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

All sources, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23399	PRV	David Y Armstrong	1946-07-26	UHC-93636-05	—	1887 Ridge Rd, Gilbert, AZ	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-129424	ENR	Larry D Riley	1938-04-13	UHC-29158-66	3113969988	4797 Mountain View Dr, Orlando, FL, 32834	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104558	ENR	Amber J Alexander	1972-12-15	UHC-39257-43	3264648987	3079 Oak St, Fresno, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-105513	ENR	Martha Willis	1949-05-10	UHC-02418-70	—	1641 Sage Ct Apt 2, Eden Prairie, MN, 55351	0.52	Phone missing area code Unit split from street State code upper-cased Gender normalised+2 more
PRV-21241	PRV	George Bradley	1978-09-01	UHC-28120-86	6594321783	114 Highland Ave, Denver, CO, 80226	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408172	CLM	Virginia Hanson	1953-08-12	—	—	2261 Willow Ct, Jacksonville, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-116653	ENR	Greg Sanders	1978-01-20	UHC-11903-39	7708126755	2084 Sage Ct, Sacramento, CA, 95826	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106037	ENR	Bryn P Kelly	1978-10-05	UHC-84004-38	4427756296	4508 Ocean Ave, Glendale, AZ, 85375	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21206	PRV	Nancy Oliver	1944-10-25	UHC-38921-64	—	8923 Baseline Rd, Plano, TX, 75066	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-126093	ENR	Vicky Harper	1955-09-05	UHC-33397-25	6304272018	3308 Baseline Rd, Phoenix, AZ, 85089	0.52	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
CLM-406433	CLM	Philip Bradley	1945-06-28	UHC-47879-82	—	2457 Hillcrest Rd, Minneapolis, MN	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-51379	TPA	Jacob Wong	1982-10-02	—	—	5567 Palm Dr, Houston, TX, 77049	0.52	Name split from “Last, First”Two-digit birth year Email lower-cased Gender normalised+2 more
ENR-124077	ENR	Julie B Riley	1941-02-10	UHC-35425-25	7318609988	6520 Central Ave, Gilbert, AZ	0.52	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
TPA-54944	TPA	Eveyln Castro	1965-08-12	—	—	1347 Ocean Ave, Columbus, OH, 43286	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-402990	CLM	Gary Cook	1970-06-01	UHC-97450-56	5615335122	6769 Central Ave, Las Vegas, NV, 89148	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-54069	TPA	Zachary Perkins	2003-04-25	—	—	9138 Grand Ave, Tucson, AZ, 85730	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-111544	ENR	Omar T Freeman	1939-09-04	UHC-55803-50	3478349199	7187 Desert Sky Blvd Apt 7, Denver, CO	0.54	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
CLM-418412	CLM	Judy D Soto	1981-01-26	—	—	9496 Ridge Rd, Glendale, AZ, 85322	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53716	TPA	Brenda Garrett	1984-09-28	—	—	—	0.54	Name re-cased Phone missing area code SSN last four extracted Gender normalised+1 more
CLM-409514	CLM	—Junk	1945-06-27	UHC-74702-59	7394997841	3460 Forest Ave, Minneapolis, MN, 55448	0.54	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared+1 more
ENR-108000	ENR	Brandon Hill	1984-07-26	UHC-22856-42	2154126435	9744 Maple Ave, Scottsdale, AZ	0.54	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
TPA-50364	TPA	Agela R Yang	1970-01-18	—	—	7662 Oak St, Austin, TX, 78702	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106400	ENR	Russell M Elliott	2003-09-13	UHC-96694-14	4856780673	1646 Grand Ave, Atlanta, GA, 30330	0.54	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-105721	ENR	Judy B Rose	1960-02-14	UHC-80661-85	6613165160	1226 Highland Ave # 942, Sacramento, CA, 95865	0.54	SSN last four extracted Unit split from street City re-cased Gender normalised+1 more
