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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123311	ENR	Jason D Schultz	1989-11-12	UHC-55617-96	6877064246	2031 Bayshore Dr # 282, Orlando, FL, 32895	0.80	Name re-cased Phone reformatted Unit split from street City re-cased
ENR-121724	ENR	Jerry G Bowman	1954-04-03	UHC-10796-06	2157552230	5417 Oak St Apt 40, Eden Prairie, MN, 55347	0.80	Name re-cased Date of birth reformatted Phone reformatted Unit split from street
TPA-59007	TPA	Terry Ford	1994-10-01	—	—	9719 Market St # 759, Dallas, TX, 75286	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-110061	ENR	Carollyn J Shaw	1950-11-15	UHC-40375-01	6667622497	1489 Cedar Ln # 366, Tampa, FL, 33694	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
ENR-137632	ENR	Michael Rios	1961-08-23	UHC-88156-15	2537291705	9120 Lake View Rd Apt 25, Los Angeles, CA, 90097	0.80	Member ID reformatted Unit split from street City re-cased Whitespace trimmed
ENR-135139	ENR	Larry R Stephens	1941-12-13	UHC-87488-26	7573856113	6390 Camelback Rd Apt 40, Las Vegas, NV, 89126	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-111790	ENR	Betty V Lewis	1993-08-28	UHC-58319-93	3259104702	3459 River Rd Apt 22, San Antonio, TX, 78215	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
ENR-108336	ENR	Kenneth Y Hill	1959-03-08	UHC-32074-01	2759262573	9118 Spring St Apt 14, Las Vegas, NV, 89146	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
ENR-100957	ENR	Jaccob Lee	1973-06-25	UHC-20280-16	4275795494	9622 Willow Ct Apt 25, Columbus, OH, 43239	0.80	Name re-cased Phone reformatted Unit split from street Email lower-cased
PRV-20344	PRV	Thomas V West	1961-12-16	UHC-63916-28	5476178107	5325 Hillcrest Rd Apt 15, Dallas, TX, 75211	0.80	Unit split from street City re-cased Email lower-cased Placeholder values cleared
TPA-53947	TPA	Sara Schmidt	1983-10-15	—	2524864766	6820 Willow Ct # 596, Nashville, TN, 37275	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-139944	ENR	Noah P Munoz	1979-12-21	UHC-31121-27	8203228329	5268 Palm Dr Apt 20, Phoenix, AZ, 85015	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-140388	ENR	Liisa Fernandez	1984-02-26	UHC-88686-23	6166574163	5174 Broadway # 997, Glendale, AZ, 85378	0.80	Phone reformatted Unit split from street Address re-cased Placeholder values cleared
ENR-103452	ENR	Ralph Cunningham	1969-04-16	UHC-93386-23	9744194940	3821 Spring St # 522, Orlando, FL, 32833	0.80	Name re-cased Phone reformatted Unit split from street Email lower-cased
PRV-20740	PRV	James Delgado	1977-12-02	UHC-33344-70	2208398187	7763 Broadway # 785, Tampa, FL, 33649	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-61360	TPA	Sharon Stevens	1948-08-04	UHC-69450-62	6828459845	5794 Jefferson Ave Apt 3, Los Angeles, CA, 90084	0.80	Phone reformatted Unit split from street State code upper-cased Placeholder values cleared
TPA-55548	TPA	Roy Hart	1938-02-10	—	—	241 Forest Ave # 287, San Antonio, TX, 78202	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
ENR-137582	ENR	Daniel R Hicks	1951-07-26	UHC-35474-34	5886480238	3864 Jefferson Ave Apt 27, Austin, TX, 78781	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
CLM-426623	CLM	Anthony Hunnt	1939-05-02	—	9134485813	7124 Mountain View Dr # 957, Fresno, CA, 93795	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-401801	CLM	Kayla Lee	1993-05-21	—	—	5402 Lincoln Way Apt 3, Charlotte, NC, 28242	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
PRV-27985	PRV	Billy Rose	1964-03-08	UHC-55154-36	8553123142	5030 Cedar Ln Apt 27, Phoenix, AZ, 85035	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-133841	ENR	Scott Z Duncan	1970-06-06	UHC-34340-60	2014421258	71 Bayshore Dr Apt 3, Los Angeles, CA, 90071	0.80	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed
CLM-431749	CLM	Maria Tran	1982-06-18	—	6316433919	5726 Park Pl # 299, Phoenix, AZ, 85061	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-28663	PRV	Anna Harvey	1968-10-09	—	—	3429 Forest Ave Apt 31, Chandler, AZ, 85274	0.80	Name re-cased Unit split from street State code upper-cased Placeholder values cleared
