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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412729	CLM	Mateo Flores	1975-04-04	UHC-34251-40	—	486 Highland Ave, Jacksonville, FL, 32249	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425878	CLM	Chavez Ethan	1989-09-10	—	7199302937	7974 Lincoln Way, Denver, CO, 80250	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-117466	ENR	Brian H Ford	1998-09-28	UHC-83014-83	6316478969	3178 Harbor Blvd, Houston, TX, 77071	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-133001	ENR	Scott T Welch	1959-08-19	UHC-58824-47	9268572477	3195 Baseline Rd, Atlanta, GA, 30389	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
PRV-26360	PRV	Helen Williams	1996-06-22	—	7898098614	6789 Canyon Rd, Houston, TX, 77046	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-119363	ENR	Teresa J Jimenez	1989-01-10	UHC-32575-99	6633116374	3894 Meadow Ln, Fresno, CA, 93770	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102791	ENR	Stephanie Allen	1994-06-12	UHC-95154-65	3008866836	6831 Oak St, Dallas, TX, 75259	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-425018	CLM	Alan Ferguson	1942-03-01	—	—	8978 Grand Ave, Eden Prairie, MN, 55362	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130976	ENR	Christine Wright	1955-03-17	UHC-12937-89	9174292664	1177 Hillcrest Rd, Chandler, AZ, 85277	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62607	TPA	Michael Johnston	1994-08-25	—	—	9651 Ocean Ave, Charlotte, NC, 28251	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-51736	TPA	Diana Russell	1999-01-05	—	—	3778 Apache Blvd, Tempe, AZ, 85228	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-53833	TPA	Randy Thompson	1994-11-20	—	—	4277 Elm St, Houston, TX, 77081	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427637	CLM	Roy G Burns	1996-01-06	UHC-22217-24	—	1170 Church St, Denver, CO, 80296	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-418171	CLM	Ahmed Adams	2001-12-06	UHC-61442-82	6422262115	3121 Union St, Las Vegas, NV, 89139	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-403425	CLM	Jessica Burns	2007-05-20	UHC-28147-73	—	8189 Sage Ct, Seattle, WA, 98114	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130254	ENR	Samantha Dean	2004-11-26	UHC-17723-18	7555663797	8064 Indian School Rd, Dallas, TX, 75280	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418506	CLM	Emma Parker	1938-04-22	—	6326364147	3226 Spring St, Tucson, AZ, 85718	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25343	PRV	Abigail Owens	1964-11-24	UHC-36998-88	8754649144	9000 Valley View Dr Apt 35, Chandler, AZ, 85247	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-425732	CLM	Amber Jordan	1985-02-17	UHC-29175-45	—	1088 Sunset Blvd, Seattle, WA, 98186	0.52	Two-digit birth year City re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-107661	ENR	Sara Carr	1982-05-24	UHC-76869-45	4134100117	3915 Washington St, Nashville, TN, 37293	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61568	TPA	Barbara Dunn	2007-01-04	UHC-34994-98	—	8620 Cedar Ln, Miami, FL, 33198	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-431520	CLM	Joan F Harris	1994-07-26	UHC-53549-85	3784526914	2628 Lincoln Way, Minneapolis, MN, 55446	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-423458	CLM	Patricia Cooper	1938-05-02	—	5189299334	3209 Baseline Rd, Fresno, CA, 93792	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409834	CLM	Amber Green	1976-03-15	UHC-30412-77	—	2929 Maple Ave, Seattle, WA, 98104	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-418419	CLM	Henry S Wells	1938-11-01	UHC-53311-49	—	539 Lincoln Way, Plano, TX, 75092	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-122172	ENR	Noah C Oliver	2008-12-05	UHC-30408-58	2635553375	6736 Grand Ave, Dallas, TX	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-406482	CLM	Logan Powell	1961-06-22	—	—	9821 Cedar Ln, Sacramento, CA, 95845	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400156	CLM	Harold Bursn	1974-12-10	—	—	8011 Ocean Ave, Miami, FL, 33150	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405812	CLM	Terry James	1977-02-05	UHC-30688-05	—	851 Grand Ave, Denver, CO	0.52	Two-digit birth year ZIP missing Gender normalised Plan code upper-cased+2 more
