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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121520	ENR	Lisa H Rice	1975-07-12	UHC-13130-09	—	1330 Ridge Rd, Phoenix, AZ, 85094	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-129934	ENR	Richard D Kim	1945-09-14	UHC-66923-36	3649112568	9847 Oak St, Dallas, TX, 75234	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114341	ENR	Diane Lawson	1992-01-09	UHC-62696-54	5178300677	9198 Mesa Dr, Chandler, AZ, 85296	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100856	ENR	Russell Cox	1996-09-22	UHC-24189-14	5238771508	4322 Market St, Jacksonville, FL, 32256	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-133672	ENR	Brian Davis	1966-07-20	UHC-04570-35	—	6652 Park Pl # 207, Jacksonville, FL, 32214	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-113901	ENR	Jennifer W Scott	1990-10-11	UHC-43086-65	—	3029 Market St, Sacramento, CA, 95839	0.52	Name split from “Last, First”Phone missing area code Member ID reformatted Email lower-cased+2 more
ENR-131601	ENR	Harold K Nguyen	2001-08-19	UHC-44441-80	2844345446	6451 Hillcrest Rd, Phoenix, AZ, 85081	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-100991	ENR	Anna S Fisher	1990-09-28	UHC-66514-15	—	6576 Camelback Rd, Los Angeles, CA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-130331	ENR	Frances A Wong	1997-11-20	UHC-71214-60	7178921720	6245 Broadway, Denver, CO, 80235	0.52	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+2 more
ENR-111974	ENR	Naoh O Moore	1987-04-28	UHC-57675-74	5248929032	2448 Lincoln Way, Phoenix, AZ, 85084	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118323	ENR	Judith Foster	—	UHC-34522-45	5396566661	6667 Elm St # 433, Dallas, TX, 75243	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-139226	ENR	Susan Perry	1946-01-03	UHC-00025-27	—	8796 Camelback Rd, Eden Prairie, MN, 55309	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-113394	ENR	Dylan P Simpsoon	1996-12-09	UHC-44034-72	4672681835	4745 Lake View Rd, Minneapolis, MN, 55475	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-141338	ENR	Joan O Jimeenz	1945-02-22	UHC-52208-38	—	3952 Valley View Dr, San Diego, CA, 92160	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-111591	ENR	Jacob D Hoffman	1997-03-25	UHC-51039-01	6847649540	6402 Willow Ct, Chandler, AZ, 85236	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109642	ENR	Sofia Henderson	1998-04-15	UHC-82416-11	3994538678	6222 Cedar Ln, Eden Prairie, MN, 55314	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133534	ENR	Luis Y Green	1964-04-24	UHC-57723-18	5752658492	873 Indian School Rd, Fresno, CA, 93783	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101614	ENR	Diana H Morrison	—	UHC-01125-53	—	9490 Willow Ct, Minneapolis, MN, 55472	0.52	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-125278	ENR	Frances Garza	2000-08-16	UHC-66708-43	—	3974 Valley View Dr, Fresno, CA	0.52	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
ENR-136096	ENR	Santiago V Gutierrez	1969-07-10	UHC-16012-72	5246898145	851 Willow Ct, Dallas, TX	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137255	ENR	Russell N Ford	1949-11-02	UHC-94139-91	—	5170 Apache Blvd, Jacksonville, FL, 32220	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-118396	ENR	Nathan Y Howell	1991-01-14	—	—	3009 Harbor Blvd, San Antonio, TX, 78237	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-114012	ENR	Joshua D Rogers	1964-01-23	UHC-33304-48	7892493354	7625 Maple Ave, San Diego, CA, 92187	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142778	ENR	Samantha Johnston	1973-06-25	UHC-14942-21	—	6942 Valley View Dr, Eden Prairie, MN	0.52	Two-digit birth year State name converted to code ZIP missing Email lower-cased+2 more
ENR-136446	ENR	Sophia A Nguen	1979-10-14	UHC-35591-59	—	1745 Highland Ave, Miami, FL, 33119	0.52	Name re-cased Two-digit birth year Phone missing area code Email lower-cased+2 more