ENR-116030	ENR	Maria Matthews	1967-12-24	UHC-24311-20	9173203898	380 Oak St, Minneapolis, MN, 55459	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-431133	CLM	Nancy Ryos	1977-12-11	UHC-76965-35	—	9570 Broadway Apt 21, Scottsdale, AZ, 85294	0.54	Date of birth reformatted Unit split from street Address re-cased ZIP+4 trimmed+1 more
TPA-52092	TPA	Bradley Schmidt	1954-04-16	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-131085	ENR	Isabella D Cen	1952-04-22	UHC-16836-61	2087295520	577 Willow Ct, Tempe, AZ, 85260	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127675	ENR	Lori W Johnston	1998-12-05	UHC-64408-29	6603641977	9855 Valley View Dr, Sacramento, CA, 95866	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-125536	ENR	Noah Ellis	1958-05-02	UHC-84589-07	6472567487	7018 Maple Ave, Denver, CO, 80271	0.54	Date of birth reformatted State name converted to code ZIP+4 trimmed Gender normalised+1 more
TPA-58587	TPA	Randy Long	1990-01-25	—	—	3698 River Rd, San Diego, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-422409	CLM	Isabella Lopez	1960-01-05	UHC-82562-05	—	3478 Bayshore Dr, Seattle, WA, 98194	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 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-110081	ENR	Peter Kelly	1981-07-09	UHC-28833-25	5439815708	8295 Mountain View Dr, Las Vegas, NV, 89106	0.54	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
CLM-416754	CLM	Mark Sandoval	2006-03-22	UHC-24042-47	—	6181 Mountain View Dr, Houston, TX, 77048	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-103292	ENR	Raymond V Gardner	1993-02-28	UHC-88401-12	6157979686	1901 Baseline Rd, Denver, CO, 80242	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58030	TPA	Noah Wallace	1952-12-09	UHC-53723-54	—	3878 Main St, Minneapolis, MN, 55470	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422180	CLM	Evelyn X Graham	1968-03-17	—	—	551 Washington St, Sacramento, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-102333	ENR	Luis Burke	1949-09-03	UHC-72644-35	—	5820 Hillcrest Rd, Houston, TX, 77077	0.54	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-59545	TPA	Jesse Rios	1905-07-02	—	—	8321 Apache Blvd, Miami, FL, 33193	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+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
TPA-58971	TPA	Gloria Tran	1945-05-04	—	—	403 Lake View Rd, Tampa, FL	0.54	Name split from “Last, First”ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-403238	CLM	Richard Luna	1986-01-18	UHC-69234-20	—	2149 Mesa Dr, Jacksonville, FL, 32267	0.54	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414646	CLM	Wlliam Powell	1973-01-13	UHC-92775-03	4554792134	1719 Ridge Rd, Eden Prairie, MN, 55337	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
ENR-120212	ENR	John Clark	1944-10-26	UHC-32961-20	3784046841	1606 Desert Sky Blvd, Plano, TX, 75037	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-415530	CLM	Raymond Martinez	1964-07-23	UHC-76339-68	—	—	0.54	Name re-cased Two-digit birth year Phone missing area code Gender normalised+1 more
CLM-410770	CLM	Abigail C Johnston	2002-06-09	—	—	5319 Meadow Ln, Dallas, TX, 75235	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58371	TPA	Sofia Garrett	1987-05-08	UHC-60736-86	6707143325	256 Ocean Ave, Seattle, WA, 98197	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
ENR-136872	ENR	Ryan Richards	1978-06-09	UHC-25214-36	3646159985	4533 Mesa Dr # 596, Los Angeles, CA, 90039	0.54	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
CLM-413647	CLM	Janet Dunn	—	UHC-23650-03	—	7704 Lake View Rd, Nashville, TN, 37228	0.54	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more

16,828 rows, page 93 of 337Previous Next