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-136324	ENR	Anna W Jackson	1944-07-13	UHC-59293-26	6586287571	1500 Grand Ave, Austin, TX, 78762	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-415300	CLM	Lawrence Nichols	1941-03-26	UHC-23434-16	5985970939	2895 Canyon Rd, Las Vegas, NV, 89183	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421720	CLM	Mateo Silva	2008-01-02	—	6333523061	4577 Camelback Rd, Columbus, OH, 43210	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28222	PRV	Brown Mary	2006-08-18	UHC-47472-45	4137986407	2062 Willow Ct, Tampa, FL, 33638	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138410	ENR	Donald O Simmons	1942-02-13	UHC-49247-55	2918892159	3699 Sunset Blvd, Charlotte, NC, 28235	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118710	ENR	Sarah Peterson	1970-12-21	UHC-85899-70	9526281671	7020 Cedar Ln, Chandler, AZ, 85213	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-103518	ENR	Kelly T Espinoza	1989-01-27	UHC-63701-87	6004941671	72 Central Ave, Tampa, FL, 33622	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-409054	CLM	Noah Robinson	1979-07-12	—	2777164398	6750 River Rd # 878, Denver, CO, 80238	0.72	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-411252	CLM	Nancy Espinoza	1995-02-11	—	4277564789	1313 Oak St, Eden Prairie, MN, 55361	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23376	PRV	Yuki Peters	1998-05-08	—	8272615075	890 Oak St, Austin, TX, 78744	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127301	ENR	Nicole Larson	1949-01-24	UHC-63811-69	2174414087	3049 Highland Ave, Los Angeles, CA, 90094	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102027	ENR	Philip Henry	1968-09-01	UHC-20135-23	2884697135	2376 Bayshore Dr, Jacksonville, FL, 32230	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425175	CLM	Jaes Richardson	1943-05-17	UHC-80635-16	—	4127 Highland Ave, Gilbert, AZ, 85229	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-62872	TPA	Lauren Wagner	1959-01-09	UHC-76656-69	8106161786	6697 Highland Ave, Seattle, WA, 98172	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116966	ENR	Isabella Rose	1952-12-19	UHC-76923-43	4803442760	7391 Church St, Jacksonville, FL, 32272	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105584	ENR	Nancy Y Silva	1938-11-11	UHC-91783-24	3803739297	3546 Ridge Rd, Charlotte, NC, 28268	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-415575	CLM	Samuel E Kelley	1969-12-07	—	3918742582	9612 Spring St, Orlando, FL, 32857	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116047	ENR	Sean L Fuller	1986-08-24	UHC-36745-76	9424263366	1395 Grand Ave, Chandler, AZ, 85201	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-419116	CLM	Zachary Grant	1965-07-14	UHC-82010-72	6386267663	7471 Jefferson Ave, Houston, TX, 77089	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22915	PRV	Debra Rojas	1941-07-15	UHC-41714-20	7817565985	2800 Sage Ct, Las Vegas, NV, 89182	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-21813	PRV	Pamela Hill	1943-02-01	UHC-49585-16	6119927648	2806 Forest Ave, Fresno, CA, 93749	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104520	ENR	Hiroshi A Wood	1960-10-20	UHC-74279-34	9354301895	8320 River Rd, Eden Prairie, MN, 55350	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411780	CLM	Sofia Weaver	1995-10-15	UHC-52569-74	4065747796	7535 Mesa Dr, Orlando, FL, 32814	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135305	ENR	Theresa E Washington	1957-04-11	UHC-57051-33	9374368834	3875 Washington St, Scottsdale, AZ, 85265	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61581	TPA	Betty Carlson	1976-07-15	—	5863559281	5900 Meadow Ln, Charlotte, NC, 28210	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136291	ENR	Hiroshi Marshall	1988-03-22	UHC-89537-48	2925467763	3554 Church St, Los Angeles, CA, 90027	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-415906	CLM	Nathan Campbell	1958-01-12	—	8123458389	6555 Palm Dr, Charlotte, NC, 28231	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137130	ENR	Heather Thomas	1966-06-10	UHC-81325-84	2583164560	1556 Union St, Scottsdale, AZ, 85292	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105216	ENR	Jeremy Wagner	1995-05-10	UHC-69263-65	3948288733	5862 Oak St, Eden Prairie, MN, 55305	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25346	PRV	Katherine Holmes	1985-04-10	—	8584334280	3359 Jefferson Ave, Houston, TX, 77016	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418141	CLM	Alexis Ortega	1967-10-25	UHC-70156-56	5729478817	8143 Palm Dr, San Diego, CA, 92152	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-110480	ENR	Don R Castro	1984-06-20	UHC-60762-21	5994772484	1823 Mountain View Dr, Tampa, FL, 33607	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-419589	CLM	Nathan Robertson	1997-07-22	UHC-93478-47	9166607192	8063 Meadow Ln, Mesa, AZ, 85274	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-130480	ENR	Vincent H Evans	2007-02-09	UHC-91535-79	9343006985	5354 Forest Ave, Austin, TX, 78705	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123518	ENR	Beverly T Mason	1976-05-05	UHC-79533-49	—	9149 Grand Ave, Denver, CO, 80202	0.72	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-22905	PRV	Mariana Chavez	2005-11-01	—	9555527673	3008 Sunset Blvd, Houston, TX, 77018	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125563	ENR	Bryan K Diaz	1938-04-14	UHC-20717-22	—	2786 Sunset Blvd, Mesa, AZ, 85275	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-27058	PRV	Helen Peters	1941-05-16	UHC-13869-39	8626777215	7041 Ridge Rd, Scottsdale, AZ, 85268	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123282	ENR	Lucia Smith	1948-03-23	UHC-21665-57	5488750873	4835 Church St, Nashville, TN, 37261	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139172	ENR	Jason V Ortega	1996-12-07	UHC-48110-72	5958328200	7545 Apache Blvd, San Antonio, TX	0.72	Name re-cased Phone reformatted City re-cased ZIP missing+4 more
ENR-108805	ENR	Julia Webb	1990-04-26	UHC-13256-28	5653274313	5812 Oak St, Fresno, CA, 93767	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-126706	ENR	Kahtryn K Li	1941-01-12	UHC-88833-99	8995531437	6691 Ocean Ave, Sacramento, CA, 95825	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138711	ENR	Frank H Hughes	2008-06-14	UHC-71315-04	3164372097	5643 Sage Ct, Dallas, TX, 75298	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113175	ENR	Katherine E Miller	1984-12-02	UHC-58586-85	5384945333	1585 Indian School Rd, Mesa, AZ, 85204	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108226	ENR	Ruth West	1987-09-01	UHC-90636-88	5186333277	766 Willow Ct, Tampa, FL, 33670	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131208	ENR	Lawrence Bryant	1966-11-21	UHC-35899-60	6164498097	7082 Central Ave, Austin, TX, 78784	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138908	ENR	Aisha Q McCoy	2004-08-22	UHC-89978-22	5824146818	354 Market St, San Diego, CA, 92198	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22779	PRV	Eric Freeman	1962-05-09	UHC-17531-99	3566904311	8096 Spring St, Minneapolis, MN, 55421	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127853	ENR	Nicholas Daniels	1958-07-22	UHC-00343-35	2263681082	5229 Indian School Rd, Los Angeles, CA, 90041	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108772	ENR	Sarah G James	1984-12-20	UHC-76376-81	3792469344	3221 Spring St, Atlanta, GA, 30381	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

17,850 rows, page 155 of 357Previous Next