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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121803	ENR	Bruce G Cox	1991-04-12	UHC-19418-05	7135948119	1550 Harbor Blvd, Houston, TX, 77067	0.48	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-138757	ENR	Arthur Vassquez	2002-12-15	UHC-91248-73	—	2169 Baseline Rd, Mesa, AZ, 85271	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-113526	ENR	Angela J Foster	1989-05-22	UHC-87261-18	6136855579	5359 Baseline Rd, San Antonio, TX, 78284	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-108861	ENR	Eddward Delgado	1986-01-16	UHC-98565-10	4453176477	8051 Market St, Atlanta, GA, 30380	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108860	ENR	Eddward Delgado	1986-01-16	UHC-98565-10	4453176477	8051 Market St, Atlanta, GA, 30380	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123105	ENR	Jose S Ryan	1948-06-08	UHC-19407-98	—	5976 Market St, Gilbert, AZ, 85281	0.48	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-124981	ENR	Ann Martinez	2006-09-21	UHC-19690-85	2039082871	3769 Highland Ave Apt 39, Houston, TX, 77030	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-138017	ENR	George Berry	1987-02-04	UHC-94256-16	9482191848	4676 Ocean Ave, Chandler, AZ, 85299	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114106	ENR	Ashley N Hayes	1970-03-20	UHC-08753-09	4842802916	2850 Valley View Dr Apt 38, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-109889	ENR	Abby Kelley	1987-10-27	UHC-49343-30	2325778514	3540 Harbor Blvd Apt 23, Seattle, WA, 98172	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-141238	ENR	Christine Z Dixon	1964-08-18	UHC-34283-65	8512489796	361 Mountain View Dr, San Antonio, TX, 78240	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141386	ENR	Bran O Fox	1940-05-21	UHC-71539-25	5779045222	4990 Highland Ave, Denver, CO, 80230	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122010	ENR	Virginia Lynch	1988-09-10	UHC-88578-38	—	9775 Willow Ct, San Antonio, TX	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-135950	ENR	Martha I Campbell	1970-12-14	UHC-78455-90	4176077919	3970 Harbor Blvd, Gilbert, AZ, 85201	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138534	ENR	Nancy Sims	1976-06-23	UHC-57979-93	7655250239	9620 Hillcrest Rd, Atlanta, GA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115969	ENR	Stephen Heyes	1954-03-20	UHC-21260-70	6433471467	3539 Union St, Scottsdale, AZ, 85203	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120358	ENR	Noah D Bryant	1949-03-15	UHC-89912-12	—	8174 Pine Dr, Jacksonville, FL, 32262	0.48	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-113088	ENR	Russell Marquez	1962-03-11	UHC-20668-29	—	2146 Mesa Dr, Scottsdale, AZ, 85285	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-118702	ENR	Ahmed U Ortiz	1975-04-20	UHC-09856-93	4328861956	7257 Desert Sky Blvd, Glendale, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133658	ENR	Camila Lynch	1975-04-02	UHC-24868-81	6426610686	7308 Jefferson Ave, Jacksonville, FL	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-120589	ENR	Fatima D Schmidt	1958-12-15	UHC-18800-64	—	8945 Jefferson Ave, Glendale, AZ, 85368	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-141122	ENR	Angela Murray	1987-06-24	UHC-29472-03	4487160206	6807 Cedar Ln, Austin, TX, 78788	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-136471	ENR	Teresa Z Coleman	2005-06-26	UHC-01517-27	8149449845	5737 Maple Ave # 982, Phoenix, AZ, 85029	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-129065	ENR	Sarah Phillips	1981-01-22	UHC-31199-52	3443740128	1159 Spring St, Jacksonville, FL	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-107290	ENR	Bradley Morrsion	1982-11-11	UHC-89051-37	4197127965	461 Central Ave, Tucson, AZ, 85713	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134233	