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Filter parsing errors from top earners + add change_in_pension
Browse files- Drop execs where component sum differs >20% from total (bad parses)
- Add change_in_pension to COMP_KEYS and top50 data
- Removes Eric M. Green, Alan N. Forman etc. with inflated totals
- compute_stats.py +15 -5
- dashboard_data.json +142 -92
- index.html +1 -0
compute_stats.py
CHANGED
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@@ -141,12 +141,21 @@ def main():
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}
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comp_stats["breakdown"] = comp_breakdown
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-
# --- Top 50 highest paid (deduplicated) ---
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-
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-
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-
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-
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].copy()
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top_candidates["total_rounded"] = (top_candidates["total"] / 1e6).round(1)
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top_candidates = top_candidates.drop_duplicates(
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subset=["name", "company", "fiscal_year", "total_rounded"]
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@@ -165,6 +174,7 @@ def main():
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"stock_awards": float(row.get("stock_awards", 0) or 0),
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"option_awards": float(row.get("option_awards", 0) or 0),
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"non_equity_incentive": float(row.get("non_equity_incentive", 0) or 0),
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"other_compensation": float(row.get("other_compensation", 0) or 0),
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})
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}
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comp_stats["breakdown"] = comp_breakdown
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+
# --- Top 50 highest paid (deduplicated, validated) ---
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+
comp_detail_cols = ["salary", "bonus", "stock_awards", "option_awards",
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+
"non_equity_incentive", "change_in_pension", "other_compensation"]
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+
top_pool = exec_df[
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+
["name", "company", "fiscal_year", "total", "title"] + comp_detail_cols
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].copy()
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+
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+
# Sanity check: drop records where components don't sum to ~total (parsing errors)
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+
top_pool["comp_sum"] = top_pool[comp_detail_cols].fillna(0).sum(axis=1)
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+
top_pool["diff_pct"] = ((top_pool["total"] - top_pool["comp_sum"]).abs()
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+
/ top_pool["total"].clip(lower=1) * 100)
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+
top_pool = top_pool[top_pool["diff_pct"] <= 20] # allow up to 20% rounding tolerance
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+
top_pool = top_pool.drop(columns=["comp_sum", "diff_pct"])
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+
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+
top_candidates = top_pool.nlargest(200, "total")
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top_candidates["total_rounded"] = (top_candidates["total"] / 1e6).round(1)
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top_candidates = top_candidates.drop_duplicates(
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subset=["name", "company", "fiscal_year", "total_rounded"]
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"stock_awards": float(row.get("stock_awards", 0) or 0),
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"option_awards": float(row.get("option_awards", 0) or 0),
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"non_equity_incentive": float(row.get("non_equity_incentive", 0) or 0),
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+
"change_in_pension": float(row.get("change_in_pension", 0) or 0),
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"other_compensation": float(row.get("other_compensation", 0) or 0),
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})
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dashboard_data.json
CHANGED
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@@ -1,5 +1,5 @@
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{
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-
"generated_at": "2026-03-05T14:
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"pipeline": {
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"total_docs": 83020,
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"funds": 15540,
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@@ -77,6 +77,7 @@
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"stock_awards": 0.0,
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"option_awards": 2283988504.0,
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"non_equity_incentive": 0.0,
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"other_compensation": 0.0
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},
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{
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@@ -90,47 +91,9 @@
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"stock_awards": 296400000.0,
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"option_awards": 797851743.0,
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"non_equity_incentive": 0.0,
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"other_compensation": 3131836.0
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},
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-
{
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-
"name": "Eric M. Green",
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-
"company": "WEST PHARMACEUTICAL SERVICES INC",
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-
"title": "President & Chief Executive Officer",
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-
"fiscal_year": 2016,
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-
"total": 641423648.127,
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-
"salary": 749039.0,
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-
"bonus": 0.0,
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-
"stock_awards": 0.0,
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-
"option_awards": 1026285.0,
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-
"non_equity_incentive": 1000020.0,
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-
