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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63716	TPA	Anthony Gibson	1963-06-08	—	—	2139 Forest Ave, Minneapolis, MN, 55428	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-118316	ENR	Anddrea V Kelly	1940-11-02	UHC-21701-06	4259738695	2445 Forest Ave, Nashville, TN, 37253	0.66	Date of birth reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
CLM-421635	CLM	Justin Nguyen	1975-03-19	UHC-14195-85	—	9384 Park Pl, San Antonio, TX, 78274	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416317	CLM	Charlotte Le	1980-08-17	UHC-88223-35	7436252642	3814 Mesa Dr, Charlotte, NC, 28217	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-62372	TPA	Lisa Hoffman	1942-01-28	—	—	384 Mesa Dr, Jacksonville, FL, 32281	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-103602	ENR	Jose Alvarez	1976-05-26	UHC-94418-36	—	4639 Camelback Rd, Orlando, FL, 32867	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-110557	ENR	Stephen Herrera	1949-10-11	UHC-09183-29	7542809782	3354 Grand Ave, Nashville, TN, 37254	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-20326	PRV	Frances Williamson	1987-05-23	—	5116349753	128 Desert Sky Blvd, Miami, FL, 33180	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-417936	CLM	Albert Gonzalez	1940-07-10	UHC-09877-20	—	2501 Mountain View Dr, Sacramento, CA, 95819	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-136110	ENR	Donald Z Mendez	1997-11-14	UHC-19775-85	—	8762 Camelback Rd, Mesa, AZ, 85270	0.66	Name re-cased Phone missing area code ZIP+4 trimmed Email lower-cased+1 more
PRV-25367	PRV	David M Ruiz	1967-12-20	UHC-51878-80	—	2004 Lake View Rd, Denver, CO, 80235	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-54280	TPA	Roger Lewis	1952-04-16	—	9448445964	9404 Highland Ave, Miami, FL, 33115	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-109281	ENR	Grace Sullivan	1982-10-04	UHC-95473-15	7382553474	9464 Grand Ave, Minneapolis, MN, 55488	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-140004	ENR	Elijah Jensen	1939-08-12	UHC-95595-94	8934204656	8686 Harbor Blvd, Houston, TX, 77009	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-421311	CLM	Lori Montgommery	1983-05-09	UHC-75965-05	4599180335	6858 Market St, Tucson, AZ, 85792	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-402352	CLM	Ralph Woods	1967-07-26	UHC-78850-61	—	6887 Spring St, Tampa, FL, 33671	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-402976	CLM	Philip Le	1983-04-22	UHC-39834-94	7534863035	3707 Union St, Jacksonville, FL, 32202	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-107099	ENR	Doris Alvarez	1971-01-07	UHC-60201-75	6699270351	8860 Meadow Ln, Tampa, FL, 33639	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-114227	ENR	Dylan I Larson	1965-12-16	UHC-23758-98	3596608439	2961 Palm Dr, Atlanta, GA, 30376	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-124194	ENR	Marcus Soto	1977-03-21	UHC-85530-58	9865341919	8050 Main St, Atlanta, GA, 30362	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-143013	ENR	Jessica E Sandoval	1991-04-26	UHC-21043-30	—	5220 Highland Ave, Columbus, OH, 43210	0.66	Middle initial moved out of first name Date of birth reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-100620	ENR	Sarah Patterson	2000-04-06	UHC-49912-64	6097536003	8282 Hillcrest Rd, Glendale, AZ, 85316	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-25989	PRV	Benjamin Boyd	1939-02-06	UHC-43747-98	4527770904	8631 Sage Ct, Jacksonville, FL, 32269	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104044	ENR	Nicholas Carter	1938-12-23	UHC-84056-95	—	8213 Apache Blvd, Orlando, FL, 32843	0.66	Name re-cased ZIP+4 trimmed Email lower-cased Gender normalised+1 more
