page 152 of 357Previous Next