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Public records EDA Pandas + numpy Pinellas County

Pinellas Market Lens

Analyze parcel values, tax burden, assessed-value gaps, and market outliers from official county records.

Exact Market KPIs

Computed from the filtered queryset before exploratory sampling.

Parcels analyzed

1,562

Exact filtered count

Median market value

$180,957

Exact median over non-null values

Mean market value

$191,472

Exact database average

Median price per sqft

$172

Exact median where sqft exists

Total market value

$299,079,893

Exact filtered sum

Median tax rate

1.47%

Annual tax divided by market value

Avg assessed gap

$43,923

Market value minus assessed value

Avg assessed gap %

23.07%

Average gap as share of market value

Market Value Distribution

Price Per Sq Ft Distribution

City Segments

Property Type Segments

Build-Era Trend

Market vs Assessed Value

Analyst Takeaways

  • The current slice contains 1,562 parcels with a median market value of $180,957.
  • The middle 50% of recorded market values spans $170,166 to $193,250.
  • Oldsmar is the largest city segment in this slice with 1,562 parcels.
  • Condominium is the most common property type represented in the filtered data.
  • High-value IQR outliers are exposed as drilldowns so the analysis stays auditable.
  • These are exploratory public-record signals, not predictions or investment advice.

Value Percentiles

P10

$160,680

P25

$170,166

P50

$180,957

P75

$193,250

P90

$237,176

City Segments

City Parcels Median Value Median $/Sqft
Oldsmar 1562 $180,957 $172

Property Type Segments

Type Parcels Median Value Tax Rate
Condominium 1562 $180,957 1.47%

Auditable Outliers

Each row links back to the underlying parcel drilldown.