ENR-120368	ENR	Jack Castillo	1954-10-23	UHC-80141-96	6788955067	466 Camelback Rd Apt 5, Minneapolis, MN, 55400	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
PRV-22089	PRV	Katherine Hernandez	1940-11-01	UHC-76710-68	9479167005	3537 Broadway Apt 38, Glendale, AZ, 85349	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-407684	CLM	Mark Robertson	1956-05-14	—	—	3376 Indian School Rd # 922, Phoenix, AZ, 85053	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-130934	ENR	Elijah R Hunter	1992-05-21	UHC-37427-43	9728042220	9432 Broadway Apt 16, Minneapolis, MN, 55466	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
CLM-421171	CLM	Gabriel Castro	1994-09-24	UHC-37400-91	—	6936 Spring St # 738, Atlanta, GA, 30322	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
TPA-55908	TPA	Jeremy Oliver	1975-08-04	—	—	6752 Palm Dr Apt 1, Chandler, AZ, 85272	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-55909	TPA	Jeremy Oliver	1975-08-04	—	—	6752 Palm Dr Apt 1, Chandler, AZ, 85272	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-60214	TPA	Logan L Greene	1965-08-04	—	2165107683	7931 Canyon Rd Apt 36, Minneapolis, MN, 55476	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-27628	PRV	Mark Jimenez	2020-11-16	UHC-49159-10	6236480630	6303 Oak St # 211, Phoenix, AZ, 85071	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-116480	ENR	Kathleen R Munoz	1961-07-25	UHC-33554-79	—	699 River Rd # 316, Minneapolis, MN, 55486	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
ENR-120032	ENR	Amanda Freeman	1976-07-07	UHC-66453-18	6933521053	7544 Ridge Rd Apt 26, Scottsdale, AZ, 85286	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
ENR-113379	ENR	Austin L Schmidt	1973-01-04	UHC-91220-48	4272960862	6057 Palm Dr # 480, Gilbert, AZ, 85286	0.80	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed
TPA-62902	TPA	Kathleen Le	1987-06-08	—	9124584030	8323 Bayshore Dr # 160, Tucson, AZ, 85782	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
ENR-132176	ENR	Sharon Y Russell	1943-06-03	UHC-67038-65	9399067984	3768 Main St # 729, San Diego, CA, 92120	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
CLM-405120	CLM	Brenda Elliott	1951-12-23	UHC-91777-26	—	8417 Central Ave # 967, Sacramento, CA, 95835	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-51025	TPA	Gloria Bradley	2003-07-17	—	—	2984 Indian School Rd Apt 10, Scottsdale, AZ, 85296	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-53922	TPA	Andrews John	1960-09-20	—	—	8168 Lincoln Way # 782, Dallas, TX, 75234	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-116488	ENR	Lawrence Hanson	2005-07-01	UHC-58414-02	9752898872	1402 Indian School Rd # 373, Denver, CO, 80211	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
ENR-120907	ENR	Brenda W Hart	1977-02-04	UHC-41427-54	5506323724	9078 Forest Ave Apt 24, Orlando, FL, 32849	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
PRV-27308	PRV	Austin C Gray	1995-04-07	—	6172155226	305 Canyon Rd Apt 13, Denver, CO, 80220	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-141306	ENR	Bradley U Ferguson	1995-09-08	UHC-38944-15	5866576985	8439 River Rd Apt 10, San Diego, CA, 92104	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
CLM-417395	CLM	Camila Dixon	1963-06-04	UHC-89921-33	6434881332	5403 Mesa Dr # 413, Houston, TX, 77093	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-127261	ENR	Raymond Cole	1993-06-08	UHC-49275-83	5529928065	2312 Ocean Ave Apt 3, Tempe, AZ, 85299	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
ENR-140201	ENR	Mark Simpson	1942-03-02	UHC-13339-49	5289967760	3103 Park Pl # 494, Fresno, CA, 93717	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-55873	TPA	Marilyn Porter	1945-10-24	—	7159387684	1787 Mountain View Dr # 933, Gilbert, AZ, 85299	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-62395	TPA	Carl K Austin	1951-01-09	—	—	8305 Broadway Apt 28, San Diego, CA, 92142	0.80	Unit split from street Email lower-cased Plan code upper-cased Placeholder values cleared

6,994 rows, page 127 of 140Previous Next