ENR	Roy Reed	1975-08-05	UHC-26068-80	6882559284	4501 Indian School Rd, Fresno, CA, 93786	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-106452	ENR	Laura N Green	1971-08-01	UHC-02350-82	5412710172	7399 Church St, Glendale, AZ, 85317	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127986	ENR	Christian P Nelson	—	UHC-83748-44	6033036816	499 Pine Dr, Los Angeles, CA, 90068	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-109171	ENR	Luis Bailey	1976-06-02	UHC-42810-13	3477249469	7673 Main St, Minneapolis, MN, 55451	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111059	ENR	Sara Greene	1987-04-04	UHC-84724-26	2129192051	2557 Main St, Las Vegas, NV, 89166	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-129623	ENR	Arthur Ryan	1964-06-17	UHC-17123-61	6007025020	2777 Oak St Apt 5, Tampa, FL, 33672	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-104755	ENR	Nathan Morrison	—	UHC-32458-35	5257772917	1788 Valley View Dr, Seattle, WA, 98117	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-122780	ENR	Michelle Walker	2003-08-05	UHC-17580-14	3015838848	7539 Bayshore Dr Apt 19, Jacksonville, FL, 32259	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-123645	ENR	Carl N Valdez	1964-02-03	UHC-93111-39	4095222600	6049 Forest Ave, Atlanta, GA, 30380	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-118359	ENR	Joe Wright	1992-06-04	UHC-08635-40	6875965982	907 Apache Blvd, Gilbert, AZ, 85291	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133879	ENR	Harper K Philip	1963-02-22	UHC-80108-67	6875732299	3956 Bayshore Dr, Orlando, FL, 32854	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-108259	ENR	Kathryn Lawson	—	UHC-39531-79	6822446367	6646 Canyon Rd, Orlando, FL, 32893	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-122577	ENR	Danielle Peterson	1949-01-25	UHC-54962-64	2584846687	1519 Jefferson Ave, Mesa, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-127162	ENR	Jacob Z Carpenter	2007-11-22	UHC-24720-46	3346355146	5511 Mountain View Dr, Tempe, AZ, 85296	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126177	ENR	Samuel N Marquez	1995-12-04	UHC-23159-56	2459718161	927 Church St, Phoenix, AZ, 85093	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-104038	ENR	Megan K Gordon	2001-04-14	UHC-50440-17	7984445814	5144 Maple Ave Apt 28, Tampa, FL, 33663	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-134863	ENR	Stephen Q Alvarado	1990-04-08	UHC-69270-12	7345033997	580 Grand Ave, Scottsdale, AZ, 85217	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-132811	ENR	Gregory V Weaver	1940-03-01	UHC-54753-15	—	2147 Hillcrest Rd, Denver, CO	0.48	Name re-cased Street suffix standardised Address re-cased ZIP missing+4 more
ENR-108837	ENR	Lori J Lucas	—	UHC-00588-86	2448153512	9365 Palm Dr, Denver, CO, 80288	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
ENR-141060	ENR	Peggy Watson	2007-04-27	UHC-53720-04	7522404124	5608 Elm St, Orlando, FL, 32883	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-103106	ENR	Albert I Lane	1994-01-16	UHC-80551-45	6895672062	3769 Pine Dr, Denver, CO	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-127981	ENR	Camila G Jaackson	1961-05-15	UHC-96379-79	3078514175	9839 Lincoln Way, Chandler, AZ, 85221	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130789	ENR	Matt Roberts	1981-08-12	UHC-34127-65	9213863935	5944 Bayshore Dr, Las Vegas, NV, 89188	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122318	ENR	Alice Bailey	1960-05-04	UHC-91287-15	7244840697	1607 Union St, Phoenix, AZ, 85029	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108233	ENR	Madison Aguilar	2001-03-02	UHC-63465-62	2406933650	2689 Forest Ave # 113, Mesa, AZ, 85258	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more

17,310 rows, page 11 of 347Previous Next