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

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138860	ENR	Austin Ellis	2006-06-21	UHC-48436-96	8722561817	1226 Maple Ave, Orlando, FL, 32851	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-105452	ENR	McDonald Terry	1959-02-10	UHC-28067-04	4875077765	1939 Ridge Rd, Houston, TX, 77071	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107128	ENR	Linda Pena	1943-11-16	UHC-95877-97	4545565707	6796 Ocean Ave, Nashville, TN, 37281	0.76	Phone reformatted City re-cased Gender normalised Plan code upper-cased+2 more
ENR-115351	ENR	Julie Johnson	1971-12-09	UHC-66669-36	8043858243	4699 Sunset Blvd, Houston, TX, 77023	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-106590	ENR	Jeremy K Stephens	1976-06-25	UHC-19456-06	2869869925	20 River Rd, Las Vegas, NV, 89129	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106591	ENR	Jeremy K Stephens	1976-06-25	UHC-19456-06	2869869925	20 River Rd, Las Vegas, NV, 89129	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110597	ENR	Melissa E Ellis	2008-04-05	UHC-92087-18	5767140166	2708 Elm St, Houston, TX, 77066	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120246	ENR	Samantha Clark	1944-06-24	UHC-89552-08	6052837949	9047 Sunset Blvd, Scottsdale, AZ, 85234	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-110567	ENR	Carolyn Kelley	1991-02-21	UHC-16333-75	8787864914	4456 Jefferson Ave, Tampa, FL, 33609	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121126	ENR	Brenda A Harper	1940-05-15	UHC-10195-16	—	7291 Ocean Ave, Mesa, AZ, 85254	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111700	ENR	Eugnee King	1977-12-14	UHC-68491-61	5913784107	5527 Lincoln Way, Tampa, FL, 33676	0.76	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased+2 more
CLM-410340	CLM	Emma Simpson	1952-06-28	UHC-99558-87	—	3337 Valley View Dr, Scottsdale, AZ, 85291	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-432124	CLM	Madison Carpenter	1997-10-11	UHC-28496-43	5889237039	913 Cedar Ln, Nashville, TN, 37274	0.76	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+2 more
ENR-140788	ENR	Peter H Banks	1991-12-21	—	5422779550	7123 Ridge Rd # 128, Orlando, FL, 32892	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
ENR-140787	ENR	Peter H Banks	1991-12-21	—	5422779550	7123 Ridge Rd # 128, Orlando, FL, 32892	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
CLM-432574	CLM	Stephen West	1942-02-06	—	3659807490	1006 Market St, Houston, TX, 77065	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-62798	TPA	Mark Miiller	1999-06-21	—	—	1632 Union St, Austin, TX, 78741	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-62851	TPA	Stephanie Ruiz	1960-09-07	—	—	7665 Mesa Dr, Los Angeles, CA, 90093	0.76	Name re-cased Date of birth reformatted ZIP+4 trimmed Plan code upper-cased+2 more
ENR-115967	ENR	Jeffrey G Gonzalez	1980-02-24	UHC-50032-35	4225263923	4581 Meadow Ln, Austin, TX, 78744	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23372	PRV	Mateo A King	1951-02-19	UHC-58436-86	6123188216	4459 Hillcrest Rd, Tempe, AZ, 85203	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-410483	CLM	Sean Z Bishop	1972-02-13	UHC-26339-90	—	1837 Grand Ave, Los Angeles, CA, 90082	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-432603	CLM	Maria Perry	1959-07-07	—	8904423563	7211 Lake View Rd, Scottsdale, AZ, 85256	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-402178	CLM	Arthur Reynolds	1984-05-13	—	—	9016 Elm St, Tampa, FL, 33696	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-106690	ENR	Denise Elliott	1986-11-13	UHC-46501-36	2338501801	3350 Camelback Rd, Denver, CO, 80238	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108794	ENR	Kelly B Richards	1995-06-22	UHC-61615-48	—	7406 Pine Dr, Orlando, FL, 32830	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129553	ENR	Andrew Burton	1970-08-05	UHC-88406-12	4742145016	4315 Camelback Rd, Tampa, FL, 33642	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141041	ENR	Charlotte Ferguson	1982-06-01	UHC-06552-12	—	1240 Mesa Dr, Gilbert, AZ, 85240	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-134859	ENR	Natalie I Reyes	1963-03-17	UHC-20278-68	9546606252	1848 Willow Ct, Scottsdale, AZ, 85286	0.76	Phone reformatted Member ID reformatted City re-cased State name converted to code+2 more
