kglite 0.10.26

Pure-Rust knowledge graph engine — Cypher pipeline, snapshot/working CoW transactions, columnar/mmap/disk storage backends, optional dataset loaders (SEC EDGAR, Sodir, Wikidata). PyO3 wrappers live in the sibling kglite-py crate (the Python wheel); embeddable directly from any Rust binary without PyO3 in the dep tree.
Documentation
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
//! DEF 14A governance parsers (F9): shareholder-meeting proposals,
//! the CEO pay-ratio disclosure, and the independent-auditor fee
//! table.
//!
//! All three are heuristic scans over stripped proxy text — proxy
//! statements have no schema, so expect partial coverage. Each
//! extractor returns nothing rather than guess when its anchor
//! keywords are absent.

/// A voting item on the proxy ballot.
#[derive(Debug, Clone, PartialEq)]
pub struct Proposal {
    /// The ballot number as printed ("1", "2", …).
    pub number: String,
    pub description: String,
    /// "FOR" | "AGAINST" | "" — the board's voting recommendation.
    pub board_recommendation: String,
    /// "company" | "shareholder".
    pub proposal_type: String,
}

/// The Item 402(u) CEO-to-median-employee pay-ratio disclosure.
#[derive(Debug, Clone, PartialEq)]
pub struct CeoPayRatio {
    pub fiscal_year: String,
    pub ceo_total_comp: Option<f64>,
    pub median_employee_comp: Option<f64>,
    /// The ratio expressed as `N` in "N to 1".
    pub ratio: Option<f64>,
}

/// The Item 9(e) independent-auditor fee table — most recent year.
#[derive(Debug, Clone, PartialEq)]
pub struct AuditFees {
    pub fiscal_year: String,
    pub auditor_name: String,
    pub audit_fees: Option<f64>,
    pub audit_related_fees: Option<f64>,
    pub tax_fees: Option<f64>,
    pub other_fees: Option<f64>,
}

// ───────────────────────────── proposals ─────────────────────────────

const NUMBER_WORDS: &[(&str, &str)] = &[
    ("one", "1"),
    ("two", "2"),
    ("three", "3"),
    ("four", "4"),
    ("five", "5"),
    ("six", "6"),
    ("seven", "7"),
    ("eight", "8"),
    ("nine", "9"),
    ("ten", "10"),
];

/// Extract ballot proposals from raw DEF 14A HTML. Conservative —
/// keys on the explicit "Proposal N" heading; the looser "Item No. N"
/// style is left out because it collides with regulatory "Item 402"
/// references.
pub fn extract_proposals(html: &str) -> Vec<Proposal> {
    let text = strip(html);
    let lc = text.to_ascii_lowercase();
    let mut out: Vec<Proposal> = Vec::new();
    let mut seen: Vec<String> = Vec::new();
    let mut from = 0;
    while let Some(rel) = lc[from..].find("proposal ") {
        let idx = from + rel;
        from = idx + 9;
        let after = &text[idx + 9..(idx + 9 + 160).min(text.len())];
        let Some(number) = leading_number(after) else {
            continue;
        };
        if seen.contains(&number) {
            continue;
        }
        // Description: the text after the number, de-punctuated, up to
        // a sentence end or 110 chars.
        let desc_start = after.find(&number).map(|p| p + number.len()).unwrap_or(0);
        let desc_raw = &after[desc_start..];
        let description = clean_description(desc_raw);
        if description.len() < 4 {
            continue;
        }
        let window = &lc[idx..(idx + 700).min(lc.len())];
        let board_recommendation = if window.contains("recommends a vote against")
            || window.contains("recommends you vote against")
        {
            "AGAINST".to_string()
        } else if window.contains("recommends a vote for")
            || window.contains("recommends you vote for")
            || window.contains("recommends that")
        {
            "FOR".to_string()
        } else {
            String::new()
        };
        let proposal_type =
            if window.contains("shareholder proposal") || window.contains("stockholder proposal") {
                "shareholder"
            } else {
                "company"
            };
        seen.push(number.clone());
        out.push(Proposal {
            number,
            description,
            board_recommendation,
            proposal_type: proposal_type.to_string(),
        });
        if out.len() >= 20 {
            break;
        }
    }
    out
}

