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 “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-139490	ENR	Joshua B Stewart	1988-02-15	UHC-01281-55	6618979534	1223 Sunset Blvd, Seattle, WA, 98115	0.90	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-142673	ENR	Lawrence Butler	1995-05-05	UHC-40416-62	4369697675	5400 Meadow Ln, Houston, TX, 77020	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-133755	ENR	Jess B Yang	1974-07-19	UHC-62594-53	9842942411	905 Ocean Ave, Mesa, AZ, 85265	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-133754	ENR	Jess B Yang	1974-07-19	UHC-62594-53	9842942411	905 Ocean Ave, Mesa, AZ, 85265	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-142278	ENR	Patricia U Edwards	1976-12-14	UHC-98173-36	9783003273	7988 Sage Ct, San Antonio, TX, 78271	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-105226	ENR	Jennifer R Santiago	1960-07-25	UHC-46898-90	3658345495	4521 Valley View Dr, Eden Prairie, MN, 55394	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-117588	ENR	Eliazbeth S Tucker	1945-01-16	UHC-54513-26	6926399135	5669 Meadow Ln, Minneapolis, MN, 55496	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-138421	ENR	Brittany J Richardson	1952-12-02	UHC-80551-30	5917710659	4734 Baseline Rd, Plano, TX, 75079	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-114514	ENR	Mateo M Bennett	2001-02-20	UHC-24608-69	4283439032	6588 Sunset Blvd, Dallas, TX, 75271	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-122707	ENR	Margaret N Ramos	1999-07-09	UHC-62628-80	4045652738	7759 Lake View Rd, Austin, TX, 78702	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-118558	ENR	Denise X Warren	1952-03-06	UHC-93992-96	4016969677	747 Camelback Rd, Nashville, TN, 37229	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-118138	ENR	Ronald F Vasquez	1947-09-07	UHC-90558-80	8855856933	4937 Lake View Rd, Denver, CO, 80250	0.90	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+1 more
ENR-121188	ENR	Jack Park	1951-11-28	UHC-09724-75	8185763914	9446 Mountain View Dr, Dallas, TX, 75281	0.90	Phone reformatted City re-cased State code upper-cased Email lower-cased+1 more
ENR-122578	ENR	Rachel Q Burton	1959-08-26	UHC-31823-84	6342035015	7580 Maple Ave, Eden Prairie, MN, 55354	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-109194	ENR	Heather Vazquez	1979-12-04	UHC-76947-93	2286534652	5238 Harbor Blvd, Chandler, AZ, 85258	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-137119	ENR	Frank F Alvarez	2002-04-13	UHC-05360-90	9157801741	221 Willow Ct, Los Angeles, CA, 90061	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-111535	ENR	Carol James	1950-05-14	UHC-38761-26	—	7188 Market St, Chandler, AZ, 85254	0.90	Date of birth reformatted Member ID reformatted City re-cased Email lower-cased+1 more
ENR-101977	ENR	Laura Bishop	1971-05-04	UHC-12947-11	7197741795	8406 Central Ave, Gilbert, AZ, 85259	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-117914	ENR	Lawrence Robertson	2007-11-08	UHC-69336-06	6277215926	9471 Lake View Rd, Nashville, TN, 37283	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-137023	ENR	Bryan Foster	2001-12-01	UHC-42145-76	4513496968	636 Ocean Ave, Fresno, CA, 93709	0.90	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+1 more
ENR-114747	ENR	Omar A Wells	1972-05-11	UHC-63297-26	7133856305	8996 Union St, Tempe, AZ, 85283	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-140397	ENR	Catherine O Watson	1953-10-15	UHC-84591-32	3133653410	3990 Harbor Blvd, Plano, TX, 75029	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-100379	ENR	Ralph Z Barnes	1989-04-10	UHC-25693-03	3719487057	1252 Palm Dr, Denver, CO, 80224	0.90	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-100380	ENR	Ralph Z Barnes	1989-04-10	UHC-25693-03	3719487057	1252 Palm Dr, Denver, CO, 80224	0.90	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-132164	ENR	Heather Moreno	1963-08-07	UHC-49093-34	8734612717	2841 Lake View Rd, San