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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429619	CLM	Patrcia Murray	1950-05-27	UHC-35124-01	8066114608	9786 Ridge Rd, San Diego, CA, 92152	0.66	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+1 more
CLM-429618	CLM	Patrcia Murray	1950-05-27	UHC-35124-01	8066114608	9786 Ridge Rd, San Diego, CA, 92152	0.66	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+1 more
ENR-101055	ENR	Debra H Bishop	—	UHC-74782-94	3157943023	5514 Grand Ave, Gilbert, AZ	0.66	Date of birth unreadable Phone reformatted State code upper-cased ZIP missing+1 more
ENR-140183	ENR	Elizabeth O Lane	1984-04-14	UHC-82354-43	3724998421	8892 Apache Blvd, Minneapolis, MN	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
ENR-112834	ENR	Steven Vazquez	1997-02-28	UHC-56994-16	9825841612	2766 Spring St, Tucson, AZ, 85730	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted State code upper-cased+1 more
ENR-112833	ENR	Steven Vazquez	1997-02-28	UHC-56994-16	9825841612	2766 Spring St, Tucson, AZ, 85730	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted State code upper-cased+1 more
TPA-54499	TPA	Daniel D Alvarez	1943-05-25	—	4276742153	6848 Grand Ave, Austin, TX, 78790	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-112304	ENR	Jesse Martinez	1995-06-06	UHC-96971-36	7814438649	5938 Canyon Rd, Dallas, TX, 75224	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-401341	CLM	Catherine Ellis	1939-12-19	—	—	3991 Park Pl Apt 38, Chandler, AZ, 85202	0.66	Name re-cased Unit split from street State code upper-cased Gender normalised+1 more
ENR-139324	ENR	Ronald Santos	1964-01-02	UHC-84582-52	6147873280	541 Camelback Rd, Jacksonville, FL	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-139325	ENR	Ronald Santos	1964-01-02	UHC-84582-52	6147873280	541 Camelback Rd, Jacksonville, FL	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-137133	ENR	Janice Sto	1955-05-28	UHC-96551-62	2772719495	3265 Mountain View Dr, Las Vegas, NV, 89127	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
ENR-110594	ENR	Camila Griffin	2002-02-22	UHC-54579-08	3243828322	6395 Canyon Rd, Las Vegas, NV, 89121	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-55574	TPA	Olivia Dominguez	1977-08-09	—	—	7574 Bayshore Dr, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
ENR-131576	ENR	Willie B Butller	1978-04-20	UHC-72796-94	7027638949	5682 Union St, Sacramento, CA, 95872	0.66	Phone reformatted SSN last four extracted City re-cased State code upper-cased+1 more
ENR-115942	ENR	Lawrence Rodriguez	1939-09-17	UHC-25245-14	7214647303	2258 Church St, Nashville, TN, 37277	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-125331	ENR	Carol Vasquez	1965-12-11	UHC-02457-29	3029430528	6253 Washington St, San Diego, CA, 92140	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-103244	ENR	Bradley W Turner	1961-08-04	UHC-55785-69	3202071846	2375 Mesa Dr # 886, Las Vegas, NV, 89184	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-113441	ENR	Teresa J Hanson	1951-09-17	UHC-21907-74	3558731205	2999 Pine Dr, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-126449	ENR	Grace Espinoza	1963-01-08	UHC-25192-82	2886636749	466 Willow Ct, Las Vegas, NV, 89161	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-61284	TPA	Douglas Edwards	1962-05-28	—	—	3224 Desert Sky Blvd # 150, Sacramento, CA, 95830	0.66	Name split from “Last, First”Unit split from street City re-cased State code upper-cased+1 more
CLM-416354	CLM	Bruce K Philllips	1989-05-28	—	—	5407 Hillcrest Rd, Las Vegas, NV	0.66	Name split from “Last, First”State code upper-cased ZIP missing Whitespace trimmed+1 more
CLM-407537	CLM	Virginia Yang	1988-08-28	UHC-41415-62	6856039563	200 Jefferson Ave Apt 37, Mesa, AZ, 85287	0.66	Phone reformatted Unit split from street State code upper-cased ZIP+4 trimmed+1 more
ENR-118761	ENR	Ftaima I Armstrong	1995-10-30	UHC-67007-59	—	790 Bayshore Dr, Austin, TX, 78706	0.66	Name split from “Last, First”Phone missing area code State code upper-cased Email lower-cased+1 more