/// Read a leading proposal number — a digit run or a spelled number
/// word — from the start of `s` (after trimming punctuation/space).
fn leading_number(s: &str) -> Option<String> {
    let t = s.trim_start_matches(|c: char| {
        c.is_whitespace() || matches!(c, '.' | ':' | '-' | '' | '#' | ')')
    });
    let digits: String = t.chars().take_while(|c| c.is_ascii_digit()).collect();
    if let Ok(n) = digits.parse::<u32>() {
        // A real ballot has a handful of items; a larger number is a
        // page reference the scan mistook for a proposal number.
        if (1..=20).contains(&n) {
            return Some(n.to_string());
        }
        return None;
    }
    let word: String = t
        .chars()
        .take_while(|c| c.is_ascii_alphabetic())
        .collect::<String>()
        .to_ascii_lowercase();
    NUMBER_WORDS
        .iter()
        .find(|(w, _)| *w == word)
        .map(|(_, n)| n.to_string())
}

/// Trim leading punctuation, take up to the first sentence end or
/// 110 chars.
fn clean_description(s: &str) -> String {
    let t = s.trim_start_matches(|c: char| {
        c.is_whitespace() || matches!(c, '.' | ':' | '-' | '' | '#' | ')' | '(')
    });
    let cut = t
        .char_indices()
        .find(|&(i, c)| c == '.' || c == '\n' || i >= 110)
        .map(|(i, _)| i)
        .unwrap_or(t.len());
    t[..cut].trim().to_string()
}

// ───────────────────────────── pay ratio ─────────────────────────────

/// Extract the CEO pay-ratio disclosure. Returns `None` when the
/// proxy carries no pay-ratio section.
pub fn extract_pay_ratio(html: &str) -> Option<CeoPayRatio> {
    let text = strip(html);
    let lc = text.to_ascii_lowercase();
    // Anchor on the disclosure language.
    if !lc.contains("pay ratio") && !lc.contains("median employee") {
        return None;
    }
    let ratio = find_ratio(&text, &lc);
    let median_employee_comp = lc
        .find("median employee")
        .and_then(|p| find_dollar(&text, p, 400));
    let ceo_total_comp = lc
        .find("our ceo")
        .or_else(|| lc.find("chief executive officer"))
        .and_then(|p| find_dollar(&text, p, 400));
    if ratio.is_none() && median_employee_comp.is_none() {
        return None;
    }
    let fiscal_year = lc
        .find("pay ratio")
        .and_then(|p| find_year(&text, p.saturating_sub(200), 400))
        .unwrap_or_default();
    Some(CeoPayRatio {
        fiscal_year,
        ceo_total_comp,
        median_employee_comp,
        ratio,
    })
}

/// Find a "N to 1" / "N:1" ratio anchored within ~220 chars after the
/// word "ratio". Rejects values in the 1900-2100 range — those are
/// mis-read dates, not pay ratios.
fn find_ratio(text: &str, lc: &str) -> Option<f64> {
    let mut from = 0;
    while let Some(rel) = lc[from..].find("ratio") {
        let anchor = from + rel;
        from = anchor + 5;
        let win_end = (anchor + 220).min(text.len());
        let window = &text[anchor..win_end];
        let win_lc = &lc[anchor..win_end];
        for marker in [" to 1", "-to-1", ": 1", ":1"] {
            let Some(m) = win_lc.find(marker) else {
                continue;
            };
            // Numeric run immediately before the marker.
            let num: String = window[..m]
                .chars()
                .rev()
                .take_while(|c| c.is_ascii_digit() || matches!(c, ',' | '.'))
                .collect::<String>()
                .chars()
                .rev()
                .collect();
            let cleaned: String = num.chars().filter(|c| *c != ',').collect();
            if let Ok(v) = cleaned.parse::<f64>() {
                let is_year = (1900.0..=2100.0).contains(&v);
                if (2.0..=100_000.0).contains(&v) && !is_year {
                    return Some(v);
                }
            }
        }
    }
    None
}