"other_compensation": 70066.0
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-
},
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-
{
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-
"name": "Eric M. Green",
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-
"company": "WEST PHARMACEUTICAL SERVICES INC",
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-
"title": "President & Chief Executive Officer",
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-
"fiscal_year": 2017,
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-
"total": 611724756.563,
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-
"salary": 824038.0,
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-
"bonus": 0.0,
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-
"stock_awards": 0.0,
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-
"option_awards": 1526814.0,
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-
"non_equity_incentive": 1500071.0,
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-
"other_compensation": 95660.0
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-
},
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-
{
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-
"name": "Alan N. Forman",
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-
"company": "STR HOLDINGS, INC.",
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-
"title": "Senior Vice President, General Counsel and Secretary",
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-
"fiscal_year": 2010,
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| 126 |
-
"total": 577181228.0,
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| 127 |
-
"salary": 149135.0,
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-
"bonus": 100000.0,
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| 129 |
-
"stock_awards": 0.0,
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-
"option_awards": 0.0,
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-
"non_equity_incentive": 1455000.0,
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-
"other_compensation": 109516.0
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-
},
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{
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"name": "Max Levchin",
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"company": "Affirm Holdings, Inc.",
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@@ -142,21 +105,9 @@
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"stock_awards": 0.0,
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"option_awards": 451052591.0,
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"non_equity_incentive": 0.0,
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"other_compensation": 145135.0
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},
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-
{
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-
"name": "Eric M. Green",
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-
"company": "WEST PHARMACEUTICAL SERVICES INC",
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-
"title": "President & Chief Executive Officer",
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-
"fiscal_year": 2018,
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-
"total": 426215378.813,
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-
"salary": 879615.0,
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-
"bonus": 0.0,
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-
"stock_awards": 0.0,
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-
"option_awards": 1776454.0,
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-
"non_equity_incentive": 1750014.0,
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-
"other_compensation": 64977.0
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-
},
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{
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"name": "Tony Xu",
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"company": "DoorDash, Inc.",
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@@ -168,6 +119,7 @@
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"stock_awards": 413369623.0,
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"option_awards": 0.0,
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"non_equity_incentive": 0.0,
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"other_compensation": 297.0
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},
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{
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@@ -181,6 +133,7 @@
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"stock_awards": 376180000.0,
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"option_awards": 0.0,
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"non_equity_incentive": 900000.0,
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"other_compensation": 16520.0
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},
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{
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@@ -194,6 +147,7 @@
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"stock_awards": 310414910.0,
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"option_awards": 0.0,
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"non_equity_incentive": 44074722.0,
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"other_compensation": 280463.0
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},
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{
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@@ -207,34 +161,9 @@
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"stock_awards": 370051408.0,
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"option_awards": 0.0,
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"non_equity_incentive": 0.0,
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"other_compensation": 0.0
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},
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-
{
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-
"name": "Amin J. Khoury",
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-
"company": "B/E AEROSPACE INC",
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-
"title": "Chairman and Chief Executive Officer",
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-
"fiscal_year": 2012,
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-
"total": 311794213.0,
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-
"salary": 1181415.0,
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-
"bonus": 0.0,
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-
"stock_awards": 3744000.0,
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-
"option_awards": 0.0,
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-
"non_equity_incentive": 2895360.0,
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-
"other_compensation": 3973438.0
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-
},