ENR-110044	ENR	Eric U Banks	1956-02-08	UHC-92677-89	9595534496	776 Central Ave, Gilbert, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-100508	ENR	Ana Morales	1955-09-19	UHC-77060-06	7784196274	1236 Valley View Dr, Scottsdale, AZ, 85247	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-115549	ENR	Samantha V Romero	1976-08-07	UHC-70881-28	6645502381	909 Lincoln Way Apt 33, Minneapolis, MN, 55447	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137351	ENR	Harold B Sanders	2006-04-26	UHC-57938-52	6742296498	498 Park Pl # 337, Sacramento, CA, 95813	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-130367	ENR	Grace Montgomery	1984-02-21	UHC-74716-17	5928770083	592 Mountain View Dr, Fresno, CA, 93779	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-112534	ENR	Jakke K Harvey	1986-07-03	UHC-64879-34	3143335770	5435 Highland Ave, Miami, FL	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-108724	ENR	Gabriel R Ross	1982-07-27	UHC-82385-43	4123747243	5064 Mesa Dr, Sacramento, CA, 95875	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108725	ENR	Gabriel R Ross	1982-07-27	UHC-82385-43	4123747243	5064 Mesa Dr, Sacramento, CA, 95875	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139557	ENR	Jesse D Wang	1951-05-04	UHC-64399-80	5627903791	4970 Grand Ave # 581, Chandler, AZ, 85245	0.52	Middle initial moved out of first name Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-130437	ENR	Jennifer G Aguilar	1942-11-23	—	—	3751 Forest Ave, Los Angeles, CA, 90061	0.52	Phone missing area code State name converted to code ZIP+4 trimmed Email lower-cased+2 more
ENR-119437	ENR	Scott D Bryant	1972-08-07	UHC-95355-13	3943588150	2176 Broadway, San Antonio, TX, 78200	0.52	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
ENR-110065	ENR	Kathy Bowman	1973-10-03	UHC-43848-68	9483084611	3619 Elm St, Eden Prairie, MN	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-128049	ENR	Stephen K Jimenez	2006-09-27	UHC-39923-61	—	3249 Bayshore Dr, Denver, CO, 80254	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-128575	ENR	Sandra G Franklin	—	UHC-25678-83	—	8987 Palm Dr, Jacksonville, FL, 32257	0.52	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+2 more
ENR-128241	ENR	Bruce Gerza	1983-07-07	UHC-57480-49	6598322932	5857 Spring St, Houston, TX, 77056	0.54	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+7 more
ENR-125701	ENR	Angela Flores	1985-04-07	UHC-81159-03	—	9795 Washington St Apt 26, Los Angeles, CA, 90021	0.54	Date of birth reformatted SSN last four extracted Unit split from street Email lower-cased+1 more
ENR-116701	ENR	Bryan Hicks	1953-04-25	UHC-57811-46	—	856 Valley View Dr, Los Angeles, CA, 90013	0.54	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-138699	ENR	Cheryl Little	1992-09-28	UHC-89021-43	5216093799	4835 Hillcrest Rd Apt 33, Eden Prairie, MN, 55390	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Unit split from street+1 more
ENR-132657	ENR	Lawrence Kelly	—	UHC-38369-92	4542950274	9622 Central Ave, Fresno, CA	0.54	Name re-cased Date of birth missing State name converted to code ZIP missing+1 more
ENR-120741	ENR	Emily T Fuller	1975-06-24	UHC-91168-07	8832622974	5073 Sunset Blvd, Miami, FL, 33196	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-138055	ENR	John T Salazar	1982-02-06	UHC-74782-26	8209265605	5809 Palm Dr, Gilbert, AZ, 85232	0.54	Phone reformatted SSN last four extracted State name converted to code Email lower-cased+1 more
ENR-111578	ENR	Bruce Fowler	1938-05-08	UHC-81149-56	—	7225 Lincoln Way, Columbus, OH, 43213	0.54	Phone missing area code State name converted to code ZIP+4 trimmed Email lower-cased+1 more
ENR-131003	ENR	Elijah Grant	1940-05-21	UHC-75378-87	—	587 Church St, Eden Prairie, MN, 55377	0.54	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-109811	ENR	Abigail N Hicks	2001-04-05	UHC-46842-79	—	251 Hillcrest Rd, Seattle, WA, 98176	0.54	Name split from “Last, First”Two-digit birth year State name converted to code Email lower-cased+1 more
ENR-110633	ENR	Kelly Evans	1967-07-23	UHC-44014-05	3234903918	4597 Sunset Blvd, Houston, TX, 77093	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted State name converted to code+1 more

8,934 rows, page 23 of 179Previous Next