// ───────────────────────────── audit fees ─────────────────────────────

const AUDITORS: &[&str] = &[
    "PricewaterhouseCoopers",
    "Ernst & Young",
    "Deloitte & Touche",
    "Deloitte",
    "KPMG",
    "Grant Thornton",
    "BDO USA",
    "RSM US",
    "Marcum",
    "Crowe",
];

/// Extract the independent-auditor fee table. Returns `None` when no
/// "Audit Fees" section is present.
pub fn extract_audit_fees(html: &str) -> Option<AuditFees> {
    let text = strip(html);
    let lc = text.to_ascii_lowercase();
    let anchor = lc.find("audit fees")?;
    // A public-company audit fee is never below ~$50k; a smaller hit
    // is a footnote marker or page number the dollar scan grabbed by
    // mistake — drop the whole row rather than emit a wrong figure.
    let audit_fees = find_dollar(&text, anchor, 160).filter(|v| *v >= 50_000.0)?;
    let audit_related_fees = lc
        .find("audit-related fees")
        .or_else(|| lc.find("audit related fees"))
        .and_then(|p| find_dollar(&text, p, 160));
    let tax_fees = lc.find("tax fees").and_then(|p| find_dollar(&text, p, 160));
    let other_fees = lc
        .find("all other fees")
        .or_else(|| lc.find("other fees"))
        .and_then(|p| find_dollar(&text, p, 160));
    let auditor_name = AUDITORS
        .iter()
        .find(|a| text.contains(*a))
        .map(|a| a.to_string())
        .unwrap_or_default();
    let fiscal_year = find_year(&text, anchor.saturating_sub(300), 360).unwrap_or_default();
    Some(AuditFees {
        fiscal_year,
        auditor_name,
        audit_fees: Some(audit_fees),
        audit_related_fees,
        tax_fees,
        other_fees,
    })
}

// ───────────────────────────── shared ─────────────────────────────

/// Strip tags + decode entities + collapse whitespace to one string.
fn strip(html: &str) -> String {
    let mut out = String::with_capacity(html.len());
    let mut in_tag = false;
    let mut chars = html.char_indices().peekable();
    while let Some((i, c)) = chars.next() {
        match c {
            '<' => in_tag = true,
            '>' => {
                in_tag = false;
                out.push(' ');
            }
            _ if in_tag => {}
            '&' => {
                let rest = &html[i..];
                if rest.starts_with("&amp;") {
                    out.push('&');
                    for _ in 0..4 {
                        chars.next();
                    }
                } else if rest.starts_with("&nbsp;") || rest.starts_with("&#160;") {
                    out.push(' ');
                    for _ in 0..5 {
                        chars.next();
                    }
                } else {
                    out.push('&');
                }
            }
            _ => out.push(c),
        }
    }
    out.split_whitespace().collect::<Vec<_>>().join(" ")
}

/// First dollar amount at or after `from`, within `window` bytes.
fn find_dollar(text: &str, from: usize, window: usize) -> Option<f64> {
    let end = (from + window).min(text.len());
    let hay = text.get(from..end)?;
    let dollar = hay.find('$')?;
    parse_money(&hay[dollar + 1..])
}

/// Parse a leading money token (`" 31,709,000"`, `"1,234.5"`) → f64.
/// Stops at the first non-money character, so a following value is
/// not concatenated.
fn parse_money(s: &str) -> Option<f64> {
    let s = s.trim_start();
    let mut digits = String::new();
    for c in s.chars() {
        match c {
            '0'..='9' => digits.push(c),
            '.' => digits.push('.'),
            ',' => {}
            _ => break,
        }
    }
    if !digits.chars().any(|c| c.is_ascii_digit()) {
        return None;
    }
    digits.parse::<f64>().ok()
}