Exploratory signals, not recommendations

High-Value IQR Outliers

Parcel Metric
1234 CLAYS TRL

Oldsmar 34677 · Condominium

$442,155

$442,155

1250 CLAYS TRL

Oldsmar 34677 · Condominium

$434,265

$434,265

1292 CLAYS TRL

Oldsmar 34677 · Condominium

$419,326

$419,326

1235 CLAYS TRL

Oldsmar 34677 · Condominium

$412,632

$412,632

1218 CLAYS TRL

Oldsmar 34677 · Condominium

$411,708

$411,708

1237 CLAYS TRL

Oldsmar 34677 · Condominium

$406,022

$406,022

1262 CLAYS TRL

Oldsmar 34677 · Condominium

$400,819

$400,819

1264 CLAYS TRL

Oldsmar 34677 · Condominium

$400,819

$400,819

1149 CLAYS TRL

Oldsmar 34677 · Condominium

$400,819

$400,819

1206 CLAYS TRL

Oldsmar 34677 · Condominium

$400,819

$400,819

1204 CLAYS TRL

Oldsmar 34677 · Condominium

$400,819

$400,819

1276 CLAYS TRL

Oldsmar 34677 · Condominium

$398,779

$398,779

Largest Assessed Gaps

Parcel Metric
129 CAMPHOR CIR # C

Oldsmar 34677 · Condominium

78.33%

$162,021

508 MEADOW LN

Oldsmar 34677 · Condominium

73.73%

$180,894

304 WINDWARD PL

Oldsmar 34677 · Condominium

73.49%

$126,857

306 WINDWARD PL

Oldsmar 34677 · Condominium

73.49%

$126,857

308 WINDWARD PL

Oldsmar 34677 · Condominium

72.45%

$171,713

104 WINDWARD PL

Oldsmar 34677 · Condominium

72.45%

$171,713

110 WINDWARD PL

Oldsmar 34677 · Condominium

72.45%

$171,713

206 MEADOW LN

Oldsmar 34677 · Condominium

72.42%

$172,286

312 MEADOW LN

Oldsmar 34677 · Condominium

72.42%

$172,286

202 WINDWARD PL

Oldsmar 34677 · Condominium

72.31%

$175,156

116 MEADOW LN

Oldsmar 34677 · Condominium

72.27%

$175,730

134 SYCAMORE LN # G

Oldsmar 34677 · Condominium

71.74%

$163,763

Highest Tax Burden

Parcel Metric
103 LINDSAY LN

Oldsmar 34677 · Condominium

1.90%

$207,476

216 CLAYS TRL

Oldsmar 34677 · Condominium

1.78%

$358,468

138 LINDSAY LN

Oldsmar 34677 · Condominium

1.77%

$280,754

202 CLAYS TRL

Oldsmar 34677 · Condominium

1.77%

$358,468

208 CLAYS TRL

Oldsmar 34677 · Condominium

1.77%

$358,468

136 LINDSAY LN

Oldsmar 34677 · Condominium

1.77%

$288,280

337 WOODLAKE WYNDE

Oldsmar 34677 · Condominium

1.76%

$190,402

122 LINDSAY LN

Oldsmar 34677 · Condominium

1.76%

$262,776

104 CLAYS TRL

Oldsmar 34677 · Condominium

1.76%

$372,244

140 LINDSAY LN

Oldsmar 34677 · Condominium

1.76%

$287,388

128 LINDSAY LN

Oldsmar 34677 · Condominium

1.75%

$267,678

118 LINDSAY LN

Oldsmar 34677 · Condominium

1.74%

$263,265

Sample Parcels

A high-value sample from the filtered slice for spot-checking the analysis.

Parcel Segment Market Value $/Sqft Tax Rate
1234 CLAYS TRL

10-28-16-50479-010-1003

Oldsmar · Condominium $442,155 $164 1.47%
1250 CLAYS TRL

10-28-16-50479-011-1104

Oldsmar · Condominium $434,265 $161 1.48%
1292 CLAYS TRL

10-28-16-50479-014-1404

Oldsmar · Condominium $419,326 $155 1.48%
1235 CLAYS TRL

10-28-16-50479-002-0202

Oldsmar · Condominium $412,632 $153 1.39%
1218 CLAYS TRL

10-28-16-50479-009-0903

Oldsmar · Condominium $411,708 $152 1.45%
1237 CLAYS TRL

10-28-16-50479-002-0201

Oldsmar · Condominium $406,022 $150 1.39%
1264 CLAYS TRL

10-28-16-50479-012-1204

Oldsmar · Condominium $400,819 $148 1.43%
1262 CLAYS TRL

10-28-16-50479-012-1203

Oldsmar · Condominium $400,819 $148 1.43%
1204 CLAYS TRL

10-28-16-50479-008-0803

Oldsmar · Condominium $400,819 $148 1.43%
1206 CLAYS TRL

10-28-16-50479-008-0804

Oldsmar · Condominium $400,819 $148 1.43%
1149 CLAYS TRL

10-28-16-50479-007-0704

Oldsmar · Condominium $400,819 $148 1.39%
1276 CLAYS TRL

10-28-16-50479-013-1303

Oldsmar · Condominium $398,779 $148 1.43%
1290 CLAYS TRL

10-28-16-50479-014-1403

Oldsmar · Condominium $398,779 $148 1.51%
1207 CLAYS TRL

10-28-16-50479-004-0404

Oldsmar · Condominium $397,650 $147 1.39%
1173 CLAYS TRL

10-28-16-50479-006-0603

Oldsmar · Condominium $397,650 $147 1.39%
1171 CLAYS TRL

10-28-16-50479-006-0604

Oldsmar · Condominium $397,650 $147 1.39%
1191 CLAYS TRL

10-28-16-50479-005-0503

Oldsmar · Condominium $395,845 $147 1.40%
1220 CLAYS TRL

10-28-16-50479-009-0904

Oldsmar · Condominium $395,845 $147 1.43%
1222 CLAYS TRL

10-28-16-50479-009-0905

Oldsmar · Condominium $395,845 $147 1.43%
1278 CLAYS TRL

10-28-16-50479-013-1304

Oldsmar · Condominium $395,760 $158 1.45%
1236 CLAYS TRL

10-28-16-50479-010-1004

Oldsmar · Condominium $395,695 $147 1.43%
1249 CLAYS TRL

10-28-16-50479-001-0102

Oldsmar · Condominium $394,790 $152 1.41%
1189 CLAYS TRL

10-28-16-50479-005-0504

Oldsmar · Condominium $393,932 $146 1.39%
1251 CLAYS TRL

10-28-16-50479-001-0101

Oldsmar · Condominium $386,614 $155 1.42%
1221 CLAYS TRL

10-28-16-50479-003-0304

Oldsmar · Condominium $384,310 $148 1.40%

Methodology

  • Source: Pinellas County Property Appraiser parcel records loaded into the app database.
  • Headline KPIs use exact database aggregates and ordered medians against the filtered queryset.
  • EDA charts and segment tables use pandas/numpy transformations over the analysis frame.
  • Outliers use IQR or top-metric rankings and link back to parcel drilldowns for auditability.
  • No predictive model is used in this version because the public dataset lacks MLS sale prices and reliable beds/baths coverage.