Diego, CA, 92191	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-123982	ENR	Carl O Evans	1990-10-15	UHC-71091-71	2406961541	8402 Ocean Ave, Orlando, FL, 32858	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-114724	ENR	Madison Bowman	1951-08-24	UHC-02625-97	8338591309	6821 Camelback Rd, Scottsdale, AZ, 85251	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-114725	ENR	Madison Bowman	1951-08-24	UHC-02625-97	8338591309	6821 Camelback Rd, Scottsdale, AZ, 85251	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-103638	ENR	Kimberly Stewart	2000-06-04	UHC-59591-67	2258205088	6267 Forest Ave, Sacramento, CA, 95806	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-130111	ENR	Juddy F Rivera	1964-12-01	UHC-72405-40	6497804420	5705 Indian School Rd, Mesa, AZ, 85233	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-137704	ENR	Henry Roberts	1978-07-12	UHC-07918-81	3702721381	2952 Mountain View Dr, San Diego, CA, 92112	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-137310	ENR	Zachary Hill	1939-07-22	UHC-70030-53	9772046166	5398 Lincoln Way, Tucson, AZ, 85798	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-112489	ENR	Brandon B Ryan	1973-09-13	UHC-38669-58	3182539892	8174 Broadway, Eden Prairie, MN, 55311	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-106630	ENR	Judy K Sanders	1961-06-20	UHC-78535-38	6016220859	8196 Ridge Rd, Los Angeles, CA, 90032	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-123954	ENR	Nancy Z Wells	2002-01-07	UHC-97054-52	9353648040	7149 Sage Ct, San Antonio, TX, 78264	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-141867	ENR	Mariana Little	1943-09-05	UHC-08311-83	—	4453 Market St, Chandler, AZ, 85286	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-139732	ENR	Stephanie Mills	1998-02-05	UHC-78800-95	2854385452	1500 Highland Ave, San Diego, CA, 92198	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-106871	ENR	Hiroshi P Brown	1975-12-15	UHC-42657-99	5383151912	4342 Oak St, Tempe, AZ, 85296	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-125401	ENR	Martha K Jenkins	2008-04-27	UHC-07012-30	2433191984	8178 Park Pl, Las Vegas, NV, 89128	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-124962	ENR	Eugene Z Fields	1946-04-17	UHC-09366-25	2327990491	8134 Valley View Dr, Columbus, OH, 43232	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-130239	ENR	James Z Herrera	1979-11-09	UHC-24048-03	3447043368	6370 Meadow Ln, Seattle, WA, 98144	0.90	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+1 more
ENR-112366	ENR	Henry Alvarado	2004-03-19	UHC-19957-64	3969223506	3064 Cedar Ln, Chandler, AZ, 85218	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
ENR-109759	ENR	Scott I Schmidt	1941-02-19	UHC-70287-47	2659613335	7212 Broadway, Tucson, AZ, 85760	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-133766	ENR	Lucia U Peters	1999-10-28	UHC-20279-60	4323276392	4625 Forest Ave, San Antonio, TX, 78284	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-119292	ENR	Alan Z Washington	1947-10-05	UHC-41085-50	9798641007	7931 Ridge Rd, Nashville, TN, 37252	0.90	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+1 more
ENR-101216	ENR	Catherine I Hoffman	1949-01-28	UHC-61532-06	4744385613	5813 Indian School Rd, San Diego, CA, 92113	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-137986	ENR	Julia Ramos	1978-01-19	UHC-20430-89	4946700419	4618 Washington St, Las Vegas, NV, 89175	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
ENR-128566	ENR	Santos F Carl	1988-03-04	UHC-14190-34	3092747997	967 Valley View Dr, Tempe, AZ, 85227	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-101327	ENR	Janet Gibson	1966-08-04	UHC-41992-20	8566838272	8053 Mesa Dr, Jacksonville, FL, 32262	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-142512	ENR	Denise D Rios	1978-08-02	UHC-79990-72	2459514841	5865 Meadow Ln, Glendale, AZ, 85362	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more

8,423 rows, page 149 of 169Previous Next