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

Enrollment, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117548	ENR	Albert Hayes	1993-09-23	UHC-37155-48	4886590186	1017 Willow Ct, Tempe, AZ, 85201	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127804	ENR	Julie M Chapman	1939-03-04	UHC-21000-12	8823078782	7752 Sage Ct, Gilbert, AZ, 85253	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-125485	ENR	Janice E Cunningham	1973-06-02	UHC-38763-55	4502687904	721 Union St, Glendale, AZ, 85334	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-141791	ENR	Jennifer R Gordon	2002-07-06	UHC-37220-36	2845846813	4519 Bayshore Dr, Plano, TX, 75068	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-136145	ENR	Fatima Warren	1943-01-18	UHC-57298-39	5983363300	9247 Oak St, Minneapolis, MN, 55453	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139469	ENR	Amy V Butler	1959-06-20	UHC-35018-52	4196633809	1003 Harbor Blvd, Tucson, AZ, 85753	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128923	ENR	Sofia N Kelly	1946-04-05	UHC-33102-93	9365977430	8132 Elm St, Glendale, AZ, 85320	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-112012	ENR	Emma Carter	1943-02-15	UHC-30598-22	9209783981	2898 Church St, Austin, TX, 78758	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133833	ENR	Guzman E David	1957-08-27	UHC-47294-74	3904235765	8849 Oak St, Sacramento, CA, 95848	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136615	ENR	Justin Ortiz	1987-06-05	UHC-24192-57	9226345024	4394 Main St, Scottsdale, AZ, 85281	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129176	ENR	Albert Snders	1976-05-06	UHC-69469-95	8042734753	5471 Camelback Rd, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100681	ENR	Fatima A Kim	1976-08-22	UHC-90579-88	5886622435	6634 Baseline Rd, Charlotte, NC, 28222	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131154	ENR	Judy B Burns	2005-12-12	UHC-78712-92	7358660169	7490 Spring St, Seattle, WA, 98149	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110204	ENR	Benjamin R Taylor	1985-01-15	UHC-56897-70	5406899345	6028 Maple Ave, Houston, TX, 77028	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-134757	ENR	Mei Read	1940-12-02	UHC-67578-17	5438771739	8628 Forest Ave, Austin, TX, 78702	0.62	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-141614	ENR	Harold Y Alvarado	1974-10-05	UHC-97987-12	4247622889	2637 Church St, San Antonio, TX, 78216	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102663	ENR	Thomas V Johnston	1982-01-26	UHC-03506-46	9517046677	2797 Market St, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120687	ENR	Terry Watson	1968-12-15	UHC-91677-64	5534822391	9625 Market St, San Antonio, TX, 78262	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-120688	ENR	Terry Watson	1968-12-15	UHC-91677-64	5534822391	9625 Market St, San Antonio, TX, 78262	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-116331	ENR	Susan Clark	1983-12-06	UHC-41538-04	4646232642	9001 River Rd, Houston, TX, 77035	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102761	ENR	Diana T Herrera	1963-06-23	UHC-29988-99	3056230488	2719 Spring St, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141667	ENR	Diego Larsun	—	UHC-84199-26	5383557504	4740 Desert Sky Blvd, San Antonio, TX, 78245	0.62	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
ENR-106615	ENR	Amber K Vargas	1985-01-01	UHC-53395-28	4279148014	2261 Central Ave, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100564	ENR	Gregory Dean	1965-10-03	UHC-84278-91	9263007432	8034 Pine Dr, Minneapolis, MN, 55458	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-139447	ENR	Lauren E Valdez	1996-05-01	UHC-93804-18	9553628354	9898 River Rd, Tampa, FL, 33602	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102298	ENR	Angela Fowler	1969-11-24	UHC-91761-70	4055581516	1269 Sage Ct, Tempe, AZ, 85283	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-113137	ENR	Alice Armstrong	1999-11-04	UHC-49773-32	6552040663	5394 River Rd, Charlotte, NC	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135233	ENR	Sarah Q Simpson	2006-07-06	UHC-83348-38	9668139023	3947 Lincoln Way, Atlanta, GA, 30325	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125675	ENR	Emily Jenkins	1991-03-01	UHC-63131-22	7337855742	3664 Camelback Rd, Austin, TX, 78775	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135255	ENR	Henry Watson	1964-01-03	UHC-95535-50	9256767420	2496 Valley View Dr, Charlotte, NC	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-104416	ENR	Ahmed Y Ferguson	1965-04-04	UHC-66248-58	7888599768	7654 Valley View Dr, Charlotte, NC, 28282	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131827	ENR	Teresa W Thompson	1988-10-23	UHC-51683-44	2478514923	3780 Mountain View Dr, Tempe, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-134231	ENR	Kelly E Hudson	—	—	2177551084	7389 Willow Ct, Mesa, AZ, 85205	0.62	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-134951	ENR	Alexis U Freeman	1973-06-24	UHC-97467-72	2588509352	5193 Sage Ct, Minneapolis, MN, 55433	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-133174	ENR	Patricia Z Garza	1984-07-28	UHC-22917-70	6234721707	9752 Maple Ave, Tucson, AZ, 85731	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116385	ENR	Nathan P Hanson	1990-08-26	UHC-79251-76	2862003851	599 Sunset Blvd, Mesa, AZ, 85227	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-106267	ENR	Nncy Elliott	2004-10-04	UHC-74232-48	6607440616	4488 Washington St, Houston, TX, 77051	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-117622	ENR	Denise Hunt	1964-04-04	UHC-54373-43	6047769470	2063 Palm Dr, Sacramento, CA, 95838	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138838	ENR	Kimberly E Hayes	1991-10-13	UHC-03076-95	9852213395	1773 Ocean Ave, Columbus, OH, 43281	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122030	ENR	Karen Meyer	1970-12-09	UHC-87829-83	6386826572	211 Ridge Rd, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116292	ENR	Deborah X Jimneez	1956-11-20	UHC-74313-33	3117303273	5416 Market St, Orlando, FL, 32873	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109638	ENR	Stephen Crawford	1989-11-20	UHC-89685-65	6299097611	4840 Church St, San Antonio, TX, 78270	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135757	ENR	Randy Pierce	1976-09-16	UHC-30239-36	9367413338	5408 Bayshore Dr, Mesa, AZ, 85229	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116163	ENR	Kayla Z Sims	1940-08-28	UHC-74692-22	7738432824	4499 Ocean Ave, San Antonio, TX, 78288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103190	ENR	Vincent Hernandez	1970-11-27	UHC-79184-35	5812268140	4259 Canyon Rd, Chandler, AZ, 85217	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103302	ENR	Richard Pena	1944-10-18	UHC-38010-84	4623273313	6876 Lake View Rd Apt 16, Orlando, FL	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-121001	ENR	Albert C Johnston	1961-03-13	UHC-99093-54	9212037775	6902 Indian School Rd, Chandler, AZ, 85283	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-133857	ENR	Jordan Lawrence	2002-09-13	—	8357539084	7239 Ocean Ave, Los Angeles, CA, 90071	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139455	ENR	Megan Young	1952-02-28	UHC-39931-30	3382809173	7069 Palm Dr # 716, Mesa, AZ, 85245	0.62	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+3 more
ENR-111004	ENR	Wayne Hughes	1952-05-11	UHC-56125-22	2714195097	6461 Apache Blvd, Mesa, AZ, 85239	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

28,181 rows, page 98 of 564Previous Next