PRV-22355	PRV	Jess Ryvera	2006-11-22	UHC-07697-36	3596923588	207 Canyon Rd, Miami, FL, 33103	0.76	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+2 more
ENR-104837	ENR	Donald T Young	1967-05-24	UHC-33322-36	7228881214	5271 Lake View Rd, Denver, CO, 80288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105760	ENR	Teresa N George	1971-06-02	UHC-44926-85	4985603209	1320 Ridge Rd, San Diego, CA, 92124	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-105896	ENR	Kathryn U Russell	1994-05-21	UHC-26147-08	5994823847	8184 Cedar Ln, Gilbert, AZ, 85243	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-418762	CLM	Cheryl Silva	1960-05-07	UHC-61430-78	3079752556	—	0.76	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+2 more
ENR-124464	ENR	Doris G Jacobs	2000-01-16	UHC-45965-80	—	4453 Baseline Rd, Charlotte, NC, 28287	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406710	CLM	Mairana Simmons	1954-11-18	—	—	5200 Desert Sky Blvd, Tempe, AZ, 85279	0.76	Name re-cased Date of birth reformatted State name converted to code Plan code upper-cased+2 more
CLM-429456	CLM	Jose Yang	1996-12-24	—	—	6764 Ridge Rd, Tampa, FL, 33657	0.76	Street suffix standardised Address re-cased State code upper-cased Plan code upper-cased+2 more
ENR-140857	ENR	Omar X Jacobs	1995-09-22	UHC-24754-97	9034656337	6910 Meadow Ln, Charlotte, NC, 28216	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
CLM-416370	CLM	Lisa Rice	1975-07-12	UHC-13130-09	—	1330 Ridge Rd, Phoenix, AZ, 85094	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137719	ENR	Jacob Brown	1947-10-11	UHC-24152-73	2892313117	4000 Mountain View Dr, Minneapolis, MN, 55484	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-420227	CLM	Raymond Elliott	1956-04-25	UHC-34636-62	8403759083	8816 Forest Ave, Denver, CO, 80284	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110215	ENR	Michael I Watkins	1938-11-16	UHC-26276-92	8558473410	852 Market St, Fresno, CA, 93718	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-421201	CLM	Peterson V Diane	1945-05-14	UHC-44831-58	4464578209	7230 Church St, Jacksonville, FL, 32223	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421202	CLM	Peterson V Diane	1945-05-14	UHC-44831-58	4464578209	7230 Church St, Jacksonville, FL, 32223	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138863	ENR	Carolyn Y Gonzalez	1939-03-26	UHC-17410-90	2189811835	4727 Highland Ave, Las Vegas, NV	0.76	Date of birth reformatted Phone reformatted ZIP missing Plan code upper-cased+2 more
ENR-130232	ENR	Kenneth D Rios	1940-03-10	UHC-43039-54	—	1594 Washington St, Mesa, AZ, 85226	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414687	CLM	Evelyn Burns	1919-10-17	UHC-64453-70	7284719453	4461 Spring St, Tampa, FL, 33671	0.76	Street suffix standardised Address re-cased Email lower-cased Plan code upper-cased+2 more
ENR-106036	ENR	Megan M Hoffman	1944-06-19	UHC-69393-90	5052121047	536 Elm St, San Antonio, TX, 78215	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-126569	ENR	Rebecca V Foster	1972-09-20	UHC-85099-24	—	2598 Oak St, San Diego, CA, 92198	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100577	ENR	Camila Y Bryant	1941-07-01	UHC-78163-31	4093755405	517 Harbor Blvd, Columbus, OH, 43259	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137320	ENR	Daniel Simmons	1983-03-21	UHC-22539-64	6042485851	3758 Harbor Blvd, Chandler, AZ, 85264	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

3,278 rows, page 35 of 66Previous Next