/// First 4-digit year (2010–2099) in `text[from..from+window]`.
fn find_year(text: &str, from: usize, window: usize) -> Option<String> {
    let end = (from + window).min(text.len());
    let hay = text.get(from..end)?;
    let bytes = hay.as_bytes();
    let mut best: Option<u16> = None;
    let mut i = 0;
    while i + 4 <= bytes.len() {
        if bytes[i..i + 4].iter().all(|b| b.is_ascii_digit())
            && (i == 0 || !bytes[i - 1].is_ascii_digit())
            && (i + 4 == bytes.len() || !bytes[i + 4].is_ascii_digit())
        {
            if let Ok(y) = hay[i..i + 4].parse::<u16>() {
                if (2010..=2099).contains(&y) && best.is_none_or(|b| y > b) {
                    best = Some(y);
                }
            }
        }
        i += 1;
    }
    best.map(|y| y.to_string())
}

#[cfg(test)]
mod tests {
    use super::*;

    #[test]
    fn extracts_numbered_proposals() {
        let html = r#"<html><body>
        <h2>Proposal 1 — Election of Directors</h2>
        <p>The Board of Directors recommends a vote FOR each nominee.</p>
        <h2>Proposal 2: Ratification of the Independent Auditor</h2>
        <p>The Board recommends a vote FOR this proposal.</p>
        <h2>Proposal 3 - Advisory Vote on Executive Compensation</h2>
        <p>The Board recommends a vote for this say-on-pay proposal.</p>
        </body></html>"#;
        let props = extract_proposals(html);
        assert_eq!(props.len(), 3, "got {props:?}");
        assert_eq!(props[0].number, "1");
        assert!(props[0].description.contains("Election of Directors"));
        assert_eq!(props[0].board_recommendation, "FOR");
        assert_eq!(props[0].proposal_type, "company");
    }

    #[test]
    fn pay_ratio_disclosure() {
        let html = r#"<html><body>
        <h3>CEO Pay Ratio</h3>
        <p>For 2024, the annual total compensation of our median employee
        was $87,540, and the ratio of our CEO's compensation to that of
        the median employee was 312 to 1.</p>
        </body></html>"#;
        let pr = extract_pay_ratio(html).expect("pay ratio");
        assert_eq!(pr.ratio, Some(312.0));
        assert_eq!(pr.median_employee_comp, Some(87_540.0));
        assert_eq!(pr.fiscal_year, "2024");
    }

    #[test]
    fn pay_ratio_absent_returns_none() {
        assert!(extract_pay_ratio("<html>no such disclosure</html>").is_none());
    }

    #[test]
    fn audit_fee_table() {
        let html = r#"<html><body>
        <p>The following table presents fees for 2024 and 2023 billed by
        PricewaterhouseCoopers LLP.</p>
        <table>
        <tr><td>Audit Fees</td><td>$ 12,500,000</td><td>$ 11,900,000</td></tr>
        <tr><td>Audit-Related Fees</td><td>$ 450,000</td><td>$ 400,000</td></tr>
        <tr><td>Tax Fees</td><td>$ 1,200,000</td><td>$ 1,100,000</td></tr>
        <tr><td>All Other Fees</td><td>$ 5,000</td><td>$ 5,000</td></tr>
        </table>
        </body></html>"#;
        let af = extract_audit_fees(html).expect("audit fees");
        assert_eq!(af.audit_fees, Some(12_500_000.0));
        assert_eq!(af.audit_related_fees, Some(450_000.0));
        assert_eq!(af.tax_fees, Some(1_200_000.0));
        assert_eq!(af.other_fees, Some(5_000.0));
        assert_eq!(af.auditor_name, "PricewaterhouseCoopers");
        assert_eq!(af.fiscal_year, "2024");
    }

    #[test]
    fn audit_fees_absent_returns_none() {
        assert!(extract_audit_fees("<html>nothing</html>").is_none());
    }

    #[test]
    fn parse_money_stops_at_boundary() {
        assert_eq!(parse_money(" 31,709,000 $ 29,345,000"), Some(31_709_000.0));
        assert_eq!(parse_money("1,234.5x"), Some(1_234.5));
        assert_eq!(parse_money("n/a"), None);
    }
}