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-
{
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-
"name": "Amin J. Khoury",
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-
"company": "B/E AEROSPACE INC",
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-
"title": "Chairman and Chief Executive Officer",
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-
"fiscal_year": 2011,
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-
"total": 310467274.0,
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-
"salary": 1135877.0,
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-
"bonus": 0.0,
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-
"stock_awards": 3600018.0,
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-
"option_awards": 0.0,
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-
"non_equity_incentive": 2000000.0,
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-
"other_compensation": 3731379.0
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-
},
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{
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"name": "Sue Nabi",
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"company": "COTY INC.",
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@@ -246,6 +175,7 @@
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"stock_awards": 280200000.0,
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"option_awards": 0.0,
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"non_equity_incentive": 0.0,
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"other_compensation": 42455.0
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},
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{
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@@ -259,6 +189,7 @@
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"stock_awards": 276612072.0,
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"option_awards": 0.0,
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"non_equity_incentive": 0.0,
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"other_compensation": 3359480.0
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},
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{
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@@ -272,6 +203,7 @@
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"stock_awards": 266662480.0,
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"option_awards": 0.0,
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"non_equity_incentive": 480000.0,
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"other_compensation": 9511.0
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},
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{
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@@ -285,6 +217,7 @@
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"stock_awards": 266662480.0,
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"option_awards": 0.0,
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"non_equity_incentive": 480000.0,
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"other_compensation": 6921.0
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},
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{
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@@ -298,6 +231,7 @@
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"stock_awards": 0.0,
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"option_awards": 245953429.0,
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"non_equity_incentive": 0.0,
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|
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"other_compensation": 3254.0
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| 302 |
},
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{
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@@ -311,6 +245,7 @@
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| 311 |
"stock_awards": 242449136.0,
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| 312 |
"option_awards": 0.0,
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| 313 |
"non_equity_incentive": 1055136.0,
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|
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"other_compensation": 26113.0
|
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},
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{
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@@ -324,6 +259,7 @@
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| 324 |
"stock_awards": 242449136.0,
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"option_awards": 0.0,
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| 326 |
"non_equity_incentive": 1055136.0,
|
|
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|
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"other_compensation": 26113.0
|
| 328 |
},
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{
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@@ -337,6 +273,7 @@
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| 337 |
"stock_awards": 231178101.0,
|
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"option_awards": 0.0,
|
| 339 |
"non_equity_incentive": 1950000.0,
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"other_compensation": 75274.0
|
| 341 |
},
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{
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@@ -350,6 +287,7 @@
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"stock_awards": 213985907.0,
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"option_awards": 0.0,
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"non_equity_incentive": 750000.0,
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|
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"other_compensation": 293550.0
|
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},
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{
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@@ -363,6 +301,7 @@
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"stock_awards": 213000000.0,
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"option_awards": 0.0,
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| 365 |
"non_equity_incentive": 0.0,
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|
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"other_compensation": 74185.0
|
| 367 |
},
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{
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@@ -376,6 +315,7 @@
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| 376 |
"stock_awards": 209564040.0,
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"option_awards": 0.0,
|
| 378 |
"non_equity_incentive": 105815.0,
|
|
|
|
| 379 |
"other_compensation": 736529.0
|
| 380 |
},
|
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{
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@@ -389,6 +329,7 @@
|
|
| 389 |
"stock_awards": 198695790.0,
|
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"option_awards": 0.0,
|
| 391 |
"non_equity_incentive": 0.0,
