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 “Date of birth unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113613	ENR	Emma F Simpson	—	UHC-99558-87	9675875832	3337 Valley View Dr, Scottsdale, AZ, 85291	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-100342	ENR	Sofia Woods	—	UHC-13736-25	6864854897	6262 Forest Ave # 867, Chandler, AZ, 85238	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
CLM-405621	CLM	Hirohsi Kennedy	—	—	—	4777 Ocean Ave, Nashville, TN, 37294	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
CLM-405316	CLM	Sofia Ortiz	—	UHC-21428-86	9444603185	8551 Market St, Fresno, CA, 93776	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102719	ENR	Diana D Butler	—	UHC-83959-10	3497566507	1810 Indian School Rd, Scottsdale, AZ, 85294	0.50	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+3 more
ENR-135782	ENR	Hart S Michelle	—	UHC-85075-29	5489911708	2271 Lake View Rd, Houston, TX, 77096	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-133102	ENR	Teresa Campbell	—	UHC-61936-67	9319835392	8865 Mountain View Dr, Eden Prairie, MN, 55357	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-131616	ENR	Sandra Valdez	—	UHC-92310-32	7676699383	4090 Main St, Tampa, FL, 33604	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-121718	ENR	Valentina R Aguilar	—	UHC-88614-93	2386095322	4653 River Rd, Glendale, AZ, 85376	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-431323	CLM	Jack N Jordan	—	—	8123620354	7965 Washington St, Houston, TX	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-142009	ENR	Lisa Knight	—	UHC-55792-79	4128534894	2320 Palm Dr, Dallas, TX, 75215	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-27863	PRV	Paul Coleman	—	UHC-62015-28	7418146580	8638 Main St Apt 16, Miami, FL, 33170	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-61584	TPA	Heather Rios	—	UHC-67463-23	6472954779	6475 Desert Sky Blvd # 668, Sacramento, CA, 95827	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
TPA-61585	TPA	Heather Rios	—	UHC-67463-23	6472954779	6475 Desert Sky Blvd # 668, Sacramento, CA, 95827	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
ENR-102472	ENR	Pamela Ruiz	—	UHC-56632-98	8947061618	2604 Baseline Rd, Gilbert, AZ, 85256	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-422411	CLM	Joseph Carter	—	UHC-97279-29	2537383919	3938 Desert Sky Blvd, Chandler, AZ, 85231	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-105192	ENR	Jennifer B Schmidt	—	UHC-32919-73	5357091043	1207 Washington St, Atlanta, GA, 30360	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
CLM-418449	CLM	Scott Alvarado	—	UHC-03782-04	9649297388	5896 Hillcrest Rd # 565, Glendale, AZ, 85399	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-134222	ENR	Janet Arnold	—	UHC-22906-03	9389239146	1157 Main St, Tempe, AZ, 85227	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-408145	CLM	Yuki C Wagnner	—	UHC-11396-96	6375562087	123 Sage Ct, Nashville, TN	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-26160	PRV	Evelyn Rios	—	UHC-61519-14	9738730967	5133 Grand Ave # 470, Tucson, AZ, 85754	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105336	ENR	Jonathan Reed	—	UHC-35512-91	9467384338	1324 Camelback Rd Apt 1, Tucson, AZ, 85799	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-123151	ENR	Keith C Sanders	—	UHC-17016-66	—	6170 Willow Ct, Atlanta, GA, 30342	0.50	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-142600	ENR	Carl C Simmons	—	UHC-25020-08	8942338595	5222 Ocean Ave, Denver, CO, 80290	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-117611	ENR	Bradley Peterson	—	UHC-57031-71	4137750791	7298 Washington St, Miami, FL	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61486	TPA	Christian Salazar	—	—	—	6140 Elm St, Columbus, OH, 43202	0.50	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+3 more
CLM-418843	CLM	David Masson	—	UHC-84212-31	7909647933	4860 Mountain View Dr, Jacksonville, FL, 32255	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-415255	CLM	Ralph Pena	—	—	4703598893	154 Central Ave, Jacksonville, FL, 32215	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-423312	CLM	Liz Simpson	—	UHC-88527-17	5783778188	7249 Valley View Dr, Las Vegas, NV, 89102	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-418935	CLM	Helen Jimenez	—	UHC-73267-49	—	6644 Mesa Dr, Fresno, CA, 93797	0.50	Name split from “Last, First”Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
ENR-112912	ENR	Julie P Soto	—	UHC-12423-03	3314494120	8093 Jefferson Ave, San Diego, CA, 92188	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-28502	PRV	Vicky Nunez	—	—	7912379308	5348 Central Ave, Houston, TX, 77087	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-122311	ENR	Jacob J Smith	—	UHC-64359-98	—	4760 Canyon Rd, Atlanta, GA, 30361	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
PRV-20690	PRV	Ann Alexander	—	—	—	8659 Ocean Ave, Columbus, OH, 43267	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
ENR-138331	ENR	Megan Jordan	—	UHC-30587-33	3388588391	2809 Valley View Dr, Atlanta, GA, 30319	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432052	CLM	Abigail Wbeb	—	UHC-21830-24	7767183780	7718 Harbor Blvd, Chandler, AZ	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-136040	ENR	Barbara F Armstrong	—	UHC-32868-18	7755853934	4485 Canyon Rd, Dallas, TX, 75260	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-142143	ENR	Alan Hart	—	UHC-90707-57	4202808058	5735 Elm St, Denver, CO	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431664	CLM	James Porter	—	UHC-83196-09	7933835208	7495 Ocean Ave, Tempe, AZ, 85253	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405923	CLM	Rios Harold	—	—	—	6491 Highland Ave Apt 38, Jacksonville, FL, 32262	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
CLM-413684	CLM	Janice Robinson	—	UHC-21270-03	7003879475	5220 River Rd, Columbus, OH, 43244	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-59848	TPA	Judy Carroll	—	UHC-24401-98	9048292620	2492 Mountain View Dr, San Diego, CA, 92157	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-102779	ENR	Alexis Mejia	—	UHC-10534-16	—	530 Baseline Rd, Tucson, AZ	0.50	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-116175	ENR	Jennifer C Ryan	—	UHC-62129-57	5835253371	4040 Sunset Blvd, San Antonio, TX, 78250	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116957	ENR	Amber E Reyes	—	UHC-63044-27	3525515883	6206 Ridge Rd, Minneapolis, MN, 55411	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-431107	CLM	Janet Vazquez	—	UHC-47351-63	—	2641 Palm Dr, Seattle, WA, 98110	0.50	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-408817	CLM	Vicky S Franklin	—	UHC-84410-24	6586858299	5345 Valley View Dr, Denver, CO, 80259	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-109278	ENR	Pamela Mitchell	—	UHC-76970-81	7883541894	5418 River Rd, Phoenix, AZ, 85073	0.50	Date of birth unreadable Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-125174	ENR	Isabella K Aguiilar	—	—	—	839 Mesa Dr Apt 12, Austin, TX, 78756	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
CLM-410976	CLM	Denny Hamilton	—	UHC-00203-27	7818775065	4256 Ocean Ave, Columbus, OH	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more

2,274 rows, page 8 of 46Previous Next