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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27951	PRV	John Z Bryant	1951-11-03	—	6278474946	9217 Elm St, Orlando, FL	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-111687	ENR	Mratha B Soto	1957-12-05	UHC-45087-63	5014708672	2000 Harbor Blvd, Austin, TX, 78700	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137038	ENR	Gaary Herrera	1983-11-17	UHC-69117-24	5483689686	589 Mountain View Dr, Plano, TX, 75017	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59387	TPA	Larry Bradley	2001-10-13	—	—	3299 Pine Dr, Eden Prairie, MN, 55391	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122979	ENR	Diane L Armstrong	2004-04-20	UHC-42308-24	2015399999	3013 Forest Ave # 864, Charlotte, NC, 28246	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125738	ENR	Justin Q Murphy	—	UHC-52723-74	3747576957	8829 Pine Dr, Dallas, TX, 75279	0.52	Date of birth reformatted Date of birth unreadable Phone reformatted SSN last four extracted+2 more
TPA-57875	TPA	Andrea Carter	1968-01-14	—	—	589 Bayshore Dr, Houston, TX, 77082	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-51518	TPA	Betty Carlson	1976-12-24	—	—	3306 River Rd, Seattle, WA, 98135	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-105592	ENR	Santiago Herrera	1965-05-20	UHC-36829-74	2975336713	9406 Washington St, Mesa, AZ, 85267	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116179	ENR	Jacob L Evans	1966-12-02	UHC-47768-24	9006880173	7447 Baseline Rd, Fresno, CA, 93759	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+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
ENR-142058	ENR	Timothy G Bennett	1940-11-17	UHC-58565-83	3744460647	1538 Harbor Blvd # 855, Tempe, AZ, 85234	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58589	TPA	Carolyn Ortiz	1983-01-27	—	—	4744 Cedar Ln, Miami, FL, 33179	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402877	CLM	Amanda Austin	1998-09-20	—	2236782382	8867 Elm St, Plano, TX, 75075	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429612	CLM	Karen Richardson	1962-12-14	UHC-37708-18	—	1730 Central Ave, Nashville, TN, 37248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-138758	ENR	Dorothy Y Banks	1968-02-22	UHC-45975-38	7796758829	2711 Baseline Rd, Orlando, FL, 32854	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-411938	CLM	Keith Ramirez	1954-06-19	UHC-39559-25	—	9683 Grand Ave, Tempe, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
PRV-28784	PRV	Julia Z Nelson	1997-06-11	—	8142135020	6787 Maple Ave, Tucson, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104227	ENR	Adam H Buurke	1940-09-04	UHC-31213-74	5924843277	1835 Hillcrest Rd, Nashville, TN, 37249	0.52	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+2 more
CLM-414365	CLM	Frank C Garrett	1994-06-20	—	—	9348 Mesa Dr, Charlotte, NC	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-118202	ENR	Grace I Ramos	1991-08-09	UHC-74116-69	7933245860	683 Hillcrest Rd, Charlotte, NC, 28231	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-61374	TPA	Joan Soto	1981-05-17	—	—	1004 Apache Blvd Apt 14, Los Angeles, CA, 90000	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131774	ENR	Mendoza Frank	1981-10-06	UHC-46190-14	9387076634	9694 Oak St, Charlotte, NC, 28225	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-108112	ENR	Nick Harrison	1986-01-22	UHC-96747-20	5779084010	8587 Maple Ave, Dallas, TX, 75262	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-400056	CLM	Samantha Young	1990-04-28	—	3607451738	5157 Harbor Blvd, San Antonio, TX, 78231	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21142	PRV	Valentina Saalazar	1971-07-20	UHC-13048-68	7558263969	7124 Desert Sky Blvd, Charlotte, NC, 28265	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120370	ENR	Mark Hunter	1941-09-01	UHC-16438-98	—	1443 Elm St, San Diego, CA, 92170	0.52	Phone missing area code SSN last four extracted City re-cased Gender normalised+2 more
ENR-100772	ENR	Stephanie Campbell	1960-03-15	UHC-45143-38	3997886790	8660 Central Ave, Atlanta, GA, 30368	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-140264	ENR	Betty T Griffin	1956-02-08	UHC-23779-75	3918274461	4989 Central Ave, Las Vegas, NV	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+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
TPA-61520	TPA	Samantha Wang	1995-09-10	—	—	570 Ridge Rd, Charlotte, NC, 28202	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code Gender normalised+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-417803	CLM	Cheryl Butler	1972-02-27	—	—	7407 Ocean Ave, Atlanta, GA, 30320	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-125892	ENR	Edward S Bradley	1966-09-03	UHC-46461-64	2709348793	5113 Main St, San Antonio, TX, 78243	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-139492	ENR	Samuel Castro	1979-01-22	UHC-38821-19	3734718208	9315 Mountain View Dr, Tempe, AZ, 85241	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130188	ENR	Beverly X Valdez	1989-10-24	UHC-20571-96	2017033754	9115 Canyon Rd, Charlotte, NC, 28227	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416531	CLM	Frances Black	1973-01-08	—	7653643713	8621 Camelback Rd, Plano, TX, 75028	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-401834	CLM	Virginia Vazquez	1995-03-27	UHC-31745-21	—	1472 Willow Ct, Eden Prairie, MN	0.52	Street suffix standardised Address re-cased ZIP missing Email lower-cased+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-109603	ENR	Maria I Estrada	1953-05-25	UHC-10803-92	6723712656	5526 Valley View Dr, Jacksonville, FL	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109602	ENR	Maria I Estrada	1953-05-25	UHC-10803-92	6723712656	5526 Valley View Dr, Jacksonville, FL	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427605	CLM	Frances Campbell	1992-09-16	UHC-98486-22	4566992135	94 Washington St, Austin, TX, 78717	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52646	TPA	Harold Carr	1978-01-16	—	—	7475 Pine Dr, Denver, CO, 80247	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-413975	CLM	Mary Knight	1939-11-27	UHC-60578-16	—	6718 Valley View Dr, Atlanta, GA, 30382	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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
CLM-413789	CLM	Alice Baker	1952-04-16	UHC-01066-48	—	2666 Church St, Gilbert, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
ENR-110320	ENR	Joan Ellis	2007-12-16	—	4497779318	3040 Willow Ct, Atlanta, GA	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

16,828 rows, page 84 of 337Previous Next