ENR-138751	ENR	Betty B Murray	1986-04-20	UHC-79482-59	5942915107	6683 Market St, Columbus, OH, 43273	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-134346	ENR	Julie G Jensen	1970-04-14	UHC-39503-67	4955907765	5625 Baseline Rd, Los Angeles, CA, 90060	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-58559	TPA	Jeffrey Wells	1992-03-12	—	—	6803 Apache Blvd, San Antonio, TX	0.66	Two-digit birth year State code upper-cased ZIP missing Whitespace trimmed+1 more
ENR-134019	ENR	Michelle Y Jimenez	1994-09-17	UHC-06168-30	—	5351 Hillcrest Rd, Scottsdale, AZ, 85255	0.66	Name re-cased Date of birth reformatted SSN last four extracted State code upper-cased+1 more
CLM-411336	CLM	Jacqueline Burke	1969-12-10	—	—	9478 Harbor Blvd, San Diego, CA, 92122	0.66	Name re-cased Two-digit birth year State code upper-cased Gender normalised+1 more
PRV-29474	PRV	Michael Ramirez	2007-02-19	UHC-59993-39	8239850779	7881 Maple Ave Apt 1, Dallas, TX, 75205	0.66	Date of birth reformatted Unit split from street State code upper-cased ZIP+4 trimmed+1 more
ENR-108998	ENR	Arthur L Bennett	1999-10-06	UHC-95087-14	2059529160	9341 Forest Ave, Dallas, TX, 75241	0.66	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-101150	ENR	Robert Willis	1977-03-17	UHC-09595-88	7779348618	7373 Harbor Blvd, Jacksonville, FL, 32248	0.66	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-413116	CLM	Barbara Snyder	1975-07-12	UHC-34905-16	5285628009	1746 Bayshore Dr, Charlotte, NC, 28217	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119907	ENR	Adam MJunk	2008-10-07	UHC-57645-54	2343159020	2956 Sage Ct, Minneapolis, MN, 55474	0.66	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
TPA-56431	TPA	Henry Pierce	2006-12-27	—	—	1170 Camelback Rd, Jacksonville, FL	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
ENR-138362	ENR	Sandra Brown	—	UHC-38120-34	7064594971	4287 Central Ave, Mesa, AZ, 85278	0.66	Date of birth unreadable Phone reformatted SSN last four extracted State code upper-cased+1 more
ENR-115659	ENR	Donald O Lynch	1999-02-27	UHC-41325-80	—	2835 Lake View Rd, Mesa, AZ, 85265	0.66	Name re-cased Two-digit birth year State code upper-cased ZIP+4 trimmed+1 more
CLM-410926	CLM	Rachel Willis	1975-12-03	UHC-19492-19	—	12 Ocean Ave, Charlotte, NC, 28279	0.66	Date of birth reformatted State code upper-cased ZIP+4 trimmed Gender normalised+1 more
CLM-416024	CLM	Brnda Nelson	1946-06-04	UHC-04067-06	—	1315 Market St, Gilbert, AZ	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-416023	CLM	Brnda Nelson	1946-06-04	UHC-04067-06	—	1315 Market St, Gilbert, AZ	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-422794	CLM	Vincent Russell	1998-07-01	UHC-99059-22	—	1656 Maple Ave, Eden Prairie, MN, 55319	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
ENR-118149	ENR	Diana V Bowman	1949-07-02	UHC-94241-40	8376057654	3258 Forest Ave, Tucson, AZ, 85742	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-138681	ENR	Therresa Roggers	1966-02-03	UHC-93439-83	7816874581	5959 Forest Ave, Mesa, AZ	0.66	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-428047	CLM	Roger R Arnold	1998-06-21	UHC-95060-50	—	1890 Meadow Ln, Fresno, CA, 93709	0.66	Two-digit birth year State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-126295	ENR	Gregory S Wagner	1968-04-22	UHC-10634-98	9892776402	3175 Mesa Dr, Scottsdale, AZ, 85228	0.66	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP+4 trimmed+1 more
CLM-419654	CLM	Lisa Vargas	1939-02-28	—	—	3295 Meadow Ln, Atlanta, GA, 30367	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
PRV-28631	PRV	Justin Jackson	1995-01-02	UHC-75123-32	—	4662 Apache Blvd, Denver, CO, 80254	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-23107	PRV	Brittany Q Fowler	1948-04-11	—	7738311115	4303 Lake View Rd, San Antonio, TX, 78274	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
CLM-410466	CLM	Roy M Crawford	2004-06-04	UHC-12133-87	—	1696 Park Pl, Mesa, AZ, 85297	0.66	Name split from “Last, First”Member ID reformatted SSN last four extracted State code upper-cased+1 more
ENR-140259	ENR	Denise F Grey	1990-02-27	UHC-81576-78	9807223001	5378 Union St, Plano, TX, 75049	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more

4,010 rows, page 28 of 81Previous Next