CLM-429033	CLM	Isabella McDonald	1965-02-03	UHC-42587-12	—	4192 Willow Ct, Orlando, FL, 32816	0.52	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-413545	CLM	Kelly Kelly	1943-06-14	—	—	8272 Oak St Apt 15, Seattle, WA, 98158	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
TPA-55327	TPA	Hirohsi Hanson	1939-12-11	—	—	6791 Baseline Rd, Minneapolis, MN, 55425	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-411481	CLM	Sarah W Olson	2000-06-19	UHC-48451-84	—	5496 River Rd, Seattle, WA	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-425953	CLM	Kathleen A Gonzalez	1977-04-13	UHC-75427-62	—	5316 Spring St, Charlotte, NC, 28291	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-122642	ENR	Robert K Sandoval	1983-10-28	UHC-65139-83	2917441160	1782 Mountain View Dr, Fresno, CA, 93776	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122328	ENR	Victoria U Padilla	1959-10-24	UHC-11852-45	7215731861	3519 Willow Ct, Seattle, WA, 98135	0.52	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
PRV-21889	PRV	Kennth Roberts	1976-01-07	—	—	2936 Hillcrest Rd, Chandler, AZ, 85268	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-422560	CLM	Larry Foster	1965-06-28	—	—	4669 Sunset Blvd, Tucson, AZ, 85733	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-423652	CLM	David A Long	1966-04-07	UHC-02750-47	—	5155 Maple Ave, Chandler, AZ, 85240	0.52	Middle initial moved out of first name Two-digit birth year ZIP+4 trimmed Email lower-cased+2 more
ENR-129306	ENR	Aron E Vazquez	1969-01-16	UHC-12265-62	3916780884	3443 River Rd, Sacramento, CA, 95803	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-432503	CLM	Evelyn Wright	1986-04-13	UHC-14032-27	—	7919 Harbor Blvd, Jacksonville, FL, 32236	0.52	Two-digit birth year Phone missing area code City re-cased State name converted to code+2 more
CLM-400538	CLM	Matt Lawson	1995-05-15	UHC-09130-12	6187071093	4892 Pine Dr # 147, Mesa, AZ, 85248	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-23247	PRV	Camila Turner	1990-05-10	UHC-89373-58	6009667929	9865 Mesa Dr, Charlotte, NC, 28218	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-120838	ENR	Jacob V George	1957-06-02	UHC-55194-69	4223889938	1133 Lincoln Way # 436, Eden Prairie, MN, 55383	0.52	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-138765	ENR	Margaret Hanson	1994-05-23	UHC-18541-05	5189797677	614 Lake View Rd, Charlotte, NC, 28268	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-50837	TPA	Kyle Z Phillips	1964-08-19	—	—	4114 Cedar Ln, Chandler, AZ	0.52	Name re-cased Two-digit birth year ZIP missing Gender normalised+2 more
CLM-414270	CLM	Albert R Watson	1984-01-26	UHC-54144-28	2924054334	8403 Sage Ct, Las Vegas, NV	0.52	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-400742	CLM	Carolyn Hanson	2008-08-09	UHC-95340-58	5937236006	300 Indian School Rd, Houston, TX, 77016	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-110873	ENR	Marcus P Parker	1974-11-24	UHC-90476-58	9294408641	8429 Camelback Rd, Chandler, AZ, 85255	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28104	PRV	Raymond Phillips	1995-01-28	UHC-34319-11	4037341297	1479 Baseline Rd, Glendale, AZ, 85314	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

6,661 rows, page 34 of 134Previous Next