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-115464	ENR	Denise H Ross	1975-07-10	UHC-51808-48	3056469510	9734 Apache Blvd # 314, Columbus, OH, 43223	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-132204	ENR	Mtaeo Collins	1989-11-16	—	—	3740 Union St, Dallas, TX, 75286	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-104086	ENR	Sophia D Kelley	1945-05-07	UHC-54355-98	9833794461	9351 Park Pl, Dallas, TX, 75261	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120619	ENR	Ben O Welch	2001-07-14	UHC-88140-28	3417502380	8914 Willow Ct, Columbus, OH, 43270	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112927	ENR	Priya Roberts	—	UHC-42307-61	5755388631	7499 Market St, Las Vegas, NV, 89101	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-126320	ENR	Ann M Weaver	1980-11-21	UHC-46632-16	9092391968	2201 Apache Blvd, Miami, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-119045	ENR	Eugene Shaw	2004-11-24	UHC-47201-99	2788236660	8996 Mesa Dr, Gilbert, AZ, 85254	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130205	ENR	Roger Powell	1993-07-07	UHC-24883-81	7747432929	7669 Lincoln Way, Eden Prairie, MN, 55350	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-138841	ENR	Diane G Robinson	1989-02-15	UHC-99457-09	5445453060	6755 Park Pl, Atlanta, GA, 30379	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110106	ENR	Carol K Stephens	1964-07-24	UHC-03862-38	2656162827	6222 River Rd, Tucson, AZ, 85778	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-131210	ENR	Jacob Y Turner	1993-10-01	UHC-72094-54	6622507133	5366 Church St, Nashville, TN, 37234	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110823	ENR	Madison W Lopez	1970-08-17	UHC-62337-01	4813102984	3579 Willow Ct, Miami, FL, 33104	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-140896	ENR	Mary V Torres	1943-05-26	UHC-04025-13	2715109300	9232 Bayshore Dr, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108894	ENR	Patricia Hart	1974-05-14	UHC-97214-71	2888272392	6473 Jefferson Ave, Phoenix, AZ, 85018	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-123594	ENR	Larry Rogers	1970-02-10	UHC-32272-09	4189493983	7957 Highland Ave, Eden Prairie, MN, 55349	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127254	ENR	Santiago Park	1941-08-20	UHC-48055-29	7307465276	8358 River Rd, San Antonio, TX, 78278	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105593	ENR	James Cunningham	—	UHC-68874-94	—	7014 Desert Sky Blvd, Denver, CO, 80253	0.62	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-136194	ENR	Brandon U Baker	1949-08-23	UHC-39834-12	—	7063 Mountain View Dr, Plano, TX, 75067	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-102520	ENR	Sofia U Garza	1971-11-23	UHC-84750-50	2557590276	8092 Park Pl, San Antonio, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-138495	ENR	Maria Carlson	1955-09-12	UHC-01702-71	9715473243	1113 Church St, Phoenix, AZ, 85048	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118643	ENR	Maria S Hicks	1978-05-15	UHC-96300-61	9593067115	4991 Lake View Rd, Houston, TX, 77048	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112402	ENR	Anna W Hicks	2000-07-28	UHC-76951-41	2747125621	4474 Valley View Dr, Minneapolis, MN, 55404	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106210	ENR	Sean O Turner	1965-02-11	UHC-59643-97	6704865899	2219 Bayshore Dr, Tampa, FL, 33618	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141023	ENR	Charlotte L Nichols	1997-12-23	UHC-59303-91	4964430166	370 Spring St, Charlotte, NC, 28235	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100255	ENR	Austin R Hart	1961-05-21	UHC-05343-73	9712668899	6027 Apache Blvd, Mesa, AZ, 85259	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119539	ENR	Katherine Tucker	1949-10-27	UHC-50556-18	4682820604	7176 Maple Ave Apt 7, Chandler, AZ, 85272	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109466	ENR	Natalie X Garza	1971-04-14	UHC-25802-28	2354109462	5124 Central Ave, Eden Prairie, MN, 55310	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103072	ENR	Jackie Freeman	1945-01-21	UHC-86599-81	2419134654	8928 Union St, Austin, TX, 78733	0.62	Name re-cased Member ID reformatted City re-cased ZIP+4 trimmed+3 more
ENR-109647	ENR	Jeremy Harvey	1965-06-25	UHC-56546-03	3142825643	3677 Pine Dr, Houston, TX, 77046	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129669	ENR	Danielle I Duncan	2008-05-08	UHC-27925-26	9545299043	4624 Central Ave, Jacksonville, FL, 32294	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137011	ENR	Kenneth N Smith	1949-11-07	UHC-85947-01	9757673904	8822 Forest Ave, Fresno, CA, 93747	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105521	ENR	Marcus Little	2001-03-28	UHC-92454-63	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-105522	ENR	Marcus Little	2001-03-28	UHC-92454-63	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120325	ENR	Matthew Q Gilbert	1950-10-25	UHC-74569-95	7169421920	8101 Bayshore Dr, San Diego, CA, 92198	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132276	ENR	Nancy Medina	2000-06-26	UHC-57465-87	6457736920	1924 Ridge Rd, Las Vegas, NV, 89112	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141376	ENR	Evelyn M Moore	1955-08-25	UHC-06739-36	—	7193 Elm St, Atlanta, GA, 30339	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-132381	ENR	Stephanie B Jenkins	1973-11-19	UHC-66957-95	4266098211	1363 Sunset Blvd, Columbus, OH, 43252	0.62	Name re-cased Phone reformatted SSN last four extracted City re-cased+3 more
ENR-109873	ENR	Diane L Parker	1938-03-18	UHC-09683-83	3505902727	2081 Pine Dr, Chandler, AZ, 85221	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116466	ENR	Nathan Thompson	1965-07-03	UHC-86157-10	5699782489	7069 River Rd, Houston, TX, 77059	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-133450	ENR	Marilyn Rice	1941-09-13	UHC-69910-24	4712389955	1406 Ocean Ave # 138, Nashville, TN, 37235	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-130575	ENR	Laura V Alvarado	1967-03-02	UHC-14487-86	4777190704	8940 Church St, Houston, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-124446	ENR	Kelly Bishop	—	UHC-23217-24	9615919930	3102 Highland Ave, Chandler, AZ, 85249	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-105359	ENR	Pamela K Williamson	2007-12-19	UHC-74703-04	2715898509	472 Maple Ave, Chandler, AZ, 85223	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-107711	ENR	James W Barnes	1989-12-07	UHC-76680-76	4695387610	5095 Meadow Ln, Eden Prairie, MN, 55362	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120925	ENR	Megan L Le	1971-02-10	UHC-32794-78	7942773498	6796 Ridge Rd, Tampa, FL, 33685	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101446	ENR	Jeff Garrett	1942-07-10	UHC-20583-29	8367469073	9155 Bayshore Dr, Seattle, WA, 98141	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125537	ENR	Pat Q Andrews	2001-03-04	UHC-59973-87	6435693627	4763 Church St, Plano, TX, 75068	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109885	ENR	Evelyn O Woods	1980-12-02	UHC-04940-63	8195389686	7917 Central Ave Apt 35, Tampa, FL, 33653	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-106945	ENR	Roger V Jensan	1977-04-21	UHC-86142-77	—	8290 Indian School Rd, Jacksonville, FL, 32293	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-109086	ENR	Fatima X Holmes	1970-05-01	UHC-66550-61	6189837832	2343 Camelback Rd, Fresno, CA, 93758	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

8,423 rows, page 42 of 169Previous Next