|
|
|
|
| 392 |
"other_compensation": 372410.0
|
| 393 |
},
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| 394 |
{
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@@ -402,6 +343,7 @@
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|
| 402 |
"stock_awards": 0.0,
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| 403 |
"option_awards": 197468738.0,
|
| 404 |
"non_equity_incentive": 864915.0,
|
|
|
|
| 405 |
"other_compensation": 96321.0
|
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},
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{
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@@ -415,6 +357,7 @@
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"stock_awards": 194210935.0,
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| 416 |
"option_awards": 0.0,
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| 417 |
"non_equity_incentive": 1062500.0,
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|
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"other_compensation": 36898.0
|
| 419 |
},
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{
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@@ -428,6 +371,7 @@
|
|
| 428 |
"stock_awards": 194210935.0,
|
| 429 |
"option_awards": 0.0,
|
| 430 |
"non_equity_incentive": 1062500.0,
|
|
|
|
| 431 |
"other_compensation": 22044.0
|
| 432 |
},
|
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{
|
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@@ -441,6 +385,7 @@
|
|
| 441 |
"stock_awards": 102600000.0,
|
| 442 |
"option_awards": 80704876.0,
|
| 443 |
"non_equity_incentive": 0.0,
|
|
|
|
| 444 |
"other_compensation": 6495102.0
|
| 445 |
},
|
| 446 |
{
|
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@@ -454,6 +399,7 @@
|
|
| 454 |
"stock_awards": 0.0,
|
| 455 |
"option_awards": 173606989.0,
|
| 456 |
"non_equity_incentive": 3125000.0,
|
|
|
|
| 457 |
"other_compensation": 25879.0
|
| 458 |
},
|
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{
|
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@@ -467,6 +413,7 @@
|
|
| 467 |
"stock_awards": 159026298.0,
|
| 468 |
"option_awards": 0.0,
|
| 469 |
"non_equity_incentive": 0.0,
|
|
|
|
| 470 |
"other_compensation": 0.0
|
| 471 |
},
|
| 472 |
{
|
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@@ -480,6 +427,7 @@
|
|
| 480 |
"stock_awards": 159026298.0,
|
| 481 |
"option_awards": 0.0,
|
| 482 |
"non_equity_incentive": 0.0,
|
|
|
|
| 483 |
"other_compensation": 0.0
|
| 484 |
},
|
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{
|
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@@ -493,6 +441,7 @@
|
|
| 493 |
"stock_awards": 94555285.0,
|
| 494 |
"option_awards": 50504282.0,
|
| 495 |
"non_equity_incentive": 6082359.0,
|
|
|
|
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"other_compensation": 1935986.0
|
| 497 |
},
|
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{
|
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@@ -506,6 +455,7 @@
|
|
| 506 |
"stock_awards": 149856770.0,
|
| 507 |
"option_awards": 0.0,
|
| 508 |
"non_equity_incentive": 3177979.0,
|
|
|
|
| 509 |
"other_compensation": 84338.0
|
| 510 |
},
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{
|
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@@ -519,6 +469,7 @@
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|
| 519 |
"stock_awards": 0.0,
|
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"option_awards": 115884000.0,
|
| 521 |
"non_equity_incentive": 3490368.0,
|
|
|
|
| 522 |
"other_compensation": 29286876.0
|
| 523 |
},
|
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{
|
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@@ -532,21 +483,9 @@
|
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| 532 |
"stock_awards": 0.0,
|
| 533 |
"option_awards": 115884000.0,
|
| 534 |
"non_equity_incentive": 3490368.0,
|
|
|
|
| 535 |
"other_compensation": 29266876.0
|
| 536 |
},
|
| 537 |
-
{
|
| 538 |
-
"name": "Sumit Singh",
|
| 539 |
-
"company": "Chewy, Inc.",
|
| 540 |
-
"title": "Chief Executive Officer",
|
| 541 |
-
"fiscal_year": 2019,
|
| 542 |
-
"total": 149851889.0,
|
| 543 |
-
"salary": 1200000.0,
|
| 544 |
-
"bonus": 0.0,
|
| 545 |
-
"stock_awards": 0.0,
|
| 546 |
-
"option_awards": 0.0,
|
| 547 |
-
"non_equity_incentive": 1328676.0,
|
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-
"other_compensation": 37836.0
|
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-
},
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{
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"name": "George Kurtz",
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"company": "CrowdStrike Holdings, Inc.",
|
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@@ -558,6 +497,7 @@
|
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| 558 |
"stock_awards": 146123040.0,
|
| 559 |
"option_awards": 0.0,
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| 560 |
"non_equity_incentive": 815588.0,
|
|
|
|
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"other_compensation": 7118.0
|
| 562 |
},
|
| 563 |
{
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@@ -571,6 +511,7 @@
|
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| 571 |
"stock_awards": 15000000.0,
|
| 572 |
"option_awards": 132231612.0,
|
| 573 |
"non_equity_incentive": 0.0,
|
|
|
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@@ -584,6 +525,7 @@
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| 713 |
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| 714 |
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| 728 |
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| 729 |
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| 730 |
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| 731 |
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| 744 |
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| 745 |
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| 756 |
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| 757 |
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| 758 |
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| 759 |
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| 768 |
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| 769 |
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| 770 |
"tables_by_year": {
|
index.html
CHANGED
|
@@ -546,6 +546,7 @@ const COMP_KEYS = [
|
|
| 546 |
{key:'option_awards', label:'Option Awards', color:'#7C3AED'},
|
| 547 |
{key:'bonus', label:'Bonus', color:'#D97706'},
|
| 548 |
{key:'non_equity_incentive', label:'Non-Equity', color:'#16A34A'},
|
|
|
|
| 549 |
{key:'other_compensation', label:'Other', color:'#94A3B8'},
|
| 550 |
];
|
| 551 |
|
|
|
|
| 546 |
{key:'option_awards', label:'Option Awards', color:'#7C3AED'},
|
| 547 |
{key:'bonus', label:'Bonus', color:'#D97706'},
|
| 548 |
{key:'non_equity_incentive', label:'Non-Equity', color:'#16A34A'},
|
| 549 |
+
{key:'change_in_pension', label:'Pension Chg', color:'#F59E0B'},
|
| 550 |
{key:'other_compensation', label:'Other', color:'#94A3B8'},
|
| 551 |
];
|
| 552 |
|