ENR-105431	ENR	Paul Crawford	1973-04-11	UHC-49265-38	5445585990	6341 Grand Ave, Tampa, FL, 33672	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-108491	ENR	Albert Q Kennedy	1945-12-05	UHC-89191-01	2908392311	7119 Camelback Rd, Seattle, WA, 98113	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430929	CLM	Jason Meyer	2002-12-20	UHC-71924-51	—	412 Canyon Rd, Los Angeles, CA, 90053	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401913	CLM	Sharon Patterson	1968-01-26	UHC-01025-68	—	7671 Central Ave, Atlanta, GA, 30364	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-118425	ENR	Michael O Gibson	1986-02-27	UHC-01677-55	8157379451	6105 Main St, Los Angeles, CA, 90079	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-425966	CLM	Arjun Fernandez	1950-04-22	UHC-20619-13	9013075807	3885 Park Pl, Minneapolis, MN, 55436	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-142344	ENR	Catherine Romero	1952-02-09	UHC-95527-11	9445379019	9615 Camelback Rd, Tempe, AZ, 85263	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-417437	CLM	Angela Sullivan	1962-09-08	—	—	173 Indian School Rd, Minneapolis, MN, 55402	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405456	CLM	Philip Lawrence	1991-10-02	UHC-27655-89	8023222072	1594 River Rd, Chandler, AZ, 85200	0.66	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-407857	CLM	Ronald Espinoza	1981-09-20	—	—	763 Oak St, Atlanta, GA, 30355	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-408085	CLM	Ryan Robinson	1946-08-04	—	—	1897 Ocean Ave Apt 2, Houston, TX, 77081	0.66	Date of birth reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-134790	ENR	Kelly G Robinson	1981-07-19	UHC-76289-79	9245058985	7506 Cedar Ln, Orlando, FL, 32883	0.66	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
CLM-409081	CLM	Robert Tran	1979-03-12	UHC-15067-68	—	6155 Spring St, Plano, TX, 75008	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-412633	CLM	Judy Grza	1960-01-16	UHC-43428-27	—	3068 Jefferson Ave, Columbus, OH, 43263	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-117281	ENR	Benjamin W Hawkins	1950-01-05	UHC-71370-31	5662764780	4245 Hillcrest Rd, Columbus, OH, 43230	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405877	CLM	Deborah Ramos	1996-05-03	UHC-13452-14	—	2747 Baseline Rd, Los Angeles, CA, 90008	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-62245	TPA	Emily Obrien	1941-06-06	—	—	1389 Lincoln Way, Atlanta, GA, 30392	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-106698	ENR	Rachel F Vargas	1942-02-13	UHC-36679-03	3639714505	1445 Palm Dr, San Antonio, TX, 78297	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-409693	CLM	Christian Woods	1949-11-26	—	4828551573	9237 Main St, Plano, TX, 75076	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416099	CLM	Danielle King	1982-05-23	UHC-42664-83	—	6050 Park Pl, Fresno, CA, 93707	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-130083	ENR	Eric U Hamilton	1942-07-16	UHC-48489-85	2767159498	8027 Oak St, Charlotte, NC, 28277	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-27450	PRV	Gloria Clark	1976-08-27	UHC-28114-30	7976787660	5774 Indian School Rd, Sacramento, CA, 95882	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-105813	ENR	Isabella S Soto	2005-08-09	UHC-90755-39	2407378770	6725 Indian School Rd, Denver, CO, 80272	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-421727	CLM	Mason S Garrett	2005-06-06	—	8725199267	6530 Bayshore Dr, Nashville, TN, 37281	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-405591	CLM	Jose Lawrence	1967-12-22	UHC-16741-15	2338899604	4669 Lincoln Way, Plano, TX, 75040	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407125	CLM	Charles Richards	1999-10-04	UHC-80345-16	3193332198	7872 Hillcrest Rd, San Antonio, TX, 78201	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more

8,263 rows, page 106 of 166Previous Next